diff --git a/01. ML Challenges/README.md b/01. ML Challenges/README.md index 47e6d18b..2b34f4c1 100644 --- a/01. ML Challenges/README.md +++ b/01. ML Challenges/README.md @@ -11,4 +11,4 @@ ``` ## Дедлайн по данному ДЗ -2 недели начиная с повтора занятия, **08.03.22** +2 недели начиная с повтора занятия, **08.02.22** \ No newline at end of file diff --git a/01. ML Challenges/homework_1.ipynb b/01. ML Challenges/homework_1.ipynb index 49e919a0..05f8a2b4 100644 --- a/01. ML Challenges/homework_1.ipynb +++ b/01. ML Challenges/homework_1.ipynb @@ -1,936 +1,1251 @@ { - "cells": [ - { - "cell_type": "markdown", - "id": "VvFvjNBH3QY3", - "metadata": { - "id": "VvFvjNBH3QY3" - }, - "source": [ - "## Домашнее задание" - ] - }, - { - "cell_type": "markdown", - "id": "F1nB_pZ53TLc", - "metadata": { - "id": "F1nB_pZ53TLc" - }, - "source": [ - "В этой тетрадке вам предлагается реализовать задания при помощи библиотеки numpy. Крайне желательно при выполнении разных заданий не использовать циклы. Если вы не понимаете, как выполнить конкретную задачу без циклов - убирайте их постепенно, разбейте выполнение задачи на этапы и постепенно векторизуйте каждый этап.\n", - "\n", - "Если вам непонятно, как выполнить ту или иную операцию - не стесняйтесь гуглить, если над вами повис дедлайн, а вы всё ещё на чём-то застряли - пишите преподу/в чат, это ок.\n", - "\n", - "**Обсудить решение лучше и сделать в итоге хоть что-то гораздо лучше, чем скатать чужой код или сдать пустую тетрадку.**" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "BxCGcHcxyAwh", - "metadata": { - "id": "BxCGcHcxyAwh" - }, - "outputs": [], - "source": [ - "import numpy as np" - ] - }, - { - "cell_type": "markdown", - "id": "byY0Ab4Jww36", - "metadata": { - "id": "byY0Ab4Jww36" - }, - "source": [ - "### Drill (1 балл)" - ] - }, - { - "cell_type": "markdown", - "id": "g9nrcP5ExLOr", - "metadata": { - "id": "g9nrcP5ExLOr" - }, - "source": [ - "Задание 1.\n", - "\n", - "Инициализируйте нулями массивы следующих форм:\n", - "\n", - "* (5)\n", - "* (5, 1)\n", - "* (10, 2)\n", - "* (3, 6, 2)\n", - "* (4, 3, 2, 1)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "GDFryOCFwwO5", - "metadata": { - "id": "GDFryOCFwwO5" - }, - "outputs": [], - "source": [ - "# Ваш код" - ] - }, - { - "cell_type": "markdown", - "id": "nB5ePY6S5AWx", - "metadata": { - "id": "nB5ePY6S5AWx" - }, - "source": [ - "Задание 2.\n", - "\n", - "Инициализируйте единицами массивы таких же форм и приведите их к целочисленному виду:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "bW7_oEBw5Ga8", - "metadata": { - "id": "bW7_oEBw5Ga8" - }, - "outputs": [], - "source": [ - "# Ваш код" - ] - }, - { - "cell_type": "markdown", - "id": "_S7FJFXexb3o", - "metadata": { - "id": "_S7FJFXexb3o" - }, - "source": [ - "Задание 3.\n", - "\n", - "Выполните для векторов выше `reshape` в \"форму\"\n", - "* с двумя компонентами\n", - "* с тремя компонентами\n", - "* с четырьмя компонентами" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "XDWmmsoYXBDP", - "metadata": { - "id": "XDWmmsoYXBDP" - }, - "outputs": [], - "source": [ - "# Ваш код" - ] - }, - { - "cell_type": "markdown", - "id": "Kp3SvzHyxyPp", - "metadata": { - "id": "Kp3SvzHyxyPp" - }, - "source": [ - "Задание 4.\n", - "\n", - "Для вектора ниже посчитайте его\n", - "* Максимум по 1 оси\n", - "* Минимум по 0 оси\n", - "* Сумму по всем осям\n", - "* Среднее по 0 оси\n", - "* Медиану по 1 оси" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "5GcaTzGPx9Tk", - "metadata": { - "id": "5GcaTzGPx9Tk" - }, - "outputs": [], - "source": [ - "v = np.random.randint(0, 9, size=(5, 7))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "iZT6E7esxsI1", - "metadata": { - "id": "iZT6E7esxsI1" - }, - "outputs": [], - "source": [ - "# Ваш код" - ] - }, - { - "cell_type": "markdown", - "id": "EiVqZFtpyOHm", - "metadata": { - "id": "EiVqZFtpyOHm" - }, - "source": [ - "Задание 5.\n", - "\n", - "Для всё того же вектора `v` выведите\n", - "* Его shape\n", - "* 0 компоненту его \"формы\"\n", - "* 1 компоненту его \"формы\"" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "AazCPchWyYGa", - "metadata": { - "id": "AazCPchWyYGa" - }, - "outputs": [], - "source": [ - "# Ваш код" - ] - }, - { - "cell_type": "markdown", - "id": "9bdU9sq1ygiF", - "metadata": { - "id": "9bdU9sq1ygiF" - }, - "source": [ - "Задание 6.\n", - "\n", - "Для этого же вектора выведите\n", - "* Все числа больше 5\n", - "* Все числа меньше 7 в обратном порядке\n", - "* Все числа больше 3, которые делятся на 4 без остатка\n", - "* Все числа, остаток от деления на 5 которых равен 3\n", - "* Индекс максимума\n", - "* Индекс минимума\n", - "* Cписок с индексами элементов отсортированного массива в исходном (неотсортированном)" - ] - }, - { - "cell_type": "markdown", - "id": "601cc16e", - "metadata": {}, - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "WW0nmIYwyfLA", - "metadata": { - "id": "WW0nmIYwyfLA" - }, - "outputs": [], - "source": [ - "# Ваш код" - ] - }, - { - "cell_type": "markdown", - "id": "pd7gVNl9zN-s", - "metadata": { - "id": "pd7gVNl9zN-s" - }, - "source": [ - "Задание 7.\n", - "\n", - "Выполните следующие операции над вектором (независимо, не обязательно делать это в последовательности):\n", - "* Умножьте его на 3\n", - "* Разделите на 7\n", - "* Возведите в степень $\\frac{2}{3}$\n", - "* Посчитайте $\\sin$ от него\n", - "* Посчитайте $\\log$ от него" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "iTQeUeJ2zNkz", - "metadata": { - "id": "iTQeUeJ2zNkz" - }, - "outputs": [], - "source": [ - "# Ваш код" - ] - }, - { - "cell_type": "markdown", - "id": "Njvzyat9w9Jw", - "metadata": { - "id": "Njvzyat9w9Jw" - }, - "source": [ - "### Разные инициализации + индексирование (3 балла)" - ] - }, - { - "cell_type": "markdown", - "id": "IXB2M-hrB1C5", - "metadata": { - "id": "IXB2M-hrB1C5" - }, - "source": [ - "Задание 8.\n", - "\n", - "Необходимо построить квадрат $3 \\times 3$ из нечётных чисел" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "0pnAlUNO8w1h", - "metadata": { - "id": "0pnAlUNO8w1h" - }, - "outputs": [], - "source": [ - "# Ваш код" - ] - }, - { - "cell_type": "markdown", - "id": "HmlcbwtOB5OT", - "metadata": { - "id": "HmlcbwtOB5OT" - }, - "source": [ - "Задание 9.\n", - "\n", - "Необходимо построить квадрат $4 \\times 4$ из четных чисел в обратном порядке" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "W0lqLNBB81-U", - "metadata": { - "id": "W0lqLNBB81-U" - }, - "outputs": [], - "source": [ - "# Ваш код" - ] - }, - { - "cell_type": "markdown", - "id": "IeOvIqrFB8zI", - "metadata": { - "id": "IeOvIqrFB8zI" - }, - "source": [ - "Задание 10.\n", - "\n", - "Необходимо построить сетку координат $11 \\times 11$ с точкой $(0,0)$ в центре и шагом $0.1$ между клетками" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "gXTZFQzd84lY", - "metadata": { - "id": "gXTZFQzd84lY" - }, - "outputs": [], - "source": [ - "# Ваш код" - ] - }, - { - "cell_type": "markdown", - "id": "BQD_BNN-CqCm", - "metadata": { - "id": "BQD_BNN-CqCm" - }, - "source": [ - "Задание 11.\n", - "\n", - "Замощение сетки $8\\times8$ при помощи $0$ и $1$ в шахматном порядке, клетка с индексом $(0,0)$ замощается $1$" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "whMdrRLx9G8Y", - "metadata": { - "id": "whMdrRLx9G8Y" - }, - "outputs": [], - "source": [ - "# Ваш код" - ] - }, - { - "cell_type": "markdown", - "id": "5tl1is5hCxH7", - "metadata": { - "id": "5tl1is5hCxH7" - }, - "source": [ - "Задание 12.\n", - "\n", - "То же замощение, но клетка с индексом $(0,0)$ замощается $0$" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "TP8Risy79TkG", - "metadata": { - "id": "TP8Risy79TkG" - }, - "outputs": [], - "source": [ - "# Ваш код" - ] - }, - { - "cell_type": "markdown", - "id": "xwut71HZC401", - "metadata": { - "id": "xwut71HZC401" - }, - "source": [ - "Задание 13.\n", - "\n", - "Необходимо построить нижне-треугольную матрицу переменного размера (задается передачей параметра в функцию). Это единичная матрица,замощённая $1$ под главной диагональю" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "f819Rv2uxDOz", - "metadata": { - "id": "f819Rv2uxDOz" - }, - "outputs": [], - "source": [ - "# Ваш код" - ] - }, - { - "cell_type": "markdown", - "id": "vhkgdaj3DGGr", - "metadata": { - "id": "vhkgdaj3DGGr" - }, - "source": [ - "Задание 14.\n", - "\n", - "Необходимо построить верхне-треугольную матрицу переменного размера. Это единичная матрица, замощённая $1$ над главной диагональю" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "bwsDUhYT9kP0", - "metadata": { - "id": "bwsDUhYT9kP0" - }, - "outputs": [], - "source": [ - "# Ваш код" - ] - }, - { - "cell_type": "markdown", - "id": "L2HbqtTjDM1a", - "metadata": { - "id": "L2HbqtTjDM1a" - }, - "source": [ - "Задание 15.\n", - "\n", - "Необходимо построить матрицу, в которой единицы стоят на побочной диагонали (идущей из левого нижнего угла в правый верхний), в остальных местах стоят $0$" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "vM6ez-K69to2", - "metadata": { - "id": "vM6ez-K69to2" - }, - "outputs": [], - "source": [ - "# Ваш код" - ] - }, - { - "cell_type": "markdown", - "id": "xeL6jav0w0U-", - "metadata": { - "id": "xeL6jav0w0U-" - }, - "source": [ - "### Операции + аггрегации (3 балла)" - ] - }, - { - "cell_type": "markdown", - "id": "vOPIAFopHUKs", - "metadata": { - "id": "vOPIAFopHUKs" - }, - "source": [ - "Задание 16.\n", - "\n", - "Дана выборка $\\{X_i\\}$ некоторой случайной величины $X$, необходимо оценить\n", - "* Математическое ожидание $E[X] = \\frac{1}{N}\\sum_{i=1}^N X_i$ этой случайной величины\n", - "* Дисперсию $D[X] = \\frac{1}{N}\\sum_{i=1}^N (X_i - E[X])^2$ этой случайной величины" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "uHQ-DiR4JB0p", - "metadata": { - "id": "uHQ-DiR4JB0p" - }, - "outputs": [], - "source": [ - "def expected_value(x):\n", - " assert len(x) > 0\n", - " return sum(x) / len(x)\n", - "\n", - "\n", - "def dispersion(x):\n", - " assert len(x) > 0\n", - " d = 0\n", - " e = expected_value(x)\n", - " for x_i in x:\n", - " d += (x_i - e) ** 2\n", - " return d / len(x)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "XVFo8hitHSav", - "metadata": { - "id": "XVFo8hitHSav" - }, - "outputs": [], - "source": [ - "def expected_value_np(x):\n", - " return # Ваш код" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "f2jCC5EjJkl0", - "metadata": { - "id": "f2jCC5EjJkl0" - }, - "outputs": [], - "source": [ - "def dispersion_np(x):\n", - " return # Ваш код" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "dEGp_cuFJoX9", - "metadata": { - "id": "dEGp_cuFJoX9" - }, - "outputs": [], - "source": [ - "np.testing.assert_array_equal(expected_value([1]), expected_value_np(np.array([1])))\n", - "np.testing.assert_array_equal(expected_value([3, 4]), expected_value_np(np.array([3, 4])))\n", - "np.testing.assert_array_equal(expected_value([-1, 0, 1]), expected_value_np(np.array([-1, 0, 1])))\n", - "np.testing.assert_array_equal(expected_value([-99, -98]), expected_value_np(np.array([-99, -98])))\n", - "\n", - "np.testing.assert_array_equal(dispersion([1]), dispersion_np(np.array([1])))\n", - "np.testing.assert_array_equal(dispersion([3, 4]), dispersion_np(np.array([3, 4])))\n", - "np.testing.assert_array_equal(dispersion([-1, 0, 1]), dispersion_np(np.array([-1, 0, 1])))\n", - "np.testing.assert_array_equal(dispersion([-99, -98]), dispersion_np(np.array([-99, -98])))" - ] - }, - { - "cell_type": "markdown", - "id": "BO9aCDmYBf1R", - "metadata": { - "id": "BO9aCDmYBf1R" - }, - "source": [ - "Задание 17.\n", - "\n", - "Даны два вектора $y_1$ и $y_2$, нужно посчитать среднее арифметическое квадратов разностей их значений" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "5ZgYjfj5KW4g", - "metadata": { - "id": "5ZgYjfj5KW4g" - }, - "outputs": [], - "source": [ - "def mean_square_difference(y1, y2):\n", - " assert len(y1) == len(y2) and len(y1) > 0\n", - " # Здесь и далее эти проверки !не нужно! дублировать в свои функции; Здесь они для того, чтобы лишний раз подчеркнуть валидность входных данных\n", - " s = 0\n", - " for i in range(len(y1)):\n", - " s += (y1[i] - y2[i]) ** 2\n", - " return s / len(y1)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "r3kxTnLlw7dA", - "metadata": { - "id": "r3kxTnLlw7dA" - }, - "outputs": [], - "source": [ - "def mean_square_difference_np(y1, y2):\n", - " return # Ваш код" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "CVuNT_iRKrFM", - "metadata": { - "id": "CVuNT_iRKrFM" - }, - "outputs": [], - "source": [ - "assert mean_square_difference([1], [1]) == mean_square_difference_np(np.array([1]), np.array([1]))\n", - "assert mean_square_difference([1, 2], [1, 2]) == mean_square_difference_np(np.array([1, 2]), np.array([1, 2]))\n", - "assert mean_square_difference([-1, 1], [0, 0]) == mean_square_difference_np(np.array([-1, 1]), np.array([0, 0]))\n", - "assert mean_square_difference([-3, -2, 0, 1, 4], [-2, -2, -1, -1, 5]) == mean_square_difference_np(np.array([-3, -2, 0, 1, 4]), np.array([-2, -2, -1, -1, 5]))" - ] - }, - { - "cell_type": "markdown", - "id": "FlYEqBJuBeX_", - "metadata": { - "id": "FlYEqBJuBeX_" - }, - "source": [ - "Задание 18.\n", - "\n", - "Даны два вектора $y_1$ и $y_2$, нужно посчитать среднее арифметическое модулей разностей их значений" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "YYFm_USNLR0g", - "metadata": { - "id": "YYFm_USNLR0g" - }, - "outputs": [], - "source": [ - "def mean_abs_difference(y1, y2):\n", - " assert len(y1) == len(y2) and len(y1) > 0\n", - " s = 0\n", - " for i in range(len(y1)):\n", - " s += abs(y1[i] - y2[i])\n", - " return s / len(y1)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "YND9wAXGLSrU", - "metadata": { - "id": "YND9wAXGLSrU" - }, - "outputs": [], - "source": [ - "def mean_abs_difference_np(y1, y2):\n", - " return # Ваш код" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "a6AVnlOp-N_E", - "metadata": { - "id": "a6AVnlOp-N_E" - }, - "outputs": [], - "source": [ - "assert mean_abs_difference([1], [1]) == mean_abs_difference_np(np.array([1]), np.array([1]))\n", - "assert mean_abs_difference([1, 2], [1, 2]) == mean_abs_difference_np(np.array([1, 2]), np.array([1, 2]))\n", - "assert mean_abs_difference([-1, 1], [0, 0]) == mean_abs_difference_np(np.array([-1, 1]), np.array([0, 0]))\n", - "assert mean_abs_difference([-3, -2, 0, 1, 4], [-2, -2, -1, -1, 5]) == mean_abs_difference_np(np.array([-3, -2, 0, 1, 4]), np.array([-2, -2, -1, -1, 5]))" - ] - }, - { - "cell_type": "markdown", - "id": "MCJcY2TDBVX2", - "metadata": { - "id": "MCJcY2TDBVX2" - }, - "source": [ - "Задание 19.\n", - "\n", - "Даны два вектора $y_1$ и $y_2$, в которых присутствуют только $0$ и $1$. Необходимо посчитать вероятность совпадения - в скольких точках значения двух векторов совпадают" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "MFRHNu3RLdAM", - "metadata": { - "id": "MFRHNu3RLdAM" - }, - "outputs": [], - "source": [ - "def matching_proba(y1, y2):\n", - " assert len(y1) == len(y2) and len(y1) > 0\n", - " assert len(set(y1)) <= 2\n", - " assert len(set(y2)) <= 2\n", - " assert 0 in set(y1) or 1 in set(y1) or (0 in set(y1) and 1 in set(y1))\n", - " assert 0 in set(y2) or 1 in set(y2) or (0 in set(y2) and 1 in set(y2))\n", - "\n", - " return sum([y1[i] == y2[i] for i in range(len(y1))]) / len(y1)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "C48P4bQBMnZQ", - "metadata": { - "id": "C48P4bQBMnZQ" - }, - "outputs": [], - "source": [ - "def matching_proba_np(y1, y2):\n", - " return # Ваш код" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "-DDiBxPEMZwu", - "metadata": { - "id": "-DDiBxPEMZwu" - }, - "outputs": [], - "source": [ - "np.testing.assert_array_equal(matching_proba([0, 1], [1, 0]), matching_proba_np(np.array([0, 1]), np.array([1, 0])))\n", - "np.testing.assert_array_equal(matching_proba([0, 1, 0, 1], [0, 0, 1, 1]), matching_proba_np(np.array([0, 1, 0, 1]), np.array([0, 0, 1, 1])))\n", - "np.testing.assert_array_equal(matching_proba([0, 0, 1, 1], [0, 0, 1, 1]), matching_proba_np(np.array([0, 0, 1, 1]), np.array([0, 0, 1, 1])))" - ] - }, - { - "cell_type": "markdown", - "id": "F_a98XRF_WnS", - "metadata": { - "id": "F_a98XRF_WnS" - }, - "source": [ - "Задание 20.\n", - "\n", - "Даны два вектора: $y_1$, $y_2$. В $y_1$ и $y_2$ присутствуют только $0$ и $1$.\n", - "\n", - "Необходимо найти границы (индексы), такие, что если мы разделим вдоль какой-то из этих границ оба вектора на две части, то\n", - "* в левой части пересекающихся в $y_1$ и $y_2$ нулей будет строго больше, чем пересекающихся единиц или непересекающихся элементов\n", - "* в правой - пересекающихся единиц строго больше, чем пересекающихся нулей или непересекающихся элементов.\n", - "\n", - "Если какая-то из частей не содержит элементов вовсе, то будем считать, что она подходит под условие." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "b6FUo3G_NDge", - "metadata": { - "id": "b6FUo3G_NDge" - }, - "outputs": [], - "source": [ - "def find_thresholds(y1, y2, debug=False):\n", - " assert len(y1) == len(y2) and len(y1) > 0\n", - " n = len(y1)\n", - " matching_zeros = [1 if y1[i] == y2[i] == 0 else 0 for i in range(n)]\n", - " matching_ones = [1 if y1[i] == y2[i] == 1 else 0 for i in range(n)]\n", - " res = []\n", - " if sum(matching_ones) / n > 0.5:\n", - " res.append(0)\n", - " for i in range(1, n):\n", - " if debug: # если вам непонятна логика работы этой функции, передайте третьим аргументом True\n", - " print(matching_zeros[:i], matching_ones[i:], i)\n", - " if sum(matching_zeros[:i]) / i > 0.5 and sum(matching_ones[i:]) / (n - i) > 0.5:\n", - " res.append(i)\n", - " if sum(matching_zeros) / n > 0.5:\n", - " res.append(n)\n", - " return res" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "aD34QrPrReVK", - "metadata": { - "id": "aD34QrPrReVK" - }, - "outputs": [], - "source": [ - "def find_thresholds_np(y1, y2):\n", - " return # Ваш код" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "oSSMaAp3PT-R", - "metadata": { - "id": "oSSMaAp3PT-R" - }, - "outputs": [], - "source": [ - "np.testing.assert_array_equal(find_thresholds([0], [0]), find_thresholds_np(np.array([0]), np.array([0])))\n", - "np.testing.assert_array_equal(find_thresholds([1], [1]), find_thresholds_np(np.array([1]), np.array([1])))\n", - "np.testing.assert_array_equal(\n", - " find_thresholds([0, 0, 1, 1], [0, 0, 1, 1]), \n", - " find_thresholds_np(np.array([0, 0, 1, 1]), np.array([0, 0, 1, 1]))\n", - ")\n", - "np.testing.assert_array_equal(\n", - " find_thresholds([0, 0, 1, 0, 0, 1, 1, 1], [0, 0, 0, 0, 0, 1, 1, 1]),\n", - " find_thresholds_np(np.array([0, 0, 1, 0, 0, 1, 1, 1]), np.array([0, 0, 0, 0, 0, 1, 1, 1]))\n", - ")" - ] - }, - { - "cell_type": "markdown", - "id": "QzL-JrqmxD8s", - "metadata": { - "id": "QzL-JrqmxD8s" - }, - "source": [ - "### Разные действия с матрицами (3 балла)" - ] - }, - { - "cell_type": "markdown", - "id": "8cRkht0DTyJm", - "metadata": { - "id": "8cRkht0DTyJm" - }, - "source": [ - "Задание 21.\n", - "\n", - "Дана матрица размера $(32, 3, 16, 16)$, заполненная случайными числами от 0 до 9. При помощи **ровно двух** преобразований приведите её к виду $(32, 1)$. При выполнении задания **можно** создавать вспомогательные матрицы!" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "XiBftUkYUJHx", - "metadata": { - "id": "XiBftUkYUJHx" - }, - "outputs": [], - "source": [ - "data = np.random.randint(0, 10, size=(32, 3, 16, 16))\n", - "\n", - "# Преобразование 1\n", - "# Преобразование 2\n", - "\n", - "assert data.shape == (32, 1)" - ] - }, - { - "cell_type": "markdown", - "id": "BlZrnx1TU3Oe", - "metadata": { - "id": "BlZrnx1TU3Oe" - }, - "source": [ - "Задание 22.\n", - "\n", - "Даны две матрицы $m_1$ размером $(32, 256)$ и $m_2$ размером $(32, 512)$, а также две вспомогательные матрицы $W_1$ размером $(256, 32)$ и $W_2$ размером $(512, 16)$. Используя **все** данные матрицы, сделайте так, чтобы на выходе получилась **ровно одна** матрица размером $(32, 32)$" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "XiQOLjOgxENb", - "metadata": { - "id": "XiQOLjOgxENb" - }, - "outputs": [], - "source": [ - "m1 = np.random.randint(0, 10, size=(32, 256))\n", - "m2 = np.random.randint(0, 10, size=(32, 512))\n", - "W1 = np.random.randint(0, 10, size=(256, 32))\n", - "W2 = np.random.randint(0, 10, size=(512, 16))\n", - "\n", - "result = # Ваш код\n", - "\n", - "assert result.shape == (32, 32)" - ] - }, - { - "cell_type": "markdown", - "id": "dGTtWMlOWSyr", - "metadata": { - "id": "dGTtWMlOWSyr" - }, - "source": [ - "Задание 23.\n", - "\n", - "Приведите полученную на последнем шаге матрицу к виду $(32, 3)$ и сделайте так, чтобы все значения в этой матрице были в промежутке от $0$ до $1$" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "JM1Ngv6oWSZE", - "metadata": { - "id": "JM1Ngv6oWSZE" - }, - "outputs": [], - "source": [ - "# Вжух! (∩｀-´)⊃━☆ﾟ.*･｡ﾟ\n", - "result = # Ваш код\n", - "\n", - "assert result.shape == (32, 3)\n", - "assert ((result >= 0) & (result <= 1)).all()" - ] + "cells": [ + { + "cell_type": "markdown", + "id": "VvFvjNBH3QY3", + "metadata": { + "id": "VvFvjNBH3QY3" + }, + "source": [ + "## Домашнее задание" + ] + }, + { + "cell_type": "markdown", + "id": "F1nB_pZ53TLc", + "metadata": { + "id": "F1nB_pZ53TLc" + }, + "source": [ + "В этой тетрадке вам предлагается реализовать задания при помощи библиотеки numpy. Крайне желательно при выполнении разных заданий не использовать циклы. Если вы не понимаете, как выполнить конкретную задачу без циклов - убирайте их постепенно, разбейте выполнение задачи на этапы и постепенно векторизуйте каждый этап.\n", + "\n", + "Если вам непонятно, как выполнить ту или иную операцию - не стесняйтесь гуглить, если над вами повис дедлайн, а вы всё ещё на чём-то застряли - пишите преподу/в чат, это ок.\n", + "\n", + "**Обсудить решение лучше и сделать в итоге хоть что-то гораздо лучше, чем скатать чужой код или сдать пустую тетрадку.**" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "BxCGcHcxyAwh", + "metadata": { + "id": "BxCGcHcxyAwh" + }, + "outputs": [], + "source": [ + "import numpy as np" + ] + }, + { + "cell_type": "markdown", + "id": "byY0Ab4Jww36", + "metadata": { + "id": "byY0Ab4Jww36" + }, + "source": [ + "### Drill (1 балл)" + ] + }, + { + "cell_type": "markdown", + "id": "g9nrcP5ExLOr", + "metadata": { + "id": "g9nrcP5ExLOr" + }, + "source": [ + "Задание 1.\n", + "\n", + "Инициализируйте нулями массивы следующих форм:\n", + "\n", + "* (5)\n", + "* (5, 1)\n", + "* (10, 2)\n", + "* (3, 6, 2)\n", + "* (4, 3, 2, 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "GDFryOCFwwO5", + "metadata": { + "id": "GDFryOCFwwO5" + }, + "outputs": [], + "source": [ + "a = np.zeros(5)\n", + "b = np.zeros((5,1))\n", + "c = np.zeros((3, 6, 2))\n", + "d = np.zeros((4, 3, 2, 1))" + ] + }, + { + "cell_type": "markdown", + "id": "nB5ePY6S5AWx", + "metadata": { + "id": "nB5ePY6S5AWx" + }, + "source": [ + "Задание 2.\n", + "\n", + "Инициализируйте единицами массивы таких же форм и приведите их к целочисленному виду:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "bW7_oEBw5Ga8", + "metadata": { + "id": "bW7_oEBw5Ga8" + }, + "outputs": [], + "source": [ + "e = np.ones(5).astype(int)\n", + "f = np.ones((5,1)).astype(int)\n", + "g = np.ones((3, 6, 2)).astype(int)\n", + "h = np.ones((4, 3, 2, 1)).astype(int)" + ] + }, + { + "cell_type": "markdown", + "id": "_S7FJFXexb3o", + "metadata": { + "id": "_S7FJFXexb3o" + }, + "source": [ + "Задание 3.\n", + "\n", + "Выполните для векторов выше `reshape` в \"форму\"\n", + "* с двумя компонентами\n", + "* с тремя компонентами\n", + "* с четырьмя компонентами" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "XDWmmsoYXBDP", + "metadata": { + "id": "XDWmmsoYXBDP" + }, + "outputs": [], + "source": [ + "a = a.reshape(5, -1)\n", + "b = b.reshape(5, 1, -1)\n", + "c = c.reshape(3, 3, 2, 2)\n", + "d = d.reshape(2, 12)" + ] + }, + { + "cell_type": "markdown", + "id": "Kp3SvzHyxyPp", + "metadata": { + "id": "Kp3SvzHyxyPp" + }, + "source": [ + "Задание 4.\n", + "\n", + "Для вектора ниже посчитайте его\n", + "* Максимум по 1 оси\n", + "* Минимум по 0 оси\n", + "* Сумму по всем осям\n", + "* Среднее по 0 оси\n", + "* Медиану по 1 оси" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "5GcaTzGPx9Tk", + "metadata": { + "id": "5GcaTzGPx9Tk" + }, + "outputs": [], + "source": [ + "v = np.random.randint(0, 9, size=(5, 7))" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "identified-cocktail", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[5, 3, 7, 4, 3, 1, 7],\n", + " [2, 2, 2, 2, 5, 0, 5],\n", + " [7, 7, 1, 4, 0, 3, 8],\n", + " [6, 6, 6, 3, 3, 5, 1],\n", + " [5, 4, 3, 3, 8, 1, 6]])" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "v" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "iZT6E7esxsI1", + "metadata": { + "id": "iZT6E7esxsI1" + }, + "outputs": [], + "source": [ + "maxi = v.max(axis=1)\n", + "mini = v.min(axis=0)\n", + "summa = v.sum()\n", + "sred = v.mean(axis=1)\n", + "med = np.median(v, axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "prompt-alfred", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([7, 5, 8, 6, 8]),\n", + " array([2, 2, 1, 2, 0, 0, 1]),\n", + " 138,\n", + " array([4.28571429, 2.57142857, 4.28571429, 4.28571429, 4.28571429]),\n", + " array([4., 2., 4., 5., 4.]))" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "maxi, mini, summa, sred, med" + ] + }, + { + "cell_type": "markdown", + "id": "EiVqZFtpyOHm", + "metadata": { + "id": "EiVqZFtpyOHm" + }, + "source": [ + "Задание 5.\n", + "\n", + "Для всё того же вектора `v` выведите\n", + "* Его shape\n", + "* 0 компоненту его \"формы\"\n", + "* 1 компоненту его \"формы\"" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "AazCPchWyYGa", + "metadata": { + "id": "AazCPchWyYGa" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(5, 7) 5 7\n" + ] + } + ], + "source": [ + "print(np.shape(v), np.shape(v)[0], np.shape(v)[1])" + ] + }, + { + "cell_type": "markdown", + "id": "9bdU9sq1ygiF", + "metadata": { + "id": "9bdU9sq1ygiF" + }, + "source": [ + "Задание 6.\n", + "\n", + "Для этого же вектора выведите\n", + "* Все числа больше 5\n", + "* Все числа меньше 7 в обратном порядке\n", + "* Все числа больше 3, которые делятся на 4 без остатка\n", + "* Все числа, остаток от деления на 5 которых равен 3\n", + "* Индекс максимума\n", + "* Индекс минимума\n", + "* Cписок с индексами элементов отсортированного массива в исходном (неотсортированном)" + ] + }, + { + "cell_type": "markdown", + "id": "601cc16e", + "metadata": {}, + "source": [] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "WW0nmIYwyfLA", + "metadata": { + "id": "WW0nmIYwyfLA" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[7 7 7 7 8 6 6 6 8 6]\n", + "[6 1 3 3 4 5 1 5 3 3 6 6 6 3 0 4 1 5 0 5 2 2 2 2 1 3 4 3 5]\n", + "[4 4 8 4 8]\n", + "[3 3 3 8 3 3 3 3 8]\n", + "20\n", + "12\n", + "[[5 1 4 3 0 2 6]\n", + " [5 0 1 2 3 4 6]\n", + " [4 2 5 3 0 1 6]\n", + " [6 3 4 5 0 1 2]\n", + " [5 2 3 1 0 6 4]]\n" + ] + } + ], + "source": [ + "print(v[v>5], v[v<7][::-1], v[(v>3) & (v % 4 == 0)], v[v % 5 == 3], v.argmax(), v.argmin(), v.argsort(), sep='\\n')" + ] + }, + { + "cell_type": "markdown", + "id": "pd7gVNl9zN-s", + "metadata": { + "id": "pd7gVNl9zN-s" + }, + "source": [ + "Задание 7.\n", + "\n", + "Выполните следующие операции над вектором (независимо, не обязательно делать это в последовательности):\n", + "* Умножьте его на 3\n", + "* Разделите на 7\n", + "* Возведите в степень $\\frac{2}{3}$\n", + "* Посчитайте $\\sin$ от него\n", + "* Посчитайте $\\log$ от него" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "german-toddler", + "metadata": {}, + "outputs": [], + "source": [ + "v = v[v != 0]" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "iTQeUeJ2zNkz", + "metadata": { + "id": "iTQeUeJ2zNkz" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[15 9 21 12 9 3 21 6 6 6 6 15 15 21 21 3 12 9 24 18 18 18 9 9\n", + " 15 3 15 12 9 9 24 3 18]\n", + "\n", + "[0.71428571 0.42857143 1. 0.57142857 0.42857143 0.14285714\n", + " 1. 0.28571429 0.28571429 0.28571429 0.28571429 0.71428571\n", + " 0.71428571 1. 1. 0.14285714 0.57142857 0.42857143\n", + " 1.14285714 0.85714286 0.85714286 0.85714286 0.42857143 0.42857143\n", + " 0.71428571 0.14285714 0.71428571 0.57142857 0.42857143 0.42857143\n", + " 1.14285714 0.14285714 0.85714286]\n", + "\n", + "[2.92401774 2.08008382 3.65930571 2.5198421 2.08008382 1.\n", + " 3.65930571 1.58740105 1.58740105 1.58740105 1.58740105 2.92401774\n", + " 2.92401774 3.65930571 3.65930571 1. 2.5198421 2.08008382\n", + " 4. 3.30192725 3.30192725 3.30192725 2.08008382 2.08008382\n", + " 2.92401774 1. 2.92401774 2.5198421 2.08008382 2.08008382\n", + " 4. 1. 3.30192725]\n", + "\n", + "[-0.95892427 0.14112001 0.6569866 -0.7568025 0.14112001 0.84147098\n", + " 0.6569866 0.90929743 0.90929743 0.90929743 0.90929743 -0.95892427\n", + " -0.95892427 0.6569866 0.6569866 0.84147098 -0.7568025 0.14112001\n", + " 0.98935825 -0.2794155 -0.2794155 -0.2794155 0.14112001 0.14112001\n", + " -0.95892427 0.84147098 -0.95892427 -0.7568025 0.14112001 0.14112001\n", + " 0.98935825 0.84147098 -0.2794155 ]\n", + "\n", + "[1.60943791 1.09861229 1.94591015 1.38629436 1.09861229 0.\n", + " 1.94591015 0.69314718 0.69314718 0.69314718 0.69314718 1.60943791\n", + " 1.60943791 1.94591015 1.94591015 0. 1.38629436 1.09861229\n", + " 2.07944154 1.79175947 1.79175947 1.79175947 1.09861229 1.09861229\n", + " 1.60943791 0. 1.60943791 1.38629436 1.09861229 1.09861229\n", + " 2.07944154 0. 1.79175947]\n" + ] + } + ], + "source": [ + "print(v*3, v/7, v**(2/3), np.sin(v), np.log(v), sep='\\n\\n')" + ] + }, + { + "cell_type": "markdown", + "id": "Njvzyat9w9Jw", + "metadata": { + "id": "Njvzyat9w9Jw" + }, + "source": [ + "### Разные инициализации + индексирование (3 балла)" + ] + }, + { + "cell_type": "markdown", + "id": "IXB2M-hrB1C5", + "metadata": { + "id": "IXB2M-hrB1C5" + }, + "source": [ + "Задание 8.\n", + "\n", + "Необходимо построить квадрат $3 \\times 3$ из нечётных чисел" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "0pnAlUNO8w1h", + "metadata": { + "id": "0pnAlUNO8w1h" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 1, 3, 5],\n", + " [ 7, 9, 11],\n", + " [13, 15, 17]])" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a = np.arange(1, 18, 2).reshape((3, 3))\n", + "a" + ] + }, + { + "cell_type": "markdown", + "id": "HmlcbwtOB5OT", + "metadata": { + "id": "HmlcbwtOB5OT" + }, + "source": [ + "Задание 9.\n", + "\n", + "Необходимо построить квадрат $4 \\times 4$ из четных чисел в обратном порядке" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "W0lqLNBB81-U", + "metadata": { + "id": "W0lqLNBB81-U" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[32, 30, 28, 26],\n", + " [24, 22, 20, 18],\n", + " [16, 14, 12, 10],\n", + " [ 8, 6, 4, 2]])" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "b = np.arange(2, 33, 2)[::-1].reshape((4, 4))\n", + "b" + ] + }, + { + "cell_type": "markdown", + "id": "IeOvIqrFB8zI", + "metadata": { + "id": "IeOvIqrFB8zI" + }, + "source": [ + "Задание 10.\n", + "\n", + "Необходимо построить сетку координат $11 \\times 11$ с точкой $(0,0)$ в центре и шагом $0.1$ между клетками" + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "id": "gXTZFQzd84lY", + "metadata": { + "id": "gXTZFQzd84lY" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } - ], - "metadata": { - "colab": { - "collapsed_sections": [], - "name": "ML_HW1_numpy.ipynb", - "provenance": [] - }, - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.10" + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "a = np.linspace(-0.4, 0.4, 11)\n", + "plt.plot(a, a)\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "BQD_BNN-CqCm", + "metadata": { + "id": "BQD_BNN-CqCm" + }, + "source": [ + "Задание 11.\n", + "\n", + "Замощение сетки $8\\times8$ при помощи $0$ и $1$ в шахматном порядке, клетка с индексом $(0,0)$ замощается $1$" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "whMdrRLx9G8Y", + "metadata": { + "id": "whMdrRLx9G8Y" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1, 0, 1, 0, 1, 0, 1, 0],\n", + " [0, 1, 0, 1, 0, 1, 0, 1],\n", + " [1, 0, 1, 0, 1, 0, 1, 0],\n", + " [0, 1, 0, 1, 0, 1, 0, 1],\n", + " [1, 0, 1, 0, 1, 0, 1, 0],\n", + " [0, 1, 0, 1, 0, 1, 0, 1],\n", + " [1, 0, 1, 0, 1, 0, 1, 0],\n", + " [0, 1, 0, 1, 0, 1, 0, 1]])" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" } + ], + "source": [ + "a = np.arange(1, 9, 1)\n", + "b = np.arange(2, 10, 1)\n", + "c = np.concatenate((a, b, a, b, a, b, a, b))\n", + "c[c%2==0]=0\n", + "c[c%2==1]=1\n", + "c = c.reshape(8, 8)\n", + "c" + ] + }, + { + "cell_type": "markdown", + "id": "5tl1is5hCxH7", + "metadata": { + "id": "5tl1is5hCxH7" + }, + "source": [ + "Задание 12.\n", + "\n", + "То же замощение, но клетка с индексом $(0,0)$ замощается $0$" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "TP8Risy79TkG", + "metadata": { + "id": "TP8Risy79TkG" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0, 1, 0, 1, 0, 1, 0, 1],\n", + " [1, 0, 1, 0, 1, 0, 1, 0],\n", + " [0, 1, 0, 1, 0, 1, 0, 1],\n", + " [1, 0, 1, 0, 1, 0, 1, 0],\n", + " [0, 1, 0, 1, 0, 1, 0, 1],\n", + " [1, 0, 1, 0, 1, 0, 1, 0],\n", + " [0, 1, 0, 1, 0, 1, 0, 1],\n", + " [1, 0, 1, 0, 1, 0, 1, 0]])" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c[::-1]" + ] + }, + { + "cell_type": "markdown", + "id": "xwut71HZC401", + "metadata": { + "id": "xwut71HZC401" + }, + "source": [ + "Задание 13.\n", + "\n", + "Необходимо построить нижне-треугольную матрицу переменного размера (задается передачей параметра в функцию). Это единичная матрица,замощённая $1$ под главной диагональю" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "f819Rv2uxDOz", + "metadata": { + "id": "f819Rv2uxDOz" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0., 0., 0.],\n", + " [1., 0., 0.],\n", + " [1., 1., 0.]])" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def down_tr(param):\n", + " return np.tri(param, param)-np.eye(param, param)\n", + "down_tr(3)" + ] + }, + { + "cell_type": "markdown", + "id": "vhkgdaj3DGGr", + "metadata": { + "id": "vhkgdaj3DGGr" + }, + "source": [ + "Задание 14.\n", + "\n", + "Необходимо построить верхне-треугольную матрицу переменного размера. Это единичная матрица, замощённая $1$ над главной диагональю" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "bwsDUhYT9kP0", + "metadata": { + "id": "bwsDUhYT9kP0" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0., 1., 1., 1.],\n", + " [0., 0., 1., 1.],\n", + " [0., 0., 0., 1.],\n", + " [0., 0., 0., 0.]])" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def down_tr(param):\n", + " return np.triu(np.ones(param))-np.eye(param)\n", + "down_tr(4)" + ] + }, + { + "cell_type": "markdown", + "id": "L2HbqtTjDM1a", + "metadata": { + "id": "L2HbqtTjDM1a" + }, + "source": [ + "Задание 15.\n", + "\n", + "Необходимо построить матрицу, в которой единицы стоят на побочной диагонали (идущей из левого нижнего угла в правый верхний), в остальных местах стоят $0$" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "vM6ez-K69to2", + "metadata": { + "id": "vM6ez-K69to2" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0., 0., 1.],\n", + " [0., 1., 0.],\n", + " [1., 0., 0.]])" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def poboch(param):\n", + " return np.eye(param, param)[::-1]\n", + "poboch(3)" + ] + }, + { + "cell_type": "markdown", + "id": "xeL6jav0w0U-", + "metadata": { + "id": "xeL6jav0w0U-" + }, + "source": [ + "### Операции + аггрегации (3 балла)" + ] + }, + { + "cell_type": "markdown", + "id": "vOPIAFopHUKs", + "metadata": { + "id": "vOPIAFopHUKs" + }, + "source": [ + "Задание 16.\n", + "\n", + "Дана выборка $\\{X_i\\}$ некоторой случайной величины $X$, необходимо оценить\n", + "* Математическое ожидание $E[X] = \\frac{1}{N}\\sum_{i=1}^N X_i$ этой случайной величины\n", + "* Дисперсию $D[X] = \\frac{1}{N}\\sum_{i=1}^N (X_i - E[X])^2$ этой случайной величины" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "uHQ-DiR4JB0p", + "metadata": { + "id": "uHQ-DiR4JB0p" + }, + "outputs": [], + "source": [ + "def expected_value(x):\n", + " assert len(x) > 0\n", + " return sum(x) / len(x)\n", + "\n", + "\n", + "def dispersion(x):\n", + " assert len(x) > 0\n", + " d = 0\n", + " e = expected_value(x)\n", + " for x_i in x:\n", + " d += (x_i - e) ** 2\n", + " return d / len(x)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "XVFo8hitHSav", + "metadata": { + "id": "XVFo8hitHSav" + }, + "outputs": [], + "source": [ + "def expected_value_np(x):\n", + " return np.average(x)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "f2jCC5EjJkl0", + "metadata": { + "id": "f2jCC5EjJkl0" + }, + "outputs": [], + "source": [ + "def dispersion_np(x):\n", + " return np.var(x)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "dEGp_cuFJoX9", + "metadata": { + "id": "dEGp_cuFJoX9" + }, + "outputs": [], + "source": [ + "np.testing.assert_array_equal(expected_value([1]), expected_value_np(np.array([1])))\n", + "np.testing.assert_array_equal(expected_value([3, 4]), expected_value_np(np.array([3, 4])))\n", + "np.testing.assert_array_equal(expected_value([-1, 0, 1]), expected_value_np(np.array([-1, 0, 1])))\n", + "np.testing.assert_array_equal(expected_value([-99, -98]), expected_value_np(np.array([-99, -98])))\n", + "\n", + "np.testing.assert_array_equal(dispersion([1]), dispersion_np(np.array([1])))\n", + "np.testing.assert_array_equal(dispersion([3, 4]), dispersion_np(np.array([3, 4])))\n", + "np.testing.assert_array_equal(dispersion([-1, 0, 1]), dispersion_np(np.array([-1, 0, 1])))\n", + "np.testing.assert_array_equal(dispersion([-99, -98]), dispersion_np(np.array([-99, -98])))" + ] + }, + { + "cell_type": "markdown", + "id": "BO9aCDmYBf1R", + "metadata": { + "id": "BO9aCDmYBf1R" + }, + "source": [ + "Задание 17.\n", + "\n", + "Даны два вектора $y_1$ и $y_2$, нужно посчитать среднее арифметическое квадратов разностей их значений" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "5ZgYjfj5KW4g", + "metadata": { + "id": "5ZgYjfj5KW4g" + }, + "outputs": [], + "source": [ + "def mean_square_difference(y1, y2):\n", + " assert len(y1) == len(y2) and len(y1) > 0\n", + " # Здесь и далее эти проверки !не нужно! дублировать в свои функции; Здесь они для того, чтобы лишний раз подчеркнуть валидность входных данных\n", + " s = 0\n", + " for i in range(len(y1)):\n", + " s += (y1[i] - y2[i]) ** 2\n", + " return s / len(y1)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "r3kxTnLlw7dA", + "metadata": { + "id": "r3kxTnLlw7dA" + }, + "outputs": [], + "source": [ + "def mean_square_difference_np(y1, y2):\n", + " return np.average(np.power(y1-y2, 2))" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "CVuNT_iRKrFM", + "metadata": { + "id": "CVuNT_iRKrFM" + }, + "outputs": [], + "source": [ + "assert mean_square_difference([1], [1]) == mean_square_difference_np(np.array([1]), np.array([1]))\n", + "assert mean_square_difference([1, 2], [1, 2]) == mean_square_difference_np(np.array([1, 2]), np.array([1, 2]))\n", + "assert mean_square_difference([-1, 1], [0, 0]) == mean_square_difference_np(np.array([-1, 1]), np.array([0, 0]))\n", + "assert mean_square_difference([-3, -2, 0, 1, 4], [-2, -2, -1, -1, 5]) == mean_square_difference_np(np.array([-3, -2, 0, 1, 4]), np.array([-2, -2, -1, -1, 5]))" + ] + }, + { + "cell_type": "markdown", + "id": "FlYEqBJuBeX_", + "metadata": { + "id": "FlYEqBJuBeX_" + }, + "source": [ + "Задание 18.\n", + "\n", + "Даны два вектора $y_1$ и $y_2$, нужно посчитать среднее арифметическое модулей разностей их значений" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "YYFm_USNLR0g", + "metadata": { + "id": "YYFm_USNLR0g" + }, + "outputs": [], + "source": [ + "def mean_abs_difference(y1, y2):\n", + " assert len(y1) == len(y2) and len(y1) > 0\n", + " s = 0\n", + " for i in range(len(y1)):\n", + " s += abs(y1[i] - y2[i])\n", + " return s / len(y1)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "YND9wAXGLSrU", + "metadata": { + "id": "YND9wAXGLSrU" + }, + "outputs": [], + "source": [ + "def mean_abs_difference_np(y1, y2):\n", + " return np.average(abs(y1-y2))" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "a6AVnlOp-N_E", + "metadata": { + "id": "a6AVnlOp-N_E" + }, + "outputs": [], + "source": [ + "assert mean_abs_difference([1], [1]) == mean_abs_difference_np(np.array([1]), np.array([1]))\n", + "assert mean_abs_difference([1, 2], [1, 2]) == mean_abs_difference_np(np.array([1, 2]), np.array([1, 2]))\n", + "assert mean_abs_difference([-1, 1], [0, 0]) == mean_abs_difference_np(np.array([-1, 1]), np.array([0, 0]))\n", + "assert mean_abs_difference([-3, -2, 0, 1, 4], [-2, -2, -1, -1, 5]) == mean_abs_difference_np(np.array([-3, -2, 0, 1, 4]), np.array([-2, -2, -1, -1, 5]))" + ] + }, + { + "cell_type": "markdown", + "id": "MCJcY2TDBVX2", + "metadata": { + "id": "MCJcY2TDBVX2" + }, + "source": [ + "Задание 19.\n", + "\n", + "Даны два вектора $y_1$ и $y_2$, в которых присутствуют только $0$ и $1$. Необходимо посчитать вероятность совпадения - в скольких точках значения двух векторов совпадают" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "MFRHNu3RLdAM", + "metadata": { + "id": "MFRHNu3RLdAM" + }, + "outputs": [], + "source": [ + "def matching_proba(y1, y2):\n", + " assert len(y1) == len(y2) and len(y1) > 0\n", + " assert len(set(y1)) <= 2\n", + " assert len(set(y2)) <= 2\n", + " assert 0 in set(y1) or 1 in set(y1) or (0 in set(y1) and 1 in set(y1))\n", + " assert 0 in set(y2) or 1 in set(y2) or (0 in set(y2) and 1 in set(y2))\n", + "\n", + " return sum([y1[i] == y2[i] for i in range(len(y1))]) / len(y1)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "C48P4bQBMnZQ", + "metadata": { + "id": "C48P4bQBMnZQ" + }, + "outputs": [], + "source": [ + "def matching_proba_np(y1, y2):\n", + " return np.average(y1==y2)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "-DDiBxPEMZwu", + "metadata": { + "id": "-DDiBxPEMZwu" + }, + "outputs": [], + "source": [ + "np.testing.assert_array_equal(matching_proba([0, 1], [1, 0]), matching_proba_np(np.array([0, 1]), np.array([1, 0])))\n", + "np.testing.assert_array_equal(matching_proba([0, 1, 0, 1], [0, 0, 1, 1]), matching_proba_np(np.array([0, 1, 0, 1]), np.array([0, 0, 1, 1])))\n", + "np.testing.assert_array_equal(matching_proba([0, 0, 1, 1], [0, 0, 1, 1]), matching_proba_np(np.array([0, 0, 1, 1]), np.array([0, 0, 1, 1])))" + ] + }, + { + "cell_type": "markdown", + "id": "F_a98XRF_WnS", + "metadata": { + "id": "F_a98XRF_WnS" + }, + "source": [ + "Задание 20.\n", + "\n", + "Даны два вектора: $y_1$, $y_2$. В $y_1$ и $y_2$ присутствуют только $0$ и $1$.\n", + "\n", + "Необходимо найти границы (индексы), такие, что если мы разделим вдоль какой-то из этих границ оба вектора на две части, то\n", + "* в левой части пересекающихся в $y_1$ и $y_2$ нулей будет строго больше, чем пересекающихся единиц или непересекающихся элементов\n", + "* в правой - пересекающихся единиц строго больше, чем пересекающихся нулей или непересекающихся элементов.\n", + "\n", + "Если какая-то из частей не содержит элементов вовсе, то будем считать, что она подходит под условие." + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "b6FUo3G_NDge", + "metadata": { + "id": "b6FUo3G_NDge" + }, + "outputs": [], + "source": [ + "def find_thresholds(y1, y2, debug=False):\n", + " assert len(y1) == len(y2) and len(y1) > 0\n", + " n = len(y1)\n", + " matching_zeros = [1 if y1[i] == y2[i] == 0 else 0 for i in range(n)]\n", + " matching_ones = [1 if y1[i] == y2[i] == 1 else 0 for i in range(n)]\n", + " res = []\n", + " if sum(matching_ones) / n > 0.5:\n", + " res.append(0)\n", + " for i in range(1, n):\n", + " if debug: # если вам непонятна логика работы этой функции, передайте третьим аргументом True\n", + " print(matching_zeros[:i], matching_ones[i:], i)\n", + " if sum(matching_zeros[:i]) / i > 0.5 and sum(matching_ones[i:]) / (n - i) > 0.5:\n", + " res.append(i)\n", + " if sum(matching_zeros) / n > 0.5:\n", + " res.append(n)\n", + " return res\n", + "# find_thresholds([0], [0])" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "revolutionary-lawyer", + "metadata": {}, + "outputs": [], + "source": [ + "import copy" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "removed-julian", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def find_thresholds_np(y1, y2):\n", + " n = len(y1)\n", + " y_prom = copy.copy(y1)\n", + " y1[y_prom == 1] = 0\n", + " y1[y_prom == 0] = 1\n", + " \n", + " res = []\n", + " \n", + " if np.sum(y2)/n > 0.5:\n", + " res.append(0)\n", + " \n", + " aoa = np.arange(1, n)\n", + " oao = np.arange(n-1, 0, -1)\n", + " \n", + " y1_new = np.cumsum(y1)[:-1]/ aoa\n", + " y2_new = (np.cumsum(y2[::-1])[:-1][::-1] / oao)\n", + "\n", + " \n", + " new = aoa[(y1_new > 0.5) & (y2_new > 0.5)] \n", + " if len(new) > 0:\n", + " res.append(new)\n", + " \n", + " if np.sum(y1)/n > 0.5:\n", + " res.append(n)\n", + "\n", + " return res[0]\n", + "find_thresholds_np(np.array([0]), np.array([0]))" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "oSSMaAp3PT-R", + "metadata": { + "id": "oSSMaAp3PT-R" + }, + "outputs": [], + "source": [ + "np.testing.assert_array_equal(find_thresholds([0], [0]), find_thresholds_np(np.array([0]), np.array([0])))\n", + "np.testing.assert_array_equal(find_thresholds([1], [1]), find_thresholds_np(np.array([1]), np.array([1])))\n", + "np.testing.assert_array_equal(\n", + " find_thresholds([0, 0, 1, 1], [0, 0, 1, 1]), \n", + " find_thresholds_np(np.array([0, 0, 1, 1]), np.array([0, 0, 1, 1]))\n", + ")\n", + "np.testing.assert_array_equal(\n", + " find_thresholds([0, 0, 1, 0, 0, 1, 1, 1], [0, 0, 0, 0, 0, 1, 1, 1]),\n", + " find_thresholds_np(np.array([0, 0, 1, 0, 0, 1, 1, 1]), np.array([0, 0, 0, 0, 0, 1, 1, 1]))\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "QzL-JrqmxD8s", + "metadata": { + "id": "QzL-JrqmxD8s" + }, + "source": [ + "### Разные действия с матрицами (3 балла)" + ] + }, + { + "cell_type": "markdown", + "id": "8cRkht0DTyJm", + "metadata": { + "id": "8cRkht0DTyJm" + }, + "source": [ + "Задание 21.\n", + "\n", + "Дана матрица размера $(32, 3, 16, 16)$, заполненная случайными числами от 0 до 9. При помощи **ровно двух** преобразований приведите её к виду $(32, 1)$. При выполнении задания **можно** создавать вспомогательные матрицы!" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "XiBftUkYUJHx", + "metadata": { + "id": "XiBftUkYUJHx" + }, + "outputs": [], + "source": [ + "data = np.random.randint(0, 10, size=(32, 3, 16, 16))\n", + "\n", + "data = data.reshape(-1, 32)[0]\n", + "data = data.reshape(32, 1)\n", + "\n", + "assert data.shape == (32, 1)" + ] + }, + { + "cell_type": "markdown", + "id": "BlZrnx1TU3Oe", + "metadata": { + "id": "BlZrnx1TU3Oe" + }, + "source": [ + "Задание 22.\n", + "\n", + "Даны две матрицы $m_1$ размером $(32, 256)$ и $m_2$ размером $(32, 512)$, а также две вспомогательные матрицы $W_1$ размером $(256, 32)$ и $W_2$ размером $(512, 16)$. Используя **все** данные матрицы, сделайте так, чтобы на выходе получилась **ровно одна** матрица размером $(32, 32)$" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "XiQOLjOgxENb", + "metadata": { + "id": "XiQOLjOgxENb" + }, + "outputs": [], + "source": [ + "m1 = np.random.randint(0, 10, size=(32, 256))\n", + "m2 = np.random.randint(0, 10, size=(32, 512))\n", + "W1 = np.random.randint(0, 10, size=(256, 32))\n", + "W2 = np.random.randint(0, 10, size=(512, 16))\n", + "\n", + "result = m2.dot(W2).dot((m2.dot(W2).reshape(-1, 32)).dot(m1).dot(W1))\n", + "assert result.shape == (32, 32)" + ] + }, + { + "cell_type": "markdown", + "id": "dGTtWMlOWSyr", + "metadata": { + "id": "dGTtWMlOWSyr" + }, + "source": [ + "Задание 23.\n", + "\n", + "Приведите полученную на последнем шаге матрицу к виду $(32, 3)$ и сделайте так, чтобы все значения в этой матрице были в промежутке от $0$ до $1$" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "JM1Ngv6oWSZE", + "metadata": { + "id": "JM1Ngv6oWSZE" + }, + "outputs": [], + "source": [ + "# Вжух! (∩｀-´)⊃━☆ﾟ.*･｡ﾟ\n", + "result = abs(result[:3].reshape(-1, 3))\n", + "result = result / result.max()\n", + "\n", + "assert result.shape == (32, 3)\n", + "assert ((result >= 0) & (result <= 1)).all()\n" + ] + } + ], + "metadata": { + "colab": { + "collapsed_sections": [], + "name": "ML_HW1_numpy.ipynb", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" }, - "nbformat": 4, - "nbformat_minor": 5 + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.1" + } + }, + "nbformat": 4, + "nbformat_minor": 5 } diff --git a/01. ML Challenges/seminar_1.ipynb b/01. ML Challenges/seminar_1.ipynb index 0876c823..0de40baa 100644 --- a/01. ML Challenges/seminar_1.ipynb +++ b/01. ML Challenges/seminar_1.ipynb @@ -1,2785 +1,2785 @@ { - "cells": [ - { - "cell_type": "markdown", - "id": "4M7yx5MXwtCU", - "metadata": { - "id": "4M7yx5MXwtCU" - }, - "source": [ - "### Введение" - ] - }, - { - "cell_type": "markdown", - "id": "Pu3dvVd0vnvt", - "metadata": { - "id": "Pu3dvVd0vnvt" - }, - "source": [ - "Широко известно, что для машинного обучения используется Python. Но также известно, что Python уступает по своему быстродействию *компилируемым* языкам типа C++, C# или Kotlin. Поэтому не всегда понятно, почему для задач ML, где используются тяжеловесные модели, которые должны отвечать быстро, используется интерпретируемый Python.\n", - "\n", - "На этот вопрос есть два ответа:\n", - "* удобный синтаксис для операций над векторами\n", - "* скорость векторизованных операций" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "8494a244", - "metadata": { - "id": "8494a244" - }, - "outputs": [], - "source": [ - "import numpy as np" - ] - }, - { - "cell_type": "markdown", - "id": "vvMCgW6lBaLt", - "metadata": { - "id": "vvMCgW6lBaLt" - }, - "source": [ - "Библиотека NumPy, которую мы разберём на этом семинаре, позволяет многократно оптимизировать работу с векторами по памяти и по времени. Если не вдаваться глубоко в подробности работы векторов NumPy, то они\n", - "* Работают быстро благодаря тому, что все внутренние операции написаны на C++\n", - "* Занимают меньше памяти благодаря типизации - к примеру, по умолчанию векторы заполняются целыми либо вещественными числами. Также как и обычные списки, векторы NumPy могут содержать данные разных типов, но по умолчанию в них выделяется память под элементы одного (заранее выбранного) типа." - ] - }, - { - "cell_type": "markdown", - "id": "yMxqDwGz9nfh", - "metadata": { - "id": "yMxqDwGz9nfh" - }, - "source": [ - "### Инициализация numpy-массивов" - ] - }, - { - "cell_type": "markdown", - "id": "MriF_xu7zy2x", - "metadata": { - "id": "MriF_xu7zy2x" - }, - "source": [ - "Ниже приведены примеры инициализации списков с разными интервалами чисел" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "1005ecf7", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "1005ecf7", - "outputId": "2654d2db-7826-4c01-9add-b9e3fad97b44" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "[i for i in range(10)] # Инициализация массива интервалом чисел от 0 до 9" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "eB61Ncu4yzuD", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "eB61Ncu4yzuD", - "outputId": "2ddd3965-0ff0-4514-cf9a-a11c3581e3a8" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9])" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "np.arange(10) # То же самое, но в стиле NumPy" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "5374c716", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "5374c716", - "outputId": "c691a3e6-1d09-45b4-a063-4cdef18a020a" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[5, 7, 9]" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "[i for i in range(5, 10, 2)] # Инициализация массива интервалом чисел от 5 до 9 с шагом 2" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "1pd_gqODzIRn", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "1pd_gqODzIRn", - "outputId": "3ca96758-0130-48c7-f5b7-3292519b2456" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([5, 7, 9])" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "np.arange(5, 10, 2) # Аналогично при помощи NumPy" - ] - }, - { - "cell_type": "markdown", - "id": "xgKjwpC423ux", - "metadata": { - "id": "xgKjwpC423ux" - }, - "source": [ - "Классический `range` не позволяет работать с нецелым шагом, потому что его задача - возвращать целочисленный счетчик. А будет ли это работать в `arange`?" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "b30e9277", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "b30e9277", - "outputId": "c7022149-b9b4-411a-b274-d985cda46aa0" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[-10.0, -9.99, -9.98, -9.97, -9.96, -9.95, -9.94, -9.93, -9.92, -9.91]" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "[i / 100 for i in range(-1000, 1000)][:10]" - ] - }, - { - "cell_type": "markdown", - "id": "gMwSht5UziGF", - "metadata": { - "id": "gMwSht5UziGF" - }, - "source": [ - "В ячейке ниже напишите код, задающий аналогичный массив при помощи NumPy" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "KrpKaMfhzTH_", - "metadata": { - "id": "KrpKaMfhzTH_" - }, - "outputs": [], - "source": [ - "# [i for i in range(?, ?, 0.01)] -> TypeError: 'float' object cannot be interpreted as an integer\n", - "def floating_step_range():\n", - " return # Ваш код" - ] - }, - { - "cell_type": "markdown", - "id": "AqC3GCfuz7Jd", - "metadata": { - "id": "AqC3GCfuz7Jd" - }, - "source": [ - "Запустите тесты, чтобы убедиться, что вы всё сделали правильно" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "ztQUqQGHz1sj", - "metadata": { - "id": "ztQUqQGHz1sj" - }, - "outputs": [], - "source": [ - "actual = floating_step_range()\n", - "expected = [i / 100 for i in range(-1000, 1000)]\n", - "\n", - "assert len(actual) == 2000\n", - "np.testing.assert_array_almost_equal(actual[:10], expected[:10])\n", - "np.testing.assert_array_almost_equal(actual[40:50], expected[40:50])\n", - "np.testing.assert_almost_equal(actual[1488], 4.88)\n", - "\n", - "print('good job!')" - ] - }, - { - "cell_type": "markdown", - "id": "vAuK3FN23koO", - "metadata": { - "id": "vAuK3FN23koO" - }, - "source": [ - "Помимо arange есть более простые функции для инициализации массивов - это `zeros` и `ones`. Они принимают на вход только размерность массива, который мы хотим создать" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "b3014a41", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "b3014a41", - "outputId": "14d38857-2b9f-40dc-a163-3406340bf739" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[0, 0, 0, 0]" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "[0] * 4" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "yBQq9InR3Co5", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "yBQq9InR3Co5", - "outputId": "7a4e6aec-ce0e-44e3-ad1b-3a00a92e5a46" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([0., 0., 0., 0.])" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "np.zeros(4)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "8OueH2Af3E1W", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "8OueH2Af3E1W", - "outputId": "6a583dfc-0bdf-4474-b0d3-59ca1c34d71a" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[1, 1, 1, 1, 1, 1, 1, 1]" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "[1] * 8" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "ljFLAMIe3HCa", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "ljFLAMIe3HCa", - "outputId": "d31b0216-63c5-43b1-bc43-1178e763669d" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([1., 1., 1., 1., 1., 1., 1., 1.])" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "np.ones(8)" - ] - }, - { - "cell_type": "markdown", - "id": "GExlLZC4-NsS", - "metadata": { - "id": "GExlLZC4-NsS" - }, - "source": [ - "Также есть отдельная функция для получения единичной матрицы" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "PFV4SJuq-Y-m", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "PFV4SJuq-Y-m", - "outputId": "96cb4033-89a8-4323-87e0-b8b90bcb2754" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[1., 0., 0.],\n", - " [0., 1., 0.],\n", - " [0., 0., 1.]])" - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "np.eye(3)" - ] - }, - { - "cell_type": "markdown", - "id": "TO6ImIrI6K0L", - "metadata": { - "id": "TO6ImIrI6K0L" - }, - "source": [ - "Немного магии типов" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "s--8SKL-3NRy", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "s--8SKL-3NRy", - "outputId": "658fdb87-ad6f-45d0-8f27-7512a3e4d615" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[[1, 1], [1, 1]]" - ] - }, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "[[1 for j in range(2)] for i in range(2)]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "801962d6", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "801962d6", - "outputId": "1429de36-c0a0-42df-84f1-c4684a8563c6" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "np.ones:\n", - "[[1. 1.]\n", - " [1. 1.]]\n", - "\n", - "np.array.astype:\n", - "[[1 1]\n", - " [1 1]]\n", - "\n" - ] - } - ], - "source": [ - "a = np.ones((2, 2))\n", - "\n", - "print(f'np.ones:\\n{a}\\n')\n", - "print(f'np.array.astype:\\n{a.astype(int)}\\n')" - ] - }, - { - "cell_type": "markdown", - "id": "K7xgc62F3bMe", - "metadata": { - "id": "K7xgc62F3bMe" - }, - "source": [ - "Напишите функцию, возвращающую эквивалентный результат, при помощи библиотеки NumPy" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "74353f06", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "74353f06", - "outputId": "4a6183b9-7a2c-4b80-edff-15dc6c6d1d5a" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[[['1', '1', '1'], ['1', '1', '1']]]" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "[[['1' for k in range(3)] for j in range(2)] for i in range(1)]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "9nzG2L2O3av2", - "metadata": { - "id": "9nzG2L2O3av2" - }, - "outputs": [], - "source": [ - "def make_3x2x1_string_matrix():\n", - " return # Ваш код" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "SACOM6JM3pB5", - "metadata": { - "id": "SACOM6JM3pB5" - }, - "outputs": [], - "source": [ - "actual = make_3x2x1_string_matrix()\n", - "expected = [[['1' for k in range(3)] for j in range(2)] for i in range(1)]\n", - "\n", - "assert actual.shape[0] == len(expected[0][0])\n", - "assert actual.shape[1] == len(expected[0])\n", - "assert actual.shape[2] == len(expected)\n", - "assert (actual == '1').all()\n", - "assert actual.dtype == np.dtype('\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mones\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mones\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;31mValueError\u001b[0m: operands could not be broadcast together with shapes (3,) (5,) " - ] - } - ], - "source": [ - "np.ones(3) * np.ones(5)" - ] - }, - { - "cell_type": "markdown", - "id": "sEH6NYLBHbOw", - "metadata": { - "id": "sEH6NYLBHbOw" - }, - "source": [ - "Такая штука называется \"броадкастинг\" (broadcasting - вещание или распространение), подробнее можно почитать в официальной документации Numpy: https://numpy.org/doc/stable/user/basics.broadcasting.html\n", - "\n", - "Если говорить коротко, то для всех измерений наших векторов, соответствующих друг другу, должно выполняться хотя бы одно из условий:\n", - "* Оба измерения равны\n", - "* Одно из измерений равно 1\n", - "\n", - "Пример:\n", - "* Векторы $(1, 10, 9)$ и $(3, 10, 1)$ совместимы с точки зрения векторизованных операций\n", - "* Векторы $(1, 2, 3)$ и $(3, 2, 1)$ совместимы с точки зрения векторизованных операций\n", - "* Векторы $(4, 1, 9)$ и $(2, 2, 8)$ **несовместимы** с точки зрения векторных операций" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "BWt2PvUZHabI", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "BWt2PvUZHabI", - "outputId": "b39830c2-c3ee-4365-aa8c-267231c5bafe" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[2., 2., 2., 2., 2.],\n", - " [2., 2., 2., 2., 2.],\n", - " [2., 2., 2., 2., 2.]])" - ] - }, - "execution_count": 47, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "np.ones((3, 1)) + np.ones((1, 5))" - ] - }, - { - "cell_type": "markdown", - "id": "_XCSzSsvAD3a", - "metadata": { - "id": "_XCSzSsvAD3a" - }, - "source": [ - "Давайте перепишем указанную ниже функцию на numpy" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "KnJkX6ZxACXk", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "KnJkX6ZxACXk", - "outputId": "a24f63f7-e513-41dc-c228-4dc69f7d5f31" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[0, 1, 1, 1],\n", - " [1, 0, 1, 1],\n", - " [1, 1, 0, 1],\n", - " [1, 1, 1, 0]])" - ] - }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "def inverse_ones(n):\n", - " return [[1 if i != j else 0 for i in range(n)] for j in range(n)]\n", - "\n", - "\n", - "np.array(inverse_ones(4))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "fNrDjV4-AKs1", - "metadata": { - "id": "fNrDjV4-AKs1" - }, - "outputs": [], - "source": [ - "# Ваш код" - ] - }, - { - "cell_type": "markdown", - "id": "6KtImcCz_HC-", - "metadata": { - "id": "6KtImcCz_HC-" - }, - "source": [ - "Аггрегация - сумма, минимум/максимум, среднее, медиана" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "Os2TKKy6-r9T", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "Os2TKKy6-r9T", - "outputId": "385ba668-2565-4f42-95f0-b408c9b2dd2d" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "15 15\n", - "3.0 3.0\n", - "1 1\n", - "5 5\n", - "\n", - "3.0\n" - ] - } - ], - "source": [ - "print(np.sum(a), a.sum())\n", - "print(np.mean(a), a.mean())\n", - "print(np.min(a), a.min())\n", - "print(np.max(a), a.max())\n", - "print()\n", - "\n", - "# У np-массива нет функции медианы, но зато такая функция есть в модуле numpy\n", - "print(np.median(a))" - ] - }, - { - "cell_type": "markdown", - "id": "MLmPJAkU6oan", - "metadata": { - "id": "MLmPJAkU6oan" - }, - "source": [ - "Давайте наконец посмотрим, насколько же быстро работают векторизованные операции" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "4j_bjYtF6tzc", - "metadata": { - "id": "4j_bjYtF6tzc" - }, - "outputs": [], - "source": [ - "a = np.arange(10000)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "bf7EvaAK848E", - "metadata": { - "id": "bf7EvaAK848E" - }, - "outputs": [], - "source": [ - "def rand_mul(a):\n", - " res = [0] * len(a) # сэкономим время, заранее выделив память\n", - " rnd = np.random.random(len(a))\n", - " for i in range(len(a)):\n", - " res[i] = a[i] * rnd[i]\n", - " return res" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "j0qM9VO862_y", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "j0qM9VO862_y", - "outputId": "62794a40-ef55-4dde-9f6a-6c7b1616e071" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "10 loops, best of 5: 27.2 ms per loop\n" - ] - } - ], - "source": [ - "%timeit rand_mul(a)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "6v7NPB5t66li", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "6v7NPB5t66li", - "outputId": "a6f07239-63bb-4ab0-ab0f-91a6ededf7e1" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "10000 loops, best of 5: 99.3 µs per loop\n" - ] - } - ], - "source": [ - "%timeit a * np.random.random(10000)" - ] - }, - { - "cell_type": "markdown", - "id": "RLpy-PuV9V-h", - "metadata": { - "id": "RLpy-PuV9V-h" - }, - "source": [ - "В **250** раз меньше времени на 1 операцию!" - ] - }, - { - "cell_type": "markdown", - "id": "-d4N5EwnA7RO", - "metadata": { - "id": "-d4N5EwnA7RO" - }, - "source": [ - "NumPy предоставляет всевозможные функции типа $\\exp{x}, \\sin{x}, \\cos{x}, \\log{x}$ и позволяет их комбинировать с векторизованными операциями умножения, сложения, возведения в степень и т.д." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "02da3194", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "02da3194", - "outputId": "08c5ce66-3096-4087-b9a6-1bd97823d153", - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[0.1, 0.11, 0.12000000000000001, 0.13, 0.14]" - ] - }, - "execution_count": 55, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "a = np.linspace(0.1, 10, 991) # зададим линейное пространство на выбранном интервале\n", - "# многомерные линейные пространства инициализируются функцией mgrid\n", - "\n", - "list(a[:5])" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "IMmYRZ0iE-iv", - "metadata": { - "id": "IMmYRZ0iE-iv" - }, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "S8hWBiZzEkQ-", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 761 - }, - "id": "S8hWBiZzEkQ-", - "outputId": "e15b7531-7afd-4ac5-88f1-82c2f48c3388" - }, - "outputs": [ - { - "data": { - "image/png": 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WPv/gfhYVZXLXLRuYn5vmdCQRiSEq8jCy1vKfTxzjWzuP8fbFHu68cR3ZqbpKU0RCS0UeJj6/5V9/vZ97d7dyXW05X7l6tU5qikhYqMjDYNbn51P31fOb+g5uf0cNn/6bpXoIsoiEjYo8xKZmfdx+dx07D/dwx2XLuO2iGqcjiUiMU5GH0OSMj4/85GX+eLyfL793FTddsMDpSCISB1TkITI16+OjP93Di8f7+fq1a7hmXbnTkUQkTqjIQ2Da6+O2n+/lhaY+vvZ+lbiIRJaWUQRp1ufn4/fs4+kjvfzPq1fz/vUqcRGJLBV5EPx+y6fuq+fxQ9186aqV3LCx0ulIIhKHVORB+MqjDfymvoM7LlvGzZurnI4jInFKRX6OfvDccX74fDMf3lrFxy5c6HQcEYljKvJz8HB9B//jtw1cvrqEf7tihS72ERFHqcjP0t6TA3z6vno2VuXzjevOZ54eyyYiDlORn4WOoUk+9rM6SnNT2XHzelKTEpyOJCKideRnanLGx60/28PUrI97P7qJ3PRkpyOJiAAq8jNireWzD7zKwY4Rvn9TLYuLs5yOJCJymqZWzsBP/3iSh+s7+PTfLGXbimKn44iI/JmQFLkxZrsx5ogxptEYc0cothktDrQP85XfNnDJsiL+XncyFJEoFHSRG2MSgDuBy4AVwA3GmBXBbjcajE7Ncvs9dRRkJvP1a9dohYqIRKVQjMg3Ao3W2uPW2hngF8BVIdiuo6y1fO7B/bQNTvKtG9aSl6GTmyISnUJR5GVA62s+bwu892eMMbcaY/YYY/b09vaGYLfh9UBdO4+82smn3rmEDVX5TscREXlDETvZaa3dYa2ttdbWFhYWRmq356RzeJL/+M1BNlbla15cRKJeKIq8Hah4zeflgfdcyVrLZ+5/Fa/P8rVrz9O8uIhEvVAU+cvAYmNMtTEmGbgeeDgE23XEvbtbee5YH5+/fBkLCjKcjiMi8paCviDIWus1xnwc+D2QANxlrT0YdDIHdA5P8pXfHmLrogJu3KTnbYqIO4Tkyk5r7aPAo6HYlpO+/MghvH7LV6/WlIqIuIeu7Ax4+kgPj+7v4hOXLKKyIN3pOCIiZ0xFDkzN+vjvDx1kYWEGH9VDIkTEZXTTLOC7TzfRMjDBPX+3iZRE3ZpWRNwl7kfkncOTfO+ZJt6zZj5bFnmcjiMictbivsi//oejWAufeddSp6OIiJyTuC7yQx0jPFDXxi1bq6jI1wlOEXGnuC7yrz7WQHZqErdfvMjpKCIi5yxui3xXYx/PHevjE5csIic9yek4IiLnLG6L/L92HqM4O4UPXqArOEXE3eKyyF883s/u5gFuu6iG1CQtNxQRd4vLIv/WzmMUZqVww8ZKp6OIiAQt7or85RMD7Grq52MXLtRoXERiQtwV+Z1PNeLJTNbdDUUkZsRVkTf2jPL0kV5u3lxFWrJG4yISG+KqyO964QTJifO4cZPmxkUkdsRNkQ+Oz/BgXRvXrC2jIDPF6TgiIiETN0V+z+4Wpmb9fHhrtdNRRERCKi6K3Oe3/PzFk7xtkYelJVlOxxERCam4KPJnj/bSOTyluXERiUlxUeS/fLmVgoxkLl1e7HQUEZGQi/ki7x2d5omGbt63vpzkxJg/XBGJQzHfbL/a14bXb7mutsLpKCIiYRHTRW6t5Rcvt1K7II9FRZlOxxERCYuYLvID7SMc7x3n/evLnY4iIhI2MV3kv3m1g6QEw/ZVJU5HEREJm5gtcr/f8kh9BxcuLiQ3PdnpOCIiYROzRV7XMkjH8BTvXlPqdBQRkbCK2SL/TX0HKYnz2Ka14yIS42KyyP1+y2MHurh4aSFZqXqwsojEtpgs8oMdI/SMTvPOFTrJKSKxLyaL/ImGboyBdywtdDqKiEjYxWSR7zzczfrKPN13XETiQswVedfwFAfaR3SDLBGJGzFX5DsPdwOwbXmRw0lERCIjqCI3xlxrjDlojPEbY2pDFSoYTx3upSI/TfdWEZG4EeyI/ABwDfBsCLIEzevz89Lxft6+uBBjjNNxREQiIjGY32ytbQCipjT3tw8zOu1lS02B01FERCImYnPkxphbjTF7jDF7ent7w7KPXU39AGxeqCIXkfjxliNyY8wTwF+7suYL1tqHznRH1todwA6A2tpae8YJz8ILjX0sL83WskMRiStvWeTW2m2RCBKsqVkfe04OctMFC5yOIiISUTGz/HBfyxAzXr/mx0Uk7gS7/PBqY0wbsBn4rTHm96GJdfbqWgYBWL8gz6kIIiKOCHbVyq+AX4UoS1D2nhykpjBDD5EQkbgTE1Mr1lrqWgY1GheRuBQTRX68b5yhiVkVuYjEpZgo8r0nNT8uIvErJop8X8sg2amJLPTo/ioiEn9ioshfaR1mTUUu8+ZFx60CREQiyfVFPuP109gzyqqyHKejiIg4wvVFfrR7lFmfZeX8bKejiIg4wvVFfqhzBIAVpSpyEYlP7i/yjhHSkxOoKshwOoqIiCNiosiXl2brRKeIxC1XF7nfbznUOaJpFRGJa64u8rbBScamvTrRKSJxzdVF3tA1d6JzmUbkIhLHXF3kjT1jACwq0hWdIhK/XF3kTb1jlGSnkpkS1N14RURczeVFPk5NkZYdikh8c22RW2s53jPGokJNq4hIfHNtkfeMTjM67aVG8+MiEudcW+RNgROdNRqRi0icc2+R96rIRUTAxUXe3DdBWlICxdkpTkcREXGUa4u8dXCCivw0jNE9VkQkvrm3yAcmqMhLdzqGiIjjXFnk1lraBiepyFeRi4i4ssiHJmYZm/ZSnpfmdBQREce5ssjbBicBNCIXEcGlRd46OAGgOXIREdxa5ANzRV6er6kVERF3FvngBDlpSWSnJjkdRUTEca4s8rkVKxqNi4iAS4u8a3iK0hwVuYgIuLXIR6YoyU51OoaISFRwXZFPzfoYmpjVPVZERAJcV+Q9I9MAFGtELiICBFnkxpivGWMOG2NeNcb8yhiTG6pgb6R7dApQkYuInBLsiPxxYJW19jzgKPC54CO9ua7huSIvyVGRi4hAkEVurf2DtdYb+PRFoDz4SG+ueyQwIs9SkYuIQGjnyP8b8NgbfdEYc6sxZo8xZk9vb+8576R7ZIrUpHlkpyWe8zZERGLJW7ahMeYJoOSvfOkL1tqHAt/zBcAL3P1G27HW7gB2ANTW1tpzSgt0j0xTlJWqB0qIiAS8ZZFba7e92deNMbcA7wYutdaec0Gfqf7xaTyZyeHejYiIawS7amU78BngSmvtRGgivbn+sRnyM7SGXETklGDnyL8DZAGPG2NeMcZ8LwSZ3tTA+AwFGRqRi4icEtQZQ2vtolAFOcP9MTgxQ76mVkRETnPVlZ0jU15mfVYjchGR13BVkQ+MzwCQryIXETnNZUU+d58VFbmIyJ+4qsj7x+ZG5AVatSIicpqrivz01IpOdoqInOaqIu8/VeTpKnIRkVNcVeQD4zOkJSWQlpzgdBQRkajhqiJfXJTJe9aUOh1DRCSquOoWgtdvrOT6jZVOxxARiSquGpGLiMhfUpGLiLicilxExOVU5CIiLqciFxFxORW5iIjLqchFRFxORS4i4nImAs9L/sudGtMLnDyL3+IB+sIUJ5rF43HH4zFDfB53PB4zBHfcC6y1ha9/05EiP1vGmD3W2lqnc0RaPB53PB4zxOdxx+MxQ3iOW1MrIiIupyIXEXE5txT5DqcDOCQejzsejxni87jj8ZghDMftijlyERF5Y24ZkYuIyBtQkYuIuFzUF7kxZrsx5ogxptEYc4fTecLNGFNhjHnKGHPIGHPQGPNPTmeKFGNMgjFmnzHmEaezRIoxJtcYc78x5rAxpsEYs9npTJFgjPnnwM/3AWPMvcaYVKczhZox5i5jTI8x5sBr3ss3xjxujDkW+JgXin1FdZEbYxKAO4HLgBXADcaYFc6mCjsv8C/W2hXABcDtcXDMp/wT0OB0iAj7JvA7a+0yYA1xcPzGmDLgH4Faa+0qIAG43tlUYfFjYPvr3rsD2GmtXQzsDHwetKgucmAj0GitPW6tnQF+AVzlcKawstZ2WmvrAq9HmfuDXeZsqvAzxpQDVwA/cDpLpBhjcoALgR8CWGtnrLVDzqaKmEQgzRiTCKQDHQ7nCTlr7bPAwOvevgr4SeD1T4D3hmJf0V7kZUDraz5vIw5K7RRjTBWwFnjJ2SQR8V/AZwC/00EiqBroBX4UmFL6gTEmw+lQ4WatbQf+D9ACdALD1to/OJsqYoqttZ2B111AcSg2Gu1FHreMMZnAA8AnrbUjTucJJ2PMu4Eea+1ep7NEWCKwDviutXYtME6I/qkdzQLzwlcx9xfZfCDDGPNBZ1NFnp1b+x2S9d/RXuTtQMVrPi8PvBfTjDFJzJX43dbaB53OEwFbgSuNMSeYmz67xBjzc2cjRUQb0GatPfUvrvuZK/ZYtw1ottb2WmtngQeBLQ5nipRuY0wpQOBjTyg2Gu1F/jKw2BhTbYxJZu6EyMMOZworY4xhbs60wVr7DafzRIK19nPW2nJrbRVz/4+ftNbG/AjNWtsFtBpjlgbeuhQ45GCkSGkBLjDGpAd+3i8lDk7yBjwMfCjw+kPAQ6HYaGIoNhIu1lqvMebjwO+ZO7N9l7X2oMOxwm0rcBOw3xjzSuC9z1trH3Uwk4TPJ4C7AwOV48CHHc4Tdtbal4wx9wN1zK3S2kcMXq5vjLkXuBjwGGPagC8C/wu4zxjzEeZu5X1dSPalS/RFRNwt2qdWRETkLajIRURcTkUuIuJyKnIREZdTkYuIuJyKXETE5VTkIiIu9/8BZDX0efmIBRoAAAAASUVORK5CYII=", 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(a, np.log(a))\n", - "plt.show()\n", - "\n", - "plt.plot(a, np.exp(a - 5))\n", - "plt.show()\n", - "\n", - "plt.plot(a, np.sqrt(a * 3))\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "Eh9W-_T0Ewfb", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 513 - }, - "id": "Eh9W-_T0Ewfb", - "outputId": "b7f0b2a5-929e-4752-fa8a-935c536dad66" - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "a = np.linspace(-10, 10, 1000)\n", - "plt.plot(a, a ** 2)\n", - "plt.show()\n", - "\n", - "plt.plot(a, 4 + a ** 3)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "pXsxunblFZNY", - "metadata": { - "id": "pXsxunblFZNY" - }, - "source": [ - "NumPy позволяет применять какие-либо функции к массивам вдоль заданной оси или вдоль какой-то заданной последовательности осей. Это полезно, например, когда нам нужно посчитать $k$ независимых максимумов в массиве $(N,k)$." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "8a3373db", - "metadata": { - "id": "8a3373db" - }, - "outputs": [], - "source": [ - "a = np.array([\n", - " [1, 2, 3, 4],\n", - " [1, 2, 3, 4]\n", - "])" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "b733dcb3", - "metadata": { - "id": "b733dcb3" - }, - "outputs": [], - "source": [ - "def f(x):\n", - " return np.exp(x).T / np.sum(np.exp(x))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "bd530d02", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "bd530d02", - "outputId": "1680c7eb-e7cc-49da-ba2a-8211eb890570" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[1 2 3 4]\n", - " [1 2 3 4]]\n", - "[[0.5 0.5 0.5 0.5]\n", - " [0.5 0.5 0.5 0.5]]\n", - "[[0.0320586 0.08714432 0.23688282 0.64391426]\n", - " [0.0320586 0.08714432 0.23688282 0.64391426]]\n" - ] - } - ], - "source": [ - "print(a)\n", - "print(np.apply_along_axis(f, axis=0, arr=a))\n", - "print(np.apply_along_axis(f, axis=1, arr=a))" - ] - }, - { - "cell_type": "markdown", - "id": "Vopn2B81ICJK", - "metadata": { - "id": "Vopn2B81ICJK" - }, - "source": [ - "Некоторые встроенные функции умеют принимать в качестве параметра ось, вдоль которой они должны отработать. Если это аггрегирующие функции, то по умолчанию они аггрегируют весь массив, но таким способом можно заставить их отобразить максимум, минимум или сумму вдоль заданной оси." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "IZU5NFx-6t_T", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "IZU5NFx-6t_T", - "outputId": "a6dd09dd-2fb6-4a0e-92a4-6f336af3978a" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[1, 2, 3, 4],\n", - " [1, 2, 3, 4]])" - ] - }, - "execution_count": 62, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "a" - ] - }, - { - "cell_type": "markdown", - "id": "WfNsh3477aso", - "metadata": { - "id": "WfNsh3477aso" - }, - "source": [ - "Отобразим минимум сначала вдоль индексации $i$, потом вдоль индексации $j$, затем общий минимум во всём массиве" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "Kry8G1cj6vJw", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "Kry8G1cj6vJw", - "outputId": "f970ef9a-3d46-467c-b0f4-392675983937" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(array([1, 2, 3, 4]), array([1, 1]), 1)" - ] - }, - "execution_count": 63, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "a.min(axis=0), a.min(axis=1), a.min()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "hsd2VwK962Q-", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "hsd2VwK962Q-", - "outputId": "37f48d32-055a-492e-e039-b493350638cf" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(array([1, 2, 3, 4]), array([4, 4]), 4)" - ] - }, - "execution_count": 64, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "a.max(axis=0), a.max(axis=1), a.max()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "a31BPZBj7B8f", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "a31BPZBj7B8f", - "outputId": "ec66703a-5909-4bcf-8d0a-3a451a06daf2" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(array([2, 4, 6, 8]), array([10, 10]), 20)" - ] - }, - "execution_count": 65, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "a.sum(axis=0), a.sum(axis=1), a.sum()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "lZKulfmK7FB1", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "lZKulfmK7FB1", - "outputId": "274a467a-2da2-4e61-e317-f727a441b7c1" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(array([1., 2., 3., 4.]), array([2.5, 2.5]), 2.5)" - ] - }, - "execution_count": 66, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "a.mean(axis=0), a.mean(axis=1), a.mean()" - ] - }, - { - "cell_type": "markdown", - "id": "_jGVw_xuLXH9", - "metadata": { - "id": "_jGVw_xuLXH9" - }, - "source": [ - "### Индексация. Маски. Функции по индексам" - ] - }, - { - "cell_type": "markdown", - "id": "ty1He4NG7jKO", - "metadata": { - "id": "ty1He4NG7jKO" - }, - "source": [ - "Всё, что было разобрано выше, несомненно, очень интересно. Но самые невероятные вещи NumPy позволяет делать с индексами массивов." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "OylIIKgvLUxj", - "metadata": { - "id": "OylIIKgvLUxj" - }, - "outputs": [], - "source": [ - "a = np.array([[1, 2, 3], [4, 5, 6]])" - ] - }, - { - "cell_type": "markdown", - "id": "12n3OWuSMUyM", - "metadata": { - "id": "12n3OWuSMUyM" - }, - "source": [ - "Для начала разберём несколько простых примеров на индексацию." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "I7M9_YtXL9Sz", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "I7M9_YtXL9Sz", - "outputId": "3159bb6a-723f-4328-e424-84e616fdb9c5" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "1" - ] - }, - "execution_count": 68, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "a[0, 0] # вместо a[0][0]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "DnYSHjBiMJVw", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "DnYSHjBiMJVw", - "outputId": "1eec3949-a793-414c-ca77-23e79a43b180" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[3, 2, 1],\n", - " [6, 5, 4]])" - ] - }, - "execution_count": 69, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "a[:, ::-1]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "W5k0ays_MN63", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "W5k0ays_MN63", - "outputId": "58eeb23c-9868-4c2a-d874-00ea6720055c" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[1, 3],\n", - " [4, 6]])" - ] - }, - "execution_count": 70, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "a[:, ::2]" - ] - }, - { - "cell_type": "markdown", - "id": "27tLaGl0LnRu", - "metadata": { - "id": "27tLaGl0LnRu" - }, - "source": [ - "В NumPy есть вещи, которые сильно упрощают работу с последовательностями - в частности, упрощают работу с проверкой условий. Логические операции, будучи применёнными к np.array, возвращают **маску** - другой массив, содержащий значения типа `bool`, которые показывают истинность или ложность проверяемого выражения для **каждого** элемента." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "jyKFD0JEP0YG", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "jyKFD0JEP0YG", - "outputId": "62af4cf9-490f-4db0-a703-2f15d280d295" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[False, True, False],\n", - " [ True, False, True]])" - ] - }, - "execution_count": 71, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "a % 2 == 0 # Что вернёт a % 2?" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "o0g_X5E8QSL9", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "o0g_X5E8QSL9", - "outputId": "75cbe755-08c7-494f-a1b4-8bde29ecf446" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[False, False, False],\n", - " [ True, True, True]])" - ] - }, - "execution_count": 72, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "a > 3" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "FB38xc888eGT", - "metadata": { - "id": "FB38xc888eGT" - }, - "outputs": [], - "source": [ - "# Отобразите индексы всех чисел в a, отличающиеся от тройки не более чем на единицу\n", - "# Ваш код" - ] - }, - { - "cell_type": "markdown", - "id": "7291bXCBQdmi", - "metadata": { - "id": "7291bXCBQdmi" - }, - "source": [ - "И главное преимущество NumPy в том, что эти маски могут быть использованы для итерации по исходному массиву:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "yItWI2JQQUlp", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "yItWI2JQQUlp", - "outputId": "3d397100-4ca5-4895-ea82-e1667098700b" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([2, 4, 6])" - ] - }, - "execution_count": 74, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "a[a % 2 == 0]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "5yzL4pz3RCni", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "5yzL4pz3RCni", - "outputId": "385da639-4eb4-4e74-9954-80da5e6283d7" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([4, 5, 6])" - ] - }, - "execution_count": 75, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "a[a > 3]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "7_apOTVc9URw", - "metadata": { - "id": "7_apOTVc9URw" - }, - "outputs": [], - "source": [ - "# Отобразите все элементы массива a, отличающиеся от тройки не более чем на единицу\n", - "# Ваш код" - ] - }, - { - "cell_type": "markdown", - "id": "bU6OzNX_RaKd", - "metadata": { - "id": "bU6OzNX_RaKd" - }, - "source": [ - "Условия масок можно комбинировать через `&` и `|`, в этом случае каждое условие ограничивается скобками" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "R_yEsvRG9kEe", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "R_yEsvRG9kEe", - "outputId": "4b635f9a-8db1-4068-be17-11da19b4ef4c" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[False, True, True],\n", - " [ True, False, False]])" - ] - }, - "execution_count": 76, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "(a >= 2) & (a <= 4)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "MM32-DkgRpk1", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "MM32-DkgRpk1", - "outputId": "e3c08d49-59e1-4331-fe9b-c06d2daccd18" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([4, 6])" - ] - }, - "execution_count": 77, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "a[(a % 2 == 0) & (a > 3)]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "1bMT0gEzRuNr", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "1bMT0gEzRuNr", - "outputId": "ac3fb5ee-1fee-41da-e79d-4592e5f427b8" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([1, 2, 3, 5])" - ] - }, - "execution_count": 78, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "a[(a % 2 == 1) | (a <= 3)]" - ] - }, - { - "cell_type": "markdown", - "id": "-LXwEk10Bhhw", - "metadata": { - "id": "-LXwEk10Bhhw" - }, - "source": [ - "Давайте реализуем функцию, которая выведет все значения аргументов функции $f(x)= \\sin{x}$ на заданном интервале $[a,b]$, при которых $-\\frac{1}{2} < f(x) < \\frac{1}{2}, a \\leq x \\leq b$" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "IfCmB-38B6Xf", - "metadata": { - "id": "IfCmB-38B6Xf" - }, - "outputs": [], - "source": [ - "def args_of_sin_in_range(a, b, num_points=1000):\n", - " x = # a, b, num_points\n", - " y = # f(x)\n", - " return # x: -1/2 < f(x) < 1/2" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "zjyP6WwR_sHR", - "metadata": { - "id": "zjyP6WwR_sHR" - }, - "outputs": [], - "source": [ - "from math import sin, pi\n", - "\n", - "def vanilla_args(a, b, num_points=1000):\n", - " step = (b - a) / (num_points - 1)\n", - " x = a\n", - " res = []\n", - " while x <= b:\n", - " if -0.5 < sin(x) < 0.5:\n", - " res.append(x)\n", - " x += step\n", - " return res" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "8hwXHhVC9-G9", - "metadata": { - "id": "8hwXHhVC9-G9" - }, - "outputs": [], - "source": [ - "np.testing.assert_almost_equal(args_of_sin_in_range(-np.pi, np.pi), vanilla_args(-pi, pi))\n", - "np.testing.assert_almost_equal(args_of_sin_in_range(-100, -50), vanilla_args(-100, -50))\n", - "np.testing.assert_almost_equal(args_of_sin_in_range(3, 4), vanilla_args(3, 4))" - ] - }, - { - "cell_type": "markdown", - "id": "PWP6117-R5s8", - "metadata": { - "id": "PWP6117-R5s8" - }, - "source": [ - "Также NumPy предоставляет специальные функции, которые возвращают индексы по значениям самого массива - например, по наибольшему или наименьшему." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "M0IY-xx3SWM6", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "M0IY-xx3SWM6", - "outputId": "5a498f5f-83a6-4df8-946e-92e72ad2d974" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(0, 5)" - ] - }, - "execution_count": 79, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "a.argmin(), a.argmax()" - ] - }, - { - "cell_type": "markdown", - "id": "NbTZumzcUMRL", - "metadata": { - "id": "NbTZumzcUMRL" - }, - "source": [ - "Как видно из примера выше, функции `argmin` и `argmax` работают с *плоскими* массивами - то есть, приводят массив $(2, 3)$ к плоскому виду, а затем вычисляют индекс, которому соответствует минимальное/максимальное значение. Функция `argsort` работает аналогично." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "unLmWUMdVKv7", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "unLmWUMdVKv7", - "outputId": "bb2615bb-786a-4e53-b213-34b07cc8c3e4" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([0, 1, 2, 3, 4, 5])" - ] - }, - "execution_count": 80, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "a.argsort(axis=None)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "LKx1WcB3SKTV", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "LKx1WcB3SKTV", - "outputId": "8ed9a748-ac3a-4ffc-b8a7-c5b59ea02bc2" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[1 4 3 5 6 2]\n", - "\n", - "[0 5 2 1 3 4]\n", - "[1 2 3 4 5 6]\n" - ] - } - ], - "source": [ - "b = a.reshape(-1)\n", - "\n", - "np.random.shuffle(b)\n", - "print(b)\n", - "print()\n", - "\n", - "sorted_mask = b.argsort()\n", - "print(sorted_mask)\n", - "print(b[sorted_mask])" - ] - }, - { - "cell_type": "markdown", - "id": "fu1OWP7tL1Ht", - "metadata": { - "id": "fu1OWP7tL1Ht" - }, - "source": [ - "### Изменение формы массивов. Соединение массивов. Транспонирование." - ] - }, - { - "cell_type": "markdown", - "id": "XNbVi7bkGLqO", - "metadata": { - "id": "XNbVi7bkGLqO" - }, - "source": [ - "Здесь мы попытаемся ответить на главный вопрос - как менять форму векторов и как их соединять." - ] - }, - { - "cell_type": "markdown", - "id": "lRD3E18sPuvg", - "metadata": { - "id": "lRD3E18sPuvg" - }, - "source": [ - "За изменение формы векторов отвечает функция reshape. Обратите внимание, что результатом действия функции reshape может быть только вектор, произведение всех измерений которого совпадает с исходным. Понятно, что из вектора `[3, 3, 3]` не получишь картинку `[64, 64]`. Однако, можно получить вектор `[27]`" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "XbBWMRNTQHxq", - "metadata": { - "id": "XbBWMRNTQHxq" - }, - "outputs": [], - "source": [ - "a = np.zeros((5, 5))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "4V0rMd0gQN8w", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "4V0rMd0gQN8w", - "outputId": "94f99d9b-4261-4514-a68d-7d23671d5fff" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", - " 0., 0., 0., 0., 0., 0., 0., 0.])" - ] - }, - "execution_count": 84, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "a.reshape(25)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "M5fiUjFvQQX4", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "M5fiUjFvQQX4", - "outputId": "9faba0af-d769-4515-daa7-1c5b2da645e8" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[[[0., 0., 0., 0., 0.],\n", - " [0., 0., 0., 0., 0.],\n", - " [0., 0., 0., 0., 0.],\n", - " [0., 0., 0., 0., 0.],\n", - " [0., 0., 0., 0., 0.]]]])" - ] - }, - "execution_count": 85, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "a.reshape((1, 1, 5, 5))" - ] - }, - { - "cell_type": "markdown", - "id": "T_nDTJ1MQau2", - "metadata": { - "id": "T_nDTJ1MQau2" - }, - "source": [ - "Также есть интересная особенность функции `reshape` - она позволяет принимать на вход `-1` в качестве одного из измерений - зная все остальные измерения, библиотека легко посчитает значение для этой \"переменной\" размерности, основываясь на известных компонентах и их числе." - ] + "cells": [ + { + "cell_type": "markdown", + "id": "4M7yx5MXwtCU", + "metadata": { + "id": "4M7yx5MXwtCU" + }, + "source": [ + "### Введение" + ] + }, + { + "cell_type": "markdown", + "id": "Pu3dvVd0vnvt", + "metadata": { + "id": "Pu3dvVd0vnvt" + }, + "source": [ + "Широко известно, что для машинного обучения используется Python. Но также известно, что Python уступает по своему быстродействию *компилируемым* языкам типа C++, C# или Kotlin. Поэтому не всегда понятно, почему для задач ML, где используются тяжеловесные модели, которые должны отвечать быстро, используется интерпретируемый Python.\n", + "\n", + "На этот вопрос есть два ответа:\n", + "* удобный синтаксис для операций над векторами\n", + "* скорость векторизованных операций" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8494a244", + "metadata": { + "id": "8494a244" + }, + "outputs": [], + "source": [ + "import numpy as np" + ] + }, + { + "cell_type": "markdown", + "id": "vvMCgW6lBaLt", + "metadata": { + "id": "vvMCgW6lBaLt" + }, + "source": [ + "Библиотека NumPy, которую мы разберём на этом семинаре, позволяет многократно оптимизировать работу с векторами по памяти и по времени. Если не вдаваться глубоко в подробности работы векторов NumPy, то они\n", + "* Работают быстро благодаря тому, что все внутренние операции написаны на C++\n", + "* Занимают меньше памяти благодаря типизации - к примеру, по умолчанию векторы заполняются целыми либо вещественными числами. Также как и обычные списки, векторы NumPy могут содержать данные разных типов, но по умолчанию в них выделяется память под элементы одного (заранее выбранного) типа." + ] + }, + { + "cell_type": "markdown", + "id": "yMxqDwGz9nfh", + "metadata": { + "id": "yMxqDwGz9nfh" + }, + "source": [ + "### Инициализация numpy-массивов" + ] + }, + { + "cell_type": "markdown", + "id": "MriF_xu7zy2x", + "metadata": { + "id": "MriF_xu7zy2x" + }, + "source": [ + "Ниже приведены примеры инициализации списков с разными интервалами чисел" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1005ecf7", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "1005ecf7", + "outputId": "2654d2db-7826-4c01-9add-b9e3fad97b44" + }, + "outputs": [ { - "cell_type": "code", - "execution_count": null, - "id": "RNReulBgQy_7", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "RNReulBgQy_7", - "outputId": "982177d9-7ccc-4aab-8d4a-6fc3b7797f59" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", - " 0., 0., 0., 0., 0., 0., 0., 0.])" - ] - }, - "execution_count": 86, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "a.reshape(-1)" + "data": { + "text/plain": [ + "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]" ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[i for i in range(10)] # Инициализация массива интервалом чисел от 0 до 9" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "eB61Ncu4yzuD", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "eB61Ncu4yzuD", + "outputId": "2ddd3965-0ff0-4514-cf9a-a11c3581e3a8" + }, + "outputs": [ { - "cell_type": "code", - "execution_count": null, - "id": "XwpHYSbOQ0_i", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "XwpHYSbOQ0_i", - "outputId": "78eec131-dfb4-4cdc-edc2-b0de689ca076" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 87, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "a.reshape(-1).shape == a.reshape(25).shape" + "data": { + "text/plain": [ + "array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9])" ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.arange(10) # То же самое, но в стиле NumPy" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5374c716", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "5374c716", + "outputId": "c691a3e6-1d09-45b4-a063-4cdef18a020a" + }, + "outputs": [ { - "cell_type": "markdown", - "id": "9YIcJ-ZrRSOY", - "metadata": { - "id": "9YIcJ-ZrRSOY" - }, - "source": [ - "Инициализируйте вектор размерностью `(1, 32, 64, 64)`, а затем придайте ему следующие размерности:\n", - "* `(32, 64, 64)`\n", - "* `(1, 32 x 64 x 64)`\n", - "* `(32, 64 x 64)`\n", - "* `(4, 8, 8, 16, 32)`" + "data": { + "text/plain": [ + "[5, 7, 9]" ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[i for i in range(5, 10, 2)] # Инициализация массива интервалом чисел от 5 до 9 с шагом 2" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1pd_gqODzIRn", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "1pd_gqODzIRn", + "outputId": "3ca96758-0130-48c7-f5b7-3292519b2456" + }, + "outputs": [ { - "cell_type": "code", - "execution_count": null, - "id": "Pgylu-FlRRp7", - "metadata": { - "id": "Pgylu-FlRRp7" - }, - "outputs": [], - "source": [ - "# Ваш код" + "data": { + "text/plain": [ + "array([5, 7, 9])" ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.arange(5, 10, 2) # Аналогично при помощи NumPy" + ] + }, + { + "cell_type": "markdown", + "id": "xgKjwpC423ux", + "metadata": { + "id": "xgKjwpC423ux" + }, + "source": [ + "Классический `range` не позволяет работать с нецелым шагом, потому что его задача - возвращать целочисленный счетчик. А будет ли это работать в `arange`?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b30e9277", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "b30e9277", + "outputId": "c7022149-b9b4-411a-b274-d985cda46aa0" + }, + "outputs": [ { - "cell_type": "markdown", - "id": "ZFI3UUtbQ53y", - "metadata": { - "id": "ZFI3UUtbQ53y" - }, - "source": [ - "Два вектора также можно соединить вдоль какого-то из измерений. " + "data": { + "text/plain": [ + "[-10.0, -9.99, -9.98, -9.97, -9.96, -9.95, -9.94, -9.93, -9.92, -9.91]" ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[i / 100 for i in range(-1000, 1000)][:10]" + ] + }, + { + "cell_type": "markdown", + "id": "gMwSht5UziGF", + "metadata": { + "id": "gMwSht5UziGF" + }, + "source": [ + "В ячейке ниже напишите код, задающий аналогичный массив при помощи NumPy" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "KrpKaMfhzTH_", + "metadata": { + "id": "KrpKaMfhzTH_" + }, + "outputs": [], + "source": [ + "# [i for i in range(?, ?, 0.01)] -> TypeError: 'float' object cannot be interpreted as an integer\n", + "def floating_step_range():\n", + " return # Ваш код" + ] + }, + { + "cell_type": "markdown", + "id": "AqC3GCfuz7Jd", + "metadata": { + "id": "AqC3GCfuz7Jd" + }, + "source": [ + "Запустите тесты, чтобы убедиться, что вы всё сделали правильно" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ztQUqQGHz1sj", + "metadata": { + "id": "ztQUqQGHz1sj" + }, + "outputs": [], + "source": [ + "actual = floating_step_range()\n", + "expected = [i / 100 for i in range(-1000, 1000)]\n", + "\n", + "assert len(actual) == 2000\n", + "np.testing.assert_array_almost_equal(actual[:10], expected[:10])\n", + "np.testing.assert_array_almost_equal(actual[40:50], expected[40:50])\n", + "np.testing.assert_almost_equal(actual[1488], 4.88)\n", + "\n", + "print('good job!')" + ] + }, + { + "cell_type": "markdown", + "id": "vAuK3FN23koO", + "metadata": { + "id": "vAuK3FN23koO" + }, + "source": [ + "Помимо arange есть более простые функции для инициализации массивов - это `zeros` и `ones`. Они принимают на вход только размерность массива, который мы хотим создать" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b3014a41", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "b3014a41", + "outputId": "14d38857-2b9f-40dc-a163-3406340bf739" + }, + "outputs": [ { - "cell_type": "code", - "execution_count": null, - "id": "5sDI8yWdSNRK", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "5sDI8yWdSNRK", - "outputId": "77e2483f-f81a-41d3-80b0-77645338adf9" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(2, 5)" - ] - }, - "execution_count": 88, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "a = np.zeros(5)\n", - "b = np.zeros(5)\n", - "\n", - "np.vstack((a, b)).shape # из двух одноэтажных поездов получили двухэтажный" + "data": { + "text/plain": [ + "[0, 0, 0, 0]" ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[0] * 4" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "yBQq9InR3Co5", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "yBQq9InR3Co5", + "outputId": "7a4e6aec-ce0e-44e3-ad1b-3a00a92e5a46" + }, + "outputs": [ { - "cell_type": "code", - "execution_count": null, - "id": "4KemooiZSS2V", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "4KemooiZSS2V", - "outputId": "00e1818c-5948-4fa7-a4e8-77e7b4ce5bad" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(10,)" - ] - }, - "execution_count": 89, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "np.hstack((a, b)).shape # сцепили вагоны из двух составов" + "data": { + "text/plain": [ + "array([0., 0., 0., 0.])" ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.zeros(4)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8OueH2Af3E1W", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "8OueH2Af3E1W", + "outputId": "6a583dfc-0bdf-4474-b0d3-59ca1c34d71a" + }, + "outputs": [ { - "cell_type": "markdown", - "id": "VsW0Q8iKSdDe", - "metadata": { - "id": "VsW0Q8iKSdDe" - }, - "source": [ - "Более общие функции stack и concatenate позволяют соединять вектора по произвольной размерности." + "data": { + "text/plain": [ + "[1, 1, 1, 1, 1, 1, 1, 1]" ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[1] * 8" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ljFLAMIe3HCa", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "ljFLAMIe3HCa", + "outputId": "d31b0216-63c5-43b1-bc43-1178e763669d" + }, + "outputs": [ { - "cell_type": "code", - "execution_count": null, - "id": "thOGqG49Q40K", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "thOGqG49Q40K", - "outputId": "fd5fedec-a81c-42e1-c690-33e67809db12" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(1, 32, 64, 192)" - ] - }, - "execution_count": 90, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "a = np.zeros((1, 32, 64, 64))\n", - "b = np.zeros((1, 32, 64, 128))\n", - "\n", - "np.concatenate((a, b), axis=-1).shape # соединяет вектора разных размерностей" + "data": { + "text/plain": [ + "array([1., 1., 1., 1., 1., 1., 1., 1.])" ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.ones(8)" + ] + }, + { + "cell_type": "markdown", + "id": "GExlLZC4-NsS", + "metadata": { + "id": "GExlLZC4-NsS" + }, + "source": [ + "Также есть отдельная функция для получения единичной матрицы" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "PFV4SJuq-Y-m", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "PFV4SJuq-Y-m", + "outputId": "96cb4033-89a8-4323-87e0-b8b90bcb2754" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1., 0., 0.],\n", + " [0., 1., 0.],\n", + " [0., 0., 1.]])" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.eye(3)" + ] + }, + { + "cell_type": "markdown", + "id": "TO6ImIrI6K0L", + "metadata": { + "id": "TO6ImIrI6K0L" + }, + "source": [ + "Немного магии типов" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "s--8SKL-3NRy", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "s--8SKL-3NRy", + "outputId": "658fdb87-ad6f-45d0-8f27-7512a3e4d615" + }, + "outputs": [ { - "cell_type": "code", - "execution_count": null, - "id": "dsAfzfr8fxDT", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "dsAfzfr8fxDT", - "outputId": "c4c35b78-2413-46a0-a31c-6418c02cd62f" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(1, 32, 2, 32)" - ] - }, - "execution_count": 91, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "a = np.zeros((1, 32, 32))\n", - "b = np.zeros((1, 32, 32))\n", - "\n", - "np.stack([a, b], axis=2).shape # появилась новая (!) ось, по которой векторы были соединены" + "data": { + "text/plain": [ + "[[1, 1], [1, 1]]" ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[[1 for j in range(2)] for i in range(2)]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "801962d6", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "801962d6", + "outputId": "1429de36-c0a0-42df-84f1-c4684a8563c6" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "np.ones:\n", + "[[1. 1.]\n", + " [1. 1.]]\n", + "\n", + "np.array.astype:\n", + "[[1 1]\n", + " [1 1]]\n", + "\n" + ] + } + ], + "source": [ + "a = np.ones((2, 2))\n", + "\n", + "print(f'np.ones:\\n{a}\\n')\n", + "print(f'np.array.astype:\\n{a.astype(int)}\\n')" + ] + }, + { + "cell_type": "markdown", + "id": "K7xgc62F3bMe", + "metadata": { + "id": "K7xgc62F3bMe" + }, + "source": [ + "Напишите функцию, возвращающую эквивалентный результат, при помощи библиотеки NumPy" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "74353f06", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "74353f06", + "outputId": "4a6183b9-7a2c-4b80-edff-15dc6c6d1d5a" + }, + "outputs": [ { - "cell_type": "markdown", - "id": "mDKvTJCoQ-mq", - "metadata": { - "id": "mDKvTJCoQ-mq" - }, - "source": [ - "### * Матричные операции. Скалярное произведение, транспонирование." + "data": { + "text/plain": [ + "[[['1', '1', '1'], ['1', '1', '1']]]" ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[[['1' for k in range(3)] for j in range(2)] for i in range(1)]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9nzG2L2O3av2", + "metadata": { + "id": "9nzG2L2O3av2" + }, + "outputs": [], + "source": [ + "def make_3x2x1_string_matrix():\n", + " return # Ваш код" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "SACOM6JM3pB5", + "metadata": { + "id": "SACOM6JM3pB5" + }, + "outputs": [], + "source": [ + "actual = make_3x2x1_string_matrix()\n", + "expected = [[['1' for k in range(3)] for j in range(2)] for i in range(1)]\n", + "\n", + "assert actual.shape[0] == len(expected[0][0])\n", + "assert actual.shape[1] == len(expected[0])\n", + "assert actual.shape[2] == len(expected)\n", + "assert (actual == '1').all()\n", + "assert actual.dtype == np.dtype('\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mones\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mones\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mValueError\u001b[0m: operands could not be broadcast together with shapes (3,) (5,) " + ] + } + ], + "source": [ + "np.ones(3) * np.ones(5)" + ] + }, + { + "cell_type": "markdown", + "id": "sEH6NYLBHbOw", + "metadata": { + "id": "sEH6NYLBHbOw" + }, + "source": [ + "Такая штука называется \"броадкастинг\" (broadcasting - вещание или распространение), подробнее можно почитать в официальной документации Numpy: https://numpy.org/doc/stable/user/basics.broadcasting.html\n", + "\n", + "Если говорить коротко, то для всех измерений наших векторов, соответствующих друг другу, должно выполняться хотя бы одно из условий:\n", + "* Оба измерения равны\n", + "* Одно из измерений равно 1\n", + "\n", + "Пример:\n", + "* Векторы $(1, 10, 9)$ и $(3, 10, 1)$ совместимы с точки зрения векторизованных операций\n", + "* Векторы $(1, 2, 3)$ и $(3, 2, 1)$ совместимы с точки зрения векторизованных операций\n", + "* Векторы $(4, 1, 9)$ и $(2, 2, 8)$ **несовместимы** с точки зрения векторных операций" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "BWt2PvUZHabI", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "BWt2PvUZHabI", + "outputId": "b39830c2-c3ee-4365-aa8c-267231c5bafe" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[2., 2., 2., 2., 2.],\n", + " [2., 2., 2., 2., 2.],\n", + " [2., 2., 2., 2., 2.]])" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.ones((3, 1)) + np.ones((1, 5))" + ] + }, + { + "cell_type": "markdown", + "id": "_XCSzSsvAD3a", + "metadata": { + "id": "_XCSzSsvAD3a" + }, + "source": [ + "Давайте перепишем указанную ниже функцию на numpy" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "KnJkX6ZxACXk", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "KnJkX6ZxACXk", + "outputId": "a24f63f7-e513-41dc-c228-4dc69f7d5f31" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0, 1, 1, 1],\n", + " [1, 0, 1, 1],\n", + " [1, 1, 0, 1],\n", + " [1, 1, 1, 0]])" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def inverse_ones(n):\n", + " return [[1 if i != j else 0 for i in range(n)] for j in range(n)]\n", + "\n", + "\n", + "np.array(inverse_ones(4))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fNrDjV4-AKs1", + "metadata": { + "id": "fNrDjV4-AKs1" + }, + "outputs": [], + "source": [ + "# Ваш код" + ] + }, + { + "cell_type": "markdown", + "id": "6KtImcCz_HC-", + "metadata": { + "id": "6KtImcCz_HC-" + }, + "source": [ + "Аггрегация - сумма, минимум/максимум, среднее, медиана" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "Os2TKKy6-r9T", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Os2TKKy6-r9T", + "outputId": "385ba668-2565-4f42-95f0-b408c9b2dd2d" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "15 15\n", + "3.0 3.0\n", + "1 1\n", + "5 5\n", + "\n", + "3.0\n" + ] + } + ], + "source": [ + "print(np.sum(a), a.sum())\n", + "print(np.mean(a), a.mean())\n", + "print(np.min(a), a.min())\n", + "print(np.max(a), a.max())\n", + "print()\n", + "\n", + "# У np-массива нет функции медианы, но зато такая функция есть в модуле numpy\n", + "print(np.median(a))" + ] + }, + { + "cell_type": "markdown", + "id": "MLmPJAkU6oan", + "metadata": { + "id": "MLmPJAkU6oan" + }, + "source": [ + "Давайте наконец посмотрим, насколько же быстро работают векторизованные операции" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4j_bjYtF6tzc", + "metadata": { + "id": "4j_bjYtF6tzc" + }, + "outputs": [], + "source": [ + "a = np.arange(10000)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bf7EvaAK848E", + "metadata": { + "id": "bf7EvaAK848E" + }, + "outputs": [], + "source": [ + "def rand_mul(a):\n", + " res = [0] * len(a) # сэкономим время, заранее выделив память\n", + " rnd = np.random.random(len(a))\n", + " for i in range(len(a)):\n", + " res[i] = a[i] * rnd[i]\n", + " return res" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "j0qM9VO862_y", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "j0qM9VO862_y", + "outputId": "62794a40-ef55-4dde-9f6a-6c7b1616e071" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10 loops, best of 5: 27.2 ms per loop\n" + ] + } + ], + "source": [ + "%timeit rand_mul(a)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6v7NPB5t66li", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "6v7NPB5t66li", + "outputId": "a6f07239-63bb-4ab0-ab0f-91a6ededf7e1" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10000 loops, best of 5: 99.3 µs per loop\n" + ] + } + ], + "source": [ + "%timeit a * np.random.random(10000)" + ] + }, + { + "cell_type": "markdown", + "id": "RLpy-PuV9V-h", + "metadata": { + "id": "RLpy-PuV9V-h" + }, + "source": [ + "В **250** раз меньше времени на 1 операцию!" + ] + }, + { + "cell_type": "markdown", + "id": "-d4N5EwnA7RO", + "metadata": { + "id": "-d4N5EwnA7RO" + }, + "source": [ + "NumPy предоставляет всевозможные функции типа $\\exp{x}, \\sin{x}, \\cos{x}, \\log{x}$ и позволяет их комбинировать с векторизованными операциями умножения, сложения, возведения в степень и т.д." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "02da3194", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "02da3194", + "outputId": "08c5ce66-3096-4087-b9a6-1bd97823d153", + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[0.1, 0.11, 0.12000000000000001, 0.13, 0.14]" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a = np.linspace(0.1, 10, 991) # зададим линейное пространство на выбранном интервале\n", + "# многомерные линейные пространства инициализируются функцией mgrid\n", + "\n", + "list(a[:5])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "IMmYRZ0iE-iv", + "metadata": { + "id": "IMmYRZ0iE-iv" + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "S8hWBiZzEkQ-", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 761 + }, + "id": "S8hWBiZzEkQ-", + "outputId": "e15b7531-7afd-4ac5-88f1-82c2f48c3388" + }, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(a, np.log(a))\n", + "plt.show()\n", + "\n", + "plt.plot(a, np.exp(a - 5))\n", + "plt.show()\n", + "\n", + "plt.plot(a, np.sqrt(a * 3))\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "Eh9W-_T0Ewfb", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 513 + }, + "id": "Eh9W-_T0Ewfb", + "outputId": "b7f0b2a5-929e-4752-fa8a-935c536dad66" + }, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "a = np.linspace(-10, 10, 1000)\n", + "plt.plot(a, a ** 2)\n", + "plt.show()\n", + "\n", + "plt.plot(a, 4 + a ** 3)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "pXsxunblFZNY", + "metadata": { + "id": "pXsxunblFZNY" + }, + "source": [ + "NumPy позволяет применять какие-либо функции к массивам вдоль заданной оси или вдоль какой-то заданной последовательности осей. Это полезно, например, когда нам нужно посчитать $k$ независимых максимумов в массиве $(N,k)$." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8a3373db", + "metadata": { + "id": "8a3373db" + }, + "outputs": [], + "source": [ + "a = np.array([\n", + " [1, 2, 3, 4],\n", + " [1, 2, 3, 4]\n", + "])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b733dcb3", + "metadata": { + "id": "b733dcb3" + }, + "outputs": [], + "source": [ + "def f(x):\n", + " return np.exp(x).T / np.sum(np.exp(x))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bd530d02", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "bd530d02", + "outputId": "1680c7eb-e7cc-49da-ba2a-8211eb890570" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[1 2 3 4]\n", + " [1 2 3 4]]\n", + "[[0.5 0.5 0.5 0.5]\n", + " [0.5 0.5 0.5 0.5]]\n", + "[[0.0320586 0.08714432 0.23688282 0.64391426]\n", + " [0.0320586 0.08714432 0.23688282 0.64391426]]\n" + ] + } + ], + "source": [ + "print(a)\n", + "print(np.apply_along_axis(f, axis=0, arr=a))\n", + "print(np.apply_along_axis(f, axis=1, arr=a))" + ] + }, + { + "cell_type": "markdown", + "id": "Vopn2B81ICJK", + "metadata": { + "id": "Vopn2B81ICJK" + }, + "source": [ + "Некоторые встроенные функции умеют принимать в качестве параметра ось, вдоль которой они должны отработать. Если это аггрегирующие функции, то по умолчанию они аггрегируют весь массив, но таким способом можно заставить их отобразить максимум, минимум или сумму вдоль заданной оси." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "IZU5NFx-6t_T", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "IZU5NFx-6t_T", + "outputId": "a6dd09dd-2fb6-4a0e-92a4-6f336af3978a" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1, 2, 3, 4],\n", + " [1, 2, 3, 4]])" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a" + ] + }, + { + "cell_type": "markdown", + "id": "WfNsh3477aso", + "metadata": { + "id": "WfNsh3477aso" + }, + "source": [ + "Отобразим минимум сначала вдоль индексации $i$, потом вдоль индексации $j$, затем общий минимум во всём массиве" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "Kry8G1cj6vJw", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "Kry8G1cj6vJw", + "outputId": "f970ef9a-3d46-467c-b0f4-392675983937" + }, + "outputs": [ { - "cell_type": "markdown", - "id": "9trdK_xZjger", - "metadata": { - "id": "9trdK_xZjger" - }, - "source": [ - "#### Операции над матрицами и векторами" + "data": { + "text/plain": [ + "(array([1, 2, 3, 4]), array([1, 1]), 1)" ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a.min(axis=0), a.min(axis=1), a.min()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "hsd2VwK962Q-", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "hsd2VwK962Q-", + "outputId": "37f48d32-055a-492e-e039-b493350638cf" + }, + "outputs": [ { - "cell_type": "markdown", - "id": "KeQi6-NQjcI2", - "metadata": { - "id": "KeQi6-NQjcI2" - }, - "source": [ - "Если со сложением векторов проблем не возникает, то умножение уже вызывает вопросы. На самом деле в алгебре различают умножения двух видов - поэлементное (произведение Адамара) и скалярное. Также существует векторное произведение, но в рамках этого курса нас оно не будет интересовать.\n", - "\n", - "Скалярное произведение двух плоских векторов работает следующим образом: нам необходимо взять поэлементное произведение векторов, а затем сложить все компоненты векторов:\n", - "\n", - "$$a \\cdot b = \\sum_{i=1}^N a_i \\times b_i = c$$" + "data": { + "text/plain": [ + "(array([1, 2, 3, 4]), array([4, 4]), 4)" ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a.max(axis=0), a.max(axis=1), a.max()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a31BPZBj7B8f", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "a31BPZBj7B8f", + "outputId": "ec66703a-5909-4bcf-8d0a-3a451a06daf2" + }, + "outputs": [ { - "cell_type": "code", - "execution_count": null, - "id": "COrQ4gxQQRhR", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "COrQ4gxQQRhR", - "outputId": "af6de9f1-11c4-4688-a219-a8ab47173f24" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "79" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "a = np.random.randint(0, 10, size=3)\n", - "b = np.random.randint(0, 10, size=3)\n", - "\n", - "(a * b).sum()" + "data": { + "text/plain": [ + "(array([2, 4, 6, 8]), array([10, 10]), 20)" ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a.sum(axis=0), a.sum(axis=1), a.sum()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "lZKulfmK7FB1", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "lZKulfmK7FB1", + "outputId": "274a467a-2da2-4e61-e317-f727a441b7c1" + }, + "outputs": [ { - "cell_type": "markdown", - "id": "AdknuW8FmKYV", - "metadata": { - "id": "AdknuW8FmKYV" - }, - "source": [ - "Здорово, когда векторы одной размерности! Но что делать, когда размерности не совпадают? Помните, ранее мы смотрели, как выполнять сложение и умножение для векторов-столбцов и векторов-строк? Так вот, здесь работает аналогичная идея, просто запишем один вектор в виде столбца, а другой - в виде строки. Тогда если длина первого вектора равна $n$, а другого $m$, то на выходе мы получим матрицу размером $n \\times m$.\n", - "\n", - "Эта идея хорошо обобщается на матрицы, да и вообще на вектор любой размерности (подразумевается, конечно же, тензор любого ранга). Единственное требование - два измерения у этих векторов должны совпадать. Тогда мы \"стыкуем\" векторы этими совпадающими измерениями друг к другу и перемножаем, на выходе получаем только те измерения, которые не соприкасались.\n", - "\n", - "Так, если это векторы-строки или векторы-столбцы, то они приводятся к размерности $(1,n)$ или $(n,1)$ и тут уже **важно** то, что мы хотим получить. Если мы хотим получить **число**, то нам необходимо, чтобы длины векторов совпадали:\n", - "$$(1,n) \\times (n,1) \\rightarrow (1,1)$$\n", - "\n", - "Если мы хотим получить матрицу, то нам неважно, какие у них длины, мы в любом случае получим корректную матрицу:\n", - "$$(n,1) \\times (1,m) \\rightarrow (n,m)$$\n", - "\n", - "В случае матриц нам важно, чтобы внутренние размерности совпадали. Так, перемножая скалярно матрицы $(n,p)$ и $(p,m)$, мы получим матрицу $(n,m)$." + "data": { + "text/plain": [ + "(array([1., 2., 3., 4.]), array([2.5, 2.5]), 2.5)" ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a.mean(axis=0), a.mean(axis=1), a.mean()" + ] + }, + { + "cell_type": "markdown", + "id": "_jGVw_xuLXH9", + "metadata": { + "id": "_jGVw_xuLXH9" + }, + "source": [ + "### Индексация. Маски. Функции по индексам" + ] + }, + { + "cell_type": "markdown", + "id": "ty1He4NG7jKO", + "metadata": { + "id": "ty1He4NG7jKO" + }, + "source": [ + "Всё, что было разобрано выше, несомненно, очень интересно. Но самые невероятные вещи NumPy позволяет делать с индексами массивов." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "OylIIKgvLUxj", + "metadata": { + "id": "OylIIKgvLUxj" + }, + "outputs": [], + "source": [ + "a = np.array([[1, 2, 3], [4, 5, 6]])" + ] + }, + { + "cell_type": "markdown", + "id": "12n3OWuSMUyM", + "metadata": { + "id": "12n3OWuSMUyM" + }, + "source": [ + "Для начала разберём несколько простых примеров на индексацию." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "I7M9_YtXL9Sz", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "I7M9_YtXL9Sz", + "outputId": "3159bb6a-723f-4328-e424-84e616fdb9c5" + }, + "outputs": [ { - "cell_type": "markdown", - "id": "BV5Y-AiKpi2b", - "metadata": { - "id": "BV5Y-AiKpi2b" - }, - "source": [ - "Можно ли перемножить и если да, то какие выходные размерности получатся при скалярном перемножении у следующих векторов:\n", - "\n", - "1. $(1,3)$ и $(3,1)$?\n", - "2. $(1,4)$ и $(3,1)$?\n", - "3. $(1,4)$ и $(4,4)$?\n", - "4. $(4,4)$ и $(1,4)$?\n", - "5. $(3,4)$ и $(3,3)$?\n", - "6. $(11,14)$ и $(14,12)$?\n", - "7. $(32,3,16)$ и $(16,4)$?" + "data": { + "text/plain": [ + "1" ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a[0, 0] # вместо a[0][0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "DnYSHjBiMJVw", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "DnYSHjBiMJVw", + "outputId": "1eec3949-a793-414c-ca77-23e79a43b180" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[3, 2, 1],\n", + " [6, 5, 4]])" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a[:, ::-1]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "W5k0ays_MN63", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "W5k0ays_MN63", + "outputId": "58eeb23c-9868-4c2a-d874-00ea6720055c" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1, 3],\n", + " [4, 6]])" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a[:, ::2]" + ] + }, + { + "cell_type": "markdown", + "id": "27tLaGl0LnRu", + "metadata": { + "id": "27tLaGl0LnRu" + }, + "source": [ + "В NumPy есть вещи, которые сильно упрощают работу с последовательностями - в частности, упрощают работу с проверкой условий. Логические операции, будучи применёнными к np.array, возвращают **маску** - другой массив, содержащий значения типа `bool`, которые показывают истинность или ложность проверяемого выражения для **каждого** элемента." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "jyKFD0JEP0YG", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "jyKFD0JEP0YG", + "outputId": "62af4cf9-490f-4db0-a703-2f15d280d295" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[False, True, False],\n", + " [ True, False, True]])" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a % 2 == 0 # Что вернёт a % 2?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "o0g_X5E8QSL9", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "o0g_X5E8QSL9", + "outputId": "75cbe755-08c7-494f-a1b4-8bde29ecf446" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[False, False, False],\n", + " [ True, True, True]])" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a > 3" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "FB38xc888eGT", + "metadata": { + "id": "FB38xc888eGT" + }, + "outputs": [], + "source": [ + "# Отобразите индексы всех чисел в a, отличающиеся от тройки не более чем на единицу\n", + "# Ваш код" + ] + }, + { + "cell_type": "markdown", + "id": "7291bXCBQdmi", + "metadata": { + "id": "7291bXCBQdmi" + }, + "source": [ + "И главное преимущество NumPy в том, что эти маски могут быть использованы для итерации по исходному массиву:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "yItWI2JQQUlp", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "yItWI2JQQUlp", + "outputId": "3d397100-4ca5-4895-ea82-e1667098700b" + }, + "outputs": [ { - "cell_type": "markdown", - "id": "a5l_JSG3qGVn", - "metadata": { - "id": "a5l_JSG3qGVn" - }, - "source": [ - "##### Ответы:" + "data": { + "text/plain": [ + "array([2, 4, 6])" ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a[a % 2 == 0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5yzL4pz3RCni", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "5yzL4pz3RCni", + "outputId": "385da639-4eb4-4e74-9954-80da5e6283d7" + }, + "outputs": [ { - "cell_type": "markdown", - "id": "0mVH_jNwsHOZ", - "metadata": { - "id": "0mVH_jNwsHOZ" - }, - "source": [ - "1. Да, $(1,1)$\n", - "2. Нет\n", - "3. Да, $(1,4)$\n", - "4. Нет\n", - "5. Нет\n", - "6. Да, $(11,12)$\n", - "7. Да, $(32,3,4)$" + "data": { + "text/plain": [ + "array([4, 5, 6])" ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a[a > 3]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7_apOTVc9URw", + "metadata": { + "id": "7_apOTVc9URw" + }, + "outputs": [], + "source": [ + "# Отобразите все элементы массива a, отличающиеся от тройки не более чем на единицу\n", + "# Ваш код" + ] + }, + { + "cell_type": "markdown", + "id": "bU6OzNX_RaKd", + "metadata": { + "id": "bU6OzNX_RaKd" + }, + "source": [ + "Условия масок можно комбинировать через `&` и `|`, в этом случае каждое условие ограничивается скобками" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "R_yEsvRG9kEe", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "R_yEsvRG9kEe", + "outputId": "4b635f9a-8db1-4068-be17-11da19b4ef4c" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[False, True, True],\n", + " [ True, False, False]])" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(a >= 2) & (a <= 4)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "MM32-DkgRpk1", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "MM32-DkgRpk1", + "outputId": "e3c08d49-59e1-4331-fe9b-c06d2daccd18" + }, + "outputs": [ { - "cell_type": "markdown", - "id": "pANkWpeWsLQN", - "metadata": { - "id": "pANkWpeWsLQN" - }, - "source": [ - "#### Транспонирование" + "data": { + "text/plain": [ + "array([4, 6])" ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a[(a % 2 == 0) & (a > 3)]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1bMT0gEzRuNr", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "1bMT0gEzRuNr", + "outputId": "ac3fb5ee-1fee-41da-e79d-4592e5f427b8" + }, + "outputs": [ { - "cell_type": "markdown", - "id": "vaWcB5qxsbMO", - "metadata": { - "id": "vaWcB5qxsbMO" - }, - "source": [ - "Иногда при перемножении матриц мы получаем не совсем те размерности, которые мы хотели бы получить. В этом случае интуиция нам подсказывает, что можно как-то развернуть векторы так, чтобы они \"стакнулись\" совпадающими размерностями и перемножились. Это правда так и такая операция называется *транспонированием*. Проще говоря, мы меняем местами две размерности вектора и физически *поворачиваем* его так, что это позволяет нам перемножить его с другим вектором." + "data": { + "text/plain": [ + "array([1, 2, 3, 5])" ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a[(a % 2 == 1) | (a <= 3)]" + ] + }, + { + "cell_type": "markdown", + "id": "-LXwEk10Bhhw", + "metadata": { + "id": "-LXwEk10Bhhw" + }, + "source": [ + "Давайте реализуем функцию, которая выведет все значения аргументов функции $f(x)= \\sin{x}$ на заданном интервале $[a,b]$, при которых $-\\frac{1}{2} < f(x) < \\frac{1}{2}, a \\leq x \\leq b$" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "IfCmB-38B6Xf", + "metadata": { + "id": "IfCmB-38B6Xf" + }, + "outputs": [], + "source": [ + "def args_of_sin_in_range(a, b, num_points=1000):\n", + " x = # a, b, num_points\n", + " y = # f(x)\n", + " return # x: -1/2 < f(x) < 1/2" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "zjyP6WwR_sHR", + "metadata": { + "id": "zjyP6WwR_sHR" + }, + "outputs": [], + "source": [ + "from math import sin, pi\n", + "\n", + "def vanilla_args(a, b, num_points=1000):\n", + " step = (b - a) / (num_points - 1)\n", + " x = a\n", + " res = []\n", + " while x <= b:\n", + " if -0.5 < sin(x) < 0.5:\n", + " res.append(x)\n", + " x += step\n", + " return res" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8hwXHhVC9-G9", + "metadata": { + "id": "8hwXHhVC9-G9" + }, + "outputs": [], + "source": [ + "np.testing.assert_almost_equal(args_of_sin_in_range(-np.pi, np.pi), vanilla_args(-pi, pi))\n", + "np.testing.assert_almost_equal(args_of_sin_in_range(-100, -50), vanilla_args(-100, -50))\n", + "np.testing.assert_almost_equal(args_of_sin_in_range(3, 4), vanilla_args(3, 4))" + ] + }, + { + "cell_type": "markdown", + "id": "PWP6117-R5s8", + "metadata": { + "id": "PWP6117-R5s8" + }, + "source": [ + "Также NumPy предоставляет специальные функции, которые возвращают индексы по значениям самого массива - например, по наибольшему или наименьшему." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "M0IY-xx3SWM6", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "M0IY-xx3SWM6", + "outputId": "5a498f5f-83a6-4df8-946e-92e72ad2d974" + }, + "outputs": [ { - "cell_type": "code", - "execution_count": null, - "id": "YGtGug-LsXb1", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "YGtGug-LsXb1", - "outputId": "18911336-8aab-4cff-91a1-b3644aaa4cdc" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(array([9, 0, 3, 3]), (4,))" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "v = np.random.randint(0, 10, size=4)\n", - "v.transpose(), v.transpose().shape" + "data": { + "text/plain": [ + "(0, 5)" ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a.argmin(), a.argmax()" + ] + }, + { + "cell_type": "markdown", + "id": "NbTZumzcUMRL", + "metadata": { + "id": "NbTZumzcUMRL" + }, + "source": [ + "Как видно из примера выше, функции `argmin` и `argmax` работают с *плоскими* массивами - то есть, приводят массив $(2, 3)$ к плоскому виду, а затем вычисляют индекс, которому соответствует минимальное/максимальное значение. Функция `argsort` работает аналогично." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "unLmWUMdVKv7", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "unLmWUMdVKv7", + "outputId": "bb2615bb-786a-4e53-b213-34b07cc8c3e4" + }, + "outputs": [ { - "cell_type": "markdown", - "id": "yn54XH9RtuA2", - "metadata": { - "id": "yn54XH9RtuA2" - }, - "source": [ - "Для плоского вектора ничего не поменялось - давайте сделаем его двумерным!" + "data": { + "text/plain": [ + "array([0, 1, 2, 3, 4, 5])" ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a.argsort(axis=None)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "LKx1WcB3SKTV", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "LKx1WcB3SKTV", + "outputId": "8ed9a748-ac3a-4ffc-b8a7-c5b59ea02bc2" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1 4 3 5 6 2]\n", + "\n", + "[0 5 2 1 3 4]\n", + "[1 2 3 4 5 6]\n" + ] + } + ], + "source": [ + "b = a.reshape(-1)\n", + "\n", + "np.random.shuffle(b)\n", + "print(b)\n", + "print()\n", + "\n", + "sorted_mask = b.argsort()\n", + "print(sorted_mask)\n", + "print(b[sorted_mask])" + ] + }, + { + "cell_type": "markdown", + "id": "fu1OWP7tL1Ht", + "metadata": { + "id": "fu1OWP7tL1Ht" + }, + "source": [ + "### Изменение формы массивов. Соединение массивов. Транспонирование." + ] + }, + { + "cell_type": "markdown", + "id": "XNbVi7bkGLqO", + "metadata": { + "id": "XNbVi7bkGLqO" + }, + "source": [ + "Здесь мы попытаемся ответить на главный вопрос - как менять форму векторов и как их соединять." + ] + }, + { + "cell_type": "markdown", + "id": "lRD3E18sPuvg", + "metadata": { + "id": "lRD3E18sPuvg" + }, + "source": [ + "За изменение формы векторов отвечает функция reshape. Обратите внимание, что результатом действия функции reshape может быть только вектор, произведение всех измерений которого совпадает с исходным. Понятно, что из вектора `[3, 3, 3]` не получишь картинку `[64, 64]`. Однако, можно получить вектор `[27]`" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "XbBWMRNTQHxq", + "metadata": { + "id": "XbBWMRNTQHxq" + }, + "outputs": [], + "source": [ + "a = np.zeros((5, 5))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4V0rMd0gQN8w", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "4V0rMd0gQN8w", + "outputId": "94f99d9b-4261-4514-a68d-7d23671d5fff" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0.])" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a.reshape(25)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "M5fiUjFvQQX4", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "M5fiUjFvQQX4", + "outputId": "9faba0af-d769-4515-daa7-1c5b2da645e8" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[[[0., 0., 0., 0., 0.],\n", + " [0., 0., 0., 0., 0.],\n", + " [0., 0., 0., 0., 0.],\n", + " [0., 0., 0., 0., 0.],\n", + " [0., 0., 0., 0., 0.]]]])" + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a.reshape((1, 1, 5, 5))" + ] + }, + { + "cell_type": "markdown", + "id": "T_nDTJ1MQau2", + "metadata": { + "id": "T_nDTJ1MQau2" + }, + "source": [ + "Также есть интересная особенность функции `reshape` - она позволяет принимать на вход `-1` в качестве одного из измерений - зная все остальные измерения, библиотека легко посчитает значение для этой \"переменной\" размерности, основываясь на известных компонентах и их числе." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "RNReulBgQy_7", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "RNReulBgQy_7", + "outputId": "982177d9-7ccc-4aab-8d4a-6fc3b7797f59" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0.])" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a.reshape(-1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "XwpHYSbOQ0_i", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "XwpHYSbOQ0_i", + "outputId": "78eec131-dfb4-4cdc-edc2-b0de689ca076" + }, + "outputs": [ { - "cell_type": "code", - "execution_count": null, - "id": "sUglnX6_tyyy", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "sUglnX6_tyyy", - "outputId": "8643fd11-4cc7-4a4c-b3e3-9499a6b5b8b0" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(array([[0],\n", - " [1],\n", - " [7],\n", - " [4]]), (4, 1))" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "v = np.random.randint(0, 10, size=(1, 4))\n", - "v.transpose(), v.transpose().shape" + "data": { + "text/plain": [ + "True" ] + }, + "execution_count": 87, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a.reshape(-1).shape == a.reshape(25).shape" + ] + }, + { + "cell_type": "markdown", + "id": "9YIcJ-ZrRSOY", + "metadata": { + "id": "9YIcJ-ZrRSOY" + }, + "source": [ + "Инициализируйте вектор размерностью `(1, 32, 64, 64)`, а затем придайте ему следующие размерности:\n", + "* `(32, 64, 64)`\n", + "* `(1, 32 x 64 x 64)`\n", + "* `(32, 64 x 64)`\n", + "* `(4, 8, 8, 16, 32)`" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "Pgylu-FlRRp7", + "metadata": { + "id": "Pgylu-FlRRp7" + }, + "outputs": [], + "source": [ + "# Ваш код" + ] + }, + { + "cell_type": "markdown", + "id": "ZFI3UUtbQ53y", + "metadata": { + "id": "ZFI3UUtbQ53y" + }, + "source": [ + "Два вектора также можно соединить вдоль какого-то из измерений. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5sDI8yWdSNRK", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "5sDI8yWdSNRK", + "outputId": "77e2483f-f81a-41d3-80b0-77645338adf9" + }, + "outputs": [ { - "cell_type": "code", - "execution_count": null, - "id": "wSWCcQtPt135", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "wSWCcQtPt135", - "outputId": "02f6e1f4-7d06-4347-dc96-f14bca1ed52f" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(array([[4, 1, 9],\n", - " [5, 9, 6],\n", - " [7, 9, 2],\n", - " [8, 3, 5],\n", - " [2, 0, 2]]), (5, 3))" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "v = np.random.randint(0, 10, size=(3, 5))\n", - "v.transpose(), v.transpose().shape" + "data": { + "text/plain": [ + "(2, 5)" ] + }, + "execution_count": 88, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a = np.zeros(5)\n", + "b = np.zeros(5)\n", + "\n", + "np.vstack((a, b)).shape # из двух одноэтажных поездов получили двухэтажный" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4KemooiZSS2V", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "4KemooiZSS2V", + "outputId": "00e1818c-5948-4fa7-a4e8-77e7b4ce5bad" + }, + "outputs": [ { - "cell_type": "markdown", - "id": "HEPw4TXDtnFS", - "metadata": { - "id": "HEPw4TXDtnFS" - }, - "source": [ - "Для векторов большей размерности нужно явно указывать новый порядок осей, используя индексы существующих" + "data": { + "text/plain": [ + "(10,)" ] + }, + "execution_count": 89, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.hstack((a, b)).shape # сцепили вагоны из двух составов" + ] + }, + { + "cell_type": "markdown", + "id": "VsW0Q8iKSdDe", + "metadata": { + "id": "VsW0Q8iKSdDe" + }, + "source": [ + "Более общие функции stack и concatenate позволяют соединять вектора по произвольной размерности." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "thOGqG49Q40K", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "thOGqG49Q40K", + "outputId": "fd5fedec-a81c-42e1-c690-33e67809db12" + }, + "outputs": [ { - "cell_type": "code", - "execution_count": null, - "id": "Tx-NR7-wtS5y", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "Tx-NR7-wtS5y", - "outputId": "26b223f1-adfd-472f-f709-b74e7d16f6e4" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(array([[[9, 8, 5]],\n", - " \n", - " [[9, 6, 6]],\n", - " \n", - " [[6, 8, 2]],\n", - " \n", - " [[6, 9, 7]],\n", - " \n", - " [[5, 0, 8]]]), (5, 1, 3))" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "v = np.random.randint(0, 10, size=(1, 3, 5))\n", - "v.transpose(2, 0, 1), v.transpose(2, 0, 1).shape" + "data": { + "text/plain": [ + "(1, 32, 64, 192)" ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a = np.zeros((1, 32, 64, 64))\n", + "b = np.zeros((1, 32, 64, 128))\n", + "\n", + "np.concatenate((a, b), axis=-1).shape # соединяет вектора разных размерностей" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "dsAfzfr8fxDT", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "dsAfzfr8fxDT", + "outputId": "c4c35b78-2413-46a0-a31c-6418c02cd62f" + }, + "outputs": [ { - "cell_type": "markdown", - "id": "aerXokGsuWGd", - "metadata": { - "id": "aerXokGsuWGd" - }, - "source": [ - "Ну и, очевидно, в NumPy существует замечательная функция, позволяющая перемножить векторы произвольных размерностей!" + "data": { + "text/plain": [ + "(1, 32, 2, 32)" ] + }, + "execution_count": 91, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a = np.zeros((1, 32, 32))\n", + "b = np.zeros((1, 32, 32))\n", + "\n", + "np.stack([a, b], axis=2).shape # появилась новая (!) ось, по которой векторы были соединены" + ] + }, + { + "cell_type": "markdown", + "id": "mDKvTJCoQ-mq", + "metadata": { + "id": "mDKvTJCoQ-mq" + }, + "source": [ + "### * Матричные операции. Скалярное произведение, транспонирование." + ] + }, + { + "cell_type": "markdown", + "id": "k1FCjDoDjdHb", + "metadata": { + "id": "k1FCjDoDjdHb" + }, + "source": [ + "#### Теория" + ] + }, + { + "cell_type": "markdown", + "id": "s8RLFpHhgv5V", + "metadata": { + "id": "s8RLFpHhgv5V" + }, + "source": [ + "Здесь я должен немного познакомить искушённого читателя с основными понятиями линейной алгебры. Из школьного курса вы наверняка знакомы с векторами - и привыкли, что они задают какое-то направление для точки на плоскости.\n", + "\n", + "Матрицы (a.k.a. *двумерные* векторы) действуют по схожему принципу - они выполняют преобразование какого-то объекта в линейном пространстве сразу по нескольким *базисным* векторам. Базисный вектор - это единичный вектор, который нельзя выразить линейной комбинацией других базисных векторов - проще говоря, это вектор, соответствующий какой-то из осей пространства.\n", + "\n", + "Тензоры - это удобное обобщение векторов и матриц. Если векторы записываются в виде строк, а матрицы в виде табличек (\"стопок\" строк), то тензоры просто обобщают эту идею на большие размерности. Тензор третьего ранга, например, описывается в виде куба, четвертого - как \"набор\" трёхмерных кубов и так далее.\n", + "\n", + "Здесь и далее для простоты я буду использовать термин \"вектор\", чтобы не пугать читателя тензорами, хотя формально, конечно, это неправильно." + ] + }, + { + "cell_type": "markdown", + "id": "9trdK_xZjger", + "metadata": { + "id": "9trdK_xZjger" + }, + "source": [ + "#### Операции над матрицами и векторами" + ] + }, + { + "cell_type": "markdown", + "id": "KeQi6-NQjcI2", + "metadata": { + "id": "KeQi6-NQjcI2" + }, + "source": [ + "Если со сложением векторов проблем не возникает, то умножение уже вызывает вопросы. На самом деле в алгебре различают умножения двух видов - поэлементное (произведение Адамара) и скалярное. Также существует векторное произведение, но в рамках этого курса нас оно не будет интересовать.\n", + "\n", + "Скалярное произведение двух плоских векторов работает следующим образом: нам необходимо взять поэлементное произведение векторов, а затем сложить все компоненты векторов:\n", + "\n", + "$$a \\cdot b = \\sum_{i=1}^N a_i \\times b_i = c$$" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "COrQ4gxQQRhR", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "COrQ4gxQQRhR", + "outputId": "af6de9f1-11c4-4688-a219-a8ab47173f24" + }, + "outputs": [ { - "cell_type": "code", - "execution_count": null, - "id": "9mR124equL8t", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "9mR124equL8t", - "outputId": "1931fa14-0d2a-40a5-cec0-850c12a592fc" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "79" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "np.matmul(a, b) # Прокрутите выше - там точно такой же результат :)" + "data": { + "text/plain": [ + "79" ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a = np.random.randint(0, 10, size=3)\n", + "b = np.random.randint(0, 10, size=3)\n", + "\n", + "(a * b).sum()" + ] + }, + { + "cell_type": "markdown", + "id": "AdknuW8FmKYV", + "metadata": { + "id": "AdknuW8FmKYV" + }, + "source": [ + "Здорово, когда векторы одной размерности! Но что делать, когда размерности не совпадают? Помните, ранее мы смотрели, как выполнять сложение и умножение для векторов-столбцов и векторов-строк? Так вот, здесь работает аналогичная идея, просто запишем один вектор в виде столбца, а другой - в виде строки. Тогда если длина первого вектора равна $n$, а другого $m$, то на выходе мы получим матрицу размером $n \\times m$.\n", + "\n", + "Эта идея хорошо обобщается на матрицы, да и вообще на вектор любой размерности (подразумевается, конечно же, тензор любого ранга). Единственное требование - два измерения у этих векторов должны совпадать. Тогда мы \"стыкуем\" векторы этими совпадающими измерениями друг к другу и перемножаем, на выходе получаем только те измерения, которые не соприкасались.\n", + "\n", + "Так, если это векторы-строки или векторы-столбцы, то они приводятся к размерности $(1,n)$ или $(n,1)$ и тут уже **важно** то, что мы хотим получить. Если мы хотим получить **число**, то нам необходимо, чтобы длины векторов совпадали:\n", + "$$(1,n) \\times (n,1) \\rightarrow (1,1)$$\n", + "\n", + "Если мы хотим получить матрицу, то нам неважно, какие у них длины, мы в любом случае получим корректную матрицу:\n", + "$$(n,1) \\times (1,m) \\rightarrow (n,m)$$\n", + "\n", + "В случае матриц нам важно, чтобы внутренние размерности совпадали. Так, перемножая скалярно матрицы $(n,p)$ и $(p,m)$, мы получим матрицу $(n,m)$." + ] + }, + { + "cell_type": "markdown", + "id": "BV5Y-AiKpi2b", + "metadata": { + "id": "BV5Y-AiKpi2b" + }, + "source": [ + "Можно ли перемножить и если да, то какие выходные размерности получатся при скалярном перемножении у следующих векторов:\n", + "\n", + "1. $(1,3)$ и $(3,1)$?\n", + "2. $(1,4)$ и $(3,1)$?\n", + "3. $(1,4)$ и $(4,4)$?\n", + "4. $(4,4)$ и $(1,4)$?\n", + "5. $(3,4)$ и $(3,3)$?\n", + "6. $(11,14)$ и $(14,12)$?\n", + "7. $(32,3,16)$ и $(16,4)$?" + ] + }, + { + "cell_type": "markdown", + "id": "a5l_JSG3qGVn", + "metadata": { + "id": "a5l_JSG3qGVn" + }, + "source": [ + "##### Ответы:" + ] + }, + { + "cell_type": "markdown", + "id": "0mVH_jNwsHOZ", + "metadata": { + "id": "0mVH_jNwsHOZ" + }, + "source": [ + "1. Да, $(1,1)$\n", + "2. Нет\n", + "3. Да, $(1,4)$\n", + "4. Нет\n", + "5. Нет\n", + "6. Да, $(11,12)$\n", + "7. Да, $(32,3,4)$" + ] + }, + { + "cell_type": "markdown", + "id": "pANkWpeWsLQN", + "metadata": { + "id": "pANkWpeWsLQN" + }, + "source": [ + "#### Транспонирование" + ] + }, + { + "cell_type": "markdown", + "id": "vaWcB5qxsbMO", + "metadata": { + "id": "vaWcB5qxsbMO" + }, + "source": [ + "Иногда при перемножении матриц мы получаем не совсем те размерности, которые мы хотели бы получить. В этом случае интуиция нам подсказывает, что можно как-то развернуть векторы так, чтобы они \"стакнулись\" совпадающими размерностями и перемножились. Это правда так и такая операция называется *транспонированием*. Проще говоря, мы меняем местами две размерности вектора и физически *поворачиваем* его так, что это позволяет нам перемножить его с другим вектором." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "YGtGug-LsXb1", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "YGtGug-LsXb1", + "outputId": "18911336-8aab-4cff-91a1-b3644aaa4cdc" + }, + "outputs": [ { - "cell_type": "code", - "execution_count": null, - "id": "87VHs3DtuqTW", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "87VHs3DtuqTW", - "outputId": "879cd859-fbb1-4199-f0cb-5b595e736390" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(array([[200, 114, 176],\n", - " [170, 48, 197],\n", - " [144, 93, 153],\n", - " [ 94, 66, 102]]), (4, 3))" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "a = np.random.randint(0, 10, size=(4, 5))\n", - "b = np.random.randint(0, 10, size=(5, 3))\n", - "\n", - "np.matmul(a, b), np.matmul(a, b).shape" + "data": { + "text/plain": [ + "(array([9, 0, 3, 3]), (4,))" ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "v = np.random.randint(0, 10, size=4)\n", + "v.transpose(), v.transpose().shape" + ] + }, + { + "cell_type": "markdown", + "id": "yn54XH9RtuA2", + "metadata": { + "id": "yn54XH9RtuA2" + }, + "source": [ + "Для плоского вектора ничего не поменялось - давайте сделаем его двумерным!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "sUglnX6_tyyy", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "sUglnX6_tyyy", + "outputId": "8643fd11-4cc7-4a4c-b3e3-9499a6b5b8b0" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([[0],\n", + " [1],\n", + " [7],\n", + " [4]]), (4, 1))" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "v = np.random.randint(0, 10, size=(1, 4))\n", + "v.transpose(), v.transpose().shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "wSWCcQtPt135", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "wSWCcQtPt135", + "outputId": "02f6e1f4-7d06-4347-dc96-f14bca1ed52f" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([[4, 1, 9],\n", + " [5, 9, 6],\n", + " [7, 9, 2],\n", + " [8, 3, 5],\n", + " [2, 0, 2]]), (5, 3))" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "v = np.random.randint(0, 10, size=(3, 5))\n", + "v.transpose(), v.transpose().shape" + ] + }, + { + "cell_type": "markdown", + "id": "HEPw4TXDtnFS", + "metadata": { + "id": "HEPw4TXDtnFS" + }, + "source": [ + "Для векторов большей размерности нужно явно указывать новый порядок осей, используя индексы существующих" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "Tx-NR7-wtS5y", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Tx-NR7-wtS5y", + "outputId": "26b223f1-adfd-472f-f709-b74e7d16f6e4" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([[[9, 8, 5]],\n", + " \n", + " [[9, 6, 6]],\n", + " \n", + " [[6, 8, 2]],\n", + " \n", + " [[6, 9, 7]],\n", + " \n", + " [[5, 0, 8]]]), (5, 1, 3))" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "v = np.random.randint(0, 10, size=(1, 3, 5))\n", + "v.transpose(2, 0, 1), v.transpose(2, 0, 1).shape" + ] + }, + { + "cell_type": "markdown", + "id": "aerXokGsuWGd", + "metadata": { + "id": "aerXokGsuWGd" + }, + "source": [ + "Ну и, очевидно, в NumPy существует замечательная функция, позволяющая перемножить векторы произвольных размерностей!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9mR124equL8t", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "9mR124equL8t", + "outputId": "1931fa14-0d2a-40a5-cec0-850c12a592fc" + }, + "outputs": [ { - "cell_type": "code", - "execution_count": null, - "id": "p2RsGtu_vAIQ", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "p2RsGtu_vAIQ", - "outputId": "dcd259c9-81e2-4e39-cb63-f6f0d59ae03a" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(64, 3, 4)" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "X = np.random.randint(0, 10, size=(64, 3, 100))\n", - "W = np.random.randint(0, 10, size=(100, 4))\n", - "\n", - "np.matmul(X, W).shape" + "data": { + "text/plain": [ + "79" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "-nJZ_iMQvgFI", - "metadata": { - "id": "-nJZ_iMQvgFI" - }, - "outputs": [], - "source": [] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.matmul(a, b) # Прокрутите выше - там точно такой же результат :)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "87VHs3DtuqTW", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "87VHs3DtuqTW", + "outputId": "879cd859-fbb1-4199-f0cb-5b595e736390" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([[200, 114, 176],\n", + " [170, 48, 197],\n", + " [144, 93, 153],\n", + " [ 94, 66, 102]]), (4, 3))" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" } - ], - "metadata": { + ], + "source": [ + "a = np.random.randint(0, 10, size=(4, 5))\n", + "b = np.random.randint(0, 10, size=(5, 3))\n", + "\n", + "np.matmul(a, b), np.matmul(a, b).shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "p2RsGtu_vAIQ", + "metadata": { "colab": { - "collapsed_sections": [ - "a5l_JSG3qGVn" - ], - "name": "ML_S1_numpy.ipynb", - "provenance": [] - }, - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.10" + "base_uri": "https://localhost:8080/" + }, + "id": "p2RsGtu_vAIQ", + "outputId": "dcd259c9-81e2-4e39-cb63-f6f0d59ae03a" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(64, 3, 4)" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" } + ], + "source": [ + "X = np.random.randint(0, 10, size=(64, 3, 100))\n", + "W = np.random.randint(0, 10, size=(100, 4))\n", + "\n", + "np.matmul(X, W).shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "-nJZ_iMQvgFI", + "metadata": { + "id": "-nJZ_iMQvgFI" + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "colab": { + "collapsed_sections": [ + "a5l_JSG3qGVn" + ], + "name": "ML_S1_numpy.ipynb", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" }, - "nbformat": 4, - "nbformat_minor": 5 + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.1" + } + }, + "nbformat": 4, + "nbformat_minor": 5 } diff --git a/02. Data Wrangling/.ipynb_checkpoints/titanik-eda-checkpoint.ipynb b/02. Data Wrangling/.ipynb_checkpoints/titanik-eda-checkpoint.ipynb new file mode 100644 index 00000000..e5addd9c --- /dev/null +++ b/02. Data Wrangling/.ipynb_checkpoints/titanik-eda-checkpoint.ipynb @@ -0,0 +1,1734 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "executionInfo": { + "elapsed": 3601, + "status": "ok", + "timestamp": 1646687856718, + "user": { + "displayName": "Андрей Миронов", + "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64", + "userId": "13288426768569375119" + }, + "user_tz": -180 + }, + "id": "dv7MI5mRZaK4", + "outputId": "7cb7d015-97f5-48e1-b163-f82bd6ae315d" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\"pip\" ­Ґ пў«пҐвбп ў­гв७­Ґ© Ё«Ё ў­Ґи­Ґ©\n", + "Є®¬ ­¤®©, ЁбЇ®«­пҐ¬®© Їа®Ја ¬¬®© Ё«Ё Ї ЄҐв­л¬ д ©«®¬.\n" + ] + } + ], + "source": [ + "!pip install plotly" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 17 + }, + "executionInfo": { + "elapsed": 757, + "status": "ok", + "timestamp": 1646687857466, + "user": { + "displayName": "Андрей Миронов", + "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64", + "userId": "13288426768569375119" + }, + "user_tz": -180 + }, + "id": "W7ni89d4ZaK8", + "outputId": "f2bba89d-6621-43da-b71d-fdf3fabdf25f" + }, + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np # linear algebra\n", + "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n", + "from plotly.offline import init_notebook_mode, iplot, plot\n", + "import plotly as py\n", + "init_notebook_mode(connected=True)\n", + "import plotly.graph_objs as go\n", + "import plotly.express as px\n", + "import plotly.io as pio\n", + "pio.renderers.default = \"colab\"\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import os" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "id": "GTzfXynoZaK9" + }, + "outputs": [], + "source": [ + "data = pd.read_csv('titanic.csv', sep = '\\t')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 302 + }, + "executionInfo": { + "elapsed": 394, + "status": "ok", + "timestamp": 1646687898017, + "user": { + "displayName": "Андрей Миронов", + "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64", + "userId": "13288426768569375119" + }, + "user_tz": -180 + }, + "id": "Caod862uZaK9", + "outputId": "07b2a896-14c1-4d1d-d61c-4792883e4228" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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PassengerIdSurvivedPclassNameSexAgeSibSpParchTicketFareCabinEmbarked
0103Braund, Mr. Owen Harrismale22.010A/5 211717.2500NaNS
1211Cumings, Mrs. John Bradley (Florence Briggs Th...female38.010PC 1759971.2833C85C
2313Heikkinen, Miss. Lainafemale26.000STON/O2. 31012827.9250NaNS
3411Futrelle, Mrs. Jacques Heath (Lily May Peel)female35.01011380353.1000C123S
4503Allen, Mr. William Henrymale35.0003734508.0500NaNS
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" + ], + "text/plain": [ + " PassengerId Survived Pclass \\\n", + "0 1 0 3 \n", + "1 2 1 1 \n", + "2 3 1 3 \n", + "3 4 1 1 \n", + "4 5 0 3 \n", + "\n", + " Name Sex Age SibSp \\\n", + "0 Braund, Mr. Owen Harris male 22.0 1 \n", + "1 Cumings, Mrs. John Bradley (Florence Briggs Th... female 38.0 1 \n", + "2 Heikkinen, Miss. Laina female 26.0 0 \n", + "3 Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35.0 1 \n", + "4 Allen, Mr. William Henry male 35.0 0 \n", + "\n", + " Parch Ticket Fare Cabin Embarked \n", + "0 0 A/5 21171 7.2500 NaN S \n", + "1 0 PC 17599 71.2833 C85 C \n", + "2 0 STON/O2. 3101282 7.9250 NaN S \n", + "3 0 113803 53.1000 C123 S \n", + "4 0 373450 8.0500 NaN S " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "6YLqYPVUZaK-" + }, + "source": [ + "### Рассмотрим расределение целевой переменной" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 542 + }, + "executionInfo": { + "elapsed": 1140, + "status": "ok", + "timestamp": 1646687899650, + "user": { + "displayName": "Андрей Миронов", + "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64", + "userId": "13288426768569375119" + }, + "user_tz": -180 + }, + "id": "Mvc7UJDAZaK_", + "outputId": "2e4dbe93-5bf4-41eb-f39f-4eed5846cb43" + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "
\n", + "
\n", + "\n", + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = px.pie(data, names='Survived', title='Passenger Survival')\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 542 + }, + "executionInfo": { + "elapsed": 39, + "status": "ok", + "timestamp": 1646687899651, + "user": { + "displayName": "Андрей Миронов", + "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64", + "userId": "13288426768569375119" + }, + "user_tz": -180 + }, + "id": "JRRcQ11GZaLB", + "outputId": "2be88a71-f59b-4895-bf6c-6787c67691ce" + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "
\n", + "
\n", + "\n", + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = px.pie(data, names='Pclass', title='Passenger Survival')\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 542 + }, + "executionInfo": { + "elapsed": 38, + "status": "ok", + "timestamp": 1646687899651, + "user": { + "displayName": "Андрей Миронов", + "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64", + "userId": "13288426768569375119" + }, + "user_tz": -180 + }, + "id": "v0LKzS4AZaLC", + "outputId": "eb985c03-92d9-491d-b41a-fc19e0384ab1" + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "
\n", + "
\n", + "\n", + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = go.Figure(data=[go.Pie(labels=data['Embarked'], pull=[.1, .15, .15, 0])])\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "id": "LqQIIv_0ZaLD" + }, + "outputs": [], + "source": [ + "from plotly.subplots import make_subplots" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 517 + }, + "executionInfo": { + "elapsed": 20, + "status": "ok", + "timestamp": 1646687899652, + "user": { + "displayName": "Андрей Миронов", + "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64", + "userId": "13288426768569375119" + }, + "user_tz": -180 + }, + "id": "6MRYCD4ZZaLE", + "outputId": "384c871a-0c6b-41f3-d5f3-197624c138ea" + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "
\n", + "
\n", + "\n", + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = make_subplots(rows=1, cols=3, specs=[[{\"type\": \"pie\"}, {\"type\": \"pie\"}, {\"type\": \"pie\"}]])\n", + "\n", + "\n", + "\n", + "fig.add_trace(\n", + " go.Pie(labels=data.loc[data['Embarked'] == 'C']['Survived'], pull = [.1, .1],\n", + " title = 'Embarked C vs. Survived'), row=1, col=1)\n", + "\n", + "fig.add_trace(\n", + " go.Pie(labels=data.loc[data['Embarked'] == 'S']['Survived'], pull = [.07, .07],\n", + " title = 'Embarked S vs. Survived'),row=1, col=2)\n", + "\n", + "fig.add_trace(\n", + " go.Pie(labels=data.loc[data['Embarked'] == 'Q']['Survived'], pull = [.1, .1],\n", + " title = 'Embarked Q vs. Survived'), row=1, col=3)\n", + "\n", + "\n", + "fig.update_layout(height=500, width=800, title_text=\"Gene Expression Features\")\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 542 + }, + "executionInfo": { + "elapsed": 18, + "status": "ok", + "timestamp": 1646687899652, + "user": { + "displayName": "Андрей Миронов", + "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64", + "userId": "13288426768569375119" + }, + "user_tz": -180 + }, + "id": "8OO94TJuZaLF", + "outputId": "50e911e2-a16a-48c7-9c29-de89c022c022" + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "
\n", + "
\n", + "\n", + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = px.histogram(data, x='Age', nbins=30, marginal='box',)\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "aAVXtGsLZaLF" + }, + "source": [ + "## А давайте посмотрим на распределение стоимости билета? " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 542 + }, + "executionInfo": { + "elapsed": 407, + "status": "ok", + "timestamp": 1646687919090, + "user": { + "displayName": "Андрей Миронов", + "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64", + "userId": "13288426768569375119" + }, + "user_tz": -180 + }, + "id": "3Nu0rzEhZaLF", + "outputId": "670162d3-377e-45f5-b487-171ccf92f0ce" + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "
\n", + "
\n", + "\n", + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = px.histogram(data, x='Fare', nbins=30,marginal='box')\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "e0TD8OfMZaLG" + }, + "source": [ + "## Box Plots" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 542 + }, + "executionInfo": { + "elapsed": 415, + "status": "ok", + "timestamp": 1646687970855, + "user": { + "displayName": "Андрей Миронов", + "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64", + "userId": "13288426768569375119" + }, + "user_tz": -180 + }, + "id": "SFbGAj3IZaLG", + "outputId": "c9ebab15-4c99-4959-fa2e-3954a068b0ec" + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "
\n", + "
\n", + "\n", + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = px.box(data, x='Pclass', y=\"Age\")\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 542 + }, + "executionInfo": { + "elapsed": 18, + "status": "ok", + "timestamp": 1646687970856, + "user": { + "displayName": "Андрей Миронов", + "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64", + "userId": "13288426768569375119" + }, + "user_tz": -180 + }, + "id": "kEZOCQmtZaLG", + "outputId": "095ffbf7-d378-4845-ea35-c577b2f15369" + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "
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\n", + "\n", + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = px.box(data, x='Pclass', y=\"Age\", color=\"Survived\")\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 269 + }, + "executionInfo": { + "elapsed": 17, + "status": "ok", + "timestamp": 1646687970856, + "user": { + "displayName": "Андрей Миронов", + "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64", + "userId": "13288426768569375119" + }, + "user_tz": -180 + }, + "id": "nTcbCv_BZaLH", + "outputId": "b2361b74-ac34-49cf-93af-22ab60e92c1a" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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PassengerIdSurvivedPclassAgeSibSpParchFare
PassengerId1.000000-0.1929910.0122080.075021-0.136420-0.027243-0.027122
Survived-0.1929911.000000-0.116340-0.120416-0.0669430.0394350.029343
Pclass0.012208-0.1163401.000000-0.3626270.0874200.016491-0.607256
Age0.075021-0.120416-0.3626271.000000-0.393500-0.2151690.024494
SibSp-0.136420-0.0669430.087420-0.3935001.0000000.3990400.271997
Parch-0.0272430.0394350.016491-0.2151690.3990401.0000000.254822
Fare-0.0271220.029343-0.6072560.0244940.2719970.2548221.000000
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" + ], + "text/plain": [ + " PassengerId Survived Pclass Age SibSp Parch \\\n", + "PassengerId 1.000000 -0.192991 0.012208 0.075021 -0.136420 -0.027243 \n", + "Survived -0.192991 1.000000 -0.116340 -0.120416 -0.066943 0.039435 \n", + "Pclass 0.012208 -0.116340 1.000000 -0.362627 0.087420 0.016491 \n", + "Age 0.075021 -0.120416 -0.362627 1.000000 -0.393500 -0.215169 \n", + "SibSp -0.136420 -0.066943 0.087420 -0.393500 1.000000 0.399040 \n", + "Parch -0.027243 0.039435 0.016491 -0.215169 0.399040 1.000000 \n", + "Fare -0.027122 0.029343 -0.607256 0.024494 0.271997 0.254822 \n", + "\n", + " Fare \n", + "PassengerId -0.027122 \n", + "Survived 0.029343 \n", + "Pclass -0.607256 \n", + "Age 0.024494 \n", + "SibSp 0.271997 \n", + "Parch 0.254822 \n", + "Fare 1.000000 " + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.corr(method='pearson')" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 717 + }, + "executionInfo": { + "elapsed": 16, + "status": "ok", + "timestamp": 1646687970857, + "user": { + "displayName": "Андрей Миронов", + "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64", + "userId": "13288426768569375119" + }, + "user_tz": -180 + }, + "id": "wk2KD6JRZaLH", + "outputId": "732fb74e-854f-4912-a4bd-61f289e55b3d" + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "
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Data Wrangling/README.md b/02. Data Wrangling/README.md deleted file mode 100644 index aa6e85a9..00000000 --- a/02. Data Wrangling/README.md +++ /dev/null @@ -1,9 +0,0 @@ -# Homework2 - -## Задания -- FifaEDA -- Самостоятельная работа №2 из inclass_pandas.ipynb -ВСЁ БОЛЬШЕ НИЧЕГО ВООБЩЕ НИЧЕГО ВООБЩЕ-ВООБЩЕ НИЧЕГО - -## Дедлайн -Как и всегда, две недели с момента повтора, получается **16 марта** diff --git a/02. Data Wrangling/fifaeda/.ipynb_checkpoints/fifaeda-checkpoint.ipynb b/02. Data Wrangling/fifaeda/.ipynb_checkpoints/fifaeda-checkpoint.ipynb new file mode 100644 index 00000000..af73788b --- /dev/null +++ b/02. Data Wrangling/fifaeda/.ipynb_checkpoints/fifaeda-checkpoint.ipynb @@ -0,0 +1,151750 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np # linear algebra\n", + "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n", + "from plotly.offline import init_notebook_mode, iplot, plot\n", + "import plotly as py\n", + "init_notebook_mode(connected=True)\n", + "import plotly.graph_objs as go\n", + "import plotly.express as px\n", + "\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import os" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Требования: \n", + "- во всех графиках должны быть подписи чере title, legend, etc... \n", + "- Убедитесь, что после сохранения ноутбука графики всё ещё видно, если открыть ноутбук заново, если не видно, то напишите мне @kirizhik \n", + "- Можно баловаться с цветами, чтобы было **K P A C U B O**, но **не вырвеглазно**, пожалуйста" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv('data.csv', index_col = 0)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Int64Index: 18207 entries, 0 to 18206\n", + "Data columns (total 88 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 ID 18207 non-null int64 \n", + " 1 Name 18207 non-null object \n", + " 2 Age 18207 non-null int64 \n", + " 3 Photo 18207 non-null object \n", + " 4 Nationality 18207 non-null object \n", + " 5 Flag 18207 non-null object \n", + " 6 Overall 18207 non-null int64 \n", + " 7 Potential 18207 non-null int64 \n", + " 8 Club 17966 non-null object \n", + " 9 Club Logo 18207 non-null object 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"Portugal", + "Brazil", + "Sweden", + "Brazil", + "Germany", + "Netherlands", + "Argentina", + "Ghana", + "Argentina", + "Portugal", + "United States", + "Portugal", + "Spain", + "Spain", + "Brazil", + "Spain", + "France", + "Uruguay", + "Turkey", + "Spain", + "Brazil", + "Paraguay", + "Korea Republic", + "Serbia", + "DR Congo", + "Slovenia", + "Serbia", + "Brazil", + "Moldova", + "Spain", + "Peru", + "Brazil", + "Senegal", + "Spain", + "Croatia", + "Netherlands", + "France", + "Netherlands", + "Portugal", + "Brazil", + "Spain", + "Italy", + "Brazil", + "France", + "Brazil", + "Poland", + "Egypt", + "Brazil", + "France", + "Italy", + "Colombia", + "Bosnia Herzegovina", + "Brazil", + "Australia", + "Portugal", + "Brazil", + "Serbia", + "Netherlands", + "DR Congo", + "Argentina", + "Ukraine", + "France", + "Italy", + "France", + "Egypt", + "Brazil", + "Brazil", + "Brazil", + "Germany", + "Brazil", + "Cameroon", + "Brazil", + "Uruguay", + "Brazil", + "Spain", + "Bosnia Herzegovina", + "Germany", + "Brazil", + "Cameroon", + "Sweden", + "Germany", + "Canada", + "Netherlands", + "Brazil", + "Spain", + "Bosnia Herzegovina", + "Austria", + "Nigeria", + "FYR Macedonia", + "Colombia", + "Portugal", + "Netherlands", + "Ivory Coast", + "United States", + "Russia", + "Scotland", + "Italy", + "France", + "Gabon", + "Colombia", + "Brazil", + "Japan", + "Mexico", + "Venezuela", + "Mexico", + "France", + "Portugal", + "Netherlands", + "Mexico", + "South Africa", + "Chile", + "Argentina", + "Colombia", + "Moldova", + "Argentina", + "Romania", + "Brazil", + "Poland", + "Scotland", + "Paraguay", + "Colombia", + "Uruguay", + "Paraguay", + "Spain", + "Portugal", + "Italy", + "Turkey", + "Brazil", + "Brazil", + "England", + "Portugal", + "Argentina", + "Netherlands", + "Netherlands", + "Spain", + "Brazil", + "Ghana", + "England", + "Switzerland", + "Egypt", + "Argentina", + "Argentina", + "Italy", + "Poland", + "Chile", + "England", + "Greece", + "Brazil", + "Ghana", + "Spain", + "Netherlands", + "Portugal", + "Russia", + "Spain", + "Portugal", + "Poland", + "Netherlands", + "Netherlands", + "Spain", + "Brazil", + "Bolivia", + "Spain", + "Argentina", + "FYR Macedonia", + "Uruguay", + "Belgium", + "Ivory Coast", + "Mali", + "Paraguay", + "Spain", + "Brazil", + "Spain", + "Germany", + "Serbia", + "Brazil", + "Netherlands", + "Argentina", + "Switzerland", + "Brazil", + "Ukraine", + "France", + "Brazil", + "Mozambique", + "France", + "Greece", + "Spain", + "Germany", + "Nigeria", + "Spain", + "England", + "United States", + "Colombia", + "Jamaica", + "England", + "Netherlands", + "England", + "Japan", + "Finland", + "Brazil", + "Paraguay", + "Trinidad & Tobago", + "Argentina", + "Turkey", + "Cameroon", + "Ivory Coast", + "Serbia", + "Curacao", + "Japan", + "Portugal", + "Portugal", + "Serbia", + "Colombia", + "Uruguay", + "Serbia", + "Ukraine", + "Spain", + "Russia", + "England", + "Ivory Coast", + "Czech Republic", + "France", + "Brazil", + "Senegal", + "Mexico", + "Brazil", + "Senegal", + "Norway", + "Netherlands", + "Cameroon", + "Belgium", + "England", + "Ivory Coast", + "Turkey", + "Italy", + "Morocco", + "Germany", + "Nigeria", + "Cameroon", + "Greece", + "Sweden", + "Italy", + "Austria", + "France", + "Russia", + "Italy", + "Ivory Coast", + "Cameroon", + "Turkey", + "Romania", + "Australia", + "Morocco", + "Belgium", + "England", + "Portugal", + "Denmark", + "Germany", + "England", + "South Africa", + "Brazil", + "Spain", + "Sierra Leone", + "Brazil", + "Germany", + "Turkey", + "Portugal", + "Croatia", + "Norway", + "Netherlands", + "Brazil", + "Argentina", + "Honduras", + "DR Congo", + "Argentina", + "England", + "Russia", + "Portugal", + "Czech Republic", + "France", + "Spain", + "Argentina", + "Brazil", + "Argentina", + "Serbia", + "United States", + "Colombia", + "Senegal", + "Peru", + "Colombia", + "Ecuador", + "Argentina", + "Brazil", + "Italy", + "United States", + "Togo", + "Ukraine", + "Germany", + "United States", + "Benin", + "Ecuador", + "England", + "Norway", + "Portugal", + "Portugal", + "Bulgaria", + "Germany", + "Brazil", + "Argentina", + "Brazil", + "Germany", + "Argentina", + "Spain", + "Switzerland", + "Ukraine", + "Senegal", + "Argentina", + "Netherlands", + "Colombia", + "France", + "Uruguay", + "Paraguay", + "Netherlands", + "Korea Republic", + "France", + "Brazil", + "DR Congo", + "Argentina", + "Argentina", + "Ghana", + "Northern Ireland", + "Turkey", + "Brazil", + "France", + "Brazil", + "Spain", + "England", + "England", + "Poland", + "Argentina", + "Germany", + "Guinea", + "Nigeria", + "Italy", + "Argentina", + "Czech Republic", + "Denmark", + "Spain", + "Paraguay", + "Argentina", + "Austria", + "Argentina", + "Croatia", + "Ivory Coast", + "France", + "Cameroon", + "Senegal", + "England", + "Portugal", + "France", + "Denmark", + "Denmark", + "Chile", + "Spain", + "Germany", + "France", + "Costa Rica", + "Austria", + "England", + "Chile", + "Austria", + "Spain", + "Spain", + "France", + 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+ "Germany", + "Chile", + "England", + "England", + "Japan", + "Ivory Coast", + "Netherlands", + "Belgium", + "Germany", + "Brazil", + "Spain", + "Chile", + "Hungary", + "Brazil", + "Ukraine", + "Germany", + "Colombia", + "England", + "Germany", + "Brazil", + "Spain", + "Senegal", + "Brazil", + "Switzerland", + "Sweden", + "Turkey", + "Mexico", + "Poland", + "Uruguay", + "Republic of Ireland", + "Brazil", + "Argentina", + "Brazil", + "England", + "Sweden", + "Germany", + "Brazil", + "Russia", + "Germany", + "Wales", + "Saudi Arabia", + "Ecuador", + "Netherlands", + "Portugal", + "France", + "Romania", + "France", + "France", + "Brazil", + "DR Congo", + "Czech Republic", + "Guinea Bissau", + "Argentina", + "Italy", + "Spain", + "England", + "United States", + "France", + "Tunisia", + "Argentina", + "Brazil", + "Mexico", + "Brazil", + "Spain", + "England", + "France", + "United States", + "Germany", + "Honduras", + "Netherlands", + "Turkey", + "Argentina", + "Italy", + "Norway", + 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"Germany", + "Morocco", + "Belgium", + "Italy", + "Netherlands", + "Netherlands", + "Argentina", + "China PR", + "Portugal", + "Argentina", + "Paraguay", + "United States", + "Georgia", + "Argentina", + "Paraguay", + "Germany", + "Mexico", + "Denmark", + "Austria", + "England", + "Czech Republic", + "England", + "United States", + "Argentina", + "Brazil", + "Croatia", + "France", + "Argentina", + "Portugal", + "Sweden", + "Spain", + "Italy", + "Brazil", + "Ecuador", + "United States", + "Portugal", + "Argentina", + "Spain", + "Brazil", + "Republic of Ireland", + "Netherlands", + "Brazil", + "Spain", + "Argentina", + "Italy", + "Norway", + "Netherlands", + "Japan", + "Chile", + "Portugal", + "Netherlands", + "DR Congo", + "Brazil", + "Germany", + "Colombia", + "Poland", + "Sweden", + "DR Congo", + "England", + "Cameroon", + "Austria", + "France", + "Netherlands", + "Switzerland", + "Denmark", + "Romania", + "Uruguay", + "Mexico", + "Canada", + "Uruguay", + "Denmark", + "Colombia", + "France", + "Brazil", + "Germany", + "Algeria", + "Ivory Coast", + "Argentina", + "Brazil", + "Argentina", + "Belgium", + "France", + "England", + "United States", + "Romania", + "Argentina", + "Italy", + "Senegal", + "Portugal", + "England", + "England", + "Belgium", + "Italy", + "Belgium", + "Portugal", + "France", + "Colombia", + "Germany", + "France", + "Germany", + "Greece", + "Colombia", + "Paraguay", + "Brazil", + "Brazil", + "Spain", + "Spain", + "Northern Ireland", + "Scotland", + "England", + "Belgium", + "Italy", + "Denmark", + "Wales", + "France", + "Bosnia Herzegovina", + "Spain", + "England", + "Belgium", + "Bolivia", + "Venezuela", + "Mali", + "Norway", + "Venezuela", + "Brazil", + "Chad", + "Austria", + "Netherlands", + "Paraguay", + "Czech Republic", + "Greece", + "France", + "Argentina", + "Brazil", + "Spain", + "Sweden", + "Austria", + "Argentina", + "Italy", + "Ghana", + "France", + "Iceland", + "France", + "Republic of Ireland", + "Brazil", + "Republic of Ireland", + "Brazil", + "Argentina", + "Colombia", + "Argentina", + "Spain", + "Colombia", + "Portugal", + "Gambia", + "Brazil", + "Uruguay", + "Turkey", + "Greece", + "Senegal", + "Republic of Ireland", + "Italy", + "Brazil", + "Venezuela", + "Senegal", + "Cameroon", + "Italy", + "England", + "Burkina Faso", + "Switzerland", + "Austria", + "Venezuela", + "Greece", + "Italy", + "Senegal", + "Netherlands", + "France", + "Colombia", + "Germany", + "Ukraine", + "Germany", + "Denmark", + "United States", + "Croatia", + "Germany", + "Ivory Coast", + "Turkey", + "Italy", + "Nigeria", + "Ukraine", + "Montenegro", + "Canada", + "Serbia", + "England", + "Spain", + "Argentina", + "Spain", + "Morocco", + "Austria", + "Italy", + "Spain", + "Colombia", + "Argentina", + "Argentina", + "Belgium", + "Brazil", + "Russia", + "Philippines", + "Spain", + "Portugal", + "Serbia", + "Australia", + "DR Congo", + "Brazil", + "Nigeria", + "Uruguay", + "Turkey", + "Australia", + "South Africa", + "Colombia", + "Armenia", + "Saudi Arabia", + "Nigeria", + "United States", + "Czech Republic", + "France", + "Turkey", + "Mexico", + "France", + "Italy", + "Netherlands", + "Colombia", + "Germany", + "Sweden", + "Turkey", + "Argentina", + "Russia", + "Republic of Ireland", + "Poland", + "Poland", + "Saudi Arabia", + "Germany", + "France", + "Argentina", + "Cameroon", + "Argentina", + "Germany", + "Ukraine", + "Denmark", + "England", + "Turkey", + "Slovenia", + "Guinea Bissau", + "Chile", + "Brazil", + "Spain", + "Argentina", + "Iceland", + "Germany", + "Brazil", + "Mali", + "Poland", + "Tunisia", + "United States", + "Spain", + "Argentina", + "Colombia", + "Ecuador", + "Germany", + "Spain", + "Colombia", + "Japan", + "Sweden", + "Scotland", + "Argentina", + "Algeria", + "Italy", + "Bosnia Herzegovina", + "Poland", + "Portugal", + "Sweden", + "Sweden", + "Portugal", + "Brazil", + "Norway", + "Sweden", + "Czech Republic", + "United States", + "Serbia", + "Italy", + "Germany", + "Spain", + "Ivory Coast", + "Brazil", + "Japan", + "Spain", + "France", + "Austria", + "Netherlands", + "France", + "Argentina", + "Korea Republic", + "Slovenia", + "Chile", + "Romania", + "Russia", + "Germany", + "Ukraine", + "Korea Republic", + "Haiti", + "Australia", + "Brazil", + "Argentina", + "Brazil", + "Czech Republic", + "Brazil", + "Greece", + "France", + "Portugal", + "Argentina", + "Spain", + "France", + "England", + "Venezuela", + "Turkey", + "Spain", + "Finland", + "Senegal", + "Morocco", + "Brazil", + "DR Congo", + "Argentina", + "England", + "Denmark", + "Turkey", + "Italy", + "Argentina", + "Kosovo", + "Portugal", + "Netherlands", + "Uruguay", + "Colombia", + "Republic of Ireland", + "Spain", + "Denmark", + "Colombia", + "Argentina", + "Croatia", + "Argentina", + "Senegal", + "England", + "Brazil", + "Argentina", + "Argentina", + "Germany", + "Netherlands", + "Comoros", + "Iran", + "Australia", + "France", + "Argentina", + "France", + "Spain", + "Turkey", + "Spain", + "Denmark", + "Argentina", + "Colombia", + "Australia", + "Poland", + "Argentina", + "Israel", + "Belgium", + "Republic of Ireland", + "England", + "Spain", + "Argentina", + "Iceland", + "France", + "Norway", + "Brazil", + "Argentina", + "Iceland", + "Austria", + "Belgium", + "Nigeria", + "Netherlands", + "France", + "Brazil", + "United States", + "England", + "Argentina", + "Italy", + "Scotland", + "Brazil", + "Brazil", + "Argentina", + "England", + "Czech Republic", + "Italy", + "United States", + "France", + "Angola", + "Belgium", + "Tunisia", + "Argentina", + "Portugal", + "Brazil", + "Scotland", + "Serbia", + "Argentina", + "Norway", + "Venezuela", + "Argentina", + "Chile", + "Iceland", + "Peru", + "United States", + "France", + "Argentina", + "England", + "Argentina", + "Senegal", + "Spain", + "Greece", + "Spain", + "Serbia", + "Croatia", + "Argentina", + "Spain", + "Czech Republic", + "England", + "Greece", + "Finland", + "France", + "Chile", + "France", + "Libya", + "Colombia", + "Algeria", + "France", + "Norway", + "England", + "Croatia", + "Netherlands", + "South Africa", + "Nigeria", + "Italy", + "Belgium", + "Denmark", + "Spain", + "Italy", + "Argentina", + "Japan", + "Brazil", + "Belgium", + "Switzerland", + "Colombia", + "Japan", + "Portugal", + "Senegal", + "Brazil", + "Belgium", + "Italy", + "Germany", + "Israel", + "Brazil", + "Sweden", + "Spain", + "Netherlands", + "Spain", + "Italy", + "Turkey", + "Poland", + "Colombia", + "Spain", + "England", + "Switzerland", + "United States", + "Panama", + "Spain", + "Morocco", + "Germany", + "Italy", + "Argentina", + "Germany", + "Brazil", + "France", + "Netherlands", + "Russia", + "Chile", + "Brazil", + "Saudi Arabia", + "Chile", + "Chile", + "Argentina", + "Kosovo", + "Argentina", + "Chile", + "Brazil", + "Netherlands", + "Portugal", + "Japan", + "Denmark", + "Korea Republic", + "Brazil", + "Greece", + "China PR", + "England", + "Turkey", + "Colombia", + "Netherlands", + "Bosnia Herzegovina", + "Northern Ireland", + "Gambia", + "Denmark", + "Brazil", + "Egypt", + "Brazil", + "Chile", + "Korea Republic", + "Portugal", + "Netherlands", + "Ivory Coast", + "Switzerland", + "Argentina", + "Brazil", + "Tunisia", + "Georgia", + "Italy", + "Czech Republic", + "England", + "Colombia", + "Senegal", + "Brazil", + "Republic of Ireland", + "Spain", + "England", + "Germany", + "Argentina", + "Spain", + "Spain", + "Netherlands", + "Wales", + "Argentina", + "France", + "United States", + "Czech Republic", + "Spain", + "France", + "Colombia", + "England", + "Brazil", + "Denmark", + "Argentina", + "Brazil", + "Brazil", + "Brazil", + "Spain", + "Portugal", + "Argentina", + "Italy", + "Turkey", + "Colombia", + "Colombia", + "Germany", + "Denmark", + "Argentina", + "Spain", + "Brazil", + "Uruguay", + "Argentina", + "Denmark", + "Italy", + "Denmark", + "Honduras", + "France", + "United States", + "Algeria", + "England", + "Germany", + "Italy", + "Brazil", + "Cameroon", + "Sweden", + "France", + "Argentina", + "England", + "Portugal", + "Argentina", + "Slovenia", + "Wales", + "Germany", + "Argentina", + "Ecuador", + "Portugal", + "Brazil", + "England", + "Nigeria", + "Argentina", + "Spain", + "Uruguay", + "Portugal", + "Japan", + "Algeria", + "South Africa", + "Netherlands", + "Italy", + "Spain", + "Albania", + "Germany", + "Brazil", + "England", + "Germany", + "Argentina", + "Cameroon", + "Venezuela", + "Argentina", + "South Africa", + "Argentina", + "France", + "Togo", + "Spain", + "Spain", + "Portugal", + "Italy", + "Greece", + "Italy", + "DR Congo", + "Denmark", + "Korea Republic", + "Italy", + "Germany", + "Austria", + "Turkey", + "Wales", + "South Africa", + "Romania", + "China PR", + "Argentina", + "Italy", + "Colombia", + "Netherlands", + "Turkey", + "Spain", + "Republic of Ireland", + "Austria", + "Portugal", + "Switzerland", + "Scotland", + "Gambia", + "France", + "Korea Republic", + "Belgium", + "Croatia", + "Ecuador", + "Spain", + "Brazil", + "Portugal", + "Spain", + "Finland", + "Spain", + "Brazil", + "Turkey", + "England", + "Poland", + "Denmark", + "France", + "Saudi Arabia", + "Netherlands", + "Portugal", + "Spain", + "Mexico", + "Croatia", + "Northern Ireland", + "Belgium", + "Argentina", + "Norway", + "Italy", + "Czech Republic", + "Republic of Ireland", + "Brazil", + "France", + "Argentina", + "Morocco", + "Colombia", + "Spain", + "Colombia", + "Mexico", + "Brazil", + "Czech Republic", + "DR Congo", + "Germany", + "Argentina", + "Netherlands", + "Morocco", + "England", + "Poland", + "Germany", + "Argentina", + "Congo", + "Brazil", + "Colombia", + "Zimbabwe", + "Czech Republic", + "Brazil", + "United States", + "Italy", + "Argentina", + "Senegal", + "Paraguay", + "China PR", + "Italy", + "Argentina", + "Sweden", + "Argentina", + "Australia", + "Croatia", + "Colombia", + "Italy", + "Turkey", + "Turkey", + "Uruguay", + "United States", + "Germany", + "Netherlands", + "Italy", + "Mexico", + "Russia", + "Madagascar", + "Brazil", + "Colombia", + "China PR", + "Sweden", + "Burkina Faso", + "Switzerland", + "Argentina", + "Germany", + "Norway", + "Argentina", + "Nigeria", + "Italy", + "Brazil", + "Argentina", + "Argentina", + "United States", + "Italy", + "Cameroon", + "Iran", + "Sweden", + "Colombia", + "Turkey", + "Chile", + "Italy", + "United States", + "Argentina", + "Argentina", + "Japan", + "Portugal", + "São Tomé & Príncipe", + "Argentina", + "Colombia", + "Brazil", + "Morocco", + "Brazil", + "Iceland", + "United States", + "Argentina", + "Belgium", + "Uruguay", + "Mexico", + "Argentina", + "Argentina", + "Belgium", + "Brazil", + "Argentina", + "Poland", + "Brazil", + "Sweden", + "Netherlands", + "Brazil", + "Argentina", + "Argentina", + "France", + "Brazil", + "Ghana", + "Turkey", + "Italy", + "France", + "Chile", + "Argentina", + "Italy", + "Colombia", + "Brazil", + "Spain", + "Argentina", + "Russia", + "Italy", + "United States", + "Italy", + "Germany", + "Spain", + "Brazil", + "China PR", + "Portugal", + "Netherlands", + "France", + "Spain", + "Tunisia", + "Eritrea", + "United States", + "Nigeria", + "France", + "Denmark", + "Germany", + "Uruguay", + "Brazil", + "Colombia", + "Argentina", + "Mali", + "Uruguay", + "Mexico", + "Argentina", + "Egypt", + "Portugal", + "France", + "Argentina", + "Iceland", + "Bosnia Herzegovina", + "France", + "Argentina", + "Sweden", + "Hungary", + "Burkina Faso", + "Brazil", + "Denmark", + "Morocco", + "Ecuador", + "Paraguay", + "England", + "Mexico", + "Brazil", + "Australia", + "France", + "Republic of Ireland", + "Uruguay", + "Serbia", + "Argentina", + "Scotland", + "Brazil", + "Portugal", + "Spain", + "Colombia", + "Netherlands", + "China PR", + "Korea Republic", + "Germany", + "Senegal", + "Argentina", + "Greece", + "Spain", + "Italy", + "Sweden", + "Ghana", + "Brazil", + "Italy", + "Ivory Coast", + "Honduras", + "Brazil", + "Morocco", + "Germany", + "Brazil", + "Brazil", + "Colombia", + "France", + "Germany", + "Norway", + "Cameroon", + "Scotland", + "Brazil", + "Ukraine", + "Argentina", + "Ukraine", + "Ghana", + "Italy", + "Mexico", + "Italy", + "Brazil", + "Portugal", + "Argentina", + "Spain", + "Spain", + "Austria", + "Sweden", + "France", + "Brazil", + "England", + "Mexico", + "Italy", + "Canada", + "DR Congo", + "Morocco", + "Chile", + "Sweden", + "Ukraine", + "Uruguay", + "Brazil", + "Italy", + "England", + "Colombia", + "Gabon", + "Kenya", + "Brazil", + "Germany", + "Sweden", + "Argentina", + "Switzerland", + "Ivory Coast", + "Spain", + "Turkey", + "Czech Republic", + "France", + "Nigeria", + "Slovakia", + "Austria", + "Ivory Coast", + "Chile", + "Ecuador", + "Peru", + "Scotland", + "Argentina", + "Argentina", + "Honduras", + "Venezuela", + "Germany", + "Ghana", + "Germany", + "Australia", + "Brazil", + "Argentina", + "Denmark", + "England", + "Argentina", + "Hungary", + "Ivory Coast", + "Saudi Arabia", + "Denmark", + "Tunisia", + "Argentina", + "Colombia", + "Gabon", + "Colombia", + "Serbia", + "Netherlands", + "Argentina", + "Czech Republic", + "Spain", + "France", + "Cameroon", + "Italy", + "Paraguay", + "France", + "Spain", + "Denmark", + "Switzerland", + "Denmark", + "Uruguay", + "Brazil", + "Czech Republic", + "Argentina", + "Spain", + "Australia", + "FYR Macedonia", + "Republic of Ireland", + "Belgium", + "Portugal", + "Germany", + "Algeria", + "Germany", + "Brazil", + "Spain", + "Colombia", + "Hungary", + "France", + "Netherlands", + "Argentina", + "Northern Ireland", + "Colombia", + "Switzerland", + "Spain", + "Chile", + "Scotland", + "Brazil", + "Paraguay", + "Chile", + "England", + "Poland", + "Slovenia", + "Mexico", + "Spain", + "Mali", + "Sweden", + "Turkey", + "Paraguay", + "England", + "Morocco", + "Ghana", + "Portugal", + "Mexico", + "Uruguay", + "Brazil", + "Argentina", + "Germany", + "Mexico", + "Costa Rica", + "Northern Ireland", + "Mexico", + "Brazil", + "Portugal", + "Cape Verde", + "Turkey", + "France", + "Greece", + "Slovenia", + "Argentina", + "Sweden", + "Oman", + "Argentina", + "Austria", + "Spain", + "Brazil", + "Japan", + "Slovenia", + "Belgium", + "Austria", + "Norway", + "Germany", + "Guinea", + "Brazil", + "France", + "Germany", + "Paraguay", + "Germany", + "England", + "France", + "Portugal", + "Colombia", + "Mexico", + "Spain", + "Austria", + "Argentina", + "Croatia", + "England", + "Cameroon", + "Spain", + "Germany", + "United States", + "Korea Republic", + "Germany", + "Netherlands", + "Italy", + "Italy", + "Korea Republic", + "Brazil", + "Venezuela", + "Czech Republic", + "England", + "Netherlands", + "Korea Republic", + "Scotland", + "Russia", + "South Africa", + "Brazil", + "Argentina", + "Spain", + "Iraq", + "Portugal", + "Portugal", + "England", + "Germany", + "Poland", + "Brazil", + "Germany", + "Spain", + "Spain", + "Italy", + "Austria", + "Brazil", + "Croatia", + "Spain", + "Nigeria", + "Argentina", + "Sweden", + "Argentina", + "Portugal", + "Austria", + "United States", + "France", + "Paraguay", + "Belgium", + "Bosnia Herzegovina", + "Finland", + "Ghana", + "Korea Republic", + "Slovakia", + "Hungary", + "Austria", + "Croatia", + "Israel", + "Angola", + "England", + "Scotland", + "Turkey", + "Brazil", + "Iraq", + "Spain", + "Italy", + "Peru", + "Belgium", + "Denmark", + "Italy", + "Portugal", + "Scotland", + "United States", + "Argentina", + "Italy", + "Netherlands", + "Colombia", + "Paraguay", + "Mexico", + "Uruguay", + "Italy", + "Serbia", + "Brazil", + "Colombia", + "Germany", + "Egypt", + "Australia", + "Spain", + "Croatia", + "Brazil", + "Norway", + "Scotland", + "Spain", + "England", + "Angola", + "Japan", + "Portugal", + "England", + "Gabon", + "Venezuela", + "Mexico", + "Croatia", + "England", + "Republic of Ireland", + "Spain", + "Ghana", + "England", + "Uruguay", + "Trinidad & Tobago", + "Italy", + "Germany", + "France", + "France", + "Spain", + "England", + "Netherlands", + "Argentina", + "Brazil", + "Spain", + "DR Congo", + "Italy", + "Mali", + "Norway", + "Spain", + "Brazil", + "Hungary", + "Burundi", + "Iceland", + "Greece", + "Turkey", + "Finland", + "Spain", + "Japan", + "Albania", + "Switzerland", + "Argentina", + "England", + "England", + "France", + "France", + "Korea Republic", + "Italy", + "Brazil", + "Germany", + "Spain", + "Portugal", + "Argentina", + "Brazil", + "Croatia", + "Argentina", + "England", + "Spain", + "Croatia", + "England", + "Turkey", + "Albania", + "Belgium", + "Argentina", + "Germany", + "Japan", + "Argentina", + "France", + "Italy", + "Poland", + "Argentina", + "Brazil", + "Germany", + "Argentina", + "Austria", + "United States", + "Spain", + "Brazil", + "Italy", + "Spain", + "England", + "England", + "Korea Republic", + "Saudi Arabia", + "Spain", + "Switzerland", + "Russia", + "Italy", + "France", + "Uruguay", + "England", + "England", + "Guinea", + "Bosnia Herzegovina", + "France", + "Germany", + "Italy", + "Greece", + "Spain", + "England", + "Italy", + "Brazil", + "Benin", + "Chile", + "Colombia", + "Croatia", + "Egypt", + "Germany", + "Italy", + "England", + "Ghana", + "Germany", + "Brazil", + "Senegal", + "Scotland", + "Spain", + "Germany", + "Germany", + "England", + "Greece", + "Angola", + "Cape Verde", + "France", + "England", + "Argentina", + "Germany", + "South Africa", + "Senegal", + "Chile", + "France", + "South Africa", + "Mali", + "Spain", + "Norway", + "Japan", + "France", + "Portugal", + "Argentina", + "Republic of Ireland", + "Netherlands", + "Mexico", + "England", + "Scotland", + "Korea Republic", + "Georgia", + "Fiji", + "Belgium", + "Brazil", + "Brazil", + "Croatia", + "Argentina", + "Kosovo", + "Costa Rica", + "Italy", + "Benin", + "Spain", + "Colombia", + "Japan", + "Brazil", + "Argentina", + "Greece", + "Germany", + "DR Congo", + "Colombia", + "Brazil", + "Brazil", + "Italy", + "Turkey", + "Spain", + "Brazil", + "Croatia", + "Croatia", + "Argentina", + "England", + "Serbia", + "Argentina", + "Poland", + "Chile", + "Japan", + "Sweden", + "Serbia", + "Uruguay", + "Scotland", + "Bolivia", + "Spain", + "Colombia", + "France", + "United States", + "Portugal", + "Argentina", + "Germany", + "Italy", + "Colombia", + "Brazil", + "Belgium", + "United States", + "Japan", + "Italy", + "Libya", + "Nigeria", + "Brazil", + "Sweden", + "Germany", + "France", + "Spain", + "Colombia", + "Spain", + "Portugal", + "Portugal", + "Italy", + "Algeria", + "Italy", + "Colombia", + "Scotland", + "Spain", + "Japan", + "Ghana", + "Guinea", + "Ivory Coast", + "Spain", + "Italy", + "Netherlands", + "Brazil", + "Venezuela", + "Spain", + "Italy", + "Scotland", + "Belgium", + "Germany", + "Romania", + "Portugal", + "Switzerland", + "Ukraine", + "Germany", + "Bulgaria", + "Spain", + "Mexico", + "Belgium", + "Colombia", + "Japan", + "Poland", + "Algeria", + "Scotland", + "Portugal", + "Brazil", + "Peru", + "France", + "Sweden", + "Portugal", + "Argentina", + "England", + "Serbia", + "Argentina", + "Hungary", + "Argentina", + "Venezuela", + "Mexico", + "Nigeria", + "Argentina", + "Portugal", + "Spain", + "Brazil", + "Argentina", + "France", + "England", + "Argentina", + "Serbia", + "Turkey", + "Costa Rica", + "Italy", + "Spain", + "Colombia", + "United States", + "Brazil", + "Netherlands", + "Tunisia", + "Morocco", + "Czech Republic", + "Sweden", + "Egypt", + "Portugal", + "Ecuador", + "Belgium", + "Colombia", + "Mexico", + "France", + "Germany", + "Mexico", + "Netherlands", + "Germany", + "France", + "Brazil", + "Brazil", + "Tunisia", + "Argentina", + "Colombia", + "Portugal", + "Turkey", + "Uruguay", + "Italy", + "Chile", + "China PR", + "Norway", + "Brazil", + "Greece", + "New Caledonia", + "Ivory Coast", + "Chile", + "Colombia", + "United States", + "Republic of Ireland", + "Algeria", + "Germany", + "Bosnia Herzegovina", + "Ivory Coast", + "Belgium", + "Brazil", + "Spain", + "England", + "Paraguay", + "Germany", + "Czech Republic", + "Slovakia", + "Sweden", + "Spain", + "France", + "Algeria", + "Colombia", + "Belgium", + "France", + "Lithuania", + "Korea Republic", + "Iceland", + "Romania", + "Brazil", + "Spain", + "Hungary", + "Canada", + "Paraguay", + "Portugal", + "Portugal", + "Brazil", + "Ukraine", + "Romania", + "Spain", + "Venezuela", + "Mexico", + "Portugal", + "England", + "Colombia", + "Argentina", + "Scotland", + "Turkey", + "Sweden", + "Mexico", + "Russia", + "England", + "Germany", + "Colombia", + "Nigeria", + "Paraguay", + "Spain", + "Turkey", + "Sweden", + "Cameroon", + "Mexico", + "Madagascar", + "Mexico", + "Morocco", + "Portugal", + "Mali", + "France", + "Senegal", + "Belgium", + "France", + "England", + "Albania", + "Japan", + "Spain", + "England", + "Spain", + "France", + "Mexico", + "Uruguay", + "France", + "England", + "Turkey", + "Italy", + "Brazil", + "Colombia", + "Argentina", + "Brazil", + "Czech Republic", + "Zimbabwe", + "Brazil", + "Spain", + "Ecuador", + "Spain", + "Poland", + "England", + "Colombia", + "Uruguay", + "Belgium", + "Spain", + "Brazil", + "Portugal", + "Sweden", + "Poland", + "Colombia", + "Senegal", + "Germany", + "Ukraine", + "South Africa", + "England", + "France", + "Brazil", + "Brazil", + "Mexico", + "Italy", + "Portugal", + "Chile", + "France", + "Zimbabwe", + "Brazil", + "Spain", + "Italy", + "Morocco", + "Austria", + "Portugal", + "Argentina", + "Luxembourg", + "Scotland", + "England", + "Austria", + "Spain", + "Argentina", + "Germany", + "Australia", + "Korea DPR", + "Chile", + "Turkey", + "Poland", + "Colombia", + "Denmark", + "Brazil", + "Brazil", + "Sweden", + "Brazil", + "Algeria", + "Ecuador", + "Germany", + "Portugal", + "Chile", + "Brazil", + "Austria", + "Argentina", + "Argentina", + "Netherlands", + "Finland", + "Brazil", + "Portugal", + "Chile", + "England", + "England", + "Slovakia", + "Spain", + "Spain", + "Poland", + "Germany", + "Brazil", + "England", + "Austria", + "Nigeria", + "Ecuador", + "France", + "Kosovo", + "Mexico", + "England", + "Portugal", + "Spain", + "Venezuela", + "Senegal", + "France", + "Greece", + "Norway", + "FYR Macedonia", + "Brazil", + "England", + "England", + "Spain", + "Belgium", + "France", + "Serbia", + "Germany", + "Germany", + "Germany", + "Scotland", + "Sweden", + "Sweden", + "Colombia", + "Australia", + "Poland", + "Denmark", + "Mexico", + "Spain", + "England", + "Spain", + "Italy", + "Italy", + "Slovakia", + "Brazil", + "Portugal", + "Mali", + "Italy", + "Congo", + "Nigeria", + "France", + "Spain", + "Senegal", + "Croatia", + "Portugal", + "Spain", + "Ghana", + "Turkey", + "Brazil", + "England", + "England", + "Croatia", + "Switzerland", + "Spain", + "Belgium", + "Sweden", + "Japan", + "Albania", + "Colombia", + "Serbia", + "England", + "Netherlands", + "Ivory Coast", + "Germany", + "Italy", + "France", + "Spain", + "France", + "Poland", + "Turkey", + "Scotland", + "Bosnia Herzegovina", + "Spain", + "France", + "Argentina", + "Portugal", + "Russia", + "Switzerland", + "Brazil", + "France", + "Netherlands", + "United States", + "Turkey", + "Turkey", + "Belgium", + "Australia", + "Italy", + "Greece", + "Germany", + "Korea Republic", + "Egypt", + "Ghana", + "Poland", + "Romania", + "Chile", + "France", + "Italy", + "Germany", + "England", + "Scotland", + "Brazil", + "Mexico", + "Bosnia Herzegovina", + "France", + "Colombia", + "Belgium", + "Portugal", + "Turkey", + "Argentina", + "Italy", + "Brazil", + "France", + "Japan", + "Netherlands", + "DR Congo", + "Brazil", + "Kosovo", + "France", + "Spain", + "Scotland", + "Liechtenstein", + "Costa Rica", + "Canada", + "Brazil", + "Argentina", + "Brazil", + "Spain", + "Germany", + "Germany", + "England", + "Italy", + "Italy", + "Colombia", + "Algeria", + "Mali", + "Spain", + "Italy", + "Spain", + "Republic of Ireland", + "Belgium", + "Brazil", + "Turkey", + "England", + "Mexico", + "Argentina", + "Italy", + "France", + "Belgium", + "Senegal", + "France", + "Kosovo", + "Spain", + "Sweden", + "Jamaica", + "Sweden", + "Argentina", + "Argentina", + "Argentina", + "Serbia", + "Portugal", + "France", + "Argentina", + "Norway", + "Mali", + "Portugal", + "Argentina", + "Brazil", + "England", + "Poland", + "Italy", + "England", + "Belgium", + "Brazil", + "Germany", + "Ecuador", + "Argentina", + "France", + "Romania", + "Germany", + "Scotland", + "Sweden", + "Netherlands", + "Wales", + "Austria", + "Brazil", + "Brazil", + "Chile", + "Hungary", + "Portugal", + "Costa Rica", + "Brazil", + "Colombia", + "Switzerland", + "Panama", + "Northern Ireland", + "New Zealand", + "Norway", + "Korea Republic", + "Argentina", + "Algeria", + "Ghana", + "Italy", + "Brazil", + "Netherlands", + "Argentina", + "Brazil", + "Sweden", + "Italy", + "Italy", + "Uruguay", + "France", + "Ghana", + "Brazil", + "Spain", + "Brazil", + "Brazil", + "Colombia", + "Belgium", + "Italy", + "Colombia", + "Brazil", + "Brazil", + "Australia", + "Spain", + "Turkey", + "Spain", + "United States", + "Argentina", + "United States", + "Spain", + "Paraguay", + "France", + "Argentina", + "Mexico", + "Portugal", + "France", + "Ukraine", + "Turkey", + "Ukraine", + "Belgium", + "Greece", + "China PR", + "Serbia", + "Spain", + "Portugal", + "Portugal", + "Argentina", + "Czech Republic", + "Curacao", + "Japan", + "Australia", + "Portugal", + "Netherlands", + "Hungary", + "Peru", + "Senegal", + "Netherlands", + "Germany", + "Mexico", + "Panama", + "Turkey", + "England", + "Japan", + "England", + "Iraq", + "Saudi Arabia", + "Argentina", + "Algeria", + "Tunisia", + "Croatia", + "Sweden", + "Israel", + "Norway", + "Saudi Arabia", + "Mexico", + "Portugal", + "Germany", + "Spain", + "Brazil", + "Brazil", + "St Kitts Nevis", + "Serbia", + "Argentina", + "Brazil", + "Spain", + "Denmark", + "Argentina", + "Belgium", + "Brazil", + "Mexico", + "England", + "Brazil", + "DR Congo", + "Uruguay", + "Israel", + "Slovenia", + "Italy", + "Argentina", + "Argentina", + "Brazil", + "Spain", + "Uruguay", + "Sweden", + "Colombia", + "Paraguay", + "England", + "Brazil", + "Portugal", + "Italy", + "Spain", + "Brazil", + "Wales", + "Cameroon", + "Denmark", + "Mali", + "Germany", + "England", + "Spain", + "Nigeria", + "Mexico", + "Brazil", + "Netherlands", + "Spain", + "Honduras", + "Spain", + "China PR", + "Spain", + "Mexico", + "Austria", + "Russia", + "Brazil", + "Italy", + "Republic of Ireland", + "Portugal", + "Spain", + "DR Congo", + "Iceland", + "Nigeria", + "Italy", + "Turkey", + "Serbia", + "Belgium", + "Germany", + "Colombia", + "Brazil", + "Latvia", + "Turkey", + "England", + "Italy", + "England", + "Mali", + "Czech Republic", + "Mexico", + "Albania", + "Venezuela", + "Wales", + "Denmark", + "Ecuador", + "Portugal", + "Colombia", + "Mexico", + "Brazil", + "Spain", + "Portugal", + "Korea Republic", + "Germany", + "Croatia", + "Chile", + "Denmark", + "Italy", + "Germany", + "Argentina", + "France", + "Brazil", + "Australia", + "Iceland", + "France", + "Italy", + "Colombia", + "Portugal", + "Croatia", + "Portugal", + "Czech Republic", + "Sweden", + "Spain", + "Morocco", + "Ghana", + "Argentina", + "Norway", + "Kosovo", + "Spain", + "Switzerland", + "Spain", + "Romania", + "Portugal", + "Scotland", + "Argentina", + "Spain", + "Germany", + "Brazil", + "Brazil", + "Georgia", + "Korea Republic", + "France", + "France", + "Japan", + "Slovakia", + "Brazil", + "Brazil", + "Romania", + "Bulgaria", + "Japan", + "France", + "Chile", + "Netherlands", + "France", + "Argentina", + "Spain", + "DR Congo", + "Denmark", + "Italy", + "Norway", + "United States", + "Mexico", + "Scotland", + "Germany", + "Germany", + "Austria", + "Chile", + "France", + "Spain", + "Chile", + "Poland", + "Cameroon", + "Guinea", + "England", + "Argentina", + "Germany", + "England", + "Brazil", + "Brazil", + "Suriname", + "Spain", + "Turkey", + "Argentina", + "Brazil", + "France", + "Germany", + "Belgium", + "Brazil", + "Spain", + "Uganda", + "Argentina", + "Argentina", + "Italy", + "Peru", + "Equatorial Guinea", + "Germany", + "Spain", + "Switzerland", + "Argentina", + "Turkey", + "South Africa", + "Argentina", + "Greece", + "France", + "Ghana", + "Germany", + "Netherlands", + "Nigeria", + "Croatia", + "Switzerland", + "Japan", + "Guinea", + "Italy", + "Spain", + "Netherlands", + "Brazil", + "Slovakia", + "France", + "Netherlands", + "Panama", + "Brazil", + "England", + "Ghana", + "Tunisia", + "Brazil", + "Scotland", + "Argentina", + "Nigeria", + "South Africa", + "Denmark", + "Colombia", + "Serbia", + "Brazil", + "France", + "Germany", + "Japan", + "Kosovo", + "Senegal", + "Scotland", + "Norway", + "Norway", + "Colombia", + "Finland", + "Belgium", + "England", + "Colombia", + "Brazil", + "Morocco", + "Colombia", + "France", + "Argentina", + "Poland", + "Poland", + "England", + "Croatia", + "France", + "England", + "Poland", + "England", + "Spain", + "Romania", + "United States", + "Germany", + "Korea Republic", + "England", + "Netherlands", + "Chile", + "Russia", + "Brazil", + "Bolivia", + "England", + "Morocco", + "Sweden", + "Syria", + "Chile", + "Belgium", + "Turkey", + "England", + "Italy", + "Brazil", + "Korea Republic", + "England", + "England", + "Sweden", + "Italy", + "Germany", + "Ukraine", + "Spain", + "Colombia", + "Italy", + "Spain", + "Spain", + "Argentina", + "Turkey", + "Germany", + "Germany", + "Argentina", + "United States", + "Mali", + "Spain", + "Senegal", + "Wales", + "Slovakia", + "Spain", + "Korea Republic", + "Belgium", + "Argentina", + "Colombia", + "England", + "Germany", + "Argentina", + "Montenegro", + "Brazil", + "Korea Republic", + "Argentina", + "Czech Republic", + "England", + "Korea Republic", + "Scotland", + "Republic of Ireland", + "Austria", + "France", + "Norway", + "Netherlands", + "Paraguay", + "Argentina", + "Germany", + "Denmark", + "Curacao", + "Greece", + "Chile", + "Korea Republic", + "Colombia", + "Colombia", + "Korea Republic", + "Korea Republic", + "Colombia", + "Sweden", + "Netherlands", + "Italy", + "Austria", + "Argentina", + "Bolivia", + "Scotland", + "Brazil", + "France", + "Mexico", + "Romania", + "Nigeria", + "Germany", + "Norway", + "Brazil", + "Republic of Ireland", + "Belgium", + "France", + "Northern Ireland", + "New Zealand", + "Portugal", + "France", + "Spain", + "Argentina", + "Argentina", + "Argentina", + "Spain", + "Argentina", + "Argentina", + "Republic of Ireland", + "Portugal", + "Korea Republic", + "Italy", + "Belgium", + "Brazil", + "Spain", + "Argentina", + "Romania", + "Greece", + "Brazil", + "Argentina", + "Colombia", + "Iran", + "Brazil", + "Spain", + "FYR Macedonia", + "France", + "Spain", + "South Africa", + "Republic of Ireland", + "Uruguay", + "Italy", + "Czech Republic", + "Argentina", + "Poland", + "Spain", + "Peru", + "United States", + "Serbia", + "France", + "Denmark", + "Netherlands", + "France", + "Ivory Coast", + "Germany", + "Chile", + "Sweden", + "Italy", + "Denmark", + "Ecuador", + "Spain", + "Lithuania", + "Germany", + "Japan", + "Brazil", + "Germany", + "Czech Republic", + "Albania", + "Mexico", + "Poland", + "Germany", + "Argentina", + "Brazil", + "Argentina", + "Nigeria", + "Italy", + "Paraguay", + "Italy", + "Belgium", + "Italy", + "Chile", + "Greece", + "Australia", + "Uruguay", + "Mexico", + "Poland", + "Argentina", + "Ghana", + "Chile", + "Scotland", + "Brazil", + "England", + "Argentina", + "Chile", + "Croatia", + "Argentina", + "Brazil", + "Belgium", + "England", + "Spain", + "Nigeria", + "Brazil", + "Colombia", + "Paraguay", + "Netherlands", + "England", + "England", + "Serbia", + "Argentina", + "Congo", + "Algeria", + "England", + "England", + "England", + "Italy", + "Ukraine", + "Brazil", + "Spain", + "France", + "Italy", + "Spain", + "Argentina", + "Belgium", + "Paraguay", + "Switzerland", + "Northern Ireland", + "Israel", + "France", + "Scotland", + "England", + "Mexico", + "Portugal", + "Togo", + "Argentina", + "United States", + "Portugal", + "China PR", + "France", + "Tunisia", + "Wales", + "Brazil", + "Spain", + "Mexico", + "Argentina", + "Argentina", + "Argentina", + "England", + "Brazil", + "Costa Rica", + "Spain", + "Ivory Coast", + "Netherlands", + "Netherlands", + "Ivory Coast", + "Spain", + "Mexico", + "Italy", + "Spain", + "Spain", + "Wales", + "Brazil", + "Switzerland", + "Brazil", + "Croatia", + "Mexico", + "Germany", + "Brazil", + "Belgium", + "Brazil", + "France", + "England", + "Uruguay", + "Spain", + "Colombia", + "Brazil", + "Poland", + "Senegal", + "Argentina", + "France", + "Germany", + "Colombia", + "Norway", + "Brazil", + "Netherlands", + "Mali", + "Brazil", + "England", + "England", + "Saudi Arabia", + "El Salvador", + "Colombia", + "France", + "France", + "Mexico", + "Serbia", + "Northern Ireland", + "England", + "Venezuela", + "Argentina", + "Bosnia Herzegovina", + "Turkey", + "Portugal", + "Morocco", + "Chile", + "Turkey", + "Bulgaria", + "Netherlands", + "Sweden", + "Argentina", + "Republic of Ireland", + "Argentina", + "England", + "Argentina", + "Belarus", + "Turkey", + "Spain", + "Argentina", + "Italy", + "Australia", + "Germany", + "Czech Republic", + "Germany", + "Bolivia", + "Denmark", + "Netherlands", + "Brazil", + "Panama", + "China PR", + "Croatia", + "Spain", + "Brazil", + "Colombia", + "Colombia", + "Central African Rep.", + "France", + "Germany", + "Germany", + "Portugal", + "England", + "Mali", + "Mexico", + "Italy", + "Germany", + "Morocco", + "Chile", + "Portugal", + "Colombia", + "France", + "Germany", + "Romania", + "Spain", + "Paraguay", + "Cameroon", + "Bulgaria", + "France", + "Nigeria", + "Brazil", + "France", + "Chile", + "England", + "Germany", + "Slovenia", + "Argentina", + "Ukraine", + "France", + "Ukraine", + "Greece", + "Italy", + "Republic of Ireland", + "Benin", + "Germany", + "Italy", + "Argentina", + "Portugal", + "Portugal", + "Morocco", + "Senegal", + "Germany", + "Argentina", + "Switzerland", + "France", + "United States", + "Serbia", + "France", + "Brazil", + "Colombia", + "DR Congo", + "Jamaica", + "England", + "Netherlands", + "Germany", + "Ukraine", + "Georgia", + "Saudi Arabia", + "Scotland", + "Austria", + "Germany", + "Japan", + "Panama", + "Italy", + "Norway", + "Germany", + "Serbia", + "Morocco", + "Spain", + "Italy", + "Honduras", + "Brazil", + "Argentina", + "Brazil", + "Norway", + "Brazil", + "Armenia", + "Spain", + "Brazil", + "Germany", + "Spain", + "Wales", + "Germany", + "Argentina", + "Italy", + "Poland", + "Ukraine", + "Germany", + "DR Congo", + "Curacao", + "Japan", + "Mexico", + "Chile", + "Italy", + "DR Congo", + "Spain", + "Spain", + "Argentina", + "Iceland", + "Spain", + "Chile", + "Spain", + "Iceland", + "Mexico", + "Croatia", + "Australia", + "Italy", + "Iceland", + "Algeria", + "Turkey", + "Korea Republic", + "France", + "France", + "Belgium", + "Korea Republic", + "France", + "England", + "England", + "Japan", + "Brazil", + "Argentina", + "Wales", + "Spain", + "United States", + "Netherlands", + "Morocco", + "Scotland", + "Colombia", + "Romania", + "Argentina", + "Bosnia Herzegovina", + "Cameroon", + "Germany", + "Turkey", + "Turkey", + "Netherlands", + "Korea Republic", + "Spain", + "Italy", + "Saudi Arabia", + "Netherlands", + "Brazil", + "France", + "Chile", + "Argentina", + "Serbia", + "Libya", + "France", + "France", + "United States", + "Luxembourg", + "Spain", + "Argentina", + "Bermuda", + "Italy", + "Argentina", + "Netherlands", + "Kosovo", + "Iceland", + "Ivory Coast", + "Italy", + "Colombia", + "Venezuela", + "Portugal", + "Northern Ireland", + "Colombia", + "Germany", + "Scotland", + "Peru", + "Belgium", + "Italy", + "Comoros", + "England", + "Iceland", + "France", + "Spain", + "Haiti", + "Republic of Ireland", + "Senegal", + "Portugal", + "Mexico", + "Brazil", + "Japan", + "France", + "Germany", + "Germany", + "Denmark", + "Spain", + "Germany", + "Spain", + "Italy", + "Mexico", + "Italy", + "France", + "Chile", + "Italy", + "England", + "China PR", + "Portugal", + "Zimbabwe", + "Argentina", + "Uruguay", + "Argentina", + "Korea Republic", + "Germany", + "Italy", + "Spain", + "Italy", + "Argentina", + "Spain", + "Sweden", + "Brazil", + "Serbia", + "Netherlands", + "Korea Republic", + "Brazil", + "Mexico", + "Brazil", + "Germany", + "Paraguay", + "Mexico", + "Denmark", + "Argentina", + "United States", + "Czech Republic", + "France", + "Germany", + "Colombia", + "Colombia", + "Scotland", + "Argentina", + "Italy", + "Netherlands", + "Italy", + "South Africa", + "Colombia", + "Portugal", + "Germany", + "Serbia", + "Belgium", + "Argentina", + "Argentina", + "Cameroon", + "England", + "Spain", + "United States", + "Paraguay", + "Germany", + "Morocco", + "Portugal", + "England", + "Spain", + "Portugal", + "Netherlands", + "Netherlands", + "Brazil", + "United States", + "Germany", + "Brazil", + "Brazil", + "Korea Republic", + "Netherlands", + "Germany", + "Argentina", + "Senegal", + "Brazil", + "England", + "France", + "Mexico", + "Brazil", + "Denmark", + "England", + "France", + "Portugal", + "Japan", + "Mexico", + "China PR", + "Germany", + "Argentina", + "Brazil", + "England", + "Spain", + "Greece", + "Italy", + "Hungary", + "Kuwait", + "Portugal", + "Greece", + "Croatia", + "Argentina", + "Spain", + "Colombia", + "England", + "Zimbabwe", + "Chile", + "Argentina", + "Italy", + "Scotland", + "Norway", + "Spain", + "Colombia", + "France", + "France", + "Ivory Coast", + "Spain", + "France", + "Spain", + "Argentina", + "Republic of Ireland", + "United States", + "Mexico", + "Denmark", + "Italy", + "Turkey", + "Argentina", + "Spain", + "Italy", + "England", + "Italy", + "Colombia", + "Mexico", + "Argentina", + "Brazil", + "Cape Verde", + "Scotland", + "Brazil", + "FYR Macedonia", + "Argentina", + "South Africa", + "Peru", + "Poland", + "Netherlands", + "Wales", + "England", + "Brazil", + "France", + "Hungary", + "Germany", + "England", + "United States", + "France", + "France", + "Brazil", + "Senegal", + "Bosnia Herzegovina", + "Germany", + "Colombia", + "United States", + "Serbia", + "Argentina", + "Tunisia", + "Germany", + "Chile", + "Argentina", + "Germany", + "Egypt", + "Guinea", + "Greece", + "Sweden", + "Portugal", + "Belgium", + "England", + "Montenegro", + "Belgium", + "Finland", + "Brazil", + "Australia", + "Serbia", + "Argentina", + "France", + "Korea Republic", + "Chile", + "Italy", + "Portugal", + "Nigeria", + "Greece", + "Brazil", + "Belgium", + "Spain", + "Comoros", + "Colombia", + "Argentina", + "Nigeria", + "Netherlands", + "South Africa", + "South Africa", + "Mexico", + "Germany", + "Poland", + "Colombia", + "Italy", + "Ghana", + "Spain", + "Sweden", + "DR Congo", + "Norway", + "Brazil", + "Bulgaria", + "Spain", + "Paraguay", + "Colombia", + "Turkey", + "England", + "Argentina", + "Czech Republic", + "Belgium", + "Spain", + "Saudi Arabia", + "England", + "Spain", + "Serbia", + "Republic of Ireland", + "Netherlands", + "Poland", + "South Africa", + "Wales", + "Mexico", + "Poland", + "Spain", + "Poland", + "England", + "Argentina", + "Japan", + "Hungary", + "Germany", + "England", + "Chile", + "Nigeria", + "Netherlands", + "Sweden", + "Colombia", + "Argentina", + "Uruguay", + "Kosovo", + "Paraguay", + "Argentina", + "Switzerland", + "Saudi Arabia", + "Slovakia", + "England", + "Germany", + "Brazil", + "United States", + "Slovakia", + "Turkey", + "Germany", + "Spain", + "Argentina", + "Brazil", + "England", + "Italy", + "Sweden", + "France", + "Germany", + "United States", + "Saudi Arabia", + "Spain", + "Brazil", + "Germany", + "Bolivia", + "Greece", + "Mexico", + "England", + "Germany", + "Poland", + "Mexico", + "Colombia", + "Ukraine", + "Sweden", + "Sweden", + "Northern Ireland", + "Wales", + "Germany", + "Germany", + "Netherlands", + "Germany", + "Spain", + "Germany", + "Italy", + "Saudi Arabia", + "Jamaica", + "Norway", + "France", + "Germany", + "Saudi Arabia", + "Cyprus", + "Belgium", + "Czech Republic", + "Argentina", + "Denmark", + "Uruguay", + "Argentina", + "France", + "Senegal", + "Germany", + "France", + "Italy", + "France", + "Curacao", + "Cape Verde", + "Italy", + "Brazil", + "Croatia", + "Argentina", + "Scotland", + "Netherlands", + "Netherlands", + "Italy", + "Argentina", + "Colombia", + "England", + "Brazil", + "Wales", + "Netherlands", + "Poland", + "Italy", + "France", + "Germany", + "Ivory Coast", + "Argentina", + "Germany", + "United States", + "Brazil", + "Germany", + "Netherlands", + "Morocco", + "Colombia", + "Turkey", + "Bosnia Herzegovina", + "Switzerland", + "Sweden", + "Japan", + "Greece", + "Belgium", + "Angola", + "France", + "Iceland", + "Austria", + "Spain", + "Norway", + "England", + "Australia", + "Netherlands", + "Germany", + "Slovenia", + "Mexico", + "Italy", + "Spain", + "Spain", + "Belgium", + "Brazil", + "Romania", + "Croatia", + "Switzerland", + "France", + "Brazil", + "France", + "Netherlands", + "Mexico", + "Northern Ireland", + "Netherlands", + "Serbia", + "Austria", + "Brazil", + "United States", + "Spain", + "Czech Republic", + "Germany", + "Algeria", + "Uruguay", + "England", + "Japan", + "Colombia", + "Colombia", + "Sweden", + "Colombia", + "Spain", + "Brazil", + "Spain", + "Germany", + "Sweden", + "Spain", + "Japan", + "Germany", + "Mexico", + "Italy", + "Greece", + 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+ "United States", + "Venezuela", + "Peru", + "Italy", + "Spain", + "Germany", + "Wales", + "Turkey", + "Argentina", + "Germany", + "Germany", + "Germany", + "China PR", + "Sweden", + "Germany", + "Belgium", + "Colombia", + "Brazil", + "Spain", + "Nigeria", + "South Africa", + "Spain", + "Portugal", + "Cameroon", + "Egypt", + "Australia", + "Northern Ireland", + "Senegal", + "Brazil", + "England", + "Argentina", + "England", + "Argentina", + "United States", + "Mexico", + "France", + "Spain", + "Spain", + "Chile", + "Brazil", + "Ecuador", + "Saudi Arabia", + "England", + "France", + "Serbia", + "Italy", + "United States", + "United States", + "United States", + "Jamaica", + "Argentina", + "England", + "Algeria", + "England", + "Spain", + "Japan", + "Iran", + "Algeria", + "Australia", + "Germany", + "China PR", + "Argentina", + "Poland", + "Ghana", + "Republic of Ireland", + "Poland", + "Mexico", + "Norway", + "Australia", + "England", + "Iceland", + "Senegal", + "Mexico", + "Saudi Arabia", + "Mali", + "England", + "Slovenia", + "Uruguay", + "Cameroon", + "United States", + "Senegal", + "Germany", + "Brazil", + "Portugal", + "Germany", + "Argentina", + "Argentina", + "Argentina", + "Spain", + "England", + "Austria", + "Spain", + "Germany", + "Norway", + "Denmark", + "Netherlands", + "Colombia", + "Slovenia", + "Austria", + "Wales", + "Serbia", + "Egypt", + "Saudi Arabia", + "Sweden", + "Bosnia Herzegovina", + "Mexico", + "Belgium", + "England", + "Argentina", + "Spain", + "Brazil", + "Belgium", + "Germany", + "Uruguay", + "England", + "Brazil", + "Colombia", + "England", + "Portugal", + "Belgium", + "Austria", + "Colombia", + "Germany", + "United States", + "Italy", + "Ivory Coast", + "France", + "Belgium", + "Ghana", + "Spain", + "Portugal", + "Argentina", + "Brazil", + "Germany", + "England", + "Mali", + "Albania", + "Germany", + "Japan", + "Australia", + "Morocco", + "Chile", + "Romania", + "Argentina", + "France", + "Argentina", + "Ivory Coast", + "Montenegro", + "Senegal", + "England", + "Romania", + "Republic of Ireland", + "Turkey", + "Austria", + "Spain", + "Argentina", + "Spain", + "Germany", + "Sweden", + "Sweden", + "Spain", + "Argentina", + "Poland", + "Japan", + "France", + "Wales", + "Spain", + "Portugal", + "Bosnia Herzegovina", + "Brazil", + "Argentina", + "Israel", + "Belgium", + "Brazil", + "Montenegro", + "Germany", + "Sweden", + "Chile", + "Serbia", + "Greece", + "Portugal", + "United States", + "Spain", + "France", + "Portugal", + "Algeria", + "Portugal", + "Korea Republic", + "Japan", + "Brazil", + "Germany", + "France", + "Turkey", + "Paraguay", + "France", + "Nigeria", + "England", + "Chile", + "England", + "Netherlands", + "Paraguay", + "Netherlands", + "England", + "Spain", + "Brazil", + "France", + "Colombia", + "Uruguay", + "Norway", + "Mexico", + "Chile", + "Chile", + "Scotland", + "Scotland", + "United States", + "Germany", + "England", + "Belgium", + "Colombia", + "China PR", + "Italy", + "Denmark", + "Venezuela", + "Chile", + "Denmark", + "Brazil", + "Switzerland", + "Portugal", + "Uruguay", + "Austria", + "Argentina", + "Switzerland", + "Scotland", + "Republic of Ireland", + "Portugal", + "Brazil", + "Colombia", + "Germany", + "Armenia", + "Spain", + "Ghana", + "Sweden", + "Argentina", + "Colombia", + "Netherlands", + "Iran", + "Austria", + "France", + "Argentina", + "Portugal", + "England", + "Colombia", + "Algeria", + "Croatia", + "Austria", + "Spain", + "Brazil", + "Belarus", + "Brazil", + "England", + "Nigeria", + "France", + "Croatia", + "Italy", + "Germany", + "France", + "Honduras", + "Serbia", + "Guinea", + "Colombia", + "Nigeria", + "Colombia", + "Germany", + "Brazil", + "Scotland", + "Argentina", + "Northern Ireland", + "Costa Rica", + "Belgium", + "Mexico", + "Scotland", + "France", + "Colombia", + "Netherlands", + "Turkey", + "Belgium", + "France", + "France", + "Austria", + "Norway", + "Republic of Ireland", + "Netherlands", + "Poland", + "Italy", + "Brazil", + "Japan", + "Italy", + "Chile", + "United States", + "Italy", + "Scotland", + "Poland", + "Spain", + "Turkey", + "Scotland", + "Poland", + "Ghana", + "Austria", + "Italy", + "DR Congo", + "Australia", + "Brazil", + "Albania", + "Croatia", + "Sweden", + "Spain", + "England", + "Mozambique", + "Brazil", + "England", + "Serbia", + "Senegal", + "Brazil", + "Slovenia", + "Finland", + "Sweden", + "Ivory Coast", + "Nigeria", + "Germany", + "Germany", + "Italy", + "Germany", + "Spain", + "Chile", + "Sweden", + "France", + "Colombia", + "Germany", + "Spain", + "Iraq", + "France", + "Japan", + "Italy", + "Korea Republic", + "Republic of Ireland", + "Spain", + "Chile", + "Montenegro", + "Portugal", + "Netherlands", + "Japan", + "Argentina", + "England", + "England", + "Brazil", + "Argentina", + "Argentina", + "Germany", + "Korea Republic", + "Spain", + "Germany", + "Brazil", + "France", + "Sweden", + "Chile", + "Brazil", + "Chile", + "Switzerland", + "Greece", + "France", + "Spain", + "France", + "Japan", + "Turkey", + "Germany", + "France", + "Argentina", + "Mexico", + "France", + "Germany", + "United States", + "Germany", + "Switzerland", + "Spain", + "Argentina", + "Portugal", + "Iceland", + "Brazil", + "France", + "Angola", + "Korea Republic", + "Scotland", + "Italy", + "Brazil", + "Austria", + "Germany", + "Netherlands", + "Portugal", + "Czech Republic", + "Brazil", + "England", + "Norway", + "England", + "Germany", + "Cameroon", + "Colombia", + "Spain", + "Benin", + "Japan", + "France", + "Germany", + "Portugal", + "Romania", + "Germany", + "Norway", + "England", + "Brazil", + "Colombia", + "England", + "Ghana", + "Bosnia Herzegovina", + "Brazil", + "Croatia", + "France", + "Germany", + "Turkey", + "Cape Verde", + "Japan", + "France", + "Iceland", + "Brazil", + "Germany", + "Brazil", + "France", + "Hungary", + "England", + "Mexico", + "England", + "Brazil", + "Italy", + "United States", + "Russia", + "Chile", + "Spain", + "France", + "Japan", + "Chile", + "Colombia", + "Norway", + "Mali", + "Ivory Coast", + "Germany", + "Germany", + "Spain", + "Croatia", + "Chile", + "Germany", + "Netherlands", + "Costa Rica", + "Argentina", + "Italy", + "Brazil", + "Gambia", + "Chile", + "Senegal", + "Germany", + "Argentina", + "Sweden", + "Switzerland", + "Italy", + "Uruguay", + "Turkey", + "Czech Republic", + "Russia", + "Argentina", + "France", + "Greece", + "France", + "Colombia", + "Scotland", + "England", + "Algeria", + "France", + "Senegal", + "France", + "Chile", + "Cape Verde", + "Egypt", + "Brazil", + "Italy", + "Korea Republic", + "Spain", + "China PR", + "Hungary", + "Portugal", + "Turkey", + "Uruguay", + "Turkey", + "Peru", + "Czech Republic", + "Chile", + "Slovakia", + "Italy", + "Netherlands", + "Argentina", + "Chile", + "China PR", + "Argentina", + "Poland", + "Iceland", + "Finland", + "Argentina", + "Switzerland", + "Turkey", + "Germany", + "England", + "Bosnia Herzegovina", + "Georgia", + "Mexico", + "Brazil", + "Austria", + "Germany", + "Netherlands", + "France", + "Norway", + "Canada", + "Germany", + "Argentina", + "Ukraine", + "Germany", + "Netherlands", + "Sweden", + "Congo", + "Cameroon", + "Mali", + "Spain", + "France", + "Brazil", + "Turkey", + "Cameroon", + "Spain", + "United States", + "Mexico", + "France", + "Turkey", + "England", + "Argentina", + "Switzerland", + "Spain", + "Argentina", + "Colombia", + "Slovenia", + "France", + "Switzerland", + "Italy", + "Finland", + "Spain", + "France", + "France", + "Norway", + "Netherlands", + "Brazil", + "Spain", + "Argentina", + "Turkey", + "Austria", + "Germany", + "Republic of Ireland", + "Scotland", + "Argentina", + "Argentina", + "South Africa", + "Georgia", + "France", + "Spain", + "Germany", + "United States", + "Tunisia", + "France", + "Italy", + "Italy", + "Chile", + "Argentina", + "Brazil", + "Republic of Ireland", + "Colombia", + "Spain", + "Argentina", + "Greece", + "Mexico", + "Argentina", + "Hungary", + "Colombia", + "Serbia", + "Belgium", + "Turkey", + "Spain", + "Germany", + "Slovakia", + "Denmark", + "Argentina", + "Wales", + "Chile", + "Iceland", + "Argentina", + "Poland", + "Portugal", + "Germany", + "Brazil", + "Cameroon", + "Israel", + "Germany", + "Spain", + "Portugal", + "United States", + "Togo", + "Argentina", + "England", + "England", + "Hungary", + "Japan", + "Argentina", + "Ecuador", + "Ecuador", + "Netherlands", + "Germany", + "Argentina", + "Germany", + "Tunisia", + "New Zealand", + "England", + "Portugal", + "Spain", + "Algeria", + "Netherlands", + "Portugal", + "Uruguay", + "Netherlands", + "Brazil", + "Spain", + "Spain", + "Italy", + "Spain", + "Argentina", + "Japan", + "Brazil", + "Germany", + "Colombia", + "Czech Republic", + "Mali", + "Colombia", + "Germany", + "Albania", + "Denmark", + "Sweden", + "Uruguay", + "France", + "Norway", + "Poland", + "Argentina", + "Poland", + "France", + "United States", + "Norway", + "Japan", + "Cameroon", + "Wales", + "Brazil", + "Senegal", + "Italy", + "Congo", + "Korea Republic", + "Chile", + "Germany", + "Italy", + "Poland", + "Algeria", + "Netherlands", + "Portugal", + "Romania", + "Georgia", + "France", + "Italy", + "Brazil", + "Antigua & Barbuda", + "Portugal", + "Uruguay", + "Norway", + "France", + "South Africa", + "Argentina", + "Germany", + "Uruguay", + "Turkey", + "Scotland", + "Germany", + "United States", + "Spain", + "Germany", + "Netherlands", + "Gabon", + "Scotland", + "Brazil", + "Italy", + "England", + "Spain", + "Italy", + "Brazil", + "Colombia", + "France", + "England", + "Ghana", + "Georgia", + "Spain", + "Peru", + "Denmark", + "Mexico", + "Guinea", + "Argentina", + "Romania", + "Denmark", + "Wales", + "Italy", + "Republic of Ireland", + "Ivory Coast", + "Norway", + "Belgium", + "Belgium", + "Italy", + "England", + "Sweden", + "Italy", + "Slovakia", + "Chile", + "Brazil", + "Mexico", + "Northern Ireland", + "Portugal", + "Tunisia", + "England", + "Argentina", + "England", + "Syria", + "Spain", + "Brazil", + "Spain", + "France", + "Germany", + "Korea Republic", + "Croatia", + "Brazil", + "Republic of Ireland", + "Sweden", + "Nigeria", + "Morocco", + "Spain", + "Serbia", + "England", + "Germany", + "Bulgaria", + "Netherlands", + "Mexico", + "Chile", + "Korea Republic", + "Colombia", + "Korea Republic", + "Austria", + "Argentina", + "Spain", + "Colombia", + "France", + "Italy", + "Argentina", + "Colombia", + "Australia", + "Japan", + "Republic of Ireland", + "Poland", + "Iran", + "Denmark", + "Turkey", + "Spain", + "Italy", + "Colombia", + "Uruguay", + "Italy", + "Austria", + "Israel", + "Croatia", + "Norway", + "England", + "Czech Republic", + "England", + "Uruguay", + "Brazil", + "United States", + "DR Congo", + "Egypt", + "Denmark", + "Spain", + "United States", + "Brazil", + "Republic of Ireland", + "Spain", + "Spain", + "Peru", + "Turkey", + "Germany", + "Argentina", + "Algeria", + "Saudi Arabia", + "Chile", + "Chile", + "Gambia", + "France", + "Colombia", + "Bolivia", + "France", + "Germany", + "Argentina", + "Korea Republic", + "Brazil", + "Croatia", + "Italy", + "Scotland", + "England", + "Colombia", + "Iran", + "Thailand", + "Scotland", + "England", + "Korea Republic", + "Brazil", + "Cameroon", + "Italy", + "Jamaica", + "Belgium", + "Brazil", + "Spain", + "Austria", + "Spain", + "Argentina", + "France", + "Mauritius", + "Germany", + "Netherlands", + "China PR", + "Croatia", + "Romania", + "Brazil", + "Uruguay", + "France", + "Spain", + "Belgium", + "Poland", + "England", + "Chile", + "Colombia", + "Brazil", + "Bosnia Herzegovina", + "France", + "England", + "Switzerland", + "Germany", + "Belgium", + "United States", + "Netherlands", + "Korea Republic", + "Bosnia Herzegovina", + "Austria", + "Denmark", + "Austria", + "Ukraine", + "Colombia", + "Benin", + "China PR", + "Brazil", + "United States", + "Norway", + "South Africa", + "Switzerland", + "Italy", + "Nigeria", + "England", + "Egypt", + "Colombia", + "Germany", + "Italy", + "Sweden", + "Chile", + "Scotland", + "Italy", + "England", + "Denmark", + "Argentina", + "Mexico", + "Japan", + "Germany", + "Algeria", + "Norway", + "Turkey", + "England", + "Austria", + "England", + "Germany", + "Argentina", + "Spain", + "France", + "England", + "Spain", + "Chile", + "Brazil", + "Colombia", + "Germany", + "DR Congo", + "Mexico", + "Denmark", + "Denmark", + "Spain", + "Chile", + "Belgium", + "Romania", + "Germany", + "Spain", + "Cameroon", + "Republic of Ireland", + "Brazil", + "England", + "Colombia", + "England", + "Slovenia", + "Italy", + "Ghana", + "Sweden", + "Colombia", + "Italy", + "Brazil", + "Saudi Arabia", + "United States", + "Korea Republic", + "England", + "Argentina", + "Germany", + "England", + "Spain", + "Brazil", + "Slovenia", + "Chile", + "Colombia", + "Brazil", + "France", + "Argentina", + "Korea Republic", + "United States", + "Republic of Ireland", + "Germany", + "Republic of Ireland", + "Russia", + "China PR", + "China PR", + "Slovakia", + "Brazil", + "Nigeria", + "Argentina", + "Korea Republic", + "Argentina", + "France", + "England", + "Burkina Faso", + "England", + "Panama", + "Italy", + "France", + "Kosovo", + "Gambia", + "Japan", + "Austria", + "Saudi Arabia", + "Colombia", + "Italy", + "Bulgaria", + "Chile", + "Paraguay", + "Sweden", + "Italy", + "Scotland", + "Switzerland", + "Turkey", + "Japan", + "Italy", + "Italy", + "Saudi Arabia", + "Portugal", + "Poland", + "Spain", + "Belgium", + "Italy", + "Germany", + "Kosovo", + "Colombia", + "Australia", + "Ukraine", + "Brazil", + "Venezuela", + "Brazil", + "Brazil", + "Austria", + "Russia", + "Spain", + "Norway", + "Italy", + "Colombia", + "Colombia", + "Germany", + "Nigeria", + "Poland", + "Germany", + "Greece", + "Korea Republic", + "France", + "Senegal", + "Honduras", + "Poland", + "Turkey", + "Paraguay", + "Argentina", + "Germany", + "Germany", + "Guatemala", + "Colombia", + "England", + "Germany", + "Croatia", + "Honduras", + "Germany", + "Colombia", + "Australia", + "Brazil", + "France", + "Venezuela", + "Argentina", + "England", + "France", + "Chile", + "Italy", + "DR Congo", + "Austria", + "Italy", + "England", + "Algeria", + "Greece", + "Syria", + "Paraguay", + "Chile", + "Germany", + "Germany", + "Italy", + "Colombia", + "Chile", + "Morocco", + "Turkey", + "Germany", + "Brazil", + "China PR", + "Korea Republic", + "Denmark", + "Spain", + "Spain", + "Brazil", + "Korea Republic", + "United States", + "Cape Verde", + "Spain", + "Italy", + "Republic of Ireland", + "Turkey", + "Mexico", + "Cameroon", + "Slovakia", + "England", + "Germany", + "Belgium", + "Germany", + "Ghana", + "Spain", + "Nigeria", + "France", + "France", + "Cyprus", + "Chile", + "Republic of Ireland", + "Saudi Arabia", + "Germany", + "Mexico", + "Colombia", + "Argentina", + "Spain", + "Germany", + "Korea Republic", + "Germany", + "Argentina", + "Albania", + "Netherlands", + "Argentina", + "England", + "Japan", + "England", + "Chile", + "Mexico", + "Wales", + "China PR", + "Argentina", + "Denmark", + "Brazil", + "England", + "Congo", + "Tunisia", + "Belgium", + "Korea Republic", + "Korea Republic", + "Italy", + "Slovakia", + "Germany", + "Netherlands", + "Spain", + "Ivory Coast", + "Russia", + "Brazil", + "Japan", + "China PR", + "Germany", + "Australia", + "Japan", + "Australia", + "Italy", + "Denmark", + "Cameroon", + "Colombia", + "Spain", + "Argentina", + "Argentina", + "Spain", + "Belgium", + "Comoros", + "Sweden", + "Argentina", + "England", + "Spain", + "Norway", + "Spain", + "Germany", + "Brazil", + "Belgium", + "Morocco", + "Chile", + "South Africa", + "Venezuela", + "Mexico", + "Poland", + "Italy", + "Spain", + "Argentina", + "Chile", + "Spain", + "Hungary", + "England", + "Argentina", + "England", + "Serbia", + "Finland", + "Denmark", + "Switzerland", + "Belgium", + "Albania", + "Algeria", + "Colombia", + "China PR", + "Senegal", + "United States", + "Italy", + "Saudi Arabia", + "Morocco", + "Egypt", + "Trinidad & Tobago", + "Iran", + "Greece", + "Austria", + "Brazil", + "Spain", + "Argentina", + "Spain", + "Mexico", + "France", + "Japan", + "Germany", + "Brazil", + "Ghana", + "Brazil", + "Northern Ireland", + "Germany", + "Portugal", + "Bulgaria", + "Chile", + "Korea Republic", + "Uruguay", + "France", + "Portugal", + "Brazil", + "Sweden", + "Brazil", + "Italy", + "England", + "Central African Rep.", + "Madagascar", + "Colombia", + "Netherlands", + "Korea Republic", + "Colombia", + "Northern Ireland", + "Argentina", + "Hungary", + "Argentina", + "Argentina", + "Canada", + "France", + "Denmark", + "Argentina", + "Romania", + "France", + "Jamaica", + "Serbia", + "Nigeria", + "Ecuador", + "Colombia", + "Germany", + "Netherlands", + "Russia", + "England", + "Brazil", + "Chile", + "Argentina", + "Italy", + "Mexico", + "Germany", + "England", + "Colombia", + "Argentina", + "Brazil", + "Mexico", + "Germany", + "Slovenia", + "Guinea Bissau", + "Germany", + "England", + "Honduras", + "Chile", + "China PR", + "Germany", + "Italy", + "Germany", + "England", + "Chile", + "Haiti", + "Austria", + "Germany", + "Chile", + "Italy", + "Iran", + "Italy", + "Germany", + "Brazil", + "Netherlands", + "Norway", + "Netherlands", + "Belgium", + "Germany", + "Morocco", + "Spain", + "Brazil", + "Germany", + "Costa Rica", + "Netherlands", + "Chile", + "New Zealand", + "Norway", + "Spain", + "Germany", + "England", + "Brazil", + "Japan", + "Turkey", + "Belgium", + "Denmark", + "Japan", + "Germany", + "France", + "England", + "Spain", + "France", + "Northern Ireland", + "Republic of Ireland", + "Japan", + "France", + "Peru", + "France", + "Argentina", + "France", + "France", + "Poland", + "England", + "El Salvador", + "Argentina", + "Korea DPR", + "Sweden", + "Austria", + "Spain", + "Algeria", + "Poland", + "Poland", + "France", + "Colombia", + "Belgium", + "Brazil", + "Germany", + "England", + "Turkey", + "Germany", + "Spain", + "Ivory Coast", + "Scotland", + "Portugal", + "Bulgaria", + "Portugal", + "Cameroon", + "Turkey", + "Mexico", + "South Africa", + "FYR Macedonia", + "Spain", + "China PR", + "Senegal", + "New Zealand", + "Argentina", + "Armenia", + "Brazil", + "China PR", + "Nigeria", + "Brazil", + "Venezuela", + "Ivory Coast", + "Portugal", + "Guinea Bissau", + "France", + "France", + "Japan", + "Wales", + "Equatorial Guinea", + "Switzerland", + "Netherlands", + "Ukraine", + "Chile", + "France", + "Spain", + "Mexico", + "England", + "Wales", + "Netherlands", + "Colombia", + "Zambia", + "Sweden", + "Chile", + "Czech Republic", + "France", + "Ghana", + "France", + "Nigeria", + "England", + "Denmark", + "Republic of Ireland", + "Spain", + "Korea Republic", + "Argentina", + "Germany", + "Morocco", + "Croatia", + "Chile", + "Senegal", + "Spain", + "England", + "Equatorial Guinea", + "Saudi Arabia", + "Germany", + "Argentina", + "Colombia", + "Scotland", + "Switzerland", + "Venezuela", + "England", + "Colombia", + "Germany", + "Netherlands", + "Nigeria", + "Canada", + "Korea Republic", + "Chile", + "Japan", + "Spain", + "Brazil", + "Scotland", + "Argentina", + "Spain", + "Spain", + "Greece", + "Colombia", + "Argentina", + "China PR", + "Australia", + "Finland", + "Spain", + "Switzerland", + "Scotland", + "Italy", + "Guinea", + "United States", + "Denmark", + "Scotland", + "England", + "Norway", + "Spain", + "Scotland", + "Montenegro", + "United States", + "Japan", + "England", + "Colombia", + "Spain", + "Colombia", + "Argentina", + "France", + "Spain", + "Netherlands", + "Iceland", + "Argentina", + "Sweden", + "United States", + "England", + "Hungary", + "England", + "Colombia", + "Spain", + "Australia", + "Nigeria", + "Netherlands", + "Turkey", + "Turkey", + "Brazil", + "Norway", + "France", + "Italy", + "Germany", + "Chile", + "Italy", + "Croatia", + "Germany", + "Czech Republic", + "Ivory Coast", + "Argentina", + "China PR", + "Poland", + "Austria", + "France", + "Germany", + "Germany", + "Bosnia Herzegovina", + "Northern Ireland", + "France", + "France", + "France", + "Japan", + "Korea Republic", + "Spain", + "Brazil", + "Kosovo", + "Saudi Arabia", + "Germany", + "Gambia", + "Sweden", + "Argentina", + "Uruguay", + "Colombia", + "Argentina", + "Netherlands", + "United States", + "Turkey", + "Italy", + "Norway", + "Netherlands", + "France", + "England", + "United States", + "Portugal", + "Mexico", + "England", + "Chile", + "France", + "Portugal", + "Nigeria", + "Spain", + "England", + "France", + "Germany", + "Argentina", + "Sweden", + "Colombia", + "France", + "Germany", + "England", + "England", + "Scotland", + "Brazil", + "Australia", + "Netherlands", + "Brazil", + "Wales", + "Belgium", + "United States", + "Scotland", + "Germany", + "Brazil", + "France", + "Republic of Ireland", + "Chile", + "South Africa", + "China PR", + "Russia", + "Gabon", + "England", + "Denmark", + "France", + "Brazil", + "Guinea", + "Japan", + "Chile", + "Belgium", + "Argentina", + "United States", + "Czech Republic", + "Togo", + "Mexico", + "Germany", + "Austria", + "Korea Republic", + "Spain", + "Switzerland", + "Wales", + "Spain", + "Italy", + "England", + "Spain", + "Slovakia", + "Germany", + "Netherlands", + "Spain", + "Argentina", + "Japan", + "Netherlands", + "Turkey", + "Saudi Arabia", + "England", + "Cameroon", + "Colombia", + "South Africa", + "England", + "Turkey", + "Spain", + "United States", + "Denmark", + "Senegal", + "Finland", + "Kosovo", + "Turkey", + "France", + "Czech Republic", + "Portugal", + "France", + "Republic of Ireland", + "United States", + "Chile", + "Spain", + "Zimbabwe", + "Scotland", + "Republic of Ireland", + "Greece", + "Chile", + "Germany", + "Spain", + "United States", + "Australia", + "Chile", + "Czech Republic", + "Republic of Ireland", + "France", + "Saudi Arabia", + "Northern Ireland", + "Peru", + "Switzerland", + "Portugal", + "France", + "Spain", + "Brazil", + "Peru", + "Australia", + "England", + "Portugal", + "Ivory Coast", + "South Africa", + "England", + "Australia", + "England", + "Switzerland", + "Portugal", + "Venezuela", + "Greece", + "Norway", + "Chile", + "Slovakia", + "Liberia", + "Spain", + "Norway", + "Italy", + "Jamaica", + "Scotland", + "England", + "Norway", + "France", + "Serbia", + "Greece", + "Brazil", + "England", + "Italy", + "Spain", + "Germany", + "Switzerland", + "Argentina", + "England", + "Italy", + "Norway", + "Switzerland", + "Austria", + "Turkey", + "Colombia", + "Netherlands", + "Argentina", + "Serbia", + "Greece", + "Nigeria", + "Chile", + "France", + "Netherlands", + "Austria", + "Australia", + "Norway", + "Korea Republic", + "Mexico", + "Netherlands", + "Korea Republic", + "Germany", + "Germany", + "United States", + "England", + "Iceland", + "Curacao", + "Germany", + "Italy", + "China PR", + "Germany", + "Chile", + "Chile", + "Mali", + "Argentina", + "Guinea", + "England", + "Italy", + "South Africa", + "Germany", + "Poland", + "Spain", + "Senegal", + "Belgium", + "Slovenia", + "Chile", + "Spain", + "Senegal", + "Austria", + "Serbia", + "England", + "Sweden", + "Netherlands", + "Germany", + "Brazil", + "England", + "South Africa", + "France", + "Colombia", + "Sierra Leone", + "Italy", + "Brazil", + "Kazakhstan", + "Brazil", + "Chile", + "Czech Republic", + "Germany", + "Netherlands", + "Germany", + "Ghana", + "Ivory Coast", + "Kosovo", + "Russia", + "Italy", + "Peru", + "Poland", + "England", + "Chile", + "Chile", + "Czech Republic", + "Italy", + "Argentina", + "Gambia", + "Uruguay", + "England", + "Korea Republic", + "Spain", + "Australia", + "Romania", + "Sweden", + "France", + "Ivory Coast", + "Poland", + "Scotland", + "France", + "Colombia", + "England", + "Korea Republic", + "Netherlands", + "England", + "Germany", + "England", + "Kosovo", + "Turkey", + "England", + "Norway", + "Turkey", + "Canada", + "Australia", + "China PR", + "Mexico", + "Saudi Arabia", + "South Africa", + "Germany", + "Spain", + "Netherlands", + "South Africa", + "Denmark", + "Italy", + "United States", + "Guinea Bissau", + "Spain", + "Japan", + "Wales", + "DR Congo", + "Wales", + "United States", + "Venezuela", + "Sweden", + "Poland", + "Poland", + "United States", + "Scotland", + "England", + "Nigeria", + "Morocco", + "Brazil", + "Montenegro", + "Poland", + "England", + "France", + "England", + "Norway", + "England", + "Ukraine", + "Panama", + "Spain", + "Wales", + "Netherlands", + "Spain", + "Uruguay", + "Spain", + "Spain", + "United States", + "Guinea", + "Ivory Coast", + "Denmark", + "Niger", + "Germany", + "Mexico", + "Northern Ireland", + "England", + "Chile", + "Germany", + "Germany", + "Brazil", + "Belarus", + "France", + "Denmark", + "Colombia", + "England", + "Brazil", + "Uruguay", + "Sweden", + "England", + "Algeria", + "Burkina Faso", + "Portugal", + "Brazil", + "Venezuela", + "Norway", + "Morocco", + "England", + "Brazil", + "Korea Republic", + "England", + "Argentina", + "Netherlands", + "Chile", + "England", + "Germany", + "Wales", + "Japan", + "Italy", + "Madagascar", + "Germany", + "Denmark", + "Mauritania", + "Croatia", + "France", + "Gabon", + "Argentina", + "China PR", + "Spain", + "Japan", + "Germany", + "Spain", + "Belgium", + "Sweden", + "Brazil", + "Brazil", + "Norway", + "Germany", + "Suriname", + "Italy", + "Scotland", + "Spain", + "England", + "Brazil", + "Spain", + "Germany", + "Saudi Arabia", + "Poland", + "Benin", + "Tunisia", + "China PR", + "England", + "Brazil", + "Albania", + "Germany", + "Germany", + "Germany", + "Uruguay", + "Sweden", + "Colombia", + "Scotland", + "England", + "Italy", + "Spain", + "England", + "Spain", + "Sweden", + "Korea Republic", + "Argentina", + "England", + "Australia", + "France", + "Scotland", + "Colombia", + "Senegal", + "Albania", + "Germany", + "Korea Republic", + "Ivory Coast", + "England", + "Colombia", + "Portugal", + "Brazil", + "Spain", + "Netherlands", + "Portugal", + "Brazil", + "Argentina", + "Argentina", + "Ecuador", + "Morocco", + "United States", + "Denmark", + "Chile", + "Germany", + "Korea Republic", + "Germany", + "Brazil", + "Bosnia Herzegovina", + "Spain", + "Spain", + "Austria", + "Germany", + "Cameroon", + "Norway", + "Scotland", + "Germany", + "Italy", + "Germany", + "Nigeria", + "Chile", + "Benin", + "Japan", + "Australia", + "Netherlands", + "China PR", + "Switzerland", + "Colombia", + "Japan", + "England", + "England", + "Spain", + "Republic of Ireland", + "Costa Rica", + "Algeria", + "France", + "Brazil", + "Germany", + "Croatia", + "Czech Republic", + "Spain", + "France", + "Argentina", + "Switzerland", + "Poland", + "Portugal", + "Bolivia", + "Brazil", + "Mexico", + "Chile", + "Chile", + "Germany", + "Spain", + "Spain", + "Slovenia", + "Colombia", + "Spain", + "Spain", + "Korea Republic", + "England", + "Netherlands", + "Slovenia", + "Japan", + "France", + "Georgia", + "Italy", + "Uruguay", + "Brazil", + "Netherlands", + "England", + "Argentina", + "Italy", + "France", + "Chile", + "Poland", + "Bulgaria", + "Austria", + "Japan", + "France", + "Argentina", + "Portugal", + "Denmark", + "Colombia", + "Korea Republic", + "Russia", + "Albania", + "England", + "Italy", + "Jamaica", + "Angola", + "Switzerland", + "Germany", + "Bolivia", + "England", + "Scotland", + "Italy", + "Mexico", + "Netherlands", + "Wales", + "United States", + "Italy", + "Brazil", + "England", + "Colombia", + "Germany", + "Uruguay", + "Italy", + "Panama", + "Argentina", + "Colombia", + "Portugal", + "Germany", + "Portugal", + "Chile", + "Republic of Ireland", + "Korea Republic", + "Sweden", + "Colombia", + "Cameroon", + "Greece", + "Brazil", + "Belgium", + "Italy", + "England", + "United States", + "Colombia", + "Spain", + "France", + "France", + "France", + "Switzerland", + "DR Congo", + "Bosnia Herzegovina", + "Brazil", + "Spain", + "France", + "Republic of Ireland", + "England", + "Argentina", + "Argentina", + "Russia", + "England", + "Belgium", + "Poland", + "Denmark", + "Albania", + "Ivory Coast", + "Italy", + "Mali", + "Brazil", + "Germany", + "South Africa", + "Saudi Arabia", + "Colombia", + "Korea Republic", + "Netherlands", + "Greece", + "Serbia", + "England", + "Poland", + "Bulgaria", + "China PR", + "Cape Verde", + "Brazil", + "Portugal", + "Australia", + "Costa Rica", + "France", + "Colombia", + "Finland", + "Italy", + "Italy", + "Germany", + "China PR", + "Morocco", + "Australia", + "Chile", + "Italy", + "Spain", + "Norway", + "Brazil", + "Norway", + "Austria", + "Norway", + "Australia", + "France", + "Slovakia", + "Germany", + "Mexico", + "Japan", + "Luxembourg", + "England", + "France", + "France", + "Argentina", + "Italy", + "China PR", + "Spain", + "Denmark", + "Austria", + "Colombia", + "Poland", + "Italy", + "Czech Republic", + "Scotland", + "Norway", + "Italy", + "Argentina", + "Germany", + "Turkey", + "Colombia", + "Norway", + "Austria", + "Germany", + "Chile", + "Brazil", + "England", + "England", + "Japan", + "United States", + "United States", + "England", + "Netherlands", + "Uruguay", + "Portugal", + "Mexico", + "Jamaica", + "Paraguay", + "United States", + "England", + "England", + "Ivory Coast", + "Argentina", + "Italy", + "England", + "Belgium", + "Colombia", + "United States", + "France", + "Uruguay", + "Morocco", + "Brazil", + "England", + "United States", + "Slovenia", + "Portugal", + "Switzerland", + "Saudi Arabia", + "Netherlands", + "United States", + "Sweden", + "Switzerland", + "Sweden", + "Madagascar", + "United States", + "Ghana", + "Spain", + "Argentina", + "Netherlands", + "Italy", + "Colombia", + "China PR", + "Argentina", + "Argentina", + "Italy", + "England", + "Ivory Coast", + "Spain", + "Kenya", + "Sweden", + "Saudi Arabia", + "France", + "Germany", + "Argentina", + "France", + "Ukraine", + "Costa Rica", + "Norway", + "Norway", + "Netherlands", + "Tunisia", + "Slovenia", + "Turkey", + "England", + "Montserrat", + "Netherlands", + "DR Congo", + "Argentina", + "Spain", + "Republic of Ireland", + "Germany", + "Hungary", + "Spain", + "Serbia", + "Denmark", + "Spain", + "Ghana", + "Argentina", + "Senegal", + "South Africa", + "Cyprus", + "China PR", + "Austria", + "Italy", + "Norway", + "South Africa", + "Italy", + "Colombia", + "Uruguay", + "France", + "Argentina", + "Italy", + "Korea Republic", + "Poland", + "Germany", + "France", + "Belgium", + "Norway", + "England", + "Germany", + "Romania", + "Northern Ireland", + "Serbia", + "Belgium", + "Germany", + "England", + "Switzerland", + "Spain", + "Germany", + "Italy", + "Scotland", + "Brazil", + "Japan", + "Spain", + "Colombia", + "Brazil", + "Italy", + "England", + "Belgium", + "France", + "Colombia", + "England", + "Denmark", + "Denmark", + "Greece", + "France", + "Belgium", + "Korea Republic", + "Costa Rica", + "Romania", + "Italy", + "Germany", + "Serbia", + "Mexico", + "England", + "Italy", + "Spain", + "Argentina", + "Italy", + "France", + "Cameroon", + "England", + "Brazil", + "Germany", + "Spain", + "Japan", + "Argentina", + "Albania", + "Greece", + "Germany", + "Portugal", + "Wales", + "Scotland", + "Poland", + "China PR", + "Scotland", + "Brazil", + "Argentina", + "England", + "Sweden", + "Italy", + "Morocco", + "Germany", + "Germany", + "Chile", + "Ghana", + "Mexico", + "DR Congo", + "Germany", + "Venezuela", + "Germany", + "England", + "Portugal", + "Scotland", + "Austria", + "Brazil", + "Argentina", + "England", + "Sweden", + "Brazil", + "Spain", + "Australia", + "Guinea", + "England", + "Argentina", + "Chile", + "Czech Republic", + "Turkey", + "Colombia", + "Mexico", + "Brazil", + "Brazil", + "Netherlands", + "Sweden", + "Italy", + "Australia", + "Germany", + "Mali", + "Brazil", + "Scotland", + "Turkey", + "Namibia", + "England", + "Turkey", + "Spain", + "Chile", + "Italy", + "Cameroon", + "Germany", + "Austria", + "Germany", + "Georgia", + "Argentina", + "Austria", + "Italy", + "England", + "Cape Verde", + "Italy", + "Brazil", + "Portugal", + "Germany", + "Korea Republic", + "Sweden", + "South Africa", + "Korea Republic", + "Netherlands", + "Spain", + "Brazil", + "Albania", + "Netherlands", + "Spain", + "England", + "United States", + "Spain", + "Spain", + "Spain", + "Spain", + "Finland", + "Wales", + "Spain", + "United States", + "Mexico", + "Denmark", + "Turkey", + "Korea Republic", + "Kosovo", + "Hungary", + "Netherlands", + "Curacao", + "United States", + "Argentina", + "Germany", + "Japan", + "Paraguay", + "Russia", + "Zambia", + "Turkey", + "England", + "Finland", + "Mexico", + "France", + "England", + "Japan", + "Slovenia", + "Spain", + "South Africa", + "Ukraine", + "Republic of Ireland", + "Costa Rica", + "Angola", + "Poland", + "Italy", + "Austria", + "England", + "Argentina", + "Egypt", + "Poland", + "Germany", + "England", + "Turkey", + "Colombia", + "Argentina", + "Germany", + "Colombia", + "Argentina", + "Northern Ireland", + "Poland", + "Germany", + "Japan", + "Australia", + "France", + "Azerbaijan", + "Colombia", + "Turkey", + "Germany", + "France", + "Norway", + "Portugal", + "Colombia", + "Portugal", + "Brazil", + "Belgium", + "Chile", + "Spain", + "France", + "Scotland", + "Netherlands", + "Norway", + "Germany", + "Brazil", + 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"Serbia", + "England", + "France", + "Colombia", + "Chile", + "Egypt", + "Georgia", + "Japan", + "Spain", + "Wales", + "Colombia", + "Sweden", + "England", + "Belgium", + "United States", + "Japan", + "Guinea Bissau", + "Australia", + "New Zealand", + "Denmark", + "Mali", + "United States", + "England", + "Chile", + "Senegal", + "Brazil", + "England", + "England", + "Argentina", + "Spain", + "Algeria", + "Japan", + "Italy", + "China PR", + "England", + "Germany", + "Denmark", + "Spain", + "Germany", + "Germany", + "Republic of Ireland", + "England", + "Germany", + "Turkey", + "Japan", + "Netherlands", + "Switzerland", + "Netherlands", + "Turkey", + "Switzerland", + "Argentina", + "China PR", + "France", + "Spain", + "Brazil", + "Scotland", + "Albania", + "Angola", + "France", + "Chile", + "Saudi Arabia", + "England", + "England", + "Switzerland", + "England", + "Germany", + "Spain", + "Spain", + "France", + "Switzerland", + "Austria", + "Italy", + "Argentina", + "United States", + "England", + "Brazil", + "Argentina", + "Mexico", + "Poland", + "Turkey", + "Spain", + "England", + "Korea Republic", + "Austria", + "United States", + "United States", + "Argentina", + "Italy", + "Venezuela", + "Czech Republic", + "Republic of Ireland", + "Argentina", + "Argentina", + "Italy", + "Japan", + "Chile", + "Uruguay", + "Chile", + "England", + "France", + "Thailand", + "Spain", + "England", + "Colombia", + "Germany", + "United States", + "Korea Republic", + "Germany", + "Japan", + "Chad", + "England", + "Brazil", + "Germany", + "Italy", + "Germany", + "England", + "Romania", + "Netherlands", + "Bulgaria", + "Ivory Coast", + "Chile", + "Morocco", + "France", + "France", + "Argentina", + "Netherlands", + "Venezuela", + "Azerbaijan", + "United States", + "France", + "Turkey", + "Germany", + "England", + "China PR", + "Australia", + "Italy", + "Colombia", + "Nigeria", + "Brazil", + "Netherlands", + "Spain", + "Spain", + "Saudi Arabia", + "Australia", + "Cameroon", + "Ukraine", + "Faroe Islands", + "England", + "Croatia", + "England", + "Czech Republic", + "Denmark", + "Netherlands", + "Netherlands", + "Paraguay", + "Colombia", + "Belgium", + "Australia", + "Chile", + "Brazil", + "Burkina Faso", + "Chile", + "Germany", + "Chile", + "Nigeria", + "England", + "Italy", + "France", + "Germany", + "India", + "Spain", + "Germany", + "Republic of Ireland", + "Spain", + "South Africa", + "Uruguay", + "New Zealand", + "Germany", + "Faroe Islands", + "England", + "Panama", + "Denmark", + "Colombia", + "Italy", + "Portugal", + "Argentina", + "Chile", + "Peru", + "Germany", + "Portugal", + "France", + "Korea Republic", + "Colombia", + "Sweden", + "Ukraine", + "England", + "Brazil", + "Italy", + "England", + "Sweden", + "Netherlands", + "Argentina", + "Italy", + "Colombia", + "Denmark", + "Germany", + "Norway", + "Poland", + "Australia", + "United States", + "England", + "Portugal", + "Italy", + "Argentina", + "Argentina", + "England", + "United States", + "Switzerland", + "Tunisia", + "Denmark", + "England", + "England", + "Guinea", + "Chile", + "England", + "Colombia", + "Netherlands", + "Belgium", + "Argentina", + "Colombia", + "Mexico", + "England", + "England", + "United States", + "Morocco", + "Colombia", + "Northern Ireland", + "England", + "Colombia", + "United States", + "Brazil", + "Peru", + "Spain", + "Scotland", + "Argentina", + "Serbia", + "Bosnia Herzegovina", + "Norway", + "Spain", + "Spain", + "Sweden", + "Korea Republic", + "England", + "Colombia", + "Brazil", + "Russia", + "Chile", + "England", + "DR Congo", + "China PR", + "Netherlands", + "Portugal", + "Italy", + "Argentina", + "England", + "Brazil", + "Australia", + "United States", + "Colombia", + "Greece", + "Ecuador", + "Japan", + "Armenia", + "Northern Ireland", + "DR Congo", + "Brazil", + "Brazil", + "Italy", + "England", + "Uruguay", + "Equatorial Guinea", + "Portugal", + "Italy", + "Argentina", + "Chile", + "United States", + "Montenegro", + "Morocco", + "Honduras", + "Morocco", + "Serbia", + "Netherlands", + "Germany", + "Colombia", + "England", + "Argentina", + "Spain", + "Australia", + "United States", + "Netherlands", + "Japan", + "Austria", + "France", + "Norway", + "England", + "Argentina", + "France", + "Poland", + "Argentina", + "Mexico", + "Italy", + "Germany", + "Republic of Ireland", + "Netherlands", + "Argentina", + "Scotland", + "Argentina", + "Argentina", + "Spain", + "Chile", + "Spain", + "Spain", + "Korea Republic", + "Mexico", + "Colombia", + "Norway", + "Spain", + "Venezuela", + "Netherlands", + "England", + "Colombia", + "United States", + "Korea Republic", + "Luxembourg", + "England", + "Scotland", + "Italy", + "England", + "Netherlands", + "Spain", + "England", + "United States", + "Argentina", + "Japan", + "Portugal", + "Belgium", + "Spain", + "Colombia", + "Italy", + "Nicaragua", + "Italy", + "United States", + "Netherlands", + "Brazil", + "Brazil", + "Italy", + "Colombia", + "Netherlands", + "England", + "Poland", + "Sierra Leone", + "Norway", + "Iran", + "Kazakhstan", + "Canada", + "Colombia", + "Norway", + "Scotland", + "Brazil", + "Spain", + "Colombia", + "Germany", + "Japan", + "Colombia", + "Mauritania", + "Argentina", + "Colombia", + "Austria", + "Denmark", + "Argentina", + "Germany", + "Italy", + "Australia", + "Norway", + "Spain", + "Brazil", + "Brazil", + "United States", + "United States", + "Mozambique", + "Netherlands", + "Republic of Ireland", + "Cameroon", + "Spain", + "Japan", + "Japan", + "Serbia", + "Northern Ireland", + "Spain", + "France", + "Australia", + "Netherlands", + "Mexico", + "England", + "England", + "England", + "Denmark", + "Saudi Arabia", + "Spain", + "Guinea", + "Italy", + "Canada", + "Korea Republic", + "Morocco", + "Nigeria", + "Norway", + "Germany", + "Spain", + "Saudi Arabia", + "Germany", + "Japan", + "Spain", + "Australia", + "Spain", + "Germany", + "China PR", + "Colombia", + "Italy", + "Suriname", + "Spain", + "Italy", + "Saudi Arabia", + "Australia", + "Netherlands", + "United States", + "Sweden", + "Brazil", + "Chile", + "Spain", + "Korea Republic", + "Poland", + "Norway", + "England", + "Spain", + "Japan", + "Denmark", + "England", + "Argentina", + "Czech Republic", + "Denmark", + "England", + "England", + "Netherlands", + "Sweden", + "Colombia", + "Germany", + "Germany", + "Poland", + "Spain", + "Korea Republic", + "Korea Republic", + "Senegal", + "Colombia", + "France", + "Netherlands", + "Montenegro", + "Croatia", + "Argentina", + "Germany", + "Peru", + "Spain", + "Germany", + "Benin", + "Germany", + "Estonia", + "Ghana", + "Turkey", + "Canada", + "Serbia", + "Canada", + "Netherlands", + "Switzerland", + "Poland", + "Saudi Arabia", + "Croatia", + "Italy", + "Brazil", + "Scotland", + "Netherlands", + "Czech Republic", + "Haiti", + "Mexico", + "Venezuela", + "Sweden", + "Ukraine", + "Korea Republic", + "Poland", + "Germany", + "Ghana", + "Algeria", + "Wales", + "Poland", + "Chile", + "Estonia", + "Netherlands", + "England", + "United States", + "Germany", + "Korea Republic", + "Japan", + "Ivory Coast", + "France", + "Denmark", + "England", + "Romania", + "Italy", + "Spain", + "Belgium", + "Argentina", + "Brazil", + "Italy", + "Kenya", + "Australia", + "Portugal", + "Chile", + "Chile", + "Scotland", + "Korea Republic", + "Brazil", + "Netherlands", + "France", + "Colombia", + "Germany", + "Turkey", + "Australia", + "Austria", + "Slovenia", + "France", + "Germany", + "Portugal", + "Netherlands", + "United States", + "Senegal", + "Saudi Arabia", + "Brazil", + "England", + "Chile", + "Portugal", + "Japan", + "England", + "Brazil", + "Argentina", + "United States", + "Brazil", + "Korea Republic", + "Portugal", + "Uruguay", + "Croatia", + "Colombia", + "Italy", + "Portugal", + "Italy", + "Zambia", + "Bolivia", + "Lithuania", + "United States", + "Switzerland", + "England", + "Germany", + "Costa Rica", + "Argentina", + "Mali", + "Nigeria", + "Austria", + "Sweden", + "England", + "Sweden", + "Spain", + "Uruguay", + "Republic of Ireland", + "England", + "Korea Republic", + "Belgium", + "Germany", + "Poland", + "Ghana", + "Republic of Ireland", + "Brazil", + "Germany", + "Senegal", + "France", + "Czech Republic", + "Netherlands", + "Germany", + "Korea Republic", + "Japan", + "Germany", + "Spain", + "Uruguay", + "Australia", + "Korea Republic", + "France", + "Italy", + "Chile", + "Germany", + "Netherlands", + "Poland", + "Colombia", + "Netherlands", + "Argentina", + "Korea Republic", + "Chile", + "Poland", + "France", + "United States", + "Senegal", + "Brazil", + "Poland", + "Germany", + "Japan", + "Italy", + "Japan", + "Italy", + "Colombia", + "Argentina", + "Switzerland", + "Denmark", + "France", + "England", + "Italy", + "Georgia", + "Republic of Ireland", + "Colombia", + "Italy", + "Denmark", + "Russia", + "England", + "Germany", + "Netherlands", + "England", + "United States", + "Colombia", + "Netherlands", + "Chile", + "Germany", + "Spain", + "Norway", + "Netherlands", + "Brazil", + "Poland", + "Colombia", + "Mexico", + "Cameroon", + "Saudi Arabia", + "Saudi Arabia", + "China PR", + "France", + "Norway", + "England", + "Uruguay", + "Spain", + "Colombia", + "Ecuador", + "France", + "Estonia", + "Austria", + "Poland", + "Scotland", + "Colombia", + "Chile", + "Spain", + "Spain", + "Austria", + "Denmark", + "United States", + "Republic of Ireland", + "Mexico", + "Czech Republic", + "Greece", + "Ecuador", + "Namibia", + "Mexico", + "Sweden", + "Italy", + "Germany", + "Netherlands", + "Cape Verde", + "England", + "France", + "Poland", + "Australia", + "France", + "Argentina", + "Sweden", + "Poland", + "Denmark", + "Belgium", + "Colombia", + "Italy", + "Italy", + "Ghana", + "Georgia", + "Spain", + "England", + "Netherlands", + "Spain", + "Portugal", + "France", + "Brazil", + "Venezuela", + "Netherlands", + "Scotland", + "Germany", + "Norway", + "Colombia", + "Japan", + "Iceland", + "Mexico", + "Republic of Ireland", + "England", + "Argentina", + "Japan", + "Netherlands", + "Republic of Ireland", + "Spain", + "Germany", + "Poland", + "Germany", + "Colombia", + "Egypt", + "Japan", + "Germany", + "Scotland", + "France", + "China PR", + "Argentina", + "Republic of Ireland", + "Italy", + "England", + "Germany", + "Guinea", + "Senegal", + "Germany", + "Spain", + "Scotland", + "Scotland", + "Brazil", + "Latvia", + "Mexico", + "Sweden", + "Australia", + "Italy", + "England", + "China PR", + "Italy", + "Spain", + "Argentina", + "Uruguay", + "France", + "Australia", + "Switzerland", + "France", + "Germany", + "Austria", + "Italy", + "Brazil", + "Czech Republic", + "Slovakia", + "Italy", + "Austria", + "Sweden", + "Italy", + "Germany", + "Netherlands", + "Algeria", + "Colombia", + "Denmark", + "China PR", + "Scotland", + "Republic of Ireland", + "Ukraine", + "England", + "Spain", + "Barbados", + "England", + "Poland", + "Italy", + "Wales", + "Poland", + "Korea Republic", + "China PR", + "Argentina", + "Egypt", + "United States", + "Spain", + "Portugal", + "Germany", + "Ecuador", + "Germany", + "Netherlands", + "Brazil", + "Argentina", + "Congo", + "Germany", + "Saudi Arabia", + "Brazil", + "China PR", + "Scotland", + "Turkey", + "England", + "France", + "Georgia", + "Brazil", + "Portugal", + "Nigeria", + "England", + "Belgium", + "Spain", + "Sweden", + "Germany", + "Nigeria", + "Switzerland", + "Argentina", + "DR Congo", + "Republic of Ireland", + "Spain", + "Brazil", + "Hungary", + "Italy", + "Turkey", + "Italy", + "Brazil", + "Netherlands", + "Poland", + "Germany", + "Chile", + "China PR", + "Turkey", + "Brazil", + "Germany", + "Brazil", + "Northern Ireland", + "United States", + "Nigeria", + "England", + "France", + "Colombia", + "Spain", + "Germany", + "Mexico", + "Scotland", + "Switzerland", + "Albania", + "England", + "Lebanon", + "Denmark", + "France", + "Serbia", + "Slovenia", + "Switzerland", + "Republic of Ireland", + "Egypt", + "China PR", + "Germany", + "Denmark", + "Ecuador", + "Germany", + "Spain", + "Mexico", + "Italy", + "Austria", + "Republic of Ireland", + "Brazil", + "Portugal", + "Germany", + "Poland", + "Finland", + "Italy", + "China PR", + "Norway", + "United States", + "Wales", + "Germany", + "England", + "Netherlands", + "Italy", + "Serbia", + "Tunisia", + "Canada", + "Argentina", + "Niger", + "Netherlands", + "Cameroon", + "Italy", + "Argentina", + "Bulgaria", + "England", + "England", + "Korea Republic", + "Germany", + "Colombia", + "England", + "Austria", + "Sweden", + "United States", + "Mexico", + "Saudi Arabia", + "Argentina", + "England", + "England", + "Estonia", + "Chile", + "Argentina", + "Venezuela", + "England", + "Germany", + "France", + "Argentina", + "Denmark", + "Republic of Ireland", + "Argentina", + "Colombia", + "England", + "Brazil", + "Bolivia", + "Germany", + "England", + "Argentina", + "Croatia", + "Austria", + "Republic of Ireland", + "Brazil", + "Republic of Ireland", + "England", + "China PR", + "Paraguay", + "Brazil", + "Ecuador", + "Mexico", + "Saudi Arabia", + "United States", + "England", + "Netherlands", + "Cameroon", + "Germany", + "Morocco", + "Greece", + "China PR", + "Brazil", + "Germany", + "Sweden", + "France", + "Japan", + "Germany", + "Mexico", + "France", + "Italy", + "Japan", + "England", + "Spain", + "Argentina", + "Netherlands", + "Turkey", + "South Africa", + "Brazil", + "Bolivia", + "Netherlands", + "Scotland", + "England", + "Canada", + "Argentina", + "Germany", + "Saudi Arabia", + "Netherlands", + "Slovenia", + "Italy", + "Slovakia", + "Sweden", + "England", + "Portugal", + "Paraguay", + "Brazil", + "Mexico", + "Brazil", + "Norway", + "Japan", + "Jamaica", + "Chile", + "Japan", + "Gambia", + "Georgia", + "Wales", + "France", + "Australia", + "Mexico", + "England", + "Argentina", + "England", + "Peru", + "Germany", + "England", + "Argentina", + "Switzerland", + "Denmark", + "Netherlands", + "Japan", + "Netherlands", + "Argentina", + "Northern Ireland", + "Poland", + "France", + "Paraguay", + "Japan", + "Austria", + "Sweden", + "Ghana", + "China PR", + "England", + "England", + "Estonia", + "Belgium", + "France", + "England", + "England", + "Italy", + "Spain", + "Korea Republic", + "Armenia", + "Portugal", + "Croatia", + "Wales", + "Spain", + "England", + "Georgia", + "England", + "Czech Republic", + "Portugal", + "Czech Republic", + "Norway", + "Colombia", + "Belgium", + "Argentina", + "United States", + "Italy", + "Senegal", + "Colombia", + "Argentina", + "France", + "Colombia", + "France", + "China PR", + "Canada", + "Serbia", + "Northern Ireland", + "France", + "England", + "Republic of Ireland", + "Germany", + "Chile", + "Mexico", + "Italy", + "England", + "Germany", + "Colombia", + "France", + "England", + "China PR", + "Italy", + "Ghana", + "Netherlands", + "Japan", + "United States", + "Denmark", + "United States", + "Germany", + "Austria", + "Germany", + "Colombia", + "Egypt", + "Colombia", + "Costa Rica", + "Mexico", + "Turkey", + "Colombia", + "England", + "England", + "England", + "Germany", + "Nigeria", + "England", + "Japan", + "Portugal", + "Italy", + "Denmark", + "Finland", + "Brazil", + "England", + "Sweden", + "Sweden", + "Germany", + "Brazil", + "Czech Republic", + "England", + "United States", + "Korea Republic", + "Zambia", + "Korea Republic", + "France", + "Austria", + "Sweden", + "England", + "Liechtenstein", + "Germany", + "Scotland", + "Scotland", + "Korea Republic", + "Argentina", + "Japan", + "Germany", + "Argentina", + "Poland", + "FYR Macedonia", + "Spain", + "Serbia", + "Jamaica", + "Ghana", + "Wales", + "Germany", + "Spain", + "Sweden", + "England", + "Senegal", + "Peru", + "Japan", + "Saudi Arabia", + "France", + "Australia", + "Chile", + "Senegal", + "Spain", + "Norway", + "Argentina", + "China PR", + "Germany", + "Korea Republic", + "Ivory Coast", + "Switzerland", + "France", + "Finland", + "Chile", + "Argentina", + "Iceland", + "Japan", + "Germany", + "Palestine", + "Poland", + "Czech Republic", + "Argentina", + "Poland", + "Japan", + "Nigeria", + "Netherlands", + "England", + "Italy", + "Austria", + "Japan", + "Japan", + "England", + "Bulgaria", + "Netherlands", + "Wales", + "France", + "United States", + "Argentina", + "Austria", + "Japan", + "Iceland", + "Jamaica", + "Brazil", + "Denmark", + "Spain", + "Mali", + "Spain", + "Spain", + "Japan", + "France", + "Brazil", + "Georgia", + "England", + "Colombia", + "France", + "England", + "Bosnia Herzegovina", + "Netherlands", + "England", + "Japan", + "South Africa", + "Denmark", + "Mali", + "Chile", + "South Africa", + "Republic of Ireland", + "Australia", + "Italy", + "Finland", + "Spain", + "Netherlands", + "England", + "Mali", + "DR Congo", + "Norway", + "Austria", + "Mexico", + "Germany", + "Saudi Arabia", + "Colombia", + "Spain", + "Scotland", + "France", + "England", + "Germany", + "England", + "England", + "Nigeria", + "Italy", + "England", + "Spain", + "Republic of Ireland", + "Finland", + "Egypt", + "England", + "Argentina", + "Nigeria", + "England", + "Korea Republic", + "England", + "Scotland", + "Japan", + "Argentina", + "Saudi Arabia", + "Latvia", + "Poland", + "Ghana", + "Slovakia", + "Brazil", + "Sweden", + "England", + "Russia", + "Estonia", + "Senegal", + "England", + "England", + "England", + "Mexico", + "Greece", + "Germany", + "Spain", + "United States", + "Sweden", + "France", + "United States", + "Nigeria", + "Spain", + "Japan", + "Jamaica", + "Poland", + "Serbia", + "Croatia", + "Armenia", + "Bolivia", + "Russia", + "Kosovo", + "Sweden", + "Italy", + "England", + "Japan", + "Belgium", + "Scotland", + "Denmark", + "South Africa", + "Belgium", + "Spain", + "Colombia", + "Mexico", + "Sweden", + "Korea Republic", + "Netherlands", + "China PR", + "South Africa", + "England", + "Scotland", + "United States", + "Chile", + "Germany", + "Portugal", + "Poland", + "Germany", + "Korea Republic", + "Northern Ireland", + "Netherlands", + "Italy", + "Cameroon", + "Colombia", + "Canada", + "Netherlands", + "Austria", + "Chile", + "Poland", + "Norway", + "England", + "Korea Republic", + "Austria", + "Italy", + "Germany", + "Spain", + "Denmark", + "Spain", + "Uruguay", + "Spain", + "Saudi Arabia", + "Italy", + "Spain", + "Denmark", + "Argentina", + "Spain", + "England", + "England", + "Japan", + "Turkey", + "Spain", + "China PR", + "Australia", + "Colombia", + "Chile", + "Argentina", + "Mexico", + "Japan", + "Northern Ireland", + "Wales", + "Austria", + "Argentina", + "England", + "Norway", + "Nigeria", + "Argentina", + "France", + "England", + "Poland", + "Austria", + "Netherlands", + "Austria", + "Canada", + "Spain", + "Austria", + "Switzerland", + "England", + "Germany", + "Poland", + "Denmark", + "United States", + "Scotland", + "Germany", + "Albania", + "Syria", + "Brazil", + "Scotland", + "Argentina", + "Spain", + "Morocco", + "Colombia", + "Spain", + "Belgium", + "Colombia", + "England", + "United States", + "Korea Republic", + "Germany", + "England", + "Germany", + "Italy", + "Korea Republic", + "Scotland", + "Netherlands", + "Spain", + "Turkey", + "Mexico", + "Japan", + "Turkey", + "Mexico", + "England", + "United States", + "Republic of Ireland", + "Scotland", + "Korea Republic", + "Korea Republic", + "Burkina Faso", + "Sweden", + "South Africa", + "Chile", + "England", + "Haiti", + "Germany", + "Norway", + "Switzerland", + "England", + "Colombia", + "Korea Republic", + "Serbia", + "Spain", + "Ecuador", + "England", + "Germany", + "Denmark", + "Nigeria", + "Korea Republic", + "Croatia", + "Italy", + "Georgia", + "Germany", + "Turkey", + "Japan", + "Italy", + "Canada", + "Sweden", + "Germany", + "Argentina", + "Czech Republic", + "Italy", + "Argentina", + "Croatia", + "Norway", + "Argentina", + "France", + "Chile", + "Bosnia Herzegovina", + "Norway", + "Poland", + "Germany", + "France", + "Norway", + "Italy", + "Curacao", + "Colombia", + "Italy", + "Norway", + "Cameroon", + "Germany", + "Germany", + "Ivory Coast", + "Republic of Ireland", + "Germany", + "Netherlands", + "Denmark", + "Norway", + "Germany", + "Poland", + "Italy", + "Brazil", + "Spain", + "Sweden", + "Netherlands", + "Sweden", + "Costa Rica", + "Ukraine", + "Spain", + "Poland", + "Chile", + "Uruguay", + "Wales", + "Bolivia", + "Morocco", + "Korea Republic", + "Greece", + "Uruguay", + "Korea Republic", + "Egypt", + "Peru", + "Chile", + "Austria", + "Austria", + "Scotland", + "Spain", + "Chile", + "Netherlands", + "Spain", + "Ecuador", + "Finland", + "Argentina", + "Korea Republic", + "France", + "Japan", + "Belgium", + "England", + "Scotland", + "Argentina", + "Spain", + "Brazil", + "Uruguay", + "Argentina", + "Germany", + "Italy", + "Guyana", + "Scotland", + "Argentina", + "Norway", + "Colombia", + "Ivory Coast", + "Spain", + "Korea Republic", + "Brazil", + "Australia", + "Netherlands", + "England", + "England", + "Turkey", + "Korea Republic", + "Ghana", + "Hungary", + "Republic of Ireland", + "Korea Republic", + "Northern Ireland", + "Netherlands", + "Germany", + "Germany", + "Chile", + "Colombia", + "Netherlands", + "Belgium", + "Argentina", + "England", + "Korea Republic", + "Uruguay", + "United States", + "England", + "England", + "Iceland", + "Republic of Ireland", + "Nigeria", + "Poland", + "Saudi Arabia", + "Colombia", + "China PR", + "Germany", + "Mexico", + "Poland", + "England", + "Australia", + "Saudi Arabia", + "Colombia", + "Republic of Ireland", + "Northern Ireland", + "Germany", + "Slovenia", + "Bosnia Herzegovina", + "Korea Republic", + "United States", + "England", + "Algeria", + "Austria", + "Denmark", + "Turkey", + "Canada", + "Norway", + "Belgium", + "Denmark", + "Australia", + "Spain", + "Republic of Ireland", + "Brazil", + "England", + "Norway", + "Italy", + "Brazil", + "Uruguay", + "Germany", + "India", + "Korea Republic", + "United States", + "Germany", + "Netherlands", + "Namibia", + "Belgium", + "Georgia", + "England", + "Austria", + "Australia", + "Colombia", + "Mali", + "Nigeria", + "Wales", + "Germany", + "Germany", + "Senegal", + "Argentina", + "Italy", + "Germany", + "Germany", + "Denmark", + "Belgium", + "Spain", + "Mexico", + "Saudi Arabia", + "Croatia", + "Germany", + "Iceland", + "Germany", + "Ghana", + "Argentina", + "Mali", + "Chile", + "Croatia", + "Spain", + "Turkey", + "Poland", + "China PR", + "England", + "Korea DPR", + "England", + "Saudi Arabia", + "Spain", + "Germany", + "Argentina", + "Republic of Ireland", + "Poland", + "Colombia", + "Italy", + "Belgium", + "Japan", + "Zambia", + "Germany", + "Montserrat", + "Poland", + "Korea Republic", + "England", + "Scotland", + "Germany", + "Switzerland", + "United States", + "Poland", + "Nigeria", + "Scotland", + "Australia", + "Japan", + "Sweden", + "Republic of Ireland", + "Germany", + "Gabon", + "Italy", + "Norway", + "Netherlands", + "Finland", + "Netherlands", + "Paraguay", + "Italy", + "England", + "France", + "Curacao", + "England", + "Algeria", + "England", + "United States", + "Brazil", + "Italy", + "Argentina", + "Germany", + "Australia", + "Korea Republic", + "France", + "Turkey", + "Ecuador", + "Colombia", + "Korea Republic", + "Denmark", + "United States", + "Austria", + "Colombia", + "Northern Ireland", + "United States", + "Spain", + "Spain", + "Ghana", + "Bulgaria", + "Poland", + "Spain", + "Switzerland", + "Norway", + "Germany", + "Spain", + "Sweden", + "Croatia", + "Spain", + "Spain", + "England", + "Germany", + "Austria", + "England", + "Turkey", + "France", + "England", + "Chile", + "Japan", + "Netherlands", + "Bolivia", + "England", + "England", + "Colombia", + "Colombia", + "Sweden", + "Germany", + "Argentina", + "United States", + "Canada", + "Chile", + "Bosnia Herzegovina", + "Uruguay", + "England", + "Korea Republic", + "Czech Republic", + "Austria", + "France", + "Nigeria", + "England", + "Denmark", + "Republic of Ireland", + "Germany", + "France", + "Germany", + "Slovakia", + "El Salvador", + "Spain", + "Montenegro", + "Brazil", + "Germany", + "Mexico", + "Canada", + "Brazil", + "England", + "Colombia", + "Spain", + "Cameroon", + "Spain", + "Chile", + "Argentina", + "Sweden", + "Brazil", + "England", + "Chile", + "Chile", + "United States", + "Poland", + "Republic of Ireland", + "Bosnia Herzegovina", + "England", + "Northern Ireland", + "England", + "Saudi Arabia", + "Canada", + "Netherlands", + "England", + "FYR Macedonia", + "Colombia", + "England", + "Chile", + "Nigeria", + "Chile", + "Switzerland", + "Wales", + "Guinea", + "Argentina", + "Suriname", + "Korea Republic", + "England", + "Spain", + "Germany", + "Colombia", + "Germany", + "Italy", + "China PR", + "Bosnia Herzegovina", + "Japan", + "Netherlands", + "Germany", + "United States", + "Netherlands", + "France", + "Italy", + "Korea Republic", + "Greece", + "Germany", + "Paraguay", + "France", + "Finland", + "Republic of Ireland", + "Italy", + "South Africa", + "Mexico", + "China PR", + "Austria", + "Finland", + "England", + "United States", + "Australia", + "Mali", + "Mexico", + "Argentina", + "Curacao", + "Sweden", + "England", + "Spain", + "Argentina", + "Germany", + "England", + "Tunisia", + "Austria", + "Mexico", + "England", + "Kenya", + "Colombia", + "France", + "Korea Republic", + "Morocco", + "Sweden", + "France", + "Argentina", + "Zimbabwe", + "Cape Verde", + "Senegal", + "Italy", + "Brazil", + "Spain", + "Spain", + "Belgium", + "France", + "Spain", + "Japan", + "Spain", + "Brazil", + "Poland", + "Norway", + "France", + "Denmark", + "Portugal", + "Colombia", + "Australia", + "Germany", + "Poland", + "Montenegro", + "China PR", + "Italy", + "Germany", + "Colombia", + "Congo", + "Scotland", + "Germany", + "Turkey", + "Germany", + "Chile", + "England", + "France", + "Australia", + "Sweden", + "Colombia", + "Germany", + "Sweden", + "Ivory Coast", + "Chile", + "Paraguay", + "Chile", + "Germany", + "Peru", + "Gambia", + "Austria", + "Argentina", + "Ecuador", + "Portugal", + "China PR", + "Germany", + "Norway", + "Norway", + "Bosnia Herzegovina", + "Slovenia", + "England", + "Germany", + "Mexico", + "Sweden", + "Saudi Arabia", + "France", + "Switzerland", + "Poland", + "Germany", + "Argentina", + "Mexico", + "Republic of Ireland", + "Ghana", + "Saudi Arabia", + "Korea Republic", + "Saudi Arabia", + "Chile", + "China PR", + "Venezuela", + "England", + "Sweden", + "Ivory Coast", + "France", + "England", + "Chile", + "Argentina", + "Denmark", + "Brazil", + "England", + "Italy", + "Paraguay", + "Austria", + "Argentina", + "Germany", + "New Zealand", + "Spain", + "Spain", + "Mexico", + "Korea Republic", + "Norway", + "Czech Republic", + "Saudi Arabia", + "Italy", + "Paraguay", + "Scotland", + "Poland", + "England", + "England", + "United States", + "Republic of Ireland", + "Germany", + "Spain", + "Colombia", + "Ukraine", + "Austria", + "Netherlands", + "Brazil", + "England", + "Portugal", + "Morocco", + "Spain", + "South Africa", + "England", + "France", + "England", + "Norway", + "Uruguay", + "Chile", + "Brazil", + "Germany", + "Uruguay", + "Morocco", + "Slovenia", + "Spain", + "Australia", + "England", + "France", + "Saudi Arabia", + "Austria", + "Colombia", + "Greece", + "Brazil", + "Brazil", + "Argentina", + "Germany", + "Netherlands", + "Spain", + "Australia", + "United States", + "Spain", + "Spain", + "England", + "Netherlands", + "France", + "France", + "Jamaica", + "Belgium", + "Argentina", + "Germany", + "Colombia", + "Argentina", + "England", + "Switzerland", + "Germany", + "Senegal", + "Austria", + "Scotland", + "United States", + "China PR", + "Brazil", + "Austria", + "Poland", + "Italy", + "Mexico", + "Argentina", + "Belgium", + "Costa Rica", + "England", + "United States", + "France", + "Spain", + "Poland", + "France", + "Argentina", + "Morocco", + "Spain", + "France", + "Korea Republic", + "Paraguay", + "Portugal", + "Greece", + "England", + "Norway", + "Argentina", + "Albania", + "Brazil", + "Argentina", + "Congo", + "England", + "Japan", + "Scotland", + "Argentina", + "Austria", + "England", + "England", + "England", + "Norway", + "Mexico", + "England", + "Republic of Ireland", + "Argentina", + "Colombia", + "Germany", + "Chile", + "England", + "Saudi Arabia", + "Korea Republic", + "Greece", + "Germany", + "Chile", + "Colombia", + "China PR", + "Italy", + "Portugal", + "Netherlands", + "Republic of Ireland", + "Denmark", + "England", + "England", + "Korea Republic", + "Argentina", + "Italy", + "United States", + "Spain", + "Norway", + "Republic of Ireland", + "Netherlands", + "Spain", + "Sweden", + "Benin", + "Wales", + "Nigeria", + "Argentina", + "Serbia", + "France", + "Slovakia", + "Norway", + "England", + "Netherlands", + "Saudi Arabia", + "Cameroon", + "Ecuador", + "France", + "Norway", + "Denmark", + "Portugal", + "France", + "France", + "Japan", + "Argentina", + "Ghana", + "Burkina Faso", + "England", + "Ghana", + "Japan", + "Spain", + "Denmark", + "Poland", + "Turkey", + "Spain", + "Germany", + "Azerbaijan", + "Argentina", + "Republic of Ireland", + "Paraguay", + "England", + "Paraguay", + "Japan", + "England", + "Spain", + "Denmark", + "England", + "Ukraine", + "Sweden", + "Togo", + "France", + "England", + "Romania", + "Japan", + "Denmark", + "France", + "England", + "Poland", + "England", + "Netherlands", + "Italy", + "Poland", + "Germany", + "France", + "Korea Republic", + "England", + "Mali", + "England", + "Israel", + "Saudi Arabia", + "England", + "Russia", + "Japan", + "China PR", + "Switzerland", + "Nigeria", + "England", + "Austria", + "England", + "Netherlands", + "Saudi Arabia", + "Denmark", + "South Africa", + "Brazil", + "Germany", + "Netherlands", + "China PR", + "Spain", + "France", + "Germany", + "Scotland", + "Republic of Ireland", + "Italy", + "Austria", + "Switzerland", + "England", + "DR Congo", + "Colombia", + "Belgium", + "Japan", + "Brazil", + "Switzerland", + "England", + "England", + "Denmark", + "Angola", + "DR Congo", + "Chile", + "Guinea Bissau", + "Wales", + "Norway", + "England", + "Switzerland", + "China PR", + "United States", + "Republic of Ireland", + "Netherlands", + "United States", + "New Zealand", + "Turkey", + "Colombia", + "Greece", + "England", + "Panama", + "Australia", + "Poland", + "England", + "Japan", + "France", + "France", + "England", + "Germany", + "Italy", + "Mexico", + "Italy", + "Korea Republic", + "Bolivia", + "Denmark", + "Argentina", + "Netherlands", + "China PR", + "Belgium", + "Republic of Ireland", + "Spain", + "Korea Republic", + "Germany", + "France", + "France", + "Mexico", + "Korea Republic", + "Germany", + "Italy", + "Algeria", + "United States", + "United States", + "England", + "United States", + "Belgium", + "England", + "Colombia", + "Ivory Coast", + "Germany", + "France", + "Japan", + "England", + "Sweden", + "Korea Republic", + "Switzerland", + "Scotland", + "Germany", + "England", + "Norway", + "Denmark", + "Burkina Faso", + "Cuba", + "Colombia", + "Germany", + "Wales", + "Mexico", + "France", + "Egypt", + "Germany", + "Korea Republic", + "Mexico", + "Brazil", + "Wales", + "Belgium", + "Japan", + "Germany", + "France", + "England", + "Italy", + "Germany", + "England", + "Germany", + "Poland", + "Spain", + "Austria", + "Germany", + "China PR", + "Germany", + "Japan", + "Netherlands", + "Argentina", + "Norway", + "Belgium", + "France", + "United States", + "Korea Republic", + "Madagascar", + "Spain", + "United States", + "Algeria", + "Norway", + "Japan", + "France", + "Senegal", + "Germany", + "South Africa", + "Burkina Faso", + "Italy", + "Korea Republic", + "England", + "England", + "Italy", + "Austria", + "Korea Republic", + "England", + "Japan", + "Colombia", + "Wales", + "France", + "Russia", + "Japan", + "Hungary", + "Portugal", + "Ghana", + "England", + "Japan", + "Korea Republic", + "Germany", + "Mexico", + "Portugal", + "United States", + "Finland", + "Italy", + "Spain", + "Netherlands", + "Ghana", + "Mexico", + "Netherlands", + "Japan", + "Japan", + "Venezuela", + "United States", + "Norway", + "Germany", + "Korea Republic", + "Italy", + "England", + "Moldova", + "Turkey", + "Japan", + "Austria", + "Argentina", + "Chile", + "England", + "England", + "Korea Republic", + "Argentina", + "Korea Republic", + "Netherlands", + "Norway", + "Saudi Arabia", + "South Africa", + "Finland", + "Guinea", + "England", + "Scotland", + "Poland", + "Switzerland", + "Colombia", + "Netherlands", + "Japan", + "England", + "Spain", + "Paraguay", + "Germany", + "United States", + "Spain", + "France", + "England", + "Sweden", + "Colombia", + "Japan", + "Uruguay", + "Germany", + "Colombia", + "Comoros", + "Spain", + "Uruguay", + "Armenia", + "Germany", + "England", + "Denmark", + "Italy", + "Netherlands", + "Spain", + "Canada", + "Wales", + "England", + "Italy", + "Belgium", + "England", + "United States", + "Japan", + "China PR", + "Norway", + "Italy", + "Uruguay", + "England", + "Portugal", + "United States", + "Spain", + "Bulgaria", + "England", + "Sweden", + "France", + "Norway", + "Sweden", + "Colombia", + "Sweden", + "China PR", + "Austria", + "Australia", + "France", + "Germany", + "United States", + "Spain", + "Italy", + "France", + "Guatemala", + "Colombia", + "Colombia", + "England", + "Italy", + "United States", + "Australia", + "Germany", + "Greece", + "Turkey", + "Turkey", + "England", + "Poland", + "Turkey", + "Belgium", + "Spain", + "United States", + "Peru", + "Sweden", + "Germany", + "Colombia", + "China PR", + "Spain", + "Hungary", + "Switzerland", + "Italy", + "Greece", + "Austria", + "England", + "United States", + "Senegal", + "England", + "Germany", + "Netherlands", + "Mexico", + "Ukraine", + "France", + "England", + "Norway", + "Spain", + "Australia", + "Spain", + "South Africa", + "Venezuela", + "Ghana", + "Denmark", + "Italy", + "Korea Republic", + "Argentina", + "Korea Republic", + "Croatia", + "Argentina", + "Bolivia", + "England", + "Saudi Arabia", + "England", + "Austria", + "Portugal", + "Germany", + "Switzerland", + "Colombia", + "England", + "England", + "England", + "Norway", + "Germany", + "Mexico", + "England", + "Ecuador", + "China PR", + "Colombia", + "Sweden", + "Switzerland", + "England", + "Germany", + "Mexico", + "Republic of Ireland", + "Spain", + "Mexico", + "Zimbabwe", + "Germany", + "Faroe Islands", + "Netherlands", + "Panama", + "Kosovo", + "Spain", + "Togo", + "Italy", + "France", + "Scotland", + "Northern Ireland", + "England", + "France", + "Republic of Ireland", + "Netherlands", + "Brazil", + "Argentina", + "Italy", + "Curacao", + "Scotland", + "Australia", + "Norway", + "Cameroon", + "England", + "Canada", + "Croatia", + "Italy", + "Australia", + "Switzerland", + "Ghana", + "Brazil", + "Norway", + "Sweden", + "Argentina", + "Colombia", + "Saudi Arabia", + "Belgium", + "Senegal", + "Sudan", + "Germany", + "Argentina", + "England", + "Northern Ireland", + "Republic of Ireland", + "United States", + "Italy", + "Korea Republic", + "Italy", + "Colombia", + "England", + "Italy", + "Germany", + "Netherlands", + "Burundi", + "Brazil", + "Netherlands", + "Chile", + "Japan", + "Germany", + "Poland", + "Germany", + "Poland", + "Canada", + "Germany", + "Australia", + "Italy", + "Germany", + "Chile", + "Guinea", + "England", + "Morocco", + "England", + "England", + "Sweden", + "Switzerland", + "Italy", + "United States", + "Brazil", + "Saudi Arabia", + "Japan", + "Colombia", + "Poland", + "Wales", + "Norway", + "Nigeria", + "Austria", + "Portugal", + "Poland", + "France", + "Cameroon", + "Saudi Arabia", + "Spain", + "Romania", + "Norway", + "Norway", + "Japan", + "Denmark", + "England", + "Romania", + "Switzerland", + "Belgium", + "Wales", + "Ghana", + "Republic of Ireland", + "England", + "Colombia", + "France", + "Japan", + "Colombia", + "Spain", + "Korea Republic", + "Sweden", + "Sweden", + "Nigeria", + "New Zealand", + "England", + "Germany", + "Argentina", + "Scotland", + "St Lucia", + "France", + "England", + "Colombia", + "Brazil", + "England", + "Turkey", + "England", + "Germany", + "Chile", + "Germany", + "Jamaica", + "Germany", + "United States", + "Austria", + "Ivory Coast", + "Greece", + "Brazil", + "England", + "Germany", + "France", + "Colombia", + "Saudi Arabia", + "England", + "Brazil", + "Sweden", + "Wales", + "Morocco", + "England", + "England", + "Poland", + "Italy", + "England", + "Chile", + "China PR", + "Mexico", + "Colombia", + "Belgium", + "Netherlands", + "Paraguay", + "Switzerland", + "Scotland", + "Senegal", + "United States", + "Italy", + "England", + "Mexico", + "Germany", + "Italy", + "Wales", + "Colombia", + "Italy", + "England", + "Austria", + "Uruguay", + "Iran", + "Republic of Ireland", + "United States", + "Germany", + "Turkey", + "Spain", + "Brazil", + "Greece", + "Italy", + "Chile", + "Mexico", + "China PR", + "Netherlands", + "Colombia", + "Argentina", + "England", + "Denmark", + "Nigeria", + "Italy", + "Italy", + "Argentina", + "United States", + "Spain", + "Germany", + "France", + "Germany", + "Japan", + "Ghana", + "Colombia", + "China PR", + "Argentina", + "Austria", + "Japan", + "United States", + "Spain", + "Spain", + "Nigeria", + "China PR", + "Poland", + "England", + "Croatia", + "Scotland", + "Senegal", + "Japan", + "Portugal", + "United States", + "Turkey", + "Sweden", + "England", + "China PR", + "Sweden", + "Albania", + "Brazil", + "Brazil", + "Germany", + "Japan", + "Austria", + "Germany", + "Japan", + "France", + "Netherlands", + "Spain", + "Greece", + "England", + "Brazil", + "Austria", + "Uruguay", + "England", + "Norway", + "Germany", + "United States", + "Turkey", + "Germany", + "Austria", + "Australia", + "Germany", + "Spain", + "England", + "France", + "Argentina", + "Brazil", + "Netherlands", + "Korea Republic", + "Nigeria", + "France", + "Germany", + "Colombia", + "Mexico", + "Germany", + "Colombia", + "Czech Republic", + "Sweden", + "France", + "Japan", + "Mexico", + "Poland", + "Japan", + "England", + "Austria", + "Poland", + "Australia", + "Poland", + "Spain", + "Bolivia", + "Austria", + "Poland", + "Brazil", + "Italy", + "France", + "England", + "United States", + "Brazil", + "Croatia", + "Chile", + "Korea Republic", + "Colombia", + "Chile", + "Poland", + "Austria", + "England", + "Cameroon", + "Australia", + "Denmark", + "Scotland", + "Denmark", + "Burkina Faso", + "Germany", + "Korea Republic", + "England", + "Austria", + "Italy", + "Germany", + "Korea Republic", + "Finland", + "Italy", + "Colombia", + "Brazil", + "Poland", + "Denmark", + "Japan", + "Argentina", + "Senegal", + "Belgium", + "Poland", + "Argentina", + "Brazil", + "Kosovo", + "Germany", + "Germany", + "Denmark", + "Norway", + "Scotland", + "Colombia", + "Korea Republic", + "Germany", + "United States", + "Nigeria", + "Germany", + "England", + "Germany", + "Romania", + "France", + "Iran", + "Austria", + "France", + "Scotland", + "United States", + "Germany", + "Sweden", + "Korea Republic", + "Argentina", + "England", + "England", + "Korea Republic", + "Japan", + "Norway", + "Australia", + "Madagascar", + "Zimbabwe", + "France", + "Turkey", + "England", + "Spain", + "England", + "Mexico", + "Chile", + "Spain", + "Korea Republic", + "Chile", + "Chile", + "Spain", + "Canada", + "Saudi Arabia", + "Argentina", + "Italy", + "Ecuador", + "United States", + "Republic of Ireland", + "Germany", + "Korea Republic", + "Ivory Coast", + "Republic of Ireland", + "Italy", + "Russia", + "Italy", + "Russia", + "Korea Republic", + "Austria", + "Denmark", + "Colombia", + "Belgium", + "Scotland", + "Denmark", + "Spain", + "Austria", + "Jamaica", + "Turkey", + "Norway", + "Argentina", + "Italy", + "Norway", + "United States", + "Jamaica", + "Spain", + "Congo", + "United States", + "Canada", + "Switzerland", + "Belgium", + "Mexico", + "Switzerland", + "Venezuela", + "Germany", + "Chile", + "Saudi Arabia", + "Republic of Ireland", + "Mexico", + "Italy", + "Germany", + "England", + "Spain", + "Australia", + "Venezuela", + "Romania", + "Portugal", + "Republic of Ireland", + "Scotland", + "Sweden", + "Mexico", + "Spain", + "Scotland", + "England", + "Mexico", + "Germany", + "Saudi Arabia", + "Croatia", + "England", + "France", + "Senegal", + "England", + "England", + "Uruguay", + "Montserrat", + "Panama", + "United States", + "Croatia", + "China PR", + "Argentina", + "France", + "France", + "England", + "Switzerland", + "Italy", + "Colombia", + "Albania", + "China PR", + "Chile", + "France", + "Germany", + "Croatia", + "Ivory Coast", + "Portugal", + "Panama", + "United States", + "Colombia", + "Brazil", + "England", + "England", + "Slovenia", + "England", + "Sweden", + "Germany", + "Germany", + "Republic of Ireland", + "Australia", + "Slovenia", + "Serbia", + "England", + "Saudi Arabia", + "Italy", + "Korea Republic", + "United States", + "Japan", + "England", + "Burkina Faso", + "China PR", + "Scotland", + "Japan", + "Japan", + "Ghana", + "England", + "Switzerland", + "Austria", + "Spain", + "England", + "Germany", + "Netherlands", + "China PR", + "Colombia", + "England", + "Spain", + "Switzerland", + "France", + "England", + "Republic of Ireland", + "El Salvador", + "England", + "Argentina", + "Netherlands", + "China PR", + "Turkey", + "Norway", + "England", + "England", + "Morocco", + "England", + "Spain", + "Argentina", + "Bosnia Herzegovina", + "England", + "Republic of Ireland", + "Germany", + "Slovakia", + "France", + "Spain", + "China PR", + "Serbia", + "England", + "Ghana", + "Republic of Ireland", + "Sweden", + "Argentina", + "Korea Republic", + "Finland", + "Spain", + "Iceland", + "Italy", + "Brazil", + "Belgium", + "England", + "France", + "Republic of Ireland", + "Finland", + "Colombia", + "Japan", + "Switzerland", + "Republic of Ireland", + "Sweden", + "France", + "Greece", + "France", + "Dominican Republic", + "Colombia", + "Argentina", + "Chile", + "Brazil", + "Germany", + "Saudi Arabia", + "Ivory Coast", + "Poland", + "England", + "Iceland", + "Germany", + "Venezuela", + "Germany", + "England", + "Senegal", + "Austria", + "Colombia", + "Italy", + "Italy", + "Mexico", + "Saudi Arabia", + "Wales", + "Hungary", + "Germany", + "Belgium", + "Colombia", + "Scotland", + "Portugal", + "Japan", + "Denmark", + "Honduras", + "Argentina", + "Germany", + "Australia", + "Poland", + "Argentina", + "Sweden", + "Tunisia", + "Argentina", + "France", + "Chile", + "Slovakia", + "England", + "Brazil", + "England", + "Denmark", + "England", + "Bolivia", + "United States", + "United States", + "England", + "Germany", + "England", + "Turkey", + "Belgium", + "Chile", + "Denmark", + "Japan", + "Argentina", + "Italy", + "Chile", + "Poland", + "Serbia", + "Ethiopia", + "Germany", + "Germany", + "Netherlands", + "Sweden", + "Korea Republic", + "Saudi Arabia", + "Colombia", + "Switzerland", + "England", + "Republic of Ireland", + "Nigeria", + "Denmark", + "Germany", + "Germany", + "Argentina", + "Brazil", + "Turkey", + "France", + "France", + "Brazil", + "Austria", + "Switzerland", + "Cameroon", + "Denmark", + "Saudi Arabia", + "Belgium", + "France", + "Spain", + "England", + "Austria", + "Austria", + "Norway", + "France", + 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"Italy", + "Colombia", + "United States", + "Brazil", + "England", + "New Zealand", + "Korea Republic", + "Spain", + "Italy", + "Spain", + "Algeria", + "Saudi Arabia", + "Japan", + "Norway", + "Ghana", + "France", + "Argentina", + "Sweden", + "England", + "Italy", + "Switzerland", + "Japan", + "Portugal", + "Spain", + "Australia", + "Japan", + "France", + "Germany", + "Colombia", + "Belgium", + "Saudi Arabia", + "Australia", + "Chile", + "Germany", + "Portugal", + "France", + "Korea Republic", + "Poland", + "Portugal", + "Switzerland", + "China PR", + "Wales", + "Spain", + "Northern Ireland", + "Poland", + "Colombia", + "Canada", + "Republic of Ireland", + "Puerto Rico", + "New Zealand", + "Spain", + "Scotland", + "Argentina", + "Spain", + "Saudi Arabia", + "England", + "Japan", + "England", + "Argentina", + "Switzerland", + "Sweden", + "United States", + "Germany", + "Japan", + "Scotland", + "Italy", + "Korea Republic", + "Japan", + "Sweden", + "Brazil", + "Denmark", + "Denmark", + "Austria", + "Morocco", + "Colombia", + "Belgium", + "Saudi Arabia", + "Japan", + "England", + "Uruguay", + "Austria", + "Spain", + "Tanzania", + "Australia", + "England", + "Republic of Ireland", + "Congo", + "Chile", + "Japan", + "United States", + "Austria", + "Poland", + "Korea Republic", + "United States", + "Denmark", + "Spain", + "Belgium", + "England", + "Cameroon", + "Colombia", + "Sweden", + "Italy", + "France", + "Mexico", + "Bosnia Herzegovina", + "Brazil", + "England", + "Australia", + "China PR", + "Japan", + "England", + "Ukraine", + "Brazil", + "Brazil", + "Spain", + "Germany", + "England", + "Belgium", + "China PR", + "England", + "Argentina", + "Saudi Arabia", + "Austria", + "Australia", + "Germany", + "Japan", + "England", + "Slovakia", + "Saudi Arabia", + "China PR", + "Australia", + "Sweden", + "Argentina", + "England", + "Grenada", + "England", + "Republic of Ireland", + "Mexico", + "Slovenia", + "Colombia", + "Uruguay", + "Spain", + "Denmark", + "Angola", + "Republic of Ireland", + "Italy", + "Slovakia", + "South Africa", + "Denmark", + "England", + "Argentina", + "Bolivia", + "Germany", + "England", + "Germany", + "England", + "Spain", + "Portugal", + "Poland", + "Brazil", + "Spain", + "Argentina", + "Sweden", + "Bolivia", + "Republic of Ireland", + "Armenia", + "France", + "DR Congo", + "Antigua & Barbuda", + "Belgium", + "Germany", + "Germany", + "Spain", + "South Africa", + "Colombia", + "Italy", + "United States", + "Denmark", + "Austria", + "Spain", + "China PR", + "Spain", + "Sweden", + "Argentina", + "Netherlands", + "Saudi Arabia", + "Netherlands", + "Poland", + "England", + "Russia", + "Argentina", + "Australia", + "Spain", + "Mexico", + "Germany", + "England", + "Colombia", + "Argentina", + "Chile", + "Sweden", + "Australia", + "Japan", + "Turkey", + "Cameroon", + "Kazakhstan", + "Colombia", + "Turkey", + "Italy", + "England", + "England", + "England", + "Colombia", + "Scotland", + "Austria", + "China PR", + "France", + "Australia", + "Saudi Arabia", + "Montenegro", + "Norway", + "Denmark", + "Saudi Arabia", + "Denmark", + "Slovakia", + "England", + "Chile", + "Germany", + "China PR", + "Sweden", + "Poland", + "Denmark", + "Korea Republic", + "Finland", + "England", + "El Salvador", + "England", + "Germany", + "Colombia", + "Denmark", + "Colombia", + "Sweden", + "Denmark", + "Spain", + "Germany", + "Saudi Arabia", + "France", + "Spain", + "Poland", + "Denmark", + "Japan", + "Colombia", + "England", + "United States", + "France", + "Senegal", + "England", + "Italy", + "Guinea Bissau", + "Japan", + "Spain", + "Denmark", + "Denmark", + "Poland", + "Japan", + "Chile", + "England", + "Korea Republic", + "Spain", + "Germany", + "France", + "France", + "Brazil", + "Italy", + "France", + "Turkey", + "Italy", + "Paraguay", + "Korea Republic", + "Colombia", + "Norway", + "Mexico", + "Republic of Ireland", + "Argentina", + "Poland", + "Austria", + "Ecuador", + "Germany", + "Iraq", + "Colombia", + "Chile", + "Argentina", + "Poland", + "Germany", + "France", + "Mexico", + "Czech Republic", + "Ghana", + "United States", + "United States", + "Germany", + "Croatia", + "Sweden", + "Mexico", + "Albania", + "Saudi Arabia", + "Germany", + "Northern Ireland", + "England", + "Argentina", + "Argentina", + "Germany", + "Belgium", + "FYR Macedonia", + "Republic of Ireland", + "Norway", + "United States", + "Slovenia", + "Japan", + "France", + "Morocco", + "Iceland", + "Korea Republic", + "Saudi Arabia", + "Germany", + "Norway", + "Korea Republic", + "Netherlands", + "Curacao", + "Austria", + "Sweden", + "Congo", + "Chile", + "England", + "England", + "United States", + "Senegal", + "Colombia", + "Italy", + "Republic of Ireland", + "Germany", + "France", + "United States", + "Japan", + "Colombia", + "Netherlands", + "Jamaica", + "Saudi Arabia", + "Japan", + "Republic of Ireland", + "Austria", + "Belgium", + "Korea Republic", + "Mexico", + "Slovakia", + "China PR", + "Jordan", + "Germany", + "Mexico", + "Germany", + "Spain", + "Nigeria", + "Korea Republic", + "France", + "Italy", + "Spain", + "Chile", + "England", + "England", + "Sweden", + "Germany", + "Chile", + "Korea Republic", + "Germany", + "United States", + "Lithuania", + "Republic of Ireland", + "Croatia", + "Paraguay", + "Australia", + "Austria", + "Korea Republic", + "Mexico", + "England", + "England", + "Korea Republic", + "Brazil", + "Germany", + "Norway", + "Norway", + "Colombia", + "Italy", + "Germany", + "Mexico", + "Austria", + "United States", + "Germany", + "England", + "Serbia", + "Spain", + "France", + "England", + "Albania", + "Saudi Arabia", + "England", + "Denmark", + "Cuba", + "Mexico", + "Norway", + "Belgium", + "England", + "United States", + "Japan", + "Wales", + "New Zealand", + "Germany", + "Congo", + "Norway", + "Germany", + "Germany", + "Belgium", + "Sweden", + "Germany", + "Spain", + "England", + "United States", + "Austria", + "Colombia", + "DR Congo", + "England", + "Sweden", + "England", + "Korea Republic", + "Spain", + "England", + "Argentina", + "Italy", + "Argentina", + "England", + "Spain", + "Austria", + "Spain", + "Germany", + "China PR", + "China PR", + "DR Congo", + "Spain", + "China PR", + "Chile", + "Saudi Arabia", + "Poland", + "Tunisia", + "Colombia", + "England", + "Norway", + "China PR", + "Argentina", + "England", + "Costa Rica", + "England", + "Turkey", + "China PR", + "Germany", + "Brazil", + "Germany", + "England", + "Benin", + "Korea Republic", + "Belgium", + "Turkey", + "Finland", + "Bolivia", + "Austria", + "Guinea Bissau", + "Gambia", + "Colombia", + "Argentina", + "Mexico", + "Wales", + "Brazil", + "Portugal", + "New Zealand", + "England", + "China PR", + "Austria", + "Germany", + "China PR", + "Mali", + "Argentina", + "Morocco", + "Germany", + "Italy", + "Germany", + "Bulgaria", + "Republic of Ireland", + "England", + "Colombia", + "Republic of Ireland", + "Brazil", + "Korea Republic", + "United States", + "Chile", + "England", + "England", + "Norway", + "Chile", + "Switzerland", + "Argentina", + "Italy", + "Austria", + "Japan", + "Estonia", + "Germany", + "Chile", + "Turkey", + "Argentina", + "Republic of Ireland", + "Norway", + "England", + "Bolivia", + "Germany", + "Argentina", + "Denmark", + "Saudi Arabia", + "Colombia", + "Scotland", + "Spain", + "Denmark", + "Korea Republic", + "Republic of Ireland", + "Germany", + "Bolivia", + "England", + "Korea Republic", + "Spain", + "India", + "Brazil", + "Republic of Ireland", + "England", + "Austria", + "Slovakia", + "Sweden", + "Austria", + "Colombia", + "Brazil", + "Rwanda", + "Norway", + "Australia", + "Sweden", + "Japan", + "Argentina", + "United States", + "Bermuda", + "England", + "China PR", + "Portugal", + "Nigeria", + "Colombia", + "China PR", + "Tunisia", + "Cameroon", + "Germany", + "England", + "Argentina", + "England", + "Turkey", + "Poland", + "Saudi Arabia", + "South Africa", + "Saudi Arabia", + "Italy", + "Republic of Ireland", + "Cameroon", + "England", + "Poland", + "Scotland", + "Germany", + "Republic of Ireland", + "England", + "Sweden", + "Uruguay", + "Uruguay", + "Japan", + "Japan", + "Mauritania", + "Germany", + "Norway", + "England", + "Senegal", + "China PR", + "England", + "Germany", + "Ivory Coast", + "France", + "Portugal", + "Brazil", + "Belgium", + "France", + "Switzerland", + "Italy", + "France", + "England", + "Saudi Arabia", + "Germany", + "China PR", + "England", + "Turkey", + "Norway", + "Kosovo", + "United States", + "Denmark", + "Sweden", + "Sweden", + "Netherlands", + "Switzerland", + "France", + "Germany", + "Venezuela", + "England", + "France", + "England", + "New Zealand", + "Germany", + "Spain", + "Brazil", + "France", + "Colombia", + "Sweden", + "China PR", + "Germany", + "Argentina", + "England", + "Germany", + "Denmark", + "China PR", + "Saudi Arabia", + "Sweden", + "Denmark", + "Croatia", + "Republic of Ireland", + "Guinea", + "Scotland", + "Germany", + "Saudi Arabia", + "Scotland", + "Germany", + "Turkey", + "Belgium", + "Netherlands", + "Brazil", + "Japan", + "Switzerland", + "Poland", + "Chile", + "Colombia", + "Mexico", + "Spain", + "Poland", + "Netherlands", + "Saudi Arabia", + "Poland", + "Ukraine", + "Wales", + "Turkey", + "Colombia", + "England", + "Germany", + "Turkey", + "Costa Rica", + "Australia", + "Spain", + "Australia", + "England", + "Finland", + "Austria", + "Scotland", + "Korea Republic", + "Chile", + "Poland", + "Norway", + "Republic of Ireland", + "Colombia", + "Korea Republic", + "Mexico", + "Spain", + "Spain", + "Venezuela", + "Netherlands", + "Spain", + "Syria", + "Switzerland", + "England", + "Brazil", + "Brazil", + "Argentina", + "Spain", + "Montserrat", + "Saudi Arabia", + "Korea Republic", + "Netherlands", + "Saudi Arabia", + "Germany", + "Germany", + "Northern Ireland", + "Bosnia Herzegovina", + "Germany", + "Japan", + "Guinea", + "Mexico", + "Germany", + "France", + "China PR", + "England", + "Japan", + "Ghana", + "Italy", + "Benin", + "Japan", + "England", + "Spain", + "France", + "Japan", + "France", + "Argentina", + "Australia", + "England", + "China PR", + "France", + "England", + "Argentina", + "Spain", + "Italy", + "Austria", + "Austria", + "Qatar", + "Germany", + "England", + "Germany", + "Belgium", + "Portugal", + "Denmark", + "Nigeria", + "Northern Ireland", + "Austria", + "Switzerland", + "Korea Republic", + "England", + "Saudi Arabia", + "India", + "France", + "Argentina", + "Venezuela", + "Cameroon", + "Eritrea", + "FYR Macedonia", + "Germany", + "Ivory Coast", + "England", + "Norway", + "Guyana", + "Japan", + "France", + "Norway", + "France", + "England", + "Spain", + "Argentina", + "Spain", + "Colombia", + "Senegal", + "Republic of Ireland", + "Republic of Ireland", + "Denmark", + "Republic of Ireland", + "Germany", + "Saudi Arabia", + "Ghana", + "Republic of Ireland", + "Germany", + "Portugal", + "Turkey", + "Cameroon", + "China PR", + "Kenya", + "Sweden", + "France", + "Germany", + "Argentina", + "Sweden", + "China PR", + "England", + "Italy", + "Sweden", + "Russia", + "Germany", + "England", + "Spain", + "Germany", + "France", + "Italy", + "Japan", + "Belgium", + "Ghana", + "Senegal", + "England", + "Germany", + "Germany", + "Italy", + "Belgium", + "Germany", + "Norway", + "Spain", + "Turkey", + "Mali", + "Australia", + "England", + "Germany", + "Spain", + "England", + "Germany", + "England", + "Sweden", + "England", + "Italy", + "Denmark", + "China PR", + "Republic of Ireland", + "England", + "Afghanistan", + "Croatia", + "Colombia", + "England", + "Colombia", + "England", + "Sweden", + "United States", + "United States", + "England", + "Austria", + "Australia", + "Finland", + "Belgium", + "Italy", + "Japan", + "Germany", + "Germany", + "China PR", + "Argentina", + "Chile", + "Argentina", + "Italy", + "France", + "Sierra Leone", + "Spain", + "China PR", + "Belgium", + "Argentina", + "France", + "Korea Republic", + "England", + "Japan", + "Colombia", + "England", + "Togo", + "Republic of Ireland", + "Brazil", + "Sudan", + "Bulgaria", + "Germany", + "Saudi Arabia", + "Poland", + "Germany", + "Italy", + "Cameroon", + "Argentina", + "Poland", + "Italy", + "Italy", + "Latvia", + "Sweden", + "Netherlands", + "Chile", + "Norway", + "Chile", + "Germany", + "Saudi Arabia", + "Brazil", + "Colombia", + "Chile", + "Japan", + "Austria", + "Norway", + "Northern Ireland", + "United States", + "Scotland", + "Japan", + "Poland", + "France", + "Spain", + "Germany", + "Germany", + "Spain", + "Denmark", + "Germany", + "Scotland", + "Norway", + "Norway", + "Germany", + "Saudi Arabia", + "Spain", + "Korea Republic", + "Germany", + "Brazil", + "Spain", + "Wales", + "England", + "Finland", + "Saudi Arabia", + "Spain", + "Germany", + "Denmark", + "Denmark", + "Italy", + "Luxembourg", + "Senegal", + "Germany", + "England", + "Germany", + "Scotland", + "England", + "Chile", + "France", + "Saudi Arabia", + "Paraguay", + "Madagascar", + "Portugal", + "Belgium", + "Argentina", + "Northern Ireland", + "Colombia", + 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"England", + "Saudi Arabia", + "England", + "Argentina", + "Mexico", + "Spain", + "China PR", + "Wales", + "Czech Republic", + "Portugal", + "Germany", + "Turkey", + "United States", + "Turkey", + "Brazil", + "Northern Ireland", + "Japan", + "Germany", + "Spain", + "Norway", + "Costa Rica", + "Brazil", + "Argentina", + "New Zealand", + "Spain", + "Brazil", + "Colombia", + "Germany", + "Germany", + "Brazil", + "Austria", + "England", + "England", + "Poland", + "Cameroon", + "Romania", + "Japan", + "Spain", + "Germany", + "Scotland", + "Netherlands", + "Finland", + "Korea Republic", + "Serbia", + "Germany", + "Mexico", + "Japan", + "Spain", + "Norway", + "Republic of Ireland", + "Spain", + "England", + "Japan", + "Turkey", + "Estonia", + "Chile", + "Sweden", + "Turkey", + "Chile", + "France", + "Austria", + "Scotland", + "Ghana", + "Norway", + "Colombia", + "Netherlands", + "Nigeria", + "Uruguay", + "Chile", + "Netherlands", + "Portugal", + "Republic of Ireland", + "England", + "Germany", + "Australia", + "Colombia", + "China PR", + "Spain", + "Venezuela", + "Germany", + "England", + "Italy", + "Spain", + "Uruguay", + "Spain", + "England", + "Denmark", + "England", + "France", + "Australia", + "Colombia", + "Scotland", + "France", + "Slovenia", + "England", + "Australia", + "England", + "Norway", + "Scotland", + "Netherlands", + "England", + "Germany", + "England", + "England", + "Republic of Ireland", + "Japan", + "Germany", + "England", + "Denmark", + "England", + "Argentina", + "France", + "Bulgaria", + "Sweden", + "Gabon", + "Venezuela", + "Australia", + "Germany", + "Saudi Arabia", + "Italy", + "Bosnia Herzegovina", + "Scotland", + "Korea Republic", + "England", + "France", + "England", + "China PR", + "China PR", + "Argentina", + "Brazil", + "England", + "United States", + "England", + "Korea Republic", + "France", + "Turkey", + "Ghana", + "France", + "Spain", + "Colombia", + "Australia", + "Greece", + "Poland", + "Korea Republic", + "United States", + 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+ "Germany", + "Poland", + "France", + "Korea Republic", + "Austria", + "Denmark", + "Argentina", + "Netherlands", + "Finland", + "Germany", + "England", + "Poland", + "England", + "Ukraine", + "France", + "Spain", + "Australia", + "Saudi Arabia", + "Saudi Arabia", + "Germany", + "Colombia", + "Colombia", + "Italy", + "Japan", + "Italy", + "Scotland", + "Spain", + "France", + "Sweden", + "China PR", + "England", + "Mexico", + "Denmark", + "England", + "Switzerland", + "Colombia", + "Japan", + "England", + "Denmark", + "Korea Republic", + "Mexico", + "Germany", + "Norway", + "Argentina", + "Netherlands", + "England", + "England", + "Saudi Arabia", + "Spain", + "Poland", + "Spain", + "China PR", + "England", + "Korea Republic", + "Italy", + "Australia", + "Colombia", + "Spain", + "Poland", + "Germany", + "England", + "Bosnia Herzegovina", + "Colombia", + "Belgium", + "Italy", + "United States", + "Netherlands", + "China PR", + "Colombia", + "Argentina", + "England", + "Finland", + 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"Wales", + "Poland", + "Colombia", + "Brazil", + "Netherlands", + "China PR", + "Brazil", + "Netherlands", + "Australia", + "Belgium", + "Poland", + "Sweden", + "England", + "FYR Macedonia", + "Nigeria", + "France", + "Denmark", + "Argentina", + "Spain", + "England", + "Colombia", + "Mexico", + "Senegal", + "China PR", + "Austria", + "Germany", + "England", + "Senegal", + "Argentina", + "Germany", + "Spain", + "Japan", + "Mexico", + "England", + "France", + "Germany", + "England", + "Saudi Arabia", + "Republic of Ireland", + "Japan", + "Japan", + "Austria", + "England", + "Brazil", + "Austria", + "Mexico", + "Germany", + "China PR", + "France", + "Republic of Ireland", + "Faroe Islands", + "England", + "Switzerland", + "China PR", + "Norway", + "Japan", + "Japan", + "France", + "Mexico", + "England", + "United States", + "United States", + "Argentina", + "Mexico", + "Chile", + "England", + "Austria", + "Sweden", + "Germany", + "England", + "Chile", + "Switzerland", + "France", + "Croatia", + "India", + "Spain", + "Paraguay", + "Spain", + "Senegal", + "Portugal", + "Zambia", + "Scotland", + "Sweden", + "Wales", + "Sweden", + "China PR", + "Germany", + "Senegal", + "Republic of Ireland", + "Germany", + "Spain", + "Argentina", + "Austria", + "Germany", + "Algeria", + "Wales", + "Denmark", + "England", + "England", + "England", + "China PR", + "DR Congo", + "Sweden", + "Saudi Arabia", + "France", + "Brazil", + "Germany", + "Saudi Arabia", + "France", + "China PR", + "England", + "Netherlands", + "Poland", + "Tanzania", + "Republic of Ireland", + "England", + "Colombia", + "Ghana", + "South Africa", + "Wales", + "Spain", + "France", + "Korea Republic", + "Norway", + "Germany", + "Saudi Arabia", + "Spain", + "Korea Republic", + "Mexico", + "France", + "England", + "Australia", + "France", + "Belgium", + "England", + "Argentina", + "Senegal", + "Republic of Ireland", + "England", + "England", + "Germany", + "Australia", + "Germany", + "France", + "Germany", + 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+ "Austria", + "Albania", + "England", + "United States", + "Uruguay", + "Japan", + "Mexico", + "Spain", + "Austria", + "Bolivia", + "Uruguay", + "Japan", + "Mauritania", + "Denmark", + "Thailand", + "Germany", + "France", + "Colombia", + "Mexico", + "England", + "China PR", + "Argentina", + "Lithuania", + "Scotland", + "Japan", + "Italy", + "Gambia", + "Sweden", + "Brazil", + "Germany", + "Netherlands", + "England", + "Sweden", + "Germany", + "France", + "Korea Republic", + "England", + "England", + "England", + "United States", + "Slovenia", + "Saudi Arabia", + "Jamaica", + "Chile", + "Austria", + "Serbia", + "France", + "Gabon", + "Austria", + "Japan", + "Japan", + "France", + "England", + "France", + "England", + "Canada", + "England", + "France", + "Spain", + "England", + "Republic of Ireland", + "Germany", + "Spain", + "Argentina", + "England", + "Denmark", + "France", + "France", + "Argentina", + "France", + "Sweden", + "England", + "Norway", + "United States", + "Sweden", + 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+ "Japan", + "Switzerland", + "Greece", + "Northern Ireland", + "Iceland", + "England", + "Norway", + "Korea Republic", + "China PR", + "Spain", + "Colombia", + "Austria", + "Germany", + "Scotland", + "England", + "Netherlands", + "Norway", + "Saudi Arabia", + "Colombia", + "Ghana", + "France", + "Estonia", + "Australia", + "Colombia", + "China PR", + "China PR", + "Poland", + "Germany", + "Japan", + "Denmark", + "Japan", + "Switzerland", + "Brazil", + "Germany", + "Korea Republic", + "Japan", + "Korea Republic", + "New Zealand", + "Northern Ireland", + "Belgium", + "Colombia", + "Spain", + "Korea Republic", + "Mexico", + "Sweden", + "Argentina", + "Argentina", + "Italy", + "Chile", + "United States", + "Madagascar", + "Iceland", + "England", + "Argentina", + "Germany", + "Germany", + "United States", + "Germany", + "Belgium", + "France", + "Turkey", + "Montenegro", + "England", + "Italy", + "England", + "Colombia", + "Korea Republic", + "Kosovo", + "Austria", + "Jamaica", + 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+ "England", + "Spain", + "Turkey", + "Japan", + "Austria", + "Spain", + "Italy", + "France", + "Saudi Arabia", + "Switzerland", + "Colombia", + "Argentina", + "France", + "Ghana", + "Germany", + "England", + "Germany", + "Sweden", + "Wales", + "France", + "Germany", + "China PR", + "China PR", + "Russia", + "Denmark", + "Poland", + "England", + "Argentina", + "Ivory Coast", + "Croatia", + "Germany", + "Ghana", + "Spain", + "Argentina", + "Spain", + "Scotland", + "Republic of Ireland", + "Norway", + "Canada", + "Germany", + "Switzerland", + "England", + "Japan", + "Slovenia", + "Belgium", + "Nigeria", + "Nigeria", + "Argentina", + "Belgium", + "Mexico", + "Turkey", + "Austria", + "Mexico", + "Poland", + "England", + "England", + "Saudi Arabia", + "Japan", + "Bosnia Herzegovina", + "Germany", + "Austria", + "Canada", + "Netherlands", + "England", + "Colombia", + "Spain", + "England", + "England", + "Belgium", + "Argentina", + "Italy", + "Argentina", + "Germany", + "Russia", + "France", 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"Chile", + "United States", + "England", + "Republic of Ireland", + "Scotland", + "Uruguay", + "France", + "Saudi Arabia", + "Australia", + "England", + "England", + "Saudi Arabia", + "Sweden", + "Saudi Arabia", + "Australia", + "Republic of Ireland", + "England", + "Colombia", + "Chile", + "England", + "China PR", + "Norway", + "Saudi Arabia", + "Spain", + "Saudi Arabia", + "England", + "United States", + "Argentina", + "Saudi Arabia", + "France", + "Sweden", + "Chile", + "Poland", + "Spain", + "Italy", + "Chile", + "Germany", + "Republic of Ireland", + "United States", + "Republic of Ireland", + "Poland", + "Saudi Arabia", + "England", + "England", + "Saudi Arabia", + "Saudi Arabia", + "Denmark", + "Republic of Ireland", + "Denmark", + "Brazil", + "England", + "Colombia", + "Denmark", + "England", + "France", + "Chile", + "Poland", + "Norway", + "Italy", + "England", + "Spain", + "Japan", + "Norway", + "England", + "Turkey", + "Sweden", + "Republic of Ireland", + "Saudi Arabia", + "Saudi Arabia", + "England", + "England", + "England", + "France", + "Japan", + "Chile", + "Switzerland", + "Czech Republic", + "England", + "Chile", + "Denmark", + "Poland", + "Turkey", + "England", + "Argentina", + "Switzerland", + "China PR", + "Nigeria", + "Switzerland", + "Northern Ireland", + "Sweden", + "Japan", + "Poland", + "Japan", + "England", + "Austria", + "Sweden", + "Japan", + "Republic of Ireland", + "Republic of Ireland", + "China PR", + "Denmark", + "Germany", + "Sweden", + "Republic of Ireland", + "England", + "United States", + "Spain", + "Chile", + "Northern Ireland", + "Republic of Ireland", + "Republic of Ireland", + "Argentina", + "England", + "Germany", + "England", + "Turkey", + "Korea Republic", + "Turkey", + "United States", + "India", + "Wales", + "Chile", + "Chile", + "France", + "Saudi Arabia", + "Colombia", + "Norway", + "Japan", + "Mexico", + "Turkey", + "Argentina", + "France", + "Republic of Ireland", + "England", + "Mexico", + "Japan", + "Japan", + 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"Chile", + "Austria", + "Belgium", + "Saudi Arabia", + "England", + "England", + "France", + "Poland", + "Mexico", + "England", + "China PR", + "Saudi Arabia", + "Colombia", + "China PR", + "Sweden", + "France", + "Germany", + "China PR", + "Poland", + "Netherlands", + "France", + "Poland", + "China PR", + "Poland", + "United States", + "Switzerland", + "France", + "England", + "England", + "Japan", + "Scotland", + "England", + "Poland", + "China PR", + "Netherlands", + "Japan", + "Finland", + "Austria", + "China PR", + "England", + "China PR", + "Nigeria", + "Venezuela", + "Poland", + "England", + "Germany", + "Senegal", + "Sweden", + "Germany", + "England", + "Colombia", + "France", + "England", + "Denmark", + "Spain", + "England", + "Colombia", + "Norway", + "Norway", + "Sweden", + "England", + "England", + "Sweden", + "Sweden", + "France", + "England", + "England", + "England", + "Australia", + "Colombia", + "Republic of Ireland", + "Germany", + "Republic of Ireland", + "England", + "Romania", + "Niger", + "Scotland", + "Colombia", + "Poland", + "Venezuela", + "Colombia", + "Sweden", + "Saudi Arabia", + "France", + "Scotland", + "Uganda", + "Italy", + "Sweden", + "England", + "Italy", + "Mexico", + "Denmark", + "Chile", + "England", + "England", + "England", + "Australia", + "Colombia", + "Ghana", + "England", + "Scotland", + "Romania", + "Chile", + "Saudi Arabia", + "England", + "England", + "England", + "England", + "Italy", + "England", + "Austria", + "Japan", + "England", + "Austria", + "Australia", + "Norway", + "Switzerland", + "Colombia", + "Poland", + "India", + "Japan", + "Scotland", + "Japan", + "Azerbaijan", + "Netherlands", + "Republic of Ireland", + "Scotland", + "England", + "Italy", + "Argentina", + "Mexico", + "Poland", + "Scotland", + "China PR", + "Australia", + "Argentina", + "Uruguay", + "Saudi Arabia", + "Mexico", + "England", + "England", + "England", + "Wales", + "Saudi Arabia", + "Austria", + "Saudi Arabia", + "Colombia", + "Norway", + 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+ "Switzerland", + "England", + "Japan", + "Finland", + "England", + "United States", + "Brazil", + "China PR", + "Poland", + "England", + "Australia", + "England", + "Turkey", + "Northern Ireland", + "Italy", + "England", + "Wales", + "Norway", + "Denmark", + "Japan", + "Scotland", + "Saudi Arabia", + "England", + "Australia", + "Sweden", + "Austria", + "Japan", + "Saudi Arabia", + "England", + "Republic of Ireland", + "England", + "Colombia", + "England", + "United States", + "England", + "China PR", + "Germany", + "Poland", + "Republic of Ireland", + "Austria", + "Ghana", + "Finland", + "Saudi Arabia", + "Switzerland", + "England", + "China PR", + "Poland", + "Republic of Ireland", + "Sweden", + "England", + "New Zealand", + "Colombia", + "Poland", + "Poland", + "China PR", + "Norway", + "Norway", + "Sweden", + "Switzerland", + "Poland", + "Saudi Arabia", + "Chile", + "Switzerland", + "England", + "China PR", + "France", + "Republic of Ireland", + "Sweden", + "England", + "Canada", 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FSV Mainz 05", + "Bournemouth", + "SC Braga", + "Spartak Moscow", + "Crystal Palace", + "RB Leipzig", + "Racing Club", + "Wolverhampton Wanderers", + "FC Porto", + "Borussia Mönchengladbach", + "Bournemouth", + "1. FC Köln", + "Arsenal", + "Tigres U.A.N.L.", + "Levante UD", + "Fulham", + "Crystal Palace", + "Torino", + "Hertha BSC", + "FC Barcelona", + "RB Leipzig", + "Napoli", + "Athletic Club de Bilbao", + "Everton", + "Sevilla FC", + "VfL Wolfsburg", + "Beşiktaş JK", + "Spartak Moscow", + "SV Werder Bremen", + "Southampton", + "TSG 1899 Hoffenheim", + "RCD Espanyol", + "VfL Wolfsburg", + "RB Leipzig", + "FC Augsburg", + "Manchester United", + "Fiorentina", + "Paris Saint-Germain", + "Sampdoria", + "RCD Espanyol", + "FC Nantes", + "Real Betis", + "AS Monaco", + "FC Schalke 04", + "Feyenoord", + "Club Brugge KV", + "Levante UD", + "Chelsea", + "Sevilla FC", + "FC Augsburg", + "Deportivo Alavés", + "Manchester City", + "Chelsea", + "Brighton & Hove Albion", + "Real Betis", + "FC Schalke 04", + "VfL Wolfsburg", + "FC Porto", + "FC Schalke 04", + "Bournemouth", + "Manchester United", + "Girona FC", + "Galatasaray SK", + "Fiorentina", + "Villarreal CF", + "Everton", + "Sevilla FC", + "SD Eibar", + "Shanghai SIPG FC", + "Guangzhou Evergrande Taobao FC", + "Burnley", + "Liverpool", + "Borussia Dortmund", + "Athletic Club de Bilbao", + "Burnley", + "Olympique Lyonnais", + "Leicester City", + "West Ham United", + "TSG 1899 Hoffenheim", + "Al Ahli", + "Valencia CF", + "Jiangsu Suning FC", + "PFC CSKA Moscow", + null, + "AS Saint-Étienne", + "Inter", + "VfB Stuttgart", + "Chelsea", + "Atlético Madrid", + "Galatasaray SK", + "Galatasaray SK", + "Leicester City", + "Galatasaray SK", + "Borussia Mönchengladbach", + "Sevilla FC", + "SC Freiburg", + "Napoli", + "Crystal Palace", + "Real Betis", + "AS Monaco", + "Jiangsu Suning FC", + "West Ham United", + "Fulham", + "Real Madrid", + "Getafe CF", + "Everton", + "Manchester United", + "PAOK", + "Napoli", + "Liverpool", + "Bournemouth", + "SV Werder Bremen", + "Southampton", + "Atalanta", + "Everton", + "SD Eibar", + "Burnley", + "Stade Rennais FC", + "Eintracht Frankfurt", + "Hebei China Fortune FC", + "Hertha BSC", + "Lokomotiv Moscow", + "Beşiktaş JK", + "Manchester United", + "Burnley", + "Racing Club", + "FC Augsburg", + "Trabzonspor", + "1. FSV Mainz 05", + "Arsenal", + "Medipol Başakşehir FK", + "Medipol Başakşehir FK", + "Real Betis", + "FC Porto", + "Fiorentina", + "SPAL", + "Borussia Dortmund", + "Portimonense SC", + "Eintracht Frankfurt", + "VfB Stuttgart", + "Fiorentina", + "Liverpool", + "SL Benfica", + "Internacional", + "Grêmio", + "Internacional", + "Atlético Mineiro", + "OGC Nice", + "Leicester City", + "SC Braga", + "Milan", + "Olympique Lyonnais", + "Roma", + "FC Porto", + "Olympiacos CFP", + "Club Atlético Huracán", + "River Plate", + "SV Werder Bremen", + "Kasimpaşa SK", + "TSG 1899 Hoffenheim", + "Real Madrid", + "Liverpool", + "Wolverhampton Wanderers", + "SD Eibar", + "SC Braga", + "Lazio", + "Getafe CF", + "FC Nantes", + "VfL Wolfsburg", + "Al Ahli", + "Club Brugge KV", + "Al Nassr", + "VfB Stuttgart", + "Everton", + "Newcastle United", + "FC Nantes", + "Getafe CF", + "Fiorentina", + "Independiente", + "Lazio", + "RC Celta", + "AS Monaco", + "SC Braga", + "Olympique Lyonnais", + "Athletic Club de Bilbao", + "Frosinone", + "AS Monaco", + "Napoli", + "Atalanta", + "Lazio", + "Atalanta", + "Boca Juniors", + "Boca Juniors", + "Girona FC", + "Spartak Moscow", + "Arsenal", + "Milan", + "FC Schalke 04", + "Hertha BSC", + "Southampton", + "Wolverhampton Wanderers", + "SC Braga", + "RC Celta", + "FC Augsburg", + "Inter", + "Girona FC", + "Sassuolo", + "RB Leipzig", + "River Plate", + "Querétaro", + "FC Porto", + "FC Schalke 04", + "Olympique de Marseille", + "Manchester United", + "Real Sociedad", + "Roma", + "SC Braga", + "Olympique Lyonnais", + "RB Leipzig", + "KRC Genk", + "VfL Wolfsburg", + "Juventus", + "RCD Espanyol", + "Napoli", + "Cagliari", + "Cagliari", + "Cagliari", + "Hannover 96", + "Stade Malherbe Caen", + "Wolverhampton Wanderers", + "FC Nantes", + "Godoy Cruz", + "Atlético Madrid", + "Toulouse Football Club", + "KRC Genk", + "RSC Anderlecht", + "Newcastle United", + "Huddersfield Town", + "Al Hilal", + "Villarreal CF", + "Sampdoria", + "Spartak Moscow", + "Hertha BSC", + "Sampdoria", + "Montpellier HSC", + "Huddersfield Town", + "AS Monaco", + "SD Eibar", + "Brighton & Hove Albion", + "Independiente", + "Deportivo Alavés", + "Sevilla FC", + "Southampton", + "West Ham United", + "Olympiacos CFP", + "CD Tondela", + "Newcastle United", + "Lokomotiv Moscow", + "Seattle Sounders FC", + "Beşiktaş JK", + "Boca Juniors", + "Hamburger SV", + "Toulouse Football Club", + "AS Saint-Étienne", + "Chelsea", + "FC Red Bull Salzburg", + "RCD Espanyol", + "Bayer 04 Leverkusen", + "Rio Ave FC", + "FC Girondins de Bordeaux", + "Montpellier HSC", + "Sporting CP", + "River Plate", + "Cruz Azul", + "Al Ahli", + "AS Saint-Étienne", + "Atalanta", + "Manchester City", + "Hebei China Fortune FC", + "Melbourne Victory", + null, + "Watford", + "Real Betis", + "RC Celta", + "Lazio", + "Sevilla FC", + "Burnley", + "Crystal Palace", + "Lokomotiv Moscow", + "Parma", + "Newcastle United", + "Spartak Moscow", + "Club Brugge KV", + "Beşiktaş JK", + "Beşiktaş JK", + "Bournemouth", + "Vissel Kobe", + "Torino", + "Deportivo Alavés", + "LA Galaxy", + "Southampton", + "SV Werder Bremen", + "Beijing Renhe FC", + "PSV", + "VfB Stuttgart", + "1. FSV Mainz 05", + "Borussia Mönchengladbach", + "Genoa", + "Toulouse Football Club", + "FC Augsburg", + "SL Benfica", + "SD Eibar", + "FC Basel 1893", + "Feyenoord", + "Al Wehda", + "Olympique de Marseille", + "BSC Young Boys", + "RCD Espanyol", + "Paris Saint-Germain", + "River Plate", + "PSV", + "Brighton & Hove Albion", + "Dynamo Kyiv", + "Stade Rennais FC", + "Borussia Mönchengladbach", + "KAA Gent", + "Tigres U.A.N.L.", + "Boca Juniors", + "Leicester City", + "Al Ittihad", + "Standard de Liège", + "Southampton", + "Watford", + "Newcastle United", + "Racing Club", + "Villarreal CF", + "Galatasaray SK", + "Olympique de Marseille", + "KRC Genk", + "Arsenal", + "SL Benfica", + "Getafe CF", + "Galatasaray SK", + "SC Freiburg", + "Bournemouth", + "Boca Juniors", + "Internacional", + "Beijing Sinobo Guoan FC", + "SD Eibar", + "Athletic Club de Bilbao", + "Brighton & Hove Albion", + "Everton", + "West Ham United", + "Roma", + "Portimonense SC", + "Borussia Mönchengladbach", + "Shanghai Greenland Shenhua FC", + "Colo-Colo", + "West Ham United", + null, + "Shakhtar Donetsk", + "Junior FC", + "Athletic Club de Bilbao", + "SC Braga", + "1. FC Köln", + "Arsenal", + "Deportivo Alavés", + "Girona FC", + "PAOK", + "Brighton & Hove Albion", + "Deportivo Alavés", + "Atlético Mineiro", + "Eintracht Frankfurt", + "Olympique de Marseille", + "West Bromwich Albion", + "Hertha BSC", + "Newcastle United", + "RCD Espanyol", + "Getafe CF", + "Ajax", + "Olympique Lyonnais", + "Sporting CP", + "RC Strasbourg Alsace", + "Trabzonspor", + "Milan", + "Chievo Verona", + "SL Benfica", + "Boca Juniors", + "SD Eibar", + "Dynamo Kyiv", + "Eintracht Frankfurt", + "Cagliari", + "Lokomotiv Moscow", + "Stade Rennais FC", + "AS Monaco", + "Torino", + "FC Porto", + "Göztepe SK", + "Deportivo Cali", + "Getafe CF", + "Beşiktaş JK", + "Stade Rennais FC", + "Torino", + null, + "Deportivo Toluca", + "Brighton & Hove Albion", + "Bologna", + "Southampton", + "Sampdoria", + "Boca Juniors", + "Borussia Dortmund", + "Lazio", + "Olympique Lyonnais", + "FC Barcelona", + null, + "Everton", + "Tigres U.A.N.L.", + "RCD Espanyol", + "Nagoya Grampus", + "Amiens SC", + "West Ham United", + "Tottenham Hotspur", + "Hannover 96", + "Montpellier HSC", + "Valencia CF", + "Getafe CF", + "Eintracht Frankfurt", + "Fulham", + "Changchun Yatai FC", + "Club Atlético Lanús", + "Medipol Başakşehir FK", + "Montpellier HSC", + "Athletic Club de Bilbao", + "Bournemouth", + "Ajax", + "Roma", + "FC Red Bull Salzburg", + "RCD Espanyol", + "Al Ahli", + "Lazio", + "West Ham United", + "SC Freiburg", + "RB Leipzig", + "FC Barcelona", + "Milan", + "Real Sociedad", + "Burnley", + "Botafogo", + "Bologna", + "PFC CSKA Moscow", + "TSG 1899 Hoffenheim", + "Medipol Başakşehir FK", + "LA Galaxy", + "PSV", + "Borussia Dortmund", + "Juventus", + "Bayer 04 Leverkusen", + "Brighton & Hove Albion", + "Parma", + "Club América", + "Udinese", + "VfB Stuttgart", + "Brighton & Hove Albion", + "Tigres U.A.N.L.", + "Southampton", + "Getafe CF", + "Borussia Mönchengladbach", + "Spartak Moscow", + "SL Benfica", + "Liverpool", + "RC Celta", + "Valencia CF", + "Hertha BSC", + "Bayer 04 Leverkusen", + "Villarreal CF", + "FC Girondins de Bordeaux", + "Milan", + "Genoa", + "OGC Nice", + "Jiangsu Suning FC", + "Lazio", + "Real Valladolid CF", + "Girona FC", + "Fiorentina", + "Everton", + "Trabzonspor", + "Burnley", + "CD Leganés", + "West Ham United", + "Southampton", + "Club Atlético Banfield", + "Chelsea", + "Bologna", + "Celtic", + "Fulham", + "Hertha BSC", + "Club Atlético Banfield", + "Udinese", + "Bologna", + "Borussia Dortmund", + "Independiente", + "Feyenoord", + "Deportivo Alavés", + "Lazio", + "RB Leipzig", + "Valencia CF", + "Vitória Guimarães", + "Changchun Yatai FC", + "Ajax", + "RCD Espanyol", + "Getafe CF", + "Watford", + "RC Celta", + "Paris Saint-Germain", + "Borussia Mönchengladbach", + "PSV", + "RB Leipzig", + "Sporting CP", + "OGC Nice", + "Levante UD", + "FC Nantes", + "Olympique de Marseille", + "SL Benfica", + "Bologna", + "Fenerbahçe SK", + "Olympique de Marseille", + null, + "Borussia Mönchengladbach", + "Eintracht Frankfurt", + "FC København", + "Club Brugge KV", + "VfL Wolfsburg", + "Eintracht Frankfurt", + "Bournemouth", + "SD Eibar", + "Tottenham Hotspur", + "BSC Young Boys", + "FC Augsburg", + "DC United", + "Dynamo Kyiv", + "Huddersfield Town", + "Eintracht Frankfurt", + "Al Hilal", + "UD Las Palmas", + "SV Werder Bremen", + "Galatasaray SK", + "Standard de Liège", + "Chievo Verona", + "Vitória Guimarães", + "Real Madrid", + "Bologna", + "Girona FC", + "Olympiacos CFP", + "Tottenham Hotspur", + "FC Schalke 04", + "Juventus", + "Real Sociedad", + "Burnley", + "West Ham United", + "Stade Rennais FC", + "Valencia CF", + "SC Braga", + "Napoli", + "Athletic Club de Bilbao", + "Olympiacos CFP", + "FC Girondins de Bordeaux", + "Deportivo de La Coruña", + "Real Valladolid CF", + "Chievo Verona", + "Sporting CP", + "Deportivo Alavés", + "Universidad Católica", + "Deportivo Alavés", + "FC Nantes", + "1. FSV Mainz 05", + "San Lorenzo de Almagro", + "Al Hilal", + "Rayo Vallecano", + "Cagliari", + "PSV", + "Santos", + "SD Eibar", + "TSG 1899 Hoffenheim", + "Monterrey", + "SC Braga", + "River Plate", + "Villarreal CF", + "Bayer 04 Leverkusen", + "Columbus Crew SC", + "Udinese", + "Brighton & Hove Albion", + "FC Porto", + "Bologna", + "FC Girondins de Bordeaux", + "Watford", + "Monterrey", + "Roma", + "Sevilla FC", + "FC Schalke 04", + "Wolverhampton Wanderers", + "Liverpool", + "Al Ittihad", + "Bayer 04 Leverkusen", + "SD Eibar", + "Everton", + "MKE Ankaragücü", + "Real Sociedad", + "Real Sociedad", + "West Bromwich Albion", + "Newcastle United", + "KAA Gent", + "RC Celta", + "San Lorenzo de Almagro", + "RC Celta", + "Shanghai SIPG FC", + "FC Nantes", + "Genoa", + "West Bromwich Albion", + "CD Leganés", + "Huddersfield Town", + "Guizhou Hengfeng FC", + "Swansea City", + "Girona FC", + "Fenerbahçe SK", + "Paris Saint-Germain", + "Udinese", + "SV Werder Bremen", + "Trabzonspor", + "FC Nantes", + "Paris Saint-Germain", + "Southampton", + "Hannover 96", + "Tianjin TEDA FC", + "VfL Wolfsburg", + "SL Benfica", + "Olympique Lyonnais", + "Borussia Dortmund", + "Sporting CP", + "Bologna", + "SL Benfica", + "Burnley", + "Chongqing Dangdai Lifan FC SWM Team", + "Sporting CP", + "Levante UD", + "Inter", + "Milan", + "Spartak Moscow", + "Watford", + "AEK Athens", + "Club América", + "SV Werder Bremen", + "Sampdoria", + "Real Betis", + "Inter", + "Dynamo Kyiv", + "Racing Club", + "Burnley", + "Al Taawoun", + "RCD Espanyol", + "SV Werder Bremen", + "Napoli", + "Standard de Liège", + "Newcastle United", + "Shakhtar Donetsk", + "Lazio", + "Atalanta", + "Amiens SC", + "Deportivo de La Coruña", + "Atalanta", + "Fiorentina", + "Melbourne City FC", + "West Ham United", + "Eintracht Frankfurt", + "Shakhtar Donetsk", + "Roma", + "Stade Rennais FC", + "Borussia Mönchengladbach", + null, + "Celtic", + "Deportivo Cali", + "West Ham United", + "SV Werder Bremen", + "Crystal Palace", + "Genoa", + "Monterrey", + "Rayo Vallecano", + "En Avant de Guingamp", + "Udinese", + "Cruzeiro", + "Cruzeiro", + "Boca Juniors", + "TSG 1899 Hoffenheim", + "Rayo Vallecano", + "Chelsea", + "Sassuolo", + "PAOK", + "Celtic", + "Beşiktaş JK", + "Bologna", + "Akhisar Belediyespor", + "Foggia", + "Newcastle United", + "Galatasaray SK", + "LOSC Lille", + "1. FC Nürnberg", + "AS Saint-Étienne", + "Tigres U.A.N.L.", + "Boca Juniors", + "Clube Sport Marítimo", + "OGC Nice", + "Manchester City", + "AS Saint-Étienne", + "Toronto FC", + "Real Sporting de Gijón", + "Girona FC", + "Racing Club", + "Fenerbahçe SK", + "Sampdoria", + "SL Benfica", + "Manchester United", + "Watford", + "Monterrey", + "AEK Athens", + "BB Erzurumspor", + "Chievo Verona", + "SPAL", + "Atalanta", + "Deportivo Alavés", + "SV Werder Bremen", + "Shandong Luneng TaiShan FC", + "Club Atlético Colón", + "Crystal Palace", + "Torino", + "Ajax", + "Bahia", + "Fulham", + "Torino", + "SPAL", + "Beşiktaş JK", + "Tottenham Hotspur", + "Olympique Lyonnais", + "Rayo Vallecano", + "Cagliari", + "Deportivo Toluca", + "Atlético Mineiro", + "Newcastle United", + "New York City FC", + "Levante UD", + "Milan", + "Stade Rennais FC", + "Newcastle United", + "Getafe CF", + "Leicester City", + "Watford", + "Shanghai Greenland Shenhua FC", + "Real Valladolid CF", + "Once Caldas", + "FC Basel 1893", + null, + "AEK Athens", + "Lazio", + "VfL Wolfsburg", + "FC Girondins de Bordeaux", + "Fenerbahçe SK", + "Beşiktaş JK", + "AEK Athens", + "Göztepe SK", + "SL Benfica", + "Genoa", + "Cruzeiro", + "FC Groningen", + "Montreal Impact", + "VfL Wolfsburg", + "TSG 1899 Hoffenheim", + "FC Basel 1893", + "Bahia", + "TSG 1899 Hoffenheim", + "Atalanta", + "Newcastle United", + "Toronto FC", + "Villarreal CF", + "Montpellier HSC", + "Stade Malherbe Caen", + "Feyenoord", + "Getafe CF", + "Portland Timbers", + "LOSC Lille", + "1. FSV Mainz 05", + "Amiens SC", + "Villarreal CF", + "CD Leganés", + "Spartak Moscow", + "Amiens SC", + "Fiorentina", + "Racing Club", + "Bayer 04 Leverkusen", + "Vitória Guimarães", + "FC Girondins de Bordeaux", + "Hertha BSC", + "Crystal Palace", + "BSC Young Boys", + "Angers SCO", + "Paraná", + "Villarreal CF", + "TSG 1899 Hoffenheim", + "Ajax", + "Brighton & Hove Albion", + "Hamburger SV", + "Spartak Moscow", + "Olympique Lyonnais", + "Tigres U.A.N.L.", + "Montpellier HSC", + "PSV", + "FC Augsburg", + "SPAL", + "Rayo Vallecano", + "FC Basel 1893", + "Stade Rennais FC", + "Stoke City", + "Guangzhou Evergrande Taobao FC", + "Sporting CP", + "Antalyaspor", + "Minnesota United FC", + "Southampton", + "RSC Anderlecht", + "PAOK", + "Club León", + "Empoli", + "FC Schalke 04", + "Fiorentina", + "Eintracht Frankfurt", + "Inter", + "VVV-Venlo", + "VfB Stuttgart", + "Independiente", + "Leeds United", + "Antalyaspor", + "Lokomotiv Moscow", + "RC Celta", + "Cruz Azul", + "Getafe CF", + "FC Bayern München", + "Viktoria Plzeň", + "RC Celta", + "Eintracht Frankfurt", + "1. FC Köln", + "Alanyaspor", + "Watford", + "CD Leganés", + "Spartak Moscow", + "Bournemouth", + "PAOK", + "Brighton & Hove Albion", + "Akhisar Belediyespor", + "TSG 1899 Hoffenheim", + "Frosinone", + "RCD Espanyol", + "SV Werder Bremen", + "Eintracht Frankfurt", + "Burnley", + "Southampton", + "Medipol Başakşehir FK", + "Fiorentina", + "Real Sociedad", + "Atlético Paranaense", + "Shanghai Greenland Shenhua FC", + "Botafogo", + "1. FC Köln", + "West Ham United", + "Torino", + "Derby County", + "Crystal Palace", + "Kawasaki Frontale", + "Cardiff City", + "RC Strasbourg Alsace", + "Aston Villa", + "PAOK", + "Swansea City", + "Celtic", + "PAOK", + "SPAL", + "Lazio", + "Hannover 96", + "Hamburger SV", + "Girona FC", + "Celtic", + "Valencia CF", + "Spartak Moscow", + "Guadalajara", + "KAA Gent", + "Montpellier HSC", + "West Ham United", + "Fluminense", + "Sevilla FC", + "Deportivo de La Coruña", + "Hannover 96", + "Lazio", + "Olympiacos CFP", + "Crystal Palace", + "Roma", + "Southampton", + "Arsenal", + "Sporting CP", + "Dijon FCO", + "Santos Laguna", + "Deportivo Alavés", + "Independiente", + "Trabzonspor", + "FC Girondins de Bordeaux", + "Málaga CF", + "1. FSV Mainz 05", + "Sampdoria", + "VfL Wolfsburg", + "KRC Genk", + "Real Betis", + "AS Saint-Étienne", + "Bologna", + "Levante UD", + "TSG 1899 Hoffenheim", + "Real Sociedad", + "MKE Ankaragücü", + "VfL Wolfsburg", + "Shandong Luneng TaiShan FC", + "West Bromwich Albion", + "RC Strasbourg Alsace", + "Leicester City", + "Fiorentina", + "Getafe CF", + "Roma", + "SV Werder Bremen", + "Paris Saint-Germain", + "Fenerbahçe SK", + "PAOK", + "SV Werder Bremen", + "AS Monaco", + "Vitória", + "Sampdoria", + "Çaykur Rizespor", + "Santos Laguna", + "CD Leganés", + "Sampdoria", + "AS Monaco", + "Medipol Başakşehir FK", + "Deportivo Alavés", + "U.N.A.M.", + "Nottingham Forest", + "Toronto FC", + "Ajax", + "Royal Antwerp FC", + "Angers SCO", + "CD Leganés", + "VfB Stuttgart", + "Independiente", + "Newcastle United", + "Club Tijuana", + "Hertha BSC", + "Levante UD", + "Sport Club do Recife", + "Racing Club", + "West Bromwich Albion", + "Real Salt Lake", + "SD Eibar", + "SPAL", + "Fenerbahçe SK", + "Vitória Guimarães", + "Seattle Sounders FC", + "Huddersfield Town", + "Hamburger SV", + "Stade Malherbe Caen", + "Seattle Sounders FC", + "KRC Genk", + "FC Basel 1893", + "West Ham United", + "Feyenoord", + "Bournemouth", + "Medipol Başakşehir FK", + "Bologna", + "SPAL", + "Udinese", + "SC Braga", + "AZ Alkmaar", + "Beşiktaş JK", + "AZ Alkmaar", + "Real Betis", + "Real Valladolid CF", + "Athletic Club de Bilbao", + "FC Girondins de Bordeaux", + "SD Eibar", + "Empoli", + "Bournemouth", + "FC Nantes", + "SK Slavia Praha", + "Feyenoord", + "Atlético Mineiro", + "Viktoria Plzeň", + "Willem II", + "Al Wehda", + "Deportivo Alavés", + "Middlesbrough", + "Dinamo Zagreb", + "Club Atlas", + "West Ham United", + "Olympique de Marseille", + "Granada CF", + "Lokomotiv Moscow", + "Girona FC", + "Shakhtar Donetsk", + "Royal Antwerp FC", + null, + "SC Braga", + "Athletic Club de Bilbao", + "Sporting CP", + "Nottingham Forest", + "Sydney FC", + "Deportivo Toluca", + "Antalyaspor", + "Hannover 96", + "Sporting Kansas City", + "SV Zulte-Waregem", + "Cruzeiro", + "Málaga CF", + "Brighton & Hove Albion", + "Napoli", + "Philadelphia Union", + "Toulouse Football Club", + "Dynamo Kyiv", + "Boca Juniors", + "Columbus Crew SC", + "Standard de Liège", + "U.N.A.M.", + "Levante UD", + "Villarreal CF", + "Real Oviedo", + "Stade Malherbe Caen", + "OGC Nice", + "Pachuca", + "Burnley", + "Olympique de Marseille", + "Vitória Guimarães", + "Udinese", + "Fenerbahçe SK", + "Boavista FC", + "Racing Club", + "RCD Espanyol", + "Genoa", + "Dijon FCO", + "RC Strasbourg Alsace", + "Olympique de Marseille", + "Parma", + "VfL Wolfsburg", + "RCD Espanyol", + "Independiente", + "Dinamo Zagreb", + "FC Schalke 04", + "RC Celta", + "CD Leganés", + "Watford", + "Sassuolo", + "Atiker Konyaspor", + "Angers SCO", + "Beşiktaş JK", + "RC Celta", + "Southampton", + "Kaizer Chiefs", + "Wolverhampton Wanderers", + "Levante UD", + "Vitória", + "Fenerbahçe SK", + "Wolverhampton Wanderers", + "Huddersfield Town", + "Chelsea", + "Hannover 96", + "Leicester City", + "Club Atlético Banfield", + "Cagliari", + "FC Basel 1893", + "1. FC Köln", + null, + "GD Chaves", + "FC Nantes", + "Empoli", + "Getafe CF", + "Eintracht Frankfurt", + "Genoa", + "Palermo", + "AS Saint-Étienne", + "Atlético Nacional", + "SC Braga", + "Borussia Mönchengladbach", + "1. FC Köln", + "Hannover 96", + "Paraná", + "Los Angeles FC", + "Parma", + "Puebla FC", + "VfL Wolfsburg", + "Monterrey", + "Leicester City", + "Perth Glory", + "OGC Nice", + "Guadalajara", + "Panathinaikos FC", + "Genoa", + "Southampton", + "Rayo Vallecano", + "FC Sion", + "Udinese", + "Vitória de Setúbal", + "Levante UD", + "Getafe CF", + "Angers SCO", + "Botafogo", + "Newcastle United", + "Atlanta United", + "Toulouse Football Club", + "Grêmio", + "PFC CSKA Moscow", + "América FC (Minas Gerais)", + "Shanghai SIPG FC", + "RCD Espanyol", + "Feyenoord", + "New York City FC", + "Galatasaray SK", + "New York Red Bulls", + "Santos", + "Club América", + "Girona FC", + "Chicago Fire", + "SPAL", + "Hannover 96", + "Club León", + "AS Monaco", + "Nottingham Forest", + "Brighton & Hove Albion", + "Shakhtar Donetsk", + "Club América", + "Al Shabab", + "AS Monaco", + "Galatasaray SK", + "Cruz Azul", + "Torino", + "RB Leipzig", + "Montpellier HSC", + "Club Atlético Colón", + "AS Saint-Étienne", + "Vitória", + "Udinese", + "Tigres U.A.N.L.", + "Olympiacos CFP", + "Tottenham Hotspur", + "Real Betis", + "Amiens SC", + "Internacional", + "Amiens SC", + "Club América", + "FC København", + "FC Red Bull Salzburg", + "PFC CSKA Moscow", + "Dynamo Kyiv", + "Feyenoord", + "Al Nassr", + "Sporting CP", + "Medipol Başakşehir FK", + "Cagliari", + "Guangzhou R&F; FC", + "Shakhtar Donetsk", + "PSV", + "RC Celta", + "Deportivo Alavés", + "Napoli", + "Sevilla FC", + "Monarcas Morelia", + "SC Braga", + "Roma", + "Sporting Kansas City", + "RB Leipzig", + "LA Galaxy", + "Albacete BP", + "FC Basel 1893", + "Burnley", + "Frosinone", + "Milan", + "Stoke City", + "Deportivo Cali", + "Lokomotiv Moscow", + "Fenerbahçe SK", + "Crystal Palace", + "VfB Stuttgart", + "CD Leganés", + "Brighton & Hove Albion", + "Alanyaspor", + "Levante UD", + "West Bromwich Albion", + "TSG 1899 Hoffenheim", + "Deportivo Cali", + "Al Nassr", + "Borussia Mönchengladbach", + "Derby County", + "Rangers FC", + "Olympiacos CFP", + "VfL Wolfsburg", + "Sparta Praha", + "Spartak Moscow", + "RB Leipzig", + "Philadelphia Union", + "Fluminense", + "Fulham", + "Vitória", + "Legia Warszawa", + "Los Angeles FC", + "PAOK", + "Urawa Red Diamonds", + "En Avant de Guingamp", + "Sassuolo", + "Levante UD", + "FC Bayern München", + "Rosario Central", + "Stade de Reims", + "Huddersfield Town", + "Angers SCO", + "Everton", + "Fenerbahçe SK", + "Feyenoord", + "Portimonense SC", + "Feyenoord", + null, + "Roma", + "Tigres U.A.N.L.", + "Vitória Guimarães", + "CD Leganés", + "RB Leipzig", + "Club América", + "Sassuolo", + "Empoli", + "Club Atlético Huracán", + "Real Valladolid CF", + "ADO Den Haag", + "Newcastle United", + "FC Red Bull Salzburg", + "Levante UD", + "LA Galaxy", + "MKE Ankaragücü", + "Chapecoense", + "Hannover 96", + "Real Sociedad", + "En Avant de Guingamp", + "Olympiacos CFP", + "FC Midtjylland", + "Eintracht Frankfurt", + "Athletic Club de Bilbao", + "Hertha BSC", + "Deportivo Alavés", + "Leeds United", + "San Jose Earthquakes", + "Al Taawoun", + "Cardiff City", + "RSC Anderlecht", + "SC Braga", + "Belgrano de Córdoba", + "RC Strasbourg Alsace", + "VfB Stuttgart", + "Stade de Reims", + "Angers SCO", + "Borussia Dortmund", + "Newcastle United", + "Napoli", + "KAA Gent", + "TSG 1899 Hoffenheim", + "Angers SCO", + "Torino", + "1. FC Nürnberg", + "LOSC Lille", + "FC Girondins de Bordeaux", + "Lokomotiv Moscow", + "RC Strasbourg Alsace", + "Leicester City", + "Bayer 04 Leverkusen", + "Brescia", + "UD Las Palmas", + "Celtic", + "Club América", + "Dynamo Kyiv", + "Cardiff City", + "Fulham", + "Stade Malherbe Caen", + "Sassuolo", + "Sporting CP", + "Sassuolo", + "Sassuolo", + "Fenerbahçe SK", + "LOSC Lille", + "AS Monaco", + "Melbourne Victory", + "Monterrey", + "SL Benfica", + "Chievo Verona", + "RC Celta", + "San Lorenzo de Almagro", + "Udinese", + "Aston Villa", + "FC Red Bull Salzburg", + "Southampton", + "PSV", + "Dijon FCO", + "Lazio", + "Deportivo Alavés", + "MKE Ankaragücü", + "Chongqing Dangdai Lifan FC SWM Team", + null, + "Eintracht Frankfurt", + "Kashima Antlers", + "Parma", + "Viktoria Plzeň", + null, + "Bournemouth", + "FC Augsburg", + "CD Leganés", + "Middlesbrough", + "RC Celta", + "Real Sociedad", + "SPAL", + "CD Leganés", + "Pachuca", + "PAOK", + "Boca Juniors", + "Vitória de Setúbal", + "Sporting CP", + "Deportivo de La Coruña", + "FC København", + "CD Everton de Viña del Mar", + "AZ Alkmaar", + "Fortuna Düsseldorf", + "SC Braga", + "En Avant de Guingamp", + "FC Porto", + "Çaykur Rizespor", + "Leicester City", + "RC Celta", + "Deportivo Alavés", + null, + "RB Leipzig", + "Fluminense", + null, + "Atiker Konyaspor", + "Atlético Nacional", + "SD Huesca", + "Deportivo Alavés", + "Pachuca", + "Trabzonspor", + "SC Freiburg", + "Sevilla FC", + "Athletic Club de Bilbao", + "Leicester City", + "Leicester City", + "Preston North End", + "SC Freiburg", + "Club Brugge KV", + "San Lorenzo de Almagro", + "Club Atlético Talleres", + "Atalanta", + "River Plate", + "En Avant de Guingamp", + "OGC Nice", + "Athletic Club de Bilbao", + "Borussia Mönchengladbach", + "Galatasaray SK", + "Benevento", + "Stade Rennais FC", + "Sassuolo", + "Independiente", + null, + "Bologna", + "SC Freiburg", + "Leicester City", + "Wolverhampton Wanderers", + "Hertha BSC", + "Stade Rennais FC", + "Huddersfield Town", + "PFC CSKA Moscow", + "Levante UD", + "Wolverhampton Wanderers", + "Vitesse", + "Vitória Guimarães", + "Burnley", + "OGC Nice", + "Bournemouth", + "Botafogo", + "SPAL", + "CD Leganés", + "Celtic", + "Leicester City", + "Gimnasia y Esgrima La Plata", + "Villarreal CF", + "GD Chaves", + "Rio Ave FC", + "Fortuna Düsseldorf", + "FC Porto", + "FC Nantes", + "Fulham", + "Everton", + "Club Atlético Talleres", + "River Plate", + "Genoa", + "Houston Dynamo", + "Club Necaxa", + "Club Tijuana", + "Norwich City", + "FC Girondins de Bordeaux", + "Dijon FCO", + "Beşiktaş JK", + "Dynamo Kyiv", + "Hertha BSC", + "Deportivo Toluca", + "Sporting Kansas City", + "Feyenoord", + "Bournemouth", + "1. FC Köln", + "Crystal Palace", + "Sporting CP", + "Watford", + "Real Sociedad", + "AS Monaco", + "Crystal Palace", + "Aston Villa", + "Tigres U.A.N.L.", + "Eintracht Frankfurt", + "Spartak Moscow", + "Holstein Kiel", + "Alanyaspor", + "Monterrey", + "Changchun Yatai FC", + "Tottenham Hotspur", + "Colo-Colo", + "Ettifaq FC", + "Bayer 04 Leverkusen", + "SD Huesca", + "SL Benfica", + "Real Sociedad", + "Boca Juniors", + "Kayserispor", + "Club Brugge KV", + "Fluminense", + "En Avant de Guingamp", + "Alanyaspor", + "Dijon FCO", + "Shanghai Greenland Shenhua FC", + "Philadelphia Union", + "PAOK", + "Vitória Guimarães", + "Göztepe SK", + "Deportivo de La Coruña", + "Montpellier HSC", + "Athletic Club de Bilbao", + "Montreal Impact", + "Club Brugge KV", + "Standard de Liège", + "Atlanta United", + "SD Eibar", + "Olympique Lyonnais", + "1. FC Heidenheim 1846", + "Al Hilal", + "Getafe CF", + "SK Slavia Praha", + "SC Freiburg", + "Vitesse", + "Leeds United", + "West Bromwich Albion", + "Rayo Vallecano", + "Cruz Azul", + "Olympiacos CFP", + "Independiente", + null, + "Celtic", + "Bologna", + "Racing Club", + "Al Nassr", + "Feyenoord", + "Brentford", + "Atlético Paranaense", + "U.N.A.M.", + "Fiorentina", + "Monarcas Morelia", + "Clube Sport Marítimo", + "1. FC Köln", + "Olympiacos CFP", + "Yeni Malatyaspor", + null, + "Deportivo de La Coruña", + "Eintracht Frankfurt", + "Club Brugge KV", + "Lobos BUAP", + "Empoli", + "Real Sociedad", + "Bologna", + "Viktoria Plzeň", + "Colo-Colo", + "Amiens SC", + "SK Slavia Praha", + "Sporting Kansas City", + "Parma", + "Fiorentina", + "Fenerbahçe SK", + "Leeds United", + "Grêmio", + "Rangers FC", + "Aston Villa", + "Bursaspor", + "Rayo Vallecano", + "FC Nantes", + "Vitesse", + "PAOK", + "VfL Wolfsburg", + "Standard de Liège", + "Cardiff City", + "Santos", + "Santos Laguna", + "SC Braga", + "Galatasaray SK", + "Al Wehda", + "CD Leganés", + "Newcastle United", + "Rangers FC", + "PAOK", + "Valencia CF", + "Real Sporting de Gijón", + "Club Atlético Colón", + "Dinamo Zagreb", + "Girona FC", + "Middlesbrough", + "VfB Stuttgart", + "FC Augsburg", + "River Plate", + "Ceará Sporting Club", + "Sheffield United", + "FC Ingolstadt 04", + "Newcastle United", + "AS Monaco", + "Vitesse", + "Estudiantes de La Plata", + "AIK", + "Amiens SC", + "Rangers FC", + "Queens Park Rangers", + "Boca Juniors", + "Cagliari", + "Fenerbahçe SK", + "Spartak Moscow", + "Dynamo Kyiv", + "Frosinone", + "Internacional", + "Suwon Samsung Bluewings", + "Al Hilal", + "Frosinone", + "Huddersfield Town", + "Everton", + "AZ Alkmaar", + "Newcastle United", + "Seattle Sounders FC", + "Grêmio", + "Celtic", + "Kaizer Chiefs", + "Atiker Konyaspor", + "Stade Malherbe Caen", + "Hamburger SV", + "FC Porto", + "Cardiff City", + "Heart of Midlothian", + "VfB Stuttgart", + "Leeds United", + "Rayo Vallecano", + "New York Red Bulls", + "Olympique de Marseille", + "New York Red Bulls", + "Monterrey", + "En Avant de Guingamp", + "Trabzonspor", + "Sporting Kansas City", + "Bologna", + "Reading", + "FC Dallas", + "Villarreal CF", + "Club Brugge KV", + "Galatasaray SK", + "UD Las Palmas", + "Rayo Vallecano", + "Chievo Verona", + "Aston Villa", + "Heracles Almelo", + "Botafogo", + "Portland Timbers", + "Lokomotiv Moscow", + "Middlesbrough", + "Al Ahli", + "Querétaro", + "Chapecoense", + "Wolverhampton Wanderers", + "Club Atlético Colón", + "FC Midtjylland", + null, + "Ceará Sporting Club", + "RSC Anderlecht", + "Los Angeles FC", + "Fluminense", + "1. FSV Mainz 05", + "Lazio", + "Borussia Mönchengladbach", + "Udinese", + "Boca Juniors", + "Vitória Guimarães", + "Club Atlético Banfield", + "Göztepe SK", + "FC Dallas", + "Trabzonspor", + "SD Huesca", + "Levante UD", + "América FC (Minas Gerais)", + "Real Valladolid CF", + "Brentford", + "Santos Laguna", + "RC Celta", + "Valencia CF", + "Al Wehda", + "Santos Laguna", + "Stade de Reims", + "Getafe CF", + "Bursaspor", + "Venezia FC", + "Chicago Fire", + "Fluminense", + "Cagliari", + "CD Lugo", + "SV Werder Bremen", + "Henan Jianye FC", + "Orlando City SC", + "CA Osasuna", + "Real Salt Lake", + "Fulham", + "AS Monaco", + "NAC Breda", + "FC Porto", + "Vitória Guimarães", + "RCD Espanyol", + "Parma", + "FC Porto", + "En Avant de Guingamp", + "Grêmio", + "Sampdoria", + "Olympiacos CFP", + "Vitória", + "Montreal Impact", + "Livorno", + "Boca Juniors", + "Levante UD", + "Vitória", + "PSV", + "LOSC Lille", + "Sport Club do Recife", + "Sassuolo", + "1. FSV Mainz 05", + "Toulouse Football Club", + "Club Atlético Huracán", + "Shakhtar Donetsk", + "Watford", + "Chievo Verona", + "Montreal Impact", + null, + "Universidad de Chile", + "Sport Club do Recife", + "Guangzhou R&F; FC", + "Borussia Dortmund", + "Chapecoense", + "Toulouse Football Club", + "Internacional", + "Monarcas Morelia", + "Atlético Paranaense", + "Sassuolo", + "Palermo", + "Brøndby IF", + "VfL Wolfsburg", + "Brighton & Hove Albion", + "AEK Athens", + "FC Schalke 04", + "Puebla FC", + "VfL Wolfsburg", + "Grêmio", + "Real Sporting de Gijón", + "RSC Anderlecht", + "Stoke City", + "Shakhtar Donetsk", + "Palermo", + "Club Tijuana", + "SL Benfica", + "Swansea City", + "Torino", + "New York Red Bulls", + null, + "Aberdeen", + "Foggia", + "RB Leipzig", + "Cardiff City", + "1. FC Köln", + "Botafogo", + "Hamburger SV", + "Monterrey", + "RCD Espanyol", + "Tigres U.A.N.L.", + "FC Girondins de Bordeaux", + "SC Braga", + "Aston Villa", + "Club América", + "Montpellier HSC", + "U.N.A.M.", + "Deportivo Toluca", + "Trabzonspor", + "Medipol Başakşehir FK", + "Cruz Azul", + "Kayserispor", + "Urawa Red Diamonds", + "Bournemouth", + "Celtic", + "Bologna", + "Atlético Nacional", + "Deportivo Cali", + "Club América", + "Rayo Vallecano", + "Sporting CP", + "Chievo Verona", + "Medipol Başakşehir FK", + "Atlético Paranaense", + "Hannover 96", + "Stoke City", + "Boavista FC", + "Defensa y Justicia", + "Stoke City", + "PSV", + "Rayo Vallecano", + "Paraná", + "Kayserispor", + "Leicester City", + "SL Benfica", + "Huddersfield Town", + "Tottenham Hotspur", + "San Lorenzo de Almagro", + "Watford", + "VfL Wolfsburg", + "Universidad de Chile", + "West Bromwich Albion", + "Panathinaikos FC", + "Internacional", + "KRC Genk", + "RCD Espanyol", + "Stoke City", + "SD Huesca", + null, + "Girona FC", + "Real Sociedad", + "Genoa", + "AZ Alkmaar", + "FC Basel 1893", + "Sporting Kansas City", + "1. FC Nürnberg", + "Puebla FC", + "Málaga CF", + "Atlético Tucumán", + "Atiker Konyaspor", + "Watford", + "Club Brugge KV", + "SK Slavia Praha", + "Stade Rennais FC", + null, + "PAOK", + "Sampdoria", + "SD Eibar", + "1. FSV Mainz 05", + "Medipol Başakşehir FK", + "Dynamo Kyiv", + "AZ Alkmaar", + "Udinese", + "FC Basel 1893", + "LOSC Lille", + "Dynamo Kyiv", + "RSC Anderlecht", + "Sevilla FC", + "Clube Sport Marítimo", + "Dinamo Zagreb", + "Olympiacos CFP", + "Brighton & Hove Albion", + "Eintracht Frankfurt", + "FC Girondins de Bordeaux", + "UD Las Palmas", + "Rangers FC", + "FC Schalke 04", + "Club León", + "Watford", + "Cardiff City", + "TSG 1899 Hoffenheim", + "Blackburn Rovers", + "1. FC Nürnberg", + "Norwich City", + "GD Chaves", + "Spartak Moscow", + "SV Darmstadt 98", + "Tigres U.A.N.L.", + "Fenerbahçe SK", + "CD Leganés", + null, + "Chievo Verona", + "PSV", + "Fortuna Düsseldorf", + "Moreirense FC", + "Boavista FC", + "Liverpool", + "Junior FC", + "River Plate", + "Genoa", + "Dynamo Kyiv", + "UD Las Palmas", + "Lokomotiv Moscow", + "Nottingham Forest", + null, + "SK Slavia Praha", + "LOSC Lille", + "Sanfrecce Hiroshima", + "CD Numancia", + "Guadalajara", + "Shandong Luneng TaiShan FC", + "FC København", + "Fulham", + "Stoke City", + "Fulham", + "KV Oostende", + "Fulham", + "Toulouse Football Club", + "SV Darmstadt 98", + "Chievo Verona", + "Wolverhampton Wanderers", + "SC Freiburg", + "Club Brugge KV", + "Kayserispor", + "AEK Athens", + "En Avant de Guingamp", + "SPAL", + "Watford", + "Fiorentina", + "Spartak Moscow", + "Watford", + "Aston Villa", + "Montpellier HSC", + "Royal Antwerp FC", + null, + "PSV", + "FC Utrecht", + "Royal Antwerp FC", + "Bournemouth", + "Columbus Crew SC", + "Borussia Dortmund", + "Tianjin TEDA FC", + "Cardiff City", + null, + "Bahia", + "Watford", + "Vancouver Whitecaps FC", + "Santos Laguna", + "FC Schalke 04", + "Fenerbahçe SK", + "En Avant de Guingamp", + "Milan", + "Odense Boldklub", + "SC Heerenveen", + "Grêmio", + "Independiente", + "Girona FC", + "VfL Wolfsburg", + "Rosario Central", + "Aston Villa", + "Fenerbahçe SK", + "Rayo Vallecano", + "Burnley", + "Racing Club de Lens", + "Real Sporting de Gijón", + "SL Benfica", + "Shakhtar Donetsk", + "Alanyaspor", + "Deportivo Alavés", + "Orlando City SC", + "Independiente Santa Fe", + "Beijing Renhe FC", + "Sporting de Charleroi", + "Millonarios FC", + "Club América", + "Udinese", + "Bahia", + "Sheffield Wednesday", + "Philadelphia Union", + "Stade de Reims", + "Çaykur Rizespor", + "1. FSV Mainz 05", + "Chicago Fire", + "Amiens SC", + "Real Salt Lake", + "Southampton", + "Vitesse", + "SD Huesca", + "SC Braga", + "Palermo", + "SC Freiburg", + "Sporting CP", + "Pachuca", + "Perugia", + "Hannover 96", + "Boca Juniors", + "Rayo Vallecano", + "Huddersfield Town", + "Kayserispor", + "Stoke City", + "Independiente", + "1. FC Nürnberg", + "Once Caldas", + "Sporting CP", + "Real Madrid", + null, + "Feyenoord", + "Daegu FC", + "Dijon FCO", + "Internacional", + "Standard de Liège", + "SD Huesca", + "Vélez Sarsfield", + "FC Schalke 04", + "Southampton", + "Fenerbahçe SK", + "Vitória Guimarães", + "Fulham", + "Al Wehda", + "Real Valladolid CF", + "Burnley", + "Burnley", + "Dynamo Kyiv", + "Racing Club", + "1. FC Köln", + "Eintracht Frankfurt", + "Stoke City", + "MKE Ankaragücü", + "Estudiantes de La Plata", + "Viktoria Plzeň", + "Sampdoria", + "RC Celta", + "Godoy Cruz", + "Rosario Central", + "Grasshopper Club Zürich", + "Independiente", + "Angers SCO", + "Sivasspor", + "Nîmes Olympique", + "Henan Jianye FC", + "Kasimpaşa SK", + "Bournemouth", + "SV Darmstadt 98", + "Angers SCO", + "Rosenborg BK", + "FC København", + "Universidad Católica", + "CD Leganés", + "FC Ingolstadt 04", + "Dijon FCO", + "Vancouver Whitecaps FC", + "SK Sturm Graz", + "Manchester United", + "Universidad de Chile", + "FC Red Bull Salzburg", + "Real Valladolid CF", + "UD Las Palmas", + "FC Metz", + "CD Universidad de Concepción", + "Rosario Central", + "Sparta Praha", + "Olympique de Marseille", + "Swansea City", + "Stoke City", + "Fulham", + "CD Tondela", + "SC Braga", + "Club León", + "1. FC Nürnberg", + "Spartak Moscow", + "GD Chaves", + "Bursaspor", + "Levante UD", + "Málaga CF", + "FC Porto", + "Rosario Central", + "Hellas Verona", + "Crystal Palace", + "Parma", + "Kayserispor", + "Inter", + "Guangzhou R&F; FC", + "Brisbane Roar", + "CD Feirense", + "OGC Nice", + "Angers SCO", + "Frosinone", + "Rayo Vallecano", + "Monterrey", + "Grêmio", + "Querétaro", + "FC Augsburg", + "Vitória Guimarães", + "SD Huesca", + "Girona FC", + "Leeds United", + "En Avant de Guingamp", + "Southampton", + "AZ Alkmaar", + "UD Las Palmas", + "Legia Warszawa", + "Brighton & Hove Albion", + "Dijon FCO", + "Celtic", + "Hull City", + "Deportivo de La Coruña", + "Galatasaray SK", + "Sivasspor", + "Waasland-Beveren", + "Málaga CF", + "SV Werder Bremen", + "Empoli", + "Huddersfield Town", + "Neuchâtel Xamax", + "Hamburger SV", + "Villarreal CF", + "Real Sporting de Gijón", + "Portimonense SC", + "Colo-Colo", + "Chievo Verona", + "Atlético Nacional", + "Real Zaragoza", + "CD Aves", + "BSC Young Boys", + "FC Nantes", + "Wolverhampton Wanderers", + "Club Necaxa", + "Millwall", + "Sivasspor", + "Unión de Santa Fe", + "Club Tijuana", + "KAA Gent", + "Hannover 96", + "Vitesse", + "1. FC Nürnberg", + "Racing Club", + "Derby County", + "Middlesbrough", + "Kawasaki Frontale", + "RC Strasbourg Alsace", + "AZ Alkmaar", + "KAS Eupen", + "Eintracht Frankfurt", + "Bahia", + "Cádiz CF", + "Colo-Colo", + null, + "CD Aves", + "Akhisar Belediyespor", + "Huddersfield Town", + "Junior FC", + "Crystal Palace", + "FC Schalke 04", + "FC Tokyo", + "CD Tenerife", + "Rayo Vallecano", + "América FC (Minas Gerais)", + "BSC Young Boys", + "Portland Timbers", + "Göztepe SK", + "Monterrey", + "1. FC Union Berlin", + "Independiente", + "West Bromwich Albion", + "Atlético Mineiro", + "Al Fayha", + "AEK Athens", + "West Ham United", + "1. FC Nürnberg", + "Fortuna Düsseldorf", + "Atlético Paranaense", + null, + "1. FC Köln", + "Bournemouth", + "Al Ahli", + "Club Tijuana", + "Feyenoord", + "Moreirense FC", + "Dijon FCO", + null, + "Olympique de Marseille", + "AJ Auxerre", + "Fiorentina", + "Middlesbrough", + "Sparta Praha", + "Sporting Kansas City", + "FC Dallas", + "Frosinone", + "SD Huesca", + "Leeds United", + "RSC Anderlecht", + "Nîmes Olympique", + "KAA Gent", + "Monterrey", + "Cagliari", + "Tigres U.A.N.L.", + "Bahia", + "Cádiz CF", + "West Bromwich Albion", + "AS Saint-Étienne", + "Queens Park Rangers", + "FC Red Bull Salzburg", + "RSC Anderlecht", + "PSV", + "Fenerbahçe SK", + "Patriotas Boyacá FC", + "Bologna", + "Molde FK", + "Bristol City", + "Newcastle United", + "Trabzonspor", + "RC Strasbourg Alsace", + "CD Leganés", + "Viktoria Plzeň", + "Al Hilal", + null, + "Valencia CF", + "SV Werder Bremen", + "Colo-Colo", + "Real Sporting de Gijón", + "Bahia", + "Crystal Palace", + "Fluminense", + "Santos Laguna", + "Viktoria Plzeň", + "AS Saint-Étienne", + "Hannover 96", + "AZ Alkmaar", + "Olympique Lyonnais", + "Querétaro", + "Fortuna Düsseldorf", + "LOSC Lille", + "Royal Antwerp FC", + "Sampdoria", + "Hertha BSC", + "CD Nacional", + "Universidad Católica", + "Sporting Lokeren", + "Fenerbahçe SK", + "1. FSV Mainz 05", + "FC St. Pauli", + "Al Taawoun", + "San Lorenzo de Almagro", + "1. FSV Mainz 05", + "FC Red Bull Salzburg", + "Deportivo Cali", + "Toulouse Football Club", + "Club América", + "FC Metz", + "Sagan Tosu", + "GD Chaves", + "Deportes Iquique", + "Brighton & Hove Albion", + "Getafe CF", + "SD Huesca", + "Standard de Liège", + "Stoke City", + "Seattle Sounders FC", + "Stade Rennais FC", + "Al Qadisiyah", + "Napoli", + "Columbus Crew SC", + "1. FC Köln", + "Independiente", + "Sheffield United", + "Frosinone", + "SV Zulte-Waregem", + "Santos Laguna", + "SPAL", + "AIK", + "Atlético Bucaramanga", + "Pachuca", + "CD Universidad de Concepción", + "Lobos BUAP", + "Atlético Mineiro", + "FC Girondins de Bordeaux", + "FC Basel 1893", + "Racing Club", + "FC Utrecht", + "América FC (Minas Gerais)", + "Alanyaspor", + "Club Atlético Tigre", + "Fortuna Düsseldorf", + "Atlético Bucaramanga", + "Leeds United", + "Fortuna Düsseldorf", + "MKE Ankaragücü", + "KAA Gent", + "Bologna", + "Sydney FC", + "Crystal Palace", + "Nottingham Forest", + "Shanghai SIPG FC", + "Genoa", + "River Plate", + "River Plate", + "DC United", + "San Jose Earthquakes", + "Club Atlético Colón", + "Sampdoria", + "1. FSV Mainz 05", + "Monterrey", + "FC Midtjylland", + "FK Austria Wien", + "Stoke City", + "SK Slavia Praha", + "Aberdeen", + "Atlanta United", + "Club Atlético Talleres", + "FC Porto", + "Sporting CP", + "Stade Rennais FC", + "Patronato", + "LOSC Lille", + "Malmö FF", + "CD Leganés", + "Sampdoria", + "Rio Ave FC", + null, + "Club Atlas", + "Vitória de Setúbal", + "River Plate", + "Real Oviedo", + "Spartak Moscow", + "Burnley", + "Everton", + "Udinese", + "Real Oviedo", + "River Plate", + "Chievo Verona", + "AIK", + "Norwich City", + "RSC Anderlecht", + "Colo-Colo", + "SC Braga", + "Vitesse", + "VfB Stuttgart", + "Kashiwa Reysol", + "SV Werder Bremen", + "Minnesota United FC", + null, + "AIK", + "KRC Genk", + "Derby County", + "FC Ingolstadt 04", + "FC Red Bull Salzburg", + "LOSC Lille", + "Swansea City", + "Dinamo Zagreb", + "Udinese", + "Sivasspor", + "River Plate", + "Guadalajara", + "Rangers FC", + "Club Atlético Lanús", + "Malmö FF", + "Atlético Nacional", + "Kasimpaşa SK", + "Internacional", + "1. FC Köln", + "OGC Nice", + "Levante UD", + "Junior FC", + "Grêmio", + "Gimnasia y Esgrima La Plata", + "Club Brugge KV", + "LOSC Lille", + "Cardiff City", + "Fulham", + "1. FSV Mainz 05", + "San Lorenzo de Almagro", + "Palermo", + "Real Oviedo", + "CD Lugo", + "Queens Park Rangers", + "Sheffield Wednesday", + "Standard de Liège", + "US Cremonese", + "KRC Genk", + "Norwich City", + "VfL Bochum 1848", + "Tigres U.A.N.L.", + "1. FC Nürnberg", + "Celtic", + "FC St. Pauli", + "AEK Athens", + "FC Dallas", + "Club Atlético Huracán", + "GD Chaves", + "Rio Ave FC", + "Deportivo de La Coruña", + "CD Numancia", + "Middlesbrough", + "Celtic", + "Manchester City", + "Stade de Reims", + "SPAL", + "1. FC Köln", + "Leicester City", + "AS Saint-Étienne", + "Empoli", + "SD Eibar", + "Middlesbrough", + "Royal Antwerp FC", + null, + "Millonarios FC", + "Amiens SC", + "Rosenborg BK", + "Al Hilal", + "Chapecoense", + "Stade Malherbe Caen", + "Brighton & Hove Albion", + "Toronto FC", + "Club León", + "Viktoria Plzeň", + "Nottingham Forest", + "Dijon FCO", + "Independiente", + "Internacional", + "SD Eibar", + "Stade Rennais FC", + "SK Rapid Wien", + "Club Atlético Talleres", + "SPAL", + "TSG 1899 Hoffenheim", + "KSV Cercle Brugge", + "PFC CSKA Moscow", + "Celtic", + "West Ham United", + "Atlético Mineiro", + "Sheffield Wednesday", + "Boavista FC", + "Patronato", + "Unión de Santa Fe", + "Boca Juniors", + "Real Valladolid CF", + "Independiente Santa Fe", + "Henan Jianye FC", + "RSC Anderlecht", + "Atlético Mineiro", + "Club Atlético Colón", + "Medipol Başakşehir FK", + "Ajax", + "Bologna", + "Preston North End", + "Hellas Verona", + "SC Braga", + "Deportivo de La Coruña", + "Stade de Reims", + "SK Slavia Praha", + "Genoa", + "Nottingham Forest", + "Atiker Konyaspor", + "FC Basel 1893", + "SK Rapid Wien", + "Málaga CF", + "VfB Stuttgart", + "Parma", + "Atiker Konyaspor", + "SC Heerenveen", + "FC Girondins de Bordeaux", + "Rionegro Águilas", + "FC Augsburg", + "Dynamo Kyiv", + "Norwich City", + "FC København", + "Atlanta United", + "Club Brugge KV", + "FC Augsburg", + "Göztepe SK", + "Beşiktaş JK", + "1. FSV Mainz 05", + "1. FSV Mainz 05", + "Kayserispor", + "KV Oostende", + null, + "Torino", + "Rangers FC", + "Real Valladolid CF", + "Pachuca", + "Gimnàstic de Tarragona", + "Club Brugge KV", + "Ajax", + "Lecce", + "Real Valladolid CF", + "Millonarios FC", + "Real Oviedo", + "Toronto FC", + "SK Rapid Wien", + "Santa Clara", + null, + "Cardiff City", + "CD Tenerife", + "Vitória Guimarães", + "Hertha BSC", + "Nagoya Grampus", + "Angers SCO", + "BK Häcken", + "Udinese", + "New England Revolution", + "Atiker Konyaspor", + "VfL Bochum 1848", + "Orlando Pirates", + "Atlético Huila", + "Willem II", + "Al Hilal", + "Watford", + "New York Red Bulls", + "SK Slavia Praha", + "Huddersfield Town", + "Göztepe SK", + "Deportivo Toluca", + "1. FSV Mainz 05", + "Chievo Verona", + "AZ Alkmaar", + "Junior FC", + "Western Sydney Wanderers", + "Kalmar FF", + "Fenerbahçe SK", + "Atlético Nacional", + "PFC CSKA Moscow", + "Millwall", + "Chievo Verona", + "Legia Warszawa", + "Al Wehda", + "SV Darmstadt 98", + "Angers SCO", + "DC United", + null, + "Club Atlético Tigre", + "SC Freiburg", + "RSC Anderlecht", + "KRC Genk", + "Sheffield Wednesday", + "MKE Ankaragücü", + "Atiker Konyaspor", + "Vitória de Setúbal", + "Universidad de Chile", + "Santos", + "Málaga CF", + "Deportivo Toluca", + null, + "1. FC Union Berlin", + "Chapecoense", + "Udinese", + "Leeds United", + "Olympique de Marseille", + "Hannover 96", + "Real Sporting de Gijón", + "Independiente Medellín", + "Club Atlético Banfield", + "Vélez Sarsfield", + "Foggia", + "Fortuna Sittard", + "Olympiacos CFP", + "FC Groningen", + "Genoa", + "Aston Villa", + "FC Girondins de Bordeaux", + "Moreirense FC", + "Hellas Verona", + "Standard de Liège", + "Brøndby IF", + "Lech Poznań", + "Malmö FF", + "Djurgårdens IF", + "AEK Athens", + "Kashima Antlers", + "Galatasaray SK", + "Brøndby IF", + "Milan", + "Columbus Crew SC", + "Olympique de Marseille", + "Cagliari", + "FC Augsburg", + "Al Hilal", + "ADO Den Haag", + "CD Aves", + "Kashiwa Reysol", + "CF Reus Deportiu", + "Sporting de Charleroi", + "Hertha BSC", + "SK Brann", + "Stade Rennais FC", + "Club Atlético Huracán", + "Ulsan Hyundai FC", + "FC Nantes", + "Universidad de Chile", + "Bursaspor", + "Spartak Moscow", + "SC Freiburg", + "Sint-Truidense VV", + "Suwon Samsung Bluewings", + "Stade Malherbe Caen", + null, + "Chapecoense", + "Belgrano de Córdoba", + "Göztepe SK", + "Viktoria Plzeň", + "Girona FC", + "Olympiacos CFP", + "PSV", + "Clube Sport Marítimo", + "Rosario Central", + "Olympique Lyonnais", + "Carpi", + "Fulham", + "Watford", + "Medipol Başakşehir FK", + "FC Barcelona", + "Real Sporting de Gijón", + "Bursaspor", + "Akhisar Belediyespor", + "Sport Club do Recife", + "En Avant de Guingamp", + "Stade de Reims", + "Wolverhampton Wanderers", + "FC Midtjylland", + "SD Huesca", + "Livorno", + "UD Las Palmas", + "SC Heerenveen", + "Nottingham Forest", + "Yeni Malatyaspor", + "Al Fateh", + "Independiente Medellín", + "Middlesbrough", + "Real Oviedo", + "FC Utrecht", + "Millonarios FC", + "Boca Juniors", + "Hannover 96", + "Defensa y Justicia", + "Royal Excel Mouscron", + "Swansea City", + "CD Feirense", + "Atlético Tucumán", + "Atlanta United", + "Queens Park Rangers", + "ADO Den Haag", + "Malmö FF", + "Club Brugge KV", + "KRC Genk", + "AC Ajaccio", + "Club Atlético Lanús", + "Göztepe SK", + "Toulouse Football Club", + "Fenerbahçe SK", + "CA Osasuna", + "PEC Zwolle", + "Málaga CF", + "Granada CF", + "Aston Villa", + "Lokomotiv Moscow", + "Colo-Colo", + "FC Ingolstadt 04", + "Fortuna Düsseldorf", + "Sunderland", + "Cardiff City", + "SD Eibar", + "Club Atlético Aldosivi", + null, + "MKE Ankaragücü", + "FC Midtjylland", + "Al Ittihad", + "Villarreal CF", + "Cardiff City", + "VfL Bochum 1848", + "Stade Malherbe Caen", + "Standard de Liège", + "Hertha BSC", + "Olympique Lyonnais", + "Al Wehda", + "New York Red Bulls", + "Everton", + "San Lorenzo de Almagro", + "US Salernitana 1919", + "Sheffield Wednesday", + "Cruzeiro", + "Yeni Malatyaspor", + "Racing Club", + "West Bromwich Albion", + "SK Slavia Praha", + "Hellas Verona", + "Seattle Sounders FC", + "FC Lorient", + "Alanyaspor", + "Fortuna Düsseldorf", + "Leicester City", + "Argentinos Juniors", + "CD Feirense", + "Botafogo", + "Sheffield United", + "SC Braga", + "Unión de Santa Fe", + "Rosenborg BK", + "Vitória Guimarães", + "Estudiantes de La Plata", + "Colo-Colo", + null, + "Orlando City SC", + "Columbus Crew SC", + "Club América", + "Club Atlético Tigre", + "Bristol City", + "Club Atlético Huracán", + "AS Saint-Étienne", + "AD Alcorcón", + "PAOK", + "CD Leganés", + "FC Girondins de Bordeaux", + "Sporting Lokeren", + "CD Everton de Viña del Mar", + "Getafe CF", + "SK Slavia Praha", + "Newcastle United", + "CD Leganés", + "Bayer 04 Leverkusen", + "AS Monaco", + "CD Universidad de Concepción", + "RC Strasbourg Alsace", + "Crotone", + "Sagan Tosu", + "FC Metz", + "Amiens SC", + "Palermo", + "Everton", + "Dinamo Zagreb", + "Excelsior", + "Kaizer Chiefs", + "CD Leganés", + "Benevento", + "Sporting de Charleroi", + "Fiorentina", + "Gimnàstic de Tarragona", + "Crotone", + "Clube Sport Marítimo", + "FC Tokyo", + "Portimonense SC", + "KV Kortrijk", + "FC Sion", + "Millonarios FC", + "Sanfrecce Hiroshima", + "SL Benfica", + "FC Metz", + "Santa Clara", + "RSC Anderlecht", + "Empoli", + "VfL Bochum 1848", + "Brighton & Hove Albion", + "Shakhtar Donetsk", + "IFK Norrköping", + "Real Sociedad", + "Swansea City", + "Adelaide United", + "Genoa", + "Fortuna Düsseldorf", + "Legia Warszawa", + "Deportivo Cali", + "CD Tenerife", + "Wolverhampton Wanderers", + "FC St. Gallen", + "SV Werder Bremen", + "New York Red Bulls", + "Lazio", + "Amiens SC", + "1. FC Köln", + "Fiorentina", + "Granada CF", + "1. FC Nürnberg", + "Cruzeiro", + "FC Girondins de Bordeaux", + "PSV", + null, + "FC Dallas", + "Santos", + "Al Wehda", + "Independiente", + "Tiburones Rojos de Veracruz", + "Estudiantes de La Plata", + "Çaykur Rizespor", + "Atlético Nacional", + "CD Palestino", + "Portimonense SC", + "SC Freiburg", + "Moreirense FC", + "Sint-Truidense VV", + "Rosenborg BK", + "Jeju United FC", + "FC Porto", + "AEK Athens", + "Guangzhou Evergrande Taobao FC", + "Leicester City", + "Akhisar Belediyespor", + "Deportes Tolima", + "Kayserispor", + "KAS Eupen", + "Rangers FC", + "Reading", + "FC Midtjylland", + "Botafogo", + "Aston Villa", + "Chelsea", + "Colo-Colo", + "Jeonbuk Hyundai Motors", + "Moreirense FC", + "AZ Alkmaar", + "US Salernitana 1919", + "Fenerbahçe SK", + "CD Universidad de Concepción", + "Al Ittihad", + "OGC Nice", + "Shakhtar Donetsk", + "Benevento", + "ADO Den Haag", + "Sheffield Wednesday", + "Kaizer Chiefs", + "Olympiacos CFP", + "Vitória", + "Sheffield United", + "Levante UD", + "Newcastle United", + "FC Utrecht", + "Atlético Tucumán", + "Málaga CF", + "CA Osasuna", + "Feyenoord", + "Derby County", + "Godoy Cruz", + "Toulouse Football Club", + "New York Red Bulls", + "Sparta Praha", + "AD Alcorcón", + "MKE Ankaragücü", + "Dalian YiFang FC", + "Nottingham Forest", + "Sport Club do Recife", + "Huddersfield Town", + "AEK Athens", + "Internacional", + "Atlético Mineiro", + "Ceará Sporting Club", + "Birmingham City", + "Lech Poznań", + "Club Atlético Lanús", + "Empoli", + "MKE Ankaragücü", + "América de Cali", + "La Equidad", + "FC Red Bull Salzburg", + "Vitesse", + "Defensa y Justicia", + "Real Zaragoza", + "Chapecoense", + "Getafe CF", + "Atlético Tucumán", + "1. FSV Mainz 05", + "Spezia", + "Aalborg BK", + "Sporting Kansas City", + "FC Utrecht", + "Seattle Sounders FC", + "Le Havre AC", + "Bristol City", + "Hamburger SV", + "Real Valladolid CF", + "Ceará Sporting Club", + "BSC Young Boys", + "IFK Norrköping", + "Real Sporting de Gijón", + "Real Valladolid CF", + "Middlesbrough", + "Vitória Guimarães", + "Club Atlético Colón", + "Sampdoria", + "Derby County", + "Fortuna Düsseldorf", + "CD Palestino", + "Independiente", + "LOSC Lille", + "Chongqing Dangdai Lifan FC SWM Team", + "Stoke City", + "Rosenborg BK", + "Arsenal", + "CA Osasuna", + "River Plate", + "Vitória de Setúbal", + "Urawa Red Diamonds", + "Sivasspor", + "Orlando Pirates", + "Ajax", + "Cagliari", + "Real Valladolid CF", + "FC Metz", + "FC Ingolstadt 04", + "Santos", + "Aston Villa", + "Fortuna Düsseldorf", + "Godoy Cruz", + "1. FSV Mainz 05", + "Deportes Tolima", + "Vélez Sarsfield", + "RC Strasbourg Alsace", + "San Lorenzo de Almagro", + "OGC Nice", + "KSV Cercle Brugge", + "Real Oviedo", + "Górnik Zabrze", + "Clube Sport Marítimo", + "Juventus", + "Panathinaikos FC", + "Chievo Verona", + "Stoke City", + "Lech Poznań", + "Jeonbuk Hyundai Motors", + "Cagliari", + "1. FC Union Berlin", + "SK Rapid Wien", + "Galatasaray SK", + "Derby County", + "Orlando Pirates", + "Al Shabab", + "Shandong Luneng TaiShan FC", + "Universidad Católica", + "Frosinone", + "Monterrey", + "Fiorentina", + "Yeni Malatyaspor", + "Real Zaragoza", + "Fulham", + "1. FC Union Berlin", + "Vitória Guimarães", + "Club Brugge KV", + "Central Coast Mariners", + "Guizhou Hengfeng FC", + "Stade Rennais FC", + "Hamburger SV", + "KV Oostende", + "Frosinone", + "Cruz Azul", + "CA Osasuna", + "Sport Club do Recife", + "Manchester United", + "Deportivo de La Coruña", + "Brøndby IF", + "Cádiz CF", + "Cruzeiro", + "Bursaspor", + "Wigan Athletic", + "Jagiellonia Białystok", + "Birmingham City", + "RC Strasbourg Alsace", + "Al Ittihad", + "FC Utrecht", + "Málaga CF", + "Queens Park Rangers", + "Club América", + "Club Brugge KV", + "West Bromwich Albion", + "Huddersfield Town", + "San Lorenzo de Almagro", + "Aston Villa", + "Cittadella", + "Kasimpaşa SK", + "Derby County", + "Botafogo", + "Dijon FCO", + "Rosario Central", + "Málaga CF", + "Once Caldas", + "Deportivo de La Coruña", + "FC Dallas", + "Guadalajara", + "Botafogo", + "Viktoria Plzeň", + "Celtic", + "Hertha BSC", + "AEK Athens", + "FC Utrecht", + "FC Groningen", + "Sheffield United", + "FC Girondins de Bordeaux", + "1. FC Union Berlin", + "Club Atlético Lanús", + "Sivasspor", + "Alanyaspor", + "Club Atlas", + "Dalian YiFang FC", + "SK Slavia Praha", + "US Cremonese", + "Sporting Kansas City", + "Milan", + "Racing Club", + "KRC Genk", + null, + "Guizhou Hengfeng FC", + "SV Werder Bremen", + "Millonarios FC", + "Eintracht Frankfurt", + "Club Atlético Tigre", + "Hibernian", + "Real Valladolid CF", + "Club Atlas", + "Benevento", + "Trabzonspor", + "Antalyaspor", + "Unión de Santa Fe", + "DC United", + "Fortuna Düsseldorf", + "Excelsior", + "Parma", + "Tigres U.A.N.L.", + "Spartak Moscow", + "Stade de Reims", + "Rio Ave FC", + "Atlético Nacional", + "Guangzhou Evergrande Taobao FC", + "FC Lugano", + "Ajax", + "Leicester City", + "San Martín de San Juan", + "Çaykur Rizespor", + "Strømsgodset IF", + "Panathinaikos FC", + "Crotone", + "Sporting de Charleroi", + "Vancouver Whitecaps FC", + "Club Atlético Colón", + "San Lorenzo de Almagro", + "Seattle Sounders FC", + "Parma", + "En Avant de Guingamp", + "Clube Sport Marítimo", + "FC Utrecht", + "Benevento", + "BB Erzurumspor", + "CD Palestino", + "Sampdoria", + "Los Angeles FC", + "Universidad Católica", + "Club Atlético Tigre", + "Júbilo Iwata", + "Vitória de Setúbal", + "Newell's Old Boys", + "Club Atlético Colón", + "Pachuca", + "América FC (Minas Gerais)", + "Ajax", + "Al Nassr", + "Grasshopper Club Zürich", + "DC United", + "Norwich City", + "Racing Club de Lens", + null, + "CD Feirense", + "Universidad Católica", + "Estudiantes de La Plata", + "FC Dallas", + "Grêmio", + "Club Atlético Colón", + "Górnik Zabrze", + "Antalyaspor", + "Panathinaikos FC", + "Vitória Guimarães", + "Alanyaspor", + "Belgrano de Córdoba", + "Defensa y Justicia", + "Nîmes Olympique", + "CD Nacional", + "New York City FC", + "Alanyaspor", + "US Salernitana 1919", + "AJ Auxerre", + "Universidad de Chile", + "Godoy Cruz", + "Sassuolo", + "Deportes Tolima", + "Chapecoense", + "Real Sporting de Gijón", + "Club Atlético Tigre", + "BB Erzurumspor", + "Benevento", + "Fortuna Düsseldorf", + "SD Huesca", + "SC Freiburg", + "1. FC Union Berlin", + "Al Faisaly", + "Beijing Sinobo Guoan FC", + "CD Aves", + "Huddersfield Town", + "FC Lorient", + "Gimnàstic de Tarragona", + "Stade Malherbe Caen", + "AIK", + "Colorado Rapids", + "IF Elfsborg", + "En Avant de Guingamp", + "Aalborg BK", + "SV Sandhausen", + "Toulouse Football Club", + "Vitória de Setúbal", + "Al Batin", + "Club Atlético Huracán", + "AS Monaco", + "Junior FC", + "Club León", + "Club Atlético Huracán", + "PAOK", + "Kayserispor", + "Borussia Mönchengladbach", + "Atlético Tucumán", + "Frosinone", + "VVV-Venlo", + "Amiens SC", + "Club Atlético Banfield", + "Swansea City", + null, + "Toulouse Football Club", + "Fluminense", + "Aalborg BK", + "Stade Malherbe Caen", + null, + null, + "Wigan Athletic", + "Real Oviedo", + "Fluminense", + "Al Qadisiyah", + "Stade Brestois 29", + "Sheffield United", + "Boca Juniors", + "Standard de Liège", + "Defensa y Justicia", + "Heart of Midlothian", + "Cruzeiro", + "Boavista FC", + "UD Las Palmas", + "Club León", + "AZ Alkmaar", + "Guangzhou Evergrande Taobao FC", + "Jeonbuk Hyundai Motors", + "1. FC Union Berlin", + "Bursaspor", + "Unión de Santa Fe", + "PAOK", + "UD Almería", + "Udinese", + "Aalborg BK", + "Sporting CP", + "Gyeongnam FC", + "Sampdoria", + "Angers SCO", + "Houston Dynamo", + "Bahia", + "CD Leganés", + "VfL Wolfsburg", + "Hellas Verona", + "América FC (Minas Gerais)", + "Atlético Nacional", + "KV Kortrijk", + "1. FC Union Berlin", + "FC St. Pauli", + "Yokohama F. Marinos", + "Kilmarnock", + "Sivasspor", + "Shakhtar Donetsk", + "Racing Club", + "Dynamo Kyiv", + "FC Metz", + "Sampdoria", + "Club América", + "Foggia", + "Vitória", + "Kasimpaşa SK", + "Club Atlético Tigre", + "Deportivo Alavés", + "FC Barcelona", + "SK Sturm Graz", + "Malmö FF", + "Nîmes Olympique", + "Sport Club do Recife", + "Derby County", + "Club Necaxa", + "US Cremonese", + "Vancouver Whitecaps FC", + "Portland Timbers", + "Stade de Reims", + "CD Everton de Viña del Mar", + "Malmö FF", + "Dynamo Kyiv", + "Pescara", + "Vitória", + "Juventus", + "Rangers FC", + "Once Caldas", + "Nîmes Olympique", + "Kashiwa Reysol", + "SC Braga", + "Norwich City", + "Bayer 04 Leverkusen", + "Godoy Cruz", + "BSC Young Boys", + null, + "Deportivo de La Coruña", + "Medipol Başakşehir FK", + "Bristol City", + "Nîmes Olympique", + "Bursaspor", + "Sparta Praha", + "FC Ingolstadt 04", + "Vitória Guimarães", + "Al Ahli", + "FC Dallas", + "Tiburones Rojos de Veracruz", + "West Bromwich Albion", + "Tottenham Hotspur", + "Querétaro", + "CD Tenerife", + "Newcastle Jets", + "Fortuna Düsseldorf", + "KAA Gent", + "Atlanta United", + "Central Coast Mariners", + "Minnesota United FC", + "Club Atlético Colón", + "Brentford", + "West Bromwich Albion", + "Unión de Santa Fe", + null, + "Stade Malherbe Caen", + "Al Hilal", + "FC København", + "Kasimpaşa SK", + "Club Atlético Lanús", + "Amiens SC", + "Göztepe SK", + "Independiente Santa Fe", + "GD Chaves", + "FC Utrecht", + "Newell's Old Boys", + "Viktoria Plzeň", + "Sporting de Charleroi", + "Brentford", + "Clube Sport Marítimo", + "Spezia", + "Newell's Old Boys", + "Toulouse Football Club", + "Cádiz CF", + "Malmö FF", + "Toulouse Football Club", + "FC København", + "Palermo", + "Bursaspor", + "FC Augsburg", + "Club Necaxa", + "Córdoba CF", + "Western Sydney Wanderers", + "Leeds United", + "Preston North End", + "Standard de Liège", + "Boavista FC", + "Hamburger SV", + "Dijon FCO", + "New York Red Bulls", + "GD Chaves", + "Real Zaragoza", + "Independiente Santa Fe", + "SC Freiburg", + "Olympique de Marseille", + "ADO Den Haag", + "Vélez Sarsfield", + "Rangers FC", + "Junior FC", + "BSC Young Boys", + "AD Alcorcón", + "Club Atlas", + "Burnley", + "Paraná", + null, + "U.N.A.M.", + "Middlesbrough", + "SPAL", + "Palermo", + "Deportivo Toluca", + "RCD Mallorca", + "Brighton & Hove Albion", + "Crotone", + "Sivasspor", + "FC Ingolstadt 04", + "Crystal Palace", + "Moreirense FC", + "Royal Antwerp FC", + "Portimonense SC", + "Guadalajara", + "Club Atlas", + "Santos", + "Defensa y Justicia", + "Yeni Malatyaspor", + "Guadalajara", + "Portland Timbers", + "Kilmarnock", + "Querétaro", + "América FC (Minas Gerais)", + "CD Nacional", + "RC Strasbourg Alsace", + "Beşiktaş JK", + "Dijon FCO", + "AEK Athens", + "Dinamo Zagreb", + "Newell's Old Boys", + "Hammarby IF", + "Al Hilal", + "Defensa y Justicia", + "Grasshopper Club Zürich", + "Deportivo de La Coruña", + "Shakhtar Donetsk", + "Cerezo Osaka", + "KFC Uerdingen 05", + "MKE Ankaragücü", + "1. FSV Mainz 05", + "Royal Antwerp FC", + "SC Freiburg", + "Olympiacos CFP", + "Shimizu S-Pulse", + "Montpellier HSC", + "Atalanta", + "Argentinos Juniors", + "MSV Duisburg", + "Sheffield United", + "FC Lorient", + "Os Belenenses", + "Independiente Santa Fe", + "Club Tijuana", + "Athletic Club de Bilbao", + "SK Rapid Wien", + "River Plate", + "RSC Anderlecht", + "Sampdoria", + "Angers SCO", + "Málaga CF", + "SC Freiburg", + "Colorado Rapids", + "Kashima Antlers", + "Çaykur Rizespor", + "Vitesse", + "Sassuolo", + "Parma", + "Jeonbuk Hyundai Motors", + "VfL Bochum 1848", + "Real Salt Lake", + "Viktoria Plzeň", + "Bristol City", + "Çaykur Rizespor", + "Suwon Samsung Bluewings", + "Rangers FC", + "Hannover 96", + "En Avant de Guingamp", + "Portimonense SC", + "Club Atlético Talleres", + "Real Valladolid CF", + "Atalanta", + "Nottingham Forest", + "LOSC Lille", + "Cardiff City", + "DSC Arminia Bielefeld", + "Ipswich Town", + "SC Braga", + "DSC Arminia Bielefeld", + "CA Osasuna", + "Rayo Vallecano", + "Sassuolo", + "Bristol City", + "KV Oostende", + "Jagiellonia Białystok", + "Deportivo Alavés", + "SK Slavia Praha", + "Defensa y Justicia", + "Hammarby IF", + "Newell's Old Boys", + "Moreirense FC", + "1. FC Union Berlin", + "LA Galaxy", + "Toulouse Football Club", + "Club Atlético Huracán", + "RSC Anderlecht", + "Norwich City", + "KRC Genk", + "Holstein Kiel", + "FC Seoul", + "Lechia Gdańsk", + null, + "FC Red Bull Salzburg", + "Guizhou Hengfeng FC", + "Sparta Praha", + "Club Brugge KV", + "Sheffield Wednesday", + "Sporting Kansas City", + "Empoli", + "KAA Gent", + "Columbus Crew SC", + "SD Huesca", + "Lazio", + "Monarcas Morelia", + "KV Kortrijk", + "Cardiff City", + "Cagliari", + "Os Belenenses", + "Blackburn Rovers", + "Orlando City SC", + "Monterrey", + "Sassuolo", + "Vitesse", + "Junior FC", + "Gimnasia y Esgrima La Plata", + "Cruz Azul", + "Los Angeles FC", + "Cagliari", + "AEK Athens", + "Chongqing Dangdai Lifan FC SWM Team", + "Once Caldas", + "SC Freiburg", + "Vancouver Whitecaps FC", + "Stoke City", + "Deportivo de La Coruña", + "Dinamo Zagreb", + "Sport Club do Recife", + "Norwich City", + "Norwich City", + "CD Lugo", + "Chelsea", + "Rio Ave FC", + "Gamba Osaka", + "Sint-Truidense VV", + "Stoke City", + "Hammarby IF", + null, + "Club Necaxa", + "Dinamo Zagreb", + "Swansea City", + "Newcastle United", + "Cádiz CF", + "Real Sporting de Gijón", + "Nottingham Forest", + "Cruz Azul", + "Minnesota United FC", + "Frosinone", + "SV Sandhausen", + "En Avant de Guingamp", + "Toulouse Football Club", + "Rayo Vallecano", + "Middlesbrough", + "ADO Den Haag", + "Tiburones Rojos de Veracruz", + "Atlético Paranaense", + "CF Rayo Majadahonda", + "Toronto FC", + "Perugia", + "Dinamo Zagreb", + "Rosenborg BK", + "Deportivo Alavés", + "América FC (Minas Gerais)", + "DC United", + "Stoke City", + null, + "Olympiacos CFP", + "Beşiktaş JK", + "Minnesota United FC", + "CA Osasuna", + "RC Strasbourg Alsace", + "Pescara", + "Fiorentina", + "Columbus Crew SC", + "Aston Villa", + "Southampton", + "Fulham", + "Sporting de Charleroi", + "Kawasaki Frontale", + "Hellas Verona", + "FK Austria Wien", + "1. FSV Mainz 05", + "AEK Athens", + "Nottingham Forest", + "Club Atlético Huracán", + "Santos", + "FC Lugano", + "Rosario Central", + "Rangers FC", + "SD Eibar", + "Dinamo Zagreb", + "Middlesbrough", + "Medipol Başakşehir FK", + "Colorado Rapids", + "Sporting Lokeren", + "Club Atlético Banfield", + "SV Sandhausen", + "Cerezo Osaka", + "Club América", + "AC Ajaccio", + "Carpi", + "Lech Poznań", + "Estudiantes de La Plata", + "Akhisar Belediyespor", + "MSV Duisburg", + "Estudiantes de La Plata", + "LASK Linz", + "Real Salt Lake", + "KAS Eupen", + "Torino", + "Livorno", + "Real Sociedad", + "Bolton Wanderers", + "Colorado Rapids", + "FC Seoul", + "Al Nassr", + "Córdoba CF", + "Real Zaragoza", + "PFC CSKA Moscow", + "Parma", + "RSC Anderlecht", + "Gimnasia y Esgrima La Plata", + "Bristol City", + "Preston North End", + "Al Raed", + "FC Groningen", + "En Avant de Guingamp", + "VfL Bochum 1848", + "Udinese", + "Panathinaikos FC", + "Extremadura UD", + "Wigan Athletic", + "SPAL", + "Cerezo Osaka", + "AJ Auxerre", + "Universidad de Chile", + "Deportivo Cali", + "Cerezo Osaka", + "Orlando City SC", + "Fortuna Düsseldorf", + "Panathinaikos FC", + "Sheffield United", + "Frosinone", + "DSC Arminia Bielefeld", + "PFC CSKA Moscow", + "Moreirense FC", + "Stoke City", + "Granada CF", + "SC Paderborn 07", + "1. FC Union Berlin", + "LA Galaxy", + "Olympiacos CFP", + "Boavista FC", + "CD Feirense", + "KSV Cercle Brugge", + "Derby County", + "Unión de Santa Fe", + "Norwich City", + "Kaizer Chiefs", + "Molde FK", + "Pachuca", + "RC Strasbourg Alsace", + "Orlando Pirates", + "AJ Auxerre", + "Málaga CF", + "KAA Gent", + "Kashima Antlers", + "OGC Nice", + "Lechia Gdańsk", + "Estudiantes de La Plata", + "Celtic", + "AZ Alkmaar", + "Puebla FC", + "Swansea City", + "Cardiff City", + "Gamba Osaka", + "KAA Gent", + "Wellington Phoenix", + "Atalanta", + "Rio Ave FC", + "Cruzeiro", + "Dinamo Zagreb", + "Unión Española", + "Swansea City", + "New York City FC", + "US Salernitana 1919", + "Middlesbrough", + "Levante UD", + "KRC Genk", + "Sint-Truidense VV", + "Botafogo", + "Club Atlético Lanús", + "PAOK", + "Hamburger SV", + "Huddersfield Town", + "Amiens SC", + "CD Aves", + "FC Tokyo", + "Sassuolo", + "Kayserispor", + "CD Numancia", + "Grêmio", + "KAA Gent", + "KRC Genk", + "Club Atlético Tigre", + "Birmingham City", + "Montpellier HSC", + "River Plate", + "Málaga CF", + "Colo-Colo", + "Urawa Red Diamonds", + "Celtic", + "KV Oostende", + "Santos Laguna", + "Norwich City", + null, + "Sevilla FC", + "Rosario Central", + "BB Erzurumspor", + "Huddersfield Town", + "Rio Ave FC", + "VfB Stuttgart", + "Adelaide United", + "Hellas Verona", + "Vitória Guimarães", + "Al Shabab", + "Al Raed", + "Minnesota United FC", + "Kashima Antlers", + "Frosinone", + "New York City FC", + "1. FC Union Berlin", + "GD Chaves", + "Brøndby IF", + "Carpi", + "AJ Auxerre", + "Cerezo Osaka", + "La Equidad", + "Málaga CF", + "FC Porto", + "SC Braga", + "Benevento", + "Racing Club de Lens", + "Frosinone", + "Atlético Nacional", + "Rangers FC", + "Granada CF", + "Urawa Red Diamonds", + "Columbus Crew SC", + "Toulouse Football Club", + "Sivasspor", + "CD Lugo", + "Atalanta", + "SC Heerenveen", + "Atlético Mineiro", + "Universidad de Chile", + "CF Rayo Majadahonda", + "Benevento", + "Málaga CF", + "Melbourne City FC", + "Fortuna Düsseldorf", + "Kayserispor", + "Rio Ave FC", + "FC Basel 1893", + "KAA Gent", + "Eintracht Frankfurt", + "Spezia", + "UD Las Palmas", + "Club Atlas", + "Royal Antwerp FC", + "Alianza Petrolera", + "Sanfrecce Hiroshima", + "Cracovia", + "Göztepe SK", + "Swansea City", + "Boavista FC", + "Al Batin", + "New York City FC", + "Sporting de Charleroi", + "Malmö FF", + "FC Sion", + "Atlético Tucumán", + "Toulouse Football Club", + "SPAL", + "UD Las Palmas", + null, + "Atlético Tucumán", + "Independiente Santa Fe", + "Club Tijuana", + "FC Midtjylland", + "Club Atlético Lanús", + "Moreirense FC", + "SD Huesca", + "Portimonense SC", + "Independiente", + "OGC Nice", + "Göztepe SK", + "CD Leganés", + "Gangwon FC", + "Júbilo Iwata", + "Minnesota United FC", + "SPAL", + "Elche CF", + "Millonarios FC", + "Orlando City SC", + "Hannover 96", + "Bologna", + "OGC Nice", + "Sassuolo", + "Viktoria Plzeň", + "FC Utrecht", + null, + "Royal Antwerp FC", + "New England Revolution", + "Club Brugge KV", + "Rionegro Águilas", + "Guadalajara", + "Toulouse Football Club", + "SC Freiburg", + "Santos Laguna", + "FC Utrecht", + "VfL Bochum 1848", + "ESTAC Troyes", + "PAOK", + "Akhisar Belediyespor", + "Olympiacos CFP", + "Racing Club", + "Tigres U.A.N.L.", + "Deportivo de La Coruña", + "BB Erzurumspor", + "KV Kortrijk", + "Pescara", + "Deportivo Toluca", + "Guangzhou Evergrande Taobao FC", + "Hull City", + "Paraná", + "PAOK", + "Dijon FCO", + "Atiker Konyaspor", + "Club León", + "Club Atlas", + "Club Brugge KV", + "Stoke City", + "Nottingham Forest", + "1. FC Nürnberg", + "Celtic", + "Genoa", + "SV Zulte-Waregem", + "América FC (Minas Gerais)", + "Real Oviedo", + "Derby County", + null, + "MSV Duisburg", + "SK Slavia Praha", + "FC København", + "Sivasspor", + "Western Sydney Wanderers", + "OGC Nice", + "AS Béziers", + "Deportes Tolima", + "Hamburger SV", + "La Berrichonne de Châteauroux", + "Jagiellonia Białystok", + "FC Augsburg", + "Dijon FCO", + "AZ Alkmaar", + "Bayer 04 Leverkusen", + "UD Almería", + null, + "Montreal Impact", + "Rosario Central", + "GD Chaves", + "Clermont Foot 63", + "Clube Sport Marítimo", + "Shakhtar Donetsk", + "Nottingham Forest", + "CD Numancia", + "ESTAC Troyes", + "Pachuca", + "Boavista FC", + "Birmingham City", + "Deportivo Cali", + "Unión de Santa Fe", + "Derby County", + "Kayserispor", + "Djurgårdens IF", + "U.N.A.M.", + "PFC CSKA Moscow", + "Aberdeen", + "Brøndby IF", + "Millonarios FC", + "Trabzonspor", + null, + "AD Alcorcón", + "Akhisar Belediyespor", + "AIK", + "Akhisar Belediyespor", + "Club Necaxa", + "Sporting de Charleroi", + "Club Necaxa", + "Perugia", + "GD Chaves", + "Stade de Reims", + "1. FC Magdeburg", + "Stade Rennais FC", + "Sporting de Charleroi", + "Stade Brestois 29", + "Crystal Palace", + "SC Freiburg", + "Kashiwa Reysol", + "CD Tenerife", + "Hull City", + "Cádiz CF", + "Eintracht Frankfurt", + "Monterrey", + null, + "Angers SCO", + "Reading", + "Sivasspor", + "Empoli", + "Kawasaki Frontale", + "Al Fayha", + "San Lorenzo de Almagro", + "Pohang Steelers", + "FC Girondins de Bordeaux", + "Nottingham Forest", + "Jagiellonia Białystok", + "CD Numancia", + "Monarcas Morelia", + "CF Rayo Majadahonda", + "Frosinone", + "Leeds United", + "Deportes Tolima", + "Rosario Central", + "SV Zulte-Waregem", + "CA Osasuna", + "Bahia", + "Olympiacos CFP", + "Örebro SK", + "Arka Gdynia", + "América de Cali", + "OGC Nice", + "1. FC Heidenheim 1846", + "Albacete BP", + "Kaizer Chiefs", + "Sheffield Wednesday", + "Kasimpaşa SK", + "Atlético Paranaense", + "Ceará Sporting Club", + "U.N.A.M.", + "US Salernitana 1919", + "Rio Ave FC", + "Colo-Colo", + "RC Strasbourg Alsace", + "RSC Anderlecht", + "Jeonbuk Hyundai Motors", + "Olympiacos CFP", + "Venezia FC", + "Medipol Başakşehir FK", + "SK Sturm Graz", + "Parma", + "Club Tijuana", + "New York City FC", + "Swansea City", + "Sheffield Wednesday", + "FK Austria Wien", + "SD Eibar", + "Club Atlético Huracán", + "SG Dynamo Dresden", + "Perth Glory", + "Shimizu S-Pulse", + "Hannover 96", + "RB Leipzig", + "MKE Ankaragücü", + "Independiente Medellín", + "FC Midtjylland", + "Chapecoense", + "Atlético Paranaense", + "Malmö FF", + "Internacional", + "FC Metz", + null, + "SpVgg Greuther Fürth", + "Rio Ave FC", + "Universidad Católica", + "Clube Sport Marítimo", + "FC Red Bull Salzburg", + "Club Atlético Aldosivi", + "Patronato", + "Hamburger SV", + "FC Augsburg", + "Columbus Crew SC", + "Clube Sport Marítimo", + "CD Huachipato", + "Preston North End", + "Sheffield United", + "Olympique de Marseille", + "UD Las Palmas", + "UD Las Palmas", + "Bolton Wanderers", + "SpVgg Greuther Fürth", + "Cruzeiro", + "Wigan Athletic", + "SK Rapid Wien", + "Torino", + "Yeni Malatyaspor", + "1. FC Köln", + "SV Sandhausen", + "Guadalajara", + "Millwall", + "CD Nacional", + "Wisła Kraków", + "CD Tenerife", + "Club Brugge KV", + "Stade de Reims", + "Alanyaspor", + "Stabæk Fotball", + "Rayo Vallecano", + "Paraná", + "Norwich City", + "Cardiff City", + "Granada CF", + "RSC Anderlecht", + "AC Ajaccio", + "FC Girondins de Bordeaux", + "KFC Uerdingen 05", + "Hertha BSC", + "DSC Arminia Bielefeld", + "Norwich City", + "Swansea City", + "Eintracht Braunschweig", + "Vitória Guimarães", + "Bristol City", + "Southampton", + "Changchun Yatai FC", + "Club América", + "Empoli", + "Hull City", + "SD Huesca", + "Parma", + "Benevento", + "Perugia", + "América FC (Minas Gerais)", + "Akhisar Belediyespor", + "West Bromwich Albion", + "Venezia FC", + "Stade Malherbe Caen", + "FC Midtjylland", + "Dijon FCO", + "Real Valladolid CF", + "Royal Antwerp FC", + "Dinamo Zagreb", + "CD Aves", + "CD Leganés", + "Club Atlas", + "Bursaspor", + "US Cremonese", + "Millwall", + "Derby County", + "SpVgg Greuther Fürth", + "Leeds United", + "Levante UD", + "KAA Gent", + "Kasimpaşa SK", + "Gamba Osaka", + "Panathinaikos FC", + "Atlético Nacional", + "Sparta Praha", + "Blackburn Rovers", + "FC Utrecht", + "Sassuolo", + "Fortuna Düsseldorf", + "Cagliari", + "Getafe CF", + "CD Tenerife", + "Stade de Reims", + "Dinamo Zagreb", + "Bursaspor", + "Sheffield United", + "SG Dynamo Dresden", + "CD Lugo", + "Valenciennes FC", + "River Plate", + "Clube Sport Marítimo", + "SV Sandhausen", + "FC Thun", + "Atlético Paranaense", + "Birmingham City", + "Derby County", + "Toronto FC", + "Atiker Konyaspor", + "Galatasaray SK", + "SV Zulte-Waregem", + "Hull City", + "Genoa", + "Olympiacos CFP", + "DSC Arminia Bielefeld", + "Jeonbuk Hyundai Motors", + "Al Ahli", + "Reading", + "FC St. Pauli", + "Bursaspor", + "San Luis de Quillota", + "Stade Malherbe Caen", + "Palermo", + "Hamburger SV", + "Bournemouth", + "Manchester United", + "Clube Sport Marítimo", + "Club León", + "Medipol Başakşehir FK", + "OGC Nice", + "Cruz Azul", + "Toulouse Football Club", + "Aston Villa", + "Alanyaspor", + "Universidad de Chile", + "Venezia FC", + "FC Sion", + "RC Strasbourg Alsace", + "Kawasaki Frontale", + "Excelsior", + "Fulham", + "Fluminense", + "Kasimpaşa SK", + "Brentford", + "Real Valladolid CF", + "Sunderland", + "Empoli", + "Sunderland", + "Toronto FC", + "Fluminense", + "Godoy Cruz", + "Hull City", + "Villarreal CF", + "KFC Uerdingen 05", + "1. FC Köln", + "Bolton Wanderers", + "Brescia", + "Cagliari", + "Rionegro Águilas", + "Empoli", + "Panathinaikos FC", + "Rayo Vallecano", + "Sassuolo", + "Rayo Vallecano", + "Ipswich Town", + "Sint-Truidense VV", + "Atlético Mineiro", + "VfB Stuttgart", + "Leeds United", + "Pachuca", + "Club Atlético Lanús", + "Bologna", + "Stade Rennais FC", + "KV Kortrijk", + "SV Zulte-Waregem", + "Guizhou Hengfeng FC", + "Willem II", + "UD Las Palmas", + "Malmö FF", + "Sheffield Wednesday", + "1. FC Union Berlin", + "San Martín de San Juan", + "Colo-Colo", + "Patronato", + "FC Basel 1893", + "Fortuna Sittard", + "FC Girondins de Bordeaux", + "San Lorenzo de Almagro", + "Los Angeles FC", + "Sporting de Charleroi", + "GD Chaves", + "Cruz Azul", + "Göztepe SK", + "Brentford", + "Fiorentina", + "Atalanta", + "Preston North End", + "RSC Anderlecht", + "FC Sion", + " SSV Jahn Regensburg", + "Sporting Lokeren", + "Belgrano de Córdoba", + "Arsenal", + "Sparta Praha", + "SG Dynamo Dresden", + "Hull City", + "Heracles Almelo", + "SC Heerenveen", + "Leicester City", + "1. FSV Mainz 05", + "FC Nantes", + "Los Angeles FC", + "Universidad Católica", + "Sporting Kansas City", + "Santa Clara", + "SK Brann", + "Atlético Paranaense", + "Junior FC", + "Hamburger SV", + "San Jose Earthquakes", + "Aberdeen", + "Vitória Guimarães", + "Molde FK", + "Pohang Steelers", + "Argentinos Juniors", + "Málaga CF", + "AIK", + "Benevento", + "Jeonbuk Hyundai Motors", + "Vitesse", + "Club Atlético Talleres", + "Moreirense FC", + "New York City FC", + "Perugia", + "Empoli", + "Pachuca", + "AJ Auxerre", + "Medipol Başakşehir FK", + "Torino", + "AD Alcorcón", + "CD Aves", + "Al Ittihad", + "América de Cali", + "KV Kortrijk", + "Cosenza", + "Deportivo Cali", + "Santos", + "Paraná", + "Newcastle Jets", + "Gimnàstic de Tarragona", + "Kasimpaşa SK", + "CA Osasuna", + "Real Salt Lake", + "UD Almería", + "New York Red Bulls", + "CA Osasuna", + "Querétaro", + "Stade de Reims", + "Vélez Sarsfield", + "Cruz Azul", + "Norwich City", + "Antalyaspor", + "PAOK", + "Kasimpaşa SK", + "Manchester City", + "KAA Gent", + "AEK Athens", + "Guangzhou Evergrande Taobao FC", + "Atiker Konyaspor", + "Albacete BP", + "Vitória de Setúbal", + "CD Tondela", + "Atlanta United", + "Sporting Lokeren", + "Stoke City", + "Cerezo Osaka", + "Sydney FC", + "Vitória de Setúbal", + "SC Heerenveen", + null, + "Club León", + "MKE Ankaragücü", + "FC Groningen", + "FC Augsburg", + "Santos Laguna", + "Seattle Sounders FC", + "LOSC Lille", + "Sheffield United", + "Sint-Truidense VV", + "Derby County", + "Santa Clara", + "Al Ahli", + "Pachuca", + "Al Shabab", + "Dijon FCO", + "Rangers FC", + "IFK Norrköping", + "Celtic", + "Rosenborg BK", + "Al Hilal", + "Pachuca", + "Vitória Guimarães", + "SpVgg Greuther Fürth", + "UD Las Palmas", + "CD Feirense", + "Vitória", + "Brentford", + "Cádiz CF", + "Real Oviedo", + "FC Nantes", + "UD Las Palmas", + "SG Dynamo Dresden", + "Deportivo de La Coruña", + "Standard de Liège", + "Santa Clara", + "Guadalajara", + "Bristol City", + "Bahia", + "Royal Antwerp FC", + null, + "Queens Park Rangers", + "Frosinone", + "Empoli", + "Club Atlético Lanús", + "Atlético Tucumán", + "Çaykur Rizespor", + "UD Las Palmas", + "San Luis de Quillota", + "Watford", + "Atlético Nacional", + "Club Atlético Lanús", + "Arsenal", + "Cruzeiro", + "Santa Clara", + "Carpi", + "CD Numancia", + "Newcastle Jets", + "Queens Park Rangers", + "Standard de Liège", + "FC Nordsjælland", + "Standard de Liège", + "FC Erzgebirge Aue", + "Nottingham Forest", + "Angers SCO", + "KAA Gent", + "Royal Antwerp FC", + "Botafogo", + "Vitesse", + "Gimnàstic de Tarragona", + "CD Nacional", + "Real Oviedo", + "Shanghai Greenland Shenhua FC", + "Real Zaragoza", + "Pachuca", + "SK Sturm Graz", + "Lokomotiv Moscow", + "CD Feirense", + "Empoli", + "Preston North End", + "Legia Warszawa", + "Real Zaragoza", + "Sint-Truidense VV", + "Reading", + "Hannover 96", + "Perugia", + "Antalyaspor", + "Al Ittihad", + "Sporting de Charleroi", + "FC Erzgebirge Aue", + "Houston Dynamo", + "Ceará Sporting Club", + "Arka Gdynia", + "Trabzonspor", + "Cardiff City", + "Parma", + "Liverpool", + "Vitória Guimarães", + "SK Slavia Praha", + "Santos Laguna", + "Empoli", + "Elche CF", + "Swansea City", + "DC United", + "Santos Laguna", + "Os Belenenses", + "Deportes Tolima", + "Club Tijuana", + "Chapecoense", + "Rayo Vallecano", + "CD Feirense", + "Jeonnam Dragons", + "TSG 1899 Hoffenheim", + "Cagliari", + "CD Universidad de Concepción", + "IF Elfsborg", + "Frosinone", + "SC Paderborn 07", + "Deportivo Toluca", + "Clermont Foot 63", + "Al Shabab", + "Hibernian", + "IFK Norrköping", + "AC Ajaccio", + "Crotone", + "Orlando City SC", + "Portimonense SC", + "Rangers FC", + "Santa Clara", + "Sparta Praha", + "IF Elfsborg", + "Real Zaragoza", + "FC Schalke 04", + "KRC Genk", + "Houston Dynamo", + "SC Heerenveen", + "Sanfrecce Hiroshima", + "Real Oviedo", + "Nottingham Forest", + "CD Tenerife", + "Athletic Club de Bilbao", + "CD Aves", + "Aston Villa", + "Estudiantes de La Plata", + "Córdoba CF", + "1. FC Heidenheim 1846", + "CD Feirense", + "Portimonense SC", + "Rio Ave FC", + "Kashiwa Reysol", + "AJ Auxerre", + "Olympique Lyonnais", + "Kawasaki Frontale", + "Jagiellonia Białystok", + "Paraná", + "Internacional", + null, + "Kasimpaşa SK", + "Cerezo Osaka", + "KV Kortrijk", + "Colo-Colo", + "ADO Den Haag", + "Nîmes Olympique", + "Bursaspor", + "CD Numancia", + "Akhisar Belediyespor", + "Brisbane Roar", + "Palermo", + "Fortuna Düsseldorf", + "Los Angeles FC", + "U.N.A.M.", + "Aberdeen", + "SV Darmstadt 98", + " SSV Jahn Regensburg", + "Wolfsberger AC", + "Universidad de Chile", + "Nîmes Olympique", + "Deportivo de La Coruña", + "Universidad de Chile", + "Lech Poznań", + "Chamois Niortais Football Club", + "AJ Auxerre", + "TSG 1899 Hoffenheim", + "Argentinos Juniors", + "1. FC Nürnberg", + "Preston North End", + "Moreirense FC", + "Ceará Sporting Club", + "Seattle Sounders FC", + "Real Zaragoza", + "FC St. Pauli", + "Atlético Tucumán", + "Deportivo Toluca", + "FC Lorient", + "FC Augsburg", + "KRC Genk", + "Al Qadisiyah", + "Albacete BP", + "Montreal Impact", + "Club Atlético Banfield", + "Club Atlético Tigre", + "Venezia FC", + "Orlando City SC", + "SD Huesca", + "1. FC Union Berlin", + "AD Alcorcón", + "FC Dallas", + "Club Deportes Temuco", + "Kasimpaşa SK", + null, + "Atlético Tucumán", + "AZ Alkmaar", + "OGC Nice", + "Royal Antwerp FC", + "Holstein Kiel", + "Sporting CP", + "CD Lugo", + "Legia Warszawa", + "Lech Poznań", + "SC Heerenveen", + "AS Nancy Lorraine", + "Benevento", + "CA Osasuna", + "Melbourne City FC", + "América FC (Minas Gerais)", + "Vitesse", + "Red Star FC", + "San Jose Earthquakes", + "Houston Dynamo", + "Al Hazem", + "Southampton", + "Levante UD", + "Hellas Verona", + "CD Feirense", + "Heart of Midlothian", + "Gimnasia y Esgrima La Plata", + "Bologna", + "Kaizer Chiefs", + "1. FC Union Berlin", + "Deportivo Cali", + "SC Heerenveen", + "Clube Sport Marítimo", + "PAOK", + "FC St. Pauli", + "Urawa Red Diamonds", + "Dinamo Zagreb", + "Os Belenenses", + "Millwall", + "Strømsgodset IF", + "Rosenborg BK", + "Club León", + "Legia Warszawa", + "Standard de Liège", + "Middlesbrough", + "América de Cali", + "Paraná", + "CD Aves", + "Deportivo Cali", + "ESTAC Troyes", + "Genoa", + "Pogoń Szczecin", + "Lechia Gdańsk", + "Charlton Athletic", + "Dinamo Zagreb", + "Moreirense FC", + "Brentford", + "Queens Park Rangers", + "Leeds United", + "Real Oviedo", + "Dinamo Zagreb", + "Philadelphia Union", + "BB Erzurumspor", + "Suwon Samsung Bluewings", + "Middlesbrough", + "Odense Boldklub", + "Al Fayha", + "Spartak Moscow", + "Clube Sport Marítimo", + null, + "Rangers FC", + "Grenoble Foot 38", + "San Jose Earthquakes", + "Al Hazem", + "Universidad de Chile", + "FC Utrecht", + "Bursaspor", + "Wigan Athletic", + "Foggia", + "GD Chaves", + "Pohang Steelers", + "New England Revolution", + "Birmingham City", + "Djurgårdens IF", + "Chievo Verona", + "FC Hansa Rostock", + "Shakhtar Donetsk", + "Granada CF", + "Deportes Tolima", + "Frosinone", + "Málaga CF", + "Granada CF", + "Bologna", + "Medipol Başakşehir FK", + "UD Las Palmas", + "Nottingham Forest", + "San Martin de Tucumán", + "New York City FC", + "FC Nantes", + "Deportivo de La Coruña", + "Yeni Malatyaspor", + "West Bromwich Albion", + "Lechia Gdańsk", + "Deportivo de La Coruña", + "Incheon United FC", + "Sint-Truidense VV", + "Club América", + "Millonarios FC", + "Millwall", + "Hertha BSC", + "PSV", + "Suwon Samsung Bluewings", + "Santos", + "Hellas Verona", + "Albacete BP", + null, + "Birmingham City", + "Jeonbuk Hyundai Motors", + "Derby County", + "Blackburn Rovers", + "FK Austria Wien", + "Stade Brestois 29", + "SK Brann", + "Vitesse", + "U.N.A.M.", + "Gimnasia y Esgrima La Plata", + "SV Sandhausen", + "Ipswich Town", + "Urawa Red Diamonds", + "AEK Athens", + "Universidad de Chile", + "Valencia CF", + "Patriotas Boyacá FC", + "Junior FC", + "Jeonbuk Hyundai Motors", + "Suwon Samsung Bluewings", + "Deportivo de La Coruña", + "Djurgårdens IF", + "PEC Zwolle", + "Udinese", + "Ulsan Hyundai FC", + "Unión de Santa Fe", + null, + "Stoke City", + "Botafogo", + "FC Lorient", + "U.N.A.M.", + "Crotone", + "Boavista FC", + "DSC Arminia Bielefeld", + "Rosenborg BK", + "Bahia", + "Bolton Wanderers", + "Sporting Lokeren", + "AC Ajaccio", + "Wigan Athletic", + "Melbourne Victory", + "Portimonense SC", + "Stade Brestois 29", + "CA Osasuna", + "Club Atlético Lanús", + "RCD Mallorca", + "Rosario Central", + "Rayo Vallecano", + "Estudiantes de La Plata", + "Universidad de Chile", + "Aston Villa", + "Vitória Guimarães", + "Ulsan Hyundai FC", + "Frosinone", + "Nîmes Olympique", + "Botafogo", + "Real Oviedo", + "Unión de Santa Fe", + "Sparta Praha", + null, + "Grêmio", + "Boca Juniors", + "Deportivo Toluca", + "KAS Eupen", + "Atlético Mineiro", + "AS Monaco", + "Al Raed", + "Montpellier HSC", + "CD Tenerife", + null, + "Sheffield United", + "KV Kortrijk", + "Perugia", + "Jagiellonia Białystok", + "Newell's Old Boys", + "Śląsk Wrocław", + "Gimnàstic de Tarragona", + "Al Nassr", + "New England Revolution", + "Yokohama F. Marinos", + "RC Strasbourg Alsace", + "Ajax", + "Central Coast Mariners", + "GFC Ajaccio", + "BB Erzurumspor", + "SV Darmstadt 98", + "CD Everton de Viña del Mar", + "Malmö FF", + "Atalanta", + "Odense Boldklub", + null, + "CF Rayo Majadahonda", + "1. FC Kaiserslautern", + "MSV Duisburg", + "Hamburger SV", + "Moreirense FC", + "SC Paderborn 07", + "Çaykur Rizespor", + "Göztepe SK", + "Deportivo Toluca", + "Wisła Kraków", + "1. FC Heidenheim 1846", + "CD Universidad de Concepción", + "Sport Club do Recife", + "Newell's Old Boys", + "Gimnàstic de Tarragona", + "Cagliari", + "Millonarios FC", + "Reading", + "Standard de Liège", + "Lecce", + "Club León", + "Alanyaspor", + "FC Midtjylland", + "Fiorentina", + "Cruz Azul", + "Amiens SC", + "Club Atlético Huracán", + "Waasland-Beveren", + "Universidad Católica", + "West Bromwich Albion", + "Al Taawoun", + "Everton", + "Club Atlético Colón", + "Universidad de Chile", + "Udinese", + "CD Leganés", + "Ceará Sporting Club", + "KV Oostende", + "Chelsea", + "UD Las Palmas", + "Sporting de Charleroi", + "PSV", + "Deportivo Pasto", + null, + "Feyenoord", + "Nottingham Forest", + "Preston North End", + "CD Nacional", + "Belgrano de Córdoba", + "Dijon FCO", + "RC Strasbourg Alsace", + "Lincoln City", + "Bolton Wanderers", + "Cardiff City", + "Benevento", + "Shakhtar Donetsk", + "Cruzeiro", + "SD Eibar", + "FC Metz", + "Hellas Verona", + "CD Leganés", + "Vélez Sarsfield", + "Antalyaspor", + "Deportes Tolima", + "BSC Young Boys", + "Motherwell", + "Eintracht Frankfurt", + "FC Lorient", + "Preston North End", + "Birmingham City", + "Monarcas Morelia", + "Rio Ave FC", + "Fulham", + "Club Atlético Colón", + "Toronto FC", + "CD Nacional", + "Beijing Sinobo Guoan FC", + "Valenciennes FC", + "ESTAC Troyes", + "Wigan Athletic", + "Internacional", + "CD Lugo", + "Santos Laguna", + "River Plate", + "Club Atlético Tigre", + "Newell's Old Boys", + "Nottingham Forest", + "RB Leipzig", + "FC Midtjylland", + "Elche CF", + "FC Sion", + "FC Utrecht", + "Huddersfield Town", + "Sint-Truidense VV", + "Real Zaragoza", + "Guadalajara", + "Napoli", + "CD Lugo", + "AD Alcorcón", + "Crystal Palace", + "CD Feirense", + "BSC Young Boys", + "Cruzeiro", + "Cagliari", + "Cruz Azul", + "SV Darmstadt 98", + "CD Aves", + "KAA Gent", + "Nagoya Grampus", + "Le Havre AC", + "Swansea City", + "Belgrano de Córdoba", + "Gimnàstic de Tarragona", + "Houston Dynamo", + "Suwon Samsung Bluewings", + "Legia Warszawa", + "Sporting de Charleroi", + "Atlético Tucumán", + "New England Revolution", + "FC St. Pauli", + "América de Cali", + "SK Brann", + "Vitória Guimarães", + "Yeni Malatyaspor", + "Akhisar Belediyespor", + "Al Wehda", + "Brentford", + "Rotherham United", + "Al Nassr", + "Houston Dynamo", + "Rionegro Águilas", + "La Berrichonne de Châteauroux", + "En Avant de Guingamp", + "Puebla FC", + "Yeni Malatyaspor", + "Burton Albion", + "Queens Park Rangers", + "CD Tondela", + "Atlético Tucumán", + "Wisła Płock", + "Kayserispor", + "CF Reus Deportiu", + "Nîmes Olympique", + "CD Huachipato", + "Sparta Praha", + "Pogoń Szczecin", + "PEC Zwolle", + "Akhisar Belediyespor", + "Patronato", + "Blackburn Rovers", + "Racing Club", + "Sunderland", + "Club Atlético Huracán", + "MKE Ankaragücü", + "MKE Ankaragücü", + "UD Las Palmas", + "Club Atlético Colón", + "Lecce", + "Millwall", + "FC Wacker Innsbruck", + "1. FC Nürnberg", + "Brøndby IF", + null, + "Dynamo Kyiv", + "AZ Alkmaar", + "Chapecoense", + "Atlético Bucaramanga", + "Shandong Luneng TaiShan FC", + "Dinamo Zagreb", + "Córdoba CF", + "AEK Athens", + "Millonarios FC", + "Independiente Santa Fe", + "Dijon FCO", + "Os Belenenses", + "SC Paderborn 07", + "1. FC Köln", + " SSV Jahn Regensburg", + "Leeds United", + "Leicester City", + "Club Tijuana", + "Benevento", + "1. FC Köln", + "Al Batin", + "Universidad de Chile", + "Vitória Guimarães", + "Independiente Santa Fe", + "AS Monaco", + "Hertha BSC", + null, + "Real Zaragoza", + "Çaykur Rizespor", + "Peterborough United", + null, + "ESTAC Troyes", + "KV Kortrijk", + "MSV Duisburg", + "GFC Ajaccio", + "Defensa y Justicia", + "Nottingham Forest", + "SV Sandhausen", + "SpVgg Greuther Fürth", + "Racing Club", + "KAA Gent", + "KV Oostende", + "Shakhtar Donetsk", + "Panathinaikos FC", + "Ascoli", + "Derby County", + "Stade Malherbe Caen", + "SV Darmstadt 98", + "Lecce", + "Club Atlético Aldosivi", + "Kayserispor", + "Os Belenenses", + "MKE Ankaragücü", + "FC Metz", + "MSV Duisburg", + "Club Atlético Tigre", + "FC Zürich", + "Angers SCO", + "Holstein Kiel", + "Ascoli", + "FC Metz", + "Vitória de Setúbal", + "Independiente Santa Fe", + "Carpi", + "Preston North End", + "Fleetwood Town", + "Birmingham City", + "SG Dynamo Dresden", + "Dynamo Kyiv", + "Empoli", + "Al Ahli", + "Sheffield Wednesday", + "FC Augsburg", + "FC Erzgebirge Aue", + "Hannover 96", + "CD Huachipato", + "Medipol Başakşehir FK", + "Rosenborg BK", + "Genoa", + "SV Darmstadt 98", + "Real Valladolid CF", + "SD Huesca", + "Padova", + "CD Lugo", + "Al Raed", + "Club Atlético Huracán", + "Standard de Liège", + "Molde FK", + "Shakhtar Donetsk", + " SSV Jahn Regensburg", + "Granada CF", + "Kashiwa Reysol", + "SpVgg Greuther Fürth", + "FC Sochaux-Montbéliard", + "Aston Villa", + "SV Wehen Wiesbaden", + "SD Huesca", + "Palermo", + "Jagiellonia Białystok", + "FC Sochaux-Montbéliard", + "FC St. Pauli", + "En Avant de Guingamp", + "Western Sydney Wanderers", + "Sanfrecce Hiroshima", + "Club América", + "Unión La Calera", + "Livorno", + "Birmingham City", + "Brisbane Roar", + "Real Sporting de Gijón", + "SD Huesca", + "Aston Villa", + "CD Numancia", + "Colo-Colo", + "SD Huesca", + "Real Oviedo", + "Santos Laguna", + "Crotone", + "Melbourne Victory", + "Benevento", + "FC Zürich", + "Racing Club de Lens", + "BB Erzurumspor", + "Ulsan Hyundai FC", + "Bournemouth", + "AC Ajaccio", + "Scunthorpe United", + "Jeju United FC", + "Amiens SC", + "Bristol City", + "Derby County", + "Kashima Antlers", + "Al Ittihad", + "Club Atlético Aldosivi", + "Preston North End", + "Granada CF", + "DC United", + "Hertha BSC", + "NAC Breda", + "Nottingham Forest", + "Independiente Medellín", + null, + "Colo-Colo", + "Atiker Konyaspor", + "Lazio", + "Kayserispor", + "Kayserispor", + "Antalyaspor", + "PEC Zwolle", + "Jeju United FC", + "AD Alcorcón", + "Foggia", + "Al Hilal", + "Hull City", + "Rio Ave FC", + "Legia Warszawa", + "CD Huachipato", + "Independiente", + "1. FC Magdeburg", + "Orlando City SC", + "Stade Rennais FC", + "Paris Saint-Germain", + "Atlanta United", + "FC Metz", + "UD Almería", + "CD O'Higgins", + "Queens Park Rangers", + "US Cremonese", + "Monarcas Morelia", + "Ajax", + "FC Zürich", + "FC Nantes", + "Málaga CF", + "Lecce", + "Junior FC", + "CD Antofagasta", + "Cádiz CF", + "Middlesbrough", + "Deportivo Pasto", + "Norwich City", + "Swansea City", + "Vélez Sarsfield", + "KRC Genk", + "Livorno", + "Grenoble Foot 38", + "Bournemouth", + null, + "Nîmes Olympique", + "Real Valladolid CF", + "Le Havre AC", + "Plymouth Argyle", + "Crystal Palace", + "Real Zaragoza", + "Club Atlas", + "Sport Club do Recife", + "Shimizu S-Pulse", + "Royal Antwerp FC", + "FC Augsburg", + "Holstein Kiel", + "1. FC Kaiserslautern", + "CF Reus Deportiu", + "FC St. Pauli", + "RC Celta", + "Crotone", + "Deportivo Toluca", + "Brescia", + "Göztepe SK", + "CD Palestino", + "Benevento", + "Birmingham City", + "Guangzhou Evergrande Taobao FC", + "CD Feirense", + "Orlando Pirates", + "Atlético Tucumán", + "Real Salt Lake", + "Universidad Católica", + "Suwon Samsung Bluewings", + "SC Freiburg", + "Sampdoria", + "UD Las Palmas", + "Foggia", + "Club León", + "Girona FC", + "AIK", + "GD Chaves", + "En Avant de Guingamp", + "ADO Den Haag", + "Kashima Antlers", + "Santos", + "Tigres U.A.N.L.", + "CD Nacional", + "SC Freiburg", + "San Luis de Quillota", + "Monarcas Morelia", + "KRC Genk", + "Club Atlético Tigre", + "San Jose Earthquakes", + "Viktoria Plzeň", + "Antalyaspor", + "Charlton Athletic", + "Independiente Santa Fe", + "Atlético Bucaramanga", + "Fleetwood Town", + "Unión La Calera", + "US Salernitana 1919", + "FC St. Pauli", + "Palermo", + "Orlando Pirates", + "Atlético Nacional", + "Yokohama F. Marinos", + "1. FC Magdeburg", + "Hammarby IF", + "Sporting Lokeren", + "Pescara", + "Club Atlético Huracán", + "KV Oostende", + "Ipswich Town", + "CD Lugo", + "Montreal Impact", + null, + "San Jose Earthquakes", + "AZ Alkmaar", + "Os Belenenses", + "Derby County", + "Real Valladolid CF", + "Vitória de Setúbal", + "Feyenoord", + "SK Slavia Praha", + "Internacional", + "Houston Dynamo", + "Norwich City", + "Gamba Osaka", + "Al Qadisiyah", + "VfL Bochum 1848", + "Ajax", + "SG Dynamo Dresden", + "Club Atlético Talleres", + "Racing Club de Lens", + "CD Aves", + "Sheffield Wednesday", + "FC Metz", + "U.N.A.M.", + "Sassuolo", + "Malmö FF", + "Middlesbrough", + "ESTAC Troyes", + "CD Feirense", + "Gamba Osaka", + "FC Dallas", + "Guangzhou Evergrande Taobao FC", + "VfL Bochum 1848", + "Racing Club", + "Cruzeiro", + "Wigan Athletic", + "FC Girondins de Bordeaux", + "AEK Athens", + "Brescia", + null, + "Al Faisaly", + "Vitória de Setúbal", + "AEK Athens", + "Dinamo Zagreb", + "Unión Española", + "Willem II", + "Puebla FC", + "Blackburn Rovers", + "Sparta Praha", + "Lobos BUAP", + "Colo-Colo", + "US Salernitana 1919", + "Peterborough United", + "Crystal Palace", + "Blackburn Rovers", + "FC Groningen", + "FC Girondins de Bordeaux", + "Stade Rennais FC", + "FC Metz", + "Deportivo de La Coruña", + "AS Saint-Étienne", + "Granada CF", + "Club Atlético Aldosivi", + "Aston Villa", + "Atlanta United", + "Lobos BUAP", + "Aarhus GF", + "Pescara", + "Bursaspor", + "Gimnasia y Esgrima La Plata", + "CF Reus Deportiu", + "Sassuolo", + "Peterborough United", + "Ascoli", + "Patriotas Boyacá FC", + "Guadalajara", + "U.N.A.M.", + "Ceará Sporting Club", + "FC Metz", + "Nottingham Forest", + "Al Faisaly", + "Fenerbahçe SK", + "Argentinos Juniors", + null, + "Vancouver Whitecaps FC", + "Sampdoria", + "SV Zulte-Waregem", + "Brentford", + "Preston North End", + "GD Chaves", + "Real Sporting de Gijón", + null, + "FC Ingolstadt 04", + "Leeds United", + "Seattle Sounders FC", + "KSV Cercle Brugge", + "KSV Cercle Brugge", + "CD Nacional", + "Trabzonspor", + "Dinamo Zagreb", + "SV Darmstadt 98", + "Independiente Santa Fe", + "SV Sandhausen", + "Real Sporting de Gijón", + "Club Atlético Colón", + "FC St. Pauli", + "RB Leipzig", + "Vélez Sarsfield", + "Argentinos Juniors", + "1. FC Nürnberg", + null, + "Queens Park Rangers", + "Al Fayha", + "Djurgårdens IF", + "Vitória de Setúbal", + "Royal Antwerp FC", + "Bolton Wanderers", + "Incheon United FC", + "Standard de Liège", + "FC Midtjylland", + "Royal Antwerp FC", + "Al Ittihad", + "CD Tenerife", + "Vélez Sarsfield", + "Valenciennes FC", + "FC Seoul", + "Universidad Católica", + "Pescara", + "GD Chaves", + "Hibernian", + "PAOK", + "Internacional", + "Sint-Truidense VV", + "New York City FC", + "Waasland-Beveren", + "Atlético Huila", + "Vélez Sarsfield", + "Lillestrøm SK", + "AZ Alkmaar", + "Vitória de Setúbal", + "Brentford", + "Monarcas Morelia", + "Karlsruher SC", + "Lechia Gdańsk", + "Junior FC", + "Lazio", + "Portimonense SC", + "Albacete BP", + "Borussia Dortmund", + "BB Erzurumspor", + "Molde FK", + "Jeju United FC", + null, + "AD Alcorcón", + "FC Basel 1893", + "Deportivo Pasto", + "Atiker Konyaspor", + "Ipswich Town", + "Argentinos Juniors", + "Heart of Midlothian", + "Fulham", + "GIF Sundsvall", + "Al Hilal", + "Aston Villa", + "GIF Sundsvall", + "Akhisar Belediyespor", + "Bolton Wanderers", + "FC Emmen", + "Lechia Gdańsk", + "Kaizer Chiefs", + "Millwall", + "Guadalajara", + "Palermo", + "Barnsley", + "Śląsk Wrocław", + "Bolton Wanderers", + "Defensa y Justicia", + "Kawasaki Frontale", + "Hibernian", + "SC Paderborn 07", + "Portland Timbers", + "Audax Italiano", + "Kasimpaşa SK", + "V-Varen Nagasaki", + "Derby County", + "Deportivo Cali", + "Club Atlético Banfield", + "CD Palestino", + "Brøndby IF", + null, + "Argentinos Juniors", + "Paris FC", + "Al Ahli", + "FC København", + "Cardiff City", + "DSC Arminia Bielefeld", + "Eintracht Frankfurt", + "San Jose Earthquakes", + "Ettifaq FC", + "Alanyaspor", + "Atiker Konyaspor", + "Málaga CF", + "Atlético Tucumán", + "Vitória", + "Queens Park Rangers", + "Pescara", + "Djurgårdens IF", + "Amiens SC", + "SV Darmstadt 98", + "MSV Duisburg", + "Al Nassr", + "CD Tenerife", + "Paraná", + "FC Ingolstadt 04", + "Boca Juniors", + "Waasland-Beveren", + "Club América", + "Bristol City", + "1. FC Heidenheim 1846", + "Wisła Kraków", + "Club Atlas", + "Deportes Tolima", + "Dynamo Kyiv", + "FC København", + "IFK Norrköping", + "Blackburn Rovers", + "Cardiff City", + "SV Darmstadt 98", + "FC Ingolstadt 04", + "Vitesse", + "KFC Uerdingen 05", + "Legia Warszawa", + "SpVgg Unterhaching", + "Hellas Verona", + "Al Ahli", + "Portland Timbers", + "Hobro IK", + "Valenciennes FC", + "SG Dynamo Dresden", + "Al Nassr", + "FC København", + "KV Oostende", + "SK Slavia Praha", + "Gimnasia y Esgrima La Plata", + "Hobro IK", + "Millonarios FC", + "Unión de Santa Fe", + "FC Girondins de Bordeaux", + "Angers SCO", + "SV Wehen Wiesbaden", + "Montpellier HSC", + "SPAL", + "ESTAC Troyes", + "FC Ingolstadt 04", + "Al Fayha", + "Brescia", + "Paraná", + "FC Red Bull Salzburg", + "Trabzonspor", + "Melbourne City FC", + "PEC Zwolle", + "ADO Den Haag", + "Foggia", + "Club Atlético Huracán", + "Deportivo Cali", + "Nottingham Forest", + "Vitória de Setúbal", + "Millwall", + "Sheffield Wednesday", + "Pogoń Szczecin", + "Empoli", + "Grenoble Foot 38", + "MSV Duisburg", + null, + "Atlético Tucumán", + "FC Erzgebirge Aue", + "New England Revolution", + "Grêmio", + "FC Erzgebirge Aue", + "De Graafschap", + "Fortuna Sittard", + "América de Cali", + "Atiker Konyaspor", + "Dinamo Zagreb", + "Kayserispor", + "Bristol City", + "Hokkaido Consadole Sapporo", + "Sporting de Charleroi", + "Sporting Lokeren", + "Sporting de Charleroi", + "Boavista FC", + null, + "DSC Arminia Bielefeld", + "AD Alcorcón", + "New York City FC", + "Wigan Athletic", + "Sydney FC", + "NAC Breda", + "FC St. Pauli", + "Jagiellonia Białystok", + "Deportivo Toluca", + "Venezia FC", + "AD Alcorcón", + "CF Reus Deportiu", + "Sint-Truidense VV", + "Vitória", + "SK Rapid Wien", + "Dinamo Zagreb", + "SV Wehen Wiesbaden", + "Amiens SC", + "Grêmio", + "Stade de Reims", + "AZ Alkmaar", + "Club León", + "Leeds United", + "SV Zulte-Waregem", + "Sparta Praha", + "SK Rapid Wien", + "Vitória", + "New England Revolution", + "Córdoba CF", + "Viktoria Plzeň", + "Bristol City", + "SPAL", + "Vancouver Whitecaps FC", + "Derby County", + "Sagan Tosu", + "América de Cali", + "Deportivo Cali", + "Molde FK", + "Al Fayha", + "Extremadura UD", + "Rio Ave FC", + "Albacete BP", + "Fortuna Düsseldorf", + "SV Zulte-Waregem", + "AD Alcorcón", + "Sanfrecce Hiroshima", + "Fortuna Düsseldorf", + "Guadalajara", + "Crotone", + "Panathinaikos FC", + "Olympiacos CFP", + "Heracles Almelo", + "1. FSV Mainz 05", + "Alanyaspor", + "FC Tokyo", + "Torino", + "Deportivo Toluca", + "FC Seoul", + "Wigan Athletic", + "Palermo", + "Venezia FC", + "Elche CF", + "San Martin de Tucumán", + "KAS Eupen", + "Karlsruher SC", + "Jiangsu Suning FC", + "Ipswich Town", + "VfL Wolfsburg", + "Tromsø IL", + "Estudiantes de La Plata", + "Patronato", + "Stade de Reims", + "Portland Timbers", + "MSV Duisburg", + "Wigan Athletic", + "Independiente Santa Fe", + "Antalyaspor", + "Pohang Steelers", + "SC Heerenveen", + "Atiker Konyaspor", + "Hertha BSC", + "Sivasspor", + "FC Ingolstadt 04", + "CD Nacional", + "UD Almería", + "Guangzhou R&F; FC", + "1. FC Union Berlin", + null, + "Puebla FC", + "Grasshopper Club Zürich", + "FC St. Gallen", + "Stade Brestois 29", + "SK Slavia Praha", + "Red Star FC", + "SK Sturm Graz", + "Kaizer Chiefs", + "FC Luzern", + "Cittadella", + "CA Osasuna", + null, + "SK Rapid Wien", + "FC Basel 1893", + "Parma", + "Los Angeles FC", + "KAS Eupen", + "Empoli", + "Monarcas Morelia", + "Sheffield Wednesday", + "San Martin de Tucumán", + "Albacete BP", + "FK Austria Wien", + "Holstein Kiel", + "FK Haugesund", + "Montpellier HSC", + "Jeonbuk Hyundai Motors", + "FC Lorient", + "Legia Warszawa", + null, + "Heracles Almelo", + "Angers SCO", + "Henan Jianye FC", + "Swansea City", + "RSC Anderlecht", + "Zagłębie Lubin", + "Philadelphia Union", + null, + null, + "SPAL", + "CD Tenerife", + "Fortuna Düsseldorf", + "Bristol City", + "Sivasspor", + "CD Universidad de Concepción", + "1. FSV Mainz 05", + "DSC Arminia Bielefeld", + "SC Paderborn 07", + "Guangzhou Evergrande Taobao FC", + "Bologna", + "VfR Aalen", + "KV Kortrijk", + "Patriotas Boyacá FC", + "Cruzeiro", + "Granada CF", + "Lokomotiv Moscow", + null, + "Real Oviedo", + "Vitória Guimarães", + null, + "Wigan Athletic", + "Melbourne Victory", + "Dundalk", + "RC Strasbourg Alsace", + "Boavista FC", + "Tottenham Hotspur", + "Club Atlético Tigre", + "Queens Park Rangers", + "Estudiantes de La Plata", + "Paris Saint-Germain", + "Tiburones Rojos de Veracruz", + "New York Red Bulls", + "CD Numancia", + "CF Rayo Majadahonda", + "Universidad Católica", + "Atlético Paranaense", + "Minnesota United FC", + "Al Shabab", + "Oxford United", + "ESTAC Troyes", + "Legia Warszawa", + "Venezia FC", + "Club América", + "Seattle Sounders FC", + "Real Salt Lake", + "Karlsruher SC", + "Moreirense FC", + "Brentford", + "Vitesse", + "Bolton Wanderers", + "Extremadura UD", + "Kashiwa Reysol", + "Sporting de Charleroi", + "KV Kortrijk", + "Brisbane Roar", + "VfL Bochum 1848", + "Shanghai SIPG FC", + "Unión de Santa Fe", + "Birmingham City", + "Los Angeles FC", + "Reading", + "Piast Gliwice", + "Monarcas Morelia", + "Eintracht Braunschweig", + null, + "Bolton Wanderers", + "SV Sandhausen", + "AS Saint-Étienne", + "Tigres U.A.N.L.", + "Al Hilal", + "Royal Antwerp FC", + "Bolton Wanderers", + "Carpi", + "Atlético Tucumán", + "Ohod Club", + "Colorado Rapids", + "FC Barcelona", + "1. FC Nürnberg", + "Ettifaq FC", + "GD Chaves", + "FC Schalke 04", + "San Martin de Tucumán", + "Argentinos Juniors", + "Racing Club", + "CD Numancia", + "Cardiff City", + "FC Ingolstadt 04", + "Melbourne Victory", + "Western Sydney Wanderers", + "Tromsø IL", + "FC København", + "PEC Zwolle", + "San Lorenzo de Almagro", + null, + "SK Sturm Graz", + "Ipswich Town", + "FK Austria Wien", + null, + "Al Wehda", + "Östersunds FK", + "FC Red Bull Salzburg", + "Cruz Azul", + "KV Oostende", + "Bristol City", + "Patronato", + "Real Oviedo", + "Atlético Mineiro", + "Sporting Lokeren", + "Hamburger SV", + "Frosinone", + "Preston North End", + "Al Shabab", + "Junior FC", + "Real Salt Lake", + "Os Belenenses", + "AEK Athens", + "FC Red Bull Salzburg", + "Rionegro Águilas", + "Hertha BSC", + "New England Revolution", + "Cosenza", + "Celtic", + "KSV Cercle Brugge", + "KSV Cercle Brugge", + "Philadelphia Union", + "RCD Mallorca", + "SK Sturm Graz", + "Deportivo Toluca", + "Portimonense SC", + "FC St. Pauli", + "Hull City", + "Atiker Konyaspor", + "FC Sion", + "1. FC Nürnberg", + "FC Tokyo", + "Celtic", + "Racing Club de Lens", + "Universidad Católica", + "Palermo", + "Club Atlético Aldosivi", + "ESTAC Troyes", + "Racing Club", + "MKE Ankaragücü", + "Royal Excel Mouscron", + "AS Nancy Lorraine", + "Vitesse", + "Genoa", + "Wigan Athletic", + "Antalyaspor", + "SK Sturm Graz", + "Extremadura UD", + "San Martin de Tucumán", + "Girona FC", + "SV Darmstadt 98", + "Hammarby IF", + "BK Häcken", + "Western Sydney Wanderers", + "San Martin de Tucumán", + "Legia Warszawa", + "Vegalta Sendai", + "LOSC Lille", + "Swansea City", + "Cádiz CF", + "Sheffield Wednesday", + "FC København", + "Al Batin", + "Club Atlético Talleres", + "Panathinaikos FC", + "Sint-Truidense VV", + "Shimizu S-Pulse", + "Málaga CF", + "DSC Arminia Bielefeld", + "AIK", + "Rosario Central", + "Spartak Moscow", + "KV Kortrijk", + "CD Nacional", + "Minnesota United FC", + "FC Barcelona", + "Yeni Malatyaspor", + "Reading", + "Stade Rennais FC", + "Pogoń Szczecin", + "Suwon Samsung Bluewings", + "Júbilo Iwata", + "Fluminense", + "1. FC Magdeburg", + "FC Metz", + "MKE Ankaragücü", + "Club Atlético Talleres", + "Paris FC", + "KV Kortrijk", + "Cardiff City", + "San Martin de Tucumán", + "Sheffield United", + "Udinese", + "New York City FC", + "Willem II", + "Wigan Athletic", + "Orlando City SC", + "Ceará Sporting Club", + "Crawley Town", + "Atlético Nacional", + "La Equidad", + "Rosenborg BK", + "Querétaro", + "Cruz Azul", + "Unión Española", + "Kilmarnock", + "Sheffield Wednesday", + "Hull City", + "1. FC Heidenheim 1846", + "Arsenal", + "Göztepe SK", + "Pachuca", + "Hebei China Fortune FC", + "US Cremonese", + "Hammarby IF", + "América de Cali", + "CD Everton de Viña del Mar", + "FC Nordsjælland", + "Cruzeiro", + "FC Thun", + "ESTAC Troyes", + "Moreirense FC", + "FC Admira Wacker Mödling", + "Clube Sport Marítimo", + "FC Basel 1893", + "Derby County", + "Dundalk", + "GD Chaves", + "KV Kortrijk", + "CD Tondela", + "SV Sandhausen", + "Chicago Fire", + "RCD Espanyol", + "Vålerenga Fotball", + "IFK Norrköping", + "Patronato", + "UD Almería", + "TSG 1899 Hoffenheim", + "Los Angeles FC", + "FC Lugano", + "Sporting de Charleroi", + "Göztepe SK", + "Vitória de Setúbal", + "Southampton", + "Independiente Medellín", + "CD Nacional", + "KV Oostende", + "SK Sturm Graz", + "Albacete BP", + "TSG 1899 Hoffenheim", + "AS Nancy Lorraine", + "Atlético Mineiro", + "Oxford United", + "Molde FK", + "Stade Malherbe Caen", + "CD Aves", + "Atalanta", + " SSV Jahn Regensburg", + "Valenciennes FC", + "Club Necaxa", + "SD Huesca", + "ESTAC Troyes", + "Millonarios FC", + "Real Zaragoza", + "Patriotas Boyacá FC", + "MSV Duisburg", + "CD Nacional", + "Millwall", + "Audax Italiano", + "Millwall", + "Celtic", + "KV Oostende", + "Monarcas Morelia", + "Dundee FC", + "LA Galaxy", + "América de Cali", + "ADO Den Haag", + "Medipol Başakşehir FK", + "SV Zulte-Waregem", + "Barnsley", + "Nîmes Olympique", + "1. FC Heidenheim 1846", + "Rosenborg BK", + "Reading", + "Bolton Wanderers", + "Hellas Verona", + "Spezia", + "Botafogo", + "FC Tokyo", + "Spezia", + "Tiburones Rojos de Veracruz", + "Ulsan Hyundai FC", + "Brescia", + "Motherwell", + "Cracovia", + "Córdoba CF", + "Trabzonspor", + "Rangers FC", + "Legia Warszawa", + "Columbus Crew SC", + "FC Red Bull Salzburg", + "Bristol City", + "Alanyaspor", + "Melbourne Victory", + "Al Faisaly", + "Levante UD", + "PFC CSKA Moscow", + "Kalmar FF", + "CD Tenerife", + "Portsmouth", + "CD Nacional", + "Toronto FC", + "Blackburn Rovers", + "US Cremonese", + "Nîmes Olympique", + "Gyeongnam FC", + "Stade Malherbe Caen", + "Bristol City", + "Molde FK", + "Angers SCO", + "Portimonense SC", + "VfR Aalen", + "SC Paderborn 07", + "Genoa", + "Karlsruher SC", + "CD Numancia", + "Sporting Kansas City", + "1. FC Union Berlin", + "AJ Auxerre", + "Deportes Tolima", + "1. FC Union Berlin", + "Deportivo de La Coruña", + "Çaykur Rizespor", + "Racing Club de Lens", + "KSV Cercle Brugge", + "Frosinone", + "Jeonbuk Hyundai Motors", + "Perth Glory", + "Córdoba CF", + "CD Palestino", + "Legia Warszawa", + "Genoa", + "Chicago Fire", + "Júbilo Iwata", + "Defensa y Justicia", + "PAOK", + "Fleetwood Town", + "Atlético Mineiro", + "San Lorenzo de Almagro", + "Columbus Crew SC", + "VfL Bochum 1848", + "Gangwon FC", + "KAS Eupen", + "Holstein Kiel", + "Santos", + "Racing Club de Lens", + "SG Dynamo Dresden", + "Universidad de Chile", + "LASK Linz", + "Unión Española", + "FC Basel 1893", + "SK Sturm Graz", + "RC Strasbourg Alsace", + "SD Huesca", + "Angers SCO", + "Kashima Antlers", + "Akhisar Belediyespor", + "1. FC Heidenheim 1846", + "FC Lorient", + "Gimnasia y Esgrima La Plata", + "Cruz Azul", + "LOSC Lille", + "VfL Bochum 1848", + "LA Galaxy", + "VfL Bochum 1848", + "FC Luzern", + "Cádiz CF", + "Rionegro Águilas", + "Clube Sport Marítimo", + "AZ Alkmaar", + "GD Chaves", + "Valenciennes FC", + "Os Belenenses", + "Jeonnam Dragons", + "Aberdeen", + "Pescara", + "Gyeongnam FC", + "TSG 1899 Hoffenheim", + "FC Erzgebirge Aue", + "Manchester City", + "CD Tondela", + "Hull City", + "Udinese", + "Portsmouth", + "Strømsgodset IF", + "Ipswich Town", + "SV Darmstadt 98", + "1. FC Nürnberg", + "Envigado FC", + "CD Numancia", + "Chamois Niortais Football Club", + "Kawasaki Frontale", + "Le Havre AC", + "Wolfsberger AC", + "CD Tondela", + null, + "1. FC Heidenheim 1846", + "FC Red Bull Salzburg", + "Östersunds FK", + "BB Erzurumspor", + "Vitória Guimarães", + "Preston North End", + "Vålerenga Fotball", + "1. FC Magdeburg", + "CD Aves", + "VfB Stuttgart", + "SV Zulte-Waregem", + "VfL Wolfsburg", + "Antalyaspor", + "Toulouse Football Club", + "Urawa Red Diamonds", + "Stade de Reims", + "Rosenborg BK", + "Boavista FC", + "VfL Wolfsburg", + "Audax Italiano", + "FC Basel 1893", + null, + "Birmingham City", + "Pachuca", + "Derby County", + "CD Feirense", + "Foggia", + "San Jose Earthquakes", + "FC Sion", + "San Luis de Quillota", + "Gimnàstic de Tarragona", + "Wigan Athletic", + "Ulsan Hyundai FC", + "Universidad Católica", + "Independiente Medellín", + "Brighton & Hove Albion", + "KAS Eupen", + "KAS Eupen", + "SpVgg Unterhaching", + "1. FC Kaiserslautern", + "RCD Mallorca", + "Grasshopper Club Zürich", + "Universidad Católica", + "1. FC Nürnberg", + "Willem II", + "Al Fayha", + "San Luis de Quillota", + "Pescara", + "Chapecoense", + "Boavista FC", + "CD Antofagasta", + "Sporting Lokeren", + "SV Sandhausen", + "Ettifaq FC", + "BK Häcken", + "Sheffield Wednesday", + "Crotone", + "Sivasspor", + "Yeni Malatyaspor", + "SK Slavia Praha", + "PFC CSKA Moscow", + "Club Atlético Lanús", + "Stade Brestois 29", + "FC St. Pauli", + "Clermont Foot 63", + "Independiente Santa Fe", + "Kilmarnock", + "Birmingham City", + "Brentford", + "OGC Nice", + "Stade Malherbe Caen", + "Stade Brestois 29", + "Monarcas Morelia", + "CD Tondela", + null, + "CD Nacional", + "Perugia", + "Cerezo Osaka", + "CD Tenerife", + "Shandong Luneng TaiShan FC", + null, + "Granada CF", + "Akhisar Belediyespor", + "Vélez Sarsfield", + "Kasimpaşa SK", + "Club Atlético Talleres", + "Viktoria Plzeň", + "CD O'Higgins", + "Śląsk Wrocław", + "US Salernitana 1919", + "FC Groningen", + "Estudiantes de La Plata", + "San Luis de Quillota", + "Guangzhou Evergrande Taobao FC", + "Vélez Sarsfield", + "Piast Gliwice", + "Brøndby IF", + "Miedź Legnica", + "Club Atlético Huracán", + "FC Zürich", + "Yeni Malatyaspor", + "FC Ingolstadt 04", + "Rangers FC", + "SG Dynamo Dresden", + "CD Nacional", + "Tiburones Rojos de Veracruz", + "Sanfrecce Hiroshima", + "SK Rapid Wien", + "Bayer 04 Leverkusen", + "MSV Duisburg", + "Stade Brestois 29", + "Odds BK", + "Orlando City SC", + "SC Fortuna Köln", + "San Martín de San Juan", + "Atiker Konyaspor", + "VfB Stuttgart", + "PEC Zwolle", + "Malmö FF", + "Paris FC", + "FC Sochaux-Montbéliard", + "Rangers FC", + "AD Alcorcón", + "AC Ajaccio", + "Portimonense SC", + "Galatasaray SK", + "Alanyaspor", + "Deportivo Alavés", + "Minnesota United FC", + "Guadalajara", + "Clermont Foot 63", + "Sivasspor", + "Birmingham City", + "Argentinos Juniors", + "FC Luzern", + "Cádiz CF", + "CD O'Higgins", + "Sporting Kansas City", + "Parma", + "FC Nantes", + "FC Zürich", + "Livorno", + "FC København", + "Real Sporting de Gijón", + "FC Nantes", + "GFC Ajaccio", + "Odds BK", + "Fortuna Sittard", + "Rio Ave FC", + "Hull City", + "Portland Timbers", + "Lobos BUAP", + "Heart of Midlothian", + "Melbourne Victory", + "Millwall", + "Fleetwood Town", + "Gimnasia y Esgrima La Plata", + "San Lorenzo de Almagro", + "SC Braga", + "Real Zaragoza", + "AJ Auxerre", + "Albacete BP", + "1. FC Köln", + "Wigan Athletic", + "Rosenborg BK", + "Cardiff City", + "Venezia FC", + "Hellas Verona", + "Universidad de Chile", + "Newell's Old Boys", + "Moreirense FC", + "Bristol City", + "Patriotas Boyacá FC", + "Cádiz CF", + "Unión Española", + "AEK Athens", + "Guadalajara", + "Querétaro", + null, + "Boca Juniors", + "KRC Genk", + "RSC Anderlecht", + "Sivasspor", + "Gimnàstic de Tarragona", + "1. FC Nürnberg", + "Borussia Mönchengladbach", + "FC Basel 1893", + "San Martin de Tucumán", + "Sunderland", + "Monarcas Morelia", + "Malmö FF", + "Universidad de Chile", + "Fortuna Düsseldorf", + "Cosenza", + "SV Wehen Wiesbaden", + "Atlético Mineiro", + "OGC Nice", + "Sporting Lokeren", + "1. FC Magdeburg", + "Málaga CF", + "CD Tondela", + "Philadelphia Union", + "Sint-Truidense VV", + "Club Atlético Tigre", + "Leicester City", + "Portsmouth", + null, + "Júbilo Iwata", + "Racing Club", + null, + "Tiburones Rojos de Veracruz", + "Feyenoord", + "1. FC Heidenheim 1846", + "Club Atlético Aldosivi", + "Norwich City", + "SV Sandhausen", + "Colorado Rapids", + "Millwall", + "GD Chaves", + "CD Tenerife", + "Al Raed", + "KV Oostende", + "Moreirense FC", + "Club Deportes Temuco", + "Aalborg BK", + "Atlético Paranaense", + "Manchester City", + "Real Zaragoza", + "Frosinone", + "Deportivo de La Coruña", + "Newell's Old Boys", + "Kawasaki Frontale", + "Santa Clara", + "1. FC Union Berlin", + "Deportes Tolima", + "SK Slavia Praha", + "ESTAC Troyes", + "Atlético Bucaramanga", + "FC Augsburg", + "San Jose Earthquakes", + "RC Celta", + "Colorado Rapids", + "Audax Italiano", + "AS Nancy Lorraine", + "Rosenborg BK", + "Wisła Płock", + "Argentinos Juniors", + "Zagłębie Lubin", + "KV Oostende", + "LA Galaxy", + "Odds BK", + "Kashiwa Reysol", + "Al Taawoun", + "Preston North End", + "Nagoya Grampus", + "Çaykur Rizespor", + "Brescia", + "VfL Bochum 1848", + "Seattle Sounders FC", + "Unión La Calera", + "1. FSV Mainz 05", + "Cittadella", + "Palermo", + "US Orléans Loiret Football", + "De Graafschap", + "Boavista FC", + null, + "FC Luzern", + "AC Ajaccio", + "Legia Warszawa", + "Al Hazem", + "Millwall", + "Santa Clara", + "Unión La Calera", + "Sarpsborg 08 FF", + "Chievo Verona", + "Orlando Pirates", + "US Salernitana 1919", + "FC Erzgebirge Aue", + "Club Atlético Colón", + "MKE Ankaragücü", + "Kilmarnock", + "FC Schalke 04", + "Atlanta United", + "Athletic Club de Bilbao", + "SV Darmstadt 98", + "FC Utrecht", + "ESTAC Troyes", + "Hull City", + "Rio Ave FC", + "Carpi", + "Sheffield United", + "Gimnàstic de Tarragona", + "Benevento", + "Chapecoense", + "Jaguares de Córdoba", + "Stade Malherbe Caen", + "Vancouver Whitecaps FC", + "LA Galaxy", + "GD Chaves", + "Cádiz CF", + "Monarcas Morelia", + "Aarhus GF", + "Cruz Azul", + "Rayo Vallecano", + "Estudiantes de La Plata", + null, + "FC Nordsjælland", + "RSC Anderlecht", + "US Salernitana 1919", + "Bradford City", + null, + "Tromsø IL", + "Antalyaspor", + "Perugia", + "Deportivo de La Coruña", + "Millwall", + "IF Elfsborg", + "Foggia", + "1. FC Nürnberg", + "Club Deportes Temuco", + "Santa Clara", + "Querétaro", + "Dundalk", + "Vitória de Setúbal", + "Al Fateh", + "Oxford United", + "AD Alcorcón", + "Blackburn Rovers", + "SG Dynamo Dresden", + "Brentford", + "Vitória", + "Levante UD", + "FC Lorient", + "Eintracht Braunschweig", + "Pohang Steelers", + "Jeonnam Dragons", + "Chapecoense", + "Portsmouth", + "FC Midtjylland", + "Elche CF", + "Al Raed", + "CA Osasuna", + "Lechia Gdańsk", + "Accrington Stanley", + "1. FC Heidenheim 1846", + null, + "Ajax", + "Deportivo Toluca", + "CD Everton de Viña del Mar", + "Ulsan Hyundai FC", + "Independiente Medellín", + "Gangwon FC", + "SK Rapid Wien", + "Unión La Calera", + "CD Tenerife", + "Once Caldas", + "Paris Saint-Germain", + "Cosenza", + "Gimnasia y Esgrima La Plata", + "Once Caldas", + "Perth Glory", + "Sagan Tosu", + "Jagiellonia Białystok", + "Jagiellonia Białystok", + "Reading", + "FC Midtjylland", + "Yeni Malatyaspor", + "Real Sociedad", + "Empoli", + "Once Caldas", + "Independiente Santa Fe", + "Lecce", + "SV Werder Bremen", + "FK Austria Wien", + "FC Girondins de Bordeaux", + "Molde FK", + "Rotherham United", + "Ajax", + "Ipswich Town", + "Club Tijuana", + "FC Lugano", + "Real Salt Lake", + "SV Darmstadt 98", + null, + "Odense Boldklub", + "CF Rayo Majadahonda", + "Malmö FF", + "Chapecoense", + "Reading", + "Albacete BP", + "Real Madrid", + null, + "Sivasspor", + "SG Dynamo Dresden", + "Belgrano de Córdoba", + "Nîmes Olympique", + "Al Ahli", + "Universidad de Chile", + "Universidad de Chile", + "US Salernitana 1919", + "Dijon FCO", + "Atlético Bucaramanga", + null, + "CF Rayo Majadahonda", + "SG Dynamo Dresden", + "Deportes Iquique", + "Ulsan Hyundai FC", + "Bahia", + "Dinamo Zagreb", + "US Salernitana 1919", + "St. Johnstone FC", + "Reading", + "Boyacá Chicó FC", + "Dinamo Zagreb", + "Sanfrecce Hiroshima", + "Colorado Rapids", + "Everton", + "Pohang Steelers", + "Jeonnam Dragons", + "UD Almería", + "Brescia", + "DC United", + "Grenoble Foot 38", + "Vitória", + "Sevilla FC", + "FC Ingolstadt 04", + "Piast Gliwice", + "Atlético Bucaramanga", + "Nîmes Olympique", + "FC Lorient", + "FC Admira Wacker Mödling", + "Heracles Almelo", + "Tianjin Quanjian FC", + "SK Rapid Wien", + "PAOK", + "Sport Club do Recife", + "Club Atlético Talleres", + "Olympique Lyonnais", + "Sint-Truidense VV", + "Willem II", + "Wisła Kraków", + "Luton Town", + "Audax Italiano", + "Atlético Huila", + "Santos", + "FC Erzgebirge Aue", + "ESTAC Troyes", + "Sheffield United", + "FC Zürich", + " SSV Jahn Regensburg", + "KAA Gent", + "Houston Dynamo", + "NAC Breda", + "Jeonnam Dragons", + "Incheon United FC", + "FC Erzgebirge Aue", + "Brøndby IF", + "SV Mattersburg", + "Shakhtar Donetsk", + "Club Atlético Talleres", + "FC Hansa Rostock", + "Beijing Sinobo Guoan FC", + "Sport Club do Recife", + "New England Revolution", + "SK Brann", + "Pogoń Szczecin", + "Grasshopper Club Zürich", + "Venezia FC", + "Real Salt Lake", + "Hull City", + null, + "Deportes Tolima", + "MSV Duisburg", + "US Cremonese", + "Östersunds FK", + "CD Antofagasta", + "Hellas Verona", + "Empoli", + "Rotherham United", + "Odense Boldklub", + "Club Atlético Colón", + "CD Everton de Viña del Mar", + "Sagan Tosu", + "VfL Bochum 1848", + "Ettifaq FC", + "Strømsgodset IF", + "Antalyaspor", + "Reading", + "FC Augsburg", + "Barnsley", + "1. FC Union Berlin", + "San Lorenzo de Almagro", + "CD Tenerife", + "Angers SCO", + "Bolton Wanderers", + "CA Osasuna", + "Deportes Iquique", + "Bahia", + "Bologna", + "Hannover 96", + "Luton Town", + "Querétaro", + "Brøndby IF", + "Aarhus GF", + "Extremadura UD", + "San Luis de Quillota", + "KSV Cercle Brugge", + null, + "FC Ingolstadt 04", + "Sevilla FC", + "Heart of Midlothian", + "Kristiansund BK", + "FC Dallas", + "Sunderland", + "Alianza Petrolera", + "Wellington Phoenix", + "Bursaspor", + "Lecce", + "KV Kortrijk", + "IFK Norrköping", + "Junior FC", + "Frosinone", + "Portimonense SC", + "Al Nassr", + "New England Revolution", + "Pohang Steelers", + "Bristol City", + "Crystal Palace", + "Huddersfield Town", + "Millwall", + "CA Osasuna", + "Sport Club do Recife", + null, + "Deportes Iquique", + "Atlético Huila", + "Yokohama F. Marinos", + "Nîmes Olympique", + "Club Atlético Talleres", + "Jeonbuk Hyundai Motors", + "Sunderland", + "Leeds United", + "FC St. Pauli", + "Nottingham Forest", + "Sarpsborg 08 FF", + "Hebei China Fortune FC", + "Guangzhou R&F; FC", + "Lech Poznań", + "Botafogo", + "KAA Gent", + "Hellas Verona", + "Sangju Sangmu FC", + "Belgrano de Córdoba", + "Albacete BP", + "Rochdale", + "Paris FC", + "Blackburn Rovers", + "Real Oviedo", + "Frosinone", + "Stade de Reims", + "Sheffield Wednesday", + "FC Zürich", + "Kashima Antlers", + "BSC Young Boys", + "Al Ittihad", + "Deportivo Cali", + "Hellas Verona", + null, + "Club Deportes Temuco", + "CD Universidad de Concepción", + "IFK Norrköping", + "Venezia FC", + "Walsall", + "FC Lugano", + "Alanyaspor", + "Kashiwa Reysol", + "Padova", + "Hellas Verona", + "Al Ittihad", + "CD Tondela", + "Korona Kielce", + "Real Sporting de Gijón", + "Club Brugge KV", + "US Cremonese", + " SSV Jahn Regensburg", + "Odds BK", + "Deportivo Pasto", + "Perth Glory", + "Al Fateh", + "Botafogo", + "New York City FC", + "Fluminense", + "GD Chaves", + "Grasshopper Club Zürich", + "PFC CSKA Moscow", + "FC Sochaux-Montbéliard", + "Kristiansund BK", + "Brescia", + "La Equidad", + "Alianza Petrolera", + "SV Wehen Wiesbaden", + "Rotherham United", + "Lech Poznań", + "Hannover 96", + "Arsenal", + "Shonan Bellmare", + "Le Havre AC", + "Adelaide United", + "Celtic", + "Pogoń Szczecin", + "Çaykur Rizespor", + "Club Atlético Banfield", + "CD Tenerife", + "KAS Eupen", + "Willem II", + "Alianza Petrolera", + "Al Hazem", + "Nottingham Forest", + "SG Dynamo Dresden", + "Legia Warszawa", + "Houston Dynamo", + " SSV Jahn Regensburg", + "Once Caldas", + "Perth Glory", + "Bahia", + "Red Star FC", + "DC United", + "CD Aves", + "Hull City", + "FC Girondins de Bordeaux", + "Universidad Católica", + "US Cremonese", + "Ipswich Town", + "SK Rapid Wien", + "Perugia", + "Luton Town", + "Gimnàstic de Tarragona", + "Brisbane Roar", + "Heracles Almelo", + "Santos Laguna", + "CD Everton de Viña del Mar", + "FC Würzburger Kickers", + "Holstein Kiel", + "Torino", + "Deportivo Cali", + "Unión La Calera", + "Málaga CF", + "Alanyaspor", + "FSV Zwickau", + "CD Aves", + "Shanghai SIPG FC", + "Ulsan Hyundai FC", + "FC Utrecht", + "Cracovia", + "UD Almería", + "Brescia", + "Jeonnam Dragons", + "Club Necaxa", + "AS Nancy Lorraine", + "V-Varen Nagasaki", + "Spezia", + "Reading", + "Atiker Konyaspor", + "Vancouver Whitecaps FC", + "AS Nancy Lorraine", + "RC Celta", + "St. Mirren", + "FC Würzburger Kickers", + "KAS Eupen", + "Holstein Kiel", + "CD Numancia", + "CD Lugo", + "MKE Ankaragücü", + "New England Revolution", + "Toulouse Football Club", + "Gangwon FC", + "Audax Italiano", + "Aberdeen", + "Al Ittihad", + "SC Fortuna Köln", + "U.N.A.M.", + "Deportes Tolima", + "Club Atlético Colón", + "Cádiz CF", + "MSV Duisburg", + "Gyeongnam FC", + "DSC Arminia Bielefeld", + "Crotone", + "SC Paderborn 07", + "Akhisar Belediyespor", + "CD Feirense", + "Charlton Athletic", + "Kawasaki Frontale", + "Blackburn Rovers", + "CD Antofagasta", + "Lobos BUAP", + "Sheffield United", + "Changchun Yatai FC", + "Newell's Old Boys", + "Adelaide United", + "Fluminense", + "Burton Albion", + "SV Zulte-Waregem", + "Al Shabab", + "KAS Eupen", + "Incheon United FC", + "Jeonbuk Hyundai Motors", + "Padova", + "Santa Clara", + "VfL Bochum 1848", + "PEC Zwolle", + "CF Reus Deportiu", + "Odense Boldklub", + "Lokomotiv Moscow", + "Atlético Paranaense", + "Yokohama F. Marinos", + "Guangzhou Evergrande Taobao FC", + "FC St. Pauli", + "Urawa Red Diamonds", + "Yokohama F. Marinos", + "Brisbane Roar", + "Spezia", + "Hammarby IF", + "Stade Brestois 29", + "Once Caldas", + "RC Celta", + "Crotone", + "CD O'Higgins", + "RC Celta", + "KV Oostende", + "Stade Malherbe Caen", + "Hellas Verona", + "Göztepe SK", + "Scunthorpe United", + "CD Numancia", + "AC Horsens", + "Arsenal", + "MSV Duisburg", + "Antalyaspor", + "Royal Excel Mouscron", + "Esbjerg fB", + "CD Everton de Viña del Mar", + "Kaizer Chiefs", + "CF Reus Deportiu", + "Club Necaxa", + "Pogoń Szczecin", + "Palermo", + "CA Osasuna", + "Newell's Old Boys", + "CD Palestino", + "AD Alcorcón", + "Sporting Kansas City", + "Ipswich Town", + "Club Atlético Aldosivi", + "Burton Albion", + "Genoa", + "Montreal Impact", + "Aalborg BK", + "FC Thun", + "Sporting Lokeren", + "Wisła Kraków", + "Sporting Lokeren", + "Al Faisaly", + "Shanghai SIPG FC", + "Montpellier HSC", + "Club León", + "Ascoli", + "Al Ahli", + "Os Belenenses", + "Al Ahli", + "Al Faisaly", + "Trabzonspor", + "Olympiacos CFP", + "FC Admira Wacker Mödling", + "Al Batin", + "Real Sociedad", + "Club Atlético Aldosivi", + "RCD Mallorca", + "Santos Laguna", + "Os Belenenses", + "Nagoya Grampus", + "1. FC Magdeburg", + "Kashima Antlers", + "Real Oviedo", + "FK Austria Wien", + "Norwich City", + "1. FC Union Berlin", + "CD Nacional", + null, + "Deportes Iquique", + "Jeju United FC", + "Tiburones Rojos de Veracruz", + "FC Lorient", + "GFC Ajaccio", + "Atlético Paranaense", + "Grasshopper Club Zürich", + "HJK Helsinki", + "US Cremonese", + "Piast Gliwice", + "Le Havre AC", + "Grenoble Foot 38", + "Querétaro", + "NAC Breda", + "Jeonbuk Hyundai Motors", + "Independiente Santa Fe", + "Norwich City", + "Rosario Central", + "Legia Warszawa", + "Newell's Old Boys", + "Club Atlético Colón", + "Santa Clara", + "Montreal Impact", + "Burnley", + "Belgrano de Córdoba", + "US Cremonese", + "FC Utrecht", + "Colorado Rapids", + "Sporting Lokeren", + "MKE Ankaragücü", + null, + "Alianza Petrolera", + "SC Paderborn 07", + "Sydney FC", + "Lokomotiv Moscow", + "Queens Park Rangers", + "Foggia", + "CD O'Higgins", + "Patronato", + "Parma", + "Guadalajara", + "SV Wehen Wiesbaden", + "Burton Albion", + "La Equidad", + "Lobos BUAP", + "Sport Club do Recife", + "Club León", + "SC Paderborn 07", + "New England Revolution", + "CD Aves", + "1. FC Magdeburg", + "Bolton Wanderers", + "Lobos BUAP", + "Club Necaxa", + "Shanghai SIPG FC", + "SV Darmstadt 98", + "Ascoli", + "SpVgg Greuther Fürth", + "Derby County", + "Colo-Colo", + "New York Red Bulls", + "LASK Linz", + " SSV Jahn Regensburg", + "CD Antofagasta", + "US Salernitana 1919", + "Sporting de Charleroi", + "US Salernitana 1919", + "SG Dynamo Dresden", + "Rio Ave FC", + "Hibernian", + "SK Brann", + "PEC Zwolle", + "KV Kortrijk", + " SSV Jahn Regensburg", + "AJ Auxerre", + "CF Reus Deportiu", + "Fluminense", + "SG Dynamo Dresden", + "Los Angeles FC", + "Willem II", + "Universidad de Chile", + "Vancouver Whitecaps FC", + "Lillestrøm SK", + "Real Zaragoza", + "Holstein Kiel", + "Blackburn Rovers", + "América FC (Minas Gerais)", + "Yokohama F. Marinos", + "Akhisar Belediyespor", + "Royal Excel Mouscron", + "FC København", + "Gamba Osaka", + "KFC Uerdingen 05", + "Le Havre AC", + "Bradford City", + "Borussia Dortmund", + "Melbourne City FC", + "Accrington Stanley", + "Heart of Midlothian", + "Kashima Antlers", + "Montreal Impact", + "Portland Timbers", + "CD Tenerife", + "CD Universidad de Concepción", + "Chamois Niortais Football Club", + "Feyenoord", + "Śląsk Wrocław", + "Motherwell", + "Santa Clara", + "Vélez Sarsfield", + "Perugia", + "Aarhus GF", + "FK Austria Wien", + "Real Sociedad", + "ESTAC Troyes", + "Pogoń Szczecin", + "Zagłębie Lubin", + "Royal Excel Mouscron", + "Independiente Santa Fe", + "FC Nantes", + "Santos", + "SC Fortuna Köln", + "Nottingham Forest", + "Akhisar Belediyespor", + "FC Erzgebirge Aue", + "AD Alcorcón", + "Nîmes Olympique", + "Heart of Midlothian", + "Santa Clara", + null, + "CD Feirense", + "Seattle Sounders FC", + "Çaykur Rizespor", + "Tiburones Rojos de Veracruz", + null, + "IFK Norrköping", + "Málaga CF", + "Shandong Luneng TaiShan FC", + "FC Dallas", + null, + "Unión de Santa Fe", + "GD Chaves", + "Nagoya Grampus", + "Shandong Luneng TaiShan FC", + "Atiker Konyaspor", + "Bahia", + "Houston Dynamo", + "RCD Mallorca", + "Sheffield Wednesday", + "Palermo", + "Grenoble Foot 38", + "KSV Cercle Brugge", + "Kawasaki Frontale", + "West Bromwich Albion", + "Pescara", + "FC Thun", + "Vancouver Whitecaps FC", + "Dynamo Kyiv", + "CD Antofagasta", + "ESTAC Troyes", + "Real Zaragoza", + "Puebla FC", + "Southend United", + "Bristol Rovers", + "SC Heerenveen", + "Independiente Santa Fe", + "Orlando Pirates", + "BK Häcken", + "CD Universidad de Concepción", + "Sparta Praha", + "CD Aves", + "SK Brann", + "AS Saint-Étienne", + "Al Faisaly", + "Rotherham United", + "Aalborg BK", + "Hibernian", + "Cádiz CF", + "Vissel Kobe", + "Defensa y Justicia", + "FC St. Pauli", + "AS Nancy Lorraine", + "SK Rapid Wien", + "Universidad de Chile", + "KAS Eupen", + "Elche CF", + "Blackburn Rovers", + "América de Cali", + "Al Hilal", + "SV Sandhausen", + "Belgrano de Córdoba", + "Atlético Nacional", + "Hull City", + "FC St. Gallen", + "La Berrichonne de Châteauroux", + "Hamilton Academical FC", + "Rionegro Águilas", + "SV Sandhausen", + "SC Heerenveen", + "AZ Alkmaar", + "KAA Gent", + "Ulsan Hyundai FC", + "Club Necaxa", + "SpVgg Greuther Fürth", + "CF Reus Deportiu", + "Jeju United FC", + "Sunderland", + "Club Atlético Tigre", + "CA Osasuna", + "Heracles Almelo", + "Panathinaikos FC", + "La Equidad", + "Montreal Impact", + "Guangzhou R&F; FC", + "Brisbane Roar", + "Crotone", + "Real Zaragoza", + "BSC Young Boys", + "Colorado Rapids", + "Bologna", + "Fulham", + "Fortuna Sittard", + "FC Emmen", + "Hibernian", + "Heart of Midlothian", + "Molde FK", + "Cádiz CF", + "St. Johnstone FC", + "Waasland-Beveren", + "CF Reus Deportiu", + "Urawa Red Diamonds", + "Philadelphia Union", + "Rionegro Águilas", + "CD Lugo", + "Jaguares de Córdoba", + "Club Atlético Aldosivi", + "FC Nantes", + "Sporting Kansas City", + "SV Sandhausen", + "Sporting Lokeren", + "Belgrano de Córdoba", + "IFK Norrköping", + "Derby County", + "Willem II", + "Le Havre AC", + "Norwich City", + "Atlético Huila", + "CF Reus Deportiu", + "Sydney FC", + "FC Ingolstadt 04", + "CD Nacional", + "Bursaspor", + "BB Erzurumspor", + "América FC (Minas Gerais)", + "Ajax", + "Pescara", + "US Cremonese", + "TSV 1860 München", + "Curicó Unido", + "Ascoli", + "Al Faisaly", + "1. FC Magdeburg", + "Sparta Praha", + "Stabæk Fotball", + "Boavista FC", + "Beijing Sinobo Guoan FC", + "Lech Poznań", + "SCR Altach", + "Clermont Foot 63", + "1. FC Köln", + "Holstein Kiel", + "Akhisar Belediyespor", + "Bolton Wanderers", + "Chamois Niortais Football Club", + "En Avant de Guingamp", + "AS Saint-Étienne", + "Sagan Tosu", + "FC Seoul", + "Real Valladolid CF", + "CD Aves", + "FC Zürich", + "Al Ittihad", + "Willem II", + "Atalanta", + "GIF Sundsvall", + "AJ Auxerre", + "Rionegro Águilas", + "Independiente Santa Fe", + "San Martín de San Juan", + "VVV-Venlo", + "FC Dallas", + "Göztepe SK", + "Brescia", + "Ranheim Fotball", + "PEC Zwolle", + "Sporting Lokeren", + "Heart of Midlothian", + "San Jose Earthquakes", + "Fortuna Sittard", + "Santos Laguna", + "Hull City", + "San Luis de Quillota", + "KAA Gent", + "Vitória de Setúbal", + "Rangers FC", + "Elche CF", + "Sunderland", + "Stade Rennais FC", + "VfB Stuttgart", + "Unión La Calera", + "Örebro SK", + "Independiente Santa Fe", + "Sporting Kansas City", + "FC Erzgebirge Aue", + "Portsmouth", + "Sheffield United", + "Hibernian", + "Houston Dynamo", + "Sydney FC", + "Sheffield Wednesday", + "Querétaro", + "Leeds United", + "Standard de Liège", + "Toronto FC", + "Stevenage", + "Eintracht Frankfurt", + "Kalmar FF", + "Grenoble Foot 38", + "Cardiff City", + "CD O'Higgins", + "Kaizer Chiefs", + "Guangzhou Evergrande Taobao FC", + "Lokomotiv Moscow", + "KSV Cercle Brugge", + "Ipswich Town", + "Brentford", + "ESTAC Troyes", + "América FC (Minas Gerais)", + "Elche CF", + "Cerezo Osaka", + "FK Austria Wien", + "Sint-Truidense VV", + "Defensa y Justicia", + "Puebla FC", + "Legia Warszawa", + "VVV-Venlo", + "Tiburones Rojos de Veracruz", + "SG Sonnenhof Großaspach", + "SK Sturm Graz", + "Gangwon FC", + "CD Numancia", + "FC Sion", + "Sheffield United", + "CD Numancia", + "Çaykur Rizespor", + "Queens Park Rangers", + "CD Lugo", + "Empoli", + "DSC Arminia Bielefeld", + "Heracles Almelo", + "Córdoba CF", + "San Lorenzo de Almagro", + "FC Tokyo", + "Heracles Almelo", + "Çaykur Rizespor", + "Al Hilal", + "Millwall", + "BSC Young Boys", + "Independiente Santa Fe", + null, + "Brighton & Hove Albion", + "MKE Ankaragücü", + "UD Almería", + "DC United", + "Hammarby IF", + "AS Nancy Lorraine", + "IFK Norrköping", + "Çaykur Rizespor", + "Alanyaspor", + "AJ Auxerre", + "SK Slavia Praha", + "Os Belenenses", + "Nîmes Olympique", + "St. Johnstone FC", + "SpVgg Greuther Fürth", + "CD Huachipato", + "RCD Mallorca", + "Hobro IK", + "Celtic", + "Rotherham United", + "Panathinaikos FC", + "CD Palestino", + "SC Paderborn 07", + "Málaga CF", + "Toronto FC", + "Newcastle Jets", + "Unión La Calera", + "UD Las Palmas", + "Luton Town", + "Racing Club de Lens", + "Al Ittihad", + "Leeds United", + "CD Tondela", + "FC Zürich", + "Moreirense FC", + "Valenciennes FC", + "CD Numancia", + "Fluminense", + "Puebla FC", + "Perth Glory", + "Wigan Athletic", + "Vitória de Setúbal", + "Angers SCO", + null, + "Oxford United", + "Newcastle Jets", + "Barnsley", + "Atiker Konyaspor", + "Os Belenenses", + "Kaizer Chiefs", + "Royal Excel Mouscron", + "Odds BK", + "CD Universidad de Concepción", + "Rotherham United", + "Vålerenga Fotball", + "CD Leganés", + "Strømsgodset IF", + "Perugia", + "Reading", + "Brentford", + "Walsall", + "Molde FK", + "AC Ajaccio", + "FC St. Gallen", + "Olympiacos CFP", + "Daegu FC", + "Queens Park Rangers", + "US Salernitana 1919", + "Real Zaragoza", + "FC Groningen", + "BSC Young Boys", + "Club Atlético Lanús", + "Vitesse", + "Cittadella", + "Molde FK", + "Real Zaragoza", + "FK Austria Wien", + "Yeni Malatyaspor", + "Patriotas Boyacá FC", + "VVV-Venlo", + "Extremadura UD", + "SD Huesca", + "Fortuna Sittard", + "SC Paderborn 07", + "Curicó Unido", + "Le Havre AC", + "Sunderland", + "FC Red Bull Salzburg", + "Sydney FC", + "Kristiansund BK", + "Jeonbuk Hyundai Motors", + "Guadalajara", + "Heracles Almelo", + "Sagan Tosu", + "SV Wehen Wiesbaden", + "VfL Bochum 1848", + "Vancouver Whitecaps FC", + "Sydney FC", + null, + "Reading", + "VVV-Venlo", + "Lecce", + "Shanghai Greenland Shenhua FC", + "1. FC Heidenheim 1846", + "CD Palestino", + "Audax Italiano", + "Hull City", + "Atlético Tucumán", + "Chamois Niortais Football Club", + "Lincoln City", + "Cittadella", + null, + "SV Sandhausen", + "Philadelphia Union", + "Cádiz CF", + "Parma", + "Royal Excel Mouscron", + "Kayserispor", + "Unión Española", + "Gimnàstic de Tarragona", + "Göztepe SK", + "SK Brann", + "Miedź Legnica", + "Aston Villa", + "FC Nantes", + "FC Utrecht", + "Karlsruher SC", + "Os Belenenses", + "Wigan Athletic", + "Orlando Pirates", + "Stade Brestois 29", + "Atlético Nacional", + "Sint-Truidense VV", + "Padova", + "Real Zaragoza", + "Heracles Almelo", + "Minnesota United FC", + "Club Deportes Temuco", + "Odense Boldklub", + "Eintracht Braunschweig", + "SC Heerenveen", + " SSV Jahn Regensburg", + "Ascoli", + "SV Zulte-Waregem", + "Royal Excel Mouscron", + "MSV Duisburg", + "Atalanta", + null, + "SC Heerenveen", + "Heart of Midlothian", + "CD Universidad de Concepción", + "CD O'Higgins", + "Sheffield Wednesday", + "US Salernitana 1919", + "Club Atlético Lanús", + "KAS Eupen", + "Unión Española", + "Reading", + "FC Seoul", + "CF Reus Deportiu", + "LASK Linz", + "Cracovia", + "Hammarby IF", + "Clermont Foot 63", + "Reading", + " SSV Jahn Regensburg", + "Luton Town", + "KAS Eupen", + "Deportivo Cali", + "Peterborough United", + "Jeonnam Dragons", + "Heracles Almelo", + "Oldham Athletic", + "Karlsruher SC", + "Milton Keynes Dons", + "1. FC Union Berlin", + "Çaykur Rizespor", + "Envigado FC", + "FK Bodø/Glimt", + "Göztepe SK", + null, + "Melbourne City FC", + "Chongqing Dangdai Lifan FC SWM Team", + "Cruz Azul", + "Al Ittihad", + "Orlando Pirates", + "1. FC Magdeburg", + "CF Reus Deportiu", + "SK Brann", + "Orlando Pirates", + "Brisbane Roar", + "Pescara", + "Hibernian", + "Santa Clara", + "Girona FC", + "Kawasaki Frontale", + "Lincoln City", + "Atiker Konyaspor", + "Barnsley", + "New York Red Bulls", + "LA Galaxy", + "Fortuna Düsseldorf", + "Śląsk Wrocław", + "SC Preußen Münster", + "KV Kortrijk", + "Motherwell", + "Crystal Palace", + "Wycombe Wanderers", + "Dijon FCO", + "Vissel Kobe", + "Livorno", + "Wisła Płock", + "Cardiff City", + "Real Sociedad", + "Bolton Wanderers", + "Strømsgodset IF", + "Rangers FC", + "Vejle Boldklub", + "Santa Clara", + "CF Rayo Majadahonda", + "Fleetwood Town", + "NAC Breda", + "Athletic Club de Bilbao", + "Vancouver Whitecaps FC", + "FC Sochaux-Montbéliard", + "Granada CF", + "Montreal Impact", + "Legia Warszawa", + "FC Metz", + "AC Horsens", + "Amiens SC", + "1. FC Heidenheim 1846", + "Lobos BUAP", + "Sheffield United", + "Rotherham United", + "CD Antofagasta", + "1. FC Kaiserslautern", + "MSV Duisburg", + "Santos", + "Sporting Lokeren", + "Amiens SC", + "Aarhus GF", + "Deportivo Pasto", + "Stade de Reims", + "Vegalta Sendai", + "Extremadura UD", + "Örebro SK", + "Peterborough United", + "FC St. Gallen", + "AS Nancy Lorraine", + "CD Tondela", + "Bahia", + "US Salernitana 1919", + "Sarpsborg 08 FF", + "Yeni Malatyaspor", + "Ipswich Town", + "América FC (Minas Gerais)", + "Gangwon FC", + "Bury", + "Argentinos Juniors", + "PEC Zwolle", + "CD Palestino", + "Huddersfield Town", + "Brøndby IF", + "Fleetwood Town", + "Gamba Osaka", + "AS Monaco", + "Clermont Foot 63", + "Korona Kielce", + "Randers FC", + "AJ Auxerre", + "SPAL", + "Milton Keynes Dons", + "Os Belenenses", + "Club Atlético Huracán", + "Hebei China Fortune FC", + "Albacete BP", + "Kashiwa Reysol", + "SG Dynamo Dresden", + "Valencia CF", + "RSC Anderlecht", + "BK Häcken", + "Al Qadisiyah", + "Vitória", + "FK Haugesund", + "VfL Osnabrück", + "ADO Den Haag", + "Livorno", + "Aberdeen", + "CA Osasuna", + "Portsmouth", + "Portimonense SC", + "Extremadura UD", + "Holstein Kiel", + "Al Nassr", + "Jagiellonia Białystok", + "New York City FC", + "Red Star FC", + "Jiangsu Suning FC", + "Brisbane Roar", + "Internacional", + "Rangers FC", + "SønderjyskE", + "FC Erzgebirge Aue", + "VfL Osnabrück", + "Unión La Calera", + "IFK Göteborg", + "Alianza Petrolera", + "Kilmarnock", + "Wolverhampton Wanderers", + "Ascoli", + "CD Leganés", + "Mansfield Town", + "Elche CF", + "Watford", + "Gangwon FC", + "Club Atlético Banfield", + "Reading", + "SC Freiburg", + "Coventry City", + "Celtic", + "Deportes Tolima", + "Barnsley", + "Atalanta", + "MSV Duisburg", + "Gyeongnam FC", + "Stabæk Fotball", + "Barnsley", + "Alianza Petrolera", + "Boavista FC", + "FC Lorient", + "AD Alcorcón", + "De Graafschap", + "Santa Clara", + "Club Brugge KV", + "Rosario Central", + "Cádiz CF", + null, + "Excelsior", + "Real Salt Lake", + "Esbjerg fB", + "CD Tondela", + "Brøndby IF", + "Tianjin Quanjian FC", + "SV Werder Bremen", + "Paraná", + "Dinamo Zagreb", + "CD Lugo", + "Extremadura UD", + "SCR Altach", + "FC Würzburger Kickers", + "UD Almería", + "Odds BK", + "Peterborough United", + "1. FC Magdeburg", + "Lecce", + "SV Wehen Wiesbaden", + "FK Austria Wien", + "Deportes Iquique", + "ESTAC Troyes", + "Sanfrecce Hiroshima", + "Sydney FC", + "ADO Den Haag", + "Changchun Yatai FC", + "Houston Dynamo", + "Rionegro Águilas", + "Nagoya Grampus", + "Bolton Wanderers", + "Ipswich Town", + "RCD Espanyol", + "Southend United", + "Incheon United FC", + "Al Hazem", + "AC Ajaccio", + "Ceará Sporting Club", + " SSV Jahn Regensburg", + "Chievo Verona", + "Viktoria Plzeň", + "RCD Mallorca", + "ESTAC Troyes", + "Defensa y Justicia", + "DSC Arminia Bielefeld", + "Lechia Gdańsk", + "CD Aves", + null, + "Boavista FC", + "Club Necaxa", + "CD Universidad de Concepción", + "Club Deportes Temuco", + "FC St. Pauli", + "Sevilla FC", + "SD Huesca", + "FC Wacker Innsbruck", + "Atlético Nacional", + "Rayo Vallecano", + "Gimnàstic de Tarragona", + "Jeonbuk Hyundai Motors", + "Brentford", + "VVV-Venlo", + "Arka Gdynia", + "Júbilo Iwata", + "FC Lorient", + "Esbjerg fB", + "FC Sion", + "Puebla FC", + "Santos", + "De Graafschap", + "Walsall", + "CD Palestino", + "Spezia", + "Stade Brestois 29", + "CD Everton de Viña del Mar", + "Pogoń Szczecin", + null, + "Wolfsberger AC", + "Urawa Red Diamonds", + "FC Sochaux-Montbéliard", + "San Martín de San Juan", + "Śląsk Wrocław", + "FC Zürich", + "Envigado FC", + "FC Seoul", + "Spartak Moscow", + "Olympiacos CFP", + "Oxford United", + "Parma", + "Philadelphia Union", + "Waterford FC", + "FC Luzern", + "VfL Osnabrück", + null, + "Scunthorpe United", + "Kilmarnock", + "Torino", + "Querétaro", + "Sporting Lokeren", + "Barnsley", + "Minnesota United FC", + "Inter", + "Atlético Paranaense", + "Burton Albion", + "CD Feirense", + "SpVgg Greuther Fürth", + "San Martin de Tucumán", + "Ascoli", + "New York Red Bulls", + "Club Atlético Banfield", + "Junior FC", + "Vitória de Setúbal", + "1. FSV Mainz 05", + "Boavista FC", + "San Luis de Quillota", + "Dundalk", + "Suwon Samsung Bluewings", + "Milton Keynes Dons", + "Ajax", + "CD Lugo", + "Lech Poznań", + "Paraná", + "PSV", + "Parma", + "Oxford United", + "SV Darmstadt 98", + "La Equidad", + "Cádiz CF", + "Hull City", + "Clermont Foot 63", + "Racing Club de Lens", + "Grasshopper Club Zürich", + "Sporting de Charleroi", + "US Salernitana 1919", + "SPAL", + "Granada CF", + "Racing Club de Lens", + "Kilmarnock", + "Wigan Athletic", + "AIK", + "Godoy Cruz", + "Lokomotiv Moscow", + "Bristol Rovers", + "KSV Cercle Brugge", + "Lechia Gdańsk", + "Empoli", + "Vejle Boldklub", + "Paris FC", + "Lecce", + "UD Las Palmas", + "Grêmio", + "SpVgg Greuther Fürth", + "Kaizer Chiefs", + "Al Shabab", + "Alianza Petrolera", + "Daegu FC", + "Fortuna Sittard", + "Panathinaikos FC", + "Jagiellonia Białystok", + "Östersunds FK", + "Wisła Kraków", + null, + "Dalian YiFang FC", + "CD Feirense", + "Kalmar FF", + "Moreirense FC", + "FC Groningen", + "DC United", + "Benevento", + "Deportivo Pasto", + "BK Häcken", + "Lecce", + "Spezia", + "KFC Uerdingen 05", + "Guangzhou Evergrande Taobao FC", + "Newcastle United", + "Jeonnam Dragons", + "CD Huachipato", + "Lazio", + "Athletic Club de Bilbao", + "Sarpsborg 08 FF", + "Portimonense SC", + "Vålerenga Fotball", + "SV Sandhausen", + "SK Brann", + "Rotherham United", + "Nîmes Olympique", + "Benevento", + "SG Sonnenhof Großaspach", + "Guadalajara", + "FC Tokyo", + "Legia Warszawa", + "Shrewsbury", + "Racing Club de Lens", + "Montpellier HSC", + "Atlético Tucumán", + "Crotone", + "Shandong Luneng TaiShan FC", + "AD Alcorcón", + "SC Heerenveen", + "FK Austria Wien", + "Puebla FC", + "KRC Genk", + "US Cremonese", + "Millwall", + "Barnsley", + "Odds BK", + "Hellas Verona", + "Patronato", + "FC Hansa Rostock", + "Alanyaspor", + "La Equidad", + "Vålerenga Fotball", + "MSV Duisburg", + "VfR Aalen", + "CD Everton de Viña del Mar", + "Al Fayha", + "Bristol City", + "Shrewsbury", + "Kashima Antlers", + "LA Galaxy", + "Toronto FC", + "Bolton Wanderers", + "Sunderland", + "CD Palestino", + "Vitória de Setúbal", + "Tiburones Rojos de Veracruz", + "Bolton Wanderers", + null, + "Minnesota United FC", + "Rotherham United", + "Oxford United", + null, + "Club Atlético Aldosivi", + "Venezia FC", + "Sheffield United", + "KRC Genk", + "Atlético Nacional", + "Portland Timbers", + "AS Nancy Lorraine", + "Clermont Foot 63", + "Excelsior", + "Botafogo", + "Bolton Wanderers", + "Real Salt Lake", + "Jagiellonia Białystok", + "Santa Clara", + "FC St. Gallen", + "Al Faisaly", + "De Graafschap", + "DC United", + "FC København", + "Hibernian", + "BK Häcken", + "Paris FC", + "LA Galaxy", + "FC Nordsjælland", + "RCD Mallorca", + "Unión de Santa Fe", + "PEC Zwolle", + "Perugia", + "Jaguares de Córdoba", + "Shanghai SIPG FC", + "Club Atlético Tigre", + "Newell's Old Boys", + "Parma", + "Milton Keynes Dons", + "Colorado Rapids", + "CD Numancia", + "Beijing Renhe FC", + "Östersunds FK", + "Al Hilal", + "Stade Malherbe Caen", + "SC Paderborn 07", + "Club Atlético Talleres", + "AS Nancy Lorraine", + "Royal Antwerp FC", + "Portland Timbers", + "Vålerenga Fotball", + "Djurgårdens IF", + "FC Emmen", + "Ettifaq FC", + "Korona Kielce", + "Málaga CF", + "Sheffield United", + "Charlton Athletic", + "Chicago Fire", + "Stade de Reims", + "San Martín de San Juan", + "Real Sociedad", + "Burton Albion", + "FC Erzgebirge Aue", + "FC Midtjylland", + "SD Huesca", + "FC Thun", + "Sarpsborg 08 FF", + "Elche CF", + "FC Hansa Rostock", + "Newell's Old Boys", + "Hobro IK", + "Kaizer Chiefs", + "Southend United", + "Guizhou Hengfeng FC", + "Wolfsberger AC", + "Sassuolo", + "IK Start", + null, + "Crotone", + "Deportivo Cali", + "Independiente Santa Fe", + "KSV Cercle Brugge", + "Tiburones Rojos de Veracruz", + "Padova", + "Girona FC", + "Górnik Zabrze", + "FC Würzburger Kickers", + "Olympique Lyonnais", + "KV Kortrijk", + "Stabæk Fotball", + "Rotherham United", + "DSC Arminia Bielefeld", + null, + "Charlton Athletic", + "Córdoba CF", + "KAS Eupen", + "FC Hansa Rostock", + "West Ham United", + "FC Thun", + "AD Alcorcón", + "KFC Uerdingen 05", + "US Cremonese", + "Scunthorpe United", + "Sport Club do Recife", + "Gamba Osaka", + "Perth Glory", + "Millonarios FC", + "Vitória", + "US Salernitana 1919", + "Rochdale", + "SV Zulte-Waregem", + "AS Nancy Lorraine", + "Envigado FC", + "Rotherham United", + "SønderjyskE", + "Randers FC", + "Olympiacos CFP", + "La Berrichonne de Châteauroux", + "Moreirense FC", + "Pohang Steelers", + "Seattle Sounders FC", + "Sparta Praha", + "Chievo Verona", + "1. FC Magdeburg", + "NAC Breda", + "Querétaro", + "Gillingham", + "US Cremonese", + "Sint-Truidense VV", + "Atlanta United", + "Livorno", + "US Orléans Loiret Football", + "CD Tondela", + "Manchester United", + "Fluminense", + "TSV 1860 München", + "Gimnàstic de Tarragona", + "Yokohama F. Marinos", + "San Martin de Tucumán", + "KV Oostende", + "AEK Athens", + "FC Energie Cottbus", + "Wigan Athletic", + "Wigan Athletic", + "Aberdeen", + "Arka Gdynia", + "Beijing Sinobo Guoan FC", + "Reading", + "Moreirense FC", + "Club Atlético Colón", + "Millwall", + "AIK", + "Ascoli", + "Hebei China Fortune FC", + "FC Erzgebirge Aue", + "Pogoń Szczecin", + "CD Huachipato", + "Le Havre AC", + "Puebla FC", + "Clermont Foot 63", + "1. FC Magdeburg", + "FC Augsburg", + "Atlanta United", + "Aberdeen", + "ESTAC Troyes", + "St. Johnstone FC", + "LASK Linz", + "Santa Clara", + "Udinese", + "Queens Park Rangers", + "IFK Norrköping", + "Boavista FC", + "Pogoń Szczecin", + "Gangwon FC", + "Stade Malherbe Caen", + "Portsmouth", + "Unión Española", + "CD O'Higgins", + "Antalyaspor", + "Atiker Konyaspor", + "Atlético Nacional", + "CD Everton de Viña del Mar", + "Portimonense SC", + "Santa Clara", + "Heracles Almelo", + "IFK Göteborg", + "Frosinone", + "Adelaide United", + "VfL Osnabrück", + "Racing Club de Lens", + "Cruzeiro", + "Motherwell", + "Antalyaspor", + "FC Carl Zeiss Jena", + "Aberdeen", + "Yeni Malatyaspor", + "Elche CF", + "CD O'Higgins", + "Ascoli", + "FC Red Bull Salzburg", + "Hallescher FC", + "FK Austria Wien", + "DSC Arminia Bielefeld", + "Randers FC", + "Deportes Iquique", + "LASK Linz", + "Padova", + "Birmingham City", + "Excelsior", + "Spezia", + "Atlético Mineiro", + "Vitória Guimarães", + "SV Meppen", + "Jeonbuk Hyundai Motors", + "SV Werder Bremen", + null, + "Suwon Samsung Bluewings", + "Willem II", + "Real Zaragoza", + "Internacional", + "Albacete BP", + "Fenerbahçe SK", + "RCD Espanyol", + "Rochdale", + "Orlando City SC", + "CF Rayo Majadahonda", + "FC Barcelona", + "RCD Espanyol", + "Extremadura UD", + "PEC Zwolle", + "Swansea City", + "FC Barcelona", + "Portland Timbers", + "U.N.A.M.", + "FK Bodø/Glimt", + "Alanyaspor", + "Daegu FC", + "KRC Genk", + null, + "De Graafschap", + "NAC Breda", + "Club Tijuana", + "Club Atlético Banfield", + "Karlsruher SC", + "Gamba Osaka", + "FC Dallas", + "PFC CSKA Moscow", + "Orlando Pirates", + "Karlsruher SC", + "Swansea City", + "Dundee FC", + "Cruz Azul", + "Paris FC", + "Sheffield United", + "Kashiwa Reysol", + "FC Wacker Innsbruck", + "UD Almería", + "Orlando Pirates", + "Dynamo Kyiv", + "Brentford", + "Trabzonspor", + "Rio Ave FC", + "Zagłębie Lubin", + "Padova", + "SV Mattersburg", + "Barnsley", + "UD Almería", + "Wycombe Wanderers", + "Wisła Kraków", + "SG Dynamo Dresden", + "Preston North End", + "Antalyaspor", + "Independiente Medellín", + "Unión Española", + "1. FC Köln", + "América de Cali", + "San Lorenzo de Almagro", + "Heart of Midlothian", + "Cracovia", + " SSV Jahn Regensburg", + "Cerezo Osaka", + "Melbourne City FC", + "Sporting de Charleroi", + "FC Erzgebirge Aue", + "Deportes Tolima", + "Trabzonspor", + "SV Werder Bremen", + "US Orléans Loiret Football", + "SK Rapid Wien", + "CD Nacional", + "Envigado FC", + "West Ham United", + "Atlético Paranaense", + "Sporting Lokeren", + "CD Antofagasta", + "Córdoba CF", + "FC Sochaux-Montbéliard", + "Sunderland", + "De Graafschap", + "Ranheim Fotball", + "SC Preußen Münster", + "Chapecoense", + "Al Fateh", + "Heracles Almelo", + "Córdoba CF", + "Deportes Iquique", + "Charlton Athletic", + "New England Revolution", + "Sparta Praha", + "Houston Dynamo", + "Çaykur Rizespor", + "Lecce", + "Fenerbahçe SK", + "Brighton & Hove Albion", + "Nîmes Olympique", + "Zagłębie Lubin", + "CD Aves", + "AZ Alkmaar", + "Valenciennes FC", + "Sarpsborg 08 FF", + "Holstein Kiel", + "AS Nancy Lorraine", + "Club Atlético Lanús", + "Kashima Antlers", + "Scunthorpe United", + "Unión Española", + "Cádiz CF", + "Albacete BP", + "Racing Club de Lens", + "AS Nancy Lorraine", + "AZ Alkmaar", + "En Avant de Guingamp", + "FK Austria Wien", + "Malmö FF", + "San Martin de Tucumán", + "Curicó Unido", + "Club Brugge KV", + "BK Häcken", + "AFC Wimbledon", + "Rosario Central", + "AIK", + "Kashima Antlers", + "Rio Ave FC", + "Kilmarnock", + "FC Tokyo", + "FC Groningen", + "Pohang Steelers", + "CD Antofagasta", + "Cádiz CF", + "U.N.A.M.", + "Milton Keynes Dons", + "Vissel Kobe", + "CD Aves", + "VVV-Venlo", + "Boavista FC", + "Gangwon FC", + "Club Atlético Aldosivi", + "Curicó Unido", + "KV Oostende", + "Albacete BP", + "Carpi", + "Fortuna Sittard", + "Willem II", + "ADO Den Haag", + "Scunthorpe United", + "Sport Club do Recife", + "FC Metz", + "New England Revolution", + "Athletic Club de Bilbao", + "Aarhus GF", + "Sivasspor", + "Panathinaikos FC", + "DSC Arminia Bielefeld", + "Al Qadisiyah", + "Gangwon FC", + "Cádiz CF", + "Querétaro", + "Club León", + "Piast Gliwice", + "Peterborough United", + "KSV Cercle Brugge", + "Deportivo Pasto", + "CD O'Higgins", + null, + "Pogoń Szczecin", + "Urawa Red Diamonds", + "Gimnàstic de Tarragona", + "Ipswich Town", + "Jaguares de Córdoba", + "Houston Dynamo", + "Sunderland", + "Royal Excel Mouscron", + "Columbus Crew SC", + "Sint-Truidense VV", + "Newell's Old Boys", + "Perth Glory", + "Minnesota United FC", + "Vejle Boldklub", + "FC Nantes", + "Columbus Crew SC", + "Barnsley", + "CD Huachipato", + "FC Nantes", + "Júbilo Iwata", + "Blackburn Rovers", + "Everton", + "Patronato", + "Getafe CF", + "Stade Brestois 29", + "Urawa Red Diamonds", + "Parma", + "Beijing Sinobo Guoan FC", + "Bolton Wanderers", + "FC Erzgebirge Aue", + "Randers FC", + "CD Numancia", + "SV Sandhausen", + "VfR Aalen", + "Blackpool", + "Scunthorpe United", + "Queens Park Rangers", + "Kayserispor", + "Hokkaido Consadole Sapporo", + "VVV-Venlo", + "Orlando City SC", + "Frosinone", + "Kasimpaşa SK", + "FC Basel 1893", + "Club Deportes Temuco", + "Hebei China Fortune FC", + "Extremadura UD", + "CD Numancia", + "CD Tondela", + "Doncaster Rovers", + "Grasshopper Club Zürich", + "Charlton Athletic", + "Valenciennes FC", + "Colo-Colo", + "Ettifaq FC", + "Walsall", + "Middlesbrough", + "Brescia", + "Bradford City", + "FC Utrecht", + "Athletic Club de Bilbao", + "Wellington Phoenix", + "Charlton Athletic", + "FC St. Gallen", + "FK Austria Wien", + "Padova", + "Rosario Central", + "Vancouver Whitecaps FC", + "Southend United", + "Daegu FC", + "Patronato", + "Tiburones Rojos de Veracruz", + "Legia Warszawa", + "Sivasspor", + "Albacete BP", + "Ipswich Town", + "Ulsan Hyundai FC", + "SC Freiburg", + "Los Angeles FC", + "VfR Aalen", + "Club Atlético Lanús", + "Carpi", + "Vitória de Setúbal", + "Livorno", + "Aberdeen", + "Independiente", + "Defensa y Justicia", + "US Salernitana 1919", + "Shimizu S-Pulse", + "Unión Española", + "Puebla FC", + "Club Necaxa", + "Burton Albion", + "AS Nancy Lorraine", + "Hokkaido Consadole Sapporo", + "Córdoba CF", + "Wolverhampton Wanderers", + "Santos Laguna", + "FSV Zwickau", + "Los Angeles FC", + "FC Seoul", + "1. FC Heidenheim 1846", + "FC Tokyo", + "FC Porto", + "Wycombe Wanderers", + "Shonan Bellmare", + "Brøndby IF", + "Padova", + "1. FC Kaiserslautern", + "Doncaster Rovers", + "Lech Poznań", + "De Graafschap", + null, + "SK Brann", + "CD Universidad de Concepción", + "NAC Breda", + "AJ Auxerre", + "SV Zulte-Waregem", + "Independiente Medellín", + "Feyenoord", + "Vancouver Whitecaps FC", + "AD Alcorcón", + "Colorado Rapids", + "Red Star FC", + "Göztepe SK", + "1. FC Heidenheim 1846", + "Norwich City", + "Guangzhou R&F; FC", + "Seattle Sounders FC", + "Carpi", + "Alianza Petrolera", + "SL Benfica", + "Paraná", + "ADO Den Haag", + "Elche CF", + "V-Varen Nagasaki", + "Al Ahli", + "Melbourne Victory", + "Royal Antwerp FC", + "Standard de Liège", + "DSC Arminia Bielefeld", + "Hull City", + "Brøndby IF", + "Ipswich Town", + "Wisła Kraków", + "Molde FK", + "FC Emmen", + "Willem II", + null, + "Rionegro Águilas", + "SL Benfica", + "FK Austria Wien", + "CD O'Higgins", + "Al Hazem", + "Le Havre AC", + "Unión La Calera", + "FC Augsburg", + "Montreal Impact", + "Reading", + "Sunderland", + "Cittadella", + "New York Red Bulls", + "FC St. Pauli", + null, + "Deportivo de La Coruña", + "1. FC Union Berlin", + "Rotherham United", + "CD Leganés", + "Orlando Pirates", + "Ettifaq FC", + "Wellington Phoenix", + "SC Preußen Münster", + "AC Horsens", + "Portsmouth", + "San Jose Earthquakes", + "Odense Boldklub", + "Independiente Medellín", + "Benevento", + "CD Feirense", + "San Martín de San Juan", + "Unión La Calera", + "Tiburones Rojos de Veracruz", + "VfL Wolfsburg", + "FC Porto", + "Sporting de Charleroi", + "Suwon Samsung Bluewings", + "Deportivo Pasto", + "AIK", + "Lech Poznań", + "Ipswich Town", + "Gangwon FC", + "Padova", + "Rotherham United", + "IF Elfsborg", + "Heracles Almelo", + "Independiente", + "Cagliari", + "La Equidad", + "Brøndby IF", + "SV Sandhausen", + "Lech Poznań", + "Korona Kielce", + "Bradford City", + "LA Galaxy", + "Luton Town", + "CD Feirense", + "Venezia FC", + "Unión de Santa Fe", + "Ascoli", + "West Bromwich Albion", + "Houston Dynamo", + "FC Zürich", + "KV Kortrijk", + "IFK Norrköping", + "Doncaster Rovers", + "Blackpool", + "Hellas Verona", + "CD Universidad de Concepción", + "West Bromwich Albion", + "Atlético Bucaramanga", + "Willem II", + "Waasland-Beveren", + "Deportes Iquique", + "Deportivo Pasto", + "Pachuca", + "Blackpool", + "Walsall", + "FC Dallas", + "Vitesse", + "Elche CF", + "Birmingham City", + "Southend United", + "Rionegro Águilas", + "Chicago Fire", + "Ohod Club", + "Monarcas Morelia", + "Elche CF", + "Rangers FC", + "US Salernitana 1919", + "KV Kortrijk", + "Lech Poznań", + "Strømsgodset IF", + "NAC Breda", + "Sandefjord Fotball", + "IFK Göteborg", + "FC Seoul", + "Charlton Athletic", + "Patriotas Boyacá FC", + "Al Taawoun", + "PFC CSKA Moscow", + "CD O'Higgins", + "Brentford", + "Everton", + "Tianjin Quanjian FC", + "SønderjyskE", + "Os Belenenses", + "Palermo", + "Club Atlético Lanús", + "Wolverhampton Wanderers", + "Clube Sport Marítimo", + "Sydney FC", + "Toronto FC", + "Junior FC", + "Olympiacos CFP", + "Piast Gliwice", + "Urawa Red Diamonds", + "KAS Eupen", + "Wigan Athletic", + "Standard de Liège", + "Os Belenenses", + "Philadelphia Union", + "SPAL", + "Norwich City", + "Vålerenga Fotball", + "RC Celta", + "Al Taawoun", + "Lecce", + "Unión Española", + "CD Palestino", + "New York City FC", + "Hammarby IF", + "Feyenoord", + "FC Dallas", + "Málaga CF", + "FC Lugano", + "PEC Zwolle", + "SC Freiburg", + "Atlético Bucaramanga", + "Shrewsbury", + "Gimnasia y Esgrima La Plata", + "Real Madrid", + "Melbourne City FC", + "Columbus Crew SC", + "Heracles Almelo", + "FC Tokyo", + "LASK Linz", + "Stade Brestois 29", + "Vålerenga Fotball", + "Peterborough United", + "Club Atlético Aldosivi", + "AC Ajaccio", + "Górnik Zabrze", + "Patronato", + "Santos Laguna", + "Pescara", + "Norwich City", + "New York Red Bulls", + "Sint-Truidense VV", + "Patronato", + "Kilmarnock", + "Club Atlético Lanús", + "Patronato", + "CF Rayo Majadahonda", + "CD Huachipato", + "Gimnàstic de Tarragona", + "Albacete BP", + "Gangwon FC", + "Santos Laguna", + "América de Cali", + "SK Brann", + "CD Lugo", + null, + "FC Emmen", + "Plymouth Argyle", + "Atlético Bucaramanga", + "New York City FC", + "FC Seoul", + "ESTAC Troyes", + "Birmingham City", + "Walsall", + "Pescara", + "Norwich City", + "Ajax", + "CD Lugo", + "Burton Albion", + "LA Galaxy", + "San Martín de San Juan", + "Vissel Kobe", + "SC Preußen Münster", + "Royal Excel Mouscron", + "RCD Mallorca", + "La Equidad", + "Cittadella", + "Deportivo Pasto", + "Spezia", + "Orlando City SC", + "ADO Den Haag", + "FC Luzern", + "Hammarby IF", + "Cittadella", + "Atlético Nacional", + "De Graafschap", + "Ipswich Town", + "Lech Poznań", + "FC Zürich", + "Molde FK", + "Śląsk Wrocław", + "VfL Osnabrück", + "VfL Sportfreunde Lotte", + "América de Cali", + "FK Bodø/Glimt", + "Peterborough United", + "FC Midtjylland", + "Extremadura UD", + "Deportes Tolima", + "Hamburger SV", + "Sagan Tosu", + "Los Angeles FC", + "AD Alcorcón", + "Atlético Tucumán", + "Independiente Medellín", + "FC Admira Wacker Mödling", + "Sarpsborg 08 FF", + "San Lorenzo de Almagro", + "VVV-Venlo", + "Livorno", + "Perth Glory", + "Odds BK", + "GIF Sundsvall", + "Portimonense SC", + "Al Batin", + "Orlando City SC", + "San Jose Earthquakes", + "Os Belenenses", + "PEC Zwolle", + "Rotherham United", + "Royal Excel Mouscron", + "UD Almería", + "Vegalta Sendai", + "Sagan Tosu", + "Sporting Lokeren", + "Rotherham United", + "FC Sochaux-Montbéliard", + "Fortuna Sittard", + "Melbourne City FC", + "ADO Den Haag", + "Querétaro", + "Accrington Stanley", + "Sheffield Wednesday", + "Hull City", + "FC Nordsjælland", + "Al Ittihad", + "Extremadura UD", + "Dijon FCO", + "Cittadella", + "CD Huachipato", + "Pohang Steelers", + "Chievo Verona", + "SK Sturm Graz", + "Tromsø IL", + "FC Hansa Rostock", + "Liverpool", + "Al Nassr", + "FC Ingolstadt 04", + "Portimonense SC", + "FC Barcelona", + "Rochdale", + "RCD Mallorca", + "1. FC Union Berlin", + "Changchun Yatai FC", + "Atlético Bucaramanga", + "Palermo", + "Fortuna Sittard", + "Extremadura UD", + "Gimnàstic de Tarragona", + "Al Nassr", + "Hibernian", + "Willem II", + "Vancouver Whitecaps FC", + "Udinese", + "Chapecoense", + "Audax Italiano", + "Cádiz CF", + "FC Seoul", + "Wellington Phoenix", + "Ranheim Fotball", + "Cheltenham Town", + "Extremadura UD", + "Sagan Tosu", + "Aalborg BK", + "Shrewsbury", + "Curicó Unido", + "SK Slavia Praha", + "IF Elfsborg", + "Preston North End", + "AFC Wimbledon", + "De Graafschap", + "IF Elfsborg", + "América de Cali", + "VfL Osnabrück", + "SV Wehen Wiesbaden", + "VfL Sportfreunde Lotte", + "Extremadura UD", + "Gyeongnam FC", + "Jeju United FC", + "FC Wacker Innsbruck", + "Feyenoord", + "AC Ajaccio", + "AZ Alkmaar", + "Lech Poznań", + "AC Horsens", + "América de Cali", + "FC Hansa Rostock", + "Tigres U.A.N.L.", + "CF Reus Deportiu", + "Hertha BSC", + "Yeni Malatyaspor", + "Karlsruher SC", + "Korona Kielce", + "Udinese", + "MKE Ankaragücü", + "SC Paderborn 07", + "Udinese", + null, + "AZ Alkmaar", + "Neuchâtel Xamax", + "Piast Gliwice", + "Al Qadisiyah", + "Cracovia", + "Brescia", + "Sport Club do Recife", + "Milton Keynes Dons", + "Heracles Almelo", + "VfB Stuttgart", + "Standard de Liège", + "Club América", + "Houston Dynamo", + "IK Sirius", + "Vendsyssel FF", + "Jeju United FC", + "Wisła Płock", + " SSV Jahn Regensburg", + "SC Paderborn 07", + "Angers SCO", + "Swindon Town", + "Miedź Legnica", + "Audax Italiano", + "SK Brann", + "NAC Breda", + "Bolton Wanderers", + "Real Salt Lake", + "Hallescher FC", + "Jeju United FC", + "Kawasaki Frontale", + "AS Nancy Lorraine", + "La Berrichonne de Châteauroux", + "Aalborg BK", + "Burton Albion", + "Venezia FC", + "Spezia", + "CF Rayo Majadahonda", + "SC Fortuna Köln", + "CF Rayo Majadahonda", + "Ulsan Hyundai FC", + "Ascoli", + "KSV Cercle Brugge", + "Pohang Steelers", + "CD Aves", + "CD Palestino", + "CD Huachipato", + "Oxford United", + "Ulsan Hyundai FC", + "Ceará Sporting Club", + "FC Groningen", + "Manchester City", + "Independiente Medellín", + "SV Meppen", + "Antalyaspor", + "Adelaide United", + "SG Dynamo Dresden", + null, + "Córdoba CF", + "SC Paderborn 07", + "Santa Clara", + "FC Groningen", + "Lobos BUAP", + "GFC Ajaccio", + "Ohod Club", + "Gamba Osaka", + "Ipswich Town", + "Deportes Iquique", + "Fortuna Sittard", + "Vissel Kobe", + "Doncaster Rovers", + "Bahia", + "San Martin de Tucumán", + "FC Dallas", + "Atlético Paranaense", + "Gangwon FC", + "Rio Ave FC", + "Argentinos Juniors", + "Dinamo Zagreb", + "Independiente Medellín", + "Pescara", + "Os Belenenses", + "Lecce", + "FC Red Bull Salzburg", + null, + "DC United", + "Columbus Crew SC", + "FC Sion", + "Bristol City", + "VfR Aalen", + "DC United", + "San Martin de Tucumán", + "La Berrichonne de Châteauroux", + "Örebro SK", + "SG Dynamo Dresden", + "Rosenborg BK", + "Burton Albion", + "Vejle Boldklub", + "Villarreal CF", + "Gimnàstic de Tarragona", + "Bradford City", + "Doncaster Rovers", + "Suwon Samsung Bluewings", + "KRC Genk", + "FSV Zwickau", + "Śląsk Wrocław", + "Blackpool", + "Walsall", + "Ceará Sporting Club", + " SSV Jahn Regensburg", + "Korona Kielce", + "FC Sochaux-Montbéliard", + "Sparta Praha", + "Fortuna Sittard", + "SV Wehen Wiesbaden", + "Daegu FC", + "Cerezo Osaka", + "FSV Zwickau", + "Elche CF", + "Atlético Tucumán", + "Perth Glory", + "Shimizu S-Pulse", + "Red Star FC", + "Chievo Verona", + "Curicó Unido", + "1. FC Heidenheim 1846", + "Waasland-Beveren", + "VfL Osnabrück", + "Rionegro Águilas", + "FC Emmen", + "Gimnasia y Esgrima La Plata", + "Jeju United FC", + "Audax Italiano", + "Piast Gliwice", + "AS Monaco", + "Seattle Sounders FC", + "US Orléans Loiret Football", + "Wisła Płock", + "Lech Poznań", + "SV Meppen", + "Sanfrecce Hiroshima", + "Frosinone", + "Vissel Kobe", + "Padova", + "Junior FC", + "Defensa y Justicia", + "TSG 1899 Hoffenheim", + "Hobro IK", + "Nîmes Olympique", + "Blackpool", + "Cittadella", + "SK Sturm Graz", + "Aberdeen", + "Junior FC", + "Benevento", + "Odense Boldklub", + "Lokomotiv Moscow", + "Accrington Stanley", + "SV Wehen Wiesbaden", + "VVV-Venlo", + "Blackburn Rovers", + "NAC Breda", + "Junior FC", + "VVV-Venlo", + "CD Universidad de Concepción", + "Aalborg BK", + "Villarreal CF", + "Sarpsborg 08 FF", + "Notts County", + "Orlando City SC", + "Górnik Zabrze", + "Deportivo Cali", + "Real Sociedad", + "FC Lorient", + "Al Nassr", + "Al Ahli", + "Hebei China Fortune FC", + "Red Star FC", + "FC Nordsjælland", + "Sheffield Wednesday", + "Club Atlético Aldosivi", + "Real Zaragoza", + "Millonarios FC", + "Willem II", + "Cosenza", + "Vålerenga Fotball", + "SK Rapid Wien", + "Çaykur Rizespor", + "Shrewsbury", + "Jaguares de Córdoba", + "Universidad Católica", + "CF Rayo Majadahonda", + "Real Sociedad", + "SKN St. Pölten", + "Brøndby IF", + "Houston Dynamo", + "Newcastle Jets", + "Club León", + "Sparta Praha", + "Panathinaikos FC", + null, + "Blackburn Rovers", + "Monterrey", + "Östersunds FK", + "Pescara", + "KFC Uerdingen 05", + "De Graafschap", + "FK Haugesund", + "Dundee FC", + "OGC Nice", + "Piast Gliwice", + "Jeju United FC", + "Nîmes Olympique", + "Vélez Sarsfield", + "Swansea City", + "Wisła Kraków", + "Odense Boldklub", + "Standard de Liège", + "América de Cali", + "Spezia", + "Ascoli", + "Hibernian", + "IFK Göteborg", + "Athletic Club de Bilbao", + "Sunderland", + "PEC Zwolle", + "Real Madrid", + "FC Porto", + "Chamois Niortais Football Club", + "Vejle Boldklub", + "Fortuna Sittard", + "Vendsyssel FF", + "Coventry City", + "KFC Uerdingen 05", + "SC Heerenveen", + "Portland Timbers", + "Yokohama F. Marinos", + null, + "Tigres U.A.N.L.", + "Oxford United", + "Luton Town", + "Tiburones Rojos de Veracruz", + "Sanfrecce Hiroshima", + "AZ Alkmaar", + "Heart of Midlothian", + "UD Almería", + "Heracles Almelo", + "Wisła Kraków", + "SV Meppen", + "Millonarios FC", + null, + "Yokohama F. Marinos", + "SG Sonnenhof Großaspach", + "Dundee FC", + "GFC Ajaccio", + "Tianjin Quanjian FC", + "San Martín de San Juan", + "Dundalk", + "Pescara", + "Blackpool", + "FSV Zwickau", + "Os Belenenses", + "SC Paderborn 07", + "FC Würzburger Kickers", + "RCD Mallorca", + "Rotherham United", + "Blackburn Rovers", + "Kalmar FF", + "FC Zürich", + "Club Tijuana", + "BK Häcken", + "Adelaide United", + "Milan", + "Millwall", + "Henan Jianye FC", + "Cittadella", + "Real Sporting de Gijón", + "Gimnasia y Esgrima La Plata", + "Cosenza", + "RC Strasbourg Alsace", + "Western Sydney Wanderers", + "Palermo", + "Nîmes Olympique", + "Holstein Kiel", + "LASK Linz", + "Foggia", + "Shimizu S-Pulse", + "Aberdeen", + "Brescia", + "Padova", + "SCR Altach", + "Djurgårdens IF", + "Foggia", + "FC Energie Cottbus", + "FC Nordsjælland", + "Al Raed", + "Millonarios FC", + " SSV Jahn Regensburg", + "Guizhou Hengfeng FC", + "St. Johnstone FC", + "Dundee FC", + "CD Lugo", + "Exeter City", + "CF Rayo Majadahonda", + "Mansfield Town", + "Excelsior", + "Wisła Kraków", + "Padova", + "Northampton Town", + "Lechia Gdańsk", + "Ulsan Hyundai FC", + "Guizhou Hengfeng FC", + "San Martin de Tucumán", + "Ettifaq FC", + "Real Salt Lake", + "Extremadura UD", + "CF Reus Deportiu", + "SG Dynamo Dresden", + "Al Hazem", + "FC Carl Zeiss Jena", + "Fortuna Sittard", + "Cruzeiro", + "Racing Club", + "RCD Mallorca", + "VfR Aalen", + "Al Hilal", + "Al Shabab", + "Guangzhou Evergrande Taobao FC", + "Kilmarnock", + "Atiker Konyaspor", + "Wolverhampton Wanderers", + "Grenoble Foot 38", + "Arka Gdynia", + "Philadelphia Union", + "Santa Clara", + "Malmö FF", + "Charlton Athletic", + "Royal Excel Mouscron", + "SV Mattersburg", + "Malmö FF", + "Gillingham", + "Birmingham City", + "Hamburger SV", + "Curicó Unido", + "Al Fateh", + "Rochdale", + "CD Numancia", + "Paraná", + "SK Rapid Wien", + "US Cremonese", + "Antalyaspor", + "US Salernitana 1919", + "Vitória", + "AZ Alkmaar", + "Arka Gdynia", + "Sint-Truidense VV", + "Deportes Iquique", + "Shanghai SIPG FC", + "Göztepe SK", + "Botafogo", + "FC Erzgebirge Aue", + "AS Béziers", + "Millwall", + "Sporting Kansas City", + "Kilmarnock", + "Oxford United", + "Racing Club de Lens", + "Rionegro Águilas", + "Elche CF", + "Eintracht Braunschweig", + "Lobos BUAP", + "St. Johnstone FC", + "FC Zürich", + "Brescia", + "Portsmouth", + "Sagan Tosu", + "Odense Boldklub", + "GFC Ajaccio", + "Os Belenenses", + "Genoa", + "FC Lugano", + "Lincoln City", + "Al Wehda", + "Hebei China Fortune FC", + "SC Paderborn 07", + "Brighton & Hove Albion", + "RCD Mallorca", + "FC Würzburger Kickers", + "UD Almería", + "Lobos BUAP", + "Cittadella", + "SCR Altach", + "Shamrock Rovers", + "Vitória", + "CD Feirense", + "FC Carl Zeiss Jena", + "Zagłębie Lubin", + "HJK Helsinki", + "Padova", + "Shanghai SIPG FC", + "FK Haugesund", + "LA Galaxy", + "Preston North End", + "SV Sandhausen", + "Nottingham Forest", + "FC Groningen", + "Padova", + "Lechia Gdańsk", + "SV Sandhausen", + "Vålerenga Fotball", + "Defensa y Justicia", + "Racing Club de Lens", + "SønderjyskE", + "Real Betis", + "Cittadella", + "CD Antofagasta", + "FC Energie Cottbus", + "Southend United", + "Southend United", + "FC Seoul", + "1. FC Kaiserslautern", + "La Equidad", + "Bristol Rovers", + "Wolfsberger AC", + "AIK", + "Club Tijuana", + "Monarcas Morelia", + "Ettifaq FC", + "Club Atlético Aldosivi", + "Birmingham City", + "Aberdeen", + "Miedź Legnica", + "Deportes Iquique", + "Defensa y Justicia", + "Columbus Crew SC", + "Colchester United", + "SpVgg Greuther Fürth", + "Clermont Foot 63", + "Club Atlético Banfield", + "Odense Boldklub", + "Motherwell", + "Club Atlético Tigre", + "Junior FC", + "Charlton Athletic", + "LOSC Lille", + "New England Revolution", + "Eintracht Braunschweig", + "Accrington Stanley", + "Club Atlético Huracán", + "VfL Osnabrück", + "SV Mattersburg", + "Charlton Athletic", + "Kawasaki Frontale", + "Cheltenham Town", + "Rochdale", + "Jiangsu Suning FC", + "Rionegro Águilas", + "Botafogo", + null, + "Lobos BUAP", + "Al Shabab", + "Orlando City SC", + "Southend United", + "PEC Zwolle", + "CD Lugo", + "1. FC Heidenheim 1846", + "Valenciennes FC", + "Panathinaikos FC", + "Beijing Sinobo Guoan FC", + "Grêmio", + "FC Hansa Rostock", + "SpVgg Greuther Fürth", + "DC United", + "Nagoya Grampus", + "SV Meppen", + "Lobos BUAP", + "Stade Brestois 29", + "Spezia", + "Kashiwa Reysol", + "Milton Keynes Dons", + "Elche CF", + "Belgrano de Córdoba", + "Sint-Truidense VV", + "Bursaspor", + "Orlando Pirates", + "Roma", + null, + "Celtic", + "Livingston FC", + "Milton Keynes Dons", + "Vancouver Whitecaps FC", + "San Martin de Tucumán", + "FC Schalke 04", + "Al Ittihad", + "Excelsior", + "TSV Hartberg", + "Foggia", + "Zagłębie Lubin", + "Molde FK", + "Luton Town", + "CD Tondela", + "Newell's Old Boys", + "Bahia", + "Monterrey", + "Querétaro", + "Vålerenga Fotball", + "Shonan Bellmare", + "Bury", + "Audax Italiano", + "Nagoya Grampus", + "Hamburger SV", + "Wisła Płock", + "Notts County", + "Valenciennes FC", + "Barnsley", + "Puebla FC", + "Queens Park Rangers", + "CD Antofagasta", + "Fleetwood Town", + "CF Rayo Majadahonda", + "FC St. Pauli", + "Walsall", + "Estudiantes de La Plata", + "FC Luzern", + "Odense Boldklub", + "De Graafschap", + "Sagan Tosu", + "Fortuna Sittard", + "Racing Club", + "Scunthorpe United", + "Arka Gdynia", + "FC Sion", + "Belgrano de Córdoba", + "FC Tokyo", + "SKN St. Pölten", + "PSV", + "Yeni Malatyaspor", + "Tianjin Quanjian FC", + "Bradford City", + "Notts County", + "Sarpsborg 08 FF", + "SV Zulte-Waregem", + "US Orléans Loiret Football", + "West Bromwich Albion", + "Exeter City", + "Brescia", + "UD Almería", + "Ulsan Hyundai FC", + "Hobro IK", + "Santa Clara", + "Rio Ave FC", + "Wycombe Wanderers", + "Elche CF", + "Charlton Athletic", + "CD Lugo", + "Bradford City", + "Brescia", + "GD Chaves", + "SK Slavia Praha", + "Hammarby IF", + "Once Caldas", + "KAS Eupen", + "Deportivo Pasto", + "Columbus Crew SC", + "Ascoli", + "FC Sochaux-Montbéliard", + "Jaguares de Córdoba", + "Club Atlético Tigre", + "US Orléans Loiret Football", + "Atlético Huila", + "AS Monaco", + "Hebei China Fortune FC", + "1. FC Kaiserslautern", + "Śląsk Wrocław", + "Sheffield United", + "Neuchâtel Xamax", + "Plymouth Argyle", + "Coventry City", + "SpVgg Greuther Fürth", + "Unión La Calera", + "Lobos BUAP", + "Venezia FC", + "Norwich City", + "FC Würzburger Kickers", + "Deportes Tolima", + "Valenciennes FC", + "Wycombe Wanderers", + "Shandong Luneng TaiShan FC", + "Padova", + "Sparta Praha", + "VVV-Venlo", + "Vegalta Sendai", + "Philadelphia Union", + "Columbus Crew SC", + "Real Salt Lake", + "Holstein Kiel", + "FC Admira Wacker Mödling", + "1. FC Magdeburg", + "Boyacá Chicó FC", + "IFK Norrköping", + "Independiente Medellín", + "Portland Timbers", + "Club Atlas", + "Millwall", + "Alianza Petrolera", + "Wigan Athletic", + "Bristol Rovers", + "Motherwell", + "SpVgg Greuther Fürth", + "FK Haugesund", + "Bolton Wanderers", + "Gamba Osaka", + "Wolverhampton Wanderers", + "Cittadella", + "Adelaide United", + "Waasland-Beveren", + "SC Braga", + "Tranmere Rovers", + "IF Elfsborg", + "Molde FK", + "1. FC Heidenheim 1846", + "América FC (Minas Gerais)", + "Sparta Praha", + "Portsmouth", + "Philadelphia Union", + "Ulsan Hyundai FC", + "KV Oostende", + "Jeonnam Dragons", + "AS Nancy Lorraine", + "SCR Altach", + "GIF Sundsvall", + "Derby County", + "Chicago Fire", + "TSV 1860 München", + "Dundee FC", + "Burton Albion", + "Suwon Samsung Bluewings", + "Belgrano de Córdoba", + "Kashima Antlers", + "1. FC Kaiserslautern", + "Club Atlético Banfield", + "Lech Poznań", + "Excelsior", + "Extremadura UD", + "Waasland-Beveren", + "Charlton Athletic", + "BK Häcken", + "Milton Keynes Dons", + "1. FC Kaiserslautern", + "Elche CF", + "Randers FC", + "Rangers FC", + "AS Monaco", + null, + "Kashima Antlers", + "Al Hilal", + "US Orléans Loiret Football", + "Melbourne City FC", + "Unión Española", + "SG Dynamo Dresden", + "FK Bodø/Glimt", + "Sarpsborg 08 FF", + "CD Antofagasta", + "Jiangsu Suning FC", + "FC Würzburger Kickers", + "Suwon Samsung Bluewings", + "Antalyaspor", + "FC St. Gallen", + "Stade Rennais FC", + "BK Häcken", + "San Luis de Quillota", + "Club Atlético Tigre", + "Excelsior", + "Kawasaki Frontale", + "FC Ingolstadt 04", + "Hammarby IF", + "Korona Kielce", + "Luton Town", + "CD Palestino", + "Pogoń Szczecin", + "Hokkaido Consadole Sapporo", + "CD Nacional", + "De Graafschap", + "Hull City", + "Cittadella", + "FSV Zwickau", + "Shonan Bellmare", + "Kashima Antlers", + "Portsmouth", + "Arka Gdynia", + "FC Emmen", + "Reading", + "AC Ajaccio", + "SCR Altach", + "Club Atlético Aldosivi", + "LASK Linz", + "Kawasaki Frontale", + "IK Start", + "IK Start", + "Vitória de Setúbal", + "Aarhus GF", + "FC St. Gallen", + "Racing Club de Lens", + "Málaga CF", + "CF Rayo Majadahonda", + "Vegalta Sendai", + "BB Erzurumspor", + "Os Belenenses", + "SpVgg Unterhaching", + "Blackburn Rovers", + "CD Tenerife", + "FC Lorient", + "Plymouth Argyle", + "SK Slavia Praha", + "Alanyaspor", + "Colchester United", + "Cerezo Osaka", + "Orlando Pirates", + "Aarhus GF", + "FC Metz", + "CD Antofagasta", + "Orlando Pirates", + "Atlanta United", + "Heart of Midlothian", + "Venezia FC", + "HJK Helsinki", + "Deportivo de La Coruña", + "ADO Den Haag", + "West Bromwich Albion", + "Red Star FC", + "KAS Eupen", + "Sandefjord Fotball", + "SK Sturm Graz", + "Cruz Azul", + "SV Werder Bremen", + "Al Fayha", + "Once Caldas", + "CD Numancia", + "St. Johnstone FC", + "GFC Ajaccio", + "Real Sporting de Gijón", + "FC Würzburger Kickers", + "Walsall", + "Preston North End", + "CD Nacional", + "Pescara", + "Wycombe Wanderers", + "Real Sporting de Gijón", + "Dundalk", + "HJK Helsinki", + "Medipol Başakşehir FK", + "Reading", + "Club Atlético Lanús", + "FC Luzern", + "Shrewsbury", + "Jeju United FC", + "Portsmouth", + "Kilmarnock", + "Shimizu S-Pulse", + "Club Deportes Temuco", + "Al Qadisiyah", + "Śląsk Wrocław", + "Legia Warszawa", + "US Salernitana 1919", + "Fortuna Sittard", + "Al Batin", + "Djurgårdens IF", + "Oxford United", + "PFC CSKA Moscow", + "NAC Breda", + "Udinese", + "Bury", + "Colchester United", + "Middlesbrough", + "Club Tijuana", + "Cagliari", + "SV Darmstadt 98", + "Levante UD", + "Minnesota United FC", + "IF Elfsborg", + "US Orléans Loiret Football", + "New York Red Bulls", + "RC Celta", + "Granada CF", + "Urawa Red Diamonds", + "Esbjerg fB", + "Jagiellonia Białystok", + "Djurgårdens IF", + "Shonan Bellmare", + "Gimnasia y Esgrima La Plata", + null, + "Lokomotiv Moscow", + "Kalmar FF", + "AIK", + "Sampdoria", + "Dundee FC", + "Cerezo Osaka", + "US Cremonese", + "Celtic", + "FC København", + "Kaizer Chiefs", + "Neuchâtel Xamax", + "FK Bodø/Glimt", + "Alianza Petrolera", + "Lobos BUAP", + "IFK Göteborg", + "Jeonbuk Hyundai Motors", + "Excelsior", + "Changchun Yatai FC", + "Kaizer Chiefs", + "Motherwell", + "Coventry City", + "Atlanta United", + "CD Antofagasta", + "VfL Bochum 1848", + "FC Thun", + "Zagłębie Lubin", + "SpVgg Unterhaching", + "Yokohama F. Marinos", + "Blackpool", + "VVV-Venlo", + "Sassuolo", + "Paris FC", + "Once Caldas", + "FC Dallas", + "Excelsior", + "SKN St. Pölten", + "Universidad Católica", + "Legia Warszawa", + "Strømsgodset IF", + "Scunthorpe United", + "Gangwon FC", + "SpVgg Greuther Fürth", + "Milan", + "TSV 1860 München", + "CA Osasuna", + "SønderjyskE", + "Sevilla FC", + "Racing Club", + "RCD Mallorca", + "Al Hilal", + "Cittadella", + "Sevilla FC", + "Vendsyssel FF", + "CD Universidad de Concepción", + "Real Oviedo", + "Coventry City", + "Charlton Athletic", + "Shonan Bellmare", + "FC Admira Wacker Mödling", + "Real Sporting de Gijón", + "Guangzhou Evergrande Taobao FC", + "Adelaide United", + "Atlético Huila", + "San Luis de Quillota", + "Godoy Cruz", + "Lobos BUAP", + "Vissel Kobe", + "Sunderland", + "Norwich City", + "LASK Linz", + "Atlético Tucumán", + "Real Salt Lake", + "Kristiansund BK", + "Vålerenga Fotball", + "Estudiantes de La Plata", + "Stade Brestois 29", + "Walsall", + "Śląsk Wrocław", + "1. FC Union Berlin", + "De Graafschap", + "VfL Wolfsburg", + "Vancouver Whitecaps FC", + "UD Almería", + "SCR Altach", + "FC St. Gallen", + "Wolverhampton Wanderers", + "SV Darmstadt 98", + "Wisła Płock", + "SønderjyskE", + "Houston Dynamo", + "Kilmarnock", + "Hannover 96", + "AC Ajaccio", + "Ohod Club", + "Paris FC", + "Sheffield Wednesday", + "Estudiantes de La Plata", + "Atlético Madrid", + "Ohod Club", + "Alianza Petrolera", + "CD Lugo", + "Waasland-Beveren", + "América de Cali", + "Colchester United", + "Philadelphia Union", + "Pohang Steelers", + "1. FC Kaiserslautern", + "Mansfield Town", + "VfL Sportfreunde Lotte", + "Ascoli", + "Ulsan Hyundai FC", + "St. Johnstone FC", + "Excelsior", + "CD Lugo", + "Fenerbahçe SK", + "U.N.A.M.", + "Júbilo Iwata", + "Clermont Foot 63", + "Querétaro", + "Exeter City", + "Orlando City SC", + "Nottingham Forest", + "St. Johnstone FC", + "Jeju United FC", + "FC Seoul", + "LOSC Lille", + "Hammarby IF", + "Orlando Pirates", + "CD O'Higgins", + "Portsmouth", + "AJ Auxerre", + "VfL Osnabrück", + "Strømsgodset IF", + "Elche CF", + "West Bromwich Albion", + "Atlético Bucaramanga", + "Ulsan Hyundai FC", + "FC Luzern", + "Real Sporting de Gijón", + "Club Tijuana", + "Blackburn Rovers", + "KFC Uerdingen 05", + "FC Midtjylland", + "IK Sirius", + "Suwon Samsung Bluewings", + "FC Nordsjælland", + "Cittadella", + "FC Luzern", + "Borussia Dortmund", + "Sunderland", + "Urawa Red Diamonds", + "Lecce", + "Los Angeles FC", + "IK Sirius", + "VfL Osnabrück", + "Club Atlético Aldosivi", + "Piast Gliwice", + "Roma", + "Argentinos Juniors", + "Clube Sport Marítimo", + "Ranheim Fotball", + "Club Atlético Lanús", + "Le Havre AC", + "Universidad Católica", + "Korona Kielce", + "LA Galaxy", + "Júbilo Iwata", + "SpVgg Unterhaching", + "KSV Cercle Brugge", + "SK Brann", + "Carpi", + "PEC Zwolle", + "Al Batin", + "Spezia", + "SK Brann", + "Gimnàstic de Tarragona", + "1. FC Nürnberg", + "FSV Zwickau", + "FC Lugano", + "Preston North End", + "1. FC Kaiserslautern", + "US Salernitana 1919", + "FC Midtjylland", + "Odds BK", + "1. FC Heidenheim 1846", + "Piast Gliwice", + "Pescara", + "CD Aves", + "Deportivo de La Coruña", + "BK Häcken", + "SC Heerenveen", + "Östersunds FK", + "SK Brann", + "Dynamo Kyiv", + "Deportivo de La Coruña", + "Arka Gdynia", + "Audax Italiano", + "Belgrano de Córdoba", + "Reading", + null, + "AS Béziers", + "Hokkaido Consadole Sapporo", + "Hibernian", + "Colorado Rapids", + "Jeju United FC", + null, + "Minnesota United FC", + "Club Deportes Temuco", + "SCR Altach", + "FC Wacker Innsbruck", + "Wigan Athletic", + "Cádiz CF", + "San Luis de Quillota", + "Fortuna Sittard", + "AD Alcorcón", + null, + "IFK Norrköping", + "Gimnasia y Esgrima La Plata", + "Jeonnam Dragons", + "FC Metz", + "Kashima Antlers", + "Sint-Truidense VV", + "Lincoln City", + "Hibernian", + "San Martín de San Juan", + "RC Celta", + "Pohang Steelers", + "San Martin de Tucumán", + "San Lorenzo de Almagro", + "FC Bayern München", + "Brescia", + "Philadelphia Union", + "Aberdeen", + "San Martin de Tucumán", + "1. FC Union Berlin", + "Alianza Petrolera", + "LOSC Lille", + "CD Leganés", + "Suwon Samsung Bluewings", + "Chapecoense", + "Newcastle Jets", + "Reading", + "Lincoln City", + "Shrewsbury", + "Karlsruher SC", + "Cerezo Osaka", + "LASK Linz", + "Fortuna Sittard", + "Portsmouth", + "FC Seoul", + "Bury", + "AZ Alkmaar", + "SV Meppen", + "Karlsruher SC", + "Unión Española", + "Once Caldas", + "Ajax", + "RSC Anderlecht", + "Club Atlético Tigre", + "Fleetwood Town", + "Jeonnam Dragons", + "San Jose Earthquakes", + "New England Revolution", + "Peterborough United", + "Middlesbrough", + "Aarhus GF", + "Cambridge United", + "Vitesse", + "Ascoli", + "Al Faisaly", + "Once Caldas", + "Changchun Yatai FC", + "FC Luzern", + "Lobos BUAP", + "Chievo Verona", + "Peterborough United", + "Western Sydney Wanderers", + "Al Faisaly", + "Deportes Tolima", + "Southend United", + "Shamrock Rovers", + "SpVgg Greuther Fürth", + "PFC CSKA Moscow", + "Pogoń Szczecin", + "FC Seoul", + "Montreal Impact", + "Wycombe Wanderers", + "Al Fateh", + "Wolfsberger AC", + "Lillestrøm SK", + "Kayserispor", + "Lechia Gdańsk", + "Randers FC", + "Fortuna Sittard", + "Stoke City", + "Brisbane Roar", + "Aarhus GF", + "Dundalk", + "Shakhtar Donetsk", + "Birmingham City", + "Lillestrøm SK", + "Udinese", + "América FC (Minas Gerais)", + "Defensa y Justicia", + "Çaykur Rizespor", + null, + "FC Seoul", + "Philadelphia Union", + "IK Start", + "Ajax", + "Kaizer Chiefs", + "Waasland-Beveren", + "Grenoble Foot 38", + "Exeter City", + "Wolfsberger AC", + "Melbourne Victory", + "Patriotas Boyacá FC", + "Paris FC", + "Molde FK", + "Ipswich Town", + "VfL Sportfreunde Lotte", + "SC Preußen Münster", + "Kristiansund BK", + "CD O'Higgins", + "Livingston FC", + "1. FC Magdeburg", + "Hallescher FC", + "Sarpsborg 08 FF", + "Sporting Lokeren", + "UD Las Palmas", + "Deportivo Toluca", + "Al Fayha", + "Aarhus GF", + "DSC Arminia Bielefeld", + "Lillestrøm SK", + "DSC Arminia Bielefeld", + "Colorado Rapids", + "San Martín de San Juan", + "Central Coast Mariners", + "CD Universidad de Concepción", + "US Cremonese", + "CD Lugo", + "Akhisar Belediyespor", + "Wellington Phoenix", + "Shanghai Greenland Shenhua FC", + "Scunthorpe United", + "SKN St. Pölten", + "Fleetwood Town", + "Al Wehda", + "Cracovia", + "SC Preußen Münster", + "Club Atlético Lanús", + "Exeter City", + "Zagłębie Lubin", + "América de Cali", + "Venezia FC", + "Aarhus GF", + "Sanfrecce Hiroshima", + "FC Red Bull Salzburg", + "FC Energie Cottbus", + "IF Elfsborg", + "Lechia Gdańsk", + "Jeju United FC", + "Bristol City", + "Aberdeen", + "Holstein Kiel", + "FC Thun", + "DC United", + "Zagłębie Lubin", + "KAA Gent", + "St. Johnstone FC", + "Western Sydney Wanderers", + "Sanfrecce Hiroshima", + "IK Sirius", + "Wycombe Wanderers", + "FC Utrecht", + "Paris FC", + "Roma", + "Sarpsborg 08 FF", + "Vitesse", + "Reading", + "Manchester United", + "San Martín de San Juan", + "Cosenza", + "Bolton Wanderers", + "FC Metz", + "ADO Den Haag", + "Plymouth Argyle", + "Paris FC", + "Bury", + "Chicago Fire", + "Clube Sport Marítimo", + "Cosenza", + "Club Atlético Tigre", + "VfL Sportfreunde Lotte", + "Rosenborg BK", + "Suwon Samsung Bluewings", + "AJ Auxerre", + "FC Wacker Innsbruck", + null, + "Patriotas Boyacá FC", + "Incheon United FC", + "Vendsyssel FF", + "DC United", + "SK Sturm Graz", + "Junior FC", + "Scunthorpe United", + "Los Angeles FC", + "Córdoba CF", + "Real Oviedo", + "AFC Wimbledon", + null, + "Pogoń Szczecin", + "RCD Mallorca", + "FC Würzburger Kickers", + "SV Zulte-Waregem", + "TSG 1899 Hoffenheim", + "Extremadura UD", + "Östersunds FK", + "Miedź Legnica", + "Real Sociedad", + "UD Las Palmas", + "Grimsby Town", + "1. FC Magdeburg", + "SK Rapid Wien", + "Rotherham United", + "SG Dynamo Dresden", + "AJ Auxerre", + "Walsall", + "Deportes Iquique", + "Yokohama F. Marinos", + "Ajax", + null, + "Port Vale", + "Cardiff City", + "Boyacá Chicó FC", + "Patriotas Boyacá FC", + "Örebro SK", + "FC Carl Zeiss Jena", + "Newell's Old Boys", + "Columbus Crew SC", + "Blackburn Rovers", + "Curicó Unido", + "FC Sochaux-Montbéliard", + "San Martin de Tucumán", + "Plymouth Argyle", + "Gyeongnam FC", + "Viktoria Plzeň", + "SCR Altach", + "AS Nancy Lorraine", + "Viktoria Plzeň", + "Brentford", + "Odense Boldklub", + "Charlton Athletic", + "Eintracht Braunschweig", + "Montpellier HSC", + "1. FC Magdeburg", + "Viktoria Plzeň", + "Houston Dynamo", + "Córdoba CF", + "FC Hansa Rostock", + "Portimonense SC", + "SV Meppen", + "Puebla FC", + "Montreal Impact", + "Paraná", + "Tottenham Hotspur", + "Itagüí Leones FC", + "Miedź Legnica", + "La Berrichonne de Châteauroux", + "RCD Mallorca", + "Curicó Unido", + "Real Madrid", + "IK Sirius", + "Brisbane Roar", + "Notts County", + "Club Deportes Temuco", + "CD Universidad de Concepción", + "Colorado Rapids", + "Jagiellonia Białystok", + "Forest Green Rovers", + "BB Erzurumspor", + "Barnsley", + "Heart of Midlothian", + "Charlton Athletic", + "Al Faisaly", + "Toronto FC", + "VfL Sportfreunde Lotte", + "Barnsley", + "Newcastle Jets", + "Junior FC", + "Aston Villa", + "Unión La Calera", + "Örebro SK", + "Universidad de Chile", + "FC Luzern", + "Mansfield Town", + "Östersunds FK", + "Estudiantes de La Plata", + "De Graafschap", + "Gangwon FC", + "Portsmouth", + "Albacete BP", + "Karlsruher SC", + "Independiente Santa Fe", + "1. FC Kaiserslautern", + "Padova", + "Beijing Renhe FC", + "Ohod Club", + "FC St. Pauli", + "Excelsior", + "FSV Zwickau", + "Philadelphia Union", + "VVV-Venlo", + "Valenciennes FC", + "Padova", + "Jeonbuk Hyundai Motors", + "Clube Sport Marítimo", + "FSV Zwickau", + "Defensa y Justicia", + "Neuchâtel Xamax", + "Dalkurd FF", + "Luton Town", + "Crotone", + "Orlando Pirates", + "Querétaro", + "Chongqing Dangdai Lifan FC SWM Team", + "SCR Altach", + "Tromsø IL", + "Bristol Rovers", + "New England Revolution", + "Heart of Midlothian", + "FC Metz", + "Guadalajara", + "Club Atlético Banfield", + "FC Emmen", + "Östersunds FK", + "Coventry City", + "Miedź Legnica", + "San Martín de San Juan", + "SC Fortuna Köln", + "Motherwell", + "MSV Duisburg", + "FC Schalke 04", + "Cruz Azul", + "Reading", + "Portland Timbers", + "Deportivo Pasto", + "FC Carl Zeiss Jena", + "Jeonnam Dragons", + "VfL Osnabrück", + "Djurgårdens IF", + "Grenoble Foot 38", + "Defensa y Justicia", + "Kaizer Chiefs", + "CD Tondela", + "Royal Excel Mouscron", + "Cosenza", + "Sport Club do Recife", + "CF Reus Deportiu", + "CF Rayo Majadahonda", + "VfL Wolfsburg", + "AS Béziers", + "Real Madrid", + "FC Tokyo", + "Gimnàstic de Tarragona", + "Portimonense SC", + "Górnik Zabrze", + "Ranheim Fotball", + "Stade Malherbe Caen", + "Randers FC", + "Plymouth Argyle", + "Jaguares de Córdoba", + "Brisbane Roar", + "FC Würzburger Kickers", + "Lechia Gdańsk", + "FC Lorient", + "Tianjin Quanjian FC", + "Carpi", + " SSV Jahn Regensburg", + "Junior FC", + "FC Hansa Rostock", + "Livingston FC", + "SpVgg Unterhaching", + "Alanyaspor", + "SV Meppen", + "Unión Española", + "Colchester United", + "Clermont Foot 63", + "Aarhus GF", + "Djurgårdens IF", + "Alianza Petrolera", + "VfR Aalen", + "IF Elfsborg", + "SK Slavia Praha", + "Unión La Calera", + null, + "Audax Italiano", + "SG Sonnenhof Großaspach", + "Lobos BUAP", + "Dalkurd FF", + "SpVgg Unterhaching", + "Vélez Sarsfield", + "Estudiantes de La Plata", + "Sporting CP", + "Beijing Renhe FC", + " SSV Jahn Regensburg", + "SV Zulte-Waregem", + "Stabæk Fotball", + "Atiker Konyaspor", + "Hellas Verona", + "Wigan Athletic", + "Hallescher FC", + "U.N.A.M.", + "Örebro SK", + "Al Fateh", + "Stade de Reims", + "Grasshopper Club Zürich", + "Zagłębie Sosnowiec", + "SpVgg Unterhaching", + "Unión La Calera", + "Tiburones Rojos de Veracruz", + "Crawley Town", + "Deportivo Alavés", + "Al Raed", + "Suwon Samsung Bluewings", + "Al Taawoun", + "CD Palestino", + "Guangzhou R&F; FC", + "Deportes Iquique", + "Fleetwood Town", + "AIK", + "KAS Eupen", + "Chamois Niortais Football Club", + "Exeter City", + "Audax Italiano", + "Unión de Santa Fe", + "FC Nordsjælland", + "CD Nacional", + "Doncaster Rovers", + "Lecce", + null, + "FK Austria Wien", + "Gimnasia y Esgrima La Plata", + "Karlsruher SC", + "Melbourne Victory", + "Gimnàstic de Tarragona", + "CF Rayo Majadahonda", + "Tiburones Rojos de Veracruz", + "Sangju Sangmu FC", + "Lillestrøm SK", + "Viktoria Plzeň", + "Al Ittihad", + "Spezia", + null, + "Aberdeen", + "Miedź Legnica", + "Rochdale", + "Preston North End", + "Hobro IK", + "Burton Albion", + "KFC Uerdingen 05", + "UD Almería", + "Jaguares de Córdoba", + "KV Kortrijk", + "FC Wacker Innsbruck", + "FC Emmen", + "Boavista FC", + "Luton Town", + "CD Nacional", + "Spezia", + "RCD Espanyol", + "Orlando Pirates", + "Notts County", + "FC Girondins de Bordeaux", + "Plymouth Argyle", + "Vålerenga Fotball", + "Wisła Płock", + "Audax Italiano", + "CD Aves", + "SpVgg Unterhaching", + "Vancouver Whitecaps FC", + "Çaykur Rizespor", + "Çaykur Rizespor", + "Sporting Lokeren", + "Leicester City", + "Preston North End", + "FC Metz", + "Al Fayha", + "FC St. Gallen", + "Boyacá Chicó FC", + "Royal Excel Mouscron", + "Clube Sport Marítimo", + "FC Seoul", + "San Martín de San Juan", + "VfL Osnabrück", + "Northampton Town", + "Udinese", + "Melbourne City FC", + "Houston Dynamo", + "1. FC Nürnberg", + "CD Lugo", + "Fleetwood Town", + "De Graafschap", + "Clermont Foot 63", + "KV Kortrijk", + "DC United", + "Sporting Lokeren", + "Newell's Old Boys", + "FC Luzern", + "Alianza Petrolera", + "Atlético Tucumán", + "Carlisle United", + "Empoli", + "FC Wacker Innsbruck", + "Carpi", + "SK Sturm Graz", + "Dundee FC", + "Arsenal", + "Tianjin Quanjian FC", + "Rio Ave FC", + "SV Mattersburg", + "Zagłębie Sosnowiec", + "Padova", + "Club Atlas", + "San Lorenzo de Almagro", + "Club Brugge KV", + "New York City FC", + "AFC Wimbledon", + "Orlando City SC", + "Royal Excel Mouscron", + "Benevento", + "Pogoń Szczecin", + "Nîmes Olympique", + "San Martin de Tucumán", + "Arka Gdynia", + "Córdoba CF", + "Red Star FC", + "V-Varen Nagasaki", + "Defensa y Justicia", + "CD Tondela", + "AEK Athens", + "Oxford United", + "Stabæk Fotball", + "Independiente", + "Málaga CF", + "FC Ingolstadt 04", + "CD O'Higgins", + "FC Nantes", + "Plymouth Argyle", + "Yokohama F. Marinos", + "Manchester United", + "Vélez Sarsfield", + "FC Admira Wacker Mödling", + "Lincoln City", + "Manchester United", + "Wycombe Wanderers", + "FK Haugesund", + "Santos Laguna", + "Coventry City", + "Dundee FC", + "Curicó Unido", + "Millonarios FC", + "1. FC Kaiserslautern", + "Deportes Iquique", + "Charlton Athletic", + "Al Qadisiyah", + "Ulsan Hyundai FC", + "SKN St. Pölten", + "DSC Arminia Bielefeld", + "San Luis de Quillota", + "Jaguares de Córdoba", + "Beijing Sinobo Guoan FC", + "Palermo", + "CD Tondela", + "NAC Breda", + "Accrington Stanley", + "Randers FC", + "Oxford United", + "Port Vale", + "Incheon United FC", + "Club Atlético Talleres", + "Spezia", + "Columbus Crew SC", + "Real Sporting de Gijón", + "Hamilton Academical FC", + "Bury", + "SC Heerenveen", + "Górnik Zabrze", + "IF Elfsborg", + "FC Sochaux-Montbéliard", + "Exeter City", + "New York City FC", + "SV Wehen Wiesbaden", + "SK Rapid Wien", + "AS Monaco", + "SV Sandhausen", + "Rosenborg BK", + "Forest Green Rovers", + "FC Emmen", + "Al Wehda", + "Boavista FC", + null, + "Chamois Niortais Football Club", + "Odds BK", + "Trelleborgs FF", + "Lincoln City", + "Chamois Niortais Football Club", + "TSV 1860 München", + "Gamba Osaka", + "Club Atlético Tigre", + "SV Wehen Wiesbaden", + "SKN St. Pölten", + "Plymouth Argyle", + "SpVgg Greuther Fürth", + "FC Tokyo", + "Extremadura UD", + "FC Nordsjælland", + "Śląsk Wrocław", + "Akhisar Belediyespor", + "FC Barcelona", + "FC Würzburger Kickers", + "SC Preußen Münster", + "Belgrano de Córdoba", + "Carlisle United", + "Rionegro Águilas", + "Carlisle United", + "Portland Timbers", + "Kashima Antlers", + "Sunderland", + "FC Sochaux-Montbéliard", + "Eintracht Braunschweig", + "Forest Green Rovers", + "Dynamo Kyiv", + "IFK Göteborg", + "La Berrichonne de Châteauroux", + "Grenoble Foot 38", + "Plymouth Argyle", + "Foggia", + "Nagoya Grampus", + "Birmingham City", + "AJ Auxerre", + "Hokkaido Consadole Sapporo", + "Śląsk Wrocław", + "Colchester United", + "SC Heerenveen", + "Brescia", + "Zagłębie Lubin", + "1. FC Kaiserslautern", + "Swindon Town", + "Sangju Sangmu FC", + "Sunderland", + "Milton Keynes Dons", + "Doncaster Rovers", + "Hibernian", + "Al Hilal", + "Burton Albion", + "Spartak Moscow", + "FC Tokyo", + "Hebei China Fortune FC", + "Neuchâtel Xamax", + "Villarreal CF", + "Doncaster Rovers", + "Wolfsberger AC", + "Mansfield Town", + "FC Utrecht", + "Al Taawoun", + "AC Horsens", + "Orlando Pirates", + "Grêmio", + "VfL Bochum 1848", + "De Graafschap", + "Henan Jianye FC", + "Córdoba CF", + "La Berrichonne de Châteauroux", + "TSV 1860 München", + "Wycombe Wanderers", + "Kilmarnock", + "Carpi", + "TSV Hartberg", + "Neuchâtel Xamax", + "Ipswich Town", + "Gillingham", + "Jaguares de Córdoba", + "NAC Breda", + "Nagoya Grampus", + "Fluminense", + "Real Sporting de Gijón", + "St. Mirren", + "Grimsby Town", + "IF Elfsborg", + "Dundee FC", + "Kilmarnock", + "CD Huachipato", + "Strømsgodset IF", + "Sheffield Wednesday", + "Stabæk Fotball", + "Grimsby Town", + "BSC Young Boys", + "Hebei China Fortune FC", + "Atlanta United", + "Bury", + "De Graafschap", + "Vancouver Whitecaps FC", + "Portland Timbers", + "Yeni Malatyaspor", + "Atlético Bucaramanga", + null, + "Mansfield Town", + "Columbus Crew SC", + "Wellington Phoenix", + "Lechia Gdańsk", + "Milton Keynes Dons", + "Hokkaido Consadole Sapporo", + "Paris Saint-Germain", + "US Salernitana 1919", + "Mansfield Town", + "FC Ingolstadt 04", + "Lecce", + "FC Groningen", + "Ascoli", + "Pohang Steelers", + null, + "AC Horsens", + "Godoy Cruz", + "Excelsior", + "Beijing Renhe FC", + "Grasshopper Club Zürich", + "St. Patrick's Athletic", + "Real Zaragoza", + "Gamba Osaka", + "SpVgg Greuther Fürth", + "Paris FC", + "Toulouse Football Club", + "Puebla FC", + "Jeonnam Dragons", + "FC Augsburg", + "Trabzonspor", + "Boavista FC", + "Toronto FC", + "Colorado Rapids", + "Coventry City", + "Real Salt Lake", + "KAA Gent", + "Port Vale", + "Deportivo Pasto", + "Al Qadisiyah", + "1. FC Magdeburg", + "Chamois Niortais Football Club", + "Urawa Red Diamonds", + "Coventry City", + "Kalmar FF", + "Jeonbuk Hyundai Motors", + "FC Luzern", + "Plymouth Argyle", + "SC Fortuna Köln", + "Southend United", + "FK Haugesund", + "FC Groningen", + "Chamois Niortais Football Club", + "Universidad Católica", + "La Equidad", + "FC Erzgebirge Aue", + "Bury", + "Guadalajara", + "Paris FC", + "Al Raed", + "Hallescher FC", + "Sangju Sangmu FC", + "U.N.A.M.", + "Clube Sport Marítimo", + "Forest Green Rovers", + "Excelsior", + "Vegalta Sendai", + "Huddersfield Town", + "Le Havre AC", + "Coventry City", + "Cittadella", + "SC Freiburg", + "Aberdeen", + " SSV Jahn Regensburg", + "Lechia Gdańsk", + "CD Tenerife", + "LASK Linz", + "FSV Zwickau", + "Guangzhou Evergrande Taobao FC", + "SpVgg Greuther Fürth", + "Shimizu S-Pulse", + "VVV-Venlo", + "Rosario Central", + "Rosenborg BK", + "Fortuna Sittard", + "Chamois Niortais Football Club", + "Columbus Crew SC", + "Suwon Samsung Bluewings", + "Grenoble Foot 38", + "Real Sporting de Gijón", + "AJ Auxerre", + "FC Sochaux-Montbéliard", + "Sandefjord Fotball", + "Hokkaido Consadole Sapporo", + "Racing Club de Lens", + "GFC Ajaccio", + "Hallescher FC", + "Kaizer Chiefs", + "Racing Club de Lens", + "Cittadella", + "Jeju United FC", + "Bristol Rovers", + "Walsall", + "Brescia", + "1. FC Nürnberg", + "FC St. Pauli", + "Bristol Rovers", + "Kawasaki Frontale", + "Atlético Huila", + "Bolton Wanderers", + "Stade de Reims", + "Lokomotiv Moscow", + "Shimizu S-Pulse", + null, + "Los Angeles FC", + "HJK Helsinki", + "AFC Wimbledon", + "Hokkaido Consadole Sapporo", + "Jeju United FC", + "FC Würzburger Kickers", + "Club León", + "CD Aves", + "Portland Timbers", + "BK Häcken", + "Cosenza", + "SV Mattersburg", + "FC Emmen", + "Vitória Guimarães", + "Puebla FC", + "Östersunds FK", + "Kashiwa Reysol", + "Shonan Bellmare", + "Deportes Tolima", + "Minnesota United FC", + "Hobro IK", + "Hamburger SV", + "FC Seoul", + "Hellas Verona", + "Aston Villa", + "Torino", + "Akhisar Belediyespor", + "Vissel Kobe", + "FC Wacker Innsbruck", + "Unión La Calera", + "CD Universidad de Concepción", + "Sunderland", + "Fleetwood Town", + "FC Seoul", + "Chicago Fire", + "Incheon United FC", + "ADO Den Haag", + "Kristiansund BK", + "Al Qadisiyah", + "Kaizer Chiefs", + "Esbjerg fB", + "AS Béziers", + "Birmingham City", + "Hamburger SV", + "Cracovia", + "Grasshopper Club Zürich", + "Atlético Bucaramanga", + "Vitesse", + "Shonan Bellmare", + "Coventry City", + "FC Barcelona", + "Godoy Cruz", + "FSV Zwickau", + "Portland Timbers", + "Granada CF", + "Valenciennes FC", + "Walsall", + "IK Sirius", + "Once Caldas", + "Shonan Bellmare", + "Independiente", + "KFC Uerdingen 05", + "Once Caldas", + "AJ Auxerre", + "CD Numancia", + "FC Lugano", + "Club Atlético Huracán", + "SV Sandhausen", + "Queens Park Rangers", + "Randers FC", + "Lazio", + "Willem II", + "SD Eibar", + "Toronto FC", + "Chelsea", + "Doncaster Rovers", + "Palermo", + "SV Zulte-Waregem", + "Wycombe Wanderers", + "Minnesota United FC", + "Cerezo Osaka", + "Beijing Sinobo Guoan FC", + "SK Brann", + "Cosenza", + "Curicó Unido", + "Portsmouth", + "CD Tondela", + "Montreal Impact", + "Miedź Legnica", + null, + "Fleetwood Town", + "Hammarby IF", + "Red Star FC", + "FK Haugesund", + "Colorado Rapids", + "Itagüí Leones FC", + "GIF Sundsvall", + "Guizhou Hengfeng FC", + "Holstein Kiel", + "PEC Zwolle", + "Grenoble Foot 38", + "SC Preußen Münster", + "Sporting Kansas City", + "UD Las Palmas", + "Lecce", + "AS Nancy Lorraine", + "FC Dallas", + "Envigado FC", + "Rionegro Águilas", + "Middlesbrough", + "Pescara", + "Seattle Sounders FC", + "Western Sydney Wanderers", + "Eintracht Braunschweig", + "AEK Athens", + "Kasimpaşa SK", + "BB Erzurumspor", + "Accrington Stanley", + "SV Wehen Wiesbaden", + "Bursaspor", + "Excelsior", + "Korona Kielce", + "Real Salt Lake", + null, + "Örebro SK", + "SC Preußen Münster", + "Atlético Huila", + "Hebei China Fortune FC", + "Extremadura UD", + "FC Red Bull Salzburg", + "FC Sion", + "Spezia", + "Panathinaikos FC", + "SK Sturm Graz", + "Crawley Town", + "DC United", + "KAS Eupen", + "Sheffield Wednesday", + "Hannover 96", + "NAC Breda", + "Club Atlas", + "Elche CF", + "AC Ajaccio", + "Birmingham City", + "Sandefjord Fotball", + "UD Almería", + "Central Coast Mariners", + "Valencia CF", + "Orlando Pirates", + "Gimnàstic de Tarragona", + "Ohod Club", + "Aalborg BK", + "Waasland-Beveren", + "Incheon United FC", + "Defensa y Justicia", + "Sangju Sangmu FC", + "Brøndby IF", + "La Equidad", + null, + "Morecambe", + "Al Faisaly", + "Colchester United", + "SK Sturm Graz", + "Crawley Town", + "KFC Uerdingen 05", + "SV Zulte-Waregem", + "Rionegro Águilas", + "Scunthorpe United", + "West Bromwich Albion", + "Portsmouth", + "IK Start", + "MSV Duisburg", + "Tiburones Rojos de Veracruz", + "Stoke City", + "Extremadura UD", + "Chongqing Dangdai Lifan FC SWM Team", + "Deportivo Pasto", + "IK Start", + "FC St. Gallen", + "Bristol Rovers", + "SV Sandhausen", + "Deportivo Toluca", + "Motherwell", + "RCD Mallorca", + "Boyacá Chicó FC", + "Bradford City", + "FSV Zwickau", + "SK Brann", + "Excelsior", + "Santa Clara", + "FC Luzern", + "Levante UD", + "Livingston FC", + "Foggia", + "Clermont Foot 63", + "Rangers FC", + "Lincoln City", + "Colchester United", + "DSC Arminia Bielefeld", + "Cork City", + "De Graafschap", + "Livorno", + "San Martín de San Juan", + "US Cremonese", + "Oldham Athletic", + "Peterborough United", + "Brisbane Roar", + "Sandefjord Fotball", + "Notts County", + "Middlesbrough", + "Vancouver Whitecaps FC", + "FC Admira Wacker Mödling", + "Carpi", + "Melbourne Victory", + "BSC Young Boys", + "1. FC Magdeburg", + "Grasshopper Club Zürich", + "Strømsgodset IF", + "Kalmar FF", + "Patronato", + "Patriotas Boyacá FC", + "Ettifaq FC", + "Heracles Almelo", + "Djurgårdens IF", + "Bristol City", + "VfR Aalen", + "Independiente", + "Bradford City", + "Bury", + "Cork City", + "Houston Dynamo", + "Brescia", + "Jeonnam Dragons", + "Ascoli", + "Itagüí Leones FC", + "Bristol Rovers", + "Perugia", + "VfL Sportfreunde Lotte", + "NAC Breda", + "Al Taawoun", + "Sampdoria", + "FC Groningen", + "Club Deportes Temuco", + "Shimizu S-Pulse", + "VfL Osnabrück", + "Jagiellonia Białystok", + "FC Carl Zeiss Jena", + "Cracovia", + "Toronto FC", + "SC Preußen Münster", + "Central Coast Mariners", + "Carpi", + "Hallescher FC", + "Curicó Unido", + "Sint-Truidense VV", + "Cheltenham Town", + "AS Béziers", + "Coventry City", + "Wycombe Wanderers", + "GIF Sundsvall", + "FC Lugano", + "Carpi", + "Fulham", + "Bahia", + "Al Qadisiyah", + "Kashima Antlers", + "Deportivo Pasto", + "Korona Kielce", + "Fleetwood Town", + "Odds BK", + "Spezia", + "FC Admira Wacker Mödling", + "FC Hansa Rostock", + "Zagłębie Lubin", + "Stade de Reims", + "Girona FC", + "Al Qadisiyah", + "Albacete BP", + "Esbjerg fB", + "Tromsø IL", + "Tromsø IL", + "Vegalta Sendai", + "Randers FC", + "Port Vale", + "New York Red Bulls", + "FC Luzern", + "Royal Antwerp FC", + "Portsmouth", + "Esbjerg fB", + "Southend United", + "Queens Park Rangers", + "Atlético Bucaramanga", + "Montpellier HSC", + "Vegalta Sendai", + "Atlético Nacional", + "Real Sporting de Gijón", + "Ulsan Hyundai FC", + "Trelleborgs FF", + "Östersunds FK", + "BK Häcken", + "Colorado Rapids", + "Oldham Athletic", + "1. FC Kaiserslautern", + "San Lorenzo de Almagro", + "St. Johnstone FC", + "Ipswich Town", + "Red Star FC", + "Hull City", + "Once Caldas", + "Paraná", + "West Ham United", + "Beşiktaş JK", + "Notts County", + "TSV 1860 München", + "San Luis de Quillota", + "Karlsruher SC", + "Wolfsberger AC", + "VfL Sportfreunde Lotte", + "San Jose Earthquakes", + "Wolfsberger AC", + "Paris FC", + "Panathinaikos FC", + "Portimonense SC", + "Walsall", + "SV Meppen", + "Dijon FCO", + "Independiente Santa Fe", + "Al Qadisiyah", + "Bury", + "Atlético Paranaense", + "IF Brommapojkarna", + "Rochdale", + " SSV Jahn Regensburg", + "Wycombe Wanderers", + "Plymouth Argyle", + "Miedź Legnica", + "Palermo", + "Reading", + "Unión La Calera", + "Shanghai Greenland Shenhua FC", + "Monarcas Morelia", + "Envigado FC", + "KAA Gent", + "PSV", + "Orlando City SC", + "FC Zürich", + "Livingston FC", + "Royal Antwerp FC", + "Real Salt Lake", + "Crotone", + "Chicago Fire", + "Santos Laguna", + "Brøndby IF", + "Venezia FC", + "Manchester United", + "Rionegro Águilas", + "Inter", + "Colchester United", + "LASK Linz", + "CD Everton de Viña del Mar", + "De Graafschap", + "Gillingham", + "Vancouver Whitecaps FC", + "SG Sonnenhof Großaspach", + "1. FC Kaiserslautern", + "CD Lugo", + "Santos", + "Panathinaikos FC", + "Livorno", + "Club Deportes Temuco", + "Club Atlas", + "Shanghai Greenland Shenhua FC", + "FC Emmen", + "Envigado FC", + "Belgrano de Córdoba", + "Doncaster Rovers", + "AC Horsens", + "SV Zulte-Waregem", + "Palermo", + "Cosenza", + "Club Atlético Aldosivi", + "Orlando City SC", + "Extremadura UD", + "DSC Arminia Bielefeld", + "OGC Nice", + "FC Würzburger Kickers", + "Hokkaido Consadole Sapporo", + "Villarreal CF", + "Royal Excel Mouscron", + "Beijing Sinobo Guoan FC", + "Curicó Unido", + "SV Mattersburg", + "Sagan Tosu", + "Atlanta United", + "Granada CF", + "Granada CF", + "Perugia", + "Shanghai Greenland Shenhua FC", + "Piast Gliwice", + "Peterborough United", + "Zagłębie Sosnowiec", + "Hamilton Academical FC", + "Dundee FC", + "PFC CSKA Moscow", + "Vitória de Setúbal", + "FC Nordsjælland", + "Trabzonspor", + "IK Sirius", + "Crewe Alexandra", + "Tianjin TEDA FC", + "IK Sirius", + "RSC Anderlecht", + "AS Béziers", + "FC Energie Cottbus", + "Hallescher FC", + "Vissel Kobe", + "TSV Hartberg", + "FC Energie Cottbus", + "Vissel Kobe", + "AS Nancy Lorraine", + "Feyenoord", + "SD Eibar", + "AEK Athens", + "Sheffield United", + "Sport Club do Recife", + "FC Admira Wacker Mödling", + "CF Rayo Majadahonda", + "Plymouth Argyle", + "Molde FK", + "FC Energie Cottbus", + "Philadelphia Union", + "Galatasaray SK", + "1. FC Nürnberg", + "SV Mattersburg", + "Melbourne City FC", + "VfR Aalen", + "Real Madrid", + "West Bromwich Albion", + "FC Nantes", + "Genoa", + "América FC (Minas Gerais)", + "FC Groningen", + "Incheon United FC", + "Bradford City", + "Red Star FC", + "SG Dynamo Dresden", + "Jaguares de Córdoba", + "Querétaro", + "FC Würzburger Kickers", + "Itagüí Leones FC", + "FC København", + "Örebro SK", + "Paris Saint-Germain", + "V-Varen Nagasaki", + "Puebla FC", + "Pogoń Szczecin", + "FC Tokyo", + "Brentford", + "SKN St. Pölten", + "Korona Kielce", + "Melbourne City FC", + "Jagiellonia Białystok", + "UD Almería", + "Al Hazem", + "SCR Altach", + "Legia Warszawa", + "Vitória de Setúbal", + "Livorno", + "US Orléans Loiret Football", + "Bradford City", + "Orlando City SC", + "Moreirense FC", + "Dinamo Zagreb", + "San Luis de Quillota", + "Daegu FC", + "La Equidad", + "CD O'Higgins", + "GFC Ajaccio", + "SCR Altach", + "Newcastle United", + "Molde FK", + "Melbourne City FC", + "SønderjyskE", + "St. Mirren", + "Odense Boldklub", + "TSV Hartberg", + "AZ Alkmaar", + "Jeju United FC", + "Shrewsbury", + "SCR Altach", + "Padova", + "Beşiktaş JK", + "Daegu FC", + "SV Zulte-Waregem", + "Foggia", + "Itagüí Leones FC", + "Jeju United FC", + "Piast Gliwice", + "Odense Boldklub", + "Cerezo Osaka", + "San Martín de San Juan", + "Le Havre AC", + "Sporting Lokeren", + "Pogoń Szczecin", + "Godoy Cruz", + "CD Nacional", + "Kristiansund BK", + "Eintracht Braunschweig", + "SC Fortuna Köln", + "Brøndby IF", + "FK Haugesund", + "Hibernian", + "Patriotas Boyacá FC", + "Jeonbuk Hyundai Motors", + "Zagłębie Sosnowiec", + "Montreal Impact", + "IK Start", + " SSV Jahn Regensburg", + "Motherwell", + "TSV 1860 München", + null, + "Toulouse Football Club", + "KV Kortrijk", + "SCR Altach", + "LOSC Lille", + "Los Angeles FC", + "Colorado Rapids", + "DSC Arminia Bielefeld", + "Randers FC", + "Gangwon FC", + "Defensa y Justicia", + "Portsmouth", + "Ipswich Town", + "Incheon United FC", + "Shimizu S-Pulse", + "Tromsø IL", + "Perth Glory", + "ESTAC Troyes", + "Le Havre AC", + "Southend United", + "Bursaspor", + "Blackpool", + "Valencia CF", + "Colchester United", + "Querétaro", + "CD Antofagasta", + "Real Oviedo", + "Incheon United FC", + "Audax Italiano", + "San Luis de Quillota", + "Real Zaragoza", + null, + "Al Wehda", + "Club Atlético Banfield", + "Frosinone", + "Independiente Medellín", + "Sporting Kansas City", + "Blackpool", + "VfR Aalen", + "Gyeongnam FC", + "Córdoba CF", + "Mansfield Town", + "Padova", + "Spartak Moscow", + "Córdoba CF", + "Spartak Moscow", + "FC Seoul", + "FC Admira Wacker Mödling", + "Aalborg BK", + "Patriotas Boyacá FC", + "Sporting Lokeren", + "Rangers FC", + "Odense Boldklub", + "FC Barcelona", + "LASK Linz", + "Plymouth Argyle", + "Yeni Malatyaspor", + "Tromsø IL", + "Club Deportes Temuco", + "Cittadella", + "FK Bodø/Glimt", + "DC United", + "DC United", + "Granada CF", + "Heart of Midlothian", + "FC Dallas", + "Toronto FC", + "FC Luzern", + "Ascoli", + "Lobos BUAP", + "San Jose Earthquakes", + null, + "FC Bayern München", + "CD Antofagasta", + "Al Faisaly", + "Shamrock Rovers", + "Monarcas Morelia", + "SPAL", + "SV Sandhausen", + "Milton Keynes Dons", + "Real Madrid", + "Sparta Praha", + null, + "KRC Genk", + "GD Chaves", + "Dundalk", + "Peterborough United", + "Djurgårdens IF", + "Club Necaxa", + "Cracovia", + "Dundee FC", + "Portsmouth", + "Seattle Sounders FC", + "SV Meppen", + "Al Ahli", + "FK Haugesund", + "Burnley", + "Red Star FC", + "FC Lorient", + "Leeds United", + "Tottenham Hotspur", + "Torino", + "Blackpool", + "Patriotas Boyacá FC", + "Minnesota United FC", + "Fortuna Düsseldorf", + "Shandong Luneng TaiShan FC", + "Defensa y Justicia", + "Willem II", + "Stade Malherbe Caen", + "Mansfield Town", + "FC Luzern", + "Cosenza", + "Deportivo Pasto", + "SG Sonnenhof Großaspach", + "Shandong Luneng TaiShan FC", + "CD Everton de Viña del Mar", + "Paris Saint-Germain", + "SC Preußen Münster", + "Korona Kielce", + "RC Strasbourg Alsace", + "Wycombe Wanderers", + "América de Cali", + "San Jose Earthquakes", + "Patriotas Boyacá FC", + "Ceará Sporting Club", + "Northampton Town", + "Luton Town", + "SV Meppen", + "Yeovil Town", + "Örebro SK", + "FC Würzburger Kickers", + "FC Ingolstadt 04", + "Cork City", + "Central Coast Mariners", + "Wisła Kraków", + "Sparta Praha", + "Wycombe Wanderers", + "Al Shabab", + "Foggia", + "Jeonnam Dragons", + "Chicago Fire", + "Holstein Kiel", + "FC Sochaux-Montbéliard", + "Aarhus GF", + "Beijing Renhe FC", + "Heart of Midlothian", + "Kashiwa Reysol", + "Kawasaki Frontale", + "1. FSV Mainz 05", + "Luton Town", + "BSC Young Boys", + "FC Wacker Innsbruck", + "RC Celta", + "Heart of Midlothian", + "SC Fortuna Köln", + "Foggia", + "Beijing Sinobo Guoan FC", + "Independiente Santa Fe", + "AFC Wimbledon", + "CF Rayo Majadahonda", + "FC St. Gallen", + "GFC Ajaccio", + "Crawley Town", + "St. Johnstone FC", + "Portland Timbers", + "Swindon Town", + "Lech Poznań", + "Heracles Almelo", + "Guizhou Hengfeng FC", + "Bursaspor", + "Sandefjord Fotball", + "Waasland-Beveren", + "Doncaster Rovers", + "CD Tondela", + "Manchester United", + "CF Rayo Majadahonda", + "Club Atlético Aldosivi", + "LA Galaxy", + "Newcastle United", + "Motherwell", + "FC Carl Zeiss Jena", + "Eintracht Braunschweig", + "Oldham Athletic", + "SD Eibar", + "Guangzhou R&F; FC", + "Racing Club de Lens", + "Forest Green Rovers", + "RSC Anderlecht", + "Bohemian FC", + "Kalmar FF", + "Club Atlético Lanús", + "Sangju Sangmu FC", + "Esbjerg fB", + "Real Oviedo", + "SønderjyskE", + "Parma", + "Atlético Paranaense", + "FC Emmen", + "Macclesfield Town", + "FC Girondins de Bordeaux", + "Fleetwood Town", + "HJK Helsinki", + "Atlético Nacional", + "Yokohama F. Marinos", + "FC Sion", + "Bradford City", + "IF Elfsborg", + "Stade Brestois 29", + "Middlesbrough", + "AS Monaco", + "Córdoba CF", + "Millonarios FC", + "Argentinos Juniors", + "Deportes Iquique", + "Ceará Sporting Club", + "SpVgg Unterhaching", + "Al Shabab", + "CD Feirense", + "Zagłębie Lubin", + "Lincoln City", + "PFC CSKA Moscow", + "SpVgg Unterhaching", + null, + "SpVgg Unterhaching", + "Doncaster Rovers", + "Waasland-Beveren", + "Wolfsberger AC", + "Boyacá Chicó FC", + "Cosenza", + "US Cremonese", + "Tiburones Rojos de Veracruz", + "Al Ittihad", + "Yeovil Town", + "FC Lugano", + "Holstein Kiel", + "Waasland-Beveren", + "Deportivo Cali", + "Hibernian", + "CD Aves", + "Hokkaido Consadole Sapporo", + "Atiker Konyaspor", + "Los Angeles FC", + "San Martín de San Juan", + "Eintracht Braunschweig", + "SC Fortuna Köln", + "Cracovia", + "San Martín de San Juan", + "IFK Göteborg", + "SC Paderborn 07", + "Curicó Unido", + "Paris Saint-Germain", + "CD Antofagasta", + "SK Slavia Praha", + "Forest Green Rovers", + "Bahia", + "Portsmouth", + "Hobro IK", + "Barnsley", + null, + "LA Galaxy", + "Excelsior", + "Rochdale", + "1. FC Magdeburg", + "Yeovil Town", + "Kayserispor", + "KV Oostende", + "Audax Italiano", + "Piast Gliwice", + "Nagoya Grampus", + "Club Atlético Banfield", + "Livorno", + "Unión La Calera", + "Zagłębie Lubin", + "Royal Excel Mouscron", + "Sarpsborg 08 FF", + "VfL Osnabrück", + "SC Paderborn 07", + "ADO Den Haag", + "GIF Sundsvall", + "Jeonnam Dragons", + "Al Faisaly", + "Millonarios FC", + "FC Sion", + "Wycombe Wanderers", + "Cardiff City", + "LASK Linz", + "Brøndby IF", + "SG Sonnenhof Großaspach", + "SC Fortuna Köln", + "Curicó Unido", + "Granada CF", + "SC Fortuna Köln", + "Kristiansund BK", + "US Orléans Loiret Football", + "Chapecoense", + "SV Mattersburg", + "FC Thun", + "FC Carl Zeiss Jena", + "Vendsyssel FF", + "Al Taawoun", + "KAS Eupen", + "Grenoble Foot 38", + "Motherwell", + "Bristol Rovers", + "SV Mattersburg", + "SK Rapid Wien", + "Lillestrøm SK", + "AS Nancy Lorraine", + "San Martin de Tucumán", + "Cosenza", + "Bursaspor", + "Valencia CF", + "Al Ittihad", + "ESTAC Troyes", + "Rio Ave FC", + "Hallescher FC", + "Jeonbuk Hyundai Motors", + "Atlético Bucaramanga", + "AD Alcorcón", + "Toulouse Football Club", + "Al Nassr", + "RCD Espanyol", + "Tromsø IL", + "Hallescher FC", + "Hallescher FC", + "Roma", + "VfL Sportfreunde Lotte", + "Yokohama F. Marinos", + "Stoke City", + "Zagłębie Lubin", + "V-Varen Nagasaki", + "Arsenal", + "Al Shabab", + "Lillestrøm SK", + "Ceará Sporting Club", + "San Jose Earthquakes", + "Leicester City", + "Tottenham Hotspur", + "Belgrano de Córdoba", + "Philadelphia Union", + "Empoli", + "VfR Aalen", + "FC Tokyo", + "SV Wehen Wiesbaden", + "Notts County", + "VVV-Venlo", + "Lobos BUAP", + "Jeju United FC", + "VfL Sportfreunde Lotte", + "Urawa Red Diamonds", + "PEC Zwolle", + "AIK", + "Guizhou Hengfeng FC", + "Karlsruher SC", + "Wisła Kraków", + "Tianjin TEDA FC", + null, + "Club Atlético Aldosivi", + "Córdoba CF", + "FC Schalke 04", + "CD Tenerife", + "AS Béziers", + "Lecce", + "TSV Hartberg", + "KRC Genk", + "AS Monaco", + "Gillingham", + "Accrington Stanley", + "Al Shabab", + "AS Béziers", + "Real Sociedad", + "Rotherham United", + "KSV Cercle Brugge", + "Doncaster Rovers", + "Molde FK", + "Vegalta Sendai", + "KV Oostende", + "Ranheim Fotball", + "SV Zulte-Waregem", + "Pogoń Szczecin", + "OGC Nice", + "SV Werder Bremen", + "Paris FC", + "Tianjin Quanjian FC", + "Club León", + "Oldham Athletic", + "Al Fateh", + "Tianjin Quanjian FC", + "SKN St. Pölten", + "Levante UD", + "Oxford United", + "Tianjin TEDA FC", + "FC Metz", + "Lech Poznań", + "Hobro IK", + "Leeds United", + "UD Almería", + "Audax Italiano", + "Rionegro Águilas", + "Henan Jianye FC", + "Mansfield Town", + "Royal Antwerp FC", + "Angers SCO", + "KAA Gent", + "Amiens SC", + "Paraná", + "Northampton Town", + "Real Salt Lake", + "VVV-Venlo", + "BB Erzurumspor", + "Montpellier HSC", + "US Orléans Loiret Football", + "FC Dallas", + "Kalmar FF", + "SV Mattersburg", + "KSV Cercle Brugge", + "Spartak Moscow", + "BK Häcken", + "Trelleborgs FF", + "Colchester United", + "Club Atlético Colón", + "Motherwell", + "FC Würzburger Kickers", + "Middlesbrough", + "St. Johnstone FC", + "Monterrey", + "Red Star FC", + "Accrington Stanley", + "Stade Brestois 29", + "FC Energie Cottbus", + "Sparta Praha", + "Kawasaki Frontale", + "CF Rayo Majadahonda", + "UD Almería", + "Swansea City", + "US Orléans Loiret Football", + "Orlando Pirates", + "Rotherham United", + "Tromsø IL", + "Cracovia", + "Wellington Phoenix", + "Panathinaikos FC", + "Rio Ave FC", + "Cork City", + "FC St. Pauli", + "Notts County", + "Heart of Midlothian", + "Borussia Dortmund", + "Le Havre AC", + "Ulsan Hyundai FC", + "Bradford City", + "CD Numancia", + "AC Horsens", + "Kashima Antlers", + "Forest Green Rovers", + "Real Salt Lake", + "Forest Green Rovers", + "Jaguares de Córdoba", + "SC Preußen Münster", + "Luton Town", + "AFC Wimbledon", + "FC Seoul", + "Wisła Płock", + "Blackpool", + "Montreal Impact", + "Club Tijuana", + "Wellington Phoenix", + "Le Havre AC", + "Al Fateh", + "Chicago Fire", + "MSV Duisburg", + "San Martín de San Juan", + "V-Varen Nagasaki", + "Hokkaido Consadole Sapporo", + "Atlético Bucaramanga", + "FK Austria Wien", + "Stabæk Fotball", + "Incheon United FC", + "Pachuca", + "Walsall", + "Kaizer Chiefs", + "Alianza Petrolera", + "Curicó Unido", + "América de Cali", + "Toulouse Football Club", + "Sagan Tosu", + "SpVgg Unterhaching", + "SC Freiburg", + "Accrington Stanley", + "Aalborg BK", + "Pohang Steelers", + "IF Elfsborg", + "AS Béziers", + "Stade Malherbe Caen", + "Benevento", + "Sevilla FC", + "Plymouth Argyle", + "FC Seoul", + "SC Heerenveen", + "Exeter City", + "AFC Wimbledon", + "Grimsby Town", + "Southend United", + "Palermo", + "TSV Hartberg", + "Gimnàstic de Tarragona", + "Newell's Old Boys", + "Vålerenga Fotball", + "Al Fayha", + "Aarhus GF", + "Millonarios FC", + "Pachuca", + "Kashima Antlers", + "SC Preußen Münster", + "Envigado FC", + "SpVgg Unterhaching", + "Antalyaspor", + "Arsenal", + "Shimizu S-Pulse", + "Vejle Boldklub", + "Orlando Pirates", + "FC St. Gallen", + "Port Vale", + "FC Carl Zeiss Jena", + "Bradford City", + "Tranmere Rovers", + "Exeter City", + "Club América", + "Ascoli", + "Levante UD", + "IF Brommapojkarna", + "Eintracht Braunschweig", + "Al Qadisiyah", + "Valenciennes FC", + "Waasland-Beveren", + "Club Atlético Talleres", + "CD Tondela", + "St. Johnstone FC", + "Charlton Athletic", + "Le Havre AC", + "RCD Mallorca", + "AC Ajaccio", + "Antalyaspor", + "Cittadella", + "Gangwon FC", + "Curicó Unido", + "KSV Cercle Brugge", + "Patronato", + "Shimizu S-Pulse", + "VVV-Venlo", + "CD Palestino", + "Zagłębie Sosnowiec", + "Shimizu S-Pulse", + "Club Necaxa", + "Al Ittihad", + "Shimizu S-Pulse", + "Club Atlético Tigre", + "Atlético Madrid", + "Northampton Town", + "Club Atlético Talleres", + "KV Kortrijk", + "SKN St. Pölten", + "Vitesse", + "Minnesota United FC", + "San Martín de San Juan", + "Melbourne City FC", + "FC St. Gallen", + "Newell's Old Boys", + "Perth Glory", + "Itagüí Leones FC", + "FC Sion", + "Bursaspor", + "FK Haugesund", + "Club Atlas", + "LA Galaxy", + "KSV Cercle Brugge", + "Le Havre AC", + "Oldham Athletic", + "KFC Uerdingen 05", + "FC Hansa Rostock", + "Cosenza", + "Independiente Medellín", + "Waasland-Beveren", + "V-Varen Nagasaki", + "Odense Boldklub", + "Wycombe Wanderers", + "FK Bodø/Glimt", + "Real Valladolid CF", + "Atlético Madrid", + "FC Thun", + "Club Deportes Temuco", + "Hebei China Fortune FC", + "CF Rayo Majadahonda", + "FK Haugesund", + "FC Hansa Rostock", + "Deportes Tolima", + "Molde FK", + "Real Valladolid CF", + "V-Varen Nagasaki", + "Al Fateh", + "Vejle Boldklub", + "Gangwon FC", + "Itagüí Leones FC", + "AC Horsens", + "Godoy Cruz", + "TSV 1860 München", + "CF Reus Deportiu", + "Chamois Niortais Football Club", + "Vendsyssel FF", + "LOSC Lille", + "Vejle Boldklub", + "Trabzonspor", + "Empoli", + " SSV Jahn Regensburg", + "SV Meppen", + "Vendsyssel FF", + "CD Aves", + "Sagan Tosu", + "Jagiellonia Białystok", + "Al Raed", + "Deportivo Pasto", + "Odense Boldklub", + null, + "CD Everton de Viña del Mar", + "Sagan Tosu", + "Independiente Medellín", + "Heart of Midlothian", + "KFC Uerdingen 05", + "Cheltenham Town", + "Real Madrid", + "Melbourne Victory", + "Grenoble Foot 38", + "U.N.A.M.", + "SC Heerenveen", + "Hibernian", + "RC Celta", + "Kawasaki Frontale", + "Royal Excel Mouscron", + "New York City FC", + "Plymouth Argyle", + "Portland Timbers", + "Gangwon FC", + "CD Aves", + "Puebla FC", + "Arka Gdynia", + "Portimonense SC", + "FC Emmen", + "Shrewsbury", + "CD Feirense", + "SC Heerenveen", + "Aalborg BK", + "Zagłębie Sosnowiec", + "Northampton Town", + "Exeter City", + "RC Celta", + "FC Emmen", + "Daegu FC", + "U.N.A.M.", + "Parma", + "FC Emmen", + "Shimizu S-Pulse", + "Real Valladolid CF", + "Cambridge United", + "Ipswich Town", + "Melbourne City FC", + "CD Universidad de Concepción", + "Scunthorpe United", + "Atlanta United", + "Once Caldas", + "Northampton Town", + "SC Fortuna Köln", + null, + "AC Horsens", + "Sagan Tosu", + "Vegalta Sendai", + "Hallescher FC", + "CD Universidad de Concepción", + "Minnesota United FC", + "Charlton Athletic", + "Randers FC", + "Al Taawoun", + "Lechia Gdańsk", + "La Equidad", + "Swindon Town", + "IK Sirius", + "FC Lugano", + "Club Atlético Talleres", + "Real Zaragoza", + "Ipswich Town", + "Vitória de Setúbal", + "SV Sandhausen", + "SK Rapid Wien", + "Djurgårdens IF", + "Colorado Rapids", + "Karlsruher SC", + "Odense Boldklub", + "Southend United", + "Toronto FC", + "Wolfsberger AC", + "Beijing Renhe FC", + "Swindon Town", + "Clermont Foot 63", + "Trabzonspor", + "FC Admira Wacker Mödling", + "Philadelphia Union", + "Shanghai Greenland Shenhua FC", + "Shrewsbury", + "Brisbane Roar", + "Kaizer Chiefs", + "Bursaspor", + "Panathinaikos FC", + "Al Fayha", + "Rochdale", + "Guadalajara", + "Jeonnam Dragons", + "US Orléans Loiret Football", + "IK Sirius", + "Envigado FC", + "Exeter City", + "Zagłębie Sosnowiec", + "Le Havre AC", + "Burnley", + "Morecambe", + "ADO Den Haag", + "Eintracht Braunschweig", + "Al Taawoun", + "Jeonbuk Hyundai Motors", + "Yeovil Town", + "Boavista FC", + "Cork City", + "Al Ahli", + "Rio Ave FC", + "Mansfield Town", + "Colchester United", + "Rionegro Águilas", + "Dalkurd FF", + null, + "Philadelphia Union", + "Esbjerg fB", + "Blackpool", + "Arka Gdynia", + "Notts County", + "AD Alcorcón", + "Rochdale", + "Excelsior", + "Vendsyssel FF", + "SG Sonnenhof Großaspach", + "CD Tondela", + "Vegalta Sendai", + "Mansfield Town", + "CD O'Higgins", + "Jagiellonia Białystok", + "Changchun Yatai FC", + null, + "ADO Den Haag", + "Doncaster Rovers", + "1. FC Heidenheim 1846", + "Livorno", + "Newport County", + "Puebla FC", + "FC Seoul", + "Lillestrøm SK", + "Royal Excel Mouscron", + "LOSC Lille", + "FC Nordsjælland", + "Wellington Phoenix", + "Kalmar FF", + "Guadalajara", + "IFK Göteborg", + "Boyacá Chicó FC", + "IK Start", + "Strømsgodset IF", + "Sint-Truidense VV", + "Shamrock Rovers", + "FC Luzern", + "SV Mattersburg", + "SK Rapid Wien", + "Cheltenham Town", + "Montpellier HSC", + "América FC (Minas Gerais)", + "Waasland-Beveren", + "Ranheim Fotball", + "Forest Green Rovers", + "Sarpsborg 08 FF", + "Suwon Samsung Bluewings", + "Ceará Sporting Club", + null, + "Os Belenenses", + "FC St. Gallen", + "Atlético Tucumán", + "Ranheim Fotball", + "Olympique de Marseille", + "Padova", + "Santos Laguna", + "Fortuna Sittard", + "Dundalk", + "Carpi", + "Deportes Iquique", + "Kashiwa Reysol", + "Chamois Niortais Football Club", + "Vendsyssel FF", + "Vejle Boldklub", + "Trabzonspor", + "Seattle Sounders FC", + "Tiburones Rojos de Veracruz", + "TSV Hartberg", + "AS Béziers", + "1. FSV Mainz 05", + "Örebro SK", + "Akhisar Belediyespor", + "Rochdale", + "Athletic Club de Bilbao", + "Arka Gdynia", + "Mansfield Town", + "VfL Sportfreunde Lotte", + "Colo-Colo", + "Frosinone", + "Patriotas Boyacá FC", + "New York Red Bulls", + "Boavista FC", + "Port Vale", + "Wellington Phoenix", + "Sangju Sangmu FC", + "Levante UD", + "Crotone", + "Deportivo Alavés", + "Red Star FC", + "Al Taawoun", + "Sagan Tosu", + "Tromsø IL", + "Östersunds FK", + "AS Saint-Étienne", + "Atlético Huila", + "Kalmar FF", + "Tranmere Rovers", + "Lecce", + "FC Red Bull Salzburg", + "V-Varen Nagasaki", + "Valencia CF", + "Atlético Madrid", + "Newcastle Jets", + "Hokkaido Consadole Sapporo", + "Le Havre AC", + "1. FC Köln", + "Millonarios FC", + "KV Oostende", + "Al Fateh", + "Adelaide United", + "CD Antofagasta", + "TSG 1899 Hoffenheim", + "Moreirense FC", + "New York Red Bulls", + "Pohang Steelers", + "Atalanta", + "CD Feirense", + "FC Lugano", + "Shandong Luneng TaiShan FC", + "Exeter City", + "RCD Mallorca", + "Barnsley", + "Miedź Legnica", + "La Equidad", + "Fortuna Düsseldorf", + "Dundalk", + "Toronto FC", + "Wellington Phoenix", + "Gimnàstic de Tarragona", + "Livingston FC", + "Club Atlético Aldosivi", + "Sandefjord Fotball", + "Al Hazem", + "Notts County", + "V-Varen Nagasaki", + "Östersunds FK", + "Club Atlético Tigre", + "Neuchâtel Xamax", + "BK Häcken", + "Vancouver Whitecaps FC", + "SV Wehen Wiesbaden", + "Vegalta Sendai", + "St. Mirren", + "Pescara", + "Jeonnam Dragons", + "FC Tokyo", + "Kalmar FF", + "Paraná", + "FC Nordsjælland", + "Vendsyssel FF", + "SKN St. Pölten", + "Nîmes Olympique", + "Itagüí Leones FC", + "Waasland-Beveren", + "Al Fayha", + "Vegalta Sendai", + "Stevenage", + "Independiente Medellín", + "SV Mattersburg", + "Elche CF", + "CD Tenerife", + "Melbourne Victory", + "Swindon Town", + "Plymouth Argyle", + "AS Nancy Lorraine", + "Curicó Unido", + "Vissel Kobe", + "Chicago Fire", + "FC Wacker Innsbruck", + "Korona Kielce", + "Pohang Steelers", + "Real Salt Lake", + "FC Midtjylland", + "Albacete BP", + "NAC Breda", + "Brentford", + "Royal Excel Mouscron", + "Atlético Bucaramanga", + "Örebro SK", + "Cittadella", + "Dijon FCO", + "Club Necaxa", + "FC Energie Cottbus", + "Rio Ave FC", + "Gillingham", + "Melbourne City FC", + "Jiangsu Suning FC", + "Yokohama F. Marinos", + "Newport County", + "FC Midtjylland", + "América de Cali", + "Vitória", + "Newcastle United", + "FC Energie Cottbus", + "Blackpool", + "Sporting de Charleroi", + "Jiangsu Suning FC", + "Carlisle United", + "Estudiantes de La Plata", + "Al Nassr", + "FC Admira Wacker Mödling", + "Perth Glory", + "FC Energie Cottbus", + "Yokohama F. Marinos", + "Rochdale", + "Zagłębie Sosnowiec", + "Ohod Club", + "Henan Jianye FC", + "Central Coast Mariners", + "Kalmar FF", + "Vélez Sarsfield", + "Yeovil Town", + "Northampton Town", + "Plymouth Argyle", + "Morecambe", + "Chicago Fire", + "Piast Gliwice", + "Boyacá Chicó FC", + "La Equidad", + "RCD Espanyol", + "Hobro IK", + "Livingston FC", + "Crewe Alexandra", + "Hellas Verona", + "Hamilton Academical FC", + null, + "SønderjyskE", + "Gillingham", + "Club Deportes Temuco", + "DC United", + "SG Sonnenhof Großaspach", + "Port Vale", + "FC Energie Cottbus", + "Blackpool", + "CA Osasuna", + "Sporting CP", + "Wisła Kraków", + "Atlético Paranaense", + "Albacete BP", + "Curicó Unido", + "IK Sirius", + null, + "Grimsby Town", + "Boyacá Chicó FC", + "Valenciennes FC", + "RSC Anderlecht", + "Gillingham", + "KSV Cercle Brugge", + "BB Erzurumspor", + "1. FC Magdeburg", + "UD Las Palmas", + "Rochdale", + "Jaguares de Córdoba", + "Perugia", + "Portland Timbers", + "1. FC Köln", + "Wolfsberger AC", + "Elche CF", + "Beijing Renhe FC", + "Real Oviedo", + "IFK Göteborg", + "Patronato", + "AZ Alkmaar", + "Al Wehda", + "Feyenoord", + "Lechia Gdańsk", + "Exeter City", + "PFC CSKA Moscow", + "San Martin de Tucumán", + "Newcastle Jets", + "UD Almería", + "Lobos BUAP", + "SC Paderborn 07", + "AFC Wimbledon", + "Patriotas Boyacá FC", + "San Martin de Tucumán", + "CD Antofagasta", + "IK Sirius", + "Western Sydney Wanderers", + "Gamba Osaka", + "Sivasspor", + "Albacete BP", + "FC Hansa Rostock", + "Independiente Medellín", + "Akhisar Belediyespor", + "Hellas Verona", + "Bristol Rovers", + "Cambridge United", + "Milton Keynes Dons", + "Boyacá Chicó FC", + "St. Johnstone FC", + "Mansfield Town", + "Guangzhou R&F; FC", + "Stade de Reims", + "Adelaide United", + "Al Fayha", + "Sampdoria", + "Kristiansund BK", + "Aalborg BK", + "Al Qadisiyah", + "Aarhus GF", + "Cracovia", + "Grimsby Town", + "Unión La Calera", + "FC Bayern München", + "Beijing Sinobo Guoan FC", + "Kristiansund BK", + "Wisła Kraków", + "Oldham Athletic", + "Daegu FC", + "HJK Helsinki", + "Notts County", + "Vancouver Whitecaps FC", + "Wycombe Wanderers", + "VfR Aalen", + "Deportes Tolima", + "SønderjyskE", + "Real Zaragoza", + "IK Sirius", + "AC Horsens", + "Lech Poznań", + "SG Sonnenhof Großaspach", + "Al Hazem", + "Olympique Lyonnais", + "AD Alcorcón", + "Zagłębie Lubin", + "Vendsyssel FF", + "Sanfrecce Hiroshima", + "Jaguares de Córdoba", + "Northampton Town", + "Los Angeles FC", + "Stade Brestois 29", + "KAS Eupen", + "Shrewsbury", + "Padova", + "Vitória de Setúbal", + "Kawasaki Frontale", + "RCD Mallorca", + "Hobro IK", + "Esbjerg fB", + "Górnik Zabrze", + "Gamba Osaka", + "Club Deportes Temuco", + "Shrewsbury", + "Jeju United FC", + "AD Alcorcón", + "SV Meppen", + "Racing Club de Lens", + "Grenoble Foot 38", + "Santos", + "Pescara", + "ESTAC Troyes", + "SK Rapid Wien", + "Padova", + "Club Atlético Lanús", + "Karlsruher SC", + "Rionegro Águilas", + "IK Start", + "Club León", + "Fleetwood Town", + "CD Antofagasta", + "Miedź Legnica", + "SCR Altach", + "Lobos BUAP", + "1. FC Heidenheim 1846", + "Hobro IK", + "Alianza Petrolera", + "Parma", + "Patronato", + "Zagłębie Sosnowiec", + "1. FC Heidenheim 1846", + "Paris Saint-Germain", + "Monarcas Morelia", + "Zagłębie Lubin", + "Spezia", + "New York City FC", + "Seattle Sounders FC", + " SSV Jahn Regensburg", + "Wisła Kraków", + "Sandefjord Fotball", + "U.N.A.M.", + "Vejle Boldklub", + "Al Batin", + "SC Fortuna Köln", + "St. Mirren", + "AFC Wimbledon", + "New England Revolution", + "San Martin de Tucumán", + "FC Hansa Rostock", + "Royal Excel Mouscron", + "Sporting de Charleroi", + "Dundalk", + "Tromsø IL", + "San Jose Earthquakes", + "Huddersfield Town", + "Sanfrecce Hiroshima", + "Clermont Foot 63", + "FC Emmen", + "Excelsior", + "FC Seoul", + "Al Fayha", + "DSC Arminia Bielefeld", + "FK Bodø/Glimt", + "Suwon Samsung Bluewings", + "PSV", + "NAC Breda", + "Wolfsberger AC", + "BK Häcken", + "Angers SCO", + "Audax Italiano", + "Crawley Town", + "Swindon Town", + "Atlanta United", + "Pescara", + "Patriotas Boyacá FC", + "Padova", + "Doncaster Rovers", + "Wisła Płock", + "Red Star FC", + "DC United", + "Urawa Red Diamonds", + "Atlético Bucaramanga", + "NAC Breda", + "Southend United", + "Al Batin", + "Nagoya Grampus", + "Southampton", + "FC Wacker Innsbruck", + "Royal Excel Mouscron", + "FC Seoul", + "Club América", + "Doncaster Rovers", + "Beijing Sinobo Guoan FC", + "GIF Sundsvall", + "VfL Bochum 1848", + "Club América", + "DSC Arminia Bielefeld", + "CD Leganés", + "Plymouth Argyle", + "Sangju Sangmu FC", + "US Orléans Loiret Football", + "Parma", + "Real Sporting de Gijón", + "CD Antofagasta", + "Bradford City", + "AFC Wimbledon", + "Örebro SK", + "Karlsruher SC", + "Curicó Unido", + "FC Seoul", + "Hamburger SV", + "FSV Zwickau", + "Stade Rennais FC", + "Dundalk", + "Wisła Kraków", + "Monarcas Morelia", + "Adelaide United", + "TSV Hartberg", + "Ulsan Hyundai FC", + "Monarcas Morelia", + "AFC Wimbledon", + "Morecambe", + "Incheon United FC", + "Chapecoense", + "FC Carl Zeiss Jena", + "Ranheim Fotball", + "Strømsgodset IF", + "Jaguares de Córdoba", + "Venezia FC", + "Barnsley", + "U.N.A.M.", + "FK Austria Wien", + "LA Galaxy", + "SV Meppen", + "Bury", + "Wolfsberger AC", + "CA Osasuna", + "FC Lorient", + "Stevenage", + "Eintracht Braunschweig", + "Al Nassr", + "Southend United", + "Vejle Boldklub", + "Chicago Fire", + "Deportivo Toluca", + "Strømsgodset IF", + "Waterford FC", + "Carlisle United", + "Atlanta United", + "Vissel Kobe", + "Peterborough United", + "Newcastle Jets", + "FC Erzgebirge Aue", + "Le Havre AC", + "Strømsgodset IF", + "FC Carl Zeiss Jena", + "SV Meppen", + "Club Brugge KV", + "Östersunds FK", + "1. FC Kaiserslautern", + "Atlético Madrid", + "West Bromwich Albion", + "Real Salt Lake", + "Wolfsberger AC", + "Alianza Petrolera", + "FC Nantes", + "Derby County", + "Trelleborgs FF", + "Peterborough United", + "Daegu FC", + "Real Sporting de Gijón", + "Arsenal", + "Unión de Santa Fe", + "Hellas Verona", + "Godoy Cruz", + "Stevenage", + "FC Barcelona", + "FC Admira Wacker Mödling", + "Real Madrid", + "VfL Sportfreunde Lotte", + "Changchun Yatai FC", + "Shanghai Greenland Shenhua FC", + "Red Star FC", + "Deportivo de La Coruña", + "Jiangsu Suning FC", + "San Luis de Quillota", + "Al Faisaly", + "Lechia Gdańsk", + "Vejle Boldklub", + "CD Tondela", + "Fleetwood Town", + "Kristiansund BK", + "Shanghai Greenland Shenhua FC", + "Club Atlético Aldosivi", + "Birmingham City", + "IFK Norrköping", + "Cheltenham Town", + "Beşiktaş JK", + "Shanghai Greenland Shenhua FC", + "Hallescher FC", + "Hellas Verona", + "SV Wehen Wiesbaden", + "Shrewsbury", + "Yeovil Town", + "Daegu FC", + "FC Utrecht", + "Kasimpaşa SK", + "HJK Helsinki", + null, + "SK Sturm Graz", + "CD Tondela", + "FC Metz", + "Envigado FC", + "Rosario Central", + "Monterrey", + "Plymouth Argyle", + "Paraná", + "CD Feirense", + "Newcastle Jets", + "Manchester United", + "Chongqing Dangdai Lifan FC SWM Team", + "FC Wacker Innsbruck", + "FC Carl Zeiss Jena", + "Guizhou Hengfeng FC", + "KAS Eupen", + "Rosario Central", + "FC Girondins de Bordeaux", + "FC Carl Zeiss Jena", + "Atalanta", + "SpVgg Greuther Fürth", + "Clermont Foot 63", + "Shamrock Rovers", + "Shrewsbury", + "Independiente Medellín", + "Heart of Midlothian", + "FC Sion", + "Gyeongnam FC", + "New York Red Bulls", + "CD Palestino", + "Luton Town", + "St. Mirren", + "Kristiansund BK", + "CD Palestino", + "FC Red Bull Salzburg", + "Belgrano de Córdoba", + "Cosenza", + "SV Mattersburg", + "FC Tokyo", + "Cracovia", + "KFC Uerdingen 05", + "Unión Española", + "Beşiktaş JK", + "Club Atlético Colón", + "Gillingham", + "Lillestrøm SK", + "Scunthorpe United", + null, + "SG Sonnenhof Großaspach", + "Unión de Santa Fe", + "SønderjyskE", + "Al Wehda", + "Envigado FC", + "St. Mirren", + "AD Alcorcón", + "Vejle Boldklub", + "Sangju Sangmu FC", + "Shamrock Rovers", + "VfR Aalen", + null, + "Northampton Town", + "Incheon United FC", + "Atlético Madrid", + null, + "Jaguares de Córdoba", + "Dundalk", + "Doncaster Rovers", + "SCR Altach", + "Wisła Kraków", + "Trelleborgs FF", + "SV Mattersburg", + "La Equidad", + "Ceará Sporting Club", + "Waasland-Beveren", + "Tromsø IL", + "Melbourne City FC", + "IF Brommapojkarna", + "Vegalta Sendai", + "Defensa y Justicia", + "Sporting Kansas City", + "Cambridge United", + "Fleetwood Town", + "Jiangsu Suning FC", + "Os Belenenses", + "Waterford FC", + "Millonarios FC", + "Chongqing Dangdai Lifan FC SWM Team", + "ESTAC Troyes", + "Minnesota United FC", + "Hallescher FC", + "Southampton", + "New York City FC", + "Walsall", + "Antalyaspor", + "Lechia Gdańsk", + "Al Ittihad", + "Orlando Pirates", + "Al Qadisiyah", + "Perugia", + "Cambridge United", + "SCR Altach", + "Shrewsbury", + "Miedź Legnica", + "Aberdeen", + "Hallescher FC", + "Northampton Town", + "Blackpool", + "Dalkurd FF", + "Independiente Santa Fe", + "Patronato", + "Nagoya Grampus", + "Montreal Impact", + "Grenoble Foot 38", + "SV Meppen", + "IK Start", + "Notts County", + "Montreal Impact", + "Shandong Luneng TaiShan FC", + "Peterborough United", + "1. FC Heidenheim 1846", + "Ascoli", + "Angers SCO", + "Moreirense FC", + "Vegalta Sendai", + "Royal Antwerp FC", + "US Orléans Loiret Football", + "FC Luzern", + "Chievo Verona", + "Red Star FC", + "Southend United", + "Al Fateh", + "VfB Stuttgart", + "Henan Jianye FC", + "Bristol City", + "Bursaspor", + "Stabæk Fotball", + " SSV Jahn Regensburg", + "DC United", + "Vejle Boldklub", + "IF Elfsborg", + "IFK Göteborg", + "Parma", + "FC Basel 1893", + "AC Ajaccio", + "FC Bayern München", + "Gimnasia y Esgrima La Plata", + "Plymouth Argyle", + "Stade Brestois 29", + "Lincoln City", + null, + "SC Fortuna Köln", + "Real Oviedo", + "Orlando City SC", + "Albacete BP", + "Once Caldas", + "Molde FK", + "Hebei China Fortune FC", + "TSV 1860 München", + "Club Atlético Huracán", + "Shrewsbury", + "TSV 1860 München", + "Vendsyssel FF", + "Beijing Renhe FC", + "Ettifaq FC", + "Östersunds FK", + "Hobro IK", + "Waasland-Beveren", + "Queens Park Rangers", + "Livorno", + "St. Johnstone FC", + "Heracles Almelo", + "Al Nassr", + "Hamilton Academical FC", + "SpVgg Unterhaching", + "MKE Ankaragücü", + "Sint-Truidense VV", + "FC Utrecht", + "FC Red Bull Salzburg", + "Sanfrecce Hiroshima", + "Livorno", + "Piast Gliwice", + "Swindon Town", + "Atlético Bucaramanga", + "Club Atlas", + "RCD Mallorca", + "VfL Sportfreunde Lotte", + "RSC Anderlecht", + "Al Qadisiyah", + "Zagłębie Sosnowiec", + "Miedź Legnica", + "Lincoln City", + "Fenerbahçe SK", + "Gimnàstic de Tarragona", + "Coventry City", + "SG Sonnenhof Großaspach", + "Antalyaspor", + "Chicago Fire", + "Scunthorpe United", + "Valencia CF", + "Newcastle Jets", + "Motherwell", + "HJK Helsinki", + "Wolfsberger AC", + "Celtic", + "Gyeongnam FC", + "Club Deportes Temuco", + "Górnik Zabrze", + "Tromsø IL", + "St. Patrick's Athletic", + "Boyacá Chicó FC", + "Jeonnam Dragons", + "Querétaro", + "Real Zaragoza", + "Levante UD", + "Crotone", + "SC Heerenveen", + "Levante UD", + "New England Revolution", + "FC Thun", + "Lillestrøm SK", + "SKN St. Pölten", + "Kawasaki Frontale", + "Newell's Old Boys", + "Deportivo de La Coruña", + "Colchester United", + "Ettifaq FC", + "Jeonbuk Hyundai Motors", + "Vitesse", + "Al Fayha", + "MSV Duisburg", + "SpVgg Greuther Fürth", + "Oxford United", + "Royal Excel Mouscron", + "SG Sonnenhof Großaspach", + "Hokkaido Consadole Sapporo", + "BSC Young Boys", + "La Equidad", + "SpVgg Greuther Fürth", + "Nîmes Olympique", + "Tianjin Quanjian FC", + "Crewe Alexandra", + "Hokkaido Consadole Sapporo", + "Real Valladolid CF", + "Benevento", + "Chamois Niortais Football Club", + "Shonan Bellmare", + "Yeovil Town", + "Atlético Madrid", + "AS Monaco", + "Hokkaido Consadole Sapporo", + "AS Béziers", + "Patriotas Boyacá FC", + "Sydney FC", + "Blackburn Rovers", + "Tianjin Quanjian FC", + "1. FC Magdeburg", + "Swansea City", + "Club Atlético Aldosivi", + "Gimnàstic de Tarragona", + "Lecce", + "SK Rapid Wien", + "TSV Hartberg", + "Vissel Kobe", + "VfR Aalen", + "Carlisle United", + "FC Ingolstadt 04", + "Club Brugge KV", + "Watford", + "Stoke City", + "Sporting Lokeren", + "Lincoln City", + "SKN St. Pölten", + "FC Thun", + "Incheon United FC", + "Luton Town", + "Al Hazem", + null, + "FC Sochaux-Montbéliard", + "San Lorenzo de Almagro", + "Club Atlético Talleres", + "Grenoble Foot 38", + "Al Wehda", + "FC St. Gallen", + "SV Darmstadt 98", + "Stabæk Fotball", + "Mansfield Town", + "Lillestrøm SK", + "Bury", + "Vegalta Sendai", + "Red Star FC", + "Kristiansund BK", + "FC Nantes", + "Coventry City", + "CF Rayo Majadahonda", + "Club Atlético Aldosivi", + "Villarreal CF", + "Atlético Huila", + "Kristiansund BK", + "Vejle Boldklub", + "Cheltenham Town", + "Hobro IK", + "Stevenage", + "Willem II", + "Al Fayha", + "Stabæk Fotball", + "Walsall", + "SC Paderborn 07", + "CD Feirense", + "Sivasspor", + "SCR Altach", + "Jiangsu Suning FC", + "KSV Cercle Brugge", + "Odds BK", + "En Avant de Guingamp", + "TSV 1860 München", + "Club Atlético Banfield", + "AIK", + "Dalian YiFang FC", + "Forest Green Rovers", + "Venezia FC", + "IK Sirius", + "PFC CSKA Moscow", + "SV Wehen Wiesbaden", + "Birmingham City", + "Sandefjord Fotball", + "FC Energie Cottbus", + "LOSC Lille", + "Padova", + "Shimizu S-Pulse", + "KV Oostende", + "IK Start", + "Kalmar FF", + "Cheltenham Town", + "SC Fortuna Köln", + "SC Fortuna Köln", + "Palermo", + "Waasland-Beveren", + "VfL Sportfreunde Lotte", + "Lillestrøm SK", + "Real Sporting de Gijón", + "MKE Ankaragücü", + "Le Havre AC", + "Sydney FC", + "Gillingham", + "SC Preußen Münster", + "Granada CF", + "Forest Green Rovers", + "FC Carl Zeiss Jena", + "Hibernian", + "Trelleborgs FF", + "Fleetwood Town", + "Lecce", + "Randers FC", + "Changchun Yatai FC", + "Shamrock Rovers", + "Rochdale", + "SV Meppen", + "SKN St. Pölten", + "Atlético Huila", + "AFC Wimbledon", + "Itagüí Leones FC", + "Walsall", + "Hammarby IF", + "Philadelphia Union", + "SV Darmstadt 98", + "Bradford City", + "TSV Hartberg", + "Adelaide United", + "Lokomotiv Moscow", + "Sint-Truidense VV", + "Brescia", + "Shonan Bellmare", + "FC Erzgebirge Aue", + "FC Groningen", + "Jiangsu Suning FC", + "San Martin de Tucumán", + "CD Everton de Viña del Mar", + "Belgrano de Córdoba", + "Brescia", + "KAS Eupen", + "Coventry City", + "UD Almería", + "Guangzhou Evergrande Taobao FC", + "Excelsior", + "San Martín de San Juan", + "La Berrichonne de Châteauroux", + "Gyeongnam FC", + "Crawley Town", + "Vissel Kobe", + "Rionegro Águilas", + "Östersunds FK", + "AS Béziers", + "Dundalk", + "Minnesota United FC", + "Ohod Club", + null, + "Hallescher FC", + "Al Hilal", + "Zagłębie Sosnowiec", + "KFC Uerdingen 05", + "Ascoli", + "CD Nacional", + "Portland Timbers", + "Miedź Legnica", + "Venezia FC", + "Spezia", + "FC Sion", + "GIF Sundsvall", + "Charlton Athletic", + "CD Palestino", + "IK Start", + "CD Palestino", + "VfL Sportfreunde Lotte", + "Al Shabab", + "Jeonnam Dragons", + "Sevilla FC", + "CD Universidad de Concepción", + "Vissel Kobe", + "SV Mattersburg", + "Sandefjord Fotball", + "Northampton Town", + "FC Dallas", + "Bradford City", + "Cerezo Osaka", + "Zagłębie Sosnowiec", + "Chamois Niortais Football Club", + "Miedź Legnica", + "Heracles Almelo", + "SC Preußen Münster", + "Cádiz CF", + "Aarhus GF", + "Borussia Mönchengladbach", + "Livingston FC", + "GIF Sundsvall", + "Stabæk Fotball", + "SpVgg Unterhaching", + "Al Qadisiyah", + "Real Sporting de Gijón", + "Sangju Sangmu FC", + "SpVgg Unterhaching", + "Albacete BP", + "Getafe CF", + "Barnsley", + "Southend United", + "Malmö FF", + "Al Ittihad", + "CF Reus Deportiu", + "VfR Aalen", + "Esbjerg fB", + "Hamilton Academical FC", + "Ascoli", + "IFK Norrköping", + "Sandefjord Fotball", + "Hamburger SV", + "Sheffield Wednesday", + "KFC Uerdingen 05", + "Livingston FC", + "Crawley Town", + "CD Universidad de Concepción", + "Valenciennes FC", + "Al Fayha", + "Alianza Petrolera", + "Kaizer Chiefs", + "Rio Ave FC", + "Waasland-Beveren", + "CD O'Higgins", + "Oldham Athletic", + "Jaguares de Córdoba", + "Strømsgodset IF", + "Yeovil Town", + "Djurgårdens IF", + "US Orléans Loiret Football", + "Itagüí Leones FC", + "Zagłębie Lubin", + "Sandefjord Fotball", + "Colchester United", + "RC Celta", + "Miedź Legnica", + "Jeonnam Dragons", + "Atlético Huila", + "Gangwon FC", + "FC Nordsjælland", + "Argentinos Juniors", + "Perth Glory", + "Pohang Steelers", + "SKN St. Pölten", + "Lecce", + "SønderjyskE", + "Club Atlético Lanús", + "Vendsyssel FF", + "SC Heerenveen", + "Ascoli", + "CF Rayo Majadahonda", + "Gyeongnam FC", + "Piast Gliwice", + "Shonan Bellmare", + "FK Bodø/Glimt", + "Millonarios FC", + "Randers FC", + "Once Caldas", + "SV Wehen Wiesbaden", + "Burton Albion", + "Al Fateh", + "UD Almería", + "Shakhtar Donetsk", + "FC Red Bull Salzburg", + "Rosenborg BK", + "Wycombe Wanderers", + "St. Mirren", + "Charlton Athletic", + "Trelleborgs FF", + "Deportivo Toluca", + "St. Mirren", + "Dundalk", + "KFC Uerdingen 05", + "Perugia", + "FC Nordsjælland", + "Al Faisaly", + "AS Nancy Lorraine", + "Sligo Rovers", + "Cork City", + "San Martín de San Juan", + "Dundee FC", + "Western Sydney Wanderers", + "CD Tenerife", + "Kaizer Chiefs", + "Holstein Kiel", + "Sarpsborg 08 FF", + "Cosenza", + "FC Groningen", + "Vegalta Sendai", + "Borussia Mönchengladbach", + "AS Béziers", + "Neuchâtel Xamax", + "US Orléans Loiret Football", + "Birmingham City", + "Atlanta United", + "Real Salt Lake", + "Milton Keynes Dons", + "Al Ittihad", + "Oldham Athletic", + "Club Atlético Banfield", + "Tigres U.A.N.L.", + "CD Numancia", + "Beijing Renhe FC", + "Bristol City", + "FC Lugano", + "Royal Excel Mouscron", + "SpVgg Greuther Fürth", + "Çaykur Rizespor", + "New York Red Bulls", + "Yeni Malatyaspor", + "Ohod Club", + "Accrington Stanley", + "Shimizu S-Pulse", + "TSG 1899 Hoffenheim", + "SD Eibar", + "Stabæk Fotball", + "Deportes Tolima", + "Ceará Sporting Club", + "Estudiantes de La Plata", + null, + "Valencia CF", + "Livorno", + "Deportes Tolima", + "Borussia Mönchengladbach", + "Karlsruher SC", + "Sint-Truidense VV", + "Karlsruher SC", + "Yeovil Town", + "Yeovil Town", + "Arka Gdynia", + "Granada CF", + "Perugia", + "Vegalta Sendai", + "CF Reus Deportiu", + "FC Carl Zeiss Jena", + "Livingston FC", + "PEC Zwolle", + "Örebro SK", + "Incheon United FC", + "FC Erzgebirge Aue", + "FSV Zwickau", + "CD Everton de Viña del Mar", + "Júbilo Iwata", + "Córdoba CF", + "Hammarby IF", + "Luton Town", + "Villarreal CF", + "Oxford United", + "Júbilo Iwata", + "Galatasaray SK", + "Miedź Legnica", + "San Luis de Quillota", + "Dalkurd FF", + "Kasimpaşa SK", + "Club Deportes Temuco", + "Chievo Verona", + "FC Admira Wacker Mödling", + "Everton", + "Miedź Legnica", + "Strømsgodset IF", + "Once Caldas", + "KSV Cercle Brugge", + "IK Start", + "CD O'Higgins", + "Club Deportes Temuco", + "Feyenoord", + "Lazio", + "St. Patrick's Athletic", + "Blackpool", + "KFC Uerdingen 05", + "Central Coast Mariners", + "Atlético Bucaramanga", + "Shanghai Greenland Shenhua FC", + "GIF Sundsvall", + "Stabæk Fotball", + "Sivasspor", + "St. Mirren", + "Carpi", + "Extremadura UD", + "Club Atlético Tigre", + "Córdoba CF", + "Newport County", + "Aalborg BK", + "Burnley", + "La Berrichonne de Châteauroux", + "Central Coast Mariners", + "Alianza Petrolera", + "Southend United", + "Montpellier HSC", + "Stabæk Fotball", + "Newport County", + "Sydney FC", + "Hamilton Academical FC", + "FK Bodø/Glimt", + "Livingston FC", + "FC Emmen", + "Port Vale", + "FC Bayern München", + "Swindon Town", + "AFC Wimbledon", + "Bury", + "Júbilo Iwata", + "SG Sonnenhof Großaspach", + "Blackpool", + "Sarpsborg 08 FF", + "Northampton Town", + "Vélez Sarsfield", + "GFC Ajaccio", + null, + "IK Sirius", + "GFC Ajaccio", + "Atlanta United", + "Western Sydney Wanderers", + "Hertha BSC", + "Al Taawoun", + "US Cremonese", + "Vejle Boldklub", + "St. Mirren", + "Gyeongnam FC", + "Crewe Alexandra", + "Olympique de Marseille", + "Swindon Town", + "Beijing Sinobo Guoan FC", + "Guizhou Hengfeng FC", + "Club Atlético Talleres", + "Portimonense SC", + "Leicester City", + "Houston Dynamo", + "Portsmouth", + "Jeju United FC", + "Chamois Niortais Football Club", + "Trabzonspor", + "SC Fortuna Köln", + "Olympique Lyonnais", + "Manchester City", + "Atlético Madrid", + "Perth Glory", + "FC Hansa Rostock", + "Zagłębie Sosnowiec", + "Pohang Steelers", + "Minnesota United FC", + "SC Preußen Münster", + "FC Carl Zeiss Jena", + "Neuchâtel Xamax", + "Godoy Cruz", + "Curicó Unido", + "IF Brommapojkarna", + "Portsmouth", + "FC Energie Cottbus", + "Zagłębie Lubin", + "Hokkaido Consadole Sapporo", + "Kristiansund BK", + "Miedź Legnica", + "US Orléans Loiret Football", + "San Martin de Tucumán", + "Cittadella", + "Coventry City", + "Racing Club", + "Itagüí Leones FC", + "Rochdale", + "Boyacá Chicó FC", + "Notts County", + "Brescia", + "Hamilton Academical FC", + "Śląsk Wrocław", + "Club Atlético Aldosivi", + "Everton", + "Hobro IK", + "HJK Helsinki", + "AS Béziers", + "SV Mattersburg", + "Tranmere Rovers", + "Shanghai Greenland Shenhua FC", + "Itagüí Leones FC", + "NAC Breda", + "Malmö FF", + "Carlisle United", + "VfB Stuttgart", + "Hamilton Academical FC", + "Dundee FC", + "Suwon Samsung Bluewings", + "Al Wehda", + "CD Palestino", + "Albacete BP", + "Al Nassr", + "TSV 1860 München", + "FC Admira Wacker Mödling", + "Grenoble Foot 38", + "Oldham Athletic", + "Hammarby IF", + "Itagüí Leones FC", + "Miedź Legnica", + "Jaguares de Córdoba", + "Bologna", + "CD Antofagasta", + "Dundee FC", + "Kristiansund BK", + "TSV 1860 München", + "Boyacá Chicó FC", + "Al Raed", + "Deportes Iquique", + "FC Utrecht", + "Perugia", + "Montpellier HSC", + "Gyeongnam FC", + "Tiburones Rojos de Veracruz", + "Guizhou Hengfeng FC", + "Sangju Sangmu FC", + "Columbus Crew SC", + "Motherwell", + "Al Raed", + "Independiente Medellín", + "Sangju Sangmu FC", + "Paris Saint-Germain", + "TSV 1860 München", + "VfB Stuttgart", + "AS Monaco", + "Gyeongnam FC", + "FC Wacker Innsbruck", + "AC Horsens", + "Godoy Cruz", + "Carpi", + "FC Admira Wacker Mödling", + "VfL Wolfsburg", + "Swindon Town", + "Wisła Płock", + "Leicester City", + "Shakhtar Donetsk", + "Racing Club de Lens", + "UD Almería", + "St. Mirren", + "Al Faisaly", + "Ohod Club", + "SG Sonnenhof Großaspach", + "Rionegro Águilas", + "Rionegro Águilas", + "Brescia", + "Sagan Tosu", + "Livorno", + "St. Mirren", + "CD Lugo", + "La Berrichonne de Châteauroux", + "AIK", + "Beijing Renhe FC", + "Accrington Stanley", + "Club Necaxa", + "Borussia Mönchengladbach", + "Mansfield Town", + "FC Basel 1893", + "Alianza Petrolera", + "Shimizu S-Pulse", + "Grimsby Town", + "Aarhus GF", + "Gyeongnam FC", + "Club Atlas", + "SC Fortuna Köln", + "Ranheim Fotball", + "Independiente", + "De Graafschap", + "Newport County", + "Sunderland", + "Al Batin", + "Athletic Club de Bilbao", + "Górnik Zabrze", + "Toronto FC", + "Shanghai Greenland Shenhua FC", + "SønderjyskE", + "Pohang Steelers", + "Padova", + "Newcastle Jets", + "Patriotas Boyacá FC", + "CF Reus Deportiu", + "Górnik Zabrze", + "Hertha BSC", + "Burton Albion", + "Rosenborg BK", + "Junior FC", + "FC Carl Zeiss Jena", + "Cittadella", + "Lillestrøm SK", + "Feyenoord", + "Shanghai Greenland Shenhua FC", + "Envigado FC", + "Patriotas Boyacá FC", + "West Ham United", + "HJK Helsinki", + "Orlando City SC", + "Atlético Huila", + "Newell's Old Boys", + "Foggia", + "Getafe CF", + "Tianjin TEDA FC", + "Derry City", + "San Martín de San Juan", + "Club América", + "Real Oviedo", + "Venezia FC", + "Northampton Town", + "IF Elfsborg", + "Al Fayha", + "LASK Linz", + "IK Sirius", + "Trelleborgs FF", + "Gillingham", + "Deportes Iquique", + "Luton Town", + "CF Reus Deportiu", + "KSV Cercle Brugge", + "UD Almería", + "SKN St. Pölten", + "Al Taawoun", + "Incheon United FC", + "Bradford City", + "Stade Brestois 29", + "MKE Ankaragücü", + "Livingston FC", + "Al Batin", + "Exeter City", + "Curicó Unido", + "Yokohama F. Marinos", + "Red Star FC", + "Gangwon FC", + "Livingston FC", + "Cruz Azul", + "Kawasaki Frontale", + "Estudiantes de La Plata", + "Holstein Kiel", + "St. Mirren", + "Cheltenham Town", + "Walsall", + "FC Midtjylland", + "Guizhou Hengfeng FC", + "Forest Green Rovers", + "Derby County", + "Guizhou Hengfeng FC", + "La Equidad", + "Hokkaido Consadole Sapporo", + "Venezia FC", + "Newport County", + "Central Coast Mariners", + "Lincoln City", + "Rayo Vallecano", + "Kalmar FF", + "Dalkurd FF", + "Al Raed", + "FC Carl Zeiss Jena", + "Ohod Club", + "Sandefjord Fotball", + "Atlético Huila", + "Changchun Yatai FC", + "Oxford United", + "St. Johnstone FC", + "Club Atlético Huracán", + "Sarpsborg 08 FF", + "Guadalajara", + "Lecce", + "TSV 1860 München", + "Morecambe", + "Wisła Płock", + "Envigado FC", + "Santos", + "PSV", + "Shanghai SIPG FC", + "Lobos BUAP", + "Dalkurd FF", + "Newcastle Jets", + "Standard de Liège", + "Miedź Legnica", + "Dalkurd FF", + "Crawley Town", + "Grasshopper Club Zürich", + "FK Haugesund", + "Grenoble Foot 38", + "AC Horsens", + "Vélez Sarsfield", + "UD Las Palmas", + "Southend United", + "Boyacá Chicó FC", + "U.N.A.M.", + "FK Haugesund", + "Chongqing Dangdai Lifan FC SWM Team", + "SCR Altach", + "Korona Kielce", + "AFC Wimbledon", + "FC Zürich", + "Club Atlético Talleres", + "SpVgg Unterhaching", + "CD Tenerife", + "Kashiwa Reysol", + "U.N.A.M.", + "West Ham United", + "KSV Cercle Brugge", + "Bradford City", + "Carlisle United", + "Al Raed", + "Rochdale", + "Júbilo Iwata", + "V-Varen Nagasaki", + "SKN St. Pölten", + "Milton Keynes Dons", + "Sport Club do Recife", + "TSV Hartberg", + "Lobos BUAP", + "Hertha BSC", + "Tianjin TEDA FC", + "La Berrichonne de Châteauroux", + "Shamrock Rovers", + "AC Horsens", + "Bristol Rovers", + "FC Lugano", + "Henan Jianye FC", + "Sarpsborg 08 FF", + "Shonan Bellmare", + "Sanfrecce Hiroshima", + "Amiens SC", + "Atlético Huila", + "Birmingham City", + "Sporting Lokeren", + "New England Revolution", + "Club Atlético Aldosivi", + "Pachuca", + "CD Antofagasta", + "Crawley Town", + "Kilmarnock", + "GIF Sundsvall", + "Eintracht Braunschweig", + "Liverpool", + "Unión Española", + "Neuchâtel Xamax", + "Yeovil Town", + "Royal Excel Mouscron", + null, + "CA Osasuna", + "Borussia Mönchengladbach", + "Deportivo Alavés", + "Sandefjord Fotball", + "Wisła Płock", + "SCR Altach", + "Livingston FC", + "IF Elfsborg", + "Notts County", + "Djurgårdens IF", + "Guangzhou R&F; FC", + "SV Wehen Wiesbaden", + "La Berrichonne de Châteauroux", + "Cork City", + "FC Augsburg", + "Real Oviedo", + "Godoy Cruz", + "Wolfsberger AC", + "VfL Sportfreunde Lotte", + "Al Fateh", + "Forest Green Rovers", + "Esbjerg fB", + "Wycombe Wanderers", + "Crewe Alexandra", + "Mansfield Town", + "Chongqing Dangdai Lifan FC SWM Team", + "SG Sonnenhof Großaspach", + "Hammarby IF", + "Al Batin", + "Seattle Sounders FC", + "US Salernitana 1919", + "SV Darmstadt 98", + "Al Shabab", + "GFC Ajaccio", + "Beijing Renhe FC", + "Lincoln City", + "ADO Den Haag", + "Cracovia", + "CD Tenerife", + "Shamrock Rovers", + "Carlisle United", + "Deportivo Cali", + "San Jose Earthquakes", + "Orlando Pirates", + "Newport County", + "Górnik Zabrze", + "Amiens SC", + "Gyeongnam FC", + "FK Bodø/Glimt", + "VfB Stuttgart", + "Al Raed", + "CD Lugo", + "Daegu FC", + "Club Tijuana", + "AS Monaco", + "Crewe Alexandra", + "Adelaide United", + "Grenoble Foot 38", + "RSC Anderlecht", + "Stevenage", + "Atlético Tucumán", + "AS Saint-Étienne", + "St. Patrick's Athletic", + "Newport County", + "Forest Green Rovers", + "SV Wehen Wiesbaden", + "Central Coast Mariners", + "TSV 1860 München", + "Valenciennes FC", + "SV Darmstadt 98", + "Kristiansund BK", + "Dalian YiFang FC", + "Trelleborgs FF", + "RB Leipzig", + "FC Energie Cottbus", + "SKN St. Pölten", + "Peterborough United", + "Doncaster Rovers", + "Jeju United FC", + "Stoke City", + "FC Ingolstadt 04", + "Ettifaq FC", + "Tigres U.A.N.L.", + "CD Palestino", + "Crawley Town", + "FC Erzgebirge Aue", + "Bursaspor", + "Dalian YiFang FC", + "Vejle Boldklub", + "Dynamo Kyiv", + "Kayserispor", + "Górnik Zabrze", + "Tianjin TEDA FC", + "Leicester City", + "CD Tenerife", + "Crawley Town", + "AFC Wimbledon", + "Audax Italiano", + "Envigado FC", + "FC St. Pauli", + "IK Sirius", + "SV Meppen", + "Sparta Praha", + "Lobos BUAP", + "SG Sonnenhof Großaspach", + "SG Sonnenhof Großaspach", + "Querétaro", + "Boca Juniors", + "Wisła Płock", + "Morecambe", + "Vålerenga Fotball", + "Argentinos Juniors", + "Newport County", + "Envigado FC", + "KV Oostende", + "Notts County", + "RCD Mallorca", + "RCD Mallorca", + "Blackburn Rovers", + "Ceará Sporting Club", + "SV Sandhausen", + "Changchun Yatai FC", + "Port Vale", + "New York Red Bulls", + "Ulsan Hyundai FC", + "Arka Gdynia", + "Bursaspor", + "1. FC Magdeburg", + "ESTAC Troyes", + "Ulsan Hyundai FC", + "Hibernian", + "ADO Den Haag", + "Club Atlético Lanús", + "Pachuca", + "Gimnàstic de Tarragona", + "Walsall", + "Tranmere Rovers", + "Blackpool", + "Doncaster Rovers", + "Itagüí Leones FC", + "FC Midtjylland", + "KFC Uerdingen 05", + "Sandefjord Fotball", + "FC Luzern", + "FK Austria Wien", + "FC Sion", + "Yeovil Town", + "Houston Dynamo", + "Real Sociedad", + "Sanfrecce Hiroshima", + "Guadalajara", + "Villarreal CF", + "TSV Hartberg", + null, + "Patronato", + "Hokkaido Consadole Sapporo", + "Red Star FC", + "Sassuolo", + "Vissel Kobe", + "TSV 1860 München", + "AJ Auxerre", + "Millonarios FC", + "Club Atlas", + "Blackburn Rovers", + "Guangzhou R&F; FC", + "Godoy Cruz", + "Hibernian", + "Livingston FC", + "Vissel Kobe", + "Padova", + "AS Béziers", + "Dalkurd FF", + "KSV Cercle Brugge", + "Borussia Mönchengladbach", + "Limerick FC", + "Milton Keynes Dons", + "Trelleborgs FF", + "FC Würzburger Kickers", + "Real Madrid", + "Daegu FC", + "Hull City", + "Macclesfield Town", + "Bury", + "Chicago Fire", + "Swansea City", + "Al Shabab", + "Cambridge United", + "CD Palestino", + "FC Wacker Innsbruck", + "VfL Bochum 1848", + "Toulouse Football Club", + "Oldham Athletic", + "SV Mattersburg", + "Gamba Osaka", + "Hokkaido Consadole Sapporo", + "US Orléans Loiret Football", + "Southend United", + "Grenoble Foot 38", + "Newport County", + "St. Mirren", + "Gillingham", + "Le Havre AC", + "Extremadura UD", + "Gillingham", + "Waterford FC", + "Hertha BSC", + "Real Oviedo", + "San Lorenzo de Almagro", + "St. Mirren", + "Randers FC", + "AS Nancy Lorraine", + "Coventry City", + "San Martín de San Juan", + "Red Star FC", + "Trelleborgs FF", + "Exeter City", + "FK Bodø/Glimt", + "Chicago Fire", + "IF Brommapojkarna", + "Sanfrecce Hiroshima", + "Chicago Fire", + "SV Zulte-Waregem", + "Rochdale", + "Santa Clara", + "Incheon United FC", + "Fortuna Sittard", + "Newport County", + "Stevenage", + "FC Lorient", + "Incheon United FC", + "Chongqing Dangdai Lifan FC SWM Team", + "Mansfield Town", + "St. Mirren", + "Kashima Antlers", + "Zagłębie Sosnowiec", + "Macclesfield Town", + "Kalmar FF", + "Bury", + "CF Reus Deportiu", + "La Equidad", + "MSV Duisburg", + "Plymouth Argyle", + "Hebei China Fortune FC", + "Newport County", + "Carlisle United", + "Sheffield Wednesday", + "Colo-Colo", + "PSV", + "Dalian YiFang FC", + "SKN St. Pölten", + "Accrington Stanley", + "Western Sydney Wanderers", + "BB Erzurumspor", + "Júbilo Iwata", + "Bournemouth", + "Kristiansund BK", + "Jeju United FC", + "SV Mattersburg", + "Crotone", + "Stade de Reims", + "Accrington Stanley", + "AC Ajaccio", + "US Orléans Loiret Football", + "Independiente", + "V-Varen Nagasaki", + null, + "Shonan Bellmare", + "SG Sonnenhof Großaspach", + "Beijing Sinobo Guoan FC", + "Tottenham Hotspur", + "Valencia CF", + "FC Ingolstadt 04", + "Cosenza", + "Estudiantes de La Plata", + "IF Brommapojkarna", + "Granada CF", + "Cerezo Osaka", + "Club América", + "Moreirense FC", + "Lincoln City", + "Colo-Colo", + "US Salernitana 1919", + "Feyenoord", + "AS Béziers", + "FC Metz", + "En Avant de Guingamp", + "Querétaro", + "Heracles Almelo", + "FC Metz", + "Karlsruher SC", + "Central Coast Mariners", + "Peterborough United", + "CD Palestino", + "Kristiansund BK", + "Real Valladolid CF", + "Ohod Club", + "Seattle Sounders FC", + "Heart of Midlothian", + "Zagłębie Lubin", + "Cork City", + "PSV", + "IFK Norrköping", + "Waterford FC", + "Olympique de Marseille", + "San Martín de San Juan", + "Manchester City", + "Cerezo Osaka", + "San Martín de San Juan", + "PSV", + "Kawasaki Frontale", + "Southend United", + "Vissel Kobe", + "Cerezo Osaka", + "Vitória de Setúbal", + "Neuchâtel Xamax", + "Jaguares de Córdoba", + "SKN St. Pölten", + "Granada CF", + "St. Patrick's Athletic", + "Sandefjord Fotball", + "Wolverhampton Wanderers", + "Beijing Sinobo Guoan FC", + "Tranmere Rovers", + "CD Everton de Viña del Mar", + "Gimnàstic de Tarragona", + "Heart of Midlothian", + "Shrewsbury", + "Gamba Osaka", + "Coventry City", + "Unión La Calera", + "AS Béziers", + "Trelleborgs FF", + "IK Start", + "1. FC Nürnberg", + "Al Raed", + "Getafe CF", + "Júbilo Iwata", + "Brighton & Hove Albion", + "Grimsby Town", + "Crotone", + "Central Coast Mariners", + "PAOK", + "Urawa Red Diamonds", + "Getafe CF", + "Sligo Rovers", + "Wycombe Wanderers", + "CA Osasuna", + "Ulsan Hyundai FC", + "Cerezo Osaka", + "Southend United", + "Spezia", + "Walsall", + "FC Erzgebirge Aue", + "Al Raed", + "AIK", + "CD O'Higgins", + "CD Huachipato", + "Nagoya Grampus", + "Itagüí Leones FC", + "Atlético Bucaramanga", + "SG Sonnenhof Großaspach", + "GFC Ajaccio", + "CD Nacional", + "Lillestrøm SK", + "Ohod Club", + "KAS Eupen", + "FC Erzgebirge Aue", + "Club Atlas", + "Perth Glory", + "Godoy Cruz", + "Júbilo Iwata", + "New York Red Bulls", + "FK Bodø/Glimt", + "Jeju United FC", + "FK Bodø/Glimt", + "1. FC Nürnberg", + "Trelleborgs FF", + "Hallescher FC", + "Colo-Colo", + "CF Reus Deportiu", + "Central Coast Mariners", + "San Martín de San Juan", + "KAA Gent", + "Motherwell", + "SønderjyskE", + "Belgrano de Córdoba", + "Brighton & Hove Albion", + "Juventus", + "IFK Göteborg", + "Unión de Santa Fe", + "Carpi", + "Cheltenham Town", + "Jaguares de Córdoba", + "IF Brommapojkarna", + "Luton Town", + "Al Fateh", + "Guizhou Hengfeng FC", + "Scunthorpe United", + "Coventry City", + "Lechia Gdańsk", + "Vendsyssel FF", + "Shrewsbury", + "Fenerbahçe SK", + "Boyacá Chicó FC", + "Holstein Kiel", + "SC Heerenveen", + "Atiker Konyaspor", + "LA Galaxy", + "Bradford City", + "Milton Keynes Dons", + "Newcastle Jets", + "FK Bodø/Glimt", + "St. Johnstone FC", + "Heracles Almelo", + "Cittadella", + "Vendsyssel FF", + "FC Energie Cottbus", + "Yeni Malatyaspor", + "FC Nantes", + "FC Zürich", + "RC Strasbourg Alsace", + "Kashiwa Reysol", + "Angers SCO", + "IF Elfsborg", + "Vendsyssel FF", + "Trelleborgs FF", + "FC Girondins de Bordeaux", + "Rotherham United", + "Arka Gdynia", + "Shakhtar Donetsk", + "Montpellier HSC", + "IF Elfsborg", + "Carlisle United", + "Livorno", + "Pohang Steelers", + "Rochdale", + "Brighton & Hove Albion", + "Trabzonspor", + "Leeds United", + "Club Atlas", + "NAC Breda", + "CD Huachipato", + "SønderjyskE", + "Guadalajara", + "Stade Malherbe Caen", + "Vendsyssel FF", + "San Lorenzo de Almagro", + "Strømsgodset IF", + "Houston Dynamo", + "Ipswich Town", + "CD Antofagasta", + "Atlético Nacional", + "Liverpool", + "Dundee FC", + "Al Hazem", + "Seattle Sounders FC", + "Tranmere Rovers", + "Club Atlético Talleres", + "Esbjerg fB", + "Rayo Vallecano", + "Newcastle United", + "NAC Breda", + "DC United", + "Burton Albion", + "Tigres U.A.N.L.", + "Argentinos Juniors", + "Unión de Santa Fe", + "Livorno", + "Suwon Samsung Bluewings", + "Crewe Alexandra", + "Jaguares de Córdoba", + "Oldham Athletic", + "Plymouth Argyle", + "Blackpool", + "FSV Zwickau", + "San Lorenzo de Almagro", + "Boyacá Chicó FC", + "Ulsan Hyundai FC", + "FC Hansa Rostock", + "La Berrichonne de Châteauroux", + "Crewe Alexandra", + "Stoke City", + "Hokkaido Consadole Sapporo", + "Foggia", + "Bury", + "BB Erzurumspor", + "Newcastle United", + "Al Raed", + "BK Häcken", + "Pachuca", + "Arsenal", + "San Jose Earthquakes", + "FC St. Gallen", + "Western Sydney Wanderers", + "Guangzhou Evergrande Taobao FC", + "Unión de Santa Fe", + "Östersunds FK", + "Lechia Gdańsk", + "Doncaster Rovers", + "Galatasaray SK", + "FC Wacker Innsbruck", + "Wycombe Wanderers", + "Chievo Verona", + "Club Deportes Temuco", + "Hokkaido Consadole Sapporo", + "Gillingham", + "Envigado FC", + "Club Deportes Temuco", + "La Berrichonne de Châteauroux", + "Estudiantes de La Plata", + "Real Oviedo", + "Bayer 04 Leverkusen", + "Trabzonspor", + "Fortuna Sittard", + "Al Fayha", + "CD Numancia", + "BB Erzurumspor", + "FC Groningen", + "Neuchâtel Xamax", + "Guangzhou R&F; FC", + "Southampton", + "SpVgg Unterhaching", + "Perugia", + "Wisła Płock", + "Swansea City", + "FC Energie Cottbus", + "Shamrock Rovers", + "Liverpool", + "1. FC Kaiserslautern", + "Malmö FF", + "Neuchâtel Xamax", + "KFC Uerdingen 05", + "Oxford United", + "Sporting Kansas City", + "Newport County", + "LASK Linz", + "1. FSV Mainz 05", + "Deportivo Alavés", + "Dalian YiFang FC", + "Rosario Central", + "Deportivo Cali", + "Daegu FC", + "Granada CF", + "Neuchâtel Xamax", + "Burton Albion", + null, + "Akhisar Belediyespor", + "Stabæk Fotball", + "Cracovia", + "Wisła Kraków", + "FC Carl Zeiss Jena", + "Willem II", + "FC Carl Zeiss Jena", + "SV Mattersburg", + "Örebro SK", + "Swindon Town", + "Club Atlas", + "Shamrock Rovers", + "Jaguares de Córdoba", + "Racing Club de Lens", + "Waterford FC", + "IF Brommapojkarna", + "Audax Italiano", + "Pachuca", + "Racing Club de Lens", + "Tranmere Rovers", + "La Equidad", + "Unión Española", + "Górnik Zabrze", + "IK Sirius", + "Sandefjord Fotball", + "Dijon FCO", + "HJK Helsinki", + "CD O'Higgins", + "Perth Glory", + "West Bromwich Albion", + "Guadalajara", + null, + "LOSC Lille", + "Djurgårdens IF", + "Deportes Iquique", + "Stevenage", + "Yeovil Town", + "Argentinos Juniors", + "Aston Villa", + "SV Sandhausen", + "FC Würzburger Kickers", + "SV Werder Bremen", + "Górnik Zabrze", + "Fortuna Düsseldorf", + "VfL Osnabrück", + "Peterborough United", + "Al Hazem", + "FC St. Gallen", + "Hibernian", + "Holstein Kiel", + "VfL Bochum 1848", + "Jagiellonia Białystok", + "FC Energie Cottbus", + "Bury", + "St. Mirren", + "Sporting Kansas City", + "Viktoria Plzeň", + "Deportivo Pasto", + "FC Seoul", + "V-Varen Nagasaki", + "FSV Zwickau", + "OGC Nice", + "FC Hansa Rostock", + "Macclesfield Town", + "Al Hazem", + "Arka Gdynia", + "LASK Linz", + "Shandong Luneng TaiShan FC", + "FC Lugano", + null, + "Al Hazem", + "Jeju United FC", + "San Luis de Quillota", + "Sangju Sangmu FC", + "Yokohama F. Marinos", + "Al Fateh", + "Cambridge United", + "Incheon United FC", + "Al Taawoun", + "FC Tokyo", + "Tianjin TEDA FC", + "Bournemouth", + "Audax Italiano", + "Club Atlético Banfield", + "Paris FC", + "SV Werder Bremen", + "Kilmarnock", + "Orlando City SC", + "Al Wehda", + "Eintracht Braunschweig", + "Galatasaray SK", + "SV Mattersburg", + "Yeovil Town", + "1. FC Köln", + "Paris FC", + "FK Haugesund", + "Rochdale", + "Odds BK", + "Jaguares de Córdoba", + "Cambridge United", + "VfL Sportfreunde Lotte", + "Al Shabab", + "AD Alcorcón", + "Macclesfield Town", + "Cheltenham Town", + "Sarpsborg 08 FF", + " SSV Jahn Regensburg", + "Shanghai SIPG FC", + "Minnesota United FC", + "Gimnàstic de Tarragona", + "Colorado Rapids", + "Dundee FC", + "SC Preußen Münster", + "Valencia CF", + "Grenoble Foot 38", + "Deportes Tolima", + "CD Numancia", + "Piast Gliwice", + "Al Qadisiyah", + "Waasland-Beveren", + "Östersunds FK", + "Orlando City SC", + "IK Start", + "Scunthorpe United", + "La Berrichonne de Châteauroux", + "TSV 1860 München", + "Yeovil Town", + "FC Sochaux-Montbéliard", + "UD Las Palmas", + "Accrington Stanley", + "Randers FC", + "Eintracht Braunschweig", + "SKN St. Pölten", + "Cheltenham Town", + "RC Strasbourg Alsace", + "FSV Zwickau", + "Granada CF", + "Pachuca", + "Kashima Antlers", + "RCD Espanyol", + "TSV 1860 München", + "Brøndby IF", + "Manchester City", + "Port Vale", + null, + "Universidad de Chile", + "SV Wehen Wiesbaden", + "Trabzonspor", + "Club América", + "Real Oviedo", + "TSV Hartberg", + "Colchester United", + "Vitesse", + "Ohod Club", + "Coventry City", + "Peterborough United", + "FC Energie Cottbus", + "RCD Espanyol", + "Dalkurd FF", + "Shanghai Greenland Shenhua FC", + "Sarpsborg 08 FF", + "Al Hazem", + "Club América", + null, + "Deportivo Pasto", + "FC Carl Zeiss Jena", + "New York Red Bulls", + "Carlisle United", + "Ettifaq FC", + "Tianjin Quanjian FC", + "Everton", + "CD Tenerife", + "Carpi", + "Cambridge United", + "Unión Española", + "Kawasaki Frontale", + "Chamois Niortais Football Club", + "Odds BK", + "Grimsby Town", + "SV Mattersburg", + "SpVgg Greuther Fürth", + "FC Lugano", + "Colo-Colo", + "Guizhou Hengfeng FC", + "SønderjyskE", + "FC St. Pauli", + "Hallescher FC", + "Eintracht Braunschweig", + "Atlético Madrid", + "FC Bayern München", + "FC St. Pauli", + "Daegu FC", + "Newell's Old Boys", + "Eintracht Braunschweig", + "FC Lorient", + "Örebro SK", + "Korona Kielce", + "Liverpool", + "FC Bayern München", + "Vålerenga Fotball", + "St. Johnstone FC", + "Arka Gdynia", + "ESTAC Troyes", + "CD Tenerife", + "Newcastle Jets", + "CA Osasuna", + "Grasshopper Club Zürich", + "Unión de Santa Fe", + "Górnik Zabrze", + "Brentford", + "Monarcas Morelia", + "Vålerenga Fotball", + "Fleetwood Town", + "Ranheim Fotball", + "VfL Sportfreunde Lotte", + "SD Eibar", + "Piast Gliwice", + "Bury", + "Morecambe", + "Gimnasia y Esgrima La Plata", + "Chongqing Dangdai Lifan FC SWM Team", + "Cádiz CF", + "HJK Helsinki", + "San Jose Earthquakes", + "Hibernian", + "NAC Breda", + "Argentinos Juniors", + "Club Atlético Banfield", + "Rosario Central", + "Paris FC", + "DSC Arminia Bielefeld", + "FC Barcelona", + "VfL Bochum 1848", + "Patriotas Boyacá FC", + "Monterrey", + "Monterrey", + "IK Sirius", + "Swindon Town", + "CD Leganés", + "Hertha BSC", + "RC Strasbourg Alsace", + "TSV 1860 München", + "Tigres U.A.N.L.", + "FSV Zwickau", + "Godoy Cruz", + "Śląsk Wrocław", + "FSV Zwickau", + "Extremadura UD", + "Wisła Płock", + "Extremadura UD", + "Waterford FC", + "Ulsan Hyundai FC", + "Dundee FC", + "CD Lugo", + "Chamois Niortais Football Club", + "Tigres U.A.N.L.", + "Club Necaxa", + "MSV Duisburg", + "ADO Den Haag", + "FSV Zwickau", + "Club Atlético Colón", + "Cosenza", + "Montreal Impact", + "Club Tijuana", + " SSV Jahn Regensburg", + "FC Hansa Rostock", + "Real Betis", + "Bristol City", + "Dalkurd FF", + "Olympique Lyonnais", + "Real Betis", + "Cambridge United", + "SK Brann", + "Northampton Town", + "Crotone", + "San Martín de San Juan", + "Al Wehda", + "Central Coast Mariners", + "NAC Breda", + "Gangwon FC", + "Chongqing Dangdai Lifan FC SWM Team", + "Cork City", + "Kilmarnock", + "Atlético Madrid", + "Al Hilal", + "Tigres U.A.N.L.", + "Bristol Rovers", + "Excelsior", + "Kashiwa Reysol", + "Al Fateh", + "Al Raed", + "Oldham Athletic", + "SC Preußen Münster", + "Gyeongnam FC", + "Melbourne City FC", + "Ettifaq FC", + "PFC CSKA Moscow", + "Notts County", + "SC Preußen Münster", + "FC Sochaux-Montbéliard", + "Milton Keynes Dons", + "SG Sonnenhof Großaspach", + "Boca Juniors", + "Lazio", + "FC Groningen", + "Hellas Verona", + "Deportivo Toluca", + "Gimnasia y Esgrima La Plata", + "Al Hazem", + "Bristol Rovers", + "Motherwell", + "Stoke City", + "Grimsby Town", + null, + null, + "Southend United", + "Gangwon FC", + "Shandong Luneng TaiShan FC", + "SV Sandhausen", + "Al Ahli", + "Philadelphia Union", + "FC Nantes", + "Livorno", + "Jaguares de Córdoba", + "Sanfrecce Hiroshima", + "Beijing Renhe FC", + "Junior FC", + "Gimnasia y Esgrima La Plata", + "Crawley Town", + "Grenoble Foot 38", + "CD O'Higgins", + "Stabæk Fotball", + "Cork City", + "SK Rapid Wien", + "Pohang Steelers", + "Sporting Kansas City", + "Fiorentina", + "RCD Mallorca", + "RC Celta", + "Querétaro", + "SG Sonnenhof Großaspach", + "Tianjin TEDA FC", + "SCR Altach", + "River Plate", + "Milton Keynes Dons", + "Port Vale", + "Brescia", + "Envigado FC", + "Vélez Sarsfield", + "Puebla FC", + "IF Brommapojkarna", + "St. Johnstone FC", + "RCD Mallorca", + "Henan Jianye FC", + "Jeonnam Dragons", + "De Graafschap", + "Arka Gdynia", + "IFK Göteborg", + "Villarreal CF", + "Macclesfield Town", + "FC Lugano", + "FC Wacker Innsbruck", + "ADO Den Haag", + "Spezia", + "Reading", + "Brisbane Roar", + "Crewe Alexandra", + "Guangzhou Evergrande Taobao FC", + "Albacete BP", + "Odds BK", + "Henan Jianye FC", + "Red Star FC", + "Dalkurd FF", + "Waasland-Beveren", + "Kashima Antlers", + "Galatasaray SK", + "Gimnasia y Esgrima La Plata", + "Incheon United FC", + "Waterford FC", + "Swindon Town", + "Hamburger SV", + "SK Rapid Wien", + "Stevenage", + "Lincoln City", + "Alanyaspor", + "Heart of Midlothian", + "IF Brommapojkarna", + "Colo-Colo", + "Walsall", + "FC Nantes", + "Grimsby Town", + "FC Luzern", + "Zagłębie Sosnowiec", + "Kalmar FF", + "Hamburger SV", + "Sagan Tosu", + "FC Lugano", + "Panathinaikos FC", + "Queens Park Rangers", + "Willem II", + "Huddersfield Town", + "Brighton & Hove Albion", + "Gyeongnam FC", + "Changchun Yatai FC", + "Forest Green Rovers", + "Independiente Medellín", + "Randers FC", + "Hamburger SV", + "Aberdeen", + "Motherwell", + "NAC Breda", + "Odds BK", + "Al Faisaly", + "Deportes Iquique", + "HJK Helsinki", + "Red Star FC", + "Lillestrøm SK", + "Adelaide United", + "Envigado FC", + "Tianjin Quanjian FC", + "Henan Jianye FC", + "Piast Gliwice", + "1. FC Nürnberg", + "Shimizu S-Pulse", + "FC Admira Wacker Mödling", + "Sagan Tosu", + "BSC Young Boys", + "Kalmar FF", + "FC Energie Cottbus", + "Sangju Sangmu FC", + "Shimizu S-Pulse", + "Incheon United FC", + null, + "Queens Park Rangers", + "KAA Gent", + "Junior FC", + "Granada CF", + "Gangwon FC", + "Tiburones Rojos de Veracruz", + "IFK Göteborg", + "Club Atlético Banfield", + "San Luis de Quillota", + "Brescia", + "CD Palestino", + "Atlanta United", + "Royal Antwerp FC", + "IF Brommapojkarna", + "Preston North End", + "Unión La Calera", + "SV Meppen", + "SV Werder Bremen", + "Real Salt Lake", + "TSV 1860 München", + "Oldham Athletic", + "Clermont Foot 63", + "MKE Ankaragücü", + "Manchester City", + "Mansfield Town", + "Frosinone", + "Tranmere Rovers", + "Millonarios FC", + "Sangju Sangmu FC", + "FC Würzburger Kickers", + "SV Mattersburg", + "Northampton Town", + "Aalborg BK", + "Tottenham Hotspur", + "Bury", + "Al Hazem", + "Cracovia", + "IK Start", + "Angers SCO", + "Swindon Town", + "Stevenage", + "Al Taawoun", + "Kristiansund BK", + "Perugia", + "Southampton", + "Wisła Płock", + "Yeovil Town", + "Ranheim Fotball", + "Al Batin", + "Tottenham Hotspur", + "Jagiellonia Białystok", + "Waterford FC", + "TSV Hartberg", + "Norwich City", + "AC Horsens", + "Melbourne City FC", + "Shonan Bellmare", + "Tottenham Hotspur", + "Tranmere Rovers", + "Hamilton Academical FC", + "CD Everton de Viña del Mar", + "FK Austria Wien", + "Venezia FC", + "SK Brann", + "CD Everton de Viña del Mar", + "Bournemouth", + "Pachuca", + "Extremadura UD", + "Leeds United", + "Club Atlético Banfield", + "TSV Hartberg", + "US Orléans Loiret Football", + "U.N.A.M.", + "SC Preußen Münster", + "Perugia", + "Oldham Athletic", + "PEC Zwolle", + "Daegu FC", + "FC Lorient", + "Tigres U.A.N.L.", + "Deportivo Cali", + "Itagüí Leones FC", + "Cerezo Osaka", + "Tigres U.A.N.L.", + "Racing Club de Lens", + "Scunthorpe United", + "IK Start", + "Bournemouth", + "FC Sion", + "Kashiwa Reysol", + "Once Caldas", + "Crawley Town", + "Shrewsbury", + "Stade de Reims", + "Argentinos Juniors", + "Korona Kielce", + "Sangju Sangmu FC", + "Racing Club de Lens", + "Cerezo Osaka", + "Fortuna Düsseldorf", + "Hellas Verona", + "Brisbane Roar", + "Al Faisaly", + "Beşiktaş JK", + "Tianjin TEDA FC", + "Vegalta Sendai", + "Livingston FC", + "Aalborg BK", + "Incheon United FC", + "West Bromwich Albion", + "Godoy Cruz", + "West Bromwich Albion", + "Argentinos Juniors", + "Valenciennes FC", + "Livingston FC", + "Chelsea", + "Shandong Luneng TaiShan FC", + "Gyeongnam FC", + "Sevilla FC", + "Sagan Tosu", + "Perth Glory", + "Waasland-Beveren", + "Rochdale", + "Walsall", + "FC Midtjylland", + "Belgrano de Córdoba", + "Al Raed", + "V-Varen Nagasaki", + "FC Zürich", + "Suwon Samsung Bluewings", + "Palermo", + "Sangju Sangmu FC", + "Scunthorpe United", + "Shrewsbury", + "Deportes Tolima", + "Audax Italiano", + "AIK", + "Waasland-Beveren", + "Gillingham", + "LASK Linz", + "Minnesota United FC", + "Pohang Steelers", + "GFC Ajaccio", + "FK Bodø/Glimt", + "IK Sirius", + "Shamrock Rovers", + "KAS Eupen", + "FC Hansa Rostock", + "IF Brommapojkarna", + "Sligo Rovers", + "Neuchâtel Xamax", + "Club Necaxa", + "Vendsyssel FF", + "Hamilton Academical FC", + "Godoy Cruz", + "SK Brann", + "Central Coast Mariners", + "Seattle Sounders FC", + "Chelsea", + "GIF Sundsvall", + "Montpellier HSC", + "Shrewsbury", + "Colo-Colo", + "FC Emmen", + "Itagüí Leones FC", + "Newport County", + "Śląsk Wrocław", + "FC Sochaux-Montbéliard", + "Vegalta Sendai", + "Swansea City", + "NAC Breda", + "GIF Sundsvall", + "Tranmere Rovers", + "Kilmarnock", + "Rayo Vallecano", + "Real Valladolid CF", + "Deportivo Cali", + "Livorno", + "Extremadura UD", + "Sagan Tosu", + "Audax Italiano", + "VfL Sportfreunde Lotte", + "RB Leipzig", + "Carlisle United", + "Daegu FC", + "Tigres U.A.N.L.", + "Liverpool", + "TSG 1899 Hoffenheim", + "CF Rayo Majadahonda", + "Motherwell", + "BSC Young Boys", + "FC Sochaux-Montbéliard", + "Deportivo Cali", + "IK Sirius", + "Górnik Zabrze", + "IF Brommapojkarna", + "SV Mattersburg", + "Toronto FC", + "CD Tenerife", + "Reading", + "Alianza Petrolera", + "San Jose Earthquakes", + "FK Bodø/Glimt", + "Al Taawoun", + "Club León", + "FC Wacker Innsbruck", + "Red Star FC", + "Galatasaray SK", + "Kilmarnock", + "Al Hilal", + "Al Hazem", + "FC Thun", + "FK Bodø/Glimt", + "Guadalajara", + "Galatasaray SK", + "Ascoli", + "Perth Glory", + null, + "Club León", + "SD Huesca", + "Universidad Católica", + "Kasimpaşa SK", + "Al Hazem", + "AC Ajaccio", + "Rochdale", + "Al Hilal", + "Boyacá Chicó FC", + "Shandong Luneng TaiShan FC", + "FC Wacker Innsbruck", + "Changchun Yatai FC", + "Oldham Athletic", + "TSV Hartberg", + "FC Energie Cottbus", + "PEC Zwolle", + "Bradford City", + "Gyeongnam FC", + "Panathinaikos FC", + "Sydney FC", + "FC Utrecht", + "SK Sturm Graz", + "Unión Española", + "Coventry City", + "IF Brommapojkarna", + "Sandefjord Fotball", + "Jeonbuk Hyundai Motors", + "FC Groningen", + "Extremadura UD", + "Odds BK", + "V-Varen Nagasaki", + "1. FC Heidenheim 1846", + "Real Betis", + "Górnik Zabrze", + "Real Zaragoza", + "Southampton", + "Holstein Kiel", + "Deportivo Pasto", + "Genoa", + "Southampton", + "Borussia Dortmund", + "FC Energie Cottbus", + "Júbilo Iwata", + "Deportivo Cali", + "Al Raed", + "Jeju United FC", + "Toulouse Football Club", + "Blackpool", + "Puebla FC", + "Antalyaspor", + "Patriotas Boyacá FC", + "GIF Sundsvall", + "1. FC Kaiserslautern", + "Tianjin Quanjian FC", + "Eintracht Frankfurt", + "Carpi", + "Pogoń Szczecin", + "Kashiwa Reysol", + "Southampton", + "Bristol Rovers", + "Eintracht Frankfurt", + "Brescia", + "Queens Park Rangers", + "HJK Helsinki", + "Standard de Liège", + "PFC CSKA Moscow", + "Lazio", + "Al Shabab", + "Universidad Católica", + "SD Eibar", + "Valenciennes FC", + "Accrington Stanley", + "Cambridge United", + "Al Ittihad", + "Vålerenga Fotball", + "Crewe Alexandra", + "Leeds United", + "AFC Wimbledon", + "Panathinaikos FC", + "Al Wehda", + null, + "Club Atlético Banfield", + "Unión de Santa Fe", + "AD Alcorcón", + "Ranheim Fotball", + "Carlisle United", + "Heart of Midlothian", + "Trelleborgs FF", + "Sydney FC", + "Stoke City", + "Bologna", + "CD Leganés", + "Mansfield Town", + "Wisła Płock", + "Cruz Azul", + "IK Start", + "Sanfrecce Hiroshima", + "TSV 1860 München", + "Rangers FC", + "Itagüí Leones FC", + "AS Nancy Lorraine", + "Grimsby Town", + "Heracles Almelo", + "Brescia", + "FC Tokyo", + "Padova", + "Jeonnam Dragons", + "Tianjin TEDA FC", + "IF Brommapojkarna", + "Alianza Petrolera", + "Medipol Başakşehir FK", + "Real Salt Lake", + "Beijing Sinobo Guoan FC", + "West Bromwich Albion", + "Rayo Vallecano", + "Padova", + "Cerezo Osaka", + "Port Vale", + "Shonan Bellmare", + "Cambridge United", + "SKN St. Pölten", + "VfL Osnabrück", + "TSV 1860 München", + "Universidad de Chile", + "VfR Aalen", + "SKN St. Pölten", + "Cheltenham Town", + "Yeovil Town", + "Deportivo Pasto", + "Henan Jianye FC", + "Yeovil Town", + "Macclesfield Town", + "Al Shabab", + "Independiente Medellín", + "Ranheim Fotball", + "Deportivo Pasto", + "Toulouse Football Club", + "Cádiz CF", + "Gillingham", + "Watford", + "Macclesfield Town", + "Montreal Impact", + "Atalanta", + "VfL Osnabrück", + "Cosenza", + "SpVgg Greuther Fürth", + "Macclesfield Town", + "Gamba Osaka", + "Grasshopper Club Zürich", + "Vélez Sarsfield", + "Elche CF", + "Chievo Verona", + "Port Vale", + "Club Atlético Aldosivi", + "Willem II", + "Spezia", + "Red Star FC", + "Port Vale", + "Newcastle Jets", + "SC Fortuna Köln", + "RC Strasbourg Alsace", + "Panathinaikos FC", + "De Graafschap", + "Al Batin", + "Tromsø IL", + "Swansea City", + "UD Almería", + "Real Salt Lake", + "Tianjin TEDA FC", + "Guangzhou Evergrande Taobao FC", + "Orlando Pirates", + "Cambridge United", + "Burton Albion", + "SV Meppen", + "Hamilton Academical FC", + "San Lorenzo de Almagro", + "Holstein Kiel", + "SC Heerenveen", + "Tiburones Rojos de Veracruz", + "Cheltenham Town", + "Adelaide United", + "Vegalta Sendai", + "SV Meppen", + "1. FC Magdeburg", + "Esbjerg fB", + "Nagoya Grampus", + "Millonarios FC", + "Granada CF", + "Melbourne Victory", + "Kawasaki Frontale", + "RCD Mallorca", + "Argentinos Juniors", + "Karlsruher SC", + "Al Ahli", + "Notts County", + "FK Austria Wien", + "Real Sporting de Gijón", + "Stade Rennais FC", + "SC Freiburg", + "Forest Green Rovers", + "Al Taawoun", + "Empoli", + "FK Bodø/Glimt", + "Rochdale", + "Unión de Santa Fe", + "Stade Rennais FC", + "Neuchâtel Xamax", + "Motherwell", + "Hebei China Fortune FC", + null, + "Kaizer Chiefs", + "Guizhou Hengfeng FC", + "Heracles Almelo", + "Amiens SC", + "Crawley Town", + "Belgrano de Córdoba", + "Brescia", + "Sporting Kansas City", + "Kasimpaşa SK", + "Cittadella", + "TSG 1899 Hoffenheim", + "Real Zaragoza", + "Amiens SC", + "Vendsyssel FF", + "Deportivo Pasto", + "Yeni Malatyaspor", + "Cerezo Osaka", + "Shrewsbury", + "VfL Wolfsburg", + "BB Erzurumspor", + "Peterborough United", + "Southampton", + "Cosenza", + "FC Luzern", + "FC Admira Wacker Mödling", + "VfL Sportfreunde Lotte", + "Sanfrecce Hiroshima", + "FC København", + "Wisła Płock", + "Gimnasia y Esgrima La Plata", + "Swindon Town", + "Sydney FC", + "Stevenage", + "Henan Jianye FC", + "Newell's Old Boys", + "Olympique Lyonnais", + "VfL Sportfreunde Lotte", + "Kashiwa Reysol", + "Club Atlético Talleres", + "Gamba Osaka", + "Jeonnam Dragons", + "Hamburger SV", + "Vélez Sarsfield", + "Ranheim Fotball", + "Beşiktaş JK", + "SC Fortuna Köln", + "Morecambe", + "Patronato", + "FC Ingolstadt 04", + "FC St. Gallen", + "Willem II", + "Córdoba CF", + "Al Wehda", + "Cork City", + "Shonan Bellmare", + "FK Austria Wien", + "Cork City", + "IFK Göteborg", + "FK Austria Wien", + "Minnesota United FC", + "Kalmar FF", + "Randers FC", + "Vålerenga Fotball", + "La Berrichonne de Châteauroux", + "Club Atlético Colón", + "Cosenza", + "Stade Brestois 29", + "Rosario Central", + "Stabæk Fotball", + "Unión de Santa Fe", + "Cracovia", + "Bohemian FC", + "Monterrey", + "Burton Albion", + "Bristol Rovers", + "Olympique Lyonnais", + "AJ Auxerre", + "Atlético Huila", + "Montreal Impact", + "Aarhus GF", + "Preston North End", + "Deportes Iquique", + "Foggia", + "Cork City", + "Gangwon FC", + "Exeter City", + "FC Seoul", + "Cracovia", + "SpVgg Unterhaching", + "Macclesfield Town", + "Brisbane Roar", + "Everton", + "Borussia Mönchengladbach", + "Shamrock Rovers", + "IF Brommapojkarna", + "Kaizer Chiefs", + "PFC CSKA Moscow", + "Club Brugge KV", + "Macclesfield Town", + "Chamois Niortais Football Club", + "Cosenza", + "Macclesfield Town", + "Panathinaikos FC", + "Burton Albion", + "La Berrichonne de Châteauroux", + "Beijing Sinobo Guoan FC", + "Chicago Fire", + "FC Würzburger Kickers", + "Cambridge United", + "Port Vale", + "FC Zürich", + "Deportivo Pasto", + "Club Atlético Lanús", + "Chongqing Dangdai Lifan FC SWM Team", + "SC Fortuna Köln", + "Club Atlético Lanús", + "Stade Brestois 29", + "Clermont Foot 63", + "Korona Kielce", + "Scunthorpe United", + "Cheltenham Town", + "V-Varen Nagasaki", + "Port Vale", + "Waterford FC", + "Unión Española", + "Valenciennes FC", + "Dalkurd FF", + "Eintracht Braunschweig", + "Vitesse", + "Yeovil Town", + "Accrington Stanley", + "Brøndby IF", + "Piast Gliwice", + "Gangwon FC", + "SG Sonnenhof Großaspach", + "Boca Juniors", + "Henan Jianye FC", + "Gimnasia y Esgrima La Plata", + "Kalmar FF", + "Crewe Alexandra", + "Wisła Płock", + "Al Hazem", + "FC Augsburg", + "Querétaro", + null, + "FC Basel 1893", + "Yeovil Town", + "DC United", + "Puebla FC", + "IK Start", + "Grasshopper Club Zürich", + "Eintracht Frankfurt", + "GIF Sundsvall", + "AC Horsens", + "DSC Arminia Bielefeld", + "Jeonbuk Hyundai Motors", + "KFC Uerdingen 05", + "Cosenza", + "Göztepe SK", + "Crawley Town", + "Jiangsu Suning FC", + "Guizhou Hengfeng FC", + "KFC Uerdingen 05", + "Jiangsu Suning FC", + "Çaykur Rizespor", + "Urawa Red Diamonds", + "Red Star FC", + "Dundee FC", + "Al Fateh", + "Urawa Red Diamonds", + "Club Atlas", + "AS Saint-Étienne", + "River Plate", + "Milton Keynes Dons", + "Galatasaray SK", + "Korona Kielce", + "Club Atlético Huracán", + "Sangju Sangmu FC", + "Sunderland", + "Frosinone", + "Godoy Cruz", + "Rosenborg BK", + "Perugia", + "De Graafschap", + "Livorno", + "Sunderland", + "Club León", + "Oxford United", + "RCD Mallorca", + "Galatasaray SK", + "Shimizu S-Pulse", + "TSV Hartberg", + "Rayo Vallecano", + "Venezia FC", + "ESTAC Troyes", + "Al Raed", + "Grasshopper Club Zürich", + "Envigado FC", + "Defensa y Justicia", + "ESTAC Troyes", + "FC Admira Wacker Mödling", + "VfL Osnabrück", + "Gillingham", + "SC Preußen Münster", + "IFK Göteborg", + "Fleetwood Town", + "GFC Ajaccio", + "1. FC Nürnberg", + "Tianjin TEDA FC", + "Jiangsu Suning FC", + "PFC CSKA Moscow", + "SønderjyskE", + "Pogoń Szczecin", + "Portland Timbers", + "Patronato", + "Paris FC", + "TSV Hartberg", + "SpVgg Unterhaching", + "Benevento", + "Real Betis", + "Club Tijuana", + "CF Reus Deportiu", + "Bury", + "St. Patrick's Athletic", + "IK Start", + "Montreal Impact", + "Karlsruher SC", + "Grasshopper Club Zürich", + "Morecambe", + "V-Varen Nagasaki", + "Zagłębie Sosnowiec", + "KV Oostende", + "Yeni Malatyaspor", + "Rosenborg BK", + "Newell's Old Boys", + "KV Kortrijk", + "Club Atlas", + "Antalyaspor", + "SCR Altach", + "Monarcas Morelia", + "Hamburger SV", + "Arsenal", + "Stevenage", + "Al Taawoun", + "Cerezo Osaka", + "Korona Kielce", + "FC Energie Cottbus", + "TSV Hartberg", + "Toronto FC", + "Heracles Almelo", + "Tranmere Rovers", + "Itagüí Leones FC", + "Albacete BP", + "Bristol Rovers", + "Crewe Alexandra", + "Standard de Liège", + "Estudiantes de La Plata", + "Lecce", + "Independiente", + "Hamburger SV", + "Zagłębie Lubin", + "En Avant de Guingamp", + "Cork City", + "Lincoln City", + "Stade Rennais FC", + "PEC Zwolle", + "Derry City", + "Sarpsborg 08 FF", + "Trelleborgs FF", + "Port Vale", + "Port Vale", + "Al Ahli", + "Atlético Tucumán", + "Wycombe Wanderers", + "Port Vale", + "Miedź Legnica", + "FC Wacker Innsbruck", + "Ettifaq FC", + "FK Haugesund", + "CF Reus Deportiu", + null, + "Ettifaq FC", + "Júbilo Iwata", + "Beijing Renhe FC", + "Wellington Phoenix", + "New York Red Bulls", + "CF Reus Deportiu", + "FC Emmen", + "Godoy Cruz", + "Beijing Renhe FC", + "Accrington Stanley", + "La Equidad", + "Exeter City", + "Aberdeen", + "Manchester City", + "Crewe Alexandra", + "Dalkurd FF", + "Paris FC", + "Livingston FC", + "Sangju Sangmu FC", + "Club Atlas", + "Club Atlético Talleres", + "Chamois Niortais Football Club", + "Atlético Madrid", + "Dundalk", + "Dalian YiFang FC", + "Morecambe", + "Malmö FF", + "SC Preußen Münster", + "KV Kortrijk", + "Al Fateh", + "FC Erzgebirge Aue", + "Hannover 96", + "SC Preußen Münster", + "1. FC Kaiserslautern", + "Bristol Rovers", + "VfR Aalen", + "Portland Timbers", + "Fortuna Sittard", + "Chamois Niortais Football Club", + "Jeonnam Dragons", + "Portland Timbers", + "Shandong Luneng TaiShan FC", + "Portsmouth", + "Arka Gdynia", + "Brentford", + "Forest Green Rovers", + "Cracovia", + "Getafe CF", + "Al Nassr", + "Adelaide United", + "AS Béziers", + "Górnik Zabrze", + "Tigres U.A.N.L.", + "Audax Italiano", + "Al Shabab", + "FC Erzgebirge Aue", + "Minnesota United FC", + "Cheltenham Town", + "Newell's Old Boys", + "FC Zürich", + "Blackpool", + "Sagan Tosu", + "Oxford United", + "San Jose Earthquakes", + "Wolverhampton Wanderers", + "Vissel Kobe", + "Girona FC", + "PSV", + "Toronto FC", + "Plymouth Argyle", + "Hamilton Academical FC", + "Cosenza", + "Colchester United", + "Odds BK", + "Tranmere Rovers", + "Torino", + "Notts County", + "CD O'Higgins", + "Sparta Praha", + "CD Huachipato", + "FC Sion", + "Lechia Gdańsk", + "Shamrock Rovers", + "FC St. Pauli", + "Pescara", + "Vancouver Whitecaps FC", + "Shamrock Rovers", + "Al Taawoun", + "1. FC Kaiserslautern", + "CD Universidad de Concepción", + "Club Necaxa", + "Vélez Sarsfield", + "Olympique de Marseille", + "Lillestrøm SK", + "US Cremonese", + "AEK Athens", + "SV Werder Bremen", + "Perugia", + "Fulham", + "Malmö FF", + "Oldham Athletic", + "Club América", + "Esbjerg fB", + "Forest Green Rovers", + "Oldham Athletic", + "Milton Keynes Dons", + "Wellington Phoenix", + "Grimsby Town", + "Crystal Palace", + "Patriotas Boyacá FC", + "Hobro IK", + "Ohod Club", + "Sligo Rovers", + "SønderjyskE", + "Crawley Town", + "Cheltenham Town", + "Wellington Phoenix", + "Sivasspor", + "BK Häcken", + "Zagłębie Lubin", + "Fortuna Sittard", + "1. FC Heidenheim 1846", + "Neuchâtel Xamax", + "UD Almería", + "Waterford FC", + "Chelsea", + "RB Leipzig", + "FC Wacker Innsbruck", + "Accrington Stanley", + "VfL Osnabrück", + "St. Patrick's Athletic", + "Vitesse", + "FC Augsburg", + "Suwon Samsung Bluewings", + null, + "Milton Keynes Dons", + "Bournemouth", + "Elche CF", + "Bristol Rovers", + "V-Varen Nagasaki", + "Yeovil Town", + "FC Lugano", + "Oldham Athletic", + "Southampton", + "Esbjerg fB", + "Djurgårdens IF", + "KSV Cercle Brugge", + "Port Vale", + "La Equidad", + "Al Hazem", + "River Plate", + "FC Sion", + "Club León", + "Zagłębie Sosnowiec", + "Bohemian FC", + "Guangzhou R&F; FC", + "Athletic Club de Bilbao", + "Hobro IK", + "Çaykur Rizespor", + null, + "Swindon Town", + "Hertha BSC", + "Oldham Athletic", + "Vegalta Sendai", + "Sagan Tosu", + "Patronato", + "VVV-Venlo", + "Milton Keynes Dons", + "Sangju Sangmu FC", + "Daegu FC", + "Karlsruher SC", + "Neuchâtel Xamax", + "Club Necaxa", + "Grasshopper Club Zürich", + "FC Lugano", + "FSV Zwickau", + "Shanghai Greenland Shenhua FC", + "Toulouse Football Club", + "AS Béziers", + "Tianjin TEDA FC", + "Dundee FC", + "Liverpool", + "Al Qadisiyah", + "FC Energie Cottbus", + "Holstein Kiel", + "Ettifaq FC", + "SG Dynamo Dresden", + "Unión La Calera", + null, + "Clermont Foot 63", + "IF Elfsborg", + "Sligo Rovers", + "Dinamo Zagreb", + "Urawa Red Diamonds", + "FC Luzern", + "1. FC Kaiserslautern", + null, + null, + "Sunderland", + "Ulsan Hyundai FC", + "Tianjin TEDA FC", + "Bohemian FC", + "Waasland-Beveren", + "Hallescher FC", + "Willem II", + "Al Wehda", + "Jeonnam Dragons", + "Ranheim Fotball", + "Minnesota United FC", + "SD Huesca", + "SV Wehen Wiesbaden", + "Borussia Mönchengladbach", + "Club Atlético Banfield", + "Junior FC", + "Djurgårdens IF", + "Sangju Sangmu FC", + "Accrington Stanley", + "Śląsk Wrocław", + "Viktoria Plzeň", + "Śląsk Wrocław", + "Colorado Rapids", + "Ettifaq FC", + "Watford", + "Hamilton Academical FC", + "Spezia", + "Málaga CF", + "GFC Ajaccio", + "Walsall", + "LASK Linz", + "Peterborough United", + "Alianza Petrolera", + "St. Patrick's Athletic", + "Club Atlético Talleres", + "FC Bayern München", + "FC Schalke 04", + "Urawa Red Diamonds", + "Deportes Iquique", + "St. Johnstone FC", + "Bournemouth", + "New England Revolution", + "Bristol Rovers", + "Mansfield Town", + "Guizhou Hengfeng FC", + "Montpellier HSC", + "Godoy Cruz", + "GIF Sundsvall", + "Ranheim Fotball", + "VfL Osnabrück", + "Ohod Club", + "Swansea City", + "FC Thun", + "Millonarios FC", + "Northampton Town", + "Hebei China Fortune FC", + "Valenciennes FC", + "FC Sochaux-Montbéliard", + "CD Leganés", + "MKE Ankaragücü", + "Club Atlético Huracán", + "Pescara", + "Sligo Rovers", + "Hebei China Fortune FC", + null, + "FK Bodø/Glimt", + "CD Huachipato", + "Macclesfield Town", + "Club Atlético Huracán", + "Racing Club de Lens", + "Argentinos Juniors", + "Monarcas Morelia", + "Hebei China Fortune FC", + "Júbilo Iwata", + "Al Batin", + "Bradford City", + "Jaguares de Córdoba", + "Neuchâtel Xamax", + "FSV Zwickau", + "SV Meppen", + "Nagoya Grampus", + "FC Lugano", + "Henan Jianye FC", + "Sangju Sangmu FC", + "Kashiwa Reysol", + "Cádiz CF", + "Feyenoord", + "U.N.A.M.", + "IK Start", + "Ohod Club", + "Stevenage", + "Córdoba CF", + "Notts County", + "SV Meppen", + "De Graafschap", + "Colchester United", + "New York Red Bulls", + "Kristiansund BK", + "Adelaide United", + "TSV 1860 München", + "Club América", + "CF Reus Deportiu", + "Lincoln City", + "Shandong Luneng TaiShan FC", + "Shanghai SIPG FC", + "Argentinos Juniors", + "PEC Zwolle", + "Tianjin TEDA FC", + "VfL Sportfreunde Lotte", + "Odense Boldklub", + "Sporting de Charleroi", + "Hammarby IF", + "AS Saint-Étienne", + "Oxford United", + "Houston Dynamo", + "SC Fortuna Köln", + "Real Valladolid CF", + "Tranmere Rovers", + "Derry City", + "FC Basel 1893", + "Patronato", + "Nagoya Grampus", + "Yeni Malatyaspor", + "Unión de Santa Fe", + "Club León", + "Grenoble Foot 38", + "Bournemouth", + "Western Sydney Wanderers", + "Sporting Kansas City", + "AC Horsens", + "Newport County", + "Esbjerg fB", + "Colo-Colo", + "Trelleborgs FF", + "Shanghai SIPG FC", + "Tranmere Rovers", + "Gillingham", + "ESTAC Troyes", + "FK Haugesund", + "Philadelphia Union", + "Rosario Central", + "Club León", + "Waterford FC", + "Aston Villa", + "FC Ingolstadt 04", + "VfL Sportfreunde Lotte", + "KSV Cercle Brugge", + "Olympique Lyonnais", + "Sangju Sangmu FC", + "Korona Kielce", + "Gimnasia y Esgrima La Plata", + "Göztepe SK", + "Cerezo Osaka", + "FC Augsburg", + "St. Patrick's Athletic", + "Crawley Town", + "Jeonbuk Hyundai Motors", + "Pachuca", + "New England Revolution", + "Beşiktaş JK", + "Östersunds FK", + "Columbus Crew SC", + "St. Mirren", + "Fortuna Düsseldorf", + "FK Bodø/Glimt", + "Morecambe", + "Lillestrøm SK", + "Carpi", + "VfB Stuttgart", + "IK Start", + "Defensa y Justicia", + "1. FSV Mainz 05", + "Le Havre AC", + "Newport County", + "Yeovil Town", + "VfL Wolfsburg", + "Chamois Niortais Football Club", + "Club Tijuana", + "Cittadella", + "Club Tijuana", + "Hamilton Academical FC", + "FC Thun", + "Everton", + "FC St. Gallen", + "AS Nancy Lorraine", + "Derry City", + "Grimsby Town", + "Gillingham", + "FC Würzburger Kickers", + "FC Carl Zeiss Jena", + "Al Fateh", + "FC Nordsjælland", + "Wolverhampton Wanderers", + "Stade Malherbe Caen", + "Bayer 04 Leverkusen", + "Amiens SC", + "Stevenage", + "Chongqing Dangdai Lifan FC SWM Team", + "Grenoble Foot 38", + "FC Tokyo", + "SC Heerenveen", + "Al Fayha", + "Chongqing Dangdai Lifan FC SWM Team", + "Bayer 04 Leverkusen", + "Melbourne Victory", + "CD Lugo", + "Al Hilal", + "VfL Osnabrück", + "ADO Den Haag", + "Queens Park Rangers", + "Doncaster Rovers", + "Patriotas Boyacá FC", + "Stabæk Fotball", + "Ohod Club", + "Universidad Católica", + "Atlético Bucaramanga", + "Limerick FC", + "Bristol Rovers", + "Grimsby Town", + "Deportivo Pasto", + "Bursaspor", + "Changchun Yatai FC", + "Gillingham", + "Coventry City", + "SK Sturm Graz", + "Puebla FC", + "FC Nordsjælland", + "Accrington Stanley", + "Tianjin Quanjian FC", + "Club Necaxa", + "KV Oostende", + "Oxford United", + "Liverpool", + "Middlesbrough", + "Club Necaxa", + "Hannover 96", + "Macclesfield Town", + "Trelleborgs FF", + "Sparta Praha", + "New England Revolution", + "FC København", + "Red Star FC", + "Bristol Rovers", + "Malmö FF", + "Dalkurd FF", + "Lech Poznań", + "Macclesfield Town", + "Vejle Boldklub", + null, + "US Orléans Loiret Football", + "Atlético Madrid", + "IF Brommapojkarna", + "Vélez Sarsfield", + "Sagan Tosu", + "Vissel Kobe", + "Chicago Fire", + "Nagoya Grampus", + null, + "Al Raed", + "Henan Jianye FC", + "Pohang Steelers", + "Atlético Huila", + "De Graafschap", + "Bursaspor", + "De Graafschap", + "FC Admira Wacker Mödling", + "Çaykur Rizespor", + "Dundalk", + "Club Necaxa", + "Al Faisaly", + "FC Sion", + "PEC Zwolle", + "Torino", + "Notts County", + "Vélez Sarsfield", + "Cosenza", + "SC Freiburg", + "Gyeongnam FC", + "Suwon Samsung Bluewings", + "Gimnasia y Esgrima La Plata", + "TSV Hartberg", + "FC Admira Wacker Mödling", + "Cracovia", + "Zagłębie Sosnowiec", + "Bolton Wanderers", + "Huddersfield Town", + "KV Oostende", + "Pescara", + "Deportivo Toluca", + "Eintracht Frankfurt", + "Club Atlético Banfield", + "Sligo Rovers", + "Al Ittihad", + "Dundalk", + "Al Nassr", + "VVV-Venlo", + "Patronato", + "Grimsby Town", + "Wellington Phoenix", + "Bury", + "AJ Auxerre", + "FC Sochaux-Montbéliard", + "CF Reus Deportiu", + "Al Nassr", + "Accrington Stanley", + "Sporting Kansas City", + "SC Fortuna Köln", + "Argentinos Juniors", + "SCR Altach", + "Tranmere Rovers", + "Godoy Cruz", + "VfL Osnabrück", + "Hamilton Academical FC", + "Montreal Impact", + "Sandefjord Fotball", + "Sangju Sangmu FC", + "FC Tokyo", + "KV Kortrijk", + "Birmingham City", + "FC Wacker Innsbruck", + "St. Mirren", + "Le Havre AC", + "Scunthorpe United", + "Borussia Dortmund", + "Macclesfield Town", + "Itagüí Leones FC", + "TSV Hartberg", + "Bristol Rovers", + "FC Dallas", + "Sporting de Charleroi", + "Cerezo Osaka", + "Dalkurd FF", + "Al Wehda", + "Cosenza", + "AC Horsens", + "Tranmere Rovers", + "Shanghai Greenland Shenhua FC", + "Racing Club de Lens", + "Adelaide United", + "Trelleborgs FF", + "Shonan Bellmare", + "Port Vale", + "New York Red Bulls", + "Sangju Sangmu FC", + "Swansea City", + "SV Mattersburg", + "BB Erzurumspor", + "Cheltenham Town", + "Watford", + "Al Ittihad", + "Milton Keynes Dons", + "AJ Auxerre", + "Morecambe", + "UD Almería", + "Accrington Stanley", + "Al Shabab", + "Unión Española", + "Dalian YiFang FC", + "Incheon United FC", + "BB Erzurumspor", + "1. FC Nürnberg", + "Valenciennes FC", + "Zagłębie Sosnowiec", + "Jiangsu Suning FC", + "Colchester United", + "IFK Göteborg", + "Al Ittihad", + null, + "Lillestrøm SK", + "Western Sydney Wanderers", + "LOSC Lille", + "Melbourne Victory", + "Universidad de Chile", + "V-Varen Nagasaki", + "Cracovia", + "FC Thun", + "Aston Villa", + "Once Caldas", + "Nagoya Grampus", + "GFC Ajaccio", + "West Ham United", + "Örebro SK", + "Vissel Kobe", + "Hebei China Fortune FC", + "FK Haugesund", + "Gangwon FC", + "Carpi", + "ADO Den Haag", + "Grimsby Town", + "Dalian YiFang FC", + "FC Wacker Innsbruck", + "Atlético Madrid", + "Morecambe", + "Zagłębie Lubin", + "Jiangsu Suning FC", + "Zagłębie Sosnowiec", + "Puebla FC", + "Shandong Luneng TaiShan FC", + "IF Brommapojkarna", + "Unión de Santa Fe", + "Hull City", + "VfL Wolfsburg", + "Curicó Unido", + "FC Energie Cottbus", + "Monterrey", + "NAC Breda", + "Hamilton Academical FC", + "Neuchâtel Xamax", + "Chamois Niortais Football Club", + "Estudiantes de La Plata", + "Blackburn Rovers", + "Bristol Rovers", + "Blackpool", + "Macclesfield Town", + "Shanghai Greenland Shenhua FC", + "Hammarby IF", + "SC Paderborn 07", + "Livingston FC", + "FC Girondins de Bordeaux", + "IK Start", + "Unión La Calera", + "Crewe Alexandra", + "IFK Norrköping", + "Kashima Antlers", + "Wellington Phoenix", + "Eintracht Braunschweig", + "Bohemian FC", + "SV Werder Bremen", + "VVV-Venlo", + "FSV Zwickau", + null, + "Hertha BSC", + "Patronato", + "Strømsgodset IF", + "Stade Brestois 29", + "IFK Göteborg", + "Stade Brestois 29", + "Limerick FC", + "Yeni Malatyaspor", + "Deportes Iquique", + "Club Deportes Temuco", + "Motherwell", + "Crotone", + "1. FSV Mainz 05", + "Luton Town", + "Colchester United", + "FC Thun", + "1. FC Heidenheim 1846", + "1. FSV Mainz 05", + "Bristol Rovers", + "Chongqing Dangdai Lifan FC SWM Team", + "Chelsea", + "Tiburones Rojos de Veracruz", + "Cardiff City", + "TSG 1899 Hoffenheim", + "RB Leipzig", + "PAOK", + "Randers FC", + "GIF Sundsvall", + "Colchester United", + null, + "Derry City", + "Bohemian FC", + "Al Hazem", + "San Luis de Quillota", + "Neuchâtel Xamax", + "Tranmere Rovers", + "Carlisle United", + "Amiens SC", + null, + "Viktoria Plzeň", + "Eintracht Braunschweig", + "Dundalk", + "Júbilo Iwata", + "Bolton Wanderers", + "Itagüí Leones FC", + "Fortuna Düsseldorf", + "Al Raed", + "Philadelphia Union", + "FC Augsburg", + "Ettifaq FC", + "SD Huesca", + "Tianjin Quanjian FC", + "Western Sydney Wanderers", + "Al Shabab", + "Bury", + "Changchun Yatai FC", + "Cambridge United", + "Hebei China Fortune FC", + null, + "GIF Sundsvall", + "Itagüí Leones FC", + "KFC Uerdingen 05", + "Rochdale", + "IF Brommapojkarna", + "Atlético Huila", + "Sporting Kansas City", + "Bolton Wanderers", + "Brighton & Hove Albion", + "Dalian YiFang FC", + "FC Nordsjælland", + "SV Wehen Wiesbaden", + "New York City FC", + "Boyacá Chicó FC", + "FC Groningen", + "NAC Breda", + "Ettifaq FC", + "Suwon Samsung Bluewings", + "Ettifaq FC", + "DSC Arminia Bielefeld", + "VfL Sportfreunde Lotte", + "Medipol Başakşehir FK", + "SCR Altach", + "Neuchâtel Xamax", + "New England Revolution", + "Crystal Palace", + "Forest Green Rovers", + "Göztepe SK", + "Arka Gdynia", + "FC Sion", + "Atlético Tucumán", + "Wolverhampton Wanderers", + "Piast Gliwice", + "Newcastle Jets", + "West Ham United", + "Górnik Zabrze", + "Audax Italiano", + "Port Vale", + "Bournemouth", + "IK Start", + "Club Tijuana", + "VfR Aalen", + "Ascoli", + "FSV Zwickau", + "VfR Aalen", + "Henan Jianye FC", + "V-Varen Nagasaki", + "San Luis de Quillota", + "San Martin de Tucumán", + "Al Wehda", + "Club Necaxa", + "FC Thun", + "FC Tokyo", + "Exeter City", + "VfL Bochum 1848", + "Heracles Almelo", + "Argentinos Juniors", + "Esbjerg fB", + "FC St. Gallen", + "SønderjyskE", + "Galatasaray SK", + "Stabæk Fotball", + "Vendsyssel FF", + "Forest Green Rovers", + "Sydney FC", + "Bray Wanderers", + "1. FC Kaiserslautern", + "Peterborough United", + "Atlético Tucumán", + "Montreal Impact", + "Carpi", + "Shamrock Rovers", + "FSV Zwickau", + "LASK Linz", + "Yokohama F. Marinos", + "Livorno", + "Olympique de Marseille", + "FC København", + "Cambridge United", + "TSV Hartberg", + "Blackburn Rovers", + "Cádiz CF", + "Girona FC", + "Al Batin", + "U.N.A.M.", + "St. Patrick's Athletic", + "Gyeongnam FC", + "Hokkaido Consadole Sapporo", + "AFC Wimbledon", + "Aalborg BK", + "Vejle Boldklub", + "Patriotas Boyacá FC", + "Fortuna Düsseldorf", + "Willem II", + "SG Dynamo Dresden", + "Atlético Huila", + "Peterborough United", + "Bursaspor", + "Universidad Católica", + "Incheon United FC", + "De Graafschap", + "Tranmere Rovers", + "SD Huesca", + "Club Atlético Talleres", + "La Berrichonne de Châteauroux", + "SV Zulte-Waregem", + "Waterford FC", + "Plymouth Argyle", + "San Martin de Tucumán", + "Yeni Malatyaspor", + "San Martin de Tucumán", + "St. Patrick's Athletic", + "Charlton Athletic", + "AS Saint-Étienne", + "St. Patrick's Athletic", + "Fulham", + "Yeovil Town", + "Bury", + "Charlton Athletic", + "CD Everton de Viña del Mar", + "Club Atlético Aldosivi", + "Club León", + "Dalkurd FF", + "SpVgg Greuther Fürth", + "Wisła Płock", + "US Orléans Loiret Football", + "SC Freiburg", + "Chamois Niortais Football Club", + "Cheltenham Town", + "Gillingham", + "Amiens SC", + "Shanghai SIPG FC", + "FC Carl Zeiss Jena", + "Port Vale", + "Eintracht Braunschweig", + "St. Patrick's Athletic", + "Ranheim Fotball", + "Korona Kielce", + "FC Emmen", + "Barnsley", + "Korona Kielce", + "Kashiwa Reysol", + "Hamilton Academical FC", + "FC Basel 1893", + "Sligo Rovers", + "Club Atlético Colón", + "BB Erzurumspor", + "Malmö FF", + "U.N.A.M.", + "VfL Sportfreunde Lotte", + "Örebro SK", + "Burton Albion", + "Zagłębie Sosnowiec", + "Godoy Cruz", + "Shamrock Rovers", + "FC Groningen", + "Kashiwa Reysol", + "Hebei China Fortune FC", + "Wolfsberger AC", + "Newcastle Jets", + "Rosario Central", + "Beijing Sinobo Guoan FC", + "SpVgg Greuther Fürth", + "Grimsby Town", + "Bury", + "New England Revolution", + "AS Béziers", + "Club Atlético Tigre", + "Júbilo Iwata", + "IK Sirius", + "Sangju Sangmu FC", + "SKN St. Pölten", + "Randers FC", + "Shonan Bellmare", + "Bohemian FC", + "Western Sydney Wanderers", + "Guadalajara", + "Hamilton Academical FC", + "Cittadella", + "Atlanta United", + "Holstein Kiel", + "Club Tijuana", + "Lecce", + "Fiorentina", + "Trelleborgs FF", + "Chamois Niortais Football Club", + "Pescara", + "FC Hansa Rostock", + "Hallescher FC", + "SV Zulte-Waregem", + "Sarpsborg 08 FF", + "RC Strasbourg Alsace", + "PFC CSKA Moscow", + "V-Varen Nagasaki", + "Rosario Central", + "Dundee FC", + "Perth Glory", + "FC Zürich", + "Al Shabab", + "CD Huachipato", + "Unión Española", + "Chongqing Dangdai Lifan FC SWM Team", + "Alianza Petrolera", + "HJK Helsinki", + "Shandong Luneng TaiShan FC", + "Burton Albion", + "Club Atlético Huracán", + "Atlético Tucumán", + "Piast Gliwice", + "Stade Brestois 29", + "Córdoba CF", + "Valenciennes FC", + "Nagoya Grampus", + "Ascoli", + "Nottingham Forest", + "Jagiellonia Białystok", + "Lech Poznań", + "Queens Park Rangers", + "Nagoya Grampus", + "Clermont Foot 63", + " SSV Jahn Regensburg", + "Brisbane Roar", + "IF Brommapojkarna", + "River Plate", + "Club Atlas", + "Huddersfield Town", + "Cittadella", + "Huddersfield Town", + "Macclesfield Town", + "Belgrano de Córdoba", + "Puebla FC", + "Çaykur Rizespor", + "Independiente Santa Fe", + "Club Necaxa", + "FC Hansa Rostock", + "KFC Uerdingen 05", + "Notts County", + "St. Patrick's Athletic", + "FC Nordsjælland", + "LA Galaxy", + "Alanyaspor", + "Rosario Central", + "Incheon United FC", + "Brighton & Hove Albion", + "AJ Auxerre", + "Odense Boldklub", + "Sligo Rovers", + "IF Brommapojkarna", + "Borussia Dortmund", + "AS Nancy Lorraine", + null, + "IF Brommapojkarna", + "CD Huachipato", + "Rotherham United", + "Gyeongnam FC", + "Górnik Zabrze", + "Hellas Verona", + "Changchun Yatai FC", + "Shanghai SIPG FC", + "SC Freiburg", + "Paris FC", + "Wellington Phoenix", + "Kawasaki Frontale", + "San Jose Earthquakes", + "Cosenza", + "CD Huachipato", + "Doncaster Rovers", + "Pogoń Szczecin", + "Tianjin Quanjian FC", + "Rayo Vallecano", + "Fulham", + "Rayo Vallecano", + "Paris FC", + "Newport County", + "Wolverhampton Wanderers", + "RB Leipzig", + "Al Faisaly", + "Brentford", + "Club Necaxa", + "Los Angeles FC", + "Guangzhou R&F; FC", + "Club Atlético Talleres", + "Al Ittihad", + "Zagłębie Sosnowiec", + "Al Fayha", + "VVV-Venlo", + "Vegalta Sendai", + "Unión La Calera", + "Deportes Iquique", + "FC Emmen", + "FC Thun", + "Dalian YiFang FC", + "St. Patrick's Athletic", + "Crawley Town", + "V-Varen Nagasaki", + "Waterford FC", + "Lincoln City", + "Gillingham", + "FC Tokyo", + "FC Carl Zeiss Jena", + "Bohemian FC", + "Spezia", + "FC Lorient", + "Beijing Renhe FC", + "AS Béziers", + "Fulham", + "CD Lugo", + "Puebla FC", + "Crawley Town", + "Atlético Huila", + "Henan Jianye FC", + "FC Nordsjælland", + "Bournemouth", + "Bournemouth", + "Norwich City", + "FC Lorient", + "Club Necaxa", + "Hebei China Fortune FC", + "Shonan Bellmare", + "Kristiansund BK", + "Club Atlas", + "Cork City", + "América de Cali", + "Deportivo Pasto", + "Al Hazem", + "Accrington Stanley", + "Montreal Impact", + "Sanfrecce Hiroshima", + "Antalyaspor", + "Oxford United", + "Esbjerg fB", + "Arsenal", + "Hannover 96", + "IK Sirius", + "Fleetwood Town", + "Al Taawoun", + "Northampton Town", + "Hannover 96", + "Jeonnam Dragons", + "Elche CF", + "Sparta Praha", + "Al Faisaly", + "FC Hansa Rostock", + "Angers SCO", + "Palermo", + "Southend United", + "Hebei China Fortune FC", + "Wellington Phoenix", + "Lokomotiv Moscow", + "Paris FC", + "SV Mattersburg", + "Chamois Niortais Football Club", + "Colchester United", + "IF Brommapojkarna", + "Bradford City", + "Bradford City", + "FK Bodø/Glimt", + "FC Admira Wacker Mödling", + "Doncaster Rovers", + "Livingston FC", + "Hull City", + "Piast Gliwice", + "Vendsyssel FF", + "VVV-Venlo", + "Hammarby IF", + "FC Energie Cottbus", + "Guangzhou R&F; FC", + "Júbilo Iwata", + "Club Deportes Temuco", + "VVV-Venlo", + "Columbus Crew SC", + "Trelleborgs FF", + "Olympique de Marseille", + "Derry City", + "Club Necaxa", + "Ranheim Fotball", + "VfL Sportfreunde Lotte", + "FC Tokyo", + "St. Mirren", + "FC Emmen", + null, + "FC Utrecht", + "Livorno", + "Stevenage", + "Ranheim Fotball", + "Pohang Steelers", + "AS Béziers", + "Júbilo Iwata", + "Envigado FC", + "América de Cali", + "SC Preußen Münster", + "Junior FC", + "Houston Dynamo", + "Jeonbuk Hyundai Motors", + "Borussia Dortmund", + "La Berrichonne de Châteauroux", + "FC Wacker Innsbruck", + "Luton Town", + "Envigado FC", + "V-Varen Nagasaki", + "Bradford City", + "RB Leipzig", + "Gimnasia y Esgrima La Plata", + "Bury", + "Dijon FCO", + "Bournemouth", + "Derby County", + "Cheltenham Town", + "Vegalta Sendai", + "La Berrichonne de Châteauroux", + "Al Faisaly", + "Al Faisaly", + "US Cremonese", + "FC Lugano", + "La Equidad", + "Atlético Bucaramanga", + "Jeonnam Dragons", + "Stevenage", + "Al Hazem", + "Accrington Stanley", + "Rosenborg BK", + "Atlético Bucaramanga", + "Henan Jianye FC", + "IF Elfsborg", + "Tiburones Rojos de Veracruz", + "Exeter City", + "Le Havre AC", + "Wigan Athletic", + "Unión de Santa Fe", + "Tiburones Rojos de Veracruz", + "Exeter City", + "Crystal Palace", + "Grasshopper Club Zürich", + "SG Dynamo Dresden", + "Al Batin", + "Wycombe Wanderers", + "Itagüí Leones FC", + "1. FC Union Berlin", + "West Ham United", + "Frosinone", + "Club Atlético Colón", + "Al Batin", + "AC Ajaccio", + "Philadelphia Union", + "Rionegro Águilas", + "Boyacá Chicó FC", + "Dalian YiFang FC", + "Atlanta United", + "Tranmere Rovers", + "Atlanta United", + "Houston Dynamo", + "Hallescher FC", + "FC Lugano", + "Alanyaspor", + "Nagoya Grampus", + "Hallescher FC", + "Crewe Alexandra", + "Pogoń Szczecin", + "SPAL", + "Bray Wanderers", + "Motherwell", + "Ettifaq FC", + "Newcastle United", + "Shamrock Rovers", + "IFK Norrköping", + "CD Antofagasta", + "FC Midtjylland", + "Sligo Rovers", + "FC Midtjylland", + "Bray Wanderers", + "Itagüí Leones FC", + "Piast Gliwice", + "Cardiff City", + "HJK Helsinki", + "Atlético Huila", + "Huddersfield Town", + "Huddersfield Town", + "KV Kortrijk", + "Newcastle Jets", + "Club Atlético Huracán", + "FC Sochaux-Montbéliard", + "Club Atlético Talleres", + "Bray Wanderers", + "Molde FK", + "Crystal Palace", + "Alanyaspor", + "De Graafschap", + "Al Qadisiyah", + "FC Sion", + "Henan Jianye FC", + "Forest Green Rovers", + "Newport County", + "Ranheim Fotball", + "Rionegro Águilas", + "Dalian YiFang FC", + "Morecambe", + "U.N.A.M.", + "Millwall", + "Carlisle United", + "FC St. Pauli", + "Wolfsberger AC", + "Burnley", + "Trelleborgs FF", + "Vitesse", + "Newell's Old Boys", + "Bray Wanderers", + "Real Betis", + "Karlsruher SC", + "Oldham Athletic", + "Daegu FC", + "Rotherham United", + "Envigado FC", + "Newport County", + "FC Red Bull Salzburg", + "Millwall", + "Heracles Almelo", + "FC Groningen", + "Crewe Alexandra", + "Manchester City", + "IF Elfsborg", + "PEC Zwolle", + "Kawasaki Frontale", + "Melbourne Victory", + "Shonan Bellmare", + "1. FC Magdeburg", + "Monarcas Morelia", + "Stevenage", + "Monarcas Morelia", + "SC Paderborn 07", + "Ettifaq FC", + "Real Sociedad", + "AFC Wimbledon", + "FC Sochaux-Montbéliard", + "Odds BK", + "FC Sochaux-Montbéliard", + "Al Taawoun", + "Club León", + "St. Patrick's Athletic", + "Girona FC", + "Sligo Rovers", + "Sivasspor", + "Gillingham", + "Guizhou Hengfeng FC", + "Kasimpaşa SK", + "Macclesfield Town", + "Hammarby IF", + "Eintracht Braunschweig", + "Hull City", + "Eintracht Braunschweig", + "Shanghai SIPG FC", + "Portsmouth", + "Odense Boldklub", + "Mansfield Town", + "Górnik Zabrze", + "Wigan Athletic", + "Alianza Petrolera", + "Unión Española", + "Sligo Rovers", + "GFC Ajaccio", + "Excelsior", + "Stevenage", + "Excelsior", + "Gamba Osaka", + "Le Havre AC", + "Sligo Rovers", + null, + "Morecambe", + "Huddersfield Town", + "FC Erzgebirge Aue", + "Puebla FC", + "Al Batin", + "Brentford", + "Al Faisaly", + "Chongqing Dangdai Lifan FC SWM Team", + "Motherwell", + "Kalmar FF", + "Ettifaq FC", + "Dundee FC", + "Wycombe Wanderers", + "Tranmere Rovers", + "Estudiantes de La Plata", + "Arka Gdynia", + "Rayo Vallecano", + "Cork City", + "Sunderland", + "Livingston FC", + "Newcastle United", + "Southend United", + "Club Tijuana", + "Cambridge United", + "Shanghai SIPG FC", + "Al Raed", + "BK Häcken", + "CD Huachipato", + "Sheffield United", + "Perth Glory", + "Hobro IK", + "FC Hansa Rostock", + "Club Tijuana", + "Royal Excel Mouscron", + "Foggia", + "US Orléans Loiret Football", + "América de Cali", + "Urawa Red Diamonds", + "Morecambe", + "Stabæk Fotball", + "Plymouth Argyle", + "Al Qadisiyah", + "FC St. Pauli", + "Chongqing Dangdai Lifan FC SWM Team", + "Orlando City SC", + "Cracovia", + "Hamilton Academical FC", + "Trelleborgs FF", + null, + "Coventry City", + "Hallescher FC", + "Notts County", + "1. FC Heidenheim 1846", + "Lincoln City", + "Vélez Sarsfield", + "Burnley", + "FC Carl Zeiss Jena", + "Forest Green Rovers", + "Holstein Kiel", + "Esbjerg fB", + "Hebei China Fortune FC", + "Dynamo Kyiv", + "Envigado FC", + "NAC Breda", + "Cork City", + "Oxford United", + "Stade de Reims", + "Aberdeen", + "Queens Park Rangers", + "Bohemian FC", + "Fiorentina", + "Jiangsu Suning FC", + "Coventry City", + "Swindon Town", + "VfL Osnabrück", + "Los Angeles FC", + "AC Horsens", + "Al Wehda", + "Middlesbrough", + "Brentford", + "Al Fayha", + "Beijing Renhe FC", + "Sangju Sangmu FC", + "FC Emmen", + "Lech Poznań", + "Racing Club de Lens", + "Brentford", + "Al Fateh", + null, + "Al Wehda", + "Neuchâtel Xamax", + "Itagüí Leones FC", + "Changchun Yatai FC", + "Rochdale", + "Newcastle Jets", + "Seattle Sounders FC", + "AS Nancy Lorraine", + "Dundee FC", + "Aalborg BK", + "Club Deportes Temuco", + "Club León", + "Tromsø IL", + "FC Thun", + "Bristol City", + "FC Thun", + "RCD Espanyol", + "Derry City", + "SK Brann", + "Macclesfield Town", + "Wolverhampton Wanderers", + "FC Lugano", + "Royal Excel Mouscron", + "Venezia FC", + "Central Coast Mariners", + "Vissel Kobe", + "Tianjin Quanjian FC", + "Hobro IK", + "Lincoln City", + "MKE Ankaragücü", + "TSV 1860 München", + "Fortuna Düsseldorf", + "Lobos BUAP", + "Tranmere Rovers", + "Real Salt Lake", + "Monterrey", + "Ohod Club", + "Ipswich Town", + "Deportivo Toluca", + "Al Ahli", + "Dalkurd FF", + "Grimsby Town", + "Pohang Steelers", + "1. FC Union Berlin", + "Shimizu S-Pulse", + "Royal Excel Mouscron", + "Al Nassr", + "CD Universidad de Concepción", + "TSV Hartberg", + "Kristiansund BK", + "Hull City", + "BK Häcken", + "Brentford", + "Walsall", + "Blackpool", + "Shamrock Rovers", + "Ohod Club", + "Burton Albion", + "Pescara", + "Al Fayha", + "Daegu FC", + "Śląsk Wrocław", + "Milton Keynes Dons", + "Fulham", + "Leeds United", + "AFC Wimbledon", + "FC Emmen", + "SK Sturm Graz", + "Al Hazem", + "Club Atlético Huracán", + "Puebla FC", + "Al Qadisiyah", + "AIK", + "Atlético Bucaramanga", + "SønderjyskE", + "St. Johnstone FC", + "Kayserispor", + "Al Ahli", + "Al Qadisiyah", + "Macclesfield Town", + "Fortuna Düsseldorf", + "Al Qadisiyah", + "Ascoli", + "West Ham United", + "FC Lorient", + "Shonan Bellmare", + "Shanghai Greenland Shenhua FC", + "Al Hilal", + "AIK", + "FC Schalke 04", + "Seattle Sounders FC", + "Leeds United", + "Southend United", + "LA Galaxy", + "Alianza Petrolera", + "Gyeongnam FC", + "Carlisle United", + "Blackpool", + "FC Emmen", + "Scunthorpe United", + "Alanyaspor", + "FC Admira Wacker Mödling", + "IFK Göteborg", + "Motherwell", + "Pachuca", + "Yokohama F. Marinos", + "Once Caldas", + "Livingston FC", + "Palermo", + "St. Mirren", + "KFC Uerdingen 05", + "Valenciennes FC", + "Lokomotiv Moscow", + "Paris FC", + "Exeter City", + "Nîmes Olympique", + "Rochdale", + "FC Ingolstadt 04", + "Deportivo Cali", + "Middlesbrough", + "St. Patrick's Athletic", + "Shanghai Greenland Shenhua FC", + "Rochdale", + "Yeovil Town", + "Boavista FC", + "Tranmere Rovers", + "Bury", + "Al Ahli", + "Leeds United", + "Once Caldas", + "Bray Wanderers", + "Stevenage", + "Eintracht Braunschweig", + "Godoy Cruz", + "Cambridge United", + "La Equidad", + "Millwall", + "Livingston FC", + "Grimsby Town", + "Sydney FC", + "Oxford United", + "SønderjyskE", + "CD Everton de Viña del Mar", + "Vendsyssel FF", + "Fortuna Sittard", + "Estudiantes de La Plata", + "AIK", + "1. FC Magdeburg", + "Newport County", + "Jiangsu Suning FC", + "Al Faisaly", + "BSC Young Boys", + "Boyacá Chicó FC", + "Deportivo Toluca", + "Crystal Palace", + "CD Antofagasta", + "Daegu FC", + "Club Atlético Tigre", + "Deportivo Pasto", + "Colchester United", + "Lech Poznań", + "Port Vale", + "Çaykur Rizespor", + "Al Qadisiyah", + "Lech Poznań", + "Stevenage", + "VVV-Venlo", + "Djurgårdens IF", + "Central Coast Mariners", + "FC Lorient", + "IF Elfsborg", + "Curicó Unido", + "Tromsø IL", + "New York Red Bulls", + "Orlando City SC", + "Vegalta Sendai", + "VfR Aalen", + "FC Energie Cottbus", + "Górnik Zabrze", + "Śląsk Wrocław", + "Heart of Midlothian", + "Oldham Athletic", + "Jaguares de Córdoba", + "Örebro SK", + "Waterford FC", + "Scunthorpe United", + "Luton Town", + "FC Wacker Innsbruck", + "Boyacá Chicó FC", + "Antalyaspor", + "Milton Keynes Dons", + "AS Béziers", + "Ohod Club", + "Al Fayha", + "Northampton Town", + "FC Dallas", + "Derry City", + "Club Deportes Temuco", + "Medipol Başakşehir FK", + "Perth Glory", + "FK Austria Wien", + "Crystal Palace", + "Daegu FC", + "Newcastle United", + "St. Patrick's Athletic", + "Strømsgodset IF", + "VfR Aalen", + "Kalmar FF", + "TSV 1860 München", + "Deportes Tolima", + "Atlanta United", + "Macclesfield Town", + "Boyacá Chicó FC", + "Limerick FC", + "Morecambe", + "FC Thun", + "SD Huesca", + "FC Tokyo", + "Venezia FC", + "Tromsø IL", + "FC Nordsjælland", + "Rotherham United", + "Al Hilal", + "Club Atlas", + "Wisła Kraków", + "Kashima Antlers", + "FC Sochaux-Montbéliard", + "Querétaro", + "Brentford", + "Shimizu S-Pulse", + "Willem II", + "Shandong Luneng TaiShan FC", + "VfL Sportfreunde Lotte", + "Waterford FC", + "Strømsgodset IF", + "SV Meppen", + "Östersunds FK", + "Girona FC", + "St. Mirren", + "Envigado FC", + "Grasshopper Club Zürich", + "Shonan Bellmare", + "Crewe Alexandra", + null, + "Gillingham", + "Vissel Kobe", + "Albacete BP", + "Lechia Gdańsk", + "1. FC Kaiserslautern", + "Ettifaq FC", + "Piast Gliwice", + "AS Saint-Étienne", + "Albacete BP", + null, + "San Luis de Quillota", + "Hamilton Academical FC", + "Empoli", + "FC Lorient", + "Beijing Sinobo Guoan FC", + "Middlesbrough", + "Kilmarnock", + "Barnsley", + "AC Horsens", + "Real Valladolid CF", + "FC St. Pauli", + "Barnsley", + "Chelsea", + "Örebro SK", + "Al Fateh", + "AJ Auxerre", + "Yeni Malatyaspor", + "Deportes Iquique", + "BB Erzurumspor", + "Club Atlético Colón", + "Burton Albion", + "Vålerenga Fotball", + "FC Zürich", + "La Equidad", + "CD O'Higgins", + "Djurgårdens IF", + "Excelsior", + "Górnik Zabrze", + "Stevenage", + "FC Tokyo", + "Los Angeles FC", + "Beijing Sinobo Guoan FC", + "Bray Wanderers", + "Kalmar FF", + "Miedź Legnica", + "SV Darmstadt 98", + "Legia Warszawa", + "Bohemian FC", + "Sheffield United", + "Ranheim Fotball", + "Al Wehda", + "Coventry City", + "Henan Jianye FC", + "Rionegro Águilas", + "Vélez Sarsfield", + "Sheffield United", + "Shonan Bellmare", + "Shonan Bellmare", + "Lechia Gdańsk", + "Al Faisaly", + "Melbourne City FC", + "Lecce", + "Limerick FC", + "Djurgårdens IF", + "Newport County", + "Lechia Gdańsk", + "Brisbane Roar", + "Burnley", + "Medipol Başakşehir FK", + "Kilmarnock", + "Notts County", + "Medipol Başakşehir FK", + "Tianjin TEDA FC", + "Chongqing Dangdai Lifan FC SWM Team", + "Legia Warszawa", + "Kashiwa Reysol", + "Morecambe", + "Clermont Foot 63", + "Cambridge United", + "Wolverhampton Wanderers", + "FC Zürich", + "Vendsyssel FF", + "Miedź Legnica", + "Al Shabab", + "Crawley Town", + "Hamilton Academical FC", + "SKN St. Pölten", + "Henan Jianye FC", + "Sarpsborg 08 FF", + "Morecambe", + "Guizhou Hengfeng FC", + "Querétaro", + "Cruz Azul", + "Fulham", + "Shonan Bellmare", + "FC Groningen", + "FC Admira Wacker Mödling", + "Kalmar FF", + "Port Vale", + "Tianjin TEDA FC", + "Vissel Kobe", + "Blackpool", + "Al Hazem", + "Kawasaki Frontale", + "Pachuca", + "Independiente Medellín", + "Ranheim Fotball", + "SC Fortuna Köln", + "Sheffield United", + "América de Cali", + "Ettifaq FC", + "Lillestrøm SK", + "Ettifaq FC", + "Kashima Antlers", + "Changchun Yatai FC", + "Limerick FC", + "Sanfrecce Hiroshima", + "Shanghai SIPG FC", + "Hammarby IF", + null, + "Forest Green Rovers", + "Urawa Red Diamonds", + "Valenciennes FC", + "Western Sydney Wanderers", + "Sagan Tosu", + "Alanyaspor", + "Djurgårdens IF", + "Gyeongnam FC", + "Orlando City SC", + "FC Thun", + "Empoli", + "SC Fortuna Köln", + "Tianjin TEDA FC", + "FC Sion", + "Tianjin TEDA FC", + "Newport County", + "Gamba Osaka", + "Macclesfield Town", + "Al Hazem", + "AIK", + "Club Atlas", + "Central Coast Mariners", + "Brisbane Roar", + "IFK Göteborg", + "Guangzhou Evergrande Taobao FC", + "Cambridge United", + "CD Universidad de Concepción", + "Lincoln City", + "FC Bayern München", + "Morecambe", + "CD O'Higgins", + "Örebro SK", + "Shimizu S-Pulse", + "Central Coast Mariners", + "Hull City", + "Shimizu S-Pulse", + "Brisbane Roar", + "Bray Wanderers", + "FK Haugesund", + "New York City FC", + "Fulham", + "SønderjyskE", + "Burnley", + null, + "Waterford FC", + "Strømsgodset IF", + "Al Batin", + "FC Würzburger Kickers", + "Strømsgodset IF", + "Sydney FC", + "Odense Boldklub", + "VfL Sportfreunde Lotte", + "Sarpsborg 08 FF", + "Grimsby Town", + "Rosario Central", + "Neuchâtel Xamax", + "Gillingham", + "Gyeongnam FC", + "Eintracht Braunschweig", + "Sydney FC", + "FC Emmen", + "Bray Wanderers", + "Wisła Kraków", + "Milton Keynes Dons", + "Nagoya Grampus", + "Cork City", + "Daegu FC", + "SønderjyskE", + "KAS Eupen", + "Randers FC", + "Yeovil Town", + "Dalian YiFang FC", + null, + "Southend United", + "FC Augsburg", + "Burnley", + "Gangwon FC", + "AS Béziers", + "Dalian YiFang FC", + "Club Tijuana", + "Korona Kielce", + "Al Fayha", + "Newcastle Jets", + "Clermont Foot 63", + "Al Faisaly", + "St. Patrick's Athletic", + "Vejle Boldklub", + "Sporting de Charleroi", + "Kaizer Chiefs", + "Belgrano de Córdoba", + "Daegu FC", + "Wigan Athletic", + "Beijing Sinobo Guoan FC", + "Shanghai Greenland Shenhua FC", + "Dalian YiFang FC", + "Swindon Town", + "SV Mattersburg", + "Grimsby Town", + "SK Slavia Praha", + "Mansfield Town", + "Çaykur Rizespor", + "FC Admira Wacker Mödling", + "Al Shabab", + "Mansfield Town", + null, + "La Equidad", + "Universidad Católica", + "San Jose Earthquakes", + "Millwall", + "Waterford FC", + "Motherwell", + "Racing Club", + "Clermont Foot 63", + "Al Ahli", + "Central Coast Mariners", + "Grimsby Town", + "Blackburn Rovers", + "Al Ahli", + "AIK", + "Al Ahli", + "Western Sydney Wanderers", + "Shamrock Rovers", + "Peterborough United", + "América de Cali", + "Club Deportes Temuco", + "Leeds United", + "Changchun Yatai FC", + "FK Bodø/Glimt", + "Al Faisaly", + "Girona FC", + "Al Qadisiyah", + "Blackburn Rovers", + "Orlando City SC", + "Vélez Sarsfield", + "Al Hazem", + "AS Nancy Lorraine", + "IF Elfsborg", + "CD Everton de Viña del Mar", + "Lech Poznań", + "Cádiz CF", + "Sassuolo", + "CD O'Higgins", + "SG Dynamo Dresden", + "Limerick FC", + "FC Dallas", + "Barnsley", + "Górnik Zabrze", + "Al Wehda", + "Millwall", + "Carlisle United", + "Al Nassr", + "Al Qadisiyah", + "AC Horsens", + "Limerick FC", + "Vendsyssel FF", + "Vejle Boldklub", + "Mansfield Town", + "Boyacá Chicó FC", + "Aarhus GF", + "Morecambe", + "Le Havre AC", + "CD Huachipato", + "Arka Gdynia", + "Molde FK", + "SK Sturm Graz", + "Carlisle United", + "CD Numancia", + "Cerezo Osaka", + "Stabæk Fotball", + "Crystal Palace", + "Kayserispor", + "IK Sirius", + "St. Patrick's Athletic", + "Al Shabab", + "Al Shabab", + "Huddersfield Town", + "Fleetwood Town", + "Oxford United", + "AC Ajaccio", + "Benevento", + "Universidad Católica", + "Grasshopper Club Zürich", + "SK Slavia Praha", + "Newport County", + "Curicó Unido", + "Hobro IK", + "Jagiellonia Białystok", + "Kayserispor", + "Norwich City", + "Racing Club", + "Grasshopper Club Zürich", + "Guangzhou R&F; FC", + "Rotherham United", + "Grasshopper Club Zürich", + "Rotherham United", + "IFK Göteborg", + "Shimizu S-Pulse", + "Pogoń Szczecin", + "Shimizu S-Pulse", + "Burnley", + "TSV Hartberg", + "Örebro SK", + "Kashima Antlers", + "Bohemian FC", + "Bray Wanderers", + "Dalian YiFang FC", + "Aalborg BK", + "VfL Bochum 1848", + "IF Brommapojkarna", + "Bohemian FC", + "Burnley", + "Colorado Rapids", + "RCD Espanyol", + "Colo-Colo", + "Derry City", + "Limerick FC", + "Bray Wanderers", + "River Plate", + "Notts County", + "Hallescher FC", + "Crewe Alexandra", + "Sivasspor", + "Sangju Sangmu FC", + "Sivasspor", + "Real Salt Lake", + null, + "Notts County", + "Club Deportes Temuco", + "CD Palestino", + "GFC Ajaccio", + "Al Ahli", + "Atlético Huila", + "Vålerenga Fotball", + "Sagan Tosu", + "CD Everton de Viña del Mar", + "Yeni Malatyaspor", + "Club Atlético Colón", + "US Orléans Loiret Football", + "Colchester United", + "Newcastle United", + "Tiburones Rojos de Veracruz", + "Vegalta Sendai", + "Júbilo Iwata", + "Júbilo Iwata", + "Blackburn Rovers", + "Derry City", + "Carpi", + "FC Zürich", + "FK Austria Wien", + "FC Würzburger Kickers", + "SV Darmstadt 98", + "Swindon Town", + "Derry City", + "Shonan Bellmare", + "Shonan Bellmare", + "Perth Glory", + "IK Sirius", + "CD O'Higgins", + "Mansfield Town", + "Yeovil Town", + "Portland Timbers", + "Kilmarnock", + "Dundee FC", + "Carlisle United", + "FC Emmen", + "Deportes Iquique", + "GIF Sundsvall", + "BSC Young Boys", + "FC Lorient", + "SKN St. Pölten", + "Nagoya Grampus", + "Sunderland", + "Cheltenham Town", + "Belgrano de Córdoba", + "Derry City", + "FC Carl Zeiss Jena", + "SCR Altach", + "Querétaro", + "Göztepe SK", + "Sampdoria", + "IFK Norrköping", + "Beijing Renhe FC", + "SC Preußen Münster", + "Once Caldas", + "Cosenza", + "Al Wehda", + "Queens Park Rangers", + "Minnesota United FC", + "Malmö FF", + "Pachuca", + "Sanfrecce Hiroshima", + "Carlisle United", + "Universidad de Chile", + null, + "Cork City", + "Strømsgodset IF", + "Örebro SK", + "Wellington Phoenix", + "AS Nancy Lorraine", + "FC Wacker Innsbruck", + "Itagüí Leones FC", + "Wolfsberger AC", + "Limerick FC", + "Jaguares de Córdoba", + "Hamilton Academical FC", + "Shimizu S-Pulse", + "Chongqing Dangdai Lifan FC SWM Team", + "Colchester United", + "Gillingham", + "Carlisle United", + "Gamba Osaka", + null, + "Al Ittihad", + "Tianjin Quanjian FC", + "Gamba Osaka", + "Stade de Reims", + "CD Everton de Viña del Mar", + "Wolfsberger AC", + "Sporting Lokeren", + "Ettifaq FC", + "Exeter City", + "Bolton Wanderers", + "FC Lorient", + "Zagłębie Lubin", + "Monterrey", + "Rochdale", + "Guangzhou R&F; FC", + "Al Fayha", + "Itagüí Leones FC", + "Dalian YiFang FC", + "Empoli", + "Valenciennes FC", + "Holstein Kiel", + "Tianjin TEDA FC", + "Śląsk Wrocław", + "FC Emmen", + "AS Béziers", + "Pogoń Szczecin", + "Beijing Renhe FC", + "Cracovia", + "FC Dallas", + "Neuchâtel Xamax", + "Livorno", + "Scunthorpe United", + "Doncaster Rovers", + "Shonan Bellmare", + "Derry City", + "Walsall", + "Arka Gdynia", + "Chongqing Dangdai Lifan FC SWM Team", + "FC Emmen", + "V-Varen Nagasaki", + "HJK Helsinki", + "SK Rapid Wien", + "Dalian YiFang FC", + "Mansfield Town", + "Tianjin TEDA FC", + "Lillestrøm SK", + "CD Huachipato", + "Śląsk Wrocław", + "Blackburn Rovers", + "SV Meppen", + "Racing Club de Lens", + "IF Brommapojkarna", + "1. FC Kaiserslautern", + "Northampton Town", + "Atlético Nacional", + "Chamois Niortais Football Club", + "Crewe Alexandra", + "Randers FC", + "Leeds United", + "Crewe Alexandra", + "Atlético Bucaramanga", + "Ranheim Fotball", + "Stabæk Fotball", + "Trelleborgs FF", + "Swindon Town", + "Forest Green Rovers", + "Hammarby IF", + "IF Brommapojkarna", + "Le Havre AC", + "Bristol Rovers", + "Cambridge United", + "Colchester United", + "Brisbane Roar", + "América de Cali", + "Limerick FC", + "FC Hansa Rostock", + "Limerick FC", + "Cheltenham Town", + "Bohemian FC", + "Vejle Boldklub", + "Kilmarnock", + "Boyacá Chicó FC", + "Pogoń Szczecin", + "SD Huesca", + "Boyacá Chicó FC", + "IF Elfsborg", + "Al Qadisiyah", + "Valenciennes FC", + "Aston Villa", + "Barnsley", + "Sporting de Charleroi", + "BK Häcken", + "Hamilton Academical FC", + "AC Horsens", + "Tiburones Rojos de Veracruz", + "Vendsyssel FF", + "CD Everton de Viña del Mar", + "Preston North End", + "Northampton Town", + "Shrewsbury", + "Melbourne Victory", + "Atlético Nacional", + "FC Nordsjælland", + "Wigan Athletic", + "Sligo Rovers", + "Venezia FC", + "Unión La Calera", + "Al Raed", + "Wigan Athletic", + "Colchester United", + "Mansfield Town", + "Bradford City", + "Spezia", + "Dundee FC", + "FC Wacker Innsbruck", + "Yokohama F. Marinos", + "Sunderland", + "SK Sturm Graz", + "Brisbane Roar", + "Molde FK", + "FC Basel 1893", + "Alianza Petrolera", + "Śląsk Wrocław", + null, + "Vissel Kobe", + "Livingston FC", + "Vissel Kobe", + "VfL Bochum 1848", + "De Graafschap", + "Bray Wanderers", + "Derby County", + "Macclesfield Town", + "Carpi", + "Gimnasia y Esgrima La Plata", + "Club Tijuana", + "Arka Gdynia", + "Wolverhampton Wanderers", + "Hebei China Fortune FC", + "Adelaide United", + "Belgrano de Córdoba", + "San Luis de Quillota", + "Al Hazem", + "Deportivo Toluca", + "Barnsley", + "Queens Park Rangers", + "Colchester United", + "Bury", + "Al Fateh", + "LASK Linz", + "Al Fateh", + "FC Dallas", + "Odds BK", + "Daegu FC", + "Fulham", + "Universidad Católica", + "Unión Española", + "Wolfsberger AC", + "Monarcas Morelia", + "Kawasaki Frontale", + "Karlsruher SC", + "Sligo Rovers", + "AFC Wimbledon", + "SC Paderborn 07", + "Bristol Rovers", + "Brighton & Hove Albion", + "Bohemian FC", + "Kalmar FF", + "Guizhou Hengfeng FC", + "Sagan Tosu", + "Stade de Reims", + "Envigado FC", + "Yeni Malatyaspor", + "Yokohama F. Marinos", + "Yokohama F. Marinos", + "Sunderland", + "Rosenborg BK", + "Club Deportes Temuco", + "Wolverhampton Wanderers", + "Yokohama F. Marinos", + "HJK Helsinki", + "FC Ingolstadt 04", + "Montreal Impact", + "Birmingham City", + "Tianjin TEDA FC", + "CD Huachipato", + "Vejle Boldklub", + "Coventry City", + "Central Coast Mariners", + "MSV Duisburg", + "Al Batin", + "Wisła Kraków", + "BSC Young Boys", + "Unión Española", + "Macclesfield Town", + "Bohemian FC", + "VfR Aalen", + "Sandefjord Fotball", + "Millwall", + "Millwall", + "Sheffield Wednesday", + "Unión La Calera", + "Kashiwa Reysol", + "AEK Athens", + "Doncaster Rovers", + "Once Caldas", + "St. Johnstone FC", + "Nagoya Grampus", + "Ipswich Town", + "Bohemian FC", + "Guangzhou R&F; FC", + "SKN St. Pölten", + "Itagüí Leones FC", + "San Luis de Quillota", + "SG Sonnenhof Großaspach", + "Stabæk Fotball", + "Stevenage", + "Kristiansund BK", + "Dalian YiFang FC", + "FC Sion", + "Guangzhou R&F; FC", + null, + "Al Batin", + "Scunthorpe United", + "Middlesbrough", + "FC Zürich", + "AFC Wimbledon", + "Hokkaido Consadole Sapporo", + "HJK Helsinki", + "AFC Wimbledon", + "New England Revolution", + "US Cremonese", + "Tianjin TEDA FC", + "Cracovia", + "Gillingham", + "Newcastle Jets", + "Manchester City", + "Stade de Reims", + "Derry City", + "Carpi", + "Burton Albion", + "Cardiff City", + "SK Brann", + "FC Nordsjælland", + "V-Varen Nagasaki", + "Hamilton Academical FC", + "Al Raed", + "Cheltenham Town", + "Western Sydney Wanderers", + "Trelleborgs FF", + "TSV Hartberg", + "Hokkaido Consadole Sapporo", + "Ohod Club", + "Fleetwood Town", + "Atlanta United", + "St. Mirren", + "Patriotas Boyacá FC", + "Bolton Wanderers", + "1. FC Köln", + "Hull City", + "Jiangsu Suning FC", + "SpVgg Unterhaching", + "Zagłębie Sosnowiec", + "Derry City", + "SCR Altach", + "Hobro IK", + "HJK Helsinki", + "Al Nassr", + "BSC Young Boys", + "Ipswich Town", + "Tianjin Quanjian FC", + "Jagiellonia Białystok", + "Cork City", + "IFK Norrköping", + "Tranmere Rovers", + "Willem II", + "Atlético Bucaramanga", + "Śląsk Wrocław", + "Piast Gliwice", + "Beijing Renhe FC", + "Sandefjord Fotball", + "FK Haugesund", + "Bradford City", + "FC Lugano", + "Zagłębie Lubin", + "Al Batin", + "Audax Italiano", + "FC Luzern", + "Wolverhampton Wanderers", + "Beijing Renhe FC", + "FC Lorient", + "Bohemian FC", + "BK Häcken", + "Swindon Town", + "CD Palestino", + "Górnik Zabrze", + "Livingston FC", + "Dalian YiFang FC", + "Shandong Luneng TaiShan FC", + "FC København", + "CD Everton de Viña del Mar", + "Rangers FC", + "Yeovil Town", + "Bristol City", + "Sheffield United", + "FC Energie Cottbus", + "Sydney FC", + "SG Dynamo Dresden", + "AC Ajaccio", + "1. FC Kaiserslautern", + "Bury", + "V-Varen Nagasaki", + "Bristol City", + "Limerick FC", + "Kilmarnock", + "Arka Gdynia", + "Hammarby IF", + "Al Ahli", + "FC Zürich", + "BK Häcken", + "Millwall", + "VfL Osnabrück", + "Deportivo Pasto", + "1. FC Heidenheim 1846", + null, + "Barnsley", + "Melbourne Victory", + "AFC Wimbledon", + "Notts County", + "Cardiff City", + "Lincoln City", + "Cardiff City", + "AC Ajaccio", + "Cheltenham Town", + "Morecambe", + "Atlético Huila", + "Aberdeen", + "CD Antofagasta", + "Deportes Tolima", + "Bray Wanderers", + "Portsmouth", + "FC Sochaux-Montbéliard", + "V-Varen Nagasaki", + "Beijing Renhe FC", + "FC Erzgebirge Aue", + "Sandefjord Fotball", + "FC Erzgebirge Aue", + "FC Nordsjælland", + "HJK Helsinki", + "Shanghai Greenland Shenhua FC", + "Oldham Athletic", + "Atlético Huila", + "Śląsk Wrocław", + "La Berrichonne de Châteauroux", + "AFC Wimbledon", + "FC Tokyo", + "Sligo Rovers", + "Santa Clara", + "Cracovia", + "San Luis de Quillota", + "FC Luzern", + "Exeter City", + "St. Johnstone FC", + "Shanghai SIPG FC", + "LASK Linz", + "San Luis de Quillota", + "Sivasspor", + "Wisła Płock", + "Korona Kielce", + "Hibernian", + "Independiente Santa Fe", + "St. Mirren", + "Górnik Zabrze", + "Valenciennes FC", + "Cork City", + "Unión Española", + "SK Brann", + "Charlton Athletic", + "Lillestrøm SK", + "Yokohama F. Marinos", + "Waterford FC", + "GIF Sundsvall", + "Hallescher FC", + "SC Paderborn 07", + "Karlsruher SC", + "SC Paderborn 07", + "Karlsruher SC", + "CD Huachipato", + "Lillestrøm SK", + "Aarhus GF", + "RC Strasbourg Alsace", + "Sint-Truidense VV", + "Júbilo Iwata", + "Júbilo Iwata", + "St. Mirren", + "Yokohama F. Marinos", + "Curicó Unido", + "FC Basel 1893", + "FC Tokyo", + "Santos Laguna", + "SC Fortuna Köln", + "FK Haugesund", + "Changchun Yatai FC", + "FC Dallas", + "FC Würzburger Kickers", + "Derry City", + "Charlton Athletic", + "SC Paderborn 07", + "SC Paderborn 07", + "Jagiellonia Białystok", + "FK Haugesund", + "FC St. Gallen", + "Al Batin", + "VfR Aalen", + "SønderjyskE", + "Shanghai Greenland Shenhua FC", + "Urawa Red Diamonds", + "Carlisle United", + "Atlético Huila", + "FC Luzern", + "SK Brann", + "Chongqing Dangdai Lifan FC SWM Team", + "Chongqing Dangdai Lifan FC SWM Team", + "Patronato", + "FC Lorient", + "Guangzhou Evergrande Taobao FC", + "Boyacá Chicó FC", + "Lillestrøm SK", + "1. FC Union Berlin", + "Deportes Tolima", + "Aalborg BK", + "Guangzhou R&F; FC", + "Al Taawoun", + "Wisła Kraków", + "FC Carl Zeiss Jena", + "Accrington Stanley", + "Nagoya Grampus", + "IFK Göteborg", + "IFK Norrköping", + "FC Carl Zeiss Jena", + "Walsall", + "Tianjin Quanjian FC", + "Lincoln City", + "Colchester United", + "Livingston FC", + "Perth Glory", + "Henan Jianye FC", + "Incheon United FC", + "Burton Albion", + "US Salernitana 1919", + "Central Coast Mariners", + "Bradford City", + "Shanghai SIPG FC", + "Cracovia", + "Shanghai SIPG FC", + "Al Fateh", + "Al Taawoun", + "Hokkaido Consadole Sapporo", + "Shanghai SIPG FC", + "Daegu FC", + "Al Fateh", + "Changchun Yatai FC", + "Aston Villa", + "Doncaster Rovers", + "Dundalk", + "1. FC Köln", + "Gamba Osaka", + "Grimsby Town", + "Universidad Católica", + "GFC Ajaccio", + "Vegalta Sendai", + "Deportes Iquique", + "Dundalk", + "GFC Ajaccio", + "Fleetwood Town", + "AIK", + "SV Meppen", + "Barnsley", + "Luton Town", + "Portsmouth", + "Beijing Renhe FC", + "Al Batin", + "Portland Timbers", + "St. Johnstone FC", + "Changchun Yatai FC", + "Northampton Town", + "Philadelphia Union", + "Henan Jianye FC", + "Jagiellonia Białystok", + "Neuchâtel Xamax", + "Central Coast Mariners", + "Bray Wanderers", + "IF Elfsborg", + "Aston Villa", + "Örebro SK", + "Limerick FC", + "Lecce", + "Wisła Kraków", + "Adelaide United", + "Bray Wanderers", + "Jaguares de Córdoba", + "Livingston FC", + "Stevenage", + "Korona Kielce", + "Independiente Medellín", + "SV Meppen", + "Sydney FC", + "Al Raed", + "FC Lugano", + "Al Raed", + "Sydney FC", + "Accrington Stanley", + "Odds BK", + "Coventry City", + "Aberdeen", + "Arka Gdynia", + "Al Batin", + "IK Sirius", + "Randers FC", + "FK Bodø/Glimt", + "Notts County", + "Örebro SK", + "Guangzhou Evergrande Taobao FC", + "V-Varen Nagasaki", + "Korona Kielce", + "Melbourne City FC", + "Portsmouth", + "Changchun Yatai FC", + "Sarpsborg 08 FF", + "Aalborg BK", + "Hammarby IF", + "Vålerenga Fotball", + "Djurgårdens IF", + "Zagłębie Lubin", + "Bohemian FC", + "Randers FC", + "Rosenborg BK", + "Yeovil Town", + "Wellington Phoenix", + "Dundee FC", + "Vissel Kobe", + "Envigado FC", + "Stevenage", + "Motherwell", + "Kasimpaşa SK", + "Accrington Stanley", + "Wisła Płock", + "SK Sturm Graz", + "Carpi", + "Hokkaido Consadole Sapporo", + "Stevenage", + "Vissel Kobe", + "Ohod Club", + "Vålerenga Fotball", + "Oxford United", + "Beijing Sinobo Guoan FC", + "FC St. Gallen", + "St. Johnstone FC", + "Shamrock Rovers", + "Kashiwa Reysol", + "New York City FC", + "FC Admira Wacker Mödling", + "Independiente Medellín", + "Dalian YiFang FC", + "Dundee FC", + "Bohemian FC", + "Fleetwood Town", + "BK Häcken", + "Vålerenga Fotball", + "Stabæk Fotball", + "Hamilton Academical FC", + " SSV Jahn Regensburg", + "VfL Osnabrück", + "Ohod Club", + "Adelaide United", + "Melbourne City FC", + "VfL Osnabrück", + "Houston Dynamo", + "Vendsyssel FF", + "Curicó Unido", + "Sheffield United", + "Cardiff City", + "Brøndby IF", + "Crewe Alexandra", + "Boyacá Chicó FC", + "HJK Helsinki", + "Hokkaido Consadole Sapporo", + "Swindon Town", + "CD O'Higgins", + "Livorno", + "Bohemian FC", + "Livorno", + "MSV Duisburg", + "Orlando Pirates", + "Macclesfield Town", + "Kalmar FF", + "Tranmere Rovers", + "Dynamo Kyiv", + "Waterford FC", + "Aalborg BK", + "Jiangsu Suning FC", + "Al Taawoun", + "Hobro IK", + "CD Antofagasta", + "Jiangsu Suning FC", + "Henan Jianye FC", + "FC Thun", + "Guangzhou R&F; FC", + "Sarpsborg 08 FF", + "Fleetwood Town", + "Aalborg BK", + "Yokohama F. Marinos", + "Limerick FC", + "Melbourne City FC", + "CD Huachipato", + "Al Taawoun", + "Kashima Antlers", + "Gamba Osaka", + "Empoli", + "Tromsø IL", + "Shandong Luneng TaiShan FC", + "FC Nordsjælland", + "Jiangsu Suning FC", + "Blackpool", + "IK Sirius", + "V-Varen Nagasaki", + "Wolfsberger AC", + "Dalian YiFang FC", + "Odds BK", + "La Berrichonne de Châteauroux", + "Guizhou Hengfeng FC", + "Northampton Town", + "FC Ingolstadt 04", + "Brøndby IF", + "Al Nassr", + "Guangzhou Evergrande Taobao FC", + "Waterford FC", + "SK Brann", + "Limerick FC", + "Gamba Osaka", + "Dalkurd FF", + "Tianjin Quanjian FC", + "Dalkurd FF", + "Shonan Bellmare", + "Exeter City", + "Exeter City", + "Club Atlético Tigre", + "Wisła Kraków", + "Wisła Płock", + "SC Preußen Münster", + "Livingston FC", + "Júbilo Iwata", + "HJK Helsinki", + "Zagłębie Sosnowiec", + "Sheffield Wednesday", + "IFK Göteborg", + "Kilmarnock", + "Unión La Calera", + "Al Fateh", + "Shrewsbury", + "Aarhus GF", + "Shandong Luneng TaiShan FC", + "Crawley Town", + "Exeter City", + "Aarhus GF", + "Bristol Rovers", + "FK Bodø/Glimt", + "Cerezo Osaka", + "FC Zürich", + "Bristol City", + "Aarhus GF", + "FC Midtjylland", + "Sydney FC", + "Vancouver Whitecaps FC", + "Al Shabab", + "Randers FC", + "Guangzhou Evergrande Taobao FC", + "CD Huachipato", + "Boyacá Chicó FC", + "Molde FK", + "Foggia", + "Bray Wanderers", + "SK Brann", + "Sligo Rovers", + "Odds BK", + "Toronto FC", + "Toronto FC", + "Luton Town", + "AC Horsens", + "Barnsley", + "New York City FC", + "Trelleborgs FF", + "Independiente Santa Fe", + "Oxford United", + "Korona Kielce", + "Hobro IK", + "Stevenage", + "Charlton Athletic", + "Swindon Town", + "Northampton Town", + "Independiente Medellín", + "Vålerenga Fotball", + "FC Sochaux-Montbéliard", + "Adelaide United", + "FC St. Gallen", + "SPAL", + "Shrewsbury", + "Exeter City", + "Bohemian FC", + "Bohemian FC", + "SC Preußen Münster", + "Morecambe", + "Vejle Boldklub", + "Yokohama F. Marinos", + "FK Bodø/Glimt", + "Motherwell", + "Houston Dynamo", + "FK Bodø/Glimt", + "Adelaide United", + "Atlético Huila", + "Foggia", + "SC Paderborn 07", + "Foggia", + "Foggia", + "Aarhus GF", + "Northampton Town", + "Preston North End", + "Preston North End", + "Preston North End", + "Gamba Osaka", + "Changchun Yatai FC", + "SV Darmstadt 98", + "Tianjin TEDA FC", + "Wisła Kraków", + "Gillingham", + "Örebro SK", + "Grasshopper Club Zürich", + "Curicó Unido", + "Henan Jianye FC", + "Júbilo Iwata", + "Daegu FC", + "Cork City", + "Aalborg BK", + "Jiangsu Suning FC", + "Jeju United FC", + "Vendsyssel FF", + "Shrewsbury", + "SKN St. Pölten", + "Dundalk", + "Guangzhou R&F; FC", + "Gyeongnam FC", + "Dalian YiFang FC", + "KFC Uerdingen 05", + "Crewe Alexandra", + "Aarhus GF", + "Hibernian", + "Melbourne City FC", + "Odense Boldklub", + "Audax Italiano", + "Bray Wanderers", + "Derry City", + "Esbjerg fB", + "Envigado FC", + "Hamilton Academical FC", + "Guizhou Hengfeng FC", + "Western Sydney Wanderers", + "Aberdeen", + "Al Fateh", + "Wolfsberger AC", + "Wolfsberger AC", + "AFC Wimbledon", + "Limerick FC", + "Argentinos Juniors", + "Beijing Renhe FC", + "Watford", + "Beijing Renhe FC", + "Lechia Gdańsk", + "FC Dallas", + "Miedź Legnica", + "Malmö FF", + "Exeter City", + "Wisła Płock", + "St. Patrick's Athletic", + "AC Horsens", + "Zagłębie Sosnowiec", + "Miedź Legnica", + "HJK Helsinki", + "Plymouth Argyle", + "Sporting de Charleroi", + "Dundalk", + "St. Mirren", + "Aarhus GF", + "FC Thun", + "Shandong Luneng TaiShan FC", + "Adelaide United", + "Guizhou Hengfeng FC", + "Bray Wanderers", + "Crawley Town", + "Esbjerg fB", + "Coventry City", + "SønderjyskE", + "Lincoln City", + "Changchun Yatai FC", + "Bray Wanderers", + "Al Nassr", + "Vålerenga Fotball", + "BK Häcken", + "FC Nordsjælland", + "Sandefjord Fotball", + "Atlético Nacional", + "Jagiellonia Białystok", + "Guizhou Hengfeng FC", + "Östersunds FK", + "Milton Keynes Dons", + "Shamrock Rovers", + "Hobro IK", + "Stabæk Fotball", + "Shanghai SIPG FC", + "Morecambe", + "SK Slavia Praha", + "Cambridge United", + "San Luis de Quillota", + "Tiburones Rojos de Veracruz", + "Vejle Boldklub", + "Northampton Town", + "Bohemian FC", + "Brøndby IF", + "Doncaster Rovers", + "Yokohama F. Marinos", + "Atlético Huila", + "FC Würzburger Kickers", + "BB Erzurumspor", + "Lincoln City", + "Western Sydney Wanderers", + "AC Horsens", + "Beşiktaş JK", + "IFK Norrköping", + "Tianjin TEDA FC", + "Stabæk Fotball", + "América de Cali", + "Al Batin", + "Ascoli", + "Cork City", + "SpVgg Unterhaching", + "Bray Wanderers", + "Kashiwa Reysol", + "Cork City", + "Jiangsu Suning FC", + "Charlton Athletic", + "Aalborg BK", + "Jiangsu Suning FC", + "Morecambe", + "Guangzhou R&F; FC", + "Santos Laguna", + "FC Thun", + "IFK Göteborg", + "Tianjin Quanjian FC", + "Aberdeen", + "Melbourne Victory", + "Tianjin Quanjian FC", + "St. Patrick's Athletic", + "Sanfrecce Hiroshima", + "Al Taawoun", + "Doncaster Rovers", + "Esbjerg fB", + "Esbjerg fB", + "Waterford FC", + "Crawley Town", + "Western Sydney Wanderers", + "Pohang Steelers", + "Newport County", + "Oldham Athletic", + "Gamba Osaka", + "Gamba Osaka", + "Port Vale", + "TSV Hartberg", + "GIF Sundsvall", + "Limerick FC", + "Göztepe SK", + "Al 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 🤔 угадайте что\n", + "pot = df.Potential\n", + "px.histogram(y=rep, x=pot, histfunc='avg', title='Зависимость м/н рейтинга от потенциала игрока')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Теперь пройдёмся по показателям игроков... \n", + "### Есть ли зависимость Выносливости (Stamina) и Силы (Strength) игроков? какая? точно зависимость? \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Зависит ли Стоимость игрока стоимость (Value) игрока от его \"финтов\" (Skill Moves)? " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Покажите распределеняи основных характеристик игроков: Рост, Вес, Возраст по позициям (Position), сделайте выводы...\n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "# ... " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Есть ли зависимость скорости (SprintSpeed) от веса и роста? А от национальности? " + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "# сбда писатб" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Под какими номерами чаще всего играют нападающие? Визуализируйте частотность " + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "# давай-давай " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Есть ли за зависимость **силы удара** (ShotPower) от **ведущей ноги**? от **агрессивности** (Aggression)? \n" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "# давай-давай, нападай" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Найдите суммарную стоимость игроков в каждом клубе. Визуализируйте соотношение сумарной стоимости топ 10 клубов. " + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "# удачи... " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Есть ли зависимость между продолжительностью контракта игрока и его стоимость? " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# В какой год будет больше всего свободных игроков на рынке (исходя из этих данных)? визуализируйте зависимость " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Есть ли зависмость потенциала (Potential) игрока от возраста? Всегда ли молодые игроки обладают большим потенциалом? " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Есть ли зависимость рейтинга игрока (Overall) от возраста? Когда у игроков \"пик\" карьеры? Игроков какого возраста больше всего с рейтингом 90+? " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Насколько средняя зарплата (Wage) игроков с рейтингом (Overall) 90+ больше средней зарплаты с рейтингом [80 - 90]? Визуализируйте возможную зависимость" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "interpreter": { + "hash": "38cca0c38332a56087b24af0bc80247f4fced29cb4f7f437d91dc159adec9c4e" + }, + "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": "3.9.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/02. Data Wrangling/fifaeda/fifaeda.ipynb b/02. Data Wrangling/fifaeda/fifaeda.ipynb index ae4b1443..e259bc95 100644 --- a/02. Data Wrangling/fifaeda/fifaeda.ipynb +++ b/02. Data Wrangling/fifaeda/fifaeda.ipynb @@ -1,588 +1 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - " \n", - " " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import numpy as np # linear algebra\n", - "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n", - "from plotly.offline import init_notebook_mode, iplot, plot\n", - "import plotly as py\n", - "init_notebook_mode(connected=True)\n", - "import plotly.graph_objs as go\n", - "import plotly.express as px\n", - "\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import os" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Требования: \n", - "- во всех графиках должны быть подписи чере title, legend, etc... \n", - "- Убедитесь, что после сохранения ноутбука графики всё ещё видно, если открыть ноутбук заново, если не видно, то напишите мне @kirizhik \n", - "- Можно баловаться с цветами, чтобы было **K P A C U B O**, но **не вырвеглазно**, пожалуйста" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "df = pd.read_csv('data.csv', index_col = 0)" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Int64Index: 18207 entries, 0 to 18206\n", - "Data columns (total 88 columns):\n", - " # Column Non-Null Count Dtype \n", - "--- ------ -------------- ----- \n", - " 0 ID 18207 non-null int64 \n", - " 1 Name 18207 non-null object \n", - " 2 Age 18207 non-null int64 \n", - " 3 Photo 18207 non-null object \n", - " 4 Nationality 18207 non-null object \n", - " 5 Flag 18207 non-null object \n", - " 6 Overall 18207 non-null int64 \n", - " 7 Potential 18207 non-null int64 \n", - " 8 Club 17966 non-null object \n", - " 9 Club Logo 18207 non-null object \n", - " 10 Value 18207 non-null object \n", - " 11 Wage 18207 non-null object \n", - " 12 Special 18207 non-null int64 \n", - 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" 85 GKPositioning 18159 non-null float64\n", - " 86 GKReflexes 18159 non-null float64\n", - " 87 Release Clause 16643 non-null object \n", - "dtypes: float64(38), int64(5), object(45)\n", - "memory usage: 12.9+ MB\n" - ] - } - ], - "source": [ - "df.info()" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['ID', 'Name', 'Age', 'Photo', 'Nationality', 'Flag', 'Overall',\n", - " 'Potential', 'Club', 'Club Logo', 'Value', 'Wage', 'Special',\n", - " 'Preferred Foot', 'International Reputation', 'Weak Foot',\n", - " 'Skill Moves', 'Work Rate', 'Body Type', 'Real Face', 'Position',\n", - " 'Jersey Number', 'Joined', 'Loaned From', 'Contract Valid Until',\n", - " 'Height', 'Weight', 'LS', 'ST', 'RS', 'LW', 'LF', 'CF', 'RF', 'RW',\n", - " 'LAM', 'CAM', 'RAM', 'LM', 'LCM', 'CM', 'RCM', 'RM', 'LWB', 'LDM',\n", - " 'CDM', 'RDM', 'RWB', 'LB', 'LCB', 'CB', 'RCB', 'RB', 'Crossing',\n", - " 'Finishing', 'HeadingAccuracy', 'ShortPassing', 'Volleys', 'Dribbling',\n", - " 'Curve', 'FKAccuracy', 'LongPassing', 'BallControl', 'Acceleration',\n", - " 'SprintSpeed', 'Agility', 'Reactions', 'Balance', 'ShotPower',\n", - " 'Jumping', 'Stamina', 'Strength', 'LongShots', 'Aggression',\n", - " 'Interceptions', 'Positioning', 'Vision', 'Penalties', 'Composure',\n", - " 'Marking', 'StandingTackle', 'SlidingTackle', 'GKDiving', 'GKHandling',\n", - " 'GKKicking', 'GKPositioning', 'GKReflexes', 'Release Clause'],\n", - " dtype='object')" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df.columns" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
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" - ], - "text/plain": [ - " Wage\n", - "0 €565K\n", - "1 €405K\n", - "2 €290K\n", - "3 €260K\n", - "4 €355K\n", - "5 €340K\n", - "6 €420K\n", - "7 €455K\n", - "8 €380K\n", - "9 €94K" - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df[['Wage']].head(10)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Заполните пропуски в утверждениях \n", - "\n", - "- В датасете [] переменных \n", - "\n", - "- Из них числовых []" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Изучите распределение возростов с помощью Age [px.histogram](https://plotly.com/python/histograms/), изучите [более продвинутые методы](https://plotly.com/python/distplot/) визуализации распределений " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Ваш код красивый и самый лучший сюда " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Визуализируйте соотношенеие между левшами и правшами (? сами найдите необходимую колонку в данных, считаем, что левша-правша ~ предпочтительная нога для ударов )" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Ваш гениальный код сюда" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Визуализируйте Международный Рейтинг футболистов (International Reputation), ассоциирован ли он с национальностью? футбольным клубом? \n", - "\n", - "![Игроки](Players.png \"Title\")\n" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "# ну сами понимаете..." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Есть ли зависимость между потенциалом (Potential) и Международным Рейтингом футболистов (International Reputation)? Визуализируте её. Влияет ли на потенциал игровая нога? Почему так может случиться? (картинка в тему)\n", - "\n", - "![Коазуация или корреляция?](causuation.png \"???\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# 🤔 угадайте что" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Теперь пройдёмся по показателям игроков... \n", - "### Есть ли зависимость Выносливости (Stamina) и Силы (Strength) игроков? какая? точно зависимость? \n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Зависит ли Стоимость игрока стоимость (Value) игрока от его \"финтов\" (Skill Moves)? " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Покажите распределеняи основных характеристик игроков: Рост, Вес, Возраст по позициям (Position), сделайте выводы...\n" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [], - "source": [ - "# ... " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Есть ли зависимость скорости (SprintSpeed) от веса и роста? А от национальности? " - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [], - "source": [ - "# сбда писатб" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Под какими номерами чаще всего играют нападающие? Визуализируйте частотность " - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [], - "source": [ - "# давай-давай " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Есть ли за зависимость **силы удара** (ShotPower) от **ведущей ноги**? от **агрессивности** (Aggression)? \n" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [], - "source": [ - "# давай-давай, нападай" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Найдите суммарную стоимость игроков в каждом клубе. Визуализируйте соотношение сумарной стоимости топ 10 клубов. " - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [], - "source": [ - "# удачи... " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Есть ли зависимость между продолжительностью контракта игрока и его стоимость? " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# В какой год будет больше всего свободных игроков на рынке (исходя из этих данных)? визуализируйте зависимость " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Есть ли зависмость потенциала (Potential) игрока от возраста? Всегда ли молодые игроки обладают большим потенциалом? " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Есть ли зависимость рейтинга игрока (Overall) от возраста? Когда у игроков \"пик\" карьеры? Игроков какого возраста больше всего с рейтингом 90+? " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Насколько средняя зарплата (Wage) игроков с рейтингом (Overall) 90+ больше средней зарплаты с рейтингом [80 - 90]? Визуализируйте возможную зависимость" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "interpreter": { - "hash": "38cca0c38332a56087b24af0bc80247f4fced29cb4f7f437d91dc159adec9c4e" - }, - "kernelspec": { - "display_name": "Python 3.8.8 64-bit ('base': conda)", - "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": "3.8.8" - }, - "orig_nbformat": 4 - }, - "nbformat": 4, - "nbformat_minor": 2 -} +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"Butterflies.ipynb","provenance":[],"mount_file_id":"1tZ5UavB3htWv6CB2zGUqJe7resgYBHER","authorship_tag":"ABX9TyP70pl3eFiBShgUVx0Jo8Nq"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"},"accelerator":"TPU"},"cells":[{"cell_type":"code","execution_count":1,"metadata":{"id":"qKJvVBY4DqNy","executionInfo":{"status":"ok","timestamp":1640526831353,"user_tz":-180,"elapsed":10025,"user":{"displayName":"Андрей Миронов","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13288426768569375119"}}},"outputs":[],"source":["import pandas as pd\n","import numpy as np\n","train_labels = pd.read_csv(\"/content/drive/MyDrive/Colab Notebooks/Butterflies/train_labels.csv\")\n","valid_labels = pd.read_csv(\"/content/drive/MyDrive/Colab Notebooks/Butterflies/valid_labels.csv\")\n","from tensorflow.keras.models import Sequential\n","from tensorflow.keras.layers import Dense, Dropout, Activation, Flatten\n","from tensorflow.keras.layers import Conv2D, MaxPooling2D\n","from tensorflow.keras.callbacks import TensorBoard\n","import tensorflow as tf\n","import tensorflow_datasets as tfds\n","import os"]},{"cell_type":"code","source":["from PIL import Image as PImage\n","from os import listdir\n","def loadImages(path):\n"," imagesList = listdir(path)\n"," loadedImages = []\n"," for image in imagesList:\n"," img = PImage.open(path + image)\n"," loadedImages.append(img)\n","\n"," return loadedImages\n","\n","test_path = \"/content/drive/MyDrive/Colab Notebooks/Butterflies/test/\"\n","train_path = \"/content/drive/MyDrive/Colab Notebooks/Butterflies/train/\"\n","valid_path = \"/content/drive/MyDrive/Colab Notebooks/Butterflies/valid/\"\n","\n","train = loadImages(train_path)\n","valid = loadImages(valid_path)"],"metadata":{"id":"BYHcKxS2gj6X","executionInfo":{"status":"ok","timestamp":1640526843519,"user_tz":-180,"elapsed":12178,"user":{"displayName":"Андрей Миронов","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13288426768569375119"}}},"execution_count":2,"outputs":[]},{"cell_type":"code","source":["train_labels = train_labels.drop('filenames', axis=1)\n","valid_labels = valid_labels.drop('filenames', axis=1)"],"metadata":{"id":"D5iMD3nhiIM_","executionInfo":{"status":"ok","timestamp":1640526843519,"user_tz":-180,"elapsed":14,"user":{"displayName":"Андрей Миронов","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13288426768569375119"}}},"execution_count":3,"outputs":[]},{"cell_type":"code","source":["train_vector = []\n","for i in train:\n"," arr = np.asarray(i, dtype='uint8')\n"," arr = arr.flatten()\n"," train_vector.append(arr/255)"],"metadata":{"id":"vovP9y8Mrz-j","executionInfo":{"status":"ok","timestamp":1640526860528,"user_tz":-180,"elapsed":17022,"user":{"displayName":"Андрей Миронов","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13288426768569375119"}}},"execution_count":4,"outputs":[]},{"cell_type":"code","source":["train = 0"],"metadata":{"id":"uHpn7OZ3ukzj","executionInfo":{"status":"ok","timestamp":1640526860533,"user_tz":-180,"elapsed":40,"user":{"displayName":"Андрей Миронов","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13288426768569375119"}}},"execution_count":5,"outputs":[]},{"cell_type":"code","source":["import keras"],"metadata":{"id":"5WR_1i_4s_qw","executionInfo":{"status":"ok","timestamp":1640526860535,"user_tz":-180,"elapsed":41,"user":{"displayName":"Андрей Миронов","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13288426768569375119"}}},"execution_count":6,"outputs":[]},{"cell_type":"code","source":["pattern = Sequential()"],"metadata":{"id":"lU259DNHrHJS","executionInfo":{"status":"ok","timestamp":1640526860848,"user_tz":-180,"elapsed":353,"user":{"displayName":"Андрей Миронов","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13288426768569375119"}}},"execution_count":7,"outputs":[]},{"cell_type":"code","source":["pattern.add(Conv2D(32, (3, 3), input_shape=(224, 224, 3)))\n","pattern.add(Activation('relu'))\n","pattern.add(MaxPooling2D(pool_size=(2, 2)))\n","\n","pattern.add(Conv2D(32, (3, 3)))\n","pattern.add(Activation('relu'))\n","pattern.add(MaxPooling2D(pool_size=(2, 2)))\n","\n","pattern.add(Flatten())\n","pattern.add(Dense(128))\n","pattern.add(Activation('relu'))\n","pattern.add(Dropout(0.5))\n","pattern.add(Dense(50))# число классов\n","pattern.add(Activation('softmax'))\n","\n","pattern.compile(loss='categorical_crossentropy',\n"," optimizer='rmsprop',\n"," metrics=['accuracy'])"],"metadata":{"id":"yG19f6Ar7yet","executionInfo":{"status":"ok","timestamp":1640526861096,"user_tz":-180,"elapsed":251,"user":{"displayName":"Андрей Миронов","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13288426768569375119"}}},"execution_count":8,"outputs":[]},{"cell_type":"code","source":["pattern.fit(train_vector, train_labels, epochs=5, batch_size=4955)"],"metadata":{"id":"oLaTEa-E8mdD"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["f = file"],"metadata":{"id":"IrLrd2yQClpF"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["model = keras.Sequential([\n"," keras.layers.Flatten(input_shape=(224, 224, 3)),\n"," keras.layers.Dense(256, activation=tf.nn.relu),\n"," keras.layers.Dense(50, activation=tf.nn.softmax)\n","])\n","model.compile(optimizer=tf.keras.optimizers.Adam(), \n"," loss='sparse_categorical_crossentropy',\n"," metrics=['accuracy'])"],"metadata":{"id":"9X0vZcnGs2HC","executionInfo":{"status":"aborted","timestamp":1640526865080,"user_tz":-180,"elapsed":11,"user":{"displayName":"Андрей Миронов","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13288426768569375119"}}},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["model.fit(train_vector, train_labels, epochs=5)"],"metadata":{"id":"tuN0aA6TtlJh","executionInfo":{"status":"aborted","timestamp":1640526865081,"user_tz":-180,"elapsed":11,"user":{"displayName":"Андрей Миронов","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13288426768569375119"}}},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["test = loadImages(test_path)"],"metadata":{"id":"MPrm_cntvqLP"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["test_vector = []\n","for i in test:\n"," arr = np.asarray(i, dtype='uint8')\n"," test_vector.append(arr/255)"],"metadata":{"id":"q5MOGPM0kV_G","executionInfo":{"status":"ok","timestamp":1640520985638,"user_tz":-180,"elapsed":442,"user":{"displayName":"Андрей Миронов","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"13288426768569375119"}}},"execution_count":75,"outputs":[]}]} \ No newline at end of file diff --git a/02. Data Wrangling/inclass_matplotlib.ipynb b/02. Data Wrangling/inclass_matplotlib.ipynb index 1bac7b26..f6371689 100644 --- a/02. Data Wrangling/inclass_matplotlib.ipynb +++ b/02. Data Wrangling/inclass_matplotlib.ipynb @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -41,9 +41,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from IPython.display import Image\n", "Image('matplotlib.png') " @@ -58,9 +70,32 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plt.plot([1, 2, 3, 4, 5], [6, 7, 8, 9, 10])\n", "plt.plot([1, 2, 3, 4, 5], [7, 8, 7, 6, 5])" @@ -91,9 +149,32 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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BpE6d2ul4Sj2x2JxCqQicEJEwEbkHLAFed00s9UROn4b27SF3bli2DD78EEJDoX9/aNECgoJgxgz4/XeoVAnKl4ctW5xO7Zg//viDHj16kCNHDmbPnk2XLl0IDQ1l1KhRpE+f3ul4SkWfiMToAbwGHMKe+zbAbKDrv/2dokWLinKBc+dEunYVSZLEPrp3Fzl//tHPv31bZNIkkWefFQGR6tVFdu92W1ynXbp0Sfr27SspUqQQHx8fadeunZw8edLpWEo9MSBQHtbDD3vnkz6AAOAIcBD4Ckj6b8/XAo+lixdF+vQRSZFCxMdHpEMHkdOnn/zv37ghMmqUSLp09n99w4YiQUFxl9dh165dk6FDh0qaNGnEGCPNmjWTo0ePOh1LqWiLkwKP7kMLPIauXRMJCBBJnVrEGJEWLUSCg2P++a5cERk4UCRlSpFEiURatxY5ftx1eR0WHh4u48aNkwwZMgggderUkf379zsdS6kY0wL3RuHhIh99JJI+vf1fVa+eyIEDrvv8YWEivXuLJEsm4usr0rmzyJkzrvv8bnbnzh355JNP5IUXXhBAKlWqJNu3b3c6llKxpgXuTe7cEZk6VeS55+z/oipVRHbujLvtnT0r0qWLSOLEtsx79RK5cCHutudiERERMnv2bPHz8xNASpYsKRs3bnQ6llIu86gC13XBniQiAr78EnLmhHfegezZ4eef4YcfwN8/7rb7/PMwdSocOwZNm8LHH0PWrDBgAFy5EnfbjaXIyEgWL15M/vz5efPNN0mXLh2rVq3671J4peI7LXBPEBkJixZB/vzQti2kT29L++efoUwZ9+XIkgVmzYJDh+xCoGHDbJGPHAk3b7ovx2OICKtWrcLf359GjRoBsHjxYgIDA6lWrZoOmlIJhha4k0Rg5Uq7crJJE/DxgSVLYOdOqFIFnCqiXLng669hzx4oWRL+8x9b5BMnwu3bzmSK8vPPP1O6dGlq1KjB1atXmTNnDgcOHKBBgwZa3CrB0QJ3yvr1thxr1YLr1+3KyX37oF4954r7QYUKwYoVdvFPvnzQowe88gp8/jncu+fWKDt27KBy5cqUK1eOkydP8umnn3LkyBFatWqFj4+PW7Mo5Sm0wN1t2zaoUME+fvsNPvsMDh+2Kyc9tYhKlIB16+zjhRegY0fIkwfmzYP79+N00/v376du3bq89tpr7Nmzh/HjxxMcHEynTp1InDhxnG5bKU+nBe4u+/bZo+0SJeDgQftCYXAwdOgA3lJEfy3FX7ECnnoKWra081eWLnX5nJVjx47RrFkzChUqxMaNGxk6dCihoaH07NmT5MmTu3RbSnkrLfC4dvSoPb9dqBBs3gwjRsDx49C9OyTzwvtfGAM1a9qRtV9/ba+cqV8fihWDH3+MdZGfPn2a9u3bkydPHlasWEHfvn05ceIE/fv3J1WqVC76RygVTzzs2sK4eiSo68BPnBBp08audHzqKZH+/UUuX3Y6levduycya5bIyy/ba9ZLlxbZtCnan+bcuXPStWtXSZIkiSRNmlR69Oghf/zxh8vjKuWN0IU8bvL77/9bFJM0qdctiomxGC4++vPPP6VPnz6SPHly8fHxkY4dO8rp6Mx3USoB0AKPaw8uS+/USeS335xO5X43b/5z+f/Bg/942tWrVyUgIEBSp04txhhp0aKFBMdmvotS8ZgWeFz5azBUqlTxcjBUjF29agdwpUplB3C1bCkSHCzh4eHy0UcfSfr06QWQ+vXry8GHFLxS6n8eVeDGfsw9/P39JTAw0G3bi1M3b8KUKTBmDFy6BA0awJAh9vI69T8XL8KYMcjkycidO8xPmpS+t26Rt0oVhg0bhn9cjghQKp4wxuwSkX98s+hVKNF15w5MngzZstk74Lz2GuzaBYsXa3k/RESaNHyZOzfF0qdnSmQkjW/f5lSSJPyQOzf+mTM7HU8pr6YF/qQiIuCLL+xKxG7d7HLzzZth1SooUsTpdB4nMjKSRYsWkS9fPtq2bQuZMpHzhx9IHBpKolat7A/BrFmhXz+4fNnpuEp5JS3wx4mMhAUL7NF1+/aQKROsWQMbNtil8Or/ERFWrlxJkSJFaNKkCb6+vixZsoQdO3ZQpUoVTJYs9j6dQUFQu7a9Lt7Pzw7Oun7d6fhKeRUt8EcRsTcKLlTI3vE9WTL7523b7A2CPWVeiQdZv349r7/+OrVq1eLGjRvMnTuXffv2Ua9evX8OmnrlFZg/365QLVvWjq7NmhXGj4dbt5z5ByjlZbTAHyQCP/0ExYtD3bp2+t78+bB3rz1i1OL+h23btlGhQgUqVKjAmTNn+Oyzzzh8+DAtWrR4/KCpAgXsD8bt26FwYXjvPciRA6ZPd/vALKW8jRb43/36K7zxBlSuDOfP/+9X/WbNIJHuqgft3buXWrVqUaJECQ4ePMjHH39McHAwHTp0iP6gqWLF/ndq6uWXoXNn+zrDV1/F+cAspbyVthLYuR7Vq0OpUnDkCEyaZO9O064d+Po6nc7jHDlyhCZNmlC4cGE2b97MiBEjCA0NpXv37iSL7XyXcuXsi8Pffw9p0kDr1vZGF4sX29cjlFL/lbALPCgIGja0N1TYtg1GjbKDprp2haRJnU7ncU6ePEnbtm3Jmzcvq1aton///pw4cYK+ffvy1FNPuW5DxtgfqIGB8M039n2NGsGrr8Lq1S6ffKiU13rY6p64enjMSszjx+2KyUSJRFKmtCspr1xxOpXHOnv2rHTp0kUSJ04sSZMmlV69eskFd853iYgQmTNHJGtWu3i4ZEkRvWmxSkDQpfQicuaMnVHi62tnlvTubWeYqIcKCwuT3r17S7JkycTX11c6d+4sZ86ccS7Q3bsin34q8vzz9ku3UiWR7dudy6OUmyTsAr9wQaRnTzsdMHFiOy3w7FlnsniBK1euyMCBAyVVqlSSKFEiad26tRz3pPku4eEi48aJZMhgv4Tr1BHZv9/pVErFmYRZ4Jcv2zncTz1lT5e0aWPndKuHunHjhowaNUqefvppAaRhw4YSFBTkdKxHu3ZNZOhQkTRp7MCsZs1Ejh1zOpVSLpewCvz6dZERI0TSprX/xMaNRQ4fds+2vdDt27dl0qRJ8uyzzwog1atXl927dzsd68lduiTSt69IihQiPj4i7dqJnDrldCqlXCZhFPitWyITJog884z9p9WsKbJnT9xu04vdu3dPZsyYIZkzZxZAypUrJ5s3b3Y6VsydPy/SvbtIkiT20bWryLlzTqdSKtYeVeDx4zLCe/fs3d1z5ICePSFfvv/dfLdQIafTeZzIyEgWLFhAnjx5aN++PZkyZeKnn35i/fr1lPTm+S7PPmtvFh0SAm++CdOm2eX5H35oR/4qFc94d4Hfvw/z5kHu3NCpE7z4IqxbZx8lSjidzuOICMuWLaNQoUI0b96c5MmTs2zZMrZt20bFihX/Oa/EW730kv2BfuSIveHymDF2YNaQIXDtmtPplHIZ7yxwEVi6FAoWhJYtIWVKe7S9ZQuUL+90Oo8jIvz0008UL16cunXrcvv2bRYsWMCePXuoXbt2/CnuB2XPDnPnwv79UKECDBpkj8jHjtWBWSpeiHGBG2NyGmP2/u1xzRjTw4XZ/kkEfvjBrsirX9/O6P76a7sUvmZNHTT1EL/++itvvPEGlStX5vz583zxxRcEBQXRtGlTEiWU+S758sGSJbBzJ/j7w/vv2xtyTJsGd+86nU6pmHvYifHoPgAf4Dzw8r89L1YvYv78s0jp0vbFyZdfFpk1S+TevZh/vnhu165dUq1aNQEkU6ZMMnnyZLl9+7bTsTzDpk3/+1rKkkW/lpTHI45fxKwAHBeRUy76fP9f8+Z2ZnRICEydagdNtWmjg6YeIigoiIYNG1K0aFG2b9/O6NGjOX78OO+++y5Jdb6LVbo0/Pyz/W0ufXpo29YepS9apAOzlFdxVYE3BRY87APGmI7GmEBjTGBYWFjMPnupUvDRR7bAu3SBJEliETV+Cg0NpXXr1uTPn581a9YwaNAgQkND+eCDD0iRIoXT8TyPMVClij2tsmSJPRho0sTeHm/lSh2YpbzDww7Lo/MAkgB/As8+7rmOz0KJh86cOSOdOnUSX19fSZ48ubz//vsSpvNdoi8iQmTuXJFs2eypleLFRdatczqVUiISt6dQqgG7ReQPF3wu9YTCwsLo1asX2bJlY+bMmXTq1Injx48zZswYMmTI4HQ87+PjAy1awOHD9hLEM2fslSsVKthRw0p5IFcUeDMecfpEud6VK1fo378/fn5+TJw4kebNm3Ps2DGmTJnCc88953Q875c4MXToAMHBdlHQwYN2TUGtWva2ekp5kFgVuDHmKaASsMQ1cdSj3LhxgxEjRuDn58fw4cOpWbMmQUFBzJw5kyxZsjgdL/5Jlgy6d7c3+Bgxwt4lqHBhe578yBGn0ykFxLLAReSmiKQXkauuCqT+v9u3b/Pxxx+TLVs2+vXrR+nSpdm7dy8LFy4kZ86cTseL/1KmhL594cQJ6N8fVq2CvHntlSsnTzqdTiVwCWQlh/e5d+8en332GTly5KBnz57kz5+frVu3snz5cgoWLOh0vIQnbVoYOhRCQ6FHD1iwAF55Bd55B37/3el0KoHSAvcw9+/fZ+7cueTOnZtOnTrx0ksvsX79etauXUvx4sWdjqcyZoRx4+yplXbt7Aue2bLZ1Z1//ul0OpXAaIF7CBFhyZIlFCxYkFatWpEqVSpWrlz536XwysO88AJ88gkcPQqNG8P48XbOyqBBcFXPKCr30AJ3mIjwww8/8Oqrr9KgQQPu37/PokWL2LVrFzVq1Ii/g6bii6xZYfZse7VKlSp24qGfH4weDTdvOp1OxXNa4A7atGkTZcuWpVq1aly8eJFZs2Zx4MABGjVqlHAGTcUXuXPDN9/Arl32ssMPP7SnViZPhjt3nE6n4iltCQfs3LmTKlWqULZsWUJCQpg2bRpHjx6lTZs2+Op8F+9WpAh8/7297DB3bujWzb7Y+cUXdnqmUi6kBe5GBw8epF69ehQrVoxdu3YxduxYjh8/zttvv00Sne8Sv5QsCevXw08/QaZM0L495Mljr17RgVnKRbTA3SAkJIQWLVpQoEAB1q9fT0BAAKGhobz33nskT57c6XgqrhgDFSvapfjLltnFQc2b29v8LVumA7NUrGmBx6HffvuNDh06kCtXLr777jv69OnDiRMnGDhwIKlTp3Y6nnIXY6B2bbsUf8ECuH0b6taF4sXtEboWuYohLfA48Mcff9C9e3eyZ8/OnDlz6NKlC8ePH2fkyJE8/fTTTsdTTkmUCJo2haAge078/HmoXBneeAN+/dXpdMoLaYG70KVLl+jbty9Zs2Zl6tSptGrViuDgYCZNmkSmTJmcjqc8ha8vvPWWvTHJ5Ml2tkqpUlC9ur09oFJPSAvcBa5fv87QoUPJmjUro0ePpk6dOhw+fJgZM2aQOXNmp+MpT5U0Kbz7rl2eP3o0bN8ORYtCw4b2KF2px9ACj4Vbt24xbtw4smbNysCBA3njjTfYt28f8+fPJ0eOHE7HU94iRQr44ANb5IMGwZo1kD8/tG5t36fUI2iBx8Ddu3f55JNPyJ49O71796Zw4cJs376dpUuXkj9/fqfjKW+VJg0MHmxL+7337MKgnDmhc2d7gwmlHqAFHg33799n9uzZ5MqViy5duuDn58fGjRtZs2YNxYoVczqeii8yZIAxY+zArE6dYOZMyJ4devWCCxecTqc8iBb4E4iMjOSbb74hX758tGnThnTp0rFq1Sp++eUXypYt63Q8FV89/zxMmWJf7GzeHCZOtLNX+veHK1ecTqc8gBb4vxARvv/+e/z9/WncuDHGGBYvXkxgYCDVqlXTQVPKPbJksUfhQUFQsyYMH24HZo0YATduOJ1OOUgL/BE2bNhAqVKlqFmzJlevXmXOnDkcOHCABg0aaHErZ+TMCQsXwp499rLDfv3swKyPP7aLg1SCowX+gO3bt1OxYkXKly/PqVOn+PTTTzly5AitWrXCx8fH6XhK2aX4K1bA1q32apWePSFHDntziXv3nE6n3EgLPMr+/fupXbs2xYsXZ//+/YwfP56QkBA6depE4sSJnY6n1D8VLw5r19qhWS+9ZF/wzJ0b5s6F+/edTqfcIMEX+NGjR2natCkFCxZk06ZNDBs2jNDQUHr27EmyZMmcjqfU4/21FH/lSnsT5latoGBBWLJE56zEcwm2wE+dOsVbb71Fnjx5WLlyJf/5z384ceIE/fr1I2XKlE7HUyp6jIEaNexS/K+/trPHGzSAV1+FH37QIo+nElyBnzt3jnfffZccOXIwf/58unXrRmhoKMOHDyddunROx1MqdhIlsvfoPHgQZs2CixehWjUoUwY2bXI6nXKxBFPgFy9e5IMPPiBbtmxMnz6dtm3bEhwczIQJE3jmmWecjqeUa/n6Qps29qbLU6faRUFly9r7du7c6XQ65SLxvsCvXbvG4MGD8fPzY+zYsTRo0IAjR44wffp0XnrpJafjKRW3kiSBLl0gJAQ++sjes7NYMahXzx6lK68Wbws8PDycMWPG4OfnR0BAAJUqVeLAgQN89dVXZMuWzel4SrlXihTQu7edsxIQYK9cKVAAWrSw5a68Urwr8Dt37jBlyhSyZctGnz59KFasGIGBgXz77bfkzZvX6XhKOSt1ahg4EE6csBMQly6FXLmgQwc4fdrpdCqa4k2BR0REMHPmTHLmzEnXrl155ZVX2LRpE6tXr6Zo0aJOx1PKszz9NIwaZY/Iu3SBOXPsYqDu3eGPP5xOp56Q1xd4ZGQkCxcuJG/evLRr146MGTPy448/snHjRkqXLu10PKU8W6ZMMGkSBAfb68enTrUDs/r2hUuXnE6nHsNrC1xEWLFiBYULF6ZZs2YkSZKEpUuXsmPHDipXrqzzSpSKjsyZYcYMOHwY6tSxdwjy84OhQ+H6dafTqUeIVYEbY9IaYxYbY44YYw4bY0q4Kti/WbduHSVKlKB27dqEh4czb9489u7dS926dbW4lYqNHDlg/nzYt8+u8Bw40B6RjxsHt245nU49ILZH4BOBH0QkF1AQOBz7SI+2ZcsWypcvT8WKFfn999/5/PPPCQoKonnz5jpoSilXyp8fvvvO3qezcGF7BUv27PDJJ3D3rtPpVJQYF7gxJg1QBvgCQETuisgVF+X6f/bs2UONGjUoWbIkhw4dYuLEiRw7doz27dvroCml4lKxYvYenRs32lMqXbrYq1Zmz9aBWR4gNkfgfkAYMMsYs8cYM8MY89SDTzLGdDTGBBpjAsPCwmK0od69e7N161ZGjhxJaGgo3bp100FTSrlT2bLwyy+wahWkS2dXeebLZ+/bGRnpdLoEy0gMh9wYY/yBbUBJEdlujJkIXBORAY/6O/7+/hIYGBjtbYWGhvL000+TNm3aGGVVSrmQiJ10OGCAfdGzUCEYNgyqV7dDtZTLGWN2iYj/g++PzRH4GeCMiGyP+vNioEgsPt8jZc2aVctbKU9hjJ10eOCAvX782jV7q7dSpWDDBqfTJSgxLnAROQ/8ZozJGfWuCkCQS1IppTyfj4+9dvzIEfj0Uzh1CsqXh4oV7YufKs7F9iqUrsA8Y8x+oBAwItaJlFLeJXFiezegkBAYPx7277d3C6pd276t4kysClxE9oqIv4gUEJG6InLZVcGUUl4mWTJ7f87QUHtOfNMme2egpk3tWFvlcl67ElMp5aFSpoR+/ezArP/8x97qLU8eeOste5pFuYwWuFIqbqRLB8OH2yPybt3sCs8cOeDdd+HcOafTxQta4EqpuPXMMzBhgj1H3rYtTJ8O2bLZcbYXLzqdzqtpgSul3OPFF215HzliL0McO9au7hw82F6KqKJNC1wp5V7ZssFXX9nryCtVsncI8vODMWMgPNzpdF5FC1wp5Yy8eeHbbyEw0M5c6dPHlvuUKXDnjtPpvIIWuFLKWUWLwurVdtbKK69A166QMyfMnAkREU6n82ha4Eopz1CqlJ16+OOPkDEjtGtnj9IXLtSBWY+gBa6U8hzGQOXKsGOHveFykiTQrJmdSb5ihR2kpf5LC1wp5XmMgbp1Ye9emDfPvrhZuzaUKAHr1jmdzmNogSulPJePDzRvDkFB8Pnn8PvvdlhW+fKwZYvT6RynBa6U8nyJE0P79nDsGEycCIcOQcmSdozt3r1Op3OMFrhSynskS2aX5YeGwsiR9ii8cGFo3NguEEpgtMCVUt7nqafgww9tkQ8YYC9DzJvX3urtxAmn07mNFrhSynulTQtDhtgi79kTvv7aXkv+9ttw9qzT6eKcFrhSyvtlzGhnq4SEQIcOMGMGZM8OvXvDn386nS7OaIErpeKPF16AadPsi51NmtgpiH5+MHAgXL3qdDqX0wJXSsU/fn7w5Zdw8CBUqwZDh9r3jRoFN286nc5ltMCVUvFX7tywaBHs3g2vvw59+9qBWZMmxYuBWVrgSqn4r3Bhe2u3X3+1t3fr3t3eHWjGDLh3z+l0MaYFrpRKOF5/Hdavh7Vr4fnn7QueefLY27154cAsLXClVMJToQJs3QrLl0OKFNCiBRQsCN9951UDs7TAlVIJkzFQqxbs2WNH1t69C/XqwWuvwZo1XlHkWuBKqYQtUSJ7yeGhQ/YmEhcuQJUqUK4cbN7sdLp/pQWulFIAvr7Qti0cPWpv63bsGJQubS9D3LXL6XQPpQWulFJ/lzQpvPMOHD9ub7S8Ywf4+0ODBvYo3YNogSul1MOkSAHvv2+HYw0eDD/9BPnzQ6tWttw9gBa4Ukr9m9SpYdAgW+Tvvw/ffgu5ckGnTnDmjKPRtMCVUupJpE8Po0fbo+/OnWHWLDswq2dP+8KnA7TAlVIqOp57DiZPhuBge/34pEmQNSv06weXL7s1iha4UkrFxMsvwxdfwOHD9nryESNskQ8fDjduuCVCrArcGHPSGHPAGLPXGBPoqlBKKeU1XnkFFiyAffugTBno398W+YQJcPt2nG7aFUfgb4hIIRHxd8HnUkop71SgACxbBtu22WX5vXrZc+TTp8fZwCw9haKUUq702mv2ksMNG+xpls6d7VUrBw+6fFOxLXAB1hhjdhljOj7sCcaYjsaYQGNMYFhYWCw3p5RSXuKvpfjff29H1/r5uXwTRmIxsMUY84KInDXGPAP8BHQVkU2Per6/v78EBuqpcqWUig5jzK6HnaaO1RG4iJyN+u8FYClQLDafTyml1JOLcYEbY54yxqT6622gMuD6kzxKKaUeyjcWf/dZYKkx5q/PM19EfnBJKqWUUo8V4wIXkVCgoAuzKKWUiga9jFAppbyUFrhSSnkpLXCllPJSWuBKKeWlYrWQJ9obMyYMOBXDv54B+NOFcVxFc0WP5ooezRU98TXXyyKS8cF3urXAY8MYE+iJA7M0V/RorujRXNGT0HLpKRSllPJSWuBKKeWlvKnAP3M6wCNorujRXNGjuaInQeXymnPgSiml/j9vOgJXSin1N1rgSinlpTyqwI0xM40xF4wxDx1La6xJxpgQY8x+Y0wRD8lVzhhzNermznuNMQPdlOslY8wGY0yQMeaQMab7Q57j9n32hLncvs+MMcmMMTuMMfuicgU85DlJjTFfR+2v7caYLB6Sq40xJuxv+6t9XOf627Z9jDF7jDErH/Ixt++vJ8zlyP563I3eXf79KCIe8wDKAEWAg4/4eHVgNWCA4sB2D8lVDljpwP56DigS9XYq4BiQx+l99oS53L7PovZByqi3EwPbgeIPPKcL8GnU202Brz0kVxtgiru/xqK23QuY/7D/X07sryfM5cj+Ak4CGf7l4y79fvSoI3Cxt2O79C9PqQPMEWsbkNYY85wH5HKEiJwTkd1Rb18HDgMvPPA0t++zJ8zldlH74EbUHxNHPR58Fb8OMDvq7cVABRM19N7hXI4wxrwI1ABmPOIpbt9fT5jLU7n0+9GjCvwJvAD89rc/n8EDiiFKiahfgVcbY/K6e+NRv7oWxh69/Z2j++xfcoED+yzq1+69wAXgJxF55P4SkQjgKpDeA3IBNIj6tXuxMealuM4U5WPgAyDyER93ZH89QS5wZn897kbvLv1+9LYC91S7sbMKCgKTge/cuXFjTErgW6CHiFxz57b/zWNyObLPROS+iBQCXgSKGWPyuWO7j/MEuVYAWUSkAPYG4rOJY8aYmsAFEdkV19uKjifM5fb9FaWUiBQBqgHvGGPKxOXGvK3AzwJ//0n6YtT7HCUi1/76FVhEVgGJjTEZ3LFtY0xibEnOE5ElD3mKI/vscbmc3GdR27wCbACqPvCh/+4vY4wvkAa46HQuEbkoInei/jgDKOqGOCWB2saYk8BCoLwxZu4Dz3Fifz02l0P7C3n8jd5d+v3obQW+HGgd9UpuceCqiJxzOpQxJtNf5/2MMcWw+zXOv+mjtvkFcFhExj/iaW7fZ0+Sy4l9ZozJaIxJG/V2cqAScOSBpy0H3ox6uyGwXqJefXIy1wPnSWtjX1eIUyLSV0ReFJEs2Bco14tIywee5vb99SS5nNhf5slu9O7S78fY3NTY5YwxC7BXJ2QwxpwBBmFf0EFEPgVWYV/FDQHCgbYekqsh8LYxJgK4BTSN6y/iKCWBVsCBqPOnAP8BMv8tmxP77ElyObHPngNmG2N8sD8wFonISmPMECBQRJZjf/B8ZYwJwb5w3TSOMz1prm7GmNpARFSuNm7I9VAesL+eJJcT++uhN3o3xnSGuPl+1KX0SinlpbztFIpSSqkoWuBKKeWltMCVUspLaYErpZSX0gJXSikvpQWulFJeSgtcKaW81P8B7DoPS45FWVEAAAAASUVORK5CYII=\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plt.plot([1, 2, 3, 4, 5], [6, 7, 8, 9, 10], c='black')\n", "plt.plot([1, 2, 3, 4, 5], [7, 8, 7, 6, 5], c='r')" @@ -108,9 +189,32 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plt.plot([1, 2, 3, 4, 5], [6, 7, 8, 9, 10])\n", "plt.plot([1, 2, 3, 4, 5], [7, 8, 7, 6, 5])" @@ -125,9 +229,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plt.plot(x,x**2) \n", "plt.xlabel('x values')\n", @@ -194,9 +324,32 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-10.0, 10.0)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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"metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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Dh2TVVoWorrQqJoslDr1RI1gssSg0daWdQVgsCbApNiyZotDUlXYGYbEkgU2xYUmXQswIbGcQFotlQJBN99JY5yq0jMBWQFgsln5PNqPhE52rkNSVVsVksVj6NakUFcrGuQpJXWlnEBaLpV+TTffSQnRljYedQVgslj4lF/Wao86RLffSQnNljYcVEBaLpc/IRWqJyHOubuKaRzcEtkvXcyiW4Mt03YlcYlVMFoulT8hFaonIc65uYkWjs7ygYTxL5k1OOxr+/mffoON4p7dvV1cXy9c2U1FWQsfxzn4TeZ8RASEiVwDfBoqBx1X1m6Hvy4AfAB/HqUX9BVXd4X53O/Bl4BRwk6o+464fBjwOnA8o8FequjET7bVYLH1PLvTxsc45urKMEacN8s67eE4dm97+gKZ321NuxwPr3mB98z6vBsTiOXVe0SAnwr6koFxZ45G2iklEioFHgCuBeuCLIlIf2uzLwEFVPQd4APiWu289Tg3rycAVwKPu8cAROL9U1UnABdia1BZLwZELfXzUOWefX03zng6Wr21GVVm+tpmmPR3Un1mZkurH1H9o2tNBfXUFKzbsYMIdT3vLi+fUceus8wK/0bSnEItLZcIGcRGwXVXfVtUTwE+Aq0PbXA084X7+GXCZOFfvauAnqnpcVd8BtgMXiUgV8Ec4taxR1ROqeigDbbVYLFkkF/r4qHMqysIGJ2r57Nuf6nWpUX8uLn8VOXAqyZkiQYXkyhqPTAiIs4BW3/Iud13kNqraCbQBI+PsezawH1ghIq+JyOMiclrUyUXkOhF5RURe2b9/fwZ+jsViyQS5SC0R65wrG1tQgufr7UzGqKjCmNlJfyJfvZhKgI8B31XVC4EPgduiNlTVx1R1qqpOPf3007PZRovFEodcZMKNdc4FDePZ3NoW2La3Qqqrq4u5D70QWGfUTYXqrRSLTBipdwM1vuWx7rqobXaJSAlQhWOsjrXvLmCXqm5y1/+MGALCYrHkL7lILRE+J4AgbG491GvPInO8gP2iuoI1N17C8rXNrNiwg/rqCirKSpI+VqzlfCITAuJlYKKInI3zcr8W+LPQNquA+cBG4HPA86qqIrIK+LGI3A+cCUwEXlLVUyLSKiLnqeobwGVAExaLpeDIhT4+IBxEqBzS+yR54dxKlYNLqK+uYGbdGRQVFfmOVcKts85L6Vh9mRMqE6QtIFS1U0RuAJ7BcXP9vqpuEZFlwCuqugrH2PyvIrIdOIAjRHC3exLn5d8JXK+qp9xD3wj8SEQGAW8DC9Ntq8WSSQppJDjQ6e1MJiquwngxTZsw0jtmb4+V7yVHpT/py6ZOnaqvvPJKrpthGQAU2kgw1xSyMPUbvg29jeXI5LEyiYi8qqpTw+vz1UhtseQt2cwO2h/IRbqNTOGfIfhJxwOqkPI0WQFhsaSI3xsnXb/6/k4hC1Mj2E6dOpWxWI5Cy9NkczFZLL3ACAm/qsAKh57kQ/rr3qi3/ILtF6/t5sCRk9RXV9C0p4MRQ0u937Fo9iSKi4vjHst/TL/NoRDyNNkZhKXgyEX66Kg2FNJIMJekqlbJ5P3trXrLBMPVV1dw4MhJAJr2dFBWUuQJi9NKi5j38Aa+8M/JpYjLRVxIulgBYSkokn3gVTXwYgkvp0MhFp/PJakI00zaK5JVb8USSEVFRay58ZLAd8c7uxg+tJRV1zfw/Bv7adrTQfvRE3R1dSXVpltnnVtQeZqsislSMCTrJvjAujf59Zv7mVJTxZJ5kwFYtrqJ11oP8slzz0j7YSzE4vO5IhW1SjL3F0haXZSMeiueN9otMyeyfG3PHKEHj5zknEXPAFA3ppxpE0by7ee2J92vCilPkxUQloIhmQdeVWk/epLNrYfY3HrI2Q/x6gFMqRmWERfLQis+nytSEaaJ7u+D67el7Focz1YUVyA11LJ09RZWNrZ4tocopk0YycrGFhY25GccQ7rYOAhLwaGqnH37U97yO9+YHRiFAoEiMQZTLKa/PcSFQCqG4qj7C8ScicQzeCeKO4j3/QPr3vTqPiycUcudV57H5CXPcvxU8J25oGE8AFVDBuWtqigRNg7C0i+Ip882+muAu+aFS5JghUMOSVatEuv+Aim7FqtbajRgK2rothV1dXXFNaB//fLzmFU/moUzalk0exLzHt7A8VNKWXHwXL94bTcrG1vy3m23N1gBYSkY4hqHVzfRdvSE93npqi099l+6eku/e4D7E4mM/0BK3lAPrt/Ga60HWdhQ6+2nKFNqhtH0bjvL1zbT1dUV14Buiv985/m3OHjkJJNGn8a1F9UEtj94tJMFDeP7pYrR2iAsBUMiffYtMycG7A0AddUVTKsdwcqNLaxsbAGiZxKFnAqiv5Do/gKRL/OoF7OxL2xubWNKzTBv25WNLSyYPh7EsXNsevsDLzOrv0ocBIVP+7GT7G0/zvDTBvHExp097BJC/+wrVkBYCopExuG75tUHBMTaGy9BRBARXms9SNWQQT1eJjavUv4Q6/4CAQPyXfN83lDq3Pd4Bm8zODDCB4LOC8bOsHhOHcvXNgcM6OFjme39vNZ6MPMXIw+wKiZL2mQ7cC2WPjtKf23cFO+aV8/Pvzajxwu/kFNB9Fei7q+ZXUypGeZVhrtrbj0LG2p5rfUgD67fFnmcsEpq8Zy67v4SUWHOpO8O95OoYy1oGM8735jtFSPqjzEwVkBY0iJfErElE7wWViGBzatUSNwycyJTaqpY2djiDQQUZXNrW6QwjxowzH3oBbq6ujwXVj9R/STesYxaacm8yT2iofMh2j8TWBWTpdfkU377ePprY5CMpUKyeZUKAxHx7EeJ8jqFBwyL59Qx96EXaNrTwYQ7nva2C6urVDVgo/LcpsMutsaNWpy+4j9/f1JZ2hmEpdfk2+g7Ko3B4jl11J9ZGVeFZPMqFQ7J5nUKDxii0mYY4WCOOaWmKlC32vSLB9dv6zn4mBfMoRQVDd4fVJYZmUGIyBXAt3Eqyj2uqt8MfV8G/AD4OE4t6i+o6g73u9uBLwOngJtU9RnffsXAK8BuVZ2bibYWEoXgWRNr9B0mW20Pn8NfEjJq1AmxA7DAziTyjVjCPOo++Q3eqtojbUbYBnFhzXBWNO7wjhfuF0Bg8BFLMOU6e20mSXsG4b7EHwGuBOqBL4pI+A3xZeCgqp4DPAB8y923Hqf86GTgCuBR93iGm4GeyVAGAPmi209E1AN7zaONgZiDfGh7rFFnIWbYHKj0JkliOFrav5+xZRghsnhuXdzZcLLBfsnOcgqBTKiYLgK2q+rbqnoC+AlwdWibq4En3M8/Ay4T52pdDfxEVY+r6jvAdvd4iMhYYA7weAbaWFAUyjQ18sFrqGVz6yFWNrZ4QiKXbX9g3ZssXb2FZat7CrHuYKjCyrA5UBERmt5tp766wvNGMim5m95tj/sC9g8CACrKSqivrqCirAQRoaury3VvDSpV/HYEQyIDdH9SWWZCxXQW0Opb3gVMi7WNqnaKSBsw0l3/Ymjfs9zPDwJ/B1TEO7mIXAdcBzBu3Lhe/YB8o1CmqZGjbzfFxWutB1nZ2NLD/zybbVdV2o6e6G5DQy2KsrKxhc2th1i2usnTQSc7OrTkDlX17EnG6WD52mYvhiFKjek3GBs+88gL7D50jPcPn2DahJF0dXV5Buz66uDrZtmapkBsBBDXAJ1K9tpCIC+9mERkLvCeqr4qIp+Kt62qPgY8Bk6yvr5vXXYoFM+ayMAmV0j4E67lou3G68XJ7NrmBUUtaBiPIFQOsSqkQiLVgVOUl93S1Vt4fVc7gBc1bb4fMbQ0MqraRFubfmP6USyvvf6UCj4TAmI34E9OMtZdF7XNLhEpAapwjNWx9r0KuEpEZgODgUoR+aGq/kUG2lsQpGKMS+ccmTCCR+3T121PFhHh51+bERBWpkZEoT2sltQGTrEESvhFb/izi2r48GSXl5jPREubGYo3C5H4AsoMmqLaUWhkwgbxMjBRRM4WkUE4RudVoW1WAfPdz58DnlfnCq4CrhWRMhE5G5gIvKSqt6vqWFWtdY/3/EAUDn1ZsayvjODZaHtv2uMnvGwpHJLR74dfzovn1AW2XzJvMovnBtcBPP/GfhbNnsQ9T23tkUrDb6gOH88fnW14cP22Hu3KtaNGb0hbQKhqJ3AD8AyOx9GTqrpFRJaJyFXuZv8CjBSR7cDXgdvcfbcATwJNwC+B61X1VLptKnQy7VkTfil3dXX1mRE8n7yCUhFW/SXytT+TzP0MD3yMfcHP3b/4fY91Rr30kTt/yYoNOyJtEarK/c++0WPfuQ+9wP3PvuG1Ud2iVYHna3XfOWr0Zd+1BYPymEyogGJHdZbQfqwzZiGVfGh7JkgmqrU/Rb72dxKVCI0VPV1XXcFFtcN5YuNO71jDh5Zy8MjJmBXjwkbm+dPH8fKOg559YmbdaH74YgsH3GOsvmGGM/t4t5266ooeaqwpNcP4+dcaMvocZKrvSoyCQXlppLY4pOtZkygVxuI5dX1mBM+FV1CUUEqU/TWf0oVYEnPrrHO9Qj/QrUIqKnKUIVE2h1Hlg/jD8cO8FBrGq+3gkZMsnFFL+aBi3tr/Icc7u7zzjBha6rnA+o3Ms+pHA45dwgiVEUNLmVl3Bvc8tdWbfaxsbPEqzRmm1FRl9Fpko+9aAdGPief1YVz3/GTbkJzJWUYqIyn/OQrFpTifyeZsMdZ9NuU+RYSKsuBrbfb5o/nBi638dnc7//7V6YEkfXdccS4X3fc8xzu7GDG0lJfvvMwzUK9v3sctMyd60fjmN9182cRAPqcDR07yneffAvCqzy1f29wjGWCma0Zko+/aXEz9nCgPCiMccmlIzqSRPN3Awv4U+ZptshnxH3Wfr3l0AysbW2g7egJV5dSpU/zwxeCL+eWWQwBsbm3jI3f+MvDdxMXPcvBoJ4Lzov/Inb+kaU8HI4aWUl5W4s1M/DPO8MDKj3m2Nu88FFi/sKHWS+ORURtBH/ddKyD6OVFeH8vXNlNRVpIzQ3KmI8X97e9N0sBMRr4OJGN3tiP+o+6zSa4nOLOJad94ngNHTjJiaKm3X/OeDkaVDwocK7wcbumBIyepP7My8BtMeVLTt96694rAecAxWK9sbGHXoaOh4ysLpo+PmxK8N/R11LY1Uvdj4kV1GjWTGSGZ7bOpXvJHmEL6U2NVDcQ7vPON2UkLh1jXKJX2DERjd1/cx2TO6b/PZnTu50sX1/CDF7sTPAwuEY51xn7XDSoWTpzq/n5U+SDm/kE1S66aHLiXTe+2U39mZWAWPmJoKQeOnPT2NcsLGsazZN5k7/rUVVew9sZLKCoqykjfyGTfjWWktjOIfkwil1O/cDDbZ7NtmZwa93YklSm33GyPpvOFbKvnou5zOCvrl6YFhQPgCYcvXVzDpNHlPY7rFw4A7x8+wcqNPfOJGeFQVFTk9ZuX77wssO/E0eUsnFHrGcVNvqjmPR0sX9ucsb6RDZdyO4MYAOSLy6mfTI48MzGSysQ1ysVoOtf05W/23wMTX+DZztxaDlGV4Yz7qmFU+SDeP3yCOvclnQx11RWUFRexeVd3fYio32WS/IV/f3h2Hms7/2yzt/0vE33XziAGEMmMmnNJpqOtMzGSyoRb7kAzdvdl1Lzf+G0y8i5f00zTu+1e0sUH1r3peQZNqRnG2/ddSV11RUA4gDMbqBtTwcxJpwfWTxoTnEkMG+J4P40YWkrzng6mjBsW+D58LwMCK/T7zUzB4K9LEj5euob+vnQptwKin1EIdSREUkvbnIzh16Ts9p/jrrn13DJzYsL2ZMqw3NcGw3yjr1QcAXXd6iYvI++Kxh3UV1fSpV2sbGyh43gnlUNKWNAw3gtAm1Y7IvKYF509nI7jwSQNW/ceDgiJQ0c7PftB3ZjyHp5Iy1YH72Uq/ThW3+jLrAaZwMZB9CMKJehLNfm0zakYfh9cvy2wLZDQEJgpw3I8NRcU/kwilhojUSBibwj79/sxxmhzjR9cvy2wX9XQUurGlNO897C3fkHDeC+jr4lT+JPvbWRzaxvTzh7BVt+2f3HxeNqPnQyorQLJ/SRYIyKZfpyob5jcTvkYh2MFRD+iUIK+km1nsgLPjLJSFY6ZFKixRtNQmGme/SQSon2h4jDXLywgDObampe52b79aGdAOIBzn/9o4ulcOG64t98nzz2dYydPBWpQA/z3tv09gum8PinBe5koENVvW6gcXBJY7+8bRv2Uj6n9rZG6H9Ibd89ckEw7o4yg9dUVrIlwF/Tn4jEkEo6ZNrLmo0NAOmTSlbK3540iqqa4H+Ni+plHXuD1Xe0saBgf2H7zzkOeAdqkxDBCYfiQEg4e7fSOZfIuRQlD01Z/P77p0nMc9Zeb78y4xJYPKubwiVOB4kLhGUb492Wr71gj9QChUPTgybYzyvDbFMNdEGLXno5Fpg3LfWkwzAXpBiH2hoBQaqgN5DQyy0ZnDz3vuREOD65/k5Ou+6qZKZhAtuOdpxhdUQbgVT786FmVDCoWDh7tpL66grfuvcJL5Le+eR9dXV2EierH65v3sWLDDtY1Of/nPvQCKzbs4Lmt7wVsC1Hqp1ynxw9jBUQ/It87myGVdkY9gKbSV/hlBdGFiuL97kIRqLkkXSGaqhNAQF03r56qIYNY0DCehQ21VA4pZcm8yZ4hHHrecxNV3X6s08u8urn1EBPueNpLo9G89zAnOoNG69YDRzhxSgOpv7szt57BPWu3Bpw9wpHVph/7q9IBkYWH/GqqfEmPH4W1QfQjCkUPnmw7w4LEH73qJ6xqSNZI3N8Ny5kilhBN5vr01gnAr4LxV2gz50t4zyVo/PXz0h2XMu/hDT1sFQePdlI3ppxV1zcwcfGz3vrVN8zgT773IptbDzkutm5blq913W4j+3FJZArxqGvWF4b+TGEFRD8jnzubn2Ta6RckFWUlLF/bzKLZk7wawQbzskpVOBaKQM0l6QjRdJ0Awn0h6jtz/8LG3wo30V44pT3APU9tZdqEkT0EBMC0CSO59+k3Auv8Cf5+s/MgQI+Bi78fR2VKNsQSrPmqmsyIkVpErgC+DRQDj6vqN0PflwE/AD6OU4v6C6q6w/3uduDLwCngJlV9RkRq3O1H4+TRekxVv52oHdZI3T/xR6H6C8r7//vVTKkaifubYTnTJDsLiLqO0NOInGn7xQPr3qD9WKd3TNNfKsqKWd/8XmAwYfqLia4OY9bHKiLkJ+p3BNJyJOir+dTHYhmp055BiEgx8AgwC9gFvCwiq1TVPyf9MnBQVc8RkWuBbwFfEJF6nJrTk4EzgfUici7QCfxvVf2NiFQAr4rIutAxLRH0t5edqgaiUM2LxjxoZrQWb5aQiHwdveULycz24gmRvnThNLYG/ywlajCx+oYZ3LN2KysaneR67x8+wbAhJRzyeSsNH1LiCYdV1zdw1SONASERTtURlSbD79JaObiEaRNGen20osxZLqTZadozCBGZDtytqp92l28HUNVv+LZ5xt1mo4iUAHuB0+muTf2N8Hahc/wCeFhV18Vry0CfQfS3bKLh39PV1RUo1GLcYgtdCBY68dRQgSAzl0yPoGO5iRo30/JBxfzP9veZMnYYIsKWd9vYtq+Dg0c7GVU+iE23X+oVCaobU87MutEcPnEqpout/xwVZSV0HO/s8cxVlJXw9cvPC3grRf33/4Zc9uG+dHM9C/CnTtzlrovcRlU7gTZgZDL7ikgtcCGwKerkInKdiLwiIq/s37+/97+iwAmkJ8jDkP1UCf+eqOLz5nda4ZBbYrnC+oWD8fLxu6iqakIPp2T6bSwvq1tmnsviOXV0HO9kc2sbKze20NXV5eRrcmcOs88fjYiw5sZLmFJTxaCSYr5++XlUDi6hrrqix7mmjK0KeN0Zl1bze5au3sKKDTvoON4ZSHfjn2EUQjocQ14bqUWkHPh34BZVbY/aRlUfAx4DZwaRxeYlTTZGC/6HJJ+jqJMl1u8xQXJ+b6Zkf1++jdr6E+Z++UfdTizCtkBaDEFY0DA+4KJqZri9nQFHeVld82gjU2qquGtuPUvmTUZVeWLjTp54cae3zfzp4xCEz353I588dxQAr+9q81J8G3XSlJoqurqU3+5u9xL4+b2Vpk0YGeijdWPKPQ+qZaubeK31IJ889wxPVVcI6XAMmRAQu4Ea3/JYd13UNrtcFVMVjrE65r4iUoojHH6kqv+RgXbmhGyqfaIe0kIUDoao32MiqFP1Nupv6rd8I54rrKH92ElnNtFQG4h6XzijNpC0Dpx+a1J5mxcn9LQPRaq3VjexonEHm1sPsemdA6y98ZLIetCCsHKjEz09paaKC8ZWOTONUPrwKWOHueeGqiGDAq62pi/5+2jz3sMsW9MUUK1NqRnmvfwLaSCXCQHxMjBRRM7GeblfC/xZaJtVwHxgI/A54HlVVRFZBfxYRO7HMVJPBF4S5yr9C9CsqvdnoI05IdujhXT81fORqN9jkqKl4r5baKO2QiNZV9jAi9Ek3WsIuhibl63ZN5wiIyzQRaRH+dxFcybR1dXF2t/vpXlPR8Bu5ccIB1NbAoJCA2DB9PEgTrS1EWz+c0f1UaBHsr8l8yYH9iuUgVzaAkJVO0XkBuAZHDfX76vqFhFZBryiqqtwXvb/KiLbgQM4QgR3uyeBJhzPpetV9ZSIXAL8JfA7EdnsnuoOVX2KAiKbo4X+FvSVyd9TaKO2QkOSjCeJejGGq8GFR/omKtpfd6Grq8srxvPAujfpON7pxSLc/+wb/PilnYwdNoRNt18aiGEAqBtTQfPeoPvqojmTPCeIcF+IEiJe21W92Yr57VEFjIxwCOcM85OvAzmbrC8LaJaS5/U3NUomU3Gb/QshiWGhksjGE+VtBN0jbPOyjUXYrTmsplo0exJzH3rBC4CLEgbnV5fz+z3BALm66goqyko4fLwzZuzD/Onj2Lr3MPVnVgb64zWPbgCEn3+twft9YQERnoUo6qnOspX8MBGxvJisgOhjYrng9WWis/5kiE339xghE5Wmw84gskc8W0EYIzDuXvV7ntjYbVR++74rAzMJM2sIP1+TxpQHajxEMbikiM9PPcurXe0vU3re6NN4Y9+HPfYxdSaiXHkrB5eyrmmfJ5DmXzyOVb/dE6hu151EcFveDeSsgMgB8dQk9uXU9xRqVGt/JSquZfma5oCQ8OvrYwmQ+uoKKgaXUH+m46XU1dUVUCVtv+fTnLPomaTbNXRQMV+eUcu/vdwaGV3tbxsE7QtGUH32uxvZ3HqIUeWDmPMHYxCRHjMJ/4w13wZysQREXru5FjrJ6mYt6RPrgettBLYl8/gjsh9Y9yZtR08QMkGwufVQt82hcUdkygsj4Fds2MFvWg54Kb0NqQgHgM997Ew6jnfGFQ4mk+wtMyf2KCYEjhfU5tZDvH/4RGDW42fZ6ibumue8B8J9Ll/7oJ1BZIFMjBbybcSRTySyVcSyPdhrmBtMQJl50fr18ma5YrATobxo9iQvytlgUmcsW9MUeBl/aVoNP9jUHXd7wVmVHD1xkjf3H027zcabKpaaMp79YfHcOi/Nx5SaYV797HzCziBySLqjhWwanwtNECVyYTWJ2/zkq8fIQEFEWDJvslcn2qiRTOR15RCnX5t7FzWDuOeprSyZNzkgIPzCAeD4qa6UhcOUsVUc7zzlGboXNIxn09sfsLKxhZfeOUDTng6m1AxjSk2VE+ewYQcodGkXr4fKlwJuBoANHPjQzE4Ka0BuBUSek00f/kL0gornwuo3TPcH19/+hIjw86/NCMzsjO3B3JOioiIqykp6qJnqqysoH1QcM6X29ns+zT1PbWVlYwtlJcLxzuReynVjKrigpoonNu5k5GmlzLvgTDa3HqJ572HnnGUlgdmOKWL0m50HeH1XZKKHgNCaf/E47r76/ILqc1ZA5DnZ8uHvC0GUrdlIvMAjawPKT4yB2o/R0RtUlQ7X9TRKwDft6YhMBnjvU29w19x6Xtt5iG37DuNUEkhM894OLy7jgw9Pdqu83MGGqYEOTp/z9zeTJjyWBxTAkqsmF5xq09ogCoRs+PBn0iU322qxeO0uNLVZf+eBdW/wo007ef/wCRY21LJ4bh1zH3rBU9/4dfSx+lHTu+3UVVd0JwNsqHXUPLvavcpvXV1dgdxLUQwbUsK4EUP47e7uGcr86eMCqqt3vjEbINCXws/jzZedQ9vRk16wXJShOuwckU+zcmuDKGCylUIjUykAsqkW603EtRUOuUNVaT/a7THUpc5MwqiQVLsC25vUFv575hcW1z72IvXVFSyaM8kb4c996AW2vNtG/ZmVkW04b/RpDCktYfOuNg4d7WR8qD9sDtkSlq7egiA07Wmj/syqyIpx7cc6vQR9L71zsMc5J40pZ8WGHV41xEJJ8WIFRJ4T9wWoeG5zZtt0OlymBJGnytGQWqyhb2IO/GokwKqR8hgR8dRIKxp3BEba86eP4+6rzo+cPQA9ZqGqSv2ZlazYsIN5D29wigI9tdVzg23e086ChvEBz6JJY8q5vH4Mt846l6Wrt/DazkPsPhQ0ZL++yxEQdWMqmHb2CG//4UNL2fTOQe8lX1ZSxPHOLs/lduP2/bz/4clId1kTuNeb2JtczoAzUQ/C0ofE0qNPqRnGa63dI5V0c8qHBZE/570/d32yPLh+W488O4ry4PptvWpfFCav/i0zJwYSuj24fht3za3Pqym8pRu/kPDjFw7+WWhUfZMH1r3h1Sg3RuyP3PnLUFBkVY9+O+3sEdw661zvObpw3DCvipyfYnFsEiYX0+DSIg4eOcmo8kHebOd4Zxcjhpay6voG6qsr2LrvQz487tSZmD99HG/fdyXzp4/r8TtTEQ65rh1hBUQBcOusc3t0Kicwpy1jxYEkIivm4jl1bmWu1Ebiqkrb0RM9fMJXNrbQdvREr9oX3sefHtrMevzXwJK/mCR3YUwdBohdhMjo8U2Z0Xue2srqG2YEjtO0p8P1LjrIExt3srDBHfA01PLExp1c82gjqk4p26ohg1g4o5Y1N14SOEYo9o5jJx3VV3h2cODISc5Z9Iw3M/jrT0zwZkJFRUUsmTeZSaNPC+yT7IArkZDMhv3YqpgKBP8L2viRG0+KTHg2hbNimmjWysElvRqJR+Xfj7c+UdvChkrTNvMCsRla8x/zQvOn0PB7IZkBhenb8WxiUZ59fhbNmcRnv9vonNedyXr/fXaOW2edy6lTp3rYFEYMLeXAkeBA4y+njeVfN+2K+fvCThGmn27d92Gv3Kyz5cEYDzuDKFD8ncfQ207jH6ksX9scGql0pjxSEXGCnRY21AbWm3QFqc5GYo+iug2Dhr5Mghhv2RIfoyoBqBxSygVjq6irrqBqSCl3zatnYUMtU2qqAgV5YtnEzAs4fO/9zH14A1NqhnHB2CpWNrZw9u1PsbKxhQvGVvGxcSO87bq6upj38AZvdnLTpR+JFA4Aa363L7A8fEhwfG1mQH4hEaUeTmVWnsnnvDfYGUSBkknPpr4YqdwycyJLV28Jthnl5svOCa5LYHBLJhDOT194dxViAGE+EeXV1n7UqS538YSRzjpTsCckHGJ5p0Xde3CC0V5qOUjzng6a93SwYPp4z+gM8LFxw53Zi+ClzjBG7UWzJ/En33uRA0dOegZoPwePnKRuTDnTJoxkZWOLV9d6dEUZI04rZWVjiye4/CnJ/b/L/P5UDNS5rB0x4GcQhTgyzLRBGTI/IzF5afztW9nYwtyHXqCrqyuwXSKDW1Tb/FHSCxrGZ+QaxPotudYDFzqR9gRfkR2jTgqrUWONvivKSgIR8jdd+hHPyPzEizu7a0mPrSKs0VSUhQ097RqmlG1XlxNUFxYOhj+sHd6jL175B2O8aGt/23795nsBW4vpO7EcNaLsbJl+zlMlIwJCRK4QkTdEZLuI3BbxfZmI/NT9fpOI1Pq+u91d/4aIfDrZY2aCXHsI9JbeTl3jCcN40/lMtG/xnDrPu6SnGiv+izaqbcvXNFNRVuLpsI3nUm+M6ol+SyxjqbV1JE9vBiBh5wxzjK9ffl6gf3398kmsufGSHirNKeOGRQ5Swt51d82t9yrUfXz8yMi21FVXcMHYSoYNLeOz393Y8/sx5TTt6eA7z2/3Bi0X1jizlWQGFlHvouVrm2l6tz0tFVW6pK1iEpFi4BFgFrALeFlEVqmq/4n+MnBQVc8RkWuBbwFfEJF6nPKjk3FqUq8XETNnT3TMtMhmMFdf4E+dDN0PT6w2R6pJVjd5KYwzXa403L6ioiLW3HiJN7qKp8by72faaaJlTR4cs4zCio1Ou3vb1niYtmQigHAg01tVSawgx6j+H37xb25t87Kwmnuoqj0C4Uw7ABbPrWPTOx9EZo8VEZavaWZz6yGAyDQfBq8GtSRW24a9/kw0thFuxnHE/M5Cs0FcBGxX1bcBROQnwNU4daYNVwN3u59/Bjwszi+8GviJqh4H3hGnZvVF7naJjpkW+eAhkC6xHp4wUcLwmkcbvZQEgJcUrXJwSeDaRI1Ukg3cCa8rKipK+KINCzKA11oPMqVmWMB33ggJSCxk4rUxHuFqdH5sRtjk6U20ezKE7RVRZTwvrBnmbQOOF93m1kOusXo4irJiww7v+9d2HorOHrt2K3fNq6dicEmP9OTQnYvJYPpHMgOLB9dvQxAWNIwPvIum1FTlPBNAJlRMZwH+PLu73HWR26hqJ9AGjIyzbzLHBEBErhORV0Tklf3796fU8Fx7CGSLKDWJGQWZUZdJima8lsw+YSPs/c++EZgKGz1pMmq5RGqsWPr+za1tTKmp8n6LNzpziRIy6aoO/W2Z+9ALXgAW4EXOZksPXOj0RiWaim0w1vEXNIynckgpD67f5t2ryiGlzJ8+jpOnuljRuMN7MW9ubWNlYwtv7I2uSf2bnQd5YN2brG/eR3lZcY8++P7hEz3sBEtXb+kR7xHuM14/c9vi58Ka4TF/c7YoeC8mVX0MeAycZH0p7ptTD4FsEqUmMWkI/Fkr/QIzfA0eWPcG65v3eSOsxXO6k6wlUsslO4pMNKtLdM8ypToMtwVsNbp0SEUl2huvsfDxzaj85svO8dSam97+gFn1o928Sm5VOp96qK66wjNwmzoQpi4Eqqxr3kfzng4U6DjWGTh/3ZhyTxXkV2Vtbj0Ut797/UzpoaoKq8xyQSYExG6gxrc81l0Xtc0uESkBqoAPEuyb6Jhp0VfT3nwl6sUaHrH401WEH0bnxdsZKPdorlV9dUUgwC6WuimZ1Nvx9P2ZEjLJEq8t/a1/ZINkVCXpCHi/ysmMyhFnILP69Xdp2tPhDW4WTB+PogF10tobL+Gz3230ZhPgvPib9x7m9d1OvQcjRIwg8aublq9t9vrFknmTeXD9Ni4cNyxuf/d+d0gYmMFbrvtaJgTEy8BEETkb5yV+LfBnoW1WAfOBjcDngOdVVUVkFfBjEbkfx0g9EXgJxzkt0THTItkXVj6Sqn498sUaURB+2eomr7OHH8aoEbVh9Q0zvEya8UZ68UaR/gCjeDOEdIVMKgykGWa+kAkBH+sYfl585wMvgZ5h+Zpm/uNvGphwx9PeurU3fSK4fOMlgWV//Ea4D6Yyawobzo3qK9fvorQFhKp2isgNwDNAMfB9Vd0iIsuAV1R1FfAvwL+6RugDOC983O2exDE+dwLXq+opgKhjptvWMKl6AuUDvZl+h1+s0D1imTK2ynMH9Kc/iGUcWzynrscDN+/hDQEPpXgjvahjho3BRt8/s240Hcc7A6NJ/z3zR9QaASUiGSkzOtBmmPlElID3e/JA9CDJ7GuWK8piv978wsHvjbTpnQ8C28196IW4y8vWNLF4Tl3M/pBo1tRtZ3McRu6a55sxNdR6gXa5IiM2CFV9CngqtO4u3+djwJ/G2Pde4N5kjtkX5NJDIFXSmX6HhWHVkEEsaBjvGdv8HhkmF04Yp75u8AEZMbSUpj0d3qiqN6mMTVQtQOXg7hKT0yaM9NIphEdnRqhUDi7xUm4sX9tM+aBintv6XswqZKmMQgt1hlnoRM3c5j70ghfM1j0oKuHWWefxwLo3+fWb+5kytoolV03mwfVv8mzTPt5+73CMMwQx99W4t5riQ09s3OmpoM4bfRpFUkTTng6GDy3lqo9W8/ru9oBt49ZZ56X8W/O9n9mKcgWGf2Rr6K1rrrn3yRzPf9766orAjMFPqpXuHlj3Jm1HT/TwJ/dXFosaHRo/8e7Uzj3/d0fHdgWqeKXi8poJd9mBSm+uXXjm5neEqBtTztqbPuH1u7ox5ay58RLuWbvV6zsfPauSk13q2QiGDS7m0LH4JUfNyN0krFw02yk+5K8YB3DBWZXsPHiUg26epvnTx/HyjoO9qvEQ9btz2c8kRkW5AZ9qo9DwjzAM6XTMZEP5/SMd8+I10dHh4yU76DAzoqjoVuPWCgTcFL32IEypqfJGeP7//jY+sO5Nlq9tZvGcOk84pOLyWkgzzHwiVVdj/yCgcnCpp+Y0AZajygfRvPcwE+542hMOzXsP8yff28jiuXXUuf3wt7vbPeEAJBQOo8oHOdHOq5u4dda5VJSVMPehDXzmkeBMeeRppby+u90TDoA3wyik2KlUsQKiwEgUS5AKsaa3sfzTTeoDM803ic56myfGnC9c9Sv8eyNzITXuiOkn7m9j7Cy1No9SXxHzniWZZuKWmRO99Cng9JO5H60O7DPNTfK3ubWNCXc8HRAKyVJfXUF1ZRngBGOqKj9+aSfNezt4fVc7dWPKvW0/+DB2jZF0hUM+p/wp+DiIgURfGE5TNdT7t4tX6jMVwu62U9wUzYJTeWzxnDo2vf1B0KvFdS+Mwm+QLvRo+UIklese067W2G1Xi2JlY0vcgUUYf4zD/OnjEBFWNrYwqnwQI08r9QSNn+a9ydkw0vFsy1TcTl9hBUQB0VcGrd6qUYxweXD9Ns+zKl4sRSz8pVMBjneeCqw3MxU/xh03yvYQFRdh8yhlnnh682SveyJhAnhpNMICYfXr7/Zo06TRpwXqQg8bXMxnPjaWlY0tDB9aysEjJ3lmyz4ab7uUTe8c6NXMw3DB2EouHDc8pQFa1As/nwcxVsVUYMTKcJnLugTxSn/GU+P4U2n4U3Y37z1M3ZhyNre2edlTw7YOs8+s+tGezWHhjFpm1o0OqMgyqZKzdJNILZLKdY9nV/PbJMIzTaP2mTK2ilHlgwDYuu9Dzho2hLrqCgaXiGODUCcwbtyIIQDsbT/uqaUWNIwPqJIAhg2JP24ePrTEa7eqMqVmWFIDtFjXzGQijvr9ucbOIAqQfDKcpqPGiT8jKqF573Zv2yi31QtrhnHLzHMD7fDHR9hYhr4hkVrEeI0le90TBSTeMnNid0Zf93jXPLKBzbvaqK+uYLOvIJDxfjM5wp7YuJOVG+OrocKqpENHO2Ns6XDwSCeTxpRzwdgqnti4kwUN4xPGK8S7ZgsaxkfmbMqH/mkFhCVt0lHjRNlAorKn+tN5xFKr+Y9hiGcnyfXDV6gkMyhIVhUa5dbqd59eNHsSxcXFTglbX+rrn18/w01XXxJQPxrX6OLiYu6+6nxe23mI37ppMgAmjS5n675ugfBay0HPI8rPR8+q5FPnnc53nn8r8hps3XuYrXsP90jHneo18wfp5eMgxsZBWGKSrG92pmMzYo36w0n74h3bH3FuWLp6C1VDBjleMkkcI5vk2g++N6hqIFYgHAOT7G8y96qirISO491Bj03vttFxrJOZdaP5+uXn9Yhn8c9UDP4+YgI7w/YrcIzWF9UO54mNOwG8oFGTBn/B9PGIRNd68PP2fVcG2tSba+a34flnvtksaRsrDsLOICyRJJvSI9NqnGRHn/GOGTWdv+bRDZ7dwt/ufKgrXYg1r5PJU5WsKjTqZb9o9iTmPbzBe7nffNk53PPUVq+fnTp1KrAc7neL59SxfE1P5wbDGjd/2Ou72gH1sgf8/GsNLF21hc272rz0F6rqqamModsw56EXaI6RzTi8HC8FjP/6JPIkzCZWQFh6kIrrXV94VqWbIyvWdB66XWrjuRJmczSf726OUfSFbccUk4LgPTPeaR+585cAATVUVDlO6O53v9npeMF96eIafvBia+B8pgDQz7/WwKlTp4J9bV49335uu5eJ9cH121gwfTybdjheT36X2WbXc27R7EmB33z/s2/QcbwzcjYT65r5yZd7blVMlkhSVRvlo4okPJ1f2FAbUBlE/Z5cjOYzqaLLFn11ncL37K17r/CEA3SrdPw2C1NP2uwvIl5+pj84s5xXd7YFZhLFRXCqy7nG5YOK+dGmnZxzRjlPfrUh8DuMKtIc16TiWDynLhAzcVHtcCafVZWUMPCngMmnmaJVMVlSIpHhOSwA8smzCqJVIFHF6pMK2urj0XwmYzWyJaj7IhNy1D2b9/CGwHKipJDmBd1+7CSbWw9xovMUTXs6GDG0lANHTlJWUsTxzi7KSoo84XDgyEm2v3e4h9oqfFy/HcTP4VDGYRO3E66bkuv60r3BxkEMMMIzxlgzyKiHdenqLahqjzKj+TYLDatA3vnG7Mio26h8UybVyIoNO7wYjL4ezWcqViPbKRsyOSgI37O377syEPz41r1XBLb3F6jyXydzDRbPqWPhjFpv5nDgyEkWzqhly92zGDG0lOOdXTz0X29x4MhJT3h85M5fxr3fJr1MOHeZXxj4+8yaGy8J7G+O6b8n+SwcwAqIAUWyLxD/w7qgYTwLG2oBJ73BZx7ZwBy3RnP7sZMp1aTOJPEEXdguAt22hyk1wxImJUw1aClZoRtr32QTJiY6Tir5j/KN8D0rKipiVv1o6qsruGzSGdzz1NbA9svXNtPV1cU1j27gmkcbPUHRdvQEKxtb+Ox3G71U8YbFc+ooKSnh5TsvC6x/6Y5LA8uVg0t6zMK6v+tOJAh4A4pZ9aN7nGv5mpBBenUTS1dvKZh7AlbFNGBIx/BsWNG4g9fdoCRjmEumSFCmSUb/HVaBVA4p9dI6J+OX7yde0FK6uvhMGfmTiU3Id8L37NZZ53HTpd3eS+F0Ki++9b4Xv7BsdZNzb92BQFRupeVrm1k0e1KPmiaT714XWF7XtI+bL5voZQMOu+AuW93k2SMqB5eyaPYk7lkbFGCeDcJXkjRRQa58JC0BISIjgJ8CtcAO4POqejBiu/nAInfxHlV9wl3/cWAlMASnONDNqqoi8o/APOAE8BawUFUPpdPW/kJvdcypvkDCD2vF4GBXCXuWZKvDpyroYv2eKP1vqt45mbJZZEqfn0lbRq4It7W4uNgToOEguua9hwOBZv4XsF+duGD6eBCn3//nb3Zx8Ggno8oH8eJtf8zku9dxvLPL29YIIZMi3txf47m0+vV3ef/wCYYNKeHQ0U7mTx/H3Ic30Lyng1Hlg3jpjsu8No4YWkrF4BJunXVuUgW58pF0VUy3Ac+p6kTgOXc5gCtElgDTgIuAJSIy3P36u8Bf49SinggYReM64HxV/SjwJnB7mu3sF6SrY05VfWLWd3V1sb55X8zjhl38+nLqnKqdIKw+Ci+Hj51K+vNM2iwyoc/PlC0j3/CnmQ/33yXzJnt1oQ3h37tyY4uTj6lhPCdOOd/N/Wg1xcXFXPeJswPbmpxelYNLvPNNqRnmubWaJICHjnZSViy83toW+G7ZmiYWzZ7EcNeu0X7sJEtXB6slF9I9SVdAXA084X5+AvhMxDafBtap6gF3drEOuEJEqoFKVX1Rnav1A7O/qj6rqiYhyovA2DTbWfBkQsfcmxeIMcyZqX0U8x7eQFdXV+AcfWmTSFbQ9UagppoMsTc2i74gU7aMfMWvvvOzdPUWLr7vucC6JzbuZNjgYkZXlHnrVm5sYWVjCx+eOBUotXv4RLCgkClb236s0+vT5n+Y46c0kAdqVPkgVja28JE7f8nBIyedWcpb77OysaVg70m6AmK0qu5xP+8FRkdscxbgj1LZ5a47y/0cXh/mr4CnI9YDICLXicgrIvLK/v37U2l7QZHuaLW3LxD/qHr1DTMC39106Ue8Kfnch17wDNZ9bYRLRtClI1BTGc3ny6g91dlPoRHPM21fx3HASe1tsroeOnaKfR3HueCsSkfF5MMIB//xbrr0HM+28dzW91ixYQdzH3qB+5/dSuvBo0m10cwuDF1dXWzd92GPPGKFdE8S2iBEZD0wJuKrO/0Lru0go0+FiNwJdAI/irWNqj4GPAZOoFwmz59vpKNjTscY6k+F4Kfj+ClW3zDDS4mQyEc9EyRrJ8iG0TaqLcZLxbQFsufK2BexCflCrP675rd7eP/wCQYVu6m9Cc4Ipowb1uNYxumg6d12z9ninqe2evES5WUl1I0pp2lPh+cmO6hYPPVUshw44tgolsyb7AXzFdo9SSggVHVmrO9EZJ+IVKvqHldl9F7EZruBT/mWxwK/ctePDa3f7Tv2AmAucJkWwlwsC6TqYROmty+QsP932Fi4+oYZgWjXvoy2TkXQ9bXRNtyWB9dvQxAWNIz3qurlIOla3OVCItw/TEpts66oqIiX7rjMKygUxcs7Dkant1AnYd/KxhbueWqrV7WwaU8HL+3o4WdDRVkJHxyJXXY0FkXSU0lTSPckXRXTKmC++3k+8IuIbZ4BLheR4a5x+nLgGVc11S4iF4tzxb5k9heRK4C/A65S1SNptrFfkCkdc29eIOEXoTHeLZxRS0VZSQ8f9aj2ZDKIK1k7QSL1TybGHaYt4BZOatyB4NYwKKA4hFwTvj73P/tGzOI6foqKilg0e1LkMRc0jPdsZz1UPENKWTJvsvcMTbjj6ZiJ/YBeCQeA3+w8wPI1zXlRX7o3pBsH8U3gSRH5MtACfB5ARKYCX1XVr6jqARFZDrzs7rNMVQ+4n79Gt5vr03TbGh4GyoB17kvgRVX9apptLWgy5S/fW+LVbUik7smUO6ifRIIuLFArykpY37wvmO0zIk1zb2Y55vuASst1uSykOIRcEY4lMV5z5oUdr7/c/+xW/vm/34k87i9e282ChvFUDSn1ch/5Z82q2mOGGY/SImhe9mmWrWnqkfwvihFDS3h9Vzuv72r3ssIWWj9IS0Co6gfAZRHrXwG+4lv+PvD9GNudH7H+nHTa1V/JtY45fJ6ioqKkU3PHswf0lngvc79A9bJ/uqPJysElkQF+D6x7g/ZjnYEXSKpBb4Ueh5BtogYP8XIZ+a+nI0je43hnF8UCp7Q7HXexwEG3MtzNl03kgXVv0nbkBEuumuyd9+5f/J7XfcWEwFE7zZx0Buub9wWKCA0bXMyhY06uJn9ywPnTx7H2d3t5//AJRpUP4srJZ/BKSxvNezs4cMQ5/wVjq7wATdPuqASD+YiNpC4w8k3HHNYLQ+zi9Ivn1AVeniYVQm/09KlGU/sFlBmZ+lUPXV1drGtKbtQai3RtRAOReIOHcNbU8GCiqKiIyyadAeDdt4NHTlJfXcEfnzuKI51K07vtLF/TzNrfvct7HSdQVYqKini15YBXaW5hQy0Vg0v48Us7nZgGhYvOHhEQEONHncZnxg0PBuC57rJVQ0pZ3/weFYNLKCkuYfUNDZyz6Jnu3+hr8/3PvsH65n3Mqh/NrbN6FkHKN2FhczFZeo2xKxhi6YnBeTDmfOd/AuvmfOd/uOaRDSnr6VNxYY2axRhMxGw41iObbsSW6HsTVXb2mkc3sGx10C5x+MQpZtadEdhuzY2X8P9dWc/iOXXUn1nJisYdnHQ9kJ54cScrGnd4wmH40FLunH0e7cdOcmalEzfRvLeDJzbuZNKYcu+Yr+9q73EPq4aU8uD6bXQcP8Wq6xuoP7OKFY07uOi+5wPbbd7VxtJVWwKqs3VN+7j/2a3MzYO8ZvGwMwhLr0jFrmAejOa9h6kbU860CSNZ2djijdBSzU3TGxfWqNF9rHTM4VFrX7sRD3Si7k24nsLS1VtY2djC5lYnMO2uecEaC36Wr23uEXkdZWcYPrSUl++4lHuffoOVjS0saBjPheO7y5Budftn3ZgKmvd2sPZ3ewP7P9u0j2m1I7xqc4tmT+IXr+3mgM+gbVJ0rNzY4m1nYofCM9lc5DVLhC0YZOk1/lGzIdZL+oF1bwRUOH7CtYxTOX+8mshR7Ywyphv8xWgS/Z54bUrXlXcgEe/ehIvrLF29hc2tTilQg3nZJqpf7u8nUfjtYeFt37r3CuY+9EJA5WTO688FFcXb913Zww337fuu7JFIMKod2exHEqNgkFUxDTDCA4J0BghRqoFYL9NbZ53XIz++oTcqmFQimKNG94vn1PUYeZrpfrbdiAcysWZeJoW2P8BsybzJ/PxrDYH9Z9WPjhs9rqosW90UdeoAph8vXbWlx3f3rN3KzLpgkgiTs6lqyKAeuaD8LF/TTKhOVY9ssuF2PLh+W1bresTDqpgGEJkuExmvCHsst1M/3ugrRrbUWCQbTe3HbwD02xyiRq1+n3mwKqK+JlnvPHPf/LQf64xZpc3rJ407GFxaxLGTXZ6Xk6ksZ1i6eguvtRz0vJqMW+rKjU6a7ig1ljlvlOpyzY2XsHxNc48U30Z1Vl9dEchC4G+Hf0aSCZfwdLACYoCQ6VgE441hXrKL59R5I3BzfHM886CubGxhSk0VF9YM93Lkm4JEqdY+6I2+P8oFNrx/RVlJwaZFKGQSzbz8KspE/S3qPm/Z3UbH8U5WX9/AVY800rSng+FDS5l4RjmTz6pixYYdXh6nuuoKFs+t8178g0uLYkZjm368sKGWyiElXhuXr2lm8dw6Xms9BKiX4tvMRGbWjfbSe9RXVzCzbjQdbulS80zkQ10PKyAGCL0x7MZCVek43hmIUg3HGfiPF34hh9f7i8MnS7oxIcnub4VD7nEGN7H7W0VZScz75L/PJv5gZt1opk0YyaLZkyguLvZUOZWDS2g7epKVjS2ejcBJm1JCx7FTkYMRcKoUKsotM8/l5ssmsnxNM6+1HuTbz233VGKmfV+//Dyvvz+4fluPOtXmuLfMnBiwa+RqoGKN1AOMZA27yRwnykC9eE5dIAgovI814Fp6Q2/6W6LjRfXFqOcD4O5Vv2fY0DJPFevf3nhYhT2uYjtsdKt6DUbVa+KKknX+yBTWSG3JaGrqWAbqeA+rHZ1bektv+lui44WXzcvez9LVW1i6agtPbNzJr998z3tWzPbGeO5Pwx9POIRjeKBbGJgYnnyKp7ECYoCQ6Y6XSWFjsSSir/ub305W5zNIr2zsjl+4sGa4t/6Bdd3JBI1XnJ9Yo32/p1VUQGas9DW5qiFhBcQAIZ47Yaodr7fCJpMutpaBgaoG+1tD34yq/c/H2hsvYWFDbeD7ujGO4drYMp5t2uedv6urq4fr6tLVWwLtCkf3x3MPT7WqYV9ijdQDiEwl++uNF1GmXWwt/R9/n6kcXOq4nqI8uH5br12Q/f3fry6C7rxi4Hgn+Wne28HS1Vu4+6rzWbamieY9HYwqHxRw+DDurZ/9bqMXGOevXufPt5QoZ1e+qGOtgBhgZKrjpSJsknWxtUZriyGqz/iNv2Zdov7i71MPrHuTtqMnWDJvMg+u30bb0RMIQuWQUm6+7ByWr22moqyE9mMnIwsQPbFxp5eGA2DuH1R76idwgudEhAtrhrsR305aEH9fN7FDqcTw5BIrICy9JllhE8vF1h+UZmcUFj+ZcMv2z0BUlbajJ5x8TjsPMaVmmPdynzK2imeb9tLsps7YvPOQt/7n18/wBJOfBdPH92iDyQFlIqtXNO7wPKL87S6knF3WBmHJClF6V382VVt9Lf/Ils0o1nkS6erjHaOrq8ubgVzzaGPAO2nzrrbAyH/zrjaa3ZiKu+bWe/m5TT3ru+bWUzcmGEm9accBVjRG2+CAHuk38tXGkIi0BISIjBCRdSKyzf0/PMZ2891ttonIfN/6j4vI70Rku4h8R0J3XkT+t4ioiIxKp52W3BMvm2qqqbUtfU8mS8T29jzJei5FHWP52maa3m2jvrqCza2HeGLjzh4eSmGa9nQw4Y6n2dza5tV6MOds3htMMtm8p8OJuA6XMvXVIo/X7nyxMSQi3RnEbcBzqjoReM5dDiAiI4AlwDTgImCJT5B8F/hrYKL7d4Vvvxqc+tU7sRQ0sbyewpldrXDID1Kpt9Fn5zl6kqWrtyT0lIt3jA43+tpPc5y6035MagzAsyV4HlSuh9Og4qIeswB/LfJ8iGNIl3RtEFcDn3I/PwH8Cvj70DafBtapW4daRNYBV4jIr4BKVX3RXf8D4DN016V+APg74BdpttGSY6L0rovn1LHp7Q8CD3Cmq6/ZyO3ekQn9fybOY1JRxNPVxzvGotmTeiTDM9SNKe+uRzJ9PJt2HAgIj2Vrmrwo7U+eezoX1gzzyoYa9VHlkKDNwHwuJBtDItJKtSEih1R1mPtZgINm2bfN3wKDVfUed3kxcBRHmHxTVWe66z8B/L2qzhWRq4FLVfVmEdkBTFXV92O04TrgOoBx48Z9vKWlp/eBJT/weyvFysaaqZeQdatNn0ylZUnnPMkK+fAxomp7+PnoWZWICCc6T1FWUszmXW0MH1pKzfAhFBUVsbn1EPXVFV5p0FQHG4U2OJHeptoQkfUi8vuIv6v926kjadKeP4nIUOAO4K5ktlfVx1R1qqpOPf3009M9vaUP8Y/6+jJaNFsqkv5MtiLlE50nGV191DGWr22mfFBxjzTdht/ubudEZxfNew+jKPXVFRw8cpLf7m7ngrGVXkGg9mOdkS/3RH20UGwMiUioYjIj/ChEZJ+IVKvqHhGpBt6L2Gw33WoogLE4s4fd7mf/+t3AR4CzgdfdizoW+I2IXKSqwZp/loIlU0F7UWRLRdJfiTfDg8zZijJxnnjHMC/5UeWDeP/wCW/Z/C8tFietdqganIl1sP0lfRvEKmA+8E33f5S94BngPp9h+nLgdlU9ICLtInIxsAn4EvCQqv4O8KqQJ1IxWQqXvhxlGSHhVzEM9Ic9WbLlq5+J88Q7RtO77SycUUtFWQkdxzpZPNdJE145uIRBxUUgwuK5dTHLhYZdbCH/VUWZJl0bxEjgSWAc0AJ83n3xTwW+qqpfcbf7Kxy1EcC9qrrCXT8VWAkMwTFO36ihBqUiIGy6b4vBP7I09NWIsND0zcmSrd+VifOYWg/h5XCUvnm9LFvd5FWKizJig1PnYUpNlefR1J/tWLFsEGnNIFT1A+CyiPWvAF/xLX8f+H6M7c5PcI7adNpoGXhkS0UC/dsYni09erJ2hlhCJOoeODOF7nvgV2UCLJ5bx6Z3PogUDgsaxgNOJtfNrYcAx+21L0t/5usgw6basPQ7sqUiSTbHlCU94gnhW2ZO7NU9MJXl/ALCCIaqIYOcqm8Ir7UedFJ+u6k2+mIWms+DDCsgLP2SvjSCG6wxPPOEX+j+lBnQUwCYdZDaPVB1yuaG8RchMvEOfvfZTN/XfB9k2JKj/Yh8nab2d7IVL9DfiT2SLqH9WGdce1Iq9yDZOJxs2bGyaS+LRa/jICyFQbZy51iCZCteoL8TP3alM27FtlTvQTJxOLHSw/RFygz/TDTq9+USq2LqB+T7NLW/kk1jeH8nnrpu8RzHPdWPSctiPqd6D4wKMur8ZjlbKTNiCbh86D9WQPQDrC48N2TzJTIQiIpdMcIhngDo7T14cP22gEoLgpXfsmHHyvdBhhUQ/YR8DgwrVNtIMu3OxktkoBArZUZFWUlcAdCbe5DsrLuvXX3zfZBhjdT9hHwwdEWRzy588SjUdhcqiQzHJrOqf/t0+3Vvn5m+GPDkehBljdT9mGwa1FJtVyEmzSvUdhcyiQzHfuFgts/EOVM1DveVM0i2ghJTxaqY+gH5Ok0tVNtIoba70ElHXdebEXiqxuGB6AxiVUz9iEQPSa6msYUaJ1Co7R5o9EYd2FuVVr6qctPFqpgGAPGmqbmKkyjUOIFCbfdAo7fqwHgqraZ321m+tjnyWcnnmIW+wAqIAUCudOr5ahtJRKG2eyDif7Gv2LCDs29/KunKhLfOOjewjYhTCrf+zMqYz0pXV9eAGjhYG8QAIFc69Xy1jSSiUNs9UEnHxTu8TVFRUcKAvXyNWegLrA1iAJFqvppM2Sty7cLXWwq13QONvrALxHpW+qv7s7VBDHBS0aln2l6Rry58iSjUdg8k+kIdGO9ZiVJL3TW3vqCFQzzSEhAiMkJE1onINvf/8BjbzXe32SYi833rPy4ivxOR7SLyHfE9gSJyo4hsFZEtIvIP6bRzoJPKQ2RjACyFRKL4iVSFejLPykAaOKRrg7gNeE5Vvykit7nLf+/fQERGAEuAqYACr4rIKlU9CHwX+GucmtRPAVcAT4vIHwNXAxeo6nEROQNLr0lFp54PMQBWtWNJhXD8BPTM9pps/7H2pyDp1qR+A/iUqu4RkWrgV6p6XmibL7rb/C93+Z+BX7l//6Wqk8LbiciTwGOquj6V9lgbRHxSefHmKgagv+p4LdkhU/1noA1S+soGMVpV97if9wKjI7Y5C2j1Le9y153lfg6vBzgX+ISIbBKRX4vIH8ZqgIhcJyKviMgr+/fv7+3vGBAkOzXOVQyAVW9ZUiWsHm07eiIj/WcgqZHikVDFJCLrgTERX93pX1BVFZFMPcElwAjgYuAPgSdFZIJG3GFVfQx4DJwZRIbOP2CJF2EKfevKlw/qLUvhEJ4tAAjClJoq238yREIBoaozY30nIvtEpNqnYnovYrPdwKd8y2Nx1Eu73c/+9bvdz7uA/3AFwksi0gWMAuwUoY/JtQ42HZ92y8AhZl6kxh0sbKhlc2ubt63tP70nXSP1KmA+8E33/y8itnkGuM/n4XQ5cLuqHhCRdhG5GMdI/SXgIXeb/wT+GPgvETkXGAS8n2ZbLUmSyxoHqSZQswxMYs42G2pRgooE2396T7o2iG8Cs0RkGzDTXUZEporI4wCqegBYDrzs/i1z1wF8DXgc2A68BTztrv8+MEFEfg/8BJgfpV6y9B250MHaFBeWVPALCYOirGxsScqdO7Cf7VuRpDWDUNUPgMsi1r8CfMW3/H2cl37UdudHrD8B/EU6bbMUHrlWb1kKi6jZ5ubWNhZMHx+3/1hPueSxuZgseYUt4WlJBv9ss766gjU3XuLlSTreeYoH1r3J1y8/r0f/yaeaDoXgSmsFhCXvsC6GlkQ4s80S6qsraNrTwfK1zSyeU8emtz+gaU8HF08Y6b1w8y0QFApnFmNzMVksloLk1lnnsebGSzw7w4Q7nqZpT0fCl32U7SKbwqGQ4n2sgLBYLAWLPz23IdHLPtfFoPz5olKtYZFtrICwWCwFS6ov+3zxlMv1LCZZrICwZBzrQmjJBr152Wc6+2u6bfeTj67c1khtySiFYnyzFD69dYvOtadcLtPZpIoVEJaMkU8uhJaBQW9f9rn0lCukeB9bctSSUfqi/KPF0h/JpziIvkr3bbEEKBTjm8WSawoh3scKCEtGKRTjm8ViSYwVEJaMkS8uhBZLsliPu/hYI7UlYxSS8c1isR53ibECwpJRcu1CaLEkg/W4Sw4rICwZpxCMb5aBTb4k7ct3rA3CYrEMSKzHXWLSEhAiMkJE1onINvf/8BjbzXe32SYi833rPy4ivxOR7SLyHXHvjIhMEZEXRWSziLwiIhel006LxWIJYz3uEpPuDOI24DlVnQg85y4HEJERwBJgGnARsMQnSL4L/DUw0f27wl3/D8BSVZ0C3OUuWywWS0awHnfJka4N4mrgU+7nJ4BfAX8f2ubTwDpTh1pE1gFXiMivgEpVfdFd/wPgMzh1qRWodPevAt5Ns50Wi8XiYT3ukiNdATFaVfe4n/cCoyO2OQto9S3vcted5X4Orwe4BXhGRP4PziynIVYDROQ64DqAcePGpf4LLBbLgMR63CUmoYpJRNaLyO8j/q72b6fOnCxT87K/AW5V1RrgVuBfYm2oqo+p6lRVnXr66adn6PQWi2UgYD3u4pNwBqGqM2N9JyL7RKRaVfeISDXwXsRmu+lWQwGMxVFF7XY/+9fvdj/PB252P/8/4PFE7bRYLBZLZknXSL0K52WO+/8XEds8A1wuIsNd4/TlwDOuaqpdRC52vZe+5Nv/XeCT7udLgW1pttNisVgsKZKuDeKbwJMi8mWgBfg8gIhMBb6qql9R1QMishx42d1nmTFYA18DVgJDcIzTT7vr/xr4toiUAMdwbQwWi8ViyR62HoTFYrEMcGLVg+hXAkJE9uPMZPqSUcD7fXyOdLFtzAy2jZnBtjEz9GUbx6tqDy+ffiUgsoGIvBIlafMJ28bMYNuYGWwbM0Mu2mhzMVksFoslEisgLBaLxRKJFRCp81iuG5AEto2ZwbYxM9g2Zoast9HaICwWi8USiZ1BWCwWiyUSKyAsFovFEokVEAkQkbtFZLdbvGiziMyOsd0VIvKGW/yoR12MPm7jP4rIVhH5rYj8XESGxdhuh1ugabOIZCWiMNF1EZEyEfmp+/0mEanNRrt8568Rkf8SkSYR2SIiN0ds8ykRafP1gbuy2Ua3DXHvnTh8x72OvxWRj2W5fef5rs9mEWkXkVtC22T9OorI90XkPRH5vW9dWoXOstTG/HimVdX+xfkD7gb+NsE2xcBbwARgEPA6UJ/FNl4OlLifvwV8K8Z2O4BRWWxXwuuCk27le+7na4GfZvn+VgMfcz9XAG9GtPFTwJps971U7h0wGydVjQAXA5ty2NZinPT/43N9HYE/Aj4G/N637h+A29zPt0U9L8AI4G33/3D38/AstjEvnmk7g8gMFwHbVfVtVT0B/ASnmFJWUNVnVbXTXXyRYJbcXJLMdbkap9gUwM+AyySLOZdVdY+q/sb93AE0012XpJC4GviBOrwIDHMzLOeCy4C3VLWvsxokRFX/GzgQWu3vc0/gFCoL4xU6U9WDwDq6K172eRvz5Zm2AiI5bnCnet+PMR2NVRQpF/wV3UkPwyjwrIi8Kk6hpb4mmevibeM+EG3AyCy0rQeueutCYFPE19NF5HUReVpEJme3ZUDie5dPffBa4N9ifJfr6wjpFTrLBTl7ptPN5tovEJH1wJiIr+7EqZu9HOdGLAf+CeeGZZV4bVTVX7jb3Al0Aj+KcZhLVHW3iJwBrBORre7oZcAjIuXAvwO3qGp76Ovf4KhLDrs2qP/EqaGeTQri3onIIOAq4PaIr/PhOgZQVRWRvPX1z/UzbQUE8Ysi+RGR/wusifhqN1DjW/YXP8oIidooIguAucBl6ionI46x2/3/noj8HEcF1JcvmWSui9lmlzjp3auAD/qwTT0QkVIc4fAjVf2P8Pd+gaGqT4nIoyIySlWzltwtiXvX530wSa4EfqOq+8Jf5MN1dEmn0FnWyIdn2qqYEhDS414D/D5is5eBiSJytjuCuhanmFJWEJErgL8DrlLVIzG2OU1EKsxnHCNY1G/JJMlcF3/Rqc8Bz8d6GPoC197xL0Czqt4fY5sxxi4iIhfhPDdZE2JJ3rtVwJdcb6aLgTafGiWbfJEY6qVcX0cfvS50lqX25c8z3VfW7/7yB/wr8Dvgtzgdq9pdfybwlG+72TgeMG/hqH2y2cbtOPrSze7f98JtxPEket3925KtNkZdF2AZTscHGIxTVnY78BIwIcvX7hIc9eFvfddvNvBVnKJXADe41+x1HINhQ5bbGHnvQm0U4BH3Ov8OmJrNNrptOA3nhV/lW5fT64gjrPYAJ3HsCF/GsXE9h1Opcj0wwt12KvC4b9+/cvvldmBhltuYF8+0TbVhsVgslkisislisVgskVgBYbFYLJZIrICwWCwWSyRWQFgsFoslEisgLBaLxRKJFRAWi8ViicQKCIvFYrFE8v8DYhYJLbEgeFYAAAAASUVORK5CYII=\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plt.scatter(X,np.zeros(len(X))+0.003*np.random.randn(len(X)),marker='x')\n", "plt.title('Второй кластер содержит больше точек')" @@ -286,25 +565,51 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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DuJ3BQbGlm/8s4IahdhczONPiXgZDJdOs8QiD8cFbu5+PLq2RwRkrt3U/d02rxlH7BfhLBgctwJOBf+1+h/8EnjvlffcSBkNutw/tv4uBNwNv7tq8tdtntzF4c+u3plzjyOduSY1h8OU293bH68I0a+xqOINBWD99aN5M9yODPzTHgZ8yGDe/nMF7OgeAe4AvAWd1bReAjw2t+6buuDwCvHHKNa6b17SXH5CkBjU7LCNJT2SGuyQ1yHCXpAYZ7pLUIMNdkhpkuEtSgwx3SWrQ/wNlOdJu2LYX4AAAAABJRU5ErkJggg==\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plt.scatter(X[:,0], X[:,1])" ] @@ -383,7 +735,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -394,9 +746,32 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "colors={0:'b', 1:'r'}\n", "plt.scatter(X[:,0], X[:,1], c=[colors[y] for y in Y], lw=0)" @@ -411,7 +786,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -423,9 +798,32 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plt.figure(figsize=[10,5])\n", "before = plt.barh(pos,val1, height=h, color='b')\n", @@ -602,7 +1165,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 47, "metadata": {}, "outputs": [], "source": [ @@ -617,9 +1180,32 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "p1 = plt.bar(ind, menMeans, width, color='r', yerr=menStd)\n", "p2 = plt.bar(ind, womenMeans, width, color='y',\n", @@ -640,7 +1226,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 49, "metadata": {}, "outputs": [], "source": [ @@ -650,7 +1236,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 50, "metadata": {}, "outputs": [], "source": [ @@ -662,7 +1248,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 51, "metadata": {}, "outputs": [], "source": [ @@ -674,9 +1260,42 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":1: UserWarning: The following kwargs were not used by contour: 'c'\n", + " plt.contourf(X, Y, F, 18, c='black', alpha=.75, cmap='hot')\n", + ":3: UserWarning: The following kwargs were not used by contour: 'linewidth'\n", + " plt.contour(X, Y, F, 18, colors='black', linewidth=.5)\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'y')" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "image = np.random.rand(30, 30)\n", "plt.imshow(image, cmap=plt.cm.hot, interpolation='none')\n", @@ -713,7 +1355,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 54, "metadata": {}, "outputs": [], "source": [ @@ -722,9 +1364,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 55, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plt.figure(figsize=[5,3]);\n", "plt.plot(x,x**2);" @@ -732,9 +1387,32 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plt.subplot(2,1,1) # 2 plots along verical axis and one plot along horizontal axis, select 1st\n", "plt.title('1st plot')\n", @@ -776,9 +1523,32 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plt.subplot(1,2,1) # 2 plots along verical axis and one plot along horizontal axis, select 1st\n", "plt.title('1st plot')\n", @@ -807,7 +1577,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 61, "metadata": {}, "outputs": [], "source": [ @@ -816,9 +1586,32 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "fig = plt.figure()\n", "ax = Axes3D(fig)\n", @@ -832,9 +1625,32 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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hJOs0NF2EQiH09PSgvLx8yWq/fI9LZYN49br+/n7Mzs5ibGwsb/W6Qkc0uYBQdkLdTpxOJ5xOJ86dO1eQJTv0SyvfWBHkFpuGZjNhACRuKLjdbvT29vJSi3w+HA6HA/39/Vi7di1qa2uX/HsxR26pQOt1HR0dMBgMS+p15eXlPNlJ9WWynNPSdMAwDAwGAwwGA7Zu3VqQJTti1xlKjWVPbrG2K5TcMp0wABbJTTgmQwjBzMwMJicnC5KGTk5OYm5uDtu3b4fBYIj7c8spckuGeNZDTqdT8npdIcitUL8f4ehVvpfs0H2rhcCyJbdk2rVslrTQ42nkRxX/APKehkYiEfT19UGtVmPPnj1JH+TlHLklg0KhWFKvczgcWevrCkVuxWZ3lC/ZSSHe97Ikt1TaNaVSmZYaPxY0raVpaHt7e5TiXwyyvZHpuTs6OtDU1JTy54uFjHINtVqN2tpaPjWPp68TM7N5sZGbWFKSQnYSi0Kl/8uK3GJHqBL9wrJNSxmGgcPhgMViQXd3d9ptbEo0mf5SqSA4nRQ4lUlmulguZJlKX0frdRUVFVGjcIUgmuXo5Zat7CQUCuWlaREPy4bcqPkdy7IptWvZjDFFIhGMjY0hEAjgkksuyajmQM+f7g1FV62ZTKa0U+Bs3nMxQAqySVavm5ycBAD+QcxE/5gtCuXlxrKsZAJvMbIT+hnr9Xp4PJ6EdeJ0wDBMK4BfAKgHQAD8mBDy3WTHLAtyS+S7lgiZRm4ulwt9fX2oq6tDIBDI+IbIhGj8fj/OnDkDpVKJ7u7utB+CizVyS4Zk9TqbzQaO46DX6zOeh00Xy2U5jFjEk53QyPncuXM4duwYent7EQqFsLCwwEd/GSIC4L8RQk4yDFMK4ATDMK8QQs4mOqCoyS3dnaEU6ZIb9T+bmZlBd3c3CCEYGxvL9LLTJjez2Yxz585h06ZNGBgYyOicYsjoYpA+JIOwXudwODA7OwuVSoWJiQl4PJ6ce6wtx7Q0HcRGzuvXr8fTTz+NH//4x7j77rvhcrnwb//2b/jABz6Q9msTQuYAzL3/326GYQYANANYfuSWzQhVOuRCO5IqlQp79uyBUqmEz+fLWicnJuohhGB4eBgul4tfFpNpSis1ca2EyC0ZCCFQq9VoampKu16XzTkL8QVTKBderVaL9evXY/v27fjpT38Kv98vSXbBMEwHgO0A3kn2c0VJbrRpIDYNjYXYyM3pdKK/vx+rVq1CY2Mj//fZOPEC4lLEYDCInp4eVFZWYufOnfx7zJRUpE5LY+H0h/H2mAOuQARtVTrsaC2HOonxZbEjlmjE1OsqKipQVVWVsb6ukJFbIV14aUNOitEvhmFKABwB8EVCiCvZzxYVudE0tLe3F52dnRl/GKnIjQpjZ2dnsXXr1iWjIdkW51Mdb7fbcfbs2bjTBtmQW7LjPB4PhoeHUVpaiqqqKtFtfAAIhFm80GtCMMLCqFXixKQTvhCLq9bm3zpaKqSKolLp6zQaDa8PE1uvK6QUpFBOLEJyyxYMw6ixSGy/IoQ8k+rni4bchNq1SCSS9YRBInIJh8Po6+uDVqvl09B0js/m/IQQTExMYGFhATt27IhL3pmeOxm50QXQq1evRjAYxOTkJH/T0QeUDuALX49eh9kTgicYQWP54s80litwbsGLy7uqoVRI87AWu1llrL4uEAjwUxNi63WFXMhcKDmGVBbjzOIv6wkAA4SQ/y3mmIKTWzz7b5VKlRW5JYrcnE4n+vr6sHr1ajQ0NCQ8PhfkRiNSnU6H3bt3J7zJpYrcBudcODHpgMNqwbpyFpfv3s0/0LSN7/F4YLPZcPbsWUQiET7tijUcUCmiX5vlCJQKBhLxWkGQbT1Rp9NF1eu8Xi9sNlvSet1yEPFKDQldeC8F8HEAvQzDnH7/7/47IeTFRAcUlNwSadeyHZ+KvYFoxESXc6TS3YhtCCQ7v/B4Om0QW9tLdO5sI7feaSd++tdx+NwOKFVqzIUrsDXIoUwTv8ZEdyQ4HA7YbDacP3+el0lUVFSgtsSA9ioDxmw+aJQMQhGCK9dWL/vuq1TXzzAMSkpKUFJSElWvo/OawGK9TqVSFd34Va7h8XiSBhJiQQh5A0BaH17ByC2Zdi3byE2I2DQ0H99gQoKiA/diJx2kiNxe7ptFwGlDW301DEYDZuwBnJl24bLOxFu4hs0+/HnYA5ZosLdjLerhhMvl4seaWo0lqKgxQqUzormqBM0VxWcdng5yGUUlqtfNzs7C7XbD4/HwLifp1D4zRSEjt0JtvgIKQG5i7L+zHZ+ioDZBqdJQqUEjz76+PrAsi927d4su6GYaNVJym5mZgclkQk1tDQxG/fv/Fv0zsQ/TmNWH/3diDhX6xcjitz3zuLJVg67KMrS1tfEbvWw2G2y2SczZOPgFncNCRQXZIJ8pIq3XEUJQXl6OhoYGvgvr8XhgNBr52mcu9HWFXsh8UZCbWO1atuRGCEEwGMTg4KCoNFRqsCyLc+fOoaOjA62trWk9RJlKOgghsFqtCAaDuPuKLfi/784A3hDCLIFGpcDWlsRR28C8B1qVAiXaxdshwqowZA6gq9LIX1NZWRnKysrQ0dHBO0dYLBaMjo5CrVan3TmMd/35RCFnSxPV6+gOU6n1dYVMSwu1+QrII7mlM0KVDbmFQiH09fXxTrn5/sYymUyYm5tDa2sr2tra0j4+k5pbIBDA4OAgVCoVv1JQq1bhxJQTWhWDy7tqUFuqTeiUolMpEGYvkEuIJajSJY4gY50jaOeQprClpaWorq5O2+m1mLuluTpnqnod9Vdbjvo6YIVHbpmMUGVqWUT1Y11dXQgGg5lcbsbgOA7Dw8PweDxoa2tbIq0Qi3RrbvQ9t7a2wuVy8Q/PxqYybGwqE/UaO9vKcXrahSlHAAwArUqB3a1GAOK+YGIjEbfbDavVipmZGXAcl/XDmQsUqyuIWH1dOvU6ueaWA2SyMxTIbDZ0bGwMZrOZ14+Nj49n/UsV+wAEg0GcOXMG1dXV2LFjB6ampjJOs8SSGxUiz8/PY+fOnQiFQnA6nRmds1yvxn2XtuHcggccIeiqNSLidcDn86X9WsIUdtWqVYhEIkuWwdAUtpCbmQoVuaV7P8bT19GoTmy9rpA1NylFvOkiZ+RG614A0iI2ID1yC4VC6O3thdFojNKP0dfIVJlN08NUtQqbzYaBgQGsX78e1dXV/LGZptVi0lKWZdHf3w+FQsG/ZzqulinKdCrsaq/g/2zyZvxSUVCpVEvMJancxO/38xMT+bZrKlTklu2kQKzlULx6HY38aL2u0DW3Qmy+AnJIbum4eMRCLLnRlGzNmjX8JqV0XyPZNSS7KYTR4s6dO6O+NWN3MKSDVJGbz+fDmTNn0NLSgtbWVtHHSX0dmUKv16O5uRnNzc1Ry0pcLhd6e3tRVVWF6urqvGxSXw6RWzIkq9fR7KGysjLrL75s4Pf7897Qo8hpWprpAyJmNvT8+fOwWCySjzEJj2dZNm63KhwOo7e3FwaDIe60QTbnTnas0BopdopgObp4CJeVuFwudHV1wefzYWFhAefOnYNOp+NTLr1eLykZFSpyy+U5Y+t1tCQwOzuLkydP8l3tfOnrgMXPuVBRY8HHr+IhGbkFg0H09vaitLQ06RiTFBuw4pEMNbTs7OxMqJ3LhtzikRQlc5vNFrWIOdVx2SDXZBnhCBggajY1NoX1+Xyw2WwYGRlBIBBAWVkZ/3BmK5Eo1oaClKCf5/j4OHbv3p2wXkddc6VGITdfAUUauSWaUKD1rUS7O4WQej6UCmSnpqbiOokIkQ0xxB4biUTQ09MDg8GAnTt3Jnw4sh0ZyxdYjuD1ERvOzLigALB3VQX2CGp9QhgMBlgCDAYWFOAUBJt1Kng8HkxNTQEA34XNJIUtFilIPpGoXkeXNcer10mBQr3noozcYgvyhBCMjo7CZrMtqW8lgpSRG8uyUev9UoXZUqWlHo8HPT09omZSAWmFsLmK3E5PO3Fyyonmci0IAd4YtaNCH/9BmrD58W9/GuOju5OTwP1XtGNnZyfC4XDUViaawlZXV4uKQi6GyC0ZxNbrspHwFJrMi5LchMRETR3Ly8uxa9eunFmNxzue4zh4vV709PSgtbVV9JZ5KdLS+fl5nD9/XvQGLDGRWzHU5SZsfpTrVFAwDMAABrUCM44AquP87JujNqgUCtSULAqBLZ4Q3hi1o6PaALVajbq6OtTV1YEQwndhh4eHEQgEUm6pvxgjt2RIVK8zm80YGRmBWq3myU5svS4YDGas95QCOU9LsznOarVicHAQ69at49XwYiFFWmo2m2E2m7F582aUlYkTxGZ7boZhMD8/D6VSid27d4tOD5ZLza1Cr8a0PYAy3eKtF4hwKNOrgEAcN5cl1xT9t/OuADxBFm2VehgMBhgMBrS0tMTdUk8bE6WlpfwXwcUQuWXaxIitf2ZSr6M/VygUZeRGCEEgEMD58+dFp6GxyCZy4zgOdrsdDMOkRTAUmZJbKBTCxMQEdDodtm/fnpeZ1Hxjb0cFph1+zDqDICBoKtdhS1MZBmxLifQDqypxcsoJqzcEBkCI5XBJZxUIIfhfr53H8z0mKBUMyvQq/OCuTWipWHzI4qn8bTYb78qxEFLjzakgNDo3btiqxAdWVeStc7hcCTVevY5uuUpUr5NKwMswzE8B7AdgIoRsFntc0ZFbIBBAb28vAGDXrl0Z3wyZklsgEMCZM2egUqnQ2tqaUWE1E6KhRpq1tbXQaDRpv+9MIq0It9jNircLIVeRm1Grwkd2NmPBHQTDAA1lOqgSuF521hhw/+UdeGPECgLgg6ur0FljwOvDVrzQa4JSASiYxXT1a0fP4YmPbY37Omq1ml8sfN7sxRO/H0bYz4HxuvG9l/sxvakMV29s4j3XcoVCRW5Sn1NYr2ttbQXHcXC5XLDZbHy9bmpqClarVarI7UkA38fi3lLRKCpys1gsGBoawvr16zE0NJTVt1wmQlqaBm/YsAFOpzPjhzvdzuX09DSmpqawfft2uFwueL3pjwekQ0YcIXj29Dx+P2AGAXB5VzU+sqspIclIDY1KgdZKcdKDzhoDOmuiRaATdj/CLAe9erGxo1EyGLP6Rb3eyWkX1CoVSko00Gm1CBIlzrmAnU4nxsfHoVAoolLY5a6ty8folUKhQEVFBa+9pK4xhw8fxttvv43rrrsO11xzDf72b/92idheDAghrzOLG6/SQlHU3DiOw8jICJxOJ6/jotFPrqccgAs6MqvVyqfBLpcrJ0JcITiOw8DAACKRCN+F9Xg8OVkQI8Sbo3a82G9GQ5kGDIA/DltQU6LGDRsv3HjF0HxIhNYKPdTKC3WzEMthbZ249EejZMAR8n7pjgHLAWUleqxevQrAYmnAZrNhenoabrdbUq+1QkVu+RbRqlQqXHPNNVAoFOjs7MSDDz6I1157LSt37YyuI69ni4NAIICenh5UVVVFpaGUnDK9GcTOd9LZ1JKSkqhubDY1OzHkRtPf+vp6tLe38+8709pZqi8Sn8+Hnp4eKBQKvDOrgEZBeIlFqVaFgXlPFLlJjQhHMGr2IhDh0FqhQ5Ux2gopnajmijVVuH5jLV46a4aKASoNGnzj5rWijr2kswp/GbFhwR6Bjg1Do1HjRsH71mg0aGhoQENDQ9zdCMI9E+mmsCslLRULanfU3NyMT3ziE3k/f0HJjY4TCYfOKSi5ZCompFKOZKB1rnizqdnMh6YiNypG3rBhA6qqqqL+LRcRkzDdVyqVOOmYwIkpGxD0QKNRwxVRoqo5Wm4iZfoU4Qh+/vYUBhe8UDCASqHApy5tRUd1ZjOHDMPgv1/fhY/vaYY3yKK9Ws+nqKlQU6LBQ9d14dm3zsJYWoYPrm1EW1X8FDlWC8ayLN+FHRsbg1KpTCuFXc4NhUxQSC83oEBpKfU+c7vdCceJpNCpJTqeFjxnZmYSOvXmYj5UuNovURc4WwlL7PmGRsYwNW/Cpbt2Qq1aJPw7P7AGU97zmHEE4GYjKFWxaCcLOHXKygthpRydGZz3YGDei+aKxXKD0x/Gs2fm8aWrO7N6XbF1u1jUlGhweZsejY01KCsT/xpCMgMWdVx2u51PYZOtSgQKQzQsyxZ0OcxFJQXx+/3o6elBTU1N1Kb1WORqNjQSiaC/vx9KpTLptIGYyC8R4kVf9LwqlSonq/1iwbIsnnj5BH4/FoDRaMRrllF84coOVBlUKNGq8JXruzBi9oIQYHWtAXq1ElaXF7/vncFCzyCqVUF0VSiwsLCAqqqqrMZxfCEWDHPhy86gUcLhz2/9JRZSfIFotdq4KWy8VYlKpfKijNxaWlqyfh2GYX4D4EoANQzDTAP4GiHkiVTH5ZXcqGFhvHQsFrmI3DweD3p7e9HW1obm5uakx2fjyRZ7A1ObotbW1pS/bCkit0AggGN/OYlXJwlaaiugViqw4Arix29M4CvXrQaw6La7qfFCKuoPs3jinXmY3BFo1SUYdagQUUTQ4PNhenoaAPiopKysLK2HtKVSBwUD+EMstGoFTK4Qdrcn3umQL0hJNPFSWOGqRJVKhWAwyGu/8kVyhSQ3v98vSeRGCLk7k+PykpZyHIdz587B6/Vi9+7donz1pSa3ubk5jI2NpTXOJMW3O60rbt68GeXlqR/obCM36nGnr2mGbtrKa9iqDGqctyR21j1v9sHkDqHp/ZV9OgWH90xB/O11HVi1alWUEHZwcBBGoxHV1dUJUzAhmsp1+PieZjxzegFOfwjbW8twS3d91M+stAUxSqUS1dXVfC05GAzixIkTvMI/VQorFS5WF14gD5EbTUNra2uxbt26nFmNxzue4zhwHIehoSEEAoG0pg2yJTdCCEZGRmC320UTOpAduYVCIQwNDWHnzp0YtYVAYAHHESgUDFyBCBrLE0sZOELACEabFq/jwr8LhbA0BbNarTh79ixYlkVFRQWqq6sTDllvbirD5qaypKSykhfEaLVaqNVqbNq0CYQQeDyeqBRWOKQuZY2s0C68K5bcQqEQTp06hQ0bNvCjMGIhRc0tHA7j3XffRX19PdavX5+21Xmm5BYOh+H3+8GybNpTFpmQKtXL0R2pSqUSGxu1uG5DHV4ZNEOBRd+0mhINvv/ncWxqLMXla6qjRLudNQaU69VYcAWhUytg84SxoyH+pIQwBWtvb+dFm7TsoNPp+Kgudu6wWAbHCznEzjAMSktLUVpaivb2dj6FtVqtkq1KpJDC2jxTrGhy02q12LdvX0ZhsVKpzEr0Z7PZ+DQ4XWIFMtebud1u9Pb2Qq1WY926dRmdN53IjS6nqa2thU6n47+lGYbBx/a24ur1tVhwBfHs6Vm4/BHo1AxeGbQgGOFw46YL8hejVoX7r+jAq4Nm2H0RfLC9BI2MQ9Q1CFf9CR066NwhjepoYb0YUEwOHbEpbLxViZTs0lmVCBR+81Wh9icAeUhLM/1gaQE2XVDvN7vdDoPBkBGxAZlFbrSu193djZ6enozOm07kRnV61DVlbm4u6t8ZhkFzhR5Wz+Jy5qYyLTjCQatS4viEI4rcAKDSoMaHdzQBWKyXTE6mv02LYZgohw6qDbNarTh//jwflVRXVxd8+1WxIt6qRJvNhr6+PrAsy6ewFRUVKZ+vQm+bX9FSkGz2KKRLLqFQKMr77a233kr7vBTpdEtpw8Tv92PPnj1ZpQFiP6/Z2VlMTEwk1OkJoVIKXpMAEZaDJs6wfOx1WH0RvD5ihZJh0N1chlJd+u8rVhtGoxK6/aqsrIzX1eUbxWIcmQzCVYkdHR18CcBisWBkZCTlqsRC1tw8Hs/KjtwyRbppqcPhQH9/vygLcjEQG0FRM82qqqolDZNMUp9UQ/eEEJw7dw4+nw+7d+8WRaRdtSVorTJgwuKFkgEihODD25M7+045Avhlnw/6knkQQvDqoAVfvHoVyhO45oqFMCoRukl4PB5+92t1dTUvl3D6w3D4IyjTqVBpkM76upgjt2QQlgCAxYad3W7H2NgYvF5v1J4JjUZT0LQ0EAjkZDeDWBQ1uYmJnOhy4rm5uYSbsDI9fypyo4Qaz0wzU0PEZLW+cDiMM2fOoKKiAtu2bRP92hqVAvdd2o4TEza4fCGsqjHyThuBMItxqx9qJYNVNYZFh1wArwzZwbzvtwYAc84Ajo87cO2G7L84KIRuEna7HRs3boTT6eTlEuaIDm8tLNZulUol9m+px9Zm8aahyZDvmluuyFSv10Ov1/MpLP2ymJmZAcdxYFkWBoMhL6sS46GQ0XFRp6WpyC0SiaCvrw9qtRp79uyJ+0FmehOnaihMTU1heno6YVqYqatJosiN7lNYvXo16uvr4xy5iETvV6dWYm9HJSKRCH9NFk8ID78whAVXEGGWw4aGEnzz1nXQqJTwh1moBd1UpYJBIJJbM0zh0LovFMF3Xj4HozIE1ueAn+Xw6zddqLmyA401lVk/NPkmt3xEUAzD8KsSV61ahUgkgjNnzsDhcGB2djZlCislCr35CljGkRvtSnZ0dKCpqSnha2Rac0g2F3v27FlwHJd0fCtTnVw8Ul1YWMDo6KhoAbJY/OSvU5iy++EPseAIwZujdjz6+1H8jxvXYEdLGfqnbPCHWLCEIMKSqImGXMMf5qBSq1FftnhOjmMxYXZhfGYeM+Oj0Ov1vNwkEyuiQkRu+W6eqFQqaDQarF69Gnq9nu9inz9/Hj6fj693Sr3tSgh5QUwcJCO32dlZjI+Pp3zYaVNAqoKq3+/HmTNn0NjYiLa2tqS/uGzIjYJ2fh0OhygBMo2Sxd5QUzYfvCEWKgUDNaMAISxOTTnx2pAFTRVaXNmqxgzHQK9U4s7tjUtMI8Xi9LQTz51ZQDDCYXd7OW7ZUh/X/VeIUq0KBrUSrkAYZTo1vCGCilIjdm7ugFalgM/n481Fw+FwlNxETIS0EiO3VOfV6/Vobm5Gc3MzOI7ju7DUPVc4XrfcIuN4yEtamgnikRsVq4bDYVFdyWyFwELQB2njxo2i5CViyI3jCDhCoIrzoEciEX6rfTKDgdhzJksFYl9jbb0RJ6dc0GgXh7ojHIHNG8Z/npyDXsWgQ8fh4Vu6srpJx60+PPn2NCr0apRolfjTORvUSgVu2ZJ8/EqjUuAju5rwnyfmMOcMwKBR4iO7mqB739rIaDTCaDRGzXEKO4g0qkvUSS5E5FYIckskBVEoFFEpbKJViVSIne5n5ff7C9pMAJZR5EbNFsVETRRSzIcSQjA+Pg6TyZTWsppU535jxIrXBs3gCMGu9grcuKmeJzmO4/Duu++ivb09YcodD+nWN//ukjb8ZcSOWWcAKiUDtZKBUaNAa4UeSoZD76wboxYfumoz1yqNmL1gsOgEAgDVJWqcmXYtITd6/UI0luvw+as64A+x0KmVUdvphYgVwfr9flitVn5TfXl5OR/V0S/EfNeDMt1CJcV5xWQuiVYl0s9Q2IUVk8IW2u4IKGJyE0YhdPh806ZNvE+7GGQbuRFCcObMGWg0mqQ2RfGQLIo6O+vC7/oX0FSug5JhcHzMjjKdClesrYXFYoHP58PevXtFDdoLke5URYlWhSc+1o0n3prCtM2Ps/NebG0uhV6jABshUADwBLOzJjJqlGAFn0MgzKGxTPyguIJhYNSmd5vq9Xq0tLRErfmzWq0YGxuDSqVCVVWVZBG9WBQqLc20Yx+7KlG4AAYAKisrUV1dza9KjEWhR6+AIk5LgQuaLpfLldbwOUU25Ob1euH1etHR0ZHSHikekhHNhM0PvVrJ150qDBqMmLxoU3tgNpthMBjSJjZ6znRRrlfjvkvacHLSAbXKDF+YRSUhCIQXP7eGsuz2BmxvLcdfxxyYtPnBMIBWqcCBrQ0AFmUorwxaMG0PgHVEsLmbg04jLQHErvkLBoOw2WwIhUJ4991381JUBwo/y5oNYhfA0BR2dnYWLpcLBoMhKoUFpJtOYBjmBgDfBaAE8BNCyLfEHlu0kVswGITP54NCoRBdc4pFpmkpHQA3GAxobEwuds3k3OV6FYICWYUnGII6YIWvcnGPw9tvv53ROTOZh7V4QnjouQHYfWGwhMAf4hDhgBINgxs6NWhII8qKB51aiQeu6MDAvAdhlsOqagNqSjTgCMGP3pjEkMkLg1qBWXMEzFtT+OzlHTklAa1Wi8bGRkxPT2PXrl1LIhI6Gib15qtCimmlRmwK6/P5omaJBwcHMT8/n7WVE8MwSgA/AHAtgGkA7zIM8zwh5KyY44uS3KgnmVarRVdXV8avk27kRm2KnE4ndu/ejVOnTmV8UyYjt51tFeifc2PK7gcbiSDosuGOS9qxaU1H2ucRIlXNja4NrK6u5uswT52chc0XRvX7C1us3hDW1Rvx6Q80YXBgIKvrodCqFNjWEi2+NbmDOGfyorF00XkkqGNwdt4DqzeMmpL0IvRMEasLo551Ym3D00GhGgq5BsMwfHOH7jANhUL44x//iLfeegtXXHEFrrnmGtx///0pDWrjYA+AEULI+ffP9f8AHABQHOSWzrefsHi/Y8cOnDp1KqtwPp351HA4jJ6eHpSWlvKRYja2R8nITatW4m8/0Ib+8QWcGxnBZZduRmNdddyfTQfJyG1mZgaTk5MoKyvDxMQE1Go1qqurMe/0R82ZapQKOP0RKNPcvZo1+HV7hUOsZ53Qc004sJ7Isy4ZCtVQyDcUCgU++MEPwmq1YuPGjfj85z+P1157LdN562YAU4I/TwPYK/bgooncqPRBp9PxxftsRLiA+OF3KgiOVf9nYzWeSpYxPzuDgHkGt16xO+t9mBTxyE04i7pz504+Eg0EArBarWhWefGO2w9EVFCp1QhGCHa25d4CvK5Ui/X1JRiYd0OvVsISAK5YXYZqY+7qXukg1nMtEonAbreL8qyLh5WUlooBbSjU1NTgrrvuKsg1FAW5UXJZtWpVVI2LppWZkpuYtJQKgru7u5d0d7KRkiSqf8UzlgQAiyeIeVcQOpVicWlwhucUklskEuGj0W3btvHOxMDiAHtzczM+3dQEfeU0nj0zB78/hL11QGN4FnNzgYz99MIsh3lXEAyz2JCIt8lewTD49Afb8NqQBTOOAFZrnLj3Ay1FG92oVCrU1taitraWl0pYrVbRnnWFWg5TqM9ToobCDIBWwZ9b3v87USg4udF0KR65UGeQdLukwuNDoVDcfxPajycSBEu93o8aS9bV1UUtYj5v8eLXx6cXRb0g0Hoj2MdyccW9ySAkN7qUpqOjI2lThGEYfGJfKz6+t4X/s93lwbvDc5ie98Pxl3fQ0VAlWv3vDUbw5NvTmHcFwRGCVTUGfHxPC7SqpcdpVQrc9L6n3LvvLqScWigWCKUSra2tcT3rhCLiTOeMs0WhN1/FmklkgHcBrGEYZhUWSe0jAP5G7MEFq7mxLBsVwcQjFymsxuMdT0mmpqYmqf24lOQWaywpxAs9cyjVLa7cI4TgxALBmMWDNfXpOWBQcqNLn2OX0iT7Fqf/5gux+H+nrZh3cbDZlZhTVaJRVcKr/1OlY38atmLOFURTuRaEEJy3+PDOmB2Xr8m+ppgOCCFwBSIgBCjTq3i3k1wgnmcdJTrqWadUKvNu911oF95sIzdCSIRhmAcAvIxFKchPCSH9Yo8vSORGo4rm5ma0trbmbHdpvONpJzYeycQ7XgpyS2Us6QmwqCtd7MYxDAMFGPhD6b9vhmEwPz8Pm80WNU3h9Idx5OQsZp1+dNXosH9zAzRxIikA6Jt1w+QOoqVCB4VfAY1aiVNmFh/fsxYA+JnOoaEhhMNhXsxJi+xmTwglmgtW53q1AhZvWPT1uwIRvDNmhyfEYkO9Eesb0h/Wj3AErwyYMbTgAQB0VBtw06a6hO9ZatCUn85wulwuTExMwOv1wm6383KTXK/4WwmbrwghLwJ4MZNj805utCArZtWdlJEb3TI/Ozsr2vct24ZCKBTC4OAg/H5/UmPJDY2l6Jt1oaFMB1+IhVLBoK4kvcI6x3FwOBzQarVRtbxgmMUjvxvCrCMAvVqJvhkX5l0h/NfL2uM+WMEItzjmxAAgizOePgHR6vR6EGMNSnVVqC9VI+Bx8b9TvV6PUmgx4IugRKcEIYAvxKG1UlzDxBuM4P+8PgG7LwS1UoG/nrfjrp2N2NVWkdZn0T/nxsC8B83lixvux6w+vDfpwCWdaUsRsgYVwPp8PlRXV6Ourg42m433rBO7H8HpD2NwwQONUoHNTaWiUviLefMVkMe0lOM4DA8Pw+Px5HV3KTXsO3t2URojfPBTIZu0lGVZTE9Po7GxMaWx5E2b68EAGFxwo0SrxnWrtGm5zlIZi1KpxOrVq6Pe35jVhzlnAPVlWhAC6NUMjk848Im9LSiJM9a0qkaPP5wj8AQjCLEENk8Y129cjHAjHMEv3plG36wbCoZBuV6F/3pZO9atq+HFnAaTBePzdvSdt0Or1eKSzipsaxYXfQ2bvbB6Q2h5f3eqP8TilQFL2uRmdodgUCv4z7xUq8KCK/19HFKCpohCzzq6H8FqtaK3t5d35ogda5qy+/HV3w4uWlMBWFNrxP+8ZV3cOma8cxYCFwW5ARdqXNXV1dixY0ded5cGg0G8++67aGpqSpoCx0Om5OZ2uzE2NoaKigpRImSdWonbtl8YkD950iFaY+b1enHmzBl0dnbCbrcv+Xe6f3Tx9RgQjgMhSFiDaqnQ4+6dTXh1yAKWADesr8G+VYujS2emXeiZcaG5XAeGYWD2BPHcmXncd2kbL+ZcvcqIL3e0we0Pwel0wOu04+SJ92A0GvkH188qMGrxwRcMQ6NSoqVyMYpmOUB4WQoFg1AGBpm1pRr0zHCofL9D6Q5GsLGxsA9avG6pcD+C0JmDjjXRz+z/HHfAF2JRrleDEILBBQ9eGTRj/+bEpqVA4WtuhdyfAOSB3Ojw+erVq3nXBrHIltycTidsNht27dqV1sC98Pzpkhs1luzo6EjYqU0FsWNU1IZpy5YtKCsrg8OxlBQ7awzorDFixOyBWsHAH2Zx1ZoqqBkO4fCFtEX4EKytL8GaOiPee8+M3V0XUjmbNwSVgomKiEyepe+RYRiUGbQoM9QDjdFLnN851Yd350IIK7V4fSqEMMegRKPEtsowPr9RD4NGCbMnCK1KCWcgwndT08GmxlLMOgJ8zW1VtSHt6E9qiCGa2LEmr9e7uOJvwY5IiIMfEajVKjDMYnSaClJ6GaaLQm++AvKUlu7ZsyejYzMlN0IIxsbGYDKZUF5enhGxAenV3GKNJZ1OJwKBQEbnTUVuLEfw194RzC6YcfWerSgrK+GPiyU3lYLBg9euxkv985hzhbC2zogr11SDAeFTdhpVKBQK/v/joaVSjwhLEGEX63I2b4iP6lK9H7rE2aWuRIvKhSOnZhEOR6AAh3BIgbfnOOw3u/FfL2vHa0MWuAMRfGhdNfaKeP1YqBQMbthYi0s6KzPulkY4gllHABwhaCzXpUwBUyHdKEr4mV26nsPLA2YolUAgGII/wELjM2F6mknqWVfIyK3Qm6+APKWl2exRSDf6EU46bN++PeP9oYB4cotnLJmtjCTR5xWOsPjXF97DsCWEyooK9Px5Ev/l8lVordQv+ZwJWSQwnYrBbdua4qbkHMfxP0f/x7Js3N/Z+noj9m+px+/OmgACrG8owf44vmypoFQo4Q4BZUYdOAIoQeD1+XHi7ChInQJ7q6pQU1OT1fA6wzBLNnXNuwKYdQZRolEmvR+DEQ6/eW8GE1Y/GIZBlVGNT+xtQVkGqw0pshHxfvIDrbD7wnh3wgkFo8HfXdaE/evLYbfbl3jWVVZW8tFaIcktGAxmPY+bLYqe3NKJ3OgSFbpXgWXZrLut4XByGYPX60VPT88SY8lU41fJkOjzCofDOPKn93DeAWxsr4dCoYDdF8LhkzP40oe6oo4TEhbDMAkfLHrzu4Mcjpyax4wjgNYKLfbWEWi1Wv7906jumvU1uKyrChGWg0GjTPuBbavUY2jBi0qDChZPGHq1AiV6NXz+AC7bsRFd1dolw+vUiDKeJZHZHcSrQxa4AhFsbCjFJZ2VcU0tT0058dO3FscUOULQpmKxe3d8wjk15cS41c83NuZcQfzpnAW3djek9V6FyIZoDBol/vHGNXwnm058GI1G3m/N4XDAZrPxnnXV1dUFlYIkywDyhYJPKCRDOuQWb4lKtk68qY63WCwYGhqKK2vJxH4o2XkpcZdXN6DM4eVvnBKtCjbvBQKiW4eE6WYqAgqxHP7PX8ZhcQdRrlfhr+fmMTRJ8PXbd0KtWvwd0OthWRZKhoFa0I1MB+V6Na5ZV4MynQo/f3sa/jCLQJjFNW0qbGhYTK+Fw+u0m0gjcGE30R1k8R9vTiLEctCrlTjWZ4IvxOL6jdHrBzlC8H+Pz6Bcr4JOrQTHEfROOTFpD6C9aqkkyOYLR6WhJRolbD5xWr1EkGL8KlFqrFAookTEwWAQVqsVCwsLvHVYPjzrKIph8xVQ5OSmUqlSkhshBMPDw3C73UuWqGR7MyVqKFD3ErPZjF27dsUNv7OdSxXeHJREu7u74Qgr8cr5UQTCLLQqBRZcQezqqOB/luM4fiZU7Den2R2C2R1EfakWFosFNQYlggoDPGGgRquMSnMoabIsy59HqVSm9U1dYVDjug21uHpdDSyeIIwaFQZ7T8X9HGK7iVarFVNTU/B4PJgP62BxcuioK4dSoYBWpcDb4/Yl5BaMcAhGOFQYVPyfQxww6/DHJbe2Sh3eGbMjwhEoGMARiGBHlmYC+UwRtVotn7kolUoYjUb+cwNy51kXi0LPCectLc0EqSK3UCi0GM2Ul6clMRGLeDU3lmXR398PlUqFXbt2JbxhpRi6J4RgYmICJpOJ1waWAvjYnlYcPjkDq5fDluYyHNx6IR22Wq0oLS1NazmHRskgzHKYW5hHWUkp9AYjTJ4gNKroz1OhUPDvl16fMKqjO1GFPyeENxjBuNUHAqCtyoAynYp3+hXzTa9Wq6M0Yu+OLiA8MQXTwgLAAAq1DoxauyRK0qkUaKvSY9oRAOE4DJm8CAY5HD41D71aiW2t0cS1qbEU5rUh/GXEBgDY0VqGSzrTb2wIUYghdo7joNFoeM86YPGZsdvtSzzrqqurM57hjnfeQqekQJFHbskK+i6XC729vVizZg3q6tKXC4g9v5Cg6Go/OjaWzrHpnpeSKCFkCYnuaKvA9tZysNzi5ixKMo2NjZifn8fZs2cRiURQXV2NmpoalJeXJ32wtCSIZoUL4woDGFYFhzOAD22oQZkucQpDryc2qqP/T39vtFbnCXF46sQs3IHFaE+vUeLOHY2oMmb2QDEMg+72WqyZ8mPeFYSSIXD6Ari0Kojjx4/z9uFVVVVQqVT41KVt+PEbE/j9gBklWhXWlqlQV6rBU6fmsLa+hF9gQ1/7qrU1+ODqKpD3pzSyRSHMKuPV3DQazRLPOqvVir6+PnAcl5VnHYXP50vYwc0niprcVCpVXNsd6iSybdu2nGpphARFZ1LTWe2Xad2BTnM0NzdHuYcIwTAMVEomqnGg0WjQ3t7O+49ZrVbMzMxgYGAApaWlqKmpWVKYN5vNGB0dxf03bsN5BwuzJ4SGMm3aC5hTRXWnJu3wBCNoLNdCwTAwe0I4MeXEtetr+feTLnRqJe67tA0nJh1wB1msrjFgbZ0xqlY3OTkJhUKB6upq3L65EjZfCPUlGpjNFmjVSnD+MHwhNorcKKR0KSmUK0gynZvQs66jo2OJZ51er1+yG0EMimHzFbDM0lKO4zA4OIhQKJR0VjMWmRZzac1tcnISs7Ozaa32y7Sh4Ha7MT8/j+bmZnR0dCT92WSNA5VKtaQwbzabox72SCQCh8OBHTt2QKPRYKtEIv54UV2IBVQKgHAcWCzKP3zBSNYPvUGjxGVd0eJwoX14Z2cnvxTGvDALt92JsE8NNWFh94Zg1KhQrs/9Y1AoP7d0PttYzzq6G2FoaAihUIiP6hJ51lEUw+gVUOSRmzByCgQCvBfahg0bRN8oNILK9MaiI03pzKTS86ZLbiaTCSMjI6ivr0dZWXK7I0KI6MaBsDC/evVq+P1+nD17Fj6fDyqVCqOjo6ipqUFVVVVOFO0KhQLrG8rQN+dFgF2cyfeEWHTV6PkUlkag2RCdOxDBsT4TFtxBbGgowYfW1UCpYPilMI2Njahq9uI/Xh/Bgs2FEtaC/at1mJuZRnV1Ne+9lgssNz+32N0IdPG1zWZL6FlHIZObCNAPjKaE69evT3uEi9av0v0lB4NB9PX1QaFQYMuWLWnf9OmQG+2+WiwW7Nq1CzMzM8knFN5P98TIPGIRiUQwODiIqqoq7NixA4QQflv76OgotFotampqUFtbKzpKZbnFVYDJdG8dNUbc0l2Pt8cc4AjBjVsasLmxFIQQzM3N8VE6FRAnakokQjDC4f97aRjTjgC0KgXeGbdjzhnEPftaon6us9aIf7xxLXoHzmH39m6EQ0H+gfX7/XHFsFKgEJGblONX8RZfCz83WuOsqKiA1+uVtObGMMyHAXwdwAYAewgh74k5rqjTUkIIQqEQhoaGRNsUxYI+NOnoe6ix5OrVqzE1NZXR9YsVLnMch/7+fn6FIS3AxztWrDA3Efx+Py84bmho4K9TqJHy+XywWCw4e/YswuEwqt6fFkhUYO6ZceInb04iGOHQUKbD/Vd08N50sVhXX4p19RdqebQbTFNj+kVE0+3YpkQyshta8GDWuShnAQBWq8Irg2b8ze6mJbUzBQMYNQooFQyUOh2amprQ1NS0ZIEzjU5oVJcNllvklgp6vT7Ks47OcX/zm9/EO++8g+rqapw+fRpbt26VgtT7ANwO4EfpHFS0kRvtFsbuGkgX6U45CI0lNRoNJiYmMjqvmF9oMBjE6dOn0dDQgLa2Nv6YeM0ISmw0Ck33hnE6nXxDJJmPnsFgQFtbG9ra2hCJRGCz2TA3N4fBwUF+4UdNTQ3UajUsnhB+9JcJGDUqVBo0sHqD+Pc/j+NrN69NeX2EEAwODoIQgq1bt/IPYbKmRDpRHT19vO+XRFFU7AJnGp3QEadUexJSvd9ir7llCuHn9thjj+HnP/85XnvtNXznO99Bb28v/vCHP2RlOU4IGQDSD5KKktyoU29LSws8Hk9WobXY9JDjOJw7dy7KWFK4UEVquN1u9PT0xHUEjm1GCBsHmRDbwsICxsfHsW3btrSiX5VKFeVS4Xa7YbFYcPr0aQCADaUIhS/sGa02ajHnDCAQWZwYSASWZdHb28uLcxMRDbBUaiKM6gghvIB4TZ0RtSUamNxB6NRK+EIsrlpbHVfGIZZoYqMTh8MBq9XKp+80qivW7VeFGr9SqVS49NJL8fd///cF1bwVHblRNf6mTZtQUVGB6enprD4gMZEbFQNXVlZi3bp1SSMoKUBHxRJJWYTklu4olRC0lme327Fz586sPPyFTYnOzs7Fz+z8LDxeC+aDHuh0WhClBjq1OqmDRigU4rWCwlncVEglNVESgv9+3Sr8ttcEsyeMjQ2luGlzfP1jJr/T2BEn4farUCgUFdUlulcLEbkVwvJIKAUR+9xec801mJ+fj/q7/v7+PgAPE0J+m8l1FE3NjRCC8+fP8/5rdKSJklOm5JbK2YOuFezq6sqZGJiCvke73b5kVEwIOrAvbByk+/45jsPZs2ehUqmwbds2yb89NRoNdq5rx50BDX7Xb4I3EkE4EMSNrX6cOX2aT1+FUY3X6+WF1+k2hoRIFNVVKBT4xO4LhMkQDhwX/7PLlmj0ej1aWlrQ0tLCdxJjl+hUV1dLtpM2ExQiFQYWf8+0pisWr776ary/3pzNdRRF5Eb3a1LLIOHNmElDQIhkhpM0goq3VlBqsCyLvr4+aDQavnieCAzDZNURDYVC6O3tRW1tLdra2rK99IRgmEUrpV3tlXAHImgo06LKqIHf74fZbMbAwADflNDpdJiamooyNpAKsVEd/d/o+7bl1UYNOmsM/M9J/dDHdhLpEp3BwUF+iU4kkr2mLxMUgtx8Pp8sBQEuuF3ELmSmyMUGLEIIRkZG4HK5kkZQUoFq9KjVeTIQQqDRaDA8PIxIJILa2tqU41NC0Oho9erVqK2tTX2ABGitjK456fV6vinBsizOnz+P0dFRqNVqjI2Noba2VtJZRiEogb181oTnz8yDYRZdQW7aWINr1i3aAKWyscoWsTtN7XY75ubm8N5770Gv1/NEWGi/s1xBahdehmFuA/BvAGoBHGMY5jQh5PpUxxU0LZ2fn8f58+eTfptLsQFLGLnRKNFoNOZk2D4WVFYiRqNH60hlZWXYs2cPbDYbPz5VVlbGj08lqp1RNfnmzZsL7oJKMTMzA5fLhUsvvRQqlQoejwcWiwVnzpwBAFRXV6O2tlbSNXcOfxjHehdQX6aFSqlAhCM4etYKDgooGAKNZx5dDRVLvOpyEVUplUrU1NRAp9Nh165dfFRH53/p0HpZWVlRDJtLAanW+lEQQp4F8Gy6x+UtchNqt+jspNfrTRk5SRm50WUqiaJEqREOh9Hf359wX6kQsY0DtVodNT7lcrlgNpsxPj4OtVrNC21pTWt2dhbT09PYsWNHTiOCMMvhT+esGJh3o1yvwvUb63hnj9j3Mzw8jGAwiO3bt/MPLp1lXLVqFUKhEK8p83q9KC8v5wk8m0K4P7Q4BqFSXkhVR81eHO3jEPF7oNFo8OXVtVCr1Xy9DkhPapIJhKp/KrWx2+2Yn5/HuXPnYDAYeNX/co7qLtoJBdotq6ysxPbt21N+WyuVyrjD82KhVCoRDodhNptx7tw5fplKOki3RkP3KYTDYezduzdlUVnY9UtU/Kazkl1dXfD7/bBYLBgYGEAoFOIjjx07duR8q/nvB8x467wN1UYNZhwB/PSvk7j/ilVRlt4cx6Gvrw96vR6bN29O+NlpNBp+LIoKQS0WCy+gjSVwsagu0aDSoIbVG0KlXo1Riw+EEBg5N8qrSxFRavHSWTM+f1UnlEplFMklkprkguxiZznpEp3+/n5wHBcV1RXaGy0dFMPmKyDP5EZTtLVr14quB4kxrEwGhmFgsViiPNHSAU1rxUYSVMOl0+lQWlqa9LhMJw70ej1aW1vR1NSEvr4+AIuf07vvvpvQ/UMqnJx0oKFcB5WCgV6jxKwjgCm7nye3cDiMM2fOoL6+PmV9UYh4AlqLxYLBwUEEg0F+UiKZ1IJCo1Tg/itW4edvT2Ha7odRrUCdOoTK8moY9Hp4g5ElKwNTSU2yjepSyU+EC2Goq4vNZsPs7CwvoKZRnZh7uBD+cRTFsPkKyCO5zczM8Mr/dEZZsklLWZbF1NQUWJbFvn37MropabdVDLkFAgGcPn2alwi89957CTu12Y5SBYNB9PT0oKmpCc3NzfxrulwuWCwWTE5O8vWe2tpayWb9NEoFwiwHlWLx8yC4YA1Ex7tWrVqVtayGEjgtyttsNiwsLGBoaAhGo5GXmiR60OtKtXjw2i54PB786d0e/F5ZjhBRgQtGYPeF8aH1ib9cxQiI6c+Jieoy6c7GCqhjfdeqUizRKfRC5osuckvHpogiU3KjxpJ0rV+2OrlUUZDD4UB/f3+U31ui6YhshLnAojavv78fa9eu5UWlQHT6unr1agQCAV4UnW70kwg3bq7DUydmoVQwiLAEHdUGrKoxwOVy8e8/2XhXJlAqlVHpW7ymRLwH3el0YmBgAFfu7sZ6P4OX+k0IRjhcs6EWl3ZWJTrdEohxIE6WvmYbRcX6roXD4aglOqWlpXwKS+/TQpJbOBwuipph3siNbulJF3RrfDqw2WwYGBjAxo0bAQBzc3Npn5dCzPiWcB5VGCElmhHNhtioUHTLli0pQ3+dThclNLXZbJifn8fQ0NCSOVGx6G4uR7lejQmbHyUaJTY3lcFlX5y/3Lp1a84dWIUPOt2rYLFYMDExAY/HwzclAOD8+fPYunUr9Ho9ukqAB65clfX5kzkQC5sTwqhOahfe2GZTvCU6UnaflysKrnNLhXQjt1hjSZfLJamURAjaEfR4PHGj0ngzouFwGKdnXHh7zAGNUoFrN9Sio1ocIUxNTWFhYYE3l0wHsdEPnRM9deoUFAoFn76KqZW0VxnQXrV4zTMzM5idnc3omqSAWq3mmxKEEDidToyPj8Nms6GsrAxmsxk1NTU5I91EAmIa4VFBdq6IJnaJTigU4mt11Cyhpqbmott8BeRZCpIJxJIbHTfiOC7KRSTV+JWY88cjN7qI2Wg0Juz6UmIU1tdOTbvws7emUapTIsIRnJ134++vWY3misQdQUIIhoaGEIlEUk43iEHsnGgwGITFYsHw8DACgQAqKytRW1ubNH2lo2Rutxs7duwoyAxjLBiGgdvtBsdxuPzyy/mojqblYt5XNoiXvnIcB5PJBLVajXA4nFOpCbDYgW5oaIDRaMTU1BSam5uj7NZp+prryK4YosYVEblR66D6+volOweSjV+JQbzIze/34/Tp00sWMcc7VpiyMAyDPw9bUaZX8dvL55wBnJxyJiQ3SqLl5eVRQ/1SQqvV8u4XVFEvLN7HThRwHIeBgQEolUqp/LqyBiVbr9fLz9KqVKqopgTdDzA0NASDwcC/r1zUhyh5zc3NwWw284aniRboSE12tAkmtFunusKJiQl4vd4lS3SkgJQGmdli2ZNbqgkAKSYchMdTV2DqWpIM8WZElTF1OELAbxCPRTxzyVyDdlhramriFu+rqqpgtVpRW1uLjo6OoiG2wcFBMAyT0DU59n15vV5YLBb09vaC4zh+UkLKXZ4TExOw2WzYtm1b1AMvjOpyJSCORzKxukJamqCddRrVGY3GjD+DYpGBAMs8LaVbsJLJSzLZZZDoeHo+Ma7AhBAYjUYMDg6ipqYGdXV1KCsrw3Xra/B//jKBUIQDyxHoNUrsaq9Ycjytl2zYsCElieYKscV7t9uNM2fOQK1WY35+HsFgELW1taisrCxYZ44Kho1GIzo7O0XdZ0JNGe0+0tTN7XaLGnVLBmEUKTTipBA2JeIJiDNddi1Eqm6pQqGI2mdKt9SPjY1F2YZXVlam9RkUy+YrYJlGbvGMJdM5Ph3QyG1oaAg+n0+UnIUub2lqakJDQwO/7dvtdqO8vByf2FaBEefiarpLu6pRWxKdFmVqLplLeDwe9PX1YdOmTaisrATHcbDb7fzkB03zkmnPpEYkEuGXBqUjGI5F7LJnOikxMTERFfGJeWhpkykcDovevZELAXG6UhC6pT7Wbn18fBwqlSrKbj3ZeyqW0StgGZJbImPJRJAixTh//jxqa2uxbdu2pK8XT5irUCii2vYOhwNmsxmrOBt0jA5hF0FQUwOtVhtlLrljx468dLfEgA7kb9myhb9xFQoFf8PTNM9sNvPpKyWEXBWuQ6EQX/esr6+X7HUZhkFFRQUfLVOtoLDZQruPseRBCOFrkRs3bszofSeTmqRTq8tG5xY7LRIIBGC1WkUt0bkoyU2KtDSfxpLA4ozc9PQ0amtrsWbNmqQ/K2bigGGYqJuGEgKt+3AcB4PBgK1btxZNUXZ+fp5P/RPNyArTPCpHoDOiXq83ihCkeF9UoB0rYs4FYrWCsdGqUCvY398PvV6P1atXS0boYqK6eEQnZWFfp9MtsVu32Wxxl+h4PB6pN199B8AtAEIARgF8khDiEHNs0UduVARJ7ZHyYSwJXBACNzU1pRx8z3SUijpENDc34/Tp0zAajeA4DsePH+enCQpVz6KbqWw2W9oD+RqNJirFodEqdaml6WsmXUq3282nx+kaIGSL2KaEz+fjv5xorS6X5qBiBcTZGrymuoZYu3W6ROcXv/gFpqenUVJSgkAgIJUL8SsAvkoIiTAM820AXwXwkJgDmRSCO8nUeBzHZWQSSAjBH//4R5SXl6O7uzujX9hf//pXXHLJJaJ/fmpqCjMzM9i2bRusVivC4XDC7e/ZThzEM5cU1rPsdjsvx0h3miBTUF0dy7LYsGGDZOQqJASLxQKO43iyENOltNvtfHpcLEVrlmVx5swZVFVVQa/Xw2w2S9KUSBexAuKxsTGUlJSgvr4+Z64msfB6vXj88cfx+uuvIxAIoKmpCb/5zW+ymTONuiHeN628gxDyUTEHF3VaSo0lAeTFWJLjOAwNDSEUCvFC4GTjX+lsfY8Hu92OwcHBJeaSsfUsj8cDs9mMU6dO5WQYXgjqalJaWiq5rk7oZ0a7lLGjU7W1taiqqlqSUplMJoyNjWHbtm0F3UsgBHVAaW5u5v0BY/33aFOCSk1ytdVemL5OT0/D5/Nh1apVUZKTXAuIqU/dHXfcgS9/+cs8wUqIewH8p9gfLtq0VGgsGQgEsh48TlVgpTdqZWUl1q9fH7UBK56UJJsdB8AFc8lktSx67VSO0dnZuWQYnj406ViRJwL12hM6jeQSwtEpmr5aLBc239No1Wq1Ym5urqiaLLSh0dHRsaT+KzQwAC4U5EdGRuD3+1FRUZEzCc309DRMJlOUti7TpkQmoF9SALBqlbhZ3nibrwCgv7//AN18xTDMwwAiAH4l9lqKktxijSXHxsayWupBCSrRL5ES6erVq5d03mJFvNlaFVEjS6/Xi507d6Zd9BUWuKnnl9CKnKru031dn8+Hnp4edHV1ZbVAN1PE1nJos+W9995DOBxGS0sLfD5fURg30p0Yq1evFvVZxRbk7XY734HV6XR8ap5tRDo1NQWLxbKkIZVrrzohvF4vWlpa0jomweYrAKDE9rcA9gP4EEljcLWoyI1KIcxmc5SxJC2QZlq7SHY83VKUyKFXGLllu/WdZVm+o9bd3Z31Qxrr+eV0OmE2m3H+/Hk+8qmtrU1ZuKeC4VwV6TP5YjIYDAiFQqisrERXVxfsdnuUVlAKO3KxCLEcXuo34fSUE0qGwyqlDTfuuWBtJQZzzgDMnsVNXM2CTVl0UqK/vx8sy/KNpHQj8cnJSdhstriiYSHEeNVl40AstRSEYZgbAPwDgCsIIb50ji2amhtdfadWq7Fr16646/2yJbdYTE5OYm5uLmpPaiyEw+/ZbH2n5pKNjY1pf7OJgVCftWbNmiXjRbROF6s7E9aypBYM/3nYiv/+2wE4/WFsbCzF9+/agrrS1B1SaoKg1Wp5vZhQZEvTV0ri9L3lqhb3h0Ezjo/bUaNXYnrODJexApdBB7HU9saIFb88Pg0FAA7AnTuaeLNMWoOk7rtWq5WPxMW6Kk9MTMDhcKC7uzttMhLjVUd/Rsxr+3w+qZs93wegBfDK+/ft24SQ/yLmwLxGbsIlMUJQ3RJNt2Ih9QYsOvjNsix2796d9JdGzy0ktnRB1f3ZLiNOB8KHhhbuhbqz2tpaPvXLRS1r3OrDl57uQ+B9O++BOTf+y6978Mxndic9jmVZXqQdr0Mt1AquWbMGPp+Pj3wikQhfg5QyfR2Y96BMA5hNC2hrboDFx2HK5l+y0jAePMEIfvXuDKoMamhUiy7GT52cxY62clQaoic5VCrVkqVAdPaT2lLRSQn63sbHx+F0OrFly5asU0opBMRSR26EkK5Mjy14Wio0lkwU5ku5AYsWzWtqakQNfisUCtjtdszMzIhK8WKRjrlkrhBbuLfZbBgeHobf70dVVRUsFovkMpNTU04I/QBYApwzeRCMsNCq4qeS4XAYp0+fRnNzc1K3FSEMBgO/I5VGPjR9pTXIbF0vNIhgbN6MNW2NUKvVYD1+GLXi0mFPMLK4i1a1SARqpQIKAK5AZAm5CRHrqkxtqUZHR/mmRCQSAcuykhBbPCTzqgPiC4ilXuuXDQpGboQQTE1NYW5ujjeWTASpyI0ugBYz4UDraxqNBtu3b+fFmoQQfhA+FVllYy6ZS8zNzaGqqgpdXV189EZNK2mdLluZSaVhKVGqlApolPEfQlqk7+zszHiZdGzkI8U2LavVig6FFdaaWpi9LDgSwepaIzY0itNuVRk0KNWq4PCFUWFQwxWIQKdWLpknTgWhLRVN251OJ5RKJc6cOcN3lnOVmscSHXBBMSAUEHs8nqLYnwDkUcQLLH4z0w/j7NmzIIRg48aNKYvCg4ODfBcwEwwNDUGlUmF+fh7d3d0pP/xkHVE6WmQymRAIBOJKMQghOHfuHEKhEDZt2lQwx4xYhMNh9PT0JBw0pzITs9mctcyE5Qju+7+n0TPjAssRKBgGD9+4Boe2L43IqJB5/fr1OXNAodu0zGYzQqGQqPdmNpv5eqSPZTBjD0CtZLCqxsAvxRGDKbsf//7nMVi8YVTq1fivl3dgVU1mXx7UccTv92PTpk1gGIZPzc1mM5+aZ9KUyBT0WZmcnMSVV16JEydOoL29XYqXzuri805u1OgxnrFkIgwPD6O8vDyjeVJCCE6cOIFAIIA9e/akjKDSmThgWRZWqxVmsxkulwvl5eWoqqrC7OwsbxBYaNkCBY2MxG6min1vmchMWI7g9wNmWDxBbG0pR3fz0k4s7dQKh/JzDSqhoe+ttLSUf280fZ2fn8fU1BS2bdsmSbpOCEEgwkGnSr8ZJXyN0dFRBIPBhIP58d5bLlc9UszNzeHDH/4wHn/8cVx++eVSvezyITea2iUylkyE8+fPQ6/Xp70lnkaIbrcbra2tKbuU2YxSEUJgMpkwODgIhULBk0E+LYASgc5jZuoNJ5SZWK3WKIFtNmmQ1WrF8PAwv8SlEBBOE9hsNt5jLRAI5GXJtVgQQjAyMoJwOIwNGzaIujfprgz6e6OTL3RXhlRfvAsLC7jjjjvwne98B1dffbUkr/k+lg+5DQ8PZ7Ssg46wpCOhoApyGqWoVKqkx2c7cUBX223YsAHl5eV8LctisYBhGNTW1qKuri7vDzElECkbGsL5UJZlE8pMkoFGRlu3bi04+QsxMjICk8kEnU6HUCiEqqoqPn0tVHmBesRFIhHRxBYPtKRisVjg9XpRUVGBmpqauONuYmGxWHD77bfjkUcewfXXX5/RayTB8iE32t1JF9PT04hEIgmH12NBrZHWrFmD2tpaTE9Pg2XZuHWAbCcOgAvmkt3d3XHJi9ayTCYTwuEwqqurUVdXJ6mldTzMzs5iZmYmpwRCZSZmszlKZpJstGhychIWiwXd3d1FFRlR99zNmzfzkyk0xXM6nSgpKeHT13yNgdH6LSFE0llf4bibzWbLSC9os9lw6NAh/NM//RP2798vyXXFYOWT2/z8PLxeL1avXp3yZ00mE0ZGRqKskWZnZxEMBpfMukkxSkVtgbZs2SLqhqdyBZPJBI/Hg4qKCtTV1Uk6Z0gIwdjYGFwuF7Zs2ZI3b7hUbia0ZuTz+XgCKQYI3XMT1bLipXj0veVK4kPdWRiGwdq1a3P6RUibEhaLBeFwOGpSIt7vyel04tChQ3jwwQdx22235eqyVj650Ydl7dq1CX+Gjm7R2TphpLKwsAC3242urq6on8/GqogKgRmGwfr16zP2uXc4HDCZTDwZ1NXVZRUZcBzHL0sRGgDkG8LlMjQ1Z1kWBoMBmzdvLppGi9A9Nx0CodG4xWIRvQ4x3eui9dtcE1ssaFPCYrHwEavQlNPtduOOO+7A5z73Odx55525vJTlQ27C5RfpwGazYWFhARs2bIj773RJiFKpjOs/ZrFYYLVasW7dOgDZExuVVNTU1KCtrU2SG4+SgclkgsVigVqt5jVnYtMEugawoqKiaDZTARc8z6jxqNRuJpmC4zhJ3HNp+mqxWOBwOLL236OEq1ar0dXVVdDfo9By69VXX8XPfvYzAMBdd92Fr371q7m+tpVPbk6nE1NTU9i8efOSf6M7SxsbGxO6oNrtdszPz2PDhg1RgsNMvmGpe0ZnZ2dOrc79fj/MZjPMZrOoon0wGMSZM2fQ2tqadlc5l6BLXOrr6/mGTmwtK54UI9fgOA49PT38F4FUEJKBxWJJODaV7Hg6VyulXbkU8Pl8uPvuu9HR0QGXy4WBgQF873vfw5VXXpmrU658cvN4PBgdHcXWrVuj/t7lcomSljidTkxOTmLjxo1ZNQ6ouWS+La5ji/a0g0dTICqCzcdOgXRACTfZEhehFMNqtWYUsaYLGknW1tZmtTVLDOjYlMVigc/nS2ofTwjhI8li0kgCi2n43Xffjdtvvx2f/vSnwTAMwuEwIpFILhUAy4fcMrUa9/v9GBgYwI4dO/i/W1hY4AkvVUHX7XZjZGSEr/VkctPMzc1hamoK3d3dBXWCpbOhJpMJTqcTWq0WXq8X3d3dvElgMYBGuOkSbmzEKvWy5HjuufkC/d1ZLBa+xkqjOpVKhf7+fhgMBlGNs3wiGAziYx/7GG644QY88MAD+STdlU9udNh99+7dfMvebrdj69atKWsahBCEQiH09vbyYzfpyDBoh8/j8eS18ygGdGlOVVUVHA5HWh5uuYRUS1zosmSz2cx3lukgfCYlhWTuufmGcB2i2WyGz+fjrd2lFNhmi3A4jHvuuQeXXXYZvvzlL+f7ulY+ubEsi3fffRe7d+9GX18fNBoN1q1bl/IGj20csCzL682E6V1lZWXcXxo1l9TpdFizZk3R3HDAorDZarVGacV8Ph9MJhPMZjMA8ESXTzcSusSlu7tb0h0Pwi1aNpst7SXQ6brn5gu0GWYwGGAwGHiio+sQMyVyKRCJRHDvvfdi586d+MpXvlKI+3/5kBuNojI57s0334RKpUJzc7OoOkmq5S2x6V1ZWRnq6up4tTaNFnNlLpkpqKiTarIS3fihUIiPChIN+EsNk8mE8fFxbN26NaeRozDqoTIT2nCJR+TUL3DdunVpuefmGhzH8d1tocBcaEVOiZymr/mKyFmWxWc+8xmsXbsWX/va1wr1xb7yyc3pdOKdd97Brl27UtZvMhHm0tlJk8kEq9UKjUYDn8+HtWvXSrrNPFtQt+KSkpK0Cs7xBvwTbZnKFDMzM5ibmxNVKpAatGhPiVw4MuX3+9HT01OQPafJQLu1VVVVSXedUiKnTYlkrspSgWVZfO5zn0NTUxMeeeSRQmYsK5vc5ubmMD4+DpZl8cEPfjDl62c7SkU3S1VXV8PlckGlUuW8eycGoVCItynPZjMVtemm6Z1er89qwJ+Kp6kbbKFrkkKZic1mQzgcRmdnJ5qbm4tm1Iu6DdfU1KTdrY3tnEsxHyoEx3H40pe+hLKyMnznO98p9BTJ8iE3AAl3gC458fsuCC6XC1u3bsXx48eTLlaWgtimpqYwPz8fNeFAu3cmkwmEkILUsXK1mSq2qE13oood8KcpMh3oLpZxKgBwOBwYGBhAZ2cn3G533mQmqUCJrba2Nutyh7AOabfb+U1amTaUOI7DQw89BIVCge9+97vF8PtceeRGlfYGg4EfPfnrX/+KD3zgAwnn/rKZOBCaSyYzz6R1LJPJhGAwyN9IuVw3l+vNVEKkM+BP1f06na7gKvpYUCeU2AXOQplJJBLhf3+5NjCgoPq6urq6nNRxafpqNpvBcVxaMhqO4/BP//RP8Pv9+Pd///diIDZguZFbKBSKuySGIhAI4PTp02htbY1Kv9566y3s3bs3rvAxm63vkUgEfX19/NJjsTd57AB8ZWUl6urqJJstBMCv6UvkNpJLJBvwJ4Tw9SKJHFclg9A9N1manUhmUllZmZPUmmVZnD59Gg0NDXlZeB37/pLVWQkh+Od//meYTCb85Cc/KXhpQYCVQ24OhwP9/f1xl8UcP358yQ2brQdbIBBAT09P1iNLtLtlMpngcDhQWlrKD8BneqNMT0/zKXKht6wL3T5sNhtCoRDq6+vR1dVV8GsTIlP33Nj0Lts6ZCzoCFpjY6PoxTdSguM43myU2hvR1Ly6uhrf+ta3MDY2hp///OfFRGzASiG32dlZTExMJNyfeeLECWzcuBF6vV6S+prQXFJK3/5Y11r6oNTW1op64IS2QJs2bSqqm41G1U1NTXxkUCwNl+npaSwsLGDr1q1ZNQ5iZSbABb2gwWBI+16LRCL8Rq9imfml9kZf+tKXMDw8DK1Wi5/85CdxM6MCY3mRG10Sw5/gfS8tr9eLLVu2JLwxT58+ja6uLhiNxqyJjS4i3rJli6RC01jQB4U6fSiVStTV1SUkAmqLrlar825zkwp092rsEpd0B/xzAeqp193dLfmXAa2zWiwWfhViTU2NqPIDJbaWlhY0NDRIel3ZghCCH/zgB3jjjTfwN3/zN/jd736H+fl5vPzyy5KdY2pqCp/4xCewsLAAhmHw6U9/Gl/4whfSeYnlS26RSAQ9PT0oKSlJOQHQ19eH1tZWGI3GrBoHQmV/vlOqQCDATxCwLMtbjxuNRt5Gqba2NqnuqRBwOp0YGBjA5s2bky5xSTXgLzXiuefmEum4mdAdrG1tbUWllQQWP7f/+I//wKuvvoojR47wnVX6XEmFubk5zM3NYceOHXC73di5cyeee+45bNy4UexLLE9yo1uw2tvbRdUhzp49y4+kZGoMOTg4CAAZm0tKCeGKQJ/Ph3A4jLa2tqLyYQMuLJVOd4lL7ASIFHVIIcS45+YSwo3wQv89OgRP7+1Cz7DGghCCJ598Ei+88AKee+65vJYSDhw4gAceeADXXnut2EOWF7lFIhFYLBZe3iCm3kW/Mc+fP89rzerq6kSnlDQqqq6uFr1OMF+gQ+YNDQ3wer1wu905sR7PBHNzc5iens56BwMlAjoBku2Af6buubkE3Yu6sLAAl8uFmpoatLe351QmlAl++ctf4umnn8bzzz+f05JMLMbHx3H55Zejr68vHUnT8iK3iYkJjI+PL9EgxT15nMaBUGsWCoVQU1OD+vr6hE4K+TKXzATxNlPF7iGgqU9NTU1emwu5XOIiLNinK4yWyj03F6CuI9Sd2Ww2w+1252TcLRM89dRTePLJJ3Hs2LG8itA9Hg+uuOIKPPzww7j99tvTOXR5kRvtIKb6JVNiY1kWCkX8Rba0xmMymeD3+3nRKf22pCr1YpsrBC5ERd3d3Qmjl9iIR6fToa6uLqe7UGm3lm40z3XkmM6Af67cc6UAJbbOzs6oKZJYGYZOp+PJPJ8rDZ999ln86Ec/wrFjx1BaWpq384bDYezfvx/XX389vvzlL6d7+PIiNzFuvJlMHNDhcJPJBLfbDa1Wi0AggO3btxds4W880FlMh8ORdnfP6/VianYeDpsFaoEEQ6r3R+uSCoVC0jVyYpFswB9A3txz0wW1uu/q6krqCE0I4Xe+UlsqoZtJrj7vo0eP4vHHH8exY8fy6opCCME999yDqqoqPP7445m8xMoiNylGqUZHR2Gz2WA0GvmHhNoZFbKGJdxMJcaPTgiHP4wf/GkM50xeaFUMPrqzAZ3GMEwmEy/BoJ3XTB4S6jhSVlZWFE0N4YC/xWJBKBRCXV0d1qxZU1TCYUpsa9asSdvinTaVqIdbLrrLL7/8Mr797W/j2LFjSYk3F3jjjTdw2WWXYcuWLfz7+eY3v4mbbrpJ7EusHHLLduKAZVmcPXsWGo2GLzTTh8RkMsFms0netUvn2oQpVbrv7zuvjODsnBt1pRqEWAKHL4yv71+H9ioDwuEwHw3Q9Dwd7zbacBEucSkWhEIhnDp1Co2NjWBZFmazmd8ZKnbAP1egomYpdlewLMvXWh0OhyQLoP/whz/gG9/4Bl588UXU1tZmdX0FwvInNykmDqi5ZENDQ8K0JbaGpdfr+RpWLqMBKTZT3fvL06gxqqFQLH42864g7rukDR/siv42jk3tUllz02srBuvtWFD33Nh0LxAI8GSeasA/l9d2+vTpnBhgChdAWyyWqCkQsWT++uuv4+GHH8axY8eKTkCcBpYXucVajUtBbFQ9v2bNGtGht3B6wGw2Q61Wo66uDnV1dZIWeqXaTPXgM2fhDUVQplOBEIJ5VxB/f00XtjQnbpTELn0uKSnho1aVSpXxEpd8QKx7LpUW0QFxuhw5lzIaem2x0xq5QjwyT+ZG89e//hUPPvggjh49mpch/Rxi+ZJbtvU14IKcIpV6PhWE+wcYhuGJLhuRo8Ph4FcBZtuhGjZ58K+vjiLCErCE4AOrKvGpD7ZDIfIzo9GAcBTM7/dj8+bNRUdsXq83I/fcWBkNTe2osFYKUGLbsGFDQbaNUbeWRDKT48eP44tf/CKef/75opt0yQDLk9ykILbp6Wne2lrKaIt+U9JiPSW6dESPCwsLmJiYkHQVoN0XwoTVD6NWha7a9Ie4KWw2GwYHB1FTUwOn0wmGYYqihgVcEDVv2bIlqy+r2NROCqNKGukWithiIWy6PProo5iYmMD8/Dyeeuop7Nmzp9CXJwWWF7kRQuD3+/n50kxSBzp6EwgEcu6cEU80XFdXl3QwfHJyEmazuSDzq6lASVe4xCUYDPJRazgcFvUecwEa6Uq9OQvIfsDf5/PhzJkzRamZBICenh58/vOfx1VXXYXjx48jHA7j2LFjkpLwvffei6NHj6Kurg59fX2SvW4SLC9ye/7559HT04ODBw9i1apVaT88LMuit7c3bXNJKUDrO3QeNFY0LHYzVaFAbYGSka5QGC18j7ncmgUkds/NBWLfYyoJBk2TN2/enFcBrFicPXsW9957L5566imsX78ewGJ0nmhlZaZ4/fXXUVJSgk984hMyucWDxWLB4cOH8eyzz8Jut+Omm27CgQMHRM0ISmUuKQViRcMVFRXwer0oLy8vOtttQgjGxsbgdruxefNm0ZEunek1mUw51QuKdc/NBeI5fQilQsVObENDQ7jnnnvw61//Gps3b875+cbHx7F//36Z3FLBarXit7/9LY4cOYL5+XnccMMNOHjwYNxlI9Rccv369UW1exJYTOtOnjwJlUqFSCTC70Ctrq4uePRGCMHQ0BA4jsOGDRsyJl06RkT1gkajkZfRZFOsz9Q9NxeIlQrRjvKWLVuK7p4DgNHRUXz0ox/FL37xC2zbti0v55TJLQM4HA688MILOHLkCCYmJnDttdfi4MGD6O7uxrPPPovKykrs27cvr04GYkD3YnZ2dqK2tnaJaJjKL/I9+A7kbsicEAKPx8N3XjUaTUYuH1K55+YCHo+HH/dyOp0AkNaAf64xMTGBj3zkI3jiiSewa9euvJ1XJrcs4Xa7cezYMRw+fBgnTpyAwWDAt771LVx11VUFj4SEoNHkxo0b4xZuY+UX+RINAxeMQGtqanIuCRDKaADwbsPJvohy6Z6bLWjHtru7myeydAb8c43p6Wnceeed+OEPf4h9+/bl9dwyuUmAcDiMBx54AKFQCDfccAPfiLjiiitw8OBB7N27t6APBTVxTKezJ4x2VCpVTkTDwIVpjZaWlrzXJoPBIN9djtd5zbd7brpwuVw4e/Zs0t9rsgH/XN+Tc3NzuOOOO/Dd734Xl19+eU7PFQ8yuUkAp9OJp556Cvfddx//zRgIBPDKK6/wEd2ll16K2267DZdcckle0xq6maq7uztjYvL7/TCZTDCZTLxoWAqHDyoylXqBcyYQdpep7XgwGIRCocCmTZuKqukCiCO2WMSWIQwGQ1oLgdLBwsICDh06hH/913/F1VdfLelri8Hdd9+NP/3pT7BYLKivr8c3vvEN/N3f/V0uT7kyyS0VQqEQ/vjHP+Lw4cP8TtMDBw7g8ssvz7nXGY06pPqWpjozKhoW7lZIB3QMrVhEpkLQhcSBQAAAojqvxZCW0j0R6dqpCyHcnEUH/KX60rJYLLj99tvxyCOP4Prrr8/qtZYRLk5yEyISieD111/H008/jb/85S/YsWMHDhw4gKuvvjojG+t4yNdmKurwsbCwgGAwyBNdKrEpFcBmO4aWC8Q2NgDwynqr1Qqj0ciPSRWiY0o/u2yILR6kGvC32Wy4/fbb8T/+x//A/v37Jbu+ZQCZ3IRgWRZvvvkmDh8+jD/+8Y/YtGkTDh48iGuuuSbjTistztMdDPlCbFqXSFBrsVgwOjqKrVu3FnR3aDykcs+N7bxSA4NM9yukC0psuRYPZzrg73A4cOjQIfzDP/wDbrvttpxdX5FCJrdE4DgO77zzDg4fPoxXX30VXV1duO2223DdddeJjm6ocLi9vb2gK9piBbWVlZWoq6tDIBDAzMyM5PO1UoCmoum459JapNlszmgZUDqw2+0YGhrKy1SEEGIH/F0uF+644w58/vOfx5133pm36ysiyOQmBhzH4dSpUzh8+DBeeukltLW14cCBA7jxxhsT1qdoDSsXnl3ZgD4co6Oj8Hg8qKurQ319fVGIhinC4TDOnDmT1ab12LleKX3bbDYbzp07h+3bt+clQkyEeAP+vb292LVrFx588EF86lOfwkc/+tGCXV+BIZNbuiCEoK+vD08//TRefPFF1NXV4cCBA7j55pt5+5/p6WlMT09HbaYqFhBCMDIygmAwiA0bNvBaOlq/okRXKGEsXZYipQEmtfoxmUx8WldXV5eRJbfVasXIyAi2bdtWUGKLB7/fj8ceewy/+c1vwDAMPvnJT+LAgQM56S6/9NJL+MIXvgCWZXHffffhK1/5iqSvLwFkcssGhBAMDg7i8OHDOHr0KMrLy9He3o6enh68+OKLBbcAigXHcRgYGIBKpVrS2KD1q4WFBVgsFn5bVi5kCYmQyD1XSsQufC4rK+MtuVN1Ximxbd++vejSeGDx87v77rtx6NAhHDp0CC+++CLeeust/OAHP5CU3FiWxdq1a/HKK6+gpaUFu3fvxm9+85t0tsHnAzK5SQWO4/DQQw/h6NGjqK6uhkajwS233IIDBw6gvr6+4Los6ohSXl4uag+D0GmYioZzWagX654rJQghUTOvyaZALBYLzp8/X5ABfTEIBoP42Mc+hhtuuAEPPPBATu+3t956C1//+tfx8ssvAwAeffRRAMBXv/rVnJ0zA2T1ARTXQF+B8cILL8DhcKC3txdKpRITExM4cuQI7rnnHgDALbfcgoMHD6K5uTnvREdrWI2NjaKto41GI1atWoVVq1bxhfre3l4AkNycMlP33GzBMAwqKipQUVERZR1/6tQpKJVKntDdbnfBnEfEIBQK4ZOf/CSuvvrqnBMbAMzMzEQ1eVpaWvDOO+/k9Jz5hhy5CUA/i9gbixCC2dlZHDlyBM8++yyCwSD279+PAwcO5GUNntRLXIQjUpFIJGPRMIVU7rlSgxpUzszMwO/3o729HQ0NDUVXQ41EIrj33nuxc+dOfOUrX8nLFydtrP3kJz8BAPzyl7/EO++8g+9///s5P3cakCM3qZDopmIYBs3Nzfj85z+Pz33uczCZTHj22WfxpS99CQ6HAzfffDMOHDiANWvWSH5j0gUzUqZ6Wq0WLS0taGlp4UXD1NmYzoKK7UgKBbDF5tii1+uh1WqhUqmwd+9eOByOqPeZbMlKvhCJRPCZz3wGW7ZsyRuxAUBzczOmpqb4P09PTy/3ZTJLIEduWcJqteK5557DkSNHYDKZojzpsr1RqetIvowSYzuSVVVVqK+vT+h8QeUU+daJicXCwgImJyeXeMXFLlnJpvOaDViWxQMPPIDm5mY88sgjeXeVXrt2LV577TU0Nzdj9+7d+PWvf41Nmzbl7RpEQG4oFAscDgeef/55HDlyBJOTk7j22mtx2223RW3cFgtKHLnYJyAGsaLhiooK1NXV8Yr6QrrnisHc3BxmZmawbdu2pJIYqhk0mUxwOBx5W9rNcRy++MUvoqKiAv/yL/9SEH3iiy++iC9+8YtgWRb33nsvHn744bxfQwrI5FaMcLlcOHbsGI4cOYLh4WF86EMfwsGDB7Fjx46UN3K8JS6FROz+U7VajVAohB07dhRlxDY3N4fZ2dm0TTBjnXhzJaXhOA7/8A//AKVSie9+97tFI7wuQqwMcnvwwQfxwgsvQKPRYPXq1fjZz36Wl4W3+YDP58OLL76II0eOoK+vD1deeSUOHDgQ15OumN1pAWBqagqzs7MoLy+H3W6XzG5cKszOzmJubg7btm3LOvLyeDz84LtSqeQbL9kQOsdx+Md//EcEAgH8+7//u0xsybEyyO33v/89rr76aqhUKjz00EMAgG9/+9v5On3eQD3pnn76aZw8eRIf/OAHcfDgQezbtw+PPfYYLr/8cuzZs6cobIBiEeueG89uvL6+Pq+iYSFmZmb4LwapP79AIMBrBqktFV0NKBaEEHzjG9+A2WzGT37yk6L8HRcZVga5CfHss8/i8OHD+NWvflWI0+cNoVAIf/jDH/DUU0/h5ZdfRnt7Ox588EFcffXVBV+WIgTdnuXxeJK65wpFw1RjVldXl5fUenp6GiaTKSfEFgvaYTaZTLzluHDFYzwQQvCtb30LY2Nj+PnPfy4TmzisPHK75ZZbcNddd+FjH/tYIU6fVwSDQdxzzz1Ys2YNrrjiChw+fBhvvPEGduzYgYMHD+Kqq64q+GD38PAwv4tVbEePasxMJhMIITzR5WKcbWpqChaLpSD7GOKteBQ2XoDFz/B//+//jb6+PvzqV78qivR9mWD5kNs111yD+fn5JX//yCOP4MCBA/x/v/fee3jmmWcKPu6UDzgcDhw9ejSKyFmWxRtvvIHDhw/jT3/6EzZv3sx70uVz1pUQgoGBASiVyqwMOmNFw8K9CtlicnISVqsVW7duLXj9KrbxMj4+jmAwCJvNhhMnTuCpp54qqoh8GWD5kFsqPPnkk/jRj36E1157regEoYUCx3F4++23eU+6tWvX4rbbbsO1116b02mAXK0FFG579/v9aYuGhZiYmIDdbkd3d3fBiS0WhBCcPn0a3/rWt/DWW29h3759OHToEA4cOMA7z+QCTz/9NL7+9a9jYGAAx48fz+vavxxgZUwovPTSS/iXf/kX/PnPf5aJTQCFQoFLLrkEl1xyCTiOw8mTJ3H48GF85zvfQUdHB2699VbcdNNNks5zchwXNaAvJdRqNRobG9HY2AiWZWGxWDAxMcGLhqmYNhXRjY+Pw+l0FiWxUZw6dQrhcBjT09OYmJjAc889h/7+flx22WU5O+fmzZvxzDPP4DOf+UzOzrFcUDSRW1dXF4LBIG+Ts2/fPvzwhz/M1+mXHTiOi/Kka2howK233or9+/dnNaaViXuuFIi1MSovL0d9fX1cG+6xsTG43e6iXA1I8ctf/hJPP/00nn/++YJ8WV955ZX413/914s6cisacpOROWht7PDhwzh27BjKy8tx4MAB7N+/H7W1taJfRwr3XCkQW7sSTg1MTEzA6/Vi06ZNRUts//mf/4mf//znOHbsWMGG9GVyu8jJbYXVJwBccOk9fPgwXnjhBeh0Otx666249dZbk3rS5cI9VwrQqYGFhQXMzc1BoVCgq6sLtbW1Rdl1fOaZZ/DjH/8Yx44dy9k8sJjGnExuFzm5DQwMQKFQ4DOf+cxKuBGWgBDCe9I9++yzUCgUvCddU1NT1LLrXLvnZgO6LzYQCKC9vT1KNEzHo4phvvWFF17A9773PRw7dqzg0zUyuRVRQ6EQ2LBhQ6EvIadgGAYdHR34b//tv+HLX/4y70n3qU99CqFQCLfccgu2bt2Kxx57DD/72c9y2sXLFDQSDYfD/B6B0tJSrF69ml+AfObMmagFyIWYd33ppZfw2GOPFQWxyVhEcRYtZEgOoSfdH//4RzzzzDMIBAL42Mc+hlAohCeeeALDw8NIEcnnFUIBcTwLKaPRiI6ODuzevRubNm3iF/+8++67GB8fh8/ny8t1vvbaa3j00UfxwgsvFDzyffbZZ9HS0oK33noLN99888W0nX4JVnzkJqY+cbGBYRg4HA789re/xV/+8hfU19fjueeew1e+8hVYLBbccMMNOHDggCSedJmCEIJz586BECLqOnQ6Hdra2tDW1oZQKASTyYTBwUGEw+Eop2Gp38/rr7+Or3/96zh27FhazZtc4bbbbrsYlzfHxUVdc6NYIfWJtEAdL1atWhX193a7Hc8//zyeeeYZTE5O4rrrrsNtt92WV9kFIQRDQ0NgGCaryQhgqWhYzByoWLz55pt46KGH8MILL6w4F9sigdxQyBYXI7mJgcvlwtGjR/HMM89geHgY11xzDQ4cOCDKky5T0FWLCoUia2KLRewcaDqi4VgcP34cX/ziF/HCCy/kVQ94kUEmt0zx7LPP4nOf+xzMZjMqKiqwbds2ftWZjGh4PB787ne/w5EjR9Df34+rrroKBw4ckNSeier11Go1urq6cpoSxxMN19XVoaqqKiVxnzx5Evfffz+ee+65JZGvDEkhk5uM/CIQCOD3v/89nn76aZw6dYr3pLvkkksy1p4RQnD27FlotVpJZ1nFnpuKhm02W1Kr8Z6eHnz605/GkSNHsGbNmrxd40UKmdxkFA6hUAivvfYann76aRw/fhz79u3DwYMHcdlll4l2wCCE8EP6nZ2dBXWDibUa1+v1UKvVaGhowPz8PO6991489dRTWL9+fcGu8SKCTG7LAS+99BK+8IUvgGVZ3HffffjKV75S6EuSHOFwGH/+8595T7qdO3fi4MGDuPLKKxN60lH3EYPBgNWrV+f5ipODLnk+evQovv3tb8PpdOKzn/0sPvvZz6Kmpibn51/J1vsikRW5yTq3PIBlWdx///343e9+h7Nnz+I3v/kNzp49W+jLkhxqtRrXXHMNfvjDH+LMmTP45Cc/iT/84Q+4/PLLcd999+Ho0aPw+/38z7Msi76+PhiNxqIjNmBRMlNSUoLdu3dDq9Xixz/+MfR6PQ4ePIhf/OIXOT//tddei76+PvT09GDt2rV49NFHc37OlQQ5cssD3nrrLXz961/nmxX0Jv3qV79ayMvKG1iWxdtvv40jR47g1Vdfxbp167B//3784he/wP33348bbrih0JeYEBMTE/jIRz6CJ554IqqbTgjJa/p8sVjvx0Aevyp2zMzMRMkFWlpa8M477xTwivILpVKJSy+9FJdeeilvvvnJT34Ser0ev/zlL+F0OnHjjTdK6kknBaanp3H33XfjRz/60RKZUL7rgj/96U9x11135fWcyx0yucnIKxiGwWOPPYbPfvaz+NznPofe3l48/fTTuPnmm9HQ0IADBw7g5ptvzsqTTgrMzc3hrrvuwve+9z3s27cvZ+cRa72vUqnw0Y9+NGfXsRIhk1se0NzcjKmpKf7P09PTF62inWEYPProo+jq6gIAbN26FVu3bsX//J//E2fPnsXhw4dx2223obKykveky0fxXoiFhQV8+MMfxv/6X/8Ll19+eU7P9eqrryb99yeffBJHjx7Fa6+9dlHsFJEScs0tD4hEIli7di1ee+01NDc3Y/fu3fj1r3+NTZs2FfrSihJ0YJ560un1elGedFLAbDbj0KFDeOSRRwo+dP7SSy/hy1/+Mv785z8XxdxqASBLQZYDXnzxRXzxi18Ey7K499578fDDDxf6kpYFCCEYHx/nPemUSmVcTzopYLPZcPvtt+NrX/sabr75ZsleN1PI1vsyucm4SEAIwczMDI4cOYJnnnkGkUgE+/fvx8GDB9HW1pYV0TkcDhw6dAgPPfQQDh48KN1Fy8gGMrnJuPhACMHCwgKeeeYZPPPMM3C73bj55ptx4MCBtOdSXS4X7rjjDnzhC1/Ahz/84RxetYw0IZObjPi49957cfToUdTV1aGvr6/Ql5NTmM1mPPfcczhy5AisVituvPFG3HrrrSm94DweDz784Q/j05/+tNyNLD7I5CYjPl5//XWUlJTgE5/4xIonNyFsNhvvSTc1NYXrr78eBw8eXOJJ5/P5cOedd+LjH/84PvnJTxbwimUkgExuMhJjfHwc+/fvv6jITQin08l70o2MjOCaa67BwYMHsWHDBvzN3/wN7rjjDnzqU5+SZRbFCXm2VIaMRCgvL8dHP/pRHDlyBG+++Sb27duH73//+1i3bh2uvPJKmdhWMOTIbYXjYo/cEsFqtaKqqiovxPZP//RP+O1vf8tv6HryySfR1NSU8/OuAMiRmwwZ6aK6ujpvEduDDz6Inp4enD59Gvv378c///M/5+W8FztkcpMhI8cQGgJ4vV45Dc4TZHJbwbj77rvxgQ98AENDQ2hpacETTzxR6Eu6aPHwww+jtbUVv/rVr+TILU+Qa24yZEgAsftxH330UQQCAXzjG9/I5+UtV8hSEBkylgsmJydx0003yQ0ecZAbCjKKC1NTU7jqqquwceNGbNq0Cd/97ncLfUkFxfDwMP/fv/3tb+XlMnmCHLnJkBxzc3OYm5vDjh074Ha7sXPnTjz33HPYuHFjoS+tIDh06BCGhoagUCjQ3t6OH/7whxetn1+akG3GZRQXGhsb0djYCAAoLS3Fhg0bMDMzc9GS25EjRwp9CRcl5LRURk4xPj6OU6dOYe/evYW+FBkXGWRyk5EzeDweHDp0CI8//njRLX+RsfIhk5uMnCAcDuPQoUP46Ec/ittvv73QlyPjIoTcUJAhOQghuOeee1BVVYXHH3+80JcjY/lC1rnJKC688cYbuOyyy7BlyxbeP+2b3/wmbrrppgJfmYxlBpncZMiQsSIhi3hlyJAhIxYyucmQIWNFQiY3GTJkrEikmlCQjadkyJCxLCFHbjJkyFiRkMlNhgwZKxIyucmQIWNFQiY3GTJkrEjI5CZDhowVCZncZMiQsSLx/wMqSYg8W7g5rQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "fig = plt.figure()\n", "ax = Axes3D(fig)\n", @@ -879,7 +1695,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.9.1" } }, "nbformat": 4, diff --git a/02. Data Wrangling/inclass_numpy.ipynb b/02. Data Wrangling/inclass_numpy.ipynb index 5493f27f..0b832e9e 100644 --- a/02. Data Wrangling/inclass_numpy.ipynb +++ b/02. Data Wrangling/inclass_numpy.ipynb @@ -51,7 +51,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -60,18 +60,34 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "207 µs ± 6.7 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n" + ] + } + ], "source": [ "%timeit [i**2 for i in range(1000)]" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2.81 µs ± 57.4 ns per loop (mean ± std. dev. of 7 runs, 100000 loops each)\n" + ] + } + ], "source": [ "%timeit np.arange(1000)**2" ] @@ -138,9 +154,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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rViERy4m+FEe/KO4fMOStAKnR92OMumzKtaASZMGnt2iIEt/SPipQLXSkWRr9kPiEzfn48H2gF9Fr0OpAjgQAgKaQR46cpDC3tzfzyBkzrq9U36k9bWPFjY6OiuSnUa/XMc9dpjGGAgAQBciRCAQCgUBAjkQgEAgE5Mho/3OFf2ZXBy85cu2+w5IUShMFzO+5ZZdq+TrfIjrwi0uePSA+onYY/5XeTfyOn5UOL+HP5d1HXx2zqCTy7v27D1mUDu0sOZJGLLEjLENopB3Mg08tSexIzuGyyJFiVIQ1zHKhg2epXA7NC3Sch45X0GtWJyIdd5yxjPhGdldVdo815Uivmzds/jg20rcxJnY5Ut1OevyvSfYhe4SNTJVQU/RO7E12Gc9ZgBPSN6rN2Hu7bhwe2dw4czyj6qS9sLWOJzbYsUfjsqbP6+9x6mDqu86D00jMHDlxQPTua+++cq/9ORXxlve6Pc0VT5IgUjPSVjZe86MUErGcuEtx9IvivhRLr2lB872yAR9jeNk01zd6hY6nwUl7K3Go2V9MXITpRUe/0H1l9n2gR+81aHUgRwIAQFOIJUcSQ0ND9iMhRxZHrVbjvizs6+NUkSMjI/39q7FpeCZTp14JORIAEBHIkQgEAhEQO58cmj792orE7FmzvvKVv256fPGLPZ/73GcrMiZ0gSBHIhAIBAJyJOTITsddBxHvqvuR5/g7cs4SJLKUdjxvr8lfmcuLYoZpOaW0r8yXPHuADlAtDXlLzTPHx8iLLjtmWvqbKJZZsnBJX+QLfhkN3nmTQzuL5Q+zI6osqBkP9Fc5/svb9tPgU7Fr9x1WPRKtoijDxe2X6ys9kk1FgxtmudDBs5SuQqL34zUPM6+gV2mJSBozHgGXBGAi6GjpymjAObuYlCCFa3Kk780bMH/cG+nbGBObHHl0p90OfF/XO5fO0EOOPLE3o8ynbpQUifZmsCk4nrJxYrZI/bBTByd0bWJuxbROucqRE1uo9lR1HDVJUWvD+y30GZxGyrbaWkbMCfVqyqZ15/G4t7wLogOaS5madFBTweQsrjFKIRHLibsUR78o7gXm2VM74GOMrJCccFHNpKjm3+W35BVT3NRsQilN/ajgslp6PT58H+jRew1aHciRAADQFPLLkbI5tcV9hBxZNJw2curUKzGlO3kauFOv1xf29VHfkVgUgOhAjkQgEIiAGNxYn1QZPv/5/6sK8ad/8sfVGRO6QJAjEQgEAgE5EnJkp+MuR/JX3fSn5nKJx5CYVUhDtAnN21C3lk5MJiQHsE+mviVCmIsoYOmvOAdq2yTlkrlpMtsAalJJGQqLXyKegdkR1QhJ7LvZBmmeZgTGGq6Gkr/KclECGpZ2ofPMUvfJnDYPXa6ge2lpaNnIWBJNGw22cyxZFROzl2nXy/fm9Z0/Xo3Mv5J4y5FP3WhuRT2evpF3qaZTVDFx12384riBp+iJE0oY/sJ7ft6pg+q5aeqhbj3yMee21R7PYXm+FpsCeOa4lpdxvK4Te8d3sj6ymTNTvrc/tWOP0nNAatbmhOFVU2Aqe2p7DU4jTY6ceFnV7o9vjK46oP7EveXTFp80zzhxneRFkm6ZuIVELKfopTj6RUksUCy9nJfY/WOMlmRRjjffojUw7WLJRwX6QVvkVcPevlp6rcwBD/TovQatDuTI9mZkZATWDgDVJL8cOWPG9aKXpYlW1ZQjJdtiG1zHao5wS9CZcqRMfsiRAEQHciQCgUBAjoQcCTkSgUAgEJAjo/2nH/6ZXR0cJQbRucxvzeUrcMckQInylngAaVn01N2oE/4z9PzX88H9FRtDS6klFoK2s7bk2VIHxEuONDuSOJIy8mnDKwWqlcYarka6HJmzYe47SjcKkCPT+hUs5VgU0kToupgbyNJImsOSpsy6tyTg5vWdP+6NjLKSWOTIhpYMcvgLLEE2rLkSVbcveT9r7VzV21ONRsUX1O3M8xt527MeptaiiYPmvtIT963O7FEjxVBsGOkh1WZMSCp5vg05B+f9qtN9zQmS5f5v5XnYxbrlNSQpo3oLS5JUFtS0ic33kfpkiVJIxHJKWIqjXxSzQEvWw5wfnNI+xpjLpstbjq8zYivaL1nAyuz1QI/ea9DqQI5sbyBHAlBZosiRfI9b5DzIkUUDOTIYyJGYAwDEBXIkAoFA5JQjr77635e/bTRVasqR/88tt3z1K18pOWbPnmXKkU0fE8iRCAQCgYAcCTkSuEoMklUx0WnzMsPsVkHaWfYD3L9ol/7y9o68SaVklkp0tkQFU/ueOCBecqTj4EhFaQmixGlI3Eg053BZLm4RDcs5S1tIjmQOnDhFw6hun2rm9xLPKdFT9JpC7jev7/xxb2SUlcRdjpywL7ZFB8yUI62ZCxMbY2mGhVTLUMvmqGxRnTxEOeRIbW/u99+auHe26JgRB+fdp25MaLbWnvOaadjDriA5UspRnyBssNEThKe9mnVPVOBEvT5PIRHLKWEpbks50uuZGyZHiupqT74YsDJ7PdCj9xq0OpAj2xvIkQBUlihyJP08t7eX/zowsM5+ZHUw5cihoSFqf71ep1Wrta5jnhGmXlOXaTToz9HR0aKbWnJ1mUCOtB9JB/T3r+b7AgsmAC5AjkQgEIiccuSmwcHyV2+q1JQj16xZU35LhoeHTTmy6WMCORKBQCAQkCMhRwJXiUH0wVs37VVD1QrN/RaFN0+/8+irY0uePSCiYdPlSDM+PfB0ohqSmHvJ3FO7UYwcmdk18VrUxpQgRxbRsJyzNFMWyZyHXlJOZmmOUDlUryiS9EPiVqdeY6W2JODm9Z0/7o3MuZIwTZAjtW2jd/dyaFtdjzfm/L7VHnLkib10wLj+qG2craZsVKxBNQVj6hDlkSO1TI3nT58w7E/dWMTgTPAsZf/xibuNZ4qhxd3yFhLznnKlVLuIZXJrm6/EKiRiOQUtxdEvir3AWNtq5/kYE12OdLwW7itz2AO9ATkSTKQEOXLq1Cu7u6d5fbXf37960qRJc3t7vfoSUBEAADSLWHLk6OjopV1daRp0orq3sK+PvbTkjyIzrqe1VD1laGiIj6/Valwj/UDVceE9PT10AB9Jb1HhiW+pqHIkLfhyvJoRM7Ft9Do9GuR4+oGq0zw/aS2VTH8dGFhH3eHj+RWXZxC1XGqh0qjBpk1o2fyOB8pevnYKXUSteZkdceypY3Vi2aaNEk8zqiJzAF0uUyNLjnQsJPrkzFm1XAI6iwpRz5L+mmgTni4Bj7YKldZy6jAAJQM5EoFAICBH5gFyJAKBQCAQkCMn/Ncf/pldHXwTQVkicd/GtfsOS+4iNaojR3Y/8hydTo1P2+iZXtdUD9lTW8uxVIQc6XKBfJXKKHJkEQ3LM0tlA/REQ9FxHjpKOY6leUHTTCSeJc8e8L1DXaaQ+83rO398E8UFrCQq5cuRqixoD8mnmC1Hnjp4dv+3JliPE2OCHKm+vjvb8MgpRyaO8IQylX29Iw6O5kHyCKjGpEvfi7jlXeD7V9ReeXDQY8JMzchtM/XBKIVELCfuUhz9orgUKOtV5sKScy5VUI4MWJl9PwxAjgQqJciRIyMjLARYfJdEdebSri4Ku2Ki2QwBFQEAQFOIJUc2FNfQ1NoS5Ui7lJZ4iuhZ9Xrd1LboFVp1BwbWpb1lrvAiqCW6YnSW6aIlGmN8sGa58esL+/pE+EtU0EyoHM3UVGvRcnNa5EiLps/2v6BVp7UwsyOZB7hXR72Ti2I2W97NfCi7XybLPHQvJPrkDK46ceZ0d0+TmWyRIxPvDqqRTqGQ9mD3dgDsQI5EIBAIyJF5gByJQCAQCATkyAn/7YN/ZlcHLzmy+5HneCvqtfsObz90TA3TLHxh7KSaDe7L2/bTWaJlNF2O9BolESM4sRZvQPnpgae1w5orR5acObKIhuW5ammbfnrNw8wr6FWaLyLdqpZSLDnS6+YtWo70aoxJE+TINIVRSZQ4Hkc2uzTj3HeYe83Eitre2U2UI7UdtLkliZpj9MFRh4XfmpDG0mGD8ri3vDu8b7U8JuR25nc5NaykcuS/mrpelEIilhNrKY5+UdwLlA2jtZSHLsT6GFOcHGnPs1uEHInMkcBCadtq1+t1TqfklQ+SbQ+vfJBhFQEAQMlElCPV5JGaUxhXjlQlrdo5RAhTE+bxW/KKuRqL/sXH9/evHhoaoparBpum6NHaLsezpMiJ+qR2s7XS5oV9fXQk/WkfVWqDWjtvZ0xtU5029WFUP4c0oK5g2bSaLxbrdNrDzlQPMzuSeYBXdXI1zfbLKXbB1Osypc1Dr0LiTs6cVXOOSb4E8qI2yFIa72/OqNfLtCob55RNegW/+AGAHciRCAQCATkyD5AjEQgEAoGAHDnhv33wz+zq4Pjduez5616yKAVaUsZWlCM120MzS4Qi5EjZFtOy4alpopQgRxbRsDxXTQRWLZ2n1zzMvIJepUW5H6VGF2swsSUBN6/v/HFvZEBjTJq8rbbDrtaNLDlyQoFP3Xj2jUd4t+g0OXLC8Q5bS+eVIycqj+O7fh/dmbindvTBUQ3R8ZafOZ64MXesR09EOVIERM7IyE6eVMcLFKtskluRfiiikIjlxFqKo18U9wLl8e2+ikb/GBNdjnQ08t1X5rAHegNyJJhIaXKkOAGcD9Jxb9PGxHyQFt0kf0W+8LabWoIo9zyXXqgmBw8FVc19TDxea1iaApWoa6SRNvha29g1SdurFAAgRJQjG0qCwES7Lr8cKbe5lkCRVsK03Iqq5pW24JjCIq0eiXkNWXQz7U8pSq1aWuvlk1l236Z2iv3mMlwBD5TEAcnsSFhP06qTbpojwKpfYlJJFa/LlDYPvQqJOznzVK3dejKTtSqkqMTf+hA7s7hPLwC0MZAjEQgEAnJkHiBHIhAIBAIBOXLCf/rhn9nVwVEWlG+yHd0C8S3MXE2tKEc2zktdMx7dLdKJ6W0UIUdK1ivZAlVDk2DiDlcjXfsromHBV03mm5bO03ce2q+gb2nB96OaDExMo7RxzmyJ780bMH/cGxnQGJMmyJH7v+XlJjYy1cMU4S9VjpzYgHGZ0j5EueXICZtZ7719wl+VPbWjDw51bcK76kbbE6XMKI+eiHKkVMHePHtpYpJJRTTz+Wcz93DEQiKWk38pjn5RvAqkPoqT7bWzdsSPMdHlyLRMyRruK3PYA70BORJMpGQ5ko0E3ke1u3uau0LX37+alQV3+zCsIkdYX9BsSM5TFTe3E/WCCuRkV+poiJCRWQJ7GMGHUV8461jiWay20LvSZRpqHvaCPFEA2oa4cmTjvNelbUgdS46UU8zl1OWtxAUnrQGy17b4YaJ+msaYCHDqMiX1uiv1UoV9uTOdtlj7HduHPa0jAT21VCc+nyZByp7admMv+DLlKSTi5IxbdUNRJxMnv12OzEx0CgAwgRyJQCAQkCPzADkSgUAgEAjIkRP+9wz/zK4OjrKgyAqOhtb2Q8cSv7l/8/Q7LSpHijrAdSXuZVmEHCkOhLrVcmLD1IRPJciRRTQs7KrRpJKsV9p8852H9ivoW1paazPvGtXFkSY5mpfmwb43b8D8cW9kQGNMCpUj3x3+wvsnnDrI5qJu7O3/lvE/lMcd6zLffd8m1DazVls4sQHjO1Yr6iQ1kpqkOouZPcps4YRUkcNfUBNJqntqxx+ciakiJySwnChlRnn0xJUj2UX79MDTkthP0jGKaffoq2O8Xpm5hyMWErGc/Etx9IsSXKDLyiMPrIgfY6LLkfKuJdGj18oc9kBvQI4EEylfjhQDg6WBnp4er3yQsger4ylhFdnJ9AXNpFPBcHrIxNLYyXActMzDWD/VXmQ108z6xvC2oYlGCOsd8CMBsBBdjhStSr31osuRaWuR11t2OVLdd5hfkWy4iYuh2WB7BxORKrTUgOoi6Z6bM9Y1zexIQE/tzRafTx1q+/g7HuZ4mXwLiTg541ad9q5djpSUlniGAhAA5EgEAoGAHJkHyJEIBAKBQECOnPB/QfhndnVwlAXFrmDTIvE7ePV1sQpU5YIOEHOi5eRI6RHHkmcPJA6CqXS8MHZS9eF85ciGsjOm6a+I0KCltipBjiyiYQFXjYZXJhX9oKmHvvPQfgV9SzOhYaE7SNuhlVG9IlXfsac9oybRWeqtZ7bE9+YNmD/ujQxojEl8OVLZypn3hj77yr3sF76Xo/HM8XFBUD197+1nj2w+e3QnHTCeOvHcu6qw6C5HjhdF5VCntCq0xu+6bUIjuZ3USHl9+AviWWb3KKuF4wdMbE9q+sbog2P21EilmblQR7nlfZHSRExU3+V7JDNFX5RC8pRD3adTKMyNtsOW4ugXxbdAdXW1ZFvklUrOjfgxJq4cKVdNe7yaF87r8RHwQG9AjgQTaZYcKa5JOfkgAyqywPqjpYXm9prBsICY+JZlW23TwwirnYY6TfRkDctiqVq0TgBAowA5snFexqJbT5K5tqIcKZanOOi8gHOr1JDXtQ2vA5TBzFMkd6CWVTGPHEkr5MDAOlrnRUksVI7MrK6RZKY2PPfUznmZfAuJODnjVt0IkiPVA/hepusVMR01AO0N5EgEAoGAHJkHyJEIBAKBQECOnPCffvhndnVQdYG04O/OxVf49MDTa/cd5hdfGDtJr/N36uq35pJaiT3CR18doz/5S3r5qt7rm/Kmy5GqOqCm4EoUCGY8unv7oWPUa5YYVJMyQI5UvUx6i2pRC+ch1VSecuTI6A3znaWq70J1mRfFdx7ar6BvaWZj5DAeMekI1SJvmYm7pFVyFrWN/pTBVK+OXTZyuXnD5o97I30bYxJfjpxYoOb5vXeMlrvRenAjMy+jmtnRobRzX3vuTbYVkypy6VGmHKntl21J3xh5cBIbr+a/tN5lEW95X8T9TTTJZI9j+87yUQrJU4486cwEyWFLcfSLErAUa34kHUZlqiuw+nynAuN+jMkjR1LDeDmloJGR181fBki8cO4rc8ADvQE5EkykuXKkqiOkpSdMRDJ4paX4ilVRolySKVlajEZfRkZGqNl5cpIFy5GWxJAufXQZKAA6mSLkSFMrbGk5UnYWnuSAutoEyJFSju+wh8mR9BST3cNVCpIjHatrKJkL5Vkpe2pnPnCjXCbfQiJOzrhVN0LlSB5z1cjkKwVFEoBMIEciEAgE5Mg8QI5sSuwb2dMet9LhQwer38i2GW0EAjMcciTkyI5D1SPSQrI3yXfkZrDnpJa85NkD5jGPvjomapR7PsVGNeRIaXnavpOa/ZaYZjJAjmycsxYSS2YNwpQCy5EjozcseJZSsWnpBr3mYeYV9CotcQqpCk5iRxJLUAUX+zinXS+vmzds/rg30qsxJtHlyPHch2nZChWlz2Icvnfw7l6XZjS0TasnppBU0z0a33zuVbeZTqj9/JbZLj3KliOTlMezRza7XJQ8g6NtL566W3cKcW95X9QbXMvVp27unPYQiVhIcDkyIFqyyTxLcfSLErAU0yvmWeZKpQ5UrI8xeeRI9ydF2oVzX5l9H+gNyJFgIsgc6QtbOxanQVQS9+Zlwiai/Oc4jYA4Q5mEyZGsn1pUGM6nlfFE656WmWkMgI6lCDmyoWwNzCpVS8uRsmJL0r7aOWiBqk9ES1JbqByZM3MkPRpU741Ko+5IWsrocqRXdYxolDyFeEa5GP9RLpNvIY3YcmSsqhs55Ej5LCG3s5YRFgCQCORIBAKBgByZB8iRJcd106+dPPkSila/iW65+abqd6RtRhuBwAyHHAk5skPxkiP5W3bN7mKZINHoEhWMszTJvrpqQkrHb8qrIEeKYZC2KWfj/L6WMjJLnj3gtWGxxUSkEeZsT+wuUOFUUZpGVpocGbdhvrOU6qJ5xVm+LLjPQ5cr6FVaIpyBTHVfeNDsHaGS6SxJfka1J46z5Xq537zB88exkb4riUZ8OXL8vxiPy8bT7z51I/0wfsAJfRjHt4pOSvrIXqNrXe99jbl3fPNr3nKaTj+/2zUdLJHc/XN7Vb/XjOEvpDU1s0fZLTxz3Oyp7brEGxzTAXXZU7ugW94LVfzVZDI1M5+5c3H0QoLL4XuTIm15CVuKo1+UsKWYD6BFTF1/aMmiEhJXqigfY/LIkVSpy4pqv3DuK7PXA70BORJMpFly5NDQEG/r2dPT477zMisFU6deadnNOUpFdllhkhuZ3kMw1Cne8NrFvwyQI6nYTJFUdmW1kyfnJQDtTUFypLb7cyvKkfKuLPVihzuOT4AcKWuaxT9LzB3ou9aJqkjlqE+lguRIr+oYyc3MPeXBl1ykFqJcJt9CIk7OuFU3csuRjPxOiMvO5gB0OJAjEQgEAnJkHiBHJsaDD6yZM3vWFVMuZ/Homquvor/Si/kTJXKBbSAzyeBUuZFtM9oIBGY45EjIkcCDAydO8SaPiZmE2hURC1z8LQBw87btSnLq4LgI+MYj43/6SHsdQaTBOfvKve/LkU/diHEFHQX0QdCKlC9Hlpb6MayiTFgcLE58dIeGwiWPlK8cSQVSsZkeDI0txEcA8lCQHNk4l2tW7KtWlCNFBZOlW8pxdNwD5EhJ0Zcm34sZrx3gJUfyEyTRcitCjvStTmBNkJ6e0muXp16Uy+RbSMTJGbfqRiQ5khF5FysnABYgRyIQCATkyDxAjtRi5/COa66+SpQjLa6Ycvnghlxtk8KRObKEaJvRRiAwwyFHQo4EwIakjcxM1gUAACAP2o7eklYTgA4BciRoRUqWI9nno3BP/TgyMsJ6Af3plWPStyJ3qNj823OX1hIvOZJGuLt7GoXjCEdJxglAZ1KcHEk3Jstt4ma5K3ei0xUqR4q+aWmAuhCZuSTtBMiRki4xbQHU9it3vBYa5o7hcsmKkCN9qzM7y+VPnXql45M3/2XyLSTi5IxbdSOqHCnGMFZOACxAjkQgEAjIkXmAHKnG4UMH1WyRK5cv41gwfx5LSPRuzuSR5TuFgxvqdy1eRPV6aZ2ZZ7WEHNkSjazC5a5aFQjMcMiRkCMB8OD+3YdkM8o8O64CAABIYzzZ5GsPvbvrtglm5O5ejAzoNCBHglakNDmyXq9z3iOXrTkF9jPoRHeHIKwiL2q12tSpV+bxAlULx1IOS0KWtJfR5Ujerdula2xfVUQSBaAVKU6ObCgCVuKR4iZqEph6lubDxZUj015nP5vfGhhYJ6/LXuFp6XKp5errAXJkQ9mB2nx8yKLtm4LRfEKZVVDLpdcFyZGO1ZknMjRhXHoX5TL5FhJxcsatuuEjR9KDnp+89Gfig5Unp8uvLgDQyUCORCAQiELlSPqgQp+Ke87h/tFaSPtfnVhy5NjYGH2OuuGGGXT6nDlfeuH5531LiCVHyq/40qdKGquA/zuqghy5cvkyNo0WzJ9nvrv+4YEHH1jTcjKTdMpLZcs8C3JkNSPscletCgRmOORIyJEAZHP/7kNLnj3Q/chz7ChQrN13GMMCAADROXtks+pEvhe7bmucOV7lZsvTAYFAhMXw6DEsgO1BCXKkmvoxcw9o1R7g1I/u+l1YRWFQFRYVhrWSNKlRUnYlJvQyy0mzUliwiLitNlVEA242mxtsvs7Ns3irNEQu35oA0JkUKkc2Jn4fqR0peyXTLU83fu0ccrz8oN3ORciRVBdVXT8HL/tpeqIoZZwSmJc+Wpek5epqEyZHqkYglUC10Cs0VpJGMTFdrpccqa7/NPJUOC+8XLjXsLsc4Ftd2vyxOPpFXCavQuJOzohVp72r/naEOsH4Wc8NoLror/XzSNrIIpJhA9BOQI5s0XjwgTWySWtO1UYcBQ76q/34fSN7Fsyfd8WUyzOPzJlWSr6wp5gze9bO4R32Vml71+KrdERF5Ej6fMKfW1zSivM/NCQs/+8RS46cM+dLd9759fvuu4/qohJuuGHGyy/77SUYRY6kT+D8bxz6mMef4gL+V6QKcqQsXDnTQ0KOhDoGObI9gpYC6iZnkF3/8AB9XMEMb1ZKVL4K9LHZ/pEScmQUIEeC1mDGo7vly/tPDzz96KtjGBMAACiEM8c1M/Ls/m9V3Iwk/tPGPQhE9JDPHp3Q2T2/eAvrX3tQghzpm/pR5ADf1I8BFeX6F8eM6y/t6qJGqq4MtZxlCEueLV85kvulHcZD5OJJOMqRrGuoqdoETqaVOLD0Ig0CW0Ty4tDQEA0LvU7NdldqAOg0ipYjxcFKPFJ0KxW6bWkRED9MvX/jypGiGyaStn5azmKVzaVJdnhNS6xi6tQrExc0LzmyoaTtTBt29ZmSU470rc58dgRkK4xymdwLKXNyelWd9q7sep847c3rJRSXDxuAtgFyZEsHG4H55chrrr7K5ci7Fi+6bvq17hplTm1iwfx5bBfRn/Sze0/5dNh7iEptq+0oR7ocw0SRI++7776HHnpI/ko/UyG+O11EkSOpUvVfDZyy3ffBUQU5sgQ/O7rMRI8S1obSzC3IkZAjvWLn8A6eUfRnoiXcIXKkfHrRIng/8cxbFTM8MV/vnNmzEq9C1URVyJEANIE7hl/+9MDTX962//7dh948/Q4GBAAAimN8Q+2nbjy79/azrz3UOHUQAwI6FmyrDVqR0rbVbkvUfE7ix7hsP+q7rXatVtN0Dfprmndobl9lYlqVsstqGhbrlLqsVsrOaGmWKgAtStFypHpfJx5JC4scwAY2L0eSV1K1peP6Z43z2fjoALUNtJjYs+HS2qUtcZyXRVtIg+XIxvl9jVl/5/JpnbeY6L5yJI8894JXS+4y/ckpPL32B3fNmuiOAAAgAElEQVTpqXt1ic8p3y+VY10mx0KKmJxRqra8S5NfPjxwkkj1KvClkXN5N8bEX10AAGhAjiwirrn6quumX1vCV/5lypHcqQXz57ETWZwcyUkx1z88kPi6S7IfyJGIFpUj6aOL+8fjKHLk2JieH4cKuXXmTK9CYm2rrf3/jO/vGjWqIUfSUsnmjW9mMk7KK6fTD3ctXpQoltllJvdyOJWaHJlobqkZfLWweEWOZ6kdoRbS0i3+Pf1gebR59bHpo00zgQvhhyb3VE5R8yLTW3R64lsRq5ZBplPklxDyXG71MW1aaFdMuVy9lMFVSF+4NPqQIB3Rpgo3Q0aGzqJemxdXDjDforrkEpgt4T5S7ZmGKPU9rbO+H94yb9WAEbDMcJpL/HraKdR9+rOgee47by1yqmW+8eQsLsUv5EjIkQAAAAAAAADQJkCOBACAppBHjuxwRkZGeLth5KYtDpFWLQZ/CZepidca0wyAlgNyZEHOIn8dW3RampIzR2rZ0QqSI/lr77Tv47Uv4yFHItpMjuTfGqUfMn9tMta22hpUyJ13ft3rlOhyJP82WsDH6SrIkZIo7rrp17prN7SMJ3pU9KKpx1l0Pa9y7lq8yKIN8QpvUYtcctHZz5LDqG2m+EVBLczZx4qMNr9Oc2NwQ908hV6hp/n6hwfS3opVdeIgqxM17HKrv8AgodUlvchThcwKLR2jFJ42kXhktF+6kPlv/jKGJLZM/HRkmZzqxzO5QNRauSj0g3rfmVWn5e3OvFUDRsAyw+1OsDiXia9Hmede89YSbLJSU2l+chWsWtoXGciRUYAcCQAAAAAAAABtAuRIAABoCpAjQWWRtJHYyhkA0EJ0rBzJ31sn5gRK+5Lb8WA1zQ/nuUlT/SBHJqb5seyzSTXShYAciWhXOZI3l+BE7Hy8JRF7EXLkjh3bqZCNGzd6nRVRjpRtRrq7pwWkAK+CHCk559j4sSRsUx8WYmKxvaTqO2aCujRvyascUdm0xH50IpWvJVSTQnijZA733ZnTzuKOiCnFuQ/pYFV901Q/37GqyGjLUKuZ/NS8empWPH5LXjE/QuSpWgaZ/pQXtad52OWmNlCBbLOZrnCUKjSdTjpiZmqkD2w0MlQmzW1Vx1RroQPS9Dg1/6Um7clZ9gZLpYmflNS7z906zbxVfUegIDkyyjwPmLeWjcgtq5PLogE5MgzIkQAAAAAAAADQJkCOBACApgA5ElSTWq0mGzrbdzkHAIBK0eGZIxfMn8fyimM+MPeDNZ9P+0q7CDlS+/47bbPF6meOzEyeBDkS0a5yZL1e53SJ9Cd9tmRLMs0RLEKOvPPOr/umjWxElSMX9vVRf+f29nLfLW5o5pg0S440U+ixxWXJIszmEP2paZSi72j53tK8Jfdy2GOzZFvUWislOD5WHM+SjpjPVlWeyzNWVRhtCjHAtOx9/BBPfIt/VSBR3gquWhtMEXm1KsIut+VTiikghlWh7rpu3lBpu2yrmRe1TztpI2zZ/JqLskuNYq9acl3LvLJ/OPS6VQNGIK4cGXGeB8xb399fck9ZCjkyDMiRAAAAAAAAANAmQI4EAICmADkSVIparcY5fuSLWN8vcQEAoLlgW+2dwzuum34thct2nF4Hq1/9chYi3xPd5UgWN0U+oBo5XZNL0spWkSOpU5YdtyFHItpAjjQ/Z9JZPT09ie9GlyPXr18/Z86XxsbGfE+Mvq1245wnGjBiFZEj+WFhbh9My5eZRVJMStNnEqNIW/cSvSWvctLUw2DNMaccaT4ZE/seMFZVGG17T13eKqhqVUErSI5ME+nCqpC+WO6jtAkg56o1SoZItUDR5thK1ArkEbOnErds2O3eYN9bNWwE4sqREed5wLwNkyMDPgBDjnQEciQAAAAAAAAAtAmQIwEAoClAjgSVort7mnwFe2lXV8D2fwAA0FwgR8qXytdcfdWc2bMy9z/1PVgTK/k7da8TM+VIagyFmUWJv/o194tsUTnylptvogF0GTrIkYj2kCPtZ8WVI194/vkwM7JRjBxJ8G8feZ1SHTlSlmg219WsaZrrI/sOJy5uiRJSokvkVY44YY6+ftFypKOAFTBWZgbo8kfb3lPftyJWnfZu9eVIy5VN8xHFHVQ/ukgzVNOU1Ub6vMFlqh+QRD+1p3u0SJxmUfYZ636rho1AQXJk/nkeMG8DMpFneq6QI/MAORIAAAAAAAAA2gTIkQAA0BQgR4JKwbv+9fT01Go13gYRAABaC8iR5lfL7rtsBwiCLFbGMgvly/W0b835u3C7fNASciSNdqIACjkS0fZyJH3ITHwrohw5NjZ268yZLzz/fNhyXZwcOWPG9V6nVE2OlKy3tCiJIkk/qEsZPxHYNFJDXjdzmyWKQV7l+OZdq4gcGTBWiRtSlzzacaWxiFUXJ0fSnF//8MBdixfJTCtajsy05eTzkirDJeba5DZT48UmlBvWfMUydTPvL5fD3G/VsBHoTDlSNiuPZQBDjkz+AIN/ZgMAAAAAAABAewA5EgAAmgLkSAAAACAikCPNL485Q6HL16VeB5tyA50YRY60p71Rt9tuUTmStQ9HMxJyJKKF5MiBgXUjIyPyV+03bfr7V9Mpab9+E0uOHBsbmzPnS6oZuXHjxvXr17uXEEWO1LpJfw1Iyl5NOVJ0HNHX1DVZ23o7MVwyvXmV4yhvVU2ODBirNB2tzNGOK41FrLoIOfLBB9ZIskM1ipYjXaZ0Ykv4rpRPQXSfSv5FM08kdy3zw1tEOdL9Vg0egQ6UIyXLpj1tJ+TInECOBAAA0JK8cvzU46+/SbHiuYPf2PmqBP2VX6cDMEoAAAA6DciRAADQFCBHAgAAABGBHFlyCskiMkfai5oze5b9i/wqy5GHDx2kxnuZkZAjEa0iR9br4yVc2tXFfx0aGqK/LuzrY12yv391d/c0ejGtwChyJJuR8+bNu0/hhhtm7Nix3b2QKHLkjBnXU3+p1/QzjYD87EWV5UiK9Q8PsJGjrsmS6o8WLgp6RgxuqKth7sxrceYcy2lpOdJrrBLLLHm0i5Ajo1QdV47cObxDzV5Jnz2obWmbRzdRjtR+n0S2V+aPGXKTyq+XqHkl+a+ZH3685Egqs2Q5ssMzR8rco5HPXDEgR+YBciQAAIDWYNeREyueO/hXm1/6o4FnPnbfTxyDDv7Lx178xs5XH3/9TYwhAACAtgdyJAAANAXIkQAAAEBEIEea3+5fN/1ax2SQAQfz19Kxvo5l7UByGlk2pG5FOTLMjIQciaiaHLmwr6+7exofOWPG9bJNNidHVHeOpiOnTr2SNcq03bSFKHLknDlfknMlbp0506uQKHIkp8mkE2msaBzS8mW6j0kF5chEgUl2d82piHmVIxKb48OoInJkwFiZqZTLH+240ljEquPKkTKp6HTTxC1ajpTtpy0fGBIzg4oNyR+l+NddpLWcKpI/I9GnOD6SfnBsp6V3Upo9eaH7rRo8Ah0lR4oLS/dR5nWEHJkTyJEAAACqy9HTZ/5h7+hfPvbiJ76zw12I/M17t6XFDY+++Pd7R6lYjC0AAIC2BHIkAAA0BciRAORE3b0RAAAgR5aQMPLwoYOyFWPc72JdMkdSO1sxcyR1jVoVYEZCjkRUM3NkdGJtq52fKHJk9DGpshypLrli+bhL83aXyKUc2fjY7tZXTY4MGKu0Gssc7YKksfxVR5QjRfXTshKWJkfKRslpU1qTIM0WcnpILbe3tJNGm3+2J3rUGmP5mCQlZyb/drxVg0egc+RIGaLon8YhRyYCORIAAEAVefz1N/9q80vBEmRm3PDoi4/87AjGGQAAQJsBORIAAJoC5EjQOJdop1arSQ6eqVOv7Onp6e9fHZZjpnOQEcNQAAAEyJHyLfUVUy53zOkYcDCFo4MSIEeaLoKWTOiuxYuaK0eKBOB4Vh4zEnIkAnJkyUCO1Gz41DmzoW4KZLI8uj8j7EKbSzlysD1rXdXkyICxSmtSmaMdVxqLWHVEOVLmtvaIp9uhHDmSRsPcsz5RjDM/V7CASJ/TZBNwMedE+lz/8ACnZpQttl1GI23jZnpRMoDaP+e436rBI+DrJlpyXlZWjqQuS2ZNOreVdtOGHAkAAADE4h/2jv7eP+40PcicNmRiXPbQk3fufAWJJAEAALQNkCMBAKAp5JEjJ6XQ3T1tbm/vwMA6DG9LMDo6KpKfRr1ex/i43AIYCgCAADlStsZ2ySLjdfDghrr7V+l55EjL5oD8DX3mV+9Fy5GS+ihNFDDNSBq6MDMSciQCcmTJQI5U/SRa5bRthUWHEjtH1drEx2I3K3FBc5GZvMpR3SxzJeeHl1pIospGzx37ep55lq8cGTBWiQ/Nkkc7rjQWsWovOdJ+uUUHVD/waEZazioy+yI7UJsfukQcTPxlEmmMWJLmPuaZeRnTmkojoHVKHRb776743qphI5A4qrL9tNZf9XddzI+O1ZQj1z88YBlDyJEF/u8T/pkNAACgIvz93tHLHnoyugGZGb+zZjsUSQAAAO0B5EgAAGgKRciRwtSpV8Kuqz61Wo2v18K+Pk4VOTIy0t+/ml7H4NihGQ45EgCg0clyJO92zSKL49bYjgfvG9nDX9zSn8GGn9e22okqIVuGmQ0uQY50/1qaxpnNyDx5fSBHIiBHlgnkSFNj4vWf1iKOBfPnyVtmXjfxjTjHMC/mO4d38OJs+kxpYpBXOSJLSVMHN9TpTylctdnUpHR02PqHB9gVs6tdmWcFbN3rO1YWE67M0Y4ojUWsOu3dgMstGSL5MDqF/uQ5LzM/ZxWZfRFBk6cNVaGWbPn1DPFNE/VB+e0Or93MqUzpOP1AbeClgD9JpnmT9vso81YNG4HEUZU9uOkUuijceJEv5YeKy5H80V06wkNHXZOVmcMrfSnkSI//gMU/swEAADSdrQffbIoWqWWRxEbbAAAAWh3IkQAA0BSiyJG1icyYcb2qSPb3r87ZyHq9vrCvj4otTrUsoYrKwmkjp069EreDLzLVO6rXnXyzAOBCx8qRvC1gpkWh7iHoeDArHfx9f9HflfI3+vz99zVXXyVWweFDB/m7cJeklUXLkbIDo0vaSBpkakzaYZz+B3IkAnJkA3Jk1pg0JXOk6g8lRtqOrmIvmcECnKMY5FWOKl1pQb1QExJr3qeqwbnbouZZAXKkbx/t+wuXNtpx5chYVae9G3a5Jdeg2hIW0UytMKyKTCWOPgslFmtO6bSsk+ZnGzVXYtqO1ZZc42mXiT7tuP8SiPutGjACaaOqWaGJ11QrsGpypGqLWqI10klCjgQAAAC8OHr6zA2PvhhsNP7339528fItFy3ffPHKLRcs23zh8i2+JXx0YnzukedeOX4K1wUAAECLAjkSAACaQhQ50nxrZGSkp6dHDhgaGsrTSEltWJyMVUIVlYU7PmPG9bgdfOlMObKTbxYAXMC22i0a6jflrEHsG9mjfpNNPzvamY5ypHwVnRZp1cmX6C5fP2fWkrlLOORIBOTIkoEcaWrcdy1epK5mtMbSmkyv21d1Tazk1L+Omd4CyuEHBzVVFK4rplxO7Uz0C3cO75BHDLv4LnmR7WeFyZG+fazCaEeXI6NUbXk37HKLHMy5EvkU+pPz82klBFThosRR9zmrIjuCfOtlKrOqbKoJf6pg5/ILJ+ZlUrNFUnuokIBfnnG/VX1HwDKqnJhcxFCZXZJXUlvTIEdCjpzwH3f4ZzYAAIBm8cjPjvzOmu0BTuRH79124fItk5Zu+vCqxz//yK5/3HvopV+89c2dr/zxumfo9QuWbf7VFVvtEqQWH/v24/LDJ/qf+Ie9b+DqAAAAaEUgR3rR3786Ykq2YEZGRqQZc3t7E4+p1Wrd3dMwwwGoLAXJkQytDFHEO8iRhQI5MhjIkZgDAJhAjkSEZY50D/4O2yVtZMQeQY5EQI4sDciRcfMBD26oU1iy3JVZTpUjfx/bYLQ74UIjEIgG5EgAAADAkb9+4qcBWuSvrtg6ael4nsh//4NnV+06cOjkaa3Yl37x1jeefOUPv//0hUu3XLR0879YvjXNhrTHX20aOXr6DC4TAACA1gJyZADsJjZRjhRmzLjeIkdiq1YAqkyhcuTo6OilXV2ZySPprXq9TssF/UmnJK4k7jJWZmlpixXkSN8Tw4Y6D+XXmPn4gxxpgQ6gTykDA+ugUYKOAnIkolA58vChg+Un5oEciShZjly5csWmwcGSgyo15chvfvO/DJfO2rVrTTmy6WPSonIkAoFAIBCQIwEAAABvjp4+M3XdM15O5G+sPOdELt/yh99/+m+fevVnb/5SLXD3kZM/2HdYEyX3jJ3s2/GzT31v58VLN01auunXVmz56L2PZzqRavzR95/GFtsAAABaixLkyKlTr+zunub19TwnaEzT/tIIqCgMyJEAgPwUKkcSC/v6+BhaDcw1Vt16m7m0q0td1kQ+M6E10Le0tBUsswpJgZlWGjugkiiXyqRXqO+Nc4Yor4RcAv1Af00T+6hGqks9mArxtQB5KKQQakxajZPSMa9XwFAPDQ3x8PJbAwPraIjUkcw8wKtG38tkebw6XgW7HOlSjowAD7g2W6jXYhXTW3R64lsRq5bxp1OoBO0Ur/tRxGg1ybR2GABtCeRIRKFyJO+9WGbaSMiRiPLlyKYjcmRzQ5Ujmw7kSAQCgUBAjoQcCQAAoCPYdeSEuxn5oZVbL1q6meLfPTT8te0/fe7nJ9Si3jh5uv+Fg9f84NlxdXLJxv/577ZN/6fnHt7/8+NvT8j4+NTosa9u2/f7Dw1POmdJUpnuluQn+p/YNbFSAAAAoMqUIEeOjIzwl/r0p/t387Va7dKuLgqLJqIRVlEAkCMBAPkpWo4cGFiXmJiQ7XNBLC5NtLLIWAGlpa1gmVVIL3p6eix9lCeFdLler2uNkRaaZluiT8YWoEWDU6HDEqvjQqidaVfQJE3x9x1qfn1hX5+Yi9qRmQe41+h7mdI66H4VLHKkezkiDtKYm6fQK9RHanzaW7GqTpw53d3TVD/S8X6U1JJUI53CrjB2bwedA+RIBKuEEnFTPA5uqJeTNnLfyB61F5AjEUXHP/1wfXVEwM997rNVkCM/86d/etFFF1VkTOgCQY5EIBAIBORIyJEAAADanF1HTvzOmu2aAZmw7fXKxy9cuuUD92z+tw8O9W7d/+Qbx9RCjp46s3bkjf/wyK4Pr3p8Um3wwuVbfnPV1o99+/Fxk3L5ZnrlX/7dT/7jP7/ww5/+/K0z76gn7nj96Fe27bvs74f/u6Wb/ptlyZYklanFv1oNPxIAAEDLUNq22vV6nbMieeWDZGPDKx9kWEVeQI4EAOSnaDmSVyp22tTXecdttrK0xdbU18S14v2UmeDS0hYrexWijpkZBKUiMdU0NY1zNxKq/6flL6TqZKDYYuRMfokHJzI0NCT19vT08F7G9IxQhTatU9xNqaKukJau0neoNTlvYV8fHcM5NR0P8KrR6zIlPru9rkKaHOlVjvRdmy3SFzWbI78lr5gP3zxVc4JJHn950bym9puFqksUK2kq0ivIHAk6AciRCAQCERArli9D5sgqZ45ckc/JhhyJQCAQCMiRwUCOBAAAUBK7jpz412u2fzTRhjwXH171+MXLt0yqDf7O/U/M3LBnwyu/UE8//c7ZR18e+0/1F//l3/2Ejrlo+eYPrdyamO6RXr9g2bglObn/iZ6Neza+Onbm3bNqUY8f/MUXN+753TXbP0jlLN38kVVbTScSfiQAAIBWpDQ5kpF8kO5moZoP0n2H04CK3FHlSE1/4XRl0WtUN/RU98c05UgxJyxohYvPkSZ8qO+yN6NuGNo4Jwap4hFLHvYB1BKVdXdPc08RCkB7ULQc6X5YQzEptZtXlhSvlS2ttLTl2l6F7A9urueskanZCmVBNlMI00olA6KmcuQFjf7UHjHSMDPvo0bihtRa4xNt9fwp/SxDLa1KE+MyD/Cq0esymfhehTQ50qscGQEtu6f00XxLFRBjVa09/mSimlXYbxZ5mlfhlzcAaAqQIxEIBKLVM0dCjkTmSAQCgUBAjoQcCQAAoLMwzUg1WeMHz2V8/K17H7/hx88/8tPDv1QyPr57trH5wC++OLhncv8TF94z+N8uHUxzIs34jZVbL1666YO1wd9ds/2vBke2HJhgSdJPG14Zu23j3k+sfoKOoSM/tnIr/EgAAAAtTclyZOOcWNDT08Pf+jtuV9o45yCyduCu0IVV5ILIkXN7eznbltTIzl/EpJVUF3WcOiJdoB+4X+xlRskcyenBLGPLB2g2BlVNVbCNobaQxyFtO1o+XrMhubVIbQU6ikrJkY0UUS9Mjmz4aH+ZVYgrptl1slmzqoJZdltuKAKfFCU7R5s+mRhy9iVdSkg7TJpkdjDKfsdphUi9ab9XkHmAV41elyltDN2vQuKF9i1HCrFs2+24o3fEqhuKOul1s4gc6SIlA9CWQI5EIBCIkC3jN9YhR1ZZjqQLBDkSgUAgEJAjIUcCAABoT46ePvNH339aMxc/eu/jv75iy4X3DNLPf/7D5/7hxdeP/PLtCd/HHDr2/2556bIHdkxauunipZssTqQ97yPFv1g+bkl+4J7Nv7tm++xNI5sP/ELNJHnm3bM//umRWx578X/9uyc4l+RHVyb7kS8fO4WrCQAAoMqUL0e+99QeGuLv/nt6erzyQXJaJvesSGEV2WHRgZpBYcp8bCdEUROowbyVp/kW18IbnqaNlde22pxrM22IeFNO7UU2INPSc9KL9JY2PvRXS5tnzLjezLkFQLsCOdK9CnHF1PVBEtCqL9rlSHUna0shXr2QEtISTIo2l7bzddFyZNqJmQf41uh+mdLG0P0qJDbetxzLCPi+FbFqy7v2m0WyWnr9JgkA7QTkSAQCgcgpR65cuWLT4GDJQZWacuQ3v/lfhktn7dq1phx5221fvOOO20sOqhRyJAKBQCAgR0KOBAAA0P58bv0uLaHjhfeMJ4D8s4FnVu068MpE43DP2MmvD738qe/tvGj55klLN/3aii2aB+liQ1osyQ/cs/nipZv+3UPD/9+2/U+PHlerPv72u98feeOGH7/wW/duo8MuWLZZO/3KtU8fPX0GFxQAAEBlaZYcyZSWDzKgIguSBSqtAazC5N9fe25vr0WaYUkilhxpTx6ZKKRmpsmkt8xcX5ZWZSawBKCdKE2ONM1m9aYbGFi3sK9PtLY8cmRmaZalzF6FHKOuD4mbNWcKf9rQ8aOBm6qGvJ62I7Z7jfLIMPeVDpYjXYY6rhzpUqP7ZTIfMb5XIbHxvuVElCMjVt0IlSPVA/jXJ+h6IR8z6CggRyIQCEROOXLT4GD5qzdVasqRa9asKb8lw8PDphx5xx23rykdqhRyJAKBQCAgR0KOBAAA0OZ89Sf72Wv80MpxMfHXV2yZ+r2n/vapV/cdfUs97JVjp2rPvPqnA8/QAXxYHgkyM7iWC5Zt/j/+ceft23/67OEJluSbp9/57t5Df/Gj56kNvJf3b67aynHb4F5cUwAAAJWluXIkw+qARd8xkURcaZm6YlWUCJsudtVD3W47DE4BZekgHxBLjmykJ49ktdQ8nuVIi3jBu6lKgdxgu/tIg0ZtwI0JOoGi5UjZ5jjRvaP7mkVzjTA50rG0tJUnswpJiScLuGzWrC2SvnKky0529lXL5VqkjUaAHOk+1LHkSPca3S9T2hi6X4XExvuWE1GOjFh1I4ccyWOuGpl8paBIgg4BciQCgUBAjswD5EgEAoFAICBHTvjfHvwzGwAAQHE8fvDob9677ddWbLl46abff2j4q9v2ackaj/zy7e+88Pp/WL/rw6seH8/puHyLr+b4Gyu30lkXLNt80fLN9LPXuR/79rglOak2SH/+8dqd39z5yt5fnFSb9/qJ09/e9do1P3jmvR3AV26lWLHrNVxZAAAA1QSZIwNgOdJeFDUyp4XJToldaKBORZQj0xI3zphxfWJnqWp7FTxQ4sTwhrZ2xYp77X5lAWhdipYj03ZzpvtLdadosaIjJbuhrxzpVVraYuXiX4qfx6siy9mmS+0oR8raJX+tnYMaX5+IZTNo92sRJXOk71DnlyMDLq7jZUq7KO5XwWIoupcTXY6MUnUjnxwpD1PZ6ZsvAfxI0AlAjkQgEAjIkXmAHJkzVi5ftm9kD+6ptMDgICxx+NDBuxYvoj8xFAjIkZAjAQAAdARHT5/5RP8TFy7f8mcDz2x//c0J3x2+/c73977xF//03P/47W0frG26aPlmL6nxo/duu2DZeN7H31i59ff/fqj7B8/++Q+fu+YHz/zumu0XLx9PCUmvWxJPShpIiY+t3EptuODujR9asfn//P7Tdz+tJ7Z87cSphdt/SsfQkZ+4/yfaVuAAAABARWiWHDk0NMRbc/b09GSqJwJrAYlbPMetyA6rIfY2ZIqDmbDYZD9mxozrI8qRjaTkkfV6PTGdZMNZjpSBkhRimeTfkRyA6lO0HCmampa0T3Q3ut/VWztMjvQqzbKwuySnVF1P3qzZXADtzpkp9nE5jltLJyLbTFvks7QMlF5ypO9Q55cjAy6u42XSCLgKiY33LSeiHBmx6kYMOZKR3yfJTHcNQHsAORKBQCAgR+YBcmROM3Ly5Euum35tC8z5DfVrrr6KYufwjnJqpGGhwaHAgoNIi1tuvolmyF2LF2EoEJAjIUcCAADoCL44OPLhVY9Pqg1+Zds+efHx147O2fTS/9a/44O1wYuXbvqYZ65HjouXb/mLf3run3925MDxU2fPvl/jL8+8+8KREwue2P9vvrPjwyu3iPioSpD2oLMuWLb5V5ZsoJ8///Cz/7D79SO/fJsLp7q4wRSf+6+7cH0BAABUkPLlyNJSP4ZV5IJL5si5vb0tlzmykZQ8ksYwrae+mSN5k1+IjwAwhcqRsqe2lrRPXnfMYmiXsXxLS1usHH0v9s9oaRXT2jzF7pyZ2TTl+GB7XvLzpRnz0r8jNwkAACAASURBVFrzAPdRChjqnHJk8MV1uUxpLXG/ComN9y0nohwZsepGPDmSEX8Xqy5oeyBHIhAIBOTIPECODI6dwztY/hvcUK/+nL/m6qu4tfRDOTVydZAjEW1zEyEQkCMBAACAXGw9eJRFxguWbf6Lf3qOX/yj7z39gbsHL1q6+aMrHw9wIsdzRq58nE6fdNdjdz/9amN8V+4z//zyz+9/4bX7nn/tgd0Hn3rjGFf0h9/b+YG/rVPVmTakJS5aPm5JXnD3xm0Hj1KZj+w//IF73i/whz/9Oa4yAACAqlGyHMmJCSncUz+OjIywJUB/euWY9K3IHXb+7EmYurunLezry1MLddZM+WYeEFeObExMHsk9TRM0WQmy6JtsxqhXLXHbbgA6k+LkSLrpRIfS7jje3d58ndcTXznSt7S0NcfR9xINkR8KiUuco3MmC5fUHvywEOEyTYiXZpurpfsoBQx1Tjky+OK6XKa0OeB+FRIb71tORDkyYtWN2HKkJI/EqgvaHsiRCAQCATkyD5Ajcya9mzN7VkvM+fLlSKkRCw7CEnctXlTmtEQgIEc6/Qcs/pkNAACgCKat3yVZHv/k+89wesep33uK/hrgRP7mqq0fWbV10j2DFy8d/LOBp1c+e+DgidM3P/bix779+MVLN0361obxWLLhwyu3/Jvv7NhyYGzo0LEvb3npf39gxwV3b7zwnsEPrwj0I+lEKuGZw8ep8cuePUBFyVu/9+DQ0dNncKEBAABUitLkyHq9zrJO5vaaKuxY0InuHkBYRV6wMnhpV1daQkp2SizWoCrTWIxP6oJFmmFJIrocyeIL2zBUuGUY+erYD9De5VbF2t8cgJamIDmS1iUxI80VRow39d6kxUpOcZEjqQou1rc0y1KWVkVi45lEAd3inIm0p6rtstE2LemJizY1z57Bt6FsP22uh7LaJ/r0AXKk+1DHkiN9L67LZUp8qnpdhcTG+5YTUY6MWHXDU46Um4X+TPz1A56fObNZA9ASQI5EIBAIyJF5gBwZFg8+sIbNv30je1pjzp/fVru0FH0sjzZFjqQ+3rV4ETXAvbMBpyCiBN1BPE/onsJoICBHQo4EAADQtjy45w3xGn9j5dbLHthx4u136PUbf/zCBcs22yXIxLh46SaKWx578fmfH5davjH88qRvbVBdRqrrgrs3PvbyETnmidd/8R9/9DyfHiBHfmj5lt9a9fjBE6eoqN4tL1149+D/tGKrxOLhl3GtAQAAVIoS5Eg19WOmYiJI6kf3RINhFQUg22p3d08zK6JXpk690tJsSbuVmJRLOzKtKLZPaHzS3ESXXbnToDJZ76ASLDuS82Fp6TnpxURHhK6OxQTifsXdBh2AahJFjqxNRMS1NIFbXX8W9vXRQkF/8j7I/KfmY6kmN92edDwrhmy8+ZaWiL0KDdEQ0xYKscp48ayfg6qQ101hVIQzXs141aLCWebOzBPcmKgDUkVUiNoRLjlRCneXIwOGOqccmefiZl6mxIe+11XI1AddyokoR0as2vKu/WbhBlBd9Nf6eSRtZBGJtAGoGpAjEQgEAnJkHiBHhsV106+dPPmSW26+CXdTBeXIlcuX+W7WHHAKIlYsmD8PySMRkCMhRwIAAGhzPvn3w9pe2IdOnqbXv/r4vouXbkozINMMxQvu3viH39v53M9PaLW8fuLtDy3f8uGVWybkelw5/sqXt7509NSZza/+go984ciJz6x7+leWbMhMIam6jxQfWrb5k9/Zfubd8cSXf/HD51U5kmr5V/f/BMkjAQAAVIoS5Ejf1I+NrJyIqf9Y9a8oDLYGWX9hC4FfHx0dzUym2PCRIxvnVcsZM64Xv4R+YNeBdR9LXTQadK46IFQXG412F4c7SKfbD6OiqHxqDxVITZIW8jjwW4knUrGsdaq2ELWNdZCc25ED0CpEkSPTsDjidItpB9P9ODCwTtQu9cakn8WES0wH6FVa2pJor8J8OljS4IlVljYsie0Ri9Ekzf/WoJU2sRcsq6Uthu5yZMBQ55Qj81zczMuU9kxxvwouKUIzy4krR8aq2vKu/WYxr5dQXC5tACoF5EgEAoGAHJkHyJFhiQmR6w5yZHC20bCZI+daRpV6wcNuz9FoLyRxWDjor+am2FdMuVx2bDcPEPfRUsj6hwf4LfoBNw4CciTkSAAAAG3IIz87oqWBvGj5ZlYba0+/Oqm20St34wV3b/zPm19Kq+uWx15Ut7oWP3JSbfBf/91PfmXJhr/auOf9b4O2//QD92z+0PItpgSZFhcv3TTluzv59D/5/lPjO3Sfky8lHtxzCFccAABAdShtW+32QJI2SRKmkZERScvEeaFc7EzHbbXf/0zS16cm4prb28vak5ojLe1EVaSg6uhclxay4WE/kg3IhmKFigKSKTiq6axED4IWCTqKIuRIuiXpZhwYWGc/XVLZsabM6wn9yeknNatShGxJSqcd4FVaIplVmItnmlYuqyK1RPJossBtdxzpXXWZldyTLks0w5sas/zNp2dW6iVH+g51fjky+OJmXqb8V8HeeMdyosuRUaq2v2u/WfjSyOk88zMXBADaBsiRCAQCATkyD5AjgxPdURw+dLBjb6KdwzsGN9RXLl9GfyaOA+RIi6EYJkemnUVt1gREx/66HJaW0JE6Qm9dN/1aaRX9QH+lsNwXiXIkBRuW1As8nhCQIyFHAgAAaEO61+/SbMWLl2768c/Gt7oeeGlU2wg704y0bF39yrFTf/5fd12wbHPiub++YsuHV2yd9Lcbbn3sRTnlxz/9+b9Ytvl/WL5FkyA15VHiwnsGP7/+2fH/+nz37L/9zvYLl27SDvjkgztwxQEAAFQHyJEgkf7+1ZkZv0SOBAAEkEeO7Nx/OZ73HdOcRRfhz8LIyAhvRuy4GTQIu0zlXIUmXk1MJACaAuTIMiSqDfU5s2eJcHDX4kURvY1YBSIQCMiRYUCODAgWuex7au8b2bNg/rxrrr5KkurRam+XKenRQI8bNQ8fVUEv7hzeYabrsyQIpLeum36t1jxqDxVOL6qv8+bgFPSupad0mJr+UH0mctBhprdnlyNdxoc6zoWwTkfv0g/SZjqFStBOkUrNSOuj7yk8AtJyvkbummx0OZITUtJQUFDh7tZjTjmSzUjtRRoHepHGx1eOFLkTjycE5EjIkQAAANqNV46dMj3FD9yz+f7nX6N3tx08+itLXOXID9w9+OUtE3JGHj31/h7W3xh6+eKlmy5cuilxO2w1Jv3thu88f1BOfPCFgx+sDabZkFpcVNv4nzeNZ274+Vtv/9aKLR9asdk8ZuvBo7juAAAAKgLkSJDI1KlXZu4kCzkSgDxAjvRF8hFa9gjOKUeCci4TAAAUAeTIooM9lbj+IpV23fRrWbnI1AgQCATkyEIpSI782tcWULSlHCl7aic6XuKrieOoSYSm6cgWoMh2iSFPDRfvUKS9xGarr4upn9gX2exY3lU3hmY90aISWhrpPj78+oL586j9iUOk5Sm0mI6Z239nnmK5TNRyxy2hi8gcGWY95pEjeSYkyqM809IScKZNttIydyIQkCNdwH8vAgAAiMlXt+03NccP1gbv2P5TevfFsbd+dfm4X5idM3LZZtnPmjl08vT/ct+2+dv208+3PvbipG9u+OiKLYk2pCYvUo2/c9+2E2+/I0V9/uFnzByQifH/s/cu8HFV972vsDHmEaBJTnLaa3ru7U1P2o/c3hvST08IIVZP7ql7msRK2tJAPlZuck3akklzP8H03EpJPxw7DxnzsCV7/CSxY/EITkksHIeArJFlGUOs4eUHEBAGDFiAeFjyS/JLun95wWJ7P9Zee8+emT2j7/fz++gzntl77bXXfozG89V/nb10y9LHX5JVnj1wRB77LvPN7mc47gAAkBKQI8GLmhU0dDHkSIBCQI6MRDab1TMFG6bqRo6siMMEAFAMkCOLGlV8K9lZUzdtbP/0FZc725THn//cX2MDEFKhcuSC5uYY/0WQuBz5jWuv1e2o9PbusFkxWTnytttWf+1rX73iik994Qv132lqqko5UltcQTKc1hDl3q6WUSUPtcznVe60KTh/3g2yirSgZqx2enu+CqC9HClb8T6vRL2gKpi33nKTy3qUPkhXlarorfnnkt6COhlpfLR66CwwKQvLT/2kV7ZzSp9qMEPfZENXcR6m66/7tjpMd915u/MY2byVV4ccqWqXRi0PaXjJxjkmBDkSORIAACqSP7sr71sD8p+3PDt2WnD8X3780IWrQuTI31s17lNueeltZ8s/3PFCTUvX1OzW/6Ot99zlPcqDVGUpL1jZ83s/enDKsm5lXnpTszi3+LFxx/HEqVH5men6rSxsI0fWLOna+Pz43GHSGS1HfnjVOz9V/nDtwxx3AABICciR4KWhYXY2mw1dDDkSoBCQI22Qe5H6klV/O2guaoscWRGHCQCgGCBHFi9q7s7Em5U2fTWOYmyLEFJsObK9fYO0kAY58itfaVjjYP369ZYrJihH3nzzTZde+rGrrvrSbbetruJptfWk0r41INV0w0rjc7n1QValnifaV33zVQxjyJFBz+ute/8SQO1I6NuTNixdVZaDOhlpfHT3Pn3F5a53T617ensYowxh6CqGw6Qt0qAZqIPkSJdbKY8NHU6VHGmIHNYYcqQ+P6mlTZAjkSMBAKCq2P3mYV/ZcWq2+0u/2jX+H4inTn3sjh0XrOwxT4R97vKev/j3x12NqxVVJUgtL463vGn3sweOHD1x8ufPvPb7P9ru9SMvXjVeOfLBVw5II/c889pH1jz0oVU9ZidSi49nt3Y9+vpBWfEne/afu2SLft6V+154k6MPAABpADkSxhyzoLpoaJjtu7zTgEGFAYgHcqQN9fWz9E1mem1te/sG8/LIkRVxmAAAigFyZJGiimP5zhdZYLO+Po0yPBLfHCGkqHJkX1+f+l+ClFSOjLdiUnLk0iVLLrlk2lVXfSn2TNyVIkeaxUQ98bTXY9MS4fx5N3inrnY+WUo5Uot9rg5r9dCmkp9vy76djDo+uhFfFVULi8WWI3W3Qw9T6Ba1HClNyW8a2iiV3xBUDc6gTVSKHKlaDvqVJlSONBSkJAQ5EjkSAAAqj1W79/vKkect3zrz5+/Ijpevf0zXfQxKzZKuRY/uc7a8c+CgdyLsC1b2fOLuvHOxB1548zzPYhev6vnYHe9MtfDW8An1TJAN6cwHVvZI9g0Ny4o/ePh5gxz53e17OfoAAJAGkCMBAMoCcqQNTY2N02trM5lMNpsdGBgIXR45siIOEwBAMUCOLFJUMafkfazTs0YGSZPMrE1IZcmR9fWz8vl8GuTILVu23HDDDfHWTUqOvOKKT0luL4BKkSP13Mq+r+o5pr2FGH31L7180FtAseVILUG6nDzvnNqJyJFRx8e8p0GvJi5H6m4HzaWu7clQl1TJkZ//3F9LvGOrfk9w1eCsIDlS9d/Qz1A50qZXhCBHIkcCAEDF8MVf7vYtCXnu8p4/v6NXLfP59p2Tlo3LkabJrFu7drw65Gy57cl+Pau1c87rWx/b5+rDf1770MUr3XKk/Hz6rSNqgS+075yyrDtIc3RGul37k98cOn5C1przwFPSAfX8h1b1qJ8Xv5s/uXMHRx8AANIAciQAQFlAjgQAAEgQ5MgiZf68G5SasHrlCu3B2FTPCnUupbVCKkIRQlIiRzY1Nqp5JFIiR65Zs0Y96O2N9hVMInLkd5qaZK1vXHutelzd02qbFS41Z7Qy/JzRz7smXzbLfyWQI3WfXW9P6knD3wm88Vr/po3t8l6pyzfayJHJjk/J5MjQw6TLXobOCq2XDJqWXXmW3m6kX46UPfLOfm4vR+pzgHcoghyJHAkAANWDtiE/uHqb8/EFK3um3fbg0RMnZZlv5J4+N7vFYEbKwh9a1fPS6XqNmlse2VfTmnMtKe00bnvujP+gPDX6+z/a/oGVPU7H8f0rt523fOvD/QfUMjds33t2a1eoGSl9mLKs+9M/e1St9dn2J2RzFzuESFcGj53gBAAAgLKDHAkAUBaQIwEAABIEObJI+cevX7N65QrlBKjqVnv7nrn+um+HSg+hcqTBZUGOJKRS5Mi2tnVNjY3qcRrkyDVr1nzj2mu/8pUG1Y483rRpk+W6iciRX/hCvax11VVfuuSSaaqFGPNrV4ccqV81xCmHhVbLK4EcqYtE6rKIupyk7xuTPCnvht79spEjo45PSuRIm6KGlrNCKznS/OuEc7rtSpEjVc3I0D8joXIkQY5EjgQAgAnE7jcPG5THc7NbBo6Ov1P+4DfPe2tAuuTIS360/fUjx2Thh/sP/MW/P/bFe3d+7I4d3rmwxyXI1Q/uHXxPo/zBb16YstRdFfIdOXL/oFpm+c5XahbnvDak13eUPn9h405Z5dTo2Cfuzk9Z1u2rRarZtx98t30AAIAyghwJAFAWkCMBAAASBDmySPny1VfNn3fDp6+43DXl5a233FSIwogcSUgVyJF9fX319bMGBgbUP9MgR/b27nj77bflgfxcv369siS3bNlis24icuSll35M8p2mJnm8dMmSK674lC4kWX1ypI2Y+PnP/bUy7OXG3t2Vc8Y1nXQa5EitQmohT+uSrt7Kks4Sj9df923ZQV0K0V6OtB+fipMjLStHmiVCaUR+D6kgOVL9emNTYDtUjvTuOCHIkciRAABQqdz1zGummbKXdD311mFZbM2e/fLYLEf+3o8efPXwiCy8ff/gpJbcpGU9F60YNyO9RuN5y7d+ePWDC3a80N438KVNu6dm3WakrDu+zKr3ptW+bfcrZy3qNNSA1Jm0dMv/2/VbWeXNo8d//0fbpR3lQfrmxvyLnAMAAFB2kCMBAMoCcmTlor8ABgCA9IAcWaQo+cP7/X13V66Q4pHIkYRUgRxZXz+rvX2D/mca5EgX69evl9YWLrzRZuFE5EhZ5dJLP6b/efPNN8kzV1zxqeqWI30tuk9fcXmk6nehy5dAjtTvelqDU//0vt9pM1LeH50Wo70cGXV8UiJH6qnDXX8y4R3eUEFQyZHmd/z5827wKomplSPtzUiDHCmnk2XpTUKQI5EjAQCgYlj4yD6D8nj20i2dL70li93/4puTWnLeBbTO+IGVPedlu589MO4yvnxw+IJlPeb5ry9a0XN26xZp02lGKrvxwhVbP/HT/Hkrt75/5dYTp0bf7eeLNS3+cuSHVp3hO57T2rX4kXHlce/gUem/bMggR2a6nuEcAACAsoMcCQBQFpAjS8zAwEA2m62vn6W+Zayrm5HJZNra1sUwHVULDQ2zGVUAgPSAHFm8abW9FbMkmza2W84vaZh0MkgXsHc4CCHlkiPlV+uaACIpkkWVIwU1ubbNksWQI1UtSXmyKuVIbdH5mmpa1/O+g8RQLUsmR+pSkY890hs0p7Z+3itN2suRscenvHLk/Hk3GA66+vXAvECkypGyuUqpHKnasTQjDXKk+gXJWb6UEORI5EgAAKh4Gh54yixH3v5Uvyz2xMChc5dsMfuONYtzD7w4blKeODX2iTt7VelHbz7kkBq14Hje8m794ON37JBGXjk0ct8Lb+p+/sPmp2qWdBk0R53Ji3O/ePZ1WWXbK29Ll8wLz7p3J+cAAACUHeRIAICyUIgc6fzqsamxMXRJNL6BgQGtRbrI5XKxx5/TGAAgPSBHFinqy36vutHdlStEjlSFkR57pNd3SlNLU4QQUt7Kkd5fktNWOXLstBy5fv16myUTkSOvuOJTXjnS9UzVyJFag/N1vMzqpMFKDHLCdM1CS2VQK4yR5Ei9lprt2tdf1Pqaa8eDav75djLq+KREjlTFEQ2TPmt70lBa0ilHmqtQy1a850MK5cioZqRBjox6YhCCHIkcCQAAFcCsX+7yloHUOXfJloW9L8hiLw4Nyz8vWGmqBykL/8/te1Wz38z9tmZJ14dOG5AfCpj/+j+s6pm8rLtmcefZS7dcfvcjF67YKk+etajznmde8/bzirvzFy7rtpEjaxbnel8dklVuf/LVs1tDfMoZ//4o5wAAAJQd5EgAgLKQlBwp5PN585LIkbqwzYLmZlUqsq+vr61tnTwfe/xjfPULAADFAzmySHnjtf5PX3G59xv6TRvbC5lWW5kcXi1AngnyLQghyJGhvP32285/btq06RvXXut6MohE5Mivfe2rstb3vjffKUdeddWXqlKO1C6g731bqW8SeRPx9eTkhu98XluJsrxLnZfF5B1Hvery2LRS6Xqf0oaZc45sGzlST5ktO6V0TO+bnZYj58+7wdlJrW/ayJFRxydBOVKG1/BHCKGr6CnFnbvvUidtfkNQI+A93K5x9g5O2uTIGGakQY7Upzp/KEKQI5EjAQCgevjixl1m3/FbpyeePjB8/A/XPnzu8h7fSpAq5y3vvvzuR1SzD75yQMmRF6/qmbJ8q9eM/MDKnguXdc++b8/Sx1/a8eqgrPKNzqdrfnj///3r3b79/EL7zqkWlSMvXLH1fUu3vHRwRFb54W+ePydMjvzgiq2cAwAAUHaQIwEAykLhcuT02tpQ9xE5UqHKRialMxY+qrlcbkFzs7QQo25lejYBAJAqkCOLl1tvuckrBHz56quCylDt7XtGmRPy01A4yrf2pDyzaWM7Xx4TghwZowNPPfmkrLtmzZp9+/aNnTYjr79+rjxpuXoicuRtt62+9NKPXXHFp+SB/PM7TU2XXDJNPa4+OTJ0bmit2SnJXr0jPPZIr/LMvAqd04CcP+8GVbvR+aTX/9PVK2UT8m6lVtH2nn4QSY7UwmVQAT9thao6l9IH+SkdUN2wL28ZaXziyZHOQo/ytitdVZUdDVM2h66i3VA1hrK8czG1OzZin55WWzbk/W1B/S7hqw+mSo5Uq8eo8hgkR6pTiD8UIciRyJEAAFBV/OHahw1y5NRs95fv26OW/MTdj0xZ1h1UBlJywcqeKUu7HnltSC0/8xeP1yzpunBZ90fXPqRWdImJk1remf/6nS8mj5/8wW9eODXq3897nnntnLA5siXnLd/6Bz/aPjhyYuzMmbg/uGKrzvtXvpMLV4yHcwAAAMoOciQAQFkoXI5saJgtMc8NjRxZjHEovDVdybJ45mIJNgEAkCqQI4taPFIV0FKuw2OP9MpjQ1EoZ70ucyGlW2+5yemmyGODrkEISa0cuaC5Wf0xkvolub19g/26yVaOXLNmzTeuvVZakJ+Ws2lrEpEjhaVLlkgLajZteSD/jNpCBcmRWqQLksO0MOeNtyyxervxXVjeHbSzGFRpz9X4po3t+v3IVZvQLEfqGpYG79MlUHq36FzL4DXaj088OVKVf/YdT3PFaPMq3V0532WUkBpUCdJXjlRupayl25cOqGHxVqZMmxypThXDrzpyPge96ruieap6QpAjkSMBAKBS8ZaB1I/Hiz4u6575i8fVkvJg8rLuIDPyAyvHi0fWLOm6puNptfxjrw/9x5XbfvbbV4+dHP3zO3rlpf+4yi1H3r6n376rX2jfeW52i1mOlAUuu6tXLf9XGx6fsrTrwhVnqJDecA4AAEDZQY6MRFvbOv0/1PK4XN3o6+vT3WhqbPRdJpvN1tfP4gwHSC2JyJH6bhAk6iFHFmMckCMBAFIIcmSx4xQ4zN/ZW1aO9PolqACEVHTlyHgkK0cWQlJyZOFUkBypRTqDMX/XnbfrCo7an5MbflBxQVVKUC8p7z7qrcRgBzpXUTqaalyrZq6axGY50jlztKGAn67vKCOgOyk/VfVK+xmxLccnnhypBD7tjyoHMfSt2WYV6Z50UrarTgBZTFaxLKConVqtObpmTpfHQdWpDXKks6Slb3yPeCFyZOgWzYqn99ce/bsWc2oT5EjkSAAAqCouDq4EqWbE/qM1298aHn+z/GbuaZuJrSe15FY/8bJ3Q/c+9/olqx+sWZw7b/lWveSde/ZH6u0n786fm91ikB2ntOb+/pe7xv/T89Ton657+OylW4KcSORIAABID8iRMVA2UhnlSE1Dw2yDHJnUBLIAUAwSkSPlsdwE1D99C7SEanz5fD6Xy8kdQ34ODAxU62iXWI4MHdVI5mK8Y4QcCQATDeRIQghBjiwE5Mh40bUSzcqdvNrdlZNYlhWM5P9VQQofn4mTeNNYF2la7UL2wiVH6unag3xKQpAjkSMBAKBSMcuRF67YesnqB189PP5m2dTTV2MhR569dMsX793lu60f7njhd5ZvPWdxTjmLkxfn7niyP1Jv/1X60JIzyJGTWnJzOp6SJYeOnfyDH20/L9uNHAkAAOmnBHJkXd2M+vpZkeQMVaAxSPsLIsaG4oEcCQCFk5QcOTAwML22Vv7pe8kHaXxyB8tkMjVnIu247mz5fF7N3C23FLUtdW9Ry0sLsoBaUl5a0Nzs+5LvXVTuXXpheSDrRlUz1S7oRqSf0jdvIzXBqJ0yoPZXz10u25Juy7tMIaOqW/MiwxLjGPm+NYRuQju1Qa2pk0pXIJY25Rk5TN7TQB74jnyyhxsAIBTkSEIIQY4sBOTIAotHFtvoqm45kiBHWnrGhCBHIkcCAEDl8Sd37rh4lXGi6iVbfvv2EVly6WMvnd0aLkeqkpBLHnvJd3OvHTl2S37ff//F45esfnDSzR237XolUm/3Hxr5neVbL1gWqDzKpr//0POy5ItDw+dluw1LIkcCAEB6KIEc2dfXp0QNNQOsZcey2ez02lpJqLyiibehGCBHAkDhJCVHjjlqBHrvS74anxLQNdpa81X01JNKClTCnMvVk+Xb2zcEveTtvGzdu7Ba3uBTOpHFXH12NuKqoGmQI80yvWzFt5+aeKNqMBdjHyPvW0PoJmSUtMbqbUG/qt+C9S7LoPkOvjzpe/gKP9wAAJYgRxJCCHJkISBHFrt4JHIkQY4MkiO1ZOyda5sQ5EjkSAAAqHhm3bvTbDqe09q19eW3ZcmfP/vapJacjRx54Yqt52W7u/a9Zdju0qXWVQAAIABJREFUm0eP7x08euj4iUi9Xbt7/4XLus9bvtUgR/5k9/hU3Y++drDm1s2hZiRyJAAApIGSTaudy+Xq62dFrQepSltFqgcZb0ORQI4EgMJJUI50Fo90FeTz1fjU8sp3dN1vvfUUtcrmLNDoLByobrm6gqCgn/HeoHTZRVlYWYyqDKFuKnTfnc5iJpORRqRNuSE7jUDnfuVOo9vPOTAUL3RuRfZCb0UeO4ci9qjqXVaTZStitxb0LmDehD6C3nHQG9IWpktw1KeBXtL38BV+uAEA7EGOJIQQ5MhCQI4sJF+++qo//uOP/uPXr0GOJCWQI52JN4l51Ea0AawST2GcP++GoEbUS5//3F+/8Vo/h5ggRyJHAgBAtREqR9Ys6brrqfHJr3f0D521qNNGjlR+5NQlXbfveSWpfp4aHf3knb3ntHaZTceaxZ3dL42rnL949nXprfMlrVS+f3mPzqfXP8o5AAAAZadkcqRC14O0Nwud9SDtZ+GMsSF7nHKky8hRVbUS36Jzslpl6ihhxStHaunEgKtxLa8EyUzOV9Wcqs7ZUcdOW0ROP0ZNmWoeQOfySpGxLxEainOP1DHSqpZz9HyRc0wWcHVP/uk99/Rxl/Z1abRMJqMa18XVZLGg6mhOh0xviFJqE4cE5cgxR6FBX7XROwF00J1NX+YafZa6ijLq5b0vyfUSZL+p68Ircep7l6vuoxfdH+/tXXruvDXFGwdnP323one8kFHV+xvpLSOotaA7jHkTeri8+6hvaN47nrc2s9y19JngOnyFH24AAHuQIwkhBDmyEJAjC8nevme+fPVVjz3SixxJSIzItSNneFGvIEKQI+P8BywfswEAIBEyXc+EVo685ZEXZcm9g0enLum6aIV7gfev3OrKOz7isu4prbnHXz+YVFf/n/uflA6Y5cgpizuln7JwyyP7zlmcc3qQzpy3fKvK59t3cg4AAEDZKbEcOXZamslkMkqasffA2trWKcfCXqGLtyEbtBypSohpSUV5dckWrZRtyY7LjuhdkAdqv5SXmUjlSFWizDC2agGXYSOblk0oE9HZQzUOQVOmquVdNqTqrTyZ4HzoSr5R2qLelnJtZVu+G1JGl5IjtcqjapEGraL2XQ+OalzNPqyeUUMR5FY6TU19ZBP0RCHNJCtHjr0rornOt0hSoO/C2orzXtE2L7nu5KHGofn+qVsIWkxv13W/ijQOoVspfFTjyZGRNh26CS01umbW1nNqOw+T7wHVaM/S2VThhxsAIBLIkYQQghxZCMiRKQ9yJCGEIEciRwIAQEVyY/7FUDnyuq5nZcnXjxz7vdU9FyzrdkuQK0yTXH8hOfvwnmdeq1nc6d2KVh4vXNb9H1Zse/Po+Fv73K5nZetOG1J67s3/2NbHOQAAAGWn9HKkIp/Pq+pfmUwmUj1IVYPKvh5kvA2ZUVaHdMNXmFPyn01Zr1Ckw2qaWu9Laitq0tWgsYo0rbaqtRk0RKr4outJpf0FledUVqJrfOSfhj4rszCpw6TOFl9H0yCVGg6E7yquTeiCea5nXAdRTg+zPIofORFIXI7UNVOd50+CcqTvNRvpJV2T1fcyt+mqbiGo4mDhFTRttlIdcuSYowyn84j4HiazHOmcuDzBww0AEAnkSEIIQY4sBORIQgghBDnyjP+84mM2AAAkwq9eeNO3DOQHV7zzoKY193e/HBccj50crf3Jw+dmt4Q6kWdkWferh48l0tWv3Lfn3CVbgopBSt63dMul6x4+ceqULDxrw84prTlfIdKZH/a+wDkAAABlp1xypKJk9SBjbMiALnkV1AFl5xQ+v3ZTY6NBHFHiS1JypLl4pK+QGlomU5VgdD6j9Md4fYiKGh9ft0mZoJFaUzOb+/wXiZ+D5VJjXYarsogMgq9ZVIWqIXE5cuxdg83pJYcqaHKmyWUiJ6325IonR+q5quVVZ/TzvjNiW27RdX92VUOMpOL5KoORWgsd1UhyZGhrhnugeRN6Gec9yjunts3I6yOY4OEGAIgEciQhhBQoR37uc5+9+uqrShzZqFeO/Kd//Md/++53S5zrrvu2V468/JOXfeYz/7XEkY0iRxJCCEGORI4EAIAqYd/BYXMZyHNau/7i3x9TC19x9yOhE1u7Istv2fdWIl3NdD4tnTGUgZzSmvvLe97p6mV39Z6/pCtUjux55QDnAAAAlJ3yypEK5Ul4CxMa0LXBgsp6JbUhX5R84xJHXDin246Hqjho2EE9B7Tvq1HlyLFgJ0+ppd7llRxpmAhbzc2qG/StoehClVRM5NxW0o/h/EmkNa/m6N1HlxwZuo82AwVVQDHkSF3AT98ZDC6dnLrKNXdRPDmyxgLzme818CwHJ0atx1ARsJBRtZQjLVsz3LXMm9DFbvU7o55T2/XuE0OOLPxwAwBEAjmSEEIKlCPLjpYjyxunHFl2kCMJIYQgRyJHAgBAxTPtx9sNduOUpV1/dseO0dNLfm7DE1Nac1HlyI19rxfeyTv37K+56QGz6VizuPPqX40XuTx8/ORH126XnofKkYMjJzgBAACg7FA5MgZKjjQ3JZ0s0MJUhopBPRw7bd0lKEcGFW5saJjtu7OyafMm1EBpw0ZpW2YTSO21/ZE1kFo5UtVOM29OTh6zfQtVQDHkyDHHXMbq7uG7pFxizup9crLJaaxrLhZbjlRXhCAbzZ1JaMFUezmykMqR8eTISKMaai5Gas1w1wq962r5Up0w6vzxCtyWcqTzTaHwww0AEAnkSEIIQY5EjkSOJIQQghyZFMiRAACQGFf/eo/Jbsx2T7vtwQPD4++X/9Dx1KSWCHLk+5f3nL+k64EX3iy8kz99qn/SLR2hcmTj1vEvk14cPHrxim7puWHhC5d1X77+EY4+AACkgXLJkfl8Xk0Pmslk7PUIpXr4TvGc7IbMKD3F3IdQcTAUG4GvoWF2gnLkmF/xyFwuFzTFs6UcqQdKFyQLpfAZycfiypHSZ9kvNausE3UW+fwXSXQ5Uk+Ma8bS4oLKpUhypGtead8ltXUnZ6bz6i62HKmvrNiDpi8fgzjuW5Iw0mUV2s/CRzXUXIzUmuEeaFOc0jliat+97yxmOdLX2iz8cAMARAI5khBCYuSxR/Oln0o7KNd9+9vf/e53yp5vfjPzxS9+ISVjIgcIOZIQQghyJHIkAABUNst2vmIQHC9Y1v2+pVv2DQ3Lkt9/aK+vHPn+5T1BOXfJll0Dhwrv5PyH99bcujlEjmzJrXz8JVk4/+rQ5EWbLzxtQBry/23r4+gDAEAaKL0cWbLSj/E2ZINN5cimxsaKqxw55lc8UsYwaE+jVo6Uo5CU+GhDDDlSPS/75eqk7EiCcqQMKeIjjBVNjhw7PXW7tuK8S6or0Vtbcaz4cqR+MraqrutiBunpWsL2Xpj2cqTuZ9D9qvBRNZuLUVsz3ANt7rrKYpS7nB497ypmOdJlWCZ1uAEAIoEcSQghhCBHEkIIQY5MCuRIAABIjH0Hh80FIM9a1Llz4KAs+eNdL5+zOGe2Ic9bPu5Tyk/Jhcu6f3fl1qFjJ6N2qb3vtZt6X1j+xEs/f+bVTXvfuHHHC9LORcu2GMpAys9JLblfPf+GrL5x70DNTR2hcmTPKwc4+gAAkAZKLEeqwoQS+9KPfX19SrCQn5FqTEbdkD3K+TPPelxfP2tBc3MhW5GddZqFQQskK0eOnVk8Uu1pkKCpLCWDvqk8G+dR8522u0hElSOVRhY04AlOq+0tzwkTk+LJkcpyVgt4l9TGpOtEVbeUosqRWteLfWfWEl6Qfe6aVdxyxFxou9T3Bus7UFFH1WwuRm3NcNeykSP1oKmj5vveYZYj9avOYS/8cAMARAI5khBCCEGOJIQQghyZFMiRAACQJJf/7BFnGUilNkqU73jOrZ33PT8+Nfav975x9qJObUCGZkpr7r///PGonfnar/ecdfMDNbdunrxo8+SWzkktOXmgzEiz7HjO4tyu0xLnksf2Tb4lpHLktNse5LgDAEBKKJkcmcvlVO29IJnPF2VsyIr25QbjbSgSShmcXlsbVJBSeS0Ga9Dp9xgkOdkFgwGjvJPE5Ugl3ygjRxo3DKM6OuYFXK+qXhXiBVoO3Vh0OXJBc7NhxBKUI73lOWFiUjw5cszhpRk0PuflqcujFlWO1JMvyyXge4eUbpvL5Y455pv23nz0/aGQgovOfgqu+7yMnu5AIaPqay7KttRtLWpr5nPAdxPe9yyNr9lvONbarXQNeyKHGwDAHuRIQgghBDmSEEIIcmRSIEcCAECSLN/5SlAZSMlZizp/vPMVWWznwMHJizbbaJHvzHN96+bvPhjti5bxTZz2GnVJSPucn93y+pFj0sj/6H727EWd5oX/qfNpjjsAAKSEEsiRztKP9hqELv1o75DF21AM9LTa9fWzvBuSZ1wynAtd+su3MJhryaCmlMsi4xPkJtrMyh2EtKlcFq8Y5F0sqDynPOkrxMjRMWg9ar+CNmo/dGPR5UhDQUdtXPn8F0l0OVLvpkH5lSEylyaFKqCocuSYQyJ0Lem8jhY0N8u9Qn6qSpPqZ9Bc2L4natSXtLGnbh3qFiGXvDKnQ4vyjp1p8slWpBF5RvZCK3q+F3IkOXLMIfwpQzF7Gr1Tmtij6vS8nf1XYmLU1gw3uqBNGM4W3zuw3nd1Q8udRjahn/cV1gs/3AAA9iBHEkIIIciRhBBCkCOTAjkSAACS5MWDw7papI/juLhz/vbxb1BePjh80dIuw/TWrkxu6dyy761IPbEp+uhvRi7p+tO1Dw2fOCWNXHnvzkktOf2SdNibXW8c4rgDAEBKKIEcGbX041hYTcTAD6vRNxQPZQ0qI6euboYWTQYGBkKLKY5FNPyUatnQMFvbKvIgk8moDsjzhm3JaMi6zgGRbSmj0WwIqR2U1c2LSVPSvvRHGpQu6R6qcVAv+a4ozSqt02nSaPHIMB15UeVIpaLKXju7LY+lV+r5BOXIsdOClzoQztVlc+oAuboBVUmx5UjtxnmX1NNGa+Ssa2/foFU257WZrBw5dqZ36O2GzRTM6vLxbSHozhNVjpQR8KqQ+s6jB9A5UJFGVU997kLfACO1FrQL5k14b5iG+cqDRkMPbFB/Cj/cAACWIEcSQgghyJGEEEKQI5MCORIAABLmqvv2BBaAbMl9/f4nZZnB4RMfue3Bc7NWcuRFy7b8/uptJ06NRurGV+/b7fQaLSPbkrX+278/qhr58zt+M6U157Ihp2bfsSTPz275xN18zw0AACmiZNNqVwdO2UgpHX19fUpV1JOK2tiZ9nNDK9SMz84yZqr+lrOUV9CKTjlGNifr2vRQ6SzmJZUBOeawQrXvYhAcFdKyc9yUWxO6luXQuSYUdupZztlyvaaUa0fUAVVeo7NNNSwuVUjXyHQtNuYoyeYdT9eRVc5oCQRfSAPFliPHThvSQUvq0n3qrFMnsPxUJRKdNV8TlyPVhew883U9Qpv7ob5alVGtbnGyulytBtMuqhyp+6l3xDlQ+obQ3r4h3qiOOUx31X+5G7gWiNSaL6Gb8N5ag6RzPQ7SE31eKTM+VHAs/HADANiAHEkIIYQgRxJCCEGOTArkSAAASJieVw4EaY5TWnOf3fC4LDM6OvbJO3unLukyOJFaWDxrUec3o09d/Yk7e89f0hWqQnozedHmq3+1U1o4NTr2n3+87dwlXedntwTl9qdf5YgDAEB6QI4EX9ra1gXVD9NoORIAYlCIHFkd9PX1qdmZqZNadrTvGCQsmm1XDjcApIGJK0cCAAAEMHJf07gceV8TQwEAAGUHORIAAGDsrzY84es7Tl3SdflP3/nu5K9+/tikltwFFtUcz2ntevCVtyN1oP/QyAeWd0/NBhqQ3mjfcdLNHXO3PKMa+fCKrecHy5F/vO5hjjUAAKQK5Ejwpa5uRmgxMORIgEJAjoSUoMtGyl09aJnC5UgAgGKDHAkAAOACORIAANIDciQAAIB/8cgLl3Wfv6Trj9ZsP3ripCzzTx1P1Sy4/31Lt4TKkR9Y3v3JO3s/eZckfzqux+88+MSdvZfdNZ7Lf5r/4588NGVpl1mC9E9LbvKCX6/Z9Yr0cOfrBy9o6bxoaRdlIwEAoFJAjgQvagrU0MWQIwEKATkS0oCeInx6ba1hqm7kSABIP8iRAAAALpAjAQAgPSBHAgAAjPPXG57wao7vW7rlwyu2Hj5+Ui2z+omX/9PqbZNu6VAlHg05f0nXOa3jmdKas8m5S7rCPUhXlnRNurnjY+se6njhTdW97fsP1Cy8P2j5T9zN9GEAAJA6kCPBS0PD7Gw2G7oYciRAISBHQhmRm/yC5ma5h9e8i7laMHIkAKQf5EgAAAAXyJEAAJAekCMBAADG2Xdw2FdzvKClq2lr3+i7ix09cXL+9r7zst1nLeo870xFMtJc2IXkoqVbJt3S8bsre1Y8/rLu/+tHjn1xw+NTFncGrdXzygGOMgAApA3kSBhzzKnqoqFhtu/yTp/GUqwBABfIkVBG6utn6bv39Nra9vYN5uWRIwEg/SBHAgAAuECOBACA9IAcCQAA8A7NvS/4+pE1t27+T6u33fbEeybia4eOfSv327NbO2sWby6eBOmbqbduvrg117T12ZGT7xibR0+c/J8PPnf+kq7JizYHbfofOp/m+AIAQApBjgQAKAvIkVBGmhobp9fWZjKZbDY7MDAQujxyJACkH+RIAAAAF8iRAACQHpAjAQAA3uPy9Y94y0Cev7z7vCW5s2954LI7d/x67xt64affPPQ37Y9PuqVjckvn+7NFFCIl0r5sZeqtm7+08YnnB4/oPty++5U/WL1t0s0d5y/pcvZharb7oqVdEnlwyaqewZETHFwAAEghyJEAAGUBORIAACBBkCMBAABcIEcCAEB6QI4EAAB4j11vHDJMij25pXPSLR0zf/bojv5BvUr3S2/NuKt30s0dU1pz7y+OFnn+ki5p/1N39T7omBq744U3L7tzx1k3PyDbPT3XdldQtjGhNgAApBXkSACAsoAcCQAAkCDIkUXl5J72kY1zD6+eObSw1rXdU3u7D7VeJk8eabtydKi/wA0l2xoAwAQHORIAANIDciQAAMAZLHni5ZAKjos2T1nc+dVf7d779nsVHNt2vfKR2x486+YHXBUcC8xFS8e1yEtWbr3zyVf0tn779pEr731CtjU+j3awE6nyrz3PckwBACC1IEcCAJQF5EgAAIAEQY60Z3So//i2liNtVx5ePVO1Iw/kn8c65p3a2+2/F/m1aknvdgfnT9PPSyMFDleyrQEATHCQIwEAID0gRwIAALj5h86nQ7XFqbdu/p3W3L9seVbPWH1ydGzhjuc/vLx70i0dFy3tiqFCTs1264xrkafb+d72vUeOn1SbODB8fO6WZ6Yu7lQvheazv3iMowkAAGkGORIAoCwgRwIAACQIcqQlxzrmOQVEb4YW1p7Ir3WtdXJPu68c6Xq+wGKWybYGAADIkQAAkB6QIwEAAHz4xN15i7KOWybd0vG7K7cueWyfXvH1I8e+1fn0eS25qbdunprtNkiQFy3tUj+9Oe/WDslX79v94uBR3fKqx1/68PLumpsesNEiJZf/tFeLmwAAAOkEORIAoCwgRwKkn4GBAQYBoFJAjrRhZONcgxapc3xbi2vFU3u7fZ3F0aF+p2p5ePXMQsYq2dYAAAA5EgAA0gNyJAAAgA+DIyds/MjxLOmquemBj//koY19r+vVn37z0N+0Pz7llo7Jizar2bEtM2VxZ83C++t+mt/+8tu6te59b31s7XZ5fkprzrKdS1b1YEYCAED6QY4EACgLyJEA6afmNA0Ns51P5nK5uroZknw+711lYGAgm83W189S68qDpsbGvr4+9Wpb2zppTb00vbZWHsvC+lUAKATkyFC8dRkPr555rGOeRB5oK1EejA71B42wd7un9nYfar1MzYLtu2Ikkm0NAGCCgxwJAADpATkSAADAH0s/UpWHPPe0Ivlfbv/N/c+/oVt44rWh+l88dtbND0xetDlUZ5zcMq5F/tm6hx9wtLBj/4G6n+alZXstUpmRuwYOcQQBACD9IEcCAJSFpOTItrZ1TY2N2sRSMlYmk5HnKXoHUCD6snI+WVc3Qz0pD1zLy0XnvBg1cknKq3Kp1viRzWYZaoDCQY4MZfhnc5xzZ4++usu1wMk97YdXz5TFDCPMbNcAABUEciQAAKQH5EgAAIBAnH6kmgvbXAZy8qLNZ938wJX3PvHUG++5ib/sG/jTtQ/VLLx/ckun71pKrDwv29X66BnTc//D/XvG5+a+1SRWvn+JO//rSsxIAACoGJAjAQDKQuFyZHv7Bi1p+TK9tjabzaJIAsTGV4I0yJFyxamXFjQ3q0svn8+rypG5XE6LkqpUpCyg5GbGGSARkCNDGVpYa5g423KEkSMBACoI5EgAAEgPyJEAAAAmBkdOXP7TXvuqjZKaWzum3rr5nx546tVDI7qdH+98+T+t3OqdGnvSLR1TF2/+ly3PHjr+zizYJ0fH5m/vu7g1N+nmjvOXBEqQvvn0Xb3Mpg0AABUEciQAQFkoUI50lqCbXlsr/8y+y4LmZl27Tl6aaHJkLpeTEWhomC0POM04CgVinlbbu3dqymy57rxNyYCo1qpjEu14h5jLE4oKcqTlEKmc3NMeb4QLkSNlo2oWb8mJ/FpmzQYAKDbIkQAAkB6QIwEAAMK5dvNTkfzIc5d0nXXzA/Jz3oN9x06OqkZOnBq94cE+9ZIsM3Xx5pqbHvib9sf73j6iN3Tnnv3/26qemhvvf19LzlKIVJFm/37TLsxIAACoLJAjAXzp6+vzrQoGkBSFyJHasjJMyJvP5zOZzAScrleX7sO+4igUjq8cGW955U26ZuieaIeYyxOKCnJkKIPzp2m78VjHvHgj7N2uVh4Pr54pm/CuODrUP7JxrnPrOrKKS9MMau34thZ5Rj15am+3fvJI25W6ZXnVXBFTNaKWl5+yrl5enjnUepkkxsgAAKQW5EgAAEgPyJEAAABW3PHUq5es6omkSE5pzdUsvP/Dy7uXPf6SbmfgyPFvPPDk1Fs3f/KOHVv2vaWf37rvrT9f93DNjfdPXdxpMCCD8v3fPM8xAgCAigM5MhJtbeu0kCSPq28Hp9fWtrdvqO5zvq+vT801HLpYseVI6UN9/axIq8jyC5qbuXFVB7HlSD05r5DP5xlJ75WFfcVRSArkyGQPMZcnFBXkyFCOtF3pFBOjWoBBcuSJ/FpDUclTe7ud03n7xtmToNZkGeec4Cf3tAc1O/yzOd7Ojw71H2q9zHd5eV4aLGTCcQCA1IIcCQAA6QE5EgAAwJZdbxyyn2Jb6YynK0R21tx4/6VrHtr47Gu6qaffOjz6TkHJsecOHP3SvU/U3PTA1Fs3h0qQ3nx07UNbXznA0QEAgEoEOTIGSpurSjmyWvfLiZqMOHRW09LIkVHbV1oJTkl1EFuO1IrVBKwKaX+ZxL5S8vm8rCiNyM+SzUhe4o2WYHNlceCKsV/IkckeYuRIKCrIkeEf/RwKoMrQwlp7F9BQOTLopdGhflfBSPnn4dUznZ6iPDP66q7Q1pzPh9qWrp0ymJHexJhwHAAgtSBHAgBAekCOBAAAiEbzjue9EmRoJi/afNbCB/6vu/MPOUTGwZETc7uevkBeOj0Hd4z8y9ZnmUobAAAqlxLIkXV1M+rrZ0X6FlwVaGxqbIy0LzE2FA/kyMpFldyLemoViRhy5MDAwPTaWntNB9JMPDkyn88rtUjOhNj6l1zmmUxGTj8tcsnZ6NuabE4ZXUrElGVUxVO1orQgV5NrRf1qkIIsPZdXXWVTZWFpSndJHixobvZ2SfdH3ana2zfozckzWj7zEupDqzFxrSVddd0SYwxIghv13WubBSJtThnkhrcD3yOoiXoU7M/GAocx9O4q29WdV4dSV2l13XVlR2SL8qTz+ZpYSDtRLwTLwx3jsrI8q+NdaDZrRT33pE15RhVUVt127qzhRLIcGag4kCNt8HUEB+dPO9Yxz2koGkbYu91Te7uDXhr+2RznVpzO4uhQv/zT9aShNZc0qS1JNQe3c0OSI21XOtsc2TjX9eqJ/Fo1f7fXs9RzdgMAVAHIkQAAkLb/C0WOBAAAiMC+oeHP//wxSy3yfEem3NIx+ZYHvvqrXc8PHvnxzpenreiuWXj/1NbOGFrkX/78sZ0DhzgWAABQ0ZRAjuzr61PfiMvPUD1Fk81mp9fW2kx/rIm3oRggR1YuSqAp6ulhTww5cozikVVEPDlS112L5/jm83ntA3llsvb2Db63BbU5Oet8162vn+WUinQPfe/esgnvq3LbUc6Tt0veecPVSwuam7VHpf0qg31lHhZl5Gtcu+m6Y0QdkAQ36rvXlgvYb04fI5e3ZziCTuyPQoyzscBhNFwXvmegxiVH+kqT8eTIeBdC6OGOd1lZntXxLjSbtaKee/ooBHVbnvTubKSRgcoCOdKG0aF+1+TargmpZQHzCPtu1/el0Vd3hVZk9N2cb2suaXJoYe2J/FrnWs55twfnT3NuwjzptnPFGEMKAJBmkCMBACBt/xeKHAkAABCZba8ccCqS5592Fs9/94Ehk295YOrizfJzckscLfKjax/a9vLbjD8AAFQBJZtWO5fLqSpEkYQe9a1/pHqQ8TYUCeTICkUduPSUXYwnR6ZtLyA28eTIQubUdhpgmUymvX2D3DBdBRe9N1utDTlLrMnW5ad+0tkZdYoGnaWylsvi0p6ZtKx8OFUBTitZvv3RvdKdcV5Zule5dzGPjKrJqsww1xuQd6ijDkiCGzXsdegCkTanPTOv5alXMXuHoUch3tlY4DCGXheyou6JPNbPu05mXcDV+bzaR33e5jzoWozOJ+NdCKGHO95lFemsjnGh2awV6dxzOY6q7KjgdEZdOxt1ZKCyQI6M8BlwW0vQzNSD86cFlU6MKkc66zUeXj0z6qH0bsj5vNeqdEmQ+nndyK4dAAAgAElEQVSX+2ivYwIAVAHIkQAAkB6QIwEAAApi6ysH/n7TrniTYgfl4tacbz57z6NokQAAUE2UTI5U6HqQ9gaesx6k/YyHMTZkj1OOdJkcqnxRsptTioaWKtSX96H7lc/nnXKAckdUtSSvLBKptJXCVQLKZcloz0ArDs7iXqrzzlk7lRxjHjrX8spiiVTkSVlZ5qFzVeEy18HSjoVaTFp29lCa8pWHXIMTo8qdGvyU1L+E2MSTI7U5FONWEzT37pjDWfQKu3ot791DK2Iuo0iv4r1pq/47l1fPyE/XwvpKcVUQ1I3LA/MlVuDdWFueTucs3oAkuNGgvQ5dINLm9PngPVWUjuZb2C/SUYh3Nha4X+ZrytsTg+kb9Xnn+6ahG5YXQujhjn1Z2Z/V8S600LUinXt6SL0lw3W3XTsbdWSgskCOjMrJPe2u2ai1H+k7xXZUOfLw6pn6Sdfc2TaH0ixH2q/orJQZ5GgiRwJAtYIcCQAA6QE5EgAAIAFeHBr+/m+e/+jahxIXIiV/smb7v259dt/QMOMMAABVRonlyLHTFXrU1Mb19bPszba2tnXq+2z7YmnxNmSDliNVWSntXsgWlVqXYNFKaVz6r7xG55PmoVAmouy+3nHdN/OKkSpHKgPVYKzKAi5BRA+dPC8H1DWdqNpT36aUAOHUDWXX1PG1PyXUKRRJsQ31FPViLvFUSb2yRYOlFK9ypN5ijMKBkCriyZGRiup5bwuGG5TWjFwt6+d9b6TaqXLduHz1Jq0r6bNX98rgpbk6rPsTdC0nJUeOBYhuMQYkwY0G7XXoApE2p4+US4LU8xqHvlOYj0Lss7HA/YrRk9LIkVEvBPPhLuSysj+riyRHRjr3zL6pvhHppmKMDFQWyJHxGB3qP9Yxb3D+NPPc02PR5Uhnm75zapsPZVJypNPRHNk4N9IWAQAqHeRIAABID8iRAAAASbJz4ND3f/P8f7mrN6oB6c2n7tzxr1uf3TVwiFEFAIBqpfRypCKfz6vv2jOZTFRZra5uhr3AF29DZtQ36NINX/VNVRO0qVZVCGoogsQ73/KQum9JyZFqMlNDa3rOSu/QyUHxHg55Rp73Dp2a1tPX2AjdI+eZELWcWyQ50reHDQ2zDZpFbDlS7Qsza1c6JZYjtR4dVBdNa0OuC8qsH/m+qvUm1/nvnVNb98r3/mzWBM2XZAnkSPsBKfZGC9lukMznW/7TfLzsj0Lss7Hw/Yrak9LIkVEvBPPhTvyy8n21SHJkpHPP3G3nLOexRwYqC+TIQhgd6ndOtD04f1rQCNvLkc4nyyhHOp881jEv0hYBACod5EgAAEgPyJEAAABFYXDkxLaX317wm+e//Mudn7pzh6UNKQvLKpueG5DVGUMAAKh6yiVHKkpWDzLGhgzo8kJBHVBWR+Lza7vGIUhkVC8F7alZZ4wkR44Zi0eqMQ8auiCtUy3gfFXJDYZehRawVKiiU6FTwbpatpcjfcUa1TfDivHkSHWIDS1DRVDiabVD5Tl9ebouk3guoOqn6yxVTzrdI7078qQz+nnv3MrFliPl+pLLWVXtLZkcWeBGo243dHPOYXS+ZVjOqR16FGKfjYXvlwvDFPD6bbEEcmTUC8Fmhu4EL6sSy5H2517oiaT3N/bIQGWBHFkgJ/e0m3VG5EgAgIoDORIAANIDciQAAEDp2Pby275hZAAAYGJSXjlSob6TjlTST9eUCir1lNSGfFHShtnYcE63XawP58EGpHLyYohBUeVIQ/FI3wKfaujMc1a6ikeqspHmPthorzGmoo4kRxpOVMOKsSUMpYkkVQwVykI8OVLLQFFVb5ckZFgmERdQF4nUd2ldTtJ5Z6ixIFIly7EC5EjpmJLvXRRVjkxko/bbtdycvrU63zT1vMY277zmoxD7bCx8v6L2pDRyZNQLwXy4E7+sSixH2p97UeXIGCMDlQVyZFJjmJQc6SxFeSK/Nl43LDtgWAA5EgAmMsiRAACQHpAjAQAAAAAAoDxQOTIGyvAzNyWdLNzCDPlwbuxDLpfT0oCqhNTU2BhqMESVI8cCCjfKhnyrOaqhM29C+ukcOlXVydwHWT60uliVyZHqfA4qwAkVQTw5Uk8LG6mi3lgUHS2RypFahdSus9YlnXcGfYPKnkYumdyZeG8jxZAjpbfO0nEyAtITXbywSHJkghu1WSDS5vQbmbPWrzr3LGvWJiVHhp7nMfYrUk9KKUfaXwg2cmSCl1WJ5Uj7c89SjtRvtTFGBioL5MikxlDl1N5uw6s2Lx1pu1I/ObJxbrxuWHbAsMDh1TP1k9KlSFsEAKh0kCMBACA9IEcCAAAAAABAeSiXHJnP59VclplMxv6raPWdum9JwmQ3ZMbS8EtqZkbZa6fmqMspxVD9lCJp+sAfXY70LR4pHfbtW4yh03Oemgk1YJAjIW3EkyN13dyopUP1pWQ4bZIqKec8S/VJrv7pct1UDdRIk1AXQ47Udp2s63U3iyRHJrhRmwUibc51sqlTQh0s85uI5VGIfTYmsl+RzsDSyJFRLwTz4U78siq9HGl57pm77XVkY4wMVBbIkaGMbJw7+uquwA+G21q0IDg4f1rQCNvLkcc65jkbHB3qj3Qok5Ijh382x7xf0jHkSACoVpAjAQAgPSBHAgAAAAAAQHkovRxZstKP8TZkg03lSFf5w3jILkgjrmmmFTFUP9WgDKNhvu8YcuSYp3ikjLZv2cixWJUj5SBaTqsa2kmm1YZUEU+OVDpyjOlfdcnJoAtQT1zrWiC2C6hLReZPY27c/mROXI7UffMWKSyeHJnsRkMXiLo5161G7sn69LAcVfNRiH02JrVf3nEL2q/SyJFRLwTLkzCpy6r0cqTluWfutsuwjDcyUFkgR5o5uaddrTL8szkn8mtdquLxbS2D86dpQVCWCRphezly9NVdzucPtV7m2qj881jHPG9RyWTlSKf06d21U3u7pWPIkQBQrSBHAgBAekCOBAAAAAAAgPJQYjlSWXQSewOvr69PfZktPyPVmIy6IXuU4Wee69PXaIyK7LLBsIw3S7gaGUObMUbMVTyyqbExqLSYGjpz4THX0PlO2x0DJUlEmok4tXKkjIb95LaQWuLJkWMOu8jmgtWV+bQnFHRX0b6aq5hfbBdQi2tqBltfJ0k/b3/nSVyOlMV8ZVN1oRVJjkx2o6ELRN2c96xQ7dvfssxHIfbZmNR+abTC6/vGZGgnWTky6oVgPtyJX1ZlkSNtzj3LbuuzKMbIQGWBHGnGOcm1thUPr57pnHVax7fAZFQ5cux0rUrnS4Pzp8kzxzrmSaQ/Wsc8uafdprV4cqTg9D7HP6iunqn74N13LiUAqCaQIwEAID0gRwIAAAAAAEB5KJkcmcvl1DSaljNyKtRX47Ki/Vfv8TYUCWX4Ta+tDSpIqXQNg9Lh9EKCtD/lZBi+vw+SIzOnCVrLLPzFNgYWNDcrhVENTtC+6zkuzQs4X/WdtjsGytOKVM4ztXKk2pdIoiekkNhypKopq/3IoKtD3QydkpaegNh7e9Q3Je95VYgLqLaoKuD6Nq7vCXKZ+94WZO8iyZpjAfaVXDVBN1st2DmHRTaqB7mocmQiGx2zliMtN+ddUWEv/YcehXhnY1L75T0DVYlTV+O6k8WWI6NeCJbTSSd1WdnLkYYLLepaNueeodvarXSeRTFGBioL5EgDrpmjzTm+rcUwwpHkSMFVl9E3soxNa7HlyBP5teYOOO1JLiUAqCaQIwEAID0gRwIAAAAAAEB5KIEc6Sz9aP+Vsy79aG/FxdtQDPS02vX1s7wbkmfq6mYYuq0rUYVOjBu0+1qN8n1Vdj/oW381rbZBG5Vm40mlekwWNDcbdBa1mPTB1wpV++UVIJQhYRBkZZdtTEGluUSqP1pUOVJNFRrjXI03qTqkjdhy5JjHj5RLXq7c7LvIYy11CXKmOS8lLW/J+SnPyKvaIvKt0lqIC6jL8hmqtWlZStX6VVdEPp9X9rDXkAvVBJ32uXMHg8Q+5z1ZlpHlle2tuuTdViJyZLIbDV0g6ua8d05ffdBA6FGIdzYmuF8avUUlWaqLSI+nxrVWsnJk1AvBXhFO5LLyfTXqhRZjrdBzT3dM/d6VO41sQj/v/WUj6shAZYEcaebknnbfQokuR/BEfq15hKPKkaND/a76ka4M/2yOa7rtxOXIMc/k2q5ddpbP5FICgGoCORIAANIDciQAAAAAAACUhxLIkVFLP469+9V1VEsvxobioQw/ZXLU1c3Q3+gPDAyo7/jNPbeXI30dOKWNZjIZgxypJQ+neKeKaRlqVY69q+u5yixJO6pN89gqH0v6ZlhMD51a2Nl/edKgZkqb0rISaPST+XxelpfnZUUbZUd5WvalMYstR46dtlFlHJwjpsw2tbNBa6nDQXWrSqcQOVLdSVzqoRevqK0upaCFzfqR4WwMelXPrO07p7bz7hG0C0pgst/i2LvlZr1NGZwt70hKC3I/9J0NPBE5MtmN2iwQaXPeW1zUyrs2RyHG2Zjgfjm76lUh9Ru0bt/VTuJyZKQLweY0S/Cy8n01xoUWda3Qcy/owOmj4Hv0I40MVBbIkTaMDvUf39Yy/LM5h1fP1OUSD7VeJs8EFYx0jXBUOfKd7b66a2TjXL1R+anmto40f3chcqRwam+37ObQwlq91+MdOO1l6ieRIwGgykCOBACA9IAcCQAAAAAAAOWhZNNqVwe64pF27Pr6+pSnqGdvtLEzbabV1ks668Opuo/KinN+/e9cRU2rrcRB57ry2KbWoPTfZRtIOzZTqSrx0TyHqZYjvbsmK4YOnXTDWUdKVcuz12FDe+hsPAinNqG9DW9pMedUreaN6jpn+jCZd8pmnKEiKFCO1OeDqnLnPHvVWRSk+Mg9R62iTjxZUe4YBh+oQBdQd8ys1kkHXBegMjujVrJUyA1Q35mVwh4qE+u6cerGopZXwxtpRmN7OTLBjVpu135zvm9YUavV2hyFqGdjgvvl3U09hs529H1eV2BVFEOOtL8QLE+zpC6roFdjXGiR1go995x/DaJ/o1B/QGI+i+xHBioL5Ego8ORhSAGg+kCOBACA9IAcCQAAAAAAAOUBORISpK5uhksfceGUI8uCqhdV0TUXlalTggqpUGwSkSOrDLk21cS49tM3Q7HRzhneWIVeCJV7WYWee5FcZG44EwHkSCjw5FElLRkNAKgmkCMBACA9IEcCAAAAAABAeUCOhKRQdZjMy5RdjlQdiDpje3pQE5JSNrI6QI6Eirix68p8jAak7dwrUI6E6gM5Egyc2tutZtD2cnJPu5YjD6+eyVgBQDWBHAkAAOkBOTIyJ/ufGNneeuSeOYdu+8zQTR9xVrwnhBBCCCGEkHRGPrzIRxj5ICMfZ+RDTUo+kSJHQlLU1c0ItR7LLkeOVXjxSMpGVt9/CCJHQspvOGqe4oouuAvVeu4hR4IL5EgwMLSwVrmPxzrmHd/WcnJPu8rIxrmD86fpz+zyEmMFANUEciQAAKQH5EhbTvY/cXTTddiQhBBCCCGEkCrI4Pc+KB9wTr39Ynk/kSJHQiLkcrnptbWhi6VBjpQ+SFez2WwljnN9/awFzc2cb9X0H4LIkZA25PYo95m6uhk171LemzZw7gWBHAkukCMhiFN7u20+oR9qvYyxAoAqAzkSAADSA3KkxafH57sP3fYZvj0lhBBCCCGEVF+O3DOnjIokciTExqkvOPGta6jnx3QSOg03QNX/hyByJKSN+vpZ+i49vba2vX0DYwLpPPeQI8EFciQEfubd1uIsDxlkRo6+uouxggnI1u7umnTwkY985G//9m/SkJl/+d9qUoMcoEKOL3IkAACkB+RIEyf7n0CLJIQQQgghhFR9FcmR7a3l+aIIORIAoHz/IYgcCWmjqbFxem1tJpPJZrMDAwMMCKT23EOOBBfIkWBgdKj/RH7tyMa5h1fPVFNsq8jjI21XMps2TGSQI5EjAQAASgNyZPAb9vZWviUlhBBCCCGETJwSkqPDB0r8iRQ5EgCgjP8hiBwJAACQCMiRAAAxQI5EjgQAACgNyJH+HLlnDl+OEkIIIYQQQiZUDi79eIn9SORIAIAy/ocgciQAAEAiIEcCAMTAKUdeeeXfff3r15Q4slGvHHnddd/+t+9+t8SRjXrlyOuvn3tryZGNIkcCAED1gRzpA2YkIYQQQgghZGLm8O1/W8pPpMiRAABl/A9B5EgAAIBEQI4EAIiBU4784Q9/cHvJkY165cjFixeVvieyUa8cWaCbWPhBqXo5sq+vj8sQisHAwACDwHhC2kCOdHN003V8IUoIIYQQQgiZsBnunF+yT6TIkQAAZfwPQeRIAACARECOBACIAXIkcmS5qK+fpfYx5ddILperq5shyefz3DEqaDzV2dXQMJsxZzwhPSBHnsHxJ9v5KpQQQgghhBAywXOy/4nSfCJFjgQAKON/CCJHAgAAJAJyJABADJAjkSNDaWtbl8lkptfWqi7V1c2Qf8qTBVaS0/uY8mtE9lfvOHeMChrPSjnBKgXGExIBOfI9RocPDH7vg3wPSgghhBBCCJngOXRbicxC5EgAgDL+hyByJAAAQCIgRwIAxAA5EjnSQD6f1yqbl+m1tblcLnbfdMspv0aQIyt0PDlqjCekEOTI9xjunF/gN4gnTo0FZnD/0MLaeC0cWjWz6r98PXrvXNPoOXL8ue6R3rWyvM14EkIIIYQQQmJ+unm+FP8DixwJAFDG/xBEjgQAAEgE5EgAgBggRyJHBjEwMOCsFpl9l6bGRuW3yauFFI9saJhdYjkyl8staG6W7UZyOvU00K614rVWTSQ7nonDNNCMJ6QQ5Mh3SKRspNnqG+lpQY4sXI505tjuDRNhcAghhBBCCKnW4pHFkyOHbvyjkfuaCCGE+EZukuP/G3NXA0NBCCGEFB7kSAAA5EjkyATlyGw2q/rQ1NjofbW9fUNb27pC+lZ6OVLvUSJaXrKtVSIpHwFkPsYTkCPTK0cee3RdArVVwmS+0GKHyJExMtwxj6+uCSGEEEIISTwn+5+oXDmSEEIIIYQQQkoZ5EjwShsK+Wfo8rpGWkPD7Hw+X4xe5XI57QMJmUzGvKG+vj7XPLYcWUCORI4sjRypb1aFlIdEjkSORObTyKUkY6UqsLa3b5C3+OqWI2UHZU+LdAMB5MjKliMP3/63JZAjQ4tHIkfiRxJCCCGEEJKW39I3XVeJcuTJF3qGf/kvhBBCDBlc8BG5zx+5YzZDQQghhCQV5EhwSht1dTMsF85kMvX1s7Sn2NTYWFNTk7gfqTwSaVyJAvJTbciy+ppanSMLyJHIkaWRI4vtZCcuR/b19SnzLEg7m4BypPRN3mJkQGJ0Ut4E1XjKT1+/DTkykhap3vFdxJuWPfTQlH085ZST36zUKkX6axNAjqxsOTKR7w5tND6z6YgcGTuH113Jt9eEEEIIIYQkmKGbPlKJciQhhJDQjGxdNPzLfzn5Qg9DQQghhKQnlShH1tXNqK+fFenL9ba2dUEzpRqIsaGKkCMXNDfLki69IJJbaT/m7e0bfJ+3UQeQIwE5EjmylHKk3ANjuE19fX3y5qLXlQdyj/X1t8xypH07SgHUS/pqZ86SvS5Cq/fJAplMRlrQWlik1mx2REZYtamKHMur6j3IW2NYXlLvWaHlh+XNRZdD1khPQvdXVtRam0aacnr8yY5n0AjIrxx60PTfFfh6h7Kw7pJaWA69WeYLPS7SJfNhVcMrnQzVE6Up77FwYvk3EjaHpsDBjD2e+hcV6aFrZ3mfBeRIz+fD57tLJkce270BObIYcuSJ/l18e00IIYQQQkiyOfX2i8iRhBBCCCGEEIIc6StH9vX1qe+w5af9FI1qFmlJ6HzTThUgxoZSLkeqeat9vQRZ3X5wbDSjIBvV5YggRwJyJHJkGuRIXejORv8yCHnK3/I6fAY5MlI7C5qbDdqZuo0bZL7QnfJqYfat2e+Ilhdlc95V5Bl5t2pv3xD0ku/7hXpVvcXoFc1vN8rX17iUU72hZMfTOwJe1TXoPAz1Dn331/K46GH0/jKgRsB38IM0SrV3un154Dx1vX87Ee/QFDKYscfTbM3yPgvIkW6GO+eXTI40y47Ikd591zmyfs6x3RsoHkkIIYQQQkjJcuzRdUX9RIocSQghhBBCCCGVPq12LpdTZYEi1YNU7kukepDxNpRaOVJJor4vqepciXRmYGDAMPGooQ/IkYAciRxZLjnSWTlPmfRmRVJLb3LnVKaXKkGnZSxLOTJSO9oYc9XPkxWVEejss9N1y72L/Ti4tLDQ1iLtiN4Lva3sabTZ5qz8p17Sz7jejtU7jleAk/GRZ8wynywvfVBSnVeTdTmCyY6nawRUKUdpWX7qJ10dcJp80kk1e7jspjw2yKD2x0We1+PvHDe9sE3FR32e+/65hfMEDv1Fwv7QxBjM2OPp2h1ZWJ0P+vzkfRaQI90c3XRdKeVIQ/FI5EhXvEseWT8naGCHO+bx7TUhhBBCCCEJZrhzPnIkIYQQQgghhCBHGuRIp2bnnWPRXNNI14O0rA0Wb0NRUV+x6y/XlbJgvzlLOTJzGt+X2ts3hM4Q6tQp7EfPt+wZciQgRyJHpkqOHPMUq5N7vtyvgu6KSiOTn66bob5PumrjBcmR9u0oXSyooqR6g/Ntwf7vAZyqWZAcGdRapAHRb3ayL87nVXlj35ecEqSv/JfUG7Tugxz94o2ncwS8EqTvnmpz0bunus9emS/ScfHWudSdCfrlwfdYGJxCfSHEOF5BhybGYMYez9D94n0WkCPdHLrtM6WUIyVH1s9BjownR47/FtXTEmPKckIIIYQQQkjUyGcl5EhCCCGEEEIIQY4MlSOVLZHJZNTX3r6ySJABo74Ut59IOt6G7H1BabapsdH5Db2SCC17aClHylaCGlQCgcH50GKKoSiUzTAaZtxGjoT0y5HfaWq66qovXXHFp8orR65Zs+b66+deffVVsvo118xZunRpueRIbZxPr62Vm2QMbTo9cqS6E3qnypVblmu/tEZp0KpcNzpfdypSO4ZZj806ewnkyKgDokfDMP+45dTkWshzCXMF6UGx9NBIrRl202n7eUc46A3UdysxTlQ9+bWSJlVPXEVJzX/8YJ41O3RHSjCYsccTORKQIytDjjzRvyspOVJePbzuyqP3zj3+XLd5yaGFtWpy6uGOed4OyPPSiGSkd+2x3RukNXngXEC2Mm4l9u96p2OD+2UBX8tTnpQlpYXQJePJkbIXkUaVEEIIIYQQghxJCCGEEEIIIciRRZUjtc6ivvyOpOYo0aGuboZ9+aJ4G4qN6qG5mmMkOVLNT2ooyFRsObKhYbZl1UnkSEihHPmNa6/92te+eskl02T18sqR11wz51vf+uemxsbrr58rLVx99VUrV64svRypdGe5WtvbNyh93Ka8XJrlSH0/dE6t6y3WqKf39b2bmf0t55OR2lEjHGSAlVeOjDogBpMs6kvO96Z4b0zllSMtTTs9wkHeoe9WYpyoukCpmpw60i7rbhve5WMUZUx8MGOPJ3IkIEemT47UNqFF8Uh7OdJ+ySCV0LXYsd0bglzDg62XvWc6eiIvDc6f9t6c1wH761qyEDnS4KHKS7KJoK0bjp3vDppXIYQQQgghpOozdNNHSiZHnujLnXhuCyGEEEIIIYRM0PTlqkOO1HWASlMPMsaG4qGcDxt3swRypLPSUrxptZsaG6UDNq4nciSkU45UXHrpx8orR95wGuc/pZHrr59bejlSrlPnrUC541UgR+o7sOygViTlgb596Ql5GxpmO6OfV25ZqDsVqR3fAngpkSOjDkiCcqSzb6GToZsPd3v7BlXIOYVypO5V0Juv71ZinKiCjIPzbyHsS3LqVRJZzP7QxJAj440nciQgR6ZOjjy87kp/X3Bwv9cULKMc6TtXtfQwSFt0zWctS470rg1dMkg3TFCODDId1e74thbkU0qv+DqcEEIIIYRM8JRMjiSEEEIIIYQQUjVypFMFqK+fZd9t7fwZJoJMZEPxiiTZKJilkSMLQdkY9sIKciQgRxrm1HY9I4185SsNZZlW23WHiXFLTK0cqcUsbZJpS6zGAtfN1teditROVKWslHJk1AFJVo5UPp9T+FP9t3zHkd8BdFVOVwvpkSNDj77vVmKcqAo9IDa/WhRPjrQ8NDHkyHjjiRwJyJGpkyPVTNaW7l0Z5Uh/PTG4DKTX9bRc0rdkZjJy5OB+c2uH113p29q4wOq3/MHWy/gunBBCCCGEIEciRxJCCCGEEEIIcuQErxxZHXKkDLIMbyQzEjkSkCMjIY1861v/XF45Um6M8WrKplyOHHMU0tPqp/bGsqeRfc+diXccDIaWZTvplyPtByRxOVIfKT1dsqvYpy/yvu9UKuX3Ael50LzPlStHRjpRXR2ItL+R5Eg5OkkdGuRIQI6c0HJkYC1DT/HIMsqRQQZn4hnpXVugHDm0sDaogKV5geGOeb4NyvO+YihfhBNCCCGEEIIcSQghhBBCCCHIkfZyZD6fVzMkZjIZezVHiQ51dTNs5q0uZEOWnXG6CFrESVaOlAabGhuDdq0YcmQ8MxI5EpAj7Vm0aFxzXLjwxnLJkXLfUJa5/IwxnXH65UivSqXn2rZvwdeditSOdsUs331KKUdGHZAiyZGuP3tQ56TNkLomiE+hHBk6wr5biXGijp05Tbn6NcnylNPdNgyR+mUj1DuMdGhiyJHxxhM5EpAjUypHBhmKruKRZZQjgxYrRgqUI4M8zpGelvfGx7fmZYDv6KuuBpmUhBBCCCGEIEcmxak3niGEEEIIIYQQ4k0lypElK/0Yb0P2+qBET9jqEhQSlCNlF4K+6Vel0WKITQakNelVDDMSORKQI+351rf+OWrZyGTlSLl36Yp9obX6KlqO1LdZLULZW/K+7lSkdrTwZyn0l1KOjDogRZUj9R8DmBfWlp5XoEyhHBnqHZq3Yn+iOodF73uegj8AACAASURBVLL39xNfdNlOw+8tuk3DMlEPTQw5Mt54IkcCcmRK5cjxUd69wXeBoYW16ZcjR3rXHl53pSwzPgO1cQZtmyWduxxDjgya7NtpmvoXg/TbdFCZyaA5uAkhhBBCCEGOBAAAAAAAgJRTYjkym81Or62V2Jd+7OvrU19gy89INSajbsge6YmeqtXnS8pE5Ui1I747vqC52aYFewoxI8eQI6E4VJ8c+YMffP+aa+asWbOmjHKk67I11+ozH5QyypGGd4RcLudStbTgZf+m4OtORWpHL2wpbJVSjow6ICWQI7VLGnpYXW+yciakUI6U92j1jG/559A+25+oSirV1SK1Y2qz13pIg37TkCd1yUbD7wZRD00MOTLeeMY7pWEigxw5TmnkyCAJ74x6h+WTI4O6d6J/l6vZcevRb8njz3W7lgwq8ejtp70cKcMV5GU6xceDrZf5LiNdsqpDObifb8EJIYQQQghBjgQAAAAAAKhQSiZH5nI59YV90CTRvqiaRrKivdkQb0P2qC/gDdZCsnKk8hJ8NyfPh25IVtTzfZvVUmVGymKxS1EiR0IxqDI5cunSpfHMyCLJkeqWFVWzToMcKTc3dQ/03tlUcV+XYSZ3Ni2B+d7lpCnX877uVKR2nGKZ93at3q2cjfjKfPl8PvQPA+zVQN1a1AFJUI6UDvi+ean60Ia/PdAGnvP9XTqpD3ekEYg6nlF9Pj3Cgqt8tfRHT0Lt2krU46KVQb2Puoij5eTauufe3xOcY2suRRn10MSQI+ONp82O8z4LTpAjxymNHGkQ+7TVV0Y5shhbH5w/rUA5UpbUGV8moGak5NjuDTYFJp0qquGgeBcjhBBCCCEEORIAAAAAAAAqhRLIkc7Sj/binS79aD+PdrwNxSCoV9rISVCOVEt6ZRG1utl70IWUQifElCWVGWlfm9O3n0gGkDjVJEeuWbPmK19pWLp0abyeFE+OtL/Neg9KWeRIp3So7vnZd2lqbNQvue6cWpVTxrl6m8jn8+p26q2gGeRORWpHG+q6n7lcTn7qxp0ul1Nnl8X01OehUyT7amGhrUXakQTlSLVd2YT0JPcuNlOQO9/U1NTw8lMdbn3QI41ApPGM4fPpSauVNahOUb2kJvYJppVE1x7pFmyKwkr7evTkge6nrOu8lOx/37A5NDEGM/Z4BoEcCb4gR45TMjlyvDqj30zTWuyrMjnSfskgOdI+3jb9VdT+XTYOJXNqE0IIIYQQghwJAAAAAABQuZRAjoxa+nHs3e/1o5Z+jLGheKjuuXQiZXMqvSNZOXLs9GSjTjVBbctVOcmLvRwp7RtUy/b2DbI5y2HhmoJkqRo5cs2aNddcM8dpRi5ceOMPfvD9EsuRrstcXd1Rreg0VI7UolgQDQ2zvfvllKtceGv0GtypSO04/UgXsgvOO7lL+nTaZqFvf16Zz6Y1+x1JUI7UxQ69hL7ve9eVfspprHVA50FPdjxj+HzSAa+6p9+R9b7EO1HVXzUEVYjUJRtlcEKvJjkJ9fJe5DcEm1tEpEMTT46MPZ6RtgITHOTIcUomR5pLJCJHxs5wxzzvpoOm/3bOvh00mfjg/Gl8C04IIYQQQghyJAAAAAAAQIVSsmm1q4y2tnVOk6CubkZTY6Mq7+RUcwwtRJIjx87UDqTlUDNS99Om7FOQbeAktBgnciQUg+qQI5UZ+Y1rr5Ubhc7VV1+1aNGiEsuRyuFWEnl7+wb7m0nQQSmXHKlQBeqcdzC5r8oOGoQwuSu6rEr5p+/03GZ3yr6dsdPF+aSf+l1DHQXfEolyOHQNRVVb0aYQctCbjk1rljuSoBypBsRZ808NiI3GN+bwYlWZQ7VHqkHv3OgJjmc8n0+NsHNPdZ+1Nei746HHRe+X79+E6KKS9vazbNFZLVL9YhP1L1ssD03swYw9nlG3AhMW5MhxSilHjs80HVw8EjkyRgxTYPsO9ZH1c8zbHeldy1fghBBCCCGEIEcCAAAAAABULsiR5SKqHFkRe4RkAIlToBz5jWuv1SrhFVd86mtf+2pZ5Mhrrpmj19X5ylcaSj+ttlb0lGhV+EEprxwZm76+PjWbcww3tBjtlJ2q2ZEqg+MCUGKQI8cppRwpObJ+TtCSyJGJ1Ix8b2bt3rVm99F3Aac9SQghhBBCCHIkAAAAAAAAVBzIkeUCORLAhkQqRxZCUtNqF04icmTiB6VC5UgAAAAvyJHjlFiOHF+yf5fPwn5lDpEjAwtG9q492HqZ+Yj4e6iD+82lJZlTmxBCCCGEEORIAAAAAACAigY5slwgRwLYgByJHAkAAFAakCPHKb0cGSQsIkea0r/r2O4NIz0tR9bPsfQXxycx92tKWZXy0/vS8ee6+f6bEEIIIYQQ5EgAAAAAAICKBjmyXCiVUBN7ftvy0tfXV3MmHFlIFuRI5EgAAIDSgBw5TunlyPFB370BOTJUjiz8oPiOs2wuaKPqJUIIIYQQQgjfeAEAAAAAAFQuyJEAkGaQI5EjAQAASgNy5DhlkSN9yxYiRyYuR/q2PNK7dvy3sd613peGFtby/TchhBBCCCHIkQAAAAAAABUNciQApBnkSORIAACA0oAcOU5Z5Mjx3wZ6WpAjiy1HDi2s9Wl5cL9v35hTmxBCCCGEkDP+pmvpx/nYDAAAAAAAUIkgRwJAmkGORI4EAAAoDciR4xy5Z05Z5Mhxb29wf7nkyMH50yaCHCk5/ly3t+Xhjnm+T/L9NyGEEEIIIciRAAAAAAAAlQ5yJACkGeRI5EgAAIDSgBw5znDn/LLIkQYpMJ506HX7xs3IAP/S22y1ypG+HqRvDrZexvffhBBCCCGEIEcCAAAAAABUOsiRAJBmkCORIwEAAEoDcuQ4x59sL5ccOTh/WmjxSH/psH+X72zRR9a/UwXzYOtl5mm7J44cKUNhJUf27+LLb0IIIYQQQpw5fOeXUvUJ9tTbL8rHt+HO+Ydv/9tDt32GEEIIIYQQQiol8ilGPssce3SdfK5BjoQgMplMU2OjYYG+vr4aB7lcLmjJgYEBaUqWkVXKtTvSvYaG2bq3C5qbDUta7pfQ1raurm6G7CAnTNXIkVde+Xdf//o1JY5s1CtHXnfdt//tu98tcWSjXjny+uvn3lpyZKPIkQAAgBxZnXKkfBAtlxwpObJ+Tgw5cqR3rWU1xKAcvXfuBJEjA11S5tQmhBBCCCHEmKMbv5WGD64n+584uum6oZs+whEhhBBCCCGEVEHk0418xim2JYkcWXG0ta0LdRmVHGleRimJ9fWzbBosHtls1ilE5vN56ZLELDWqHTTLkdLC9NpaaZ9zpmrkyPLilCPLG6ccWXaQIwEAADmyquRIYbB5WrnkyFB1z7cFm/m4kSPfc0mNRTRVDq+7kv+RIYQQQggh5IxfpLe3lvcj67FH1x267TMcCEIIIYQQQkhV5sg9c4qnSCJHVhx1dTMaGmablwmVI9vbN0g7bW3rLE3KIpHP52XT0hnX8/X1s2xKY5rlSGVeTq+tpXgkciRyJHIkAAAAcqT1QNz5pTLKkbJMVDnSZj5unePPdXufPLZ7w8SRIw+vuzJklAb3878whBBCCCGEnPGhY97FJ57vLteHVdk0WiQhhBBCCCFkImS4cz5yJKgqj6FSYCTfsYxyZDab9RU929s3TK+tLVyOVItRPBI5EjkSORIAAAA50pZj+R+XUY4cPwa7N0SSIw9YzMftnC3aW5zy+HPdE0eOHO+J0SUd6Wnh/18IIYQQQgg544+41n62XHLkcOd8xp8QQgghhBAygT5/3faZ0eEDyJETmYaG2WZrsLLkyCByuZy5S5ZypP2IAUBZQI4EAADkyNTJkSee7y58Zu1C5MiDrZdFlSPD/cj+XXrdkd61oephdcuRviPAnNqEEEIIIYQE/gq9vbX0cuTo8AEKRhJCCCGEEEImYA4u/XiyfmSly5F9fX1NjY319bN0GbNMJpPP571LqpqLCj2dtCys14q9sH03lPOncFVMlNX1S0HOnzICFzQ3V70cmc1m6+pmhPbZRo6Upnxn7gYA5EgAAADkSH858uj9TZX4aXloYe1wx7zxwpPvVkY8/lz3SE8Ltp9v/C3M/l2MDCGEEEIIIWd80Ljlo/IpqcRy5OjwgYNLP87gE0IIIYQQQvAjJ7gcOTAwUFNT09TY6Jw3OZPJTK+tNah+dXUz2trWSWQxvWJ9/Sxf6dBm4UjdkIWDuhcqKdp7fhUtR+bzeemPr+EaQ45UrdkYpQCAHAkAAMiRyJFj6mu/wotHkpTHO7245Oi9cxkZQgghhBBCnFFlI0ssR1IzMkYG508b/xsw9UlncP9IT8vQwlqGhaTkjzkPrZop56eclgdbL2NACCGEEEJscuSeOciRBjKZjEGGq6ubUV8/SzIwMBDaVKSFLbvR1Ngo8XUfXeUkXUhrodZgpcuRsnfTa2tDrUd7OXL8a2NPnU4AQI4EAABAjjTJkcNdP+SDdzV/v9vT4jun9uB8pFhCCCGEEELey6FVM9RHpFLKkcOd8yfG2M5Uuti4Mda79vhz3fKRRJ6J3aBq4YwM7sePJOWKa2oLnUJOckIIIYSQiZbjT7YjRwbR1NhokOHq6mbYq3KRFrbshq+MqCpKmm0/Na+3jcVYoXKk7L4Mgn1pTEs5Ug6ieZJuAECOBAAAQI48Q46UHFo1gw/eVVmvYqR3ra8ZOdwxj/EhhBBCCCFEZ3DBHxx/elOJ5ciT/U9MhLEdl8b8PpXE9sbGa0b6NSgffziTSbnkyGRPckIIIYSQifih7HsfTGRy7UqXI3O5nFIGNdNra+vrZ5nlyLa2dfZypM3CUbvhLR4ZWjZSkAWk5cR9x5TIkTKG0g3LQ4McCYAcCQAAgBxZXDny+NObhhb9n3z2rqa6LOMFIz1VK3RJFcpGEkIIIYQQ8t6XcPM/eOKpX+rPRyWTI4s3oXbQX0mplHiq38S9sSDbUlKV52eQDGqf6thfy9V915U2y9Jn5EhCCCGEkGifHTrnT3A5sq1tXU1NTVNjo1Psk8clliNjdMPrI9psSMmRVVk5Uo2h/XFBjgRAjgQAAECOLK4cOZ6nfjk4/4N89q7oHFk/x/A1oc7hdVcyVoQQQgghhLxnRj7bcerNZ0ssR8pWirdTgX8oVY5C8ol7Y8iRyJFpkyPlwzhyJCGEEEJIAp/OkigeWblypNLjfKdgDp1WO0E5MnY3nMUjZRM29t6C5mbZVj6frzI5MqoZGVWOlCVjz40OAMiRAACAHDlx5cjx7wKf7Ri88X/n43fl5vC6K0O/FTuyfg4DRQghhBBCiMrQ4j+Tz0GjQy+XXo48ck+xfjM/tGpmyOeC/l0l/iMuptVGjqxuOTLookOOJIQQQgiJ/KdQj64r9JuvipUjs9ns9NraIO+wZHJk7G44lUTLLsm2gkTMypUjY5iRkeTIfD4vSy5obub7fgDkSAAAAOTIyHLk+DeCrz95aEUdH78rtubNNPNXYsX+QogQQgghhJBKcrB+npFPQPI5qCxyZPH2K2ga63LNrF0Mb+z4c93uBgf3Dy2sRY5EjkSOJIQQQgip6Bxc+vEJK0e2t2+oqakZGBjwle1KJkfG7oayJxc0N+dyuem1td4WgoxAG8+vSHKkmtdbzSGe4EGMakZGkiPtjVIAQI4EAADkSORIHzlSZbjzh0yxXaHx+Y7w3dowfCtDCCGEEELIOybTirrju+7Rn4BKL0cef7K9eHsnv/yH2nKlnFm7GN7Y4Pxp4wqd2tPB/SM9LfJM1Vq8yJGplyOHFtYiRxJCCCGEJJUCZ9auXDlyYGCgrm5Gff0sbfXJM5lMRj1ZMjkydjeU4Te9tlYWy2azlv2RBoMKVRZbjpT9UmakdCCRMpOqQd99Vy8ZhFF7OdJyxAAAORIAAJAjkSNNcqQqIXl0078yy3bFZaSnxfVlzPHnuplKmxBCCCGEkNNG3QcP39Xg0iLLIkcOd84vsaRVxpm1D7ZehjeGHFndcmTQdjnJCSGEEEJipMCZtStXjlQKXVNjY827aMtQP+kU72qC8dZBjLRwpG64yGQylmUjFaogZagUGOo7SguGffRtX23avDuRUJ00YOi/pRypFkuqwwCAHAkAAMiRE1qO1DmWX3v055mhxX/GB/KKyJH1c04M7j+2e8Nwxzx5XK3zyhFCCCGEkP+fvbeNses47zz5Md+zH3ogfdsPC1BfRO5+8G4MEWvYWmAC0R5DM9QLhXioQSg2Y8CSQKBJZxnJ9LTMBCOLJgVQNkCB9EIDQ9llG0MkXmHa0HDoAUYNeEXKyUhpTeRkRWbCWXlalmRRUmzu03rc5VKdqjr1cs655977++OPxuXtc+tUPfVyzuX59VM4gxf85v8oX2rkq433K89E4Mh3vvOZiYN0Q+6sDTfWR5/K+4kGjgSOxBhjjDGephvCCw/PLRw5Azq8tJS7RfWuXXfEE1LezMwcmajFxUUpU86ejnL2p0Q48tSpU1nsKUIIOBIhhBBwJHBkOxxpW75SfnjlTzHGGOO+/eZ/PL/+o/Nv/z//J6HAGGNcY/kK0/o1ZyJw5Nt//N/39Bzxw9df9G6iPdmdteHGJggLzlt7gSMxxhhjjKfd73znM8CRU6oyhDEleWTncOT169dv275dykzfkXzicKTWmbSRCAFHIoQQQsCRPcKRGGOM8QD+2d/99Cc/eeW/XvspocAYYzyYB4Yj+8qR6dtT+8ZLz/o3th5wZ224MeDIKYIjNx6/RQansfyTQY4xxhhjPLCBI6dUBWkjVYuLi08sL7eyg/FtsrO0snJedwyfbMSc3cDj7Tp37uxI8lwihIAjEUIIAUcCR2KMMcaF/sX/97d/+Zd/8fdvvkEoMMYYA0d2QpW99719m+TWtSv1O2vL8XKKD145/5vSNq7KP99/4TE5S4Qh64Mbe/v4dilBzmuq1CxQfyu+8dKzcsyHr78oLz6Rk+aZO6Xymx//ZHOk8IzENs/ceePiU3bOTilETmoCspm589oVLVneT+fteoUjpQ4SH6n5b5r/MTKrlU8ZG0545bN2OtLNwl961hQrJ0ps9aTgSOl07SkvSWx3aM0g94zJi085B3xiOH08JuX4rDGJMcYYYwwcCRw5vDSvYT22OIxOnTq1bdu2tbU1Og4hBByJEEIIOBI4EmOMMR7IH/zsb1//q1ff/Ol/JhQYY4yBI7vaU1uZqhsXn6pJp/fzE5/6BEIX8I2XnvUij+lw5EcbV70H26xeqCbNAptHSogM0RhvUcq24xLbWCEbV989e3e8GhOBIzcev2WzzECobSIwDrA22yXvaPm/wSLzx9vwcKRU2Lv1fKhDa+DIyGCQwv1o5oCbg2OMMcYYj8T/cO1l4MipkJPQ0ajD/a8RmjH9+Mc/vueePSPxww9/5Q+/+tWJ++DBxS984fMjiYl0EHAkQggh4EjgSIwxxrgv//Xrf9UkIz/42d8SGYwxxsCRZXtqf4K7Cv+2NUFgOzf2SUSyOKleCqcYgueaBXqR0F+jgQkNifORm5uVt/KFHwNtzTcVIpwIHClRSqn2b3rzk3kNU8LrhXTTc4UODEdGKuy1pmIthiO9QQu9n9UdGGOMMcaz5JovZcCRCKEx69+9+OK20eiLX/wnY/Cdn/vseGIiHQQciRBCCDgSOBJjjDHuxW/+9D97c0b+9et/tfH3f0N8MMYYA0cWIGWGCdt4/BYva9W6V+8mS5dDRnpBtERuzJs2r0lwpsOR/iOjyfkSeb5NFDUHMaxJAdghHJnLucYhWn/FwmEZpr1ZAc8lI2NJT2vGZM5YimSvxBhjjDEGjgSORAgBRwJHAkcihBBCwJHAkRhjjMdIRv7lX/7Fz/7upxt//ze2r/3tX//kJ68QH4wxxsCRZXtq27tRew9opfSyUEJFD8u4sRASZzchkgUzKxVlfd7ElE3GxwZHbqa67DQOWeFN30l8SDgy0o/yq+BvSwd5J2Pyo42rG4/fAjCBMcYYY+BI4EiE0LTDkb/7u/94+G2j5aRNOHLv3vv3//7vD+x9+/55E46ceEyAIxFCCAFHAkdijDHGvZCRP/nJKyH/zV+/TogwxhgDRxbsqe0gXF7mLI6shTBEKVlKe+eZO+Xn+y88ZmOX3k2HW7mx0BbVXqYtlMyyCaIVpL1sgmgZYfn4+BhUV5T8LwQLyvtx232xmTo0zLlKD27WOQrCVoY3fT/oxE3P62nUEKd446VnDX0oL+SfKZtrDzcmw1t7Y4wxxhgDRwJHIoSmCI6s5PDqK2DgyD/86le/O7i++c0nm3DkxGMCHIkQQgg4EjgSY4wx7tgbf/83ETJS/PdvvkGUMMYYA0cW8GTvv/BYSuLAyM7aIUytmbhOCrlx8akQatnKjXmzWn7wyvmsnb5zQTSpsIEUN3nHwNbGzfiE2Ecp0IbqIpBfaLfubmFBO4ChQiTydmU2IxaIQ7M74uGVkpXR1IGRnixzMDjSC4PeeOnZ5tbbzSObQ72DMXntynvf26fjTX5G4tCsJMYYY4wxcCRwJEIIOBI4EjgSIYQQAo4EjsQYY4wxxhjjGYQjW/fU/vUjxuTsjBEKMH1/5ERu7P0XHsvdOzgRRPMn1Py4Cc3ghPIIOsWGyvzo2pVmhUNlNs/eNxzpRx59dd5sYICPdKodCW8W/TkRODIEKXpZYe8QdY5MHJObqGUbWZuyBzfABMYYY4yBI4EjEULAkcCRwJEIIYQQcCRwJMYYY4wxxhjPOBzpZ9R8+0HfuPhUFuwYSpGYxfbFubEQoxbfeDo9HWP6kSFqzTk4xKtl7QA+DCxo4MjQPuCh3ZkjG3kXh3dscKSXd8xKVuoM0T7GZIh7LpiDGGOMMcbAkcCRCCHgSOBI4EiEEELAkcCRPBPFGGOMMcYYA0dOGRzphcluXHyqeWQI7AvtrO2FKZW8DHF1WSzjJo/oS1LorfwAIFrKwf48l4EYjgSODOXmzMNtfbs5Ty8c6YUOvYRraIdr5+CexmQoGpVBxhhjjDEGjgSORAgBRwJHAkcihBACjgSOxBhjjDHGGGPgyLHDkV7My5t5MQS9hXbWjuzqq3TdjYtPpUBaIbrrxkvPJu71PB44MpRNMz3j4PBwpLfOoSyJkUHVTDI6vXBkaG/0zVhdu5JS5vsvPDbAmAwNodCcxRhjjDEGjgSORAgBRwJHAkcihBBCwJHAkRhjjDHGGGM8C3BkiHcso+g8O037Mjs2kbI4qhVKQ1i8X/AE4UgvOZe1HfPwcKS3zvEuC/XObMCRfcyansZk6HjgSIwxxhgDRwJHIoSAI4EjgSMRQggh4EjgSIwxxhhjjDGeZTiyK5IslKzx3bN3pxZy7UqIawwlnixG6yYJR+bQpb3CkZXbmsfpusSTDglHdtjYUL9k2dn8HTgSY4wxxhg4EiGEgCOBI4EjEUIIAUcCR2KMMcYYY4wxcGS/e2oX+L3v7QudomVz7U/yjl4+MkR3hSBL4EjgyJHDkc6e2sCRGGOMMcbAkQghBBwJHAkciRBCCDgSOBJjjDHGGGOMgSM7gyM72R3YbHIdOdHPT3zqg1fOJ+aPTKfBblx8qgz8Ao6cDBy5cXXG4chrV6QrZS7I8bbleNtDjsnQ8RGaGWOMMcYYOBI4EiEEHAkcCRyJEEIIOBI4EjgSY4wxxhhjjKcbjuxqT+34zto2UraJMwa2wzZ+9+zdiTSYnDFUWmiH7nHCkaFsl2OBI69dSQc6IydtfmRK4cjNgdd1OsaexqRMhD6CjDHGGGMMHAkciRACjgSOnEM4cn19nWmI0Eh0/fp1gsCSBRw5X3DkxR/+4PTTJ+67d4/c/chrHs1i28+dO3N8+ZgMj507bs/97BuvviwjikE1crMCMNFm2xKfI0uHzNd7eXHwwH4Z85fXLhGcmfRbb74mE0pm08LCgna6TCvtdBkMxAdj4Mhu4ciu9tTOzUX37tm7Q0kfN5NQXnwqnQYLkXDStHHCkaEMml60dCRwpL/O0e3LvR9pphedUjgydFg8f+pE4EiZa2UoM8YYY4wxcCRwJEIIOBI4EjjSaPfuu7SNI58jq6uru3bdIV5bW2PFQLMtnZJ7997PbJreJQs4Ejgyz6efPmHuOcBrsOMjS4fM8HDok4MH9sub8lNeN3k78ykZYIQxMW6sAEw0Jlrn1Om2sOZnwI9w5empCZfXLu3ccXuk0+XjcLGMeeoMHNkVHBnaU/vGxaecXYAdh+CzXDJsM6edL+9jbn7BEOIZSeM3QThSopSYL3M8cGSoBBlCwQj7ejYRMZwKONIPjG5cLYYOexqTfgo5CrZijDHGGM+A/+Hay8CRCCHgSODI+YQjz507u7i4eNv27VqlXbvukH/Km5VJ5kwbRz5HpL2m4awYaB7gyP5m5VTPpmlZsoAj5wiO3FanJl4zHlKkWdv77t2T/pFp5IQiPSU3ptL8iaQ6s8k5+319fm9Yk+YDfpgtr+Nxm1TmSODIUSGqTLQ+xrZeRDQ3p1lXWXlmrAkyI0y2SE0Y6XT6VEcAz/yYn4F5OodwZIgh81J6KXsKF6Sje/+Fx+rhyBBBGNlce4JwZHqqSwlmiKQcGI4MZR+U7vMe/9739iV2x/TCkaGzhGJid6t3WPYxJkP7zrdWEmOMMcZ42l315As4EiE0E3Dk9evXFZITpRMwRqurq73CkWfOnHn00UfuuWePfPzBB/edPHlyUnDk+vr63r33y2dv275dYlVAEI4HjlxbW2t2pZE0MNStWZgUcCRCo+L/+hvqUz2bpmXJAo4EjpxNOLK1ejMMRzp8z5Abg4aYLe9Y8h4As5UVN+BI4EgmWuek0c4dt9vLpm60/dy5M6w8M9YEex45M+Ly2iXpdEUn2VybMU+dgSO7giP9CRc3rqZ8NgTtNXfWjoNuncCRoXIim2tPEI4MJezU1Juai3Hj8Vs2+cJrV0JHDgxHhjJBennHTSDPW3NftsLphSMj/RhJWfrrbq0LRfqRoc3rQ9AwxhhjjDFwFEyzEAAAIABJREFUJHAkQmhm4MgnlpcPLy0lQi23bd8uxxufOnUqpQI1cOSDD+778pf/QGr46KOPSAn33LPn9OnTw8OR169fl/hIe1dWzi8uLkoJKSzpOOFIaYudLfLUliTICgnJb2uSRypCOiRptLq6KqNRzpvFdJqNgJ1PlZU2SyICswpHDrCt9jSOmeGXLOBI4EjgyIzkkXMCR4oWFhYGSyF5YeX5goR2MFtkjsRMtPEsqnPFQc5z5kiTIfL48jHvAW+8+jIzhTFPnYEju4IjI3tq1/Bnzs7av05cd+2KHN/cgjlE0TXT2rXSYKEMeSFSbYJwZHBH5hwPD0eGCpGw2w2UXs7a5Xx64cgIeqhUrnxEGiIBkcEpLzb5XWu0N9tYOSYdLnkz7Wigek34GGOMMcYYOBI4EiE0e3CkQWdS4Mj0rGCdwJGHl5aOHj1q/imvpZBHH31keDjy1KlTa2tr5p+7d99VQNKMBI6UtmgdJLzN366snD937ux0kUamRZ2AWd2WNo0iAsCRcyXgSODI0cGRndBOUwRHxms4S3DkwsKCbgba3A/UJEIbnpxzdi/Vp/jyU143Pyg1h9ny7voaj1u3fSfBlxMdWToEHDlFG0Az0Trx5bVLJqRkChxy5elppWptgvSy6fHB/n4AT++AYZ4CR05wT+3WtHmRs3z4+ovvv/CYvCneZMUCOGOzDincWGgr58rdnPuAIyP7gI8Wjozgp5oV8oNXzoewSGUovVuuTzUcuTkLIjGJ2sGI68ekPb82E7uGK0baSIwxxhgDRwJHdqhz586a/9GqxG4MtKGKJK4zx5scaXv33m/jTR1qdXXVPFzXlHI9nejmx3v7Hl5akka1tl0Pdh668fweOLIYjlxZOZ/O1nQCR545c8Z5Rwp54IG9E9lW24FEd+++a0rhSLNY1aSHBI4Ejpw3yXyRgGiaVVkM5fI623CkNFBa2tMqARw5EfXap8CRo4MjbSxv/HBkJHnkLMGRTjPfePVlO5/QkLnQQsxWq2G2Jm7TBfGUq+NcAYAjmWiTCike7UpFj+MOBwwGjuxrT+0cYC5UgkEbW3C6MODVeUbGgn26e4Uj40kHxwlHiqVniyscgm6nGo6MI7mtdnKp1sORKY5s+Y0xxhhjDBwJHFnzULYTODI9d93i4uLu3XcZTlH3Du4cW1SORArX583yU09U2dKmnlhe1nx1iWCot54ALsCRNXCkDEJ90UpNdbWtdhOO/PKX/2CycKRMJZmJBXzJSODIvlHpzkkjuXYolBYi0uYQjpS6ySUmZSY2JRdBjaf89A7jWYUji4NmLuuOynYeb43/xOFICZHcPulH+vtLj55WA+DISfUpcCRwZEkaxRQocIbhSAcIUMVzJsFsYeBI4EhCCioHHIkZMBg4sg84MrindiObXcnO2lsbcwc3Yo7am9YukRuTzyYyYROHIzcevyWWZ9HaK9l72ETgyOI+dXZ8niU4spyP/OR25MPAkWZuYowxxhgDR04WjtTMZFnP3TVBo3en1IgKTjQVcOQTy8typEMeZLGV6TFfWTnvfb/DJ9DaTdK5ykQCR6Lh4UidUyYVq7yOTOc+4Mgnn9zEHI8f/8ak4EhZJ5UvkcnYnPXTAkdKxxUgMpqz1nxWXsh48KJdcdIovRwNuDnSS6TZKXsdtYJTcoD0ppRgiLGs0lIaIhHWMnW5lt/qNaiZY1h+pfOrNf2wTDozB42kJq3tlQ8aOspIirJncXE8TUu1NJkdBuV3VgmthmmpfCqUys4c0/ytnM4EqvlBM0nrg6bnan7WVuJdTUr8I8PGxFPCYv4Yw8txysGmH/VgmS8pcKR8UGroNDZ9fXBmU2VDClYDb8BTRlpoyZIpqb8KIZXSltb2ls33rkJX06fAkcCRvZOCp58+YW8tHdpReubhyAsrzw+/szbMFnAkZqIBR2LgSAwciYEjU+ixCMTWdJBE3LiqB2xunJ2Ji4UqkM6NBU+6cdVO1DdxOLI9RBtXNdvieDJHlrGA8UE1A3Dkr3NqpidJ3bgqpTU3Ge8bjpTBBiSBMcYYY+DIkcCR6+vr+mRUfqZnx9FdpBP3XK450cjhyMi55OO5WGEcMwrRqA4l0HkWKOBINDAcafKcKaihvEWIEewDjvzyl/8gN21kt3DkE8vL0l7d175gNRsJHGly4KXnv/SyZYp2NRm+CByZVY5EO0Kk6QIYgflSWCuHGEsvLb0hhsOT0zU/Iu/I1UoGVehX3mVcf6uXGPPB+OVGeX0jBzIzJ6qJpx4mveYkWTSFS2SacJtpTnMlMQOg+SsTB++qZWpSGTS9lzAHS7tM58oLe3y2otKJ8fcOG2/QvJO3leOMt9fb++nkovcUZQ3xrr2tq4Edh6yRFlqy4px3a3sr53snoavpU+DI2YQjnzt3xjx+XlhYOHhgf/omzhdWnj+ydEg+rpbXBcSVQzo6XKC3MnE4UuogrdAqhcgJU+2dO253SnjrzddMi+yPa7Ga21ID5TS2eYC0pQyOlDo4s3TqmC0pTf6pvrx2KatA6XS9QZcwHl8+FqqtHKblS5wlYh0WPrAlPmVt6QSOLF4BOpn+Tb/x6stSskZDapIyeOQjcrDUwcw+eS3vyPsdjrqu2stEG8PaVT9mahpYPOULZkevs1hqrgtIyoVvGDhSfqXWCEt9UmDibgM7qUVMh6U02fyRiRTirOdSoAxX819g8iL9ls+Ub3d31sfHAEfmDlpndMkcMeGVF/LP3D4avtrAkfVwZChnYRPYasHIrl2J76H89vHtm/tHJ3BjH7xy3pszsiAjY+h09ubaI4EjNUTvv/CYvSG4vLbhubHBkb/u1peeTclT6OwcPatwpA68zfMGZoTZMt6LRfYNR8qIqgwpxhhjjDFwZB/baq+urmqqmKx8kIomZOWDLDvRaOFIJbci2e86adH169cjG49G6gAciaYRjvSOKG/mtj7gyK9//diDD+47c+bMBOFIhwTKjdhI4EiTdU+JnFA2tSb2JO1VrkjpWAPoJBJFWeUYmMxJrScfVLjNrrMpRLcqVqXHwcGbWkvLaohphZ2+zs4nZ2eD01+Zd5zLsV5xmlCUxEfeif9tgxwvdVDQqonJOleTsng6pJdcauXjhlC0uT1ZNHRva6m5DW85Z5FjHMzRyE7B6DTcfEpLqwmaPZi9F1x7lLbeLaTHvzlsNC+pxtO82SQCbY7TRNjA3CkErWanNjeE6fcModlU0JB4nFtXg4KR1jkc2cl87yp0xX0KHDlrcOTltUv2bVDWPs7ycTvFo0P7ZdFdTdLR3lTamzQxDkfKO61YYbwE+7fSUsUlvY1VLOCNV18OHeCFZlrhSOcY0woHmoxklLR7Vl5X4ibSTAVoFhYWWpmtCyvPN8eGHBMan+Z5v35cTuTstG7DAQq7NONsPl5QuHSfeUcKj4TInDoxpPG4hWIVD1dkqDfVbE4nK0CH09+Jhrc+cq4QfyPn8o6H1syy6aOu8/Yy0TqcaKGFN7JIlo2ZrAETH+RlUz5rdrSuPGWj2gRBr2uREpwFpGClCjWhtcfTF4HiZWdsi5jpjtb1PNQR3gVfLhD6ByS6UkXuc+S83gFj/gQlMrb1GGmFfUyHA6Z40DYtJUT6SE6Uy3FG5mmH1QaO7ASOHN7vPHPnL77/yI2XnrUpQMW23n/hMcitXFZvDBV7+/h27VObtZUOlXfk/VYsclb98xOfkuaLlXnV1++evbvDgIQydMoZf9MX167o2SPMMcYYY4wxcORk4Ugbs/NuvxghEU0+yPRdCwtOVAZHOg+qIxsjlsGRix/L+yslJ+JIhI25pEfPm+gIOBLNKhwZ/1S3cOTJkyfLyMie4MibW3v+TiMcebORx05RttCqqC2Vn85iaNZJJxNbiChKL0dJslBGSb2aeEtI/3uACN7UWlpWQAyQ5KSs0wui91c2z+eFMru6QJs6OPRhWTxNS73QYWiX7ZtWUsDmYhICcCO7WmtphlasCVrKbtRmtBeUH4q/M2yaEKQ3LAa/a9bEnCg9m3WcC0yfTQUN8XKl6atBwUjrEI7scL7Xh66+T4EjZweObH32HOEJzDNg81zcPEGPPylP5BTtRnmTR/YNR2piHvPg2f5nUxdWno8f0OyXXDjSfnDuUBTelFQ2hJS+CW+E2bJJoDizFYc8vHSI6S8ZNg5yZD/4d1KKJpafWLhd7dDQtcnUxJDG41bAf+SWEAF/i1eAbqd/Ih6kxTpTSQa/M/W0Ms6bXnYkcWD00V4mWocTrRWVcxbY4jGTPmC6pZnLZkd8IBWPalN/OTICijUHScFqE2pCh3Bk2bIzwkVME2C3BiGEToZuVOyVqvVGyDtgUu5Ovcd0OGCKB22kfK9MfFov3CnztKtqA0dOLxyJZw+OxKMaEhDGGGOMMcZTCkfq01NNlbR7913ex8MhAkafl6eDdGUnyoIjNY+RoQHkjJo/KSVpZSIcKZUPNVkfKkeYD/OgOjExT6iQyI7bwJFoZuDI0DjsEI48c+bMAw/sPXnyZBlY2R8cmU4ajQ2O1JWwueOqLFkO8Gcwyghx5Sx0XgQnqxw7c2H64jYMHJkbEBONyP7jiVuTG1avydLVXEoK8NA4etX8iwITtNA10XzWOaPJEGmXaeKgzJxTpiJl5q8jaoIW2dc7vWkF8Y+PDRubS6/GpODI3IZEZnfKalA20jqEIzuc7/WhA44Ejvx/m09zjy8f0+SIl9cu2Q+kQ1kJ5TD7cbi9n6DNW6RvM+p94G1DBlJJ56F733BkAX4RURNraIUj7SA7xzjokjfODviSuOdjhNmyQ5rIJ8mbUjcH8pDXzco4LKzZCVTel8Ya+tMmPmXgSeFyjNjmBpqDNrFwO2IhzsA+JhGGi8TNrphujmm2gjXxbN0x02ypbKgm3YzVOA4WF6wAnU//ZqJTqZJMGW2XlGMDW/YSJxW2fyUH253iIMvNOZ44MPpoLxOtw4mmbbfHjz3+nSlQM2YSG5jY71lTvmB2xAdS8ahuBkFTaWoJuu2viaE9SApWqlATpPJamt1wr1tHWkFgR76IKSVpusOLGEq0zTCzu7uJ9HnHvNkFXvcBT2Txc+HIDgdM8aB1EoLaQTYB1CA72Gji306k3yEUVxs4EjgSEs4kBSQsDAngSIwxxhjjmYEjDc5iHvxn5YNU8ik9s1HZiVLgSKmGuJlWSgmGVnwhEY7U/Qoj1egbjty79/6arJPAkWgMcOTKynl7qjaxuWbyvM7hyDNnzjz44D6bjDx+/Btf//qxgeFIp5mazCyCTI0fjjTrob3rbjM9m9n519vRcTzIfjOrHIPEJQL6Q8KRuQGJAEm5v7KvTWUXpmHgyEjQQlPGMG2hDb7tuxdlFuUKq8XaC5fhU83xNUGL4J7NM+ai0olwZGKoWyM8cTiy+CxZq0HZSOsDjqyf7/WhA44EjnSxvCZAYz+s9UJ1BuPwUn32xxMBMu9D5Xjuw+HhSN0TU1vUfGitz61DBzR3hm2FI50mOJCKjVN4H4rbaGniBtAdMlsO4SGv7bvtJirqhCsCFki7DBwQqp5DKaUX3pr2yUQ1PS9UJG4mZZR3AEi1s3i7+KzscAXofPo7n5LYNj+o28U6fWezel74yU7J1ty0NHFg9NFeJlrnEy0S0q7GTHoDW7PEZU35stmROJByR7UTBGlRJLukd1Kkr1TxJqT0ePzWqCywY17EvN1h5yY0m8J7D2jeS9gQrXzWS+7aeGWzhsVwZIcDpn7Q2jddXu7cWXv7gCPLqg0cGYIjN/7ov+PZ56z6nWfubGJwH7xynsgARwJHYowxxhjPGBxpM0kD5IMsOFErHBl5wq0PreM0xgBwpP34vAxwPLy05AVAgSPRFMGRyiub3Wk15arZfFnmSHwx6QSOVDLywEMPyZwyvueePU8++eTAcKTizkpcSQTM62mHI80FQtYHg0jKC7N8mb16JQK2zfuJe9RmlZObFG1IODI3IB3CUnbdWjdDj3f3ysp5+ayJc99wZCuVZW4PTMZH5307EaBWW+pvrtQmCM13aoJmPtXJYenxLwDjTFGhO5bphSOzVoOykQYcCRw5+3BkaBtQ+3F4fJtFLzpp74iauNNfiDhxHurbj377hiOdTQybrIOze+Z99+6JH5AFRzb32XQ6wqmeQynZXZD1nD6Cm8RJFIMvyF21N4OaVMlukRMre8gVIEcOStvctDSxcHu8NTmDgoEdj5v5BlLW5Ho4smAF6GP6O3kKI1vWhk4UaXIkT2HKwOijvUy0gSdaV2OmPnoFU75sdqSPsdxRnRKEyCDJWqnifVoJRxYHduoWMfvj3kXDzokYiWEkjbENbTuhHhKODA2J+kGbUkLnC1d9tYEjI3DkB//3/86zz2n0L77/yHvf27fx+C2RY25cfKqJwb3/wmNEDzgSOBJjjDHG2PZ7Z784G3CkjWjs3n1XerUNN5CV8KzgRJFn0g764MjebnuCcGSNlJLplYwEjkQdcngOo2PGlSZHtMkPOVJXg8j86haOfPDBfeazxg88sHf4bbUNKS6xkjiUJYUdLRxpetwQfmYdTtlD0hkMXgQnq5xc2mxIODI3IN3CkTc/zudqg5ha/8Qrjgxjk4fPKaFXODKlQ0P0nllzzCg1tzHNPJHmj0A6CVrncGRi/AvAuNY6TC8cmbUalI004EjgyNmHI8ueVRuuJZLTyzzMDtFXiZyiA/rYv+objmwtofKAEByp+xo7ZGSTCXDSajr5xpx9txP31O6E2YpAPzbQ2cQs6h/wR0pILDzOIhjEpJkcqxKOzN2Buis4smAF6GP6O9vjFiTcim8+bmZTZHf70Hn7aC8TbeCJ1uGYqYxewZQvmx3xgFSO6spbiJHAkcWBnbpFrDVQ8QNS2mXzl6Ek3xOEI+ur0ZpPvXh9qA8+cGQZHPkP/+nf6P+c4ilD3K5d2cTaNq7euPjUu2fvblKSv/j+I14M7r3v7SN6wJHAkRhjjDHGv7lzfm6vfC0ic+TEM0fGi5JKxinMMcOREmSp/ABkJHAkGpLDq69Azbba9eoEjhxbp/QBRypDZpLm2gCQrqgiuSisflJNTjQCRyaWM344Mj0gncORpqfMDsJOsk+v5Lpv04FyqZWah7aEniAc2fzzCd1E2ySDNEPU/EGFnVdS/xm6OOYGLQuONEl26+MPHDkAHEnmSOBI4Mj2Y8zegl465/LaJd07MvFhdiunaD+TtpNHzhIcGZe02pvtyb5/dXbDtBOzpe+p3TezZZfQPGwMzJY9vJtxM6lA0xm4eNxMgdLF9VjDMHBkH9PfHJ81Vu3MrMV7GbeGoo/2MtEGnmgdjpnK6BVM+bLZEQ9I5aieDTiyOLBTt4gNAEfauLMD/s4GHJnYU8CR0wVHmv88xdPit49v9yBu16588Mp59UcbV70MnDiebBIDR2KMMcYYz5U/+OET8oVoBuDItbU1zfG2uLiYnrpMQYddu+5I3we27EQpcGS8DrohdT0cKZW3d+F0mtYHHDkkGQkciYAjgSP7gCObdJHZa7sSwckqx2BkiVefIeHI3ID0BEea647JRBjPymxCKq1rcqh9w5EmN23k+ujNQmrTkHrzoHSjqbA2X+8K9OIuiv8FSHrQTIsicTAnjXOHWfEvAONah+X0wpFZq0HZSAOOBI4EjmzBX+T+6b579zg5Dh3Vw5FO8kjz3H1O4MgIQ2PnanK2ywyl25wss2Vnu+yW2ZJBYifLrGG2Qgmi7B0zu8rf5iT4PLJ0KJ48bAxwZK/TPwuGS0cS7T7NDUUf7WWiDTzROhwzlRxSwZQvmx2JoFjZqJ4NOLI4sFO3iA0AR9qHFfDE44cjE+sAHDl1cOTmF7T/8PTGY/+Ih6PTsqd2iH2M+8bFp4gecCRwJMYYY4zx5l8cfeN/MN+GphqOHCz1Y9mJ0uHIeE0OLy11kjlSmhCCAJS06BZhlNKkVoORkcCRCDgSOLJXONIss4anSafk46BPSjmGXUsE+oeEI3MD0isc6QBhrQBfkwUcBo40+RpDHeoQkN5K6h88OLc0pqrSHfo6nsExPWh2tSNXW1OByDG58S8A41o5zumFI7NWg7KRBhwJHAkc6TnGPleKErMoZXGKStLMAxx5ZOlQZANHmyKysVE7h1PWntp9M1sRfqKYKpBW2/fx9cxWCCwzKKqTpLMSfbB3QDbly3mzem0wOLKP6R8n+crGUlfETE/LHRNt+InW1Zip55Cypnzx7Ig0oX5UzwAcWRPY6VrEgCM7qYYBiIEjZw+OFP3qv/yFfl/FI/eNl54tgSM3rpI2EgNHYowxxhhvPPaPbvzZ4V/9/O/MV6HphSNPnTp12/bt4vTUj+vr6/ocVH5m5ZjMPVEuHBlP1LR7911PLC/Xw5HaEG/DpfyUEgYgIw1UUUA6Akci4EjgyDI4MnJFWF1ddSgus0ylXxS8CE5WOebgRJZrSDgyNyADwJGGHmvtVueqISNhGDhSYuVs1x5i2ryXUW2g7oLt5IY03OHKynnlHUNJo3ODZsctdDshb5qUjZEbgNz4F4BxZvNxb/MjJxo/HJm1GpSNtAI4MpQxFDgSOHK+4MidO26/7949Ymd3xWI40t4G1GRmmiU4cmFhQSOmlg9eWHnebCCestWmzRLZ8E2HO7F2y2w102ulj2E5QD4eyXZWw2zZG2ja0TNvpo/qdDDFHt427ZoyBsYGR+ZO//ge0OOHIwuWOybaRCbaSODIrClfPDsq4cj4qJ4BOLImsNO1iAFHdpsxHThyJuFI81wQRHLsfFt41+wIGfnzE58idBg4EmOMMcZzni3SwSKnF45cXV3Net5vP/2VD6aTDWUnKoAjb9u+PZSQUgGCOGKYCEcqsuCFV+T9VqzQfr4eR0uVjJTDCnJGGjgjBF4ARyLgSODIbuFIWdx0DWyuOfKOSadnFk+Doyma5l1YnPe9CE5WOTZz1lzo9GplF+KF+eRC07qupqOBprTcgHQIS2lyxObBmkwxknTZwHn29V0qabo7KwJl6JXZHLl5j2EuuKG/nTD1MZSkc03XYr3QanHQnEY1bwbsAMb/qCM3/gVgnBmWzV3F5ewm+NMIR+auBgUjLVQNg5w6g8r+yxbnjhQ4EjhyNuHI00+fkH+KsxCuMjjS2ULaTtQ0A3Bk+m688U1adWdt+762K56mc2arbLdfGWnmRIYrPbJ0SIZHfDferAliDzZN52YXnpvTMYXg0XyfTRAti20dGI7savpPCxzZ4XLHRJvURBsJHJk+5fuGI8tGNXAkcGTkMAeoBY4EjpwWOFL1q//yFzf+7PA73/yfeIA6xlQ3j9/yi+8/8uHrLyaSkR+8ch4yEgNHYowxxnhuLd9r3v+/Fn/5xr8PfUWaLjjSTv2YDt6Z1I/p5FzZiYrhSKmYFyVUyrC12olwpB7Z5B7043HCw+RYas3pKEcqGZmLNtpIRwHmCByJgCOBIwvgSBsz0jX/1JYOLy2ZXzkrpyGBlDjX1XttbU2X03TSKKscgzGZeq6urspPU7jNYNk4uxy2snJeUbk4shbCuVpLy2pIh7CUnldOITVZ3VLKpsP2RU0+Ky2Sn9rdptOzIlCAXhlAUAMup7BLjv+RgE3+NcebiYB3u/PioJlTmxDJC6mtzhcpwZ4v6TcVKfEvA+NMJJUL1HqaI42mDo7MXQ0KRlqoGmYPbvmIdJmG1MCX5gVwJHDkbMKR3W5GmQ5H2g/IRSa72JzDkU5OzePLxxxstEPAqJ7Zsvf7LmO27DEgry+sPJ9LNiTSA4ZY0noaiis3E2c6HGkTY3afps+yAeDIPqa/zcNllWkPhkSGOHeP6Z6WOybapCZa/Zjpg0OKTPni2REJSP2ongE4siaw07WIDQNHRgbVbMCR5r8L40sTcOQMwJHOk0LxjT87jEfnFx77cO3ZD39y/qO/+Y8fXbvipIqUd+RXH/z7pwgUxhhjjDGeQ3/04/8j5fvO1MGRuakfDQSQm/qx4EQ1cKQ+qFZSwXAD+tA6pebpcKQyEza1oORoKG9lARwp5UdQy5WV806CK1tmT8aCtJHAkQg4EjiyLHOkDfd4tXfv/c0VyeauHDVz9EYQnKxybCLKkTTBXskd6NMG0QpwrpTS0hvSISxl8tg11Xr1bH5W6ikXKQN62p1eFs9W9Eou/d5imx3alD1onWufncav+RcRNUEzF2uT4rEpuQ1IuYJnxb8MjJMSmiikiZipQOL9xqjgyKzVoGCkRarhoLfevrMLBI4EjpwdODKSH6hvODKyGeg8w5H2Jto7d9xun7RbwKie2bITxRVgVXHkq1tmy+xXrpuVGxi3AKPJhSMVtTGwVHonDgBH9j39syaCvad8HAI2k0L6MTcUfbSXiTapiVY/ZnrikCJTvvgykQKKlY3qGYAjawI7dYvYAHCkncQ6dMmYajgyEWMFjpwxOBIhhBBCCCGEZljTuK32bMh+qq3UyPr6uv3IWV4n0plZcOTNTxIJe/fe30pGOhWOZ4QKgQi2Qsk4zWP1RMax9VytAQSOnCvZHN63v/2M/HNgy0mbcOTDD3/lm998cmA/9tgfNeHIicdkUnCkSnPX2auKrKuyDsv7kVXRoSo1129zhYwjOOnl6JVC6mnQtNu2b5dKerP9ydpurikK36ckQg7tNZxSWmJDOoSlNCB2wjwNSKTXmldPkwFRW6QFNvdGL4hn4hbJWn9l13TUtaZvvPlJGrVJwsV5x5qg2d1tZ4uUmsu5cv98JT3+xWCc1NNuqTmRueVIbPjY4Mis1SB3pMWroWnIzT2hmeMmr6QdUuBI4MiZgiPNbZPiLIPBkc7z6W7hyCYjMi1wpJMqMjGSE2G2DPm0sLBQMCzteHo5kg6ZLZsPsxtesKVyARzp8G2jgiP7mP72vE6PsD0e4kPd1LkgjWIf7WWiTWqi1Y+Z/jik0JQvmx3xgFSO6tmAI4sDO3WL2ABwpKE8m2vObMCRdk85mXRDqxlwJHAkQgghhBBCCI1PYMODAAAgAElEQVRZwJEzoFw4crTSp9RlaSOLQwccOT+y4ciJy8CRk7UNR05ck4Uji7W+vq4bEyeC5n2XM3HNTEMQQqhGwJFbXxFnCI60GY7QQ2KTDatbODIEArbCkZfXLjkVszM2eR+6TwscaWMTjnL31O6V2bL7ToJfyWzFNzaVIVpPD5hEbmbn32bKrv7gyIJPDQNH9jH90wmhUI9LZ4VOZ0eyOSNaQ9FHe5lok5po9WOmPw4pVP+y2REPSOWong04sjiwU7eI9Q1Hxtec1pFmj0Zv6MYAR9rgozeds3zErGDAkcCRCCGEEEIIITR+AUfOgGYDjjQ7d+dujV0ZOuDI+dGf//mfjwcE/MIXPj8GOPJ/u/PO3/qt3xpJTKSDavp3UnAkQggh1BRw5NZXxBmCI9968zXzDFheONyhzQrs3HF7Ip+Xnu/QgRpDH3H24LZpG/lVkyacajjSZgtq9tTuj9mSMWPHPDcdXWtCOxmEdvkFubVau8+LglWG9MLK86EJYnZLTx8bEYKkAPAKHdPH9Heg5xBDI2U6TbNXAy8IaO9W7I1kayj6aC8TbeCJ1uGYqeSQCqZ88eyIBKRyVPcHRzrn6hWOLA7s1C1ivcKR9pojY6k5Wsxvva0zw74MjkwfMB0msNSamFkjL5r3pcCRwJEIIYQQQgghNHIBR86AZgOO1N0Yh0wbeRM4cs70zDPPkDlyzJkjpYNq+hc4EiGE0HgEHLn1FXGG4EgHZ1lYWDi+fMwcdnntkhIVkcfhNXDkG6++bKfnCX3ETshk6nnfvXtMxZqaXjiy2djiVFjFzJYNZTpciEOjhirWOiylWDtimmRLfkqBzpCIJK9Kpwcc2MW7Q3FNSJVPEkltHTjJzkGVDorZlIkpUFqh3Ibd8A43GO1k+jcni/zTUC8SKAmCKdMePzbj5QArCg3b891LgKWEoo/2MtEGm2gRLrBgzNRwSMVTvmx2xANSM6orF5D0lapXOLI4sFO3iHUFR0pNCtYcGxyUA8x64jQtkjW2kwFTf9/rvfl0/iLFtAg4EjgSIYQQQgghhEYu4MgZkBJ+RkNmXuxQq6urw1R+fX3d+c8chtCcaFSZI4EjyRyJEEJohgUcufUVcbbgyFAGxyaPmIjoZVF9zUxjrY/kQ3Wz33F2tJwiONLb2II9tTthtmxQoEmjRuixlGEZYVvlXCYIXeV7szNFpXNvBbvlKncipxPbX0uy0n86CUSdouyY1K8A3U7/9DKbHXF57VIcWIkzpokDo/P2MtEGm2hN14yZGg6pZsoXzI7WgBSP6soFJH2l6huOLF52pmsR6wqOtPsofc1x6GdvaQZ/9I7/TgZMJ/e9kZ46eGC/zbkCRwJHIoQQQgghhNDIBRyJEJoT/bsXXwSOHDMcKR1U07/AkQghhMYj4Mitr4gzB0cq6hF5on9k6VA6n5cFRzqZlhJ3mHUermvdItsgThcc6WwjXrandg2zJd0dxzta0bGUIec00xkAdsa7TugBuwdD26TWZI50dhRtjlIH2G1164DvcAXocPpHuGcHJvP2wuW1SxGYTyoZyb6ZPjC6bS8TbbCJFoKcysZMZebImimfOztSAlI2qusXkMSVagA4snjZmaJFrHM4Mqt6TbqxuVi11rB+wHR136s5dA3PLb128MB+czzbagNHIoQQQgghhNC0CDgSITQnsuHIb3/7GfnnwJaTNuHIhx/+yje/+eTAfuyxP2rCkROPCXAkQgihmRFw5NZXxD7hyAla90Y8eGC/PirWHGb2bpITt1TPpDiSn0eWDk3j8+MU1iclxVTfg+HCyvPHl49JwJ19Qs1mmp20VDpRO1Q3qLW3LpUTqTs5nUkDJqfrewYZMkZHaRkipvSVXZS9W+5UTH/5rKInZghJsSkB0Zr0N/DGs9wx0Tq8OvQ9Zrqd8sWzY2yjeuCVauDAjnkRK7CpjPSRM27ln4nVk84164lpV/oYG9uAmUlOETgSIYQQQgghhOZKwJEIoTmRDUdWcnj1FTBw5B9+9avfHVzf/OaTTThy4jEBjkQIITQzAo7c+oo4o3AkHokPHthvZ2OaLEsxG7Y3A83aHhpjzETDeDYM8EesgCMRQgghhBBCaPYEHIkQmhMBRwJHIoQQQsMIOHLrKyJwJO4z/1nWvuQ4xWbfTGBTjJloGAP8EY3EWF1eu0Q0gCNRXOvr6zJZdu26g1AghBBCCCE0EQFHIoTmRMCRwJEIIYTQMAKO3PqKCByJ+0m6ZueM1O0mAYzqt3w1+/wCm2LMRMMY4A84snXrcBMrogEciVo1JBy5tra2uLi47ZOSU8v7/Z30ieXl27Zvn/NePry0ZAIuPc6wH2BOqSTy3mNOnTq1e/ddM9PklZXzMssYWgghhFCxgCMRQnMi4EjgSIQQQmgYAUdufUUEjsTd+cLK8wcP7LfvX03qNfIVVcINp58+sXPH7Sak9927h7BgzETDGDhyzkMh91eRPz4xqDerGXAkStFgcOTa2pqcaO/e+69fvz5w60KA2rxpdXUVOHJIyWiPwJGzlK5VJvVt27dLe+l0hBBCqEzAkQihORFwJHAkQgghNIyAI7e+IgJH4u58+ukT2xpaWFi4sPI8welka3KVfEMgDSfGTDSMgSOBI/U/DY8sHZJ7rTdefdnO4X18+ZgJlKxyDJtpgSN37bpj9+67VldX0ws5d+5sAfRWcCLUlfbuvX94dkrOCA5oBBw5/PCbEzhSWySji9UVIYQQKhNwJEJoTgQcCRyJEEIIDSPgyK2viMCRuJ/dG1VHlg7Zj+pxQUYohzRlk1+MmWgYA0cCRyoBuS1Bd37us4yZKYIj19fXFWKTn+nk1qlTp27bvl0sLxI/UnYi1Il27bojvac6keaqJG2kEXDkwJorOJLkkQghhFCNgCMRQnMi4EjgSIQQQmgYAUdufUUEjsSdemFh4b579xxZOnT66RNgkV0hIPKV4OCB/RJS8thhzETDGANHGrB7547bW8lI1rRp3FZ7dXV19+67cmk2OVg+kpUPsuxEqFLDw5E6NkhlZ4984MghNVdwJDMOIYQQqhFwJEJoTgQcCRyJEEIIDSPgyK2viMCRGGOMMcYYTy0iefrpE/fdu8cGJRcWFg4e2M9u2tMLR6pMPshz584mFmjng7x+/XripwpOlChF0FQ3P94BXFlM1eGlpSadtmvXHfpb5aXW1tYUMzJvPrG83G0l7fJNVTtsUfODXkX4MDmLdmtZEGQkRMofeR+ZhssolYbYJ5J6tjKm0rrFxcXmRyJwpERAzmIHQV5Hpobuoex0ol1V+biEyP3/HUumcDv43hhqsc6IlX96J7sz5Jpsov3brrpMyjHDwx4/TTjSjltI9S2qHKtSeSfaKaPOVBXoHCGEECoQcCRCaE4EHAkciRBCCA0j4Mitr4jAkRhjjDHGGGM8Mjjy5scslKJdXr4qpHPnzioSlJ6esOxEiVIKSmplb/ytHKfU0wuoHV5akl8pYCQVM1VSOEzK6bySdlX7aJGtrMyRUmazUzQ+iUGQerbSbyPvI62/xMHeBV6h3kgkNSWhfYC+I+WsrJz3wpF6Fqm/TUPKmymzyWRA1DAaLlDrGRoVGnYJmna0nkX3ZXa6TCFXhSMNDanJX0N9pOVEaq4HdJLgUCog1bBHgrzQVUXp3k4yR5a1qGys6vEODWmGUOs0V+Kc/3tFCCGEcgUciRCaEwFHAkcihBBCwwg4cusrInAkxhhjjDHGGI8PjlStra1pPrnFxcWsfJCaGi09H2TZiRJr4iWQQsiUEkuhZJYKn/WxJ3IWHJnVIlvpcOTix/L+amXlfGIQFFCT46e3j0KZAiMJIBVi8w5jaZHULWtbbY1P/HjDYjphVPAxhIoqdikfbCZWTMzmKOU3P26XI/UJTWfNVVnfQVoH76jWPlJaNBK3rEma26KCsSr/jNRZoeH4Iqnzjp21EUIIoVwBRyKE5kTAkcCRCCGE0DACjtz6iggciTHGGGOMMcZjhSNVg+WDLDhRXAqWeeE85Zya7+tWthHKUPPndd4jWXBkVotsJcKRymxFACyJwN6997eWo8BrfACMvI90DHt/5c0juL6+HuHSNLlgFhypWRvjnLHBkbOQULNpeE18dDPrSGND5WfB0xHFh6JGpis4sqBFBWNV8ceyOphO6XAVRQghhOZHwJFzLvkCG/8Sobf6Rp38LYoUIrd/pszEP1KaFundeFP1d6r6d1CJfaH/z9DhH2HOgIAj+4YjVz/WpDoFOBIhhNB4BBy59RUROBJjjDHGGGOMxw1HqhRbzEr2prsqt+YOrD9R/GFMpG7N9xVmikBmui1y509WsuDIrBY5sU15EKX7O7c+i2rFXrX3p7qPIo/uvMHU3bEjBSq4lksxxnstvn12pNj6h6/xcRtKtaiPJ+t7R8nRyPJiNgQPVS+3Grktyh2rWuFW9jGOQWunzNiTdYQQQmgAAUfOs/SrR/yOWuHIDrcRcG7bdDsF8cxgfAX327mK/3Gaucdu/fuieVOHHF7k7+USK9AJHPnAA3tNOeonn3xyeDhSBpv+n8Di4mLW/4PdBI5ECCE0owKO3PqKCByJMcYYY4wxxmSOLD1RytOmyNOv5vuHl5bi/7OvT19y/5u7pqqVLbKVCEe2dkFKOsObfcKRg/VRLhzZypWmPHbN7Y6yh44pPVg5bkOPIffuvb+TOa5kYTyY8Y2/c+OW26LcsarYcfzhrrY6sq7qGOsjwS1CCCE02wKOnGfJPVtravxu4Ui5nfN+Z2n9QjFFGgkceTP8N05zq644PP1uMgY48p579mhWfvXRo0eHzxwpk1q/fpaNNOBIhBBCMyngyK2viMCRGGOMMcYYYzxWOFJzV2zbtm1xcTH9v3fNJr/p6FXZiRJr4v1VJXjXyY7AiVWtbJHzzK8VSktsYArDOlk4spM+yoUjWyOs9Jv3kap80N5TT6XzYuJwpFRYwq57gjerl/UYUiLQ1YPJlDEvIe0QjsxtUe5Y1YeLKYo8AAaORAghhMoEHDm30tunVsCuWzhSb/6b78sNYTxN+BRpPHCkHkbySKNOODyJqv5160gyR052W22Jhszcmm9hwJEIIYRmUsCRW18RgSMxxhhjjDHGeHxw5GCpH8tOlP4whsyRtsgcmf2/IYNkjpR46g56za2QNT6ThSMNbOc8dJRWtMKRzVSLMt+7eio5fObI3BbljlVNINT6cDdlTrGtNkIIIZQr4Mi51d6996fwiJ1vq+1V5I+ppk7jgSPTe3lO1AmHp/+HMwY48vjxbxx46KHJwpH6jX7inaICjkQIITQeAUdufUUEjsQYY4wxxhjjkcGRmhpNnJVYTpPeyc+sHJO5J8p9GFMA3sWfRSmP1fmGXKOCI1sJP31i1wqzKikbP2zkfZQLRz6xvBx/IiIHNCsvsybyqcnCkdrXIdI0ZdzaqRa7faKskG6EgtUDuoUjs1pUMFa923ZnSccYeXEQQgihXAFH2l/u5DZG/wxGtbi46L2r1zt2ld5bymf1j9/0U8UHp1dD71dVTi5GvRmLJ97W27mUPywZBo4cACgcTKOCI/WbS+d/5TilqufwZHLpLB4JHCn10RdPPvnk8HCkfq3Tr2Dymm21EUIIISPgyK2viMCRGGOMMcYYYzwaOHJ1dVUfPmVtBqTPnOSD6QnPyk5U8DCmDLyL1Ep+FfmtpgC0H/jVV7WyRbYS4UgpKr7xsUTAuwecI33SGX/+NPI+yoUj4w/nNOmg80i1NQ3nZOHIJ5aXI4WnjFttoDYh3jXeZ+fSWcVDUavXORyZ3qKCsaq1qkF7dd51nogXIYQQmnkBR9q3OnKL4qTKlvvYCBcoNzBy/6bfI8wHvZnREw/OqobeZnur10o0pjNzA8CRmodvZm7k9M5Wv1CYe/tu/zAyHY7U2JJeXVXJ4Uknmm8xY4AjpTIPPLD3nnv2aDny+utfPzYkHKlfwaQa+n2/7H+6gCMRQgjNpIAjt74iAkdijDHGGGOM8QjgSDv1Y/rzHpP6MT1LWdmJih/GFIB3kWSW+gAvUm3N2abK2rRrVHCk/ud+iDlrDYJTpfjzp5H3US4ceTMKt+lWbs1HqqEZZDjOCcKRdpZEbweljFvtMn1ymfKsV5+FG0WaL0eGOkJzCMl5Q8+lUnblrmxR2ViVcRIhPlvztuoZ+b9XhBBCKFfAka1fECI39nJLprvKpvyNR9bBidUI/cmK3CjG/6xLvx2k3KP2DUdKHeQuLv0PDscv86dKJmhyA5z+nTTxvxcS4Uj9BpTyN37zoBoOT2JuT94xwJFPPvnkmTNn5IX8PHr0qFKSx49/YzA4UiIgVsZa41OQyx84EiGE0EwKOHLrKyJwJMYYY4wxxhiPAI7MTf14sy0rW+SBRO6JKh/GeH8VAe927bpDn0vZu7Zdv37d/Kr10doMwJE3t/Z6tqEu3fauNQhGirjFn5SMvI8K4MibW0Ch/VvlFyWeXiBPg+CUpoVoCooJwpFKH0rN7ajKaxke+n7KuNVnlnJw4sPIdDhSC5eaSMmmhvJC4yYNlPcja5RUST5rL0dyLiUa41VNbFHxWFWOVo6xiQF9tB8HjhWd7DUjL0IIITSrAo6MK56xW+/HEovKOjixGl5yUTNKxr976n1jCvLYKxwplZSqzsOmz92GMQuOVIKNte5mHYen32rt75UThyMdHT16VEr78pf/YDA40gmCpimVQA3WKY6AIxFCCI1HwJFbXxGBIzHGGGOMMcZ4NNtqz4yUNrPlPD4xch6tKbF0c4tesim6lB240rdsNjuLRWSXUNyi5gcdRcgzZcvMkbonWu7Dy9DDqpH3USRK9klDrZM39Tmr2T9OS1B2rXl2eW1qpaE2GVa8cXBC5FWoO3IHgxNnkTRNj7Q7Mf5IMjISQmMvZVttI3u3Pjs/jRnAoSd28kGz95meTj6bUs+UFtWMVWcI6QBo/VRunBFCCCFkBBwZuQ+Ru5f4n4XoTtmJ5ScenFuNZvLI1rSR5nYxpdr9wZH6HaHb/abHrNB+6wUCjixTMYcX+e+FrNj2CkeKdHPtScGR5j98humUpoAjEUIIjUfAkVtfEecGjrz4wx+cfvrEfffukbsrec2jXzyYZcgdPLBfht9z587MQ3tHPtdYCiJ+49WXjywdMl9BzdC9vHaJ4ODBLEvl8eVjMkl37rid1RszSjFw5HzKwEyow4dV3eaxo4+mUUp/zluLBh6rmhuJvQIRQgihMgFHmpscZyvkm1sbxQ4JRxZUowkvppxI4cgJZo7Uls4PGXkzvAd68fdN4MhcdcjhjTBzpMKRR48eHQyO1B0JKgcbcCRCCKGZFHDk1lfEuYEjTz99wtzTQEThdL/15msHD+yXYSM/5XVBCWbgHV8+Ng8Rq59r9TFnKShjfSIJbIgVHsxHlg6ZgTfBpTuyeve6RnEBnZ9RioEjbwJHRp/T8Lyk85B2+xCRPppGZT0vn5kWDTxWNY8LaSMRQgihMgFH3txCzbybO7duq90hHFlcDZu6k1Ok3Ik9sbws51pbW0sMTrdw5BySkTc/BlInAkc2NyWYW80YHHnmzBn7n1//+rEHHtjrvNkrHKnLiD0OdS+ISXUKcCRCCKHxCDhy6ytid3DkfffuCVE1CwsL8tvJph+7+MMfzCflY/cLD7wLrGCHSl7X4DUyBeYkc2TlXKuPOUtBTVhEsm5oRjSTQpIQ4YkA1hNcuiOrd69rFBfQ+RmlGDjyJnBkWIB3PT1h7TB5JH00dUp8Mj17LRpyrJI2EiGEEKoUcOTNj//WQu4oQjc2g8GRxdWw+cXEKumfl3hBzEjhXd1SziEZqXetEvYOv2ymwJFra2tyZFfbeU+7ZgmOPHnypHxWVobTp08rGfngg/vkzcSPdwJHyqiWIOzefZe8kH/KeiKDXF9PpFOAIxFCCI1HwJFbXxEHgSNtHTyw/41XXwaOBI6cFjsDGDhygLlWH3OWgmKGaeeO2+0lWjfaZk9hPHXYWSfLSGj17nWN4gIKHImBI9FNwLt+9MTycujpJn00D9q79/6uHn9OV4uGHKv6BK7zfR4RQgih+RFwpN5RbNu2rcn0KMY3GBxZXA29AZNvH6urq4lwktJ1Kcxct3CktjGXjJSzS/QUR2utie4Y3u0fqmV9a/P2lH43DHVNVgNv5sCR6RTsPKgTDk+6cvfuu7QQ6eus2HabOVIG2wMP7JUS5GfibtrdwpE6FCUIupu2vChYKIAjEUIIzaSAI7e+Ig4OR2oSsuF3VwSO5Pn9xDNHzsnAI3PkVDNMcJB44r6w8vzYMkc6awWZI8kc2ckoxcCRN4EjA4/omt8f5y2NB32EOpE+t25qevMa5raIsYoQQghNnYAjb1r5zwzZI+8sLi7qm4PBkcXVuPkxonTb9u1yWPof50iBKX/K1SEcKc2Rorw11F+F2EEl/FTxBmo5okn9/YycVHpBuszUU+mxOMuY3kC7U1LgyMRenhN1yOHVV6AejqxRV3DkqDoFOBIhhNB4BBy59RWxHziySSMdXz7m5I/sEHU6/fQJKfDI0iGIqAI4MjGAc+u33nxN8Q75WQb1AkcOH3OWgixfXrtkYjKRzL4YhyZp8TWrk2UktFb0ukZxAZ2BUYqBI9MFHIkQQgghhBBCRsCRquvXrx9eWjL/82AoQ/OmjaxF0pQ0sxVmHZxVDUeLi4tZe9rqn8G0AnYdwpFaVEShs6QnVjR/2zPZDO5ydpNcUCRdE692T5kj9bAZS2ZfI+BI4EiEEEJoGAFHbn1FHASONPzNwsKCOUb+2S38Jy9g1Ar6JT2AuFu8hiZTPSgfjHMH5JDXLNYKzLIJHNn3l1LgSIQQQgghhBAyAo6cGR1eWsrdSFp3wo0f0+222n1rcXFREcN0SHQalQhHnjp1KouXnXkBRwJHIoQQQsMIOHLrK+KAcKT49NMnzDHyGjgSOBJSkCZTPSgfjIEjMcsmBo4EjkQIIYQQQgjNuYAjZ0NlCGNK8sgpgiOvX79+2/btUtv0vc6nurvjHafRIG2kLeBI4EiEEEJoGAFHbn1FHBaOtDdv7WpnbeBI4EhIQZpMj0D5YOBI1grMsomBIxFCCCGEEEJoegUcORsqSBupWlxcfGJ5OXKAsxd2a7bCCWpl5bzuRT6rvSzBT++Lc+fOznwGzVwBRwJHIoQQQsMIOHLrK+KwcKSNGnSFNdTAkc+dO2M+vrCwcPDAfnkn8bxvvPry6adPyMd1r3D5Ka/lHXk/sYS33nxNK2BKkApcWHl+BuBIaZe0xW5XemD143oTLJ89vnysj+D3YW31zh2321WSXk7Ha6T3jywdkg+q5XUKkXN57ZKcWs4llhLkjJXAR31p3c61SFUlRBpwkbyQf6aMgWGq18cEKRshrTOrgPKpn4Ot0zw0uXSxciIm55VCzJdneZEY0poBX7mGS53lYD21lCMTue8BMJEITwUcWb96TzDCNaOiZgx3e+np6spe06Ks1aAejqxZfNLXz5QjO7nuA0cWCzgSIYQQQgghhIyAI2dAmiNwzNjiMDp16tS2bdvW1tYYEsgr4EjgSIQQQmgYAUdufUWcNBz5xqsvJ+aSlN8aYsDZodurZmk25XB57ZJ9m2XryNKh1kfvpjJeeXcMN0/r9eG01MFAErkV6KRfCgIYwiPkFNoW7VD7jLYk4N4n7iYyGjdpvv0peb8y+KajpZJxLMMU4oAUUkNFT5zK2EEIDSflM1rxmsh4kPOGSAWpp/dT8pEslEfKl7h5A2v6pRiOLJtrrTGXeRQZA/LxCD7V1VIwzAQpHiEpMytUGaPmrKlcAFuneXOpbO2g0GoW6sGyAd/hGi4z19soKTDEw5UtEYkN6TbCiuhJbSOrkB4jdfAe48XOCq5ZrctIzeodKXyAMVw2Kroaw1mXnpReKFtVOmlR8eWvDI6sXHzS18/WI9NrUnyjDhyZKOBIhBBCCCGEEDICjpxSOQkdjaZi/2uEJiLgSOBIhBBCaBgBR259RRwWjrTzMJkH1faj2RDhYX9QH9m2chLNZ8z2r3I/a4MUNjChz4BNjqLIY3hz0p07bo9wXaoOM3IVw5GJSJzNB0irnTik4F+mJvJb50G+E8my4NstjeRmM4c1AQ67Vq1DQpNdeVGYECpkSD67UTbhEY9bJd56YeX5bW3KHZD1cy0e8+Y4CVFN3iB0shQU5MArmyD1IyQys1rhSIcurV8AW6e5vVSmdFAIOwtNuuIB38ka3gqBaYicapcNgNa1rqcIp+Dg8WPK4MjmbI0vI5Wrd6TwviNcPCo6GcO5l57cXkhfVepbVHP5K4Aj6xef9PUzfmRuTcpu1IEjEwUciRBCCCGEEEJGwJEIoTkRcCRwJEIIITSMgCO3viIOC0faj2PNo1P7AX/oIbR9jD6XvfjDH+gOgAYFUKzBuFlUE586vnxMypECL69dsp/3h1IMypE2eaDbbtqts5/lO8+G7efodm4e3S9SN4I0H4/nOOykXwoC2MoHGJrKbMuou2TG+RVvCXJ2eV/KMThjcfDtpEeR3SfNbXfzGLsJzSFhzuskW9I+tevsZVykgTYRYu8fag97p1Z20HTPUHlHd8Y0PZ64kagdH6mAnEgKEdugSe6ArJ9rkZjby4h83DRT82A5PI0X0aivXhkcWTZBykZI4sySTzk0mL0IOOtAtwugd5p7j1TCzCyVXjZLo9oMS5OOLR7wnazhdqjl4CNLh3QdlrOH1oriAZA+JruNcE9wZME1K7KM1K/ekcL7jnAnF46yMVxw6WntheJVpb5FNZe/Ajiyw8Unff30Hplbk7IbdeDIRAFHIoQQQgghhJARcCRCaE5kc3i/+7v/+J579gxsOWkTjty79/79v//7A3vfvn/ehCMnHhPgSIQQQjMj4Mitr4jDwpH2MfbT3HiaNztpTfMAU6Z3/9wQESUH2zBB8xF+87fOTr7ex8N2AiQnAaHzxPrI0qF4LsCuHi239kt6AEM5n9KCpQcAACAASURBVGwowQvk2Y/Mm3kZnciEEg7VBL91Z227Fc3skhG2w87M5KV87FxK3gPi8Q8NCXNe76fkROmklM4vQ5MUJN3sY65FYm6jUc3PSpTsb1CtcGRZ9YacIGUjJH1mpVM+HS6AiZUJLZX2vPPuRWsO8E75sgFfv4bbv5U6NA/Q/Zed5hQPgElFuCc4suCaFcfyKlfvdDiyjzFcNirqx3DBpSfeCzWrSictKr78lW2r3cnik75+Ro7MrUnNjTpwZFz2Y78PfvjEP/ynf4MxxhhjjDHGc2v5WgQciRCaNzhy4jJw5GQd32FpYAFHIoQQAo4EjiyH8GwUwHmsbv+q+ejaBhSaz84L4Ejv5owOxtQkIexqRM4Vyq9jFx56XG3n8olgJaOCI+3ARlIV2tVwmpYSmcrgt1IOhs9oTdrUuk18FgZkl+yF8EKD33xJ6HXzyuIBWTnXIjHPHS1e2qa+eoNNkOIRkhirdMpngAUw/Uj7LN4ZbacX7WrAV67hTqq2SJw7WSImGOHxwJGRcrpdvQeOcPGoqL8PKbj0JPZCwarS651V66fK4Mj+Fp/cI3NrUnOjDhyZDkdijDHGGGOMMQaORAgBRwJHAkcihBBCwJHTB0deXrv03Lkzzj2NgwLEn+aa5+LNpEFlcGQZsWEDdvENi01+HQe5qEdGRg5HRupsww3NLm4toTL49mN7b0pFk4zQCxOEGAi7UWV9amiDSKYl00F2iyKbgHfrSjiyczoqMadjvPCBZ2LNBCkeIVmtSKF8hlkAE49srXAxt9TfyLEDmD6oKgfARCI8FXBk/eodr2SvEa4ZFZWtLrj0RBpSv6r0up4PCUd2svh0dfHyllBzow4cCRyJMcYYY4wxxsCRCCFk68c//vHw20aH/PDDX/nDr3514j54cPELX/j8SGIiHQQciRBCCDgSOLIdwovLm1TG0GnNlFpmqz4v+TEYHGmq0fogPLTv5DzDkfZj9SZU0VpCffBNCc3ckHbdvLxdiIGwEymVxScOZUrFdJvdZotMcxYWFroaKlMBRyaOhP4Qt5QlrsMJUjxCOocjh1kAZxiONN0USRuZy223DgDgyFa+sHglmSAcWTMquroRSr/0RBpSv6oARw4GR9bcqANHAkdijDHGGGOMMXAkQgih+RFwJEIIIeDIeYcj5Rjv9pGRhHB2zj/vg97B4Mh0AMVuC3Bk87ACuKE++HaeMIeANHtqhwoPMRAmdHHaKdI6e5tdKc0kxwpNH++Oq4ojxNNuFVimnn2WkcCRicN16uDI0AQpHiGdw5HDLIAThCNTBnwnIycLHqocAMCRoXLqV+8JwpE1o6KydwouPZGG1K8qPd1ZpawGHcKRXS0+9beR8ZoU36gDRwJHYowxxhhjjDFwJEIIIeBIhBBCCDhyluHInTtul1+dfvpECItUv/Hqy94N+wzT1kz4NzAcmQ6ghB6ZA0cWI1z1wbcf3jvZtkwyJG9O00iZBkkpA/XsYlPkQDyG6bTnmjQtstl0YpYvKdkwK2ODIytjPl1wZOUI6RaOHGYBHB6OzBrwxSMndIFLj2TZAACODJVTv5JMCo6sHBX1vZN76UkZKjVd2eGdVdZqUA9Hdr74FN9GJtak+EYdOBIhhBBCCCGE0PACjkQIITQpAUcihBAaj4Ajt74i9gNHlpVgduWzn+WbN5t7MQNHAkeW7eBpDzBz/MLCwltvvlbWof3BkcoWi73jX0owZKctOTjUlkjcjiwdimQgGwkcWRnziczEXuHI+AgBjowcUDDgi0eOXZ9u4cj4AACOrMTyphSOjIyKTla/rEvP+OHIstWgGI7sb/HJPbKgJmU36sCRCCGEEEIIIYSGF3AkQgihSQk4EiGE0HgEHLn1FXFMcGRz42M7218oKRFw5NTBkQW4RicIhXdn7SNLh1r3uh0Ajjz99An5pzgXahRfXrvU5BvSc8jJGZ20r1KUFCjhKt4rEziykwlSP0KAI5sH1Az4CcKRNUsEcOSswpEFo6LD1S/x0jNmOLJmNSiAI/tefNKPLK5J2Y06cCRCCCGEEEIIoeEFHIkQQmhSAo5ECCE0HgFHbn1FHBMcae90qfiIeQobIb0GgyPTG3hh5XlvleYZjozvKttaQn3wvQPMfkc+mItlmNRZZXhN2U67cbzYzuaVWKYdW3ntxGFscKTZ9zNOf04dHOkdDPUjpEM4cpgFcAB0r2bAF48cmx9K78rOlwjgyK5W7wnCkZWjoo/VL37pSZyMxVf2mhbVrAYFcGTfi0/6kTU1KbhRB45ECCGEEEIIITS8gCMRQghNSsCRCCGExiPgyK2viCODI00av507bre36osQAIPBkaZurdlxpLZ6mNQfONIhG+JZOUMl1AffKUef4pta6XjLJWwSx3xKw7vajPKtN18zkEoKqXB57VKcsxkbHFkf83HCkaEJUjlCOoQjh1kA+wbLKgd8zchJT5LX6xIBHNnVSjIpOLJyVPS0+kUuPZGGdHJlL25R5WqQC0cOsPgkHllZk4IbdeBIhBBCCCGEEELDCzgSIYTQpAQciRBCaDwCjtz6ijgyONJ+ZGs/eI5sGTkYHGmezbc+AzbJ7ZzD5hmONE/TFxYWCkqoD34TQXvj1ZdNreKISYiBkE+Z92XoFsTH1DZOZxZvT996sB1YL5syNjjSrnAo2aezjEwFHBmaIJUjpEM4cpgFsG+wrHLAd5WjLn0T5D6WCODITlbvCcKRNaOiv9UvdOmJNKSTK3txiypXg1w4coDFp+CGqqAmBTfqwJEIIYQQQgghhIYXcCRCCKFJCTgSIYTQeAQcufUVcWRwpL3Zpdm5z5sCcHg40t4XVSoZegxsPyp2njrPLRxpbwN6ZOlQQQn1wW/uCPncuTPmdQSOiTAQNmoZwittjKAJ89k0SWRfb41AYndkERs2JBEPu1R1DHCkHU9vakz5oOnWaYEjIxOkcoR0CEcOswAOCUcWDPiakZPOgfW9RAwGR4YqbDfKG4oB4Mj61XuCcGTNqOhv9QtVONKQTq7sncCRBatBDRzZ0+JTAEeWXfdzb9SBIxFCCCGEEEIIDS/gSITQyPWv//Vz/2oc+ta3Tnx3HPqX//Lr/2o0qulc4EiEEELjEXDk1lfE8cGR9lPbFCorwkl0zibaW0B6IT97Z8lmfeorIOUfXz4mJcvPRBSmBo6Mb3OZXmeT82lhYaE4PWFl8L3lJG4/HWEgDBkgL5qE5YWV521Qr4kBSZ3jJZhJIU2zQyclh3rHZERLoV0jGaSkMqbjcnfM7DV1nD2k5bUJmrxodu744cj4BCkeIZ3DkcMsgBPMHJky4GtGjo3ARpg2Oa8dusoBMBE40oTRO0jslI2dw5FOBOLlVK7eE4Qja0ZF5epXcOmJt7T+yt5H5siU1aDDzJFdLT71mSMTr/u5N+rAkQghhBBCCCGEhhdwJEJo5Lrnnj3bxqF/+k/v/uIX/8kY/L/8z5/aNhrVdC5wJEIIofEIOHLrK+L44EiHIPHuwty6OabZMdl+NtwJm2jTEjaYpcmczCN8bzLC+gocPLDfPnsn/ZIewNY6S/Md4kc+nvKgPSUylcH3JgNL2VM7fVdQqZ7hA7ygnvdETglyjAmCFKJ0iwOOaChE8o7TUjtvYgqsYKdPk5AqcSs/5bx2tEPYykTgSBmcTt2atKsJ2qjgyLIJUjBCeoIjB1gA+wbLKgd85chxiCL5pyGTpA52AO2RUDMAJgJH2kufVM8E2RkhkYRz8bOnX7Pi5VSu3hOEI2tGRc0YLrv0xBtSf2UvblHlapALRw6w+CQeWX/dz71RB45ECCGEEEIIITS8gCMRQiMXcCRwJEIIITSAgCO3viKOD450imqlPez9JfVBrw0b2QRhJ0TU5bVLcTCrpy1Znd+mx7m1X9ID2Fpn+1Nih4OJdGXiU/+a4Ht3hExEDeIMhB2upqTCrZvANkEcbzmGl3IQK2mOBtyuSWs6zFA0nH40dcvadb1XODI+Eg4e2G/TNqOCI4snSO4I6QmOHGABHAAsqxnw3aYfjsgZDMUDYCIRdsApb5wN4OhdqeJnT79mtbaiZvWeLBxZPCq62ho+/dLT2pDKK3tNi2pWg1w4coDFJ/3I+ut+1o06cCRCCCGEEEIIoeEFHIkQGrmAI4EjEUIIoQEEHLn1FXGUcKT9AD6092gK3yBVsncM7IqIurx2KfJc2U5A1TlYY583kX5L6ZfEAKazX+kxyX3qXxz8UOKxlIxHrYmv7CA7AZTf2lmaImM+QoccWTpkd4Turh5njxJ3XXda19zuNqXyw8ORJs2VibyMioMH9puixrmtds24zRoh/cGRfS+AA4BlNQO+k5HT3JHWAc68V72yATCRCDf5xSarF/94MdToXLNSlpHi1XvicGTZqKjMHFlw6UlpSM2VvaZFNatBARzZ9+KTfmT9dT/3Rh04EiGEEEIIIYTQwAKORAiNXAaO/Mxn/tfvTkJy3iYcOZGa/OFXv9qEIydSk3/xLx4EjkQIITRjAo7c+orYHRzZoU3Smp07bk85Xh/Ymyfr8sLeYrInP3fuzMED+53tIM0Woj358tolhULkZ2Tn6FxXBtDeeFRiYpcj/+wjJhMJfnqV5Ke8TsE0nV7QQhTWkS7WRoWYJ3O8HXCZOwWYgm4jq+Xolqn2br9SB/UEw1vMI/a9Dgw5QXJHyOwtgB0upJMd8HI6RXtNAKU3WyfvqAZACgdmgmyGR1dV7faiX796T9DDj4oOLz0jua0acjUYz9W2sia5N+rAkQghhBBCCCGEBhZwJEJo5AKOBI5ECCGEBhBw5NZXxPHBkfaOnOmbhGJANIxHDkcyQTDGGE+7Z/5GHTgSIYQQQgghhGZAwJEIoZELOBI4EiGEEBpAwJFbXxHHB0eaPS4XFhamKFMdIBrsFx7hmOwwwSoTBGOMMZ75G3XgSIQQQgghhBCaAQFHIoRGLuBI4EiEEEJoAAFHbn1FHBMc+dabr5l9+kgbCRyJcfF+vmZMMkEwxhhjbtSBIxFCCCGEEEJorgQciRAauYAjgSMRQgihAQQcufUVcRxw5MUf/uD00yd27rjd3HPcd+8eHkIDR2Ls9eW1S5FsVQbdGMkywgTBGGM87X91MD836sCRCCGEEEIIITQDAo5ECI1cwJHAkQghhNAAAo7c+oo4aTjyuXNntjV05+c+y4bawJEYhyxLhIy3I0uHLqw8/8arL5v35fXx5WNmQMrywgTBGGOMuVEHjkQIIYQQQgihuRJwJEJo5AKOBI5ECCGEBhBw5NZXxEnDkZfXLtlPWxcWFthNGzgS44jfePXlbQm683OfZYJgjDHG3KgDRyKEEEIIIYTQvAk4EiE0cgFHAkcihBBCAwg4cusr4gi21VaM6eCB/aefPkHCSOBIjFtBDXtnzxAZOZ7FhAmCMcZ4qm/z5upGfYRwpFTj/X/7+C8uPPzOdz6DMcYYY4wxxlPh9/50n3yR+fAvVn71/n8DjkQIIeBI4EiEEEIIOHLe4UiMMS5AJE8/feK+e/fYoOTCwsLBA/tHsps2xhhjjIEjy/TLn/30xo9OvPOdz+iDN4wxxhhjjDGeXv/85E75giNfc4AjEUIIOBI4EiGEEAKOBI7EGGOMMcYY4zmFI+Wk7373izw9xRhjjDHGGM+e3/vTfYMhksCRCCHgSOBI4EiEEEIIOBI4EmOMMcYYY4xHAUf+8mc/JVUkxhhjjDHGeOb9/r99HDgSIYSAI4EjEUIIIeBI4EiMMcYYY4wxngs48saPTmx87bd5SooxxhhjjDGeB7/znc/86v3/BhyJEAKOBI4EjpyI1tfXZ29OhRo1k41FCCHgSOBIjDHGGGOMMZ4aOPK9P93Hw1GMMcYYY4zxXPnnJ3f2ykcCRyKEZgaOPHL48J49/+zTn/6dVrbvS1/6vW2f1IGHHuobjjx69OgDD+yVz8rPr3/92AThSAmUREk+u2PH7RIK4Eivdu++q76B09Ko9Maurq7u2nWHeG1tjdUJIQQcCRyJMcYYY4wxxsCRkJEYY4wxxhhjPF4+EjgSITQbcOSBhx760pd+79Zbb0nhBe/83Gc///ndcrzxd77z7V7hyMNLSw8+uE9+iqVFUkIBH9kJHKlk5MMPf0WsiGQEDJ0KOPLcubOLi4u3bd+u9dm16w75p7x5/fr1KuKkiwaOTaFGpTdWwmvizOqEEAKOBI7EGGOMMcYYY+BIyEiM/d54/JZ3nrnzF99/5P0XHnvve4zw0fWOdM1H16589MubH21cvXHxqbePbycsGGOMMZ6g3/3uF4EjEULAka3Q3o4dt6fwgnLYkNtqHz/+jUcffcT88+TJk1LCgw/umwgcaZOgJ7/1Lc0fOaVw5NrammH1mrpt+/bV1dXiupmSZ2k2hRqV3ljgSIQQcCRwJMYYY4wxxhgDR3asGz86waNQPBt+73v7Pnjl/K+RO8u/+P4jBGdU/vD1F50++mjjKnwkxhhjjCdr+WYEHIkQAo7sBI689dZbhoQjz5w547yj+2tPalttW1JCwc7aY4Ajr1+/bmeLPLWlw0tLCvDJb2uSR+7de//AcOTq6uoTy8ty3hqms6xR6Y0122o7lRyg8uMXQUAIOBI4EmOMMcYYY4yBI7P1y5/9dONrv81zUDwzcKSL3AFHjs+bOSN93XTjpWcJDsYYY4wnmdz6a7/dx+bawJEIoTmEIzVX4te+9viRw4cHgCObeuCBveKJw5F79vwzccEHxwBHnjp1SitweGmp+duVlfPnzp3tgyPsT6ZFY4YjJ1j58YsgIAQcCRyJMcYYY4wxxsCR2epvQ+0bLz3r5Z/UPz/xKR6+duhIqI03Hr8ldUvBs3fHi3rnmTvHGQepGHDk+L2Z3TMwtAgOxhhjjCfr9//t48CRk9W5c2cND1SJ3RiEQiX/7AnUUOQl5eDDS0sDVAmhicORRw4fvvXWW/RIkbyOp07sA46URsmMmyAc+fDDX/n0p39HPv75z+8++a1vTSMcaXi+mvSQwJHAkcCRZZJ5J83UdK0rK+fX19e5WiHgSOBIjDHGGGOMMQaOzNYvf/bTHnG9jasRuu79Fx7jyevAcOS7Z+9OBVsvPgUciYEjMcYYY0zySODISWl9fb0TOHLXrjt6quHq6qpDOmY/agWORLMLR/7Jn/yxwQENIxjhIzuHI48ePfrAA3ube20PBkdK8w889JC0/fOf3614aC4fOQY4spMKDAlHyrVDYbIQSVaP1q2trekp5KeXGZ1zOFLqJtduiX9ZJVvDOydwpLTducdQsZ84Ao4EjsQYY4wxxhhj4Mhs/eLCwwMzar/xtSs8eR0Yjrxx8anU0q5dmVI4MhQK4Ei21cYYY4wxTv1LoR+dmDo4cteuO3bvvivrebkmaPTulBpRwYlmEo400RNLVZXVAI5EwJERVlI+ohttDwBHnj59+oEH9p48ebLgs51vqy068NBDmj9y6uBIWUK1Amtra1kLuKyN5rPy4onl5SyOMLccZfLMkV6SzJyrqZSEfLLsLy4uOh+8bfv25nWqHo6U+si55HhxQeVT4iYdqmXqZUh+q1dM/Yic3fS4/Eo+7v1VM0QSEKd6epXsJLxlPWhaqkWtrJyX2xhvdmqtg2mpfEpi4h1v5pjmb+V0JlDND2obpQKthGgzkrYq744QAo4EjsQYY4wxxhjj+YIjN772233tRvfCY62sHjtrDwxHJgKp0i+tRQ0GR248fouc6xfff+TGxac+eOW8GDhyjAmW8rvpw9dfdLtp4+rbx7cTTIwxxhhP3D8/uXPq4Mj19XV99i8/03ddPHXq1G3bt4vTEb2yE80eHNk8EXAkAo6s+VSHcOSZM2cefHDfk08+WfbxPuBIUZwNHS0caXLX7d59V+LO2l5CTkG3JlQX4QWzynlieTlCkulKG0HrEoF4I4fCdK6G9XDk6uqq4fNaucDiuBl4UU7X/Ii8I+1aWTkf+pX3Oqi/VazTfNC0ojK8xT2ox8ggcXIxmpIlMk2y1jRHghAab81fmTh4bz9MTeL3PyZ0UmHTa/LCHufNUyMEHAkcWeU3Xn354g9/IObR7FT7zs999uCB/aefPvHcuTMz2UBp1/HlY/fdu2fnjtsHmxpHlg5JYPUCbCJ8ee0S463DxUd+EoqJWzpCxrbMLxnnE7kcTLwCGGOMZxiO/IdrL/fI6rWlHmRn7QnAkWlAaiir38Bw5Hvf29c8L3Dk2FzcTRuP37I50nSh2Lh64+JT8g7xxBhjjPFI/Muf/XS64EiDU2g+pKx8kMoKZOWDLDsRcCRwJJpzOPLOz312ADjywQf3HT16tJhi7A+OPPDQQ1MHR5o0eEqJhRLpNak+WXsV3tKUhIawTOQFs8oxaJ2TaFA+qIieXWdTiG7crGqNg5Qg5ShH2CRHnZW8Ho40YXewwtbKZ8XNBM1OlGjnjzQZFuUd/ZV5x7n6y1m8EK10h7zT+qcUWeEt6EEHdnxieVk+awhFO03j4uKibgguNbdZTOcUckwIc7TzXzoNN5+KV9ic13uHYI92rlwIOBI4sjMYxaxcp58+kfvxt9587eCB/fJZ+SmvebI7WZuuPL58bCYbeGTpkGnjMCxm5O9vgLcqLQtOcTBZefqIRk2PTHxIYIwxBo5s+e/RH53o6VHi28e3d5jIEHcIR6Ywgp6UfpOAI72MJnDkVGyQndJNGGOMMcbzs7P2YHCk4QY0H2Q6WWjng0zMDVZ2ojI40mEU7G1Su4Uj5aSh3TaBIxFwZCsceeTw4ZPf+pa+/s53vm3/St6Xj3zta4/3DUc++ugjNhl55syZw0tLw8ORTvMlMrfeeovz5lTAkTcbWf2ULQvhbsrVyU/nUmKANifdXYgXTC9HubpQRkld2L0lpP89QPw61STk6uFIw/OF4MhQ5bPib653TnJE067mr2wI0gtldng/EApvQQ+alnpJzch132RqbN5LhHjfyObXWlocamwmDY3Qk2yujYAjgSM7o2pq4EglclTymie7I4EjC7py6nC6Iblh0X337tGMlSaFJOOtwwjnknCsPH1Eo6ZHJj4kMMYYA0e2fBH97heH5KXYWXsMcGQrtZYIto4ZjpRjgCOBIzHGGGOMq9Jj/+m+6YUjFV/Q3EW7d9/lhUVCBIxyFenEXtmJsuDIw0tLyuKYM2o2qZSklblwpL1hZVZOJuBIBBz5ta89Lm/eeust5pjPf3630pDy89Of/p2HH/5KpMxO4MhHH33kwQf3yeJgXJBFshM4UuJgmn/k8GFp/p/8yR/nFjISOPLmx6n1mjsaS3gdAs9glE1my4BuztLt5QWzyrHzCKYv153AkSGEcVJwZG78TX0i250n7oRukL74htGdhLegB02dm3/+YYIWuqkwn3VOZzJE2mWaOCiw65SpFKZ8MOU+JLJrdmudEQKOBI4clKhz7g94sgscOTNwpAHOdu643d70WTfantWNy6eFhGPl6SMawJEYY4xnGI585zuf6elRojf14PsvPMbO2hOHI8XxzYu9uyQDR2LgSIwxxhjPlX9+cudUw5EGZzFP4rPyQWqSpPSMRGUnSoEjpRriZp4n5Q9aIQzgSIS6hSMPPPTQnZ/7rB756U//zpe+9Ht2rsRbb73FbJz98MNfkQPMYa1JE+vhyEcffcR80PbJkyeHhyOlydr8HTtuz91Ne4RwpFmWlVa310kbnjP7IHsvBOkcYVY5hlFLBPRnGI7MjX+kPrm/Mhklu72udQ5HRoIWghENiRja3du+WdK7CLkj0mLtOxDDp8ZvriIcZ7OoSHZJhIAjgSOHI+rI3zZORmpWuaILK88PxsOZE8FB9uTLa5fIHEnmSOBIjDHGw8CRQ+6pfeOlZ39+4lPsrD0GOPLds3fHNhB86dl5gCM3Hr9FmqCuSV9qlyOOg6fAkRhjjDHGU+QZgCPNc/1h8kEWnKgVjozwLsorxNmIXDhSGs622gg48ruTUFfbaterEziyE40NjjTrpCxcBpGUF4Zf10uAMlu2zfvN7Ym91FpWOWbRzlqua+BIicDKyvknlpfNqUcCR+bGv0M40q5b697rleHtFo5s7RRzN+JkfPQm49Q6S+UNUmmC0Hwn0u+tg6STlQEh4EjgyN/4vnv3FMORb735mnI58lNejyQdnTRE6nNk6RBw5IxFzGanBuP27LSReCQ47whXngk6Ho30Cd4fm5hYB+BIjDEGjpw6ONILS733vX2bAN+1KwU7a8tnpUzxjZee3eTerl2x803Kb3/D8127cuPiUwZQK/6g43eeuXOzkItPbRaycfXXH9m4Kv+UAt8+vn28cKQv4NKQWDmmgdVwZEHcbNZQPtg874evv2jDiOosOFL63ZPZdOOqHJCONkrlNzOh+sIrb8aLcoalVEZe2Ae8e/buzbabwjeuygE6g5pFyZG/aU74yBF2k4ZR3teA6AxNhG6lAtr2T/T1tSvyTykqhXaVY8xJnSZLyXMIuWKMMca46V/+7KezAUfazMTu3XelV9s8yI/s7djJiSI4Qnz3SXu77U7gyGIBRyLgSODIOYEjDcFmkDuzDm9LkLPoedG0rHJyQ1QDR8pl0SSqtDUSODI3/t3CkSK5W7BBTK1/OiKZGN5u4ciU8RNK06iNNbcZJn2mxKGZJ9L8zUkn1CNwJAKOBI4cERw5QpvmyAtQsxmL2GBw5GAnAo6EhBvVkthTj6TXgSGBMcbAkdMFR3r31FbEystRte533GTdNC/dxuO3eNMcmgKLP6jY1q/ZqQRS0NkcXMr3HiaRyY1b/COtcKQXVP1o42qokHfP3t0kKbPgyJq4KaiXngLTOAWOlJKlbi0Vu3allauTzvVuEN8McihDp6cOW/lT5ezeYWAGgw3++tHMxpHj7KbQqVvhyM3JK2OyFeG9diUEiUqQUxouS8QA6VExxhhjPOrU7N19CyNzZDEcGS9KKhnnDIAjEQKOBI7sA45UEk7rZtZhk5vw1MeSi8LqJ9XcKTgCRyaWgFUi0gAAIABJREFUMwwcKZdCG/uTq4/UKrS78WThyPT4dw5HmoFh9qp2cot2Et5JwZHNv9bQTbRNMkgzI8zfb9h5JfWfrRf9LDhSyuTihYAjgSOBI4EjgSOBI4EjMXAkxhhj4MgJwJHePbUN4ddk71L4Py+ft/H4LSGMzCBNxR/0M4VRO4hn6BQhZC3EU7aSo3E40tsdkWydTezP22UhiK0+bgXUXXMHZy/6tkkTJiTFjI/GyODx2svnhYZlSvSkaSG0N70hY+imUB3iPOLmaEzLbGqC4Az1zWGQU20nqSfGGGOMgSOnC45cW1vTHR4XFxebSEocHNm16470faXLTpQCR8brcHhpKc4+AkciBBwJHNkTHNkEucxe2+kleKm1rHIMVJd49SmDI81Z5ONNNHMkcGRu/HuCI52/smhNAp0b3m7hSLN5d4Tg9CY9tWlIvVdRJNTUVpuvNyFym6RHtv7BialqpHWmtGYyS4SAI4EjgSOBI4EjgSOBIzFwJMYYY+DIIeBIL/NkyKoQAhjfmTqU/rA1QV3xB3MJqmYrQuxXKJtgiEFM2SA4AkeGtjIPMZfuwR/nmEyH2Orj1h8cWUk0FpCRoUD5x0Y4DWT6AE5syBi6qQCOLKu2TTcWVDudTsYYY4wxcOSo4MjBUj+WnSgdjozX5PDSEpkjEQKOBI6cLBxpllnDdaVT8l5qLascQ+AlAv0FaJ1h0ZqQ36jgyNz49wpHOuhhh+HtFo40SS5D48chIL011PSQzh2Uqad0h75OSfRo6hO5PTAlcwuBgCOBIz1+49WXTz994r579ywsLMhKIT/ltbwj7+fCkRd/+AP5p/ry2qVOqndh5fkjS4fkdGp5nYW/SCukBK3Sc+fOhGo1JOon9ZeaaJWkbm+9+Vr6Z+Vg+azdWQcP7JdCUj4rH5SDd+643e5lKXBIOLJssFV+PJFZlLFR3C9lcGRlNEy33vm5z+rHjy8fGwmsUN+0SLsGI+GKp5tUTFYqnWsieSH/zOrWaYcjNW76psZN3hkSjqypQNlFp2wBqbzAdXt9SV9MUo6sqUmu61dvjDFwpKNfvfdf1YPtqW0Tft4D4gRSFhRlJ8wr/mAI4kzffTiUsrG5Q3EoZaO923INHOkt2ZtWULrJC5alQ2z1cesEX6uEI5u0ZWux8qvgbxudWAb5VXKBY+umrIykkeNbQVKb6cwgUPMnIMYYY4yBI8cDR546deq27dvF6akf19fXFR2Qn1k5JnNPlAtHxtNN7d591xPLy8CRCAFHAkf2BEdGrgirq6sO02aYrfSLgpdayyrHHJyYRa8ArTMtdVZsCc6o4Mjc+A8ARxp0tcPwdgtHSqyc3eFDtKI3taQ2ULcOd3JDGuhzZeW8QqJmi+2UaEiZ3tknb5oUoa37lSMEHDlfcORbb7528MD+bWFFskI6cOSFlecNCWQkx4Q4j+PLx+S3+pEI5NEs05TcSj9IlZTecCRlGkpGKr8tKolPV5SVnMsb7YWFhVCcDZil9EkkIEeWDsXBEW8o9OxZqFlxxGoGW+XHW5lF7+iND+DQdAhJyu+kOWZI6AHS705vRipp2iiDIXSMqVXkGFOOlzYra1pWu+IjViaLOaCJbcmJlEVrxqqr6WZXoNl2OUs6dNh3lzWjUTbB7R6JrDbxuNUsMl1VoOyiU7aAVF7gOry+tE669COzavLGqy8nXmojg7x+9cYYA0d69cu3r6qH2VPbAYy8GePiexlnkVg3Lj5V/8HN/zV2di7euPrBK+flGKl/KH2gA9X5SawAbuUtM0RSZsGRTeQxtMF3s2s09WAWxFYZt2HgyBjL+Mkcoq1Eo7TXRDK04bWTwbGgjcUOblU/6W4KlRCEbnN20/aeNIhXXrsih8l55afMOLv5odSbGGOMMQaOHC0cubq6mv4A3nnwLx/MIkUKTlQAR962fXsoIaUCBHEyIBeOvH79uklzlUV8Akci4EjgyNmDI2UZlEXY2ek4sloaPkxZMe9S6bzvpdayyrFZseaKqlcruxAvWicXmhQM1L7kSZkmApOFI03lc+PfIRypyRGbB2syxXiO59zwFvRgPPJmU+/mLY1BJ0N/qmEqYyhJ+7c6MluTU4ZqKxFwGmWHJf7HIQgBR84dHHl57ZINxil2YHKktdIkNhwZZ6G8BJVNV4S4jWbdbAZC3gnhI614ln5c81zGD+tk0/ALK89va5M3SqZ60vAIcRUpodnRmsPPCw91Akd6I1Y52Co/HocjOwFkW+FIm4SraY6prXzEQZSyoL3Q3LHr4D3G5pmaBxQ3LatdkRFrrxveaERWnk6mW7PyIRw5ZVz13WXNaJRNcPu39StqQSGdVKDsolO2gNRc4Dq/vrROusQjC2piX6kjF/RQ9w325w0YY+DIvvfUdgi/EKsX2Vk7TmJ9+PqLcl7xjYtP6ev6D5q26PvNva1DG3a3J4P0tTSUZjK0B3cWHLn5Kx9Y1gS/mlScYn9ZcGR93Fo5Wjm17WY8g+DjxlUp02YZQyBgs+Ze1LWZmnET42sc6bC/8WEpZUq/yzGbMF+UCEw5MjStJt5NWXCkzNAI02zqL8GXUf2b3r92xSaAQxt5NylhqaquCRAhGGOMMXDkFMGRdurH9ExCJvVjOqJXdqJiOFIq5nAt5re7dt3RWu1cOPKJ5WXzP28p218CRyLgSODIWYUjbehQ1/xTWzq8tGR+5XBvhhXTpMK6eq+trelq3ITMQtRaVjmGYDP1XF1dlZ+mcJuuszMFymErK+eVXYugZiaFoR4mH5GfGgETh2HgyNbKZ8WtQzhSzyunkJqsbilxx/Pc8Bb0YDzyhs7UgEv5drGRJI42kOplKE0EsrY7lzJNw+WFVEPnnZRmz7v0PN8IAUfOPhz51puv2RyGbq9swxY2cOOlSbw0mLypKSEdGq+5n6zNNHhhOJsRsT9uMyWh3Txt8k/OfmTpkO62Kcfbrb74wx+YfcDN+8oOGhdsBRuHk6RuUg0pVmyTT05mwSbVZyff0oDonr8m1N4S5BhzgJO4Sz/uBCRlz9bciFUOtvqxGoEj7V/pjsk6Kuw9eVO2UdZhbw88OyZ2WCqb0xwSWri8L5+N72Vvf9bbKKdw7zFm5japo5qmZbUrNGJbycj4ylM/3Ww4TA4wAdR0eg4hmoIJ9t1lzWiULYnNuMmMkKKk4dJ39lm8catfZOorUHbRKVtAKi9w/V1fQpMu8ciCmtjtDV1t7WPsJaWr1RtjDBw5MBzZuqd2hNWL7KwdYgcVwMrOZJnwQQWtmtRUa8kpGGiTSvRnJdzI66BIfbxsmZMps7nVsoHDsuDI+rjFabbQntetcKQ0p0kKJm7uHCL5vOihF4q1jwwF4aNrV5zzhqrXHMChxJZj7qbECkc2AQ9ldpRCpALOb0OjAuwDY4wxxrMBR+amfjQoQ27qx4IT1cCRyigob2EoCuUVUmoOHIlQLhw5cdlw5GRtw5ET1/BwpFlCI7Xau/f+JqFlkLKmlNhLpNayyrH5SEfSBDsDsQN92lhe4tXB1GFl5byBEe049AdHplQ+PW4dwpHN+BilXKyzwlvQg62RlzsNb5nN8dOUPUeca7qpf2v6TEdyRpMhsqnFxUXISAQcCRwZTEjmJRLsDHDevXodONIBoeS1DYpFEsV54UhTuHfnWfuz8TxeBw/sbx5w8Yc/kLo5ZFL8jPWWmhjKKlTbJtnmICkSxnh7m7+1s3x52Uc7KVfWJqTpEascbPVjNQJHmvh4WyEfTOSTEvfvrm+OMyRyM5uakr3soJMu0dt20+/Nytc0Latd3hFrA2eRDJrpcGTBdLNhvuZkd1bFxL7rtcsi0chaEh1sLr7QNX9bv8jUV6DsolO2gNRc4Pq7vkQGZPqRBTVpzaVqsks6B3S7emOMgSOHgSP9QJWP8POyenFKKQv86uSDNTBiS7rBT1KJifBiTX38jN0nu6ZJ1xlctdsYTgqODNG3Ka3z8o6hmnhJSicJaHpIKwnCMXdTYoVDGR+zNp2P5BNt0tsYY4wxxtO7rfZsyGZcFONYX1+30y/J60Q6s79tte1EUyFmCDgSAUcCR041HKnSTH4GL1NcTNZheT+yjDtUpeb6bRJdcWotvRy9Ukg9zRp+2/btUknvSr62tmauKQrfpyRCNqioJvPTj8hPzeqXsl11PRyZWPnEuHUIR5pQmN9q/CODpDi8BT2YEnndGVyOVEpSB3nKRtg2jepglPatQu7fomg/2tkipUpSyAB/nYIQcOSUwZE2DxeBTuIpnQzecefnPuvNV2fnLGxCHomIkpdisevvVMzJXBWJQA0J1KHtCjfZRJv3CvEokRLsQEVwsV7hyMrB1slYjTCLBlbrZP/0VjiyvjkpQyJigxN5M8k5m63//+y913NbV57v2//CrX5x1TzN0z2lfpnwMlUzZZ26M9PnvlhV51ZXzZmZnod2tyURlMScc0KOBJgjABIECCbZstsKFJEDoUAikZRkS5REyZItW5SDgiXrro0t7dmNsLmRSJD6/upTKAjYYe211l5bNj76/RLvIHb74+7NLC8tretKnLFs7ZK7tjjHGGV5u/HZnWPt2v0h4+6NzOTIVJ3P7hz+60wGcmRmDcj4oZPBApLNA273ny85WXa4W8I2+BMfzRy9kdvVGwAAOXJ35MikDlNSwy9VljuOytr7VI5MXg74XpCPQ5lWTW3u9vAx5xKbykhjkCOTpkRNekAyh5M2O27jnMuR+3GYeDb42fJYustFUlLW5n68lSoDJQAAAAAgR0KO3O+Rrhy5ywE5ElE48T/+x/9dIBbg//yfhyFHFpQcmXFcv36dLq/MnXhv147zrgX6DYFAQI58J+RItpjIXXSSwzditBUOL4Gd1SzuRHyS+aXKI8U+e1zD2JeWpzyIOYe7wXwuh0+V4Qx2z0mPZTnZcjJX+ciROckxtqMcmZPLyWy8EqdEnNPM2EscTjOze6KEl/2l8b+uuC35m5E7jlE29wvP5IjpDl/+hiwfcmRu15kM5MjMGpDxQyeDBSSbB9yePF+yX3a4j8BtXjITODGNbm5XbwAA5MjdkSOTCmRJDb9URXs5KmsXmhyZqmQ2z6rNfIosc1Q9zsBmS2qYsXPvxdc6ZxmcOexDnv1WaHJkqirY1ImSia07pjkscDlyd4aJZ4PjZybv4/N0shlF8plDnRNtGgAAAACQIyFHQo6EHInYd/HP//z/FIgF+P/+r/8FOfJgyJEIBAKBQECOzLscyRSp5Cj+u2PZSj5yJNu8iduMQ8phStMmPfJqwEXXxU7aMOZzjrSR744cyc7IlXPrhWePZTnZcjJXOSYbc/z33nsvY+mHvxyZk8vJxlJip2GLu78Yt08i7GDuwbhUbUyrEu/N7C8tM08rLTMyr3Ikzx5Id/jyN2SQI7N/6GSwgGTzgDuQciS7TxIf3EwPJ97duV29AQCQI3dBjkxl+KUFh/BUCHIk2eun0+WUD5fM1kpljyXdmJ2pLnnGzeWx3Kb6S3oWppR5YiXov/Ams+vDzPqtcOTIfMztApQjd3+Y+MqRuaip/SZ/aupLYzuvHJY2AAAAACBHQo6EHAk5EnEgA2W1IUciEAgEAgE5cv/JkfzFC47i13zkSHYlTf5yJLtELDkLOylaYqTyq9JNuLUncuSjuxtnFqz5kyPZpc/3So7McrLlZK5yTDZ2/9PThjvrYZZyZE4uJ0tLiRm4uMR1jGlEeoDJ+Rp3HzE3Y1wKw5xcWgaeFjlUWmZkXuVInndENo5gbocMcmT2D50MFpBsHnB78nzJiZPN3ZJUWVfZZnDiXrldvQEAkCN3QY5MKkhlQKp0iXslR9JVkqm0i3y0qmT2WNKUjWz3MekGGdT55W5PKsOPzmH59FwrR8rPDPow+34rHDky0RzNgLj68gUiR+7tMPFpcKrOz8xfTJXJNakiyZSVBwAAAADkSMiR+1qOZP8ftkIwEetqawutSQgEW478p3/6R8VeBDlvohxp3ItobGhIlCP3pE/YxirkSAQCgUBAjoQcyWU57Che8FFnOORIjnOlOjL7cz7B1v44XMyCkiPJNUqEHYxMlj85ktFucm5rZaCCZTbZcjJXuX04dvF3Ov7ub/+GzB+OysgZy5E5uZws5cgd3US2dUS6IrH6LfvDHF5aBp4W+ybieefmT47M3+2WpyGDHJn9QyfdBSTLc+3J8yXj4ePfklTPbqamdqoJnMPVGwAAOXIX5MikNbUzIJUUuPtyJNkmqWOXrj2WvJjv4y3u1JLp1tTeUY5MNUZ0h8fXhn68lXEf5qrfDpIcmZjmcM/lyEIYpt2XI3curv2XdwH8SAAAAAByJORIBALxrsmR5M3eNoAtR+5JS4xGY6IcuSctUSgUkCMRCAQCATkScmTByZFx+cyykSP/7m//hpydIBF28KziXQhyJGke6QSOPGE5lyN5DvQ7LkfSGzB1XdlBJtijuxsHTI5ke0hMojVGraNzE7ITtjGaEeMhxd13eyhHki2ZeZiqYbsmR+bvdsvTkEGOzP6hk+4Ckv25dv/5ku6WmbWESYPK9kGZDzm6IlerNwAAcmS+5cic1B3mLie9y3JkGgbVTvYYVcw32Za0d0VeOapd51aOTEwPSXd44vDFjQL/Psxhv+0DOfJekJyI9BU5MhuyPZssp2U+tiyQYdoTOZK+6fiKofeCkEIAAAAAyJGQIxEIBORIyJGQIxEIBAKBgBwJOTK9stpxgiP5I4Gn4lCwciRpP1vhIvHee+/V11aZDKPcZUMhR+6OHMmk2Ut0etLK3LYv5EgC4xIxyhFj0TE3DpPvjczSuE+4J+ouy5HkDmKrUUxrD5IcmachgxyZ/UMn3QUkV+fazecL/y2zaQmTJJKxe5P6vvlbvQEAkCPzLUfmqqY2R9LE3ZQjkwqLbHHwR8uHqXzQdF29pF2Xmfi1Y3uSX9fjrcQ2xOXv5NmHOe+3ApEjU+mt2fh5eyhHFs4w8WlwqpbElSnPAHIicpAd64mz68sDAAAAAHIk5EgEAgE5EnIk5EgEAoFAICBHFoocydYXuLdkkpMluil85EimqCt/OTKb0thsl6Kg5Eh2h5P3TO43PtJJNtIPI1TtoRyZ5WTLyVzlKUeyNR22b8d/Lu14opxcTvZyJOPVMfIQc72JSQfpnK/Mjfnee+/l6dIy9rTIOsOWosgf90SOZExEbiUrs+HLx5BBjsz+oZPuApLzc+3C84X/ltm0hF2Ynu4ZRpdMy3HMePUGAECOzLccmaua2hyVtXdTjqSUqRQSIVvczNIeo7MzktfEr7Ylh/IhR6Yq4b2jn8qzD3en33Zfjky1TaospwUuRxbOMPFscL5zOv6g/13yPsmRhQkAAAAAyJGQIxEIBORIyJGQIxEIBAKBgByZezmyvraKZ0Km/h4Nu3JrunIkOxcUR7KuVBJGWkVF001ft2tyJIchmm85kqevllc5MsvJlpO5mq4cSYu2jGHDX83Z8UQ5uZzs5Uh2O0kzGGGLfaWMwkirdUx7aPEuH5eWjafFXmpIgzlS8eVPjszr7ZaPIYMcmZOHTroLSG7PtQvPF55bZtkS9hpCuo5dUzuDfyaRweoNAIAcmVc5kiO1W1x94ThS5ZtM6pztphyZVB1LzGfJ3x5L3kWPt5IeJLOa2jzbwyGBcTQgc4ktu34rHDkyeRXmZFdX+HJk4QwTzwancq/53P5p1dpOqg7zuRAAAAAAQI6EHIlAICBHQo6EHIlAIBAIBOTI3ZYjGWlmR+2AyYWWuBkfOZKRGxJTl3FIOcxJaUMi4xxaadUqzZ8cye7tpNJY/uRIJpMcdzq9vMqRWU62nMzVDOTION8uV3JkTi4nezmSnaSNXCbTKratxc7DSiYPcy/HZYPL4aVl6WmxZzuHEZU/OZLdA6l6iS2QpTt8OR8yyJE5eeiku4Dk9ly78HzhuWWWLUm8OzJ7lGe8egMAIEemkiMft/1f+aupvWM52lTVipNW1t41OTKpyPj0XGtmMiK34EUOy/NcuZIjyaDsKEcmSoQZlz/Ost8KR45MNcl3HCwyk59o/qFw5MiCGqasUl3yOEW66mrS+xFyJAAAAAA5EnIkAoGAHAk5EnIkAoFAIBCQIwtRjmQ7NH/3t3+TyjyIy1WWrhzJrh+amLqMQ8phaw0cWg99IRkbWhlbOOSk5MgE7vR4SZvEPRbkwnMr/TCZ5DiylLF9FO7ezqzHspxsOZmrmcmRGey14y45uZycyJFMkrbiomOMRZeqTjT3HM7VpWXvabHd6FTpEvMnR7JvpaR2JtmeXf473eHL+ZBBjszJQyfdvs3tuXbh+ZKBHJlBS+KKxTN3SmLq3Dyt3gAAyJGp5Mjv+/8pXzW1H/NKS5m0qHTSytq7JkeSr/h4danMzlQVsZN6V0lJ6tLlSo7kEFI5GsCnD/PRb/ytuzgNLudyZKr0qByHJZBp/PO9YNIC0HslRxbUMPG8NA6jN5WcSk5EtepeMO6M3CsG5EgAAAAAxPHL0+8gRyIQCMiRkCMhR3KETqe7fv067qDEQLcg9mM8fPhQJBSSV3QFAnLkvpEj42rgJrWI2IUpk4op3HIk2Z3RdNL11ci+jBhB3qRKeUjOS1oYd2S2kcmd5S7uojgsnDhXj7ku0jY+fiRHPi1yaexeyqwUKfc23D1J+odta+VKJ427zCwnW/ZzlWOykR5INYhMJkL+yUT5GDnZX05O5Ei2oZUqvSt76vIRlbK8tOw9LfbxUzlY+ZMj4+xM8p6548gbdudkNnz5GLLM5MjMhN3cypEZmLUc22T80MlgAcnmAbcnz5fsM0fyaUmqCcxhUmbW+eQr8iF5zSAhJQDg3ZQjfzD9n/zV1M4m62RiZe29lSPjKk2Tq0631C9VtJePHJlMpMuhHMkhpHI0IGPrLst+SzU92Pomef/0XGucwZZzOZK7Ijm5KHJwsgu5wMdtf0XeUJrdvWB6ta33To7cq2FK49JYnZm4VrB3edP5bwtkswedMj7J5/eC5MNEy5P6NtlZMs7kCgAAAIADQC5/+YIciUAgIEdCjjxwcqROpyNtO3Lkg0Ke24uLi4cPv08IBAK7c0bSIXs4bRCIbOL3v/9PMnVFQiG6AgE5cj/JkWw/I87joS0ctmOU1N5g50iLcxAdFz/f0YTgVpTYhgRpp0TYwQgZpDG0NZLKwYqzK9gpHslVsy+N3bCkFajJjrTSxJyd3WyOdIyp0jeSfqaFDDr9JHsIUvlkWUo/cT3JiCZJbS0+l5Nuj2U/2bKfq6kmG31kEqTNcTuyk/xx2DkZyJE5vPWykSPZidxSWXRxs31HfTbLS8uJp0UOy52dMa9yJJn/cTd1XJCFkemEdIcvH0PG0Rv8b/D8yZH825B9AzJ46GS8gGTzgNv95wvPLbNsSdJ/3pCo/2a5ejMpV9Oy3gEA77gc+XSxfa9qau+YkG+v5MhUuzxbHiMXReCQ5JLmvOQjeOXExOIpR6YasnQrLPMU/rLpN46mvrhhowzItw5cXFLDfMiR1FxlnS4tspF9c75l4QwT/0ujcnBm1PNs2TeunaRtZLaTDwlsnzKzpQwAAAAAB48n2r+DHIlAICBHQo6EHJkqAoEA3bbFxcVCntuHD79Pt5O82Z0z7u20QSDehfsaATkScuQdbosoVaQyw5J6P//x7//G9p8yLm4bl4UuVZD2J1V/+Owb17a4rGzkQth+J2NRxKkbPO2KuD6JOwLT2ozTBHJvw76QpH2YVv3cdHssJ5Mty91TTbY4j5YME2l23IUkrY+cZS3XXN162ciRcWkOd0wsxyFr5urScuVpsWdmYnrXvMqR3D1QXHSM7Y9mMHw5HzKO3kjrBs+THMm/DTlpQLoPnWwWkGwecLv8fOG/ZTYtSTrJOTTKzDo/rlWwygCAHMlHjvz5+vm81NRO5uSle4Q4J2lX5UgeFmMGRZa5tbPsTSyeA8EhpKZqAF/rLtf9ljTNIR9vLx9yZFaKXkJB6r2UIwtmmNK6N5OOKf8zvkkbmea+cTk1AQAAAPBO8ePMh5AjEQgE5EjIkZAjUwWdYU4gEBT43N59OZI5IxYWxH4MkVC4m/cLAnIk5MjcyJG0x8NhM7ATDSZ1O7gtKG6xg49GlphxKk5t5Cg5mlidM06kSKy4nUoi/I9//zf2idhH3jGtV6p0bmy3iZ1wKx+21qO7G3FOVVx+L+4GcMCzx7KfbFnuzpE5kp2aLlX/5FyOzPJyciVHxt0jSS26uJmT11Ulh54We1jJLGUPYr7lSCZbHtN1pDeKi44xG2czfDkfMu7e4H+D50mO5N+GXDUgrYdOlgtINg+43Xy+8N8ym5YkneSJj+ksO5+9NKUlvgMA3mU5krAt+evc19ROyJOXSWXtvyzMvZtyJHduRbY4lahbcVz7D/rf7XDMx1vZ/HzL31JNJaSmagDPPsxHv/EX2thHyJMcmbkf+Xgr7oB7KEcWzjCl1fOP2/4q5bzlITjyvGqOyuAAAAAAeNd4flkPORKBQECOhBwJOTJpGAx6umHXr18v8LnNlNXetUx4tDa6+9OGXKBIKCRnT+tKM9sLcYCD3NT0BCa3OXoDATlyP8mRTHau4qJjcfVw+3s0O2phtFcnEXaQ7dPdnUkJ9nd/+zfcp6CbRxs/dHJKdqVsDsg2tKLEtI3sXl9blcq3oGULRp4gb9jVTpNqInzSerHLWNMHpyuBsot9k+PQpKXiZTzK5JW8518tmltP4dNj2U+2nOzOPcfYF8IxT/I0KLm6nALhAF9aluTKbd0FMrjBD0Ab0n3oZLOAZPOAK6jnSw5bwiSY5P67QWadT5pH67bkdcc8uAAAyJEMPy6cynlNbY7S0knK1Wn+gY+ot5tyJB8N69nyGNmMvHKU8U3XIYvzQfMnR5I+Jz2QSCoVjGcf5qPf+MuI7CR/+ZMj30iu/HMQPt4i5yWXXDhltQtnmNLt+eRN4oTMBDpnJ1U4O02fNa11DAAAAAAHj1+efgdev8WUAAAgAElEQVQ5EoFAQI6EHJkry20xFgdGjjxy5APSqt///j9x7xSOHKnT6TIoiJzZXoiDHXW1tUgeiYAcuV/lyD2ByfmUVinngtKb3nvvPZheAICDKkcCsMvcXF/J4N8eAAAgR+Zbjnx5P5TzmtqJKtgOVl+KOr/sEs+7KUfuKJAxml1SPZTj8rnVrmxqaqclR+bkyEn7MB/9tmPOv+eh+TiPLa9yJH2ZVKs461OTfkiqRe65HFk4w5TZvUmJmDwqg5PTxR1qW3KIKm3PQ2wl+yJnJAAAAPCO84Px/8vxL1+QIxEIxLshRy4szGfmhOVWjhwdHWUOQmOxWPZEjrx+/bpAIDh8+P262lrSOQdDjlxcXERiOciRiAMc9EpOIt1VC4GAHPmOypFMnieJsGN/tZwp+gl1AwCQsRyJxHUApCoKj397AAAoKDnyl6ePvx/4Z/z8mUrDojS7tzbVixu2p+da6UR0jGSWmH9xRzc0uUbGmXLyHe83si/pNOqYb6048v6ZQ00+ZB9293mi+QfSBgK5QNIk+v0P+t/tbavehWGie559LvoSni2P7Xg6chVkG7JlnERL/kh6gI9yDQAAAIADT27/+wtyJAKBeEfkyIcPH/7m0KFCkCObm5slEvEoK7799tvdlyNFQiHpEJ1Ol9nuBStH0lnlSJARfwdvlkAgsLi4SIaVvCbtAciRiAMQ9GJObnZ0BQJyJOTInUvu7tP0aasBF10peD8mvAQA7C1kuWOWPvQGAOwC2UxB7Xfq3x68/OErjD4A+0KO/HnjHH7+3NWfWpPlvUuV1xAAAAAAAACwm3zf94+5/+ULcuT+D4FAwK0IXL9+/VesSGqZ8NnGYNAfOfJBNjoCY7rERcaGFk8DjD4LaXwhGDbkYumyv3Rh0MyunUmPx20OMSIUR5XhjNuwv+RI0ufkSgtBjiw6fjzjfXMlR5K7mNwXgUAg45YUrBxJ3++pZjtZ6Mi10zOBvgHJEsGtUZK7g6yxzDJCdiEHJx8m9h45FH3HpboZySSMaxidvJN8yP6cWR/ItxzXSDZjL87kOHHrKtksMX0mtxzJp3/IhdMHodcN8m3cmkaOwN6FvQrFRaoLzGAvugeYltNjlKUgyww6Rzv5eLrcRd5JfzK9l/OHVPZP7d0MPg+suL7F3wARkCMhR+5QN5P2C/edYvjo7gbd8t/+678gqRUAIKk/zbE4MPoX7GoAGGO4v0fDJJN+9+6Ou5gDAOwLOfL18++/H//f+BF0d6AK++aiFjkAAAAAAAAgH7y87YcciUhUH3ZUN2jxMZttaMWQvNbV1mYpRx4+/P7u9Ay5FnIutmtC2r+3xXaZJjFtIG9Ix2bTpfTA7ejTkFOkck3IoJA2FHKavezlSHL5pKsLRI78r//6/d7KkbSjnGVF2sKUIxlpOKnvS99uibJdKk+UfMjIdkmD3MvsNZPbO0yqfDENZn/OSORJr4KpKcx8Sz8FmIhrc9yqztFI/v1Df05uK9L+pF1EeoZZUjg0R56eHPdeHMNEWp7lPOfz9ORYdnZc28mR2Qlc6aHMxlrO+VN7T4LjgRV3jyClKAJyJORILr/wt//6L0zdzH1XWLa/R7Pv6oADAHYNen2rr606s2C9ub7ClsLJ0sH8bdhkGEVfgXccdg5pJvBvDwAABStHvnoQfdz+a/wOmle2JYeeLY8lNSOfnmtF/wAAAAAAALDn/PRp5eufn0GORMQFncYse72DY5sjRz4QCAS06bKP5EjSZnZmNbZXlJnpkhPhI7FJgUAgG8MjezmSrjddyMkjs5QjDQY9PWkLKnPk8rJ/aWlp9+VIerjpeUgmT8bqWGHKkYwylXhdjIZIpgH9LZ3ykJH5Em9MxhQk84fsshgLsgvb20uaIpG/HEnf/nGfM3l8k96ztOTNXsfoMaVVRfYtn9SwTNXItPqHUQ/ZCSbJxuxMvXHnZRufi2+D/4Cm2os9TGTNp4eJ3PLsMcrGn8u3HEk6NrGjdnym7xg5fGoXphzJrUEjEJAjIUdSZmRx0THoQQCAA8nN9ZVf8Yjf/uu/oK8AWA242PfFe++99+5U0361fff+/W+++urrn558i5kAwH6RIwkvVq34KTRfhfkGfksljHy8ldSMJJ8jbSQAAAAAAAB7zg+m/0P+EwlyJCLR+uJjfmSfOTIt26NA5MhUPZMoo+x5/P73/ykSCvdKjnz9tshywSaPzEaOJP3DeF2FIEcuLS3913/9vuj4cfog5P3o6OhuypG0bUarw4zilsH0K0w5kiktnZh7jx598ho3z1P5lEz/JM01m1QxzECOTPU5c/bEu5K+kESbM+nKQCJucFM1Mq3+YU+euOWU0T3jWphZqr8d9+IYJsYizeahk1c5knRp0oU3+4SXOXxqF6Ycydw45JbHXwURkCMhR+5QVRZmJADg4Mle7OrAqcxIJMYDgIa+I4qLjvX3aN6d++LB199ddF4zzSybrFc/O/elw7N5JXj/y9uPXjy++3L7LmViPdnC3ACgMOVIwjO7Aj+I5pAfLR8+D80nFyJZ/KD/HfoKAAAAAACAQjAjIUcikgo6vzl0KCd6x8GTIzk6rdBMkT2XI+ksXAWbgisbOZJdV70Q5MhoJLK5uUm/P3PmTEVFOTkUfz8yezmSTihIxppWshYW5mm9LN3RL0w5MpX5xxSeTlToGImQvSwwpatTrRX5liMZsS+uwYx6yGe8kh45aSPT7R/mIEkLQDPCYr7lSKbZOw5Tlql58yRHklFO6vaRD3P4kDrYcmT2WTYRCMiRB1aOpP1ImJEAgAOsSPb3aP7j3/+NLUq+9957xUXHsPQB8I5z78F3Zy5cGzH4BscujxmCY8bgiH51WO8bmXBOzrlmPvMt2qO+wOaNa/efPNz68duvnj5+8Gr7LvoNgMKRIwk/nS7Fz6I5+3lV/7sdzcgfLR+iowAAAAAAACgQMxJyJE+Pga5czPzPYYFAkNTeYKQKRgch+zJZx+J8hbQ25t8Mpi5k4g/8TEVUDquDljb4SHWQI5mg688mTQW3V0H3fMZ5wnIiR76O5SrbMRfdvpMjyd3BvkEKpKx2nCtJDkUX2t4dOTKxE2jfLt3RL0w5kqmwnFQJTZqIMallxWyf6s7KtxzJSJBx621iTe2cyJHp9g/3lSb9Nh9yJNPsVOsn8+zO2PxmnoykZ9jPZXKNfFZd7sclOUjShpFR5liu2aXG94scmUGbecqRWa4/CATkyAMuRwIAAAAAvGtcDd2bmA32j/vHTeFxY9AwEdQbg+TN6ERoZGJ1yOgdNDoHRm1DI/axcdf4hMc0vTz/SdDj+2ItejMa3fzx0X30IQCFIEcSnvuHH7f/Gr+PZs/jtr/iNiN/Ol2OXgIAAAAAAGAv/9Le/usXq1b2fyJBjtzRe6NVEvav7wKB4DeHDnF4JIcPv28w6Ans8qBHjnyQVDrks3FazaBdvaTN29FWpG0DPlJdocmRpLtoQ4tWsnZTVRTEonB+g19cXCRdkU2TciVH0rJvYVbWzkyOZMvHiVEgciQJusT2HsqRr9+m+jsAcmSqJjELDrkL2DCfxxVf5pb/dkGOZNoclxuY/pDjXia3MHkokDWWsfP5yJG57Z9dkyN3HCYm7WXGaywjr5OBIAdhVkjaUuVW/XZ8XJIuTXoE7n9FkO46VghyZAZt3lGOZCYnZD4E5EjIkQAAAAAA4M6TR4/8y3dHJi4PGFbGTWGDOTIyvjJuWB03BscngmOmMKVLTkX05vCkJTI1HTVZIgZTcNRwaUS/PDTuHRh1j4x7ztvuRNYeeZbvL1+588XmN5t3vv3um+9ePb776slWjHvoZwA5ctfkSMLLTd/3A/+MH0qz58UNW3Iz8l7w+4Hfon8AAAAAAADYQ360/OGX7S3yX0CQI3Piw3GkVzx8+P0jRz4g8NHC0tqYZzNSiQs6nY5bDqDljKR5MQtZjqTNUeZEBoM+lSCS8+DjW+yaE8mYIhkX1M6tHEkPTcbFZwtQjuTpBRaCHNnc3LxrciSd/S5uoEnPpJvSdX/Jkb/iEexVaMdL2wU5kkkSyRjwTDrJpEI5+ZDJZ8wOPnJkuv1TIHIknxmYZfFlRq9M7HMyHOx/JrFrciQyR/IffQQCciTkSAAAAACAA8zdn598Rd68ePLg/r2vP7+4PjrhmZhZHzOFRydDIxOhYUNQPxUZnQgRxidDelOY/NFgiZJv33w4ETJMhiYtEaM5Yp5ZM0yF9SZqs2H9Fb1peWziotHsmDnt//T86pLrmu/KreiN7x7cf/D9t189ffL1i++/fvn9Q4wCgByZVzmSSSH5RPP3+MU0G5451HFa5IsbNpTSBgAAAAAAYG+zRf50uvTVgyjz3z6QI/OtxB0+/D5/bSKtjXk2I6mVSGeU5JZIaA+GT3HVwpEjszl1lkE6vwDLRouEQjLQ2fiRuZIj6fqzBVVw/EDKkd9++y37j5ubm+RQy8v+XZMjFxbmE5VcOp/rAZAjU0l7TO5DXSzIPF/8y4jz3QtBjmRUSGZoGF0yrrVkS3aKR/JoIBfIWH385Uj+/bPv5MgsM0emeuqR5sWl9twFOTKDv3vsuRyZ27+2sUe2AB/rCMiRkCMBAAAAAMCuCFvbdwk/PfnaF7xr/uRSr9ExYr46Mhke0q+OxLRIvTkyZgoPT4TIh2MEOnmkKTxhiepN4RFjcHQyZDRHTNNRAvlc1ePX9F8i+8a2iegnVvXGlTHj5fHJS3rTpbFJ/7DeZTD7rKdXzpxbP+/8wuG9dWfz4dadh988/O7pk0cYEQA5Mk9yJJNF8qfTpbAkM01F8+HPj7eeh+afnmsl77clh9AnAAAAAAAA7Anbkr/+0fKHF6vWxP/qgRyZViwuLsalzvrNoUNHjnzALUfyF8J4bpxuMxLdhR3TRjICSq7swz2UI1+nrmOeWzOyMGtGkz7nTj8GOfIgyZFFx49LJGLahiSvFRXlZ86c4b979nLk67fJI5l8hGTuZXB3FLgcGXdHkFssrabuuP0uyJHMjGU8OfqPiZ4fY0aSoWSPI385Mt3+KRA5kikdzvHkSithYaoFlrlZkgqsqfI3Q47MnxxJ5nmWOUERCMiRkCMBAAAAAA4CkS/u9psuDFg8/ebL/ZMrY7GC2hPTUcN0WG9ZHZ26ND51eXxqZdwcHJ+KUGW1Y37kyGRoeCJE/mi0rumnIiOGYM/Q5Q6pTdmzTGWdNAQJowRjUB9LOUl2IW8MsSOMTq6OGK+OTl4en7w8YfItnL46O7t86fL9Z9vfPHzw6KdHWy8eb73cjtXgfrKFAQKQI3MlRzL8sr3188a55/7hp2dbAAAAAAAAAGBf8MyuIP8hQ5fPTgXkSP5B213sks202bDLcmQGzUgUE/mciBZQDkDmyLzaGw8fPsy4EvquBXf6MciR2cuRtG3MZBpL15TKoRx55syZiopysjt5HR0djUskuTty5OtYDkK6lDZBIBBkcHcUphzJuHRxM5kZfZ5Xmkqy3GU5kkkVGYhF0ktjPk+UJvnLkRn3z97KkbTmy7Fw0XlSs1nZuJ+M3Mvvjs810lGp5MgcOn8HUo4kfR6XVxWBgBwJORIAAAAA4EDzZCvRNXz65Bvv2n3t5EWd2dc/F+6di/RaggMz4QFrsMdyudcSGLBeGZy+OjC9OmgODpnDQ+bosCmin4qMTVK+4+TMut4S1Y6uCDW+DoWnXe6W9QaGYtIknXJyfCJIFeOO1ekep9/E6nEbKFEyrJ8Ikg0sM2uj+ivzH193+e/PfBw1mH1Ts1fmP42cd9y5vPrg4dbW9jcPfnz8zcsn93LXG7cxH8C7LEcCAAAAAAAAwIEEcmRaBkPS9E47ltXOoRyZcTPY+gI5BZ+sUbQ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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from IPython.display import Image\n", "Image('numpy.png') " @@ -148,7 +176,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -158,9 +186,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([1, 3, 4, 5])" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a = np.array([1,3,4,5])\n", "a" @@ -175,16 +214,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "1" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a.ndim" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -194,9 +244,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1, 3, 4, 5],\n", + " [1, 3, 4, 5]])" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "b = np.array([[1,3,4,5],[1,3,4,5]])\n", "b" @@ -225,9 +287,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9])" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a = np.arange(10) # 0 .. n-1 (!)\n", "a" @@ -235,9 +308,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([1, 3, 5, 7, 9])" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "b = np.arange(1, 11, 2) # начало, конец(не включая), шаг\n", "b" @@ -252,9 +336,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0. , 0.2, 0.4, 0.6, 0.8, 1. ])" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "c = np.linspace(0, 1, 6) # начало, конец, количество точек\n", "c" @@ -262,9 +357,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0. , 0.2, 0.4, 0.6, 0.8])" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "d = np.linspace(0, 1, 5, endpoint=False)\n", "d" @@ -279,9 +385,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1., 1., 1.],\n", + " [1., 1., 1.],\n", + " [1., 1., 1.]])" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a = np.ones((3, 3)) \n", "a" @@ -289,9 +408,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0., 0.],\n", + " [0., 0.]])" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "b = np.zeros((2, 2))\n", "b" @@ -299,9 +430,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1., 0., 0.],\n", + " [0., 1., 0.],\n", + " [0., 0., 1.]])" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "c = np.eye(3)\n", "c" @@ -309,9 +453,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1, 0, 0, 0],\n", + " [0, 2, 0, 0],\n", + " [0, 0, 3, 0],\n", + " [0, 0, 0, 4]])" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "d = np.diag(np.array([1, 2, 3, 4]))\n", "d" @@ -326,9 +484,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.35797097, 0.24039591, 0.81477344, 0.16196929])" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a = np.random.rand(4)\n", "a " @@ -336,9 +505,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 0.49671415, -0.1382643 , 0.64768854, 1.52302986, -0.23415337,\n", + " -0.23413696, 1.57921282, 0.76743473, -0.46947439, 0.54256004])" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "np.random.seed(42)\n", "b = np.random.randn(10)\n", @@ -354,7 +535,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -363,9 +544,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "dtype('int32')" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a = np.array([1, 2, 3])\n", "a.dtype" @@ -380,9 +572,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "dtype('float64')" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "b = np.array([1., 2., 3.])\n", "b.dtype" @@ -390,9 +593,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "dtype(':1: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray\n", + " f = np.array([(1,23,4), 'Hello', 'Hallo',])\n" + ] + }, + { + "data": { + "text/plain": [ + "dtype('O')" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "f = np.array([(1,23,4), 'Hello', 'Hallo',])\n", "f.dtype" @@ -500,9 +792,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9])" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a = np.arange(10)\n", "a" @@ -510,9 +813,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(0, 2, 9)" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a[0], a[2], a[-1]" ] @@ -526,9 +840,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([9, 8, 7, 6, 5, 4, 3, 2, 1, 0])" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a[::-1]" ] @@ -542,9 +867,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0, 0, 0],\n", + " [0, 1, 0],\n", + " [0, 0, 2]])" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a = np.diag(np.arange(3))\n", "a" @@ -552,27 +890,56 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 34, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "152 ns ± 1.22 ns per loop (mean ± std. dev. of 7 runs, 10000000 loops each)\n" + ] + } + ], "source": [ "%timeit a[1, 1]" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 35, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "308 ns ± 9.01 ns per loop (mean ± std. dev. of 7 runs, 1000000 loops each)\n" + ] + } + ], "source": [ "%timeit a[1][1]" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 36, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0, 0, 0],\n", + " [ 0, 1, 0],\n", + " [ 0, 10, 2]])" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a[2, 1] = 10 \n", "a" @@ -580,9 +947,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 37, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0, 1, 0])" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a[1]" ] @@ -596,9 +974,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 38, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9])" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a = np.arange(10)\n", "a" @@ -606,9 +995,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 39, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([2, 5, 8])" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a[2:9:3] # [начало:конец:шаг]" ] @@ -622,9 +1022,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 40, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0, 1, 2, 3])" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a[:4]" ] @@ -638,7 +1049,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -647,9 +1058,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 42, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0, 1, 2, 3, 4])" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "b = np.arange(5)\n", "b" @@ -657,36 +1079,80 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 43, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9])" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 44, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([4, 3, 2, 1, 0])" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "b[::-1]" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 45, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([5, 6, 7, 8, 9])" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a[5:]" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 46, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([10, 3, 8, 0, 19, 10, 11, 9, 10, 6, 0, 12, 7, 14, 17])" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "np.random.seed(3)\n", "a = np.random.randint(0, 20, 15)\n", @@ -695,18 +1161,41 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 47, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([False, True, False, True, False, False, False, True, False,\n", + " True, True, True, False, False, False])" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "(a % 3 == 0)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 48, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 3, 0, 9, 6, 0, 12])" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "mask = (a % 3 == 0)\n", "extract_from_a = a[mask] \n", @@ -722,9 +1211,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 49, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([10, -1, 8, -1, 19, 10, 11, -1, 10, -1, -1, -1, 7, 14, 17])" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a[a % 3 == 0] = -1\n", "a" @@ -739,9 +1239,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 50, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 0, 10, 20, 30, 40, 50, 60, 70, 80, 90])" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a = np.arange(0, 100, 10)\n", "a" @@ -749,18 +1260,40 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 51, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([20, 30, 20, 40, 20])" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a[[2, 3, 2, 4, 2]] # тут должен быть питоновский лист" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 52, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 0, 10, 20, 30, 40, 50, 60, -100, 80, -100])" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a[[9, 7]] = -100\n", "a" @@ -768,9 +1301,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 53, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[3, 4],\n", + " [9, 7]])" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a = np.arange(10)\n", "idx = np.array([[3, 4], [9, 7]])\n", @@ -780,9 +1325,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 54, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[3, 4],\n", + " [9, 7]])" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a[idx]" ] @@ -796,9 +1353,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 55, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Матрица A:\n", + " [[1 0]\n", + " [0 1]]\n", + "Матрица B:\n", + " [[4 1]\n", + " [2 2]]\n", + "Результат умножения функцией:\n", + " [[4 1]\n", + " [2 2]]\n", + "Результат умножения методом:\n", + " [[4 1]\n", + " [2 2]]\n" + ] + } + ], "source": [ "a = np.array([[1, 0], [0, 1]])\n", "b = np.array([[4, 1], [2, 2]])\n", @@ -813,9 +1389,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 56, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[4, 1],\n", + " [2, 2]])" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "a@b" ] @@ -829,9 +1417,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 57, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Матрица:\n", + " [[4 1]\n", + " [2 2]]\n", + "Вектор:\n", + " [1 2]\n", + "Результат умножения:\n", + " [6 6]\n" + ] + } + ], "source": [ "c = np.array([1, 2])\n", "r3 = b.dot(c)\n", @@ -850,11 +1452,38 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 58, "metadata": { "scrolled": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Матрица A:\n", + " [[1 0]\n", + " [0 1]]\n", + "Матрица B:\n", + " [[4 1]\n", + " [2 2]]\n", + "Результат покоординатного умножения через операцию *:\n", + " [[4 0]\n", + " [0 2]]\n" + ] + }, + { + "data": { + "text/plain": [ + "array([[1, 0],\n", + " [0, 1]])" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "r = a * b\n", "\n", @@ -874,30 +1503,45 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 68, "metadata": {}, "outputs": [], "source": [ - "# Задание: написать функции выводящие минимум для массива, сумму\n" + "# Задание: написать функции выводящие минимум для массива, сумму\n", + "def mini(mass):\n", + " return min(mass)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 69, "metadata": {}, "outputs": [], "source": [ - "\n", + "def summ(mass):\n", + " return sum(mass)\n", "# Ваш код тут" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 77, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "('Minimum:', 1, 'Summa:', 6)" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "a = np.array([1,2,3])\n" + "a = np.array([1,2,3])\n", + "\"Minimum:\", mini(a), \"Summa:\", sum(a)" ] }, { @@ -916,12 +1560,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 110, "metadata": {}, "outputs": [], "source": [ "# 0. Создать нулевой вектор с 5 значений на 5 позиции 5\n", - "# Ваш код здесь\n" + "# Ваш код здесь\n", + "a = np.zeros(5)" ] }, { @@ -933,57 +1578,96 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 79, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0, 1, 2],\n", + " [3, 4, 5],\n", + " [6, 7, 8]])" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# 1. Создать матрицу 3*3 со значениями от 0 до 8\n", - "# Ваш код здесь\n" + "# Ваш код здесь\n", + "np.arange(0, 9).reshape((3, 3))" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, + "execution_count": 109, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(array([0, 1, 4], dtype=int64),)" + ] + }, + "execution_count": 109, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# 2. Найти индексы не нулевых элементов в массиве [1,2,0,0,4,0]\n", - "# Ваш код здесь\n" + "# Ваш код здесь\n", + "np.array([1,2,0,0,4,0]).nonzero()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 94, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.35390507, 0.49263593, 0.91330145],\n", + " [0.76582638, 0.97364827, 0.40236064],\n", + " [0.55277195, 0.30636063, 0.58661997]])" + ] + }, + "execution_count": 94, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# 3. Матрица 3*3*3 с рандомными значениями\n", - "# Ваш код здесь\n" + "# Ваш код здесь\n", + "np.random.random((3, 3))" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 100, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "('Maximum:', 0.9791290066665743, 'Minimum: ', 0.004254636734433825)" + ] + }, + "execution_count": 100, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# 4. Матриа 10 на 10, найти минимумы и максимумы\n", - "# Ваш код здесь\n" + "# Ваш код здесь\n", + "a = np.random.random((10, 10))\n", + "\"Maximum:\", np.max(a), \"Minimum: \", np.min(a)" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { @@ -1002,7 +1686,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.9.1" } }, "nbformat": 4, diff --git a/02. Data Wrangling/inclass_pandas.ipynb b/02. Data Wrangling/inclass_pandas.ipynb index 10ee20d0..d7153575 100644 --- a/02. Data Wrangling/inclass_pandas.ipynb +++ b/02. Data Wrangling/inclass_pandas.ipynb @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 234, "metadata": {}, "outputs": [], "source": [ @@ -42,9 +42,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 235, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 235, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from IPython.display import Image\n", "Image('pandas1.png') " @@ -52,9 +64,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 236, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/jpeg": 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+ "text/plain": [ + "" + ] + }, + "execution_count": 236, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from IPython.display import Image\n", "Image('pandas2.jpg') " @@ -80,9 +104,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 237, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Andrew 400\n", + "Bob 300\n", + "Charles 200\n", + "Ann 250\n", + "dtype: int64" + ] + }, + "execution_count": 237, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "salaries = pd.Series([400, 300, 200, 250], \n", " index = ['Andrew', 'Bob', \n", @@ -92,9 +131,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 238, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Andrew 400\n", + "Bob 300\n", + "dtype: int64" + ] + }, + "execution_count": 238, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# тут можно наблюдать \"консистентность\" между библиотеками numpy и pandas\n", "salaries[salaries > 250]" @@ -109,18 +161,40 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 239, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 239, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "salaries.Andrew == salaries['Andrew']" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 240, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(400, 400)" + ] + }, + "execution_count": 240, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "salaries['Andrew'], salaries.Andrew" ] @@ -134,9 +208,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 241, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Andrew 400.0\n", + "Bob 300.0\n", + "Charles 200.0\n", + "Ann 250.0\n", + "Carl NaN\n", + "dtype: float64" + ] + }, + "execution_count": 241, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "salaries['Carl'] = np.nan\n", "salaries" @@ -144,25 +234,52 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 242, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "nan" + ] + }, + "execution_count": 242, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "salaries['Carl']" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 243, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Andrew 400.0\n", + "Bob 300.0\n", + "Charles 200.0\n", + "Ann 250.0\n", + "Carl NaN\n", + "dtype: float64" + ] + }, + "execution_count": 243, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "salaries" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 244, "metadata": {}, "outputs": [], "source": [ @@ -171,9 +288,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 245, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Andrew 400.0\n", + "Bob 300.0\n", + "Charles 200.0\n", + "Ann 250.0\n", + "Carl 275.0\n", + "dtype: float64" + ] + }, + "execution_count": 245, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "salaries" ] @@ -187,9 +320,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 246, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Второй элемент серии 300.0 \n", + "\n", + "Andrew 400.0\n", + "Bob 300.0\n", + "Charles 200.0\n", + "dtype: float64 \n", + "\n", + "5 Положительных значение\n", + "\n" + ] + } + ], "source": [ "print('Второй элемент серии', salaries[1], '\\n')\n", "# Smart indexing\n", @@ -199,9 +348,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 247, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Andrew 400.0\n", + "Bob 300.0\n", + "Charles 200.0\n", + "Ann 250.0\n", + "Carl 275.0\n", + "dtype: float64" + ] + }, + "execution_count": 247, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "salaries" ] @@ -215,9 +380,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 248, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Andrew 5.221470e+173\n", + "Bob 1.942426e+130\n", + "Charles 7.225974e+86\n", + "Ann 3.746455e+108\n", + "Carl 2.697631e+119\n", + "dtype: float64\n" + ] + } + ], "source": [ "print(np.exp(salaries))" ] @@ -245,9 +423,84 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 249, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
ABC
00.970561aFalse
10.436422bFalse
20.198843cFalse
30.761145dTrue
40.688970eTrue
\n", + "
" + ], + "text/plain": [ + " A B C\n", + "0 0.970561 a False\n", + "1 0.436422 b False\n", + "2 0.198843 c False\n", + "3 0.761145 d True\n", + "4 0.688970 e True" + ] + }, + "execution_count": 249, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df2 = pd.DataFrame({'A': np.random.random(5), \n", " 'B': ['a', 'b', 'c', 'd', 'e'], \n", @@ -257,9 +510,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 250, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "pandas.core.frame.DataFrame" + ] + }, + "execution_count": 250, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "type(df2)" ] @@ -273,9 +537,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 251, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Элемент на 3 позиции в столбце 3 = d \n", + "\n", + " A B C\n", + "1 0.436422 b False\n", + "2 0.198843 c False\n", + "3 0.761145 d True\n", + "4 0.688970 e True\n" + ] + } + ], "source": [ "print('Элемент на 3 позиции в столбце 3 = ', df2.at[3, 'B'], '\\n')\n", "print(df2.loc[1:4, 'A':'C'])" @@ -290,9 +568,84 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 252, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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ABC
00.970561aFalse
10.436422bFalse
20.198843fFalse
30.761145dTrue
40.688970eTrue
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1211Cumings, Mrs. John Bradley (Florence Briggs Th...female38.010PC 1759971.2833C85C
2313Heikkinen, Miss. Lainafemale26.000STON/O2. 31012827.9250NaNS
3411Futrelle, Mrs. Jacques Heath (Lily May Peel)female35.01011380353.1000C123S
8913Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)female27.00234774211.1333NaNS
91012Nasser, Mrs. Nicholas (Adele Achem)female14.01023773630.0708NaNC
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passengeridsurvivedpclassnamesexagesibspparchticketfarecabinembarked
0103Braund, Mr. Owen Harrismale22.010A/5 211717.2500NaNS
4503Allen, Mr. William Henrymale35.0003734508.0500NaNS
5603Moran, Mr. JamesmaleNaN003308778.4583NaNQ
6701McCarthy, Mr. Timothy Jmale54.0001746351.8625E46S
7803Palsson, Master. Gosta Leonardmale2.03134990921.0750NaNS
.......................................
15015102Bateman, Rev. Robert Jamesmale51.000S.O.P. 116612.5250NaNS
15215303Meo, Mr. Alfonzomale55.500A.5. 112068.0500NaNS
15315403van Billiard, Mr. Austin Blylermale40.502A/5. 85114.5000NaNS
15415503Olsen, Mr. Ole MartinmaleNaN00Fa 2653027.3125NaNS
15515601Williams, Mr. Charles Duanemale51.001PC 1759761.3792NaNC
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passengeridsurvivedpclassnamesexagesibspparchticketfarecabinembarked
2313Heikkinen, Miss. Lainafemale26.000STON/O2. 31012827.9250NaNS
8913Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)female27.00234774211.1333NaNS
141503Vestrom, Miss. Hulda Amanda Adolfinafemale14.0003504067.8542NaNS
222313McGowan, Miss. Anna \"Annie\"female15.0003309238.0292NaNQ
444513Devaney, Miss. Margaret Deliafemale19.0003309587.8792NaNQ
565712Rugg, Miss. Emilyfemale21.000C.A. 3102610.5000NaNS
666712Nye, Mrs. (Elizabeth Ramell)female29.000C.A. 2939510.5000F33S
798013Dowdell, Miss. Elizabethfemale30.00036451612.4750NaNS
848512Ilett, Miss. Berthafemale17.000SO/C 1488510.5000NaNS
989912Doling, Mrs. John T (Ada Julia Bone)female34.00123191923.0000NaNS
10010103Petranec, Miss. Matildafemale28.0003492457.8958NaNS
10610713Salkjelsvik, Miss. Anna Kristinefemale21.0003431207.6500NaNS
11411503Attalah, Miss. Malakefemale17.000262714.4583NaNC
12312412Webber, Miss. Susanfemale32.5002726713.0000E101S
13613711Newsom, Miss. Helen Monypenyfemale19.0021175226.2833D47S
14114213Nysten, Miss. Anna Sofiafemale22.0003470817.7500NaNS
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" + ], + "text/plain": [ + " passengerid survived pclass \\\n", + "2 3 1 3 \n", + "8 9 1 3 \n", + "14 15 0 3 \n", + "22 23 1 3 \n", + "44 45 1 3 \n", + "56 57 1 2 \n", + "66 67 1 2 \n", + "79 80 1 3 \n", + "84 85 1 2 \n", + "98 99 1 2 \n", + "100 101 0 3 \n", + "106 107 1 3 \n", + "114 115 0 3 \n", + "123 124 1 2 \n", + "136 137 1 1 \n", + "141 142 1 3 \n", + "\n", + " name sex age sibsp \\\n", + "2 Heikkinen, Miss. Laina female 26.0 0 \n", + "8 Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg) female 27.0 0 \n", + "14 Vestrom, Miss. Hulda Amanda Adolfina female 14.0 0 \n", + "22 McGowan, Miss. Anna \"Annie\" female 15.0 0 \n", + "44 Devaney, Miss. Margaret Delia female 19.0 0 \n", + "56 Rugg, Miss. Emily female 21.0 0 \n", + "66 Nye, Mrs. (Elizabeth Ramell) female 29.0 0 \n", + "79 Dowdell, Miss. Elizabeth female 30.0 0 \n", + "84 Ilett, Miss. Bertha female 17.0 0 \n", + "98 Doling, Mrs. John T (Ada Julia Bone) female 34.0 0 \n", + "100 Petranec, Miss. Matilda female 28.0 0 \n", + "106 Salkjelsvik, Miss. Anna Kristine female 21.0 0 \n", + "114 Attalah, Miss. Malake female 17.0 0 \n", + "123 Webber, Miss. Susan female 32.5 0 \n", + "136 Newsom, Miss. Helen Monypeny female 19.0 0 \n", + "141 Nysten, Miss. Anna Sofia female 22.0 0 \n", + "\n", + " parch ticket fare cabin embarked \n", + "2 0 STON/O2. 3101282 7.9250 NaN S \n", + "8 2 347742 11.1333 NaN S \n", + "14 0 350406 7.8542 NaN S \n", + "22 0 330923 8.0292 NaN Q \n", + "44 0 330958 7.8792 NaN Q \n", + "56 0 C.A. 31026 10.5000 NaN S \n", + "66 0 C.A. 29395 10.5000 F33 S \n", + "79 0 364516 12.4750 NaN S \n", + "84 0 SO/C 14885 10.5000 NaN S \n", + "98 1 231919 23.0000 NaN S \n", + "100 0 349245 7.8958 NaN S \n", + "106 0 343120 7.6500 NaN S \n", + "114 0 2627 14.4583 NaN C \n", + "123 0 27267 13.0000 E101 S \n", + "136 2 11752 26.2833 D47 S \n", + "141 0 347081 7.7500 NaN S " + ] + }, + "execution_count": 286, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pass_data[(pass_data['sex'] == 'female') & (pass_data['sibsp'] == 0) & (pass_data['age'] < 35)]" + ] }, { "cell_type": "markdown", @@ -717,9 +3869,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 287, "metadata": {}, - 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6701McCarthy, Mr. Timothy Jmale54.0001746351.8625E46S
101113Sandstrom, Miss. Marguerite Rutfemale4.011PP 954916.7000G6S
111211Bonnell, Miss. Elizabethfemale58.00011378326.5500C103S
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303101Uruchurtu, Don. Manuel Emale40.000PC 1760127.7208NaNC
646501Stewart, Mr. Albert AmaleNaN00PC 1760527.7208NaNC
969701Goldschmidt, Mr. George Bmale71.000PC 1775434.6542A5C
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888911Fortune, Miss. Mabel Helenfemale23.03219950263.0000C23 C25 C27S
11811901Baxter, Mr. Quigg Edmondmale24.001PC 17558247.5208B58 B60C
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animalagevisitsprioritylabels
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2snake0.52noc
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5cat2.03nof
6snake4.51nog
7catNaN1yesh
8dog7.02noi
9dog3.01noj
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" + ], + "text/plain": [ + " animal age visits priority labels\n", + "0 cat 2.5 1 yes a\n", + "1 cat 3.0 3 yes b\n", + "2 snake 0.5 2 no c\n", + "3 dog NaN 3 yes d\n", + "4 dog 5.0 2 no e\n", + "5 cat 2.0 3 no f\n", + "6 snake 4.5 1 no g\n", + "7 cat NaN 1 yes h\n", + "8 dog 7.0 2 no i\n", + "9 dog 3.0 1 no j" + ] + }, + "execution_count": 347, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a = pd.DataFrame(data)\n", + "a['labels'] = labels\n", + "a" + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 348, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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animalagevisitsprioritylabels
0cat2.51yesa
1cat3.03yesb
2snake0.52noc
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" + ], + "text/plain": [ + " animal age visits priority labels\n", + "0 cat 2.5 1 yes a\n", + "1 cat 3.0 3 yes b\n", + "2 snake 0.5 2 no c" + ] + }, + "execution_count": 348, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Вывести первые 3 строки\n", - "# Ваш код здесь" + "# Ваш код здесь\n", + "a[:3]" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 332, "metadata": {}, "outputs": [], "source": [ @@ -1060,34 +5899,70 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 349, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/plain": [ + "0 False\n", + "1 False\n", + "2 False\n", + "3 True\n", + "4 False\n", + "5 False\n", + "6 False\n", + "7 True\n", + "8 False\n", + "9 False\n", + "Name: age, dtype: bool" + ] + }, + "execution_count": 349, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a.age.isna()" + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 350, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "19" + ] + }, + "execution_count": 350, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Вывести сумму всех посещений\n", - "# Ваш код здесь" + "# Ваш код здесь\n", + "a.visits.sum()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 359, "metadata": {}, "outputs": [], "source": [ "# Посчитать количество каждого типа в колонке animal\n", - "# Ваш код здесь" + "# Ваш код здесь\n", + "num = a.animal.value_counts()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 335, "metadata": {}, "outputs": [], "source": [ @@ -1097,10 +5972,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 360, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "num.to_csv('nums.csv', index=False)" + ] } ], "metadata": { @@ -1119,7 +5996,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.9.1" } }, "nbformat": 4, diff --git a/02. Data Wrangling/titanik-eda.ipynb b/02. Data Wrangling/titanik-eda.ipynb index 6c3e6584..e5addd9c 100644 --- a/02. Data Wrangling/titanik-eda.ipynb +++ b/02. Data Wrangling/titanik-eda.ipynb @@ -3,15 +3,31 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "executionInfo": { + "elapsed": 3601, + "status": "ok", + "timestamp": 1646687856718, + "user": { + "displayName": "Андрей Миронов", + "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64", + "userId": "13288426768569375119" + }, + "user_tz": -180 + }, + "id": "dv7MI5mRZaK4", + "outputId": "7cb7d015-97f5-48e1-b163-f82bd6ae315d" + }, "outputs": [ { - "name": "stdout", + "name": "stderr", "output_type": "stream", "text": [ - "Requirement already satisfied: plotly in /opt/homebrew/anaconda3/lib/python3.8/site-packages (5.3.1)\n", - "Requirement already satisfied: six in /opt/homebrew/anaconda3/lib/python3.8/site-packages (from plotly) (1.15.0)\n", - "Requirement already satisfied: tenacity>=6.2.0 in /opt/homebrew/anaconda3/lib/python3.8/site-packages (from plotly) (8.0.1)\n" + "\"pip\" ­Ґ пў«пҐвбп ў­гв७­Ґ© Ё«Ё ў­Ґи­Ґ©\n", + "Є®¬ ­¤®©, ЁбЇ®«­пҐ¬®© Їа®Ја ¬¬®© Ё«Ё Ї ЄҐв­л¬ д ©«®¬.\n" ] } ], @@ -21,8 +37,26 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": {}, + "execution_count": 2, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 17 + }, + "executionInfo": { + "elapsed": 757, + "status": "ok", + "timestamp": 1646687857466, + "user": { + "displayName": "Андрей Миронов", + "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64", + "userId": "13288426768569375119" + }, + "user_tz": -180 + }, + "id": "W7ni89d4ZaK8", + "outputId": "f2bba89d-6621-43da-b71d-fdf3fabdf25f" + }, "outputs": [ { "data": { @@ -34,7 +68,7 @@ " require.undef(\"plotly\");\n", " requirejs.config({\n", " paths: {\n", - " 'plotly': ['https://cdn.plot.ly/plotly-2.4.2.min']\n", + " 'plotly': ['https://cdn.plot.ly/plotly-2.4.1.min']\n", " }\n", " });\n", " require(['plotly'], function(Plotly) {\n", @@ -57,7 +91,8 @@ "init_notebook_mode(connected=True)\n", "import plotly.graph_objs as go\n", "import plotly.express as px\n", - "\n", + "import plotly.io as pio\n", + "pio.renderers.default = \"colab\"\n", "\n", "import matplotlib.pyplot as plt\n", "import os" @@ -65,8 +100,10 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": {}, + "execution_count": 3, + "metadata": { + "id": "GTzfXynoZaK9" + }, "outputs": [], "source": [ "data = pd.read_csv('titanic.csv', sep = '\\t')" @@ -74,8 +111,26 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": {}, + "execution_count": 4, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 302 + }, + "executionInfo": { + "elapsed": 394, + "status": "ok", + "timestamp": 1646687898017, + "user": { + "displayName": "Андрей Миронов", + "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64", + "userId": "13288426768569375119" + }, + "user_tz": -180 + }, + "id": "Caod862uZaK9", + "outputId": "07b2a896-14c1-4d1d-d61c-4792883e4228" + }, "outputs": [ { "data": { @@ -215,7 +270,7 @@ "4 0 373450 8.0500 NaN S " ] }, - "execution_count": 7, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -226,1029 +281,46 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "id": "6YLqYPVUZaK-" + }, "source": [ "### Рассмотрим расределение целевой переменной" ] }, { "cell_type": "code", - "execution_count": 8, - "metadata": {}, + "execution_count": 5, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 542 + }, + "executionInfo": { + "elapsed": 1140, + "status": "ok", + "timestamp": 1646687899650, + "user": { + "displayName": "Андрей Миронов", + "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64", + "userId": "13288426768569375119" + }, + "user_tz": -180 + }, + "id": "Mvc7UJDAZaK_", + "outputId": "2e4dbe93-5bf4-41eb-f39f-4eed5846cb43" + }, "outputs": [ { "data": { - "application/vnd.plotly.v1+json": { - "config": { - "plotlyServerURL": "https://plot.ly" - }, - "data": [ - { - "domain": { - "x": [ - 0, - 1 - ], - "y": [ - 0, - 1 - ] - }, - "hovertemplate": "Survived=%{label}", - "labels": [ - 0, - 1, - 1, - 1, - 0, - 0, - 0, - 0, - 1, - 1, - 1, - 1, - 0, - 0, - 0, - 1, - 0, - 1, - 0, - 1, - 0, - 1, - 1, - 1, - 0, - 1, - 0, - 0, - 1, - 0, - 0, - 1, - 1, - 0, - 0, - 0, - 1, - 0, - 0, - 1, - 0, - 0, - 0, - 1, - 1, - 0, - 0, - 1, - 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} - } - }, - "xaxis": { - "anchor": "y", - "domain": [ - 0, - 1 - ], - "title": { - "text": "Survived" - } - }, - "yaxis": { - "anchor": "x", - "domain": [ - 0, - 1 - ], - "title": { - "text": "counts" - } - } - } - }, "text/html": [ - "
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" + " }) }; \n", + "\n", + "" ] }, "metadata": {}, @@ -12891,41 +1413,307 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "id": "anO2P7aCZaLJ" + }, "source": [ "## Изобразите аналогичное распределение по классам" ] }, { "cell_type": "code", - "execution_count": 87, - "metadata": {}, - "outputs": [], + "execution_count": 21, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 238 + }, + "executionInfo": { + "elapsed": 566, + "status": "ok", + "timestamp": 1646688530146, + "user": { + "displayName": "Андрей Миронов", + "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64", + "userId": "13288426768569375119" + }, + "user_tz": -180 + }, + "id": "zX0w2TN9ZaLJ", + "outputId": "517a97ca-cb07-4eb1-eb53-f0c69d093a30" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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PclassSurvivedcounts
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" + ], + "text/plain": [ + " Pclass Survived counts\n", + "0 1 0 18\n", + "1 1 1 12\n", + "2 2 0 16\n", + "3 2 1 14\n", + "4 3 0 68\n", + "5 3 1 28" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "interseting = data[['Pclass','Survived']].groupby(['Pclass','Survived']).size().reset_index(name=\"counts\")\n", + "interseting" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 542 + }, + "executionInfo": { + "elapsed": 376, + "status": "ok", + "timestamp": 1646688302079, + "user": { + "displayName": "Андрей Миронов", + "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64", + "userId": "13288426768569375119" + }, + "user_tz": -180 + }, + "id": "sodTUPx1RMXE", + "outputId": "69736f09-ce1b-4e75-cad8-257a566b00e2" + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "
\n", + "
\n", + "\n", + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# ваш код сюда" + "px.bar(interseting, x = 'Survived', y = 'counts', color = 'Pclass', barmode='group')" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "id": "RaDhz4LmZaLJ" + }, "source": [ "## А есть ли разница в цене билета в разных портах?" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] + "execution_count": 23, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 174 + }, + "executionInfo": { + "elapsed": 485, + "status": "ok", + "timestamp": 1646689204609, + "user": { + "displayName": "Андрей Миронов", + "photoUrl": "https://lh3.googleusercontent.com/a/default-user=s64", + "userId": "13288426768569375119" + }, + "user_tz": -180 + }, + "id": "hzj18aaJPXus", + "outputId": "4eb293ce-c932-49be-ef3b-3011f2057727" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Maths 1/lecture_maths_1.pdf b/03. Maths 1/lecture_maths_1.pdf deleted file mode 100644 index 8ab32c0b..00000000 Binary files a/03. Maths 1/lecture_maths_1.pdf and /dev/null differ diff --git a/04. Maths 2/README.md b/04. Maths 2/README.md deleted file mode 100644 index 103bd26b..00000000 --- a/04. Maths 2/README.md +++ /dev/null @@ -1,3 +0,0 @@ -# Понимаем математику 2 - -[Видео лекции](https://www.youtube.com/watch?v=PK0TfJ5snJg) \ No newline at end of file diff --git a/04. Maths 2/material.md b/04. Maths 2/material.md new file mode 100644 index 00000000..e9fa80c8 --- /dev/null +++ b/04. Maths 2/material.md @@ -0,0 +1,213 @@ + Задачи машинного обучения + + Supervised и unsupervised. Регрессия, классификация, кластеризация. Метрики качества. + + + + Типы задач + +Рассмотрим типы задач, которые встречаются в машинном обучении. + + + + Классификация. + + +Рассмотрим следующую задачу. Мы работаем в банке и нам необходимо, чтобы система определяла, сможет ли человек вовремя погасить кредит или нет. У нас есть различная информация о человеке, так называемые признаки (features). Они бывают различных типов: + + + +Бинарные признаки: наличие телефона. +Номинальные признаки: профессия, адрес проживания. +Порядковые признаки: образование, занимаемая должность. По сути, они похожи на номинальные признаки, только тут у значений признака имеется порядок (высшее образование ценится выше среднего и т.д.). +Количественные признаки: зарплата, возраст, количество детей в семье и т.п. + + +Ответ же к данной задаче либо 0 (человек не выплатит кредит вовремя) и 1 (Человек выплатит кредит вовремя). Т.е. в задаче классификации значение, которое мы хотим предсказать (далее целевая переменная ), принадлежит конечному множеству. В нашей задаче, например, это {0;1}. Бывают множества не только из 2 классов. Например, задача диагностики болезни по симптомам. Тут классы — это список болезней. + +Как решается данная задача? В таких задачах нам требуется обучающая выборка . Это история того, как в прошлом наши клиенты выплачивали кредиты. Мы знаем о них все: где они работают, сколько получают и т.п. А так же нам известно смогли они выплатить кредит или нет. Знание того, что мы предсказываем (целевой переменной) относит задачу к задачам обучение с учителем . + +Далее модель машинного обучения находит закономерности в этой выборке. Например, если человек безработный, то скорее всего, он не выплатит кредит вовремя и т.д. Она запоминает эти закономерности, и когда приходит черёд узнать, а сможет ли новый клиент заплатить кредит вовремя, модель смотрит на эти зависимости и выдаёт ответ. Список новых клиентов называется тестовой выборкой . Главное её отличие от обучающей выборки заключается в том, что для элементов из тестовой выборки неизвестна целевая переменная (в нашем случае — это выплатит клиент кредит или нет). + + + + Регрессия. + + +Еще одним типом является регрессия. Например, можно рассмотреть такую задачу: мы хотим по росту родителей определить насколько высоким может быть их ребёнок. Действительно, как правило, есть зависимость, что у высоких родителей дети тоже имеют высокий рост и наоборот. Т.е. от классификации задача регрессии отличается тем, что тут целевая переменная — вещественное число. + +Обучающей выборкой в данной задаче будет набор троек: (рост родителя №1, рост родителя №2, рост ребёнка). Тестовой выборкой — набор двоек: рост родителя №1 и рост родителя №2. + + + + Кластеризация. + + +В обучающих выборках, рассмотренных выше задач, нам было известна целевая переменная: + +Выплатит ли человек кредит вовремя — в задаче классификации; +Рост ребенка — в задаче регрессии. +Однако, целевая переменная не всегда известна. Например, мы провели социологический опрос, у нас есть много ответов на вопросы и нам хотелось бы сгруппировать их по поведению. Мы заранее не знаем, сколько таких кластеров получится и что они из себя представляют. Это мы можем узнать только после того как появятся сами кластеры. + +Еще простой и пробирочной задачей кластеризации является кластеризация точек на плоскости: + + + + Алгоритм KNN для задачи классификации + +Рассмотрим один из самых простых алгоритмов для задачи классификации KNN - k ближайших соседей. Пусть перед нами стоит задача бинарной классификации — 0 или 1. Рассмотрим ситуацию, когда все признаки — вещественные числа. В дальнейшем, при изучении курса вы сумеете переводить номинальные и порядковые признаки в числа. Пусть у нас имеется обучающая выборка X_{train} = \{,x_1, ..., x_N \}X +train +​ + ={,x +1 +​ + ,...,x +N +​ + } , где каждый x_1x +1 +​ +  — это вектор из mm признаков. Для каждого объекта из обучающей выборки известна целевая переменная y_i ∈ \{,0; 1\}y +i +​ + ∈{,0;1} . А так же пусть имеется тестовая выборка X_{test} =\{, x_{N+1}, ..., x_{N+M}\}.X +test +​ + ={,x +N+1 +​ + ,...,x +N+M +​ + }. Для них неизвестна целевая переменная, это мы должны выяснить сами. + +Сам алгоритм: + +Для каждого из объектов тестовой выборки x_{N+i}x +N+i +​ +  +Находим k ближайших к нему соседей из обучающей выборки X_{train}X +train +​ +  . Ближайших в смысле Евклидового расстояния: +p(x;y)=\sqrt{(x_1-y_1)^2+\dots+(x_m-y_m)^2}p(x;y)= +(x +1 +​ + −y +1 +​ + ) +2 + +⋯+(x +m +​ + −y +m +​ + ) +2 + +​ +  +Если среди этих ближайших соседей больше нулей, то для объекта x_{N+i}x +N+i +​ +  выдаем ответ — 0, иначе — 1 + + +Вот и весь алгоритм. Его можно немного модифицировать — использовать вместо Евклидового расстояния другие метрики. К сожалению, алгоритм не часто используется на практике, но неплохо подходит для обучения. + + + + Алгоритм k-means для задачи кластеризации + + + +Рассмотрим теперь задачу кластеризации и алгоритм k-means для ее решения. Пусть в качестве объектов у нас NN точек на плоскости: \{(x_1, y_1), ...,(x_N , y_N )\}{(x +1 +​ + ,y +1 +​ + ),...,(x +N +​ + ,y +N +​ + )} : + + + +Мы хотим разбить эти точки на k=3k=3 кластера. + +Выбираем k=3k=3 случайные точки из этого множества. Говорим, что они теперь являются центрами наших кластеров. +Для каждой из оставшихся точек смотрим, к какому из центров она ближе и определяем её в этот кластер. +У нас получилось разбить точки на 3 кластера. Естественно это не оптимальное решение. Найдем новые центры кластеров, а именно посчитаем центры масс каждого кластера. Например, если точки \{(x_{i_1}, y_{i_1}), ... , (x _{i_n}, y_{i_n})\}{(x +i +1 +​ + +​ + ,y +i +1 +​ + +​ + ),...,(x +i +n +​ + +​ + ,y +i +n +​ + +​ + )} попали в один кластер, то его новый центр масс будет иметь координаты: x_M =\frac {x_{i_1} + ... + x_{i_n}} +nx +M +​ + = +n +x +i +1 +​ + +​ + +...+x +i +n +​ + +​ + +​ +  ; y_M =\frac {y_{i_1} + ... + y_{i_n}} +ny +M +​ + = +n +y +i +1 +​ + +​ + +...+y +i +n +​ + +​ + +​ +  +Далее с этими новыми центрами масс переходим к шагу 2. Продолжаем до тех пор пока кластеры перестанут меняться. diff --git a/04. Maths 2/matrices-96b80d68-8368-496d-b3aa-992d25f0b03e (1).pdf b/04. Maths 2/matrices-96b80d68-8368-496d-b3aa-992d25f0b03e (1).pdf deleted file mode 100644 index de2a4801..00000000 Binary files a/04. Maths 2/matrices-96b80d68-8368-496d-b3aa-992d25f0b03e (1).pdf and /dev/null differ diff --git a/04. Maths 2/matrixcookbook-02893148-30b5-4cab-a759-d9626d475537 (1).pdf b/04. Maths 2/matrixcookbook-02893148-30b5-4cab-a759-d9626d475537 (1).pdf deleted file mode 100644 index 46db798c..00000000 Binary files a/04. Maths 2/matrixcookbook-02893148-30b5-4cab-a759-d9626d475537 (1).pdf and /dev/null differ diff --git a/05. Maths 3/ML_seminar_for_students.ipynb b/05. Maths 3/ML_seminar_for_students.ipynb index 3e2aee21..3a1cbccf 100644 --- a/05. Maths 3/ML_seminar_for_students.ipynb +++ b/05. Maths 3/ML_seminar_for_students.ipynb @@ -1,613 +1,951 @@ { - "cells": [ - { - "cell_type": "markdown", - "id": "9e5ce898", - "metadata": {}, - "source": [ - "# Повторение основ :)" - ] - }, - { - "cell_type": "markdown", - "id": "9ba047df", - "metadata": {}, - "source": [ - "# Линейная регрессия\n", - "\n", - "Обозначения:\n", - "- $\\mathbb{X} \\in \\mathbb{R}^{n \\times m}$ - матрица признаков\n", - "- $\\mathbb{Y} \\in \\mathbb{R}^n$ - целевая переменная\n", - "- $x \\in \\mathbb{R}^{m}$ - один объект из выборки\n", - "- $\\omega = (\\omega_1,...,\\omega_m)$ - вектор весов (параметров) модели\n", - "- $Q(f, \\mathbb{Y})$ - функционал ошибок\n", - "\n", - "Общий вид модели: $f(x, \\omega) = \\omega_0 + x_1\\omega_1 + ... + x_m\\omega_m = \\sum\\limits_{i=0}^{m}x_i\\omega_i = $\n", - "\n", - "**Пример**\n", - "![lin_reg](./example_lin_reg.png)\n", - "

\n", - "\n", - "**Как делали до этого?**\n", - "\n", - "import sklearn\n", - "\n", - "model = sklearn.LinReg(params) \\\n", - "model.fit(X_train, y_train) \\\n", - "model.predict(X_test) \n", - "\n", - "___Готово!___\n", - "\n", - "Давайте разберёмся, как это работает под капотом" - ] - }, - { - "cell_type": "markdown", - "id": "bcd76ba6", - "metadata": {}, - "source": [ - "# Немного теории оптимизаций\n", - "\n", - "Пусть $f$ - векторная функция.\n", - "\n", - "$\\nabla f = \\big(\\dfrac{\\partial f}{\\partial x_1},...,\\dfrac{\\partial f}{\\partial x_n} \\big)$.\\\n", - "Градиент показывает направление __наискорейшего роста__ функции.\\\n", - "В задачах машинного обучения мы хотим минимизировать некоторый функционал ошибок. Поможет ли в этом градиент?" - ] - }, - { - "cell_type": "markdown", - "id": "5843db2b", - "metadata": {}, - "source": [ - "___Ваш ответ:___ $-\\nabla f$" - ] - }, - { - "cell_type": "markdown", - "id": "f0437a18", - "metadata": {}, - "source": [ - "![rm](./rik_and_morti.jpeg)\n", - "

" - ] - }, - { - "cell_type": "markdown", - "id": "5d178c4b", - "metadata": {}, - "source": [ - "# Классический градиентный спуск" - ] - }, - { - "cell_type": "markdown", - "id": "4431f1bd", - "metadata": {}, - "source": [ - "$-\\nabla_{\\omega}Q$ - вектор, направленный в сторону наискорешего убывания.\n", - "\n", - "Тогда можем задать рекуррентную формулу:\n", - "\n", - "$\\omega^{(k)} = \\omega^{(k - 1)} - \\eta \\nabla_{\\omega}Q(\\omega^{(k-1)})$\n", - "\n", - "Где $\\eta$ - шаг нашего спуска.\n", - "\n", - "В двухмерном виде выглядит так:\n", - "\n", - "![grad](./grad.png)\n", - "

" - ] - }, - { - "cell_type": "markdown", - "id": "6df31767", - "metadata": {}, - "source": [ - "Открытые вопросы: \n", - "- Как задавать $\\omega^{(0)}$?\n", - "- Когда останавливаться?" - ] - }, - { - "cell_type": "markdown", - "id": "0b75ae48", - "metadata": {}, - "source": [ - "___Ваша заметка:___\n", - "\n", - "$\\omega^{(0)}$ - рандомим\n", - "\n", - "Останавливаемся: задаем количество шагов спуска" - ] - }, - { - "cell_type": "markdown", - "id": "798ce3ee", - "metadata": {}, - "source": [ - "# Stochastic Gradient Descent " - ] - }, - { - "cell_type": "markdown", - "id": "d553c16a", - "metadata": {}, - "source": [ - "$Q(f, \\mathbb{Y}) = \\dfrac{1}{n}\\sum\\limits_{i=1}^{n}q_i(x_i, \\omega, y_i)$\n", - "\n", - "$\\nabla_{\\omega}Q = \\dfrac{1}{n}\\sum\\limits_{i=1}^{n}\\nabla_{\\omega}q_i$\n", - "\n", - "Вычисляем градиенты n раз!\n", - "\n", - "$\\nabla_{\\omega}Q \\approx \\nabla_{\\omega}q_i$\n", - "\n", - "Тогда:\n", - "\n", - "$\\omega^{(k)} = \\omega^{(k-1)} - \\eta_k \\nabla_{\\omega}q_{i_k}(\\omega^{(k-1)})$, где $i_k$ - номер случайного элемента из выборки на $k$-ом шаге\n", - "\n", - "___Теорема___:\n", - "Сходимость SGD гарантируется, если выполнены условия:\n", - "- $\\sum\\limits_{k=1}^{\\infty}\\eta_k$ - расходится\n", - "- $\\sum\\limits_{k=1}^{\\infty}\\eta_k^2$ - сходится\n", - "\n", - "Например, можно брать последовательность $\\eta_k = \\dfrac{1}{k}$" - ] - }, - { - "cell_type": "markdown", - "id": "58fe4623", - "metadata": {}, - "source": [ - "# Пишем свою модель" - ] - }, - { - "cell_type": "markdown", - "id": "3dc69230", - "metadata": {}, - "source": [ - "Будем собирать нашу модель по кусочкам. Напишем и потестируем градиентный спуск.\n", - "\n", - "Функионал ошибок: $Q = MSE = \\sum\\limits_{i}(y_i-x_i^T \\omega)^2 = ||\\mathbb{Y} - \\mathbb{X}\\omega||_2^2$\n", - "\n", - "

$\\omega_{opt} = (\\mathbb{X}^T\\mathbb{X})^{-1}\\mathbb{X}\\mathbb{Y}$

" - ] - }, - { - "cell_type": "markdown", - "id": "672a63d2", - "metadata": {}, - "source": [ - "Найдём шаг градиентного спуска\n", - "\n", - "$||\\mathbb{Y} - \\mathbb{X}\\omega||_2^2 = <\\mathbb{Y} - \\mathbb{X}\\omega, \\mathbb{Y} - \\mathbb{X}\\omega>$\n", - "\n", - "Дифференциал для векторной функции: $df(x)\\big|_{x_0} = <\\nabla f(x), x_0>$\n", - "\n", - "Формула дифференциала скалярного произведения: $d()\\big|_{\\omega} = + $\n", - "\n", - "$dQ\\big|_{\\omega_{*}} = 2$\n", - "\n", - "$dQ\\big|_{\\omega_{*}} = -2<\\mathbb{Y} - \\mathbb{X}\\omega, \\mathbb{X}\\omega_{*}> = -2\\mathbb{X}^T<\\mathbb{Y} - \\mathbb{X}\\omega, \\omega_{*}>$\n", - "\n", - "$\\nabla_{\\omega}Q = -2\\mathbb{X}^T(\\mathbb{Y} - \\mathbb{X}\\omega) = 2\\mathbb{X}^T(\\mathbb{X}\\omega - \\mathbb{Y})$" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "f1271a05", - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import matplotlib\n", - "import matplotlib.pyplot as plt\n", - "import warnings\n", - "warnings.filterwarnings(\"ignore\")" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "c0516a8e", - "metadata": {}, - "outputs": [], - "source": [ - "random_seed = 43\n", - "n_features = 2\n", - "n_objects = 300\n", - "batch_size = 10\n", - "num_steps = 50\n", - "np.random.seed(random_seed)\n", - "\n", - "# Генерим истинные веса\n", - "w_true = np.random.normal(size=(n_features, ))\n", - "\n", - "# Под веса создаем признаки\n", - "X = np.random.uniform(-5, 5, (n_objects, n_features))\n", - "\n", - "X *= (np.arange(n_features) * 2 + 1)[np.newaxis, :] \n", - "\n", - "# Создаем таргет\n", - "Y = X.dot(w_true) + np.random.normal(0, 1, n_objects)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "3d113b5e", - "metadata": {}, - "outputs": [], - "source": [ - "# Пишем градиентный спуск\n", - "\n", - "w_0 = np.random.uniform(-2, 2, n_features)-0.5\n", - "w = w_0.copy()\n", - "w_list = [w.copy()]\n", - "learning_rate = 1e-2\n", - "\n", - "for i in range(num_steps):\n", - " w -= 2 * learning_rate * np.dot(X.T, np.dot(X, w) - Y) / Y.size\n", - " w_list.append(w.copy())\n", - " \n", - "w_list = np.array(w_list)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "9c2e85da", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Hw3mprcp4WQmUl8vYinKpMWI/L3c4r/raWiG/29oKVmuVc9vro86rpJxXClDS2ncIa+qzeMjh4eFw7llNn4dUSbf3eXqDpxd42Vsfae0V1L28KsfY+7x9ZbzFLHI5iW1UkzYViQdIssUn2Medr5TyrxKn0AsoBXYf5xkgMQiOQsEec7C9mnEr7IOUUh0Bf4dx1WKEgqHFoYuz0IeWy+5BUTp4+qHajMQSO9pUSTZUUlUYHNgCRTlyLSgSOgyA2D4iDMJiTQEzg6G8DIryoahA2uJ8KC6EkiI5SosqX9vPS4ur7ysvFRFQVnLs5PxksE/O7YfFQybTymKbzFd37vhayWutAW1z5tA2gXGcPm2Vz1JRYWttQsWxryE/K4io8PY9+vDxO7bP3u/rL7ufvgFy7ut4HtCwtjVvfgGuV0qN01ovAlBKBQNnA19WGTcduBj41DbOE7gUmFdLxiOQSX86cCVSQ8HOVcguwTIArXWSUmqTbdwHVcaVAbNr+yBGKBhaBNpajk7bJLsHtsBkFdod1fkcKYbm4eNsEw3O5njCIG4ItOsL7fpJdiIjKA3NjfJyKMyFglwozJG2wNYW5tlEQP7RYqAoH4pt52W1zWkcsHhUTkh9/CqPoDCIjLWthvvIiriXT+3n3rbXnj7gaZv8e3odLQY8HF67+gq7fdfCLh4qykSAlZWKeCovs+2g2Fp7X5njNdsOS2lxzUdxAeRm2ASara+kqOGFSjNFKXWR7XSwrZ2ilEoD0mzC4BdkIj9DKfUglQXXFPCy/T5a641KqW+AN5RSXkidhduQQm1XVnnmbiBRa32q7b1lSql/IgXWkhGxMBG4AbhLa13q8PbHgF+VUu8CXyEF154A/lNbDQUwQsHQzNGFqVgPLkUfWgaleeATgoqbgqXtSFMpuaWjNWQehKSNRhgYmh/lZZCXBflZkGtr82yHffJvFwJ2cVBcUPs9fQPALxD8AsA3EAJDILKtrc/W//d5oIz5WxD4VgoDT+OWVyNKVYqapv4yaS0Co7jQtstTYDsvqOx7//wmNspl+a7K67dt7SJgvNbaqpQ6C3jVds0XEQ4TtNYHqrz3euB54DkkZmATMFlrvb7KOE/gqKqaWuv/KaU0cD9S2TkJuFNr/XaVcb/bxM1TwHVAClKZ+fnjfVBTmbkOmMrM7oW2lqNTN6IPLkFn7gBlQUX0RcWOQUX0MYHJLZm8dEjaJOIgaSPkZ0h/UKQIAiMMDK6K1rJqn5MBOemQmy7n+dmQl2kTAdk2YZBZ86Tf4gEBrSAg2HbYzv1t5/5B1V/3CzSVvw0uV5m5oednrvb5XAGzo2BoNujCVElrmmzbPfANw9L5HFTbUaYgWkulOF9cieziINO2kOMbDO37S5xB+wFS/dgIA4MzsFbIxD4n3XbYhUDGsa+rc+2xeEBQqByBodCxl7RBIbY2VFx6gkLk3C/I9d1vDAaDy2CEgsGtkd2DTejkxeiMHYBCRfZDxY5FRfQ2uwctjfJSOLRdhEHiBkjZLQGEnj4SeNznDBEHkXEm+NjQ+JSXQXYaZKVCVortPEVeZ6dKm5NevV94QCtoFQ7BEdClP7SKqHz993m47AAYkWswGBoJIxQMbokuTMOavASdvBxKc8E31OwetETsAcj718H+9ZC8VcSCslTWMWg/QOoYGL9oQ0Oitbj7ZB6GDIcj84hNGKSKS1BVfPwgJApCW0OPoRASKechNgEQHAHBYRKgazAYDE7GCAWD26CtFej0LegDC9EZ26ncPTCxBy2K4jxI3FgpDvJtVTnD2kHfydBhIMT2NQXODCeHtQKy0o4WAplHjj6v6grkGwBh0RDWGjr0tIkAmygIjYKQ1hLwa3YADAaDm2CEgsHl0aV56IOLsR5cDMVZ4BOCpfPZqLajze5BS0Bb4chO2LdWhMGRndLnEyC7BR2vgI4DJQDZYDgRSosh7SCkJEF6MqQlV7YZhyTPvSNBoRAWA207Q7/Rch4eDeExcm7cgAwGQzPDCAWDy6IL07Am/iHBydYyVFhPVPfLZBfBZN9o3pSXSpzBnpVyFGQBCqK7ijtRx0HiTmR+DgzHw2qV1f+URNuRBEcSITVJ+h0z/wW0goi20L47DJoIEW0qRUBYtKT4NBgMhhaEEQoGl0PnHsC6fw76yFpJbdpmOJYOZ6ACY5xtmqExKSuWXYOdy2DvaigrAi8/iBsMnYdLXQO/YGdbaXBVrBWQfggO7YXD++Cwvd0nOwd2fAOgdQfo3B9GnQNR7aF1eyn05R/kPPsNBoPBBTFCweASaK3RmQno/XMk/sDDF9XxdCztT0P5hjjbPENjUVIoomDXUti3DspLRAz0GAtdRkoKU08T1GlwoLxc3IUO760UA4f2wZH9shNlJ7Q1xMTBmPOlje4ogiA43LgHGQwGQx0xQsHgVLS2olM2YN0/F3L3g3cwlq7no2LHobxMMGqzpDgP9qyCnUshcb34gQeEQu/ToNtoSWNqXIoMWks60YO7IHkXHNwNybtFEDjGDoS3ESHQa5i0MZ0gpqMUCDMYDAbDSWGEgsEpaGs5+tBKrPvnQGEq+Edh6Xklqs1IlIdJY9nsKMyB3StEHBzYJG4iQZHQ/yzoOgra9jR1DVoyJUWQvEeEQPIuEQcHd0NhbuWYsGho2wX6joY2nSp3CXz8nGa2wWAwNHeMUDA0KbqiFJ28VHYQirMgqD2WfjejWg8y6U2bG4U5Igx2LoGDWyVTUatoGHy+iIPobsYFpKWhtRQcS0qAAwm23YLd4kpkDyr28RdBMOQ0iO0q5227mPgBg8FgcAJGKBiaBF1ejD6wCGviH1IgLaQzll5Xo8J7o8xksflQnAe7VkDCIslapK0QGgvDLhFxENnJiIOWgtUqAuBAAiTFQ2K8nOdny3WlJJC4XXcYPhViu4gwCIsBi1k0MBgMBlfACAVDo6LLCtBJ87Em/gXlhajwnljiboLQbkYgNBdKCyXmIH6R1DmwlsvOwdCLoPtYiIwz4qC5U14usQNJ8ZXC4MBOKC6Q6x6e0KYzDBgnwqB9DxEFxm3IYDAYXBojFAyNgi7JxZr4J/rAQqgoRkX2x9LpTFSrOGebZmgIyoph7xpIWAz71ki2mcAIGHiOZCxq3dWIg+aK1Sq1CPZvg8TtsG+biAJ7xiFvX4jtBsPPlHoE7XuISPA0sUcGg8HgbhihYGhQdHEW1v1z0QeXgLUcFT0YS9yZqKBYZ5tmOFnKy2D/OhEHe1aKWPAPhT6TRBy0MQHJzQ57TMH+7SIM9m+Xw75T4OMnQmDCxdK27yEpSE3WKoPBYGgWGKFgaBB0YRrWfXPQh5YDGhUzHEvcZFRAtLNNa1BmbkjmlbkJHMouok2IHw9O6s55A9s626zGQ1vh4DbYsUACk0vywTcYek4QtyKTyrR5UZAjQmDftkphkJsh1ywe0K4bDJsMHXpBXG/JPGS+/waDwdBsMULBcFLowlSse39HH14pVZTbjsYSNwnlF+Fs0xqcmRuSefTHLRSVVQCQnF3Eoz9uAWh+YiF9P2xfAPELIS8NvHyh60joMR7aDxCfc4N7Y7VKwbK9W2DPZjlSEuWaUlK9uPdwEQUde0O7ruDl41ybDQaDwdCkmP/2hnpxtEDwQLWbgKXjpGZdRfmVuQl/iwQ7RWUVvDI3oXkIhbx0EQY7FkDaPnEjihsMY66HLsNFLBjcl8I82LdVBMHeLXLYXYgCQ6BTXxh5FsT1gQ49TcEyg8FgMBihYDgxdEkO1t2/oA8tqxQIcZNQPiHONq3ROZRddEL9bkFFucQbbPpd0pmiIaYHTLwNuo8B/xBnW2ioL3nZsHMdJKyFnetl90BrEYBtu4gLUae+0KkfRLUzwecG90NrKCuVgn1FhVBaIkeZvS219ZVW9v/dZzvKy6CiQopAVlTI38S/X5cf3ed4rT4oJa56Hh6yK+vhcfRri6X6fi9v8PY5uvXycejzrrxm7/PxAz9/ab28ze+3od4YoWCoE7qiDJ34J9Z9v4O1DNVuPJa4KSifVs42rcloE+JHcjWioE2IG6Z4zE2BzXNg6zwoyJIqySMuh54TIbSNs60z1IfSYti9Ebavgh2rJBMRyEShywAYerqIgrje4BvgTEsNLRmtZYKenwsFuVCQJ4fj68ICKCqQyX+x7Siq0trPK8rrb4vFItm4PD3B4nn0BL7qZN3Do3KMxaN+E29tFXutVgfxUUWkOF6zlkvq4bLSyoKE9fqcHuDrB34B0vr6yd8A+/nf/f4QEGQ7giEgsPK1fxAEBtffBoPbYoSCoVa01uiUdVh3/gDFGZLmtNtFqIDWzjatyXlwUnfu/XbjUX+v/bw8eHBSd+cZdSJoDYkbYOOvUvdAKYgbCv2nQMfBJijV3bBa4eDOSmGwa6OkKPXwhM794NxbocdQ6NBbJkIGQ0OitUzWc7IgNwtysyE3U85zsmRHKydLJv/5ebY2V1zgyspqv7fFQ1bD/fwrJ7R+/hASDjHtKye1fgG2MbbDx0dW2h1X171tfd5V+7zdJ9ZKaxEPpQ47JWWlslNSdfekrFQWDYqLoaQQioscxFVRpcgqLoL8HEg7LOclhSLQykqd/WlPiN1F5Zy1LcPZZjRr3OS3xOAMdM5+KhK+gew9EBiLZfB9WMJ7ONsspzGmawRoCPL1JK9YVrEen9rT9eMTSgph+1+wYRZkHQS/VlIpud8UCI5ytnWGEyHzSKUwiF8DeVnS36YTjLsQeg2DroNk0mQwnChlpZCdAVnpkJUGmemQnW57ne4gCLJEFNQ04VcKgkMgKFRWoYNDIKadrEwHBstqdaDDKrV99dp+7uNrXGUcUcq28+EF/o0cO1RaAoX5lTs99qPQ1s69oXGfb3A5jFAwHIMuzsK66ycJVPYOxtLralTbUagWniN/YUIaGvjixmH4eXlw+uuLySpw4dWXjAOye7DtTygrguhuMOV+6DbWFL9yF0qKRBBsXykCwZ6VKDgceg0XYdBzGIREOtdOg2tTXAQZKZB+BNKOQFbq0SIgM03avOzq3x8YDK3CoVUYRMdC1z7QKhSCQ6UNCq18HRwik30Ps0Pplth3XELCaxjgWkKhi58nv/auydYTx8jTYzFCwfA3EocwD+ve2YAVFTdF4hA8TbYbgPkJqUQE+tCnTSssFsX47pF8uiKRm8d1wsfTRf4pWiukYvKGXyBpo2ytdx8LA86GGDdxkWrJaC1iYOty2LIMdq2XYEsvH+g2GMaeDz2HQ9vOZsXVIBTkiQA46nAQBelHxMWkKj5+EBYJoRHQrhP0GybnoREQGglhtjYkXCaOBoOhRWKEgkHiENI2Yk34DorSUVGDsHS/qFnWQqgvZRVWFu9MY3LvaCwWmaDdOLoTV324il82HuLiIe2ca2BRrgQmb/xNApUDw2HUNdBvsslc5OqUFEtmoq3LRCCkJ0t/TBxMuAR6j4SuA8Wn2tCy0FrcfFKSIeWgrXU4TzskfuVVCY2AiGhZ/e8zRM4joiEyGsJbQ3iU+PcbDAbDcTBCoYWj8w9jTfgGnbEdAtq0+DiEmliXmEVecTkTe1T69I/qEk6P6CA+XLqPiwbHopyxwpu6V3YP4hdKIGtsXxg3DbqMMMHJrkxKkoiCrcsgYZ1877x9Jfj4jKuhz0iIMNmnWgT5uXA4CQ4fqBQAqcmVoqC48OjxgcHQui207QgDR1aKAPsRHmVEpcFgaDCMUGih6LJCrHt/Qyf9BR6+WHpchoodhzKTy2pZEJ+Kl4didNfKXRalFDeMjuOh7zezfE8Go7o00Q6Mtop70bqf4MBm8PSBXqfCgLMgMq5pbDCcGOVlUstg8xIRB6kHpL91BwlC7jMKug00lY+bK3nZkLwfDiXCoSRbmwiHEyUzkCOOQmDQKDlvHSttVFuTotJgMDQpRii0MLS2og+txLrrRyjNQ7UdjaXreSjvIGeb5tIsSEhlaMcwgnyPDgI+d0AbXp6TwAdL9ja+UCgrlsDk9T9DVrK4F425XtyLfM33z+UoyJVdg02LpC0uECHQfQicernsGkTGOttKQ0NRkAcH98KBvZVCwC4KHGMElILIGGjTAUaeIW2bDuIm1DrWCAGDweBSGKHQgtA5+6jY8RXk7odWnfAYdBcquIOzzXJ5DmYVsjMln0uqiUPw8fTgmhEdeO2PnexOzaNLVCNM2PPSYeMs2DwbivMle9GZD0G30e6TB7ylkHoQNi+GTYth1wYJLg8OhyGnQ/+x0OMUSf1ocE+0luDgA3tFFCTtqRQHGSmV4ywWiGojAmD8VIixiYG2HSC6nQkONhgMboOZZbQAdEku1t0/oZOXSbrTPtejYoa1+HSndWVBfCoAE3pUX3PgymHt+b8Fu/lw6X5euKBvwz34yE5YNxN2LpEJSpfhMPh8aNPLZLxxFaxW2L9NhMGmRXBor/S36QyTroH+46BjL5k4GtyHinLZCUjcDQf2iBCwi4Mih+DhgCDJGDRolLTtOkNsnIgBEydgMBiaAUYoNGO0tRx9YAHWPbOgogzV8QwsnaaiPP2cbZpbMT8+lQ7h/nSKqD5LSHigDxcMiuXH9Qd54IxuhAeexGqhtUKqJq/7CZK3gbefpDYddA60iq7/fQ0NR1kJ7FgNGxfCpiWQlymB490GwZjzod8Y41LkLmgtlWn374T9CbB/FyTulJ0Cxwq1UW0gthOccaFNEHSRNjTCiHaDwdCscRuhoGT5+2HgFiAaSACe0Vr/UMf3+9nefyXQHsgG1gAXaK1duGpW/dBZu6jYPgMKDqPCe2PpcSkqwEw0T5Si0gqW78ng8lPa15rVaNrojny1OokvViVx96ldT/xB5aWweQ6snwk5R6Ri8rgboe8k8DFpDJ1OWYkEIq/7S+oblBSCbwD0HSUuRb1HSpEpg+tSXAh742H3NpswsB2F+ZVjImOgYzcYNBo6dIMOXaFdnKl0bTAYWixuIxSAZ4EHgMeBdcBlwHdKqbO01r/X9kallBcwG4gDXgC2A5HA6UCzSvOjreVYd/+C3j8XfMOwDLgdFdnfOak7mwEr9qZTUm49Ki1qdXSJCmJ890g+W5HILSdSgM1aAdv+guUzID8d2vSEsTeY9KaugNawbyus+BXWzIPCPAgKg1MmwaCJEpRsKly7JhUVkLQb4jfCjo2QsElciKxWuR7YCuK6wannQceu0LG7iAITSGwwGAxH4RZCQSkVhYiEF7XWr9q6FyilugAvArUKBeB+YBDQW2t9wKG/TrsR7oLOP0TFlg8h7wCq7Rgs3S82VZVPkvnxqfh7ezCsU9hxx55QATatYfdyWPoZZB6QAOUp90H7AQ1juKH+ZByBVb+LQEhJkkxFAyfAiLOg51Aj4FyRrHSI3yTCIGETJGyujCUICoEe/WH0JOjSB7r0knoDZvHEYDAYjotbCAVgEuANzKjSPwP4SCkVp7XeV8v7bwe+qyISmg1aa4lF2PkDePhgGXA7lqgBzjbL7dFasyA+jVFdIuq0Q1DnAmxJm2DJxxKsHNYOznkcuow0ExdnUlIE6/+CFb9JlWStoesgmHQtDD4V/AKdbaHBTmkJ7N1RKQziN8KRg3LNwxM69YDTzoceA6DnAIhpb363DAaDoZ64i1DoDZQAu6v0b7O1vYBqhYJSqj3QDtirlHofuBQRHcuA+7XWGxvD4KZCl2Rj3fopOmMbKqIPlt7XonxaOdusZsHOlHySs4u4c2KXOo1XSjFtdBwPfr+ZZbszjirOBkDKbljyCSSuh8AIOOMf0PtUs0LtLLSG3Ztg2c+w7k8RCxFt4aybYPiZJiDZVcjPhW3rYNta2LoWdm2BsjK5FhEtuwVnXSnCoEtv8DXJGgwGg6GhcBehEAZka611lf5Mh+s10cbWPowEL18G+ADTgYVKqX5a66SGNLapsKZswLr9M6goxdLjClS7cSYWoQGZb0+L2r32+ARHzhnQhpfmJPDB0r2VQiErGZZ9DgmLpTDauBulirKnSZ/oFPKyxK1oyUxISZSg5KFniGtRlwFm9dnZpB8RQbB1rQiE/Qki6jw8oWsfOOca2Sno3l+Cjw0Gg8HQaDhFKCilTgP+qMPQRVrr8YACqooEbP3Hw57AvBA4W2tdaLNhLbJDcQciIqraeDNwM0D79u3r8JimQ5cXY034Fp28FILa49F3GirQ/MNsaBbEp9IrJpjoVnWP8/Dx9ODaER349x872bXvAF13z4Qtc8HDC4ZfBkMuNFmMnIHVCjtWiTjYtEjy5HfuB5OflGJoPmYV2iloLbUJ7KJg65pKNyK/ABEEo++GPkNEGJjdAoPBYGhSnLWjsBzoWYdxhbY2EwhVSqkquwqhDtdrIsPWLrOLBACt9QGlVDwwsLo3aa3fA94DGDJkSHUixSno7L0SsFyUjoqbgqXz2SiLu2wMuQ85hWWsS8ritnGdT/i9Vw6I4K2/Evjos295IXgh9D9TRELA8QOiDQ1M5hFYPguW/QIZhyGgFUy8FEadC206Odu6lofWko1o00o5tq6FHNuf71ZhIgjOvQb6DJVYA1N53NAQaA3lZVBcVHkUFUpbUiLXyspsbSmUl0v7d1+Va+VlsvigdeVhtQL2c1uLPnqcUuDhIQUYLR6V5x4e8triAR5Vrnl6gbe3FPDz9rEdNZx7eYOPrfXzlz6zQ2o4SZzyV9g2YY8/gbdsQ9yFOnN0nEIvW7u9lvfuBYqoeUfCegJ2OA1trUDv+x3r3t/AJxSPoQ+gQuuRr99QJxbtSqPCqmusxlwtFWWw6TfCVnzFBd6D+aG4Jw/cdDHhbVxrR6rZU14OmxfD0pmwbYX8g+45DC68Wyolm4q5TYfWcDhJRMHGFbB5lWQoAmgdC0PHiSjoMwTadjSTGkMl5eUSn1KQL21+HhTkSWt/ne/wuiC/cvJ/zFEoKXMbAg9P8PSUSbxStsPx3OGwWACH11pLSuyKChEQjucVFfL6GA/rk8BikZ05/wARDn7+DucB4O/vcB4A/oEQFAyBQRDUSs7tbUCQqTDfQnGX5Zo5QClSLG26Q/9VwNbaMh5prcuUUr8BY5VSAVrrAvg7yLk78HPjmd0w6MI02UXI2YuKGY6lx2UoL1MAqDFZEJ9KWIA3A9qFHH+w1rBrmWQyyj4M7QcwbeJZfPXpPr7YUcLdbY5/C0MDkHoAlvwEy3+VaskhUXDmNBh1tgQpG5qGtMOVwmDTSnkNEBYFA0bCgOHQfzhEHyeFsKF5oLVM5LOzICcLsjOlzcmSPsfXOZnSl5stE/zj4eklk9rAYAgIlMlucCuIihY3NV8/mQjbz6vr8/KuXLH39LS1XpXnXl6V1zy9Gn+yrHWlaKioqNzdKC2RtsTeFkNpqUNfibwuLZHXdoFUWCCH/byoSL7Whw+KsCqy9TtWIq8OpUQsGFocbiEUtNapSqnXgUeVUnnAeiR70UTgXMexSqm/gA5aa8dUNU8Bq4HflFL/BnxtfdnAW43/CeqP9fBqrNtngFJY+t2EJXqos01q9lRYNQsTUhnfPQoPy3FWOA/Fw6L34dAOCO8AFzwDHQfTRSkmdM/nsxX7uXlsJ3y9TGajRqGiHLYshYXfw/aVsmXfbwyMPg96DzeuK01BTqaIArswOJQo/cGh0G8YXHoL9B8BsXFmx6C5oLVM5jPSID0VMtPkPCMV0m2t/XVOVs2r+RYLBIdAq1AICYOYWOjRV/oCbavYdiEQGGhrgyr7fZphnSClRJQ09fSsrEyqlOfnQV4O5OXKkW8/t7WLn2tauwxOx53+iz4O5AP3ANFAAnCJ1npWlXEeVPlcWuvtSqmJwEvAN0AZsAA4T2ud0tiG1wddXow1/mv0oeUQ0hmPvjei/MKdbVaLYOOBbLIKy2p3O8o+LKlOdy6BgFA4/W7oc/pRqU5vHNOJKz9YxS+bDnHJ8QqwGU6MnHRxLVr8E2SlQGhrOOdWEQghEcd7t+FkKC+DHRtg3VJYtwR2b5OJo38g9D0Fzr5ShEHHbsZVwR0pKoTUw5ByGFIO2c4PQdqRSmGQkSY/B1Xx8obwSAiPgjax0GcghIaLELAfoWGV50GtzM+Iq+DlVfl9qY2HjFBoabiNUNBaVwDP2Y7axo2voX81MKHhLWt4dG4iFZvfh8I0VKezsHSaijK59puMBfGpeFgU47pGHnuxOA9Wfg0bZokoGHGFZDLyPjYby8jOtgJsS/ZxcW0F2Ax1Q2vYuQ4W/QDr58vWfK/hcNmD0G+02T1oTA4lijBYvxQ2rRBXBYuH1C646m4YPFpSl5rvgWtTVgpHkuFwcqUA+FsQ2M5zso59X0iYuPOER0FcNxEDEVGVoiA8Uo6gVmbXyNCsUUqNRxaaq5KjtQ6xjQlCvFaGAIOAIGCC1nphHe5/HfBxLUNitNZHbGP9geeBS4BwYBfwotb6izp9mDpi/qq7EFpb0Yl/Yd31I3gH4zHkPlRYd2eb1eKYH5/K4PahtPL3quwsL4NNv8LKr6C4QHYPRl0NgTXv8iiluHFMJx74bhNLd6czpjrhYTg+hfmw8lcRCIf3gX8wnHoZjL0QWptA8UahMB82rZIdg3VLJCAZJAB5/NkweAwMGGF8ll0Nq1VW/g8dgOQkOJQEyQdsbZKIg6rBsiFh0DoGottCv6HQuo28joqB6DYQGW3S0hoMx3I3UpvLTrnDeThwA+Im/wdwwQnc9zdgRJU+BcwC9tpFgo0fbWOfQLxsLgBmKKUsWuvPT+CZtWKEgougy0uwbvkAnbYJFTUAS69rUN6BzjarxXEkp5jth3N5eHKPys6DW2HeG5B1CDoOhrE3QGRcne53dv8YXpoTzwdL9hmhcKLkpMMfX8Ci76VqcsfecN1TUvfAuxn6JjubvBxYNg+WzpF4g/IyqS/Rfxicd62IA5OZyDUoKoS9O2FPAiTuqTwOJkowqx2lZKLftj0MGQVt20Gb9iIKjAgwGE6GHVrrlTVcS9Rah8HfdcPqLBS01mlAmmOfUmoMIj6ecugbDUwCrtdaf2LrnqeUigVeUkp9afPEOWmMUHABdEkOFRvegtwkLN0vRbWfaNxUnMSCBKnGPLFHFJQVw+KPYeMsaBUtgcpxQ07ofj6eHlwz3FaALSWPrq3NCuxxyU6HOZ9IBqPyMjhlEpx6OXTsddy3Gk6Q4kJY8Rcs/FV2DsrLIKad1DI4ZTz0HCi52A3OoawUEvfC7h0iCvbEw+4ESE6sHOPpBbEdoENnGH0qtO0gYqBtOwkONt8/g6FJqVLvqyG4Fsn8+bVD33BbO7vK2DnAVNv1ZQ3xcCMUnIzOP0TF+jehNA/LgNuxRPV3tkktmvnxqbQN8aNbeRJ89roELQ88B8ZcB171W8W+cngH3lqwm4+W7eOFC/o1rMHNidxMmPupZDCqKIcRU2HK9RBlAsEblLJSWLsEFs6ClfNltyaiNZxzNYw/S2INzEJF02K1imuQoyDYkwD798jvAkgBrg6doVc/OPsS6NIDOnUTYeBp/pUbDE3MF0qpCCR75lzgEa11UkM/RCnlB1wM/Kq1znC4ZN8tqJrX1r6l2AcjFNwfa8YOrJv+BxYvPE55EBXcwdkmtWhKyitYtjud86PzUN++BkGRcMmL0K7vSd03LMCbCwfH8v26gzxwRnfCA80K31HkZ8O8z2H+NzKJHX4mTL0RomKdbVnzoaJCip0t/BWWzZW89sGhcOq5Ig76DDXZZ5qKsjLYvwt2bIF427Fzm7gT2WnbHjp3h7FniCDo3AM6dDK7AwZDFdIp4H1WN+Ujc4B/A4uAXGAg8BiwQik1UGud2sDPOw8IBj6t0p9ga4dz9K6CPb4hrKEMMELBSViTl2Pd/hn4R+Mx6C6T+tQFWLV+G4WlFUzMni9+8ONvAu+GKWx3w6g4vlyVxIyVSdxzmqmoDUBhnsQg/PUVlBTC0Elw1o0Q3dHZljUPtIb4jSIOFs+GrDSpwDriNBEHg0aJ24qh8Sgpht3xlYIgYSvs2lEZR+DnD916wzmXQbde0KWn7BL4BzjXboOh5RKhlFrr8Po9rfV79hda6w3ABofri5RSi5FaXXcjgcUNybVIzMLvVfrnATuA/yqlrgHikViIy23XrQ1lgBEKTYzWGuueX9B7f0OF9cDS/1ZTZdnZWCtg9XfMn7sfH9WTkRddB92GNegjukQFMrFHFJ+v3M8t41p4AbaifPjra/hjhpwPOhXOuRnadHa2Zc2DQ4nw508w/2c4clBy2w8dJ9mKThlvglcbi9ISSNgG2zbYhMFW2JtQWWwsqJUUE7v0eml79IV2ceJSZDAY6kUEAdzEKQ12v5shXWt9QsGIWuv1SqmdQINWxFVKxQCnAW9qrR2zKqG1LldKXQR8CSy3dacAjwKvA4cbyg4jFJoQbS3Huu1z9OEVqDYjsfS6CmUx3wKnknkQZr+KPryTBfpGRnSOxK+BRYKdG0fHccUHq/hl4yEuGdoC/e5LimDBNzD3cyjIgf7jRCC0MymAT5qCPNk1+PMn2LZWYgwGjIAr7oRRZ5g0pg2N1hJTsHU9bFkPWzfIbkGZzV04LAJ69oOxp0P3PiIK2rQzsR8GQ/NFAQ0dxHwVUkS4qtsRIMWEgQFKqY5AALCTygxLDRKfAEYoNBm6vBjrpv+hM7Zj6XwOqtNUk9nImWirFE1b8jF4+rB3zIMk/lTItN5tGu2RIzqH0zMmmA+W7uXiIS2oAFtpsaQ4nfMp5GVBn5FSRdlkMTo5Kipg43L440dY/oesaLfrBNc/ABPPgcgYZ1vYfMjLhe0bRRBsWSdtli2u0McXeg+Ay6dB38FyHhVjRIHB0EJQSg0BugHfNvCtrwE2a6031jZIa73fZocXcCcwT2u9p6GMMEKhCdAluVRseBPyDmDpdQ2W2NHONqllk5sCc16HA5uh01A4/R4WbMgGdjChe1SjPVYpxbTRcTzw3SaW7EpnbLdmXlehvByWzoTfPpCaCD1PEYHQ2WR+OimSdle6FqWnQGArOONCOO186N7fTFBPFq2lJsGGVbB5rYiCfbsqC5V17CJpSPsMgr6DJNDYZB0yGFoESqkvgH1IMbVsJJj5USAZeNNh3BRkld+eDWWcLUtSgdZ6tsO4cuBTrfW0Ks8ZhGQuur8WWx4FEoFDQHvgDls76qQ+ZBXMX7dGRhekULH+P1CSI+lPI80kyWloDdv+gAXvygbhGfdAnzNAKebH76RrVCDtwho3XsRegO3Dpfuar1CwWmH9XzDzbUg9AF0GwI3PQ/fBzrbMfcnLhoW/wZ8/QsJmsHjA0LFwy+MwbKLJhnMyVFRI1qENq2HjKhEImelyrVWoCILTzxFR0HsABIc401qDweBctiIBw3cB/sARpELyU1rrdIdx7wCOqSyftrWJQEeHfg/bUZVrkWrPX9RiSwDwPNAGES1zgIu01gfq9EnqiBEKjYjO2Sc1EgCPIfejQjo52aIWTEEWzPsv7F0FsX1h8n3QqjUAecVlrN6XybTRdau2fDL4eHpw7YgOvDpvJztT8ujW3AqwbV8FP70FiTskOPnON6DvKLPKXR+sVnEtmv0trPxT0mp26gE3PwYTzobQCGdb6J6UFMP2TSIINqyCTWugIF+uxcTC8HEwcDgMPEV2D8zPbstFa9kZLSmGkpLKtrQEyiskEYbVKmLTWmFrdeV5RYW4uVZUQIVVfpYsSlIRWywi+O3nygIeliqvPeTw9pbFAG9vcXWzt15e5uezidFavwC8UIdxHet4v2q/gVrre4B7jvPeJ2j4LEvHYIRCI2FN24J107vgE4zHoHtQAa2dbVLLZc8qmPsGlBXB+Jth0DnyR9jG0l3plFs1E3o0ntuRI1cMsxVgW7qPFy9sJjtMifHw45uwYxWERcP1T8OwKfKP0HBiZKTAvB9g7neStSg4FKZeAadfAJ1NXMcJU1QouwUbVoow2LaxMj1pp24w+XwYOEyO6LZONdVQT6xWiSPJyxXRl58v7VHneXKen3d0f1GhTQSUHC0ISkultTZYlsnGwdsHfGyHo5DwC4CAAAgIlNbf/jrI4bX9mq0NDIJWIXJ4mdTJBsEIhUbg7xoJgbFSI8GnlbNNapmUFcOiD2HTbxDZCaY+BOHtjxk2Pz6VIF9PBncIbRKzwgK8uXBQLN+tO8gDk7oT4c4F2FIPiIvR2j8goBVcch+Mu0hSchrqTkUFrF0Mc76FVQtkRXLACLjufhh5unEtOhHKyiQb0ZqlsHqpZCUqL5OV2R594eLrYNAw6D8UQk39GpejIB8y0iE7C7Iypc3JgqwsOc+29WXZ+zMhJ7syhqQ2vLxsk+NACLS1fv4QGiYTbB8fh9anmj5b6+UNHp6yA+DhcfTqv8VDdg3s5x4elbsHIDsMf+9CWB1eO5zbr2ur7FyU2nYx7OLlqLakcpfD3l9SAkVFUJgPGWlQUACFBdIWF9Xt++AfACEh4mpnFw8hTfM/0uBaGKHQwFj3zca66ydUeC+pkeDp62yTWibp+2HWC5B5AIZcCKOuqba4lNWqWZCQxthukXh5NF1l2htGx/HFqiRmrEzkH6d1a7LnNhgFufDzO7D4R/m6Tp0Gp18tK1OGupObBbNmiHtR+hFxJ7poGky+BNqYSu115vBBWDAHVi6E9StllVgpEQZX3gRDR4swMIXMnEdhARxKhiOHKtvUI5CWCmkpkJ4m544VqqsSFCRxIyGhMrmPbSdtSKhMZIOCjxUCgUGVrY8R3FRUiBizCwd7W5Anuy052ZCTYxNo2bYjCxL3wuYcJxtvcAZGKDQg1qT5IhJihmHpfa2pkeAs9q+HWc+Dlx9c9Dx0GFjj0K2HckjPL2FiI2Y7qo7OkbYCbCsSuXVcZ/cqwLZxIXzxoqQ6HXuBiIRWxl/+hMhIgR8/ht++guJCGDwGbn0Chk801ZLrgtawJwEWzJYjYav0d+gEZ10Mp4yBwSNkUmloGoqL4EAiJO6DxP2QtA+S9sPhZBEGudVMMkPDIDIKIqJg4BCIbA0RkVKHIjS0UgSEhBl3mIbCwwOCW8lRH0xMRIvDzGQbCOuRtVjjv0FFDcDS+zqU8c12DlvnwR9vQlg7uOAZCKp9Ajs/PhWlYHz3ps9AZC/A9vPGZC4deqxLlMuRlwVfvwJr5kFsVwlU7tDD2Va5F0cOwnfvwbzvxdVg/Flw6S3QoauzLXN9tJb4gj9nye7Bwf3S328w3PMETJgilY4NjYPW4uaTuE9EQOJ+EQL285QqhWADg6B9R2jXEU4ZCTFtIaaNxIG0aQtR0eBrdtwNBlfHCIUGwJqxA+uWDyGkC5a+NxqR4Ay0huVfwMovZQfh7MfA5/huBgviU+kfG0K4E+IE7AXYPly6j0uGtHPtAmwbFsKM56EwT2ohTL7WrHyfCCnJ8NXbUhzNouC0C+CSmyHGDQSiM9Eadm2HuT/DH79INWRPLxg6Cq65DcaeIavQhoajokIEwO4E2JUAu3fCnp2wdxfk5R09tnUMdOgIYyaIKOjQEdrHQYc42Q1w5b9pBoOhThihcJLo3CSsG9+BgNZ4DLwd5WGCOJucijJJfbr9L+h9Opx+lwSaHYe0vBI2HczhvtOdEyOglOLG0XHc78oF2Arz4ZtXYcWv0K473PcOtO3ibKvch7TD8M3/YM53oICpl4tAiIh2tmWuzf7dMO9nEQj7d4u7xClj4MZ7YcJkCDIJIk6akhLYv6dSDOxKEHeuvXsqs0KBiIGu3eH8S8W1q0NH205BBwkENhgMzRojFE4CXZhGxfr/gpe/pED1MoFyTU5xvsQjJG2CkVfB8MvrvIq1MCEVgIlNlBa1Os7u34aX5sTzgSsWYNuxGj6ZLlWVp06DqTeaXYS6kpEqAmH211Lcb/LFcOmtEBnjbMtcl0MHRBzM+xkStsnv8aDhcPmNcOpUk6GovmgNyQdg+1bYvkWOXfGya1BRIWOUkol/l24w7lTo3F3Ou3Srvy+7wWBoFhihUE90aZ5UXNYVeAy+H+VrguaanNxU+PEpyEqGKfdDr1NP6O0LElKJCvKhd5vgRjLw+Hh7Wrh2ZEdemZtAwpE8uke7QAG2kmIpmjb/a2jdHh7+EOL6ONsq9yA7A759D379Qgo1nXEhXHYbRMc62zLXJO0I/PGriIMt66SvzyC4fzqcdhZEGWF1QpSVicuQoyjYvkUy14AIgo6doHsvOOt8mxjoAZ06m90Bg8FQLUYo1ANdUULFhregOAuPIfehAsw/syYnZQ/89BSUl8CFz0D7ASf09rIKK0t2pnNm3xinxwZccUp73py/i4+W7uOli5xcgG3vVvj4SUhJgomXwfl3Su5wQ+3kZsH3H8DPn0NZCUw8F664w6Q4rY6CfPjrN/j1O1i/Qla8u/eGux6D08+BtiZuo04U5MPWTcfuFJSWynUfX+jRG848F3r1laNHL0kVajAYDHXECIUTRGurBC7n7Jc6CSGdnW1Sy2PfGqmR4BsEl70KESc+GVuzP5O8kvImq8ZcG6FVCrBFBjkh13d5Gfz2Afz+MYREwr1vQ89Tmt4OdyMvB378CGZ+KmlOx58FV94FsSb7zlFYrbB2mYiDv36TVJrt4uDm+0QcxJmsT7VSUQE7d8DGdXJsWgc74yurBkdEQq9+MHq8CILefaFjZ/A0/+INBsPJYf6KnABaa6wJ36JTN2LpcRmW1jXn5zc0Elv/gHn/gcg4OH86BIbV6zYL4lPx8lCM7uoa+f8dC7Dd29TB1cm74aOn4EACjDgLLn3AFE47HgV5MPMTqYVQkAdjpohA6GgmvEeRtFfEwW/fw5FkCAiCMy+UWgf9hpisODVxONkmCtbChnWyc1BYINdCQqH/IJh0NgwYBL37Q5TJ/GQwGBoHIxROAJ34JzppPqrD6VjaT3S2OS0LrWHN97DkY0l/es7j4F1/n9r58akMiwsn0Mc1fgU6RwZyao8oZqxM5LbxTVSAzVoBf3whFZb9AuG2V2Hg+MZ/rjtTWgK/fyWpTnOyYOTpcNXd0MnUk/ibvBz4YxbM+gY2rwOLBYaPg7sfh3GTwNfP2Ra6FsVFsHE9rF9t2y1YX1mTwNsbevaFS66EAYNhwBBJPWoElsFgaCJcY5bkBliPrMW68ztU60FYul3obHNaFtoKC9+H9T9Dj3Ew+T7wqH/2naSMQvakFXDFMNfyH582Jo4r3m+iAmxpB+Hjp2H3Rhg4Aa58FILrtzvTIrBaYeEs+PQNSDkIA0bCDQ9At77Otsw1KC+HVYvh129h4VwRVJ26SSG0KRdApEkH+zd5ubBuNaxeLsfmDZVxBR07wYjRIgj6DxI3Ih8nuCIaDAaDDSMU6kJFCdatH0FIZyx9pqGUxdkWtRwqymDOaxC/CAadB+NvhJP8+s+PTwGcmxa1OkZ0CqdXTDAfLGnEAmxaw/JZUmFZWeD6p2H4VLNCWRNaw7ql8PErsGcHdO4F93wMg0Y72zLX4GAizPwSZn0L6SnQKhTOvwLOugR69jM/VwAZ6bBmBaxeIcJg+xYRnp6e0GcAXH8LDB0Bg4dJkTKDe6O1xJSUlUFFubTl5XJoLTtsSh19OPbZzy0WQEkNEW9v22uDoekxQqEO6MJU8A3HY8AdqJNYyTacIKWF8PNzkLQRxlwPQy9qkInH/IQ04iICiItwrboXSiluHBPHfd9uYvGudMY1dF2FglyY8S9Y9yd0GwzXT4dws9JbIzu3wEevwMYV0DoWHv43jDvL/MMuK4PF8+DHGbBykXw9Rp8KZ18qrXcLXwE/dFAEwarlsGalpCsFyUI0cAjc+QAMGynn/q71N6jZo7Wkis3KhOxsOc/LhaIiiQEpLKxsiwqPfm0/igqgsEgSQNgFQFVR0Bh4ecnPkI+3tN4+stvk43P0uf11QCAE2o6gYNt5kO2o0tcqRMSIwVANRijUCYXHoLtR3ibAs8koL5MaCYd2iKtR79Ma5LaFpeWs3JvBVS7mdmTnrH5teHF2PB8s2duwQiHtILxxJ2QclpSnk64GSxPEQbgjJcXw8auSyahVKNz6BJx5mZkAl5WJa9GH/4HDB6F1G7jlATj3MjlvySTth99myrF1k/QFBcGQ4XDBpSIM+gwwbkSNQWkpHD4kAeDpabKDk54G6ely7nhkZtRtIu/jIyLO3x/8/CrPw8LAP1bibLy8wctTdoY8vSpbxz4vL9kR8PICD09Z6NIa0LKrpKu2yLl26KuoEFe+klL521T1vLjE1lcMBQXSlpSIwMnPh/y8un0d/fwkUD6qNURGQaStjYqyta1N0HwLxQiFOqD8IlD+LlY1tzmjNcx7A5K3wdSHJS6hgVi2O4PScqvLuR3ZaZQCbAd3iUgoL4MH3oUuA07+ns2VhM3w6oNwYC+cczVce69k6mnJlJfD7z/AB69DchL0HggPPQejTpVJUEvlQBL8PlPEweYN0td/MDw6HUZPkJoFLfnr0xCUl0NqCiQflJ2aQ8mV58nJ0qal2ibfVWgVAuERcnSIg0FDK1+Hhcn1kBAIDIYAfxEDfn5SeK45pZW1WitFQ15upXjIy5NaHHm5kJMDuTkipNJS5Wu+dbOc26t3G1oszei3oRHxNAWnmpSVX8GOBTDqmgYVCSDVmAO8PTglznV9ge0F2D5cupeXL+p/cjfbvRHeuhe8feGh96GNqftRLeVlksnoq3cgLBJe+BQGjnS2Vc6logLm/ATvvw4H9knMwYPPiXtRS409SD4Av/8Mv86UWgYgQcePPQNTzoV2pljcCZOTDXv3yLFvt7SJ+0UEpBw5dqIaEAht20KbWOjVp/K8TVtZ+Q6PgLBw40pjx2KpdDmKPsHisFaruGmlptgERCpcfFnj2GlwWYxQMLgWOxbA8hniajTs0ga9tdaaBfGpjO4agben6/qZhwZ4c9HgWL5de5AHJ/WofwG2LUvhfw9DaGv4x1sQ0cLdQ2oiaTe88iDs2gqnnS+uRoHBzrbKeVRUwLyfRSAk7pGqya99DGPPaJkC4dBB+P0X2TnYsEb6+g6AR56WqsftOzrPNnchP88mBmxCYJ+DMMjIqBynFLSNlR2A0eNk8t82tlIItI2F4FYt8+fQGVgslbswPXvbOo1QaGkYoWBwHZK3wdzXIbYvnH5Xg/8ziD+Sx+GcYv5xmusXxbphVBwzVp5EAbZVsyX9aWxXuPu/JvVpdWgtNRHe/Ze4GzzxFoye5GyrnIfW8Oev8O6rsG8XdOkJr3wI4ye1vADuzAyY9QP88oOkMgXo3Q8eehKmnicTWcOx5OVC/HbYsQ22b5XzPbtlRdqRmDYQ1xmmnA2dush5p86SHtbX7OAb6k5ReSZbMr92thnNGiMUDK5B9mH4+VkIjpJiao2QXWp+fCoAE7q7ZnyCI50iAzmtZz0LsP31NXzzqmQ2uuPfUkzNcDR52fD6Y7D8DxgyFu57UVyOWiprl8N/n4NtG6X+wYvvwqlTW5ZAKC2FBX/AD1/BgnkSvN2jNzz4BJx5nkxmDUJZGezZZRME26SN3yZxG3YCg2QV+tRJIgI6dYa4LtAxDgJMtieDwV0wQsHgfIrz4KenZUXz/Ong1zhuHwviU+nTNpioYPdYsZo2uhOXv7+SmRuSueyUOvg+aw2z3oNf34cB4+Gm58HLZFk5hi2r4aX7ITsDbnoUzr+uZU2IHdm1A978Fyz7SzIXPf0GnHlhywnC1VqyFP3wleweZGZARBRcezNceBn07ONsC51PTjZs3ABbNsouwY5tsHtnZZE4T0/o3BUGnwJX3yDioGdviG1nXIQMjY6fZxh9wxrSHeryBrxX88AIBYNzqSiHWf+SHYWLnofQto3ymKyCUtYnZXHnhC6Ncv/GYHinMHq3CeaDpfu4dOhxCrBZrVJEbeF3MOocuOoxScdnqKSiHL78Pwlajm4Hr38LXVvoRPBIMvzvFfj1O8nqdM8TcMn1kvaxJZByGGZ+JwJhZ7ykvj39TLjoMhgzsXllvTkRiook283GdbBhHWxcLzsHdtq0FREw8YxKQdClq0n7ajA0Y1roX0ODS6A1/PkWJG2SWgnt+jbaoxbvSsOqYYKLpkWtDqUU00ZLAbZFO9MYX5PLVHkZfPwUrJkHk66BCxo+vsPtST0kuwjb1krA8u1Pgn8LdMnKy4GP34KvPxRxeeXNcMPdUi+iuVNcBHN/gx++hqUL5PMPGgrPvwZnnS/pMlsS5eUikjasqxQGO7ZV1hmIjoGBg+GSK6Q4XP8BkmffYDC0KIxQMDiPdT/B1nmS3aiBCqrVxPz4VMIDvOkfG9Koz2lo7AXYPly6r3qhUFIE/3sItq2AC+8WoWA4mqVz4I3HJZvPQ6/CxHOdbVHTU1oC334CH/0XcrPFvei2hyAm1tmWNT6bN8BXn8KvP0ru+DZt4fZ74YLLJJC2pZCVCatWSMXodath8yapPgySSWjAILjjHzBgsAiEGJMlzWAwGKFgcBb71sDij6DrKBh1daM+qsKqWbQzjYk9orBY3GulvdYCbIX58ObdsHcrXPNPGN0CJ8C1UVwE7/0Lfv8auvWDR16DNq5ZkbvRsFqlFsLbL0k15eHj4O7HoXszd7kqLJCYgy8+Ft96P3+Ycg5cdDkMH90yYlJSjsDKZXKsWCa7BSD1BfoOgCuvFUEwcLAEareEr4nBYDhhjFAwND0ZB+DXlyCiI0y5H1Tj/oPakJRFdmGZy1ZjPh5XDmvPW/N3H12ALT8b/nOXVF2+5UUYNNGpNroc+3fCC/+AxF1w8U1wzT/Aq4UVYFq5CP77PCRsFWHwz1dh2FhnW9W4xG+DLz+Bn76R3YPuPeGZl+G8S2TVvLmitWQcsouClcukZgFIxeGhw+CcC2DEKHEjMilIDQZDHTFCwdC0FOfBz9Ml/el5/wSvxv+HNT8+FQ+LYkxX90x/GeIvBdi+WXNACrDpfHjtdkg9ALe/Cn1HO9tE10Fr+PVLeP8FCdJ9/iMYPMbZVjUtiXvg309LJqM27eDZt2Dyec13xbi4GGb/LLsHa1dJYPLUc+HK62HwsOYbr7N/HyxeULlrkHxQ+kNCYdhIuOYGGD4K+vQDr4ZPN93i0VrSxJaUiGtfcbHtvFTakhIoKa68XlIqO3yOOP5s1nRuscgukK+vHD6+Ejzu41PZ52079/Rsvj/vBqdhhIKh6dAafnsZclLhkhcguHWTPHZ+fCpDOoTSys99/1leP6ojM1Yl8vmieO5b9QxkpcBdb0DPU5xtmutQUgwv3w/L5klthAdehpBwZ1vVdJSXSyajz96RScM9T8Bl02QS0RzJyYF3/yM7CNlZ4j7zxHNw4eUQ2gwLDGoNmzbA91/DH3Ng/17pj2otguDOe6Xt0av5isKGxmqFrCxJi5uZARnpkJkpbUaGnGdlQm4O5ObKz1xenhSWKy52tvXHYrHYRIQvBAVBcLDspAUHS7B+eDiEhdfcmp0mQzUYoWBoOuIXwv51cOod0Lb3cYc3BIeyi4g/ksejU3o0yfMai06RgZzaI4oZy/dye3Yavve+CV0HOtss16GsFJ67E9YuhhsfhgtuaFmTpcx0eORWWLcczrpE4hDC3XMH7biUlMCMj+DNVyTH/+Sz4eppMGJM81xNTT4IP3wD330JOxNkIjhmAtx0G4w/VWoYNMfP3RDk5cnX70ASHDwABw5Ia+9LPii7AtXh7Q3hERASIpPtiEgJfm8VLMXkfP1sk3JvEeP2Cbpjn6/ttf26h8PfJO3wLK2rPwdJwuC4O1FSDMW2HYy/dzJsffbrRUWQn18pcI4choQdInxyc2v+egUFQdvYo49Yx7bdiX4HDM0AIxQMTUNpkQQvt+4K/ac02WMXJEg1ZneNT3BkmvdO/rSG8NPIe7nciIRKKsrhpftgzSK453mYcomzLWpatm2EB6fJqvr0/8BZFzvbosZBa5gzC/71JBxIlMnyI9Ohd+OlVXYaBfnw2y/w7ZewdJF89mEj4NU34ZwWmMq1JsrKZGclIR527YKkRJn8H7QJguzso8d7eEjWq9h2MOQUOP9CaB0tgsBxdT08QqpHN0cBVlpq20HJPHoHJTNTAuAPJcPBg7BlM6SmONtagwtghIKhaVj9LeRnwNmPNXrwsiML4lOJDfWjS5Sb58zfs4nhi/5L76j7+DA1msu0rr0AW0vBaoXXH4Olc+GWx1qeSPj5K3jxMdk9+HAm9OznbIsah9074emHYelCca359HsYd6qzrWpYKipg6WLZOfj1Z0ld2iEOHnhUCsF17ORsC51Hbi7s2mkTBAmys5IQD3v3VNZ9AInPaNcO2rWXwO127WQVvF07EQfRMS23mJ4db2/5OkTHHH9sSQkcPmQTXwelvf+hxrfR4FK08N8YQ5OQcwTW/gg9J0Cbnk322OKyCpbtzuDiIbHuPakuyIH3HkOFRXPjmUO4d2Z87QXYWgpawzvPwp8/wdV3w/nXO9uipqO0BF59En74HIaNgX+9AyHN0C+/IB/++wp89I64ejz9Elx1Q/Oa7B1Igs8/kt2Dw4fEzeXCS6TQ2Skjmueqdk3k5cHmjbBtq4iBnfGwc6esctvx9IROnaFbdzj7XOjaXc67doNWzTizlTPw8YGOcXLYMUKhxdGM/toaXJZFH8ouwpimncit3JtBUVmFW1VjPgat4ZPpkJsBD3/E1Ng4Xpy/r+YCbC2JT16DWTPgwmlwxZ3OtqbpSD0MD90MW9bBtXfAHY+IS0VzQmv49Sd4/p9w5BBcdAU8/BRENpOfeasVFv4FH78Pf86Rvomnw/QX4Iwzwc/PufY1BXZRsGE9bNwAG9fLroHdRz8oCLr1gHEToHsP6NZNBEFcZ5PFyWBoQoxQMDQuSZtg1zIYdQ0ERTTpoxfEp+LrZWFEJzfOfPPXV7BpMVx6P3TshTdw7ciOvDwngfgjufSIDna2hc7h6//BN/+DMy+T4OWWsuq6YRU8fLMUFHvpPTjtLGdb1PDs3AFPPQwrlkDvfvB/H8PgZpLdKzMDvp4Bn34ovvURkXD3/XD1DeIa01ypKgo2rIPduypFQZu2MGAgXHSptP36S2XolvJ7bTC4MEYoGBoPawUseFfSoA4+v0kfrbVmfkIqozpH4Ovlpqut+7fBD/+F/mNh4mV/d19xSnve/Gs3Hy7ZxysX93eigU7il8/hk3/DhHPgzuktYzKhNXzzEbw2Hdq2h/99B526OduqhiUvF/7zMnzyLgQEwrOvwhXXNY/dkg3r4JP3Yeb3kqVm2Ah4+Amp9+DTzNLXai0xJUuXwPJlsH5t9aLg4stg4CA5opomVbbBYDhxjFAwNB6b50D6fglg9mraf4Z70vI5kFnELWM7N+lzG4zCfHjvMWgVAdc9ddRkOMTfm4uHxPL16gM8OLk7UUEtKPf1Hz/C28/AiNPg/hdbRgrU4iL418Pw2/cw9nR45k0IakY7SVrDz9/Bv56CtBS47Bp48J+SgcadKSyEn38QgbBxvVRIvvRKuPYm6N3H2dY1HFarxBQsWwLLl8KypZAm2eaIag1DhhpRYDC4MUYoGBqHojxY9jm06wddRzX54+fHyz8qt4xP0Bo+exYyj8CD70PAsQF614+K4/OVicxYkch9Z3R3gpFOYOkceP1RGDgSHn0DPFuAn3LqYbjveojfArc8ADf+o3mJo/ht8ORDsHo59B8E782AAYOdbdXJsXe3uBZ9PUNS1nbvAS/8Gy6+vHkIvLIy2LQRli8RUbBiWWUa0vYd4NTTYdRoGDUGOndpGTt+BkMzxggFQ+Ow4gsoyYcJtzjlH8X8+FR6RAfRNsQNgwIX/QDr/4IL7oLO1ae7jIsI4NQerZmxKonbJ3RxX/equrJmEbx4H/QYAE+903yrDTuyYzPcex0U5MFrH8PYM5xtUcNRkA+vPg+fvS9Zfl54Ay692r1F0OoV8NYbMPc3ycxz5jlww81SLdmdJ8sVFbB+HSycL7sGq1ZAQYFc69IVzr1ARMHIUSIUDAZDs8IIBUPDk5EEG3+FflMgMu744xuY3OIy1u7P4qaxbph3/EACfPsa9B4JZ1xd69Abx8Rx2Xsp/LQhmctPad9EBjqBzavg2TugQ1d45n3w9Xe2RY3PgtnwxJ2S8vSjn6FrL2db1HAs/BMev1dSXl5xHTzwBIS6aWpXqxXm/g7/9wasWSmf4/5H4NobpZCXu5KRDn/+AX/MhT/nSRA2iMvUFVfD6LEiDNz5MxoMhjphhIKhYdFaApi9/WHkVU4xYcnOdMqt2v2qMRcXwHuPQmAruGH6cVdXh8WF0adtMB8u3celQ9phsbjxqmVNJGyGp2+B6Fh4/iMIbAauG7WhNXz2Nrz5L+g9EP79EUS42c9xTWRlwrOPwY/fQOdu8P1sGDzM2VbVj5IS+P5rePsNCdRt1wH+9SpcdrVU9HU3rFbJSDRvjoiDdWvkZzEiEs6YDKdPgomnSsViQ82UlcluS0EB5OdLdrK/zwvlutZyWK11O1cKfH1thx/4+si5n5+0Pg7n9v7mVGfE4HTc5qdJKWUBHgZuAaKBBOAZrfUPdXivB3A3MA2IA3KBlcBTWuvNjWZ0S2TPKkjcIC5H/s4pfjM/PpVWfl4MbBfilOfXC63hixch9SDc9w4EhR73LUopbhzdiX98s5FFu9KY0NzqKuzfCU9Mg+BQ+NcnEOLmwa3Ho6wUXngEfv4aJp0LT74mE4PmwKwfpbJyTjbc/SDccb97ZvvJy4VPPoD3/g9SU6Bvf/jfx3D2+e43OcvNhbmzK3cN0tNkUjp4KDzyhAiEgYPc2x2svhQVQWKiFMBLT4fUVPn6pKVLoHZmBuRXEQMFBVBa6mzLBQ8PKT4XGgahIdKGhVXzOlTaqNYQE+OeItfQ6LjTX7ZngQeAx4F1wGXAd0qps7TWv9fhvQ8DLwDzgQjgCWCBUqq/1vpg45ndwlg+A8LaQf+pTnm81apZtDOVcd0i8fRwo39wO1bBqtlwzi3Qve7BnGf2jeHF2fF8uGRf8xIKpSUw/VaJRXjhU4hoAS4OdpFw831w8/3u7dfuyBsvwRsvSrDyjJ+gp5tm/Fm2GO66GZIPwriJ8NYHMHa8+32fdu2Ed9+GLz+XiW5YOJx2huwanHZ6y9g10BpSUmDLZti1C5ISRRgkJUJSkgiDqigFERGyyxIRDq1bQ6dOMrn2D4DAgMrzgAAIDLSd+8vrgADw8pb7WCzS1uVca0mpW1wMJba2qMj2uuTo18XFkiWtqAhyciWYPjNTdvP27pU2O1t2KqojNBS6dpXCdt26SbXrbt0kFsW3BWXXqwWl1EXA5cAQIApIAn4E/qW1zqsydjjwNDAc8AL2As9rrb8+zjPCgSeBs4EY4AjwGzBda53mMO5j273bAhZgD/AB8LbWuuJkP6sdtxAKSqkoRCS8qLV+1da9QCnVBXgROJ5QuA74Rmv9hMM9NwM7gKnAuw1udEskIwnS9spugodzfrQ2J+eQnl/qfm5Hf30NweEw6doTepu3p4VrRnbg5TkJ7DicS8+YZuKa8/0HcPiAiISYZhx/YefX70QkTLtHshs1F+wi4aIr4MX/uN+qO8hk7KVn4e3/SFXgX/+EocOdbdWJE78DXvoX/PidVDa+8BK4fhoMHdY8alXUREmJfPYtW2DzJmm3bIa0tMoxPj4SiN2+PZw1ADq0l9dt2kBUlFQEDwtrHl8nq1V2k+wCIiNDRNORw7A/UWpgzP8LZnxe+R6l5OvRrZnVbqkfDyDi4DHgIDAQEQMTlFIjtdZWAKXUVOAn4EvgCqAU6AXUqriUUgr4BeiGiIUdtvc9Cwy2PcNWlAQ/4E1EIGhgEvAfoAtwT8N8XDcRCsiH9wZmVOmfAXyklIrTWu+r5f3eiLuRI9m21o2WnV2chCWAgm6jnWbC/PhUlIJx3SKdZsMJk5IEW5bCWTfJitMJ8ncBtqX7eLU5FGBLPwLfvAujJ0kq1ObO3p2ymzB4hOwkNBccRcJL/3XPSdaObXDHjbBtC1xzAzz9gvu5Z2zfBi//C376Afz94R/3wx13N796BlrDkSMiAjZvhq1bpE2Ih/JyGePjIwHZU8+CPn2hXz9JXxsV1XJcrCwWCAmRg1oSfuTny+7Tzp2V7c6dTWSkS3O246o+sEgplQl8CowH5iulgoCPkZX9fziM/bMO9+8KjARu0Vq/Z+tbqJSyAu8gAiIBQGt9WZX3zlNKtQFuoAUKhd5ACbC7Sv82W9sLqE0ovA3cp5SaDSxAXI9eRdTgNw1ragtm5xKI7Q2BzvMlXxCfysB2IYQGnPiE22ks+EZ2YMZdWK+3OxZge6g5FGD79HWwlsONDzvbksanqBAevhn8/OH5/3PPFffqcHeRoDV89C5Mf1xqH3z2LUw609lWnRhbt4hAmPmjuMHc9yDceU/zcS2qqJDPuHixVIFesVxWxu3ExkLffjB1KvTrL8Kga9fm8zvW2AQGVhbJc8TdXO0amCoiwc4aW9vW1l4MRAL/rscj7JOX+i5uZwDl9XhujbjLb0wYkO2w3WIn0+F6jWitn1RKlSB+ZPYv8k5gvNY6s+Z3GupMeqK4Hp16u9NMSM0tZktyDg+c4Ubbo0X5sGwWDD1DqjDXk2ZTgG33NvjzJ7hwGkS3c7Y1jc/Lj8O+XfDWlxDZTOIw3F0kFOTD/XfBT9/BaZPhjbfF9cRd2LwJXnoeZv0MQUHw4KOygxDmpilo7ZSVSWamJUtEGCxbCjk5cq1DRzj9DJnU9u0rAsHdP6/BnRhna3fY2tHI/LSvUup3oCdwGIkfeO448QPbgMXAP5VSu4F4ZDH8SWC21nqH42Cbq5IHEAicClwLvNwQH8qOU4SCUuo04I86DF2ktR4PKMT/6phb1fF5tyHBy89RuaPwCLJNM0Zrfaia99wM3AzQvn0L8JE+WRIWg7I4pQqznYUJIvTdqhrz8llQUggTq+4gnhhxEQGc1rM1n69MdN8CbFrD+y9CUAhcdpuzrakzMzck88rcBA5lF9EmxI8HJ3XnvIFtj//GWd/CL99IteXh44473C1wd5GwKwGmXSmuFo89DXfd5z4uKRs3iED4bZZkvHn4cbj9LglQdUeKi2HtGliyWMTBSodCb926w4UXw9ixUgXa/I9useiCFMrXvHr8gY2EUqot8Azwp9Z6ra27DeCPxCc8iyTgOQ34JxAC3FvT/bTWWil1JvA5lTsVIMHMF1fzlqnALPvbkVjeZ+v7earDWTsKyxGFdTwKbW0mEKqUUlV2FUIdrleLUioMeB14RWv9lEP/fGA/8CDVfNNsvmHvAQwZMqQ6kWKwo7XEJ8T2gQDn/VOaH59KdLAvvdwloNdaAfO/kerLHU++oNaNo+P4Y3sKP65P5ophbviPc9V82LQSbn/SbeolzNyQzKM/bqGoTBaIkrOLePTHLQC1i4W9O+HFR2HwyOYTl+DuImHWT3DPbZLd5ZufYewEZ1tUNzashxefg9m/id/5o/+E2+60+aC7EVrDtq3w6ywp9rZ6tQQig7gNXXMdjBkjwiC6mey+GVyRCKXUWofX7znEChyFUioQ+Blx9bne4ZIFCVp+XGv9mq1voS2b0R1Kqae11jm12PA+ks3oVmSXoicwHfheKXW2PWDaxhJgKNAK2VF4wDZVfryOn/e4OEUoaK0Lke2UurIN8AE6c3Scgn12tb2W93azvddRmaG1zlRK7aFugsVQGxlJkHUQBp3rNBNKy60s3Z3O2f1jUO7iQ7l1OaQdhPMaxl3rlLgw+rZtxYdL93LZUDcrwFZeBh+8DLGd4MyT211pSl6Zm/C3SLBTVFbBK3MTahYK9rgE/wCJS3C3CXV1uLNIKCuD55+Cd/4Lg0+BDz6HNnXYEXI2WzbDM09KLYSQUHj8Kbj1DtlNcBfKy8WFaNYvMGsW7LeFGg4cBLfeJhWgR482bkSGGlEBrfEc2pCZ4h5M11oPOe5zlfJFshN1AsZVSbNvK2V+jOfMPGTy3xtZMK/uvlOR9Kunaa3/snUvVkrttb3/bEScAGATHHZh85dSqhRxW3pba518vM9RF9wlRmEOklrqSkRV2bkK2HqcjEdHbO0pyDcV+HunoQuwvmFNbYHsXAoo6DrCaSas2Z9Jfkm5e9US+OsrCImCgRMb5HZKKaaNjpMCbDvT3MsF6/ev4eBeePp/4OnlbGvqTHJ20Qn1A/DSYxKX8H9fQWQzyDzz9uvuKxJSjsDN18DK5XDDLTD9BfB28UQIqSnw7NPw2cfQKgT+OR1uuR2C3WMXjrw82TGY9QvM/l3SdPr4wISJ8OBDcOZUSUtqMLgoSikv4AdkXnma1npLlSH2RDtVvVHsq3c1FLIAoK+tXVOlf7Wt7YmDUKiGtciORhzQcoSC1jpVKfU68KhSKg+Z3F8KTASOWsZWSv0FdNBad7G9d79S6lfgQVt6qUVAOPAQstPwTtN9kmbKrmXQthcEOG/VZ358Kt4eFkZ1cZOMHof2wI7VcP4dDZqFw16A7YOle91HKOTnwow3of9wGNYwoqmpCPTxJL/k2AQTPp6Wv2MWjuKXbyQ24aZ7YdjYJrKyEfniY3j5GTjvYvcTCSuXwU3XyMT17Y+kroArU1wMb78J/35JCmrddqfEIbhDDMLhw+JSNOsXWDBfKhiHhYkoOOtsCUQODHS2lQbDcVFKWYAvEDefqVrrldUMm4nEJkwGtjr0TwKKq/RVxXFx2zGd6jBbe7zJ/zhEoOw9zrg64xZCwcbjQD6SGzYaySN7idZ6VpVxHhz7uS4F7ke2c+5H0k6tB0Y7BJ8Y6kPmQUjfL0XWnMiC+FSGdQojwMdNfqTnfwNePjD6/Aa9rbenhWtHduSlOfFsP5RLrzZusMr41duQlw03PeJWqffeX7yX/JJyPCyKCmvlwpGXRaE1THpjMU+f3ZsLBrUVd7h9uyQuYcgouOk+J1reQMz6EZ64H06dBK+4kQuV1vDuW/DME9CxE3z7C/Ts7WyrakZrSXH65KNSPfjMs+DZF6RqriuTlATffAU/z4Q1tsXRuE7iUnT2OTBylElVanBH/g8JKn4eKLBVX7ZzUGt9UGu9VSn1CfCMTVisR4KZbwSe1Vrn29+glCoHPtVaT7N1/Wi792dKqWcRN/0ewFPAAaSIm91F6XokkDkJCAKmIEl43q0uSU99cZvfUls6qedsR23jxlfTV4iouwaNBDcguwng1GxH+9ML2JtewNUjOjjNhhOiIAdW/AbDJkuGnwbmilPa89+/dvHRMjcowHbkAPzyGZx2PnRx4claFX5Yd5Dnf9/BmX2jOa1Ha/79x86jsh4NaBfCg99v4v7vNjF32xGeP6sbkY/fLvUSnnvLfSbVNbHwT7jvVqlQ/H8fS6VfdyA/D/5xG8yaCVPPgf/8T+okuCrr1sJjD8GKZRLQ+8tsGO/Cu24FBfDTj/D5Z7BooYicoUPhmWdFHPTs5VaLAQ1KUREUFkpcRlmZHPbz2vq0lgB7f3/w85PD8dzPz30yczUPptjax22HI9ORKs0AtyCr/3cBrZHkOfdprf9T5T0etgMArXWuTXw8jXi+xCCpVWcBTzuIjD2Ii9FzQBRSZ2EXcA3wVf0/3rG4jVAwuCg7l0FMDwhynsvP/PhUACa6i6vNkplQVnLSKVFropW/F5cMieXL1Uk8NKk7UcEuXIDto1fB4gnX1pgtzuVYEJ/KQz9sZmTncF6/dAA+nh5cMDj2mHFf3zyCj5bu45V5CUx69SDPZflw5pP/dv+4hHWr4NZroGsP+OAr8PU7/ntcgYQdcMMVsG8vPP0vuPUu1520Jh+E6U/C119IDYc334GrrnVNgWm1SgrTGZ/Djz9IRd+4TvDPJ+GKqyAuztkWNixaQ24upKVBRoYcmRmQkWl7nW5rM239tqOolrilk8XH52gB4e8PoWHQOgpat5Yq3K2jbK3D4evC/xtcFK11xzqOK0XS8j9xnHHH/BHSWh8AplUz3HFMPHBBXWw5WYxQMNSfnBRI3Q3jbnSqGQsSUukUGUCH8ACn2lEnrFZY+B10GwyxXRvtMdePiuOzlYl8vjKR+121AFvCZlj8O1x5F0S4R7rD9UlZ3P7FenrGBPHu1YPx8ax54uZhUdw0thPjSeG+r9dze//bOPdwFNMLSwnxd/GA2Zo4kATXXwoxbeCzHyDYTTLsrFgKV1wIAQHw/a8wcoyzLaqZL2fAvXfK34r7HoT7HnLdQOWffoSHH4LE/VLc7eJL4KqrJYWpq4qwEyU5GRYvkgrQa9fC3r2Vhd6qYrFI7EV4OISFQ7t2MGCAnIeHy8+fl6e4XHl5Vbb2c0+vo/s9PeXrWFwsQqOosHJnoqjY4dzhWlGR7OxkZMLGjVKtOrdqkV8bwcEiGNrGQvduUqxuzFjo1YJ3fgzHYISCof6k75e2rfNcRgpKylm1N5Nr3MXtKCsVMo/A5Osa9TEdIwI4vWdrZqxM5PbxXfDzdsGVyJV/gcUDLrj++GNdgN2pedzwyRqign34+LpTCPKtm7tN10U/8OO2X3n70R94c3EiK/Zk8NKF/dwn2NyRj/8nE5JPv4eISGdbUzeKi+Eft0PraJg5B6JjnG1RzcybA3fcDCNHw9vvScVhV6SwEO6/Dz76AAYMhOnPwLnnyUq2u5OYWCkMFi+GPXukPzgYhg2DkSOhfQeIiqwUAPYjJMQ13YCKiiA1VURDSopkzjpia1NSIOkAfPMNvPuujI+MlJoV48bDuHEiHFzxcxmaBCMUDPWnIEtaJ2Y7Wro7ndIKq/u4HaXslzamY6M/atroOOZtT+HHDQe5cpgLCqkdGyGuOwQEOduS43Iou4irP1yNl4eFz28YRmSQT93eaLXCkj/wGj6Oeyb35tS+sdz37Uau/2QNlw1tx+NTe9ZZcDidgnz4bgaceS607+hsa+rO+2/D/r3w7SzXFgkbN8C1V0gswtc/yAq9K7J5E1x9FcTvgAcehKemu35K2ZrQWnYIHIVBYqJcCw2VGg633S4VoPv3d03Xr7rg5wcdOshRE1rDvn3ytVhkO378Ua6Fh8vXYNz4JjHX4FoYoWCoPwW2gtgBIU4zYUF8KoE+ngzp6CYFeY7Y/gm17tjoj6oswLaPy4e2d60CbBUVkLAJTnVekb66klVQyjUfrSa/uJxvbhlB+/ATWDXdthEy0mDcJAD6tG3FrLtG8/ofu3hv8R6W7ErnlYv7MbKzG6T1/elbSSV6zU3OtqTupKXCG6/AGWfCOBeutJyUCBefJyvU3810TZGgNbz9f/DowzKJ/n0OnHqas62qH3v2wJdfwpdfwK5d0hcRIavo/7hXJsV9+7asVXSloFMnOa6z7fLu318pHBYvhp9+cqqJBudghIKh/hRkgW8weDhnRVRrzYKEVMZ0jcDb003+oKckgm8AtApv9EcppbhxTBz3fL2RhTtTmdjDhYJok3ZDUQH0GOhsS2qlsLScGz5dQ1JmIZ/dcMqJp5tdPE9WIUdVTlJ9PD14ZEoPTu8Vxf3fbuKK91dx3ciOPDy5h2u6iIFMEj97H/r0h0FDnW1N3Xn5OSgugqdqTZbnXAoK4JLzxc5ZLuoalZ4ON02D33+DKWfC+x+Ke4o7kZkJ330LM76AFbaiuOPGw113i3tNz54tSxjUhY4d5bjmWnmdmCivDS0K81thqD8FmRDgvGI/2w7lkpJb4l6+3kcSoXWHJgsUO7NvDNHBvny4tLbi5U5gxwZpe7muUCirsHL7F+vZdCCb/142kOGd6iHuFs2DAcOg1bG/J4M7hPH7PWO4bmRHPlm+n6n/XcL6pKwGsLwRWLkMdsbLboK7BDnu2AYzPoHrboIuLlpzQGu46zbYsR0+/RJ69HS2RceSkABjRkk15X+/Dj/97D4ioaQEZv4EF10IsW3hjjsgOwueex727oO//oLbb4fevY1IqAu1uS4Zmi3mN8NQfwqynCoUFtjSoo7v7ib/tEB2FKKb7o+tl4eF60Z1ZNnuDLYfqiHzhTPYsUEmzzHtnW1JtVitmoe/38zChDSeP78vk/vUIyvTwUTYEw/jzqhxiL+3J0+f05svbxxGSbmVi95Zzstz4ikprzgJ6xuBz96XdIvnNEk2voZh+uNSI+H+R5xtSc28+zZ8/w38czpMdEE3nsWLYNxoyMuFP/6CO104pawdrWHZMrjjdhEHF10Ey5dLobfVa2DzFnjkEWjvmn97DAZXwwgFQ/1x8o7C/IRU+sW2IirITXJBlxRLxqPWTbsqc/nQ9vh7e7jWrsKOjdBjgMtOOl6YvYMfNyRz/+nduPyUek4oFv8h7diahYKdkV0imPOPMVw8uB1vL9zDuW8tY9uhGlIwNjWHDsK83+DSq92nZsL8P2DBn3DfI+L374qsWiHF1KZMlTSorsYXM+DMyZJ7f/EyGD7C2RbVzu7d8PTTkuZz3Fj47DOYNAlm/SpZfV57DQYNctm/OQaDq2KEgqF+aG3bUXBOEHFGfgkbD2QzobsbuR2lJknbhDsKYC/A1o5fNiWTmlvcpM+ulrxsOLgXerqm29G7i/bw/pJ9XDuiA3dO7FL/Gy2eB526QbuOdRoe5OvFSxf148Nrh5BRUMq5by3jzb92UV5hrb8NDcEXH8vv+5U3ONeOulJeDk8/CnGd4YabnW1N9aSmwDVXQLv28O5HruX2ojU8Ox1uuA5GjYJFSyTA1VVZt05ci3p0h+efg45x8NFHcOiwxCNMmSL1CAwGQ71wob9OBreiJB8qypy2o7B4Vxpau1E1ZhC3I2jyHQWA60d1pNyq+WxFYpM/+xjiN0nrgkLh+3UHeWF2PGf1i+Gps3uj6rv6mJsN61fUaTehKqf2bM28f4xlSt8Y/v3HTi58Zzm7U/PrZ8fJUlwMX30Kp06WSa07MONjSIiHJ591zbSd5eVw/dXiKz/jG8m97yqUlIhAeO5ZCWCd9btkOHJFVqyAs8+CYafAggXw+BOwbz/Mmye2u2LmKIPBDTFCwVA/nFxDYX58GhGBPvRt6yaVYaEyNWpU00+4OoTbCrCtSqSo1Mn+7zs2yApqt77OtaMKf+1I4eEfNjO6SwT/vqT/yaWTXb5AUsDWEp9QG6EB3rx5+UDeumIgSZmFTP3vEj5YsherVdffpvrw+0zIzIBr3SQlam6OZDoaMQqmnO1sa6rnmSdhySJ4/S3o28/Z1lSSmQlTJ0vK0OnPwHsfuJ7Q0hoWLoTTT4cxo2H1anj2OQlMnj4dYmOdbaHB0OwwQsFQP/6uodD0q03lFVYWJaQyvnuka9UGOB4piRAWDT7Oiam4cUwnsgvL+GH9Qac8/292bICO3cAvwLl2OLAuMZM7vlxP7zbB/O/qwfh4nmSa0sXzICwCep/crslZ/dow996xjOkawXO/7eCy91eSlFF4cradCJ9+AJ26wqhxTffMk+E/r8qEd/qLrumLPutneOPfMO0muOIqZ1tTye7dMHY0rFoFn82ARx5zra+f1jBnjqQxPe1UyRL1yqsiEB59FFq50YKRweBmGKFgqB9O3FFYn5RNbnG5e7kdQWVqVCcxtGMo/WJb8dGyfU2/Mm3HXmjNhdyOdqbkccMna4lp5cfH1w0l0Ock/ZnLSmHZAhhzWoNUco0K8uX9a4bw6sX92XEol8n/WcwXqxLRupG/hxvXwaZ1cO2NLjNpnLkhmVEvzifukd8Y9eJ8Zm5IrryYuB/e+z+45Aro7zo/X3+zayfcOg0GD4UX/+1saypZvgzGjpKdoznz4NLLnG1RJVYr/PIzjBgOZ02FA0nw3zdh1264914IcJ3FBoOhuWKEgqF+/C0Umn5HYX58Kp4WxeiublDN1o7WTZ4atSpKKaaNjmNvWgELd6Y6x4gDe6CwwGWEQnJ2Edd8uBofTwuf3XAK4YE+J3/T9SshP7de8Qk1oZTiosGxzL13LIPah/L4T1u55qPVHM4parBnHMNn70NAIFzgGhPHmRuSefTHLSRnF6GR792jP26pFAvPPSnC7NGnnGpntRQUwFWXgpc3fPYl+DTAz1lD8MP3MPkMSX27eBmMGu1siyqZNQuGDIYLLpBdonffhYSdUvfAz02ybxkMzQAjFAz1o6RAWu+m/4O9ID6VoR3DCPZ1TkXoelFSBMUFEOLcXZAz+8YQ08qXD5Y4KVXqwb3SdnB+AazMglKu/nAVBaXlfHrDKbQL82+YG2/bKO3gkQ1zPwfahPjx2Q2n8Oy5vVm7P4szXl/Mj+sPNs7uwsI/YdJUqUXgArzw+w6Kyo6Orykqq+Bfv+9AFxbCLz/CNdMgpo2TLKyF338Vd5l33nOdoHCt4eYboV8/WLwUupxEhq+G5tAhuPACCab/5BPYvgOm3eh6MRMGQwvACAVD/QiyFTnLT2/SxyZnF5GQkud+bkc+fuDjDzlN+/WqipeHhetGdmT5ngzn5OkPseW0z3NuBeKCknKu/2QNyVlFfHjtUHrGNOBkOMjmL13cOKv9Fovi6hEdmX3PGLq3DuK+bzdx64x1pOeXNOyD/PwB57oc7UnL5/8W7OasN5eQklf950vNK2HQq0u54bSHeMurK8v3pFNQUt7Elh6HUpvtvfo41w5HCgogPx/OuwDCXazWxLKl4nb06Wdw1dUmvanB4ETMb5+hfrSyVarNPgLBrZvssfNt1ZgnuJtQUArCYyDjsLMt4bJT2vOfv3bx4dJ9vHbJgKZ9eLjtZyX9SNM+14HSciu3fbGeLQezeffqIZwS18BxNuE2EZ2RCpGN97vRMSKAb24ZwYdL9/Lq3J2c8fpi/nV+Hyb3iWmYB4SEQk7TCjqtNQkpeczecoQ5W4+QkJIHwMD2IQT7epJbfKwACPHz4oxe0aw7FM38gmh4fxUWBT1jghnUPpTBHUIZ1D6UdmF+9U932xzJsn1vXTH96fLl4O8PAwY42xKDocVjhIKhfrSyTYByUpr0sQviU2kf5k/nSDcMYguPgUznC4VWflKA7YtViTw8uQetg5swC5NdKKQ5RyhYrZoHv9/E4p1pvHRhX07v1QgTebtQyGz83SMPi+LmsZ0Z3z2K+7/dxK0z1nPegDZMP6cPrfxP0jUvNAyyMhvG0FrQWrM1OZfZWw8ze+sR9qUXoBQM7RjG02f3YlKfaGJa+f0do+DofuTn5cHT5/TmvIFt4bEzybnwKtZfdx8bErNYl5TFj+sP8vlKSUscEejDoPYhIhw6hNK3bSt8vU4+2PwEP2y93jZzQzKvzE3gUHYRbUL8eHBSd/nMJ0O2iwuFoaeAlxu5lxoMzRQjFAz1IygSlAVymm7iW1xWwfI96Vw2tL17rgyGx8Cezc62ApACbJ+u2M9nK/bz4KQeTfdgbx9oFeaUHQWtNc/9toOfNx7iwUnduXRoI/mKh9mEQnrTBYx3ax3Ej7eP5O0Fe3hz/i5W7M3gxQv7nVzl8lahcCj5+OPqgdWq2XAgmzk2cXAwqwgPi2JEp3BuHBPHGb2iiQw6OuDXPjGuccLs50erolwmdI/6+3NXWDUJR/JYn5TF+sQs1idlMW+7LG54eSh6tWnF4PahDOoQwqD2obQJaayYq/r/vaoqkOxB3MDJiQX7joIrFXwDcYfauBEeetjZlhgMBoxQMNQXD08IjoKcppvwrdiTQXGZ1f3cjuyERUNhLhTlg1+gU03pEB7AGb1a88WqJO6c0BU/7yZcWY2IdopQeGfRHj5ato/rR3Xk9vGdG+9Bf+8opDXeM6rBy8PCPad15dSeUdz37Uau/3gNl5/Sjsen9qpfyteQkAZ1Paqwatbsz2T2lsPM3ZbCkdxivDwUY7pGcvepXTm9Z2tCA2oPVj1vYNuaJ8f+AVB0dI0JD4uiV5tgerUJ5qrhknEsPb+EDUnZrLMJhy9XJ/LRMgnuj2nly6D2suMwqH0Ivdu0wtvz2FC+RlnhBwpLy8nILyWzQI6MglKembWt2iDuZ37dTseIACICvYkI9Dnx3ZGsbAAWpJTxxIvzT/qzNNjXZPVqSaM8suGTARgMhhPHCAVD/WkV3aRCYX58Kn5eHgxraJ/ypiLClo0l4wjEOj/DyI1jOjF3Wwo/rD/49ySqSYiIhtRDTfc84Ns1B3h5TgLnDmjDP6f2atwdKf8ACQRuAtej6ujTthWz7hrNa3/s5L3Fe1myK51XLurPiM4nGLAaEiruKVrXu45CWYWVlXsz+H3LEf7YfoT0/FJ8PC2M7x7JI316MLFnVMNlL/P3h8LjF6OLCPTh9F6t/3Y7K6uwsuNwLusTs1iXlM36xCx+2yI7pT6eFvq2bcXgDqEMtO08LN+dUacVfq01ucXltkm/Jxkdh5K5I4uMfRV/CwHHI6OghOIya50/bmZBKef937K/Xwd4exAR5EN4gDfhgT5EBPoQEeh97OtAH0L8vLDYXI+eW5FCsn9ErZ/leDTEroddaFw4+2P+oRSzAzowtQ7j6yJMjje2sYSfoQnIOgjfmN2nxsQIBUP9aRUNe1Y2yaO01syPT2VUl4im9ytuKMJsQaaZh11CKAzpEEr/2FZ8tHQfV5zSvumqXEdGS3XmJuKP7Sk88uNmxnaL5JWL+jfN5wyLbFLXo6r4eHrw6JSenNGrNfd/u4nL31/J9aM68vDkHnX//QkNk5XdvFwIrnvl25LyCpbuSmf21iP8sT2FnKIyArw9mNAjiil9YhjfPZKAky1qVx1+/lKj4wTx8rDQLzaEfrEhXDdK+lJyi0U42HYdPl62n3cXS2pfD4uiokrBwqKyCh79cQvfrTvw945AVmEpZRX2ccFw5qOw6DBwGD8vD8ICvAkPlKNr60DCA7wJC/Cxtd6E2Sb5l723ksM5xcfYHRnow4sX9iU9v4T0/FIy8kVspOeXcCCzkA1J2WQWlFBdbUUPiyKMUMKveoP9vkfHKNg/y9xtR7BqjdbY7qGxahz6pNVo1uzPorTcesx9HvtpCxuSsvD38cTfywN/H08CvD3w8/YgwNsTf2/pW7EnnTf+3EVJuZWu6Ulsj4jj/nmJlAYGc/6g2GPsPxFhcryxdblenYiorh+Odo2b0COSBfFpHMouopWfF0pBdmHZ3+dZhWV4KEWF1ijA8VvVOi+dc7Yvpt+RXSSGxrArvB27w9uxJzyWYi9f9r9Ym4wyGBoOIxQM9adVayjMhtKiRq+nsCs1n+TsIu6Y4PwJdr0Jt2WKcoHMRyBFvG4YHcc9X29kQUIqp/ZsouxVEdGQmwUlxeDTuIHUq/dlcueX6+kbG8I7Vw6q1o2kUYiIdNqOgiODO4Tx+z1jeGl2PB8v28+inWn8++L+DGxfhwDWVrYxOdnHFQpFpRUs2pnK7K1HmL8jlbyScoJ8PTm9Z2sm94lmbLfIxhf4/v7i394AtA72ZUrfGKb0FXFfUl7B1mTZdXj+9x3VvqeorIKi0gpiQ/3pHxvy90Q/LMCbsDVLCX95OmE/zSSsR5cTcvV7eHKPaoO4H5/a87i/s1arJqtQXJjS80vIyK9sMxYtIy03lfiIjtV+lj1p+SgUSoFFHd0qpbAoibywKHWMSLBTWFrBzI2HKCwtdxBNtXPX2Q/JSbmVe7/dxAPfb8bDovC0KDwsCi8PC9mFpccIoKKyCh76fjM/rD+Ij6cHPl4WfD09mL31cLWuW0/9so38knJenZtQ7fXnftvOgcxC3lqwmxLb50vOLuKRHzazcm86Mzccotih/8HvNoHi78+ZnF3EjJVJf98zu6is2vMKW4C7BoJKCpicsIzzti9kROIWLGiSgyKZkrAMTy3PsqJIbhXF/O/aMfGC8dCzJ/TqJW2rugv6ZkNoLFz6UsPd77KXG+5ezQQjFAz1x54iNecIRMY16qMq06JGNupzGpWgMPD0dhmhAFKA7cXZ8XywZF/TCgWAjBRo03guT/FHcpn26Rrahvrx8XVDG2cVuybCIiFxT9M9rxb8vT2Zfm4fzugdzYPfbeLCd5Zz2/jO3H1qV3w8a5mw2oNcs7Og3bHfp/yScubHpzJ7y2EWJqRRVFZBqL8XZ/aNYUrfaEZ2jmg6YQYiFFIbJwubj6cHgztIqtVPlu8nOfvYGhltQ/z48fZR1d8gvhzS9kKQF5xgPNBxg7hrwWJRhAf6EB7oQ7fWQUdf/O0tcv6YQf9bZ1T7WebdO67ONo56cX6NX5Nlj0wEJC1xUWkFhWXlFJRUUFhaTmGptDd8shYA37IS7l/2BX92Gsqq9n0BuG1cZ8qtmvIKK+VWTYVV/53JqiqlFVbyistJLy+lpLyCkjIrhaUV1Y7NKSrjiZlba/xM6fml/PuPncf0F5db+XrNwWP6y6rbuqkDFmsFHbMO0ztlN71S9+FfVsL6Nj34dNDZbGjTnbTAMDwqyonOy6BrehL9UnbTJeMAXdOT4M03ocShvkibNpXC4eqrYejQetlkMDhihIKh/oTYXGmaSCj0jAkmplXTV4JuMCwW2VVwIaFgL8D2wux4tibn0KdtE6xI2YVC2pFGEwoHMgu55sPVBHh78tkNpxB2nCDZBicsEtY3jVteXRnVJYI5947luV+3838L9vDXjlReu2QAvdrUUGwuxLajYE+jCeQUlvHHjhTmbD3M4l3plJZbiQzy4aLBsUzpE80pcWF4ejipjqdf3WIUTpYHJ3WvdoXf7npSK/VMj1prEHd9yc7CIzwMPy+P+n0WB+ryNfH2tODtaaEVx8aktA3xIzm7iP5HdnHT2pks7dD/7/4HqrFlfnxqjcJk5h1Hi7WaRExMsC8/3zWKs99cSkruscX8wgO8ySgoreVTnwRa42mtwKKtWJWFveGx7A2PZVav8dUOr/DwJDmkNckhrVnYpXLyv//5ybBvH+zYAdu3y7FjB3z4oYiI666DF16A6OjG+RyGFoGpzGyoP3/vKDRuLYWcwjLWJWYx0Z13E+yEuUbRNUcuO6U9/t4efLR0X9M80C4UGinzUUZ+Cdd+tJrisgo+veEUYkP9G+U5tRIRKRmDysqOP7YJCfb14uWL+vPhtUPIKCjl3P9bylvzd/HDuoOMenE+cY/8xqgX5zNzQ7LEKAAZqZl8tTqJaz5azeDn/uCB7zax/VAuVw3rwHe3jmDlo6fy7Hl9GNklwnkiAWRHoajxhcJ5A9vywgV9aRvih0Impy9c0Lf2ibwrpnPOyiIwOvLEP0s11Otr4sCDk7rj5+VBj7T9AGyPjKtVsNjHO1LT+JrGPjylB1FBvjw6pWe11/95Vi/a1pAu16Oe38+uaYk8uOhTlv7vBna/eh4b/3s5r/z+BuP2rMWjoh7VxD08oEsXOPtsiI2FRYtg7VqptH3WWfDFF9CtG7zyCpQ2kugxNHvMjoKh/vgGgbd/o2c+WrwrjQqrZqK7pkV1JDwGNi9xthVHcVQBtilNUIAtovGqM+eXlHP9J2tIzi7iixuH0T066PhvagzstRSy0iGqgSolNyCn9mzNvH+E8uQv23h13k6Uqlzstvthr+gaTNKER1m1xgfrmi10CPdn2pg4pvSJoX9sK9erZeIf0CQ7CtBIK/xNTVYmhIQ22Gc5mfvY3+cx700y/ILxbtuGFyb3qPF+J+KOdbyxx7te3U7JhYPb8sO65KP6vWxBG9XFYgQX5/P2zBcYnbiJcmVhaceBvDL2Gv7oOpzChojv++ILuPnmyp//AwcgI0N2ExYuhIcegvffh9deg6lTXVO4GlwWIxQM9Ucp2VXIapyiTHYWxKcS6u/FgHYuWEH0RAmPhtwMKC4AX9epLn3DqLimK8Dm6w+BreDIgQa9bWm5lVs/X8e2Q7m8d/VghnR0Yhpdey2FI8kuKRQAQgO8efPygSzdlUZW4dE7H8XlVr7ZkU0X3xDu8DvC5JsupldMsOuJA0f8bVmPCgogwHV+t4DKiVlOjnPtcCQnF/z8Tir9bUNy3sC24J0L7aJZ9o+RYttxxtdVmBxvbE3XaxMRQzqE1Tnr0TMfTGd04iYA/jf8YnZ36EFKSBReFeV4ABVwTNaj43FU1qPHHz9WJBcWwn//C7/+Cr6+8P33svPw5JMwffoJPMnQ0jFCwXBytO0NW+dCSQH4NPw/5wqrZuHONMZ1i8SjqdJ3Nibdh0i7fj6MPNu5tjjQPtyfSb2i+WJVEndM6IK/dyP/aRgwHJbOhVseB9+TX1GzWjX3f7eJpbvTeeWifk0XmF0T/YdKRqefvoB+Q5xry3HILqzZPerPnN9g1Ta492KXmEzWymmT4I1X4N8vwJPPOduaoxkzVjLS3HsXzFsA3k0cM1Mdl10Gz0yHhx+El15xje/vVVfCHXfAmNHw2ecSlOtkahMRtYmLo4i6Ff6VCcnJ3LniG1jhcC0wENq3hw4d5Kh6HhUFxcUigAsLpS0ogD//rDxPrD64m6Qk6NdPzkNDYdgwGDGiHl8FQ0vGxCgYTo6eE6C8FHYtO/7YerDpYDaZBaXuW425Kp37Q3RHWDLT2ZYcw7QxcWQXlvHD+sbdIQLg3GsgLxsW/HLSt9Ja88yv25m16RCPTOnBxUPanbx9J0tYBJx3Bfz2Axw+NkOKK9GmBj/stiF+8Oh0yMyAd//bxFbVg6HD4crr4H9vwrYtzrbmaNrGwtvvw/q18ORjzrZGeOwJuP1O+M8bMP0pZ1sj3HIrzPwZDh6EoUPgjTfAWvcidC7LDTfA7t0y0U9NhTVrZIX/tddg2jSJI0hJge++g8cegyuvhNGjRSj4+koGsrZtoWtXGDAARo2C00+H886TsTURFASffw47d4or0uzZMHlyE31oQ3PB7CgYTo6Y7pL9aMdC6HNGg99+QXwqFgXjujWDQGaQVbvR58H3b8ChvdCmk7Mt+hvHAmxXNnYBtj5DoXNPmPkpTL7kpFYz/2/Bbj5Zvp9po+O4ZazrfD25+lb4/jP4/B146HlnW1MjtWas6dsWzr0IPngbrroBYlzcL/+fz8CcX+GBu+HXPyXY01U4+1y45XZ4+03ZYZh6jnPtUQr+/RoUF8EL/xJXn4cfda5NIEG4GzfBLTfDA/eL68xHH8mk2d1RCiIj5RhSw05jQYHsBCQmSpuWJt+bgAA5/P2PPZ87Fx55BIocsjv5+8M779QuJAyGOmB2FAwnh1LQYwIkbYK8hi8wNT8+lcEdQgnxd4Gt+oZi+Jng4QnLfna2JUehlGLamE7sSy/4u25FIz5MdhUSd8Gm+qcR/Wp1Eq/O28n5A9vy+Jk9XcuHPiYWzroIZn4FGWnOtqZGjpux5oF/grbCay841c46ERoGz7wE69fA/7N31uFxHVcffmdXzMxsZmZ2HGZmpgabL9CmTZMmaZqkTdIkTduk4YaZyUmMMTNbBsmSLYvJYtz5/jirSJZJtrXaXWne55ln7l7Ye1ZeS/O7h956zdnWHMhjT8KIkXDLjbD7EOEiXYnFAv/6D1x2OTz0IPzzeWdbJMTEiGfhv/+FVSth+DB4+61jLi/rVvj7Sy+EU06RBOUHHoC774abb4YrroDzzoOTTxaPw8iR0K8f3HmnJCsnJ8vv1uRkePllIxIMnYIRCobjZ8B0QMO2hZ36tgUVdWzOreg+YUctBIXBsGmw9FtodK2SdacOjiEu2IdXF2U6/mbTz4TgMPEqHAM/bMrngc83Mq1vJH+/YKhjPSDHytW3QUM9vPeKsy05LOeMiGfx/TPZ9eTpLL5/5v5x1olJcPVN8Ml7sPXQDapchvMvgqkz4K8PQ75rlSLG2xveeEfCaa690jXK51qt8MprcO55cN898PJ/nW2RoBRcfwOsWQtDhsK118JFF0Kx8zueuySXXw5ZWfLdysoyIsHQaRihYDh+whIgpi9smdupbzvP/lS7W5RFbc+Uc6CqHNZ3rrg6XjytFq6ZlMKyzFI27XVwhRYvbzjtElg+F3KP7unqsswS7vxgLUMTQnjxipF4OrN+/+FI7gWzzoCP34RKF6p4c7TcdjcEBsGTDzvbkiOjFPz9ORFoD/7O2dYcSFoveOElWLkcHnnQ2dYIHh7w1jtw6mlwx23y9N5VSEuDuXPhiSfh229h2FAJRzIYDF2Ci/51NbgdA0+Aokwo6rymXXPTC4kL9qFftJNq4TuSAWMhLAYWfeFsSw7g4jFJ+HdVA7YzLgOLFb5+p8OXbMmt4Mb/rSIx1Jc3rhnj+ApNx8t1d0J1FXz4hrMtOXZCQuH2e2DBHFg039nWHJnUXvB/v4evPoeffnC2NQdy7vlw/U3wz2fhh++cbY3g5QUffAQzT4CbboBPPna2Ra1YrXDffbBsuVQBOudsyWGorHS2ZQZDt8cIBUPn0G+qLPg6yatQ39TMop3FzOgf5Vpx552FxQqTzoKty6E419nW7EewrycXjUnkq/W55O+rc+zNwqNhyikw+xOoqTri6btLarj6jRUE+Hjw1vXjCPV3g9yVvoNg8iwJP+qCzsEO46obIT4RHn/IPSrR3HYX9O0Hf7hbEkRdjSeegqHD4ObrIadze4ocMz4+8MlnMHEiXH0lfHX8Vck6laFDRSzc9ztJcB41EhYtcrZVBkO3xggFQ+fgFwypYyB9Ptiaj3j6kVixq5SahubuGXbUwkR71ZPFLvbHGLh2YirNWvPW0izH3+ycq0Uk/Pz5YU8rrqrnqteX09Bk463rxkr5Tnfh+jthX5n0VXBXfHzgvj/Blo3wxUfOtubIeHnBU/+EPbult4Kr4eMDb74reUrXXeUa+QogybSffwUjRsDll8CPs51t0f54e0vH4XnzJbl5xnT4wx+gvt7JhhkM3RMjFAydx8CZUFUiFZCOk7nphXh7WJjYK6ITDHNRwmNg0AQRCp0grjqTtg3YahqaHHuz/sOh/zD48q1DPqmurGvkmjdWkF9Rx+vXjKGPu4WjDR0NoybCWy9K7Ly7ctYFMHgYPP2YNIFydcZPau2tsGmDs605kN594J8vwrIl8BcX6WUAEBQEX38HAwbChefDgvnOtuhAJk+WROfrroOn/g4TJ8CyY6+gZjAYDo4RCobOI20seAfA1uMPP5qXXsiEXuH4erlQHXRHMPkcKC+EzUuPeGpXc8OUVPbVNvLp6i5oGHb2VbA3C1b/csCh+qZmbn57NVvzKvnP5SMZlRzqeHscwXV3QFE+fO0GT+MPhcUCf3wUcvfCmy5SHedIPPgohIXDXbe4zlP7tlxwkeQrPPcMfPaJs61pJTQUvv0eUlLh3LNhmev9jiIwEP77Mnz+hTQymzwJrroS9rhIKJfB0A0wQsHQeXh4Qb8psH0xNNQe+fxDkFlURVZJTfcOO2ph6BQIDINFrtVTAWBUcijDEkN4fXEWNpuD65dPPgXCog4oldps09z94XqWZJTw9/OHMrN/tGPtcCTjpsKQUfD6P12uLO5RMXEqzDgR/v0PKCt1tjVHJjRMqiBtXA8v/MPZ1hycvz0D4yfCrTfCRhfyfERGwg8/QkwsnHk6LDpQyLsEZ54JW9PhD3+ETz+FgQPgkUdcMzfFYHAzjFAwdC4DZ0JTPexYcsxv0dLsa0a/HiAUPDxhwulSJnWfa9UHV0pxw+TUrmnA5uklFZBW/wK7dwKgtebhrzbz7cY8/nhaf84fleBYGxyNUnDT3ZC/F7760NnWHB/3PyyVnJ7/u7Mt6RinnQXnXAD/eFIEg6vh5QVvvy/VpS69APZ2gRevo8TGwuyfRCycfip88D40u1aoJAABAfCXv8DmLSIc/vKoCIYXX5S+AgaD4ZgwQsHQucQNhNAEWPERNB9bbPu8bYX0iQogMcyvk41zUaacK/MX/3GuHQfh1MExxIf4dk0DttMuAV9/eP5BaG7in3N28vaybG6amsZNU3s5/v5dwYTpMHwsPPsIbHWhJ8dHS7+BcMlVEn705svOtqZjPP60hCCdcwp853oFBIiOgfc+huIiGDscXvq36yzIExNh7nwYNFiqIQ0dDP99CWpcsIpXSgq89z7MXyAi547boXcv6NcXbr0FPv0ESkqcbaXB4DYYoWDoXJSCaddD6R5Ye/R/jKvqm1ixq7RnhB21EJ0EJ10pSc2bjt0T4wg8rBaumdhFDdhCwuHOR2HzKt55/k2e/Xk7542M5/5T+jv2vl2JUvDkfyEkDO68AvZkOduiY+fhv8FJp8PDv4dX/+1sa45MeAR8Nw9694VrL4PH/gxNDk7UP1pGjoKlq2HsePjd3TBzCqxb62yrhMhIWLgI3nkPQoLhztuhdyo88mcoKHC2dQcyeTIsXQYbNsKzz8GAAfD++3DxxRATDWPHwP33w9dfS36DwWA4KEYoGDqfXuOkVOrSd6Hq6GKYF+0oorFZM6MnCQWAM2+E2DR46zGoca0mQhePTcTfy8prXdGAbcZZfD/9Fh4siGZmtIW/nT8Ui6Wb9dGIjIZ/vSdPi++4HEpdK+Ssw3h5wb/fgNPOhsf+JGFI2sG5LMdLQiJ89SNcdR288Axcco48wXclUtPgs6/h9bclBGn6RLj/XtdoLubhARdeBIuWws9zYcJEeOJx6JMGt9wMW7c628L9UQoGDoQ77oAvvoTCIlj4Czz0Z/APgBf+CeeeA3GxkJoCF5wPjz8Os2dDsZv+vzQ4HKVUglLqBaXUUqVUjVJKK6VS2p0zSin1g1Jqr1KqTimVr5T6Tik1oYP3CFdKPa+UylRK1Sqldiml/qWUimx3np9S6tk299molLq8Ez+uEQoGBzHjJmhuhF+Orhvt3PRCAn083LeyzbHi6Q3XPgwVJfDh0862Zj+CfKQB29dd0IBtSUYxv63sz4jmQv695FE8i/Y69H5OI6U3PPc/KMyDu66CGjdNuvT0hH++CuddAs8+AX95wPWbsXl7S3+F516EFUvhpCmwZpWzrdofpaQa0qoNcO318OK/JBzpGxcpeqAUTJkKn34O6zfBlVfDe+/C8CFwzlkwf55rikZPT2km9+CDMG+eCIe58+Cpp2HSJNiyBR56EE4/TbwOvXvBRRfC3/4GP/8MZWXO/gQG16A3cBFQBhwqwz8E2AncA5wM3GHft0ApNfZwb66ky+xXwGXAU8Cp9vlS4Cu1fxfaz4DrgCeBs4DFwDtKqSuP4XMdHK21GUcYo0aN0oZj4Jc3tX76VK1zNnXo9OZmmx792E/61ndWO9gwF+aLF7W+cZTWa+c525L9yC6u1qn3f6Of/H6rw+6xMadcD3roBz3rmfm6LGOn1ueN0PrWs7Suq3XYPZ3O/B+0Hh2v9R2Xa93Q4Gxrjp3mZq3//Hutk0O0vudWrRsbnW1Rx1i/VutRA7ROCNX6f69pbbM526KDs2yp1uNHah3opfUl52u9Z7ezLTqQwkKtH3tU6/gYrb2sWo8bo/X777nf97q8XOu5c7V+6imtL7lY6759tLZaWkef3lpfdKHWDzyg9Ruva71ggdY5OfJ/oLvT2KiBVdoF1mUto7PXZx35fIClzfYNgAZSOnBdIFAPvHCE8/ra3/Omdvt/Y9/fz/56sv31Ne3O+wbIBayd8TM2HgWD4xh3MQREwJwXO9RQbHNuBUWV9T0v7Kgtp18PiX3h7cehstzZ1vxKUrgfJw+K4T0HNWDLLqnmmjdWEuTjwVvXjyUkrRf87mnI2AL/fqTT7+cyTDsZ/vA3WDwX/nqfaz6F7QgWC/z5CbjrfvjkPbj9OvfolDt0OPz4C0ycAvfdCf93m2s2khs3HhYug788DnN/hjHD4F/Pu1aORWQkPPAg7MiE/7wkpUmvvhLSkuGP98OOHc62sGMEB8OMGXDvvfD+B7Btu3gefpgNf31cOlavWydN3m64AWbOgOQkCA6CYUMllOmee6Ta0uzZsHOna/bvOBQ2m/ShmDtXEtbvvRfOORsGDYTAAGdb5xJorY/VbVqNCIUjfSG87HNFu/3l9rll7T7ePn/f7rwfgNg2x48Lj854E4PhoHj6wPQb4ZsnYMMPMPz0w54+N70QpWB6v8jDntet8fCEax+Fv14B7/8NbnrC2Rb9yg1TUvl+Uz6frs7hygkpnfa+hZV1XPnaCppsNj64aQKxwb5yYNxMuOQW+OBFGDACTr2o0+7pUpx3ORTlwcv/gKhYuPX3zrbo2FAK7vo9BAXDo3+AGy6Fl96SWHBXJiwc3vsMnvorPPt32LIRXn0HkpKdbdn+eHrCb++Bc86He34Lf/wdfPAu/P0fMHGys61rxdcXrr8Brr0OZv8Ar70Kzz0LzzwN06fDdTfA2eeAj4+zLe04YWEwa5aMFhobYfduyMhoHZkZkJkpYUq1bXoJWa2QnAyxcRAeJu8Xap/DQiE8vM3rMHnt7y//p46XxkYJmSotbR1lpVBa1mbbPvLyRNi0td3HB/r0kVyPs86GJ588fpt6EEopC2BFFu7323e/eoTLNgMLgQeVUjuBdGAg8BDwvda6JRmo5Qls+8Y8LU9pBiOhSMeFEQoGx9J3MiQOhcX/k22/4EOeOndbIUMTQogI8O5CA12QhN5w1s3w+b9hxAwYc5KzLQJgZFIowxNDeG3RLi4fl9wpScYVdY1c8/pKiirree/GcfSOCtz/hCt/C9s3wH8egV4DoO+Q476nS3LTPVBUAK89D5ExcOHVzrbo2LnuNyIWfnc7XHEevPkRBIc426rDY7XC/Q/B8FFw+42St/DSGzD9BGdbdiDJKfDxF/Dl5/CH++CUE+C8C+CRv8oxV8FigVNPk5GbC2+9Ca+/DlddIYvhy68QQTFgoLMtPTY8PaFXLxnt0VoW3RkZkLETMjJFRBQUSk+HNWtkYX648rKenvJzCgqSnyW0Coe2AqL9PqXk/lVVco/DJcFbLNKBu0W4JCfDCbOgT2/o01cEQnx86/3B9YRCQTY8fZOzrTgcHwHn27cLgdO01lsOd4HWWiulTgPeBla2OfQtcGGb19vs83j29yq0JEyHHavRbVHaXV3dXcjo0aP1qlUuluzmThRnw1u3wZCT4cQ7Dn5KVT1j/vozd53Ql9/O6tPFBrogzU3wt+uhKAce/hCCI5xtEQDfbMjl9vfW8spVozlx4PF1Sa5rbOaaN1awKquMV68ezfRDNdjbVwp3nAso+NfnENRNE92bmuC+62HRHPj7KzDjVGdbdHz88A3ceT2k9Ya3PoWoGGdb1DEyd0r51G1b4Xd/gt/eK0LCFamuhuf/Ac8/IyEjd/wf3H2fNB9zRWw2mDsHXn8NvvpSnnZPnChehvMvAL8e0junhbq6A5/0l5Ts/7R/n70sdctare2arf2+tnNg4P5eirBQ8Z6FtdnXVoR0EKXUaq316OP41J3K6MRIveq353ba+6n7XskG2pa8ellrfchmMUqpG4BXgFStddZBjqcB4UAicBswCpiltT7solIp9R4wHXgE2AoMsG+vBs7UWtuUUh7ABsATuArxPJwH/AvwAe7XWv/tyJ/6CHRGokN3HyaZuROY91+tnz5N67xtBz388ao9Ovn33+gNe8q72DAXJneX1rdO1PqFu1wmybKxqVlPfGKOvuilJcf1Pk3NNn3zW6t08u+/0Z+vyTnyBenrtT5jgNZ/vFbrpqbjurdLU1Ot9dVnaD0hVeu1y51tzfHzyzytB8RrPXWE1ruznG1Nx6mq0vqW67SO8tf6/NO1zs9ztkWHZ89ura+/WpKd+yRr/c5brp9cW1Cg9dNPaT2wvyQ/R4ZpfecdWq9f52zLDIcBk8y83+Dokpm9gO3AD0c473T7e57Qbv+J9v1nt9k3EFhn36+BfOAu+/ZVnfEzNsnMhq5hwuXgFwJzX4KD5AHNSy8kMtCbQXFBXW+bqxKbAufcCht+gaXfOtsaoLUB2/JdpWzMObYGbFprHvxyEz9szudPpw/gnBHxR76o31D4zYOw+hd471/HdF+3wNcPnn0TYuLg/66BzO3Otuj4mDwd3vkcysvgglNhR7qzLeoY/v7w71fh2f/AquUwYzzM/cnZVh2ahER49U34eSHEJ8AtN8CMybDMtRo47kdUFNxzL2zaAj/NgdNOhzdegzGjYPxYyWnIynK2lQZDp6G1bkA8AL2PcGpLjO3KdvtX2OcBbd5zi9Z6OJCK5CQkAnn2w8ednwBu1EdBKXW3UuprpVSevbnFw0d5/TlKqbX2hhTZSqk/KaVc1J/cDfH2h6nXQl46bJ6z36HGZhsLtxcxo19k92uudbyccCn0GQEfPAWl+c62BmjbgC3zmK5/7ucdvLd8N7+Z1osbpqR1/MLTLoETz4N3/wUr5h/Tvd2C0HD41/vg6QW3Xya9FtyZkWPgw28k7OSi02H9Gmdb1DGUgsuugtkLITIKLj0XHv0TNLTPG3Qhxo6DOQvh5TegIB9OmgHXXgl7djvbskOjFEydBm++BVl74Ol/gNUilZL69YYpEyUZes8eZ1tqMBwXSik/YDSQcYRTW/7Yt++3MM4+H9BgSGudpbXebH95O/Cj1vpI9+kQbiMUgBuBKOCLo71QKXUy8Cmizk4Fngf+BDzeifYZjsTAmRA7QJqw1VX9untVVhmV9U3M7MllUQ+FxQJX/1m8MG895hLlM4N8PLl4TBLfbMg76gZsby/L5vk5O7hwVAK/P6Xf0d1YKbjdntT893sgz4UXP8dLXCK88A5UVcAdV0DlsXlvXIb+g+CT7yEgEC47G5YucrZFHaffAPhhAVx9Pfz7OTjrJMjqgi7lx4rFApdcBqs3wu8fgG+/glFD4LFHJMHVlQkLgzvuhMXLYOt2KUfa2AS/vw96p8L0KdJNeW83bcRocBuUUhcopS5Acg4ATrXvm2Y//l+l1BNKqfOVUtOUUlcB85HqR4+1e68mpdRrbXZ9hvRBeEspdYtSaoZS6hbgLWAP8Hmba/+glLpMKTXdfo9FiMfilk77sJ0Rv9QVA3uDC6RSkwYePopr1wIL2u17CCkpFXOk602OQieSv0NyFb5/5te4+79+u0X3/uO3urLOTZo0OYN5H0sjtm9edbYlWmutd5ccfQO2b9bn6pT7v9HXv7lCNzYdR/x0brbW54/U+saTtS7MPfb3cQeWL9R6bJLWl52k9e5dzrbm+Mnbq/Ws8Vr3idL6X8+4XzOurz7Tunec1ilRWv/lIa2Li5xt0ZHZna31dVdJ/kJyrNa/u1vrtWtcJu+pQ+zYofWTj2s9eqTkM3hZtR48UOsbrtP65f9qvWF9985dciEwOQota0h9iDHffvw6YAlQAtQhXoT3gCGHeK832+1LBF4Ddtmv34UkTce3O+8x+7F6oAD4H5DYmT9jt6t6ZM/ybgQe0Vo/3IHzE4HdSIe7V9rsTwUygeu01m8c7j1M1aNOZvHbsOx9mHEzjDybWf9YQHSQN+/e0Cm9QbonWsPrD8Hy7+GSe2HmJc62iFvfXc2iHcUs/cMJ+HsfvtLykp3FXPPGSoYmBPP29ePw9TrOqL8Ny+Hhm8E/CP76OiQdKeTTjVn4Ezx0pzQt/NPTcNJZzrbo+CgrhT/cBT98LU/rH30Kxk1ytlUdZ3c2PPYQfPWZ5JRcdxPccidEuHj/l+XL4MUX4JuvJHyqV284/yK44CLoP+DI17sK27bB11/CkiXymYrtBWp8fWH4cBgyDIYMkTFosFT2MXQaLlf1qJPXZ672+VwBdwo9OlYG2edNbXdqrXcBNUjGuKErmXg59BoP819hz8aV7CysYsahSmMaBKUkBGnYNPjgaVjytbMt4vrJqVTUNfHpmpzDnrdp7z5ufGsVqRH+vHb1mOMXCQBDx8Hf34WmRrjnUtiy9vjf01WZeiK89yOk9oU//AYevx/qao98nasSGiaN2F5+V0JhLj4D7v4NFBU627KOkZQML/8PFqyAk0+TcKTRg+CRB1z7M4wbD2++C9uz4YUXITERnn4Sxg6HCaPgqSel5r+r068f3Ps7+OwLyMmDLdvgjf9JiVWrFT58H+64DaZPhcgw6NcHLjgPHvkzfPapdIhubj7ibQwGg9ATPAqXAe8CA7TW6e2O5QCztdbXH+49jEfBATTUwPv38FZeBA+Vj2fuPdNIi3TR2t+uRGMD/Ov/IH0l3Pg4jJ515GschNaac/+zhPKaBubcMx3rQRLRs4qrueClJXh7WPn0lonEBHdyN9a83fDAdVBSAH/8J4yb0bnv70o0NsJ/noS3XoQ+A+GJFyHVzXuO1NbAv56Bl18AH1+49wG44nrX7VtwMLanS0fnLz4Bb2+4+gbxMMTEOtuyI1OQD198Bp9+3FohacQouOBCOPcCqabkbmgtic8b1sOmjbDRPnZsl4R6kH4NgwbBkKHiTWlpnJaa5l4do52Aqz1xNx4Fx+MUoaCUmgV0pNbcAq319HbXHq1QuBx4B+ivtd7W7thepJ7tAUJBKXUTcBNAUlLSqOzs7A6YazgqyvO45rmvyWoOZv4Dp4FP4JGvMUB9LTx/B2RuhNuegSGTnWZKSwO2l68cxUmD9m+oVVhRx/kvLaG6vpmPfzOBXo4SguUl8OANkLEV7noMTrrAMfdxFRbNkVCkhnr4w5Nwejf4vBk74M+/g0XzYdBQ+MvTUi3Jndi5XQTDZx+J0LngUrj1Tujb39mWdYycPfD5J/DJx7B2teybMAnOvxDOOQ+ijq/BotOprYWtW0Q0bNgAmzbIXFraeo5SkJAAaWkSmtWrF6T1ap0Dzd8oV1tIG6HgeJwlFPyApA6cWqO13q+0yTEIhVOB74CJWuul7Y5VA//RWt93uPcwHgXHUNvQzPBHZnOZ9wb+PKACznsUrIePdTfYqamCZ2+B3Ey443no75zfa03NNqY9NZ/4UF8+unnCr/sr6hq5+L/LyC6p5v0bxzMsMcSxhtRUwWO3w5rFcOWdcNnt8ke/u1KQCw/cBmuXw5kXwe8fl3h5d0Zr+PYL+MsDUJAHl1wFv/+zhCq5E1m74KV/wvtvS+fdk0+H2++CsROOeKnLkLETPvsEPv0ItmyWSkpTp8FpZ8JpZ0j4VXdAa+mEnJkBGRnyuTMzZc7IgKKi/c+Pimr1PMTGitcoNhZiYmQ7JqbbiwlXW0gboeB4ekLoURKQDdyotX61zf4UJFPcJDM7iTlbC7j+f6t4+wQPpmx4HoadDrNuc7ZZ7kNlOTx9E5TmwW9fgN7DnWLGq79k8ti3W/n69skMSQimrrGZq19fwZrdZbx29Rim9u2iJM/GBnj+T/Dz59Jv4bePgYdn19zbGTQ1wSv/gNeeh5Te8MRL0MeNklIPRVUlPP93eP1FCAyC+x+Gi66Qxao7UVwEb7wMr/1XErjHjIfb7pK8Bnf6LFs2S2jSl5/BdrtTfshQOPUMOP1MGD6i+4ryigoREW3FQ2YG7NoFeXkSDtgef3+7gGgRD7EQEy1zWJgkVwcFyXc7MFC2vb27/rMdDK2hvFwEUnERFBXLXFxk31eM+t/bLrWQNkLB8XR7oWC/Zh1QprWe0Wbfn5ASqUla68N2sho9fJBetW7z4U4xHAMPfL6Rz9fuZe1DJ+K95H+w8hOYeQuMONPZprkP5cXwzE2wrwTu+jekDe5yEyrqGhnz2M9YlKK2sRkfTwt1jTaev2Q4Zw/vQNflzkRreOcFePcFGDkJHngB/Lv3Ez6WL4QH75AF9n1/gXMu6x4Lt21b4MF7YcVSGDFGwpEGD3W2VUdPdTV88LZUHNqTDb37wK13wQWXuM4CsaPs2A4/fAvffiM5DTYbxMXDqaeJt2HqdPf7TMeK1hK2lJ8noiE/3z7yWue8fMkDqaw8/Ht5ebUTD4GyHRQkwsNilXA2i8U+qzbbB5ktFqlsVVsLtXVS/KCmxv66Vl63HKupaX1dVSUPIA5GQABERKK273SphbQRCo7HbYSCUmo0kIJUavoQ+Bj4yH74O611jf28OUCy1rp3m2tPA75BatC+D4wAngBeOFLYEcCoftF61fptKJ+QTvs8PR2tNZOenMvg+GBevmq0NBT78jHIXAHnPQIpo478JgahrFA8C1XlcPeLkNy1T5W/WLuXez5eT7Ot9XeJp0Xx1IXDOGdEFwuFFn78BJ5/UMqmPvoyRLpBYunxUFwID94OKxbByefAH/8mzc3cHa3h8w/h8YegtASuvB7ufgCCg51t2dHT1CQlVf/9nMTHR8fAjbdKI7cgN/w8JcXww/fw/Tcw5ycRRAEBcMKJIhpOOgXCw51tpWtQXS1iorxMvBSVlTIqKqCyQuaKShH7v+6zb9dUS5Umm611brvddm6Pj4+UjfX1lWIBvr7g1+512+OBIgaIjISICPtsf21P8na1hbQRCo7HnYTCm8DVhzicqrXOsp83H0jRWqe0u/484M9Af6QpxavAX7XWR6yTNqpvlF7x3v1YRt2FUm7kMnZh0vMrOOW5X3jyvCFcMtaertJQCx/cB/vy4bJ/QHhH0lgMAJTki1iorYJ7XoLEvl1260lPzmVv+YHlOuNDfFl8/8wus+MA1iySvAW/AHj0FUjrBmE5h6O5Gd78F7z0FMQnw5MvQf8hzraqc9i3D555DN55XXIW7v2ThCO5U3WkFrSGhfPgX8/KHBAIV10noiHOScL6eKmrgwXz4Luv4fvv5Gm61SrJ0LNOghknwLDh7hVy5Y5o3SocPDwc8vN2tYW0EQqOx23+12qtr9Faq0OMrDbnTW8vEuz7P9NaD9Nae2utk7TWj3ZEJAAo3zB0aTp61+zO+0A9nLnpUm98Rv82/RO8fOGch8DDGz5/GGr2Occ4dyQ8Bu55Ebx94dlbYW/X1UPPPYhIONz+LmPkZHj6A9m+91JY/Ytz7XE0Vitc/1t4+VOor4NrzoR3X24tCenOBAdLY7av5kJqL2nYdsZ0WLrI2ZYdPUrBtJnw8dfw82KYdTK89AKMHgg3XgnLFsuCz53w8YGTT4Xn/wPpmTB3EfzfffIE/eE/wbQJkBoPV18Gb74mCd+GzkcpEQheXkaUGToN803qCJ4BqJjR2DK+RJdnONuabsG89EIGxQURHdSuZnVQFJzzIFSVwNd/heaDJIsZDk5EvHgTrB7wj1shL6tLbhsX4ntU+7uUtP7w7McQnQgP3gizP3a2RY5nxDhp0DZxOvzjYbjjcigqcLZVncPgYfDx9/Cv16GiHC49E35zFezOcrZlx8aQYfDfN2H5Rrj5dlg4H84+GU6YCO+8KfHj7obFAqPHwEOPwJJVsCMbXn4DTj0dli2FO2+Fof1h2AD4v9vhqy+grMzZVhsMhkNghEIHsQy4ArxDad7wKrrRDX95uxDlNQ2szi5jZltvQlti+8Mpd0POJvjpX+73dM2ZRCXC3S/Jk6V//AYKdh/5muPkvpP74eu5fwiIr6eV+07u5/B7d4jIWHj6PRg+AZ79I7z1XPf/ToWGwzNvSK7C2uVw8UyY/4OzreoclIIzzoU5K+CeB2DBHJg1Dp58WGK73ZGkZPjzX2HtNnj6BfEC3XM7jOwPj/4JdrtxH5/oGLjkMnjpVfE2rFgHf3sG+vWXLspXXAypcTBjMjz6Z1i0UBJxDQaDS+A2OQrOpCUGTpdn0rzy76io4ViG3ozqDpVFnMCX6/by2w/W8dmtExmZFHroExe/A8veg8nXwLiLusy+bkFuBjx9M3h6SzWk2BSH3u6LtXt5avY2cstriQvx5b6T+zkvkflQNDXCPx+SROcZZ8Edj0j+Qndn1w7pubBtk1REuv0PIiS6C/m58Pe/wGcfQEQU3HEPXHAZ+Lvxv63WEoL02ksS9681nHQanH8RnHCSe3+2tjQ2wqoVMHcOzJsDq1dKjL2PD4wcLZ6JAYNg4CARFn5u3iukG+BqMfwmR8HxHJVQUEqlIknAqcAXwB+11nX2Yyu01mMdYaSzaftFtO2ajW3Hp6jkE7H0vcCIhWPgrg/WsnBHMSsfmIXVcpifn9bw3VOQPh8mXgHjL+0eZR+7ij3b4bnbpL/AdY/C8GnOtsj5aA3v/wfefh6i4uHuJ2HYOGdb5XgaG+DFv8PbL0ljtmtuh0tvcP8mbW1ZtxoeewBWLZfSkpdcBVfdCIluXhRhbw7871V4939Sz97HB6bPgtPPghNPcb+GdIdj3z74ZT4sXgTLl8HG9VBfL8eUgpRUGDBQhEN/+9ynb88pyeoCuNpC2ggFx3O0QuF7pMzoMuAOoA9wita6Uim1Vms9wjFmOpe2X0StNbb0D9B75mHpcx6W1FOcbJ170WzTjH7sJ2b0i+IfFw8/8gW2Zvjxedj8M4w8B6bfAKbyVMcpyYeX7oPsrXDGjTJMkhtsXg3P/B5ys+GsK+G6e8GnGy2aD0XmdvjX47DgR4iMgZvvgTMvlgTI7oDWsGYlvP4S/PCV/Un86XDtzTB2ons/aGhqkp4S334F330FuXslgX3seJh1iiRF9xvg3p+xPU1NsCsTtm6xj80y79jeWu/faoW0XuJx6NtPttNauifHmd93nYyrLaSNUHA8RysU1mitR7Z5/QfgXOBEYF7bY92J9l9ErW3YNr6Ozl+BZeCVWBKmONE692J1dinnv7iUFy4dwZnD4jp2kbbB/FdgzZcw6EQ46U5pQGPoGA118O6TsPQbGDoFrvtLzwi5ORJ1NfD60/DV2xCTAL/9K4yY6Gyruoa1y+H5x2DjakjrC3f8Eaac2L0Wmbk58PZr8N6bsK9cnkBffh2cc6F4HNwZrWHdGvj+a/h5NmzeKPsTkyQ0adYpMGlq9w3VaWiQTslbNrcKiO3bpGty227JPj4iGFqEQ4uISOsFCYndRyB3Ia62kDZCwfEcrVDYrLUe1G7fvcAlQLDWuk8n2+cSHOyLqG1N2Nb+G12yBcvQG7DEjHGSde7FU7PTeWlBJmsePJFgX8+OX6g1LH0Plr4LfSbCab8Hj6O4vqejNcz/GD58BiLj4ZanIS7N2Va5BhtXwHMPwN4sOOUiuOH3EODmC8mOoDXM+148DNmZUi3ptw/CkG72vKe2Br74WHowbN4Afv5w9gVwxfUwqJv0mcjdC3N+FNGwcJ406fLxEbEw62QRDknJzrbS8TQ1Qc4e8UJkZrSOltd1da3nenhAcoqM+ATpYREXJ3PL69DQ7iWeOwFXW0gboeB4jlYofA78R2v9U7v9dwNPa627pY/vUF9E3VxP8+rnYV8mluG3YYnsJn90HMipz/9CoI8HH9084djeYM0XMO9lSBoOZ/8JvLrpEzNHsWMtvPR78TJc8xCMmuVsi1yD+jp455/w6WsQEiGJzhN6yM+msRG+fB9efgZKimDGqXDL76CXi1St6iy0hvVr4N034Ct7r4nho+GK6+CMc6QzbXegvl76S/w8W8Yue0nvfv3hhJNFOIydAJ497EGLzSaN4NoKh4ydsGePCK38vAOrofn6tgqH2DiIj28VFBGR0nk6LEIERQ8JcXK1hbQRCo7niEJBKaW0/SSllDeA1rr+IOfFa633OsRKJ3O4L6JurKF51T+gOg/ryN+iwrquI667kbevlglPzOX+U/vzm2m9jv2NNv8Ms5+DqF5w3qPgF9xpNvYIygrgv/dD5kY48XI49w7jgm9h+0YpoborHaaeBrc8CKERzraqa6iphnf+C++8JNunngc33Q2Jqc62rPPZVw6ffiCiIWM7BIdIpaTLroFe3cwxnrEDfpoNc2aLgGhsFK/KxMkwZTpMmSEJwj1koXtIGhuhIB9yc0U47M2xz3tlbhktuRFtsVggJFSEQ3jE/nNYWOt2ULBUrPL3s88B4O/vur9/tRYvTGUFVFRAZSVq5CiXWkgboeB4OiIUMoDngde11lVdYpWLcaQvom6opHnlU1BXjnXMPaigHuDiPQbeW76bP36+kR//byp9owOP780ylsM3T0BgJJz/GARHd46RPYWmRvjkOZj7IfQeDjc9ASGRzrbKNWhqhI9fgff+BT7+8Js/wcyzek4IQnkpvPUf+OB1+VmcdQnccBfEuFi5286gpQzpu6/D7G9ksThxKlx+rSRBd7en7lWVEpq0cJ40d8vYIfvDI0Q0TJ0hc08IUzoWbDapPJWbCyXFUFKy/1xaItstc3HR/jkTh8LbW0RDQIDklfgHQIC/zD6+IiSsVvtskW1r233W/fdZrVJmtrFR/g83NrZuN7R73Xa7rl5EQWWlCIOqygOEkapscKmFtBEKjqcjQuFp4FqkOdsrwAta6z1dYJvL0JEvoq4ro3nF36G5DuuY+1ABHUzU7UHc8L9VbM2rYNHvZ3ROWdmczfDFI9Ir4Py/QETK8b9nT2PFD/DWY7IgvvFx6DfK2Ra5Drt3indh61oYMw3ueBSietD/66ICeOOf8Ok78sT0/Cvh2jsgvJsKyqJC+OgdSX7euwcio+HCy+CiKyClm+bz7M2RcqS/zBfxUGjv4J2SBlOmiXCYNFWEhOHo0RqqqkREFBfLwru6CqqqxWvXdruqCqoPsl1dLYt+m00W7c3NMpqapCpgy3bL3BaLRcSup6fk9Hl6gpcXeHq0vm57zMdbEv0DgyAw0D6C2swBqDPOdqmF9OiYcL3qys6rPqmefs+lPp8r0KEcBaWUL3A1cBvQD/gMeEZrvdKx5rkGHVWsuqZQxIKyYB3zO5Sf+eXaQl1jMyMe/YkLRiXwl3MGd94bF+2Czx6Cxno4988QP+jI1xj2JzcDXvwdFOXAubfBSVf2nKfnR6K5Gb5+B954Rv7oXncfnH5pzwrTyMuBV/4B33wMnl7Sf+GqWyAoxNmWOYbmZlg4R5Kf5/0kC7SxE+DCK+C0s7pPs7P2aA3b00Uw/LIAFi+UhS3AkGEweRqMmyjlWI1wcF1sNvkOW60O+T3lak/cjVBwPEfdmVkpdQJwJ3Aa0k/hH1rrzx1gm8twNK4tXZlD88qnwdMf69j7UN4hjjXOTViwvYirX1/BG9eMYUb/qM59830F8OkDUFkMZ/wBevWABlqdTV01vPkorJkDw6fDNQ+bEqptyd8D/3wQ1iyGwaPhrschoRvG7h+O7Az479Mw+0upCnXFzXDZjd134QxQkCe5DB+/K0nB/gFwxrniaRg1rnsL6qYmKcG6cJ54HFYtl7KkIP0Kxk6wC4cJUjmoO/8sDL/ickLBhB45nI6EHsUBoQcZo5GyqBatdbcuan+0X0Rdnknz6mfBJxzrmHtRXt34D2kHefirzXywcjfrHjoJH08HfF1qysWzUJgJJ98Fg3pIxZrORGuY8z588jxExMFv/g4J3Syx83jQGn76DF5+XCrmXHEnnH9dzyvTu2OLdHle8COEhEmX5wuv7j5Vgw6G1rB6OXz0LnzzuYSEpPWGCy+H8y+BqBhnW+h46uqkatTypbB8CaxYBhX75FhMrF04TIDxk2DAIHmibeh2uNpC2ggFx9MRoWADbEAVUAnsAyrazlrrmxxsp1M5li+irSQd29p/QkAC1tF3ozx8HGSd66O1ZtpT8+kdFcDr1ziw30RDDXz5GOxeB1OvhzHnO+5e3Zkd6+Dl+6GmEq74I0w43dkWuRYlhfCfR2Dxj5DSD+78Cwzslk3pD8+mtfCfv8HyhRARDVffBudd3r0FA0hc+XdfwcfvSKdkqxWmzxLRMPNkiQHvCdhskL5FfgbLloh4yLUXPgwIhDHjRDyMGgvDhktVIIPb42oLaSMUHE9HhMJqoC/wGvCc1jqrC+xyKY71i2grXIdt/UuokD5YRt6JsvawJ492dhZWMesfC/jLOYO5cryDq2k0NcL3T8H2RTD6fJh6nXGJHwv7iuGVB2D7aph2Plx0j8SnG1pZ+jP8+xEoKYDTLoFr7+0Zjdras2qJhCStWSaJzlfdKonPvj2gx0nmTvjkPQlPKsiDsHA45yI49yIYPKzn/e7J2WP3OCyWOX1L67HUXjBsBIwYJfOgIVIu1OBWuNpC2ggFx9PRZOYZwD3AicAXSCLzCsea5joczxfRlrcc28bXUaF9sQy/BeXZA/54tuOVhZn89butLL5/JvEhXfC00dYMc1+C9d9Cr/Fwyv+Bz3GWY+2JNDfBly/CD/+D2DS46gHoNczZVrkWNVXw9j/hy/+BfxCcfz2cfSX4+jvbsq5n9VJ45VlYuUgE02nnwXlXQJ+BzrbM8TQ3w8K5ksvw03dSbjI6FqadIN6GSdMhuAcuisvLYP06WLdawpbWrZFKSy3ExkHf/jL6DZCmcH37G++DC+NqC2kjFBzP0XZmHoAIhsuB1cDTwJf6aDOi3Yzj/SLacpdh2/w/8I/GOvJOlE9YJ1rn+lz68jJKqxuY/X9Tu+6mWsOaL2HhaxAQLknOsd2s02xXsXExvPsElObD1PPg3NtlUWxoJWMLvPUcLJ8HwaFwwY1w5uXg0/MeDLB+JXzyFvz8DTTUw+CREpJ00tk9w8tQXgY/fgcLfhbxUFkh4Ukjx4homHaiPE3vad6GFgoLYP1a8TZs2yqVlrZvg9qa1nPCIyQHJDVNRkqaeCRSUiG0Z/39dDVcbSFthILjOZaqRwroA/wRuAzI1lp364zHzvgi2kq2Ylv/Ilh9RCwEJnSSda5NRV0jIx/9iRumpHH/qf273oC8dPjmSagqlTCkkWf33D/Qx0NdDXz1kjRo8w+CC34L4083P8v2bFsvHoZVCyEkHC66WcqpevfAHKV9ZfDtp/DZ27BrB/gHSrfn8y6Hfp1YItmVaWqCtSthwRyY/zNsWi/7I6PF2zDtBJg6UzpD92RsNglb2p4uI2MHZGZAVmZr3kMLIaF24dAyesmcnAqRUeZ3koNxtYW0EQqOp6M5CgFAIBAEtMSOtPxv1KbqUcfQlTk0r/knNNVhGXYzlojuX/P/u4153PruGj66eQJjU530JKi2EmY/CxnLIG2cVEXy64FhAJ3Bnm3w7pOQuRH6joTL7oe4btqM6njYsgbefh7WLoHQSLj4Zslj8PJ2tmVdj9biZfjsXfj5a6kYNWg4nGv3MnTn8qrtKSwQL8P8n+CXebCvXGrdjxgNU0+Q5mbDRnW/jtDHQ20t7M6CXZkiHHZlyPauTMjZLSKjBR8fiEuA+LYjsXU7LgH8e2BYYCfiagtpIxQcT0eEwitA2eGG1rrEwXY6lc78Iuq6MprXvADVuVgGXI4lYUqnvK+rcu/H6/lpSwGr/zQLD6sTm1RpDWu/klAk32A47XeQOMR59rgzNhss/hI+fUH6L5x0JZx+Q898an4kNq6At56XOSIaLr4FTr6gZwoGEC/Dd5/C5+9CxjYJRTrhDDjzIhg5vmc1smtultj9BT+Lt2HjOvk95R8g1YImTYOJU6H/oJ71czkaGhpgT3ariNibI56JvTmQmwP5efIzbUtoWKtoSEiAmDjxRERFt84RkUasHQJXW0gboeB4jjr0qCfS2V9E3VSLbf3L6JLNqNRTsfQ+G6W63x8Cm00z9vGfmdArghcudZHykQUZ8O0TUJ4P4y+B8ZeCpVs7xBxHZRl8+k9Y8jWEx8Il98GwLsxDcSfWL4P/PQdbVotguOBGOPXiniuutIYNq+CrD+Gnr6TkaHwSnHERnHEhxCU628Kup7wMli2CxQtkZO6U/WHhMGGqeBsmTYOkFBNe01EaGyEvV0RDjl087N3Tup2zp7UXRHtCwyAqCiLaiIi2giI4BEJC7HNojxEWrraQNkLB8Rih0AE6+4sIoG1N2NLfR+f8gooZjWXQtd2ufOr6PeWc/e/FPHvxMM4d4UI5GQ01MOdF2DIHEgaLdyEwwtlWuS871kqyc26mCIVL7hPhYNgfrSUU6f1/w8aVEBohVZJOv7RnVklqobYG5n0vomHlItk3ZjKcdTHMOLVnJEAfjLy9sHghLFkgc0Ge7I9PFMEwaaoIiKho59rp7tTUQFGhjMICKG6zXVQIhYWtx6urDv0+fv4iHEJCWwVEcJvtkBDpL+HnJ9/pQ82+vq4nBJuboa4WamtRkVEutZA2QsHxGKHQARwhFEAakems2dh2fAYhvbAOvxXl1X3KeD7703b+OXcHq/90ImH+LliDf8sc+PnfYPWEk/8Peo93tkXuS1MTzHkPvn5ZXp9xA8y6vOd1Le4oG1fAe/8W4RAUCuddC2deIQm/PZm8HPj6I/jmI9i7W8JwTjxLRMPQ0a63gOoqtJYE3xbRsPSX1ifhab1h7EQYM0FClhKSeu7PydFUV7eKhn3lUF4u4XS/brfZ1/Z1TfXR3adFOPj5Sd6Fhyd4eIDVQ2YPa5vtlv3W1m2rVb4zzc0SKmprlu1mW7vXzbJts8mxxsZfBQF1tdKNu7ZGQrzsqMJql1pIG6HgeIxQ6ACOEgot2PJXYdv0OviEYR1xB8q/ezwhOutfi/CwKD67dZKzTTk0pTnw7d+gMANGnCWVkTxcUNS4CyX58OHTsG6+9F64/H5JejYcnC1rxcOwcoH0Hjj7ajjnagjs4cn2Nps0cPv6I0mArquF5DQ442I44wKI6uEeq+ZmqaC09BdYuRRWLmsVDrFxIhrGTIBxE6F3P5Pj4GwaGkQ0VFeJB6OmRhbgNTUiImprDz3X1si/d1Oz9LZpso/mJtn363a7fUqJYLBa5N/fYrW/toKytG5bLa2vPT1FmPj6SYd1X1+Z/eyzjw/qhltcaiFthILjMUKhAzhaKADo8gya1/4LQDwLoe5dcbawso6xf53DvSf15faZLv5ZmhrhlzdgzRcQmQZn3A9hLhQq5Y6sXwgfPAUleTDhDDj/DggKd7ZVrsuOTfD+f2DJTxLCcOaVcO41UmK1p1NdJWLhqw9h3QpZAI2eBKeeCzNPh0DT0wObDbZtEdGwwj4K8+VYSCiMHi/ehrETYdDQHhNPb+h8XG0hbYSC4zFCoQN0hVAA0DWFUhGptgTL4GuwxI51+D0dxUer9vC7Tzbw7Z2TGRTnJk9HM5bDD89CcwOccBsMOsHZFrk39XXw3Wvw49vg6Q1n/wamXyiuccPByUyHD16EX74HLx844zLJYwiLdLZlrsHuTKma9P3nkJMl1aOmnCiiYdLMnltNqj1aS0nRFUthxRIREFmZcszPH4aOkJKsw0fLbPIcDB3E1RbSRig4HiMUOkBXCQUA3VBF87oXoXwHlt7noFJPRblhvOkt76xm7e5ylv5hpnvZX1kM3z0FORthwAyYdRt49dBkys4iPws+eBq2LIO4XnDpfdDP/B4+LLt3wgcvwfyvJT75lIvgvOsgxni6AFkIb1oL338KP34FZSUQFAKzzpCmbsPHmnCb9hTmi3BYuRTWroItGyVEBaRc6PAxMGKUCIdBwyQExWBoh6stpI1QcDxGKHSArhQKANrWiG3T/9D5K1Dxk7EMuAxlcZ+nsA1NNkb+5SfOHBbLE+cNdbY5R4+tGZZ/CEvfg+AYOP13ENPX2Va5N1rDugXw0TMSjjTmJOnuHGqeZB6W3GwRDHO/lPCSaafDRTdBaj9nW+Y6NDbCil/g+8+kelJdLcTEwynnimjo7YSO8O5AXS1s3iCiYe1qWLdS+g+AhCYNGAzDR7V6HlLSTJK0weUW0kYoOB4jFDpAVwsFkIpItoyv0JnfosL6Yxl6o9tURFqys5jLXl3Oy1eO4qRBMc4259jJ2QTf/h1qyqTfwpgLTRWf46WhDn74nwyrFU6+CmZeCn49qDvvsVCUB5+/Cd99AHU1MGYanHYpjJ1mQrnaUlMN82fDD5/BsgWSBNpnIMw8FSadAAOGGk/D4SgskCZwa1fKvH5Na8We4BDJb+jbH3r1lSTp3n2lOZkRED0GV1tIG6HgeIxQ6ADOEAot2PYuxrb1XfD0xzL4eizhrv907LFvtvDW0mzWPnQi/t5uvoiprYQ5/4FtCyAkDk64BVJGOdsq96coBz55HtbOA78gOPEymHkJ+BrBcFgqy+Hrd2WUFUFYFJx0vnR7jk1ytnWuRWkx/PglzP4CNq4Rr1ZwKIyfBhNnyBwR5WwrXZvmZtiRLl6HDWslXGnn9v37CQSHQJ9+rcKhRUTEJxhR1g1xtYW0EQqOxwiFDuBMoQCgK/fQvP5lqClEpZ6MpddZLh2KNPOZ+cSH+PL29eOcbUrnkbUG5v4HynKhzySYfhMEmQTT4yY7Hb55Waok+QXBiZfDzIuNYDgSTY2wYj788BGsWihhSSMmSi7DhFkmqbc9ZSXiYVg6X0ZpsezvNwjGTxfhMGw0eJrSyEdEa2kGt3O7fWyzj+1QWtJ6nq8fpPaCXn0kbCk5DVJSZTZeCLfF1RbSRig4HiMUOoCzhQKAbqrHtu1D9N5FEJSCdegNKD/XexqWXVLNtKfm8+czB3LtpFRnm9O5NDXCqk8kf0FZYMJlMPIcE/rRGWRvlWZtG34B/2ARDDMuMoKhIxTlwY+fwOxPoDBXnpqfcC6cciEk9Xa2da6HzQbbN8OS+bBsvsTmNzdJNaAxk2DCDBEO8cZDc9SUloho2GEXDhk7ICsDcnbLz72FgEBITrULiHZzVIwRES6Mqy2kjVBwPEYodABXEAot2PJXY9vyNuhmLAMuwxI3wdkm7ccbi3fxyNdbWHDfdJLD/Z1tjmPYlw9z/wuZyyE8CU64FRLdMGnbFWkrGPyC4IRLJCTJ39TKPyLNzdLp+YcPYekcWfz2Hw4nnidJ0AHmZ3hQqiph1WIRDkvnQe4e2Z+UBuOnwpgpMHqCVFUyHBsNDbB3j5Rozd5ln+3bu7Naqy+BeCKSkiE+8cCRkCjhYiakyWm42kLaCAXHY4RCB3AloQCga0to3vg6lO9AxY6Tqkgevs42C4ArX1vO3vJa5t4z3dmmOJ6M5TD3JagokFKq064H/zBnW9U9yNoC374G6xeAj7/0X5h1GQSZn2+HKCuGOV/AT59B9g4JqZl4Ipx4voQoWa3OttA10RqyM1pDlFYvlepAFgv0HwJjJsPYyVJ+1cc1fue6PU1NEsqUldk6dmeJsNi7Rzoat8XLC+ISRDi0zC0jJhaiY8DfeCIdhastpLtaKCil5gPTDnF4ttb6lENcNxq4CZgKJAHFwC/An7TWu9qdawF+D9wMxADbgEe11p8e3afpHIxQ6ACuJhQAtLahM7/DlvkN+IRhHXIDKiTNqTZV1zcx4tGfuHJCMg+eMdCptnQZjXWw4iNY+QlYvWDSlTD8DLCYhVinkLMDvnsdVv8MHl4w9TyplBRi8kM6hNbS9fmnz2De11C1DyKiJTRp1rmQ6NzfGS5PY4MkQq/4BVYskt4NzU0ivIaOFtEwdjIMHA4eJgTRIVRVtoqGvXsgp2U7R+aWDtRtCQiUEKboGGkmFx0DUbFtXtu3fU2PnKPFCAU1EGjvnp0A/AO4TWv9n0Nc97T9vHeBzUA88CAQBQzXWu9pc+5fgXuBB4DVwCXAjcAZWuvvjvGjHTNGKHQAVxQKLejyDJo3vAr1ZZLknHoKIka7nh8353PT26t594ZxTOod4RQbnEZpjngXstdAZJqEI8X3ELHUFeRnwfdvwvLv5enupLNFMETEOdsy96GhHpbNhZ8+hdW/SMz4gBFSNWnqaeDvHuWXnUp1FaxdLqJh5S+wfYvs9w+AkeNh7BTxOvTqZ8Jjuor6evFI5OZAQR4U5MsoLIDCNq/r6w68NjAIIqMgLBxCwyE8AkLD7HO47G/ZDg8XYdHD8yd6ulA4xDWvAVcAsVrr0kOcE6m1Lmq3LxnYBTymtX7Ivi8K2AM8qbX+c5tz5wCRWusuj3M2QqEDuLJQANCNNdi2voPOX4UK7YtlyPUon9Aut+MPn23g6/V5rHnwRLw8euAfSa1hx2KY91+oKoGBJ8DUa004UmdSvFd6MCz+Sn7e40+DU6+FaJN4elSUFEoTt58+hd0ZUiVp0kmSzzBsgglN6ihlJbByMaxcJOIhJ0v2B4fCiHEiHkaOl14OxuPgPLSGin3ifWgRDgV58rq4SJKwS4uhtFTmtjkTbfH2EcEQGg5BwSI0WkZQMAS1e93+uLf7VyMzQuGA832BAuBHrfUFx3C/AuAbrfX19tdXAm8BfbXWO9qcdy3wOpDWPlTJ0Rih0AFcXSiANGjTuUuxpb8PFg8sg67CEjWiS+8/4Ym5DE8M4aUre3ifgYZaWP4BrPpcGrRNuBxGnGWqI3UmZQUw+2345XOpRjXmRBEM8abKz1GhNWzfIKFJ87+BqgoJTZp+Jsw8G9Jcv2+LS5GXI6Jh7XJYvQz2Zst+/wAYNqZVOAwcZkqxuipaQ2WFiIeSYhGDpSX7i4myEhEelRUyKvZBZeWR39vDA3x9wcdP5gO22872/d4+cp2np/wN8WgZnuBhtc/t9v/6t0bL5znUaH+82Saex8YGSUBvqIeGRvvcAI0NqN895FpCITJUrzp3Zqe9n3rls6MVCpcD7wBnaa2/Pqp7KTUA2ALcp7V+2r7vSeAuwFe3WaArpcYCy5Hwo2+P5j7HixEKHcAdhEILurqA5o2vQkU2KmEqln4XoqyOf4qxJbeC0/75C38/fygXjUl0+P3cgrK9MO9l2LUSwhJhxs2QMtLZVnUvKkrgp3dh/sdQXwvDp8Op10DqYGdb5n401MOyOTDnS+nN0NwEKX1h5lkw4yyIjHW2he5HQa6IhjXLYe0yyNwu+719YMgoGDkORk6AwSNMvLy7Y7NJPsUBAqLNdk0N1NZKgnxt2+02c23N/ttty8o6Gw8PVEZxdxcK2UiicQsva61fPuT5Ss0GhgPxWutDuKIOep0HMAcYAPTTWpfZ97+MiI6Yduf3BnYAV2mt3+7ofToDIxQ6gDsJBQBta8K28wt01o/gH4t1yPWoIMeGZvx73k6emr2NFQ+cQFSgj0Pv5XZkLIf5L0N5HvSeCNNvhOBoZ1vVvagqhzkfwLwPoaYS+o+BU66GAeN6fEzxMbGvFBZ+L+FJW9fKz3DIWBEMU04xpVaPlbISWLsC1iyFNcukn4PW8hR4wFAYOkqSpIeOkuRbQ89Ga2hsFNHe2CglkJuaxIva1Cxz22O/nmtfryoFqmVuM1AH7lNKinB4e0kooqenzF5eMjy9wGo1oUf7nxuH5BM8r7W++yjv8xJwPXC61vrHNvtfQbwGse3O7wNsxwgF18TdhEILtpIt2Da9AQ1VWHqfjUo5yWGJzue/uISGJhtf3zHZIe/v9jQ1wKrPpFkbGsZcAGMuBE/3j1l1KeqqYeHn8PO7UF4ESf3hlGtg5AxTiepYyc2Wiklzv4K9u2TBMG6GiIYx00wX6OOhch+sXyXCYf0q2LqhNek2Jr6NcBgNfQfJ4s1gcCJGKOx37u+AvyFVi9YfxT2eQMqfXt1+0a+U+hvwW0zokXvhrkIBQDdUYdvyNrpwrSQ6D74W5Rveqfcoq25g1GM/cfvMPtx9Yt9Ofe9uR0URLHgVtv8CQVHiXeg90Tz17mwaG2D5dzD7LSjYDVGJcNKVkvzsZTxex4TWsH2jeBnmfyNeh4AgmHIqzDgTBo0yeTjHS2MDbNsMG1bDhpUyF+TKMW8fyW0YOkrClgYOE6+D+d1h6EKMUNjv3E1Ak9Z6+FG8/wPAY8CdWusXDnL8KuB/QB+t9c42+68B3sAkM7sm7iwUoCXReTG29A8BpIxq0kxUJz1h/WLtXu76cB1f3DaJ4YkhnfKe3Z7d62HeS1CcDTF9YdJVkDzC/NHvbGzNsHa+VErK3gJ+gTDhDOnHEJvqbOvcl+Ym6QI950tY8pPkhwQEw+gpMHY6jJoCwabaV6dQkCuCYeNq8Tqkb5SQE4CQMOg9AHr3h179oY999vN3rs2GbosRCr+eNxpYCdyttX62g+99J/A88IDW+vFDnNNSHvVxrfUjbfb/DERrrYd05F6diREKHcDdhUILuqYYW/p76OJNEJiAdcDlqJBex/2+d76/liUZxaz44ywsFrPQ7TC2Ztj0Eyx7HyqLIH4QTLwcEocZwdDZaA3b18DCT2HNXFno9hkJ086DETNNBZrjobZakp9XzIeVC6C8RHoI9BsmomHsdEgbYL7TnUV9nYiFbZsgfRPsTIfMbZL42kJ8koiHFhHRewAkpZkSrYbjxgiFX8/7J3ALkKC1Lmh3LBnIQLopP2rfdwnwHjAbeKTd21Vorbe0ub6l8tEfgTXAxUiX5rOPtrJSZ2CEQgfoLkIB7N6FwrXiXagvQ8VPwdL3PJTnsT2Bamq2Meqxn5k1IJpnLhrWydb2EJoaYdNsyV+oKhHBMOFySDKCwSFUlMKSr2HhZ9KXISBEvAyTzzZehuPFZpNO0Cvmy9ixUfZHRMOY6SIaRkyUkpCGzsNmg727ISNdhMPOrTLvzpQkVxAxnNpbRENqX9lO7QMJKUZAGDqMEQqglPIEcoFlWuszD3I8BWmk9ojW+mH7vjeBqw/xlgu01tPbXG8F/oB0Y44BtiGi45Oj/DidghEKHaA7CYUWdFMdtoyv0bvngIcflr4XoOImoI5yYboyq5QLX1rKvy8byelDTZWO46KpATbOhhUftREMl0HScCMYHIHNBltXiJdh/ULx8PQaBlPOgVGzwNvX2Ra6P6VFsGqBiIY1i6CmWhJyh4wT0TBmGsQlm++3o6ivg6yd+4uHnenSsbgFD09ITBHRkNoHUnq3zqZkq6EdRij0PIxQ6ADdUSi0oCv30LzlXdiXCaF9sQ64DBUQ1+Hr//ZDOq8szGTNQycS5GMqcnQK7QVD3EARDCaHwXFUlMDSb2HRF5L87OMPY0+GyedAsgmb6RQaG2Dz6lZvQ06m7I9JkJyGUVNg2HjwD3SmlT2DqkoREFk7YdcOGVk7pbN0iwcCpPJSW+GQlAqJqRAdJ+Flhh6Hqy2kjVBwPEYodIDuLBQAtLah9y7Gtv1TaK5DpZyMJe20DjVqO+W5hYT4efLBTRO6wNIexq8hSR9BVTHEDZCQJCMYHIfWsHO9CIZVP0FjPST0lbCkcaeCv+kf0GnkZsPqRbD6F1i3FOpqpGrSwBGtwqHXQLMg7UoaG2BP1oECImvn/jkQXt6SB5GYAolp9jlF8iCi48BqShF3V1xtIW2EguMxQqEDdHeh0IJuqMS2/RN07lLwCcPS/2JU5PBDhiPtLa9l0pNz+eNp/blp6vEnRRsOQVMjbPpRPAyVRRA7ACZeBskjjWBwJDVVsPIHWPQlZG8FDy8YdQJMOhv6jjQL2M6ksQG2rBXRsPoXyLDn9QWHwchJIhpGToawSOfa2VOx2aAoX0TE7l2Qs0vmPVmwZ1dr7weQUKb4pFbvQ1xi64hNhADjMXJnXG0hbYSC4zFCoQP0FKHQgi7dTnP6e1CVi4oYjKX/JSi/qAPOe2dZNn/6YhM/3z2V3lHml7/DaWqEzT+Kh6GyCGL7S0hSyigjGBzN7nQRDMu/h9oqiEyASWfBhNMh1HTZ7nTKimHNYhENaxZJJSWAtP4iGEZMhEGjwcfkkTgdmw2KC+wiIrNVPLTMdbX7nx8UArEJ+wuIFhERm2CEhIvjagtpIxQcjxEKHaCnCQUAbWtC75mPbedXYGtCpZ6MJfVUlLW1jOT1b65ke2ElC++bcdRJ0IbjoKkRNv8kVZIqi6QPw/hLIW2sEQyOpqFOyqsu+kLKrSoFA8bBxDNg+HTTzM0R2GyQuVXClFYthK1r5f+Apyf0HwHDJ4hw6DtEnmYbXAetoawEcvfIyNsDuTn22T7aeiMAgkMhJk6ayUXFQVSMfTtGwpqiYsE/wDmfx+ByC2kjFByPEQodoCcKhRZ0fTm2bZ+g81eATziW/pdgiRpGXWMzwx/9kYtHJ/LI2YOdbWbPpLkRNv8sHoaKAohMg3EXQ5+J0EnN9AyHoTAHln0LS7+BkjzwDYAxJ8HEMyF1sBFtjqKuBjatkoZv65aKiNAafP1hyBgYPlHEQ2o/82/g6hxSSORAUR4U5MG+sgOv8w+wiwe7gGgRFOGR9hEFYRGmapMDcLWFtBEKjscIhQ7Qk4VCC7bSbdi2vgfVeaiIoSy0nsy172/nzWvHML3fgWFJhi6kuQnSF4iHoSwHwhJh3EXQf7oRDF2BzQbbV0tvhtVzJAE6OlkEw/jTINT8/3AoFWWwfpmIhnVLYW+W7A8JlypKwyfCiAkQk+hUMw3HSF0tFBVIjkRBrpR2Lczffy4ukP+H7fHzl7yWFgERFgnhEa1CIjwSQsPFixEQZPKOOoCrLaSNUHA8biMUlFJ3AzOA0UgDil8bWRzhuiCkw90pQD/ACmwB/q61/qIj9zZCQdC2JvTuudgyvubhrf35ND+ZtX86AR8TJ+wa2Jphx2JY9gEUZ0FwDIy9CAaeYEIyuoraKhELS7+BHWtBWWDgOBENw6eB55EriRmOk8LcVtGwbimUFsr+qDgYMlbG0LEQm2Q8Dt2Fpibp2VFSBKXFUFLYZrvdvoN5KEBEQmAwhISKcAgOhaDQ1tdBITKH2LcDgsSzERDYozq7u9pC2ggFx+NOQmErUIG0s/4NHRcKg4GfgTeAhYANuBTpkHe71vrfR3oPIxT2x1ZbytSnf6GvbxEvj8uUcKTIoc42y9CCtkHGClj+AeRvh4AIGHMBDDnZLFS7ksI9IhiWfANlBeAXKKFJ40+DtKFmkdoVaA17MkQwbFgBG1fAvlI5Fh4toUotwiEhzfyb9AQaGyU5vsQuLMpLRTyUl8lcUdb6uqJctmuqD/+eXt520WAXD/6BEGCff30dKKFQPr7g7WOffcHXt92+NrMLdsx2tYW0EQqOx52EgkVrbVNKeQCNdFwo+ANaa13Tbv8coI/WOulI72GEwv7sKKjkxGcX8tiJEVzi8y1U56MihmDpcy4qMMHZ5hla0Bqy18Ky92HvZvALgWGnw7BTwT/M2db1HGw22LZKQpPWzJXQpIh4GDkTRsyQfAYT8tA1tAiHjSvswmFlq8chJBwGjoR+w6D/cOg7WPIeDIaGethX3ioc9pVBdRVUVchcXQlVLXOlzNWV9nPs+5qbjv6+Hp6tgsHD8yCzVXqPWD1kn9VDelhYrQeGnbbVwG0FcdttraXh3q+jSUZTy3Yz6sM5LrWQNkLB8bieXD0EWuuDBCB26LpDPQpYBUw7dot6LnPT5Q/rzFFDsQaNQmf/jG3X9zQv/QsqZgyW3mcdtJyqoYtRClJGysjZCCs+hqXvSi5Dvykw/EyINQmfDsdigQFjZVz2e1g7H1bOhjnvw49vQ3CEhCUNnwH9RpkwMUeiFCT1lnH6ZbIwys0W0bBpJaSvgyU/ybkWi5zXZ3DrSBsgCzdDz8LLGyKjZRwLWkuuRcuor9t/3m+77sBzmholvKrt3LKQb2re/3VDnWy3zdlo+0B4v4fDB3lQbG0rODzEu9Hy2uS89UjcxqPQwtF6FA7zPkuBQK31EUv2GI/C/lz836Xsq23kh7um/rpPN1Zjy5qNzp4LugkVNxFLrzNQPubJtUtRmgPrvpHyqg21ENVLvAwDpoOnWQB1KTWVsHExrJ0Lm5bIH3jfABg6RTwNgyZIaIKha6ksh20bYOs62LERtm9s7eNgsUJyH+gzCPoMEa9Dan9ZSBoMPQBXe+JuPAqOp0cKBaXUTcB/gSu01u8e6XwjFFrZV9vIyL/8xM1T0/jdKf0POK7r92Hb9T16z0IAVOI06b/gHdTVphoOR0MNbJ0voqE4C7z9YdAsEQ1hJnysy2mogy3LYd18WL8QqvdJPsnA8SIahk0B/2BnW9kz0RqK82HnZhENOzbJaMl1sHpASh/oPViEQ+/BkNLXeB4M3RJXW0gboeB4nCIUlFKzgJ86cOoCrfX0dtcel1BQSk0HfgA+0lpfdZjzbgJuAkhKShqVnZ19tLfqlnyzIZfb31vLJ7+ZwOiUQ3sLdG0Jtsxv0LlLQXmgkk/AknISytPE/LoUWsPeLbD+G9i+GGxNkDQchp8OvcYbV7MzaG6CHetg3TwJUyorkH+H3sNg6FQYNhWij5haZXAkWkud/xbRsH2jCIkKe0UdixUS0yRUKa0/9Bog2yHhzrXbYDhOXG0hbYSC43GWUPADOvKXrkZrvbvdtccsFJRSY4A5wCLgbK11Y0euMx6FVu7+aB1z0wtZ/acTsVqOHNuuqwuwZXyFzl8JHn4iFpJmojzM0zaXo7oMNv0I67+Tjs8B4TD0VBhyCgSYEDKnoDVkbxUvw/qFkLNd9sekiGAYOhV6DTGCzhXQGgr2ws5NkLEVMtOlGVxRXus54dF24TBQhEOvAVKm1SSzG9wEV1tIG6HgeHpM6JFSagiwANgEnKy1ru3otUYoCDabZsxff2Zynwiev2TEUV2rK/dg2/klumgDeAVKOFLCNJTVJG66HLZmyFwJ67+FrNX2p9kTJPk5wXQcdiolea2iYftq8T4EhMCQySIcBo4HH9ON1qWoKBPRkLFVhEPGVti9U/6fgfx7pfYTAZHcV8KYUvpKDX+DwcVwtYW0EQqOx22qHh0PSqk+SKhTJnDG0YgEQyvrc8opqW5gZv+jr2ikAhOxjrgdXZ6JbecX2LZ9BFk/ScJz3ASUpUd8Fd0DixV6j5dRlisehs0/wvZF0vV56KnSxM030NmW9jzCY2HmxTJqq2DzMli/QITD0m+kYlK/MSIahk2B0GOs0mLoPIJCYfgEGS001EP2TsjcYhcRW2DBt1D1fus5YVEiGn4VD/0gubcRggaDoUtxG4+CUmo0kAJYgA+Bj4GP7Ie/a+mTYO+PkKy17m1/HQWsAIKAK4GSdm+9Vmtdf7h7G4+C8I8ft/GveTtZ8+CJhPgdXydKW0k6tp1fwL5M8I3AknYGKnYcyoRQuCaN9bBtAWz4HvK2gYcX9J0soiFuoPEyOJvmJti5HjbYvQ2Fe2R/Qh/xNgyeBGmDJfHW4JpoDSUFkLUDsrfDrm2QvUO8D/V1refFJtrFQ1+pwJTUS5rFmeRpQxfgak/cjUfB8biTUHgT6aZ8MFK11ln28+YDKVrrFPvr6cC8w7z1r9ceCiMUhDNe+AUfDyuf3DKxU95Pa40u3oht51dQuRv8orD0OhMVMwalTMyuy1KYKYJh61wpsRqRDENOhYEzwSfA2dYZtIb8bBENGxfDznUS5uIXBIPGi2gYPBECTWiLW9DcDAU5Ihyytot4yNoOObtaw5eUgqj4VtGQ1EuSqRN7QbDJLzJ0Hq62kDZCwfG4jVBwJkYoQGFFHWMfn8N9J/fjthm9O/W9tdboonXYdn4NVTngHyOCIXqUEQyuTEMtpC+AjT9A/nbw8JZGbkNPM43cXImaKti6TETDpiVQUWJvxjcIhkwS4ZDU3yTUuhsN9bA3C/Zkwp6d9jlDBERbD0RQqAiGFuGQmAYJqRAdbzxMhqPG1RbSo8NC9KoTJ3fa+6mPvnWpz+cKGKHQAYxQgA9X7ub3n27k+99OYUCsY3oiaG1DF6zFlvEVVOdBQByWXmehooYbweDqFOy0exnmQ2MtRKZKtaSBM6VHg8E1sNlgzza7aFgMuzaJByIoXLwMgyfBwHHgZ/JP3BabDQpzRTS0iIeWsa+s9TyrB8QkQFwyxKfIHJcC8ckQFWdEhOGgGKHQ8zBCoQMYoQA3v72KDTn7WHL/TJSDnxRrbUPnr8KW8TXUFEBgogiGyKEOv7fhOGmoES/D+u+hcKd4GfpPgyEnQ2x/42VwNSrLYfMSEQ2blkJNBSgLpA6WMKWB4yFloFk0dhf2lYp4yM2CvdnikcjNgtzdUFfTep6HJ0QniGiITxEBEZcEMYkQGWs6UfdgXE4omNAjh2OEQgfo6UKhvqmZkY/+xNkj4nn83CFddl+tbei85dgyvoHaIghKlpCkiCFGMLgD+dvFy5C+ABrrIDwJBp8E/aebvgyuSHOTeBg2L4PNSyF7i3gb/AKh/1gRDn1HQVSiEXzdDa2htMguGrJFRLSIidxsqG9TKFApCI+C6ETxSMQkSBhTZJyIiMhYk1jdjXG1hbQRCo7HCIUO0NOFwqIdxVzx2nJevWo0swZ2fblFbWtG5y0TwVBXAv5xWFJORMWORVlMHwaXp6EG0hdKM7e8dHlinTgE+k2DvpPAx4S5uCRV5bB1BWxZJuKhvFD2B0dAv1HQZ6QIh5hkIxy6M1pDaaEIhvwcGQU5kL9HtksK5Jy2BIdCRCxExIhwCIsUcREeLWVfw6Mkd8J8b9wOV1tIG6HgeIxQ6AA9XSg8+vUW3lmezbqHTsTPy3khCNrWhM5fiS3rJ0l69grCkjgdlTgN5WUWm25ByR7xMGybLz0aLB6QMkrCk3qPB0/zJNIl0Rrys6TJ2/Y1MvYVy7GgcOgzAvoMh97DIb63CVXqSTTUQ3G+dKA+YOSLkKgsP/A6T08ItYuG8Ci7gIgWUREWCaEREBwuosPDPBByFVxtIW2EguMxQqED9HShMOPp+SSF+fG/68Y62xTAXiWpNB2d/RO6eBNYPFFx47EkzUIFxDrbPENH0FpyGLYukP4MVSWSz9BrvIiGlFFmceDKaC29GravaRUPZQVyzNsP0oa0CofUweDt60xrDc6moV5Cm0oLRTiUFNq37aO0QI5XVRz8+qBQCAmDkAgICd9/tAiKkDApBesXYDwVDsTVFtJGKDge89jHcFh2FVezq7iaayamONuUX1FKocIHQPgAdFUett0/o3OX0ZzzCypiMCr5RFRYf5PH4MooBdF9ZEy7DvZutnsaFolw8A6APhOl3GriMPOE2tVQCqKTZEw5R/aV5EPGOmn8tnMdfP2yCAqLFZL6iWjoPRx6DxMvhKHn4OXdms9wOOpqRUCUFkF5CewrgbIS2S4vljkzXbYPJSosVggMhqAQ6RUSFGLfDhHB8eu2/XVAkAxvXyMwDIaDYDwKHaAnexReW7SLv3yzhV9+N4PEMD9nm3NIdEMles8CbHvmQUMlBCRgSZ6Fih1j8hjcieYm2L1WRMPOpdKrwSdQREPfKZA0TBYCBtenphIyNkCGXTjs2iwdvgGikkQw9BomHaNj00wfB8PR0dggVZzKWgRFMVSUS5hTRVmb7XKotL9uqD/0+1msIhj8A8A/CPwDW0dAkCT1B9hf+wWCnz/4+IOvnwwfP/D1F1HUjQWHqz1xNx4Fx2OEQgfoyULhileXk19Rx893T3O2KR1CNzei81dgy/4JqnIljyFpBiphqsljcDeaGiBrDWz/BXYuk/4MvkHQZ5KIhsQhRjS4E02NsDtdRMOOdTJX75NjPv4SotRrqIQtpQ6WxZrB0JnU1Yp4aBEQFeVQtQ+qK6C6SrwU1ZWtr6srZF9NJdRUd+weFkuraPDx219IePuAl4+Iif2GfZ+3N3ja93n72Le9JAzT6gFWa+u2h8eh91s9Ol+saA1ao6xWl1pIG6HgeIw/33BIquqbWL6rhGsnpTrblA6jrJ6o+EmouIno0q3o7J+x7fwSMr+z5zGcgAqIc7aZho7g4SUJzr3Hy5PorNUiGrbOk7KrvsFSNanvFEgYbESDq+PhKSIgbQicdGVrnkPmBsjcCBkb4dvXQNvk/JgUObdFPBivg+F48fGVEXkMuWzNzdLlvNouJmprpPdEXY1s19ZAXXXr/toaqK22n1ML5aXQUGcfDeLdaKiT2REPbJWyiwUl/28Ust2yX1nsc7v9tmawaZm1rc22eajcUzFCwXBIFu0oprFZM6NflLNNOWokj2EghA9EV+Viy/4ZnbtU8hjCB6CSTpB8BtPx2T3w9Jbwoz4TpSdD1mrY9gtsngPrvwO/0NachvhBRjS4A23zHCacIfvqqiFriwiHzI2wfiEs+VqO+fhD6iBIGypN4FIHmVwHQ9dhtec+BAZ37vtqLWFUjXbxUF8nD0bq7YKisV68cU1NsmBv2W5uss+NImJatpvs+7XtVy/ArwP7bLO13lvr/c+1WuX3p1IyWyxtthXMvrNzP7/B5TGhRx2gp4Ye/f6TDXy3KY81D56Ip9X9F9S6oRKd8wu2PfOhvhz8orAkzUTFTUR5mLKcbkljHWSuFE9D5kpoqge/EOg9QUKUEoeaRGh3Zj+vwyaZc3a2eh3CYkQ0pAySkdwffAOca7PB0I1xtdAcE3rkeMxfUMNB0Vozb1shU/tEdguRAKC8AlFpp6FSTkIXrMG2ew629A9g5xeo+MlYEmeg/CKdbabhaPD0ES9CvymS+LxrJWxf3Bqe5BMgJVf7TILkERLOZHAfDuZ1qK+F3dsga5N4H3ZthjVzW8+PSbELB7vXIb4PeJp/d4PBYDgWjFAwHJTNuRUUVtYzo7/7hR0dCWXxQMWOxRI7Fl2eiW33XPTuuTRnz0FFDkUln4AK7WfKq7obXr7Qb6qMxnrIXgM7Fkv1pM0/y/HUsZLXkDraNHdzV7x9pUdDn+Gt+yrLIXsLZG0W8bBpCSz9Ro55eEJCH0geAEkDIKk/xPcyfToMBoOhAxihYDgoc9MLUQqm9+veT9hVSBrWkDR03fnY9ixA5yxAF62X8qpJM1GxY1FW8zTS7fD0lvCj3hMkbnf3+lbRsG2BNHdLHSWehrRx0iTM4L4EhsDgiTJAQpZK80U47LKLh+U/wIJP5bjVQzpIJ/WXcKWk/iImPL2d9hEMBoPBFTE5Ch1g4PBkvWDpD0T49JwmXuf8ezEa+PK2Sc42pUvRzQ3ovBXYds+Bqr3gGYBKmIIlcRrKJ8zZ5hmOF1sz5GwS0bBjCVSXyqIxabiIil7jwN/8O3dLbDYo3islWrO32ud0qLE37rJYIS5NREOLgEjoa7pKGwxtcLUYfpOj4HiMUOgAA4en6ldm34qfRySJ/hMI9+7brQVDSVU9o//6M3ed0JffzurjbHOcgtYaXbYNnT0HXbQBABUxREqvRg5BWYwzzu3RNshNb/U07MsHFMT0gZRREp4U09dUUOrOaA0leSIaWoTD7q3SoAsk5yEiHmJTRUTEpskckyp17g2GHoarLaSNUHA8ZrXTAfw8wukTdDp7qpewbd9X+FrDSfSfQIRPv25ZXnP+tiK0hpndMD+hoyilUGH9Iaw/urYYW84v6Nwl6PUbwDNQejLETzI9GdwZZYH4gTKm3QAl2SIYdq2C5R/CsvclGTpphIiGlFEQYLwN3QqlICJOxsiZsk9rKC8Sr0POdsjNlLF5qZSkbLkuPM4uHlLbCIgUaaxlMBgM3QTjUegALYpVaxvFddvYU72U2uYSfKyhJPqPJ8JnABbVfZ463v7eGpbvKmX5H07AYum+npOjRdua0SWb0XsXSx6DtkFwqgiG6NEoT7NA6DbUVUL2Wti1Wno2VJfK/si0Vm9D3ABTerUn0dQERTmQmwF5uyDPLiAKsqW2fQvhsSIYYlIgOtm+nQzBEZ3fLddg6GJc7Ym78Sg4HiMUOkD7L6LWmpL67eypXkpNUxHelmDi/ccQ7TsEi3LvhUNTs42Rf/mJUwbH8PcLhjnbHJdFN1Si85Zhy1kM1blg8URFj5LQpNA+3dLT1GPRGop2iWDIWg17N0uug6ev9GlIHgEpIyE03iwEeyLNdgGRt0uEQ14m5GeLgKivbT3Px98uHFpGCkSnQHSiSaI2uA2utpA2QsHxuPeq1kkopYjw6Ue4d1/KGjLJqV5KZuXP7KleSrzfaGJ8h2O1uGelnNXZZVTUNfXosKOOoLwCUcknopJmQUU2tr2L0fnL0XnLwDcCS9xEVNwElK/pHOv2KAVRaTLGXgj1NbB7nXgcstdA5nI5LzCyVTQkDQffIGdabegqrB6tHoQRM1r3aw3lhZCXJaIhP0sExPY1sPz71vNawpiikyAywT4nioAIjzNlXA0Gg1MxQuE4UEoR5t2LUK809jXuJqd6GVlVC8ipXk6s3yji/EbiYXGvhLe52wrxtCom9Y5wtilugVIKglOwBqeg+12ALlyHzlmELeMryPhK+jHET0RFjTDdn7sL3n7QZ6IMgPK8VtGwYzFs+hFQEN27VTjEDjALvp6GUhAaLWPguP2P1ddC4e79RUThHsjYAHXVredZrNJ9OiqxzUiCqARJsjbfKYPB4GBM6FEHOBrXVmVDLnuql1HWkIFVeRHjO5w4v9F4Wf0dbGXncNKzC4gI8Oa9G8c72xS3RtcWo3OXYctdArXFYPVGRY9ExU00oUndGVsz5O8Q0ZC9FvLSZZ+Hd2uYUtIwiEgxYUqGA9EaqspFRBTuaTNyZF9tVeu5yiL5EBHxrQnZEfEyIuMhIMR8xwydjquF5pjQI8djPAqdTKBXHAO9zqO6sZA91cvYW7OCvJo1RPsOJd5/DN5W1w1HyCmrYXtBFReNTnS2KW6P8o1A9ToDlXY6lO/ElrsUnb8KnbsUfMJRcROwxI1H+ZkQr26FxQpx/WVMuEzClPZsaBUOu1bKeX4hkDhMREPycAiOcabVBldBKQgMldGrXY6Y1lC1b38RUbQHinNhwy9QUbL/+d6+bUREfOt2ZDyExZrqTAbDMaCUOhn4PTAQCAWKgCXAw1rrLYe57mHgz4c4XK+19rGfFwi8BowEYoFGYBvwgtb6nU76GEeFEQoOwt8ziv4hZ1HbVEpO9XLya9eRX7uOSJ9BJPiPw9cj1NkmHsC89EIAZpj8hE5DKQWhfbCG9kH3v1hCk3KXoDO/pTnzGwjpLfkMMaNQHqaxU7fD2w96j5cBUFEgXaJ3r5c8h20LZH9QtIiGpOGQNNQ0fTMciFLSgTowBHoNPfB4fS2U5ELRXhEPxXtlFO2F9JX7J1YD+AdDWLSIhvAYmcNi7NsxEBgGFuP5NBjaEQasBv6DiIQk4H5gmVJqiNY6+xDXvQr80G6fv33fV232eQFNwBNAFuANXAy8rZSK1Fo/20mfo8OY0KMO0BmurbrmfeytXklB7QY0NsK9+5LgP44Az+hOsvL4ufaNFWQWVzP/3unduqGcK6DrStG5yyU0qaZAqiZFjZAE6LD+KNPkq/ujNZTuaRUNezZCvT20JDzZLhyGSciSt3uELhpcFK2liVxxLhTnQGk+lOTb5zyZ2+ZGAHh4tQqJsGgRD6FREBJlnyNFbJi/FT0KVwvNcYXQI6VUPyAduFdr/cxRXHcl8BZwhtb62yOcuxQI0FoPORrbOgPjUegifKzB9AqaRaL/eHJrVpNfu46S+m2EeKWQ4D+OIM9Epy7OaxuaWZJRwqVjk4xI6AKUTxgq7VRU6imwb5c9NGklOn8FeAWhYsdhiR0PgQnm36O7ohSEJ8kYcabkMhRmtHocNs6GtV9JLHp0b0gYIqIhfpB4KgyGjqIUBIXJSBt88HNqKkUwtBUPJXlQWgBblsG+YhEcbfH0FsHQIiBCIiV5u2UOjYTAcPAwSw1Dt6Yl7q/xsGcdyNVAATC7g/dwSh1l87+3i/GyBpASOI0E/3Hk164jt2Y1m8o+JNAzlni/cYR593bKwnBpZjH1TTZTFrWLUUpBSBrWkDR0v4vQxRvQucvQu+fSnP0T+MdJLkPsOJSP64WrGToRixVi+soYe6E08cpLt3sbNsCaL2HVp0Y4GByDX6CMhD4HP97UBBXFUFYoZV/LCqWDdVmBzJkbZX9Tu7WSUpJYHRQuIzhcms/ttx0h274BxkNhODoydsC5p3T5bZVSVsAKJANPAvnAB0dxfQIwA3hOa910kOPK/v7BwPnAycD1x2/50WOEgpPwsPiQ4D+eWL9RFNZuYm/NStL3fYGvNZwE/7Fd3u15bnohfl5WxqWZ2GhnoazStI3oUeiGKnTBKmy5y7Dt+Ax2fI4K64eKHS/Vk0yp1e6PhyckDpEB0FgnwmHPRhEOa9sIh6heIhoSh9iFgwlVMnQyHh4SfhR2mMT7loTr8gIos4uIihLxRuwrke2CbJnbCwoQD0VQuHg+AkNFYASGSr5EYAgEhLYmeweGgpf5PWjodCKUUm1jmV7WWr98kPOWA6Ps2zuBmVrrwqO4z5WABfjfIY7fBrxg324Efqu1fuso3r/TMDkKHaCzY+AOhtY2iuvSyalZTk1TMV6WQOL9RhPlOwQPi2O9TVprJv9tHgPjgnjlKpcJPTTY0TWF2HKXofOWQ22RPZ9hOCpmDCp8EMpqaqn3SBrrW4VDzgbZbm5qFQ4JQyB+AMT0g0DTF8XgQmgtoU77iu1CokS8FfvsoqKiFKrKJK+isky+1wfD29cuHkJkDgiWvAn/IPANbPWS+AWBX0DrtpeP8VwcIyZH4dfzBgBBQBpwLxANTNZaZ3XwPluBWq31yEMcj0S8FRHAWcDNwK1a6/925P07EyMUOkBXCIUWtNaUNexib/UyKhr3YlGeRPsMIdZvBL4ejnnavy2/kpOfW8gT5w3h0rFJDrmH4fjRWsO+TBENBaugsRqsPqjIoajoEajwwSgPp4QwGlyBQwkHgIAIKdka0w9i+0N0L/A0T2MNboDWUFvdRjiUQmX5/kKiZdRUQvW+AxOz22P1ENHgGyjhTr7+4OMvJWN97Nu+/hLS9+uxluMBMnv7gpdvj8u/MELhoNeEIBWKPtBa/6YD549FPBJ3aa2f7+A93kRCkMK01kebC3Fc9KxvuBsg3Z7TCPNOo7Ixj7yaNeTXriOvdg0hXqnE+o0g1CutU/MY5raURe1n8hNcGcln6IU1pJeUWi1NRxeslpKr+SvE0xAxWKonRQ5FeZq49R6Fp3drpSSQ0I6iDBEMedtkbF8kx5QFItMg1i4cYvtBaLx5ympwPZSyewMCpDN1R2hukuZ0NZX2UQE1Vfa50n6szXZttTS6q60WkVFbJcUFOoLVQzwULcLBywe8fWTb27fNMR8Znl5SUcrTW8ILPb1ln+dB9nl4g6en3MPqIXlMLdstr83/WaejtS5XSu0EenfwkquREqjvHcVtVtmviwZyjs7C48MIBRcm0DOWwODTSQmYRn7tevJr17O1/DN8rMHE+I4gyncwnpbjr70/L72QgbFBxASbJ4zugrJ4oCIGQ8Rg9IAr0GU70IVrRDQUrgVlQYUNkHyGyGEob9dt9GdwEB6edhHQv3VfTbldNNjFw9a5sN5elc8n0J5M3Q9i+si2v0mgN7ghVg/JbwgIObbrtYamBqirsYuHKtmuaxES1dBQBw21UF/XZrtWtuvrpNliZWmbfbXi9TtUGNWxcjAB0VZEWCwyK4t9HGYfCtDy+bW2b9Nun6E9SqlooD/wbgfO9QIuAb7TWhcdxW2mAVXA0eRBdApGKLgBXtYAkgImkeA/npL6HeTXrCGraj67qxYR4TOAWL8Rx9yPYV9NI6t3l3HLtF6dbLWhq1AWKyq8P4T3R/e/BPZlYStYI8Jhy9vAOxDaG0vUSAlR8jEJ6z0WvxDoNU4GyFPT0pw2Xod0WP4BaJscD4xsrcQU0wei+5hEaUP3Ryn7U31vSZruTGw2ESGN9tFUb59b9tW3OWafm5v2H7aW7eYDj7UMbZN7aS3bWttfH2xfy2sboOwiQtm3abevZ6OU+hxYA2wAKoC+wP8hHoJn7OckAxnAo1rrR9u9xRlI07aDJjErpW4GxgM/I56DcOAi4ALgfq11Qyd/pCNihIIbYVFWIn36E+nTn+rGQvJq11JUu4XCuo0EesYT6zeCcO++R1UtacGOIppt2nRj7iYoZWktt9r3fKjKwVawFl2wBtu2D2HbhxCUgiV6hIQo+R+mgomh+2OxQkSyjCEny76GWunnkL8d8ndAwXbYsbj1mtCEVo9DTF8JYfI0uTEGQ4ewWFrDkNyRO55ztgXOZhmycL8H6aK8B5gPPNEmkbmltOnBWptfDZQC3xzi/TcCZwNPI4KiGNhKB5qyOQqTzNwBujKZ+WhpstVRULuR/Np11DWX42nxJ8Z3GNG+w/C2Bhzx+v/7cB0Lthex8oFZWC3maUF3RlfnowvXYitYAxX2LvP+MajI4ViihkNwiggNg6E9tZVQsMMuHrbLdpW9x5CyQESK9HaI7g1RvSEyxSRLGwzdEJPM3PMwHgU3x8PiQ7z/GOL8RlPesIu8mrXsqV5CTvUywrz7EOs3kiDP+IMmPzfbNPO3FTK9X5QRCT0A5R+DSj0VS+qp6NoSdNF6yWnI/pHmrB+kI3TUcBlh/VAWU3bVYMc3EFJGymihqqRVOOTvgIxlsOlHOaYsEJ4ooqFFPESlSYKnwWAwGNwGIxS6CUopQr3TCPVOo7apjPzadRTUbqSkfht+HhHE+A4n0mfgfj0Z1u0pp6ym0YQd9UCUbzgqaSYkzUQ3VqOLN6EL16LzlqNzFtrLrg5GRQ6XSkqmgpKhPQHh0HuCDJA458piKNwJBTtlzl4DW+bYL1AQliA9Hlq8D5FpUm7SYDAYDC6JEQrdEF+PUFIDZ5AUMJniunTyataSWfkzWVULiPIZSIzvcPw9o5iXXojVopjWJ9LZJhuciPL0R8WOg9hx6OZGdOlW8TQUrUfnrwJlFQ9D1HCpoORjKuEYDoJSEBQpo0U8AFSVSqhSYYYIiJxNkD6/9XhQNESmischMk3moGiTOGkwGAwugBEK3Rir8iTadwhRPoOpasonv2YdhbWbya9dT6BnPD9ujWRkUgjBfibExCAoqycqcihEDkVrG+zbha1wrQiHre/B1vcgMAlL1DA5LzCpU3t6GLohAWEQ0KbSEkiZ1oKdUJgJRbugKBMylmOvxSiVlSJTRTi0iIfwZCn5ajAYDIYuwwiFHoBSyt6TIZaUwOkU1m5ic+EGtuc3cNnkfLIqG4nxG4aPNcTZphpcCKmgZG/w1ud8qM5DF23AVrQeW8Y3kPE1eIdKc7fIoaiw/iirWcgZOoBfCKSOltFCYx0UZ4lwKMyUselH2Q9SoSksQYRDRIokTEekSgiUEasGg8HgEIxQ6GF4WnyJ9x/DgsIoYBNT+gWyt2Yle2tWEOqVRozfcEK9Uk31G8N+KKUgIA4VEIcl9RR0fYXkNRStR+ctQ+csAIsXKmKgiIaIoabJm+Ho8PQ5sEGctkF5nt3zYBcPezbA1nmt53gH2Eu8ptjFQ4oICG+TV2MwGAzHixEKPZR524qID/HllN6n0WCrJL92AwW1G9ha/hnelmBi/IYS5TMEL6tprmQ4EOUdhIqfCPETJa+hbBu6aMOvlZRAQXAqFru3gYCDV94yGA6LskBovIx+U1r311XavQ9ZMhdniXhYX9N6TlCUXTS0jGR5Hw+vLvwABoPB4N4YodADqW9qZvHOYs4bKYs3b2sQyQGTSfSfQGn9TvJr1pFd9Qu7qxYT4pVKlO8gwrx7YVHm62I4EGX1REUMhojB6P6XQmUOumg9tqIN2HZ+ATu/AO8QVPgAVPhAVNgA420wHB8+gZAwREYLWkNl4f7ioTgLslZLB2pABGy0CIawBGkeFxYvswlhMhgMhgMwK78eyPLMUmoampnZriyqRVmJ8OlHhE8/aptKKajdSFHdFrbty8BD+RDh058o38EEeMSYp8OGg6KUgqBEVFAill5noOvK0cUb0SVbxeOQu1RODIgX0RA+ABXaB2U1nX0Nx4lSUi0pKHr/xOnmRijNgZLdULoHSvdCWQ7s3dya/wAS+hQav794CIuHkHgTxmQwGHosRij0QOamF+LtYWFCWsQhz/H1CCMlcBrJAVMob8imsG4zhbWbyK9dh681nCjfQUT6DMTbGtiFlhvcDeUTgkqYAglTpIpS5R4RDSVb0HvmobN/AuWBCkmzC4eBEJRkcmQMnYfV015BKXX//VpL07jSHBEOpTlQthfy0mHbQn6twATgGwyhcRAS1zqHxIqw8DbhmQaDoftihEIPQ2vNvG2FTOwVjq+X9YjnK2Uh1DuVUO9UmgLrKa7bRlHdJrKrFpJdtZAQr2SifAYT5tMHqzIVbwyHRikLBCWjgpIh9RR0cz26bKcIh9It6JYwJQ8/VHh/CVEK6w9+UcaDZeh8lILACBnJw/c/1lgP5bkyyuxzeR7sXtemgZwd3yDxOoTG2gVEHITEQHCsHDPfXYPB4MYYodDDyCyuJrukhhsmpx755HZ4WLyJ8RtKjN9QapvKKKrbTGHtFrZXfIu10otw735E+Q4kyDPRLOwMR0RZvVERgyBiEIBUUipNF29DyVZ0wRo50SdUSq+2DNPwzeBoPL0P7oUACVcqz7OPNkJi9wbYMrfd+/jaRUOb0SIigqJMYrXBYHB5jFDoYcxLLwRgRrv8hKPF1yOUpIDJJPpPoqIxh8LaTRTXp1NYtxEvSyCRPgOJ8h2In8ehw5sMhrYo7yBU7FiIHYvWGmoKRTiUpu+f3+AX3UY49EN5BTjXcEPPwtPnMCKiHvblwb4CmcvzYV++hDRlrYamhjYnK0mgbhESQdEiHoLtc0AEWM2faIPB4FzMb6Eextz0QvpGB5AQ2jnJeUopgr0SCfZKJE3PorR+J0W1W9hbs4K9Ncvx94gmymcgET4DTKlVQ4dRSoF/NMo/GhKnSX5D1V50iV04tPRuQEFgQqtwCO2D8vBxtvmGnoqnd2s51vZoDdVlIhzajvI8yF4r+RJtURYREkFRbUYbMREYZTpVGwwGh2OEQg+isq6RFbtKuX7K0YcddQSr8iTSZwCRPgNoaK4WD0PtZnZVzWNX1XxCvFKI8hlo8hkMR41SFghMRAUmQsqJaFsTVGTbQ5XS0btbEqMtEJSCCuuLCu2HCullhIPBNVAKAsJkxA888HhTI1QWQUUhVBTsP+dsEiGhbftf4x8KgZH2XIvIA7f9Q6WjtcFgMBwjRij0IBbtKKbJppnZ7/jCjjqCl9WfOL9RxPmNoqaphKK6LRTZ8xkslZ5EePcl0mcQwV6JpsKN4ahRFg8I6YUK6QVpp6ObG9DlGSIcyrajs35E7/qhjXDohwrta4SDwXXx8JSKSqFxBz/e3CRiYT8hUSjiomQPZK3Zv9wryPffP2x/AREUIWFNAeEiWvzDpDKUwWAwHAQjFHoQc9MLCfLxYFRy1yaD+nmEkxwwhST/yfZ8hs2U1G+jsG4zXpYAIuxeCH8PU93GcGwoqxcqfACEDwBAN9Wj92WgS7fZhcNs9K7vDyIceqM8TA8Hgxtg9ZCQo+BoYMiBx7WG+iqoLLaPIvuwbxdmQObydnkSdnyD7cKhRTyEQ2C4iIiW/X7B8v/HYDD0KNxGKCil7gZmAKOBGOARrfXDx/A+acAmwBfoo7Xe2Zl2uio2m2betiKm9o3Ew+qcX/b75zOcQFl9JoW1m8mrWU1uzUp8reG/hi75eIQ4xUZD90B5eEtPhnAJ8dBNdeJxKNsu4qGtcAhOldyGkD6o0N4oD18nW28wHANKScdqn8CDJ1qDiInaCvFMVJdAZQlUl8rrqhKoKoWCnVBTzn59JED+r/iFSDiTfyj4hbbZDhFR0fLay8+UhTUYugluIxSAG4EK4AvgN8fxPv8B9iFCocewKXcfxVX1B3RjdhZW5flrF+hGWy0lddsoqtvK7upF7K5eRKBnHJE+A4jw6Y+nxXRFNRwfysNn/1KsvwqHZZNSmgAAOhBJREFUbehSe6iS/gFJjk4U4RDaV4SDl2kqaOgmKCWeAb9gIO3Q5zU3SeJ1tV08tAiJmnL7/jIo2iWvbc0HXu/hZRcSIeAb0npPX/vsFyLbLa9NmViDwWVxJ6EwSGttU0p5cIxCQSl1GTACeAJ4tjONc3XmpheiFEzrG+lsUw7A0+JLjN9wYvyGU9e8j+K6dIrqtpBZOYfMyrmEeqUQ4TOQcO/eWC3mD4rh+DlQONSj92Wiy3ZA2XZ0zkL0bntjLf9Yu2joI8P0cTB0d6weEBQp43BoG9RWQk1Zq4D4VUyUylxZCAU7oHbfwUUFgJdvq2jwDZFGdb5B4BNgn+2ekrbbniZk0ADs2A6nnehsK7o1biMUtG5f7uHoUEqFAv8A7gV6XBmIeemFDE8MITzAtX+5+liDSfAfR4L/OKobiyQJum4rZRXfkoEnYT69ifDuS4h3qqmcZOg0JFSpTY6DrREqdkuoUtkOdN5yezlWwDdCwpRC0lDBaRAQhzKVZQw9EWVp9RYcrCRsW7SG+moRDDXlULNPwqBq98l2Tblst+RT1FVCU/2h38/D+0Ah4e0P3n7g5d+67e0voVDtZw8vEx5lMHQAtxEKncDfgXSt9dtKqWucbUxXUlRZz/qcfdxzYl9nm3JU+HtG4u85jeSAqVQ07qWobgslddsortuKBU9CvVMJ9+5LqHcaHhbXFkAG90JZPFurKqWeKn0cKveIaCjbgS7ehM6zN4CzeEFQMio4VUZIKniHmsR8g6EtSsnC3icAQuM7dk1jvQiGllFbYZ/bva6rhJLd0FAjYqR99aeDYfGwiwo/8Wh4+srs5StN9bz87HPLsTb7PO3neHqLYGmZjfjoevr0he9+6rz3M/9+B9AjhIJSajJwFRJ21OOYv61zujE7C0mCTiDYK4G0wBOoaNhDSf0O+9iOwkKIVzJh3n0J9+ltchoMnY5SFhEDQcmQPEs6R9cWo/ftah175qKzm+QC7+BfhQPBqaigFFOW1WA4Wjzti/DAiKO7ztZsFw124dBQ3bpdX916rKEaGmplNNaK4KgoFKHRaN9/qHCpQ9FWOHj6iHhou8/qIfusnmC1zx6e9tlr//nX4SHCxmKV2Wpt99q+/et5HmCxiMdHKftsMYtgwzHhFKGglJoFdEQCLtBaTz/Oe3kB/wWe1VpvOYrrbgJuAkhKSjoeE5zOvG2FRAd5MyguyNmmHDcWZSXEO4UQ7xTS9CwqG3Mpqd9OSf0Oyipnk1H5I0GeCYT79CHcuw/eVvf/zAbXQykFfpEov0iIHQsgTeAqcyTXoUU8FK5ruQICYlHBaaigZFRwCgTESz8Ig8HQuVisreFIx4PWktjd2EZMNNSJ0GhqkNCoxnr7XNfudbu5oVZCrJobW0dTg4zmxgOb6TkEZRcQCpS1VTxYLEDLfiMmDPvjrL9SS4ABHTivphPudRcQBvxTKRVi39fyyDlQKRWota5sf5HW+mXgZYDRo0fr9sfdhcZmG79sL+b0obHdLhRCKUWQVzxBXvGkBEynuqmQUrunYVflXHZVziXAI4Zwn76Ee/fB1yPM2SYbujHK4gHBKSIC7OjGavS+XfCrcFiL3rtIDlo8ICABFZwiHofgFPCPMQ0IDQZXQSl52u/hKbkQjsTW3Coe9psbwdZkH80iXGzNB75ubtx/v61ZhI62tRsabAfb18wBJXHbozXwvmN/DgaXwylCQWtdA6R30e0GIn0X9h7k2BpgPTC8i2zpclZmlVJZ3+S2YUcdRSlFgGc0AZ7RJAVMprapVEKT6naQXbWQ7KqF+FrDCffpQ5h3HwI8orudcDK4HsrTHxUxGCIGA9hDlkrQFVnofVky5y5F75kvF1i9ISjpV+GgglIkedp8Vw2G7o3FKsPT1UMU73S2AYYupif4vZ8E3my37xTg98AVwLauNqgrmZdeiJfVwuTeRxnj6eb4eoSR4CHVk+qbKyip30lJ3XZyqpeTU70ML0sgYd69CffuTZBXIhZlqtYYHI+ELEWg/CIgZjSAJEpXF+wvHvbMa8138PSX3IigJFRgMiooyYgHg8FgMHQJbiMUlFKjgRSgxS8/UCl1gX37O7uXAqXUHCBZa90bQGudTjvvhVIqxb65vLt3Zp6bXsi4tDD8vd3mn7rT8bYGEec3kji/kTTaaimrz6CkfieFtRvJr12LVXkT6p1GuHcfQrxS8TC9GgxdiFIWyV8IiIW4CYA936Eqt414yIasn9Danljp4SeCIShJch4CkyRnwoQtGQwGg6ETcafV4+3A1W1eX2gfAKlAln3bint9Loexu6SGjKJqLh+X7GxTXAZPiy9RvoOJ8h1Ms26kvD6b0vodlNZnUFy3FYXVXkGpN2HevfCyBjjbZEMPRFk87CIgCRKmAvbeDlW56Ips+9gN2XPR2u558PCBQLtwaLnWL9qIB4PBYDAcM26zoNZaXwNc04HzpnfgnDc5MByp2zHPXhZ1ZjfPTzhWrMqTcJ/ehPv0RmsbFY177cnQOymrzCSjEgI94+yioTe+1jAT7mFwGsri2Vqi1Y54HvJaxUPlbvSe+SIqQHo8BCagAhNRQYmowERpEGc1fUcMBoPBcGTcRigYjp656YWkRfiTEuHvbFNcHqUsBHslEuyVSErADGqain8VDS3J0D7WkF9FQ5BnvHlSa3A64nkQEQCTAdC2ZqjOQ1fsRlfukZG/orWzNEqqKwUmitehRUh4HWcpSYPBYDB0O4xQ6KbUNDSxNLOEK8ebsKOjRSll7wodSWLAROqbKyitz6C0PoO8mrXk1qzCQ/kQ6p1KmHdve16DeUJrcA2UxWpf/Cf8uu/XakuVe9CVu1u7TOevaL3QO1Q8DvZrVWAC+EUZQWwwGAw9GCMUuilLdpbQ0GQzYUedgLc1iFi/EcT6jaDJ1sC+hixK63dSWp9JUd1WFOKNCLXnNfhYg51tssGwH/tVW4pubVCvGyrRlTkiHCr3SN5DySapxARg8ZRQpcAEVECCiIiAeJSXyd0xGAyGnoARCt2UudsKCfD2YEyKaTLWmXhYvKSBm09ftLZR2Zhr9zbsZFflHHZVzsHPI5Iw716EeqUR6BlrnsgaXBblFYgKHwDhrf0vdXOjhC5V5qCr9kq36cIN6L2LWy/0DhGPQ0ACKjAeFRAP/tGSR2EwGAyGboMRCt0QrTXz0guZ3DsCLw+zSHUUSlkI8kogyCuBlMBp1DaV/ioaWvo1WJU3IV7JhHilEuqdgrfVwd09DYbjRFk9Wysu2dFaQ0OFeB+q9tpFRA6UbG0t2YqSEq3+MZID4R+L8o+VbU8/53wYg8FgMBwXRih0Q9LzK8nbV8f/zTJhR12Jr0cY8R5hxPuPodFWS3lDFuX1WZQ3ZFFSvx0qwdcaRohXCiHeqQR7JWBVpmeDwfVRSoF3MMo7GCIG/bpf25qkWVzVXnR1HlTny1y8pbVsK8i1fjHSL8I/Bvzts3eIqSRmMBgMLowRCt2QuelSFnV6/0gnW9Jz8bT4EukzgEifAWitqW0uoax+F+UNWRTUbiCvdg0KK0Fe8SIcvFLw94gyiyaDW6EsHhAYjwqM32+/tjVDbTG6Ol/CmFoERN4ydFNd64lWHwlZ8otG+UdL34eW2cOniz+NwWAwGNpjhEI3ZF56IUPig4kKNH9oXQGlFH4eEfh5RBDvP4Zm3Uhlw17KGrIob9gl5VdZiKfFjxCvZIK9UgjxSsbbaspVGtwTZbGKAPCPBob9ul9CmPahq+wCoqZAPBLlGej8lYBufRPvEJRftD2MKQr8YuT9fMLl/Q0Gg8HgcIxQ6GaUVTewZncZt8/s42xTDIfAqjwJ8U4hxDsFmE59cxX7GrLswiGborqtAPhaw+3CIZlgr0RTgtXg9kgIUwjKOwTC++93TDc3QE0RuiZfxENNAbq6APJXoptq2ryJFXwjUH5RUr617ewT9v/t3XmYZHld5/v395xYc98za6/qqq6q7moakQYRBmhatAcFZBSFR7jiqMi4PI6jchHhKqAzOgOI2zgjDs69yiw8XBAXkNZLNc3e+1rdWd3VtVdWVe77Etvv/vE7ERm5VFdWLhEZmZ/X88RzIk6cE/mLX2WdjE/8NoUIEZF1pKCwxXztuQEKTqsx15Jk2EBX+ja60rfhnGM6N8Bo5hyjmXOlbkpgNMZ3RN2U9tEQ30Fg+kAkW4eFieW7MTkH2ckoPFzBTfXDdD9uuh+GT+IKmfIXUYgQEVlHCgpbzPHeftrrE9y+S3P51yK/2FsX9fEudtW/jILLMZ7tYyxzjtG5s1yY+hYXpr5FYHGa43tpSe6jJbGPdNiu8Q2yJZkZJBoh0Yi1HlrwnHMO5sZKwcFNv1CICHy3pboOSHdh6Q6/tkS6y29j6Qq/MxGRzU9BYQvJFxz3PTvAXUe7CAJ9aNwKAovRkthLS2Iv+xpeTbYww1jmvA8OmXOMTDwPQDyopzmxN+qqtFeLvsm2YGaQaoFUC9Z2eMFz8yHiKm56ADczADMDuOlBGH8Il51a+GLxhvnWiHQHVtfpt+kO311KrREisg0pKGwhj54fYXQ6q25HW1g8SNOROkJH6ggAs/lRRufOM5b14WEwGt+QCpujsQ17aY7vJRHWV7PYIhW3MEQcWfK8y077mZmmowAxM+jHSIydhqsPza9ODb41ItmKpdvnw0O6HUu1Q10UJLSwoohsQQoKW8jx3n7CwHj1zZoWdbtIhS301LXQw+2laVhHM+cYy5xncPYkV2eeAKAu1uGDQ3yvBkaLgF8ELr5wYbkiV8jB7DBuZghmhnyImI22Q0/j5kYXvVjgx0CUB4hUW7SvDVKtWrVaZIsws93A+4A78NO6pYEDzrmzKzj3APBR4PVAHHgAeK9z7qGyYxqBTwHfDewAssBJ4E+cc59e1zezAgoKKzDBHMNM08bmXl30eG8/d+xrpTmtP0jbUfk0rDvrXopzBSZzV0tdla5OP85lHgaMhlgPzYk9NCf20hTfRRho4TeRIgti84Ogl+EKWZgZxs0O+VaJ8kAx8CQuM770pERTWXBoxxYEiTaIN2ickUhtOAT8OPAw8HXgB1Zykpm1A98AJoD3ANPArwL3mtnLnXPPRIcmgBzwe8BZIAm8DfhrM+t0zn1i/d7K9SkorMA4c3yMr7OPFr6LndxOD2k214fxvtEZeq9M8P43HL3+wbItmAU0xnfQGN/B7vrvoeByTGQvl1oc+qYf4tL0AxgBDfEemuM+ODQmdhHa5vr9FtlMLIiXrROxlCtkYXYENzsMM8O+dWI22k72+TBRyC48KYj7lodkC6RaF9y3pH9MolFdnESq72vOuW4AM/tZVhgUgJ8HuoHXOudORecfB04DH8aHD5xzQ8BPLDr3S2Z2GPhpQEFhs+mhgbu5mUfp4295mn/gGY7SyUvYyWE6iVH9C/e9J/1qzBqfINcSWCxqRdgDQN5lmMj0+RaH7HkuTj/Axen7o+CwIxrfsIfGxE4FB5EbYEH8hVskilO+FgPEzDBudgTmRvx25BTMjeJcftELh5Bs8eMuUq1+3ESyOVqbwm9JtmAxdS0U2ShuwQCmG/IK4LliSIhea8rMvg680cxizrncC5w/hG9dqCgFhRUICXgtN/EaDtDHOI/Sx+Nc4QT9pIlzG93cRjc30UZYpdBwb28/u1vTHOpqqMrPl9oTWqJs4TfIFzKMZy9FXZUucHHqO1zk2xghjfEdNCV20xjfRVN8J7FAq36LrNaCKV+b9i17jHMFyEzOh4fZUdzcCMz6mxs/D7OPL22ZAIilINHsWySSzZBswhJN/n6iCUs2+Z8fb/DdrERq1bPPwvffVe1SrFQeyCyzfw4/zuEgfiwCAOb7IoZAM/CjwN3Az2x8MRfSFeIGGMYumtlFM2/gCKcY4jEu8ziXeZCL1BHnGN28iB4O0Fqx0DCbzfPNU0P82B271cdVVi0MErQmD9CaPABArjBXCg7jmQtcmnoAh/8iJR2205TYFQWHXaTCFv3uiawjswCSTf5D/jXDhIPcjG99mBuDuVGYG/ODrYvbsTP+fmG5zydAvH4+tCQafZCItuX7SDRALK2uT7LVdZjZQ2WPP+mc++Q6vfZJ4PvNrD3qXoT5/1Avj55vW3T8LwJ/Et3PAv/WOfdX61SWFVNQWKWQgCN0coROsuR5lkGe5EpVQsN3Tg8xk83zOnU7knUUC5K0JW+iLXkT4LsqTWavMJ65xET20oJZleJWR2NiJ43xnTTFd9EQ7yEwXV5ENpKZQbwO4nVYw84XPNblZv26EplxP9g6MwGZCVxmIto34cdPZE4uXWOi9AMDHyziDZBowKIt8QYs2vr7jdEx9RCm9CWCbJzDh+Gfj6/f65kNOufuWL8XXOC/Ar8M/JWZ/TJ+MPMHgAPR84u7NH0G+A7QAbwZ+BMzyzvn/nyDyrcs/SVfB3FCjtHNMbrJkuckgzxVwdBwb28/qXjA997Uvq6vK1IutIQft5Dw00kWp2MtBofxbB/Dc77rpRHSEO8uBYfG+E4SobrFiVSLxVK+S1J9N9f72O4KOT+GohQkJmBuHJedjPZP4rKTuKmrMPo8ZCe5ZrftUrjwN4sV79dhZfuXPA5TWuROthTn3Gkzewfwn4HiOIVH8IOTfx24vOj4AWAgevhlM6sDPmZmf+mcW6bP4cZQUFhnccLSmIXlQkM9CW6la91Cg3OO4yf7edXBDlJxXVSlcsqnY+3hxQBkClNMZPqi4HCJy9OP0odvxU0GTTTGd5ZaHupjXQSm31mRzcaC2PzA6BUc71wBcrMLQgQZHypcdgrKbm5uBCYv+fv52Rd+4TAJsTqIpyFWh5XuR4/jdaX7xNNYLA1hFIhiaQgT6iolm4pz7nNm9gXgMJBxzj1vZv8FuOCcO3+d0x8C3oWfOenixpZ0noLCBioPDRnyPMsAT3K1FBrSxLmVLm6jm4O0r2r2pOcHJrkwPMN7XnNwA96ByI1JBPW0p26mPXUzAAWXYzJ7lYlsHxPZy4xnLzE41wtAQIz6eHc0hetOGuO7SKrVQaTmmAWlLlDUda0oXECx5WIactM+OJQCxTTkZnC56dJ9stN+zMVU3/xj3PVKFoWNKDyEKR8mYuVhIomFyei4aFvcF0tBmPDhI0z64KHB37JGzk9n9gyAme3Er5Hw0RWc+lpgEujfuNItpd/4CkkQchs93EYPWfI8xyBPcZWnuMLDXCJFjFui0HCIduKs7JvW473+90XjE2QzCixGU2IXTYldpX1z+YkoOPhbeatDImiMQsNOGuM7aIh3a6yDyBblWy78gG1gxQEDooHc+bkoZMxAbtqPw8jNQH4WcrNLHvt9M36sRr743Ny1u00tW+hYFB6iW+C3Fib8Whhl+4j2WZiAMO73BzF/XBAr3bcF+5bbhmoZ2WTM7K3R3ZdG2zeY2QAw4Jy7z8z2Ac8DH3HOfSQ6Jw78J+A+YBw4BrwfOAF8vOy134OfSvX/w7cctOPXWHgr8BvOuWvMTLAx9Be4CuKE3Eo3t9JNjgKnotDwNP08Sh8JQo7SyW10c5hOEi8QGo739nO0p5FdLekKvgOR1UuGjSTDI3SkjgC+1WEq189E9nLUbamPoTk/Q5wRUBfrLC0c1xDfQTps0+BIkW3OzOZbBqLZmldzVXDOQSHnQ0fZzeXmfJjIZ6J9/n5pfyEbPZeBQgaXz/rWj+L+Qqb0/PVbPlb0jiEI/VoaFvoQYeH8viXPBT5cFG8EYBYdU9xv0Tb094vHFH9e+X2IXkcin130+M+i7X3AnfhKC2FBVxEH3IxfTK0FHwL+EvgPiz78Pwn8MPAx/ExIg/gWiDc65764nm9iJRQUqixGwFG6OEoXOQqcZpgTXOUEV3mCK8QJOUIHx+jmKJ0ky/7JxmezPHR2hHe/5qYqvgORtQksVmpFoM5/OZPJT/rgkL3MZPYy/bMnuDLzGAChJWmM99AQ3xltd5AI6qv4DkSkVpmZ/7Y/jAPzXR/X66sI5xy4fBQesj6ULNq64uN8Fly0LT/O5f3ie9F9Cnl/XCHvHxf3FR8XcjgK/nVdoewWlcUVALfoueh5opsrhpvi4+J9AXDOveCviHPuLIt+jaLF1N64gtf+FvCDaynfelJQ2ERiBBymg8N08GZu4SwjUUvDVZ7iKjECDtHOMbq5hU6+/uwQuYLTasyy5STCBtrD+bEOzhWYyQ9H4aGPyewVLk59h+IfrmTQHLU4+ODQEOsiDBJVfAciIlEQsaib0bWOqWB51u5Pq10AqTAFhU0qJOAg7RyknTdxC+cY5emopaGXAQKMJ3pD6tMhN+3RKrmytZkFpRmWutMvAorrOvQzme1jInuFiWxfaaA0GHVhexQc/K0+1qnxDiIiIjdAfzVrQIBxgFYO0MoPcoQ+JniycIXPPXuKrsPw8fDr7KE5Wsuhi3bUDUO2Pr+uw26aE7tL+zL5KSZzV5jMXmYye5WRudP0zz4FlI93KLY69FAXa9cgQRERkWtQUKgxhrGLJgYuFZiZfI6fOXqUvRgnuMqXeZYv8yw9NJQWgOumAauxhk2R1UqE9bSFB2lL+umCnXPMFcaZzF7xt9wVBmaf4crM4wAExKmPd9EQ66Yh3k1DvCcaLK3wICIioqBQo4739hMYvOnwHlpJcCc3McJM1D2pn+M8z1d4njbS3Eo3t9DFXprXfVVokc3MzEiFzaTC5tIsS35F6ZGo1cGHh6szT3B5JgcUw0MnDbEeGuLd1Me6SMfatTiciIhsOwoKNere3n5esreV1vr5AZutpHkV+3kV+5lgjqfp5xn6+Tbn+AZnSRPjZjo4SieH6aAODfaU7cevKN1GXayNrvQxYH6wtG95uMpk7ipXZ57k8swj/hxC6mLt1Me6qI93+W2sk1ig8UEiIrJ1KSjUoP7xWZ68NMZ77z5yzWMaSfI97OF72MMsOZ5jkJMMcJJBnuAKBuylhaN0coROdVGSba18sHRX+jZgPjxMZQeYyvUzletnJDM/5gEgGTRRF+ukPt7pt7FO0mGrui6JiMiWoKBQg756cgCA1x1Z2bSoKWK8iB5eRA8FHJcY4ySD9DLAPTzHPTxHCymORKHhIG0rXhlaZKsqDw+d3FLan8lPRsFhgKncANO5AUanzuDwq7v61ocO6mOd89t4p9Z6EBGRmqOgUIOO9/azoznFLTsab/jcAGMPLeyhhddziHFmORm1NjxKH/dzgRgBB2njMB0coZM26jbgXYjUpkTYQCJsoDU5v9BhweWYyQ2XgsNUboCRzJkFrQ/xoK4UHupK23ZCUxdAERHZnBQUakwmV+AbpwZ504t3+oVc1qiJFC9jNy9jNzkKnGGYXgZ4lkFO0svf00sH9RyJFoI7QBsxDYgWWSCwmB+7EF/YypctTPvwkB0otUBcmX6cArnSMamwuSw4+Fs6bNPgaRERqToFhRrz4NlhJudyG7Iac4yAm+ngZjoAGGKKkwzyLIPczwW+yTnihBykjSPRgOhW0uteDpGtIh7U0ZLYR0tiX2mfcwVm82NM5waYzg0ylRtkOjfI8NzzFFeaNgLSYduC8FAXaycVtmj8g4iIVIyCQo053ttPIhbwqkPtG/6z2qnnldTzSvaRIc8ZhksDonvx4yS6qOcwnRyhg320qrVB5DrMAtKxVtKxVto5XNpf7L40HQWHqdwgE7nLZatN+/EP6VgbdWF7KTykY+0aQC0iIhtCQaHG3NvbzytuaqcuUdl/ugRhabCzwzHINCejLkrF6VcTUWvDzVE3JY1tEFm5a3VfyhUyzOSHmM4NMZMbZDo3xER2cYAISMfaSJcFCN8C0aouTCIismoKCjXk7OAUpwen+Mnv3Xf9gzeQYXRSTyf1/Av2M0eO0wzzbNRN6ZmotaGDulJoOEAbCc2kJHLDYkGCxmAHjfEdC/bnXYbp3HApPEznhpjKXWFo7mTZUUYqbPEtD2Fb1ALhA0UsSFb2jYiISM1RUKghx3v7AbjraHeVS7JQkhi30MUtdOFwDDFdCg0PcpFvc54YAQdoLQWHTuq1boPIGoSWoDHeQ2O8Z8H+vMuWujDN5Iej+0OMzJ0uTeEKEA/qFwaIsI10rJ1E0LAuEyWIiEjtU1CoIfee7OdgZz172zdvlx7D6KCejmhsQ5Y8ZxkpBYcvcZIvcZIWUqXQcJA2UsSrXXSRLSG0OA3xbhriC79Q8IOoR30rRH7IB4j8EAOzT5N3mdJxgcWj0NBGOmwt3U+FrcQCTeUqIrKdKCjUiKm5HPefHuZdr6xut6MbFScszaT0Q8AIMzwXhYYnuMyDXIzWdmjmEO3cTAe7aCLUoGiRdeUHUfsP/XCotN85R7YwxXR+mJmcDxAz+REmsn0Mzj6z4DUSQQOpsDUKEW1+UHbYRips1mBqEZEtSEGhRnzj1CCZfIHXbcC0qJXUSpqXs4eXs4c8Bc4zynMMcYpBjvM8X+F5UsQ4SDs3R8FBU7CKbBwzKy0i15LYu+C5gssxkx9hNjdS6sY0kx9haPYkOTc7/xoEJMNm0mErqVgr6bAlChStJIMmhQgRkRqloFAj7u3tpzEZ42X726pdlHUTEnCANg7Qxg9wM9NkOMUwpxjkOYY4wVUA2qnjIO0cjI5tQN0fRCohsBj1sU7qY51LnssWppkpBYgRZvMjzORHGJu+QIFs6bj5ENFCKrolwxbSsRaSYTOhqduhiMhmpaBQA5xz3Huyn1cf7iAebt1v5upIcDs93E4PDscAU1FrwxCP08cDXABgB43cRBs30cZ+WklrfINIxcWDOuKJOprYtWC/c45MYcoHhyhAzOZHmc2PMp69tGA8RPF1UmEzybCFVNBEMmyOHjeTDJs0vauIXNuzz8Jdd1W7FFuagsIm94VHL/Hvv/gMA5NzfOvUEF949BJvecmu659Y4wyjiwa6aOBV7CNPgUuMc5phTjFUWinagB00RcGhlf20amC0SBWZGcmwgWTYQHNiz4LnnHPk3IwPDrlRZvNjzObHmCuM+TER+V6Kq1NHr0YyaFwQHlJhUylEJINGdWsSEdlACgqb2BcevcT7P/8kM9k8AKMzWd7/+ScBtkVYKBcSsJcW9tLCndxEljwXGeM0w5xmuLTomwE7S8HBtzgk9WsusimYGXGrIx7U0RjfueR55wrMFSaYiwLEbH6sdH80c5ZMYXLxK0ZBomn+FhTvN5MMG9W1SWQrO3wYjh9fv9fT1NBL6BPUJvbRe06WQkLRTDbPR+85ue2CwmJxwtL4hu8DsuQ5zyinGeYMI3yLc3ydswQYu2jiQBQc9tGi4CCySZkFpKLWg+Zlni+4HHP5ceby48zmx5krjDOXH2MuP8545iJzhQkWtkj4rk3JwIeGZNhIImiK7vsWiXhQr3UjRESuQZ+YNrG+0Zkb2r+dxQmjAc/tAGTKgsNphvkGZ/kaZwgwdtLEAVo5QBv7aVFXJZEaEVisbIrXpeZbJMbnb1GYmM4NMjJ3ZsFAa/CDrRNhY9Qy0UgyaPKPoyCRCBuJWUphQkS2JQWFTWxnS5pLy4SCnS2aLvR6EoQcop1DpeCQ4xyjnGGEMwyXWhyKYxzKg0OdZlUSqUnlLRLL8WMkZsnkJ6IAEYWKwgSZ/ATjmUtkCicXrGANEBDzU8gGjSTChlKASAYNJMJGEkEDiaBe4yVEZMtRUNjE3nv3kQVjFADS8ZD33n2kiqWqTQlipYXfYL6rUjE4lA+O7qYh6tbUyn5NxyqyZfgxEmniQZp6ll+TxrkCmcI0mbIAMVeYJJOfIFOYYCLbx1B+Ekd+8av7wBA2RMGh/H596b5aJ0SkligobGLFcQgfveckfaMz7GxJ8967j2z78QnrYXFXpRwFLjDGGYY5ywgPcYlvcx6ATurZH82odIBWWrQAnMiWZRaUZm1qvMYxxdmb5qLwMJefJFOYIJOfZK4wwUxumPHChQWL0pVenzAKEfWLAkU98aC+tI0HabVQiEjVKShscm95yS4FgwqIEUTdj1oBHxz6GC8Fhye5woNcBKCFVCk47KeVTuox9A2hyHZRPnsTdF/zuLzLks1PkSlMRrcpMvnJ0uPp3CCjhXPk3dxyP4V4ULckQCTC8sf++dCSaqUQkQ1RM0HBzH4VeB1wB9ADfNg596EbOD8NvA94B7AXGAUeBH7EuUUrAMm2FyubjvW1QAHHFSY4ywhnGeEUQzzGZQDqiC8IDjtoJETfBIpsd6HFCWMtpGh5wePyLkMmP0W2MEWmUNxO+220fzo3SLYwtWT8BPgB2fGgbtGtGCQWPo4HaQKrmT/9IlJltXS1eDcwDnwB+Dc3cqKZxYF/BA4Avwc8DXQC3w9o2U+5ruJsSTtp4pXsw+EYYroUHM4ywtP0A34g9T5a2Ecr+2hhD80kauq/mohUUmgJ0rEE6ahF81qKg7GLAcKHiumym388kxsmW5imQO6aPy8epIkFddGYjTpigR+7EQ/qiNn8/XiQVouFyDZWS59ejjnnCmYW4waDAvBrwHdHr3GhbP/n1q10sq0YRgf1dFDPHewGYIzZUmg4xwhf4RSOYshoLAWHfbTSSLK6b0BEak75YOy6WMcLHuuco+CyZAvTSwOFmyFbmCZXmCFTmGIqN0CuMHPNYGEExIJUFCBSxII0MUuVwoW/Hz2O9seClBa7E9kCaiYoOOeWtreu3C8An10UEkTWVTMpXswOXswOAGbIcp5RzjHKOUZKMysBtFMXhYYW9tBCFw0EGucgIuvEzAgtQRgkrtv1qSjvMmQLM2QLM+QKM1GwmCEXhYtcYZZsYYbZ/Bi5whVyhdlrhgvw08r6gJEiDJJRoJjfhqXHScIgRcyS0X6/T4O5RaqvZoLCapnZXmAPcNrM/gJ4G5AAvgn8mnPusSoWT7awNHGO0MkROoH5AdLF4HCSQR6hD4AkIbtpZk/UVWk3zWp1EJGKCi1BGCauuQ7FcvIuS64w64OF89tcYZacKwaOOfJulpybI1OYYDo3SM7NXmMA90IBMcIgSWiJKEwkfBktScwSpeeKj4MoGIUWj/bP31foEFmdLR8UgJ3R9n34wctvB5LAh4Gvmtntzrnz1SqcbB/lA6RfzX4cjmGmOc8Y5xnlAqN8jTMUcICfXakYHPbQzE6aiGtIjYhsIqHFCcM4yfBak8kuz7kCeZch5+bIFXxwyBXmyLk58oXZ0nN5lyFfyPjnXYZsYTR67J8nul5eT0CMwOJLgkRgcUKLE1gs2iYILTa/n/gyx/j7pRsxjeGQLasqQcHMXg/88woOvc85d+caf1zxa4Rp4E3OuemoDA8Bp4BfxIeIxWX8OeDnAPbu3bvGIogsZRjt1NNOPS+J8myGPH2Mc4ExLjLGBUZ5kiuAH+vQQ2MpOOymmQ7q1WVJRGqOWeC7IJGCG2jBKOeco0COfMGHiILLkHdZHy5chnwhG+1btD+6n3NzFAqTFFyWvMtScDnyLstKw0c5H0RimIU+aLAoTFgMIySw8Nr3CbElz4cYIWaB30eAWYhFW/84WHiMBRgBYAowsmbValH4FnDLCo6bXoefNRRtv1kMCQDOuQtm1gu8ZLmTnHOfBD4JcMcdd9z4VUNkFRKEpWlWiyaYi0KDDw6PcZn78cNtUsTYHYWG3TSxi2aaSVWr+CIiFWNmhPgWjcQ6vaZzDkc+Cg4LA0Rh0b4COb8tv5GLjstF5+WiQDJFweVwLk+BvN+6fDTGYyM/YpgPFQSYzd/Hlu6fDxbFlYGK9y06XqFjO6pKUIg+sPdW6MedBmZY/n+iwTKTUotsIo0kuYUubqEL8Gs6DDBVanG4yPiCLkuNJEvBoRgi0mj2ERGR6/EfmmPRWhPpivxM5wpl4SG3KEj4+45CaVsoPS7gyFOItsVjChTAFfxjXHScv+/3u7Lz/X1ctI32+HI5/Een4j59Z7odbfkxCs65rJl9EXiNmdU756agNMj5CPC3VS2gyA0KMLppoJsGXopftTtLnstMcDHqsnSRcZ6J1nUAP8vSLppKXZZ20ERC4x1ERKrOLPCLdNbEdLJvq3YBpMJqJiiY2R3AfubHHNxqZm+N7n+pbOzBV4B9zrlDZaf/NvAA8EUz+ziQivaNAn+68aUX2VhxwtJA6aIZslxinEtRt6VzjPJE2XiHLurZRTO7aGIXTfTQqMHSIiIiUlIzQQH4JeBdZY9/LLqBX3H5bHQ/ZNH7cs49bWZ3Af8R+AyQBe4F3uKcu7qBZRapmjRxDtHOIdpL+8aZ41LU6nCJcXoZ4GEuAfMtFbuisQ7F8BBD0wqKiIhsRzUTFJxzPwX81AqOu/Ma+x8AXreuhRKpMU0kaSob7+BwjDEbtTz41oen6eehKDyEGN00lloddtFEt8KDiIjItlAzQUFE1p9htJCmhTTH6AZ8eBhllouM0RcFiCe5woNcBIrhoYGdNJVuPTRqzIOIiMgWo6AgIgsYRitpWknzInoAosXhZuhjvHQrb3kwoDPqtjQfIBpJ6hIjIiJSs/RXXESuyy8OV0c7dQvCwxizpVaHPiY4xRCP0hed42dbKgaHHTSygyYa1m3GcxERkcoys934hXrvAF6Mn0f3gHPu7ArOTQG/A7wTaAEeA97nnPvaouOC6Ge8B+gBTgIfcc59br3ex0opKIjIqpR3W7o16rYEfsD05VJ4GOd82WxL4MdJ7CgFh0Z20kQraa0wLSIiteAQ8OPAw8DXgR+4gXM/BfwQ8F78Ol+/CNxjZt/rnHus7LjfAX4d+ED0c94OfNbM3uic+9Ka38ENUFAQkXXlB0x3coTO0r5pMlxmgstM0Mc4l5ngOQZLi8QlCemmkR4a6aGBHTTSTSMpXaJERGRz+ZpzrhvAzH6WFQYFM3sx8BPATzvn/nu07z7gBPAR4M3Rvi58SPh959zHotPvNbNDwO8DCgoisrXUkeAg7Rwsm6o1S56rTHKZcS4zyRUmeILLPECudEwLKbpppJsGeqJF5jpp0KxLIiJSFc65wipPfTN+ev7PlL1Wzsz+N/AbZpZ0zs0BdwMJ4NOLzv808JdmdsA5d2aVZbhhCgoiUhVxQnZHK0UXFcc9XGGCK0xylUmuMsEpBslHrQ9BNF7Ch4f5ENFKnboviYhsJydPwp13VrsUK3UMOFNcILjMCXwwOBTdPwbMAaeWOQ7gVkBBQUS2n/JxD0ejtR4A8hQYZJqrZQGij3GeYn69xDgBXTTQFbU8FLfNpBQgRES2oIcnJ++x++7rWMeXTJnZQ2WPP+mc++Q6vXYbMLLM/uGy54vbUeecu85xFaGgICKbXkhAd/TB//ay/XPk6C+1PPhb+cxLAAlCuqhfNkCYAoSISM1yzv3LapfhBhiw+MN/cf9qjqsIBQURqVlJYuyhhT20LNg/Q3ZBgOhnkucY5JElAaIYHnyQ6KSeFs3AJCIi628Y2LvM/tay54vbVjOzRa0Ki4+rCAUFEdly0sTZRyv7StdVb5oMV5kqhYh+JullgIejhePAd2HqLAsOxW07dYQaRC0iIqtzAvhXZla3aJzCrUCG+TEJJ4AkcJCF4xRujbZPb3RByykoiMi2UUeCAyQ4sEyAGIgCRH+0PcsIj3G5dEwYDaJeHCA6qCOhS6mIiLywvwM+DPwY8P8AmFkMeBvwT9GMRwBfxgeHd0THF70TeKqSMx6BgsKKLNdRTES2jjoS7COxpAVijlwpQPjtFJeZ4ARXF1wXWkhFoaGeztKtgUYSGgchIrLFmNlbo7svjbZvMLMBYMA5d5+Z7QOex6+m/BEA59xjZvYZ4A/NLI6fuejngQP4UEB0XL+ZfQJ4v5lNAI/gw8RdwA9X4O0toKCwAk9OZXnrM8N8X0uSu5oTHE7HMNMff5GtLklsyRSu4NeAGGKaAaYYZIqB6PYwl8iQLzs/LIWGYpDooI526ogTVvrtiIjI+vjsosd/Fm3vA+7EDzwOYUl/1X8N/Hvgd4EW4HHgXzrnHll03AeASeDfAj3ASeDHnXN/vz7FXzlbOvuSLLbjRS9xe/7qHp6b9R8AdiUCHxpakry2OUlLTP2WRcSvAzHOXCk4lAeJMWZLxxnQQpoO6krhoSMKEprOVUQ2KzN72Dl3R7XLIZWjoLACUXPSuUW7O4DBKhRns1E9zFNdeKqHeaoLT/UwT3XhqR7m1VJd7HPOdVa7EFI5CgqrZGYPKVWrHsqpLjzVwzzVhad6mKe68FQP81QXspmpz4yIiIiIiCyhoCAiIiIiIksoKKzeJ6tdgE1C9TBPdeGpHuapLjzVwzzVhad6mKe6kE1LYxRERERERGQJtSiIiIiIiMgSCgorYGa/amZ/b2aXzcyZ2YdW+To3mdl09BqH1rmYFbHaujCzJjP7LTP7lpkNmdlodP8tG1vijbHW3wkze4uZPWpms2Z2zsw+aGY1uQKXmQVm9n4zOxu9n8fN7EdXeG5oZv/OzJ4ys6moPv/GzG7f6HKvt7XUQ3R+2sw+ZGbPmdmcmV01s38ws8RGlnsjrLUuyl6npq+Zq62HWr5emtkeM/t/zWzMzMbN7PNmtneF56bM7KPRdWDGzL5tZq/Z6DJvhNXWg5ndYWafNLPe6Hf/vJn9DzM7UIlyiyymoLAy7wa6gC+s8XX+DBhbc2mqa7V1sRf4Bfyqhe/EL0f+LPA3ZvaL61nACln174SZ3Q18DngQeAPwR8AHgf+wjuWrpN8BPgT8Kf79fAf4rJn94ArP/Ri+Ht+EX4XyIHCvme3eiMJuoFXXg5nFgX/Er9r5ceD78f9fLkJNLuG8lt+JcrV+zVxtPdTk9dLM6oDjwFHgXcD/AdyM//9cv4KX+BT+2vpbwBuBy8A9ZvZdG1LgDbLGeng7cAz4Y/zvzG8A3w08ZGZ7NqzQItfinNPtOjcgiLYxwAEfWsVr/ARwFfiV6DUOVft9VbIugHqgbpn9XwHOV/t9VfJ3AngUuG/Rvt8CMkBPtd/bDdZDFzAHfHiZf9cnVnB+H/A/F+07GtXpe6r9/ipYD78BjAN7qv1eql0XZcfX9DVzLfVQq9dLfNDPl/9bAQeAHPCr1zn3xdG/878u2xcDTgJ/V+33VsF66Fxm3z6gAHyk2u9Nt+13U4vCCjjnCms538xagT8Afh0YXY8yVctq68I5N+Wcm17mqYeAnWsrVeWtth6ib4S+C/j0oqf+Gojjv0GqJXcDCZa+n08DL1pBc3kC/wG53Gi0raXr01rr4ReAzzrnLmxE4SpsrXWxVa6Zq66HGr5evhn4jnPuVHGHc+4M8E3gh1dwbhb4TNm5OeB/A3ebWXL9i7thVl0PzrmBZfadAwaAXetcTpHrqqU/xLXsPwG9zrm/rnZBNqHXAL3VLkQFHYu2T5XvjP6ITAO3VrxEa3MM/63pqUX7T0Tb672fPwPeaWY/HPXLvinad5GyDww1YNX1EPVb3gOcNrO/iPozz5rZV2qty0Vkrb8TsDWumetRD4tt9uvlMRZd2yInuP77PQacWSYgncAHrloao7KWeljCzG7Bt1A9s8ZyidywWLULsNWZ2b8AfhJ4SbXLstmY2c8Br8D3wd0u2qLtyDLPjZQ9XyvagFHn3OJ5lofLnr8m59xvmdkc8Hnmv7h4FrjTOTd87TM3nbXUQ/Eb4vfhx628HUgCHwa+ama3O+fOr2dhN9iafie20DVzTfWwWI1cL9tY/to2DLSu4dzi87ViLfWwgJnFgP+Kb1H41NqLJnJjtl2Lgpm9PppB43q3r67Dz0oAfw58wjn39JoLv84qWRfL/Ow78YO1/to59z/W+/VvsCyVrAeLtsstYGLL7KuoVdSFsYb3YmY/jx/I/bvA64AfAyaAfzKzqnWxqHA9FK/D08CbnHNfcs79DfBDQBqo6uDVStbFZr5mVvr/xqKffSeb5Hq5Aqt9z+tWX5vEer2XPwVeCbzTObdc+BDZUNuxReFbwC0rOG65/qE36lfw3yz8sZm1RPvqom2jmTU65ybW4eesViXrosTMXgb8HX5WiJ9Zz9depUrWwwt9O9ZS9ny13GhdDAOtZmaLvjltLXt+WWbWBnwC+Khz7rfL9h8HzgLvBf7dyou+ripWD8BQtP1mebcL59wFM+ul+t+sV7IufoXNe82sZD2UbMLr5Qu5VqtoK8t/w15uGD/b03LnFp+vFWuphxIz+z3g54B3Oef+aZ3KJnJDtl1QiP4QV6qP561AD3BpmeceAR7HD2ytigrXBQBm9iLgHuAx4Eedc9lK/vzlVLgeiv2TjwHfLu40s/34D0RV/RZ1FXVxAt9N5iAL+2IX++G+0Ps5HJ374KIyDJvZ86zsQ9mGqHA9nAZmuPY3kGuaTGGtKlwXm/aaWeF6ADbn9fI6TjA/DqvcrVz//Z4A/pWZ1S0ap3Arfka4xWM9NrO11AMAZvYB/Gxov1zjY3Wkxm27rkcV9vv47hTlt/8YPfdO4GerVK6qMLObgX/GfzB6o3NupspFqrior/njwDsWPfVO/Iwf/1jxQq3Nl/F/xJd7P09Fg7Sv5Uq0fXn5zqil4RDLf1jcrFZdD9GHvy8Cr7ayOdbND3I+wqIgVQPW8juxla6Za6mHWr1e/h3wCvOTEgClL0FeFT13vXPj+O6HxXNj+DUk/sk5N7fupd04a6kHzOyX8d0xP+Cc+5ONKqTISmy7FoXVMLM7gP3MB6tbzeyt0f0vFb/9MLOvAPucc4cAnHO9LPoGKrpYANxfPnVarVhtXZhZF/6PXgL47ei88pd+tJb+EKy2HiK/CfyDmf058L/wXUs+CPyRc+4KNcQ5129mnwDeb2YT+G993wbcxaJpAJf5/3HWzP4BeK+ZFfCLS7UD/yf+m9j/Url3sjZrqYfIbwMPAF80s48DqWjfKL6Pcs1Y4+/ElrlmrqUeavh6+RfALwF/a2YfxLeS/Q5wAT/2BAAz2wc8j18X4CMAzrnHzOwzwB+aX4DwDPDz+PUHFoetzW7V9WBmbwf+EB80j5vZK8ped3yzjd2RbWCtCzFshxvwf+P/oy9321923FeBs9d5rZ+iBhcPWmtdAHe+wHkLzq2F21p/J4AfwbcszAHn8QuuhdV+X6usixAfdM5F7+cJ4K3LHLekLvDdrf4vfHP8FH4l1i8CL6/2+6pkPUT7Xw7ci+/jPoZfrbpWrxNrqotFx9TsNXO19VDL10v8OIPP4ddHmYh+j/cvOmY/yyxUiR+8/wf41sZZ4H78DGhVf1+Vqgde+G/LV6v9vnTbfjdzbrlusSIiIiIisp1pjIKIiIiIiCyhoCAiIiIiIksoKIiIiIiIyBIKCiIiIiIisoSCgoiIiIiILKGgICIiIiIiSygoiIiIiIjIEgoKIiIiIiKyhIKCiEiVmdl/M7NHFu172Mycme0u2/cxMztjZmHlSykiItuNgoKISPWNAI3FB2Z2F3AEcEBrtK8O+Gngj51z+WoUUkREthcFBRGR6lsQFIBfA/4SmCQKCsBPAiHwqcoWTUREtisFBRGR6hsBmgDM7BbgB4A/BMaZDwq/BPw359x4dNxvmtlJMyuY2VsqXmIREdnyFBRERKpvBEhHYw9+Dfhb59xpYAxoNbPXA0eBPy475yvADwJfq3RhRURke4hVuwAiIsJItD0EvBN4XfS42KLwI8DnnXPniic45+4HMLMKFlNERLYTBQURkeorBoXfBB5xzn07ejwGvBT4IeBV1SiYiIhsXwoKIiLVVwwK7wDeVrZ/HHg7cL9z7jsVL5WIiGxrGqMgIlJ9xaBwHvhC2f4x/ExHf1DpAomIiKhFQUSkypxzg8CSwQbOuXcD7658iURERMCcc9Uug4iI3CAz+yDwb4BOYAKYBe5wzl2pasFERGTLUFAQEREREZElNEZBRERERESWUFAQEREREZElFBRERERERGQJBQUREREREVlCQUFERERERJZQUBARERERkSUUFEREREREZAkFBRERERERWUJBQURERERElvj/AXQCcenjCAYBAAAAAElFTkSuQmCC", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "matplotlib.rcParams.update({'font.size': 16})\n", - "\n", - "# Визуализируем градиентный спуск\n", - "A, B = np.meshgrid(np.linspace(-2, 2, 100), np.linspace(-2, 2, 100))\n", - "\n", - "levels = np.empty_like(A)\n", - "for i in range(A.shape[0]):\n", - " for j in range(A.shape[1]):\n", - " w_tmp = np.array([A[i, j], B[i, j]])\n", - " levels[i, j] = np.mean(np.power(np.dot(X, w_tmp) - Y, 2))\n", - "\n", - "plt.figure(figsize=(13, 9))\n", - "plt.title('GD trajectory')\n", - "plt.xlabel('$w_1$')\n", - "plt.ylabel('$w_2$')\n", - "plt.xlim(w_list[:, 0].min() - 0.1, w_list[:, 0].max() + 0.1)\n", - "plt.ylim(w_list[:, 1].min() - 0.1, w_list[:, 1].max() + 0.1)\n", - "plt.gca().set_aspect('equal')\n", - "\n", - "CS = plt.contour(A, B, levels, levels=np.logspace(0, 2, num=15), cmap=plt.cm.rainbow_r)\n", - "CB = plt.colorbar(CS, shrink=0.8, extend='both')\n", - "\n", - "plt.scatter(w_true[0], w_true[1], c='r')\n", - "plt.scatter(w_list[:, 0], w_list[:, 1])\n", - "plt.plot(w_list[:, 0], w_list[:, 1])\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "5142251e", - "metadata": {}, - "source": [ - "# Напишем SGD" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "1a6b0eb3", - "metadata": {}, - "outputs": [], - "source": [ - "np.random.seed(random_seed)\n", - "w = w_0.copy()\n", - "w_list = [w.copy()]\n", - "lr_0 = 0.02\n", - "batch_size = 10\n", - "\n", - "for i in range(num_steps):\n", - " lr = lr_0 / (i+1)\n", - " sample_indices = np.random.randint(n_objects, size=batch_size)\n", - " w -= 2 * lr * np.dot(X[sample_indices].T, np.dot(X[sample_indices], w) - Y[sample_indices]) / batch_size\n", - " w_list.append(w.copy())\n", - "w_list = np.array(w_list)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "0a46cd15", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "cells": [ + { + "cell_type": "markdown", + "id": "9e5ce898", + "metadata": { + "id": "9e5ce898" + }, + "source": [ + "# Повторение основ :)" + ] + }, + { + "cell_type": "markdown", + "id": "9ba047df", + "metadata": { + "id": "9ba047df" + }, + "source": [ + "# Линейная регрессия\n", + "\n", + "Обозначения:\n", + "- $\\mathbb{X} \\in \\mathbb{R}^{n \\times m}$ - матрица признаков\n", + "- $\\mathbb{Y} \\in \\mathbb{R}^n$ - целевая переменная\n", + "- $x \\in \\mathbb{R}^{m}$ - один объект из выборки\n", + "- $\\omega = (\\omega_1,...,\\omega_m)$ - вектор весов (параметров) модели\n", + "- $Q(f, \\mathbb{Y})$ - функционал ошибок\n", + "\n", + "Общий вид модели: $f(x, \\omega) = \\omega_0 + x_1\\omega_1 + ... + x_m\\omega_m = \\sum\\limits_{i=0}^{m}x_i\\omega_i = $\n", + "\n", + "**Пример**\n", + "![lin_reg](./example_lin_reg.png)\n", + "

\n", + "\n", + "**Как делали до этого?**\n", + "\n", + "import sklearn\n", + "\n", + "model = sklearn.LinReg(params) \\\n", + "model.fit(X_train, y_train) \\\n", + "model.predict(X_test) \n", + "\n", + "___Готово!___\n", + "\n", + "Давайте разберёмся, как это работает под капотом" + ] + }, + { + "cell_type": "markdown", + "id": "bcd76ba6", + "metadata": { + "id": "bcd76ba6" + }, + "source": [ + "# Немного теории оптимизаций\n", + "\n", + "Пусть $f$ - векторная функция.\n", + "\n", + "$\\nabla f = \\big(\\dfrac{\\partial f}{\\partial x_1},...,\\dfrac{\\partial f}{\\partial x_n} \\big)$.\\\n", + "Градиент показывает направление __наискорейшего роста__ функции.\\\n", + "В задачах машинного обучения мы хотим минимизировать некоторый функционал ошибок. Поможет ли в этом градиент?" + ] + }, + { + "cell_type": "markdown", + "id": "5843db2b", + "metadata": { + "id": "5843db2b" + }, + "source": [ + "___Ваш ответ:___ Конечно! $-\\nabla f$" + ] + }, + { + "cell_type": "markdown", + "id": "f0437a18", + "metadata": { + "id": "f0437a18" + }, + "source": [ + "![rm](./rik_and_morti.jpeg)\n", + "

" + ] + }, + { + "cell_type": "markdown", + "id": "5d178c4b", + "metadata": { + "id": "5d178c4b" + }, + "source": [ + "# Классический градиентный спуск" + ] + }, + { + "cell_type": "markdown", + "id": "4431f1bd", + "metadata": { + "id": "4431f1bd" + }, + "source": [ + "$-\\nabla_{\\omega}Q$ - вектор, направленный в сторону наискорешего убывания.\n", + "\n", + "Тогда можем задать рекуррентную формулу:\n", + "\n", + "$\\omega^{(k)} = \\omega^{(k - 1)} - \\eta \\nabla_{\\omega}Q(\\omega^{(k-1)})$\n", + "\n", + "Где $\\eta$ - шаг нашего спуска.\n", + "\n", + "В двухмерном виде выглядит так:\n", + "\n", + "![grad](./grad.png)\n", + "

" + ] + }, + { + "cell_type": "markdown", + "id": "6df31767", + "metadata": { + "id": "6df31767" + }, + "source": [ + "Открытые вопросы: \n", + "- Как задавать $\\omega^{(0)}$?\n", + "- Когда останавливаться?" + ] + }, + { + "cell_type": "markdown", + "id": "0b75ae48", + "metadata": { + "id": "0b75ae48" + }, + "source": [ + "___Ваша заметка:___\n", + "\n", + "$\\omega^{(0)}$ - рандомим\n", + "\n", + "Останавливаемся: задаем количество шагов спуска" + ] + }, + { + "cell_type": "markdown", + "id": "798ce3ee", + "metadata": { + "id": "798ce3ee" + }, + "source": [ + "# Stochastic Gradient Descent " + ] + }, + { + "cell_type": "markdown", + "id": "d553c16a", + "metadata": { + "id": "d553c16a" + }, + "source": [ + "$Q(f, \\mathbb{Y}) = \\dfrac{1}{n}\\sum\\limits_{i=1}^{n}q_i(x_i, \\omega, y_i)$\n", + "\n", + "$\\nabla_{\\omega}Q = \\dfrac{1}{n}\\sum\\limits_{i=1}^{n}\\nabla_{\\omega}q_i$\n", + "\n", + "Вычисляем градиенты n раз!\n", + "\n", + "$\\nabla_{\\omega}Q \\approx \\nabla_{\\omega}q_i$\n", + "\n", + "Тогда:\n", + "\n", + "$\\omega^{(k)} = \\omega^{(k-1)} - \\eta_k \\nabla_{\\omega}q_{i_k}(\\omega^{(k-1)})$, где $i_k$ - номер случайного элемента из выборки на $k$-ом шаге\n", + "\n", + "___Теорема___:\n", + "Сходимость SGD гарантируется, если выполнены условия:\n", + "- $\\sum\\limits_{k=1}^{\\infty}\\eta_k$ - расходится\n", + "- $\\sum\\limits_{k=1}^{\\infty}\\eta_k^2$ - сходится\n", + "\n", + "Например, можно брать последовательность $\\eta_k = \\dfrac{1}{k}$" + ] + }, + { + "cell_type": "markdown", + "id": "58fe4623", + "metadata": { + "id": "58fe4623" + }, + "source": [ + "# Пишем свою модель" + ] + }, + { + "cell_type": "markdown", + "id": "3dc69230", + "metadata": { + "id": "3dc69230" + }, + "source": [ + "Будем собирать нашу модель по кусочкам. Напишем и потестируем градиентный спуск.\n", + "\n", + "Функионал ошибок: $Q = MSE = \\sum\\limits_{i}(y_i-x_i^T \\omega)^2 = ||\\mathbb{Y} - \\mathbb{X}\\omega||_2^2$\n", + "\n", + "

$\\omega_{opt} = (\\mathbb{X}^T\\mathbb{X})^{-1}\\mathbb{X}\\mathbb{Y}$

" + ] + }, + { + "cell_type": "markdown", + "id": "672a63d2", + "metadata": { + "id": "672a63d2" + }, + "source": [ + "Найдём шаг градиентного спуска\n", + "\n", + "$||\\mathbb{Y} - \\mathbb{X}\\omega||_2^2 = <\\mathbb{Y} - \\mathbb{X}\\omega, \\mathbb{Y} - \\mathbb{X}\\omega>$\n", + "\n", + "Дифференциал для векторной функции: $df(x)\\big|_{x_0} = <\\nabla f(x), x_0>$\n", + "\n", + "Формула дифференциала скалярного произведения: $d()\\big|_{\\omega} = + $\n", + "\n", + "$dQ\\big|_{\\omega_{*}} = 2$\n", + "\n", + "$dQ\\big|_{\\omega_{*}} = -2<\\mathbb{Y} - \\mathbb{X}\\omega, \\mathbb{X}\\omega_{*}> = -2\\mathbb{X}^T<\\mathbb{Y} - \\mathbb{X}\\omega, \\omega_{*}>$\n", + "\n", + "$\\nabla_{\\omega}Q = -2\\mathbb{X}^T(\\mathbb{Y} - \\mathbb{X}\\omega) = 2\\mathbb{X}^T(\\mathbb{X}\\omega - \\mathbb{Y})$" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f1271a05", + "metadata": { + "id": "f1271a05" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c0516a8e", + "metadata": { + "id": "c0516a8e" + }, + "outputs": [], + "source": [ + "random_seed = 43\n", + "n_features = 2\n", + "n_objects = 300\n", + "batch_size = 10\n", + "num_steps = 50\n", + "np.random.seed(random_seed)\n", + "\n", + "# Генерим истинные веса\n", + "w_true = np.random.normal(size=(n_features, ))\n", + "\n", + "# Под веса создаем признаки\n", + "X = np.random.uniform(-5, 5, (n_objects, n_features))\n", + "\n", + "X *= (np.arange(n_features) * 2 + 1)[np.newaxis, :] \n", + "\n", + "# Создаем таргет\n", + "Y = X.dot(w_true) + np.random.normal(0, 1, n_objects)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3d113b5e", + "metadata": { + "id": "3d113b5e" + }, + "outputs": [], + "source": [ + "# Пишем градиентный спуск\n", + "\n", + "w_0 = np.random.uniform(-2, 2, n_features)-0.5\n", + "w = w_0.copy()\n", + "w_list = [w.copy()]\n", + "learning_rate = 1e-2\n", + "\n", + "for i in range(num_steps):\n", + " w -= 2 * learning_rate * np.dot(X.T, np.dot(X, w) - Y) / Y.size\n", + " w_list.append(w.copy())\n", + " \n", + "w_list = np.array(w_list)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9c2e85da", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 501 + }, + "id": "9c2e85da", + "outputId": "e022f72b-dbbf-49d9-eee1-09291dd54ca5" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ], + "source": [ + "matplotlib.rcParams.update({'font.size': 16})\n", + "\n", + "# Визуализируем градиентный спуск\n", + "A, B = np.meshgrid(np.linspace(-2, 2, 100), np.linspace(-2, 2, 100))\n", + "\n", + "levels = np.empty_like(A)\n", + "for i in range(A.shape[0]):\n", + " for j in range(A.shape[1]):\n", + " w_tmp = np.array([A[i, j], B[i, j]])\n", + " levels[i, j] = np.mean(np.power(np.dot(X, w_tmp) - Y, 2))\n", + "\n", + "plt.figure(figsize=(13, 9))\n", + "plt.title('GD trajectory')\n", + "plt.xlabel('$w_1$')\n", + "plt.ylabel('$w_2$')\n", + "plt.xlim(w_list[:, 0].min() - 0.1, w_list[:, 0].max() + 0.1)\n", + "plt.ylim(w_list[:, 1].min() - 0.1, w_list[:, 1].max() + 0.1)\n", + "plt.gca().set_aspect('equal')\n", + "\n", + "CS = plt.contour(A, B, levels, levels=np.logspace(0, 2, num=15), cmap=plt.cm.rainbow_r)\n", + "CB = plt.colorbar(CS, shrink=0.8, extend='both')\n", + "\n", + "plt.scatter(w_true[0], w_true[1], c='r')\n", + "plt.scatter(w_list[:, 0], w_list[:, 1])\n", + "plt.plot(w_list[:, 0], w_list[:, 1])\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "5142251e", + "metadata": { + "id": "5142251e" + }, + "source": [ + "# Напишем SGD" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1a6b0eb3", + "metadata": { + "id": "1a6b0eb3" + }, + "outputs": [], + "source": [ + "np.random.seed(random_seed)\n", + "w = w_0.copy()\n", + "w_list = [w.copy()]\n", + "lr_0 = 0.02\n", + "batch_size = 10\n", + "\n", + "for i in range(num_steps):\n", + " lr = lr_0 / (i+1)\n", + " sample_indices = np.random.randint(n_objects, size=batch_size)\n", + " w -= 2 * lr * np.dot(X[sample_indices].T, np.dot(X[sample_indices], w) - Y[sample_indices]) / batch_size\n", + " w_list.append(w.copy())\n", + "w_list = np.array(w_list)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0a46cd15", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 583 + }, + "id": "0a46cd15", + "outputId": "61e170ac-ef02-466b-b944-51fed262924b" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ], + "source": [ + "A, B = np.meshgrid(np.linspace(-2, 2, 100), np.linspace(-2, 2, 100))\n", + "\n", + "levels = np.empty_like(A)\n", + "for i in range(A.shape[0]):\n", + " for j in range(A.shape[1]):\n", + " w_tmp = np.array([A[i, j], B[i, j]])\n", + " levels[i, j] = np.mean(np.power(np.dot(X, w_tmp) - Y, 2))\n", + "\n", + "plt.figure(figsize=(13, 9))\n", + "plt.title('SGD trajectory')\n", + "plt.xlabel(r'$w_1$')\n", + "plt.ylabel(r'$w_2$')\n", + "plt.xlim((w_list[:, 0].min() - 0.1, w_list[:, 0].max() + 0.1))\n", + "plt.ylim((w_list[:, 1].min() - 0.1, w_list[:, 1].max() + 0.1))\n", + "plt.gca().set_aspect('equal')\n", + "\n", + "# visualize the level set\n", + "CS = plt.contour(A, B, levels, levels=np.logspace(0, 2, num=40), cmap=plt.cm.rainbow_r)\n", + "CB = plt.colorbar(CS, shrink=0.8, extend='both')\n", + "\n", + "# visualize trajectory\n", + "plt.scatter(w_true[0], w_true[1], c='r')\n", + "plt.scatter(w_list[:, 0], w_list[:, 1])\n", + "plt.plot(w_list[:, 0], w_list[:, 1])\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "2aafafa3", + "metadata": { + "id": "2aafafa3" + }, + "source": [ + "# Реализуем полностью нашу собственную модель линейной регрессии" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ac30e284", + "metadata": { + "id": "ac30e284" + }, + "outputs": [], + "source": [ + "from sklearn.base import BaseEstimator, RegressorMixin\n", + "\n", + "class LinReg(BaseEstimator, RegressorMixin):\n", + " \n", + " def __init__(self, batch_size=25, num_steps=350, lr=1e-2):\n", + " self.batch_size = batch_size\n", + " self.num_steps = num_steps\n", + " self.lr = lr\n", + "\n", + " def fit(self, X, Y):\n", + " w = np.random.randn(X.shape[1])[:, None]\n", + " n_objects = len(X)\n", + "\n", + " for i in range(self.num_steps):\n", + " sample_indices = np.random.randint(0, n_objects, size=batch_size)\n", + " w -= 2 * self.lr * np.dot(X[sample_indices].T, np.dot(X[sample_indices], w) - Y[sample_indices]) / self.batch_size\n", + "\n", + " self.w = w\n", + " return self\n", + "\n", + " def predict(self, X):\n", + " return X@self.w" + ] + }, + { + "cell_type": "markdown", + "id": "bbd3fa81", + "metadata": { + "id": "bbd3fa81" + }, + "source": [ + "___Задание___: \n", + "- Реализовать свою модель линейной регрессии с регуляризацией и сравнить с моделью Ridge" + ] + }, + { + "cell_type": "markdown", + "id": "capable-output", + "metadata": { + "id": "capable-output" + }, + "source": [ + "My model" + ] + }, + { + "cell_type": "markdown", + "id": "adjacent-tulsa", + "metadata": { + "id": "adjacent-tulsa" + }, + "source": [ + "Найдём шаг градиентного спуска\n", + "\n", + "$||\\mathbb{Y} - \\mathbb{X}\\omega||_2^2 + \\lambda||\\omega||^2 = <\\mathbb{Y} - \\mathbb{X}\\omega, \\mathbb{Y} - \\mathbb{X}\\omega>+ \\lambda||\\omega||^2$\n", + "\n", + "Дифференциал для векторной функции: $df(x)\\big|_{x_0} = <\\nabla f(x), x_0>$\n", + "\n", + "Формула дифференциала скалярного произведения: $d()\\big|_{\\omega} = + $\n", + "\n", + "$dQ\\big|_{\\omega_{*}} = 2 + 2\\lambda\\omega_{*}$\n", + "\n", + "$dQ\\big|_{\\omega_{*}} = -2<\\mathbb{Y} - \\mathbb{X}\\omega, \\mathbb{X}\\omega_{*}> + 2\\lambda\\omega_{*} = -2\\mathbb{X}^T<\\mathbb{Y} - \\mathbb{X}\\omega, \\omega_{*}> + 2\\lambda\\omega_{*}$\n", + "\n", + "$\\nabla_{\\omega}Q = -2\\mathbb{X}^T(\\mathbb{Y} - \\mathbb{X}\\omega) + 2\\lambda\\omega_{*}= 2\\mathbb{X}^T(\\mathbb{X}\\omega - \\mathbb{Y}) + 2\\lambda\\omega_{*}$" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "confirmed-movement", + "metadata": { + "id": "confirmed-movement" + }, + "outputs": [], + "source": [ + "# Пишем градиентный спуск\n", + "\n", + "w_0 = np.random.uniform(-2, 2, n_features)-0.5\n", + "w = w_0.copy()\n", + "w_list = [w.copy()]\n", + "learning_rate = 1e-2\n", + "lamb = 1e-6\n", + "\n", + "for i in range(num_steps):\n", + " w -= (2 * learning_rate * np.dot(X.T, np.dot(X, w) - Y) + 2 * lamb * w)/ Y.size\n", + " w_list.append(w.copy())\n", + " \n", + "w_list = np.array(w_list)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "qualified-discrimination", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 583 + }, + "id": "qualified-discrimination", + "outputId": "5e559763-5211-4a47-8b05-d8d2e58dda1c" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ], + "source": [ + "matplotlib.rcParams.update({'font.size': 16})\n", + "\n", + "# Визуализируем градиентный спуск\n", + "A, B = np.meshgrid(np.linspace(-2, 2, 100), np.linspace(-2, 2, 100))\n", + "\n", + "levels = np.empty_like(A)\n", + "for i in range(A.shape[0]):\n", + " for j in range(A.shape[1]):\n", + " w_tmp = np.array([A[i, j], B[i, j]])\n", + " levels[i, j] = np.mean(np.power(np.dot(X, w_tmp) - Y, 2))\n", + "\n", + "plt.figure(figsize=(13, 9))\n", + "plt.title('GD trajectory')\n", + "plt.xlabel('$w_1$')\n", + "plt.ylabel('$w_2$')\n", + "plt.xlim(w_list[:, 0].min() - 0.1, w_list[:, 0].max() + 0.1)\n", + "plt.ylim(w_list[:, 1].min() - 0.1, w_list[:, 1].max() + 0.1)\n", + "plt.gca().set_aspect('equal')\n", + "\n", + "CS = plt.contour(A, B, levels, levels=np.logspace(0, 2, num=15), cmap=plt.cm.rainbow_r)\n", + "CB = plt.colorbar(CS, shrink=0.8, extend='both')\n", + "\n", + "plt.scatter(w_true[0], w_true[1], c='r')\n", + "plt.scatter(w_list[:, 0], w_list[:, 1])\n", + "plt.plot(w_list[:, 0], w_list[:, 1])\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "sustainable-lyric", + "metadata": { + "id": "sustainable-lyric" + }, + "outputs": [], + "source": [ + "from sklearn.base import BaseEstimator, RegressorMixin\n", + "\n", + "class MyLinReg(BaseEstimator, RegressorMixin):\n", + " \n", + " def __init__(self, batch_size=25, num_steps=1000, lr=1e-2, lamb=1e-6):\n", + " self.batch_size = batch_size\n", + " self.num_steps = num_steps\n", + " self.lr = lr\n", + " self.lamb = lamb\n", + "\n", + " def fit(self, X, Y):\n", + " w = np.random.randn(X.shape[1])[:, None]\n", + " n_objects = len(X)\n", + "\n", + " for i in range(self.num_steps):\n", + " sample_indices = np.random.randint(0, n_objects, size=self.batch_size)\n", + " w -= (2 * self.lr * np.dot(X[sample_indices].T, np.dot(X[sample_indices], w) - Y[sample_indices]) + 2 * self.lamb * w)/ self.batch_size\n", + " self.w = w\n", + " return self\n", + "\n", + " def predict(self, X):\n", + " return X@self.w" + ] + }, + { + "cell_type": "markdown", + "id": "4aafc96d", + "metadata": { + "id": "4aafc96d" + }, + "source": [ + "# Сравним с моделью из коробки" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "574ae602", + "metadata": { + "id": "574ae602" + }, + "outputs": [], + "source": [ + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.metrics import r2_score\n", + "\n", + "#Генерация данных для тестирования\n", + "n_features = 700\n", + "n_objects = 100000\n", + "\n", + "w_true = np.random.uniform(-2, 2, (n_features, 1))\n", + "\n", + "X = np.random.uniform(-100, 100, (n_objects, n_features)) * np.arange(n_features)\n", + "Y = X.dot(w_true) + np.random.normal(0, 10, (n_objects, 1))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5b05c7cc", + "metadata": { + "id": "5b05c7cc" + }, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "\n", + "x_train, x_test, y_train, y_test = train_test_split(X, Y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4577d333", + "metadata": { + "id": "4577d333" + }, + "outputs": [], + "source": [ + "scaler = StandardScaler()\n", + "scaler.fit(x_train)\n", + "x_scaled = scaler.transform(x_train)\n", + "x_test_scaled = scaler.transform(x_test)" + ] + }, + { + "cell_type": "markdown", + "id": "719615bd", + "metadata": { + "id": "719615bd" + }, + "source": [ + "Сравним модели по $R^2 score$.\n", + "\n", + "

$R^2 = 1 - \\dfrac{\\sum\\limits_{i}(y_i - f(x_i, \\omega))^2}{\\sum\\limits_{i}(y_i - y_{mean})^2}$

\n", + "\n", + "$R^2 score$ показывает насколько наша модель хорошо описывает данные" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b1d55f13", + "metadata": { + "id": "b1d55f13", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "3ad0c728-b8b3-4a6f-85f9-d8f30392b456" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "R^2 in own model: 0.9998958619729974\n", + "R^2 in sklearn loss: 0.9999999998178574\n" + ] + } + ], + "source": [ + "own_model = MyLinReg().fit(x_scaled, y_train)\n", + "y_pred = own_model.predict(x_test_scaled)\n", + "own_r2 = r2_score(y_test, y_pred)\n", + "\n", + "sklearn_model = LinearRegression().fit(x_scaled, y_train)\n", + "y_pred = sklearn_model.predict(x_test_scaled)\n", + "\n", + "sklearn_r2 = r2_score(y_test, y_pred)\n", + "\n", + "print('R^2 in own model:', own_r2)\n", + "print('R^2 in sklearn loss:', sklearn_r2)" + ] + }, + { + "cell_type": "markdown", + "id": "42e08f98", + "metadata": { + "id": "42e08f98" + }, + "source": [ + "# Линейная классификация\n", + "\n", + "Рассмотрим задачу бинарной классификации, пусть целевая переменная $y_i \\in \\{+1, -1\\}$\n", + "\n", + "В задачах линейной классификации мы исходим из предположения о линейной разделимости выборки:\n", + "\n", + "![lin_class](./lin_sample.jpeg)\n", + "

\n", + "\n", + "Исходя из этого, наша модель имеет вид:\n", + "\n", + "___Ваш ответ___: sign()" + ] + }, + { + "cell_type": "markdown", + "id": "c749dfe0", + "metadata": { + "id": "c749dfe0" + }, + "source": [ + "# Обучение линейного классификатора\n", + "\n", + "Введём функционал ошибок: $Q = \\dfrac{1}{n}\\sum\\limits_{i=1}^{n}[f(x_i, \\omega) \\neq y_i]$ - плохо\n", + "\n", + "$Q = \\dfrac{1}{n}\\sum\\limits_{i=1}^{n}[f(x_i, \\omega) \\neq y_i] < \\dfrac{1}{n}\\sum\\limits_{i=1}^{n}L(x_i, \\omega, y_i)$" + ] + }, + { + "cell_type": "markdown", + "id": "2a4b351e", + "metadata": { + "id": "2a4b351e" + }, + "source": [ + "# Логистическая регрессия\n", + "\n", + "Хотим предсказывать не класс нашего объекта, а вероятность, что он принадлежит к классу +1, то есть $f(x_i) = \\mathbb{P}(y_i = +1 | x_i)$\n", + "\n", + "Зададим функцию правдоподобия:\n", + "\n", + "$\\mathcal{L} = \\prod\\limits_{i=1}^{n}f(x_i)^{[y_i=+1]}(1-f(x_i))^{[y_i = -1]}$\n", + "\n", + "$-log\\mathcal{L} = -\\sum\\limits_{i=1}^{n}\\big( [y_i=+1]logf(x) + [y_i=-1]log(1 - f(x)) \\big)$\n", + "\n", + "$L = [y_i=+1]logf(x) + [y_i=-1]log(1 - f(x))$\n", + "\n", + "$\\sigma(x) = \\dfrac{1}{1 + e^{-x}}$\n", + "\n", + "![sigmoid](./sigmoid.png)\n", + "

\n", + "\n", + "Если в качестве $f(x)$ взять $f(x) = \\sigma()$, то $log-loss = \\dfrac{1}{n}\\sum\\limits_{i=1}^{n}log(1 + e^{y_i})$ " + ] + }, + { + "cell_type": "markdown", + "id": "6a7def3f", + "metadata": { + "id": "6a7def3f" + }, + "source": [ + "___Задание___: написать свою логистическую регрессию" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "color-grave", + "metadata": { + "id": "color-grave" + }, + "outputs": [], + "source": [ + "import sklearn.datasets as dt\n", + "\n", + "data = dt.make_classification(n_samples=3000, n_features = 4)\n", + "Y = data[1]\n", + "X = data[0]\n", + "n_features = 4\n", + "\n", + "w_true = np.random.uniform(-2, 2, (n_features, 1))\n", + "\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "x_train, x_test, y_train, y_test = train_test_split(X, Y)\n", + "\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.metrics import r2_score\n", + "\n", + "scaler = StandardScaler()\n", + "scaler.fit(x_train)\n", + "x_scaled = scaler.transform(x_train)\n", + "x_test_scaled = scaler.transform(x_test)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "involved-companion", + "metadata": { + "id": "involved-companion" + }, + "outputs": [], + "source": [ + "from sklearn.base import BaseEstimator, RegressorMixin\n", + "\n", + "class MyLogReg(BaseEstimator, RegressorMixin):\n", + " \n", + " def __init__(self, batch_size=25, num_steps=1000, lr=1e-2, lamb=1e-6):\n", + " self.batch_size = batch_size\n", + " self.num_steps = num_steps\n", + " self.lr = lr\n", + " self.lamb = lamb\n", + "\n", + " def fit(self, X, Y):\n", + " w = np.random.randn(X.shape[1])[:None]\n", + " n_objects = len(X)\n", + " for i in range(self.num_steps):\n", + " sample_indices = np.random.randint(0, n_objects, size=self.batch_size)\n", + " grad = -np.dot(Y[sample_indices] , X[sample_indices]) / (1 + np.exp(np.dot(Y[sample_indices], X[sample_indices]), w))\n", + " w -= (self.lr * grad)/ self.batch_size\n", + " self.w = w\n", + " return self\n", + "\n", + " def predict(self, X):\n", + " return X@self.w" + ] + }, + { + "cell_type": "code", + "source": [ + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.metrics import accuracy_score\n", + "def sigmoid(x):\n", + " return 1.0 / (1 + np.exp(-x))\n", + "\n", + "own_model = MyLogReg().fit(x_scaled, y_train)\n", + "y_pred = sigmoid(own_model.predict(x_test_scaled))\n", + "y_pred[y_pred < 0.1] = 0\n", + "y_pred[y_pred > 0.8] = 1\n", + "own_accur = accuracy_score(y_test, y_pred)\n", + "\n", + "sklearn_model = LogisticRegression().fit(x_scaled, y_train)\n", + "y_pred = sklearn_model.predict(x_test_scaled)\n", + "\n", + "sklearn_accur = accuracy_score(y_test, y_pred)\n", + "\n", + "print('R^2 in own model:', own_r2)\n", + "print('R^2 in sklearn loss:', sklearn_r2)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "rzLQzZWTnX5K", + "outputId": "833022ee-ecae-4ed6-e357-9d3dbf24dd06" + }, + "id": "rzLQzZWTnX5K", + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "R^2 in own model: 0.9506666666666667\n", + "R^2 in sklearn loss: 0.984\n" + ] + } + ] } - ], - "source": [ - "A, B = np.meshgrid(np.linspace(-2, 2, 100), np.linspace(-2, 2, 100))\n", - "\n", - "levels = np.empty_like(A)\n", - "for i in range(A.shape[0]):\n", - " for j in range(A.shape[1]):\n", - " w_tmp = np.array([A[i, j], B[i, j]])\n", - " levels[i, j] = np.mean(np.power(np.dot(X, w_tmp) - Y, 2))\n", - "\n", - "plt.figure(figsize=(13, 9))\n", - "plt.title('SGD trajectory')\n", - "plt.xlabel(r'$w_1$')\n", - "plt.ylabel(r'$w_2$')\n", - "plt.xlim((w_list[:, 0].min() - 0.1, w_list[:, 0].max() + 0.1))\n", - "plt.ylim((w_list[:, 1].min() - 0.1, w_list[:, 1].max() + 0.1))\n", - "plt.gca().set_aspect('equal')\n", - "\n", - "# visualize the level set\n", - "CS = plt.contour(A, B, levels, levels=np.logspace(0, 2, num=40), cmap=plt.cm.rainbow_r)\n", - "CB = plt.colorbar(CS, shrink=0.8, extend='both')\n", - "\n", - "# visualize trajectory\n", - "plt.scatter(w_true[0], w_true[1], c='r')\n", - "plt.scatter(w_list[:, 0], w_list[:, 1])\n", - "plt.plot(w_list[:, 0], w_list[:, 1])\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "2aafafa3", - "metadata": {}, - "source": [ - "# Реализуем полностью нашу собственную модель линейной регрессии" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "ac30e284", - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.base import BaseEstimator, RegressorMixin\n", - "\n", - "class LinReg(BaseEstimator, RegressorMixin):\n", - " \n", - " def __init__(self, batch_size=25, num_steps=350, lr=1e-2):\n", - " self.batch_size = batch_size\n", - " self.num_steps = num_steps\n", - " self.lr = lr\n", - "\n", - " def fit(self, X, Y):\n", - " w = np.random.randn(X.shape[1])[:, None]\n", - " n_objects = len(X)\n", - "\n", - " for i in range(self.num_steps):\n", - " sample_indices = np.random.randint(0, n_objects, size=batch_size)\n", - " w -= 2 * self.lr * np.dot(X[sample_indices].T, np.dot(X[sample_indices], w) - Y[sample_indices]) / self.batch_size\n", - "\n", - " self.w = w\n", - " return self\n", - "\n", - " def predict(self, X):\n", - " return X@self.w" - ] - }, - { - "cell_type": "markdown", - "id": "bbd3fa81", - "metadata": {}, - "source": [ - "___Задание___: \n", - "- Реализовать свою модель линейной регрессии с регуляризацией и сравнить с моделью Ridge" - ] - }, - { - "cell_type": "markdown", - "id": "4aafc96d", - "metadata": {}, - "source": [ - "# Сравним с моделью из коробки" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "574ae602", - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.linear_model import LinearRegression\n", - "from sklearn.preprocessing import StandardScaler\n", - "from sklearn.metrics import r2_score\n", - "\n", - "#Генерация данных для тестирования\n", - "n_features = 700\n", - "n_objects = 100000\n", - "\n", - "w_true = np.random.uniform(-2, 2, (n_features, 1))\n", - "\n", - "X = np.random.uniform(-100, 100, (n_objects, n_features)) * np.arange(n_features)\n", - "Y = X.dot(w_true) + np.random.normal(0, 10, (n_objects, 1))" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "5b05c7cc", - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.model_selection import train_test_split\n", - "\n", - "x_train, x_test, y_train, y_test = train_test_split(X, Y)" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "4577d333", - "metadata": {}, - "outputs": [], - "source": [ - "scaler = StandardScaler()\n", - "scaler.fit(x_train)\n", - "x_scaled = scaler.transform(x_train)\n", - "x_test_scaled = scaler.transform(x_test)" - ] - }, - { - "cell_type": "markdown", - "id": "719615bd", - "metadata": {}, - "source": [ - "Сравним модели по $R^2 score$.\n", - "\n", - "

$R^2 = 1 - \\dfrac{\\sum\\limits_{i}(y_i - f(x_i, \\omega))^2}{\\sum\\limits_{i}(y_i - y_{mean})^2}$

\n", - "\n", - "$R^2 score$ показывает насколько наша модель хорошо описывает данные" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "b1d55f13", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "R^2 in own model: 0.9831425574380337\n", - "R^2 in sklearn loss: 0.9999999998076131\n" - ] + ], + "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": "3.9.1" + }, + "colab": { + "name": "ML_seminar_for_students.ipynb", + "provenance": [], + "collapsed_sections": [] } - ], - "source": [ - "own_model = LinReg().fit(x_scaled, y_train)\n", - "y_pred = own_model.predict(x_test_scaled)\n", - "own_r2 = r2_score(y_test, y_pred)\n", - "\n", - "sklearn_model = LinearRegression().fit(x_scaled, y_train)\n", - "y_pred = sklearn_model.predict(x_test_scaled)\n", - "\n", - "sklearn_r2 = r2_score(y_test, y_pred)\n", - "\n", - "print('R^2 in own model:', own_r2)\n", - "print('R^2 in sklearn loss:', sklearn_r2)" - ] - }, - { - "cell_type": "markdown", - "id": "42e08f98", - "metadata": {}, - "source": [ - "# Линейная классификация\n", - "\n", - "Рассмотрим задачу бинарной классификации, пусть целевая переменная $y_i \\in \\{+1, -1\\}$\n", - "\n", - "В задачах линейной классификации мы исходим из предположения о линейной разделимости выборки:\n", - "\n", - "![lin_class](./lin_sample.jpeg)\n", - "

\n", - "\n", - "Исходя из этого, наша модель имеет вид:\n", - "\n", - "___Ваш ответ___: sign()" - ] - }, - { - "cell_type": "markdown", - "id": "c749dfe0", - "metadata": {}, - "source": [ - "# Обучение линейного классификатора\n", - "\n", - "Введём функционал ошибок: $Q = \\dfrac{1}{n}\\sum\\limits_{i=1}^{n}[f(x_i, \\omega) \\neq y_i]$ - плохо\n", - "\n", - "$Q = \\dfrac{1}{n}\\sum\\limits_{i=1}^{n}[f(x_i, \\omega) \\neq y_i] < \\dfrac{1}{n}\\sum\\limits_{i=1}^{n}L(x_i, \\omega, y_i)$" - ] - }, - { - "cell_type": "markdown", - "id": "2a4b351e", - "metadata": {}, - "source": [ - "# Логистическая регрессия\n", - "\n", - "Хотим предсказывать не класс нашего объекта, а вероятность, что он принадлежит к классу +1, то есть $f(x_i) = \\mathbb{P}(y_i = +1 | x_i)$\n", - "\n", - "Зададим функцию правдоподобия:\n", - "\n", - "$\\mathcal{L} = \\prod\\limits_{i=1}^{n}f(x_i)^{[y_i=+1]}(1-f(x_i))^{[y_i = -1]}$\n", - "\n", - "$-log\\mathcal{L} = -\\sum\\limits_{i=1}^{n}\\big( [y_i=+1]logf(x) + [y_i=-1]log(1 - f(x)) \\big)$\n", - "\n", - "$L = [y_i=+1]logf(x) + [y_i=-1]log(1 - f(x))$\n", - "\n", - "$\\sigma(x) = \\dfrac{1}{1 + e^{-x}}$\n", - "\n", - "![sigmoid](./sigmoid.png)\n", - "

\n", - "\n", - "Если в качестве $f(x)$ взять $f(x) = \\sigma()$, то $log-loss = \\dfrac{1}{n}\\sum\\limits_{i=1}^{n}log(1 + e^{y_i})$ " - ] - }, - { - "cell_type": "markdown", - "id": "6a7def3f", - "metadata": {}, - "source": [ - "___Задание___: написать свою логистическую регрессию" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.7" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} + "nbformat": 4, + "nbformat_minor": 5 +} \ No newline at end of file diff --git a/05. Maths 3/README.md b/05. Maths 3/README.md index 2998485d..e69de29b 100644 --- a/05. Maths 3/README.md +++ b/05. Maths 3/README.md @@ -1,12 +0,0 @@ -# Maths 3 - -### Homework: -Задание: -- написать свою логистическую регрессию, БИНАРНУЮ -- реализовать свою модель гребневой регресси, сравнить с Ridge -Используйте материалы, изученные на семинаре. - -### Deadlines 💀: -``` -6 April -``` diff --git a/06. Overfittng problem/README.md b/06. Overfittng problem/README.md index 4b64dc78..e9fa80c8 100644 --- a/06. Overfittng problem/README.md +++ b/06. Overfittng problem/README.md @@ -1,9 +1,213 @@ -## Overfitting problem + Задачи машинного обучения -Семинар в папке -Добавлены заметки по кроссвалидации + Supervised и unsupervised. Регрессия, классификация, кластеризация. Метрики качества. -### ДЗ: -- В ноутбуке Tinkoff_Generation_3_linear_regression_inclass.ipynb Решите доп. задачи в файле с занятием - 4 балла -- Вам необходимо скачать приложенный файл и выполнить домашнюю работу - научиться предсказывать цены в датасете с квартирами Бостона (6 баллов) -- Дедлайн : **14 апреля** + + + Типы задач + +Рассмотрим типы задач, которые встречаются в машинном обучении. + + + + Классификация. + + +Рассмотрим следующую задачу. Мы работаем в банке и нам необходимо, чтобы система определяла, сможет ли человек вовремя погасить кредит или нет. У нас есть различная информация о человеке, так называемые признаки (features). Они бывают различных типов: + + + +Бинарные признаки: наличие телефона. +Номинальные признаки: профессия, адрес проживания. +Порядковые признаки: образование, занимаемая должность. По сути, они похожи на номинальные признаки, только тут у значений признака имеется порядок (высшее образование ценится выше среднего и т.д.). +Количественные признаки: зарплата, возраст, количество детей в семье и т.п. + + +Ответ же к данной задаче либо 0 (человек не выплатит кредит вовремя) и 1 (Человек выплатит кредит вовремя). Т.е. в задаче классификации значение, которое мы хотим предсказать (далее целевая переменная ), принадлежит конечному множеству. В нашей задаче, например, это {0;1}. Бывают множества не только из 2 классов. Например, задача диагностики болезни по симптомам. Тут классы — это список болезней. + +Как решается данная задача? В таких задачах нам требуется обучающая выборка . Это история того, как в прошлом наши клиенты выплачивали кредиты. Мы знаем о них все: где они работают, сколько получают и т.п. А так же нам известно смогли они выплатить кредит или нет. Знание того, что мы предсказываем (целевой переменной) относит задачу к задачам обучение с учителем . + +Далее модель машинного обучения находит закономерности в этой выборке. Например, если человек безработный, то скорее всего, он не выплатит кредит вовремя и т.д. Она запоминает эти закономерности, и когда приходит черёд узнать, а сможет ли новый клиент заплатить кредит вовремя, модель смотрит на эти зависимости и выдаёт ответ. Список новых клиентов называется тестовой выборкой . Главное её отличие от обучающей выборки заключается в том, что для элементов из тестовой выборки неизвестна целевая переменная (в нашем случае — это выплатит клиент кредит или нет). + + + + Регрессия. + + +Еще одним типом является регрессия. Например, можно рассмотреть такую задачу: мы хотим по росту родителей определить насколько высоким может быть их ребёнок. Действительно, как правило, есть зависимость, что у высоких родителей дети тоже имеют высокий рост и наоборот. Т.е. от классификации задача регрессии отличается тем, что тут целевая переменная — вещественное число. + +Обучающей выборкой в данной задаче будет набор троек: (рост родителя №1, рост родителя №2, рост ребёнка). Тестовой выборкой — набор двоек: рост родителя №1 и рост родителя №2. + + + + Кластеризация. + + +В обучающих выборках, рассмотренных выше задач, нам было известна целевая переменная: + +Выплатит ли человек кредит вовремя — в задаче классификации; +Рост ребенка — в задаче регрессии. +Однако, целевая переменная не всегда известна. Например, мы провели социологический опрос, у нас есть много ответов на вопросы и нам хотелось бы сгруппировать их по поведению. Мы заранее не знаем, сколько таких кластеров получится и что они из себя представляют. Это мы можем узнать только после того как появятся сами кластеры. + +Еще простой и пробирочной задачей кластеризации является кластеризация точек на плоскости: + + + + Алгоритм KNN для задачи классификации + +Рассмотрим один из самых простых алгоритмов для задачи классификации KNN - k ближайших соседей. Пусть перед нами стоит задача бинарной классификации — 0 или 1. Рассмотрим ситуацию, когда все признаки — вещественные числа. В дальнейшем, при изучении курса вы сумеете переводить номинальные и порядковые признаки в числа. Пусть у нас имеется обучающая выборка X_{train} = \{,x_1, ..., x_N \}X +train +​ + ={,x +1 +​ + ,...,x +N +​ + } , где каждый x_1x +1 +​ +  — это вектор из mm признаков. Для каждого объекта из обучающей выборки известна целевая переменная y_i ∈ \{,0; 1\}y +i +​ + ∈{,0;1} . А так же пусть имеется тестовая выборка X_{test} =\{, x_{N+1}, ..., x_{N+M}\}.X +test +​ + ={,x +N+1 +​ + ,...,x +N+M +​ + }. Для них неизвестна целевая переменная, это мы должны выяснить сами. + +Сам алгоритм: + +Для каждого из объектов тестовой выборки x_{N+i}x +N+i +​ +  +Находим k ближайших к нему соседей из обучающей выборки X_{train}X +train +​ +  . Ближайших в смысле Евклидового расстояния: +p(x;y)=\sqrt{(x_1-y_1)^2+\dots+(x_m-y_m)^2}p(x;y)= +(x +1 +​ + −y +1 +​ + ) +2 + +⋯+(x +m +​ + −y +m +​ + ) +2 + +​ +  +Если среди этих ближайших соседей больше нулей, то для объекта x_{N+i}x +N+i +​ +  выдаем ответ — 0, иначе — 1 + + +Вот и весь алгоритм. Его можно немного модифицировать — использовать вместо Евклидового расстояния другие метрики. К сожалению, алгоритм не часто используется на практике, но неплохо подходит для обучения. + + + + Алгоритм k-means для задачи кластеризации + + + +Рассмотрим теперь задачу кластеризации и алгоритм k-means для ее решения. Пусть в качестве объектов у нас NN точек на плоскости: \{(x_1, y_1), ...,(x_N , y_N )\}{(x +1 +​ + ,y +1 +​ + ),...,(x +N +​ + ,y +N +​ + )} : + + + +Мы хотим разбить эти точки на k=3k=3 кластера. + +Выбираем k=3k=3 случайные точки из этого множества. Говорим, что они теперь являются центрами наших кластеров. +Для каждой из оставшихся точек смотрим, к какому из центров она ближе и определяем её в этот кластер. +У нас получилось разбить точки на 3 кластера. Естественно это не оптимальное решение. Найдем новые центры кластеров, а именно посчитаем центры масс каждого кластера. Например, если точки \{(x_{i_1}, y_{i_1}), ... , (x _{i_n}, y_{i_n})\}{(x +i +1 +​ + +​ + ,y +i +1 +​ + +​ + ),...,(x +i +n +​ + +​ + ,y +i +n +​ + +​ + )} попали в один кластер, то его новый центр масс будет иметь координаты: x_M =\frac {x_{i_1} + ... + x_{i_n}} +nx +M +​ + = +n +x +i +1 +​ + +​ + +...+x +i +n +​ + +​ + +​ +  ; y_M =\frac {y_{i_1} + ... + y_{i_n}} +ny +M +​ + = +n +y +i +1 +​ + +​ + +...+y +i +n +​ + +​ + +​ +  +Далее с этими новыми центрами масс переходим к шагу 2. Продолжаем до тех пор пока кластеры перестанут меняться. diff --git a/06. Overfittng problem/Tinkoff_Generation_3_linear_regression_inclass.ipynb b/06. Overfittng problem/Tinkoff_Generation_3_linear_regression_inclass.ipynb index fe4f6d65..4182d94b 100644 --- a/06. Overfittng problem/Tinkoff_Generation_3_linear_regression_inclass.ipynb +++ b/06. Overfittng problem/Tinkoff_Generation_3_linear_regression_inclass.ipynb @@ -20,7 +20,7 @@ "version": "3.7.4" }, "colab": { - "name": "Tinkoff_Generation_3_linear_regression_inclass", + "name": "Tinkoff_Generation_3_linear_regression_inclass.ipynb", "provenance": [], "collapsed_sections": [] } @@ -115,7 +115,7 @@ "colab": { "base_uri": "https://localhost:8080/" }, - "outputId": "44f669a4-4417-46b5-ddd7-9a8b4079626e" + "outputId": "a107c08d-5d12-49a7-c22e-5b790fa9a1ed" }, "source": [ "X = np.ones((200,3))\n", @@ -130,206 +130,206 @@ "output_type": "execute_result", "data": { "text/plain": [ - "array([[ 1.00000000e+00, -4.31323959e-01, 1.52461956e+00],\n", - " [ 1.00000000e+00, -2.40353755e-01, -1.11619351e+00],\n", - " [ 1.00000000e+00, 3.72777666e-01, -1.00761735e-01],\n", - " [ 1.00000000e+00, -1.70083321e+00, -2.48364186e-01],\n", - " [ 1.00000000e+00, 3.54885105e-01, -6.52951998e-01],\n", - " [ 1.00000000e+00, -8.44109093e-01, -1.08385619e+00],\n", - " [ 1.00000000e+00, 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3.08177134e-01],\n", + " [ 1.00000000e+00, -2.10356973e+00, -1.69223161e+00],\n", + " [ 1.00000000e+00, 3.57168092e-01, -1.35396951e+00],\n", + " [ 1.00000000e+00, -4.81389846e-01, 1.27489970e+00],\n", + " [ 1.00000000e+00, 6.07069777e-02, 2.62410516e-01],\n", + " [ 1.00000000e+00, 3.06339323e-01, 2.91707475e-01],\n", + " [ 1.00000000e+00, 6.23935361e-01, 1.09921596e-01],\n", + " [ 1.00000000e+00, -5.94993443e-02, -3.15076727e-01],\n", + " [ 1.00000000e+00, -4.96369345e-01, 2.78484827e+00],\n", + " [ 1.00000000e+00, 2.61458890e-01, 4.41515500e-01],\n", + " [ 1.00000000e+00, 1.79488801e+00, 3.03104317e-01],\n", + " [ 1.00000000e+00, 1.83712023e-01, -5.31791781e-01],\n", + " [ 1.00000000e+00, -1.57993660e+00, -3.97753919e-01],\n", + " [ 1.00000000e+00, 1.70568271e+00, -1.06179008e-01]])" ] }, "metadata": {}, @@ -357,7 +357,7 @@ "base_uri": "https://localhost:8080/" }, "id": "8MV8XupOwyuD", - "outputId": "1ee37dcc-ac61-42af-b2d7-261fb7b0a2aa" + "outputId": "7dd98e34-3910-49d7-9a94-15a40f009c37" }, "source": [ "y = X @ np.array([50,14,-7]) + np.random.normal(0,5,(200,))\n", @@ -369,46 +369,46 @@ "output_type": "execute_result", "data": { "text/plain": [ - "array([34.78634684, 59.93600521, 51.39811331, 26.76355847, 63.41224077,\n", - " 40.31815224, 58.83483632, 82.73719361, 54.7169597 , 33.04902624,\n", - " 26.23532897, 50.12263348, 35.54995118, 44.32733047, 54.74840987,\n", - " 48.13438937, 63.7949892 , 75.42142695, 45.80287448, 53.32087491,\n", - " 42.01665567, 53.9206108 , 32.63587987, 41.38547514, 31.62718429,\n", - " 39.72061654, 27.92644511, 73.79819882, 27.60521141, 61.90024998,\n", - " 40.46348021, 41.75084433, 29.2879875 , 52.70793335, 70.01472596,\n", - " 56.97699063, 21.0847672 , 55.0089368 , 45.38259731, 56.21025926,\n", - " 61.54832358, 27.80276706, 45.19182668, 8.34705817, 71.08517376,\n", - " 44.14589784, 77.53116942, 42.9511439 , 45.5579585 , 53.45034696,\n", - " 45.14939689, 34.72505723, 63.40595003, 43.85151851, 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52.53887287, 37.98305639, 58.28995341, 39.94152044, 65.89097134,\n", - " 27.07444498, 37.4693944 , 19.02644227, 50.22116753, 52.91085849])" + "array([72.55559797, 68.6803839 , 56.00928408, 44.94292978, 63.23708455,\n", + " 40.0068442 , 65.32693056, 59.74300819, 51.68560817, 72.70115518,\n", + " 36.40277205, 54.56347053, 33.24279822, 48.40079388, 40.43598128,\n", + " 48.60031585, 96.07249007, 48.96249815, 52.62189421, 26.77884898,\n", + " 58.71930012, 64.47921103, 26.87544178, 57.44689815, 59.62513994,\n", + " 44.84862016, 71.03647302, 71.58506893, 61.94843201, 47.15989256,\n", + " 29.22686041, 52.18424545, 36.37870009, 57.51091219, 46.88880219,\n", + " 73.26549047, 23.77327517, 46.67779592, 69.18476268, 59.03561002,\n", + " 46.14106537, 60.19900691, 30.09689311, 68.66801235, 33.84390256,\n", + " 21.06077317, 63.83630781, 48.67845686, 44.66263115, 29.95450781,\n", + " 38.50524184, 22.70305803, 51.77009357, 72.25415116, 45.96195519,\n", + " 24.30311296, 20.97851769, 58.85427099, 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83.96911204, 66.54353553, 55.29280957, 40.99690755,\n", + " 18.3799554 , 31.21722897, 75.14780465, 71.52451452, 77.23544561,\n", + " 18.14697407, 31.26297109, 24.65913322, 83.84986776, 59.41998407,\n", + " 30.51396677, 76.73331509, 82.6269744 , 43.06545874, 40.59487893,\n", + " 49.66828495, 49.0734442 , 62.50634866, 62.30254351, 51.90699819,\n", + " 54.38534059, 90.39831398, 43.88353866, 59.0452069 , 40.1158975 ,\n", + " 69.39217174, 63.62025124, 12.75329511, 39.8148585 , 88.2867292 ,\n", + " 48.19974404, 56.73761342, 81.22785046, 18.91739118, 53.65667908,\n", + " 52.09541985, 53.3026418 , 49.79197258, 33.89932982, 49.97961814,\n", + " 71.05882081, 58.07951799, 18.42727041, 60.91700894, 51.58800355,\n", + " 42.73485649, 47.50934158, 50.21341351, 43.78487295, 61.6008029 ,\n", + " 64.52996413, 30.35676494, 54.70215112, 15.64333672, 45.73038329,\n", + " 13.37408317, 36.37405935, 29.23744691, 62.89663836, 34.46035528,\n", + " 39.65282248, 51.52982215, 54.11335134, 54.87410815, 28.34839745,\n", + " 45.48787433, 72.31075283, 54.00262307, 34.93674626, 71.57721208])" ] }, "metadata": {}, @@ -432,7 +432,7 @@ "base_uri": "https://localhost:8080/" }, "id": "ebsl6WIlw5CN", - "outputId": "77cd85fa-9830-418d-b27d-a27dd36ffcc1" + "outputId": "ff9c6d75-a776-457c-b3a7-0429ef7ce321" }, "source": [ "model.fit(X[:,[1,2]], y)" @@ -443,7 +443,7 @@ "output_type": "execute_result", "data": { "text/plain": [ - "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None, normalize=False)" + "LinearRegression()" ] }, "metadata": {}, @@ -458,7 +458,7 @@ "base_uri": "https://localhost:8080/" }, "id": "vyH0R_vqw6yu", - "outputId": "f20761cb-681c-4bbc-8949-b7215c61007f" + "outputId": "e554cf7a-a91d-4f42-c967-cc87eb6b720f" }, "source": [ "coefs = model.coef_\n", @@ -470,7 +470,7 @@ "output_type": "execute_result", "data": { "text/plain": [ - "array([14.33649811, -7.11195197])" + "array([13.85276937, -6.58667897])" ] }, "metadata": {}, @@ -485,7 +485,7 @@ "base_uri": "https://localhost:8080/" }, "id": "djT-IVIuw8y1", - "outputId": "92b4cd20-d6b6-42a7-d349-41fcf1f437f0" + "outputId": "3aeac55c-8182-487c-8b8d-98fd8d0279f2" }, "source": [ "const = model.intercept_\n", @@ -497,7 +497,7 @@ "output_type": "execute_result", "data": { "text/plain": [ - "50.11674603814367" + "49.149308243803674" ] }, "metadata": {}, @@ -512,7 +512,7 @@ "base_uri": "https://localhost:8080/" }, "id": "PQ4JuAyxVnS9", - "outputId": "3dd50d67-4f80-4c13-a0cb-d1b6eb65c0e8" + "outputId": "267f787e-31ec-4de0-a0e1-1b4b0166f5a1" }, "source": [ "np.linalg.inv(X.T @ X) @ X.T @ y " @@ -523,7 +523,7 @@ "output_type": "execute_result", "data": { "text/plain": [ - "array([50.11674604, 14.33649811, -7.11195197])" + "array([49.14930824, 13.85276937, -6.58667897])" ] }, "metadata": {}, @@ -554,7 +554,7 @@ "height": 542 }, "id": "koMtaOqITnOT", - "outputId": "52030186-d1c1-41b5-ba29-31ed9ef2785e" + "outputId": "348176bb-88fb-4c37-cf2b-a8dd18b60d06" }, "source": [ "import plotly.express as px\n", @@ -587,24 +587,10 @@ "\n", "\n", "\n", - "
\n", - " \n", - " \n", - " \n", - "
\n", - " \n", + "
\n", - "
\n", + " }) }; \n", "\n", "" ] @@ -794,14 +776,28 @@ "\n", "**(0.5 балла) Доп. Задача 1.** Найдите число m такое, что для заданных $x_i$ сумма $\\sum|m - x_i|$ минимальна\n", "\n", - "<Место для решения>\n", + "\n", + "$\\sum|m - x_i|$ = $\\sum(m - x_i) + \\sum(x_i - m) = f$\n", + "\n", + "В первой сумме числа х меньше m, во второй больше\n", + "\n", + "$f' = km - m(n - k - 1) = 0$\n", + "\n", + "$n = 2k + 1$\n", + "\n", + "Получается, что k делит все числа пополам. Значит m - медиана, так как есть равное количество чисел меньших и больших, чем m\n", "\n", "**(0.5 балла) Доп. Задача 2.** Найдите число m такое, что для заданных $x_i$ сумма $\\sum(m - x_i)^2$ минимальна\n", "\n", + "$f = \\sum(m - x_i)^2$\n", + "\n", + "Найдём производную f и приравняем к 0:\n", "\n", - "<место для решения>\n", + "$f' = 2*\\sum(m - x_i)$ = $2mn - 2\\sum(x_i) = 0$\n", "\n", - "Сейчас можно их и пропустить.\n" + "$m = \\sum(x_i)/n$\n", + "\n", + "m - среднее арифметическое" ] }, { @@ -833,7 +829,7 @@ "height": 265 }, "id": "99l-HcPpVmv5", - "outputId": "b8cbfdbe-8343-4a93-e0de-494182b38f3a" + "outputId": "c6025400-0570-4308-cb53-7895c2b5e955" }, "source": [ "x100 = np.linspace(-1, 1, 100)\n", @@ -845,10 +841,10 @@ { "output_type": "display_data", "data": { - "image/png": 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\n", 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\n" }, "metadata": { "needs_background": "light" @@ -872,7 +868,7 @@ "base_uri": "https://localhost:8080/" }, "id": "oCpsjpmBVmv5", - "outputId": "286a07ef-c7ab-4956-f0f5-9a4a2ca721ca" + "outputId": "626b187c-c5f8-4276-a3e3-3e3e6ad0c22b" }, "source": [ "x = np.linspace(-1, 1, 10) # 10 точек на отрезке [-1, 1]\n", @@ -886,7 +882,7 @@ "output_type": "execute_result", "data": { "text/plain": [ - "array([-2.00000000e+00, 3.17037037e+00, -9.55004142e-16])" + "array([-2.00000000e+00, 3.17037037e+00, -8.42600032e-16])" ] }, "metadata": {}, @@ -919,7 +915,7 @@ "base_uri": "https://localhost:8080/" }, "id": "1XKtkHjVVmv7", - "outputId": "6c25dc72-6494-47b7-e738-c9cbdb5132a3" + "outputId": "73cbf603-014b-4300-dfb9-caf53342546b" }, "source": [ "poly = np.poly1d(coefs)\n", @@ -931,7 +927,7 @@ "output_type": "execute_result", "data": { "text/plain": [ - "(-9.550041418833999e-16, 1.1703703703703716, -1.6592592592592554)" + "(-8.426000324584082e-16, 1.1703703703703712, -1.6592592592592563)" ] }, "metadata": {}, @@ -947,7 +943,7 @@ "height": 265 }, "id": "Rg9zusN_Vmv7", - "outputId": "173721b8-553f-4dc8-c3be-a6c6253eb5db" + "outputId": "44446588-eb9c-432f-a254-7602697b3e2f" }, "source": [ "plt.scatter(x, y)\n", @@ -960,10 +956,10 @@ { "output_type": "display_data", "data": { - "image/png": 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\n", 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\n" }, "metadata": { "needs_background": "light" @@ -988,7 +984,7 @@ "height": 265 }, "id": "KSiQLeS2Vmv8", - "outputId": "409839f9-90b2-42be-c66e-dec93bc2a87c" + "outputId": "df6fb3a6-67da-4e19-c58c-a2fda2a2cb10" }, "source": [ "coefs = np.polyfit(x, y, deg = 3)\n", @@ -1003,10 +999,10 @@ { "output_type": "display_data", "data": { - "image/png": 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\n", 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\n" }, "metadata": { "needs_background": "light" @@ -1044,7 +1040,7 @@ "base_uri": "https://localhost:8080/" }, "id": "nqXKkhsu_WYC", - "outputId": "c58b9731-6d54-4ab0-818d-b2143d1a1e2c" + "outputId": "3e4d088f-f4d2-48f3-ee92-9e402fe54942" }, "source": [ "x.shape" @@ -1059,7 +1055,7 @@ ] }, "metadata": {}, - "execution_count": 17 + "execution_count": 18 } ] }, @@ -1094,7 +1090,7 @@ "height": 265 }, "id": "Qx5fBbMpVmv9", - "outputId": "ba481597-d18d-40a1-b949-734a58bb3bfb" + "outputId": "306c3c0b-87a3-4994-a594-249802c47c64" }, "source": [ "coefs = np.polyfit(x, y, deg = 10)\n", @@ -1109,10 +1105,10 @@ { "output_type": "display_data", "data": { - "image/png": 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\n", 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\n" }, "metadata": { "needs_background": "light" @@ -1143,13 +1139,83 @@ { "cell_type": "code", "metadata": { - "id": "cQPZaCVsVmv-" + "id": "cQPZaCVsVmv-", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 265 + }, + "outputId": "2faf62a9-46d8-434c-821a-e83b8e6de987" }, "source": [ - "# Место для решения" + "coefs = np.polyfit(x, y, deg = 20)\n", + "poly = np.poly1d(coefs)\n", + "plt.scatter(x, y)\n", + "plt.plot(x100, f(x100))\n", + "plt.plot(x100, poly(x100))\n", + "plt.show()" ], "execution_count": null, - "outputs": [] + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "xx100 = np.linspace(-2, 0, 100)\n", + "x1 = np.linspace(-2, 0, 10)\n", + "y1 = f_real(x1)\n", + "\n", + "plt.scatter(x1, y1)\n", + "plt.plot(xx100, f(xx100))\n", + "coefs = np.polyfit(x1, y1, deg = 20)\n", + "poly = np.poly1d(coefs)\n", + "plt.plot(xx100, poly(xx100))\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 265 + }, + "id": "zKR6DLISdELW", + "outputId": "6aaec22a-bf0a-4e5f-ea37-7343d7d66b2a" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Центральная часть графика приблизится к решению, однако в крайних точках график наоборот возрос и отдалился от решения. Возникла проблема переобучения" + ], + "metadata": { + "id": "I1F3iXQ4Vcia" + } }, { "cell_type": "markdown", @@ -1187,14 +1253,14 @@ "colab": { "base_uri": "https://localhost:8080/" }, - "outputId": "0aa4a84a-5523-4d11-973c-f4cc4eaf0582" + "outputId": "517b2482-f6c1-409a-cf35-b5364b32e044" }, "source": [ "# возьмем 10 случайных точек от 0 до 1\n", "x_test = np.random.random(10) \n", "\n", "# превратим их в 10 случайных точек от -1 до 1\n", - "x_test = 2 * c - 1\n", + "x_test = 2 * x_test - 1\n", "x_test" ], "execution_count": null, @@ -1203,12 +1269,12 @@ "output_type": "execute_result", "data": { "text/plain": [ - "array([ 0.7319504 , 0.78605272, -0.06706754, 0.91110373, 0.84468532,\n", - " 0.84211504, -0.43968964, 0.03546053, -0.76803822, 0.20221285])" + "array([ 0.56388268, -0.9393855 , 0.95138528, -0.49037199, 0.93608546,\n", + " 0.45066123, 0.29382312, 0.82718932, -0.16446148, -0.45484073])" ] }, "metadata": {}, - "execution_count": 100 + "execution_count": 24 } ] }, @@ -1226,17 +1292,35 @@ { "cell_type": "code", "metadata": { - "id": "wVBJftonVmv_" + "id": "wVBJftonVmv_", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "f82ddcd8-630a-4c93-fb04-474835eccddb" }, "source": [ "# y_real - это np.array c реальными значениями в точках\n", "# y_pred - это np.array c предсказанными нами значениями в точках\n", "# они одной длины\n", + "y_real = np.linspace(1, 10, 10)\n", + "y_pred = y_real + np.random.normal(0, 1, 10)\n", "def MSE(y_real, y_pred):\n", - " pass # реализуйте функцию" + " return np.mean((y_real - y_pred) ** 2)\n", + "from sklearn.metrics import mean_squared_error\n", + "print('Sklearn MSE:', mean_squared_error(y_real, y_pred))\n", + "print('My MSE:', MSE(y_real, y_pred))" ], - "execution_count": null, - "outputs": [] + "execution_count": 146, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Sklearn MSE: 0.8065617263287874\n", + "My MSE: 0.8065617263287874\n" + ] + } + ] }, { "cell_type": "markdown", @@ -1250,13 +1334,63 @@ { "cell_type": "code", "metadata": { - "id": "khuxyOf_sXGE" + "id": "khuxyOf_sXGE", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "outputId": "3dc5dc0e-851d-4727-8c66-e4ebfc83c861" }, "source": [ - "" + "x_train = np.linspace(-1, 1, 10)\n", + "y_train = f_real(x_train)\n", + "\n", + "stepen = np.linspace(1, 10, 10)\n", + "y_test = f_real(x_test)\n", + "errors = []\n", + "\n", + "for st in stepen:\n", + " coefs = np.polyfit(x_train, y_train, deg = st)\n", + " poly = np.poly1d(coefs)\n", + " y_pred = poly(x_test)\n", + " errors.append(MSE(y_test, y_pred))\n", + "\n", + "plt.plot(stepen, errors)" ], - "execution_count": null, - "outputs": [] + "execution_count": 151, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 151 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Ошибка минимальна при степени 3" + ], + "metadata": { + "id": "DXJmj5XuveEP" + } }, { "cell_type": "markdown", @@ -1270,13 +1404,63 @@ { "cell_type": "code", "metadata": { - "id": "spOz3VszVmv_" + "id": "spOz3VszVmv_", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "outputId": "64f173be-3edd-451d-ed20-c24e55a08fe3" }, "source": [ - "# место для решения" + "x_train = np.linspace(-1, 1, 500)\n", + "y_train = f_real(x_train)\n", + "\n", + "stepen = np.linspace(1, 10, 10)\n", + "y_test = f_real(x_test)\n", + "errors = []\n", + "\n", + "for st in stepen:\n", + " coefs = np.polyfit(x_train, y_train, deg = st)\n", + " poly = np.poly1d(coefs)\n", + " y_pred = poly(x_test)\n", + " errors.append(MSE(y_test, y_pred))\n", + "\n", + "plt.plot(stepen, errors)" + ], + "execution_count": 154, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 154 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "График стал более крутым, сразу падает при степени 3, потом чуть растёт и почти не меняется" ], - "execution_count": null, - "outputs": [] + "metadata": { + "id": "nI7DDn4CwtUf" + } }, { "cell_type": "markdown", @@ -1380,23 +1564,12 @@ { "cell_type": "code", "metadata": { - "id": "_Ay0CDv1_h4t" - }, - "source": [ - "" - ], - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "metadata": { + "id": "AaH9KatFVmwB", + "collapsed": true, "colab": { "base_uri": "https://localhost:8080/" }, - "id": "AaH9KatFVmwB", - "collapsed": true, - "outputId": "0c162040-22d0-4c12-dc17-3b85ad46ea01" + "outputId": "4b2d1477-d4f4-4d18-cbe8-20106a516e89" }, "source": [ "X_train, y_train" @@ -1407,28 +1580,28 @@ "output_type": "execute_result", "data": { "text/plain": [ - "(array([ 0.42857143, -0.51020408, 0.71428571, 0.3877551 , -0.83673469,\n", - " -0.59183673, 0.26530612, -0.46938776, -1. , 0.06122449,\n", - " -0.10204082, -0.3877551 , -0.26530612, 0.02040816, 0.87755102,\n", - " -0.87755102, 0.83673469, 0.91836735, -0.2244898 , -0.75510204,\n", - " -0.18367347, 0.63265306, -0.95918367, 0.2244898 , -0.79591837,\n", - " -0.06122449, 0.14285714, -0.42857143, 0.10204082, 0.75510204,\n", - " -0.30612245, 0.95918367, -0.55102041, -0.67346939, 0.18367347,\n", - " 0.67346939, 0.46938776, -0.91836735, 0.34693878, 0.79591837,\n", - " -0.63265306, -0.34693878, 0.51020408, 0.30612245, 1. ]),\n", - " array([ 0.5637808 , -0.77881776, 1.37089808, -0.59038316, -3.99732397,\n", - " -3.69716031, 1.684358 , -1.80912352, -5.55858972, 1.45762264,\n", - " -1.00912939, 0.19120595, 0.60594073, 1.04835454, 2.52841182,\n", - " -4.19765684, 2.01947067, 0.74853727, -1.02214724, -4.21264519,\n", - " -1.0325151 , -0.5505917 , -5.21925849, -0.58191213, -3.72506763,\n", - " 0.55586456, 0.28147052, 0.42080616, -1.29601015, 1.26574122,\n", - " 0.86484161, 0.02978763, -0.88191856, -2.07937539, -0.65586851,\n", - " 1.11419665, -0.78820904, -2.67987096, -0.56489455, 1.58497754,\n", - " -2.16199959, -0.54166945, -0.05748709, 2.37040413, 1.16677268]))" + "(array([ 0.34693878, 0.02040816, -0.55102041, -0.2244898 , 0.26530612,\n", + " 0.95918367, -0.75510204, 0.63265306, -0.87755102, 0.18367347,\n", + " -0.71428571, -0.91836735, -0.30612245, 0.46938776, 0.06122449,\n", + " 0.30612245, 1. , 0.2244898 , -0.3877551 , -0.18367347,\n", + " 0.83673469, 0.42857143, -0.06122449, -0.51020408, 0.87755102,\n", + " -0.79591837, -0.10204082, 0.14285714, -0.59183673, -0.42857143,\n", + " 0.75510204, -0.34693878, 0.10204082, -0.02040816, 0.3877551 ,\n", + " -0.95918367, 0.59183673, 0.91836735, 0.67346939, -0.83673469,\n", + " -1. , -0.67346939, 0.79591837, 0.55102041, -0.46938776]),\n", + " array([ 3.03261057, 0.06871041, -2.50762814, 0.12591001, -0.25877092,\n", + " 2.56011811, -2.37364966, -1.1151611 , -4.81375838, 0.98794454,\n", + " -3.07856473, -5.60896627, -0.24610473, 0.65209461, 0.87971939,\n", + " 1.22402486, 1.25444524, -1.0371423 , -0.95932872, 0.06892289,\n", + " 0.8163618 , 0.73580556, 0.46570765, -0.81411671, 3.04455422,\n", + " -2.92625519, -0.57907195, 0.21481905, -1.30681043, -0.62762043,\n", + " 2.16236926, 0.53600114, -0.03580038, -0.60756841, 0.09274192,\n", + " -5.89765289, 0.52940622, 2.25747769, 1.14114115, -3.93104186,\n", + " -5.18633414, -1.55502233, 1.68292216, -0.47087451, -1.2304214 ]))" ] }, "metadata": {}, - "execution_count": 27 + "execution_count": 30 } ] }, @@ -1439,7 +1612,7 @@ "base_uri": "https://localhost:8080/" }, "id": "fnPHxSawVmwB", - "outputId": "153d5a7c-8710-42f0-dafc-4c0910d423b8" + "outputId": "d0e127e2-b604-4993-c265-a80396f4d097" }, "source": [ "X_test, y_test" @@ -1450,12 +1623,12 @@ "output_type": "execute_result", "data": { "text/plain": [ - "(array([ 0.59183673, -0.02040816, -0.14285714, 0.55102041, -0.71428571]),\n", - " array([ 0.29078084, 1.40787861, -1.11334417, 0.13239808, -2.7552937 ]))" + "(array([ 0.71428571, 0.51020408, -0.14285714, -0.26530612, -0.63265306]),\n", + " array([ 1.29627188, 1.43047351, 0.24103195, 0.63216295, -3.37482878]))" ] }, "metadata": {}, - "execution_count": 28 + "execution_count": 31 } ] }, @@ -1481,13 +1654,13 @@ "base_uri": "https://localhost:8080/" }, "id": "RVx-TfaFVmwB", - "outputId": "a44532b0-03b8-4bb6-e288-495df9fcc798" + "outputId": "be78961a-071d-4e53-cc77-ae292582a3d6" }, "source": [ "# Есть вот такая удобная штука\n", "from sklearn.model_selection import KFold\n", "kf = KFold(n_splits=10)\n", - "kf.get_n_splits(X)\n", + "# kf.get_n_splits(X)\n", "for train_index, test_index in kf.split(X):\n", " print(test_index, train_index)" ], @@ -1552,57 +1725,363 @@ { "cell_type": "code", "metadata": { - "id": "wYIza4ngVmwC" + "id": "wYIza4ngVmwC", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 265 + }, + "outputId": "b7bdfbb7-df59-45b0-827d-cbb5768160a7" }, "source": [ - "# место для решения" + "# 1\n", + "X = np.linspace(-3, 3, 50)\n", + "def f(x):\n", + " return 1.0 / (1+np.exp(-x))\n", + "y = f(X)\n", + "plt.plot(X, y)\n", + "plt.show()" ], "execution_count": null, - "outputs": [] + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] }, { "cell_type": "code", "metadata": { - "id": "JMdbvY44wD_S" + "id": "JMdbvY44wD_S", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "outputId": "7c5aa571-95c0-4fb0-94f4-c20e5e72106c" }, "source": [ - "" + "# 2\n", + "X2_train = np.linspace(-3, 3, 10)\n", + "y2_train = f(X2_train)\n", + "\n", + "stepen = np.linspace(1, 10, 10)\n", + "errors = []\n", + "\n", + "for st in stepen:\n", + " coefs = np.polyfit(X2_train, y2_train, deg = st)\n", + " poly = np.poly1d(coefs)\n", + " y_pred = poly(X2_train)\n", + " errors.append(MSE(y2_train, y_pred))\n", + "\n", + "plt.plot(stepen, errors)" ], "execution_count": null, - "outputs": [] + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 34 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] }, { "cell_type": "code", "metadata": { - "id": "9I4HZJvkwD8W" + "id": "9I4HZJvkwD8W", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 293 + }, + "outputId": "df55ca63-f449-4bde-f8e4-73344c1c5de3" }, "source": [ - "" + "# 3\n", + "X3_train = np.linspace(-3, 3, 10)\n", + "y3_train = f(X3_train)\n", + "\n", + "X3_test = np.random.normal(-3, 3, 10)\n", + "y3_test = f(X3_test)\n", + "stepen = np.linspace(1, 10, 10)\n", + "errors = []\n", + "\n", + "for st in stepen:\n", + " coefs = np.polyfit(X3_train, y3_train, deg = st)\n", + " poly = np.poly1d(coefs)\n", + " y_pred = poly(X3_test)\n", + " errors.append(MSE(y3_test, y_pred))\n", + "\n", + "plt.plot(stepen, errors)" ], "execution_count": null, - "outputs": [] + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 35 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] }, { "cell_type": "code", "metadata": { - "id": "ZCYL7DomwD6I" + "id": "ZCYL7DomwD6I", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "outputId": "1980017a-85d4-4ad4-e7b6-1d4c518d9e77" }, "source": [ - "" - ], - "execution_count": null, - "outputs": [] + "# 4\n", + "X4_train = np.linspace(-3, 3, 10)\n", + "y4_train = f(X4_train) + np.random.normal(0, 0.5, 10)\n", + "\n", + "stepen = np.linspace(1, 10, 10)\n", + "errors = []\n", + "\n", + "for st in stepen:\n", + " coefs = np.polyfit(X4_train, y4_train, deg = st)\n", + " poly = np.poly1d(coefs)\n", + " y_pred = poly(X4_train)\n", + " errors.append(MSE(y4_train, y_pred))\n", + "\n", + "plt.plot(stepen, errors)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 36 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "X4_train = np.linspace(-3, 3, 10)\n", + "y4_train = f(X4_train) + np.random.normal(0, 0.5, 10)\n", + "\n", + "X4_test = np.random.normal(-3, 3, 10)\n", + "y4_test = f(X4_test) + np.random.normal(0, 0.5, 10)\n", + "stepen = np.linspace(1, 10, 10)\n", + "errors = []\n", + "\n", + "for st in stepen:\n", + " coefs = np.polyfit(X4_train, y4_train, deg = st)\n", + " poly = np.poly1d(coefs)\n", + " y_pred = poly(X4_test)\n", + " errors.append(MSE(y4_test, y_pred))\n", + "\n", + "plt.plot(stepen, errors)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 293 + }, + "id": "UCFR79ZABNom", + "outputId": "907747a7-5f74-4655-fcc5-ba107b26917a" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 37 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] }, { "cell_type": "code", "metadata": { - "id": "LyNCHnPGwD3P" + "id": "LyNCHnPGwD3P", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "outputId": "0876afb0-de19-4baf-e6dd-12645ed39755" }, "source": [ - "" + "# 5 train\n", + "X_train = np.linspace(-3, 3, 40)\n", + "y_train = f(X_train) + np.random.normal(0, 0.5, 40)\n", + "\n", + "stepen = np.linspace(1, 10, 10)\n", + "errors = []\n", + "\n", + "for st in stepen:\n", + " coefs = np.polyfit(X_train, y_train, deg = st)\n", + " poly = np.poly1d(coefs)\n", + " y_pred = poly(X_train)\n", + " errors.append(MSE(y_train, y_pred))\n", + "\n", + "plt.plot(stepen, errors)" ], "execution_count": null, - "outputs": [] + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 38 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "# 5 test\n", + "X_train = np.linspace(-3, 3, 40)\n", + "y_train = f(X_train) + np.random.normal(0, 0.5, 40)\n", + "\n", + "X_test = np.random.normal(-3, 3, 10)\n", + "y_test = f(X_test) + np.random.normal(0, 0.5, 10)\n", + "stepen = np.linspace(1, 10, 10)\n", + "errors = []\n", + "\n", + "for st in stepen:\n", + " coefs = np.polyfit(X_train, y_train, deg = st)\n", + " poly = np.poly1d(coefs)\n", + " y_pred = poly(X_test)\n", + " errors.append(MSE(y_test, y_pred))\n", + "\n", + "plt.plot(stepen, errors)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 293 + }, + "id": "7PvOnZt_FlHN", + "outputId": "c331407e-60dd-4720-f67d-45ab73ec0c4e" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 39 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "По полученным данным можем сказать, что на тренировочных данных модель улучшается при увеличении степени многочлена, однако на тестовой выборке наоборот ошибка повышается. при добавлении шума точность модели падает. При увеличении количества тренировочных данных точность модели повышается" + ], + "metadata": { + "id": "Z-VGQNxfGbDG" + } }, { "cell_type": "markdown", @@ -1624,7 +2103,7 @@ "base_uri": "https://localhost:8080/" }, "id": "qHLZqS559R2y", - "outputId": "0ea97df5-1415-4cf5-eb37-88dc42ad4cea" + "outputId": "52a5dfb1-41e6-4445-ef62-2f80aaf5eabe" }, "source": [ "# https://drive.google.com/file/d/13kQUcl-N3ag6NXEm-QWjdUiuHO4-LOxb/view?usp=sharing\n", @@ -1636,10 +2115,12 @@ "output_type": "stream", "name": "stdout", "text": [ + "/usr/local/lib/python3.7/dist-packages/gdown/cli.py:131: FutureWarning: Option `--id` was deprecated in version 4.3.1 and will be removed in 5.0. You don't need to pass it anymore to use a file ID.\n", + " category=FutureWarning,\n", "Downloading...\n", "From: https://drive.google.com/uc?id=13kQUcl-N3ag6NXEm-QWjdUiuHO4-LOxb\n", "To: /content/Advertising.csv\n", - "\r 0% 0.00/5.17k [00:00\n", + "\n", + "
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\n", + " " ] }, "metadata": {}, - "execution_count": 35 + "execution_count": 44 } ] }, @@ -1964,7 +2603,7 @@ "height": 497 }, "id": "J2X_C1zKVmwC", - "outputId": "9977f33e-5f86-4c76-94d6-d4111829783a" + "outputId": "bbc4128e-79d8-4b28-a9a7-315da65394ed" }, "source": [ "fig, axs = plt.subplots(1, 3,)\n", @@ -1978,10 +2617,10 @@ { "output_type": "display_data", "data": { - "image/png": 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\n", 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\n" }, "metadata": { "needs_background": "light" @@ -2054,7 +2693,7 @@ "base_uri": "https://localhost:8080/" }, "id": "vRob9HvYVmwD", - "outputId": "a117177d-33fb-4e89-eff2-11b7f045a5f2" + "outputId": "7bbd6f70-ee61-4116-e1ea-7e243f173875" }, "source": [ "from sklearn.linear_model import LinearRegression\n", @@ -2106,7 +2745,7 @@ "base_uri": "https://localhost:8080/" }, "id": "z_Yn7rDJVmwD", - "outputId": "b683b8ef-17c8-45e3-dd36-b076e583819b" + "outputId": "33351ea7-2a2a-4df9-e306-870287e03c07" }, "source": [ "# Посчитаем ручками\n", @@ -2122,7 +2761,7 @@ ] }, "metadata": {}, - "execution_count": 38 + "execution_count": 47 } ] }, @@ -2131,10 +2770,10 @@ "metadata": { "colab": { "base_uri": "https://localhost:8080/", - "height": 80 + "height": 81 }, "id": "IHe8EMDGVmwE", - "outputId": "c8510bf5-fff8-44f6-c25a-1e11f0756b8c" + "outputId": "4e804f71-3e09-4949-ecfc-620c3add435b" }, "source": [ "X_new = pd.DataFrame({'TV': [1000]})\n", @@ -2145,8 +2784,15 @@ { "output_type": "execute_result", "data": { + "text/plain": [ + " TV\n", + "0 1000" + ], "text/html": [ - "
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\n", "\n", + "\n", + " \n", + "
\n", + "
\n", + " " ] }, "metadata": {}, - "execution_count": 39 + "execution_count": 48 } ] }, @@ -2193,7 +2911,7 @@ "base_uri": "https://localhost:8080/" }, "id": "3MbENKO2VmwE", - "outputId": "776c9c25-5ed2-4717-939b-8d8fd6abd4d0" + "outputId": "5f06e407-0d45-434e-e36c-607aabd53b37" }, "source": [ "reg.predict(X_new)" @@ -2208,7 +2926,7 @@ ] }, "metadata": {}, - "execution_count": 40 + "execution_count": 49 } ] }, @@ -2228,7 +2946,7 @@ "base_uri": "https://localhost:8080/" }, "id": "PnhobSNZVmwE", - "outputId": "9468dbeb-a843-41f5-e665-48611e6210ba" + "outputId": "b20834ba-27bb-49fb-8815-64df7db2966d" }, "source": [ "# Возьмём предсказания для данных, на которых обучались\n", @@ -2245,7 +2963,7 @@ ] }, "metadata": {}, - "execution_count": 41 + "execution_count": 50 } ] }, @@ -2257,7 +2975,7 @@ "height": 279 }, "id": "rVZXIsrQVmwE", - "outputId": "a12b07b0-a43c-4a57-e498-c3f2566eedd5" + "outputId": "7578186f-1f25-47a9-c824-9c0cfdf23f96" }, "source": [ "# Сначала выведем истинные данные\n", @@ -2272,10 +2990,10 @@ { "output_type": "display_data", "data": { - "image/png": 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c3WulnBXMD1T4lUBSqsBaMaJYqDgU2nMv1NZc7LR7yHYs6yo0Tr8G7rTr18OLw/6bKUeex+ddGvK2Lcj4EYAvFSr8SuAope+82J5dIeJQaM+9GFsz2Wn3kDXG0HTVz7j29//PfocjR8KMGTT3HcRFN7/CjrbOD6RM0yyWE5Va70eFXwkcpQ6sFduzy1ccinnLKMZWp2ym5IfsVz5q4qgvTaIu1k7qVCWmvh6ZNw+O2DlldiMUNM2i4i8q/Erg8COwVsqeXbFvGW7aunrjdvbduI7bZkznwE8/st3mJ9/4X+aMPpbHzj6UEQN7pq2vZJdIpaLCrwSOSg+sQQDEctMmOPdcRsyYwTyb1Q9/+Th+OvYMIjV1AHQxJuODt1JdIsUQ5LpAKvxKIEkI47K1mwFhWD/bauxlTcnFsr0dpk+H66+3XT1/3y9xxbEXcfkZ4+gFyKwldK/QB6/XBH3Urwq/Eljmr9hQ9M0T5F5XyXjySTj1VPt1e+0Fv/sdzUMOpPvG7cxOOk+Z3kj8Pq9+Hz8T2ZITgmC7Cr8SSNzI7Al6r8tT3n4bjj0W1q+3X//ss1aN+ziNkHZend5I/D6vj7+1kmnPL6M2HCJqTOCua6bkBDc6M26g1TmVQJK4eZJJ3Dy5UGg1xrJm9Wr47/+2KmCOHp0u+j/7meXuMaaT6OeD3+f18bdW8pPfLaU1atjaGg3kdXVKTuhWFw7Mb1KFXwkkxWb2FPvgSBD4srzbtllVLkVg4EB4441Oq587+EhGT3mWA65+gTlHfRfC4aIO59Z5TSbXc9zcEmHa3OVpy8MiRR3fbZzKbm9tjbp+7golb1ePiISABmPM5x7Yo1QQxfgyi83scSMl1G+XhiOxGNxxB1x8se3qpv5f4LJvXcmHu/TeuTDeuyx2EJzbqbb5nOPVG7dTFxZa2zsvb4sGb4SwXdZWc0skMPV/chJ+EXkC+CEQBf4K7CoidxhjHCbIVKodN0Sz0JTHxANn6oShTJ+3vKAHRyDL8r74IhzjUO64Rw82z3iW0X+OpI2iTZDcu/TrgZxMvud4QK+utMdM2vJrjx0WuAAvpMdIgpSmnGuPf6gx5nMR+Q7wInAF8A7gKPwi8iAwEVhvjBkeX3YdcDbwaXyzq4wxLxRouxJQ3BTNfFMeUx84UycOZXi/HnmLXGDK8i5fDt/6Frz/vv36hx6CM84AET5atYnaBQs72ZxMWyzG0jWbOem+N315IKeS7zlOFs5wSGiLGq49dijfGb1XQcf3A9/Hb8TJVfhrRaQW+CZwlzGmTUTSH72d+S1wF/BIyvJfGGNuy89MpZzwSzTtHjjT5y5nwZTxeR/XzqURiVoBOs/ZsAF+8AOYPdt29faLLqXrTTdCXV2n5XY2A3SpDWGMYerEoUyfu9yXB7IdhbiNgiKchZDs+rQbAV1Kcg3u3gt8BHQD3hCRvYCMPn5jzBvAZ0VZp5QlftUydzPwmByg61Jr7VOMYeJd85nTtMYVezvR2gpXXGEFaXffPU301437Hw69+EkOuub3HNJtPHOWf5q2i9SgYk0IasNCSAQQPmtpDUxwMWHv1AlDqQsL3erCOc89XOzcwKUiOWg9u2kNY25+hdPuX8iYm1/x5jeUBzn1+I0xd0KnuRZWisjhBR7zRyJyOrAIuMQYs7HA/Sgu49bAEr98mW4/cCaN7M/QvrtyzJ1/BiASNRA17vn6jYGHH4bvf99+/Re+ALNm0bzXEA5PVMCMWJFNJxt2jnj+nLMfWUSkPUZbNArAXa+uADq/qPtZOnl20xqmz1tOXU2I1rjbJhDBcxdIdjm2RqPEDLRFTWDiRbkGd/sAPwX6GWOOFpGhwGHAA3ke79fAdKxf33TgduBMh2OeA5wDMGjQoDwPo+SLXTC2mFdqP17JvXjgbG2NUl8TpjW6M5WkNhRi2drN9OhaV1jb5s+HiRNh82b79fPmdQrirl61KW9feI+utYh0Xi4C54/bj7tfW+F7cDHZLZdg+tzlHDVsz8D35LNh53JMxe9pHHP18f8WeAj4SfzvD4CnyVP4jTGfJD6LyG+AuRm2vQ+4D2DUqFHZ4glKEdj9UC+e0UQ4FKIuXHgQ0I/CXW4/cOzeIna0Rzn7kUXUhcO5n5uPPoKTT4aFC21Xb73pVrpddjGkuGKaWyJs3t5Ka7zXniBbT71bXTgtu2dHW4yjh+/JqaMH+e4jD0zw3APs2paK35PU5Orj722MmQFWS4wx7VipnXkhIn2T/jweWJrvPhT3sfONt8cg0u7/CMNCcNMHnOo3r6+xAqWRdpP93GzZAt/7ntXV3nvvNNH/97dP45DLn+Wga37Pl1qGMWfJuk7rE37h8x9/l5iBmhCdBgRlat/W1ij14c5d/vqwsLU1GggfeSXPaWvXtpqQNTlNrtfPa3Lt8W8VkUbiDkIRORRweE+1EJEngXFAbxFZDVwLjBORkfH9fAScW5jZips4ZYMkE/TemJeFr5LfIjZvb+P8x//Glkhn10/HuYlG4dZb4cor7Xc2diw8/jjNPXfn6Ax+e7u3sPqaEHd/54sM67dr1jYO6NUVCQlEd74sS0gCI6xByml3G6e2BSkbKVfhvxiYA+wrIguA3YETMn3BGHOKzeJ8YwJKCUj9oSYHoxJ41RtzQ7BLMcI24bZyGn259/yX4NTJ9l/eYw+YM8eqnxMnm9/ezl1QExbWf74jpxLV5SCs5ZyamQ2ntgWljWJMbu5zEakBvgAI8L4xps1Lw5IZNWqUWbRoUakOV7Uki/CCFRvSRMNtMXVDsJtbIoxJmfO1S22ooNz9XJnTtIbLZy1h+Pp/c8fT0+i/2aEC5hNPwCl2/Z/sdtutB8t3n09FyiCUAFb8Q0TeMcaMSlueSfhF5FuZdmqMedYF27Kiwu8PXoqGW4K9eNUmTrt/YSfXS/f6Gh77wWhvBsl88ok1UvYPf7Bff801MHUq1GR/mU48QJwefIn14ZCwNdI5pOb1w02pDJyEP9uv89gM6wxQEuFX/MHLrBy3sjpKEiTcscMaXHXHHfbrJ0+Ge+6BXr3y2m02V0di/av/WM+1c5axtXWn+Ac95qIEm4zCb4xxGFmilDNBeP13S7A982UbA/feC+edZ7/+4IPhmWdg//2LOky2h2tjQz2HH7AHV8/unABXKRkwij/kXJZZRCYAw4AuiWXGGPvJO5XAEpRSw24KtqtBwldesQZPRWzSM+vqrMFVRx5Z+P4LoBwCtYXg1AEJQsek0skpuCsi9wC7AIcD92Nl9LxtjDnLW/Ms1MfvDm4HQt24QQNxk3/4IZx4IixebLt6yZU/5eAb43V0fCQQ58olnDogQemYVAqF+vgTfMUYc7CILDHGTBOR27HKMytlhJujJd26Qd2KI+Qtips2WTNXPf207eqHvnQsN437PpGaOrqEQyzY2uq72PoxEtoLnMp2D+27a87lvCvpIegHuQp/onzfNhHph1V1s2+G7ZUA4pZfPWiTlOT8EGpvhxtugGnTbPczf58vctWkS/hPfY9OyzWQ6i5OHZCmHGsS6VtB8eRasmGuiPQEbsGagOXfwJOeWaV4gtNcoPkKml2Jh5AIy9ZmHMztCTlN/v3UU5abprY2TfSjAweyaf5bHHD1C5x24vVpog/BD6SWal5gt47j1AEZObBn1o6J35O9VwoZe/wi8mVglTFmevzvBuDvwD+AX3hvnuI2bgRC7W7cba1W4bJbTxhR0t6XU++x+bUFNP7gVCvv3ob/+/ZVvDpsLG2xGOfv2I3a0Ka0olq71IWJxQdLBam3n+zmmL9iQ0l6v272sp2C1UP6dM8axK7U4m6ldl1lG8D1N+BIY8xnIjIWeAq4ABgJHGiMyVi2wS00uFs6cv0Bzmlaw2UzlxBp7yyWpR5YlByw7rNlA3c8fxuHrnKo/XfjjTSffyFjbnu9U4C7viYEWIXXdi4TfnP6KIb16+F5W/K56TvXeY8RjcVIvgRenH+vRkcXktVTypHapRJjL11XhQZ3w8aYxCxaJwH3GWNmAbNEpMkVy5SSkunHnM8PcNLI/vTcpY4fPvoO29r8G1jUGIry+/eeYPCsx+w3OP10+NWvYFervo1djZy6cIhzxu6TVqd+7P57eG5/PufcrzrvXvWynYLVTssTv93EFJJepraWKo7gV7wsq/CLSE28DPMRxCdGyfG7SsDI9GMu5Ac4rN+uxDyc0cnxIWWMNYr2oosAGJz6xS9/2crW2XvvtH06+ZdPHT2o5HXq8z3nftV5D0IJ5dTf7tQJQxnev4dn5URKJcZ+ua6yBXefBF4XkdlYmT1/BhCRIWQpy6wEi2xBsULmq3UrWGyH7RylL75oBWlDoQ7R76B7d3j9deuh8PbbtqKfzebkOvWlCJjme87tBLg2LNTXiKd13hPnrL5G2KU2TH2N5HQct86h3W932vPL6FYX9kQc3Zy7ORt+PVSzlWy4UURexkrd/KPZGRAIYfn6lTIhW8+i0B+gF6V1k2/0ARs+4t7nfsq+N6y23/iBB6w5a/MYXJXN5lK95ud7zv2s827d+GLV5jXZz7Wb59Dut9saNRzzq/ncdoL716aUYuzXqOycyzL7iQZ3iyeXoFhyNci2+OTX3xm9V8ltXbrkX6yffBrj33/TfoPLLrPy8evqXD92qcs8Z6vQ6WRjqV1S+ZwTL0aI25WoLna/mY73xML/cNerK4qaejTfY3pxTYsduauUObn0LCaN7M+WHe1Me34ZteEQ0+cup3t9TWnSM9varJLGN93EcJvVr+w3msHPPcmWXXtZN0ddnSc3S6l9roW8MZV6BG++58TNc9gR0J0wlGnPL6M12rmj6va1SX5TAcM5Y/fh1NGDPD/fpb6mKvwVQi4imE1kmlsiTJ+3nNao6Zjc29MMA2Pg4YctV40NH+3Wj4smX8N7vQcxedQAZjz1j46H1uQvDWDGO6tdd8f44XNNvukT17FbXZitrdGS9uqdfhf5nhOn7bvVhVm8alPObUp1F136jS9w20sf0JqUv+p2MkFqUPfu11Zw6uhBOX+/XMpIqPAHnFx+TPn4UzP1LJyCV673dv/yF5gwwaqXY8fzz8PEiXRviXBdXAQn3jW/0w35yFv/AUir9VKsWPpZCTNxHU3MEIkautRaAUav3QzZfj/5nhO77SePGsDEu+Z3TO35o8P3y9iTthPhn//pA66dOJTp87xJ5SzmTaXcykio8AeYXH5MbqaedasLp/lRd7RZPbWiWbkSTj4Z3nrLfv3tt8OFF0IoZD3s4j3DEQN7stgm996OY+78M/U14aJvPD/mgk2+jgkSn71868r195PvOUne3u7BfftLH3DXqyu41SE46yTCw/v3YMGU8Z5cm0Lf9oJWuyoXcq3Vo5SYXGuSFJp6Zpdqt7U1Sl24c8ZGfVg6zfyUF1u2wPe+Z2XcDB6cLvpnnw0tLZbL5+KLIRSyTeO0uyFT2dEWozVqXKvfkpzaWQrsrmMCr1IJnY7rVHcp33OS2H5raxQTS08iibQ7X6dMIuzVtSk0PbmU6Z9uocIfUHL9MRXSS7HNkQeWrtmcFjyTkOTnQ43F4JZbLLHfdVfLh59E8yGj4T//scT+vvugW7ed6xwedkDaDXn6YYM6/q6rCVGf8sDK58YrVZGzTGR6uHkZY8hUdynxuyiWbnVhIlH77EGn6+TlGJFMTBrZnwVTxvPYD0azYMr4nN4agzDALV/U1RNQcv0x5et/zVQLffq85WnbT50wNLebbfZs+OY3bVdt2KUHZ39rKu/2P8BKv+u1B40222Xysdq5Gn58xP6dXAkkiUuuN15QfLPJ19HOx++V4CWOm1p3KdJuXHNXbG2N0qU2ZJuOmek6+eFyg/wzbPyMCxWKCn9AyefHlM8Nkk8t9G71YYb3Ty9T3MGSJZbY//vftqtX3nEvE5v3YkukvdOxnIJl2R52dtkvifbmeq6SvwcEyjeb6hcvVVaP13WXnIQ9lxHApU5zLBS/HlKFosJfYpLT9dZu3gEYxwqQ+fyYcr1BnMR1cOMuRNo7+/KjMZN+065fb/ntX3SYgG3qVOtfbS0NLRHabn4l7Vj5jkzNdWRttnOV+r3zxw0JXIlfv4TOy7pLqde1NRrjR4cPKUl+fCkpl4cU6MjdkpKarpegNg19Qq4AABQcSURBVCzcfmLp6tinjhZN5MSDFSStDwsSkp1uj0gErrwSfuEwBcOJJ8K990KvXlmPldhnttK7bpfltftefY0A0snFUeqy0kGikFHE+VBOee6Vgo7c9Rm7dL0EbVHDZTNL52JwSrVLYESYd/4Yhsx5Cg45134nBx0EzzxDc//B1s1c2xVsbmy7nngueeOZxhoU0ku3+15dOGxbjrlaRWnSyP4M7bsrTas2MXJgT4b06e7q/supR1zpqPCXiGwldcMh6chuKEWvKLHvV/+xnprQzoyYw1Yu4cGZ0+h6o02GS20tzJsHX/86EH+DufkVq13tUYwxdK2tSRPzVN+8U3A5F592oRkUfpVjLqdeblAC3Yr3qPCXiGy56NGYYemazZx035slufESN3lYhN6frOKp2Tcz/JN/2m98991w3nmdKmA6TQqSCOQ6BUntHoAmZlVarM+hIFahGRTZvmfnUrJy2YVh/XYtSLTLSUjLcRCSUjgq/CXCLl0vQW1YuOZYa1ahUtx4zS0Rpj/+JjfPu4vj3nvdfqMLLoCbb4au9j3pbG8wTu4XuwegdS5MRw2WbO0uNIMi1+/NblrDpc8spi1+jWpC8PPJI/MS7XIT0kqdy1axxzPhF5EHgYnAemPM8Piy3YCnsSZN+giYbIzZ6JUNQSPVt56c1bN643bCYj8IybUbr70dfvpTGq+9FrtQ+Sejv0btY4+w25DBWXeV7Q3Gyf2S2vOOtEcJhaRTjCGXdhfqL872veaWCJfPXNIh+gDtMbhs5mJH0bZz55SbkJbjICSlcLzs8f8WuAt4JGnZFcDLxpibROSK+N9TPLQhcCQLT3Lw7PdLP04rjbC9rd2dG2/GDDjpJNtVa7v35uxvXc0/B+7PginjMZBTBcVUAbfz8efSY+8YfJWEn4KzeuN2wqH0iUbCYi/aTu6cchPSchyEpBSOZ8JvjHlDRAanLD4OGBf//DDwGlUm/HY0t0S4fu6ytOWSx6xSaSxaBJMmwbp1tqv/ess9fPfzQZ1u8vkrNuTlk051nUDugenkB2CQBGdAr65EberKRE26aGdz5wSpXblQboOQlMIptY+/jzEmoUQfA31KfPxAYrl5QkDnHn9tOE/XwNq1tJ1yKrVv2Pvtt10zjQ+/fz4Dejfw5YZ6FqSMYk3kuefjk051nSR/TnWBOGW4BElwGhvqufWEg7kkxcd/6wkjcgpUJ7tzgtSuXNGUy+rAt+CuMcaIiOPoMRE5BzgHYNCg3CZC8AsnQcs1lW9Ar65ETbq/3HbkbCrbtsGll8Kvfw1Abcrq5w8az3VH/S8TvrK/NXHJQ4s69eYTdtmVPi7GJ53sAmmNxvjakEZe/+BT6mrCRI3JK3e/1CQEO1tWTy7unCC1S1ESlFr4PxGRvsaYdSLSF1jvtKEx5j7gPrBG7pbKwHxx8vHmOznKSaMGdkwuAlZe/60nOLgGjIFf/Qp+/GPb/S3ecz9+dNwUVvXcs2OZ3cQlyb15OxFrjRbmk7ZzgfzpH58C0NZagpm9XKCxoZ6x+++RdZtyc+coCpRe+OcAZwA3xf+fXeLj50228gFOg5HySeVrbol0lExIUBOCMUN6d97wD3+Ao4+2hD+FaEN3zvr2Nby254E5tSuEsGzt54zdf3dgp4gluziisRgLVmzIO/c8W6onQFgksBku+VCO7hxF8awev4g8CbwJfEFEVovIWViC/3UR+RA4Mv53YHGqW59g2drNhGxSMBOVLlOXZ5raMHX7unDY2v6992DoUGvw1FFHpYv+/fdDLMamdZ/y1sBhObdtW1t6zfUxQ3qTnNDSHqOgCU1ymTilrcC3iSDS2FDaSVsUpVg8E35jzCnGmL7GmFpjzABjzAPGmGZjzBHGmP2MMUcaYz7z6vjFkm0GrNlNazj7kUVsS0nBbIvFGDmwZ1GTU/fc/jm3P309Iwb1skT/vfc6f+GSS2DHDushcNZZINLRY09MXFEbFmpCdJq4xCpKtpPUGZBWb9xOXbjzNIuFzCSUsKW+xvnnde2xw1QoFcUndOSuA5kyNsCq4x5p79z7rq+xZgka0qd73pNT3zrpQNZeOIVz/zLD3qCJE+HBB2H33R1tzpZeeeSBffjhY3/r9LBKDuC6mXuesOWJhf/hjpc/IFEAMyxw/TeH853Re+W9T0VR3EGF34FMImj3UOhSE+KKow/o8Mvn5Ps1Bh59FM44g2PtjNh3X3juOasSZo5kSq8c1q8HMeNcc90pWAm5Deqys+WCI/bj1NGDiq57oyiKe2g9/gzMaVrDZTMXE5YQURPj1hNGdNSST63tDtBQH6Y9lp6qmMZf/mL14Dc6VKuYMweOtX0UpJFrymhiu6VrNzN97vKM2UbJ+8xnUFc5VaJUlGpA6/EXgPVIFBDA7PSPJ/eMQ8C2+AOgJZIhVXHlSjjlFHjzTfuD3XYbXHQRhHIPu+SaMpq63dQJQxnev4ejQCfeGvIpNFZOlSgVpdrxLLhb7iREL9IeY1trNC0QOmlkf6ZOGEqrzfD+jlhASwuceaaVkTN4cLron3UWbNliuXwuuSSj6De3RFi8alPH8bMFn1Pbkbzd9HnLc+qV22Ub2QV7c7VFUZRgoD1+B7INx29uiTB93nLao52FX0yM0+c/zYjrj7Lf8Zgx8MQTkMdoZLve9F6N3XIaaVtMlchcg73lVolSUaodFX4Hsoleqtgd+eFC7n92uv3OGhvh+efhsMPytsPJ3fLYmf9FJJpdlIvJ1Ml1ZGq5VaJUlGpHhd+BZNELi9AWtXzjySUO9l73T+6acT2DNn9iv5NHH4XTTivKDqdRsKfev5BE1KFLreWOsRPlYssK5JKdpKULFKW80KyeLDz+1kqmzV1OXVhojxl+eXg/jrrtSnjxRfsv/OQncO211vy0LuCUQZRMXVh44f++lnFy7FJk3GhWj6IEC83qKYCEH58dES58/bf8YNFsuCF9u01HTyJ2zz3sNqiv6zakzVgVjSGm89SN9TXhtElc7PbjtRhrJUpFKQ9U+J0whm13/Zp/3HCR/fphw2DmTDjgAHoWsPt8ese2M1YlCb/60xVFyQcV/lReew2OOQa2b2dgyqp2CfH9E6/j7f1GcesJBzPpgMLy1AvJeQ/qjFWKopQf6uMH+Oc/4cQT4d13bVdf/40f8uDICVY+fpwutSEWTBmft+Da+ewL2Zf60xVFyYaTj796B3Bt3kzk5FMsMR8yJF30zz/fmt3KGMb9ahq71Hd+OUrkqdsNrEr+O5VcB0VlQ0sBK4pSKNXl6olG4cYbrawbIFUy39p7JJdPuoRLv3d4J9eLU3GzpWs2c9J9b3a4XCaPGsCMRaszunA0511RFL+pDlfPjBlw0km2q9Y1NHL2t6eydM8hHcvsXC+PL1zJtOeXUxsWojHD1IlDmT53ecY0SycXzpymNWk+eq1royiK21RnOuesWXDCCbarLjnhKmbt+xXbdanlBmY3rYlXtBTa2mNce+wwhvfrkXV6QaeyBTpdn6IoflLZPv577+389/Tp0N5O85YdzDvgq45fS3a9JJdM2NoapTVqmD5vOd3qwtmnF8zgwlEfvaIoflHZwv/AA3DPPbBpk1UB8+qrIRymsaGeqROGUhcWutWFqQlBbVg6pilMTo9cvXE7JqUCp4kZtrZGO6Y67FYftjs6UycOVWFXFCVwVLarZ+BAOPfctMWzm9Ywfd5y6mpCtEYN044bzlHD9rR1vXSrC3caJQsQiRq61YU7XDav/mM9185Z1mn0bLe6MMP79fCubYqiKAVS2T1+G5JdNy2RKK3tMabPXQ5g63pZu9k+zTKxvLGhnsMP2INoSpA8aoxm6iiKEkiqTvjzz6OXrMsT9XS61IZs3UWKoihBorJdPTbkm0c/rN+u1ISgPekrNSFreTKaqaMoSrlQdT3+QnrnPz5if+rCsEttmPoa4eeTRzrWpddMHUVRgk7V9fgh9955cjE1kRDnjduXU0cPUmFXFKWsqboef4LGhnoG9OraUW8nldQJxCPtMe5+bYUPliqKorhLVfb4wbk0cqLq5ebtrTqBuKIoFUlVCn9zS4TLZy4h0t55AvMtO9qZPm85taEQrdEoKeO2tJiaoigVQdUJf3NLhNv/+AGR9s6ZPeGQMO35ZbRGTcfDoCYE9TUh6sI64YmiKJVDVQn/7KY1HT39VNrajVXWIYmwCL85fRQ9utZqiqaiKBWDL8FdEflIRP4uIk0i4uHUWjtJBGvtRB/g1NEDaE1ZFYka+vXooimaiqJUFH5m9RxujBlpVyvaC+xG7CaorxHGH9CHLrWd13epDXWqv6MoilIJVE06p92IXbCqcl5z7DCGORRU02CuoiiVhl/Cb4A/isg7InKO3QYico6ILBKRRZ9++mnRB0wdsVsbFsICdeEQ0+cuZ8GKDVpvR1GUqsCXqRdFpL8xZo2I7AG8BFxgjHnDafuip15MorklwrK1mzn7kUVE2ne2PTFNIqD1dhRFqQicpl70pcdvjFkT/3898BzwX6U6dmNDPT261lEX7jx5SvLgLA3mKopSyZRc+EWkm4h0T3wGvgEsLaUN+VboVBRFqST86PH3AeaLyGLgbWCeMeb3pTRA6+crilLNlHwAlzHmX8CIUh83Fa2fryhKtVJVI3dTaWyoV8FXFKXqqJo8fkVRFMVChV9RFKXKUOFXFEWpMlT4FUVRqoyqEv7mlgiLV22ynWpRURSlWqiarB6nqRYVRVGqjaro8adOnL6jLcbls5Zoz19RlKqkKoTfrhZ/ojaPoihKtVEVwq+1eRRFUXZSFcKvtXkURVF2UjXBXa3NoyiKYlE1wg9am0dRFAWqxNWjKIqi7ESFX1EUpcpQ4VcURakyVPgVRVGqDBV+RVGUKqOihV+LsimKoqRTsemcWpRNURTFnors8WtRNkVRFGcqUvi1KJuiKIozFSn8WpRNURTFmYoUfi3KpiiK4kzFBne1KJuiKIo9FSv8oEXZFEVR7KhIV4+iKIrijAq/oihKlaHCryiKUmWo8CuKolQZKvyKoihVhhhj/LYhKyLyKbCygK/2Bja4bI6fVFJ7KqktUFntqaS2QGW1J9+27GWM2T11YVkIf6GIyCJjzCi/7XCLSmpPJbUFKqs9ldQWqKz2uNUWdfUoiqJUGSr8iqIoVUalC/99fhvgMpXUnkpqC1RWeyqpLVBZ7XGlLRXt41cURVHSqfQev6IoipKCCr+iKEqVUbHCLyJHicj7IrJCRK7w2558EZGPROTvItIkIoviy3YTkZdE5MP4/738ttMJEXlQRNaLyNKkZbb2i8Wd8Wu1RES+6J/l6Ti05ToRWRO/Pk0ickzSuivjbXlfRP7HH6udEZGBIvKqiCwXkWUi8uP48rK7PhnaUpbXR0S6iMjbIrI43p5p8eV7i8jCuN1Pi0hdfHl9/O8V8fWDczqQMabi/gFh4J/APkAdsBgY6rddebbhI6B3yrJbgCvin68Abvbbzgz2jwW+CCzNZj9wDPAiIMChwEK/7c+hLdcBl9psOzT+e6sH9o7/DsN+tyHFxr7AF+OfuwMfxO0uu+uToS1leX3i57gh/rkWWBg/5zOAk+PL7wHOi3/+X+Ce+OeTgadzOU6l9vj/C1hhjPmXMaYVeAo4zmeb3OA44OH454eBb/poS0aMMW8An6UsdrL/OOARY/EW0FNE+pbG0uw4tMWJ44CnjDERY8y/gRVYv8fAYIxZZ4z5W/zzFuA9oD9leH0ytMWJQF+f+Dluif9ZG/9ngPHAzPjy1GuTuGYzgSNERLIdp1KFvz+wKunv1WT+MQQRA/xRRN4RkXPiy/oYY9bFP38M9PHHtIJxsr9cr9eP4q6PB5PcbmXVlrhr4BCsnmVZX5+UtkCZXh8RCYtIE7AeeAnrrWSTMaY9vkmyzR3tia/fDDRmO0alCn8l8FVjzBeBo4HzRWRs8kpjvduVbS5uudsP/BrYFxgJrANu99ec/BGRBmAWcKEx5vPkdeV2fWzaUrbXxxgTNcaMBAZgvY0c4PYxKlX41wADk/4eEF9WNhhj1sT/Xw88h/UD+CTxih3/f71/FhaEk/1ld72MMZ/Eb9AY8Bt2ugvKoi0iUosllI8bY56NLy7L62PXlnK/PgDGmE3Aq8BhWO61xFS5yTZ3tCe+vgfQnG3flSr8fwX2i0fC67CCHnN8tilnRKSbiHRPfAa+ASzFasMZ8c3OAGb7Y2HBONk/Bzg9nj1yKLA5yeUQSFJ83MdjXR+w2nJyPNtib2A/4O1S25eJuA/4AeA9Y8zPk1aV3fVxaku5Xh8R2V1EesY/dwW+jhW3eBU4Ib5Z6rVJXLMTgFfib2uZ8TuK7dU/rEyED7D8Yz/x2548bd8HK/NgMbAsYT+W7+5l4EPgT8BuftuaoQ1PYr1it2H5JM9ysh8rk+Hu+LX6OzDKb/tzaMujcVuXxG++vknb/yTelveBo/2236Y9X8Vy4ywBmuL/jinH65OhLWV5fYCDgXfjdi8Frokv3wfrAbUCeAaojy/vEv97RXz9PrkcR0s2KIqiVBmV6upRFEVRHFDhVxRFqTJU+BVFUaoMFX5FUZQqQ4VfURSlylDhV5QcEJHGpEqPHydVfjSpFR5F5EIR+bVftipKNlT4FSUHjDHNxpiRxhpKfw/wi/jnc7EGCCZzMlbuv6IEEhV+RSmOmcCEpProg4F+wJ99tElRMqLCryhFYIz5DGvE5NHxRScDM4yOjFQCjAq/ohTPk+x096ibRwk8KvyKUjyzsSbA+CKwizHmHb8NUpRMqPArSpEYa8akV4EH0d6+Ugao8CuKOzwJjECFXykDtDqnoihKlaE9fkVRlCpDhV9RFKXKUOFXFEWpMlT4FUVRqgwVfkVRlCpDhV9RFKXKUOFXFEWpMv4/ISqzUVVippQAAAAASUVORK5CYII=\n", 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\n" }, "metadata": { "needs_background": "light" @@ -2299,7 +3017,7 @@ "base_uri": "https://localhost:8080/" }, "id": "w6fQVQblVmwE", - "outputId": "b0ba9f72-0fe2-418e-edae-65ab903e924a" + "outputId": "d32bcaf1-9fff-405f-d4e1-76907213933f" }, "source": [ "from sklearn.metrics import mean_squared_error\n", @@ -2355,7 +3073,7 @@ "base_uri": "https://localhost:8080/" }, "id": "LFKMaEM3VmwF", - "outputId": "9dc2df7e-6336-4e28-8023-152aecb16c6b" + "outputId": "476eab94-e601-4d60-83b1-9e3c780015c3" }, "source": [ "reg = LinearRegression()\n", @@ -2401,7 +3119,7 @@ "base_uri": "https://localhost:8080/" }, "id": "B11ZECZgVmwF", - "outputId": "55375bd2-1f9c-4209-ba54-ff827e7ca8d1" + "outputId": "8afdbfa0-2ec4-4b36-936f-8a172cd456bf" }, "source": [ "y_pred = reg.predict(X)\n", @@ -2454,7 +3172,7 @@ "base_uri": "https://localhost:8080/" }, "id": "Lylh4nSSVmwF", - "outputId": "8a297398-8a4a-4d19-debe-8d1c9b6cd19e" + "outputId": "1de37287-30b1-4d04-f454-0d9e678c70bc" }, "source": [ "# Многие выбирают k=5 для начала\n", @@ -2504,7 +3222,7 @@ "base_uri": "https://localhost:8080/" }, "id": "nFhCrjINVmwF", - "outputId": "4dd4a7cb-3147-4b32-837b-f58eaa569091" + "outputId": "30b26e4e-0f85-455c-bdfe-c7e33a294ae1" }, "source": [ "# А можно не париться и попросить sklearn всё сделать за нас\n", @@ -2596,7 +3314,7 @@ "base_uri": "https://localhost:8080/" }, "id": "xew32PfVVmwG", - "outputId": "7f0c1b44-856c-4835-f1e9-8557dc92f7b8" + "outputId": "3b17032f-4599-48a7-9510-758de08bc2ba" }, "source": [ "# L1\n", @@ -2646,7 +3364,7 @@ "base_uri": "https://localhost:8080/" }, "id": "vmFKgoEPVmwH", - "outputId": "07f34403-07c7-4fe3-e927-a61a260c282e" + "outputId": "7de45361-3342-429c-9076-fc558fc2bad0" }, "source": [ "# L2\n", @@ -2675,7 +3393,7 @@ "Коэффициент для Radio = 0.18852509681078544\n", "Коэффициент для Newspaper = -0.0010362939589070004\n", "\n", - "Результат=3.072932673298496\n" + "Результат=3.0729326732984967\n" ] } ] @@ -2687,7 +3405,7 @@ "base_uri": "https://localhost:8080/" }, "id": "8y3vF6B9A2Ee", - "outputId": "b92b1653-09c0-4bb9-c5e7-343be77a6583" + "outputId": "8380d3fa-0179-4f24-acd3-5d2de6f2ea87" }, "source": [ "reg.coef_" @@ -2702,7 +3420,7 @@ ] }, "metadata": {}, - "execution_count": 50 + "execution_count": 59 } ] }, @@ -2740,7 +3458,7 @@ "base_uri": "https://localhost:8080/" }, "id": "eFJA8QY_VmwH", - "outputId": "30267b42-7881-4008-8be7-eb48ed74883a" + "outputId": "4db62517-d3f1-4671-bb4e-2ccb7e37d554" }, "source": [ "lambdas = np.arange(0.1, 3.0, 0.2)\n", @@ -2753,13 +3471,10 @@ "\n", "# Проходим по всем лямбдам и записываем ошибки на обучающей выборке\n", "for val in lambdas:\n", - " reg = Lasso(alpha=val).fit(X, y)\n", - " y_pred = reg.predict(X)\n", + " reg = Lasso(alpha=val)\n", " # Сохраняем ошибку на обучающей выборке\n", - " lambda_errors.append((val, mean_squared_error(y_pred, y)))\n", - " print(((val, mean_squared_error(y_pred, y))))\n", - " \n", - "\n", + " lambda_errors.append((val, -np.mean(cross_val_score(reg, X, y, cv=5, scoring='neg_mean_squared_error')))) \n", + " print(lambda_errors[-1])\n", "min_val, min_train_error = min(lambda_errors, key=lambda x: x[1])\n", "\n", "# Вычислим ошибку на кросс-валидации\n", @@ -2778,24 +3493,24 @@ "text": [ "Все лямбды:\n", "[0.1 0.3 0.5 0.7 0.9 1.1 1.3 1.5 1.7 1.9 2.1 2.3 2.5 2.7 2.9]\n", - "(0.1, 2.7842286851696865)\n", - "(0.30000000000000004, 2.784985993046452)\n", - "(0.5000000000000001, 2.7857256993570276)\n", - "(0.7000000000000001, 2.7868352725638887)\n", - "(0.9000000000000001, 2.7883147049707757)\n", - "(1.1000000000000003, 2.7901639965776877)\n", - "(1.3000000000000003, 2.7923831473846246)\n", - "(1.5000000000000004, 2.7949721573915873)\n", - "(1.7000000000000004, 2.7979310265985737)\n", - "(1.9000000000000004, 2.801259755005587)\n", - "(2.1000000000000005, 2.804958342612624)\n", - "(2.3000000000000007, 2.8090267894196854)\n", - "(2.5000000000000004, 2.813465095426774)\n", - "(2.7000000000000006, 2.8182732606338856)\n", - "(2.900000000000001, 2.8234512850410236)\n", + "(0.1, 3.069021973303407)\n", + "(0.30000000000000004, 3.0616832603399975)\n", + "(0.5000000000000001, 3.054769590087167)\n", + "(0.7000000000000001, 3.0487136047625327)\n", + "(0.9000000000000001, 3.043692387539143)\n", + "(1.1000000000000003, 3.0392688178462084)\n", + "(1.3000000000000003, 3.035442895683729)\n", + "(1.5000000000000004, 3.0325007271616378)\n", + "(1.7000000000000004, 3.03030673111868)\n", + "(1.9000000000000004, 3.028756023227687)\n", + "(2.1000000000000005, 3.0313984713406734)\n", + "(2.3000000000000007, 3.0344600664529815)\n", + "(2.5000000000000004, 3.037944488297413)\n", + "(2.7000000000000006, 3.042610388366665)\n", + "(2.900000000000001, 3.0476625585776262)\n", "\n", "Оптимальная lambda:\n", - "Lambda=0.10, результат=3.07\n" + "Lambda=1.90, результат=3.03\n" ] } ] @@ -2806,7 +3521,7 @@ "id": "yOR9cl4RVmwH" }, "source": [ - "А теперь сделайте так, чтобы сохранялась ошибка не на обучающей выборке, а на кросс-валдиации (cross_val_score) и минимум выбирался из неё. " + "А теперь сделайте так, чтобы сохранялась ошибка не на обучающей выборке, а на кросс-валдиации (cross_val_score) и минимум выбирался из неё. ✅" ] }, { @@ -2820,34 +3535,172 @@ }, { "cell_type": "code", - "metadata": { - "id": "aSzBAhmHVmwH" - }, "source": [ - "### ваш код здесь" + "plt.plot(np.asarray(lambda_errors)[:, 0], np.asarray(lambda_errors)[:, 1])" ], - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "VguYoDc-VmwH" - }, - "source": [ - "**(0.5 балла) Обязательное задание 5:** Сделайте то же самое для L2-регуляризации:" - ] - }, - { - "cell_type": "code", "metadata": { - "id": "fbFeQV0FVmwI" + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "id": "RzpQVEl5KO85", + "outputId": "b6c696a1-ecf0-4860-e0f2-2c02d7044361" }, - "source": [ - "### ваш код здесь" + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 61 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Ошибка минимальная при коэффициенте 1.9" + ], + "metadata": { + "id": "vwGAGG8JO2cR" + } + }, + { + "cell_type": "markdown", + "metadata": { + "id": "VguYoDc-VmwH" + }, + "source": [ + "**(0.5 балла) Обязательное задание 5:** Сделайте то же самое для L2-регуляризации:" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "fbFeQV0FVmwI", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "fe5dcdc1-a47d-4088-d3bb-3d6c8918863d" + }, + "source": [ + "lambdas = np.arange(0.1, 3.0, 0.2)\n", + "# Выведем доступные lambda\n", + "print(\"Все лямбды:\")\n", + "print(lambdas)\n", + "\n", + "# Лямбды и их ошибки на обучающей выборке\n", + "lambda_errors = []\n", + "\n", + "# Проходим по всем лямбдам и записываем ошибки на обучающей выборке\n", + "for val in lambdas:\n", + " reg = Ridge(alpha=val)\n", + " # Сохраняем ошибку на обучающей выборке\n", + " lambda_errors.append((val, -np.mean(cross_val_score(reg, X, y, cv=5, scoring='neg_mean_squared_error')))) \n", + " print(lambda_errors[-1])\n", + "min_val, min_train_error = min(lambda_errors, key=lambda x: x[1])\n", + "\n", + "# Вычислим ошибку на кросс-валидации\n", + "# Лучшая модель\n", + "best_reg = Ridge(alpha=min_val)\n", + "cv_error = -np.mean(cross_val_score(best_reg, X, y, cv=5, scoring='neg_mean_squared_error'))\n", + "\n", + "print(\"\\nОптимальная lambda:\")\n", + "print(\"Lambda={:.2f}, результат={:.2f}\".format(min_val, cv_error))" ], "execution_count": null, - "outputs": [] + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Все лямбды:\n", + "[0.1 0.3 0.5 0.7 0.9 1.1 1.3 1.5 1.7 1.9 2.1 2.3 2.5 2.7 2.9]\n", + "(0.1, 3.0729452039570098)\n", + "(0.30000000000000004, 3.0729424181793177)\n", + "(0.5000000000000001, 3.0729396330798853)\n", + "(0.7000000000000001, 3.0729368486586823)\n", + "(0.9000000000000001, 3.0729340649156804)\n", + "(1.1000000000000003, 3.072931281850854)\n", + "(1.3000000000000003, 3.0729284994641723)\n", + "(1.5000000000000004, 3.072925717755608)\n", + "(1.7000000000000004, 3.072922936725133)\n", + "(1.9000000000000004, 3.072920156372721)\n", + "(2.1000000000000005, 3.072917376698343)\n", + "(2.3000000000000007, 3.0729145977019696)\n", + "(2.5000000000000004, 3.0729118193835756)\n", + "(2.7000000000000006, 3.07290904174313)\n", + "(2.900000000000001, 3.0729062647806082)\n", + "\n", + "Оптимальная lambda:\n", + "Lambda=2.90, результат=3.07\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.plot(np.asarray(lambda_errors)[:, 0], np.asarray(lambda_errors)[:, 1])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 293 + }, + "id": "QR8cSHiEPGkw", + "outputId": "d1acaca4-65fd-4c66-8dd9-fa0d33bd93f6" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 63 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Как видим, в Ридж-регрессии лямбды практически не влияют на точность модели" + ], + "metadata": { + "id": "pQHG5PX_Ps_Z" + } }, { "cell_type": "markdown", @@ -2855,7 +3708,8 @@ "id": "r-OvJYhIVmwI" }, "source": [ - "Если всё было правильно, то данные манипуляции помогут немного улучшить качество вашей модели. Это поднимет вас на несколько мест в соревнованиях, или вашему работодателю даст побольше прибыли." + "Если всё было правильно, то данные манипуляции помогут немного улучшить качество вашей модели. Это поднимет вас на несколько мест в соревнованиях, или вашему работодателю даст побольше прибыли.\n", + "![Ыещтлы.png](data:image/png;base64,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] }, { @@ -2905,7 +3759,7 @@ "colab": { "base_uri": "https://localhost:8080/" }, - "outputId": "356f0101-177f-4e51-cd90-eb0ca4641ef9" + "outputId": "6269902f-30dd-4c4d-d7b2-024a4f656e5d" }, "source": [ "# https://drive.google.com/file/d/1dXl0DeoYG1mkXya6mDpaY0NhbcbI17Nu/view?usp=sharing\n", @@ -2917,10 +3771,12 @@ "output_type": "stream", "name": "stdout", "text": [ + "/usr/local/lib/python3.7/dist-packages/gdown/cli.py:131: FutureWarning: Option `--id` was deprecated in version 4.3.1 and will be removed in 5.0. You don't need to pass it anymore to use a file ID.\n", + " category=FutureWarning,\n", "Downloading...\n", "From: https://drive.google.com/uc?id=1dXl0DeoYG1mkXya6mDpaY0NhbcbI17Nu\n", "To: /content/diabetes.data.csv\n", - "\r 0% 0.00/18.5k [00:00\n", + "\n", + "
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count442.000000442.000000442.000000442.000000442.000000442.000000442.000000442.000000442.000000442.000000442.000000
mean48.5181000.46832626.37579294.647014189.140271115.43914049.7884624.0702494.64141191.260181152.133484
std13.1090280.4995614.41812213.83128334.60805230.41308112.9342021.2904500.52239111.49633577.093005
min19.0000000.00000018.00000062.00000097.00000041.60000022.0000002.0000003.25810058.00000025.000000
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50%50.0000000.00000025.70000093.000000186.000000113.00000048.0000004.0000004.62005091.000000140.500000
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+ }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Какая-то зависимость прослеживается на 3 и 5 графиках" + ], + "metadata": { + "id": "0CtwRXHOVhr9" + } + }, + { + "cell_type": "code", + "source": [ + "# Без регуляризации, без стандартизации\n", + "np.mean(-cross_val_score(LinearRegression(), X, y, scoring='neg_mean_squared_error'))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "zUN-qAnwVs7q", + "outputId": "cb159aed-48d5-4afb-ce4e-096283116bb5" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "2993.081310469331" + ] + }, + "metadata": {}, + "execution_count": 73 + } + ] + }, + { + "cell_type": "code", + "source": [ + "# нормализуем данные\n", + "from sklearn.preprocessing import StandardScaler\n", + "scaler = StandardScaler()\n", + "scaler.fit(X.drop('SEX', axis=1))\n", + "X_scaled = pd.DataFrame(scaler.transform(X.drop('SEX', axis=1)))\n", + "X_scaled.insert(1, 'SEX', X.SEX)" + ], + "metadata": { + "id": "ZiCeZt5ZXZaJ" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "X_scaled" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 423 + }, + "id": "G2frXBS4YHUX", + "outputId": "b53e9891-dabb-4e36-814f-72e92d2f235b" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " 0 SEX 1 2 3 4 5 \\\n", + "0 0.800500 1 1.297088 0.459841 -0.929746 -0.732065 -0.912451 \n", + "1 -0.039567 0 -1.082180 -0.553505 -0.177624 -0.402886 1.564414 \n", + "2 1.793307 1 0.934533 -0.119214 -0.958674 -0.718897 -0.680245 \n", + "3 -1.872441 0 -0.243771 -0.770650 0.256292 0.525397 -0.757647 \n", + "4 0.113172 0 -0.764944 0.459841 0.082726 0.327890 0.171178 \n", + ".. ... ... ... ... ... ... ... \n", + "437 0.876870 1 0.413360 1.256040 -0.119769 -0.053957 -0.602843 \n", + "438 -0.115937 1 -0.334410 -1.422086 1.037341 1.664355 -0.602843 \n", + "439 0.876870 1 -0.334410 0.363573 -0.785107 -0.290965 -0.525441 \n", + "440 -0.956004 0 0.821235 0.025550 0.343075 0.321306 -0.602843 \n", + "441 -0.956004 0 -1.535374 -1.711613 1.760535 0.584649 3.654268 \n", + "\n", + " 6 7 8 \n", + "0 -0.054499 0.418531 -0.370989 \n", + "1 -0.830301 -1.436589 -1.938479 \n", + "2 -0.054499 0.060156 -0.545154 \n", + "3 0.721302 0.476983 -0.196823 \n", + "4 -0.054499 -0.672502 -0.980568 \n", + ".. ... ... ... \n", + "437 -0.054499 0.655787 0.151508 \n", + "438 0.721302 -0.380819 0.935254 \n", + "439 -0.232934 -0.985649 0.325674 \n", + "440 0.558384 0.936163 -0.545154 \n", + "441 -0.830301 -0.088752 0.064426 \n", + "\n", + "[442 rows x 10 columns]" + ], + "text/html": [ + "\n", + "
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0SEX12345678
00.80050011.2970880.459841-0.929746-0.732065-0.912451-0.0544990.418531-0.370989
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Поэтому попробуем избавиться от них" + ], + "metadata": { + "id": "OITvvzWbDD2V" + } + }, + { + "cell_type": "code", + "source": [ + "new_x = X_scaled.drop([0, 5, 8], axis=1)\n", + "np.mean(-cross_val_score(LinearRegression(), new_x, y, scoring='neg_mean_squared_error'))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "rZHCw_OaDT8b", + "outputId": "49f93dc4-e242-4e91-d138-5b3e73b45c92" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "2944.899109086119" + ] + }, + "metadata": {}, + "execution_count": 116 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Путём перебора найденны столбцы 0, 5, 8 которые могут быть выкинуты" + ], + "metadata": { + "id": "MTHrntTZFI0t" + } + }, + { + "cell_type": "code", + "source": [ + "np.mean(-cross_val_score(Ridge(), new_x, y, scoring='neg_mean_squared_error'))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "yqF6JJdTF3Gb", + "outputId": "0f8b5313-cc8a-4f38-d240-b5f1f67704e8" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "2944.507273573256" + ] + }, + "metadata": {}, + "execution_count": 123 + } + ] + }, + { + "cell_type": "code", + "source": [ + "lambdas = np.arange(0.2, 3.0, 0.2)\n", + "# Выведем доступные lambda\n", + "print(\"Все лямбды:\")\n", + "print(lambdas)\n", + "\n", + "# Лямбды и их ошибки на обучающей выборке\n", + "lambda_errors = []\n", + "\n", + "# Проходим по всем лямбдам и записываем ошибки на обучающей выборке\n", + "for val in lambdas:\n", + " reg = Ridge(alpha=val)\n", + " # Сохраняем ошибку на обучающей выборке\n", + " lambda_errors.append((val, -np.mean(cross_val_score(reg, new_x, y, cv=5, scoring='neg_mean_squared_error')))) \n", + " print(lambda_errors[-1])\n", + "min_val, min_train_error = min(lambda_errors, key=lambda x: x[1])\n", + "\n", + "# Вычислим ошибку на кросс-валидации\n", + "# Лучшая модель\n", + "best_reg = Ridge(alpha=min_val)\n", + "cv_error = -np.mean(cross_val_score(best_reg, new_x, y, cv=5, scoring='neg_mean_squared_error'))\n", + "\n", + "print(\"\\nОптимальная lambda:\")\n", + "print(\"Lambda={:.2f}, результат={:.2f}\".format(min_val, cv_error))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "cKcTEeqzGFb0", + "outputId": "f1c60ca5-d259-48f0-f144-b1ca651b2b4d" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Все лямбды:\n", + "[0.2 0.4 0.6 0.8 1. 1.2 1.4 1.6 1.8 2. 2.2 2.4 2.6 2.8]\n", + "(0.2, 2944.755514518805)\n", + "(0.4, 2944.6480713491287)\n", + "(0.6000000000000001, 2944.5730363167722)\n", + "(0.8, 2944.52708791856)\n", + "(1.0, 2944.507273573256)\n", + "(1.2, 2944.510964155989)\n", + "(1.4000000000000001, 2944.5358147653487)\n", + "(1.6, 2944.5797307785533)\n", + "(1.8, 2944.6408384070555)\n", + "(2.0, 2944.717459093575)\n", + "(2.2, 2944.808087197278)\n", + "(2.4000000000000004, 2944.911370501178)\n", + "(2.6000000000000005, 2945.026093148134)\n", + "(2.8000000000000003, 2945.151160671935)\n", + "\n", + "Оптимальная lambda:\n", + "Lambda=1.00, результат=2944.51\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Подбор лямбд показал, что наименьшая ошибка при λ=1.0 " + ], + "metadata": { + "id": "pLwQpcLJHyjW" + } + }, + { + "cell_type": "code", + "source": [ + "new_x2 = new_x.drop(3, axis=1)" + ], + "metadata": { + "id": "V4COvbzoID4c" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "new_x2[4] *= new_x[3]" + ], + "metadata": { + "id": "5wW5CaZhI9sS" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "np.mean(-cross_val_score(Ridge(), new_x2, y, scoring='neg_mean_squared_error'))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "_oKQKbRGJJPd", + "outputId": "70040809-4bab-4818-c990-f565f3783d26" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "3110.959836165467" + ] + }, + "metadata": {}, + "execution_count": 143 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Перемножение признаков не дало положительного результата" + ], + "metadata": { + "id": "CXJxOXGKJdZt" + } + }, + { + "cell_type": "code", + "source": [ + "# Лучшая модель\n", + "np.mean(-cross_val_score(Ridge(), new_x, y, scoring='neg_mean_squared_error'))" + ], + "metadata": { + "id": "kmeyWNxSJoEw", + "outputId": "ed70d136-b977-4439-a814-9a5a01592b6e", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "2944.507273573256" + ] + }, + "metadata": {}, + "execution_count": 144 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "SIcHELOLiX-7" + }, + "source": [ + "# pip install drawdata" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "C40Z75UIZXHR" + }, + "source": [ + "# from drawdata import draw_scatter\n", + "# draw_scatter()" ], "execution_count": null, "outputs": [] diff --git a/06. Overfittng problem/dop_CV.ipynb b/06. Overfittng problem/dop_CV.ipynb deleted file mode 100644 index d4b79e7b..00000000 --- a/06. Overfittng problem/dop_CV.ipynb +++ /dev/null @@ -1,87 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "bf9fbb36", - "metadata": {}, - "source": [ - "# Разъяснения по CrossValidation" - ] - }, - { - "cell_type": "markdown", - "id": "1865f452", - "metadata": {}, - "source": [ - "Как организовать выборки для кроссвалидации:\n", - "__1)__ Выбираем количество фолдов. Чем меньше выборка - тем больше фолдов. \\\n", - "__2)__ Бъём на фолды. Получаем следующее: \n", - "\n", - "![CV](https://www.machinelearningmastery.ru/img/0-752547-79267.png)\n", - "

\n", - "\n", - "__3)__ Итеративно обучаемся на зеленом и тестируемся на красном" - ] - }, - { - "cell_type": "markdown", - "id": "8d7fec43", - "metadata": {}, - "source": [ - "### Что нам это даёт?" - ] - }, - { - "cell_type": "markdown", - "id": "ebeeadbd", - "metadata": {}, - "source": [ - "Основная цель, которую мы приследуем - подбор оптимальных гиперпараметров. \\\n", - "Представим, что мы выбрали некоторую модель, для определенности полиномиальная регрессия. Мы выбрали гиперпараметры степень многочлена и learning rate градиентного спуска. Обучились без кроссвалидации, сделали предсказания и получили ошибку $\\xi_0$. Если отнестись к ошибке, как к случайной величине, то можно сделать вывод, что она непрерывная, тогда какова вероятность получить такую ошибку? \\\n", - "Пусть данная случайная величина имеет плотность распределения $f_{\\xi}(x)$. Тогда: $\\mathbb{P}(error=\\xi_0) = \\mathbb{P}(\\xi_0 \\leq error \\leq \\xi_0) = \\int\\limits_{\\xi_0}^{\\xi_0}f_{\\xi}(x)dx = 0$ \\\n", - "То есть наша точечная оценка ошибки $\\xi_0$, можно считать, не является информативной. Кроссвалидация помогает исправить данную проблему. \\\n", - "Мы фиксируем гиперпараметры и __при фиксированных гиперпараметрах__ итеративно обучаем на \"зеленом\" и тестируем на \"красном\". Получаем n оценок ошибок __конкретного семейства моделей__ (мы выбрали полиномиальную регрессию) __при фиксированных гиперпараметрах__. Имея целую выборку ошибок, мы уже можем получить более информативные статистики такие, как среднее, медиана, разброс, дисперсия, среднее отклонение от ошибки на тренировочной выборке и так далее (для более опытных в мат. стате можно пробовать строить доверительные интервалы)." - ] - }, - { - "cell_type": "markdown", - "id": "ec9b005b", - "metadata": {}, - "source": [ - "### Какая итоговая модель?" - ] - }, - { - "cell_type": "markdown", - "id": "1b3609f5", - "metadata": {}, - "source": [ - "Тут у вас два варианта. \n", - "\n", - "- После всех кроссвалидаций вы получили оптимальный набор гиперпараметров. Берём данный набор и обучаем на всей выборке. Это и будет итоговая модель\n", - "- Вы нашли оптимальный набор гиперпараметров и при этом наборе оптимальных параметров, блягодаря кроссвалидации, вы получили n моделей, можно сделать из них ансамбль, например, усреднить их предсказания - это и будет итоговой моделью" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.7" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/06. Overfittng problem/media/ml_methods.pdf b/06. Overfittng problem/media/ml_methods.pdf new file mode 100644 index 00000000..74f09a44 Binary files /dev/null and b/06. Overfittng problem/media/ml_methods.pdf differ diff --git a/06. Overfittng problem/tinkoff_generation_3_linear_regression_hw-9f3d5f4b-f3e0-46c2-97de-ea807033b9a1.ipynb b/06. Overfittng problem/tinkoff_generation_3_linear_regression_hw-9f3d5f4b-f3e0-46c2-97de-ea807033b9a1.ipynb deleted file mode 100644 index 6c9b7522..00000000 --- a/06. Overfittng problem/tinkoff_generation_3_linear_regression_hw-9f3d5f4b-f3e0-46c2-97de-ea807033b9a1.ipynb +++ /dev/null @@ -1,436 +0,0 @@ -{ - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { - "colab": { - "name": "Tinkoff_Generation_3_linear_regression_HW", - "provenance": [], - "collapsed_sections": [] - }, - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.3" - } - }, - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "id": "ymo3txVFu5qB" - }, - "source": [ - "### (0 баллов) Считываем данные" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "Yb2QHE2Su5qE" - }, - "source": [ - "import numpy as np\n", - "import pandas as pd\n", - "from matplotlib import pyplot as plt\n", - "%matplotlib inline" - ], - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "metadata": { - "id": "FMxbEARwu5qN", - "scrolled": true, - "outputId": "5a47a944-b871-48e7-beda-ea4a7a371c77" - }, - "source": [ - "from sklearn.datasets import load_boston\n", - "\n", - "dataset = load_boston()\n", - "dataset.keys()" - ], - "execution_count": null, - "outputs": [ - { - "data": { - "text/plain": [ - "dict_keys(['data', 'target', 'feature_names', 'DESCR', 'filename'])" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "TsknjFrGu5qd" - }, - "source": [ - "Каждая квартира имеет 13 признаков:" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "7MxiIMnqu5qg", - "outputId": "e30a18d0-eff2-4f12-ae4f-1ace9dac6faf" - }, - "source": [ - "X = dataset['data']\n", - "X[:10]" - ], - "execution_count": null, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[6.3200e-03, 1.8000e+01, 2.3100e+00, 0.0000e+00, 5.3800e-01,\n", - " 6.5750e+00, 6.5200e+01, 4.0900e+00, 1.0000e+00, 2.9600e+02,\n", - " 1.5300e+01, 3.9690e+02, 4.9800e+00],\n", - " [2.7310e-02, 0.0000e+00, 7.0700e+00, 0.0000e+00, 4.6900e-01,\n", - " 6.4210e+00, 7.8900e+01, 4.9671e+00, 2.0000e+00, 2.4200e+02,\n", - " 1.7800e+01, 3.9690e+02, 9.1400e+00],\n", - " [2.7290e-02, 0.0000e+00, 7.0700e+00, 0.0000e+00, 4.6900e-01,\n", - " 7.1850e+00, 6.1100e+01, 4.9671e+00, 2.0000e+00, 2.4200e+02,\n", - " 1.7800e+01, 3.9283e+02, 4.0300e+00],\n", - " [3.2370e-02, 0.0000e+00, 2.1800e+00, 0.0000e+00, 4.5800e-01,\n", - " 6.9980e+00, 4.5800e+01, 6.0622e+00, 3.0000e+00, 2.2200e+02,\n", - " 1.8700e+01, 3.9463e+02, 2.9400e+00],\n", - " [6.9050e-02, 0.0000e+00, 2.1800e+00, 0.0000e+00, 4.5800e-01,\n", - " 7.1470e+00, 5.4200e+01, 6.0622e+00, 3.0000e+00, 2.2200e+02,\n", - " 1.8700e+01, 3.9690e+02, 5.3300e+00],\n", - " [2.9850e-02, 0.0000e+00, 2.1800e+00, 0.0000e+00, 4.5800e-01,\n", - " 6.4300e+00, 5.8700e+01, 6.0622e+00, 3.0000e+00, 2.2200e+02,\n", - " 1.8700e+01, 3.9412e+02, 5.2100e+00],\n", - " [8.8290e-02, 1.2500e+01, 7.8700e+00, 0.0000e+00, 5.2400e-01,\n", - " 6.0120e+00, 6.6600e+01, 5.5605e+00, 5.0000e+00, 3.1100e+02,\n", - " 1.5200e+01, 3.9560e+02, 1.2430e+01],\n", - " [1.4455e-01, 1.2500e+01, 7.8700e+00, 0.0000e+00, 5.2400e-01,\n", - " 6.1720e+00, 9.6100e+01, 5.9505e+00, 5.0000e+00, 3.1100e+02,\n", - " 1.5200e+01, 3.9690e+02, 1.9150e+01],\n", - " [2.1124e-01, 1.2500e+01, 7.8700e+00, 0.0000e+00, 5.2400e-01,\n", - " 5.6310e+00, 1.0000e+02, 6.0821e+00, 5.0000e+00, 3.1100e+02,\n", - " 1.5200e+01, 3.8663e+02, 2.9930e+01],\n", - " [1.7004e-01, 1.2500e+01, 7.8700e+00, 0.0000e+00, 5.2400e-01,\n", - " 6.0040e+00, 8.5900e+01, 6.5921e+00, 5.0000e+00, 3.1100e+02,\n", - " 1.5200e+01, 3.8671e+02, 1.7100e+01]])" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "75Jufw6Ru5qn", - "outputId": "65d010cc-56c8-4328-a83e-d7f7208abf64" - }, - "source": [ - "dataset['feature_names']" - ], - "execution_count": null, - "outputs": [ - { - "data": { - "text/plain": [ - "array(['CRIM', 'ZN', 'INDUS', 'CHAS', 'NOX', 'RM', 'AGE', 'DIS', 'RAD',\n", - " 'TAX', 'PTRATIO', 'B', 'LSTAT'], dtype=']" + ] + }, + "metadata": {}, + "execution_count": 40 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "EXvkpimau5rn" + }, + "source": [ + "Помогает ли регуляризация? Какой коэффициент регуляризации надо выбрать, чтобы ошибка была минимальной? Чему при этом равна ошибка? Напишите выводы о проведенных экспериментах" + ] + }, + { + "cell_type": "code", + "source": [ + "np.mean(-cross_val_score(Ridge(), X, y, cv=5, scoring='neg_mean_squared_error'))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "1QwOOL_XT9Y1", + "outputId": "e34b084c-f0f1-4856-e740-7549beb4c28a" + }, + "execution_count": 41, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "35.266731097496645" + ] + }, + "metadata": {}, + "execution_count": 41 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "EkiNXk1Qu5rp", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "21fce25f-05cf-420a-ca5b-1e678c9450fc" + }, + "source": [ + "np.mean(-cross_val_score(LinearRegression(), X, y, cv=5, scoring='neg_mean_squared_error'))" + ], + "execution_count": 38, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "37.131807467699055" + ] + }, + "metadata": {}, + "execution_count": 38 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Видим, что полученный при обычной регрессии результат хуже, чем при регуляризации, что говорит о том, что регуляризация помогает улучшить результаты." + ], + "metadata": { + "id": "A4R5kzTESKrH" + } + }, + { + "cell_type": "markdown", + "source": [ + "Путём перебора параметров найдена оптимальная λ=150. Также это видно по графику. При ней результат $MSE=29.75$ Этот результат хуже, чем если бы мы просто обучили модель без кроссвалидации. Это означает, что наши данные хорошо разделились при первом обучении модели." + ], + "metadata": { + "id": "LDAclC32RJ-9" + } + } + ] +} \ No newline at end of file diff --git "a/06. Overfittng problem/\320\227\320\260\320\274\320\265\321\202\320\272\320\260 30 \320\274\320\260\321\200\321\202\320\260 2022\302\240\320\263..pdf" "b/06. Overfittng problem/\320\227\320\260\320\274\320\265\321\202\320\272\320\260 30 \320\274\320\260\321\200\321\202\320\260 2022\302\240\320\263..pdf" deleted file mode 100644 index 332c9330..00000000 Binary files "a/06. Overfittng problem/\320\227\320\260\320\274\320\265\321\202\320\272\320\260 30 \320\274\320\260\321\200\321\202\320\260 2022\302\240\320\263..pdf" and /dev/null differ diff --git "a/06. 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Classification Task/Classification_ipynb_.ipynb new file mode 100644 index 00000000..f08e285f --- /dev/null +++ b/07. Classification Task/Classification_ipynb_.ipynb @@ -0,0 +1,4188 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "NURybycAf7fB" + }, + "source": [ + "# Домашнее задание\n", + "\n", + "Всего у вас 2 домашних задания:\n", + "\n", + "### 1) Бинарная классификация на примере детекции фрода на кредитных картах (6 баллов)\n", + "(в этом файле)\n", + "\n", + "### 2) Небинарная классификация на вашем датасете (6 баллов)\n", + "(тоже в этом файле)\n", + "\n", + "# 1 - Бинарная классификация на примере детекции фрода на кредитных картах (суммарно 6 баллов)\n", + "У вас есть информация о множесте транзакций. Вам нужно научиться предсказывать, какие из них мошеннические, а какие нет." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "LUErh7_Ugn1C", + "outputId": "7b9101fd-67ff-4cb5-e79e-4802c95753f0" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Mounted at /content/drive\n" + ] + } + ], + "source": [ + "from google.colab import drive\n", + "drive.mount('/content/drive')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "tSFYhkGbf7fD" + }, + "source": [ + "### (1 балл) Считайте данные\n", + "Сами считайте и предобработайте, если надо, данные из файла creditcard.csv" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "id": "5o745Yhkf7fE" + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "data = pd.read_csv('/content/drive/MyDrive/Colab Notebooks/Тинькофф ML/creditcard.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 299 + }, + "id": "G_MpwCJYf7fG", + "outputId": "ce79756d-aa1c-4992-af5d-a3418dae4d24" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Time V1 V2 V3 V4 V5 V6 V7 \\\n", + "0 0.0 -1.359807 -0.072781 2.536347 1.378155 -0.338321 0.462388 0.239599 \n", + "1 0.0 1.191857 0.266151 0.166480 0.448154 0.060018 -0.082361 -0.078803 \n", + "2 1.0 -1.358354 -1.340163 1.773209 0.379780 -0.503198 1.800499 0.791461 \n", + "3 1.0 -0.966272 -0.185226 1.792993 -0.863291 -0.010309 1.247203 0.237609 \n", + "4 2.0 -1.158233 0.877737 1.548718 0.403034 -0.407193 0.095921 0.592941 \n", + "\n", + " V8 V9 ... 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8 rows × 31 columns

\n", + "
\n", + " \n", + " \n", + " \n", + "\n", + " \n", + "
\n", + "
\n", + " " + ] + }, + "metadata": {}, + "execution_count": 13 + } + ], + "source": [ + "data.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "id": "hyyc6SpBxCiU" + }, + "outputs": [], + "source": [ + "from sklearn.preprocessing import StandardScaler\n", + "\n", + "scaler = StandardScaler()\n", + "scaler.fit(data.drop('Class', axis=1))\n", + "X_scaled = scaler.transform(data.drop('Class', axis=1))\n", + "y_scaled = data.Class" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "IGs3kYJ_sDwm", + "outputId": "b452c769-1b55-4bc1-8ce1-05df128caae0" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0 284315\n", + "1 492\n", + "Name: Class, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 15 + } + ], + "source": [ + "y_scaled.value_counts()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "gjin3XQqsKE9" + }, + "source": [ + "Видим, что классы крайне не сбалансированы. Попробуем нагенерировать новые данные для наименьшего класса, а больший класс немного почистить" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "EY5oJl8asb-K", + "outputId": "81174057-7855-4c38-c4ae-b23dba46f123" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.7/dist-packages/imblearn/utils/_validation.py:591: FutureWarning: Pass sampling_strategy={1: 20000} as keyword args. From version 0.9 passing these as positional arguments will result in an error\n", + " FutureWarning,\n" + ] + } + ], + "source": [ + "from imblearn.over_sampling import SMOTE\n", + "sm = SMOTE({1: 20000})\n", + "X_sm, y_sm = sm.fit_resample(X_scaled, y_scaled)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "id": "TytT8EvGx6zz" + }, + "outputs": [], + "source": [ + "X_sm, y_sm = pd.DataFrame(X_sm).tail(60000), pd.DataFrame(y_sm).tail(60000)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "t0FJkXn9yJFb", + "outputId": "50b38e9d-e5f1-4e9c-eb0a-4f0f7c102803" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Class\n", + "0 40446\n", + "1 19554\n", + "dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 18 + } + ], + "source": [ + "y_sm.value_counts()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "4sTsuRNif7fH" + }, + "source": [ + "### (2 балла) Обучите несколько моделей, посмотрите на метрики.\n", + "Как модели точно возьмите LogisticRegression, KNN и константу, можете придумать еще какие-нибудь.\n", + "\n", + "Как метрики точно возьмите accuracy, precision, recall, f1, roc_auc. Постройте ROC-кривую." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "id": "jGoEmMTMf7fI" + }, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "from sklearn.ensemble import GradientBoostingClassifier\n", + "\n", + "from sklearn.metrics import accuracy_score, precision_recall_fscore_support, roc_auc_score" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "id": "0Qu4R0ypBWgO" + }, + "outputs": [], + "source": [ + "# X_train, X_test, y_train, y_test = train_test_split(X_sm, y_sm)\n", + "X_train, X_test, y_train, y_test = train_test_split(X_scaled, y_scaled)\n", + "# PS: Через SMOTE точность почти везде 99%" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "05v7zT4vyary", + "outputId": "bdc591a8-1498-44d6-ebf8-c80eb195be10" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.7/dist-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, msg_start, len(result))\n" + ] + } + ], + "source": [ + "logreg = LogisticRegression()\n", + "knn = KNeighborsClassifier()\n", + "GBC = GradientBoostingClassifier()\n", + "\n", + "estimators = [logreg, knn, GBC, 'Const']\n", + "acc_scores = []\n", + "roc_auc_scores = []\n", + "prec = []\n", + "\n", + "for estimator in estimators:\n", + " if estimator == 'Const':\n", + " y_pred = np.zeros(len(y_test))\n", + " else:\n", + " estimator.fit(X_train, y_train)\n", + " y_pred = estimator.predict(X_test)\n", + " acc_scores.append(accuracy_score(y_test, y_pred))\n", + " roc_auc_scores.append(roc_auc_score(y_test, y_pred))\n", + " prec.append(precision_recall_fscore_support(y_test, y_pred))\n", + " #scores.append(np.mean(cross_val_score(estimator, X_sm, y_sm, scoring='accuracy', verbose=10, cv=3)))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "1o83phaw4T6D", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "f2dfca4b-772e-43dc-89f9-9b43aaeec894" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "LogisticRegression() \n", + "Accuracy: 0.9992556388865481 \n", + "Roc_auc: 0.85883368231965 \n", + "Precision: [0.99953585 0.80769231] \n", + "Recall: [0.99971865 0.71794872] \n", + "F1_score: [0.99962724 0.760181 ] \n", + "\n", + "KNeighborsClassifier() \n", + "Accuracy: 0.9996348417179293 \n", + "Roc_auc: 0.9059547706519642 \n", + "Precision: [0.99969059 0.95959596] \n", + "Recall: [0.99994373 0.81196581] \n", + "F1_score: [0.99981714 0.87962963] \n", + "\n", + "GradientBoostingClassifier() \n", + "Accuracy: 0.9984550995758547 \n", + "Roc_auc: 0.5683127638814492 \n", + "Precision: [0.998581 0.64 ] \n", + "Recall: [0.99987339 0.13675214] \n", + "F1_score: [0.99922678 0.22535211] \n", + "\n", + "Const \n", + "Accuracy: 0.9983567877306817 \n", + "Roc_auc: 0.5 \n", + "Precision: [0.99835679 0. ] \n", + "Recall: [1. 0.] \n", + "F1_score: [0.99917772 0. ] \n", + "\n" + ] + } + ], + "source": [ + "for i in range(4):\n", + " print(estimators[i], '\\nAccuracy:', acc_scores[i], '\\nRoc_auc:', roc_auc_scores[i], '\\nPrecision:', prec[i][0], '\\nRecall:', prec[i][1], '\\nF1_score:', prec[i][2], '\\n')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "tK2r2QyE0BA8" + }, + "outputs": [], + "source": [ + "logreg.fit(X_train, y_train)\n", + "y_pred = logreg.predict_proba(X_test)[:, 1]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "EV91Hx301Y9c", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "cbdd2e97-c5f1-443e-bb6e-878c908da932" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0.000143 4\n", + "0.000055 4\n", + "0.000400 4\n", + "0.000055 4\n", + "0.000438 3\n", + " ..\n", + "0.000100 1\n", + "0.000100 1\n", + "0.000100 1\n", + "0.000100 1\n", + "1.000000 1\n", + "Length: 71104, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 16 + } + ], + "source": [ + "pd.DataFrame(y_pred).value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "bCkJcmE3yTTL", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 458 + }, + "outputId": "184d4fd9-4d7c-427c-9813-f4a6883851a5" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ], + "source": [ + "from sklearn.metrics import roc_curve\n", + "import matplotlib.pyplot as plt\n", + "\n", + "plt.figure(figsize=(7, 7))\n", + "fpr, tpr, thresholds = roc_curve(y_test, y_pred)\n", + "plt.plot(fpr, tpr, 'b')\n", + "plt.plot([0, 1], [0, 1], 'k--')\n", + "plt.xlabel('False positive')\n", + "plt.ylabel('True positive')\n", + "plt.axis('Equal')\n", + "plt.title('Roc-curve')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "3KlHsBhvf7fK" + }, + "source": [ + "### (1 балл) Выберите одну метрику, которую вы будете максимизировать\n", + "\n", + "Представьте, что вы решаете задачу автоматического поиска мошеннических транзакций, чтобы ваш робот автоматически банил пользователей, который их осуществляют.\n", + "\n", + "Обоснуйте свой выбор." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "SP_mTny7uQz7" + }, + "source": [ + "$precision = tp / (tp + fp)$\n", + "\n", + "$recall = tp / (tp + fn)$\n", + "\n", + "Нам надо максимизировать $tp$ и минимизировать $fp$. Поэтому нам надо минимизировать $precision$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "tZ6mVRUWf7fL" + }, + "source": [ + "### (2 балла) Переберите гиперпараметры разных моделей, попытайтесь добиться лучшего результата по этой метрике\n", + "\n", + "Постройте график для каждого перебора, сделайте красивый отчет (не надо просто говорить \"я решил выбрать 2, 0.7 и 6, так не пойдет\".\n", + "\n", + "Можно преобразовывать датасет, преобразовывать, добавлять, удалять фичи, всё что угодно.\n", + "\n", + "Отсутствие результата тоже результат (вдруг вы перебрали кучу вещей, а лучший все еще самый первый запуск, главное что перебрали)." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ARpSfWFQf7fL", + "outputId": "357ed37c-beb8-43c6-967b-a8c944ee0abe" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[(0.001, 0.9016393442622951),\n", + " (0.07575, 0.9156626506024096),\n", + " (0.1505, 0.9135802469135802),\n", + " (0.22525, 0.9135802469135802),\n", + " (0.3, 0.9135802469135802)]" + ] + }, + "metadata": {}, + "execution_count": 33 + } + ], + "source": [ + "# Можно конечно GridSearch использовать, но на курсе его пока вроде не трогали\n", + "from sklearn.metrics import precision_score\n", + "scores = []\n", + "for C in np.linspace(0.001, 0.3, 5):\n", + " logreg = LogisticRegression(C = C)\n", + " logreg.fit(X_train, y_train)\n", + " y_pred = logreg.predict(X_test)\n", + " scores.append((C, precision_score(y_test, y_pred)))\n", + "scores" + ] + }, + { + "cell_type": "code", + "source": [ + "import matplotlib.pyplot as plt\n", + "plt.plot([x[0] for x in scores], [x[1] for x in scores])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "id": "7gT7E4XrlaFm", + "outputId": "a26d8edd-6de1-4197-cb71-38afbb9e8e77" + }, + "execution_count": 34, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 34 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Точность максимальная при С = 0.08" + ], + "metadata": { + "id": "61hY5zegnDmM" + } + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "id": "MvsX94pof7fM", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "980ceefd-f961-4edf-f005-908b5d7b6c02" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[(100.0, 0.9156626506024096),\n", + " (7575.0, 0.9156626506024096),\n", + " (15050.0, 0.9156626506024096),\n", + " (22525.0, 0.9156626506024096),\n", + " (30000.0, 0.9156626506024096)]" + ] + }, + "metadata": {}, + "execution_count": 35 + } + ], + "source": [ + "scores = []\n", + "for iters in np.linspace(100, 30000, 5):\n", + " logreg = LogisticRegression(max_iter = iters, C = 0.08)\n", + " logreg.fit(X_train, y_train)\n", + " y_pred = logreg.predict(X_test)\n", + " scores.append((iters, precision_score(y_test, y_pred)))\n", + "scores" + ] + }, + { + "cell_type": "code", + "source": [ + "plt.plot([x[0] for x in scores], [x[1] for x in scores])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "id": "xVBkwavDm04T", + "outputId": "6b05b633-08b4-4802-e8ed-3f6f5c90b4df" + }, + "execution_count": 36, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 36 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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sw+OSZEWSB4FnGH7h/Poir/9SzW38v1q9E8uAHoJ+OXljVZ0NnAe8J8mbRwfbWdOy/HnX5Vx78xfATwNnAU8DH13acsaX5Gjgb4A/rKrvj44tt+Myz1qW5XGpqher6ixgLcMz8J9dynp6CPpdwCkj22tb32Gnqna1j88AX2D4BvhO+xaZ9vGZNn2hdR1O651U7btae27/IVNV32mfnD8GPsnw2MC+r+U/GV4SOWJO/0GR5EiGwfjXVfX51r0sj8t8a1mux2W3qnoOuAd4wyKv/1LNbfynWr2Ty4CDcTPiUD6AIxjePFrP/9+YOGOp65qnzlcCx4y0/5XhtfWPsOeNsw+39i+y542z+1r/CcA3GN40O761TzhEa1jHnjcwJ1Y7P3nT7/xDvJaTR9p/xPDaKMAZ7HlDbAfDm2ELvu+Az7HnTbcrD9IawvC6+cfm9C+747LIWpbjcVkNHNfarwD+GfilhV4feA973oy9dX/XuGBNB/OT6VA9GP40weMMr4Ndu9T1LFDjae2APARs210nw2txdwFPAP808gkW4Ia2poeBwchz/TbDGzMzwLsOUf2fYfit848YXhN89yRrBwbAI22fj9N+a/sQruXTrdatwO1zAubaVtd2Rn7qZKH3XTvW97U1fg446iCt440ML8tsBR5sj/OX43FZZC3L8bicCTzQan4E+JPFXh94edueaeOn7e8aF3r4JxAkqXM9XKOXJC3CoJekzhn0ktQ5g16SOmfQS1LnDHpJ6pxBL0md+z9hSbIKWwtuxAAAAABJRU5ErkJggg==\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Количество итераций не влияет на точность, что конечно достаточно странно...\n", + "Рекорд для логистической регрессии $precision = 0.9156626506024096$" + ], + "metadata": { + "id": "_icFQP7Hm68r" + } + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "id": "gqcg5N-ef7fM", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "d6456216-197a-417a-f998-96ed2b740dcc" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[(3.0, 0.9339622641509434),\n", + " (6.0, 0.9223300970873787),\n", + " (9.0, 0.912621359223301)]" + ] + }, + "metadata": {}, + "execution_count": 37 + } + ], + "source": [ + "scores = []\n", + "for n in np.linspace(3, 9, 3):\n", + " knn = KNeighborsClassifier(n_neighbors=int(n))\n", + " knn.fit(X_train, y_train)\n", + " y_pred = knn.predict(X_test)\n", + " scores.append((n, precision_score(y_test, y_pred)))\n", + "scores" + ] + }, + { + "cell_type": "code", + "source": [ + "plt.plot([x[0] for x in scores], [x[1] for x in scores])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 286 + }, + "id": "XjD1OgPCnisU", + "outputId": "963ef156-1852-4fbf-c86a-2a33f3abf866" + }, + "execution_count": 38, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 38 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Лучший результат при количестве соседей = 3. Меньше ставить уже нецелесообразно" + ], + "metadata": { + "id": "INKb8Kl4KCyj" + } + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "id": "DU-21HATS__w", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "69ffa70e-f884-4036-e322-59a5a99d63b4" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[(10.0, 0.9339622641509434),\n", + " (40.0, 0.9339622641509434),\n", + " (70.0, 0.9339622641509434),\n", + " (100.0, 0.9339622641509434)]" + ] + }, + "metadata": {}, + "execution_count": 39 + } + ], + "source": [ + "scores = []\n", + "for leaf in np.linspace(10, 100, 4):\n", + " knn = KNeighborsClassifier(leaf_size=leaf, n_neighbors=3)\n", + " knn.fit(X_train, y_train)\n", + " y_pred = knn.predict(X_test)\n", + " scores.append((leaf, precision_score(y_test, y_pred)))\n", + "scores" + ] + }, + { + "cell_type": "code", + "source": [ + "plt.plot([x[0] for x in scores], [x[1] for x in scores])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "id": "60sTdG0Bnpil", + "outputId": "14b29f26-41e1-43f8-f3be-311321da8c72" + }, + "execution_count": 40, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 40 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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vcE23fA2De/dNq6obqmq6qtYyeJPt/qp6F7AT+I1utyVxLACq6tvAgSQ/0236FeARluC50fkm8IYkP9n9uzl6PJbk+THkeOfDvcC7u9++eQPw/aFbPCfET8aeoiS/BPwn8GWevS/9xwzu098NvJzBn11+R1U9MZFJTkCSTcDWqnpbklcwuMI/H9gN/FZV/e8k53emJHkt8AlgBfAY8F4GF1hL8txI8gHgnQx+W2038DsM7jsvifMjySeBTQz+HPF3gJuAT7PA+dC9GH6Mwe2tHwLvrar+SX1fQy9JbfPWjSQ1ztBLUuMMvSQ1ztBLUuMMvSQ1ztBLUuMMvSQ17v8BJzTMiJ4slHYAAAAASUVORK5CYII=\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "И опять точность не меняется" + ], + "metadata": { + "id": "dQxtOje6ueok" + } + }, + { + "cell_type": "markdown", + "source": [ + "В итоге лучшей моделью оказался $KNeighborsClassifier$ с параметрами $n\\_neighbors=3, leaf\\_size$ - любой. \n", + "\n", + "$Precision = 0.9339622641509434$" + ], + "metadata": { + "id": "iXGTnWRSFdEk" + } + }, + { + "cell_type": "markdown", + "metadata": { + "id": "QHrVQyFof7fM" + }, + "source": [ + "# 2 - Небинарная классификация на вашем датасете (суммарно 6 баллов)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "E8vimilNf7fN" + }, + "source": [ + "### (2 балла) Выберите какой-нибудь интересный вам датасет, скачайте его и считайте данные\n", + "\n", + "Творческое задание - найти в интернете (или собрать свой даже) датасет, сохранить его в файл, и загрузить сюда.\n", + "\n", + "Требования:\n", + "\n", + "- он должен быть немаленький (хотя бы 500 объектов, лучше больше)\n", + "- он должен быть интересный\n", + "- таргет должен быть небинарным классом\n", + "\n", + "Минус балл, если ваш датасет с кем-нибудь повторится." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "IuhfnP59e9RC" + }, + "source": [ + "https://www.kaggle.com/datasets/kaushiksuresh147/customer-segmentation" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "dldJv1ttf7fO" + }, + "outputs": [], + "source": [ + "train = pd.read_csv('Train.csv')\n", + "test = pd.read_csv('Test.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "ywkTrk2nhZXL", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "620ec5e1-43f4-4756-9797-83c1c28a3256" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "RangeIndex: 8068 entries, 0 to 8067\n", + "Data columns (total 11 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 ID 8068 non-null int64 \n", + " 1 Gender 8068 non-null object \n", + " 2 Ever_Married 7928 non-null object \n", + " 3 Age 8068 non-null int64 \n", + " 4 Graduated 7990 non-null object \n", + " 5 Profession 7944 non-null object \n", + " 6 Work_Experience 7239 non-null float64\n", + " 7 Spending_Score 8068 non-null object \n", + " 8 Family_Size 7733 non-null float64\n", + " 9 Var_1 7992 non-null object \n", + " 10 Segmentation 8068 non-null object \n", + "dtypes: float64(2), int64(2), object(7)\n", + "memory usage: 693.5+ KB\n" + ] + } + ], + "source": [ + "train.info()" + ] + }, + { + "cell_type": "code", + "source": [ + "test.info()" + ], + "metadata": { + "id": "YLdUUiD8Tgct", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "463b4af8-4e57-4dc1-def6-f5019c1fa0ee" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "RangeIndex: 2627 entries, 0 to 2626\n", + "Data columns (total 11 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 ID 2627 non-null int64 \n", + " 1 Gender 2627 non-null object \n", + " 2 Ever_Married 2577 non-null object \n", + " 3 Age 2627 non-null int64 \n", + " 4 Graduated 2603 non-null object \n", + " 5 Profession 2589 non-null object \n", + " 6 Work_Experience 2358 non-null float64\n", + " 7 Spending_Score 2627 non-null object \n", + " 8 Family_Size 2514 non-null float64\n", + " 9 Var_1 2595 non-null object \n", + " 10 Segmentation 2627 non-null object \n", + "dtypes: float64(2), int64(2), object(7)\n", + "memory usage: 225.9+ KB\n" + ] + } + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "OEsrQLORfTJB" + }, + "outputs": [], + "source": [ + "# train.Work_Experience = train.Work_Experience.fillna(int(train.Work_Experience.mean()))\n", + "# test.Work_Experience = test.Work_Experience.fillna(int(test.Work_Experience.mean()))\n", + "# train.Family_Size = train.Family_Size.fillna(int(train.Family_Size.mean()))\n", + "# test.Family_Size = test.Family_Size.fillna(int(test.Family_Size.mean()))" + ] + }, + { + "cell_type": "code", + "source": [ + "train.info()" + ], + "metadata": { + "id": "BBZvpSdFT93K", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "e852438f-e474-4c1e-daff-12e8c937cfc7" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "RangeIndex: 8068 entries, 0 to 8067\n", + "Data columns (total 11 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 ID 8068 non-null int64 \n", + " 1 Gender 8068 non-null object \n", + " 2 Ever_Married 7928 non-null object \n", + " 3 Age 8068 non-null int64 \n", + " 4 Graduated 7990 non-null object \n", + " 5 Profession 7944 non-null object \n", + " 6 Work_Experience 7239 non-null float64\n", + " 7 Spending_Score 8068 non-null object \n", + " 8 Family_Size 7733 non-null float64\n", + " 9 Var_1 7992 non-null object \n", + " 10 Segmentation 8068 non-null object \n", + "dtypes: float64(2), int64(2), object(7)\n", + "memory usage: 693.5+ KB\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "train = train.dropna()\n", + "test = test.dropna()" + ], + "metadata": { + "id": "-Fq00OQfTvk4" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "uG1ACdNwhgNg", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "58b5f67d-c04a-48f8-8d76-5591646edc1e" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Int64Index: 6665 entries, 0 to 8067\n", + "Data columns (total 11 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 ID 6665 non-null int64 \n", + " 1 Gender 6665 non-null object \n", + " 2 Ever_Married 6665 non-null object \n", + " 3 Age 6665 non-null int64 \n", + " 4 Graduated 6665 non-null object \n", + " 5 Profession 6665 non-null object \n", + " 6 Work_Experience 6665 non-null float64\n", + " 7 Spending_Score 6665 non-null object \n", + " 8 Family_Size 6665 non-null float64\n", + " 9 Var_1 6665 non-null object \n", + " 10 Segmentation 6665 non-null object \n", + "dtypes: float64(2), int64(2), object(7)\n", + "memory usage: 624.8+ KB\n" + ] + } + ], + "source": [ + "train.info()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "rNOb-MqAlgzK" + }, + "outputs": [], + "source": [ + "train = train.drop('ID', axis=1)\n", + "test = test.drop('ID', axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "ZiMPESTohkGA" + }, + "outputs": [], + "source": [ + "train.Gender = np.where(train.Gender == 'Male', 0, train.Gender)\n", + "train.Gender = np.where(train.Gender == 'Female', 1, train.Gender)\n", + "train.Ever_Married = np.where(train.Ever_Married == 'No', 0, train.Ever_Married)\n", + "train.Ever_Married = np.where(train.Ever_Married == 'Yes', 1, train.Ever_Married)\n", + "train.Graduated = np.where(train.Graduated == 'No', 0, train.Graduated)\n", + "train.Graduated = np.where(train.Graduated == 'Yes', 1, train.Graduated)" + ] + }, + { + "cell_type": "code", + "source": [ + "test.Gender = np.where(test.Gender == 'Male', 0, test.Gender)\n", + "test.Gender = np.where(test.Gender == 'Female', 1, test.Gender)\n", + "test.Ever_Married = np.where(test.Ever_Married == 'No', 0, test.Ever_Married)\n", + "test.Ever_Married = np.where(test.Ever_Married == 'Yes', 1, test.Ever_Married)\n", + "test.Graduated = np.where(test.Graduated == 'No', 0, test.Graduated)\n", + "test.Graduated = np.where(test.Graduated == 'Yes', 1, test.Graduated)" + ], + "metadata": { + "id": "V7Q9J4CYucsp" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "e8LdvpBTkQhr", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "outputId": "3c68a6b6-92cd-4470-edd2-db10565f0df3" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Gender Ever_Married Age Graduated Profession Work_Experience \\\n", + "0 0 0 22 0 Healthcare 1.0 \n", + "2 1 1 67 1 Engineer 1.0 \n", + "3 0 1 67 1 Lawyer 0.0 \n", + "5 0 1 56 0 Artist 0.0 \n", + "6 0 0 32 1 Healthcare 1.0 \n", + "\n", + " Spending_Score Family_Size Var_1 Segmentation \n", + "0 Low 4.0 Cat_4 D \n", + "2 Low 1.0 Cat_6 B \n", + "3 High 2.0 Cat_6 B \n", + "5 Average 2.0 Cat_6 C \n", + "6 Low 3.0 Cat_6 C " + ], + "text/html": [ + "\n", + "
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GenderEver_MarriedAgeGraduatedWork_ExperienceFamily_SizeSegmentationProfession_ArtistProfession_DoctorProfession_Engineer...Spending_Score_AverageSpending_Score_HighSpending_Score_LowVar_1_Cat_1Var_1_Cat_2Var_1_Cat_3Var_1_Cat_4Var_1_Cat_5Var_1_Cat_6Var_1_Cat_7
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Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Gender 6665 non-null int64 \n", + " 1 Ever_Married 6665 non-null int64 \n", + " 2 Age 6665 non-null int64 \n", + " 3 Graduated 6665 non-null int64 \n", + " 4 Work_Experience 6665 non-null float64\n", + " 5 Family_Size 6665 non-null float64\n", + " 6 Segmentation 6665 non-null object \n", + " 7 Profession_Artist 6665 non-null uint8 \n", + " 8 Profession_Doctor 6665 non-null uint8 \n", + " 9 Profession_Engineer 6665 non-null uint8 \n", + " 10 Profession_Entertainment 6665 non-null uint8 \n", + " 11 Profession_Executive 6665 non-null uint8 \n", + " 12 Profession_Healthcare 6665 non-null uint8 \n", + " 13 Profession_Homemaker 6665 non-null uint8 \n", + " 14 Profession_Lawyer 6665 non-null uint8 \n", + " 15 Profession_Marketing 6665 non-null uint8 \n", + " 16 Spending_Score_Average 6665 non-null uint8 \n", + " 17 Spending_Score_High 6665 non-null uint8 \n", + " 18 Spending_Score_Low 6665 non-null uint8 \n", + " 19 Var_1_Cat_1 6665 non-null uint8 \n", + " 20 Var_1_Cat_2 6665 non-null uint8 \n", + " 21 Var_1_Cat_3 6665 non-null uint8 \n", + " 22 Var_1_Cat_4 6665 non-null uint8 \n", + " 23 Var_1_Cat_5 6665 non-null uint8 \n", + " 24 Var_1_Cat_6 6665 non-null uint8 \n", + " 25 Var_1_Cat_7 6665 non-null uint8 \n", + "dtypes: float64(2), int64(4), object(1), uint8(19)\n", + "memory usage: 540.2+ KB\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "from sklearn.preprocessing import StandardScaler\n", + "scaler = StandardScaler()\n", + "train_encoded.Age = scaler.fit_transform(train_encoded.Age.values.reshape(-1, 1))\n", + "test_encoded.Age = scaler.fit_transform(test_encoded.Age.values.reshape(-1, 1))" + ], + "metadata": { + "id": "UfFdz-2MsSgZ" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# X_train = train_encoded.drop('Segmentation', axis=1)\n", + "# y_train = train_encoded.Segmentation\n", + "# X_test = test_encoded.drop('Segmentation', axis=1)\n", + "# y_test = test_encoded.Segmentation" + ], + "metadata": { + "id": "PkYro71T11Pk" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "data = pd.concat([train_encoded, test_encoded], axis=0)" + ], + "metadata": { + "id": "jdarx1Xk8wO5" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "from sklearn.model_selection import train_test_split\n", + "X_train, X_test, y_train, y_test = train_test_split(data.drop('Segmentation', axis=1), data['Segmentation'])" + ], + "metadata": { + "id": "TkazVGhv9NgC" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "X_train.head()" + ], + "metadata": { + "id": "_OOye46d2OkR", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 299 + }, + "outputId": "f907e9cb-dc03-4274-fbfd-63c14bbc9ffa" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Gender Ever_Married Age Graduated Work_Experience Family_Size \\\n", + "267 1 1 1.722704 1 0.0 3.0 \n", + "2414 0 0 -1.101651 0 8.0 4.0 \n", + "2965 1 0 -1.061326 1 9.0 8.0 \n", + "4268 1 0 -0.698191 0 1.0 6.0 \n", + "1936 1 0 -0.637669 1 5.0 2.0 \n", + "\n", + " Profession_Artist Profession_Doctor Profession_Engineer \\\n", + "267 1 0 0 \n", + "2414 0 1 0 \n", + "2965 0 0 1 \n", + "4268 1 0 0 \n", + "1936 1 0 0 \n", + "\n", + " Profession_Entertainment ... Spending_Score_Average \\\n", + "267 0 ... 1 \n", + "2414 0 ... 0 \n", + "2965 0 ... 0 \n", + "4268 0 ... 0 \n", + "1936 0 ... 0 \n", + "\n", + " Spending_Score_High Spending_Score_Low Var_1_Cat_1 Var_1_Cat_2 \\\n", + "267 0 0 0 0 \n", + "2414 0 1 0 0 \n", + "2965 0 1 0 0 \n", + "4268 0 1 0 0 \n", + "1936 0 1 0 0 \n", + "\n", + " Var_1_Cat_3 Var_1_Cat_4 Var_1_Cat_5 Var_1_Cat_6 Var_1_Cat_7 \n", + "267 0 1 0 0 0 \n", + "2414 0 0 0 1 0 \n", + "2965 0 0 0 1 0 \n", + "4268 0 1 0 0 0 \n", + "1936 0 1 0 0 0 \n", + "\n", + "[5 rows x 25 columns]" + ], + "text/html": [ + "\n", + "
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\n", + " " + ] + }, + "metadata": {}, + "execution_count": 71 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ebNUduqMf7fP" + }, + "source": [ + "### (2 балла) Обучите несколько моделей, посмотрите на метрики.\n", + "Как модели точно возьмите LogisticRegression, KNN и константу, можете придумать еще какие-нибудь.\n", + "\n", + "Как метрики точно возьмите accuracy, разные усреднения precision, recall и f1." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "ZgY0v6zKf7fP" + }, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "from sklearn.ensemble import GradientBoostingClassifier\n", + "\n", + "from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "MA9f3F2df7fP", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "83b5c198-a86d-4f49-d4b9-534a7c7d3ca6" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.7/dist-packages/sklearn/linear_model/_logistic.py:818: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG,\n", + "/usr/local/lib/python3.7/dist-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, msg_start, len(result))\n" + ] + } + ], + "source": [ + "logreg = LogisticRegression()\n", + "knn = KNeighborsClassifier()\n", + "GBC = GradientBoostingClassifier()\n", + "\n", + "estimators = [logreg, knn, GBC, 'Const']\n", + "acc_scores = []\n", + "prec = []\n", + "\n", + "for estimator in estimators:\n", + " if estimator == 'Const':\n", + " y_pred = np.zeros(len(y_test))\n", + " y_pred = np.where(y_pred == 0, 'A', y_pred)\n", + " else:\n", + " estimator.fit(X_train, y_train)\n", + " y_pred = estimator.predict(X_test)\n", + " acc_scores.append(accuracy_score(y_test, y_pred))\n", + " prec.append(precision_recall_fscore_support(y_test, y_pred, average='macro'))" + ] + }, + { + "cell_type": "code", + "source": [ + "for i in range(4):\n", + " print(estimators[i], '\\nAccuracy:', acc_scores[i], '\\nPrecision:', prec[i][0], '\\nRecall:', prec[i][1], '\\nF1-Score:', prec[i][2],'\\n')" + ], + "metadata": { + "id": "VUajAFh94Tqv", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "3e99f250-3b79-4bdf-af12-9a3b05a5e447" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "LogisticRegression() \n", + "Accuracy: 0.48480725623582765 \n", + "Precision: 0.47227063409781944 \n", + "Recall: 0.4796157670456803 \n", + "F1-Score: 0.461899710049659 \n", + "\n", + "KNeighborsClassifier() \n", + "Accuracy: 0.42086167800453517 \n", + "Precision: 0.4217900161180601 \n", + "Recall: 0.41734832375820163 \n", + "F1-Score: 0.41773401627567364 \n", + "\n", + "GradientBoostingClassifier() \n", + "Accuracy: 0.4929705215419501 \n", + "Precision: 0.48415779179662854 \n", + "Recall: 0.48904428374104897 \n", + "F1-Score: 0.48331210216576515 \n", + "\n", + "Const \n", + "Accuracy: 0.26258503401360545 \n", + "Precision: 0.06564625850340136 \n", + "Recall: 0.25 \n", + "F1-Score: 0.10398706896551725 \n", + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "data.Segmentation.value_counts()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Jr_HM71iQFSX", + "outputId": "1386fbc0-14dc-4ff1-f1e6-89fd98a22abc" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "D 2388\n", + "A 2308\n", + "C 2101\n", + "B 2022\n", + "Name: Segmentation, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 127 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Xs-NdzaOf7fP" + }, + "source": [ + "### (2 балла) Выберите метрику, которую вы хотите максимизировать. Переберите гиперпараметры, постарайтесь найти модель, которая максимизирует эту метрику.\n", + "\n", + "Обоснуйте свой выбор. Напишите красивый отчет с графиками. Добились ли вы результатов, которых хотели добиться для этого датасета?" + ] + }, + { + "cell_type": "markdown", + "source": [ + "Классы сбалансированы, поэтому будем максимизировать $accuracy$" + ], + "metadata": { + "id": "3VkIRspM5OnW" + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "7kLwJpXyf7fQ", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "fe7b2eb8-45d1-4ef8-905a-dfdc1931abf6" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.7/dist-packages/sklearn/linear_model/_logistic.py:818: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG,\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[(100.0, 0.48480725623582765),\n", + " (325.0, 0.4857142857142857),\n", + " (550.0, 0.4857142857142857),\n", + " (775.0, 0.4857142857142857),\n", + " (1000.0, 0.4857142857142857)]" + ] + }, + "metadata": {}, + "execution_count": 128 + } + ], + "source": [ + "from sklearn.metrics import accuracy_score\n", + "scores = []\n", + "for iters in np.linspace(100, 1000, 5):\n", + " logreg = LogisticRegression(max_iter = iters)\n", + " logreg.fit(X_train, y_train)\n", + " y_pred = logreg.predict(X_test)\n", + " scores.append((iters, accuracy_score(y_test, y_pred)))\n", + "scores" + ] + }, + { + "cell_type": "code", + "source": [ + "import matplotlib.pyplot as plt\n", + "plt.plot([x[0] for x in scores], [x[1] for x in scores])" + ], + "metadata": { + "id": "ekP4PVgdHoKk", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "outputId": "ef9f7b66-17e8-4c01-e92e-196ffdd57725" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 129 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "300 итераций - наилучший результат, дальше не меняется" + ], + "metadata": { + "id": "xPVRnpwsIYJM" + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "ia4ZvCztf7fQ", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "cc479c04-f617-47c1-de62-8b4c1b9f2254" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[(0.1, 0.4834467120181406),\n", + " (2.9428571428571426, 0.4857142857142857),\n", + " (5.785714285714285, 0.48616780045351476),\n", + " (8.628571428571428, 0.48616780045351476),\n", + " (11.47142857142857, 0.48616780045351476),\n", + " (14.314285714285711, 0.48616780045351476),\n", + " (17.15714285714286, 0.48616780045351476),\n", + " (20.0, 0.48616780045351476)]" + ] + }, + "metadata": {}, + "execution_count": 130 + } + ], + "source": [ + "scores = []\n", + "for C in np.linspace(0.1, 20, 8):\n", + " logreg = LogisticRegression(C = C, max_iter=300)\n", + " logreg.fit(X_train, y_train)\n", + " y_pred = logreg.predict(X_test)\n", + " scores.append((C, accuracy_score(y_test, y_pred)))\n", + "scores" + ] + }, + { + "cell_type": "code", + "source": [ + "plt.plot([x[0] for x in scores], [x[1] for x in scores])" + ], + "metadata": { + "id": "2jJMXjGWIvwt", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "outputId": "1350b1c0-7c39-4032-b377-b4ef667f2f1f" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 131 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Лучшая $accuracy$ у LogisticRegression при $C = 5.8, max\\_iter=300$ \n", + "\n", + "Она равна $0.48616780045351476$" + ], + "metadata": { + "id": "5y21HT2DJcSr" + } + }, + { + "cell_type": "code", + "source": [ + "scores = []\n", + "for leaf in np.linspace(5, 100, 5):\n", + " knn = KNeighborsClassifier(leaf_size=leaf)\n", + " knn.fit(X_train, y_train)\n", + " y_pred = knn.predict(X_test)\n", + " scores.append((leaf, accuracy_score(y_test, y_pred)))\n", + "scores" + ], + "metadata": { + "id": "lRnWJnILKnpc", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "e489440f-ae91-4870-90fe-8134ea2e9400" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[(5.0, 0.42086167800453517),\n", + " (28.75, 0.42086167800453517),\n", + " (52.5, 0.42086167800453517),\n", + " (76.25, 0.42086167800453517),\n", + " (100.0, 0.42086167800453517)]" + ] + }, + "metadata": {}, + "execution_count": 133 + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.plot([x[0] for x in scores], [x[1] for x in scores])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "id": "gdnYFA8dNqiU", + "outputId": "a6970446-89ad-408f-c44a-8fad747d611e" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 134 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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3vwDvZHBJ69vAR6qqv6g/19BLUtu8dCNJjTP0ktQ4Qy9JjTP0ktQ4Qy9JjTP0ktQ4Qy9JjftfDnHbhqBAvxYAAAAASUVORK5CYII=\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "leaf_size не влияет нашу метрику" + ], + "metadata": { + "id": "vaLL68vNK90B" + } + }, + { + "cell_type": "code", + "source": [ + "scores = []\n", + "for n in np.linspace(3, 24, 8):\n", + " knn = KNeighborsClassifier(n_neighbors=int(n))\n", + " knn.fit(X_train, y_train)\n", + " y_pred = knn.predict(X_test)\n", + " scores.append((n, accuracy_score(y_test, y_pred)))\n", + "scores" + ], + "metadata": { + "id": "tTEQE0j4KPuT", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "b3f92b31-96e4-4907-88a1-9715a622aa50" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[(3.0, 0.4222222222222222),\n", + " (6.0, 0.42993197278911566),\n", + " (9.0, 0.44625850340136053),\n", + " (12.0, 0.4417233560090703),\n", + " (15.0, 0.45714285714285713),\n", + " (18.0, 0.46077097505668935),\n", + " (21.0, 0.4671201814058957),\n", + " (24.0, 0.4616780045351474)]" + ] + }, + "metadata": {}, + "execution_count": 135 + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.plot([x[0] for x in scores], [x[1] for x in scores])" + ], + "metadata": { + "id": "WGjTWKdPKT2K", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "outputId": "12d0afba-a00d-418e-8e18-0cf66ed94af2" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 136 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Для $KNeighborsClassifier$ лучшая $accuracy - \n", + "0.4671201814058957$ \n", + "\n", + "Оптимальное количество соседей - 21. " + ], + "metadata": { + "id": "SUJq_C7LMJsV" + } + }, + { + "cell_type": "code", + "source": [ + "scores = []\n", + "for lr in np.linspace(0.01, 0.7, 5):\n", + " gbc = GradientBoostingClassifier(learning_rate=lr)\n", + " gbc.fit(X_train, y_train)\n", + " y_pred = gbc.predict(X_test)\n", + " scores.append((lr, accuracy_score(y_test, y_pred)))\n", + "scores" + ], + "metadata": { + "id": "tiVTzy3j9MCg", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "20d705ed-0e25-46a4-e19e-cf7509aca18e" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[(0.01, 0.48435374149659866),\n", + " (0.1825, 0.48662131519274376),\n", + " (0.355, 0.4766439909297052),\n", + " (0.5275, 0.47528344671201816),\n", + " (0.7, 0.46984126984126984)]" + ] + }, + "metadata": {}, + "execution_count": 137 + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.plot([x[0] for x in scores], [x[1] for x in scores])" + ], + "metadata": { + "id": "leGzmmVyNiKk", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "outputId": "dd557264-27a4-44a4-c958-d13df1cc38fa" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 138 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "$learning\\_rate = 0.18 - topchik$" + ], + "metadata": { + "id": "ni_izELuPkrc" + } + }, + { + "cell_type": "code", + "source": [ + "scores = []\n", + "for n in np.linspace(50, 550, 6):\n", + " gbc = GradientBoostingClassifier(learning_rate=0.18, n_estimators=int(n))\n", + " gbc.fit(X_train, y_train)\n", + " y_pred = gbc.predict(X_test)\n", + " scores.append((n, accuracy_score(y_test, y_pred)))\n", + "scores" + ], + "metadata": { + "id": "if4Lyt9-C50j", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "063bada2-3475-4d12-f242-a364a2317711" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[(50.0, 0.49115646258503404),\n", + " (150.0, 0.48480725623582765),\n", + " (250.0, 0.4820861678004535),\n", + " (350.0, 0.47619047619047616),\n", + " (450.0, 0.47528344671201816),\n", + " (550.0, 0.4684807256235828)]" + ] + }, + "metadata": {}, + "execution_count": 139 + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.plot([x[0] for x in scores], [x[1] for x in scores])" + ], + "metadata": { + "id": "2GFI3NFTQP0S", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "outputId": "93dae99f-df1e-49e9-9a4a-e960c8a26566" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 140 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "$n\\_estimators=50 - best$, меньше ставить не целесообразно" + ], + "metadata": { + "id": "bm-CosJHQSak" + } + }, + { + "cell_type": "code", + "source": [ + "scores = []\n", + "for depth in np.linspace(2, 8, 4):\n", + " gbc = GradientBoostingClassifier(learning_rate=0.18, n_estimators=50, max_depth=depth)\n", + " gbc.fit(X_train, y_train)\n", + " y_pred = gbc.predict(X_test)\n", + " scores.append((depth, accuracy_score(y_test, y_pred)))\n", + "scores" + ], + "metadata": { + "id": "32FS6FseDuVJ", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "6d2be9d8-0c02-420e-9b25-03f8ecdd3cc7" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[(2.0, 0.4943310657596372),\n", + " (4.0, 0.4961451247165533),\n", + " (6.0, 0.47573696145124716),\n", + " (8.0, 0.4616780045351474)]" + ] + }, + "metadata": {}, + "execution_count": 141 + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.plot([x[0] for x in scores], [x[1] for x in scores])" + ], + "metadata": { + "id": "9BjmX3Dk14ps", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "outputId": "8705db93-05f7-485a-87ae-b086b2ab1fac" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 142 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "$GradientBoostingClassifier$ показал лучшую точность $0.4961451247165533$ при параметрах $learning\\_rate=0.18, n\\_estimators=50, max\\_depth=4$" + ], + "metadata": { + "id": "Rlh88DLQ2DJj" + } + }, + { + "cell_type": "markdown", + "source": [ + "GradientBoostingClassifier показал наибольшую точность $0.496$, однако я расчитывал получить большую точность. Потом зашёл на кагл и понял, что у меня получилась очень хорошая точность, так как у остальных она получалась 0.52 в среднем. Похоже, что это прямо реальные данные, которые не сильно влияют на целевую переменную. В целом, результатами я доволен)" + ], + "metadata": { + "id": "A8DlLAiV8MVJ" + } + } + ], + "metadata": { + "colab": { + "collapsed_sections": [], + "name": "Classification.ipynb\"", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file diff --git a/08. Feature Engineering/README.md b/08. Feature Engineering/README.md index e9fa80c8..b95f5682 100644 --- a/08. Feature Engineering/README.md +++ b/08. Feature Engineering/README.md @@ -1,213 +1 @@ - Задачи машинного обучения - - Supervised и unsupervised. Регрессия, классификация, кластеризация. Метрики качества. - - - - Типы задач - -Рассмотрим типы задач, которые встречаются в машинном обучении. - - - - Классификация. - - -Рассмотрим следующую задачу. Мы работаем в банке и нам необходимо, чтобы система определяла, сможет ли человек вовремя погасить кредит или нет. У нас есть различная информация о человеке, так называемые признаки (features). Они бывают различных типов: - - - -Бинарные признаки: наличие телефона. -Номинальные признаки: профессия, адрес проживания. -Порядковые признаки: образование, занимаемая должность. По сути, они похожи на номинальные признаки, только тут у значений признака имеется порядок (высшее образование ценится выше среднего и т.д.). -Количественные признаки: зарплата, возраст, количество детей в семье и т.п. - - -Ответ же к данной задаче либо 0 (человек не выплатит кредит вовремя) и 1 (Человек выплатит кредит вовремя). Т.е. в задаче классификации значение, которое мы хотим предсказать (далее целевая переменная ), принадлежит конечному множеству. В нашей задаче, например, это {0;1}. Бывают множества не только из 2 классов. Например, задача диагностики болезни по симптомам. Тут классы — это список болезней. - -Как решается данная задача? В таких задачах нам требуется обучающая выборка . Это история того, как в прошлом наши клиенты выплачивали кредиты. Мы знаем о них все: где они работают, сколько получают и т.п. А так же нам известно смогли они выплатить кредит или нет. Знание того, что мы предсказываем (целевой переменной) относит задачу к задачам обучение с учителем . - -Далее модель машинного обучения находит закономерности в этой выборке. Например, если человек безработный, то скорее всего, он не выплатит кредит вовремя и т.д. Она запоминает эти закономерности, и когда приходит черёд узнать, а сможет ли новый клиент заплатить кредит вовремя, модель смотрит на эти зависимости и выдаёт ответ. Список новых клиентов называется тестовой выборкой . Главное её отличие от обучающей выборки заключается в том, что для элементов из тестовой выборки неизвестна целевая переменная (в нашем случае — это выплатит клиент кредит или нет). - - - - Регрессия. - - -Еще одним типом является регрессия. Например, можно рассмотреть такую задачу: мы хотим по росту родителей определить насколько высоким может быть их ребёнок. Действительно, как правило, есть зависимость, что у высоких родителей дети тоже имеют высокий рост и наоборот. Т.е. от классификации задача регрессии отличается тем, что тут целевая переменная — вещественное число. - -Обучающей выборкой в данной задаче будет набор троек: (рост родителя №1, рост родителя №2, рост ребёнка). Тестовой выборкой — набор двоек: рост родителя №1 и рост родителя №2. - - - - Кластеризация. - - -В обучающих выборках, рассмотренных выше задач, нам было известна целевая переменная: - -Выплатит ли человек кредит вовремя — в задаче классификации; -Рост ребенка — в задаче регрессии. -Однако, целевая переменная не всегда известна. Например, мы провели социологический опрос, у нас есть много ответов на вопросы и нам хотелось бы сгруппировать их по поведению. Мы заранее не знаем, сколько таких кластеров получится и что они из себя представляют. Это мы можем узнать только после того как появятся сами кластеры. - -Еще простой и пробирочной задачей кластеризации является кластеризация точек на плоскости: - - - - Алгоритм KNN для задачи классификации - -Рассмотрим один из самых простых алгоритмов для задачи классификации KNN - k ближайших соседей. Пусть перед нами стоит задача бинарной классификации — 0 или 1. Рассмотрим ситуацию, когда все признаки — вещественные числа. В дальнейшем, при изучении курса вы сумеете переводить номинальные и порядковые признаки в числа. Пусть у нас имеется обучающая выборка X_{train} = \{,x_1, ..., x_N \}X -train -​ - ={,x -1 -​ - ,...,x -N -​ - } , где каждый x_1x -1 -​ -  — это вектор из mm признаков. Для каждого объекта из обучающей выборки известна целевая переменная y_i ∈ \{,0; 1\}y -i -​ - ∈{,0;1} . А так же пусть имеется тестовая выборка X_{test} =\{, x_{N+1}, ..., x_{N+M}\}.X -test -​ - ={,x -N+1 -​ - ,...,x -N+M -​ - }. Для них неизвестна целевая переменная, это мы должны выяснить сами. - -Сам алгоритм: - -Для каждого из объектов тестовой выборки x_{N+i}x -N+i -​ -  -Находим k ближайших к нему соседей из обучающей выборки X_{train}X -train -​ -  . Ближайших в смысле Евклидового расстояния: -p(x;y)=\sqrt{(x_1-y_1)^2+\dots+(x_m-y_m)^2}p(x;y)= -(x -1 -​ - −y -1 -​ - ) -2 - +⋯+(x -m -​ - −y -m -​ - ) -2 - -​ -  -Если среди этих ближайших соседей больше нулей, то для объекта x_{N+i}x -N+i -​ -  выдаем ответ — 0, иначе — 1 - - -Вот и весь алгоритм. Его можно немного модифицировать — использовать вместо Евклидового расстояния другие метрики. К сожалению, алгоритм не часто используется на практике, но неплохо подходит для обучения. - - - - Алгоритм k-means для задачи кластеризации - - - -Рассмотрим теперь задачу кластеризации и алгоритм k-means для ее решения. Пусть в качестве объектов у нас NN точек на плоскости: \{(x_1, y_1), ...,(x_N , y_N )\}{(x -1 -​ - ,y -1 -​ - ),...,(x -N -​ - ,y -N -​ - )} : - - - -Мы хотим разбить эти точки на k=3k=3 кластера. - -Выбираем k=3k=3 случайные точки из этого множества. Говорим, что они теперь являются центрами наших кластеров. -Для каждой из оставшихся точек смотрим, к какому из центров она ближе и определяем её в этот кластер. -У нас получилось разбить точки на 3 кластера. Естественно это не оптимальное решение. Найдем новые центры кластеров, а именно посчитаем центры масс каждого кластера. Например, если точки \{(x_{i_1}, y_{i_1}), ... , (x _{i_n}, y_{i_n})\}{(x -i -1 -​ - -​ - ,y -i -1 -​ - -​ - ),...,(x -i -n -​ - -​ - ,y -i -n -​ - -​ - )} попали в один кластер, то его новый центр масс будет иметь координаты: x_M =\frac {x_{i_1} + ... + x_{i_n}} -nx -M -​ - = -n -x -i -1 -​ - -​ - +...+x -i -n -​ - -​ - -​ -  ; y_M =\frac {y_{i_1} + ... + y_{i_n}} -ny -M -​ - = -n -y -i -1 -​ - -​ - +...+y -i -n -​ - -​ - -​ -  -Далее с этими новыми центрами масс переходим к шагу 2. Продолжаем до тех пор пока кластеры перестанут меняться. +![image](https://user-images.githubusercontent.com/87834642/166905297-15668150-ecd4-474a-a921-d5e2f9bcd711.png) diff --git a/08. Feature Engineering/feature_ingineering.ipynb b/08. Feature Engineering/feature_ingineering.ipynb new file mode 100644 index 00000000..434e5b5d --- /dev/null +++ b/08. 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\n", + " " + ] + }, + "metadata": {}, + "execution_count": 150 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Что-то мне подсказывает, что TARGET здесь вместо айдишника закинули 🤔" + ], + "metadata": { + "id": "pIQt_xuM9jSI" + } + }, + { + "cell_type": "code", + "source": [ + "train.info()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "BDOHth50fR2a", + "outputId": "83970a81-0506-4e72-aa5e-3d3773ff84fb" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "RangeIndex: 34546 entries, 0 to 34545\n", + "Data columns (total 16 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Id 34546 non-null int64 \n", + " 1 bathrooms 34546 non-null float64\n", + " 2 bedrooms 34546 non-null int64 \n", + " 3 building_id 34546 non-null object \n", + " 4 created 34546 non-null object \n", + " 5 description 33509 non-null object \n", + " 6 display_address 34458 non-null object \n", + " 7 features 34546 non-null object \n", + " 8 latitude 34546 non-null float64\n", + " 9 listing_id 34546 non-null int64 \n", + " 10 longitude 34546 non-null float64\n", + " 11 manager_id 34546 non-null object \n", + " 12 photos 34546 non-null object \n", + " 13 price 34546 non-null int64 \n", + " 14 street_address 34542 non-null object \n", + " 15 TARGET 34546 non-null object \n", + "dtypes: float64(3), int64(4), object(9)\n", + "memory usage: 4.2+ MB\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# поменяем типы данных\n", + "train['created'] = pd.to_datetime(train['created'], infer_datetime_format=True)\n", + "train['bathrooms'] = train['bathrooms'].apply(lambda x: int(x))" + ], + "metadata": { + "id": "nLaAGc1ieJJM" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "test['created'] = pd.to_datetime(test['created'], infer_datetime_format=True)\n", + "test['bathrooms'] = test['bathrooms'].apply(lambda x: int(x))" + ], + "metadata": { + "id": "a-jK1urX-XNr" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# попробуем выкинуть текстовые признаки и ID\n", + "train1 = train.drop(['photos', 'Id', 'manager_id', 'building_id', 'listing_id', 'description', 'display_address', 'street_address', 'features'], axis=1)\n", + "test1 = test.drop(['photos', 'Id', 'manager_id', 'building_id', 'listing_id', 'description', 'display_address', 'street_address', 'features'], axis=1)" + ], + "metadata": { + "id": "0X-SgNwMg918" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "train1.info()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "gqDY_ETCi6B1", + "outputId": "b52773c5-fddf-4287-af10-e1b1052dbd25" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "RangeIndex: 34546 entries, 0 to 34545\n", + "Data columns (total 7 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 bathrooms 34546 non-null int64 \n", + " 1 bedrooms 34546 non-null int64 \n", + " 2 created 34546 non-null datetime64[ns]\n", + " 3 latitude 34546 non-null float64 \n", + " 4 longitude 34546 non-null float64 \n", + " 5 price 34546 non-null int64 \n", + " 6 TARGET 34546 non-null object \n", + "dtypes: datetime64[ns](1), float64(2), int64(3), object(1)\n", + "memory usage: 1.8+ MB\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# добавим новые признаки\n", + "train1['price_per_room'] = train1.price / (train1.bedrooms + 1)\n", + "train1['hour'] = train1.created.dt.hour\n", + "train1['day'] = train1.created.dt.day\n", + "train1['month'] = train1.created.dt.month\n", + "train1['weekday'] = train1.created.dt.weekday\n", + "train1['year'] = train1.created.dt.year\n", + "train1 = train1.drop('created', axis=1)" + ], + "metadata": { + "id": "nB8hhxkVjH6G" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "test1['price_per_room'] = test1.price / (test1.bedrooms + 1)\n", + "test1['hour'] = test1.created.dt.hour\n", + "test1['day'] = test1.created.dt.day\n", + "test1['month'] = test1.created.dt.month\n", + "test1['weekday'] = test1.created.dt.weekday\n", + "test1['year'] = test1.created.dt.year\n", + "test1 = test1.drop('created', axis=1)" + ], + "metadata": { + "id": "a3W-DbG2-jiw" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "train1.head()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "vvbztHT9lKrl", + "outputId": "80a2e596-6d14-4531-ff9e-703195f90543" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " bathrooms bedrooms latitude longitude price TARGET price_per_room \\\n", + "0 1 3 40.7647 -73.9918 4495 medium 1123.750000 \n", + "1 1 1 40.7275 -74.0322 2570 medium 1285.000000 \n", + "2 1 0 40.7798 -73.9751 1795 low 1795.000000 \n", + "3 1 2 40.7081 -74.0065 3400 low 1133.333333 \n", + "4 1 3 40.7416 -74.0025 5695 low 1423.750000 \n", + "\n", + " hour day month weekday year \n", + "0 18 19 5 3 2016 \n", + "1 2 16 6 3 2016 \n", + "2 2 4 5 2 2016 \n", + "3 5 12 5 3 2016 \n", + "4 6 16 6 3 2016 " + ], + "text/html": [ + "\n", + "
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bathroomsbedroomslatitudelongitudepriceTARGETprice_per_roomhourdaymonthweekdayyear
01340.7647-73.99184495medium1123.7500001819532016
11140.7275-74.03222570medium1285.000000216632016
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bathroomsbedroomslatitudelongitudepriceprice_per_roomhourdaymonthweekdayyear
02340.7716-73.954446751168.750000321612016
11240.7944-73.94012100700.000000311652016
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\n", + " " + ] + }, + "metadata": {}, + "execution_count": 159 + } + ] + }, + { + "cell_type": "code", + "source": [ + "train1.year.value_counts()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "3pMBLkLkysbY", + "outputId": "baf60412-b582-4ad4-ae85-80635b21626c" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "2016 34546\n", + "Name: year, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 160 + } + ] + }, + { + "cell_type": "code", + "source": [ + "train1 = train1.drop('year', axis=1)\n", + "test1 = test1.drop('year', axis=1)" + ], + "metadata": { + "id": "EBMzp9GSywdX" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "X = train1.drop('TARGET', axis=1)\n", + "y = train1.TARGET" + ], + "metadata": { + "id": "aSqHcEYqdQv-" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# from sklearn.preprocessing import MinMaxScaler\n", + "# scaler = MinMaxScaler()\n", + "\n", + "# X = pd.DataFrame(scaler.fit_transform(train1.drop('TARGET', axis=1)))\n", + "# test1 = pd.DataFrame(scaler.transform(test1))\n", + "# y = train1.TARGET" + ], + "metadata": { + "id": "MZeNaEbxlkY3" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "for i in X.columns:\n", + " X[i] = (X[i] - X[i].mean()) / X[i].std()\n", + "for j in test1.columns:\n", + " test1[j] = (test1[j] - test1[j].mean()) / test1[j].std()" + ], + "metadata": { + "id": "rYIm5802j6PO" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "X.head()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "_YZW_AXRZeA_", + "outputId": "47527c01-f20c-4d71-b95a-649a7fbe1784" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " bathrooms bedrooms latitude longitude price price_per_room \\\n", + "0 -0.413616 1.306653 0.036676 -0.032830 0.023043 -0.059901 \n", + "1 -0.413616 -0.484283 -0.023107 -0.068678 -0.050133 -0.042531 \n", + "2 -0.413616 -1.379750 0.060942 -0.018011 -0.079593 0.012406 \n", + "3 -0.413616 0.411185 -0.054284 -0.045874 -0.018582 -0.058869 \n", + "4 -0.413616 1.306653 -0.000447 -0.042324 0.068659 -0.027585 \n", + "\n", + " hour day month weekday \n", + "0 3.154762 0.458207 -0.024116 0.046081 \n", + "1 -0.660693 0.095057 1.190327 0.046081 \n", + "2 -0.660693 -1.357543 -0.024116 -0.512877 \n", + "3 0.054705 -0.389143 -0.024116 0.046081 \n", + "4 0.293171 0.095057 1.190327 0.046081 " + ], + "text/html": [ + "\n", + "
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bathroomsbedroomslatitudelongitudepriceprice_per_roomhourdaymonthweekday
0-0.4136161.3066530.036676-0.0328300.023043-0.0599013.1547620.458207-0.0241160.046081
1-0.413616-0.484283-0.023107-0.068678-0.050133-0.042531-0.6606930.0950571.1903270.046081
2-0.413616-1.3797500.060942-0.018011-0.0795930.012406-0.660693-1.357543-0.024116-0.512877
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bathroomsbedroomslatitudelongitudepriceprice_per_roomhourdaymonthweekday
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2-0.4087120.4108200.035900-0.023548-0.308136-0.412597-0.6576420.217542-1.2134311.728129
31.5792591.310878-0.017728-0.0178080.623172-0.1415381.493928-0.983402-0.0038401.164707
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\n", + " " + ] + }, + "metadata": {}, + "execution_count": 218 + } + ] + }, + { + "cell_type": "code", + "source": [ + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.model_selection import cross_val_score\n", + "\n", + "logreg = LogisticRegression()\n", + "cross_val_score(logreg, X, y, scoring='accuracy').mean()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "xZ3JGnGSxqE7", + "outputId": "4fa40add-9741-4551-ad97-af21474416b9" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.7/dist-packages/sklearn/linear_model/_logistic.py:818: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG,\n", + "/usr/local/lib/python3.7/dist-packages/sklearn/linear_model/_logistic.py:818: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG,\n", + "/usr/local/lib/python3.7/dist-packages/sklearn/linear_model/_logistic.py:818: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG,\n", + "/usr/local/lib/python3.7/dist-packages/sklearn/linear_model/_logistic.py:818: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG,\n", + "/usr/local/lib/python3.7/dist-packages/sklearn/linear_model/_logistic.py:818: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG,\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0.6946968058399885" + ] + }, + "metadata": {}, + "execution_count": 219 + } + ] + }, + { + "cell_type": "code", + "source": [ + "from sklearn.neighbors import KNeighborsClassifier\n", + "\n", + "KNN = KNeighborsClassifier()\n", + "cross_val_score(KNN, X, y, scoring='accuracy').mean()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "s-fKhn5409lG", + "outputId": "904676c4-0290-4c41-a438-fd9266d8ccb6" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0.6543159774609724" + ] + }, + "metadata": {}, + "execution_count": 220 + } + ] + }, + { + "cell_type": "code", + "source": [ + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import accuracy_score\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.33)" + ], + "metadata": { + "id": "yyQI32x45D2K" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "acc_scores = []\n", + "for iter in np.linspace(50, 1550, 6):\n", + " logreg = LogisticRegression(max_iter = iter)\n", + " logreg.fit(X_train, y_train)\n", + " y_pred = logreg.predict(X_test)\n", + " acc_scores.append((iter, accuracy_score(y_test, y_pred)))\n", + "acc_scores" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "lvxIbXIE6lPj", + "outputId": "b0a11e37-e663-4fc4-ddf2-b5208ad13fff" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.7/dist-packages/sklearn/linear_model/_logistic.py:818: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG,\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[(50.0, 0.6921322690992018),\n", + " (350.0, 0.6924831155161828),\n", + " (650.0, 0.6924831155161828),\n", + " (950.0, 0.6924831155161828),\n", + " (1250.0, 0.6924831155161828),\n", + " (1550.0, 0.6924831155161828)]" + ] + }, + "metadata": {}, + "execution_count": 222 + } + ] + }, + { + "cell_type": "code", + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "plt.plot([x[0] for x in acc_scores], [x[1] for x in acc_scores])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 286 + }, + "id": "99Gq03la_Zjg", + "outputId": "e55765b9-855b-4049-bba1-0139b43c6548" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 223 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "acc_scores = []\n", + "for C in np.linspace(0.001, 1, 5):\n", + " logreg = LogisticRegression(max_iter = 350, C = C)\n", + " logreg.fit(X_train, y_train)\n", + " y_pred = logreg.predict(X_test)\n", + " acc_scores.append((C, accuracy_score(y_test, y_pred)))\n", + "acc_scores" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "_7Jy806j6iz7", + "outputId": "9a2819d4-774a-4302-e6b3-637afa8bf791" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[(0.001, 0.692219980703447),\n", + " (0.25075, 0.6937987895798614),\n", + " (0.5005, 0.6936233663713709),\n", + " (0.75025, 0.6930970967458995),\n", + " (1.0, 0.6924831155161828)]" + ] + }, + "metadata": {}, + "execution_count": 228 + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.plot([x[0] for x in acc_scores], [x[1] for x in acc_scores])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "id": "bV1mlInDYIGF", + "outputId": "692ffaab-a117-49e2-bfec-248b5a233ca5" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 229 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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"execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Requirement already satisfied: mlxtend in /usr/local/lib/python3.7/dist-packages (0.14.0)\n", + "Requirement already satisfied: matplotlib>=1.5.1 in /usr/local/lib/python3.7/dist-packages (from mlxtend) (3.2.2)\n", + "Requirement already satisfied: setuptools in /usr/local/lib/python3.7/dist-packages (from mlxtend) (57.4.0)\n", + "Requirement already satisfied: scikit-learn>=0.18 in /usr/local/lib/python3.7/dist-packages (from mlxtend) (1.0.2)\n", + "Requirement already satisfied: numpy>=1.10.4 in /usr/local/lib/python3.7/dist-packages (from mlxtend) (1.21.6)\n", + "Requirement already satisfied: scipy>=0.17 in /usr/local/lib/python3.7/dist-packages (from mlxtend) (1.4.1)\n", + "Requirement already satisfied: pandas>=0.17.1 in /usr/local/lib/python3.7/dist-packages (from mlxtend) (1.3.5)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in 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satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from scikit-learn>=0.18->mlxtend) (3.1.0)\n", + "Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.7/dist-packages (from scikit-learn>=0.18->mlxtend) (1.1.0)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "from sklearn.feature_selection import SequentialFeatureSelector\n", + "\n", + "selector = SequentialFeatureSelector(LogisticRegression(), scoring='accuracy',\n", + " direction='forward', n_jobs=-1)\n", + "\n", + "selector.fit(X, y)" + ], + "metadata": { + "id": "dYlCny3__vnm", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "a790f61f-df83-4409-aee6-71353ba34741" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "SequentialFeatureSelector(estimator=LogisticRegression(), n_jobs=-1,\n", + " scoring='accuracy')" + ] + }, + "metadata": {}, + "execution_count": 184 + } + ] + }, + { + "cell_type": "code", + "source": [ + "X_new = selector.transform(X)\n", + "test1_new = selector.transform(test1)" + ], + "metadata": { + "id": "CvCFhz7rjGwv" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "X_new.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "2X6Y19rqjMFd", + "outputId": "9a416ba6-4f99-4a72-d037-5653049bf90e" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(34546, 5)" + ] + }, + "metadata": {}, + "execution_count": 190 + } + ] + }, + { + "cell_type": "code", + "source": [ + "logreg = LogisticRegression(C = 0.001, max_iter=100)\n", + "logreg.fit(X_new, y)\n", + "test_pred = logreg.predict(test1_new)" + ], + "metadata": { + "id": "RPUA-UvijNpB" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "sub = pd.read_csv('sample_submission.csv')\n", + "sub.TARGET = test_pred\n", + "sub.head(10)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 363 + }, + "id": "46Unct2Pjn_O", + "outputId": "e15876ca-9de0-41c6-d799-0aff98ba74ce" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Id TARGET\n", + "0 19477 low\n", + "1 29937 low\n", + "2 109148 low\n", + "3 65728 low\n", + "4 33623 low\n", + "5 57810 low\n", + "6 50217 low\n", + "7 104393 low\n", + "8 91380 low\n", + "9 21764 low" + ], + "text/html": [ + "\n", + "
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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ], + "source": [ + "# img = cv2.imread('birds.jpg')\n", + "img = cv2.imread('image.jpg') # считать картинку\n", + "draw_picture(img) # нарисовать картинку" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "8-x3eC2Qb_gE", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "bb4ac7cc-8450-424e-a451-c9ebf1047041" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "(1600, 2560, 3)\n" + ] + } + ], + "source": [ + "print(img.shape) # сам img - это обычный трехмерный массив 275 x 400 x 3\n", + "# вам скорее все кстати понадобится сделать reshape, чтобы перейти от 275x400 к одномерному массиву пикселей" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "9OM_RADSnkIi", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "fb29c2be-df4f-4b7c-b8f5-286632703fc8" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(4096000, 3)" + ] + }, + "metadata": {}, + "execution_count": 46 + } + ], + "source": [ + "img_r = img.reshape(-1, 3)\n", + "img_r.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "tseYOSvKb_gE", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 275 + }, + "outputId": "e58f213a-01cc-4e4e-a3d1-b5f12301ac46" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ], + "source": [ + "kmeans = KMeans(n_clusters = 3)\n", + "y_pred = kmeans.fit_predict(img_r).reshape(1600, 2560)\n", + "# y_pred = kmeans.fit_predict(img_r).reshape(275, 400)\n", + "draw_picture(kmeans.cluster_centers_.astype(int)[y_pred])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "scyJf92O3Qz1" + }, + "source": [ + "Как же это круто!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "LAjVYF81b_gG", + "outputId": "762bda6f-dc28-4b52-ca45-4e019e912d74" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" 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\n" 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\n" 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\n" + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[0.5307753688257999,\n", + " 0.6869916877773977,\n", + " 0.7920472475127531,\n", + " 0.8603157873048294]" + ] + }, + "metadata": {}, + "execution_count": 50 + } + ], + "source": [ + "scores = []\n", + "for n in [2, 3, 10, 20]:\n", + " kmeans = KMeans(n_clusters = n)\n", + " y_pred = kmeans.fit_predict(img_r).reshape(1600, 2560)\n", + " # y_pred = kmeans.fit_predict(img_r).reshape(275, 400)\n", + " img_pred = kmeans.cluster_centers_.astype(int)[y_pred]\n", + " draw_picture(img_pred)\n", + " scores.append(structural_similarity(img, img_pred, multichannel=True))\n", + "scores" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "VNxbWy6SJWgj" + }, + "source": [ + "Красивое) И точность хорошая в конце" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "id": "TDvIWnBl7xNu", + "outputId": "908bfc5c-d173-49c1-87a3-8d6c452b9aee" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 51 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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uHbAOoLS0NL7KZUwMDTmPv9HE/U/uZM/ho6yYn8/3br6YykhBsksTkTgl+mLsWuCn7j4Ys2y+ux8wswXA02b2urvvjt3I3TcAGwAqKio8wTXJb8Dd+XXdYe59opbXD3SweOY0Hvr9Cq5aOkO98CLjTDxBfwCYF/O4JFg2krXAZ2IXuPuB4Gu9mT1D9Pz97v++qaSKV/Yf4d4nanhudytz8ybxrRsvYs2yuWRmKOBFxqN4gn4rUG5mEaIBvxa4efggM1sC5APPxyzLB465e6+ZFQGXAvcmonBJvLpD3XxzUy1PbG+mcMpEvv7Bc7l5VSnZWeqFFxnPzhj07j5gZrcDm4i2Vz7s7tvN7C6gyt03BkPXAo+5e+ypl6XAD8xsCMggeo7+VBdxJUmaOo7znc27+Kdt+5k0IZPPX13OH7xnAVOz9TYLkTCwt+dy8lVUVHhVVVWyy0gL7Uf7gl74BnD4+CXz+cz7FlI4Vb3wIuONmW1z94qR1umQLQ0d6xvg4V/v4Qe/qqe7b4CPLC/h81eXM69AvfAiYaSgTyN9A0P8eOs+HvhFHYe7e7nm3Jl8+drFLJ41LdmlicgoUtCngaEh599ee5P7n9zJvrZjVJYV8IPfu5gV89ULL5IOFPQh5u48s7OFe5+opbqpk6Wzp/N/P7GSKxYVqxdeJI0o6ENq29527nmihi172igtmMwDa5fxwQvnkKFeeJG0o6APmZ0Hu7hvUy2bdxykaGo2d605j7UrS5mYpQ/+EElXCvqQaGw/xnee2sW/vNTIlIlZfPnaRXzi0ghT1AsvkvaUAuNca3cv63+5m394YS8Y3HZZhD++4hzyp0xMdmkikiIU9ONUd+8Af/vsHh58tp5jfQP8zop5/MnV5czJm5Ts0kQkxSjox5negUF+9OI+vvd0Ha1H+1h93iy+fN0izpmhXngRGZmCfpwYHHL+9ZUDfGvzThrbj/OuBYX82fuXsGxeXrJLE5EUp6BPce7O0zWHuG9TLTXNXZw3Zzp/+eELeE95kXrhRSQuCvoUtrWhjXv+o4aqve2UFU7mezcv5/rzZ6sXXkTeEQV9Cqpu6uSbm2r5Rc0hZkzL5n9/+HxurJjHhEz1wovIO6egTyH7247xrc07+fkrB5iWncWfrV7Cre8uY9JEffCHiPzmFPQpoKWrl/W/rOOHL+4lw4w/vHwhf/TeheROnpDs0kQkBBT0SdTV08+Dz+7hoWfr6R0Y4ndXzuNzV5YzKzcn2aWJSIgo6JOgp3+Qf3hhL+t/WUf7sX5+68LZfOmaRSwonprs0kQkhBT0Y2hwyPmXlxr5zlO7OHDkOO8pL+Ir1y3mwhL1wovI6FHQjwF358kdB/nmplp2HermopJc7v3tC7n0nKJklyYiaUBBP8peqG/lnidqeHnfERYUT+H7H7uY1efP0pudRGTMxBX0ZrYaeADIBB5y97uHrf828L7g4WRghrvnBetuAb4arPsLd380EYWnuu1vdnDvE7X8amcLs6bncM9HL+CjF5eQpV54ERljZwx6M8sE1gPXAI3AVjPb6O47Toxx9y/EjP8ssDy4XwB8HagAHNgWbNue0J8ihTQcPsq3Nu9k46tvkjtpAv/j+iX8/rvKyJmgXngRSY54jugrgTp3rwcws8eANcCOU4y/iWi4A1wHbHb3tmDbzcBq4B/PpuhUdKizh+8+vYvHtuxnQmYGt7/vHD51+QJyJ6kXXkSSK56gnwvsj3ncCKwaaaCZzQciwNOn2XbuCNutA9YBlJaWxlFS6ug43s+G/9zNw79uoH9wiJsqS/nslecwY7p64UUkNST6Yuxa4KfuPvhONnL3DcAGgIqKCk9wTaOip3+QR59r4K+f2U3H8X5uuGgOX7p2EfMLpyS7NBGRt4kn6A8A82IelwTLRrIW+Mywba8Ytu0z8ZeXegYGh/jptmgvfHNnD1csLuYr1y3mvDm5yS5NRGRE8QT9VqDczCJEg3stcPPwQWa2BMgHno9ZvAn4SzPLDx5fC9x5VhUnibvzxBvN3PdkLfUtR1lemsd31i7jkgWFyS5NROS0zhj07j5gZrcTDe1M4GF3325mdwFV7r4xGLoWeMzdPWbbNjP7c6K/LADuOnFhdjz5r7rD3PtEDa82dlA+Yyobfm8F15w7U73wIjIuWEwup4SKigqvqqpKdhkAvN7Ywb2banh212Hm5k3iC9cs4sPL55KpD/4QkRRjZtvcvWKkdXpn7AjqW7q5/8md/PvrTRRMmcj/+sC5fGxVqXrhRWRcUtDHGBpyvvFv2/nhi/vIzsrgc1eV86n3RJiWo154ERm/FPQxqva283fP7+W3V5Rwx/uXUDQ1O9kliYicNU28EqOmuROAL1+7WCEvIqGhoI9R3dRF3uQJzJyukBeR8FDQx6hu6mTprOlqmxSRUFHQB4aGnNrmLpbMnpbsUkREEkpBH9jXdozj/YMsnTU92aWIiCSUgj5w4kKsjuhFJGwU9IHqpi4yDBbNVNCLSLgo6APVTZ1Eiqbo3a8iEjoK+kBNcxdLZuv8vIiEj4Ie6O4dYF/bMZbO0mkbEQkfBT1Q29wFwBJ13IhICCnoUceNiISbgp7ohdhpOVnMzZuU7FJERBJOQQ/UNHVp6gMRCa20D3p3DzpudNpGRMIp7YO+sf043b0DuhArIqGV9kFfc6LjRkf0IhJSaR/01U2dmMFiTX0gIiEVV9Cb2WozqzWzOjO74xRjbjSzHWa23cx+FLN80MxeCW4bE1V4otQ0dzK/YDJTsvWpiiISTmdMNzPLBNYD1wCNwFYz2+juO2LGlAN3Ape6e7uZzYj5FsfdfVmC606YmqYunZ8XkVCL54i+Eqhz93p37wMeA9YMG/MpYL27twO4+6HEljk6jvcNsqf1qM7Pi0ioxRP0c4H9MY8bg2WxFgGLzOy/zOwFM1sdsy7HzKqC5R8a6QnMbF0wpqqlpeUd/QBnY+fBLtw19YGIhFuiTkxnAeXAFUAJ8J9mdoG7HwHmu/sBM1sAPG1mr7v77tiN3X0DsAGgoqLCE1TTGVU3Rac+WKojehEJsXiO6A8A82IelwTLYjUCG9293933ADuJBj/ufiD4Wg88Ayw/y5oTpqa5iykTM5mXPznZpYiIjJp4gn4rUG5mETObCKwFhnfP/Jzo0TxmVkT0VE69meWbWXbM8kuBHaSI6qZOFs+aRkaGpj4QkfA6Y9C7+wBwO7AJqAZ+4u7bzewuM7shGLYJaDWzHcAvga+4eyuwFKgys1eD5XfHdusk01tTH+j8vIiEW1zn6N39ceDxYcu+FnPfgS8Gt9gxzwEXnH2Zidfc2UPH8X592IiIhF7avjP2xIVYHdGLSNilcdBH57hZrCN6EQm5tA36muYuSvInMT1nQrJLEREZVekb9E2deqOUiKSFtAz6nv5B6g8f1RulRCQtpGXQ1x3qZnDIdUQvImkhLYNeUx+ISDpJy6Cvae4iZ0IG8wunJLsUEZFRl6ZB38nimdPI1NQHIpIG0i7o3Z1qfdiIiKSRtAv6lq5e2o726cNGRCRtpF3QVzdH3xG7VFMfiEiaSLugrzkxx42mPhCRNJF+Qd/cxezcHPImT0x2KSIiYyLtgr66qVNH8yKSVtIq6PsGhtjd0q2piUUkraRV0O9u6aZ/0HVELyJpJa2CvqY5eiH2XB3Ri0gaSa+gb+piYmYGkSJNfSAi6SOtgr66uYvymVPJykyrH1tE0lxaJV61PmxERNJQXEFvZqvNrNbM6szsjlOMudHMdpjZdjP7UczyW8xsV3C7JVGFv1OHu3tp6erV1MQiknayzjTAzDKB9cA1QCOw1cw2uvuOmDHlwJ3Ape7ebmYzguUFwNeBCsCBbcG27Yn/UU6vVlMfiEiaiueIvhKoc/d6d+8DHgPWDBvzKWD9iQB390PB8uuAze7eFqzbDKxOTOnvTLWmPhCRNBVP0M8F9sc8bgyWxVoELDKz/zKzF8xs9TvYFjNbZ2ZVZlbV0tISf/XvQE1zF8XTsimcmj0q319EJFUl6mJsFlAOXAHcBDxoZnnxbuzuG9y9wt0riouLE1TS22nqAxFJV/EE/QFgXszjkmBZrEZgo7v3u/seYCfR4I9n21E3MDjEroPdOj8vImkpnqDfCpSbWcTMJgJrgY3Dxvyc6NE8ZlZE9FROPbAJuNbM8s0sH7g2WDam9hw+St/gkDpuRCQtnbHrxt0HzOx2ogGdCTzs7tvN7C6gyt038lag7wAGga+4eyuAmf050V8WAHe5e9to/CCnc+LDRtRDLyLp6IxBD+DujwOPD1v2tZj7DnwxuA3f9mHg4bMr8+zUNHWSlWEsLJ6azDJERJIiLd4ZW93UyTkzpjIxKy1+XBGRt0mL5Ktp7lLHjYikrdAH/ZFjfTR19KjjRkTSVuiDvubEhVgFvYikqfAHfTD1wVKduhGRNBX6oK9u6qJgykSKp2nqAxFJT6EP+prm6NQHZpbsUkREkiLUQT845NQe7NIbpUQkrYU66Pe2HqWnX1MfiEh6C3XQ1+jDRkREwh301U2dZBicM0NTH4hI+gp50HexoHgqORMyk12KiEjShDroT3TciIiks9AGfWdPP43tx3V+XkTSXmiDfufJC7E6oheR9BbaoK8Opj5QD72IpLvwBn1zF9Nzspidm5PsUkREkiq0QV/T1MmS2dM19YGIpL1QBv3QkFPb3MW5uhArIhLOoG9sP87RvkG1VoqIENKg33HiQqyO6EVE4gt6M1ttZrVmVmdmd4yw/lYzazGzV4LbH8SsG4xZvjGRxZ9KTXMnZrBopqY+EBHJOtMAM8sE1gPXAI3AVjPb6O47hg39sbvfPsK3OO7uy86+1PjVNHVRVjiFyRPP+OOJiIRePEf0lUCdu9e7ex/wGLBmdMs6OzXNnXqjlIhIIJ6gnwvsj3ncGCwb7qNm9pqZ/dTM5sUszzGzKjN7wcw+NNITmNm6YExVS0tL/NWP4GjvAHvbjumNUiIigURdjP03oMzdLwQ2A4/GrJvv7hXAzcB3zGzh8I3dfYO7V7h7RXFx8VkVUnuwC3fUcSMiEogn6A8AsUfoJcGyk9y91d17g4cPASti1h0IvtYDzwDLz6LeM6pp0oeNiIjEiifotwLlZhYxs4nAWuBt3TNmNjvm4Q1AdbA838yyg/tFwKXA8Iu4CVXT3MnU7Czm5k0azacRERk3ztiW4u4DZnY7sAnIBB529+1mdhdQ5e4bgc+Z2Q3AANAG3BpsvhT4gZkNEf2lcvcI3ToJVdPUxZJZ08jI0NQHIiIQR9ADuPvjwOPDln0t5v6dwJ0jbPcccMFZ1hg3d6e6uZM1y+aM1VOKiKS8UL0z9sCR43T1DKjjRkQkRqiC/q0Lseq4ERE5IVxB3xyd42bRTAW9iMgJoQr66uYu5hVMYlrOhGSXIiKSMkIV9DVNnSzV+XkRkbcJTdD39A+y5/BRTU0sIjJMaIK+u3eAD1w4h8qygmSXIiKSUkIzj2/R1Gy+e9Oozq4gIjIuheaIXkRERqagFxEJOQW9iEjIKehFREJOQS8iEnIKehGRkFPQi4iEnIJeRCTkzN2TXcPbmFkLsHcUn6IIODyK3z9RxkudMH5qVZ2JNV7qhPFT69nUOd/di0dakXJBP9rMrMrdK5Jdx5mMlzph/NSqOhNrvNQJ46fW0apTp25EREJOQS8iEnLpGPQbkl1AnMZLnTB+alWdiTVe6oTxU+uo1Jl25+hFRNJNOh7Ri4ikFQW9iEjIhTLozWyemf3SzHaY2XYz+5MRxlxhZh1m9kpw+1qSam0ws9eDGqpGWG9m9l0zqzOz18zs4iTUuDhmP71iZp1m9vlhY5K2P83sYTM7ZGZvxCwrMLPNZrYr+Jp/im1vCcbsMrNbklDnfWZWE/zb/szM8k6x7WlfJ2NQ5zfM7EDMv+/1p9h2tZnVBq/XO0azztPU+uOYOhvM7JVTbDuW+3TETBqz16m7h+4GzAYuDu5PA3YC5w4bcwXw/1Kg1gag6DTrrwf+AzDgEuDFJNebCTQTfXNGSuxP4HLgYuCNmGX3AncE9+8A7hlhuwKgPviaH9zPH+M6rwWygvv3jFRnPK+TMajzG8CX43ht7AYWABOBV4f/vxuLWoetvx/4Wgrs0xEzaaxep6E8oj5s14MAAAM+SURBVHf3Jnd/KbjfBVQDc5Nb1W9sDfB3HvUCkGdms5NYz1XAbncfzXcvvyPu/p9A27DFa4BHg/uPAh8aYdPrgM3u3ubu7cBmYPVY1unuT7r7QPDwBaBktJ4/XqfYn/GoBOrcvd7d+4DHiP47jJrT1WpmBtwI/ONo1hCP02TSmLxOQxn0scysDFgOvDjC6neZ2atm9h9mdt6YFvYWB540s21mtm6E9XOB/TGPG0nuL621nPo/TirszxNmuntTcL8ZmDnCmFTbt58k+tfbSM70OhkLtwenmB4+xSmGVNuf7wEOuvuuU6xPyj4dlklj8joNddCb2VTgn4HPu3vnsNUvET39cBHwV8DPx7q+wGXufjHwfuAzZnZ5kuo4IzObCNwA/NMIq1Nlf/43Hv37N6X7iM3sfwIDwA9PMSTZr5PvAwuBZUAT0VMiqe4mTn80P+b79HSZNJqv09AGvZlNILpDf+ju/zJ8vbt3unt3cP9xYIKZFY1xmbj7geDrIeBnRP/8jXUAmBfzuCRYlgzvB15y94PDV6TK/oxx8MQpruDroRHGpMS+NbNbgQ8AHwv+s/83cbxORpW7H3T3QXcfAh48xfOnxP4EMLMs4CPAj081Zqz36SkyaUxep6EM+uDc3N8C1e7+rVOMmRWMw8wqie6L1rGrEsxsiplNO3Gf6IW5N4YN2wj8ftB9cwnQEfOn3lg75RFSKuzPYTYCJ7oTbgH+dYQxm4BrzSw/OBVxbbBszJjZauBPgRvc/dgpxsTzOhlVw64LffgUz78VKDezSPDX31qi/w7JcDVQ4+6NI60c6316mkwam9fpWFxxHusbcBnRP4FeA14JbtcDnwY+HYy5HdhOtDPgBeDdSahzQfD8rwa1/M9geWydBqwn2s3wOlCRpH06hWhw58YsS4n9SfSXTxPQT/T85W1AIfALYBfwFFAQjK0AHorZ9pNAXXD7RBLqrCN6/vXE6/RvgrFzgMdP9zoZ4zr/Pnj9vUY0nGYPrzN4fD3RjpLdo13nqWoNlj9y4rUZMzaZ+/RUmTQmr1NNgSAiEnKhPHUjIiJvUdCLiIScgl5EJOQU9CIiIaegFxEJOQW9iEjIKehFRELu/wM5QWsstOAqlAAAAABJRU5ErkJggg==\n" + }, + "metadata": { + "needs_background": "light" + } + } + ], + "source": [ + "plt.plot([2, 3, 10, 20], scores)" + ] + }, + { + "cell_type": "code", + "source": [ + "scores = []\n", + "for iters in [50, 150, 300, 500]:\n", + " kmeans = KMeans(n_clusters = 20, max_iter=iters)\n", + " y_pred = kmeans.fit_predict(img_r).reshape(275, 400)\n", + " img_pred = kmeans.cluster_centers_.astype(int)[y_pred]\n", + " draw_picture(img_pred)\n", + " scores.append(structural_similarity(img, img_pred, multichannel=True))\n", + "scores" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "rUmtfvbg8JKm", + "outputId": "3cfc5d0b-9d43-40a2-8765-99d38af1f72b" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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h79BduOI/Ytfed2lrWEBrSxQpJT29KZqbwvT2pa7r3z4XKZYLnOs4i7fWy7//2/tZ5isziIcwBvtFEJDY5WOAhupeNWVfxXZhCxOETV3iMRLBXRjalVPkSwUnK+zdn77Ixk88CYCmagghefOnP+HeJ54EU+HEd/vo7okzGO+jrWHBjfjTPzQtzWFUtSIm06WrOzllAvHktP0fPP/ziqCMURGU6SOlJJ49SVVgGe/0b8aWOk/dF8GtOw9msWzz07eTALg0p41FgyoP3BXCtiWGJemNGfSNGGxa4Z9ihRw5X+Bk10Ql4I0r/LTUXpwkYVsGIDFtDewS21/6a7q6YgghaGkO09WdRFEE9hwdGX8YTMugb6ibtsYF6LpCNOIl7ypz75c3U6fcQTz8G5plnjqKHC/eh2r7aPS9hoXgtFJ12eMKW0cKE8SVr1lr7Hforvke5XIJ3eVCIGiNfYWu2u9ilizmZ75Cd82zWEWJVbCI/2qEg/vj1/syXBfa26KzfQq3FJZl09uXumRQ/oc/evGSgnLTe71CeQQhFLyuyzf2W5mwb/5tsS5KPHOKaGAxiezp8fdM2wmav/TuhCUweSJnebQ+11DC5MdvJqiLaty/JoimCXpiZQ6cEaxf6p84niXH9wEu6yoZC9Y7MUIvDz/5Z2x/6a/p6BikJ/wWdN9BU2P4okSIMetlyrEUQXNTGNO06B+YG9UaLoVlW3QPnKO9cREL2xey/u56lKCKb0vQueKuETT5K9bJJAM4E3Oz3pOAIEMVkdx62vJ3EA++N/r+VKRy9Vhf69BX6K35Aa2xr41XTpNAT82zCFQWZL5CX9WPaY/97viHmbUJDu7/T9fjEnxoWlvCdPfc/lbrjUJVFVqaI+Ovu3uSV93nioJSFVhCPHvqw5/ZKB69atQ6mb0MKMsuky0OEPK2kS50Xffjp/IdRP0LEeLWtFDi2dNE/YuIBhYBEA0s4q3eLYi0ggA+u23qKK9YtnnpvakPrQQMS2JOimtICWd6S5zrK7G0zcOahRe7vnYdzbH7mFO872Nrg9RGLj1fSdPdPPSpP+WFtxL4E/8f3STG3V2tLc4DcLnGb9uSnt6rPxizjcul8Vu/fR/+ByMIRt0NAqqUMnfYCY4TZoscpA8fXYqfbvzjcREbgZQaSf8+UvI7iHItttmFoi9iq+LhuBJmWDiVKozMj9H8H6cl/gf0R3+OrTourjExsUWJntp/pW3o6wB01/0zEou22Ffpqfk+zcNfoLv2X1FsD43xT9Pf8gP0FcdpSG+mbFgMDs6eaE8eTIy1iwozo7cvRUvzxYO1y3GVXu/6dvxFI44Qyqy6vBShE/A03ECX163rdiluGiS6ewFv92xByglfs0QZN3tf2HGBz/0Kf+5gwuT5N+I017j43CQhGmubdyzwsnr+RO20nUezdMeckfPVct9VzcXTH6sD+ee89pO/oLMrTmtLhK7uCbFoa41MibGMdTBzta6kbcPOk3U8eOcQf/O/+nhNC/GQfZqfFfejBr+AtEaI5d7muP8RltlpXlDakYAUAglYpSMg81SZ38BSSiSUb4ISRugLwewAJG8V9yLcdyG0RgC0wKcBhd7qHwITAdju2mcBCwRInMyJrrpvIbFoH/o9QGCLEt21zyKkSsvwb5Evxdnz3is8/Fu/Q03Pw+x597/ywaEOWurnTfsaVEV9FEsG+fyHz5acfJ8rZXuuDSkdH8R0r96tOYz+ENyu80OuB20jX0Us1pE9SS63LNVMF8hqiOrcs8qPMnrdT/cU+eCUMyHxjoVeVrRPCMo9qwPjAjWd26QqAtB45Ok/55/+y/+AEI6IjDH5Xs/V297WOkkEhU1j9B0e/N+eQJPnyOae45eBT4Pci7SSmNkfA5Le9Pfo11pQ/Z8cP45dPg52EsVzDyn3fqziblB81Jb+kHzueTLqWdAXI3yPMbl7MLMvgJ1EC34RoUyq1yQuzoCUjL2n0Fn3TyBA2IK22FexRYlY60/Y2vjbNKQep6f2OWrnR/jK3zzE4NudHMntwleuxRtbxsiIc/8T6RFs25oyyz+ecD6rqfGTzZYoFj98Wv/kNlFh+nT3JGc8+JqBoAiigUVTfOq3IpZdvqEB+VuN9/o3ULLczoue6a8Voanw2a3TC3JO7tgXNbtZ1Owef73vVJ6T3U5gfssqP2317ov2vxqKohJa8+d0HfjfgYkOpLMrQVtrhJbmyLgLTFUEDQ1BevvmxryVMTGRUtLRf4o//t6TPCl7+YnSCnI75cyzAJjZH4zvI9R6FN8nxl/b5VPY5hCq936EEFjFPdjlfdQYf0LZN0JWO8XoNB6EUDCzP0fxbMIqvA32xQF0I/0dtOCXaB/6Bl11374ocO+IycR7tjDorv0equ2lJf5lTDWNCAoiGxdQld2C9tTPaGYhyIl2YHSWOb+vQDyRRw54SKenLtM8PHz91i3p6k5WAvLXQEtzeIrreDrCfEVBEUJQFVg6muWzhA/rzvG4qvC6ZnuZ3Bvr74j4F95SQfnNDe9Tt+gxFHVqdtXzryf43APRK5q6QojxLC+/R+FTWy5ucL3DZXYcdCa6LWhys3G5f8rnaxd7WbvYy65juYvuzK/3phlOOSPUxzeHCfouf12/8EA13zzg/D7Z7eWImaSlJUxfX5rmZie1uakxdNMnQ7a2RC4b2xGK4Gtf/BhP2wPsHvn3GJ77rnAkcZGlHSwsw2veSzz0LgCKeyOquAOLBJPbvJn7BYrnbuziu2APA6AFfgvExH3Rgl/FTP8z8Ifj73XWfXOSYSNBKrQN/S5ddd+iu/Y745+NLTAnhBPzcRsNzBv6BgB593likdcA0Oe5WDLvLkb2Ztl58igd3T3URhtY2N6C3+8iNpy7rssUdHYlKqIyQ4QQU2JP0/HuXNVCGRMVIQRSclHmz3Tx6FF8rtpZdzkpwkXYN++GWimz/TdeidLaEfSTIerqHkV1Xbok9Q/fSCBxROVSqAo8s82ZA+LWBV94wHlQpZSkchav7E5TG9Z4cF2Qpmp9/PNzfSWe2z51RLx2sY+lrW42rfCPHwMYbW+SRzaEiAZUfrEzRbZg89S9ETwuMWUbIZwO9qnHH2Dfwf10dSfGR1NSSrp7krS2RMaDi6ZpzZmZ9VJKhCJ47K+W81mrkx+qzZjuS4uJlJBJKpw97WbDQ2CbHVj5VxH6YlTvp8Acu37ONfzgdB6369fUtJ5C8z2EXT6ONHvAfdcFRxbj5/IZu5ufZl9DC32FrtC3MdL/iBb6/Yk2LaXjPxQ2XXXfGq/LptgeWoa/jKlk6K1+Dt2MUp3eykD0ZzQknqLg6iYWfm30GBPCM/bdd9+1mIcf+z2qau/i4O4fExveNeNreeEIevLAwnmdoLUlMqefz7nG2LUas/bHnrnLbn+lD7//L//lkh9O3seWBsncuauemEeP4nPXTTnJ2UBKiWWXbpigRPwL50w15cmM3bIPhtaSMQJM7kRg4p48sy3KCzsSPLNtqnUyJjCXai9CCPwehW13Bnl510RmTTxVoHsww5olzn1f0OhiwwUWyv7TeU52T60Vte3OII3VOlJKfvV+mk0r/YT9Ki++myJXdPz4n90aRdcEP3wzwTNboyiK09CP7v2/eGdH35TOpbsnSVvr1NHp2N9RNiwGbmL68FjMZOznme5j/NH3n8ZMf/Oq+2bSgpNHW9j2wNcxzzSyZ+hvWLv1Y4AgWFiOy6wi5v577OJuXP0P4RraQrHlFxzqPsyq6F/ibXmRnPrWlGNqgc8j1ChG+lm0wGcQwouR/i4Li29yzr0VKcrooT9AjkrA5+1OnlfnTYp4CxTppjX2VSwlR0/Ns1NPelRwJhMoLqM6vRWAlH8/AOHsWgCef+6v6T5zhKA/zEwZu+djnd6FgjL2WSWmMnM6u5zB5Vi7va7zUKYIwjQ9SEUjQdFIzMrExsmd4EcxhiIlHBheTbJ0scn/zsFeNq1qRNdUnr4/gqrA57ZFkXLi1v7g9fj4PZcSXt/bNR7k1jWV+9e2kCvaU8QEYMX8IH/0GWcRro6BEjuP5tBUwbpJc1HuWuLHsqEqpDK/we0Eekc/G/vOV3an+eTmMGDz9v4eNq1u5MdvxYkk/oGV83QEfwo47rAj6d8H/iOdXYnRIH2U1pbIlDYwuf26dJX6+uBNSW8dy0JrbYnw+ns7WdS2nD/5b/6YAn3j24yd5oVjLsfwEAgEJdcAw9F9iCHnWsU62ol1rmfZXecca8G9Hrl0EaWlQxx73yJabVNXb5EBVN8nUfTWi85ND31p9HtsFpTeQuACJFroD/ic1cm/5X6FK/SHTMgIPG138YJYRGvsq9hKge6a7yGEgmaGqEs9Ql/1j6Z8h680j9rUI4y1LIEgknOsJSkk72z/Ecn+7mmLSUtzmL7+9PiE1jGhniwmY+LR1Z28KGmjwvQYe3Y+dAxlOqiKi7BvPqn8+Stu59Gj+D31H/brrgkpLRK5M8DNcXndSC60KK6O4PDISpKlKA+sDbLvdJ5Exhzf/747W3jy3ghuTfCTtxPjEw1f39M1ujcoCjxwdzvg1NJ6dHM7z2yromRMzJKfOEFnpvzDd4fGM7sA2utdtNW5nPRWW061fiR89+Uu+odzrFlSy2e31VNfpTmuesCWkpfeTRBKfpvimRKvndAQCL7wcZvld/0JYnT9DiEEn3+gisGWB/n5y29wpuso53oU5rcsoaP3NPOaFqOqguamCJZlX9bt5fPpeDw68dHy+KGQM2fjwsDxhTTUBxmJ5zCMS6fCjcVP3nhvJw/edw/L/9sm6oee4Ex63fh1sEx4d7uXrY9OLIQlJeSzCgferGGBbyNIQXV9I6sbIsyzhzlYv5Rar48M0HlWx7YU1s/fQDh/J52FBGptLcI1HydJS467CS+FmflXumpNQEOmJWDzb7lfAfCM3cnzSptjdAjBC8oC2oa+hi2KdFV/EzPzAnroS5haeoqYeIwmQrk7yHhPkPOcZjj8OsH8Cqoz949vkwjsQm8+T9tIhOGRHPm8QW2tH69HZ3AwQ6ls0dgQJDacG6/r1tPrzJFQFDGekTRZSLq6k5e0UirMjLF2O51r+ZFJG1aETsjXQjrfw608V8Sw8pSMBEFvyxW3s6Ug3HAXnlALrkIWigb/+funSWZLbFzZSMA3EYT/6Y4EO/b3cO+dzbxzoBfLtsdHyA+sb+PzD1xc1cCyJW5d4QuTPpNSkshY/GpPmu0fZHjwruC4K+pcf4ldR3P0DGUwTIvFrY4VNGaRrFpYw4oFNdy7OkBtWOU3e9PEkk5AftehbkZObqfes4Nsdz/f/sF2gqFLj5aEEDQsfZI/WPIpBk+/NHHdjI/x8q/e5GzPaTr6FNoaFqJpgsaGEOWyxeBQFo9Ho642QD5vMDySIxBwo2sKieT0VjkcmKaVs2T+CpZ9o5H2gd/jfN0/Q1ZBShtpKex41Yuq26PXE6QNsuSn/ME2XNEDLP74CrzH1nDk3HPweIQjPYs59e6dLGrOMz9apHy6gL7IQzKwh2TwfbIdx4lQx3B4O1Iuwc79EkVoCLUFsC+aYKCHvuJcr/R30EJfw0x/a/QTleeVFsz0P6KHnSC7FBad9f/oXHe841bOhRRdfRRdjhVW8HQ4+yKR48npNmATrdbpN0rkcmVqa/xkMiUEYvxpnVzZoLkphKoqdPekpoygJwtlJQh/fZjsLu7qTlwxlfi6CIpzD8ecpZdwms4yiqIR9rWRyJ0FIDW26uAtiEvz49L8l/xMjqZyCik4lVxEf68fmAis372y4ZJZW7sO9zG6nhIP3n2xO+SFtxJYFwy6PS7BE/dM7dQzeUdMAIZTJm8cyLB1TZDuoTI/2zHEqa44bQ1BHr+nkRXzPRw9X8DvUVnS6sGyJbuP5dh5NMvB0zFiicJ4KZbkrv9Aa0uZJfNW8n/+5XP4/FdfcU8IQcOST0157xsrP4NlFuk7+TIfHNzPrn376ezXaG+aR22Nj9hwnu6eJD6vi7bWCNlsGcOwiIQ9JFNXtk7q6gIkEwUM04nxXPjQtTQ7xSslFg/9xSpc7zTRbf2C3W88zcZnTMqpf6K884u0pLIM1f8KKaFYEOx83YvL9hHsNzh+uomwvopVj/yKxoUZCmffo3D4a8xrcIN8FWkAACAASURBVLFuiY/D3eeJJwvcPfIlQnkvKe9+hFTAAmmbWIXXkNYAQuo0xp9iOPQWhj5yyb9HD31tymtP6OsU0//IWJfhdOImQuhTXjvPvwpYV6wWkfUdR5E6inSTDOxx3lQEiqYQS/WTLwbxe4MUixOl8Bvqg+i6Y432D6SxLHs8R6CluRJsv5HYthy/zlcqwXJdBEVV3IR97eSKA/jcdaQL3VwkKh+Jmz27f6PVkgNLIHoDSCmwbOeBUxSBIgT33xGkJnzxLX/injCqKvj5O0k+fV90vICjMer+kkheeGtivgRIHrwrwnPbR9AuqN6qjWb2SunU9PrRmwkG4zni6SJf+cRC1i72cbqnxN8818kdC318fEMdhinZcyJHXURj7WIvT9wT5u1DWV55r5N0Ns/WretZ1KrzwCf/HR5fENs2sC0boYCiuGbUkaiah9aVT9O68mkefzrD8X0v8NxPX8A1oNPW2EZtbYBiwWQknsft0shkS4RDHkJBN+nM5ReaGhpdA6SxIYimqfT1p8cXAgPHPaNpKtyxF6wVvN61mTc/6GHbXTYnvjlAR6iGiPo1lOoE9z78M4wyvLfdi0aENYGPcVrmSJYWICWM9A6yZ/vbuJQNuNnGwjCc6y9x4HQRDyooNtK2MI4VaR9ZyvCJAon8ywTnxVD9n6Ax/XV0M8rkZ1TK8uhv+iWv55PWWX6Chhb6XZA2hixjZn/gTIgULpBFzMy/gBJF8z2KVdiOFvjMFe+FFNaUJSTcK7ysWdFO7fYw53ePkC8YSFNij5bwmWwBNjeHUYSgrz9FU2O4MhP+BjEWn+ruSdLS7FSbuNLjdt1dXrrmI+htnrLGuFuP4HfXXWGvm4FAoEwys68/Ef/8WcvwsqSC7HAshjOp+fRk6jh2foSheJ5VC2uoDnv49V5HFDRVGe80DNPivUN93L2iAV1TyBXM8TVHfrIjMb6tlBLTsrFtePtAD9v3dKOpCtvWtY5XGQ74FB5eH8IwJSMpk7cOTowubSl593CcZ391jvmNIRa2hIlnDL7/6yGEoiBtixd3xImlnE77joVRCp3vEJHb2fDUWu7a9Me43CEAkqd+yd7971M/z8/qjX82ZSQspUTaxkXzai6F5g6yevNXWbb2SQ7veYGfvPwSPYMa1aF6ggEnbhIIOIkCmSuIyWRsW46PnhUhxtfkVhTBo4+uI7t0J5nXSrx7sBeAdw/18sR8L4cO/TWb7yhRVr+MlGAYglIhyMFTf4V7RYCQ5zkevUeQHypz/NtxkgOt1M9fxYlSnHmNTZgWBErtzAttxd0+wlDHAO6BMEItMeLbB8oQYc/DKFoztjAYqPo5hh5HGhI0MDPPg8yhBb8Ko3W+JvN8bjtf8j9C2TqDBH6efxd/8LfJpb+HHvo6LmxMJYIWeAoh3FcVE4CM7+j470JqCKliC4OmByM0PThak+3lOB0H45TLFtJwxMW2nf+DsQxNjaGKmNxAenonZsv39KZQFKfC9+W4joIiLjOhT8yJ9dUVRSPsnzetFOdbCctWMKVKT7aZrkwbAKZlc6IjztBoUPnI2WE0VRl3a61bVo/f63S4uw73Y5g27x1yfNxv7ZsYCLg0hfvWTsRqdh52tnGNlq4PeDXCfpVPbApjS0mpLIklHFeXWxe4NEHZlOiaQrFUxrZ1vv7EIpa2ejh6Ps+LL++he7iIHmnDHjmBL1KLx1uHLSXH975Fqus1nvnqKtZu+AYu94R77a6j+9j30kv0PvEEqzZMvR62VSJ14kXqFj5GSZ8Qd1W7uJMcQ/dEueu+32PJmofZ9fa3eOOtfUSNMM31zeRyJQIBN6Ggh3SmeNVSFJNXK6yvDzA4lMW2Je2LoiQW/y1nn/80herfYdNqydv7e3hkUzvp8h9yX0Ty+q7jbNnsopAr8tYv/Jx/u5ZyjcW7RzO49Ce5f20T8f6T9J7tYN6iB9HqP8Vql8rAiEH3UBk8q5H16xnuNug4sZ2F1TGKxTL5kkXskBtvVKWqVqff+wq6cCNLUHgvg+duFWdyiOdiT4LwgcyB8FKUZX6cfwMB/Lb/EXLmWV4RbnyYPCiH+anvIazMD/EHv0hpmpN7he10QaH8GkKFlcSD75HznEGxXSBVWj9RQ+snnThdYWeWvqM5OjuSDA5maKgPVtxcNxhVVaYsC9HYGLriMhHXTVA01U3I5/jfBcq4NeDWgvg9s22d3L7ECjWcSi7CkhqmZWNaNp39aXKFEpHARIe6elENXrcLWzpzL4plJ+A9ufy8S1enOO3uvbMZn2dsMCC4f20rXrezhaYIPnZXkLJhkciUKZQkOw7l8LgEDVU62+4MMpQ0eO9IlruXRfi9xxvJF006Bw3+6aVeegbT4GmmtgXyJYtF67fw2Y/V0zlQpnfYYMvq5Zzt/Qxtrt2oylRr4/+1VUqqSsQ7NZYipSR25hUePvw+HH6fHavuxvCFsS2D2vkP4TZKIBRMb+iS1zIQaue+bX9MXeTXvPnuu/QP9dNQ20AmUyIU8hAMXNntNYaiCISYCCKrqmDhl2t544dhDvR8goeaVH6zpwO3rvLUvRF+8HoCpKR47i3ql97Hu79+nbNvNJBt+B8J+lysWVxL10CCjcvc/MUbvcwP+FE8AY6eG+Gxzc3URzX2nMiiayqne0oUB97EW3yfjMdPuWwDGjoehCE48sYGms1jLF58PwOdv6RUzGON/Bp3RKIHP48QU0vfaIHPoGd/hBF4mh+PloHxCg85WeDF/Dt8MfBxpNVD0s6iF18nJDxssIfYrjaO3hMLZBmheLkUgeIyAFKBD0gFPkCxXaiWn+r0VnzlNobCr1HSB7GUAt7NAZrG5g8VnSy92ho/QghU9eLqARWuHdOyQToVJSZf17H5KJfjhmR56ZqPgLeZXHEAhIJllxFCRZnFkiRSSmz7+q4fDyCEdtGs35tJjXeEdMlDR7qVvliOoXiWpe0RvvhwC001E4JSMix2HMyQSJvsPzVEflLRPY9Lxe9V2by6kWIZ/J4Ji/KJe8LkijZ+j8IvdqZ44h4nzz+ZtXj2tRjvH+0HIBpy8+imlvEZ74WSTV1E5/HNEXIFi7f2D/PjN/pY2BLmkY31tNc3jqdv/Oj1XgxLYFmQL5oUiga/2ZPgwXURvPmLrdsDR48hF63gzz7x71DVSzdhAdx/9ANOfPJPGT6/ncKRF1h74gCmO8CZj/932EJQcnlR9akdndtfzx1bvoS/dhWvvPhPDCdiREOXLhc0lsF2odVS19iISy3S25ugWCoxr70OipLisc1suaOVLat8vPRGnkfvX0muaCOlpFgy8bgsTNOmnNeJlbYS1hQ2rnI65ruW1ZPPpAnmj7P63oc4WXgYcnn6RwwOnkmRzpZYNq8KRUBZCJCS8+fTFAoGkfB85s/bgLVf58jxOKsefZxdxxIY/RmGAu+i7rXY9NgzCMWLagWwlCxSZggID8nMszzuu4+fjYpJQHh50Luen+Z3oKI4bcHO8m7pEI95N4ES4CW1cVRIckgrgV0+geq9D6FcvGRBxndkyutwbi2+0kJUy4ul5IlmNwEwEnwbU03iWQuNeZv+8wXal0TpOp3AtiR1dQE0TamIynUiNmpZNzaGxo1W07Sc5ZNvdJbXpXBpflyBhRSNFMncuVmdhwIgpXlD1j8JepvR1UuPvm4kpq1SslwMFWrZ01mDouRZtTDCgnvraal1sfdklh0HJyYaHjs3TCpXxqflCQRChHwTI9Fl82rZdmcATRO8ujvF/XdM+KUH4iXePJDnk5vCrF/qoX+kiMel8YudSQ6fiQEQCbrZckcj8+o1frB9GEURNFS5WLvYw1DC4NXdI5zqSlAX9bFuaYRsNs/f/qYHj8eHx+uidyjLIxvrON6Z440PBkiMWgFC5rl/nsmFScsfu+9BNtz/O2j61NG0Vc7iL01K8ZU289/6NguQuDOjdatKWZa99JcUXG4OLt9IuPUeih4fqj61s1u45E4+87lv8Mav/4We3j4aaxtQhOIkOCgCy7IJhz2UShaFQhlFUbAsG+GKkAs9A6XvI5EMp/q5t6mF0jtZzonPMc+v8z//3R4K53fwxD338M8vD+HzaLz7wSlWtSU4dTLFcLYKb/u9eD069qjYgM7ek0k2Li8RDNZw/HicxhpHvOuiPuqiPlpqdTwuhY6Mm3TWTbaoUFvjxyilOT60jhPDdayYH0UiSJ1+Do04+CV3bXHj9oBmhqhNPcQ57d/QlFe5172Ml4Gf5XcAEBJ+tnnX8vP82wAEFR8JO8PO0hE2uVfwdn4XawOPIK0E0k5h5X+N0OejuO/EKu5B9W4GaSCUS2cpAiSCu0kEd1OVvpec5ywllzNgaRx5GsV203nmOdAEjYt9eO8JoD2nU8gU6epO0FAfQtcronI9aGy82Irv7UvTdIn3J3PD56EoQkFV3Ci36IJTcwlVsXDrBvmSh3gxytH4CgCaap3Ci/PqNQ6dy/PO4RTnepMMDsURioYYXfHQ69Z4eOE5Nmx6BEsJjpei374vzf/x3ZPjabrvHOzDLjnpv6FINSsX1vD9X55l99F+wtEaNqxsoFAyWbmgmrM9SdYtbyCRMfjLf+0AwO/VWdAc5pfvdVMoOZaQpirkiwYvbD9LOdlNwI5RtWw1m1avIpFw8Zv3BxnJmHhcKqoicOkqa5t6CAc0uMCyvefB37/o2hjFFKUTv+Ce4/vHLZ+ML0jH4/8Tilli5Q//A7JcQHE7wuEtl9h0cAfZk3s4snwTrgXb0FxTO7qmttV88qmv8s6bP+DE8W783iBVET8ej5P9lUwWiEa8mKY66g4r4p7/W2iaJKbvQXW1sm7tx9AjBmpRY+OqRrasCvCDf34b4QqSzFocPhtj48pGin0H2G+4SHd+wH2PPYPpdrN+RQPFssmBU0M8sqmVnOXCG66ncyBNY7Wf5fMcy8kwLVQFBuMGhbLEAwxaq5C1G6lqCOHLv8fJzjKFksk9q4L8+LVT6MM5XHYcd1UDqlxLIdVAvb2NM8qzHN75Jnc/9Gl+kfsOk4ej93nW8GL+HcCJjG52r+LVwi4e8t7N6/n3eVKp4gXbxMo/7+yg1KD5HkJKA9WzFmnFKOfPgroOj//yogIQD70z9f6qSZLhPWibJRoh7IwFmmDJmoWc2HsCXVfpH0jT2OCkFldE5fpSHnWRX60G3g3v5V1aEJd29XkDNxIpJaY9vSyduYpUbPzVWZp9aXafXk7BdKyismFRKJnsP1XiF+9k6emPIa0SiuZDL/ZTU1+PNxQmnbdoqg3SvvJJth8q8t6h0xTLTsqmXUwjsVHcYWQpjURiDB0DCcvXfob39h6n1LUTxRNh2dpPk8qWHIsjovPwhmZsCaWyScjvQlUEYb+KYRgsm1fF4TMxwgEX8xr91FUFOHfyCP7aIPdve4SRtMHP3zhH94m9CFcQPdpOa309g/Eci1ujtCxcPiXN2SimnJl+gOYJI4SCUUyClBgnXmbziQNTnI7H2hbhlXJ0Gxszdg5Xy6op1zVQLLDy+G6OCQHz70e7oGBmpHoVDzz0+2jq9+nsPEO+oJFIFgiHPfh9LhLJolMUM10ka4bQUfFnXqLkFYQbF5APfA7vmt9gHWgkkzf54RsxbAkrNj3MK7tTrBgVhboV2ygf/mNkOMJJ63HWtUVJZUuYlk1N2M0dC3zsOGjS73qGQNjFYtMmlXXadDpXpqFKpbHaw7HOAtL0IFWbSFDHrQsS6t0URJz1yyNYNphDH+Cy0sSzMRYY/z2JN/eRECuwtrzE+ztf5P6nPoMiEtgX+DZeLrw30R6RvFLYBUoNvyrsxi10LO9qZP4VIkqApJ0FTGxzCM1O4LH6yXu3kc1CcvgIC1etQCjT7xeGI9unvC4fL+Be66N8Z5z6ARflklM9eiSep6F+dvubW42yYSFtics1IcTlsjlFmKe7XPZtbzZIKTGsLJlC73U/tqq4b1oGm+kWnHOHOXBgGQcGxiYfFhmKJenodtwCQvPiMuNoxSGizYtov3Mzm1dFqY9qvHUgxY4DA/zXs8MXHdsYOU3Iq+CpvptSqoNkpoC7dTNCCN4/2o8RO0FVbQPu1k3sOTZAVcjDE/e2snqBF1vCcLJIMquxYWUjAa/CphV+hlMGv9w5THNdkC2ra7ljoZeDZ9LU1PjZssrP+f4EOw6OEB/oQlcsiqkuFHeAk2fKSLuMbJ7aKRjFBImeXdiW04lGmzcjFA37xCsgLTaeOjxFTASw8eRBzjZvItm5A6GoF4nJGMFinuXHd3PWtNAb76Tgj6C5J77fF25n45ZPkMt/n7NnegkHIk6gPujG79PJ5Q1CQTfH4lvxScclEC1+HE/zZ/GpXkoftPPO+YW8f3zQmRfkifK/fGUpz7+R4P1jA6xbXs/CWsHhgsrqzR/nlCnZc2wAIRx31ta1Dew4kGRoKEbWdLN+eS3n+grsPzkEQEO1n9b6Gt7cP0I6V0aIFvxenfVLI8SSZd7b103RVNiwvIVXdw0Q9MSw8oLaqla86VfZ2+Hn3g2v0vHKEJbPQlqDmIVX4aop9gqqZyNW/mVsJMN2Cq9w84BnPW8W9xG3k1i5nxBWa1jg3cIBK0F1QxXRqh7s0n5U7/1XOf7l8WyYEH41quFtdFFV9F2xEm6FSzMynKNsWDQ1hsYnjiaTRWpq/DOePnhbC4qUEsPMkileXzFxXHgqPncdmjrzBaFmimmrDMbqOX16EcPJAgdODQIgzSJG/BxWdhBfIExj+wLaFq4l4PPSUqswGC/z5n6nXPyZ7gS50fUlrEISxR0kEvLRUKWjzNvGmsW1oysgtnPg1BCTMwPF/IdZu7QOCRw8NcS6ZfXcsyrAD9+IE0vmOdERZ9VCp+DnSAo6B3LkCgb9wznWLq1BCDh8rkA6DzkzyvdeHSI2eJyGuirWb1hHV/cQHaePIc0y5cRhpwyJMbW0TC5xDtueWB+j6+Rr+HNxHjpzBNXjZKLYOWeejfCFkfkUij/Cou3/MK1rHCrkWHvoLZJn93Fm2SbM9s1o7gl/cbR2DRs2GSST/0axkCLgDZMeFRVNU4gnChjmRAecD3yCB++sRbPivPj+Kvae6CYScJPIlGhcuXU8f6Mq5GHvsQGKZ17hi09u46dnHyUadLZz6yqPbW6iqVrn0IleOg6/w5e++tsE3Bb7DvZj5RIIzQVMuI8GRnJ43RrVYS+nekp0DaRJDfWwad0iyoYkVzQJqn5O9ZksbogzMpJn0P1pEum36CgeQvdaWLmX0T1NgMBTbqagvH+ZfBMbK/8yAAYmbxX34xEu0naWJXoru0rOPJO4lCTNBNgjIFzYpf0IrR1pJUE4AzKhXNk3fyU8GwO0E6DjP8Yp5IxKAcgZ4nKrGKZFqWSiagqKENTVXXppC4/7ypJxWwqKY5XkkNImW+y7+g4zxOeqwaXfOLNaCokdKmGPWAglyECuntOpRZRNi3SuhDRLSLOIS5UEfRK1bjXNC5ayZlGQTM6gJ5Zn38kM8UuUC1HL5ykOnEWNLqGhoZn7l4bwhmtGOwxJTdjL0rY2RpIFJFATcVxrAmis1lnW6mE4VeDIuTS2lAyO5FjS6qdrIINl2yQzJTRVUBf10lTjIpXJc+ciZw7IwEiBoyc6qFYGuWvlYhYvXUQynuBI72FAxcr2Y6TO4q6/k3RJEBvswIcXT7CeSOM6hvLDJBODFAoG2XMHWNu1D8sTQm12YklW0rnXmi+M0XsUrWk5QggU//RrOkVyGRae3E2H5oMFU9claV2wnk1birz6y++iqTkCPkdUNE1BD7QRtUMXVQ44d+40sUQzUsKdS+t484Nu1i6to3/EEcfW+iCxvi6qAmUGcg1OeYv6IMlsidqol5ZaF2/sS3KqO83i9hbm1wv+8ft7OXNoJx6vStG9GBhN0TUL2OUsjc3NNFQ7IlMV8tCyeBXr19Tx1v4YnQMFit0adkEhlXdh6LUsX17P0SP9JAxBwzqwkw3o0U8TL9bS6LuTAp9muuWUirLMb4p7p75pjyCN4witFbu0b/RcO7GKAoQLoYRRPeumfY8ux4L11fQfcdJa8wUDn3fuLSMxF6mu8lMqOdUhPB4NRZsas5y80FldXeCK8anbUlCAKTP1rzeGXUAaoKteFOUGXEJVUq4pMtgRQNUaOJNahGFa9AxmONebQhdl6sJl2havIOBbQ75okM0bbN8zxFAiT8Cr4/Vo1Ea9pLNlSoYTKwmKAczEdvJmNcbQUfYPHWX/O6CEqtD8rYDCnWtWoigKh0YzuB6825ksGUsW2LIqwDuHMhw+O0xDtZ8V86tprQ+ydrGX94/nKRkmmXyZ+U0hHlxfjyIkL7/Txf/97Qnfe21tNWvXrkJVBL/eM0h/x2mMkWGk6WRnlZNHkHaZU4Em3i3vp7g0wKIVD6C7A0hp0dndSf7sGR7Kn2GtL4KryVn8zcqMoDUtB8DOjqAEqrBTg9j5BK5Fm7Gzowt7KQLVf3GxS2kaSKOA4g0RzaaRQ730LLj41qxccy+x2DkO7H0Tr9tEUxUaGvzkI49Rn42iqwoer0q4xoWqwLH4MnpiMaojHoaThfF+ecfBLEPxPAdPD1Hq28vCtiI7B5wU2cNnnImoS9ur2XXMWQo3GAyw9YFVnOsc5uyxgzQ01aKpBQZdCymWTYbieVJDPZipYaB5/Hy7BzPMb/LjdrkoliVWIY60yijeKs5n6tE9KxB9w8SHuqhZUSKVXsXIoa00tC+kO7GCgfv/ExQ+vBtJWjGkFbvgmncAINx3j78XlSWKqBRmkMRjDhqodRqtn6yitsHNwMEsw8M5vB6tEpyfIYWCSSAwkSmXz5eJzWA55ttWUFxaCJCUzeu7zoWmerFtk7KdQVVcKNf5EtpSMJCsY+B8FSlxB6ZpE0vmKJQMegYzzGsM0FxbS0tdEI8L9p5IM5IqkMmXCfp0Gqp9NNYERrOqTEpla5Kg9NOvrYWACrkhsJ338+dfRXXXAAoHbGNKVtXASDUN1X6G4jl+usNpWI01ToZR33CWEx1x9p9yLBLTkmiqQlXITSKdZ/exNOe7htDLw0SCbnKZNL3Hj/LrWDV6qI2CrEJxBxG6D2kWsIpDSCs//t3Fokk6nSYxcACX7iJWqCYUqmKrK8sqpQpX/WKEULDSMexcAiXgCIWdjTO88n48wSYC7/8YpMTOjsaOFA3VX4W0LexsHKFqKP4ospzHjPeg1y9CmiVc2TiRDmc0XQw3UIw2jZ/XhvX3k0t3cvLEaWqrq2hsquLgiMnx8yPcsbiW+qYogXoP/SMGVe4YqxdWIVF4fU/X+Dh/YCTHkUnxrOG0h/omHwMjWazsIFqkGUWB+qjG3uMZWuv9LGhy8c0XMniizbhDQc519OJphmSmRHykAyuTIhj5/9l7zyA57zvP7/N/Quc4M92TZzAJgzgIRCJIMAeRq0Cl3T3vurRbez7X2ee7sl22q+6Fb6t8ZVf5yuU7n/fKZe+uTlubpFVcBUoUxQgKRCQyMDnPdM/0dA5PP+nvF89gAJCgxJVAnSjp+6pnup/uJ/6/v/j9tRLZtMzLtSa6prBvOMz0UpXFxVXM7DWkWaNvtIOi2Ibl+rh85jXSfoO5cz00u/6AY9v3kOiKsq/vB1yfsulrf46q+uKH1mYl3Q1c05sCm1RClNRWGv+A58rJWKgpDQQEHgiTylg06hFqNZNw+KdL8PysaDZtFFWgax+dkd/vh2BAx7ab5At1QG61DeQ2bj+PodBP9/h+ZQlFV0N8GISiKn6Cvtb7ptklkTjtDbRsCFcKlqud3NgYZHqpQDTszYFYzFZIJUKM9id49ECKmmHx9rUipUqTlU3roTUeJBkL4Bolqus5sjUf5aaGU88hLc/6X6ANNFA1EKpOOhlAUxQyiV4auXNYpXmamUvY1bmt/TtXnmBs7Ah3BfikYHndx8RCga42r6Fse1+SWsPi1JUVLoznWMyGaFo2SiBOpCVFR3uE3NI0pdW/oi9lsH3HP+LycpOZpXHcxgaOsYZdX6anK4E/plDVHMKpXfT02kST3Zj1dUz/Lnq6K4xtjKAWVnArnsVrZ6fwjRxHCMFSazvdQpCPJoi3D5PsGAFA7xy9vfuug1tewzWqCD3ghcQ0HcUfwi4sIRtVQlISWZ/BbdaodO5gaewpjJYedH+cUGIbx098Atv5CqkRH6loJ/NX6zSaXmivmIebhRpdHX5ieomsSLK8XkUi6WwLs7pe5cZc3pseWl4ipK+yo0elGvWzPHMT16xAohtFQCKsMLta5qnDPUzOl5mcWUJobUxdO40STuFaddz6Bk6jgFA0OvqGSLd44a7lpWUi4RCWrXJjPkdhaRxpVlHCKZLhOlXDxnK9BbdhtdPwP0hvW4Jju8KsLlxi2vj3rCz/R1p3RGHwxbvuW6GPIq3x+/MMWDM4lieJNBV8DEXrvut9O2shmy5ah47wvbcIxr/v7h4irddHeN1kY8P6UAnFshx01I/kKtpoWOg+dStEm0yGQAhcx6VQbNxTYigQ0KnWzPe+cQc+gqfig6HWzHwo3+u65qZC6v2Lz7phh6VqJ65UmS4NoggXnwZXLl0hkOylvzPGQFccXZPMrZa5cH2N+dm7NckyRcjMg7RNcEzUWBe4DmbuJrK5KQESaac9lWSkJ0i440FUX5zVXJ2CnkdL78FcvwGui+vmsYvzgKRy/c84m7l0128JoeBL78IfHyGYaEML97CYrXjlh46JW18nGI7hGhZmLkO2vkz2JrDpwUg1im7l8ZfmceslHCNLM38RPb6Dtt4eaExRqcxi6M/ii9eJtQ+SX3iT0ZYc1fOXcAvLyOzMVgnxLXi9J2Hc6VV2FFeBNyDR+d4TLl2kY6Fvkg2A4gtBKIG1fB2AOkBqkMDEm4QnTuL3C0pjz6H7PWG8ZGo/n3hmnLXODNnraczNhXllbopM02TbLkiEVa7nhnAljM/lkRKiIR835vJbv1ub/DpjO+qs5QjZCwAAIABJREFUOY8zP7uBuX6D0MizqAp0t+l87+11dFXQElP54dvzkL9KMt1CVgug+KJYG9M45SWEL0KydxfxiFckUqw0UVyTkC/IzKrJ+moG1/KsTUUPM14cRGh+7PIKVnmKWuo4vtQ+njvew6mrBaZ//P+hRH6bQI/g7M06HapGd7+9NapCDT6CfZ8I5RaE2gnKexPqsubg1l1kWn9fJylS30k1eBOExD8Wol3xZMmqFed9tvj5EYl8+AU5HxbKFQNdV4nHAqi3SGUzX9owLAKBu1Wnq9Xm1sC5n4RfWUL5sODXE2jq+wsNflBIJE53HXOmyfrFfcyUB3BdyWK2hO1I5ldKDHX4Gd2TwrB05ldL1KpV5qcncM0qVCdQ7CyNZhA9MUpLqpNENEDZbaUmIzi1daLNK9RkDTPSTUd7G5H0IP097aSToCqS63M1xhcKOK6kJx1F6Ti6uXcPMn3lDFZhFoRKdyJLsbxBIVcHBHpsFGPlLNKwuWkNEkiF6U57Pkxna4iFyQo3pipIq4GVH8eqenNoFH8rjhrh0rjJO1dexGluEG3rxWnME/BXUP0aE4sqVkVFDczhWg3Crdtp1pZxHYsr51/myLmXcC2DdwcZnMIyarKbkUtvYufmbp9nKdHuCFeB552piS7svFf9JzQfaix1+309iNG3j+K+50k3ygi7yUp0jFKxSTp+nnikRsHcQV+PSaNo8N3xGMW6DjhMXL3AwNgJUINcnvE8w8VseUt1eOIOLSS7MEtIvYET/yNm11sBb+qpELCtK8bugQD/8bslRvsTqNJkemoKPZREqc4Q8CeJhctkl3IIXxi9dRh/vIuOpI+WuMb4+DT+UAT8CeZXS+TnTuLUiih6FLs4hxrtRNZz1Ge/h9NYR28dpqczQTSk8sW//gqNVYNHPv0xxGYV1uq5Ebr7b2zdva55+R9+0/8UCH0IRet4z//1wZ/+vGnO3UUyvt1B0oqg8qPClhbbb3AboZAP23K2yqyr1eZWY7PrSpKJ4BbR3Hr/g+BXjlCklDTM9/Za/DJCai5z5R5WjW3MrRRxXclCtkJ/R4wdA208fXgXNcPhxZPzzE3eQHHyKMXT1IoGvoBKsj3FvoEx+rcfpGAnWStY1EsGTnaJaPMK/fFllnzDlHyjBNrTKM0s8xMZ3spWcMPd2OUV2NQ3k/448k4Z8M1ig9aOJO3tOumuOFdWhhBCYXTnQwA4UrKQqWLlp5H+GELR0cI9+FKe4J9r1kGA4vOseqeZRzoGQvHhGGuM9Ifp6Ha5ft1EaEGcgIYV6KBnZIyQXyMY8kI3tfwUa2vLLL3+Gp/Tmqj3av3ZzAc5d5DJrb/fTSibZx9cG2lbOMUVpGUgTY8ARCBMWSSZEl1Y+58ht17lvNyPvbLGsHGK3p1TRGILBNR1+uwqhUwBw0xhlxbpHxxmZFv6rrj69FLxniEEKzdOy/CnWbQPYeVepC9VZ7VlP7qq8MzhND88s4amKqSSEV56exmrMIeMtLNR99OR2KBRKQJBFH8cLdqJlJK2hIquObjVGYxmiGxVRa1PYayfwXXb6R05wJ6RFJezUZbOfRPHyBPqf46+ng6Ge5P8/YunUfPfoRH6PeQmbc8ulxgw+5ib9PIcQsC2kdP3vqk/RFjzTbROL+xlzRpofX7E5qiFYvTMez4vdEE8oVMqGZRKDeLxX7xE0i8rou/yrsoV467R1eVKc6sHJR4LEP+AhPwrRygADfPeU+h+Xvi0CKry87u59eY6QV+Khct7eWs6ipRFFjJlBrsSDHUn6O/0Cgquzxa4Nl1k9voFZGWKsH8aoReQ8W2MHTxG//BB3EA7mGvkMkvM5AI4tXVcowgC1ssB6q6KbSwzX17GKS8jba+UWIvXaCy9gmtvStxP3XGcib1blqlZvMwc+2iJp4gMf87bti3mdZ5nr1Od+ioAVyZ96PFRpNgMq2hhtOjwXdWmrlnAqkwiFJ2OVpcnnzyGqurMTC2jBxQMNYAb60JvHaC/N0nQrzG51GSkdYBc4QLhpRlEn8YtHf5ZYKi1F98xlcnag7hXTtLHu3LHUmJvLCDa+plPdzOYXUI6Nk55Da2tH9eo4pazOKUsarwdJZoCJIWKzXLOgkQPl2pViqaNZpapZKqYJZfkg1dQ2gQDZZfAxgJmroBdWmLboU/iDwTZ0RdgatlgcrH0vnLfeusIjcgQ9sYEA+01hvceJbfgVdWZtsuLb6+hKoLppQKL2TI4JnZpEZ+vAXKNtdIgwhdBjXpW/WB3mHQyxMkzN9lYW8VBwwhHiDsZFK0FPbKT/h0HiLRHcWYuYBauEh78HMNjxxnqa2P2xiWuvPkl2oYfQY+NboU8ppeLJPUGpXHf5iIjcV3B4Kh1z+P6sKCthNCaAQxZwJw10Lp9oArMSQN9yI+4x1yU1LEoCFicr97jG399Ua027+qbcpzb92gs6qdyx6iGWCxAIvHByPhXklA+DPi0CEFf6r40MjbMDVYaR/jR9TALmTIjvQlGepP0dXjNXbbjMjG3xtzNS0jHxCkvowiBpgXp7Okh0P3bdPX2sbGR4fqZk+QrFkKAXVvEbZRQQ91sOD5yZgTYADYI6cu0JgLomk6hvIFjTNKeLqHgMrcWwXHvfhib+XcASbVcQzfybGTyaMm/BuDKON5CXZxH0cPorSOg6ATDKRKVr1GobOCKFkzrvQ+4a+ZpaU3w0PFjxGIRzp69SsWMs62jBdfw0QCWZ8Yx1yX7twv83ccIJ7fR2dFDe0cYn3I7KRho60dNdnOlP0rkisONwhKDbds235U4OW/Us7OxhJASZAN7fRXpOsh6CZLdXrirbRtC96FGU0izQcZqcrruMj1XppwKUzQ3x94KjWwizQ1Lp+dijmR6htlTNUqzKqi7Gdo5RrZkE4g4jPT4efXCGrMrJbZ1xZldKb3HS9FahrByN7ELc4idu1ho7gYqOK5kYslkYHO7pc0ZKz7NIRUzWC1orNfb0dtGEb4wWqSdWNjHjr4o5ZrB9ZsL5DfqtEYNgsB6xaV75BmSvbsIR+O8efICa3M30MIDDO8+xCdO9PDKhRwT1y7hSoVm+LH3zDZadA7zaLBOMW9RDE0yP6XdV0IRWj/IBk7jFIpvBKG23fW+uhRCkxFERqFazYIEc8IARSD8773PhBD4RgJIKUlt5lNKhfuvNv5RRa1uYhj3Ph/RWABNU7aam/8hxX2/koQS8qepN9fu2/fdLzKpGRkksNx4iFyzh6C/yo7+Fnrao7iu5ObcBtJ1MNZuspqrIXzhrU5iqSZQ0g+Q3JZgpaQw/8Yb5NZzIF3UcBvN3CXs0jRqsBshbntoaqwHJRCjy5/DMgQay/S2uSysR3H8o0hFQY+FCLTuAEWlTz2DoIoVdbh2dQIAoXlds07l7j4CRY+hx0bQgj2g6oQ6Btl9MM3a+jITV697I8bxQl12dRrXKhEM6wxv7yIWj3Dm7FUuXCvQOvg0HaODhDOXaLGuUdiYJzMbo953hG2dQfy6QmtLG/vbAuj124tYt2XgrM3gP7OL/vIy4wefQi3VsNe8ggU1NYCzPgtIZH6J7sIKIrUNHBsXr4DB3lhE6AHUqJdDqUiXC4bJ2/UGZaOK7w5FY0fv4ZovStI5Tc9MBmte5erlLMVaL89/Zj9apJOltTpCCK7MNJhdKeO6ckszzVy7jp7aeXta5tp17JKngJ1xdsMdI25VRdDTHmV25bZitK65dLYUKDWD6O3PMzo0TKVusrJeZaAzRGdbiJOnb5LPLNEaNQgHbHLlDbq7dzM69gDhaJyZm1fI3fwm3Sk/ib0v0Nvfg2nDzLXzOLZJePAToN4uOBmf9woIFlcF47OfoKX+Jmv1OdrHfnK1zz8Y0gAUpJNBOm13EYq6FMKabqLKIEJRKBZsIjGJCCoIVaD1+ba8k+bVOr7dwa1zLIRAH/TTpoA4VaWY/8V6Vb+siEb9W42fpbJxl4dSLDZoSYbedxLmxk9Izv/KEYoQgoCevK+E4ro2hpnHr8fRtffOdPhpqBoZwv52VDXAwuICG/rnAajUmkgk66fOIaXXSR7o2MVwW5rWtIobSDMxvYhTXibeN0bn4BBTa2tkps6AY6Ml+pB2E6eWRVpN1FAPqs/rCu8d3E5rugsl1IrQgxSzAfT8GQKiQCwUoJlpp1jU0Nt2sOtQGn+yh/H5IqawGFBPIlp7mMok8bXvRY8MYmZvza0Q+Nr3IKWDmbmMsf5jWPdCXKp8nnEjhGuqaMrtm07aVazKJMmWOLv37KG9PYEUTUJhhVCsm3TPTuq+PnT/deLqFNGWKopTwCi1cXHyIEf2hommdjGj+tjO7ZvWLWW5KUBMulxBIO12rmxk2V7KIgAldsdgN6GgtQ+jhJPYuXm0tn4Mx2a8nCEUiNIVaeH66gLTFclq/yDpaIr5jEFmo7bVdZ7dqJHXfCSCO1GSLntKKm8uzxIfGqO1LU3VVLY+O5cxcTYLjFbWPQ/DLi2ip3Zwy+a7RSa+9r1eCXHuGv/4C88jJSysuUzMrmGu30BPDmHlJlABoUWJ9BxiaGQHPp/KWr7GYFeI546lyJWaXHznDErlNdIDScpGiqZ/G+0DewhH4yxkytw8/22Mep2e0cdJDexH0fx873tvUMlOg3TR4j0IobCjv4Wb8/mtfVcCcS4tdhPLBXjkyD66kq3cvPwddozdnwVaOp6ckND6EertMRfqYhhtKUQ4sROruoZ0LBLRdgIBgW76qFlZMq+VSLbo+MdCKPF794S4JZusdg0/273fERBPahTzv55eSyh4u5z63VMZwTs/+XwdV0paW0IIIdjYqNHSEsLve/++m18pQpFSUjVW+aAyER8Utmt4+l0/Y1e81xMDM5Wj5OV2JN5Y3oVrPwYEajiFogjG9vaix1K0xILcnMnQmDyDajgcfPAx3EAr2ewamckLRIMKqcEjLGbK2MUF3GYJ1ZdEjXTQ3T/A4Z0Jdm7vIRyNMb5ocGE8z4bZycHuEMuVR5hcXfJG86Z2sntsH93tcSbm80gkKyt1DBFHINEj7ShKHKd+Z05K4tRzICUIgRroQLpNzMIlShNlylqYQMtuNAeMjbcA8PksBoY7Gejvo7OjlVrdolxuks9XaDS8BddtlAkX13BrCv07Ps5Y+yXMyjS5mRcptuymve8guUMfY/jkV8FqckPAqISkBFlaQ+/YTnzGqzy6ZVe55U2jQgi0jhHUaBvSdXBiKa7vOIBZXqLb3I7l2FxYmuStuRxzrT3s7uyl1Z+gPmdTrjW3SKJcM8lXDOhNEeroR82cYjUALf2DnJ2o0tEaJhTQ2T8c5Mb8e2VvfB1jW3vXXL2Esf5jAqnjqLFurOxlDuzfxfG9LZy6VsOVDTL5Bkogia6YdIYnWSym2PAfZahvL35d5eZ8nmKlyWhfkljYzytvTVFcz9GejGLaQcpiAL1lCKGHWMiUmbp+CTcyTLjtQZatEWKOj5nLp5ibuIZj372wFioG2TssUS3eg5SSTCFEoPMTrE28RCat3TdCAUBJoOhDCNUL/aqLYayZBrGWMZBgbcYMk4lNKZ11CFithLvzqFEFBOi994giSLCXLOJaG8btf9E0fpr45a8HQqF79+r4Axp3xmmrNRNXStpa33/0wK8MoXhksoxp3//km1+LE/S3vmcU7QfeXo9xdWMn64028LeDlAz4XiWYmGHKeQIt4llkG00f5pWTzLqSjbJJKNnF9h1trNcE1RvfY319lvTIs3R3tLJW05FWBrfphUTUSDu92/fz1PFB2uI+8nWHi7MbTC9XWZi4ilEtcC3oUGo2MKo6eut29uwbo1SzKUyvkys2MFYuUZv5Knbbsa2kvFPxlIx9nQcASXPlArWZr9DZl0AGVYpiF5pisWfAKys0nQBzRR3DDBFUcoxsH0DTVZKdO0l3jSDLFyiUCqysZFlZzGH5dtId9lGrL5FdU7HNOL2BIcKpEaL57zPU4RCNtSEUjcTBzyNOfxesJinpLc3rAvZ1jKJGWvna2Yts6wuxDuyVoHV61WYIUCOeTLyhqPwg2Y0S72WqsYMO/3dY3cjRNXqU2fI1lu0GYnISJ9wG3B3HB6jUTE+1oNLDUr0DvbNMKBRkatmgdbOKKJO3uDq9gWW7NDOX8aV3IRQNLXq7J8aprGDX5vCN/dcAaNEOPvf8ft68XOH7b694z7F0cWrrOMEoRSNOqPsgozt2MtoX4m+/d52NzBKje/fy1OEU89kal28uI6Sgam+j4XRhRXbQ29NOtWGR3ahhqVH8qXaE5idfdbh05iSrV76MCG/HLFzGnzywtX/Zd4U1pJSYq+/g7zpAwRpi/PJ5ep76mR6He0Lo21H9D2yRiTltwLxJS8thrL4C9mQJ3mVFm9uLCE0Saw1sWRHG+Rr+g54B17xQJ/BAeKuDvscdoXCyTD5n0Zry4TqSRv03pPJ+CN+DaOp1C+49wBT4FSGUcn2RaLDnQyETANtt4Ljmz0woABHlHOHNaNl6tkkivIIdM9Dcy1yd9yyuxSUXd9MbEFoAt30nCxNXKZSquFaNQPthbF8b2apGMZfBKsyhhFJ0De6gp6udSCzO9HKVk5fqlDIz1Gw/jXKOQONVhBEnW40CefT0LrRYN2sFg7WpsziWFw+vz30Du75AbOy/QigqzeXzt89BaQnPrhP4ooMMddWRKFhuga6OOPt2Po1lmcwuLJFaszlzNU60/TDJliYbpXWq5SVCPgXZbGLZJvlCgaboINT1IBU3hiVMutJRNnLeNXT0bmh5nmhijmC0A0XR8EfauXn8U+x87W9os719zgFKpMXT82rx0dflCUVeGdrFoYxHho6Ak+1Rji4XuLAyzo01KJUjXCw+jDkfRQu0c2LHEZrRZcz1MhNzZYygCwlYy9eJhHx0tUXoSkVIxgLkywZvXDUxltIMD46hh7uB24OHMnmb7Ga4QIt2gVBorlxAui7+7oM0Vy7QyL5GIP0YaqQdIQQHDuzha68tsJKzyJc37WhFRQ23YaxPoqUeZGzvdkJBP7ML66xNnWewL8nvP9tL3XD41ktXKKxOoUY6aAqBQgzdF6ZYaWLbLtXsBEqwFaF5Fry5doPF2W+g6Ak0oRMe+iRquAsUjb3DbVybztFYOn+XHLxbX8ffdZCLE2s49QquCxdP3/YIdJ9k94GfLbci1BZcewFpzOMs7UTxdyP2CEKyl1LwLOZIHuF4rKGPx0m0HqGYO0tz5/pdWWOt1/ee10IItE4f0pEEQypSWlQr9j1LuX+Dnw8faUIp1z1tJNupU24sfmi/47jmXdLpPwuimrd/2dUm3a0a2VVob48Sjj5BqNPHOxNZpOtg1jdA0dFTO2ksnadmFBF6CH/3YeItbXS0hBmfnEXk32Jbp6Bzx+9QsXQW8wbk81SyM1RzS0izCqqOdEykjOO4Xh353sMPs1yPUlq8zOqygWsUQLo0sq/jNFaIH/jvUSPtNJc9xdhG5kcEO55gT9rrihYC2tMp4mFv4RBAMGhjGBX6evqIRn1sGyhwaF8ntWqJmemrdKTaaW0Jo4TaqDb7qMx8nbrZQajvWRRfkkoxz289tYfMqs7qqTNcf+dt/MEQ8WQn37zY5Au9Gqlb69aBz7PcfYTB1/8UZ/4i+6REAK90x3iyvo+ZwjJTs1V+lHdoqXhy9lJAbkbnm3WTjUaDck1n9R0XM6Xghh8iHgtTU/sJdD4J61/EtBWqhoYfMEyHuuFd+7GhCH3tPr7++jLT165hFUsM7jiMooW4k1DuhBpuY99ICvqPcHE8CwhqM1/BaaySOPg/eGQymmZupbQ1+vgWhFBQw2kCwTDHD+/g+N44r71T4vLVFaJhnSPHj9M0Xf76h0uslDW6Rw/hD0ZYXq9ya5W9NbLANcqIO4aHuUaBtpY6NTmCi4ZsNlHbWhBCoTUWpLlyHqf23jzkgdE0p17+Nh26QM5sJ4/Xm6JpkrEjP/sQO9e8Dptz6NXUMGiXUEL9FOXbWGoZGbcwLtfRRwLIXZKi/wLJzDGyvEjjbAH/A2GEItDStwsK1JRG4+0qQngS9945hba0j9zafS4q+DXA+0na34mPLKGU6gvYdwgJ3vn6fsKvJ/DrMVTxs3kn5t48+tUksVAf76ztw9AlFUehGfNcbVXrZH4xgxpqQxVw5JkXsBzJpZkS0m6QGH6YPcPtKP4ojabNzMwCZvYKqZZOWgYPMDW7jFGvYtgCu7iAtBs0Ny5h172Eb1tHFEvbhZYaY9eOAUpNH9Xlc14oS7o01t4g0HoMp7lOoP0xfK17aC6dxW141T1d3Rb9fXliIYuLs0laQxeYuVmmb7iNnvZ+2tNRpJQUS0WQ0NHRztJ6A71lH4PJ8xiNJNLXix17GKmEqC+do+lWCSe6aZoNRCiFEojT1RYgV0xhywDNwhpXJ1fZtyfKUsHHf/jGAv/884Mkoz58oVaMba2Icy3oPXuZXb7Ky2+e5vvdHbQ1bAqGQc0VlJaXWLjzQpTA64vXUIIa3S015hTNO+9+H0ILEk4M0hpPs5QDp7aOlZ+hZ3gPihCcvZ6hI5mmWFUplG1cs4Ke2MYDe7uoWT9ZHPCFE228fT2EuuhQX3ibIwe6uGn9EWqolUM725lcLFKqNpHSpbl0jkDvEQCkY2JmrhAcPErAr3N5usal67MUVqbZte8Qu0Y6uDxTx+/zo2gBqq5KObuCa5ho8d679kFvG0Go3j1sZq8RU85hqCPoqWOYa5Ne75KU/IvfHuSLX/x7rHdV9AE89MynaIkFqM1+mZ4TQ1ANkaocJJ84z/6jTWLJnyN85N4mZKlf8Kq+ZAeViQX0Xj/WbBM1rSF8Ahm0aLJKvvttpGKjD98OeTVOVUDC5epJjjz9MXzbb7+HAv4jEbLf2kBRoKXtN8TyD0Ew8CsqDlmqzxPypxGbrz9MKELbSqp/UJTri0SCXShCRZuNciG7HykVak4EdEHNlpyduKU1lmG031PJFUIQ9Gucu7aImb2Cv/swthpjpSTY1qkwu1Ki7vjwdYxRtavcOH+eRFs7+/fvYzVXY+Z6HtcoooV7ScRrBLQcDdmB0voASrSH5ZJKeeEcZmnlLq+kYb9MMH2C0PDHaS6dpTr7FR566CAC0NVRri1Faaz8gEpDp6CWeT5gok0V+f6VFYJBnf6hFF3pPtZzNWqWjw39WUQ9TlE5Qah7lJZQjamq161uOzYoLrpPpaN/COKDLM+O843vN2hqrex+4EHiYZUrF85z5pWbGE2btp4CxYWDxEYfp7R6gb/95ldQMrMI6VJq+qkLm8paEV/HIGo4Tcmepbd9G4vZuXteH9e1qVZn4V2yUXXRQTn4DMPdZ1gr5Vk2OyiUDYqVJk3LwTAdrs0UWFzzBDmFL8x0xmExu061bnJ9ZoN921NMLRa3FJ4PjKZpb/Fx4eYsrpS4jQLJwTi6tR0QxCP+rVG+SM9zAJCORXPlHcJde9g3ksJxoZAvUli8ztDuMR47so0//9oFlGaRZJ83idK0HKxazbP074C1MYkSSKJseiiuWcFMPMueHTu5cekCwz1rTCxHODCa5u9PZlnLrPLQ05/k2aNJ/vh//dJWBVBLqoM3X/wa3T0uQX8IIcFvxxGCn49M3gVF347QehFqHLdiIW2JPuhHhJStzniAZPUIa/EfEFxIYsbzIMAtOASOR9jhHEYIgdpye4kTQqAkVMymRFHB5//FTFv9dcJHklBsx0BT/FuJ4182eGSnUKrNszrZQJqrvLz4OFLe7jNYv/EqwW0Pc2xPJ6GAzplrq0jXprHwNpYrOHricS7N1vD7VAa745i2S6WYozH/KnZtnp6dH2fXiSco1BxuLtaob8xvhSgULYweCBPwlajXw5j5ZShmkB37sBsVkC4twUv0PNBBJmczN7mGoicw124gzSo9fYJo0EIIwbnJHtZnXuLzkRK/PxYB4Sc9fIxT28doL82Tna/gnHqLH1xaQvdr7BxbZs/u2xVDrnAwLJeDfWD6jjM3kWategRX+nArLprmoka7yS5P4zSuMPjwYyRbOwm2j9Kc/1MG0iojXXGE7c2Tj6X38tiRKf7i78axLIve9iH8QrCrM4Zf97OaqdDXMYhP99PbMcBiZvYeV0hi1Is0im96i+yIp2EWjURJpnYwffEdFLEK6i7MzW7innSUrrYIV2fyd3UYV+ou3akouZJBtW7huJJqw9yKz79woo3XL1a2wlkHhze4Zn8SgD/+ox28efkOz1oIAn3Hka6Nsfi2J7SphZlaLLBjWytX5qok+/YwuK2PG5NZymsL9I0eoFhtMtAVZ/LmDazCLHqiD6swi1B9SKsOqg8lEL/rDOwc3c1aTceoVViOP4rWE2ZiuUrdcHAlxFvb+LO/+O4WmQT6H+L01VWK+XWObR9lfnXaax4MDfLAC++taPt54Jo3wJpGDZ7AP5ZG+BSE9t6eiHz0LaSwsYbLW15I8OEoIqoQF+8tqABQNEH/Z1qZ//oGa5mfPUT364qV1TKdHe8/XPAjRyjF2hz3uyz4fuNWA6TjNjGMBqpscLzt+5Tj/zmVm38CgNQvkZtzOZPRkXgT5kCiYXPs6Re4vtigJabzX74wyCunVzn9g7+huPgK7a1+Hvqt58hq+7i6aGAUlqllxpGuCc7tPE+lOUDN7EVtO4A/1M6ugVaW8jZldT8j6g8Jqy3cWEyRWxjH3WxqkqaXEB8Z8KTez062sT7zff7VQYdPDD7C1cxlXg3sZnFmmTY3jqqrvPCFP6b2sVUWv/hvuHDhCuVyiXxmnlQqQrNpU6w1Se0eY3DwKG+fn2X88hV8ahm7cpPSdIZdD/1n9O4c5fq5RVZLVS6fehX9xFPsHe0jmB7FjRzFCaSRqtdkqfmjbD/wGf5AUfji3/4lmY1l+juHKJdswGZuxdOQ6e8cIpN7/9HPft1iT8cGE/VRctNnuRo4zp6hNtIJia9LIkSITHmClXwAvWUIn64wvWIyl/FCJHqp1vSzAAAgAElEQVRqBzsG0iSifjRVQd2Ug7k0sbblnTywo53WmM7LZ6exHUlj/iSz/c/TlAmO7e2iJxXg1JXbmjdCCITfCyH6uw4AAikhXzY4d2UWO3eTY48/h2E6XJo2sILbKBmC4Z44uWID6XhK01ZhHj05gGtXPKmW1E7EZrNiM3OF/Q8cYr2msHrzLbS2nTQ1L3eSn3jL+w7X5vXvfpVa5XZTpfBFqdS9Y1/NLbNc3I+iuPT3vc2Vc340n+TQQ/dpgZZVFP/DCLUNEXr/cKKlbXpz4dsGjBJTqb9eJviIt+g13qgQevT2eGGhCAJtGm1dgmvls7Rbh9A0Qardh2m6bKz/pvHx3VhZLSOlpKszRqrt/UuG4SNIKK77i4t5BvQkAd8HHx97L3R2e+SyslSlOPsfCIoSs8uT5OuH8G87dKuZnCA2O7Xvct1+gYmVJgdH05i2y//zlausX3+Rwux3SLcFeeJjL7AReI7pmTqW7WI1m0irhlWewCzfoCUVwbYdDEbZ/8jvUiLFJ090UmtqpDaaVKZfRTWKrKytEFAWsc0Gwc5nCQ48jrF4mkNDGTK5Bfo7h4joZ3g6WuTTwTgXN8a5MPQwuvAhHI2T15P8m3/9T4jEWojpPv63bVH+ZEYyLj1yXM9VaW0J094eJhqqcePctzj56jSJgEVLuEje56IaDrrisrpRJRFcpxkxqIb2IPUoTxyMs3glzIrbgqO1kOx7BEXzCgs0X4SR/Z/hjxTBn/7ll7ZI5POffog9Y3HOnvGa5LrTfe+5HrZjs5SdQxEQ9EmE6Sek2YxsziEPh1RaB2LU6xb5SpPOpI/QpkXWtCSm5ZGvogWYW60SCQdpuUM4zzAdjMUz+Dr2EgxovHSuTLnmLVL+roMY0uviDgd0vv3jEnXDRkqJMfcGwYFHgU1iuSOB7pgNSplLtA4eJujXqJc3KC9ewt+5D8eRlGomN2/cwNrYJCfX8pSikejJwS2tr2b2CmN7d5BrhtkoN1HbdiE0H0IoGAunvDzKJm6RSW3p27Q+/G/uOoem1aQ1dJltPYPgb1KvKVCTnDvp59DD94dU3OZ5hJpEvGs2ygdB4HD4nq9vQeiClmci7MvmybwIti1Zy5ogJT6fIBLTyOd+Qyy3YFsOnZ0eKev6T84XfuQIJREe2PRPPvzRnkIoKOJnn8aWCA9QqM2wsthgOfYm7sJuursSBEf/L0alH6EGOHlpGek6NObe5goxhH6Kh4earN40OD/dQtO0kbZKeODzyN7DvLESwqFOo5jBWruKdB2syhTNwiWQFoVsHT0xxtgjn6V/ZBeHdkQZ7g7w5mVvumJ2XKE2fwnLyIOUOLZLaOgZhD/GC4+ahHwRVtctZlcmWRhf4e+ORIkNHiIz0MqD+/8Ff/S7T+O4CpH+IcLhKEs3vs2FN0/zz1SBz7a5eXmJ7GKVEyceQFEEoUCUekXhpTevsV5Q2DfcJNLxcer+B5hZqaEFI3Sl44QiCbqCs9SaJ4mp3ZyfiOKvOYTtb1KNfZ5XL7UghLfIHWk/T8fgowzt+wz/RBFI1+XazWvkN63LxewcAhjo3k5XZ4yV1TKO6zC/Or3l3BqmyqW5FkQbVBsmZ65lSMYC7O/1JvAFWkYJ6wdRTBVdVZFIZpdLrOZul6YP9SSIR/xcnlpnffIUWsswij+Gv3Mfh/f24ddVXjm7tBUiU3QvF/fQPm+R/P6pBUCy3/cVOh8O8v33caiE5icxcJjHjw6ys9/Hvz1v4Et7445zxQbrK3OUJr6NY2zgT455G7kWeuswWrIfsdmQu//wcXJlk41yk8bSOXxtowjhkeEt0dBbqC19G6RNsPMZmkt3KwsLAapo4FMdZl8J0PsI3Lz5rzi6N8C5k//8/pCKbODUX8J51xKlRT6FU38ZNfQxhOKdz/prZYInolv5FWXTq5FS4th/g8Lvv2v/BUo4RKzjs8jOJtlVE8f2bgzHkb+RZ3kXurriqKr4QOOUP3KEoig6heo0ifAg+erUT9/gPxGKtRkCj4YJqVF6i99i9keS7u44Ly48v6nI68XOpXRpzL7mhSpwSQVe57tvHMUVUUR6H+7MD2hunCW87bOgJzBscGpZzMyl29Lzrg3SQo/tJDTwcX730ydIJFpYzLmEgxpf/N4CZ15/nUY5h2ubNA0L17qduDWWziLUAHl/nkuZcaavZ5ESfi9u0zp6FHP+Iouhxznzpf+dWs1beKzpL/O//PEZulo7yS/eIJBo8F8MhalN1Hi96XmRybZ++oYOcfr1r5Bs76N1oA9pZRnY/TGW1w1WrtUYDmvMrZTwFfJ09jxLW2wUoQZoWhLdBSPyMVwlzhvvrDA2kuLTJ1porjbJzf4QEAzseQGEQiAQACkpVKc4/oDXoKcqGiurJWaWvJJnx719zH7dYVe6yE03iq/rAZqWg2U7GA2LqesGVV+QRH8EcUcY0XbcrZkRALqmoioCy3JwLa9KC+Dw3j7iET9CiK3w1504c20VAZv5GcE//qf/km+9VYLlnKflNn9yy1uRtkFz+QId+x/noT1RvnNqA8thq2LLlRLbslD97aj+9N0/pOgIRcNcu87uXdvpTCfJFtcwls6jJ7YhfGGMhbdxrRo43jWrLX0HXBPpGoR6PoVQQ0i7iZSS+uI3CPd9euvr51em6O7Yw+UrnwNbp3bzyzCq3D9PRTaBpkceqndsTv1F1OCjIG6r3wYfjMBmOrX+congk7GtxU+LfOaeXy2EglBCKOpmCFMXpDv9NA2X3JpJIKAQiqi/8VQATbudq15cKv6ET34ECaVQncKVNoXqJJJfzi7XYm0G3yN+ZNDFrvwVaqBOd+ljLK9WKI6/SWDIazFuTP8IkEinSW3xGwhFR/R/Cv+2J1HsJo3ZlzHWTxHu+yT+7sM4jTzN5QuedHx1DmNj03KUDnpslPDgC3zu049RaUqmJiq0t4T58+/MM3v5LUqTX8YX34nqb+PB4wfZKE6wUtyH3vc0Dx8axZj4vzk93kJLwMa2XZ566mGONC9hzr2Db+Ag8wtF7DuS0a5jUC7nqVaKJLERro0I6Ez2dNDjCxIOhYgmt/HWdBd2xz+ltmGwvnie4bTOaxdLTC0W6O+IMRy5QjVzmuvWXoJs51P725leafLS6RUGO5/n00c7iUc0/D4Fw5S8fL7Cx48+hU/fFP9TdNanv4+uaaSHn6dTOuw4eEczniNx3fcu6o5VZ/z6acZfV2Bzcc6XDa7UcsSDabL2NrSGxUhvgoXM+4+Rvjy1TrHSxN99eEtWX9dUhBCcurxyVwL/Fh7c28Ub7yxRn3qZ5377D/if/t85TEt6xsXMK1ufk3YTY+kMieET7BxM87238/z43ATG2jiB7kMA2NUs9ZkXcRoZ/K0PbG2rtQwjrQb1qZfxpUbxx9Jcm81RqBj4OvaBotBcOkN19su41u2S3VDnxxC3xlsrPkJDT4IQNKZ/hHQ9Y2K1fGLz3CsUUk/j4EfTKsjhswQCkv1H72+y26n/aEskVQt/HJTWu6xlcUe11q3cCXieCCKEdCWNV8qEnvIKE6RrYFf/BkSI6OOfxX25THa1SW7NJJ70lkTDcGk2fznXl/+UeL9RDLfwkSOUW1bgLyuZAAQeDW+SyV+CrPHmS0Hs6Fu47n6Ojy7z1vgP6Yy+QTxsgxSsVk4Q7vkUKBq+vsdozL4OUhIN+3j+Myd48e0mtZtfpZF5GcWfIph+xDv+zXySFh1h5/Ev8NkXHmd6pcxSzqGrLcLFt19n6sxfYFbnCbQdxyxcwpc8gKZr5I2juMLHQwdHeGeqSHmihUODq7z2iicNrus6Nwef4OnxV0DR6e4KIaXkmWcfQUqXhcw0xw8d5ML5c/xhykXv3o+cuYQaCDLUO0wg0c3V/F5cqYASJN0a4MiuZ2iJqnzzrRxPHUqxrSvB4vglVAwkgqszBR47mEARAttxcYWP1y5W+diROLqm8Nr5JQzTxrR60Detps88ksTdtK6FoqMJH1JK1qa+R/vIb21dE9exKE58hxNXz2HYJm8uvIMwAtQXHkEJxAn0HEFKWCvqZKpJenfHGOlLbCXb3w+O49JYPofeMowaTHBoZwdXptfZN5Lm8O4OXv7mX6N2HdtKioNn8R30/RV/+O//Nd/8cY264XhkMv0ySElw6Envg6qP+NAJHtzXh2k5nL66iqtF8Hfuv/37tUXs+gL+lsN37ZddmAEp0VM72DO2l1ypydpGHWP5PM5mj1F9+UX8LYdQdG8RDmx7BEX3cg6NmVcIDjwGqo/G9MtU5/+Ood1psjWQ6ASHngIEDhoqJmP6V/GHbI4+ZqDd91XF2gpV2tVvoUV/B6v6HXDraLHfR4jb3frvnjkvpaT+wxJ3LRfCjxb9vc0/VHyPKWS+c5aOymHWM+Yd297v4/joo7fnvSOa78RHjlA+CvBfSNM8ugbSc5ePP9HgjR8EYe87aEDH0g2EdBHCe046o2+SqT1OcOhJdF3nid/+AgD1apmXvvcVALRIL22P/QlOfQNz9RKB9GFiY38IQG97jO39KX5wJsf45bNsH+jk6lyeydNfwqpME0g9hBrsRA208/CznybZ1sZcIIM0LF54rINr82UODedYXr3BttE2pq5leetGGkXxmtvMqVP8d8MP8t+umixkphjo3o5EcuHqFX7/c4/x5HSGjakLfGlKUkodJd3TQi32WdIJP4/uu20xzmWafOvNLNNLRXb2daCpAiP0MJEOk7DppyPdwo0Fh3Dl22h2N5DEceH7Z0q8dWmFse0pzl/P8Or5JR7Z38PnH29BEdA+8ltIYG3yOzhf/z95ZvAoxsRbCPX/wDd4BHP6NCgqvm0HsS2Dk/MXkNIlpLrs789ycdbGWDpLoOcwEoErhZcnUBQWMmVmVn6ym+9Ni/RWnws3s1vjfjVVIdj/MOa7HKQXv/zn/KOnQnzn9K2wp6Qx9TJIl+Dw0wjFywH4dJVDuzp4450lr0dFyk2r23tsndo6zdV3vNk0tQWa+bPosR34k/tg0/BCKIwveBMjmyvv4NTW8HcfxspNgGshhIpQdALbTiD08JblHxx6CoSCEILq3N+AtFirPc6t3OUtgpSuTWPxh6ifuQDID4FM3g0bu/K3wL1nxdd+4DXYhp6Nbx1L6Mm7S6a9/99uVA4lJMcer1M/42Mt85tGx5+E95O0v4WPHKEkI8Pkq5N82KXDAT1J0HfvWvafhuahddAkWuwLeKXA8Ohzf771kG95WVcOIoRKbO+/RKLg01V+61icv/9xCaNpc3ayim/wWe9LhcBtFDFXL6OEU/i6Dmz14SzlmsxPvkl16ms0i1d5+4IAKZHSwd92HDXUS6DnMEqwheceHWB80aa5cArZug9NFTRmXmVeXmWoZ4hT450M736dqWt/xxv8Nv/jrgf4d50+zKlT/LvhY8iOPbhS8mqzyZMDY6hzOYpT5/mTOR+v7f2fOd76Cg8e3E1LfwqBJ5T49dfXWJk9wzb1JMVckI7EQwx0jyIlBBo/piM6xXR0H4rwymSla3NwNI2j+3j6UIxkVMWvC544GOMLz6b45skili351skin3s0ydffLHOi8yQXr1xgj2Xww4k3wHV5xLF4ZeotntrmWe+mkHxtuIOs8iC9s+d4I7CLGBYndmWoSJhwQA2n6ertZ+dA6+a1en9L9cr0OlKCv+cwIDi0s50bc/ktuZOTF5exXMG7c5mObVNq+WfgSF455/XzB4eeoDH1QxozrxAafhpNVTi6u5O3Li+/7++3RAwGt4e5vngMuzqzKV1y2xTX23agxXs9Mlm9hFPNcPTx51go+chuTBDsehZQCPTfTSbAFqnVJ18C1yLc9ztbI4GDw89458Z1MKZ/QFfydYTyi4wY3JtMgK2w1i0IIX7qKicANVYkcuRVOPP4b0jlp2B+ofC+733kCOUX0czo1xNec+IHqGq45/ZnvWFNzQfXQJNYpT9DueOBe+ITdab/6pMU9/83ALhS4bVzCyDgpVMW9akfIbQggYFHEYqKa5QxFn6MEkwSHHnm/2fvPaMkO+/zzt9NVbdydc55pifnHDEYAIMBQAIMgECKkmklWj6Sji3Z5/iL5V35aG05rb0rr85qbSpaJAGBJEjEwWBywuTcM9M5p6ruyuHWDe9+uD3d08CASSA1FPl86a6qG9/73vd53394/ti5GKXJG7Ss3kXAnuLmhdOUUrcpJa4DCwOgt3I7gSUvsGnjWoanMrQ3RIkGvZx4+xtk0wmeeLye3/8f98jkSvj97uy3JniKjsblLG1ezjvvvIq58jH+03cPAYJ/xjm8S3ciHJt9tkXh3jn+uCfLuboGWtYtZZ32NqGgj+8cuoBVt5yB8SQbOmsIMcjywDnC9dtIVG/BKDl0DRbpG00SLqXQoyVaqqKUvAuKBJIEl+5MkSuY/MJ+V97/rQ9S8/d38uoozzW/wWvHv4KDytWbVxkammUNsNd22/qE5A567w9eZF/LJg73XWHS2c7y/rOUDIua3gtMrtnuZnqLSdrzX+fOzDJqGpexojzFvYRbO6N1LmRycGKxXtf9dr7fJy/dccOVt6+pQ/coi4QV7yPfc4jnvvhrHL08BgJy3e/i7zyIQMG39OlF20qytIhMHCNNccjtB1p5BxNjt5ggipUbwpi5gBZaiqfMNYdpFZ2oZa1uYMDkDezMOFv2Pk11fTM9t9/AKaaQJAW9ZTeSJ/DQvp7veY/s4NcItLxMbuhVgq1fxLf06fn7lSSH2uAJpDl7UsmQOPaWD19AsH3fJ5vs+P1gpr6KGv7HSMoPHpUpnCxW7g3U4Bcoihe5ffNNNm45gbjwGJm0RSCoUMg7eHWZxMzPnfP30dz08WYv6WGd/j6+9pf/7ZGyIs5mehBzs5PyYCez2e4f27l0TzmBD0fN/ICYzfYihIW2/VtI6uLZztG3fDTPPsXQcJKLpV8B4ZDvOfTQ4zhmlvzYGwDI3gq8ZesoTLpO27q6aqprKrh+7Q73V2ue6BqEY2Km7+Kt2IIaXMI//63PUdQaefPMKB0NEXpGEkzdOoqnbj17tnZy6q1vEJEPsbSpFVlWOPTuCdpXViFJEkuaVtA7cofx1D7qw8fpbF5O8wX3/CYq3wi8jBCgyAZNNT20b/lDjr7xDWQ9Qu3K/Ty3q5HOJp2T1zOAwGt0MT4+QE3Hk7z0eD3Xewt0DRWQ5lSMd64OMjhVYjzmttn9znf+1gRt1je41q2zsWOG9tYQr76vs61zitaWKOny3wYkHms8xdNXTvNu71l3xw8NkvePZ5Yc7txLU/IFmFy7Y+G5ZTx0xZfTvGYPa5ZUMjqV5e7QLK31YSSkRdUTH8TGZdX0jaXmJVR2rKnnWvc0BWNxjZF8z3v4Op7giW1tSMCRi8MgBPu3tnD04oLymCJL7FrXwAe3Jti6spbT18dwSlmKg6eQvRG0quWLQnl96iQeNUGysHwRMRizV5C1CIEln2H9xnVMzuTpPfoHKGoNil6N3rwTyRv+2IlTvucQ4oGABn/nM/PbCuGQ736bwsirLFldjeY47J+dpm1dhKMbBYGQYNtjP15SUUP/CCQ3r+f+OCZJErm3k5xOvMGBX/yl7zkpfHAfx45jZV5zv0/Wkr64h/hUCX9QoaJSI5O2fx5O/AD+03/5y4c27E/ZCuUnyG8/5KmEECRz/TjCRNvyOng++jK5NS5gaDgJCDZrf87J2zXUhY4B4DgOfbdd+RRJ8eNvfAFf/TMUxt/GMeIUJo/MH2tiYopYxk+g5QtoZa1oVW5egi/zFsWZKnKlRn7rK89jeRt5/dXv0L58LT0jSaa6juOpW8u/+50t/Ps/+irrmwYYm7IBN8786YOPLbrmJU0rGE9LjGceZ/w2SIEvUhc6DkCDcpL2hmUEQhF++StfI5N3CIR/k/KwytNb3Fn9eNyce6klBjItZOQ6djfNJYtKzP+2bUWA5hoPQ1Mll14kiQObQly8l2fb6jqydxRqgmc4f28r18xnefLFdlRFXqTxO5u5x39UA6yRpIdnKQmBZQnu3EtDMIjn4EFqSzaTUxnyxRxjsUmqyjeyuqOS8ViOu3Plb78vHjJoPThRE0JQ6DvsksnWB8hkbl+JufDx3sMElx1k9/pGTlwZwaO6RaMcM09x8NR8m91HeahIa9UwE7HRufMopI1OxJyvJbjsF1mzYRMNVUFu9cXpPfbvKMVv4qu9XxFRmh+MiwPHEVbRDQiQNQq9h+d8JzaBli8iSRKFnnfxLT0IQL77HXJDr8yvokxJ5khDDe0biu5F/gQ82lbmr+b/V8O/jiSp5N52fSgPkokQDlb6q2iR33A/O0Ws7KuooV92P9sJ7Oxr849RIOabOZ+1yWdtQmGFSJn687r03wc/ZYSygB/n6uRHQSo/gCNKaJvfAE/xYWMMx97yARKsdaXhe9/0Uxe6Tc9N11QiyxKda2uxHQ9T2d3oHoutq4vk17/IkL2DDcFD2HKEIxc16ls62LTbDT8ensrQPTSLOdNDYUYGqZH12x9jJF/PpXffZGpsiKmxYfITh3GMGP/3v/wWf/xaP/FkicGrZ/HXH6SpLkVrY4R0xW+RuvFH9AzdnL/uvaugd+QOS5pXIhw4decpQssP8tSWOh5rukJVx0FyRYeTNzJ88QlX6DKWsjhyeSHcVjPussQ/SuOG51i/xMetgSJdgwU2dgbI5G0+6MqiKEGudU9zvTfFpuW1IIXnX+z6+giNNVt5c/Ag29a284X9Fbx+OontQOrav6W5KcxwQgJJ4uayJ1lz7/1FpGLbLpEsW+oGCXg9Xlau3UAqlWFg+CRj00NAObFEnlt98fliWc21IToaovSPPXx1Aq4j/kGcuzm+6HOh7/05x72LB1cjT2xp5v0LQxR63sO39GkcR3DiilvqoGQ5nLzYhzn4LlWB68TNp9CqVmKMnKMsYLC6OUm2AAWrBl1voypoEb/bRSlxjcDSl/nll3bz5OYq/uzNIbqP/QdKsSvoNY+j6NV4m3bMy7wUB0/MJza6oexzmCOF3NDXF5GKEA65oW+4mziCnptTKIpMx6oq+o/otD9ZfHD3h74LnxTU8K9gpf/X3PkE/mcWfCgLpC6hhn998Xcij5X+U/d/OYoa/icIO4ad+xZy2RShzWcQF3eSzzuLViiRqEo4qpKcNcmkP96X87OKn1pC+XGbvID5md4Psh2AtuktJP3jZfQl6f4xASSWfipPz5s+lq2rY0nTCmRZorWlgmXLN3NudBVK/BVOTX+FZ3c28Xtbwkwn9nP0Sprf3OWhtcbDa8en6BqYwUwMYMbuulX1EtfYvs5DR9Nuzp05Sv/lv0ILdbBxhc6g/zHSeQ/vXZXI5G187ft46nNf4gv7K3nrgxQp0yF9498hHJslTW6hqt6RO0iSxBO7dyEhkyz/HT67GV7a564yiqWn+Yt3Y1zummTXugb+x5tT3BmYYeuqukX33tCylu0rd9A9avD1I7MMjKeQJYmNnQEE0NU/w9RsjlDqHbzjMS7k93Jga4TNNVf4w7+9zNSMga/taSTNy8mrI0gSaMpif1qq7HcAiX2NJ7kGrL33/vxviiKxvDPE7TvumsYoGVy9cRWAqqbVDMmfo6F4DI/tp6rMz62+OADDk5m5PBTxwAD58X1i2+o6bvbGyBetRX3Dt+Qp9m9pnY/sE0Lw5NaW+ZWK65tYOK6qyOxYU8/py7cIB64SKz2F3rILp5jiweVz0BemtkLn7qiPgGeU1qZJ2ndtpW7ZNuIphX/z1R7uHv0/MaYuzO/jbdyG4ou6ZDJ0CmEWFq2oHjQhfRhCiHkyuQ9ZkWhfWYUQ91cEkMvKHHvLR6TMYdMnpfH1EFjpP5/7+z859rafp17+JfLvpNF2fQPzzMtou15BkmS0yFfm9jCxst9ADf+TRceRJAlJrUaa+174hykZ3+buZS/B6QbK8iuIRDTCUXfIfKR8AY8Qfqp8KACzme6fWA6Kz1OB31v1fbdL5gbw7PZg88qiug4fByHur1ZcyKjsjH6K8mAnpqNxdGgbF7smOLijmee2R0hkLF49FqN3NMmm5TXEkgVu9MQeOJ7Amu0j2/saEd8w27evpu/eBP2xOrRgG9sef4bq+mZOv/c6BV87OzYt52ZvjPXLavB57zsxJY5fHsayF0hUkuCJLS3z5/nC/rJF5yxZ8M2jo+Tv/lcaGiJkSgHuFD/N//ary4glLY5cWVihtNZ6qI6qfPPEJEXDRlEkNiz188z2Gv760CjDN77N9FicWNrNKdAbt7Ft80oiQZ3M3T/BKX602FNTYxRJguGRJM1N0QUTBxIyDqvvLqxShBBYtqBrjlDyisKNsnK2WSb2wV8mG/4FpseHuXThMt6GhQRBIQRt9RHMmR56bl1Bq1qBGm2Za5/vP9nI9x0BuzQXDuwORvnud/EtfZont7bMrU4O4e88+JF9hWVQ6D+KpPnRW/cijAzF4TN4lCQh7yAz+fWAwKdNEvXdIRqqoGnZ59Hrn2Rdh4/rPXG+9Zf/geLYcbdNq/cSWPoZZL8bvVgcPoMw3GeUG3kdYecJNH0eSfGSHXqF+zL4gdYvct+ImB382uKLlDRCLZ+hNnwax/GSNLaxbc0o0vKbhCIOW/f+5Jzzavg3kCQ3GCL/dgr/M2Hy76bnVi3iIwE9C2Of68OT7rO9a4QECazREkMX7zCVSFCWX/YTu5dHHf8gfCjfi/z+PvExFvuP316C/Z8qACAcCePMS1iWxetvHkVSfYRW7WDn2jomZ3L86h9cwxg+g+KL4m3aydFLwwgB1WU+KiI6XQMzWIkhSnF3tZY2Orhyp0Q2No2kNLBl7wGq65u5cneSVKbI2tAbnH/7JLmiwunMPozRC2AX8HU8hTF0El/b4+zf0oIkS7z8eBliLv/hlaMJvn5klhcfK+Mb70/zzmt/ja9jP7pHY8+G32fSsBhIzvBvf30ZM2n7ATIRNFV72L4ywKnrM+SLFrpHRmoPHEkAACAASURBVM2eZ2mkkcvdITQtgFF2kMTYWVa33KFYvEeZ3k+A38Zxmgku+6dk7/53aitsJqeyOLZFY0NknkzuQwgBkkSq/Hd4rP4UN4DVd4+AcLBtwb3uDCuWhV0fCi6xz6RkDh0WaJVXMUYvoASqXWXVygDhgJdb167Q/UCEjxm7gxm7g6d2HWrYrfGycXkNfaPJhbomD8Df8QT53sMf7QC4fhRJkh5OJkK4q1nV65JJKUtx2A020L1+6qqamRkS+NRpynx3Kfl34LR/Gb3eNTk6QmBMdWGn7lcydX1V9ytxLj7XwgRN4MyFHssEWl5EktT51ZP7/s1T9MI+ikaq9j8CoCC4moxRebKHNS/k5sOuJeaT3X+McBCOTP6dFEhw+JWvceCLvzTnQ/kztMivP3DPAlFwmHl/grvifbbvD6AFX0I366lNPE/eM8R09BBqg5eOxnU0DxrEzqZJzpaIlrn16H9u8vooHnlCebCzJ7K9P/EM+Y8zez0YIRL2t1CSp7F/iEsTAhzHPc7Z1Js4FvSO+HEkP6l0F7nutymMv4HqLaOq42mWtqaY0L1s6Kwmnshy9eoNBiav486sZKz0HezsPSprgxRmLAx5LdsO/Co1jW1cuzfFRNcpckPf5mp2E5LmpTDxNpIoEVj6LM8tOYFR0cjz/+J30R6oO2HZgleOxjl6cXg+L+HE5SEK/UcJdDyONXqKPZ//R8gyVJd5+PLTy5nN2By+lHZVSAREvQmWR2fpn1jL+KxMZ3MZxvQ5BjMGf/SdIMtaYrTUhVnVXsnK9ueB58n1/TVDfUeRu/6UPuklNqxZTWTV7/De1TE2r6ylKvvnjAxP4jiC+3lWwyNJWucKlSHg5NgOdq+0uGVZrLh7dN7UdedeGiGgaNhcuzvDDU8ZwfLFD87OTDA4FUfWIwjLFWK8T9gPfZaOG23h9tW52e19h/dDZF/8HwoPfigci+LgCSRZQ5g5jIlreJu3YwyfI533cGuoHK8ap7FijJZlX8TX9AKOwNUaEw6vvHaUWP9r+D3jpHBDyBVfPWK++JY836/zY28i7Dwgkx/5NiATaH4RSVLwLT2wqP/7Ova7+/S+hyQpIGv4O5503wfh4JUzrIt+k8CWPBt2GCTiMtfOe6motlmzucT3ER74EaEANlb6q5TOvQyyhP9ghKf4EkK4psf7ZOK+tw6iJJE8Nsm13HH8QZAkBY9VRW3CrVXjL7XQOv0Vsvo94pFjaK1ejPw0Y9euksm30+xfQlOrzmzcJJezf24Dm8MjTyip/CC249YK+UmjUJoBJHyecuaXxHPIFEbxeSrQVD+p/CBS6tvIge9v7noQp97z4dgPJJMpAtnOE5r8NySmZ1i7pZWtW54gHXqZVNYicWeSw8cHyPe9RXH6JCChhZfhr97KkpVL6FzzMkG/xLXLNxgsrkEK1nKjZ4rxO2ehlKZi279m87pON/lu6dNsX1NHQNfIOUuQJYl/8d9vYdsCy1qYkRd6D6OoKuFlTyPL8Me/uxbDXM9rx2dRtrUT0GU+vTNCOufw6vEEIKgMyzy5Ocp43OTEdcHffOAlEphmz7oavnVykqK5gs71UdSxJBuXBnhySzkf3M4yMJdQVlUVRDU7UJq+zOCAwpObwzRV6+iaTN5wyFX8OjcGRzFMm8+2f5fR0RmaGqOsW70OSVY5NSbhj/9/vHszTu35I9x27ieUggVkbXglMae7pWSoDFwhxfKPeUpi0aTmYbjaPY1wbIzRC3hqVmOMX3XrmWg+V/jT+eEjgyRFw9e2j0L/UYzRS3gbNy9Ees3BsCrJeLehNz7JeMwNcZYlCXO2j3rlGvXlRbpjCiBhxM+BJGNlB7AL4+g1T6Do1XNmLffd8jc8R2HyCP6G51zz3IeVtoVN7MivgaQiyRqBll/A1/EEwrHccsWD71EZuYQTqCeblDn0tQjTXTrrPp2hoVlw67KHtVs++aRBNfQlrMzfADbeJwIoqoT7pFXMxJ8DMp7yX3PJxCq5EV6RzxPac5LHvc9iFw67IpIPjQqWkRwVITm0rVxFg6eD3lvXGJsdolFqo6xCo6xCIz5dolhwFiLFfkYJ5pEnlGigHSFsErn+B2ZXPzkUSnEKpTh+bzW6VvYjJzt+GJIEjx10JVlsS0JSoPXxIgPvL/hWTNOmr/s2faO/yWxhM7YxjZm+hxpoB8Ab6SDS+SLPPruXz+ytw3YEr5+cYMLfiKYL7gzMYkxcx1veyvp1zxANerl8d4qi4ZqdrndPsWNNPZfvTrF1VR17NzRhlkq8+9pfIBwHZBWfz8uzL/8qLz5W5jpkizavnUhw4fYEB7c3u2SSd3jrgyS2I4joBTbVDBFPbePkjSwzqSJezeYfP9tK35hBY7UbZdU/lkRVZBprPlT9TZhMTmWoCvmwPQJFlnjnfJKX9lUh5ga+F3ZHkWWJIxdH5ncbGEqxZpVF5ZLneaFN4rtnf4sDK0/zrmNTf+kEjuNQFPC/ZuW5FcX3ejiyK0kiyZjpsXll3+8FY/QCWvUKJM0HCIpDpxfflmOBpCzqP8I2F2l8fTwEOBYS1pzuAoCEEqwhrXdyuz9OWVintS7M0uYyLKuJnuE1TPZ8DW95OZ7SMKXMIEbsDHrVHoRTojh9Al/N4xTjHyAst6Rxfvwd/A3PutIusoqv/Yl5v4OwTfI9b4OsEWx+aU7LCxA2hd7DIKsgBRjPbMPsPYtnpJbK6k2UwtuomDiBZSbBf/4h9/Z3x0L4sMaJ17/JngMFJEqooV/BvPgSSBKeA4AD+aMFkJ5HO+DHVp7nxGuvES6PsOMZt50dyQAhI6MhsPEX2wgWl5L23SYRPI+nQ2FF2zZKd7PErucZGzURtvs+SxJU1XjweGWmxg1M82ePVR5ZQnEemDklcwN/L2TyIPLGNCCha66DT3wCKyZJgj0HCpw+7KNUkBg6oSNrAkUCzSfhyCWGJnqYnczQ0mFgCQvqIJu4Q7Emytrdu9nz1KdZ0+bj9kCB24NFwMfe9Y3cGZwllsij169jZWuUwfEkhmkhyxK719fz3I5ygrqMaTu8sMt1tn/nVIz3vv11BArBgBdfxxP8X/98DSVTkM1b2ELwu//1CrrPt0AmOZvXTyfceut9MZ7f20K0cRcTsyaOIygPe+loiGA7rlMcwHZcGXj5gfrgimyjyibezPtc7Mvj6dCozXybja2f54OeGAjQvSqaKlMyBR5VYu+GRnCDsThzpxohX+Ca2cFjG5v47J4y3jy7g/rmW4xK+xgc68F2HNqqTAa74wtVKoWrSIwkw5xZTw3VwlxRKjXSBPA9TV7zsC2Kw2fdsrsfQrH/mCtZIiluVUTcEF3f0oPgmCBrrrbWHHkJIRBz0vnCKmCPHqLc38tMfiMAsr98rqojTM3mURSZT++qx6PBd09N0nf7MuaMTNSXorWtyOSIj3SyQDF2Ckn14at7CiN2DmFl3HMj4W/4FIWJ9wg0PY+vfT+SLLvXKmsU+t4nN/wagabPz137+/P+HY8eRG12FYgds8D0eAXe2h3EjBJhTx+x2vdobLNgzG1fx3bbXfmERh8PGiVM1NAX2P+iH0mSMNN/gZX9Ov4DX8YsGZQMA03S8O+PkD+2YEnQ/YLNu93AgZIWZ7j6z9FL9VQlD5D3DlL0jFOV3k+4sIpgYRnJ4CXiYx8gtGvUv1iNea+Wyct5fD4N3acQmzIoGeIn4C96NPHIEko6P4ztPFo1n/PGFBJg2nn32iQJR3zUnFEy3BfG4/3+MfiyDLufLHD2qI+VL9wXC4RlJT8ebwEkHz6pkQa5na7cBfIxhcytGnbu/BTb9/8y/eNFvnUqiWU7WKaJJEHvSIKJeJ5lzVFmkjlunD9BqKad3/7iRuorvThWicMXp8mVVM7fnqRk2nhUGWPgXUJLDqDrKn/4lZWYlkMqZ/H6qQQnL/WBEEiTJzj4pX/KU5vDpHM2rx6Lc+Wem4dRU+Zl/4YQEzMmhy8mSGUyqLLJur3L6BkpcuFuDk2VmZhOMjaZoLG2HNtxcGyTtlAf9dIoXdpabK0EDAFw9v3vYlY/zoUud0KxbXUd3zwxy+f2lvPe+Qn6h9Jocy/vlcLnkDA4fqGX4xck9mxowNB/kcb6r1Jfu5mR0Vn6Ru/R2FbOcO8MiiJRKlqMDsxSvq0Mb90GrOTwR54RAI6FcKz5SK0HIWy32p8xdnFhc7uIJHsXViT3iWIucsv9zo1oK/QdQW/bR3HwBP65xEEck+LQKUCgKWmi+h1iue1zR5dc34pju2QE4HjpHikwMJFiaDyGTAE7cxVbTIPXR21TBEeo5HIQ3fB72OlpjNg5kL0Emp5HUt0KkYGWl/C17Z27X5NC/3H09n04thtEkh9/m0DrF5AkCV/748iyxM7nXp7PvZFUHW/DRqTiJPb4EYKN18jM+Lgz41Be5w7csUmFTFpmyYpPJvP8Gf923sifwcr8NWr4K4CEo/3C/O+nv/kdZGS2lD2F/6kIktcNMCgZD49AK3rGGan6KxRHx2+41gAHk1TgCunANTydOuASqLrkNOq4l3h/FdgaEjKyDJXVHmbjJpb1s7VKeWQJRZYUxJyq6sMG7b8v5IwpQnoDIV8DjmORzo9gO8aihrxw0jV7bN9XRP0BLBqSDJt3u8mQXl1QMuDGRR9bHgsi6weYnU5x6chRsDR8WpC6ziYUv8yf/O1NsgWLpU1lDE2k6O26hqp5sW1w1Ci3rtxDLsbYtHs/z+xu4fZAmj/523Fm+i+hYeBr3oE0V1Z3w5Io5Y0KZlUDT22J8rfHZrjQNYlRsnHMAsWBY6iywZeeUdm0ysfXD41iOYKuoSwHtjaTypUo8xtMxRN869gsN7vuEilcYsvGWr5+OMxsxsIwLZa1lNMeHUUrztId9zI1k6PWM8W14QDlngi+zCECUgGvR0XT3AFq97p6bgwWSGQMzl0bcInNriWQ+BrX+qKsbxtHkQyK/Ue57xT3qA6Hh/1gF9nWmcHnFRimjFGwGO6dQfMo1LdGGeqemX8OQtiIj5nElNJdWJkhPBE3P0fYJYRjI8kKxvhVHGNx4mNh4hC+2qeQVFefzDeny/ZgxJfevGM+obA4cByQcEx34Hb9LgJNzlDpv0zJvq+fJKEEq/HUrsXOTFCavo2iebE9SxnSdQZGZ9EzR4jax6AJZCmALVQcyYNeux1P2S4kj46VHEdSdAJ1T+JrfwpZWzC1OlaR4sAJ7gtN5rvfIj/6OpLiJ9j2BXztjy9s6wjO3Rx3V1RWAcdIYU+cozJ4FSnkRbXrqE20UNSncZwbmCWoabCpafjkLA7fyd9XEQiAyFHMy5x4/Zt4ZB+7P/U51of2AlASBfyyhv+xMKVigctH37y/KF2AA5gyvlIjVZknkSQZ2y6QCXaR9t9CcjSEvECEim83tXtPMuM/j9S9DrUQoaLKw+zMzx6ZwCNMKGH/Qj3w+0W1HhU4wnKzhY0p7A/VuC/mXSmKbT8gmYAb7XX2iA9VFew9WMDjhc17JGR9G+nJv+HyCR8YPpy+JdhqlunIHXqPTDKT/At83hADQ15m03GqVJXWpmUk1T0MJMM4wWqWNW/BH/Dw3/7fN8inE8gyRJo3s3pZCx7ZBOFw4fYkx958xQ0ZrpD5L1/vRQjB7nUNHD57l+LACSTNT3NlF4q6mn/1/9ykOHSaSMjPCy+/zOpWD3/4pxfZHHqbI90h7t2U2NiSpODNc+ZcP7NSkLZVm/jM3lqCfh+Xu9dS3mizvVGivipIf9pPrGCQi11ENW12rHFYtqQdr7+C8HglT26vpazc4J1zwyT6zoBdIibHea+/go0dM/SPjVIRGGE6u6DLtWGZQY/0PMXBk9yeCPPY2hmOXnXIjbgEIoTAMhc72x1jBiNxHb1p56LvhW2CvXg2bcbuIKm6ax57AJKqYxuJ+cF40fE/ZApzSWTRmR74ziWTquAlLEdfMHXpYTy16+bJxFvWRPOKreheld6hGHbiHlZuEMejguyhqaGd8UQ909I65IoIzuQHZIfeRYuswd/4DN7GbfNk4pgFEHP+n7nrd/XkvgtAoOkz6G37Fl+xEAgzj1NKYoxcwEhcQq/cQ8x+Hm/NJkxnhKGZ19A6+yGm0H3Lw6qNPx41XzXwKazM1zj/dgW67GdVYAd3/nqQicgZAPyan+05By30C6iaYPUmg65rD/jHHJDjOp67UQQlkoFLeEKVZGZuISptosomhG2T8FwETSDNFXlTfHtZuweKgRhT9zLEYzbC+dFLh/8045ElFNspzYfmfhL+ik8SOWMKWdYI+RpI5QaxnCIUgwhfljvXNTSP+L6mrgchSeAPOijqA/cp8ti5N5ivP+ErYNTeZvScTjFnks9m8OgSw72DBMI6sizR3NhK3NlGMT6Md/oMad8OboyncPIzRNp3sH7jPnyqSyLX7g4xe+89QCEYLqOuOoKvUicSVPg/vrKCTMHh1UODFAdOUF9Xga91LzvW/AotgQsEB3Wath5k59o6Niz189qRMdRUN05ZhGI+xfolKkKO4lc8VDS0URCraSrL0hoeZzTfhuQUmI5nKDleNix9YGYsBckHD5IdO0m7adM33Ugulyebt/DrMrIEsieAsDUu90EgHOHycBBRqkLyBIDc/RblRu5pdm6qJbD+S1iWyVvf/DqwoM1lmQ5jAykkNTD/naJXo1dsdQlE2POrNys5hJWZQpIXCjkten6aD4oykuLF27iFxIX/HWEXkD0BcATSXC15N0rr+/VlgSrnkSSLqsBlNNWDXRIoUgGbAJLixc5OUpruwlvWROPyLfh0lZ7BGGaiH0/mPMiQt9vwVm2lc/ezyEMzzHaPY06dJSQuIdWsx5Jr8DZuRvYEcEo5l0hGPpg3oTlmGs2rkJ0TJ52/ulLuwQwUl0jGrmIkLuJv/BRlS38fY+I6nqoVOPlJ8tNHmbQnaG7xIWsObvTVjwdW9hWQo2ypP0AuleJy5ghEwCcHKTo5NtVsQwu5PjHLlLgzTyY2wkkjF8rRBkII2UF4HUp2DFNK4LRZBJOdRPLrycbvIuIKtIHSqODIc0KmTha18zT1HVNMntxMbqQWRVZ/5lYpjyyh5I0YJSvLoxjgLUsaQthYdnGe7Kw7e1FXnGTdmjySP/VDOeVkmR9I7luWZTyal2htOX49yPTsOMGITjpRwLRUxvP15LomkdKX8Uvj+EIWeVEHyLRUaQwO3WO27wOcUhYAPX+BqiUvsOeZl3hmRxW5oo0QkMrZvHpogJPvH6KlqZp//we/BkAiY3Po4mY+tUvhqc1hphMWrx2fYnh8mD0HnkagEcy+AVolcnQzk4MfMDS6moYqP1s3NJJwFG4P5tDMAdqiFr3JVmZSBQI+l1SKAdc0oYerKJTyGBNvUxyyeOtUlBefasOryehNrh+hOPwBjz37Oa7cizPddQxv804KPe/Ot1Vh8BRnhcPW1XUINYTevJN895uL2lNS/Xiia7HNBS0u4VhYqWGcUg5v7VqEZaBSIFC+BNNaPOsUZgGnmMZTvRKjlEOrXgG4+RiSFsZTvZrS9B305p0Is4DsCSFwEEYGu7RQU0LWojhmElmLIsxZIoFLeH0asqxQVVbH0OQMYb2HpL0LtbwDY/QCarieirYNBH0a3YMxzMQAVmoEITfgV0bRazdS27aP01cGGe8+i166SkA3SZVWY2lhtPIl4Dg4xTSFwaMgaa55p+QKlxYm3qOpI0Jqrn/L2oJUi+QNuYFnRpLC5BGC7S9TtuwPEKUckqrjqVlNcfAkqpwj7BumlK3D7FtOqDqNGb5AJi6hBUrovk/o3ZbLwXEnCwXzKVhjce+9y/M/d/o3ciN/Am39uwj7s4CE5vGxYYfBlTM+RBYs3kL1P0NpuYTWH8JcnsIntVCdOkDO24/VkIY8CI+NvjRKOLAeK58m7b+BIxvYhVMI2+1HtXsvMXlyM75SM5mEwHYEZkmgaRJIYJYevTHtk8IjRyiWbaDMzf4TuX4c59ErdhPwVlM0k5h2btH31p29SIEE6upjIH/y1+3VPbS0NmAXNEyzRFm4knQuSVWNTlF0Yod24RcO7VEvT+6oY3QyxZW7JpMJjeHeO5RrZwmE4jhCoOg1rFv1aXbt/zIeb4DRWIEjl9OUcm7m+ZnjR1m+/Un+9ZdduYnU7BgX+0NURlSe3BRiOmnx3sUEo8O32Ft/HivfRMG3m3zZl6iv1Kgt1+iP+VGVGG31PpY36dwdKSI5eRylHEcOsqwlTFudj1zRwaNJlExBvmhya2INPQPHGR60yRVkrt3uJxyJoKoqkmS6hbmat4OksHVVHUfyu7AKH62qWBg6w4khCW/T9nkZkQchrCzGzHk8ZauxC0mcUg7HSCOsIpIngGPmcQpJKrVpRFRiIr54fzN+F0vz43mgJK8xfhXHLOCreZzSpCuw6RgpzJlevE3bcEoZ8j1vUZh4F3kuv8lXdwBj5gLeso0UJg8zIkt0rKqhaPrpH88yW9gKgORxC195ow2EmtaRzBgkkhl3BZUaQQ034vfG8fnXU926n3QqRXrwNaLKEGllDcXgThR/OV4jizFxFTE3sciPH8JX+wSObbiK1nOVRkd6Z+euEYJtL88nyevNOxHCwRj5gGD7F/A2bsXJxylN3pxPfBSOhVEyiYkdqGoD8XQnwdk+mvplxm+kadp8k6Ubsp8IqSi+Xdi5twCHrgsfIIBNjU9wcujbBJUofYUbhJQyJMXEzHwT8jVoNQcRuSiYYA+vQF1+FrtwBFl52T3muB+n0cBQp1HtIKodxFCnMRrieKlFK0TQrAiGNkXBO4wkRxBo3E9mqd3Xx+RxhVBZA7KkkZw1qarxYJmCyQnjUZwnfyJ45AglZ0y6xa2QHmqHfhRgOcZcWPNHoa44haR9cmQiKxAMO2TTMpI/j2gaoNRbTTyZIaAHaK5tR1Ek9JpdVNXU4tM9tC95gaZqDwwU6NgkMTBRYiZtURp1mB64hM/nIbr6nxGqruH2iEQ8lebYpRGM7AwBY5ioJ8manc/wr37JLTAVS1r033iPA/t+hVJhhrGRfk73lFFbLhNtHsKkmay0gkjpMpVNn2Zpo87b55JkCybRkE5zTYR7I0Vu9cRRMudxMjfIeLbSsGYvVVGNFl0mnbMZmCzRPZwgOTtDwl5Oyb4NZClNXENYK9i/uY7vnhyiWLKxCwlSmSrK51SBzdg9In633VP5B/NGBMbIOYRwsI0PMQIga2E84VUUh07gWHk8ZZ0ooTpKk9exZgfw1KwiSf1c2HAfjpkBWUVW3PN6qlfMZcR/vCnHGL04X9o33/MGhYnDyN4qfLVPzkuaeKLrKUwenrtiCcOqYLawHtkXRZ6zCkqKF4Sgon0jbfURrnSNYiWHMZPDaGVtIMk4opaqlk1k0ilG7l7BL2ysys8ieZdzf30l4h9AqcCDr79jzFCcuTBPJgCytwpPdC2KXo1WtRzZ54aX2/lZl5iaduAUZjFn72DNDLnXd/8cdhEr24u3ai2emlXYhSQz8SQJ72qqSgXkK5PokSJLV/3dI71c07CLrU+uR1LqcWZtwqMVrG/eiz1rkREJlEAzIvMu9tg+qPTA5OOEa95EXe5K2ggLLLuI3WEg6RJGJkHeO4wc/Kg/JOO/veiz4tuJsGcQ9hgAqv8Jave9z8SbEaxsgHBUpVRy3Jr1/0DJBB4xQrHs4ny+SbY48Ug54h9EofTRgUmVfa4v5ROGz+86D29f9ZBJKkiBHL4l0zTpLShmAFmSCIcDVDdEaencTGO5SS47ycRIEQ8RLt3MMB3PEfKZ3OspkJiU2berjZpKPzvXhsjkbb5zOk6lHsMvx9m+7zOsr+mivLETSZKYmDE5ffEWu7f8EqNDd5kZOcvlewWWbP4y7fVeTqc+h1LsRky+R9XO32NjZ4CBCYNiyWIyngOnxK2uAQBE9jZy6gTJfISR/BSD6UFC/g7a6n3EkgYzqSJGNomIncErcliWjo1rO0xmDF5eFeD8LR/DU1nKihfo684iOjdSHtYxm5voVLvIF7PcHCzHrwfIFXOU7DK8SgIhbFLpux/bzraRoJS4ihKoQqHuods4Zhpj9iqqvxE51OF+V0xjZbtdUcJSbl6m3jZiOFYGRa9G8VcBEqWZ2xQm30fRa9BrHl+U5FiccmXjFb0WJJXZwnqUYA16wwYiAS+JdA47Ow25MXyNdaTTOazMJHZh1q2HU96OlZ2iLKKRy6QZuXsFx8hQqnoaxVuNY6SRFC/CKhL23CZZdGuiGPkCCItibCERU9FrAAm9Zh+5oVcItHwBY/Q83oYtgMAYu4Rv6UHs3DT53jcws334qh9D9pcj7BJmshvZEyHQ9jk8NavcY/qiyHUbcFLdGMkz5Bo++g49iExKwixJhCIO2vfPK51HbPAtqjt+A7O3yNrQLvQdQYrns4yM9FAntaMGn0Nut5A8MqEdflZn7k/+NEShguKVLHKliqdTp9RbRKlU8TyEUD4MYccRYiFC0LGmQFhULUnhxCLEp2wcW+D1uv25WHw0J8t/VzxShJI3pj8SNfWoQpV1N3BgTlssoNeSKYwu2mZmWkYIqKh2fign/YfhDwhWri9x57qHdMIlFbl+Cn9sOYoiU1VZzup2HcsZ4PrlIeKTt4lNjTNcXE4qUSQRG2Fli8mWJUHKnvuXbFvfTtCnMDlr8saZOP1jaZ5fF2frrs8zlRSUV+xAkiTG4iVefesWzdJrHD5RZLzvNOuWRunc+mW2rwzy2okEkjAIFo4gN6ygrkLjSneK/gmH8rCX7asrefdkFxf6evGQp0zroTyYJBoARDeJmXIy+Sau3DM5cW2aRLqIMXaLCFdZ2V7G8HQVYzM6tiNz81Y3I7sbWNleycjQMNtX5Bgbf53bN1LsWLuE+Ow3yVmCidgIFYFh6iqbGI+NMpHZi9e+gOJrxKjeS3H6NHZx8qHt7JRmKSVv4qlwQ4Mds4BjZECSEWYOM9OHsLLzSG1qAQAAIABJREFUocAA5kwPsh7FU7OG0uQNhOWG/Rrxc26/aPoc3vqNOIVZklf/M4pei179GHZhHMXnikvaBXdWq/gb8VXvBSSUUC3euvUokqDalyc+PoVkpmlcthmfB+523QG7hN64daFPBmuYscEc6MbOTqJVrUAJVuMU05Smu9BDKuTHgAQeRSfgGWUmMUXJG0X2Vc+rN+rVu3Hys1j5sflrBBbl2ZRiVzHGL2FmB/FVP4YSqsNTvQJj6gKF4eME2j47TybCLuEUkmBM4c0ep3rJIGVtHz9ZzKQk7t10WWT52hKa5web0ktqM2OjXqo7wLs1gHEphyRJ6NuCrFV3I4TAnjQxbuTRNwWQyxScZDVydBrkMIpvN3lnllI+TYVUj29b8Ac6L4BdvAjOAkk6RTeUWe08j4WgkhYKcxZy3SczMviTLZH8k8IjRSg/TfB5KymUZrDmEr7uYyam4KjujKbrmofySpvyqtLfuchQIChYvrbEQE8ESQ4jkgZmoYAuyvFHBd2Dx5gY83JnpIqySA1BJUuL7x7eMpVBbZwlLW2sXrEStSrCbMZmNmNz6Hyc3ntXWbV6EzWdn+Xy9X5GplM0ty6lptzP8dMX6b/yHnpTFmJfJ7Lkdzn4QisjMZPRWAmEjWwMMZprIe9s4ep3bzKZ09mzoYHmGg+5gsAXqqCsohqtcId2tY9kRiOenKIiCq0NSbxynhtds8TGxpD1CLIvipmvJlCxlDqvxHQmh10UlKZvcepMAJ/PizR9iEEpRmx2lGrft8gPNJLOJUEICmYVPi3GRHwEkBBCYjoeRq9ajSSDXrWLYvwsdmFioXFlDTVYh5JpQvFWImk+ZG8YYWbd+iOyimNkkD1RtOhSFE/VPHG4ZLIaYRsIZ7H5RvHVowRrsXMx8gPvgOOgV+9xM7mz/Si+euz8CMXYaVR/M3r1bne/UB3eunUIx6aYHOPavbt4y5tpWr4FnybmyUSrWALMEV/RzYORPW7UmuQJImt+nGIKMXsBjCy61I2uuYNeROl1/9a2IUt7UWu3zGfpG9OXseKjWNlBgu0vYefc0gFCCOz8CAJBdvBrqIEWfNV7QFbw1KzBSvZTGD6Ov/V5lKC7AhJ2CSs5hDF1E680SLRuDD3yvWfnw30a6aTCuq1FguEf3D6k+J9m/a4hhOWuiD3rAVxSUBs07HET43oepUbDmjDxRHREaidEXwdRQjBAMRSnZ2KKzmuCimV1SD4ZJari5GyctI0cVJBDH12xSEoNICPscRCLc5nUzgtMTstkp6tAyFRUafgDCvncPzy14p8Tyo8I087P+1E0JYBl55kxx7l3Q8YSri25us5i5fpPTmE1GBKs2SxjWmX0d3VRSk/SpLdj+dJMT8URvhdoWVaPXZzGLmqYZppQSGXDxhW01PnJU8W9bpOinaWhUmN6tsCy4AViI0FeT7Yy2Xub7asMvnM6zNLoJIXhb7FqLh2oqaGWZz/TyuBkifEZk+HJAh6jCzVzkt7YWtRgFmt2nLqW1XQ2eqmr0Hj9VIaW2jDRkJfUpA9dqsInRSgaXZimQTbWzYWzNn1DFqWJBJ669WjlHRSRCDZuJB4HR3kHSKKrMWa6/5pirkBIm2V6VhD0h9HKdjPjyNRWSMw67SSmcgjRNddirhKzXuU6ke38KGqgGb1yJ6XEeXQ1DooXyRPAU7MG2RNFklUk1YukR5CRUCONLploATwV6/BULkNYBcyZPoRVQKvoQPaGKA6f+4jkirdiK966jRQGT1KcPo0aaMLKDaMGWvFV73GjpmKnUQOt6FU7UUL1IMl4a9fMSa6PYsbuokaa8dWuQlcFd29ew87PzEe7ATiFWUqTN5C0wDzJyN4QwjGRZq8TdM5jeoPI8uJZcdGsIFlcjlJZj51z6+tYuWHSt/8n3uqNBDpeRAlUY+em3byd3OA8EauBNvSqubwf4WBnxnGMHP7WF5A9QUpTN9Aql+GU8pRiNzHTd5Hox7cqRN2qEuEyh1D0kzX7CLMXu+CW0xYCnFgL+tJ2EGBcyaPUaeTzNmV1ftR6lzy9q3xIWZVGJYghXyfRPEt+TGdo6i5qRsOKmFSuaUBYArPXQKnR8DyEUBTdzROyi5dxSjc+QiqpyGXCbSsRsTZmYiblldrPCeXnWECxtJDT4PdWkS2O05e/gfWAUzNS7jAxp19U32QjSTA+rFA39/+PdN5cgqG+DGODGtVe2ZXeJooWDjOWmCU3001Ymaai/Tn08lUsafASUGYwctMMpepo8Lge3mhQYXlbOXJqI85sFjXksOOzBxiaLLEqDHbvny06b0uLO+OMJS2qIzITg7eZnuyhXCmyur5Ix7pWhqfqiQQUOpt07g4XCfo9BP0eCoZFtLyWYOBxCimFoK0RlOP0T8jEkrdwhAfZ14Gk+SkP6+hVa9m0uobwqEnPRYVSDjQlTbGU425/ibLqGiRZJhCoZcDaS31VGI96jv7JNSjhWyTTD2lc4WAbMdRAM5LixV+1mZrQB5TsIFlZprq6imlWYhdmcQpJ7NQIasRlU2EWcKwiaqgOJeAWp7LzM9iZxatTJVCNXUh85NRquAEt1IGshTHiH6AGWgAJK9uHGuxAr9yGGmnCU7PaPZ9wXGd7/B5quBHZGyQfH+TetO2GKWsKFRGdWDyBk49jF5JIWoCyppV4IvWkRz+A4hUoQnkwTVCXcHN0VHJFFdt2zU1pox2PkkJOuv6bdLJIMX4J1d9MeNVvYGenyfV+GzXQjpXtwzZmCHS4kiZ2+r55V0IJ1eMUUyj3fSjxuwi7RK7nW4DrexKFbiItfvyVNh6voKHFIlr+cEKJVtqkEj/8LOw+mUjaciQkRm5F6Vg696MMnrV+jNt57ISNOmfJ04BOvKzV1xG3k/TI16nxNKNKGqPFHuyCTbSsCu8av+tM/9CCybHGwFlQSZBkH+ABFghlckxhyUoTRbmOM7KS6SslZuMmgaACEuQy/3CI5ZEiFE0NocgerAdm/z8NMKw0U8YwljBJjSiEvGVIlTP03F7wJjqWa/bK5STq+NHurViQGOpVGRvS0OUAZdFa1KiXTDxFz8QosyOD/z977xVk15Hm+f3y+Otd1b3lUQ4eBEAAJAGaJpvdPT2me7Znp1c7E6HdkIkYTYQeFHrTox70olEotA8KSRuKkYlVjHY1s+Mnph1dN0GCBEAAhKkCUN6b6+3xqYdTKKBIsLvZMzvN7pjvqerec8/JzJOZ//zc/yMW08mPDTKYriBiTcqNHB1njkwqRSphYAYRwN1Z7JHXt0hOv8Y3DqdZ3nYIQ9hauU4Yhvi6QioZaVqzyyqKNYgQgvNH4vyP/3YRo73M7aUsXzuic/biN5kcMtmseBwaMOjYITPLj0/Dvh+iWAPkB1Is1KtsBufJyhW6sodhGCQtj25yANfKMFpK0Z+Lk7Aeh2ACxGJD9OeTONMJ/FCwWYvT2BTo/Ssce+5LKMo3YWsZo3SKXvOgLwtAKBpm/iwJPfpOeSKsO2ZqjA2mKTd6oKh4lbkDv1WTRVT7cVhy0K1EDvhH/WtvIwMHJZZD2A305DgycPZ5v4ziCXrrb+PsXkFLTeO1HgIgvVYEJtlDCCMRaQH1FUBGvhsEQjNxt+8gA5fAqxIbeRXTMrBUH786j99Y3ddMrNwwqt9G9+fR9U1ymSRDoyfIpxWkU8H3JJs723TtPV4ur0JfuoWu+jQ7DSqLW1FNk8J5/MY6Xvk+oVPHCx+gJnLERl9H7z+BX1/Gbj5ATx9Fyx3C6D+O9B26c9/Da89HfQtsvEYUCaVpCsWhHJPTfaTzHRq1gPlZmDrmPRVUrJikNBR87pBixTgJCBTrJQDckatIKVl9cJ8CA4DEyWxgnDhJ4EQh3XFp86yUBEAMOG4qGCN9tHfT7HobFPQiYSsgqPpoxU9TXwQ7dTDKKAmVnbUVUukmpnXwmvkZnXxfgKqCdniR/OoY7aZPvk+n3QroEJBMqbR/CYDlCwEortcikC6GlsYPFLrO7n5hnF8Esd0qK70ZfOni2xpS6HtVHB8viIf3DEYnPY6c9FhZiIb90NTn66MMQVVhdMgkVj9KKT5K1+9Sa1aIpwTeoEOr3mFpBeqNGl4ug2eajGkVksod1jvLVBoCK6ZzaOoC0wVB2VW4e+tH3J5rsLwT59nSuygipBYE5HIx7i1qHDv7MieefR0pJTMrPe6vNBDyOEczP+DCC69x6FCMj+c7bJbbnBy3WN6ooTtzeOZRurZHz/V5/niWYlbn/orBdnKCalsjGb8DqkNfymHTXcd2C8CnSy4PZLtMDrTodCvomokm1f3R9XZneUTU94nRYqTQZa3yKBM+JGUukzKXfuwYh06LoLl+4LOgVyO066h7pXNl4B5gv/ZrS0ivh1/bs91nnwGINBxFxast4VSuExv7OoqSw63eAiRG/jxabgKhGng79yD08coPQChouUO4jRmQATJ0IxASKn59mW72EEsPZ0HR0HITKGYaLT1EdXcHatcpaOuMjB9jqJTFTA+SjHWwFJduO8Dz+7D36t3rWoVUIkc2HefO3F2yhTjVnTZe835U80QomIXzONUbJI/9V3t9XaQz/2fI0EPLT0QmwDDAq68gQxe3+jihUCgWevYYsb4x4qUsHU+nfv0WgbmLGdOpzccZOeoyeNgnk3sMLJ4rKI34JFKfM75WJEAoLM1EQDaVP4234NC6U6WQ2AOUsEeUlVkndB8gjWOExggACQnPm21SE/dpGF9hp34UVTHpNnfx1jYQaQ3ZLIICalZDqRrIpWnC+DjqYQtnM0dcvw7Wp9mm15Z0Dk17YF9BGeqQrhym1fCp13xSGY1sTvtHQPn7EonEduuoioXt1b+w4cI/TgbMcVbsWQqHPWDzqdeoKiw91Fh8oDN++PP3MZaQTJ/wkF2f5kKTpa17uE5IMh0wdQIafpnaYh65VSIW0zEzVYS+THtnjWZvm/nVLUTQID0UQ1a6LDQtZpdnaG++C6GHZhegGIKAXDbOwsoqh478J3z7W5G9//ZCj7+6vMmx3CydVpczUwLbeoG7Cw0e3n2X2nKFK3YKXXTJxDp45lGkhFRMYaTfwPUk2ZRFXzbGdjtAVQKq4TC2n8YJVYLuJptbCRKxYRY2HWbv3cPp9Shl11hZrlGp79IzJkFER0AtN4lfW2Rxo3GgXrien2JIvYVemEaTcfzqAoLgqWCiChcp19gstz974PeqET4SLTVI0N4mcDuf/RtAK0xFmlHrDRLjv4aePQ0I9Pxh/OocWn4qctCX7wPglR8gZYjXuBuBVmDjNmbRk5MReCTG8FpzqOkRFCOOnh7ef1ZoN/bA5GMmhyyOTKcp5FK4/haKotFuCxrNHr4fkkgYaKqCovQRjxuoanT8KZSS1ModtOwYen4av7oISBLT3wbAr87Rmf8zAMzcGcQeeSsyxCvP4j0Ky1YMjOwpjMJRjPwzaJlR6m6H7fXrdFe20cKAwkCMsK3Ta6QIq0mM82Vi/ZG5cOBnJI4MnQ8BeHAjBgiK2WGU0XscfuYc7pzN0sw9pk+dBQSIGKZ1jmP6IWRQRtgPEaFDCrgQD2gctflwbptbSzYJmcEub8M9n3QnjVrUkJ7EWEqgJ+J4sTb+ukeiMUh5JUUp1sO0DoLhR9+JEXw10sq08dv0x84y//2IRl8R0Kw/3g/SGY1m4xdvD4QvCKCYehoAVfkp2RS/gDJkTrDhLBzwoTyS8qxO4ajH0kOd8oxO37Eo23t+Vmfq2OdP7BLxFtqh22imigYksyH6QIl+bYx8ycGfd5GtNJ49T6s8R2i3aLcdgtAknzLpdj1uXX+bcK/QVDptMTQwTCYTZ2s7AsN6vYcQgm9/6xU+nu8hgb96dxNNlZzMz9DUfTrm69yY67C2scEh74dMJSXVTYUyJ4mnR3AbNRIxneeP50jGFG5t9Ki3HSr1Hi05SD0w6BtMku8vsVPt0t1ZYavSZXjIZ3HTZfbOXQrxXbq9MrVmlfATia56YQqh6iysN/dzOoSA8VKTQaXDNe9Z9EIYlUiuzDx1LFXFRbLCZjkCB8VIoqYGCVqPDwVqPE/Qze//77e29kxSB0XLjOG3tyBwI81D0fAqcxgyJDH5m3Tn3yI2/TU6c/8es/Dsnpbz2MErZYhbu4XXeoiROYmROYHXnMVt3osSMPuOErgVjL7D+79RvC0M+wZOF/xQoTAwxcS4RzazR5ePRMpojZ0RXWreLnccQXJohG5PIZ0y2dlt788FI3OKxORv4dVXcOsfk5j6LbT8NF7lAZ35P0UIHSN7Er0QJb26uzNRm2tzeO15jMJ5jMIxjOxJtOwoQa9M++H/h/S6uNUHSK+F0XeG0DBp2iFhbQRt0Sc/USXWDzubKq2GwsDwz6ChAP7yMxyydJbtWfSjMYKuQD8c5ZQIVcGYtiLrhzAx9cMcs99D6iOAglRihPooyC6pmE06s8psc5X+4DCyA2pVkh4BAknzRgejF2KOKGgDBmE7QCDYWNVoS52pY+4B05cQsDynM3HEQ1FBHb1NNjdFverTqPtkco+34kzuHwHl7yymnsZ2a4Th30+NhJ+HjJqHWbDvkuiOkstarDqzhISohqR8T2d3s4Xai1E45rE8pwOSMIjC/z9vbYhEJk8yn0N6j+z9AULtR82vIUQLf7HExs1dNtbb5HJx+vv6mZpMUK2VqdXaZNLRbB8oDTAydY5icZC5u29Sr/fIZCwaTZvx0WFuPOwSNxU+ethF11Rcz8ctfIkXzibp6Ge4dr/NwqaNZxzn2dEteqnnEL1xHmy3CN1N8mYPjl+k3g6YXW4zv1qj1ooclmq8QH8px9hAmq7t0UoO4DdWWV2Lsb3cQHgzuO2H6DGbbCHK/dhqCZ4suKjno3oVh0ezPFytM6peZUC9i5SPAEZBy018JqB8UhQjETnXW5/WMoPODtJ3CLrlfdoSv7G2H90l90pVa7nJKNGwtohXXYD8l5GVBfTCEUbVa9xtrCEzpxC6hZYdp/3w32LknsWt3sBrReYmGfq49Y8BgWKkMUrPYPSfPNCe0Gnhbl2F7ncxCufwc/+EeLFOJjODrR7C7nbp2ElGRg4xNZznzN23mNu5we1unHq9RyIekYo+kqY9gZYew6vM0Vn6K4RioOUn8cr38WuLCMXEyBxH7z+Glh3H253Bq87RXfkbEBpm/ln0zDG0+Cih28bZvI5bu03QqUaOea+JkTuLNIdpu9DehtCP0Tc4i6tFjm1VkxG56s8YGSk0h1HrBMv2LOrwR4jNc7gzPZadGU4cu4Q728M4FkM1n4HQBqGDYiCtKFG158Vp2v0UWSaZDsmP1mku7lDwxkinFAgkwY6P3o0jRcDaykPsTofB3ATp42n0eypbaxqjEx6mJVl6qOF7gnO/2mV5Tmf+vs7hEx64N8md7cLNZ6hXfdIZDSGgXvWpV39x98AvDKAAuH7rF9Lc9UhK5hhCCPLWSVSjxZrzgJ07KttrLepLKqZpceQ1j53bOsVnPIQQrC5qHH3mp0zmVDIoxunob+kg/TXqFYXtDZW+wTj9w1sgdLTSGGFZRVUE6ZRFvmBwaLREzEwSs0zSmW0sPUu6eIpCYYC5Sone8mVmHyyhqoJe4jViIx4nz+VwLZV6O0AIwehAireurXBs/BxjUzmu3e+gqYKJkX42tw6jKhv0WXXSxkdk3RaNap2k6mJvt1nZDSnPd9le2aP8TvSjJov7XRvsS9DuepTXd1h7sI20mxTMRTbXVxgYy+JwmKS5+rRRAaBr+xxS36dfeZQNL3F37mIU95LrUGnYU2Ss+c/9XqP2FgntOn596cDnQfsxseQjENIywxFZY20JZEjo9Qia66iZYVo7a+jpowgjjpYZoz3zf+E1ZzFyZyMwAZAhTvUafmcFq/8S8cnfQEsPE3o2fnUeYcTRcxP43U1ayz/ETZXIZF9lIBMykY+SNtdX1ylXtjh0aAqn22J5ucpWuUlv26av22PHyBPLJWm1HVJJE0URaEoPAcTtN+hpMbTkNN7ODH5jFb14Yr+f0u3i7dzFqy/jVD8CoWLmL6CnJiEM9sdIBnYEJn4boRgYuWfR4lF4lRLLIVQD4dwi3urQXC1yv7u7/4zVhYNb06Fp/6dy0s9VFwm6kdY3c32Ww5mzzM5eZctbQVxVCDcDTh17CU2GnKaF1EoovbtIYSGtKRRVRddChLPMSLqf18eO886WQBE2GW2UsB6Z4wxLIqWk1tphd3WN1maNxGCantdhbMpja01jYyVKShYCet2ooNjcjI4MBUdOuajDD0gvPku96lOrRCCSK+j7f/8iys8dUGy3jqaaaGrsJ1/8CyBFY5Rcosj18hW2bqs8uNymXnEpjaQ58mWVxVst4uQpPvN40jRqkZp/7LSH78ODOwa6IaOTzJMiXWQQJZkRNpHBJropSGdDDLNN6LUixtiwhfRH8X0Tx/UxTYVKdYdEsoFuKiRVhUwiRzxhcOvmdebWOiQLU0yMT5BKaMT2iBfHBg0+mOmwuBkBngBOThY4fzTBBzMdlrddVEVhtE9H272GkC5q5xZOo0c2CLFMH1UVbM5XqDZVVpdj+F0DJd6Hph0MhenZPp4fLdaws0vSWKI/l6DRd462H2OkGGenFiOUB6fs8fE8M0tVFm6/z0ujs9xfj8ynR4eb+PWVqKqhlIBCzxt8KqBIr4uz9TGKmUKN5fEbnwYu6dtI30FNDaHGC/iNVUL704SUEPlCEsEVWnIEib4fYhs01tgkmuePQpJ7a29i9l38xB1C/M4yVvFl4pO/gRorYK9/gFO+hnQ6GIXz+K017J3LyNBFyV4kMKYoZZboi9Uol222VhfpdHus+GVmuz38wCMZy+B5Jue1CkpGi0xAukrPjkywcWMLhMT1c4RuNAaKlcGwsgS9x2HyXn0Zp3IFEKhmEdUqoSfHQdEw+o/vj5ezfQPpd1CNAqmkzqGRBG1psBscjTS99jZtY4LF5kXWb/qk9VukC7cRyU/7swZHf7qor3Q2xN/N0XduGOdWF6/ukFJzEUnkwm1OXXwR6UuC+x0mjnUiFgRhobiLhEgMaxpTW0S4u6TMQ1wsJgmP+Ly/VGa1sUpBGyKeUGk0Wti9kFxslJ7apubvUFuN1manpdCoKfieoH/AJ5SwtRZpnUdOudy/bRAGBsfPuqiHPyDfukC1HK310fF/BJS/k6iq+di590sgcbNI19nlzrVtassKsYSJFTdIZS26uwF+PQ5ZECKiU7l302R7XeXks9GmHYZQ3lI5fvYpWovsIb37Bz5KJCWJZACUIdyLKwt22bRr7MZi2IWA5e0xwk6c/v44pqlRq/dQsBFijs2tXYyhX+fs2QsMpaYRQmKlYggheO9Om+Xtx+0QAl4/vMZmJc/qjosfhDxcqXF81GCyv0nbeInq+veZWS+gpocOhN86rkqzF4HJ0PRZtFiGnVpkKlrfbbO40aS1PU9M3qZYknjuDp4nUaxncPw4hdQuO8qrsDUPoR/lbAiFgb4ks8tV1HiBmbUMu40IqEIpyFp3qe+VDxcEZKyDY7c/rL5L0F1HxvtQk4MoZoqwVyXolvGb65F24DSRbhslM4aWGSHolmEPULT8FEFrc9/0lfDeJW6s0xZDyKfsgcZApGUmGn9Es+9FtMQhnN3Ljy8QKlbxlQhM4nmc9at0lv+SoLeBYuQxss/gtZcJ2huY+fMIqeNs3kRkuvRsj93dDq12h67dodmp4/nRBqX1xVD6h0kFLmHKxOgzaDcVHiwu4u/lpsT1bQQhqlXCHDiDmh7G3bpF0NrE3m+jxO+sYva/iJ6cwChFUW0oKmosh7tzD0NxmBrr0m5lWGtNEmoB5coW7cYMHTmLoqZR9T5cmWRj3aHY7tE33gHdpbaoEcuFWE8kPi7c1zl2+idT3lfLKtPGKInJLDeuv0nRGKXm7wKRRlHZ2KTUKHKp+GhiaEhzjBD2QUUaY0gzMqWm4yEvHtaoVZO8fyskPRBCQkXfqzttmgUqbox28PhwUdl57Bfb3Xq8t21vaIQSjp+JaJSOnQG1tETmQoi4/jyVXY/KbvSu8n36Psj8IsnPfSfX9zSTrlPG/4LVkP9ZxPM7eEGXRMmjsipIZaMNbmO5BmRJZzVAsnHVxF3VMMZ8Tp136R+ITueaBifPORSKf7cs4szILlP2MWSjyEp1g7bVYXMuht9VsR2fvkyJYn+GV3/ld4j3nWa4P4aiJLh8u00o28Rbf8Oy/TX2Ocv3ZLvbR8V2QXok2n9Lqlkl0cuixBPsaieY6fZws1mGhwe434jhVeZQrGwUYpqD/r4CR6bH2Kl12amB4dyltrNDstcicLrUt+fJKAF9hQKaqrFejxbuw400tiiDDDk6XGc9XiIUCrfndpESgvYWu+3HWu5uw8LSikBILnYHgcTSK3yWCCNJfvQExYEic70qsBxVIrSb8EQ0FUQndMXKoKYGAIFq5Qi7lX1Asf0CMX2LbGyGWvcUcm+Z5WJ3qPVOELS2CFpbSCdATx5CStASY/jdFUDBKn6JxNQ3UGI57PUP6C79BYG9hVATWKWX0QuHoaFjDb8AUsWvLSKDOPWOwfpaG88LSSUyuJ5Dxz6YHX9WbZANPRpAITdIr7PFenUYTTZQFY9a7zh66TyJXAklUcLdvEF74U8ASdCNNC2r/xW0xDhafBRj8Fm0ZBEZeLhbtwlaW9G4BD12Wxv4e6WLe50G9codEApGehgUFb+7hrezQDprkZsAa6COMF1iOQXNChk/7JF6gqZF036yhrK9oXLqy1Go+PClw2juu5SvRNFjAoXsbgHZcRl/wkKA9BF+GSE9FL9CYB2GJ4qppRMhhf4uXemwVO+SlTGK1hCJZPReR8Q0RT0KPa7XPHa1+/jqwaRXgBNnHVQtSnSUEu5cN3jmgovSt0I8cYnKrkc8oRJPqHTav5im/587oDwSP+gdiO3/RZVHNVISpQAhNCSwvlSj03RYX6wxPJHIdqNQAAAgAElEQVRDCEF7SyUz7vPccw65vpCbH5ioquSZC+5TwSQtEkzpw9xwH/xU7UhlJIljGyhikqTj4npb3L5s0bwzTqm/yMmjJxg78gr9Q8dR1Wga/OjjFmu7Hp2FP2Ios0vC6NJJ/hNePZvinVvtqKrf7rskABmG1LdmmCwYVNfXEHoWfdxi6ugFNFUhEdMQnOHBXJbQ7SLdLqWJExwZy9HpeftRVfOLdXrlDYT06VRm6NY2aafj2BxlclCg7hX97iQvoGgmZmaCQua7xHgTUHhY/wqgHvBlRCKw/X4gIKb/eGZbIMoFUVNUGgc34KC9je22D9CqhHYTNV5ASw588jboxZMIPUZ914Kgh0QhF7tNrXeCrjsEiH1urEx8nbixTrV7hmJfFT+Rp9o7g5YYRYnncdavR+HJe2SWQtEBBXvnPeITvwkS7JW3CP0GpdIEWu8DNrsVhool4jE94jf7BAfhxWwer1GnmdeplGv4fkBM3ybworVn+31gnsDf+hhZXyXsltFTUyBBT06DgMT0b+6PsRLLYa9djXxFvWpEoe82aO1cpmo/Zg2QgUPoVhGqhdeONNfQ75CMu4wOjJAt+AjTpTavYWZCNAvSuYC+p6yFezcNXOfxQeeZCw6qCrc+NEGCt+Jya+aHnEhe5Ha9DGicTDwPiqT/9ByKNcn3rkM+1c+FI/MgdKQ+AEEVwhZK5yqoWULrcTTduckk3m/3cfOBitgJcfbYgmNxlZSWY7k3SyuoM/H8s7TmV2i3DwLKyWcd+gcDFAVUVVLeUilva9z6UHDmeQcE9JcMWs0ISOzeLyYb8RcGUH4ZZeh5h/UrJt2WswckMHrJ2T/0x/sClud1luegXlX3T2CeC/dvG5y6oKHGvwJhg17vPe5Ut5lb1X/qiDAl0UCNe6RdifRDzr3eQxs4TcwfYnj6S8Qzo1y+2+Nw+g6rKw9Yd79OovU3WNYmoHJ8ROdaA2ZWbBLNfw+A7q8hpWR7p43nBRTycSrVLn05E0dV6Ms+1hLS6SRqoh/FdJCBh6VrJGMG5XqPnuPjN1apVraRvgB07G6TfL+OFdOp9XT8IMQoncIMMihWlmcOlzB0lYU5yaT4LqrweWXoPbZ3OtwATo9Hdv71nWUq3WcfjQKV7mkK8Y8/c5w0tUNae4jrv4DnPzbxmdouqnDodkcOXK/nJ/Y290jcnRlCt41ePImWHkIoGr3tAnKPONTv+xamzOOsXSMfv4HYY6g21DqV7lkK8Zu0nHFQD6HFchAGOOvXCHu1qKxw34u4tZuYfS+gmFn0vvOoVha3cg+nepvY8GsEYYd26wHJWIpMTqferKEqGlI5juNuM5RX+I/6kxjOJvfz49Q9k0TSobraRhNVQhFS7Z7CGHweFJWgWyEfu876VqTVWaXXsUZfAKLoPClDnLWrIH06S38Gih4xJcsQ3a8xORnn/toAutohrm/SsI9/atz97iqeErLdOYG50qaYCIkXG6h77MKfxU40POZz66qJ70VX3PrABAH1igIIgl2PAX+cW7s/xKw9j9xpsX50gVPJi4hNha9c2Eb0rmLoFkq7tfesvcOsiCG1AoqzECXP7oGK0C5wopTiTO4qsqdwdznkzsOokenTcXpLbeq7O8ytXKVnfzqkfG1JY31F48xzDvn+KNcLCdVdlRtXTM6eegtuf5nd7R8PJKoKhX4Dz5NfSF/LPwLKfwC51/6AQPrECxIEjEzmseI6oy85xPJPUtkL6pWDRHO+Bzc/MGm3FO5cl0yfvMa9GwoyUInFexya/vyq8HnjKAthHTJNwkSHRGAxc/stNrea9A0leffGKjErpF3bIpXrYPf/czwUHvQSJJt/TLcJur+JRNBK/TbJ5p+QzabopH4Dxflr+kv9eIXfPPDMVjcqlhX0agSdXQYmTzM+lGa72mFtO1pwodtF+jYjfR06toarJElaNqqmgAMP1tM4yjrawABCUVneaqIIwe7yCi2Z4cx4haC5SFoJODuhk45HYbu7ao1C/DqV7nlA4Pq5Hzs+igjQvHXauzMY/cdR431o+UnU1hqa0iOmb5LQN+i4w/icQDEO0pqHThNCH8VKIxQNZ/MmMojMt+bQeXyrD1UoIASmWqPSfXafQ8ELMrQchbQ5j0RQ6eYASdDZobcdcVMhQ2To4DUfoFpFgvom7s5dvPoMRvooptxCbS5QrTTx4yrxrVWylkbZUsnJHkePjPN1PeRcIPn+wzLGaxdASpoNh8XVJTzPo5P9l5AZQrFy+0miplojsLeJDXw1GqdYlItjr7wPSNqLf4wQKkb2NEI1MEcvYugKx8dzzK9ukYjrKPgIxSYRPh6zoLOD1vyAgDphEBBT76OkbIh3MHXJxBGXXF9IIvn0zXVlQSPw4fRzNjx4lTvVq4R7IL162eTjL71LqfUclj+BEWRgYJaG3wMENPopiRpicBi1+xGfYkEKe4igTWhOIvwGeLsQtkhpKZKomJYPadhOG7SdJZbW1zgeO48wojFr1ao8TRq1aJ1LCTfeNw/UDqxXVG7cbXDqietLg08vAiOEwDAVhPLF1GB+7oAS1Y7vfCFL/f6s0grq+7XmR1+yQQrAwcx8si6K5PxLDtcvR34W34erP7R4+FaMkYsOm4vw8K0OmaM+iZRg/LBLPPn5kr0C+wr3UeiFkYlJTL/DtY9ucfdHChl9CEPto1ptoCgKhXxAJ/27vH7pKD+41qLpQsaPQmFb6d8h2fx3BNow7czvAgJFpNhZa1MsZtA6bxL4IZWWQXz8n+EHIc3qblQjJHAJ1jbZaUsersfoH5nk2IDH/aW/YasdY1cfJQgFUh7FtSNn6OSgz1oZ/F4bba9o1dRwhrsLFU4OLKDioAj4YCZDIX4dhKSxdzAUAgz1EWFfSF/iOj9JZOgTOlF0kdAMFD2yw8f0LWIIVMWl5/d95u+N0ikUI4mzeTMyv8kQc/gCSryAEAr26hX64lcpd8+hDP0qQgiclffoS1yl3LmAoTWQEvoSV5GhZHWuTOgdjCIL3RrIIIouCwOM/BmSfXni7T9HDWxiSZ1k0kSxbV7sVvi11CBiMEHCgCyCd+/c47rZT6rT49DEON9/5x1qjTqV7ilEYQpFj5Oo/mtE2CMeb/KIOsipXo/et5Wht/mdyK+EJHQbxAZ/BdXqxxq9iGKlCQKHmY8+oOtr6H2HcauraNlDeDt38O0d3NpHyMBD+A1SaUmhP46mNWhthFi5kNQQbK5qZPPuZxbWmjjicWjaZ+6ejt+e2QcTgP6TLvHaGZwgpJaaRQJC6yCBW80fUWxd4L/71wGvvPSrDAz/PsdS/1sELHsi8MHbQgQmUkmDdBFhF0M9qHUcj7UZPJfk6mGfmvU2U0cdDk1EGsPMTYNO+7MTaaZPuFx71zoQsNGoqZCB0pDJ9obzE7WP8PNtA/9g8nMFlK5TxnZr+0WqfhnFyjyFohQAyXOv2Pztv8rQ6QgOfckh9AX3v29ROhOBq6JDbDggngh55oJDPBHdp6TmGTXP8VHQIHSuPuXeT0jY5MmlIOJNWoFL6qSKslxida1JEEhOPpNlPfg2gTJALnVwWmxuNonn9nJGhCDQSntdCJHD/zlvz69yVP8uqiroy6dRG/8Pmu0zrrTY0iVDpU3W15ZY/bhJaEwSuF227z2gtXmHZD6NkDH8oATECGSMw0MNqq0YPfdROwRnj/STT8cQApKWjyYiTa1l6yQ0GyE+a4VJdPXH0Krsia42SQVXaC7ZkZnOSNLzS7hBlrixQdJ4TDjplh8StCO/hlE6iVF6Zo/E8fY+mAAIM4Wz9iEy8JBuG3v8P0WVKYSRwl6+TH/iAzSlQ3/iw0dDi6G2kIpkdFwlCHKsLew5lLUEVvFlhJGMclAaq2iZUYLGe6RTGpbRx9LyKt3mFresEbyWztH6ErnCDvf1Ye60HHwzR35kkJ1qmzvzb7BT2SWUEi9IEq5doy95Ey1YQyDZ7Z1HojJ2+D3KneeQRPQuevL4oxIjgEDRknQ3voPQY8jQobf5g4g4UyiIRQvp21GlSK+HDF1k0EWNj6AXXkGP7ZDPdsimIs1H0zaAKnZPYeaWwYln3aeSR87NGDi2oNMWIJsHvrOyEqMWhY7nuycZHD4Ynq6YKrfaN5kYvEtTi3Nizz8llQShOY3auxWZv8IuUkkj9SJSKwCwY18glCoDsQ9IEJBI6OSFgqMOIlPRYeM952O059p8/KFJt/N0UJm9bTw1+u9m+x0u/do3EG802dpwGBh+HBgQBpKdrS/+ofvnCiih9H4pweR08mVutn/IqcQldjd8NlLvw96Gt/iWxcRrNi982ebjD02qmyrjr9mEAaxethi84GAkJIYpOXfJptsRLNw3ogQptYgae516sMXiylU2yzB17NPPV8xzyLCO9BY+9d3tawbTJ1zu+wa9FfC9kIFSiuHiYQbEKoXxw3z3w+Y+BLYy/5J+7/9EafwbWpl/ceBeQigIq0jTreER4HlQr7XIZny213cJ7QqD+UkWtgfpdWw8FMzUFJ3yHZzaTXJ5nVxepeU9NuPpxZP0nZqi8tF7hLLMybEaG4ZP3NJRFMFrwz+ivuk9dUH+XUQRISptpNvG9yLWYaSOL3XCMDoq67lJwuQQ7u7sfqb8uPghW7Ukza4RFd2SIfn4TTTRQ9RuIdUeu70LgEagDeCsvEcx8T4pvYOqdBECdPUgJ5gQAjOm43tP2mNU1PggRt9R3J27yMDDqzxAoYftdHHcHom0Sb3S5b2rD6iMj7A5dghVETihjm3F6etL0XUDFteWaHWaSCSV7pkoGq13kmp9GOvQtxGKhpqPmAnOn/ld3r3V2Ne4D4gM6S2+TejVCXsVupvfRfpPgPfe/qcYBaziyyjxAkbxJELREaoFwmdTDTEHsgSBhO23kAuXiU2UoQR3PzLYi8ngmQsOyT0qlqOnXK5dtvY0/4NyLvVlyjXYSEd14qeUr/BR602EAi9+yeY3wxBbupi5c2jtK+yfQ8Ieiv04rDxU84Sx41EmvYj8ZXnjLvITnp3d4L8mrS6RUxf4ww/uc2snxMfE7gnWPjApnXbRnwh1vvoji15XAIIXXu0hBFx52wIEnaBJKP4E3fh6dLgwHgOSlJLigPGFB5WfK6DEzX5CGeD5P/kE+YskMTXBs6lXMUWMmeSbgGTxTQsZRk75S1/pceN9k5m/jjPxuo1qSpbesgg9gbGnhQghiSclVlySykT2eBlUKK/+LfduKGTzPaaPP31yhe7dA2SGT8qRUx7i4Zd4xkhz68hVcvXTOLn/mOuVNAKB2ujQsR8vgETrz1F0FcIa8eZf8L3Vr3HpVJH2g/8da/r3+ejuIif0v96/vtfzcF0fRdEp5os0OhLHM9D6L2GMpPFrS4jEGOm0Tzq+RtefpOeV0PuOEfQqCM1EMXMIRccYfJY1M4kvYlyf2cZZu8L50UVuzOU4M1HlxkKBC9NldHWKpY25p3X3c4mp1ikm38P2+2jaRw5813ZGsc1xwtrSAVqWavUhtj2C9KPw2Hz85r6fJOhGJ0y5x9eVLv8PpIwOim/TKv03gKC3+PbenSSl1JUDz1Q1hdGpPGtLNrGB1yOOHtXA76xj775LPGmQGUlGHGcSsukcE0OHqdTLrK5s8mBpg6PHJhkeHqC/P4njBMTjBoPFIew1m75ska78CjYWpjSQCLrrH2GNXUTRoq3h+rxEGIlPOcilDLEX30GoJoWX/gChxjBHLuz5VyD0W9h7PiChaCh6GvwAb/tgLlAPaNk9hvJdCHqUuxqhHz3NsR9vqDevmJy75JAqfYOYeBMhAj7ptj+feh1LSQA2xfY5NjLvcr31BqeSF9Ev/A1hLORt4FtSJ1CykLgInWjMBSHIJ0LihArKQe1GUz4dCjyYuIIiPP6PDx9w5UdJvGYRJuZgcxivtsvqu4KxV2w0C557pcdH71n77b71ocml120uvW7z/pvRs97/gcM5I/K1rK9+IkTv7/sU9R9Afq6AoggNwd9TOcMvmFhKdMI7m32Jq80f8OCjMuNH+tHikj/+b7PM3izz2u+paJYk8CVzH1d47feSLL1tMf7a44lkdwUP7hicvejQqEpWF3qcf9FDUeRn2pg/WS3uSTEtiTx6hduXYxzPXmRg+DTXdnO8faPMcycH0ALJuzfXeOnMMK17/xPi2O/xvT/9N1w6tsPwELxW+isqsw7J6X9BsvGHTMsqlmpT7E+xtedsb7RVbi9HJoBQCopDYwwde4H7K42IV6u+gl1VMALBWL/Nbtsjbd6g5mq0GN1vq9BMTh2b5P5Sla7jc3xgGSE9Th2qoSqS0+NVbi7k6U/MPrWvn1fcIE2tdxJTq5I2H9IxX43qx7eXCKWG2XqHIDTwZRG9/wRBZ4dy5yg5a4asdQeAWu8k9fA4oTR4csMrJt5HCXrsdC4hUSiq/wsAbRkFDsQmv0xDfBUhPdLl/z7qvxBYcZ2xw0mqQR/WyHOEXg9kQC6t8/xr38QqnGL3wR+xvCNp15J07WUyyRyHxoeoNSt0/RqtbhxFEYShZGltkdXqJGHf7zN+4ijaUo/mw8tIr0d/8kOE0WZ3qYvcYyT49Bb66OUIzLFLCEDssR4IPU786DeRXg975T3iI99CsTJYw8+Ban7qFkXlPrL+gEq5jNdZoS9T5PDEOElrmpp3F/uJvKHjZ1ysuCTo/gCkzXOvSD54J4bvCc6nXif5eg5Di9F7IzKBjQ3nGFa+BkDyhe+iGiHfDhWC1KsE0kdtXyZIvoSfuIi2BypSSRFa0yjOEmHs9E81Z3Sly0L7t1httvCcOsePDLCqr9AeW2J0KNIwH3X91ocWQQCLb1iMf9nG7ilc/sGToCXo9STGS3/FoP8NttYdBkcswlCytb7Hf6cJSoMmnhuyu/3F01b+wQGl51ToeY8jIeRnnKR/WcRQLBZ/EMNz6yzc22V5XhK4bQ4d6WP5HQUpJUsPdnn1v0igGhLffnQ6E7z553E2PzI4/NUIYFLZkGNnXPSfkZT51ocmzb1EwRPm87S3TN5Z/wjb+5hzR/5Lrtze5JT67zgmXVp3FaTfJdX8I77xssvOtmRtvcbi+kMODR6mPvOHvPkwzvNHbErFFNs7EZg4nsN2+QFJPUO1d4b+wRHOv/wVtjdWKchNcuOnmf14A4lGKDVUxefwYJP5rRTVlsazp/vIpaJF9vLQ+wwEH5I99tvE2t+hstEhDMDUozlj6iGOrzI6MMGV+0VKyXcPBD2Ukj/6fO9KbdCf+JBOs0e5nsEobAGCWiMySRnpo/smD6HqmINnidfvYLiVfR9OPn4bKQXlznME8vFmUe6eByCUOiDYaUQbVmzyK9H9NBOJRRj6bLVeBkXDGr2Eu/ID8vHbEAhk4NJb/B69nXdI5JMk1F1ovUGlvkNMg3p1hZ2aRzgQkE/3c3g8CtVVFIWZ1RSBN4+uNHA9gbsxw+Xdh2TNa/TrddAkSuix032BMPT5ZPhTZ+VPAUl89J/uMzvby5f5pAjNwhp7kfjUV/c+UBDq0yfsdj1Fd3EVp36bLULmlC1UVaE0kmHytYBECTauGuSmfe7eMDn/ok0iFUHczQ8s9ggAuNV+l+ff+xXMr8b3Mfx657u8/LUe3offQpg2SIgTQucKQfJVgsTzIB3U7hMBG2EbpXsbqWVA+azT2qdlXf0D2so2MM1D5xqh1kRoEu0Tu+uj3JnRl+39drrOJw7UAjBsVFUgJexsOpSGHoNx4Esquy7Z/BeTmf0fHFAk4S9FAuNPK+srPXwbkBAEIUEXQKKqCr4DC/fKTJzoRzdtFr4f259oXk9h+W0L7Ym6Cs26wuqixjPnf/LJ5MFdnUwupDQUcOe6QbWsEvggpWDlXZMHnVvIUDBammBspMDW3P/McRmA7zIxkmFtvcHIcIb11U2QkQ334fJ9QhkyvzYLEjKmThhOsbXdQj5Sx6XE8S0CcYSTYzXKwSEq25vcuTPL2PHnob2OV4kqFraccTpei5xqMz3YwvMVNE3ZZ8CtlWuEPY/SwP8bEfY9NbgBVFXb26gfixCgih8fKePaPivzn86ej8qfVJHomPlzyL2QGvnEcnG374AQxKwdxBMZ3Irw2e1cQB97HUOL01t8B0KPUBrEJr8cmVKebOfeZitlSG/+DYRQsSZ/HRl62CtvUYjdZbf9PJIO3fnv0F3/W6yYwEzCX/7590mmTfqHUxGQSp8wlGSTecZHh9mtbnPjo4c0az36hrJ4+lkc/9ieCc7Hc3zQ2qiqCwK22y8QhHGelgESH/4GIPfBBIDgiXmo6MQmXt0bewHaQY0k6JRxNm98YqBDlMQRYvFJxkttDGWRZruOoghk6LNxzSAdjmPp6/heh2uXLZ57xSZd+ja+9waPsjZ96SJdSff7TZAwMmYxJF4H/U/RL/4pQkp+JxQEqddQW2+htn4AwiRIPId4otxENL/8z5hlsNl7iVBqDMffibrcm0GqWS5aE3Sfa/Ad9wF3vmPSdwys7GfchE8NzadFhBjP/wUsfx3fl2xvOAyPWQRBpKk4dsjO5heTVeTnHjb8yy7hngI2fTKKkpq7u8PU3t/zd3eYPN6PIgTz34simCa/GgHQ0lsWqikZe8Wm3RS887cxMvko2qu8o3D3uklp2OfYaY+1JQ3PhW9Ne3jAPUUQ+gIZwt0bBoXmRexwkaassPqeiV1TgICxgUlURWNzqxnRf+ztFesbDUZGMigiMpPMrc4igInhw0gpWVh/gBAKU8Pj+IHP2vYSU6NH6O9PsLkpGS5OcHPRolMZwhg6yo2PPyLtz5JOvcrdWxWG8y1URSKEZChnM7eZYqsWIwwFU0+MnZQyUvc3y3v/Hxzb92b7D3y21foSA6kffiI0+6D4XsDi/ceZ8/Iz4y/lUw8+TvUjvNZjf01QfJFiwcfUohDf3c55vDCFquiRP2GvHEMp+S47SwJr6lfozb/xuDMCBlI/ZKv5pag6owj3QEZGuS0iQBEe/cnLOLZHV/oIoYMAz/Mx9CzF/CA71civUyt3mNdWWFhYpbrTRss+S/LMN+naFYL2LsbQBdR4Yb/9HV7nURRi2LnMI096bPJ19j3ij4dkLyFP0pt/g9j0Vw98/ajkMUDotLFXIsd44Oxib7+Fag2gxUfx7W2swnN7v1EBFVVzOD41TTKhU0ncw7a2iRcDBHOghDz31a9z78MrfPjDOi9/0+Til20u/0Die4Ln07+CggJ+1A9FFSjoCOC3r4YgdNTXv4TaehtQCVJf3mulip98Ca39WNOSahZpjKN0bxDGn0W4G4igThg7QSg1JNEBQOnNIpUEUi+hC4WvJJ/l1a9K/oA7LNR+1s1e8qWvR456dI/hUYv1VZswlJHG8sRc/aK6U4T8MS37o//7X/29NrvnVug6uz/5wl8ieb/+HTzfZe47MZDRBv1ow3t4e5sjpwcQimTiqz2W3owx8ZUeyz/c86OIx2s6lQ04f8mhXlW4ddWkrxhw8pzL/fdM6lsq/9k/L6Ep8Je31zBiksFR/9HaR6Dg3n2Fj9fnaLg15IPjDOZKlMsd5lcfMlIaR1MfbwajI5mIWn+tjpQQ7qGiokQmukdz5sn/FUWh52pce1ggk+/jxKVf46PZHcJeFWf9GhNDPmemXcqVNuvlCDzGim2q9W2WdvvouBFf1mvnQ0ZLks2tOq7jfSY4vD/bz/npMqoieX+2SBBGFw6m3nrqb4IgZOFeRHny0y9GETnCZYiRfQYjewqncg2vFdHfmH0voiXGcHbeihIAB7+GYvQd+N0TLQAUECoDybcAyVZr70RPiEQjNv01kAG9hciZrWBTSr4LKAgRIqWk1/FYW6giBMSSBoXhIzhhP2OFDdxwktn763t1VMDInSUx/U/RsodwN28RtLcwh59DTfRhr36AUTyOYqb3W9idfwNr7EWEakSmqr2B7D78HrHpr+3/L/cqWIq9ySkDj97Cm58evr3++70t7O03o3FBoCXHsZ5gWD7U3yZhLDD3cIlmtcfpb5oMnTh41lUUhXMvdkkkQ66+m8TuhYRBhHCXMr+OKjRyycPU2g/RL0XcY//sA9BCAUJiXYQg/frea30CKKUEQgiaaJ0re9CqRJ+hIPVBwtgphLsa5SpZh1FE+PjdPlG45c3edf7XP3DRSsEBYsufXuT+eldQeSH5GwQBbKzaaJqgOPD/s/desZFleZrf71wX3pJBRtCTSTJtVVZleV/tprq6RzPbC8zMSrvArFYCJC1W0kKA9CKsAAGSsANhR4IkSKt5WGGlxa4GYzVd02W6q7p8ZVZl2fRkJr1nkOHNtUcPNxjBSDJNdZfr3vmewlx77rnnO+dvvr/B2oqJpguyAwEs0/vaor7+x3/2Lw99M7+yFUrDKvxbRyYAEhdFg8nnfdvv9Z/45UmllEye6m9vpxpw5LkGCBj/dvNAgaFKUeGNl0Mt85Nge0PljZdCDE5M8w+eO0bA/oi/vLjA/HWN6ZM2Smt//6l7XKmfo+IqfjTs0atsiavQB6PiFEN9Payvl/GkbJOJEILZpSscGTrG2GgaKWF5pYgQgpHhJMsrfuLg3rYAQd3hqTOS2NG/TSG/RaR6mfGjp/hgFTa387xRLFJsHCWiLxMP3uDGst9CUnYSBvP5EtI0W8eGpY05sj2DGHqAgVycjc0K71zu5YHJHXTVJ2fPE+07Xa88Sy72ehepeK7Hjctbh6cD3eHp0VqlWMULXQNRoPdRtMgoza03cRubBPu/g9B9MslEzrFbvxeX/SUZWvtKD4HLeuUZQBCafA6QNK6/QuPGK+Rib5DclyHu34fXaevWc5US6hWL+rVLaJExEpF70a0rWMXZ9r5W4VOs8xfY0/kYGE0QqbwBFUhoku2Vh3D2ZbAjJUJR20TR+d2lcf3lOzRTg9ryX7Z/UowE4YHn/TsP9hMZ/b19O3SPRYvbESayozzyYC+bO2tUb5Sopi2iWZeVswF6pm1CaY8P3xKGiYAAACAASURBVAnwyLNNPNfh+sthRp9uorZcHanoVCfAR3H4fU+i+IsgnPj3oPpT1PJruInvdU7sNVurln1QU3iBiZZvxQN7FdVe828zMA7iIJEAKLWP8Lxtfvifw0fvBamUfpFgI+EX3BOSx3+jyruvvMTD0e/79+D4eSjDY60ACCFuuxL/uvAVmry+oWu0LxmPJZ7n3dJPUNTuGcvNHUJ0xsRDRYwaBZXldwJEMh6Dj5iAoD/nMHX0U/7oX3zCW/9vkOmnQ6Rbteqvfqbz8V9FiGRdYjmnPSu/N/okMTXJh5WfczLyKDvDCkuLRQYG4m3fxR5BHBk6xuhIqvVdMjKcREpYXCrx3tU+njixddM9QdyoMe79CX/w//wZkfHfpXLdn0TU7X7qdj92eRZNvQK52IF7NLKnUcKX6csUeH/nWXqdcwz3+xf+/kwvp+1dArqkL/IOqnIEcZM/wofCeuVZBuKvA/gmu0tbh2z3eSGxCvt9AArN7bdxG6ute1dobLyCZ+5SRRIeOsk+C5BviutydPsDTuP6K4SmniM0+Rs0b7zMkaFJ5lYOl9k39ABD42NI7xq7WzWSPWHWFos41XlmP15Aj0/RP/UYdulTdrdq7BFioOcRnMYaawvLhPqfRQ3tiVr6zzU49jRCD7V/q1//GXg3SfzI/eYWj9riH7duQyMy+NvUlv+C/e+4ZxWor71EuKUKoIT7CQw+0HXIrHoZuXuZha0YIFAUhWzvIGLEhFSD1fcD1LcV6tsBRp5qEky2cjakP+na/54Uqh0i/d13NJRHbdzkc607Erjx5zobexZq5bXWfzeNS24BZZ+jvrUmwzNG8QLdoeR7UOqfII1Bvq3dB8Dff/Iswinhxp5EqX2I8Br8sSr46U9Dbf2xPTz7A1909PXWRHOvqd96JYSQHkKhbfqSdN7Nbyr+xofyJUPcvNQAZj7bYOqe/rbJy3XgJ/+00vazqEHJke81sWqChdeCBBK+L2Xqh91BnDNnA/z4f9DYXCmTzvi16ydP2AyOOfzJH7jEmycx5xpc+yDP0GMm4V4PgeCTypuciDzM7pqK50oGBxOta+101sWlQtf3zmff9/H48c4g7Tg2y1sLjA9Msb2zwzvn3yUedPjW8WvEY4tcVmwuL/t6WqNjg0zmYuyW8+yWfLJJBK8hUXDFfVxaStEXrSERfDyX5v7BAtGQ7yidX51FVTr26evLV1krPXXIVKVjmrl+8WYV4i8GZv7dru+NjZ92fa+v/BXjx/vQtM7zPzgWSHKx11if9U03ocnneOfyi+TiHUJRVY2hvjEW169Ta+q8PzuO24zQqL5KvWp1HQsJZvRb6GP/EZnWr9bmJdRQCjU+sHcVmCvn8Bp+Bn5w9EmEHkYIQePGa20NMoB/7zmTM6dPI4Tgn/z56L529tUfaot/DJ5NbflPD7SPoicI5TqDuFfP05h9GTWWI5DzB95N7yS5tMOI9MkglQpx8tgUgfAxfvKzt5k5O8Opk8fpfWQTIntBH61JT6tZH4l/H6W1+vv97xVRFXBehuZZHe05sa/fCpAuaunFvW/+4ZQQbvQZ8Mpo1XcRgKf14BmjXZIsew9QNGdBqO16KQBe6LR/z3vnij6GX9INVMU/17uvdqLS9vDsD+q3WGWIlqm69d7dpAJhWV47jPibhi+NUPb7Zky7RN38ImaJv9oYLnyHGd5rk8nUPf3tQU8ofidSDRh9qsnMj0PoYcnUb/okstfxpITqhsraB/5aP56CeCrE7nYNkkXi6v28+T85aLEbFK0FKqutRyyhr/wgV5xPOZm6n5AS5VL8VUyvzmDpGUaG45x7b4OBXAIh4PryFb79+GOATy4jw0mWlouMDCcRwr+ewQE/GkxVNfqTQ/z1C/6sLxDSOXpyyH9phaQ3bvL0yY12OxQrO8zOzLOz6Se09g3GOTZVIhZ5CdJgN2CMHzN2ZO+eJf3Rs1h2ZwB950ofUvqD5FMnNjt+qaXL7X1mL3w5ZHK3mL/i9/kjJ/tQ1e6JRS7WSvoTkIv5/oX16y652BvtbVxPJ19/nOH+VWw3zHbtIXSlQi5zCTN9nK18hubWm+3t7coMtRt/QaBwH3rvUbTUOEIIrM0LGIqK2pLbDww90nUt8fwfoLg7JMKwUX0KKXWysTdYWZlibOKav3IVo/sWIAIhVCKj/+6h9y2dCvXVF6gt/huUQC+hbMfM1Fx/j9KFf9b+vgX09EfREvextpvjlBBcu1JkJ99kYCzJ+EQPNz6sUSp7jD7TZO18gKFHTfTwniKxTxrp6DSK+AAhJNpz38F5+VWcl19F//53962uFNz490HaaJVX/Z+8Bmr5pa7rF84OwulE/7VvW8o9keB9QRUCpfEJUh9E6h15IrXyNngV/kyBl34ewjT3myD2nUvAay+EDv3vMNi2x86W1db8+qbhS3PKW06FSssc8G879tr4ndILzPzYz5Q9bMBTFMHkqb7WPn5nM6KS0X2JjvVthdVzAaIDLrkzFqVFjWuv2STGTY4+G0AIwdYFnUDcIz7SHaW0/E6AvlM2Y8rD5COfcV/yMQKtBMyVpSaLiwWGBpMsr+wRh2hf+9JyR6hQCBgeSuJ5kpVV35diOxYz81dZWywyOtVDo26zu1kl2RumXGiQG0lSLjQwGw59g/H2cbfXKxTzdbLDCaYnJ6nUSySiacJBX5xxeWMe0+7OGJ4YnEZRNN6+0tfynxxELvbaV0oow0d8RWmAhZk8ttlp+8MI5TBIKVqRam8cmLm6agY58l/z4ITH9oX/hRtrJWrWMOnQpzTsLMHQONGgw/X1OFp6EqSHU9gvvSNpbL6JHp8mMvW3UEIdBebmwhtI+5As8NjrIDzWy9/i5gEvNPX91mFdGtc7qzOhBQkMPUxzoUN0TmOT5uar7e/xVIijx8fIpLIUynl2Sttsr1Uo5Gv0D8Xxgg8yMRCgJ2ayurVAT6KP7eIGptXpBxPfq6MFJI8mnqcvfpLfeuw8iuIhhMB+6Wft7fTnvnOAMDhwN7eGBKQxjBc8iTDnUMwZvOBRhNdEqlGkMdJFLnuf1eo7/AVVvutJXlTglZ+GsazuMz/7gzqKcmtCUVB5PPlDXFeyutRE1QQDQ37MsWX58vXJlPaVO+aHx4L8Z//p//n1OuX/bcbesnv2hVCXuQtg+t6DRZoc22Xp+g7jxzJYVYXZF8L7/pVE+l0GHrDa/TiViZDOGohW3sX+evX7MfKkCRI2OMuZ+Le5UH0P06sjL58Gxx8Ml5YLjI74g42UkqXlIk8+nesilJHhFIdNRIyAxth0L826zcoNP3l1zywze2GTeDpEdqjbvNY3EKdvIE5/eoBYJEGl7hPU6tYiDbN+4Bz72+Gplg/nzUv9XZFbXwWZZIcTVEtNquXOLHHp+g5mw2Fsuhc94Jth5q50AlGODB1jbuXaobpYAsGR4eOsX1bZqDzNYPJtpkaOk8vGub5Q5YP5UTJATfZy1XmemPZ/EFB3qZZMtndKTD96huOPPoN++RNmF/PovdPovdNYmxdxSsucGC7h9IW5dvld6tdV1GCmfebg2DMoRvjANa3P7kWq3WZeKVRCR77jh0K3oBgRwtPPt7+79R20UD9ObRnd/oD+oQTFSoFipUA60cvk8HGmRgQXL1xjcXGV7MiH3Fh7iIt2P72RNZZ305wai3N0Ioyuq7z9wXkG/tUGZ45G0bSX+M5EAfNjldA/VJGKRP/+d1ukIlHLL901eRwGqQ8g1fgBUvJCJ/a1QecMau0cuAXc6BP8lhoHKfndyuv87nfq/Cc/C1Pb92q+/pMw3/rh7fo43Nz2Qggsy6OQ91cpe4W+vgoMjwXv6MO5LaFIKe94gL/B3WH/AHw7MtmDY3ssXMszdrS36xmEMx4DD/mDdGVFZetCK2fhwPn8Oc+xyINsWksUnC2khFzlYXYilzn//iZDvY+ykX4Ht52TKLmxcg2YZnQk3TZxvf1mR7tqdCTVDhX2zV2CbH+c+cXtdn8JhnWm781Sq/hVKqOJIAOjya5rg857mElliUf3/u/c61D/GNu7GwdWKHOrM61Vij9oP31ys33cNy/182WhNxfDsVyKO/XuGwCWb3TUHxZm/DyXieMZjpzoY2LoKKqiIqXkyPAxri9fBSRTIye6VoILS2XCk9+leeMlFEVhYChHMfp7qOIPyBivsfVpjfy1JL2jEwxmRpi5Mct2Po4aGWDm/f+btZ06QgtSn/tLmFPQEycwdz9ADfRyZWUCeAil9yF6wh9jqBfZrj2E48WgVW/9qfuHCOidQIfXxHPUZl7m6RNrrXbdW7FK6jM/aW21ZwTq+Cv29/X9fVeLDBPQDOr2brvgVsVcQIgd0vFeMoMJjLgLSNYW36JWNqkBQxNbDA88yLPP/yNiiT6OHP3nzP/P/4KnPEli/OF2VJr9ymvoz30LKVsrk9JLOLHn0Cu3iVC7C0h9GFf3JYH27qxrVLypQ7uRx0CJgZSo1TdBNvljBSyxd4S7G1OF6qA/+ue47/ztA/9ZlmR5oXnIXl8vbksou9VrpKNH/4ZUvgC8W3oBKYNM35tl5sIGU6fuPPDZlsviTJ7R6Q6p1LcV1s8bDDxkER92iQ01KMxpuKZom8mkhK3PApweuYdtY4WC48/kV94LcOyREGVN4frmHPefGuCDVyL0pQSaCvOrMxwZmkYIpU0m+9FZucDySglFEQwOJDBNi+uL11hbKDA63QkBjsQCh5Jm3R6h3DzCWH+VkDbX1b8GMv6LGwm1wllbf43mJlndWsBx/eijuVU/F+TI0FHYpweXi345q5Oe/iipXt953Tfo524cnZoiFklw7uzHbG/vts1eC9fy2JZv8hofmEIRSousrzIxeJTJYV8ieq99fYL2FY8fCv4r3OMucysOr757lmL6GeyFPoaSS5zJ5vlkNQkIwqEYwyOPUo0eIzBwBre8grlxsdVews9FUTSCPQ8DfgSdGssCgoZ4nsLSu3heCRBt89SbzrMILcAeOQgB4annkPzLrrZoR3gJlcjwj6gt/SlCDRIZ/hHSadKY9WfzIhAnOPIYSihFePp5nOomzbWPaTqdvl+1xri4vPctSyJ4lfL6ZWr7Vn4rc7u8pXzIxuY/YXykj9On7kH9rb8Fl7oDIZAC++Wf41x/mtA/0mi8ZyDEq2gtl9Eh8TF3hLDXUO0131lvjGNemAQN9Pv3DibaUV5tHwoStfYuuBXcyFOo9XP8Hc/E+W6Dn74Ywm3pWvoh7/stZbL1ufM+fB5lqnBEJRhU2P2clRyzAwF28ha29ctH4t7R5OWTSne43GGRS0B79tL5/DfYD6GCdCVTp3wTzf42UhTRGVhUhbGjvSxcy2OZLkuzO4xM9iAUQTjjkT1jIT3/BSktauSv6O3jpydt8pcDnBo4idO7Tt7aaE+khx83CUQdFl8M8JvffZhSQTKcncDzYGggweion2y2vFzE8yTLy0WGhrpJRbaWPsPDSTzXN4k5jk04HOK7370H02qyubtGJpVlZXORvf4QCyfp6xmgFZmMJzdbc9v+287XRrITt/mX1oqqc22zX1JU185mFSFgevoIptWkXCsipeShB05x4tgQ//rfvMjaQh7P89+BieN96LrK/NosAoFEtlQHrqAIhanR46ys+kKGQ4NxlleK7XvomuErOuGxJ7G2z7K0sYAQR1AjIwQH/x7ep38KErLpEKmxe7kcG2AsF6O5oHPtgooRP9o+jrn+MaxJAkMPoYZ78ZMsFYKjT2CunvcFHVvKx6GJbyNVg2fOjPD2Jyt87Px9FPXldlJudPzvdo100bFbOOfNMvWZl1BDSQJDj6CGezH6T2FtXjiwrd47jbQblErQdHaARQZGk4RjgVYQiGB5Y56VjQWWVnb5ze8/Q9iqIloTDISLM/cESL8MMC44N55En3yL5jkdhCT4sPO5ScU3eaVQm5dQrHlCR+f9P1plWNzQvV0rVYmCWjvrr1LUBPbb76IeNSEA514N8tIfVhmZ6GPqBw0UDd54Mcwzz9d548UQigLPfL/Bz3/imx9dV/DWT0M8HG0fvN03dEOQSutd/pN6zaVeu4WslYB0j060VetISj+vJZnSMAIKucEga8tNHOeQcVvA8OidzV1wlz6U3erMvmMrpGMH47GllDhunXJj+cB/d4u9DvvruCJShcbUDxrMvhhC2nSFswoBR0704XqS+SsHkz/NpsPSjV2GJ1JUNwQzL4SID7hk7/eJJTHqoBqwc1Vj55rG0clxatEN5s7nieZUotlOJ/us+g6mCBN+OsbsuVfwYjUeiv0Gm0seQyNBFEUwMhbirTfWGB72HfR7mfJ7z2e55U/Ze0yapjM2MOlLpbQGmqARItc7xHp+mWgohqJNcGNdZ2rAF5FcyUcQQmLaKuGAw0D6cF3bvXP757v9aHBrGZVfHgoSXUChtMn6SplQRGdNrvCz19/mkYdH+a/+y3+fs+eucHHmAk2rwUh2Al0zmF+bZSQ7weL6dRaubTN5op+p0WM8/mSOVGQaxXP59OKnqK0EStOTLKzN+mYwx8RbfIFjY7ucrzxFOOhx38QOl8t13qpquM63cWsf0lz/FDfyoO+Ety4QUUHfRyaKotLIf4BdXcBtbqCGcgRHnkANtSYLQqWdtCldGnOvEZr4Nq+fn+fZB8cQQqA++B/y6gdLqIo/Dahce+WQB3BwMPOsHZpbb+A1Swe397cAwM7PtL8LAUIRrC36/Wz4SJpQxECRHqOD0xiGQaVyHam54LkgFbTxsyBtnHlffaDxz020I2/vuzZB8wON0COfv4Q2QmmXINh/3X4Oi+crE7f6phd9GLX6LlrtPZzo4wRP2+2o3//12w1sInz0Z5LrL4aY/k0/kfmNF8OA5NkfNG5akUjUfad1Xcn6iklvv4Ft3bng1t77mUzpxBLdQ/32poXZ9NoT25vn//uH4KGRuyMT+AWd8l6r4yjCtwtLPFzX/KXIBGBn2yKe0NENfu2I5dHE85wtvcjU8w1mfhzq+k9Kbpl8JxRfw8ds2O1tIrEAQiQprXbXayhsV1E1hZ3j11i/ohDq8Yj0tZ6VKn1dMSn44XMPEQ7qIEFFY3WlxvpandzgAKgKnnDaSY6jIyl++tY7KIqCph1nqJWzoqqCXDbejvICP9JrZXOBUCBM02ywnvf7g0TSE6/RGxeAgic9hnorSKmwsBnzY/X3RZTtx8rmQtuHMpKdYHVrEdc7fBb2xSQwHoSK5JEoPJ+x2c6meT+aolIrsLJYZO7yFvNL80yOr2BoQbI9QyxtzDO/2tH7ml+dQdM0nnvuacYHYgyNhfBMm4s3PuTk7OvcA9wDuBL+93yYYyNHMT2YW71GT+htVjagJxKn4T2AXS9gbrxPYOih1kuisLowy+rCLE5tgQ923gfpYaTuw0j4juNTDz1Fid9m5fJ71Ob/DKEGwHPaPq/Q2FOoisD1JI2515FeR0rldfEcQig8c18W6do8eWYCkLyvfx/bkTgtB5yvhNwKeZYdhQE10Euo/9kDbSqli8AjFlxGepKK6Zs6E8EZQqMNIMPGcolG1WqbPR/K5+m57zS5o7389voOib8rcN97H3vmYZy5JzBvnMOY8JtFO9KtPP3LQBpDuMZQ64sLeH4xLmsVpXEVDxWpZw/Y1LTquweO9eR3G/zlP60xONaLZ/uixnvXadvsj1EmEJQ8/myDZktqTCh3Z7YTCsTiGomk1iaom/3hra7D9pZFfzbA7o6F68n28QeGgqhqZ/u7nex/bkKReBSqswihkgyP40mbUn3x8x7mUGT6/ZC4rQ2TZFrHMH59CAV8Unm7+Fc4TkvsDVp6RIdDN1QGx1Msze60BeLAF7+rlU02W/InnvRn576dP8LVn1fQDZV4KoQQFvEhlxMPWCzd0CgXVdY3anz25y/gqSZn4t/igvsu4rjN8nICz4XVxJuMDX0LgSA7YKAqKpMjxxge6uSg5LLxlnmHloiji+d5BANhBvtGqTdrKMInj1qjytzKNWLhBH3pHKXqLp7nUTZHCRo2R8cE0Uicnd06jcZB++/ecZY2Dlag/CpwOgzPjQXI9AbI2Cskh6eJNz3eD8I1R8OVsF1YY+nGLlaljtN66RRFBSE4Op3i6QdOoyoqJ66/gbguuXS5xMnj8e6XXEq+s7PBRNbjJe145wJEmIL9OFrffXy28D6wi73+AcbgYxi5+6nPvYAwAsQmf4gqbOr5T5Ceg3SbIHSuzG2hxVSM7L0Ecvdhrp7HXD1PYOghFCOGEDYPHB/m46tbyJHHAWjM/7zLrPXyn/wRIHldPo9Q4A//8Rn+/M0Cb3/SUgpQDcKTfr6JZ9d9afubs+33wa3NEVYuE0vEyG9UqG2dQyiC5r5XPjuSZHAshSIUP7dDVfh9t0l6qYA2ch7nTRtn6QzS8bW1jNEznZ093Xd/q939SdrsFWC8S3ggHRD+UCmsRRRzDqSLF5xGGiMojcsgdKSe8U8gpa9M3U4es9tm3QC+NeLKh5sgMxz/0Z6vSPDWy6F2aQpFgSe+20S2oi8VlXY5Y8f22tJKNyMcVUn3+Dlq5ZJNueg/g2S6Y+6Czli7h+xA9+T0ZqytNBkcvv028EuEDUvpUqj98lXyPLd7uaWo0Je9k77zrzYWZ/Icv38IV5hc+aAzq1ZbWdWu03mRjYDG8GSa/HqVwfFU13GiCf8BF3fqbK9X8DyJ53pkcjG218rUKiabnwZRA00+ektHCAVN1VjTP2T5nQDZ2DHe17ZRleMMDiRY2ygztzqL9KIMPSwRwuPtt1cYyU2Qy/mO6ExWZ2GRrpWJ6zksbcyjazpDfWM0zBqlaoFcZojVraX2dqWq75sJGAae9AipNzBUg2Kxl2LxcJOXqqpke8dZ217C87xbrk66y+V+uRjYmuF0/xS/c+847/ZH+bgucBsu+YkKqU8/4IOgRl1VGMlOID2VZ5sXCd14q00ehpTcfzyOhZ+opuv+c1cUwbHjST478iQs+ol1qqKRy/ThrL3J9opv4jDUMongMlXnftRQivi9/wCAifh19Pgo779fxyxexC5dxEjdB0isjU8w+k+gxgYx+k/RXP0Qb/0slivIRN/jzbkzeDLoZ9buk6WXjomhSxKxt0DC5rzEkwH+8R96XcW1pJTg+pJAih4mOPIYzeWz4B6cIEjPIRpTSYQjeK7f11VNoTcbJZHuDl9WFJXBzAjBQIgTPQ6BVllcZ8kPNtAm3qb2U8Btte34g0jN8P0pSPSpTqIonqD5kUbwfgdxl+VOhL2FIq7jhfxAChmYwA1MoDQuozav4goDL3isvXRQ6p+BV8ELP4jU0iBt1Oo77BW9+x0P/jfp3+/i7A7HZaTLvvTQ003efdW3YJhNMFojtOfC6pK/Utd1wdBot5XjMMQTOvHEF1M3ZWjkzueDb0Aeyu6O3eVI6u0zMAJ+A6uq+LUye+3h6AO9fPuZR7mhvsSVD/zfhICRqR4UIViYyXeRSiCkMXI02VV+Yj+SPWGklBS2a6iqIJYM0dMfRVEVFF0iHcHHf2kSUuNMjU+zU9pC2ibL9XlUVWMwM8Lisj+AjeUmcVyHxSX/+8qm74TUVJ3BgTgfnCscOL+qaIz0j6NpOqbVJF/cYqh/jFq90rVdtdxkd6tKKhPBcyW721WymRyxaGLfsVSUfdOvwb5RHNevIT+cnWB5Y+5QUpk7xPf0ZUK6DtI2eWzdQw4kOGZZ9KRV+NajvLn4ETW7iV27yLXZCgsCTk/HURSJCTwg/VnmO0Jwfa7CiWOJrmPrdhPNahJwXUx8sx90BlopBU69jLn7MoQGCeR8G361XCPaWCAS3MYU/gzZLs8gFB23mae+9hMC6TMoAV++/tREg9mNJK7XiuxSAwTHnvKJwHOQTpPm/Oucnt5iwfMneb2R82xVn6A593PfqT/2tH9Rrk1z6R2EGiAw8hgIlUD2Xpor7yM9G0XtzG6dxiq7hY9xUxp7Np6RyZ4uEwv4fSGXGSZuaCiehYKH6VqEZBBFCKRtdlXtBbDmzxM4/sCtI3M9QfMTjcBpx19t34FYpJ5tk0nnRxu/1IAOQkVpXETqmbYysVr7ALX+AW7kYd80tq+Cag2QAiaO96EFPRD7b0C0ycTzBGd/HuLp73Wv8m7W7fym4WslFNeVB+zm+S1/1FRVQV/OQNd/vQglqEQ48RuSyb/Tx5U/6gycUuLnnUz3MDrdy/L1HTRNwbZcImlBz1Gb9Q9vvXJL9UZI9UbYXq8wf3W7Heaae8CmvKzR25tCafleB/tGsR2bjfwKw9lR5lZmEULxTVmZEZbWb7SPOzl8HCEEmqawulY+9Nyu67C8Oc9g3xhOa0Zqmn60l6pouC3TRzwZwnU9drdqFLZbVRCNbeSan9ehKirZ3kHCwWjX8Vc3F9vH/aqhKALDEAcGO2drDos5tMETPLGh+INby0QkpSQgJSuLNTRVMDUZ434BioRzAt5TBFcWaliWx7HpbpFMRXocu/4WzuUS/YrCW/1+2LUQHopo4skgtpegbg2SDF5ht25gbV1Bjfbheks4+gBeZBojeRWhBtETx7B2PkSLjBDMPktz6y3cwicAfKY+R9BQ2K2fQSIIDJwBRSM09hQAjYU3QUrOzfQh9DH/3uxOIp70XOozL6DoneclXZPG3GtIx3++nl3CqS0RzDze3kaPjBJPBKDxKTsbu3iupLTboG8gTjzVmQn39wwQDUd4uH6FlOvL9JxbvcQjgydJBuPYS59gzR8cH9T+s4gwt/ahuALzIw0lJgmcusuVrbTB88cmxZpHsVdwA1NIJYYQWyjmDVwlgtq8hvD8iZRae98nlfonIP19/3VTwZFgmQ5j37r7Pq1pAlUTpHt18t/A0r97+NoIxXUkuzsWjfrhgdaZfn/qYFsemv7rs1J5MO6XfPUqLjMvahgBFct00QMqtumyOLPDyFQP48cy2JbL5kqJjBentqveuoZ8C47jtlc2O5tV5llZSAAAIABJREFUdEOlWQHHkuTutwlnPORCA3tXsLK5zFD/KP19cVa3gwz3j6IqCjdWOmZMQ/NPaNkmI8P9rK+X/Zp2zsFn5rgOC6uz2LZLNBrBdi0CepBYJMFGfg3H9vepFBttMtmDqmioikJvKnuATGzHOjSz/KtCPB1i8kiI3oj/8hvSr9vYfnFsE8+s42zMIE3/vkICRiQ8NhHlYwE28D6AEISlpC4lx4/G+fRCkaszFY5O+aQSDO6TxzcULFsSchwamoamNOkNf8JO/TSuDOGhdpUY1mI5wuGTDCjnKVWKrDYGfULpmUJLDOEUl9B7jqCG03hmBZAEBs5wb+QVZhcVTFvFWv0ZYvDbEEy1nPX+6qM+82J7JbKXY+LDo7n9NuGB73e1mXRq1Ff/GqFHUY0UwcwTB9q16fQQjR6hN2tTzNdIZSJtMlFVDVUouJ5LX18YkY/ileso0iOsB7m0NcfDg6cQegjpdq+CRVTSOK8RfvoO0Vw6dyQTiQpKSy7eWkVtXun6XzVnwZzFDR7zM+fFweFUrb3f9X3lIwM97DF3qYj+Wg9jzzYxYvK2AQSqKhgY7vhPtG/wJPtrI5RSyb4lmYBvWy4WHFxHkuk3CIaUXxtSkVKy/fMVnzwme9haLTM0keL6pS0//+PGLkdO9KEbKpmBOIszeYygRnY44c+YA53H5joedst/UNypUy74vghNV/BcyYWXmkTiHrFBFcUQGJk11uYFigggECyt5BnoHSGe0AkaQWqNARbXfef35Og04Mf/jw73ksvFsSyXjc3ulxghMPQAtVqd/EYVbVhlccUP1CiWytSrFvn1m/bBtyMHAgaZdJZYOH7gf4D17RXsfTKthhGk0awduu2XAdfxaDYcFMMjrAnGVIM+r+WoBZytGwf2OS3hUwHHpW/eAvhQgCslD0p4yXTZ3/Ovzfptc/oeP4xXVQWTR6JculLmzE6ed1qrFE2tkw5/xm7jHmwvTdnNIiijKr7ZZG5V4cqGhlW4glO9jpE+g+6cQE+Ng5TY+Rn03mmM/lNd1RXvHStQa2osby6ytRzAGHrCr4sS8IMGRKsIlzTLrc8SaVYQQj1AJgAIBTU8SKjvqe6fcTA0C13T0ZV1dOYhHiDZ0zHnaapGX3qASCjK1u46Cb1KsX+cYKNC0KpxrGeUTMR31Hv9R7CXLnSFK4efulWuiUSEQdbvfgyRWgYv2Aq/FgZS8WX2u7LdZcP3pSBaPpPbE9l/+3iTv7eqUdpKYDYdFl4PMv3vdPyHUkrKmx6J7OG2LU1XDjjUv0n42n0ot0K56LQjoIoFm75AoCsm+1cdn1TeIBjSWbq+w9Q9/TRq+xyhUtKo+9/3Mq6tpsPS7A7BsE5mwJ/RqqqC2XQobHUGWFVTcB2PeDJEtdykXrWoVy3EGzECYZ2RgUFkM09PIoOiqixtztOfHuDGZ9cYyAyz1nKiB4wg6XQY02rSl84yv7hFf3+Mzc0yIAgYQUyrSTAQQlVU0vEMlfI82eEElWKDzZUyiiL863E9dENt3wuApin05GKMjAx1kYmmKYeaQg3dF74c6hvlxso1vH1+lL22+qKhagq26bK+WsUQGkdTBmqsF1dKtGaFmtXE9hwiHHyRTt+0qNojljKwsta4bdVIKSX1pocZiWMr3QOgrtZIBq9Q4DfQk2OIrReJaAVq9j0AONV5nOq+EsXlNdRgEiNzDGnVsLcuAwItPkA0EkI3slSLJp/Nx7BdX+XAW/spthcjMPQoSihFaPQJpJRYW5cIjjyO1yxiLp9FCSZAgtssIK0CgZCB7cVQtMgBMgEIaAWG0nP0JDIUyyUWFxt4niTZE0ZrSb7EIkmChj8b70vnCF24TE7xfYNuLMZMcQ1FKKQVDWf10qG5L4dCQOAeB/OiiqwJlMhdrHqlBW4dhIpUwrihUwc2UcxZhJM/sHq5HbYuGmytFJEeDE+mu08p4e3/q8Z3/uMk4R6XSlHhzrFV3xx8bYSiawqK6nKLoB1iCY1G3cXzfEf9zTbsX3U0dlSGJ9OszBVA+iaqYFinWbfxPMn2WoVm/aCN1TIdNpfLuI5LMhOhpy9KrBXtZVsO+fUqlVLTl7NvwQhoVEpNKqUmqrKMEdTY2FklyyBSSta2fRJZ3eqEf/cm+5lf3Gz/FgqEWW456AWCXGaYUmWXgb4RHMdm9sYs+Q0/Eq1caBCK6ARCOuGoQWG7RihitIo++QjHDAKhODUzTNhWCOj+nD2VDFGpmjSbnZlewAiSjvd2Oev3Y/n67qG//6JQVQUjqBKNB0llIoyHbJoRmw+BUHGNY6lB+nrH2NxdotAoMyXhYLmww3FDwIMTUYrApxc7kXLRiEYqFGcroNFc3mRjx8E6dppS1YJyd36NIhwMtlFdFaHUkI0innUeT4bx7Gr3vcSyKMEEnllFtqI6nNISaijNSLYfJfAjrtz4Ga5Rg0YRkCSSRfK7UeT6y3i57wEKSihFcORxpJQ0l97DM/O+DL50cZffwy59RDKo0GyeAqGhBnq4Ga7jsVOoU65tUS3mcRyPYEinXrXa5q5COY8AkrE0QbPJ+lKFVFYSiWiYY0e4zwwze+M8Idvk5vglJe3dwhkvUeJ+jkXgpIs1qxI4dmciEl4FYa+D0FGbl+64/d3iW083UNej7Kr7klCQJNMeu3kF6cHMTwX3/q7g43MBHkvc9nDfKHwthGK37ICGodBsHG722s3bpHt1VFVgma3s618js9fKe0GEkBx9JEE9Lxg+0oPneqwtFlEUQTQRZKPenV2sqIJkT5hILEC9atHT1+1vqFdtXNcjHDWwTAdFVdA0hWgiSCwRbIclB40QiqJQrhUJGkHqzTr7MqoIBSNd5AKQivfSaBFPKBimVC0w0DcC+ElPpd0GoYjhhzkf6Qwm1XKTRs2mUesmx3KhiSOClOwsTdtjOFNrk8p+BAMhUvFedkpbBANhlENk4CMxg1rli1ulhKMGudHkof+lgdDuKvbuKuPA+Oc89qhfB4vlWrdpZHIiykODJ/mzmEP+02WmRsNkti5yfaXJZipFMdAxc+hqjTSvQwMIgusZ6OZVqvl61+rEs8tY25dQjKifdd9yqGuxQaTT4PKNTd/01XsPQfya8ooRpZb+Hin7RYJ8zPpKHFAIDD6472oljY2fIaUDCLRQFqP3GTbW3sQzX0VoUSJDv9V1f4qwkHaRYlUjFE9iNTdwZZBwPEEo4KJrHXpwi9sopkl6ex2jXgH8fp777GPUvklOeoePGaFH3Fv6IrSBVhlllbsiEwCp9iCDRxDm0p03/hz4LwYtGKnw/61lqVZM6tsKkT6X+x8zee3HIcJRg5X5AveKGOleBxHeRJa+PNHTLxJfC6FUKy6V0p0lEHbzNoGggml6IGFwJPhrYfbadTZhT4b+QYvZv/ZtyIqqMDSRxrFd5q9uE4l120pDcZXhE+HW2B/CaXqYZQU97IECCUIk0iHMps32WoV4KkQ8FWJ1voBhqIRjAYKBEKMDo0hPaZtd5laudYXiDmaGWc+v7OcY1raXCAej1JtVErE0Yt9UUG1d9+dF2FgnEIiyURgjGjLIpppYltuV7NmXzgGQ7Rmk3qzStA6awwbH08x8tsFXgVUhiEnJAL75ygLiwF2mNfCpACkEcwv+am08qrEjQCJYD+nEPn6P2GgEx/FYWq6jAtlGo4tQbobppKhZw0B36WCnch2BQE+NocWGkV4dXAc7fxWA4MgTiGAct77TkjDx0BLDePVdcqk6thmlB4udSgBz9QMC2g6m0wsI1FAOu3wNhIoWyiIUg2DmceqrP0YNdg9+QlhEjBViMT8Jslxep1JPooWHqdsqqdgO6UQGKT1s12awsEti8xqhkIoe01BVQUJKTkgob17nZjro4c76vc6mgpr86nKVbofAMZeH/xuNv/qHsDpfIHy2n6O/VSe/6SfCTj8S57M38qgK3PNIHWm/i33uR1/3Zd8VvnJCsSyvHfFzN+jp1SmXHFz39pEQv0p4f/ZDojmV3AMWlbUWQwpJNOsiPSivKcRTIbKjcUJpj2ZBIZxxMWKS3qN+TLvdEFRWVfSIQqTfxWkKdq76w1ppp9FlRghF9PbqJJPMkohFWN/KYzv+CxYORtshr9WG7yAeyIy0r1dKX9RwIDPM9eUrrG8vI4Sgv2cQgWjbvH8RRIx1bDcO+AW1SuVbS3JX6xXK1SISSSQUo9a61mgoxkRgnTkT7lYa/FZQNaVdKOtOWBQ+oRyVd08oGWCm1FlNPTYa4ZIi6I+mOatUW63Qga0oXE0evlq6GYoWQ9ETePY+OZzKLPWFv0ZPnMCpLYJQ0SOjCDWIW8/j2TWsrcsExBpBxaO5YQEKc5rJeHaSkyNF3lk8DQjC7iVMp8ePADtETkUIFS06TiB1P06tNatXDMLRALHAQns7LZgl1L+nBLDQroHjeg5quYCsVQiHVQYHQoRDGkkpOS4hBHwiYLPi4ElJPKbTJyAlOaC01YFE7ZEY05+fTIRsglO884a/AL7jwc/vN7n2CVRLTaQUXDjvC2EOPGQy93GQ6oZ/VwKBrkaw3a8uGOUXxS8g6PzLoV5zbxvddRjSvQaZ/kBbX+pXGVvWMrVNn0wANj7yZ55CgdwZi0ifh6oq9A8l0AKSzEkLPSwZeNAiOWpT325lCjcFriWI9rsEYt0z9mBYJ5YMoht+h0z3RQmEOoNkodigWqtSq1eo1Stk0llymWFymeG2SXFPTXcPsUjHkBsLJ4iG4tTqFerNbpv9zdB0lVgyeOgg3Ww4mE2HeNgiZNz5hR8bHCFnW2TrdXLpHLlmk+OGw4PJEL83ojMdAH7JEONgWCeV6R7Wm02XRqNzfSXhW5uSEqblnkHm7nBKQqTsm/9SSZ2LrS59X/80kU8/us2ed4YWHkCLdhvhlEAPTmMdu3QZLTLqJ+S18ins/DWs9U/AtUgGr5EOX0QIl6C2SVDb5spKgs1iCDXahxrto9A4xe0IW6gBAqkz2JVZmvlz2NU5zJ33cRt+PR3bcqnXLFSlga62Kn16ERS1B9NqoJUL3OfWGI9ITuVCTARVslJyTPoJgeuAC1SqDuWyn+x6/E5kkvnFyARAuEXU5hWE++WQyn/3H1RIpIOsL5WorHTuQgjB1CNR1j4KsLmqAgJdu3mq8c3ENzbKaz9qVYdQWP21IJSZ+secfsSf/V+bXev8IaG4oLF9yZ/rClUSG3BRdUk055sHPUdgVhTCGQ/VkKi6pL6rYtUkVsVvm2DSxYgGiFcPl0qoNiqYdhNdN0gnettFqvYQj/j1NjZ31oiFE5SqfmZ8KBCmXC0Cgv6eASq1EvFoEs/zKFVv7RQPhnRyI0kaNYv8RqXLl1ItNQmFdaZzDRKR20s7hMM6E2qZaaUOik3BzZNU6gzHAgh7gZ2Iyu+Mwn8/8wuoyd4B5bJN2bUJhfy2Whd+6OhYa9acB/ZyofvggLP4Zjw3GEYVdcRg2FdIGHJZKXfL7ktFodybo9A4PJl0PzSlgaEWsdyDKxk9OoES7sWtriA9qy0Y6dRXiERpB7sI0Rl0k6GrbFaeBBSurSaAg3Lzt4R08ewKevwoWniI5ubr2GaDppMGd5NGXSeohwlqeSIBh2AgQiiYIdYoM1ApcySjMpEK+4EO++YGW8CSAEcIBgdC9Etf/1fZt42zrKCNeF2WDGPylzNzCbf4hROKpw8i7FUE0D+coLjbZOMTg/iwHz4sFOg/bXHj5RDXLhj0f0fiuN+8YlqH4SslFNP02g72u0W16lIpO8QdSTyh/co75XPGOBOhU6yZ82x9tk1y3B9gpQfbl4yWg7uOEYGp4/699kw7OE0wKwqpCQe7Jtid1bEqgtigS2NHobrhP8pozsVpCKzq4YtP27EoVQt4novj2Kg3OaUM3WgTRLGyS754c30RXxV4a3cdT/qCkDulbVzXo1Y2WwEDJrFkhyAs08HzJL1ZXwjQ8yT9OiRsm6hnEnUOJ4Gcs0tQ+u2TIERuew6tXwd0hp0V2Cdot7La4N5TCe5ZLiMlXGx+cf3EisYxwza+gcvHHqlEJawIaLT6ZcKTdyQUgO8OhHlNwPioRyQsubji5/5IKdnetVgMx5jr7WOndOf7MLQyIW/jUEIBMJInEZkHcMvrSMcftKziJWLhfjTd99/VrVYhNKlQswaRrZWIlhzBKd69U1qoAYK9fkUrz6mhJ06gxI5RrG4RooASPUapmSOsrzDcu0wmlcXeWmOovs1gDAZTaY4mYsQBt7oLjk/VIbrNKZPSF1rcD/OiijZ8q0ivbwY8YxgveALVXgMkqXGH5EqYQr5OYV4nNb7vXZBQXNQQwiUcyGA5d55cfN24LaGUizbx5BcjLgbQbLi3jOq69TX4DVwqOERj2q+8U/5I+B6klMw1LpKa1Ok9ZlO44ctMe55kd6tKIV+nfzTM/sW83VAozmsE4x47MzrlFf/RNYvdDdLYUQmoEQxdoqs6lmNhO52BUFVUEtEUSEmxstuuX7KHZMvhnor14LoOqVgnYqtQ8fW9hBAkY2mcFhGkYj3YjkNpdw3HdtndrpHqiREMhKnWy0hP4roekViIaCKIY3scj8JE1QKvidrIo0QPziTHnG3CLcmKYasfLe5XxFssrTPgeejJARZK620j1/a2yY/GDLa2zS+UUArBECueoKdeJxLuvDLrQoCAXLQXr1Em5RwMZb0VPsibkAlwNCB56UrnmFLC8nqTt7Ip4O71yXS1guZep9E8WGDMrayhxnLsl6jVouPUnCEUDtaSr5iTneNmjoPQcApzRI1FJBxQOgBAdAp6CWxC+jZ1Bggmx9GZo7S7RdWsY6RctLAfCq4IBTe/xnRzh7GUQjQSZrIvSzruO/U37SY1x6Qff3WyXrBIxHU0TUEf9WBZgHer5yzbkV3fJHjBo10a9JmTFlKEOPcXO6Qu9iNdSE86DAWPsDO+hN0QLM+rjNpfjtnti8Ydasp/sScLBBU/aqv5+R50LK6hKLfR5vkVhBCQOW4jPchfMZCeZGezSmG75tdAcQWFOY3UhL86KS1pYAUwV+KUVw53zoV6XFwbVDtJ0Gjiei4CiIXjNMwGO9slHNtlYniKgBGkUi8TDydRFJVCOU8ylqYn0cduOU863l3LXkpJobJDOuH/3pvqjuSxHYtqo4S5T37e0AOkExl0o0p4ZwsqFVTTpuFIUvvKjYaLW+QClbZJaSDWy26jQlN2iFARgkLPOOniKhOpIUalRE8Poakas7vL9PcFWd9s0t8XINsf4MFWsqMHfPQ5sqMPQ8Oss1UpU4s6XYQC0C8lYSEoCBg6ZNZ8GOaBWQlPT7mYV1UQkjFgDsHZhs569PN4ZXwYagXd3cBtdCsSOPVVpNtEtYqoRmcFY8QPFsk7DPbOdUSLiGKBG4Bks7CftBT0+DHs6g2M+FEEDrHgPAbrVAoFEr0KwlqgbJVJpUO46iYoCZKROinXJb58nemkwrHefpRQnHig4ytYF7CtCBKeZHTYY60qGZIQH3UJT7s01zS4zVCijXzzCGU/Pml1y97jFlP5ADszNXa24PFJldHwMdZO+CoMczMGfYkCQT1F0z4ozvpNwm0JJZH64lYn4GsVNYPe5yeUhIam/RqxyU2QUpLfqFDI+3kC0pPsrNdJzURwTIFZ9Vj8uEE4LHHrBtvrFQJBrUtIz98RIhkXt1KiWfWwbJNYOI6uGTTMxgFzYSrew1Cun1rNpljZaZPIbsknlJvRk+wjFethp7hFT9JfLQgBsViQnd2WqKeukE0FGazXMZP9pBSN5OYa4ao/0MVc33CU2pc2Uqk4JBMuoZDKQCzDVHqYzzav03Q6Kq2LpQ3OGsOcKawyFetlXihMAWOehyeBvgCbW002t0zuPZXgoS1/X0+CLiSuFJz/JYnlMEhgpbyFua9t1dQAbmkTPBc1PYRbWG3Pzm4IWAS+9ZTGiO23xYSE5c0mb8fjnG/oEL3bmLE7w22s4TbWUM0CiuErEujRybagY8RYom7luJWhztndk5b5/9l7ryC5rjTP73euy7xpy3vv4AECJAjQgCTommSze8xuxMxqdqRZxUzIhCL0oFAoFLt6kLR6kPSiCM1EzPSONmZ2d1bSmtmeHrqmAZsEQQdHmIKpKpT3Nr275ujhZmVWVmWBRTYbDU7oi8iorMx7M8+9ec75f/b/3Ue7FGDUeFXk0i1QiN9FDxsUYjfICLPUWsB1JY69gc4tcBw0f5BjHY0clTH8UuIP1BAs5LATqywKQaqQZUptIEKcx7syPF2jEb8j6Oux0arsXMaQ81C7uwCU3FjRQpH89YjhkbgIwdAZgzfPJ72e8kSYzt3Zdqb8tXLa7VW+F0H5+IZFbb3+dyIoX02kpAQmQggaWkJIYHEqyeqcQiDsIxnL4jd10tmkV3G85GVXRWpNzDqHUKu3aE0tTHxDYug+IsEagmaIsXsTSLWA47glq3M9vko0VEs0EiCTSVAfbSq12G2sbdo2PslqbInG2haklCiKympsiYYaz0rZ7Glh2w751TSP+xza8xYBPY6az9LkS9La4icOTGQcHEcSiWgkEjapbQV+tmszFVugMVhDc8irbRnfmOOmaGA9ZXNbbWPFMBBCYK1N078+Rzeef72mxc9HiznmF8oBTEXAiYDHo2UUe7HmpeDyNwAX0x9EBGtZTi0TSGcJBcvLZnkLkMwIz7dvOuVrkltYkscETAMHDzj097ik39JASiYWc/zJtEVu8LtV4LaKk53FKVJGSSuFUXccRQsS0OfRlTSuLF9TIt/H9typiM8rmFzZwcnmYsXvoEe9NOBiaIn15TSO7Va4xzZW0vj8eTrMNF1rLsFciNY6FUPVuLK0SnfGJlxfj5uJMby0wUzOZbytk2HtNN2xMXra7zAjbKypYg3VFi+psd9B76sMyFtTCkbPw2WlKIXJ0vOpexrLwwaNB7050tgaBgErwzri8Bj9+y3u3dlULiT574Hb64ECSjbjkMt886yLh5ld87sWoVDsF+KSiOVQVYGueySRmxQr9c0h1pZTJVAxwj70gLdZxicgG5fUhINEQ7XEkxusryWwbYtc1iKbKhAOLlGwsxSsHDk7RiZToD7aXLJgaopxk+V1L91TIr36D1nu0JhIl3vNs4bXsdGRZNfStNRJ/AGVw9YSnQL89T7q8VI/wyGHvAs9pkrGVJnK6awD+bxDJmOzjGfSn2o/RJ3ppSpf1oNMJHw4UmFab2QNAwE4PhVbzHO4sZfMyjjH632MKYK5+Z3NulThdV4ESDpyV0DJZ23i65mKRk+u45ANh5gzAtQ4c4TI7Divt6aNhdQaViGHbwtVihtfQm3s4fbaNLPS5cghh55iJtIdIfjXd3Nc37C4lRPszQn1y4udmaa20cTwB1GVArq6UPG+ImwkgnhuiM1QeNCYAWQFMSl4ANLQEmRlaQxf7TGPRNF/gORiJcvuphh+jSa/ygE7Q5/mUlNQGQ+oLGYc1laXSAEBwyGvK/gkDLjLfKns42cLjfxufJyOfQWyIxpWtvz7GQcd9O5KMNF7XawJBR4goNgLCu6Wqad3uDv6rTj+/YCKkrsFQGxcKwKKoLbRpOmIxfJNjcbDBTLpB17V8UvLAwWUQsGlUPhmZltNrUYoov2ds04GzUeQwCef3qr6vqIqJRZWzXRpPKCSXPB6xMfGdeqbgmQCOrqhUkgqTF10ScVz5IuFgcu+JIa2QCafIZ3KlIpJU4k88UQMn6mTzCRIZrzMEcdxQAia69pYXl9AIkmmK6lfNlOIq/2vKCqdtU3U1KzS2eEnoioMSq+KeVOCwAGfioNXXY6p0Wx6QDOasclscWve25jDp/mYTyxzR21hK3FLukikORqopU0IRD7FvBA4SOrrjKqAslexLYdMslABKHkrx1pshaTho0OHjm3ndElJT7COSCZeNYYicykWgKOHHQaes0j91ODd2Qx/edvhs0VvM2nueLCETX59BdOIV30vYHgA4wEK1Pg94sPm+nZgjuW5craRlJDLSXy1x8itfgZApkrr3zpVciwg0dU89RkbW0hsVWAGVDaPns84qLEN6up8xPIuyzXtdKkp/qF1numEzp0NB7+lohY8EBGat5do7XIHw7CbEuj9D7YyXpgSd1FFFhNCtBYPUKxJBWkL9F4HaXSA0LGG77L0lUHzsUrKoNyG4nXG/MqHIvIMHS4wPmwgUDB99WTyD7aR3DeVh97lFQj+3ag/2SpCCPqjp7l45SbxGZXFmRhCQFN7hKW5BEuz8dIGo/ld6gZs8glBTY9NqlhZrxsa0botboplh7XFcswhwTfbVE1/0OvdDSTScUDSUt/O4trcfa+jua4NRRHU1gZRUwUe7zNpCmnsl1BvBFDrytuvm40TjFdmIUWKj0BAY1R4dCYAq5kYw8v3iOdTJIwoUtlZp5LOFJieyTArJ1kdOMyJwgSPNA/SHrvJ27M7r7/gwkcpgfUtXNF5K0feylEIFnasmnoJyto09YXqtQLDqVUONQ/S1XGbv/6rAtnrLiNxh89WXDad/tG66nU4muvSl0wyEn3wDIG15jAg8GvLCAGZXIqF6Z0glIznCXZ6FPn59YtVPyukwn4/BAIwWK9hSo11n8JYwqJJwkBUJ5vzAKBDShRTZWF1gwUry+kGhSGfBzxy0ZujWqu72aqkqjgrAlwFmh4cqKg1EluXJUABKEwoOMsKuAK9pzyWn0wZ3LmQpu7IKQ52XgUkC1NxoAYpJSOfpWg7odPcbnPvhmRjzSbaFfn/AeWXlfVVi/q/Y2zDUsLs7ArXh0eYn4yRTuZp66khGPYo2lcWkmzmUCka+GsdEmMRQkqE7Prajs9LxXMkN7KEa/xIV5JK5HccA9DQEiK+vnOjba5rI3xgDaFKYIXWXDsLK7MlSoydImhtaEcIQSgQob4uQDbrkXlGCjq6lNQBaDpqpHHLhbu48Z1prQBRvKpzu7YdxR9mZH2Ktaz3/XW1AcyZCtR9AAAgAElEQVRivUTnwjDXtE4c4QFrPG4hpMu8WscJJmgNNVAX0bndJZicLrumLAnvJgQz1jebR0EzVCz29IB2WhN0KGka3XIsYVzATDbOgGRHEu4tAUuAnVrjy7/J8+9Wazgc30AAr0Qk7yS8+7mbuEKw6v/1EJibeuXmlUzHScXLoNnaVcPCdAxcm9zyJ1Wp5HWfSm+Dn0PpJAFT5VCryTG/igakACvcQBKoKWxAi5+YqhAH+k2VXpljxIHP1wq0Nfo4oitoeDT0ohhuyl1V8R11EDvKCQTOzqXyQMWaUHFT5dTmwqiK8phALVzlsiVIxHPYU20cfPoqAMl4jlYA6T3fLJGVEtJpi3RuofoXPURyX0BZXszT1PLrbeaSy7nfefryr1tWlvJ8evESqWyyCCa1xNczBIIG8fUsruMyO76Opqu09kRYvmFQyDnMjcWZnfKKDs2gQX1ziFQiRy5j0dgWQTfUImDsBJSGlhCFfLmjY1NdK5qqI7rHMYNLiHCy5IMOBfoASGer06q0N3YSMEOeVdUYRCiS+el5nnj2NObyNQ63t+JvHAXLRW7JcFYCNSjRFtx4dSLHCCDSG2ihenxNA1iuza3lCQZiIxxq2Y9fMxh14/jyeb70DVDXGKG3J4iQLltL764pgkhEp7c7yNhkmrfjAheY+4ZgApAv5InLDcLBGnTNYDqdZAiLxi3x87gQDLiyKp9X73Gbi2/k+eO1DE8Im6f3CeJFT2GPAT+MSkASXFtDCrhWV0n77grB+n2IIR+0tPfWMjfhXUB8fROwJU62bMmqmkJ9c4jluQQR6XLGZ9FV6yeTdag1VcISxpMWKUtyfCDIuICbY0t0aQJ/RGVdCCSS/QGNU0BcFfhV4YHJURutTSJUyF1RsRcFviPVRioxDjjkb6sY+x0Kd1R8BzzAkzYURlSEDsbgd2vB6N0uhTGBzAncRKUfzo0p6OkrCNaY+6IWf+NzHO3x7uXcF34gyezEOu3dtUgXZr7wcbNmMwbkYjk7Y3cPm9wXUCLRh96A+d7J9Wur3JsaZyPuOXc6+uowg14GmwSy6QKKKojWmawupihkXRamUrR0RMlkPdJHf8Cj9V9fThGpNSnkbOyCg205JGM7LZCGlhDRugCW5RCp9Ti+AoNL6AEBAQuhbKN+7xvxclvx+s9vytzyFO1NXazHV4ml1jl+6BCqCnfujfHc4x08pXzAiKJSYzRB3sTN5LFmb6CYUbSGLoTuQ6vrQIYbcBLLuNv6fABeG13HoiZYC4CmTBPMxulyCwSlyjjQ4CY5lR/Ft6ITDKkIVJ7Ie0y7X84P0y1hVQjedkPciWdY+BZAsim2Y2H6Apg+k3whR8AfYjbQTIMzX2GlRNi5mPwnbILNknTG5s664HQ92HOe1dXXG2R8Ik1XEYX62zVcobAW7KTp7tXSZziazkbPPhrGbpZeS2n6L+UCa2wL7wiu70WEEAS2pDRnUlvqhBQvDrQ8n6CpPYK9luLHUZdWU+EfNGkYuoIVcokUlUNhqtzLW6xMz9Ffa6DnHT7UWnlSkRx3vHtk4unokS21P2qtLFkjeo+L1g25yyr+k05FHEVKQfLfG/gOOiDBjQnywyooHh2LG1dASAqo3ymoKGEJmtfRUe+3saZV2DL/hL3Gewbc+TKOEm2h7th5Zj/zkVn1Bp9JFpid3KC9p470skoipnDs8QLaze8ulfxXKfedVX7ze16W/pDJ9eQn3LwryOWLnD3FBbpZ1NjRV0tnfx2u69WlgKft1RaD8z5Tp7O/rtip0SKXzKPpKpFaEyk9jbEak7Ph11A1hdbjNrEJnbpBC60+V8VN4Emz3E/0qMpQ/xAFZ4WlhTwSaG2JENuwyOWzdDT3sBHL4Dg26WyOzsZ9zH1+mWPNB0nlC0xMz7DPsZGFLE4+AwK0eg9UvIcfW0rcZNmtotZ34abLgX5raQzX8u7VVwsjPNZ2gGOuxHUlX8kkzpZMnwbXs6bWM3Hs4suzlsKCJVCR/LhGknfhrYSCKSSvRCUJBz5IVmqRZlCnvqWysDCbT5PNBakJe73Wc6rO9KKD6bMJhbwldFd4ibYHt7i9lNpysPhHUclQnwci4DXUGugLMTbujTsU0pHAC8wwW9jSvdOyiEyOYmx5LWxZSGB0C6ik4jk2Vvamwfr8OmqVvjL3Eym91tTbRQjo7q3lxMYahpWkEHYIyhQd+wwaNINaBdp8xYm2heZC1xQCtQaWdMHK01HvY3JjA0MIau9T15m7quE/aaP4Qa3z0Eko1elWtFbv/cItFeOwA673vDCqYuy3KdzRcHd2pv6lxehzKIwI7AUVtuQnGAdsUOHtz/24wScAwcw1ywvEb5FsulAEbo9hvabexfJ/P/bih94EaWg2vtd0K4vz+VK67c3LGZoezzN93k/FChCe1iiEwAwaSClpbo8iFE/z22QK3twEYusZzC3svZvtU6tJQ0sIM2jQdKRApMMmPq3ii7gou5xyNPQ0PjPKkl0gmYwzOx/fyb8mwPSbRCM+rt0e5/SBIY5Oz/J+5AQnNBXHdeht7EMD3GwCZ2UCWcjhpNZw1mZQIk1otW1ojd2MC5gvgsp+w6Qh3ABq8Xpr2xC5BFg5EoU0rpTUdRzCmrmB2OavHxlLsnjo8XKrbwndLYJjMwteaqsGm6w/eQnnU4ItbVfwmRrN7VEUVZS095AZpjbqFXimM0nIQSTkxVOWmnrpsKcI4QFCuugvdLe3Lj5oMzAYojCcIhjQEMJrpgUQCFT+CAKoddPMbn1NymKTKTAMhe6ugMd8PJ+hplBgw2cwFoliBg3CNX4c20EIUTVWBtDUFsFvfvNlv5o+SS7zRun/zoE65sbW+O0aiT8bJ6wBtoXmFxzs8PG4UdS4gTsC9kvYAEYFNErP8tB1hbX1PGsSDtUa5OpcasXmnSjLbQFdEuqO2xRuq+S+0DBP24iiJ1CtlWQuqJhPlK0UIbzXQeAmvXiGVxcocONgS8UDlbsq+bsqvn3f3kqxphScuILR66CEJUoQUEDvcChMqiUKOGtKBQE3fxZA6F5fmey6UnQ1b5k3EqbH1ugaqGPmUx/ihTxhs4Nkdnbnlz9k8kABJRTWcGxJKrn3H8/QxfeSEHJpPs8XX10jl7V5/JFjfHntOrm0gi8q6X42x9RHXqC165kc0x+b+LfQywshdu3J4fNraHoQRRX4A54ZnNjIlgrJtotuaKiqwvqYRmxSw0rvfi+Phs4QVmtYXMrz+dWrSAmWVflbdbX00d3ax7FHGvjq6jLjdxd59tgBRkc+o1X3k67vZnR9mkdairxOhh8lEEUoGkuZGCOFNGzMsj45w+p6nhG/j1RjJx1rKwxP3KC7I8zp3iFqzQifdzbxYVpwYP0WQenFhRRfEL3zKE8guTB7o8RFls06XF8ux2a6W/vxCZdG3at/+7yhEdtxYW0DF0FMKLT31bLZzV5RBLpRuRwy+TT+nImiqKUU6ejCJP76NrJ1TdzQe9EKE9S7u1P4KwHJS2ddpB1m7F4KKcE0VYTwSDYlsHjkFEflHUZGk7iKwuLBk7TcuoiqCrq7AszMZGhvD7C4lCVgavh9KoGARjptM7WQoT7v3RsHF6l527FdW73+QneSKOspVvsPE52b4Jbpo661D03VmF2ewt2lJ7flhukerOfU6gr/dkPhuXSMQq2kTgNsG1UV9PeF8APHDYWrlktiMceZzgCLeBt8vwQzYXEx69DW7M1/25bYUuIHDmlKiQDSOOig1nvXMPJWgS+WXAb0AI854M8JpPSuM3NBBUfgO2bfJ7dBVMTyQOAmwEbBd/R+5+1N1BYXtdEtARyAMeQBnpgqQ4XMCN47apNJKjQGq2fDbUouYzE9uk6vXsfVz0yeDj88cbT7yQMFFFUVKN8gW6ux2UD9HlKufHV1hZGJMVLpNF0tfXx+9Ssy2bLGaBR5uXvO5koFiZui6JL2x/PMXPAWnB5waTxkMX/RRzZTYHE6TiBkEIr4yaQLNLaGcWwXM+j18VhfTpPY8L6roTVM75OCUHOltqqbld/ZnDiJInWSST8p8kzPxKiPtNLWGgUB8/PlbC8hBIbuY2PdYmphkhMnjjKzmiPcfoz/yM3juA4Zq5wJJBQNUdT460P1PGp6W/h4YJ6VFp3QcoZXNFjXNMbSWVL3ckzMJOjtCnN5dT+Llg+j8wQb62k+W4e2Fj9/4PN6kDzdeYzz0195AdyhMB8kc2zuDlPzo5xeXsYFvmhsIqtpSE3Ss6+heB3sAJDt4rou6/FVOrIZDgSiJJs7CM/cw7G9qpis4sPewoF72JUVWV7ZTzWUgKThlMUrAt55N8CtO0nujCTZP+R1oRfA02ISJOTyLhKX+ns3S2MMBTX6+0PomoLp9ywbRRGYfhXDUAgXXW6xuMXi0pa05V0urbPVYHW9QErTCboOnY2dSH8QIQRdzb1ML47vIAwFaAp+zpm1dUwVfrfWJWS7oHlj3DfoXUvIUHisyGfW50j+OmkhZzIcrDf4LGax3m5SCOlEAxq1gF9K7DqD+uJ03LplWvcUrCnv3j4fUPkPpPlqOM2IEAz0hXjiM42ap2zclMA8baNEvinXn8DNgbKTG/Mbi1Jlr7emVGRWsIWODt8Rmw++8uO4sJE9RGPwoke1IiWTd1d3fEY+byMdleSVfuInv9s2xL8qeaClmMmEvafWv5uiad8/6+SNdy5y486tEpgsrM6WwKTnee/vxAd+el/IYYQ8NavnbBahSrqfzeJasHDZwLYcZu6teWyjXwrmJzeQrsQqOCQ2sizOxHDssjapqgqGTyt1ZgQ8VlYTjJCklUOE/CGMkNwRO9HcALobZGYmTsFyaWoMYeg+AqafgN+PoftKDyklk/P3AIXffP0xnj3bzZHjjdR31xLQ75/eqqsaQcMkaJjsb+zmHzS388MWH321On1tJpFnHqflaDftnQauWiB4/TJaOkVNZ5TajiY2UBheTPI/LxXIupKgYfJs9wkE4POpPLW8XOLMKlgFLkbCCODYxjqq6/LUyjLPpJP0dQ2gGxqmbXOsSho2eO6unrYBulr7MHoOUWjpwtB9pLoGydSXiTFnZjOki/QxIwI+F17zLfMJGxyQWUHhjkbdKYsf/9NTHDoYpb/XA4bbd73EjFDR+tq3L8rC0SfQ82UFQAiBz/BqsQyjcrmqisDnU/H51D1z3em6Qm93kGfEBGE3R9voTRZn7jIxN+pZKNKlq6WPnrYBeto81uEnl5eYGZnir5c9oKnZAlZCePc+aCiclOBYLv9qIsWSX+X1zgBpy6XGVAmENEbmsjiqQC+m/+oSulVBTxUlU+YFMu09wqqCKgSWJWloNzmqgJYRZM5rmE/uBJP0Oa04DSS+49aOzy5JwaO8/1WI0edgHCynNwP8k0t+rv4swFL8NLYbZOLuClJKJu6sYhUqLUMhoHuomdXMKVrqGnDlfa7jIZIHaqG4rtxzCnBTi/G9oVwJmx2kc8v87O0LrKzGS9c4tzzF2K1FnnvuNOrhm6h+L8hmZwVa0UoQAvSgpPf5LEIFx5bcu+JpK47tcm94BaTEcSWZdAEzaNDa5QVjxbaCz/XlFLG1DPXNIaJ1Ji3HbILN3kRVpUE1/aElcQpFerO+ucnbgDXNW2Rzc3EQ0N4WZW6LldLV0ssjhw7w8tFrxP6fLO9016JanmUyvDLBY20Hv/ae6aqGDgSKcaIjLX3sUxRuFlborNvHVGyB33m0nVvxOY7NBzBVk3/eHCaJAAF/rsCB8QsorlNyKZwYDCJGlvikqRmEIKeqKAIeGwhwmCzTqy59nRq+4Uv0ODYCkP4ArY2dLKzMVIxPKAq6Vs6s2fwOV/Pu1eHCFK1OjNlCgokpCyGgryeEaapcQvKsX2I+Y4MBsiAQPgjU+vD/1n+J/bd/ClJibamw9IADzspR1P0RHEdydzTJ8O04hq4wOBAuHZvO2Kyu5unu8ph5Y/EC8wtfX8ja2REgGPRYJ3RsBC6aZXN8aR4JfNHQSFfHEIZmlBS53vZB/AvzWJZg+5YmBAwNhBm+HcdUBacGwnwpBElbYgsIagpLWYe3ZrOE6wxsRxKPF0hlHNpb/LTj4f9eNqG+3iANEh5XoOVpB8VfXD++bWDygYbMQeYDDQm894nOS0/vpsRWWhDfpQgDCjdVPv5I5+RxG78fLr9tMrPwJLZrkp75GdKxGb+9UtVVDeDzKexrS6GpkarvP4zyawnKR2q8WEo6tXssRVG+P9ZJKjvPGz//kpXVOB3NvWiqztTCGI7r0DlQj370NsKQpYnf93K2YhEI4RUwjr9voqjQ0VfL3PgGXQN1LEzH6RxoqDh2e4ZOtD4ASNaX09Q2BBgc7MWyC2i+5VLwfSV4HSl23u+l+RxYLu1tETq7TRbm8szMxuhojzI7F+fUE80szHqJBRNzowx2D/F//PcBhDLMm+dD/LCwwW+NryEkWFJiuTaGuneSw8H6LpzVSdzVKTTgkaZ+SKwQzaZQ86Ocdl20iWv4uo/xR7oXc/iJEqBz/ALXux5j3/iFEkxqmsDnupxZriyeNHQFXXpuMVUVDA1G+FT00jJ8kQICdVuGQtAM01TbUvHagLWAjcqk7hFn6tLBLy0U6eI4kt7uIH6/NxJLCD76VEcIeP6MhWFA7oqGdhYwg7z8vMW7H6gcOlC5UQjAjw26ghCbhJuSnKrziW8/T+c9BtqAqdLRHiCZtNiIW4SDGu4ulFWtLX6yWYdY3PJczluUkE1LaVP0sVXkevXum39QL/mLNcFfrgn+oEFycH+E23cTGIbCvsEwjiP5f8eS/GZ/GLs/xHrB5fJkChdYTVispyy6gxqPhTRuh4pJF9WHXFUeK6bVR560UaNyV/dW4Gmb9PsaMg+BF22y53R+fk7nB89X1/Bl3rNSfIe/23qU/LDKx+8ZDGwIjKLe4OQFjmsAAllk6twNTDZF1x4ucsuvkwcGKMmEXWqWpRRZEXaTphYD3fh+gAnAteR5QpEmgkYzs0uT2LZV8kMPvpKvABMA1YCxtz2qDaFA74tZxt8zcW2BEGD4NLr3NaAogq7B+q9N8ayN1KEqKuvLEyiKYCO5ipQed9am7A8fZyY3SmpLO9OWxGmWbQfHlczOJZhfSCBdaGuLML+QoKM9ytJCWYXrbe/n//zHJgFTYNkOpjGA4CL+YrpUtSXrpjdwkivoLdWpDzVFRW3owXZslEANbnIVJdqEcCy0+i58/hDW9HUKU1+hAEbPCQ5MXuFM+yEU4fIR5ZYYQggOHYxw81aCuRPP0H71PDMnnmVJkbyUu15yC4VUm+e5R6E/xOxchpeTw1xaz3G9WFQY3FihPpVmo3d/aZzjWjPRqMnJ3Ay5W2MEggKiOt1dQSQSdZsCdPNWEqsgKRTCjN5Lsm8wjPr+59j2Jc5JbyvVtN1/V1X1rgXAsiQTw1cIHaznQEMvF+dvoaoeNf/GRoFYrLqa3dLsp1BwCYU0j+J/+73f9v1HB0PcvpvAccqAcXB/hOHbFqYC/2m95J+vKXzc3Iwy4iVAqMAziiDrSv6vvMtP7yV5rSvIX91LlkAuGFDp6QnSBHS1SnwNLuvDlXAyLmAWjy2hEso92VRRFH13MAHPYgm+XLRINHjlBYvM+7tsc7rEd8CmMLr7NmivCqxxFa3Z9Zp6bZPCuIKzqmAMOag15ZssbUGhICjSjfEPfxrm3vpTSFTSM/+B+zZy2SKqqnL4wBEkDvHMxJ7O+XXKA4uhhMJqqVAytmGTSuyuEawsFZidymFVqal4GMXBZnZ5iom5UQpWHle69L6QZeDVDJq/+gLoeylL74tZnAKMv2fSc7bSb66qSunv10k8tcF6Yo36phCOI9lYTbM8FycZKwdp76YvV4DJI6FniEVv4gjPf9/WGuHkqWZOPdmMqiq8+tIZVFVBunDs8DGEEPz4tecImEXiO9XllZPXKsYR1P082VFZtiylxE2sYC2O7Tp+oahFM01FaxlECdahdxxCBKIItZi25DronUdB1TljW5iKSrWIjVrUwB1N5+OmZtqufkLT1QuV3wfouARMlcH+EFETBru3RGelRGzLduq3Fzm99DnNsRlU10YU/ZqqKtCKv9WmjIwmyeVcBgdC3LqTJJORXLuR4MqlNdxCDtsWgKdxx156tfo9Ed7naqqC36ewv88kVchyeeEO62H48Hgtdw+eZbX/0K5u5KXlHH6/Sl2tsaeAtaoKDuyLcPhgFE0THDoQraA82tTx7txawXU9d9WNOwm+FGXNdC3v8n+PJdF1hf6+EAFTpanJz+xsFkURKAp0d7oc2u8wg9dsDKBHQhNeivHWctefTqVZyJRdVplPtApG3/QHGql3vMdmLoHQiw8Bug7Rl3dxeVmQv1kdTJwNQfYLDWvMyyKrkqcAeMWV/kdtlGj1H+ELAb/zswhXFp7Gdv00hy6Au/f+8BKHRHaqxLP3sMsDG6UQgkiNtqfqeym9x8Jcvmqh3sMiN1Of8WnsDe58lCefkMjirOt9PotmShSt7N8de9ssLfyxt02ECuPvmnjmr+fyqiZGyKXzqb1MQMn6SpqNlbS3iUtZqn8BcIsa0Yknczz7aobaM+/yPzau8yenL/P803X09AdoqhmiqWY/xw4fQ9NUjh0+xrHDx1AUhR+9+iy/+VS5gtt2Fd6/cqxiBELsdB8pwVq0liG2r0h7bYb86Gc4G/OVn6F4KbWbfwH0rkdA9yEUlcLEZVTXpjB+Eek6vNj7OGJb3ueRQ16MyRaCT5oaObKveqWcEKLkWlW27LjZuibWe73+Hr3WEq9lLjNkzbOykOLGzQ0CAZWa6O5uvYH+EEcORTEMBdeFg/sjHDoQ9X7/LfuOAKIf/HzL/4IXek8CnuX2bPeJinECuNJFpkPY00M0kOK4NVV1DC3Nfg4fjJLLOcRiFl0dASLh3dfe7bsJLMtFVQWqKorKjODmrUo+tz9scMttC/BcclfuJPhSV0qZa4qu0NUZYGEhS39fiHBIo6szwCrw/qLCjVsqvh6Xvn0OmzwMSvF+uEIwLMrNjzu7g5jFSvmLAn7hCtZ/oZX25Lr/JkvwBxbnheDN93RcCf7HrdKNFgLEbpdtgP8x20sd3iZKjUTvc0DeH4mFAkKtnmF2Unp0PLdvrmJZnhIxcXuhYl3uJlLC2M1F7k2PMDf94ClXaoL9iG8BDw80hiKKPbj3LA8ph9et4XVu3hklnUsjpY/Opl6WtHkKxd7tQt1plfT/oKxWDbziPZeuACEZeDULAvpezjD5oUn3MzkmPiizz3qkjV8vUkoaWkJYeYfEehaq6PCKAq9eV4lmQJFextfvPZfgX3/SwEZ6jLrQEC37fszy6Jusp+5QFxoqAoVC7s8KnDv+BK89fpl3Pz3Oc3e+xP8HKrm/2N3aFEKghBtQwuU4kL0xh7PmpUFKJNbSPYaTq9QnV2laGEFvP4i9MYtW341ihostaAWFictsTgqj9zEQCufGv6zoZOeBQ+kfujsP8I7r0HX1Yw4f3BtdiRSC4NoSdRO3qK33obb6WVzKsbySp63VX9T4d5/IW+MUB/dHvE1tl+PFls1ZIjk3ccm7R67Dx1NXq55T56Z4Ye1LBBAvKgp1tQbtbd6cWVrOsbiUQy3GHeS2MVWTfUPhqkvz0IEoN4Y9UBHCYxX5o4bK+Wjbkq+Gy8BTKLiMjqUw/WWm8HokwbjFm7MZpucMFMXH4QMOwvVIE8FzdzlIFr1cWgCOU94yHpWexv+ZFDx5TsOHx8slNIkDuK7gzZ/rvC7k3raZAuQuaggT/Mc8UHESgsItbzxqncR/qujI3cMH5m+raO0u9rSCzMAlIfjTmInd8gJIH+npv0a6e8/W8pTCXw+XYSx97+sPqiLfDzvqIZGgr4XxUZubt0dJZZK0n8rhj7rMLE2WwKTn+Sxqlbx0oZS1mE3rdfCHmYr3VMNLIZ44V65B6X5u7+ZxfbPn8oqtZTh8ZB9nB1+lXm8tvf/ETfj7F1Rq06BKgUBgTZwm/+eC37q9zj86G0NVJcujbwKSutAQ66m7gOTHT36BdMBxFd74/CSuFIicJPeX1cHEzSYozA571ycEbnKV/MgF7OVxtq+QEQELSG4iOSckS3PDyEwca+Y6bm5r0WD5vML4lxRGP+WMY3PW9Uza51wPWt40HwVgoPMAQii4iK/VCk1/gLbGzorvSjW2EesaYGk5hxBw9HCUhnrfN0oWURTB8O0E127EOHQgWlWT/UH/6dJzIcpWym4tXwWgIEkmCsRiFp0dgdJ3bU1m2Tx7ZjZDLO7Nz/GJ1I4umQCKqJ4EoyiCo4fLQCyE16xs+zEH9kUqflafT2FwIERESs66khMNLi1nBZ3tAdbWC/zNm0l+8hcOP7+nck54nSwFMDuboW0jz6b6oQBXhNfWYHOzOi3hEoJzCOLvaqTe0nntBQshJK+9ZIEUpN7S97ARC4RBhYWihCX+UzbGkIOzJsh9oZH7QivVxNxXJBSGVdyk4KMLOn88a3J5eA3bhszsT5HfwNW1Ka4rmZ17+Ds1bsoDBZR4zCoF5r+PMj07ze2xm0QOrTL4egaz3qXz6Ty+qEv3s1kGX8+gB+4fNNwU4VnAFeLaRTeYFGh+l57ncxRSgqVrvj25vdaWUmyspPnRbzzG7/3+Y6iKzif/MsUb/0sC8ScxXujJ0vKUVSrmsiZOge0D6Rm3uZ/YvHDps1L8QAhBXWgfL125gBCbLgTJD09vqfLdZdEKfxi9fWv6sHegE1vAWS27aZyVSfpji7zUNEBLuAGE4CsB5wT8ZCLF3MgV8iMXwMrx5yMJ3nUk54rvO8VbKICzEn4h4PqNGCMztxHA65nLdFw8h1RUZh977r73rt5NcSrvxXkCa0vUjd8itDyHfeVmqWBQ7LLpfp0cOhDh6OEoilJpqUgg9sqPKlx2rnT5YOIiuqJxtucxfKpRcn1tl81bv3n2ymqeaze8zaexoazVdMURGosAACAASURBVHaYRCN66Zx74ynSma9fh9dvel06v+6aXVdy645XU5N04N+nVLq7goze85QBrd7FPOmUfyw8nWJ5Jc9XN+JcuxlnebXMkD0sBDvL/CpFAsO3E3zogv8lu1Rb9ea7On/7jk7wVe/6Um/tHpD3n7bwHbd3ZFy6cYG9rKAPbplhVeZ5YVzBXvFOzt9RceMC45DDJ9c1Ll5Oc+f6ElbB8cDE+XZN3xRF0N5eaVmrikE00L3LGZViGg34dY9oNehrwdDK6ecRsxPtfk1lvoU8MJdXIm4T3/h+gknA18Tqcpovr1xHdM0RbHEqJmHXmc0Np/I8Kb++enfwh+WJpmheSvHURya9L5YBJB8XzFzwUTmrt2xMRVWsvjnEK68d58jBbi58fpuPzt0iGcvxWsTlv/s9HwM/kCghWRrbjs8BPjj2BLLoclhLeQy+gf9KJfvHTuloVXF55cmrvCtPcfb6F1Wva/smpIQb0aSLvbTTlBaAvTSGu2Xdnuo4TNQ/RaSxjy+XRkkVMuS23IEbtxJcq5a6BDy/MA8L89zA05h6Ln3A4UM1990cRTHAsXkvqx21l80V4OyZAp9f0skWySu9UyrPk8VXfnd0lXfufVbxniZUnuk+zgcTHnB/NHWl6lgA4gmLeMKirnYrG6333vxClo42k9qa8nt9PUHujad2fE4F0BVf24xFbYLUXiSkwG8HHaan0wwNhkkAl9YVjr8lCAGHpFXRamBTxoSX3dXZEeDzmQxxoCGiV9w1CdwZSRLvDXFWE8gDEa7eSgARfvyqVXHgP/3fM/yT/zZA8FWbn72toyjw+g+2HGNB/oqG/9HKPclJCAq3PXRyN8rxQGdRwVJA6yq7KPXe8nNjCxfYJ0fgL94VJJzvJlN1e4zQcQvEM9VjZ1vFNOoxDS9zMeDz0t0tJ03I346hbcYVd46xNtiP2BJ4Wk+NbPFW3F/uCyh7XUB7kXBERUr5rUCl2qR/UGIaDaytZrg7NkVoMAm1zg6Q2G1Y994x6XspW9KedhwnYfQtswJUVAO6n8ky+oaJHpD0PJ8r8X2Z9Q4dT+RJL6nMXyxroLHVDCsLSYaGehF2lL/6F59z86a3cf8g4vI//E8q+x7dFhSfehzsSu3k3LHTNO7/DZZG3+TFK+cRwHsnngI80FAE/PD0Rd74/CSvn/6S105dInt9T7fRi21EmjEizTgb8zirkxXv3xZwcSZDLO4t+us3vcysj5ll32AYn0/hD4ciRPpOUpi8yh0kQwc9rf/6cLzCvSGgwk3jup7loqqCQwcilfOoeGINMBjPM3ojhvRJjmyrJVtc8txejQ1f7/L68HxlwP6VFy3e+1DH2bLB3Nj3Ikfuvr8DTCRgSacEJrtJKmUzOZWu+t7S8mbmnkldncHMbIZIWKemxtgBHHdHk/R2B0tV+EJ4gfitdS1/uiL4zxokx45EuX5zt6ZrFM/3/ubybunYUFBD9AZ5tMnF3+tQwX5ZlIXFHJ8qolQzcyOqU4vXQvqEhEsCDkjYPxTm8t0EP/hDP+KLMlC++a4OCF7/QYHM2xocifK378CPXrH40StV4hY6+E7YO5Q+Jez1UbEXFNRGF6uUUiyw5xXs+bJTR+9zUZvKMY7CbRUnrjD5tokSfB6hf4S0yu2Sf1lRhEYk0EUsPb6n47OFNUAh4Cv32An52/ZwZqUlvhlH3YvcF1BmJnN09VZvTfpNJZlwvhWYzM96i6O9y//AWYdNo57Yep67o1OkoqOIur21gNucYP3F4PvYW2Yp8L71/dG3TIZez+I6MPaW54dSDY+CxTtYUkgKpj/e8hskI8iJFmCGrdpF/0A3tU1B3nrnQzZWvdhMa2eUP/hNl8H+LEJ4LAX5GyoyI9C6v8SePAV2+bNfP3URjItk/62nbb13/Cl+48kvygOWkP8Tixf4jOylPd/GkmxOSq2uHaRbCsyDR/vudgZYLoYx7k2kK3z9d0aSXC+4/JH1BUFN8F/sj2zeIs4Wg+0fCqqiu6rC4YNRbt6Kc+tOgkMHvOOllISBk8XLmzIkr0RcxvKC2hqdQECr6E+/sJhDUQQN9V9H1LfdVN15xNG771c/VVHJvPwSf8/6Ged+EeTJjqP8YuryjsNCIY2jh6PEExZTW7KAGht8KIpgabnspttteCNjKT4K19Oi2dy7G2OwP4xelZ1C8Ker8J/fiO+ZL8vn8zK95uazNDf5mJhMc0wG8WPS2a4yM7fTBTQ3n6Wz3cR1dY5IqKOsTCIE//Jekp6uIALBux/qnFXhqQMRPhYUmaMlb7yj86NXLX4kIP2WRvptjdBrVfYdS5D9TEf4Jf7j5ffdhCB/y9sW3dj2iEDlxVvjKtZ4eVMyDtj8b3Gdi/GTJGbOf6dgAuBKm0Rmhmig9741KT69hpC/WjWPNx8S2Vks27NSI4EudPX+hGabc6g+vP++x8HXAMp3BSa/rLR1+n8tLYAz+VUW1Nuk+ka9hSShmolYSgcV3n428b6f7mdzTJwzcW0YeDVb0fxn9A2TwdezDL1euagURaWvvR8Hr77DyihMfbT5G0iy6wqjH1sEmyZpOeGwcNnT0Gobg9RGQqwtJktgIoB//HSGl16UKLUemBRuqrgpbyCehVL5+2Z/Uhlgf+nqBbLVE41+adHqOz1QWS+rq4e3bLzP93hlmRcFJEXR6BeCfzaSLO3Phw9GeR7JR4pSciGJXSKxquLFMkZGkyXLO593GZ3NkOoPUQt0hXV6uoOMjmRYj1lsxCwa6n20tfp/CetY8s4HOntNbxSuQ/S9t9Ge13iq8xgfTlZH7lTKZnzSs1Bqojod7SZra4VdN3xJ2eMw0Of50RePnOLRm9cwHYWD+8sgu12GjjQzcmOJ7cgoZTGDbJfvDJgaj/aF6JVwrVfnw/tcd2uLn6fqfXRIydtJm+vCsxo/mkpjNJs8Y6q4A2FSwP59XkbaJ8AZCc9uG3L6bZ3gqxahH1YCSRmbvCe5vOD9dwz4qbeOamokZ56wWV0TTEypPP7oN1GAJblbGpM/D7B++31c6zvk3qqI8Xz9PNruIrvPx+3475eVBxJDkdsT8L+BtHX49kx8913LTH6E2fwYAwctuvpsbn1lsDhbvmWbpRUzF3zkYgo9z+cwgpK+lzztcOCVbOkY6VLSqLf/hkIIBruKAWwH1LuP0tNmMTk/WjrGrJV0POlZa+klhflLPpKxLLmMxaMn95HaKDB2b4qGlhCO5fCjJsnTZ1yUeolrnsD6ahaZ2sCZPY7MRXYO4tcgWkM3WkO310hrl17zJyXoXccIane40vUYhZ9/wMfRKHlF5dwGXFtc4HxTMyiC/7o+WwrOn9023WzgvCoYHAhzZyTJgaEwpk9hX3+ICHBcwqb9ueQ3uRXROZSIs7aeR1WhpfnbKVcvnbX48LyOfZ+9SSAqMrpsR/DGewKoAiZyZ0psLG6hKNlStpeUkuamsmtOCMHMbAZVCRKJbGmTICX7BsPoMu8lH0uXW7cTJXfX4YPFrLThBZ5vLH598aHgJUX8izXBf1Ivd2R+bcpCxuHqUo7+vt27ZglgcTHHv1vM8WKriQSmpjPEOwP8dneQfzOZ5uNWE9Ovcnc0SV9PkOd0hW1dhSok/Y5G8NXKgDuuVwgZes3C/6iNrwCvF0OTQpHF9SlobJA01NtIF/ZaT2jsc/hf3znM5/N9WM4vgOoUNt9UFEXQ3uXNPUVoRAO9OG6ZGUFXg0QCnbudXlXCZsd3MrZq8kAAJZV0iK1/PwPyQnhZW65LCRNlsUp45jOD3LpK9zM5lq7vdIO4jlcFv9kLauC1LGPveDGTr1M0dE2np3WAqcV7+HQ/HeFeuFH8/kwSmCFSa9LR0Uom47CRXWPwcDMrC0mOWRl+/3cUuo6quP5jWDfmkevrSFdBbb+GPfMoFIrELNv5veRmiVlRVLyd41cpX7NqramvOAWcGvsE+n08puX4W98j3J0b43xzC2eXF3nkYKQ06rOy+Jlbiik14CkJn2qCQ0NhfMATUlbkOQq8Su5UPMdSLsuZboOOdvMbpgnL4obsnfPeh/dv3aoIhRd6T/Le+GacSuxo0rUpUkrCEvqB82VPUEX8SErp1aCogqZGL0bW2REogQ14WVlCwDP52wCcMw6SUXy0Xb2AuqXr2Paixk35sKWVFxYX0AT8fr3kX617oKJpgsH+MLfvJsqFoqLshZSyOjnsqUYfBVdydb3A+wvltfGzmQy/1RWgvy/EpXspslkvfnl3NImyL8KzqsBH8U4rWz7YheAPbFy3WDC5GcNUIfiSjcwLsp/qCBVkBtIXNUKvWPj6HQrD3pborAjsOQX/8d0n/6aSKARk7mh8+u515se+2vX4byOKolEXGsB1LVxpE89MEvK3oSkm0eDeMr0epDz0HRt/3dI9YNPaaXP3hsHinIbrwMIlH+llldmJdRqaQ0hH0HUmtwMkJs/56XsxW1EFP/hasahRUgIaoQCKA25lkEjXDQa7DpSO9/6WK/IBkul4SbtdW0qRWsvw6m/rPHJMxfUdwBpeRq9fws7pFG49gsxtSUEUDlrPFwitrPFYU2egoIKwQaqYf6iR/bNfLaLoTX1Yro2bWPn6g4GXnrFwPvmKl+u8APKhgxGeQ0FsuS/GwGkKo59WnGcAz0nI4dU2yBCEnrIRGthrgsZ7Co932/zZNYkLLK8XEAq0tZhfWxi4KU+esrl6TSOdAVUoOLtxdhTl5b5TpcC8QPBc96Oc28XNlcu5jM5lWGw1mZhKEwlr1NYaTE1nEIpXCLe8nGd5JU9ry+7poOMTKVpbTYLFCvTWG59TKFQfp6Kwg3hS24IKuoB/1CgrjjEMhaHBMFJKTL9KX5GEMpHw3IibbZM35cJyntZmP0cORZmZyxIKqCRSNsmkxd/MZujpDnrMPIrHbuwrthQ+70jOCG8Ti75cTh1O/Vwj9Y7OxwKelZLgD4rKrApYKun3FDAk/rM2BQEfFwSRD3XOFBt34YBaL1EbHKSNBxpV4reF24pXUd8u+ZOEwR3LZq8cXXsRRSj0d+4rNmKTKEKjJtiLlPIbWyUPSn7ldSi7aSV7FdcF15FVfbu/Stkc9+SozsfvBFiY0XBtWLxikFlTQEg6B2rxB3VmPvWT21CQEhyrvPn3vZTblVIFPOtl7B0T15G4Q9d2vK+pCh3tUZoay+6CbD7N8voCqqISDdVQX+OlA7quRJGSv7/Px4tnVETXfqy7MeTyCtIBe+5IJZgAWvfFCjABMP9QA91G6/8EfPzKwaQkQgWl+Pgad1zinM5mewjPLSPwDZz28q4VdXcemy1iA5fSguRnGiARmmetdGvwQhRG84JPU4K1tQKLSzncXVKUt8snn+mkM974n+w8il5lLK6mlRxc9hbOMFVRdgWTaiKEwHWhpkanoy3A2lqhVIR530p+9eu87GXZzi4ggGeXyp0xFQH7BqvTq+dyLhOTaRynnKWZSFoViQ4AlzKCd6byLK0VvOLG+Sy1UZ1HDkY5ejDKykqejjaTI4dqCBgKSInjSMZHk5yX8LEiyFuQy0kKFgSftxHIYmxFkP65TvpdDQoKhbHHsQHLhY8/1dF1+OHLFk+ftpE2uOve8blLKvac9zx/q/o26TvkordL8hJunH+U2FJ91eO+rWi6QmdHFCkdYulxhPAyZW03R+IhbQf8KwUUKWXR3fXtA1SL83nmZ3O70nP/qiSRKLCxlsfOU3osXTPIrKq0PZYn1OLQcTpPoMFFNSTzF33k4wpTv/DjlGu0sPMewGz9HDvvmcn9r2RBwuQ5k6kPwjvGYDsuM7NxlpZTpQ0i4A/R37mfI0NHaGtpYDW2hOtKEsspDllp/uPfLND/mO1xUhS1JWtUw01s20KUMt/RdtGHLiB0iflHD86A1Zv78Q2cxjdwGhG4D0WKLvlUAWfLhmnbLgXHwuh/HKP/FEbPCQ/ZVc17bBM/8Iz00lCvChA+ryGW3uVijPlL7iFHCGwhWFnNs7S8d1DZlPPTX2G5O129yTPPl56/P/El4G3UmxXy20VKiW27OK7Hauw4klDIs05mZssZXoriETy2NPsrChu3S19PiECgfF82E142eby2vgbcN4bpynKjsM0L0YrnmqZKS7OfickUtu0SCKi0t+6MRelCMhsKcTXmMRPX1hq4EoZcSQT+P/beLDayLE/v+51zl7ixL9yC+5JkZlZWZS1ZWWtXd3XPjEejnhl5Rg0JtmX5wTJgQxjBfvCDXwyMDPjZb4YhQA+2HgwDlgEJlkbT0z3Ty0xXd3VVVlXuC8nkTgYZwWDscbdz/HCDW5LMrbJK3W19AEFGxOW9J+5y/ue/fR8z0yni8Wi8b+lIrXN+ocF/MZMkJQGt+f5f2fwv/2uXP/sLi+r3LdqBxoPDHy2o/sCg8/ATPopB/m8FvP+2z88+NvFcCCuCzkdm9NgAYVniXu+do1AcvP8o/AD+WdXhele90EWvEHDu0iBjPc0b0fNOlPZpdTfJJiZe2LFeJL7SGaPTUexVv3y1Q3H0663yCnXAnr3I8voalfsJpKkP+LSKb3gkBxXJwWhlP/buofVY+etY5J0ICLoAgod/6TD1YZfVj2JoFWkiAMz9QYegGwltTbzvoe+eR2tNGAYgBGZvIjQMgWkaZNIxdspRVU8yaRN3LDaX2yilaJRbzHaa/Mnvmlx9QwIK2byLcA30GWsGY+QmmO6pnzlXDdAeoe6CqSK7E361mta6972FNBCGiTZ6uYfwuOFLfBgQ/pWJ72mSpsAD7s83MIxf8rdn3wfAW/4cBNgzb0Pg9jjATkICRl3Q+YWBNRkevLeftt52HFaSkplmk+2d6FwNDjoHjMbPi/TPfnzwd8ywcMPoGekGp9PQe77i7r0GsZhkpBiFu5IJ42DlH2hBO9DksjZ9hUiWuCsMTB1i9hYVXQVKmsQIMR5ZSJyfTXP7bo25c2mSpuD6/Qbn59Lcu98AIj6vL27sYZqCIDj+v4++Z5mCqckkfqAwDUEQalrtkFt3TpbQyt6teTUFV3UDXBAywcxknKWVNh+bgnTKwuoVIvhExuE1DcylUTrqUbkmINSaNy5GntLHAm4vNLnUe93qjS9mCb5paZwYgMZJw1tXAn7x1xZv9PqIu588MiVKjVcSBNIgdj4EE6zeJr4Pv7hu8oPPL7G5dA/lbvPiIHBiDvnUOdQjixJxJtvlv398pSNLJAxUwWK3/OshX7mPkrfCqvsAaZmYcUXfnE928smhn4kPDifo5R870SLZ1qx+FGP6t7oICYs/OIxtr/5N9P7DHzqE7jzjPU3vmO0wUZzBNCWjI1k8L2R7p4lhSGIxg0wmRrPZwQ8CmpU2s90mf3TRZrhosa9K4i8bqN2zHdBw7Q2MsWvg1E/kfsLUOxiNH2E2foQ1baK1IFh690Qj5ItEWFlFJLIYqQLW8IWD973lz9Fur4HPsCEwWHxYo94I+ZPLA3yifd64kGH/zAshsGeuQuABGm/1xpnHTCB4XZqolsK7b4KU9JkxXpEQE5rhTocZ83Cy3N5xEUIw0B9JIe9zZz0rgg9+G+uH/xaA98Yu86Pla2jO7ogPesqOSmnWNtpYVlTyvO+dLHYl1zc0H8RchgcdHsg+Fq0hXgo3mQij2rUf10062XG+aezQp5rHjuH7CtOUCBFN1uH5NKEQvHTxeChrP+G+DyEika679xu0VCQN3G6HzC82sW3J6HD8zOZLKWFw4NA4ez2m4/4+kwtzAQP9DmsbAqU0l4lKiH8h4JoU2FrzTkzzc0/gI/iW0phEuTGItOk/uJCJQgMO/PPlBriCl19Kk/5GwIcAFjivBnDd5L13fGo/tjixZJIaMaopJTV79wziqxLnfMjsnMLz4fPrkn/xIMadzU8Ju6cvzp4XMcfkm++8eXCipTCjsm/Er6x3Al+xQVFKo8Iv7wYGgTrQB/k6kZ8JyM88X3Xa5Ienc2/N/E4XrcFvi4O/pz7QzP9As7K1iGM7TI/OEoQKpTTtTgcpo1wKQLfrs7RSYnVzhWqlyaTX4r/9LZMP3jPAjIye6nCyMst0o4oufYROYu0Kxthn4BxvWJM7P4k8LQeEA3Q15tTPCea//Vzn4mlgDk6f+r4wY9CT+bXHLxNu2Jyf+Zhb96rYU2/w3sOPQUfcXtrvQk/X3l+7hT19BXvqTbz5j07ft+1gFs8T7n2OakukNUBs5iLn7A3eX/qcbf/k/Vba7mJZgq6ryKRM0umnV6fcx28/2OCnQMJy+NHyNRKWQ9uP7peEGaMdHE5OQaBZXm0Ri0nOz6bxfYWQAt9TLK20CALNqN9lNKN5fcBBatjcWeM9sUahYBP0Luwr7ToZ8z59SfOEUuLdxSaXplPEDMEvAYQg3gvfdHqv4Xhoy7Ylrqf4bLGNqeHP64Lv5TXzPVoXz1M8fIwxGe6PMT4QTeE+sL7jsr3T5dWXFV/c0MzOGHS7AZ5v00mZZITAAdpa86YG60oIn5gQRGM0iAyOFoJ3D0KTAvOKyz96J474ZZQra/+lBZYm9V0fHYI9F9L6pcn9lOZVBSjQXu++L2g2U5o79yJNnhE0o57A8+H2XclPr/ls+8Yzh0KfBDtmcun1ccbG071cbkguOYVSPo3uBilnBEM++333deArzaF02iF7L4C/a3vTw3VfbIzyUSilcbshjUaXTucrEpo+gqW/dHAbArpx3Jtz2FaMdDLFuYk5+vqiGL7reXxy/Ra37y8QhiHNVhulQ4b689gijem7/N3vZvjgvejm8vttup0Y7ucWYeX4pTWLdxGpHbBb0U8vFBL1pWQPq8iaLdzPTdzPo33GXg8Q+2Fv+/QJ4kVB+y76EffeGn0Je/pNYtNvInoa70k7zvm5NO0gMsgtInVKb+ka2utEXsr0lehh9M7WktBaowMP3U3Q/XSYcPtidPzAIyYiVt32Gbm70eH4cxkTiHIrAFeKF3u/I49MIHi9eOHYtpYlmT2XJmZLXFdx936DpeUWliUZG43uk3Npiz8edNg3yQP9Md4YSDJ8pCBgdCRBf9Lksob3HvnJ2pJLaC7rwxXm273PBJDUGid2eD85TqR9YjsGN3N5bAnfyz/9s5nN2lwadLisiTriA01fwSafs7l+S+LE46yux0gkUtQbAR81A7a1Puie7wI//cjE8gGt+aUU/FyKiIMO+Hnv9UcC/vn/4fFnPzAIr4aEV46ssgKB+7mFd9skmYT3PgxIfifAeTNEFDXh1ZCtjObGbeNA6G9DCH66YnB/3mBh0+dnKs+tXU278WLmCztmkk4neeXKJN95//2oogtFs7sJgJQWKWeElnt6z9avAow//dM/PfPDjz/+f8/+8Cnge4rOWU/kM6LVDHEciWG+eK15pTTNRsDKao3Pbi2wurVOvKDOLBbyWiLKk3RERD3/lGa5WxMErsBUcVprcZprcTLd82yV15gcmeHS+UlM02B1vYwhDQIVkM/0kXASKB3wyY3r7FT2aLZcNndW+d2XPf77bysIBV0XvihN02inGDBP7x+QqTJGbgMjt4F2U+D3BL7qw8jcGkIq9Nr6wfZGXiFsMIuKcN1AZjdQzX4Iz+itEAqsNqjH916chXB3LcqhWI8PreUGp1kvr1Dt1BgOPH4m4FUdhTpUbQuZLBwYn2Djdi8PAyKWRBjWwWtUgPY62FNvYKT6ouSJ0aC8vES106Xqa5Y8wUTv65imIGYbZNImjvPleYDuldawLMlK/XCCWD3yt9CaJKAMST5no5Sm1Yokm1vtgETCZK/mk3MMJjMWJlADqkKQyQzhmzbNIwb1UhQB6tHfH0LnbVYMwbynkL3nq793PssiSoTrvhjleoBlSt6cTeMLQV/exlqu4jjyRG7lcbAtAUmLVWBVwVrdx/M1DlAuu5ybVWQsA7qCgYzF5o7HtoCCLZlB8EBEi4h3NDQzGsMDTwNCkEkrLDfKtQgh6CvYLC61ECLGg3mDPiAwIHXu9HlJmFANBH/zqcVOWdJsBjSaAank4WSwWjH4QS3PdfcVmvUuyv9y9PIxxySZSPDa2+O8c/VtXr00x8W5i5FQnvJIxA61hKQwiFmnV9V9nbj8+rv/9LT3f630ULa3vK9EbMb3VCRJnKkhihu0KwaNzZMThtcShB7U7qdorttsfhrDbTz9Kdy+YbN93Ubfv8R4cZqBfBEhBGNDU3TcDnu1OnfvrVHe2yZUIbt72/iBz/LGElulPWzTptVp8XBpiXze41t/aGEMK1yt+WI+ztZnm2QbK2A9+SSZI7fQ4S6qUwe7Bj06CtVNH5xj94aFava6rVMqElia+BTh1BCxR5KsBshhF3PkBtjHY/RPC3NgCvm4Cq8e7o9No6Tkpf5pjHiGnJPmEymo0yNXXIlKsIUQWBOvIZw0Ip7FHJzBHJhCxJKn7jfMhfhvOAyeu8jMaO7gfcsUJOIGI8XIM8pmn89gnvge881eSEOfSidvADNHLmUsZnB+Ls3URAInJjENgW1LygKWBLhAt7fWWq5tUm3skNEaq3dB28AtAY9endd01KOzudVBKWi3A37SDdkjEr2qExmV87Mprs6meEsdjldKuDKTIh4/3cBKCYm4QSJuEOsRUNYbAXs7XYJmQGXXJZOxKORtXhmIcbnP5tovFc6a4m0deUpvjcVp1n0+CzQ7cOCpCODdiyFvo8kBGa354FLI2zqqDoPoHrgwl+Ibl0Kyec18QbOYB60Funuye9+rC3ZvHn6XTMZiaPBwgdMRFj/t5PlF7SLtTgKtvlzuJJfLcPX9Gf7O3/kdvveH3+Y733qb87Pn8cMOoKm3T+Nm/tXFr5VB+aoQcwzSfZqu38ZrStLDAfnp4w+41xTsPTRR1TS5RD9796KbUZpPb+H6L/qMf+DScdt03DZrpSXa3SiMVK6WmF9aZn1tg5nxGZIJh8nRKQCCMKDVaZKK56hV2oSNLn80G+e7KFRdsNUV3N7NMPh6gsk3AmT6cEwirsHUiIRGRmQ1cQAAIABJREFUZtSxjmLVvoNqfYE58hlC9vIvlWmO9oF4Nw1UXRB7ZV8jRWOOf4Yx9jkiXj34kYU6sd+TiLiPOXdc1vdF4835Wxgq5OONWxijL/Pu+KsU4lk+lYI9QMSPCkJJ7IlXsUYu4q/ewN96gDVyhOROhQciXrtLdW7860X6EzkuDk6QTFrIVJJ0McvcbJp8/sUYkn0kj6x6t7ZO5twCIbjRS1obUpPLRKvqeNxkdCRBMmkyXHQIAk3XVWwD60e89z7gnIb9gvQFKWic4d1ngXOTSQxDsLXdZX6hyU9aAZ8IDs5rsxXwpo6M9r5GTDphck4IZqai5sNk0iRxxLg4jsHcbJq52TRjYwlivdBZ3FeMO5HMc6nUxfMUq0JQHHT44FyK/JFzc1HDW2MJ4rbklhS4REYwlld0f2mAElzRcFVD9yMTELypAa3JaU1OQfBA8s33Ar75XsB7bwWgDMLqYXJbBxDWImP7QAqCQNHthvi+otn0aTZ9yh3NJ/4w19036AZDeLXbhJ3Np7jSp6NQyPG3f/89/vgPPuRb33iTTGICP4g8yo4bKcKYxq8Gn+LT4le3/uxrRBhq9jpVljZWaawbFOZOrhariyaOE6MYm2O+vI3rdRm76hFLn21QWjvyWKvH+i9ijL7tUtWLtHcMEk6SvUaFQi7L3NQcqZTN9GQLIQPi+ZDGtqDbbWMaBpZhs7y6SsxI8u5rQ3z31QZeok1n2cBuwW9P7zBz2UdYGpRA5qLJx8hpgh2BNakwshrvoSTclqAEzpWTlWvm6KN89JEkqn3x+LZCKsyxI82Yto3ePQfxOMbcSwS3vtqGyL54llLrkC/pndGX+bP5n/GZFFwtjDLw6D8IgYhnCd0W2+06ex0NuRyyWiFvLNI/8eqxzZ18iuGXRih1HKrJkPEnSj49GX7fAGZl58BcT749DeXo9VlcV1Jq8llNqyMYH1Ps9ZrsgkDh9WL7zWbAWtklPnp88lkXgvWnjA6/oiPvZVtr3pxMsrzcYnGpxauvZClozbKIqtyYiIzAualk5CVMJfnrZkAYagxDMDuTwnVD7s83joUFgyAqMslkLFYrPj9rwmerXfKWQPVyEDODMZqWpE/DPlFMHYgTGRUEdLWmThSOS14N6d4w9qmGjyHYERQQjGsYHOwJfB2BMALM4dsHr7ULnSWDajrq+SlXPJpNn0TCZHXXp2VZrEnBnTAglA2ErqPD588pJlI2v/fdd7lyZZJMfAw/bGEZSTpehUxi/KAT/le1I/4sfCUGJQw1blfheV9vd/vzIAw1tUab1ZUqjXWD/GxAbur0QgKrNkqYF4QycnM7uxJ1SiUQQHIwpL4SUbUAtEpRB/jessnclTTrv3QYGRijY5VJD3TRWlMqlVi4s4W0NAOXPEp3DwsZtyvbDOWy/IO/d4X33hxglpss/esHrOkWr7zlkwOEozH7NebQ4cPjr0uETdQJDtjTCg/QrkDVBKinmXEE3t2jt0rEYIwGVTMQ/XmEVya8dQccB2o7CMc40Zn/olDO5Hidl/jBwkeo1i4y1YcQgsFkHtXcZaW+RUFrKgL6dJQHAFC5IkulTT5eeUizm+XCwHlY/gmD+YBXmruYbpPMPkdWMo/MaVq7S2xKyWAqS1p1SernD3F4E5OYu+UDKgV3YhqzvIM/OIS1fZg70VrTaAZk0haGASPDIR9/ChtbhxO07ysajSi2H3cMKkDiKXOLe0SVVXmOTwAv9ybtAQ1jE0mqq9FqebR3Th72xSj3jtEPJGo+i8DyahspYDprRfnIZoBhCHJZi8quR63u0+kELG66tBUYSZtFZbFXajMb01zOSmKBYqwTMm1KbglwNAwAOwKKOkpvXeyN446AQu/v+JsnFy5BSbC1YzKq4QsJ3514fB43CKDcFDQzmus3JeUe4wBApauZtxM8jBVotR32ttfJFqqEQUDYeTo5i9Mw99I4V96YINMjaux6e9iJ1K+dAXkUX4lB8VxFefurr5T6stg3Jkt7i1TUKvlZToS6IEqmSz9BXz6Nl11FDlQxGhaVuzbx/hDjlJxFoj9k+M3Dc7B5zUYrOPdqnv7WZQYuRQyzleRD2jTQaMTkDqmVAXRqj9IXsd4YFX5XMXdumP/k9/r4o+9sgayjFruoboZGtkltQjGUOKPrffTkw2T3lOaOeivPBAHmgELmNP6yiXGxH7VUIdgoINlFLV7HGIoTbl9Ad3JP3t8z4sbUBT64FVGUqEYZUhHlxZXiRYLN+5jF8/ib91htVehouN0LG/lIPjPHqaiAC+NFvmdpGnPjLAgoN3aY1pq0E0Xfp7TiDRXwU2BJJXG7CV4TZZJnNIM+DayNddCaYrKPrVaF1LWP0YA3PHbMoCgFa2stvvNhhtK25OefST5da/HuWwmEgHJFEo+bB93jA/2xU3Xiz8Ji73ycU5qJAYXYFdAT/3pZw49FxBIwOZlkr+ZxvcdQvLTcIvNKNqJfUZr/vR4VN2SzFpaAcymLW1XvgFplectlNxZja9Mn73m0FGz58Krn8T4eZKNE++ygw4WMdaAjn+kVBOwBKR2FoWzA6VcICy73tgu2BeaIPlEUE6xLbkhAw6CGlWsmM0cUHZWC7R1BcUgTBLC8Krl11zzwTCq7LsmEQaWrWU6ludcVVNZD7PwcVipO2zfQQYdDfupnQyoTY3byHOn42EGBUSbx1TEAf534SgyKYQpijsTtfs18Kc+AMNTsNdqsdRfYdlfo7JqMvHW6EayvmaTUELYZpxMoCrMB7XK0Why87GEnn+yJDV+J9h1fu0Arfxh3dfz9x0jRdioMD4wSDgQ83HZJOCl2q1X8lst/+t0R/ujDOsJdRDkXENYq6eEGL7UFU9sCpp48hrAqkCmN6FW72tOKzq7ESKunyqaFO72NtMB7YGDNhtgzLrpxC3c+TVi6AIP3kbkyRq4F+j7hzhy6kwezgzC9F+61mMVDNTkhBNZIVHZrDV/gcukBd4Vg9Mj2U7QhnsI2WghrgMzwBd448rn2XcLaNsJ2yJuKITOk1GmgttdxMzEa/Q5pfXqP0ZMQDAxibW+RnbvM1uc/6h1Q4/7oI1ygkLfRWrNX88jnbQb6FJtbgs1qwPe3Bd+8ofjW+5q//Al0uyHptIXnKZq9BHm3G6K0JhF/usd6QQomLoVYqxJ/WR4YlSEiosktogT6hbRF6VHmHiF4ZyzBnZ7Cpgo13187XqIdSEk55pAMAvKex6AFg0cqrWMxyfSgw2sZi6MBv/01+ucCdnv8Xx86BpmXQowjBU7uTRm5L4/cuztDGkqRpPDlEcVfbEqsdcl4b3EVBPDFTZP+Pp+lFcntez2GYaVptwNMQyBTNgsyw7zI0m2vE3Y28RAYsT6klSUMnk8jHqA4kWNqKvO199V9HfhKDIptS9IZE7f74r2UViMklTGe62Iopem0Q1IpG4TBWvc6DWcZyxMkBs42fvG8opC2qNfruMkOdiIKaSUHwycak0F7nG1vldqygUag9lrUw3uAJvdo931ooEJBYz5HJukiMQg8xbe/Ocl//B0Ffh1tDoCRQecuMvDKfQaDyoFO/JMQrEtkRiNiYPQpwj2BUVBYE+pUNtWj2KeUCbcPjYq/aGD291bGMkDmaojBC8g+gZQloAnOGqpTQO/VkPE9wscYFNXaQ9jOE8uGnwZCCOzieV598qbHx+A2CXZXMQtjvJR0eDeb4F9VXOqWzX1nEMsISQfPZ1ASN6Oc02f+LlHBdoT9jvd8zqJS8dgsdbj8co6bdyI+t3Kpw6Qh2Cp1gARKRUn4dBranYDdXY9C3qbRDPB99VQGpV9r9oBgU5KaVQQbEqOoCDYFF3seqyFgZDTOK2OK769LCgWbUWCj95PSmu8/aPPSGXnjeBjycu14Sa1tSyxL0GqFZNIWQc5mUWtmdETYaRFVq3WIOLscrVne7rJejDMoONaUGXvl8Jn1Vw/Dt6Vb0VZZoFTQsCn44oZxYFCkhOGi4uGy5M79w3MVsw1yxQQ/3wio1iW3KdBsFHCr8wCEnQ2MWB/CiH2pUuFMMsfI8OBz//+vMr6ypLxpCZy4pNt5sV5KddcnmTaeWor0KFQYadqn0g7aDGk4ywDEMppY5njIoLsn0FoQzyuMmMa3K3S1h+419z1tB723kmevvcX2LZNsqo/MhEO5IYimk+MGRWvNXr1CtV4hk8yz8HCZob44/9U/vABUAYmOTdLEpJ4dYuSSQvo9UaWwhgj30EYedIBQjWP7DisC7UUaDxAlIYOSxCw+3fURAqyZ8FiV2IERMsAcdRHT95Cz5wk704TXdpA5hewXmBOScDGFbkh4DN2RDlwwrX+v0l8yAdZ4AmkO0QcUky5UNig7DsRiVKRBn6jTFTZN6VAM90joxy+cyhWXQsE+0AhJ3Dpe+NDfZwMRdfr6ZueA42ofcQlvJzWeJ1nfjOh3sj3Syk43JBaTmKag1QoOtOGfhHPDitsVycoDg2RvorVfCgm2TcyxECEhuWwwqiF2OWTni4DxkTgXlOaLqk8ZeCVvsxsKbnU0Lz9lMZIhBZa5L8/VOz9CkNOajoiMikN0m5zXUaXaUsZizZKcXwf7nDrwsAGWViRKwUgbgoeSVQQXgA0B94SAnr6JBh4uS6Yno/L3WExzf8FgfDTk4bKg0QywMzafdC0+8gSeG9BolJD28RBn6JYJu9uE3edrLswW4pybnCQVL/4HD+VZEOkX/GqdMCEFqYyBG7ZY7d577LbtcuQtxPMKFUDT3iY++WzGsbpgcv/OA9DREzB4QWPkSgzG/YPlqdbAdk//WYEfBJRLdSqiydhgP//oP+vj1WkXSKCtQZq1Ep9VzlEVNpN6CJG0kfktBlWLEUALA3EKi7AOjgsxBeuRNQjWjMioPEWfnhCH+Zdj75v773fR3btob5gQByVykRiY2sF6Z5BwXhIu76LbhVP3b2SHnjwIYGJ7A9mjn364t865/NiLeziljgzlKU5fu9vmoTOAtkZpyxh1mSDZ7T7RoASBPlWpEyJPanQkWhTsU3hoDTvlLgP9EddVX8GmsuvRdWFxKbpQrhuysdkhZkuKQw6hihL5jiNptqJkfX+fwvOg/kiv1OhISC2p8aqwLASzj44pBvasYn7NYKS3btrY7DDQF5VN+76iXHa5WrD5w0mbP185Pa9kmoJ0yqS6F4XF9r2TvV6YLK01k1pTBaoiKhSoC8ElpUkKuF/36Y8bZPpjbOx5LNy3eHVcETtiUG7fMwgCwfBswLIQLHBq0RdaC27eMVABjGgIQ8HMpELp6PoslVy2dZy/XO5S290PZ3VOeCJfpkwYoH84zeRU5rkWxL8O+Mr6UHxP0259NaWj9b3guWhYDEOQyVr42mXTW3rstvFYApppyvcsDCsKez0LdudNynct0ILCnE/feQ+G16kl5iMZ1a0Ryvcs2BpBb45SuWuze99Ga6hVusxOTfLOO5c4//I0N0SOBZECoiY43TKpLST52Y0YP/zY4KfXDdYr0UQjgzIiPOmOm0Maazw8tekxWJc8QQcKiOZEFXt0+gGNgbKnABDaQ3orvXZsAa024f151FYJOQjG1FOfwjNxbmsVo3f9f3rnwQul5FFNQbBx/LFoN73op9uk63bYMvPUZeKMPZxEccg5WFxtlbo9VcXOiXELAYM9fqv9jwxDUCw6PS/mELYtGRp0KBYdcrkeJU3CIJ2yDoxhcVCRz2mKQ4oLswHJXnh2alyxtS1x3cNZbUVAd0GyrATuAwMUlEpd0BrvvqS439wnxIF415IUjBYdfn/qMUzUR2bOR3VaBJDXYDUDVtoh9Udm2VtVj7/Z7rK03cXzNCsC2g8N5u/LA0nluXMhQmjuPzBY6B1kUQpOm7G1Fty+ZzA/byAltAP4FzcdPmqb/KwGf7UmaHnDZ3+XL4n8QJKZiXFGisM8SfPn1xW/ln0o9VpANv98Qw9DTaMWnGlKu1VJ4AokmnZF0N2w6FQkTk6RHglxco+feXcfmOSmA4SEvgvRSiw/E73euXP4sLNtUG1Y6LSBpkS1VqFcihrsCoNJPN+nVKlxd2UWt91At6CSLhD1CNvYZhpEDVoFOg8KzFd30RdgIluieMbYzEFNsKXRj5Q6B5sG5tjTJebRYZQLcs4jdIh050GYqNgk8qiR7rrojZ4QU6uNKu1gvvYKoj/F06rahXubyFQhIog8Ax91Lf4hZw9dac387irn+if4PBdnZTkKBRpSUkgI+neX6YgYO0aGiWCHlJAMp6NCib1kGrvfZToWsuQdd+FGgl2yqk3qSIK+XHbJZi2qe1FOwzSPj2pzq3Mgw1Dado91YEM02RaHHExTMNB/+JlpSPoKMap7PuWySzpj0mwFFIcOt0nETXxfEypN5gjH2PCQYrcqKQ5p4jXFvWaUgNddwfRkiLEhsYBVIRgzIkd1UUSVVKUdF/s9C/++ZGgwugYLImqW3Ck6bG51GC7GGRqM5CXCUB/Q/EO08q9WD70311W47uG1rwtBVewbmsPzUBJRV//+OdmtekxNJKNQmRGwuGwwNqEwTZgI4D6Rp3UUG5sdhovOCc9VC8FDDeE9yWqpy1pH80ldU29qRKeN4ZzUJdpHPGlHcr/N58sNFwaSTI+PkXQGfiPDXfAVGhTbFuQKFp6rXqinksubp64+jkJrzV41IJc3qVUDcoXDB8zXLhv+PCe5qqG7JynftQg9gTA9um407k7FoFMxsFMK50gVbPWhid86HEthzseIRRbjaI5l55bF9kaD6uLRvMvDaKzDmp3NaJKzrGjS6nQ8btxYoH8sjzFu4N9yqbWa/Bu5TV5NkhvZwyysYXcHsW2J5yp2Wv10rg2xO1Xm9enwbKMyoqBHh+6vSQh6JbUrEgRYk+pMbjIBCO8hGoFQXQ4Mgw6Q3ShxqT0INiQippE5RVgy0G6SnbUROoMWEzxD2a1hcpqpeDAyyczmKgCxUPH/1EP+Xjb6HnfKS7w0MM21/iTVis9utUnrzjzexZDFdoxPbldZyubozw2SDQT5loErBK7o8L67wWAyz1hf1EFthCGvJhOsDvdT6mnRNNt1YrbDEHvEdzYxEib0Gvginjl4GB9lMxbnUriJ1csVbGx22Cm7XH45y8Zml5FThKaAHj3+cUMTBIrtnS5hqNnd88hmrQMRq33E4wbNVkCz178CsLkleelCSKGg2NiUuE3BxIRiuywYHlb4AlwN9+YNfB+sKcXYsuTHSiDvGWgN9z1xQDq5vtlhHcE7w5GAV2XXQ2jNBWC2L8YDHT2ape2nu8bNZkA75pHtt0gcITN9sBf1rSSTJvmcTTplYvVyQw99wcxsyPzDaHxBL4eCiM7xvtdXrkQ0TaMjJ8+zr+EnLZudrmJzq0nDj2NlXsKv3yFoLZ/YXsb6EYaDk6gipXhug9KXG2R05AWGZ38F8RUm5SWZrKTZCF6oQfF9jRCaJwX9LUv0xhFpKtT2AvIFCyUC2rGtU//Ha4qDcuDTUF8z6VYl2amATsVgd94idKOQlhmP6uGzE4ffdfumhQ7hwc/b2DEH+xEjNlgYxmUPOxZdBrcT5VYSGZPL37H5r/84T35wh+uL/YTCI3QTeLrJur7J68NV5pwhtFFA2yMAGLU8dPqRi2U8rTEH9TEaFgCzX7PvJgWb8lChrtT73qEAobFmFP5DeWouIcJq73dU8C+sTeQEkf62oxEeGAVNWIKwoVALFYz6LjqfAJ6uwsVIn+h3ByDZ7SDQnNfwXk7x41bIS94KgohcMdSKf6Mv0KwHNNuaTGqS4t4miV3NJenTr9qk3Rb7ti2tOxRMk5cHZohbhxcp3W2TBkbzIySam7S7TTpuG2tziVI+w1AsRVoeTp75XuhpLKsIRJetrTaEIaPDcSq7h9s5jqSQt596YgmVPshDQMRAfBqfWCplHqNSr1Qlt+9BOqW5e9+nvKsYqilsO06xLahUBX4gYP3wnp8XgtXNDr6OMzIc56cfubg947ff+b4mIgnh/r4Y9JLpUxoewDEP5EnodEOW90ISHqyuHz43zWaA5ymmp5LYtsS2bUrbXQp5m7V1g9/5tsdPP7JwXcHLFwPEfYPV1TaV3eMTfbniorVmbDSB1pq1jQ4KwZ1Mltueie9IHrothGVjZy+BEPi1248OE2nlSBUGSNnt52YW7h9OMzM5ymD/b653Ar+GIa9WM7rx8n1nU4cLIUimDKoVn0K/jVaaWEziK5el7skbBiLvpLYcnY5Ww0WFinTu+Opm31NJDinstKL/pejmSg2FGEee7+2bFsoXzH/cor+YwYnbzJ6bQSAo7W4wVIgMQDqZpd5KABuU1uqksw7f/uAiv/UurHgxvvmaxA/qpF6OkvW6abK5sMw1I00mtsqloSbK9lDxXi/LeAJVm0XsKkRQfiJJpDUZ4i0YB/0HEPWaWDMB/oJBuLNfjfYEGBr7XI/rywJzWKHSApFKIicHke1VCqMrUYGYF8cYqqCa/ejW6QbjSRjZjUrFxgfP0UfkGa3WS6wNvwzJflaB4vItVosv48QMxj0fqSSXizMcuG6hT1jdwOifRPtdrE6dYnbmxLHkhCAxGMcpObT3Ob8CDy3iuIVpMt4qtj7ekyDWNhCBolrz0TqqLtyXsF5bbzM+lkAIgdaa1bU2E+Onk1XuwzSixPs+f9ZZiDsG9bpPreYdGJzdqmS3CqWdLrWaz+4upFMdVlaj6zpcjGNZkvWNDv/2+wFbJZ/dXR8/1EyMJVhbr/ELpRkfS/BBzuaOALTmoo461lfW2mxKwdRwHKX0QcL9abG6HgAB3VN61nZ2XPb2PIYGHeKOgZCRF/LFTQvfj85lGIZsbEl2z5AZr+x6KKXRwO6ez61Mjuvz0XVUSiNkjFj+NbQOUN7J3KOTsMgPdIklytiG/dwGJZNzSKdiv9HGBH4NDcqzwOmR1AkpSCQNuqHLdqPE9k0bK6kZeMnHrQsq9y2CrqBbjba3bAOtJKnhINLb2DLJJHP4gUfHjaK7yV7fSvmuhfIjXXmA0g2L+oqJVoJ4MoYQkMnHaXeaFPsjdzeVyBxMKO1OEyHh/G/DB99R/OcXhhjtD9iomECAZYZMDawju/fQ6RgpY46NZgq4jTbyaBFHeGtoO+q0ldkM0o4jn4L2xujT2CI8kZA3+jT+osCaC/EfGL3fZ9wqhsaeDTEKh8cTFsi+BMqewGhvoRIgDzr52wi7jYg1CBHoVv/p+30KGJkBXpOSB6MF+BTSzYhv6/XieXLaZy+uEVqT7SsQbu8xljn0jLQK0XYCmcyjQx8dP9kfI8cF9vuS0c8rFMMq+8xhNdvGbddJ7LpsujXsAeNg9b6x2aGy6x4YEODYJFvd81GqzeREguXVNrWaj9YtJifONiqRkmGMmB3JNzwOXTdEKcge+Trlikv7CJtxoxn9PVw8LBZIpUzu3HNRKmR8LH5Q4jw5kThM8hNVjd8SMExEUF1NWayvtfkLrTGHji/AbCvqXTnNEK56kdbMhcfk0/a7//sKMVrtAMcxqNV91jdi2HZULVbZ1ZxUkzuO6p6PAm5kc1zfdmnWe96itHH638NMjBJ6VcLOSVJTyzZIpwOgceKzp8XgaIbhgVGmJqaRj9aE/4bhKzcoTlySShs0Gy8u7NU/+HjWV6015W2PgaEofKGUZrvcYsu4weY1m07FQJoaryEIvUNDso/9EJSd9kFF2gvOcAMamk4JKg8iaWAnq0kMhEhbs33Dwu8I2jsGutdgNTdzjlJlg6H+UURvpZ9OZmHqAfrhLJvlVbLpHB/8l2tki/C9iYuMmtFDNDF4JN8iLLSRRQaL9McDvrknSRp5lDmE9NbRZt9BZEp4awh/J/re9hTaLCDdeUR4UtMbOGYITnzWpxEyROY1/oNHPpQaaybEXzZO34f2YG+TYLnOaXkQEWtj9C8SwgmjEpRXkOk+5Bk080dRTPXxx4GPOXzIIDykQ0j1M6yje06nB9CGhQ4Dgp2HWMW5SHclmY/GYlhow8Rfv41w0jQmXmZpaJTiZI1pdZO5cIGLQ4rbi4fhsK7XoZXMUGvWWF1vH+Q0mq3gmDE5DbW6z9Jyi3ojusZ7NZ/JJ3xPwxAH1VyP2+9u1SP3SDis3Q7we3mzoUGHvVokWJdOWRiG4ILSLKZN5EQSpSGTNhFC8IrS3MxYUWJEa26IwwioIApcZjORrslyPeAPBjVH/f8gVDQaJz2HVNLkXFby0YbH/S6cf0If68ZWh768jWEIxkbjmE8wqo9CA9dzea5vdWk1DkOPQhiYidGz/7GHxEBIbiqguWlQeY72k5mpad56a5q+Qv4/eChf+gCmxLIl8USkwb0fsvoycOJPlgNOZw6/WojPqrhGhz0yY1HYSgWCVunJXz8zERDvD7FTmrgP6enouFY8erQSfYrSdYv6monuhY6Gr7iUrtvUmlWG3+qSKKUQSNa3o4TfaGqQjZ0VCpk+/sd/XKAw/RoCwbDZd/zgqovsPkAlLqPtcRQQ9+4xPp4Hs4j0VllTTVphwPlWA22NoY08Kv5KlDw3MmhrCO2tPnWRonvXwHjjdRDXUcmrSPHJ6XkUdaRr/gi0iKNi0xjd29DdQzfPPsfCbmP0L6CzkaiXqk6iO7nHVnb5G/cwh84hjCNqhC0fkqf3tkAUAhXJPDrwUY0dfK2xhs8f3ygMUK0qEkHXttnJ9eFsefgP2yStFsnkyVlvM3DpUyGxzrPf0/vGBGBmKsnCwygMIwVMT53OPPz4/flsbnZwvcdbs3rdP9Co38eWiNb4jypQ9hMZDg0gxCHfstZ8LiJdkn0oYPPIXWZZgsEB54DX6yi6bshaS3PPFZyLwWMSdUCkUz86bGAYguqef1BJ9jTy4tNTSf5lLcaNjfaZyXQVtHArH5+5DyuuSBVDKmsu9eqzcbkNjWWZniwyPTaLlF9elO1XHV9byMs0BdL4eqyzEOIg3AWg0bjWHqoLe8uP/8rJwZD8rE9j3aC+amB6G3IHAAAgAElEQVQnFZmx3oQRh9iRm3/7poVbk3Rr8sCYADiNadBb5F/bZW/RotpYBgSFbJQz0I0EhazJ//RPClyYNoBHwj7Kw2hfQwsbFTvX+1IW2h4nzOVAWIiwiVBNWgK+0B2E6nA+bKOc82h7BOE/XwOWmHsTbRUw3noTZebQyXcwmr84bUtUPUrgu/cMYhd650h7SG8N1QJ/+ckPkLA7CDuadITpEm5fQHI2PYuRH+ZEK/mzQGtUs4y36iIsB6s4Fx07lsQaewUMk75Gjav3rxPzPXRcI14rkmsPk1qo0GxHnl6l1KTdrBD2x3nT9EkHz5Y7OIrSdpdWOzp/Z9HYPwm+r55oTCBKhENU/bTfVV87Y3H2Wc8jmV9scm468hYXHjaZnUlT1Rqt9IFuvB9qPl85pHOXUpBInH79F1qadV8x9gwKymvrHaQRGZej7Tuf5wusLO3x+xnFadNLacflgfyQdvPfnb1zFaDcJxM9+l6I7z394qE4nmX23DmmprPEYsnfeO8EviaDkkhGOQmEIPD1C/FSHgetNdtbHkPDh6vcwIX1Xzi49ZOTkZMPGXg5mhAMW2MnddSP0pGU71ggIDMajbl816LdI0n0mhIVCIYKI1iWzVZ5jcE3WpTuVFChonLPYuGzGqNTkvHiNO+8O872psdWqcH//N8VODducnPvv0EQ8nLunx0OSJio2DSyexfMI5OrsMAsQLCLdO8DMKkjKu8EIOjAkb4I6c6j5OnxhDD+Olo6GO1riF6nd5h8i7vN/wFVM3k5/79F1XRGFBaKvRLlk7xbj9wyWqCqRLoUB2hBaKI7j3+A/GUJlsYaiWYIEWsT7D5AiAvIeNQP4G/dx+ybOOD3kvEvIX9qGFjjl9GhT7BxF91t4nkdhJ3AKs4iEllUu4bcmqfQP8lWs0KpXmJ2eJBCsR/8XVbmo4nHcwNUqJkPFBeSAekvsfhstUNmZ1IsPGwek5p9FmQyFv1u1MG+u+ti21El2fZ2l3ivR+UoI3Gl4h7rEZmaTGJZx5+NmhBcUZovjvxfqxWitWZ+sUlyOnVgCAHaRzw1z1Osrh4ni9zHoAV5U2PwtB1JkSGcGEswXJQsLbcOJIdrts3VpD4RVNXAJ339rMxX2DM+IV78XbQO6ZZ+eOr+LdtgYmaQob4R9vbq3L71gHjSpm8oaihurBvsLZnwDGXvU+NTzEyOUOyfQj6JLO83BF+LQTEMAYag2QjoPEd44FGUNl2KIzFKGy5DI5HR2NqILvTwaDTx5AsWyABx6Yd88eMYax85eA2JGVeMvOXiNSTVBYuh112kyQmSx8x4gN8W1JYtyrctqvPRcsrvCPrmfOLdMUqtOi5ddutlpJCEYUj5noXX7gICt2YwMJzm7ddfY2omR7OuiMVM/uk/cZgYltzc+xNm0v+SEy6/kGhzAOVIZOsaKnnl+MfaR6g2yhzAcs5TQCO9NfBWkO4SeBuguwjtI9s3QJ9cPUv3AWCA9gmTbyFb15Cdu0wm/1XEpdIbk9H8GQhQw+9hNH+G8e5bhL/4GPtSeGhctEA3n331ZQypY0Vk8vwssVgFXb2N6IUHtJ4C/WKUEoWQiHgGrRXWxGtov0uweQ/ttvAhMiqxJMLr4C1/Tir0iQceuiN4K6W4FHhcax8/l74bcmsoS8pvkg6ejt/tNKydEhp6FlimZGggKuMtVzyCIJqqczmb7Z3uieeu+0h5b+R5pE40Yxa/ESBunTxeux1yelYugtYnj7Fr2+zGYsw2GjyPDmFpp8vMVOqgDe1aoY/XdnfJmvpESPf/rgoajTpuIIgPvIW0s3Q2/h0IE2fwQ7qlHyKFz0DyY8yMQXHuTRzHwrZimLZkwuvDMASWbQI+gSsInrBAOoriRJapqSEuX7qI46T+f+GdwNdc5RWG+kBw6nkwNGyzveXhe5rNdfcgOb+17tLX+1trzda6CwKGR2O4d69y98efojoWE+MjyNn72CmNnQqJ5xXWGWzBZizqdM9NByfmeyuu2fmijNdbJfnB4UrPO8KbNDY0xehwjtnzeXbLPr6n+cd/32OwEG1zLv1/kTB7bIk67E3eJmHqvcioyARSndRn12YfoXMR2Z1H+CW0M4cWUYRbaDdifuxB6NMnKqGOhCc6t4EQoRokzU2OUQ+rOmHqA5ApwtQHCJnC/MZ7aCuAnibJ8+JR50mtrKI2pzGvZgluaaS8Rbi7hJFOgv3ipFCFkAgnhdrv4NQK1dhhu9tgW0AhDPi02qLbVbw2ECMH5F6F7EsCvji5v4ebLS6nQtJf4mnqdkOEiApIFhabzM32PDRfsbrWZmY6RdcNWVo+vG6ppEk2Y9FoBYwU45hmRMfSV4gdJK5tW6JU1EH/OLiuOhZKAvjW+z5/fcM4keG49+D5Kp4yvk/iSxhd11UsPGweFBhcqNVIhMEJY/Lz/gHKOxX2+VmMWB6tw4iXS5gYzgDxke9iSp+4fYfRwSkScYeB/hSeF8lt53NZBvJFWp0m1c0SogTwdCXDxYksczOzTE1nSaUSyLM6hX8D8bUalFTaJAz0c1d8lXf8g5s+8DWWJdhccwkCfdDIuLnuMjBos7XhEuqQz7Y+J/QEk99uYVoPEb3yXmmAfAL1vBkDM3Z8m+2bFq2SQeCGaB0dc32pyut/ZJMsSIYaVyknrxNKD8tcYDb/W1S2o0TozD8YYDC9drDCSpjboBVG86dE8oceYfqD44NQbWTrU1TyzcP3hNlL0mtkdwH1JSnZjhqXfRiNnxCmvhm9kKmo0sdIRw9vKgUqIPYGhMmryOrPT4bCngddF395mbD6ErHfy2EMvUGwF+Ddmo+8hzNo7b2la2itsaeuPNVKUAcu3urNY2yZNa244bfJAFkNs0mT1tAA4050TJEQEQ3uKQj8kD+vwfhUgbfbNZLh86+ahICJ8YgnLAgUDxaaBxOmbUX9KNs7LpPjCaQUSCmOSe2apsR85FIMF+MEoabRePxkPr/Q5PxcioXFFqHSfPc/ivHLaycXJK6rjk3igRB83D+ArUKuVip0DIPPCn0kA5/XqtXDsWmN+SV517wjeaJkePL7/J+7glbtNGp5SXzku3Q2v48QEsPOIUQXhCARdxgaTKOUYq/WIZfJMD05iO9rKhUL0Cw+XGF35+kkfydHpnjnnUnGhs5hyGdIFP0G4Gs1KO1W+KXyJ2FweDMOj0WhruDIexurLmGoD7rjf/nzbe6vhZHwUlJx2gqjsyuprZgUXz999bE7b/Zip70xeOJYAh7gb/3uu1w8V8B2BOZQjFnxLT5r/ohAu5iWIAg0w2MxvpfePN4nqDVG48cI3UUjCdPfAnl8JS7QEOwcMyrCLyOCEtrIIgiQ7gIvnGxOtTEaPzr7c2GgBr6BEA7a+f/Ye88uSa78zO93w6U3lZnlvW0PNBoNoIEZAAOMwdAMRY6Gs0uZpbRHK/HoHH0BfYI9ersvSIkSz5I6uxKNZodccmYwGJiBRwONBhpAm6ru8t6nz4yIe69eRJbrqmoDNMwQ/ZzTpyszIyNuREbc5/7d8z9HKPQWGFF8TiLfu3jLXZutEqtT4c8ZyCUTY3gQXSiil5bRvos7dhX0MYxYAioWdvsI3vxV7I6jCGu/+0u7NUDjTryH038Wd+ICoYGztxiAg906hDf78fZbCeCsBiuaJhzP0Ls8jrAtwk2d6BnwPry1t7+sBGPTBR5MSmKf0l2uNVy5VsAwBEdHkpimoLcnyvUbJW6MlxgciOPYBrWaZHG5Rm+jINK8TbLL8mqdUun2loHrKa6NFvF2PVO7J/Ar13acXEdGElwdDV5LpblxfZ0/bAiohqTkzNragarXd4uP001sOjan19eJ32Td/M264PfTmi3F/v+wJigo4CZCL8/+A7Gu38OwDk548H3F4lIRrTXRmMXxExk8Nyg9iEZszCWP69fVbbPK2rpTDPQO8Pjj/fR1juDYX49A/G58oYSilN5nVt8N2jtD24VYhhkQCEBnd5i5mRrtHcESUmuYmd1kYuEaPU/XbjnXhtMKJ76XTPLTJqtXg4lL+ewjkNZMB9HITo3EyJEWmp/J4F6qEjoTZfKn6ygTzqSeZXHWo6MzxH/9nSIxdvl6tcYsvgTaw088jVl8fR+ZYETxY49hld8BfwWz8BLayqDt9qDOA1B2B9qIYtav382lvCXMwsuAbhDdLmiNWXwFmXgKs/Q6Mv4EZjHYlnAYGX8cQ9WxH96JM8i8wLtuYWQUTn/jQTcDr9q2Z822sYfAdxXhB8Gf78ObnMHM9mCE4wjLwe44BqaFO3kRLRty6P0Pb8daANhyPfr7A6da+riT7+9+Z/svEYrhZLowFq4F7gnDYhWoCDhqWiDBe0uRWo6SbIpQ2DjYjSh9xd9vCH7YpEl9SlIJ3DmaT67k9wzT83cm9kjYpLMhh1IoeBSKHrGoRa0uaW/b7xqU/n531s0YHoxvB+WvjhZQCl54xUap6q5tEly+GpDI9fHS9mLOAf7LhE+4MUQDCH8W3/YuHMlvooTAPqC453fTmr/bFFvSdFQU3PywR7t+n8rs3+/7riFcmmPv4vse47OjOHaI/q4BmlJRVpZc0EGmWrUmyRdu31CtrTvF8OAQjz3aR1/X0NeSTOA3rFLeMMWe1ZiUms6ecNCBrTNQPNVaMztdRR//gJ6j/h5JlIMgDLa3Kc6bLH/koOR+EgFobmojEU1y9HgWLXeahxU3FTkDIt+MU327xKz9Og8lnqQ9+QDrs1cCMgnr/ZqWyue8/yIPi38LyMZk/a1dgxNsdRMSaNB1dCPALrwlwEJFTiDcGe4VzOLLoL09j6VZfBGZ+DZm8UXQXsMd9ljDugrGo0UEDCeI34QTyNijCLmOaV3ETHtg7BCIv2DgzRpY7QqzVSKvjeEKBVIg14+Bl8Nqy4Bh4M58jHYDV4PTc5q3tY+rgmN+i+AGft0QfEMFZO2OB/UE9Rs3pTprgtXBAdD1Cv5SQMiqvMHo0irnS3Ue3SUEasSnGOYGXTWXg8V7AtS04Hw2y5OFjc80qe62vCFwM318OR9IuSjN1dEgjqG1Jpm0UVrv0fG6W1iWsSfL69iRJK67cxd8cmVvCL7uaf7DuuBfZYP7Ovo5zZ221hzGhn+/KchL2Eci3T9EAOWZn1CZ//mez4SQdCTfpLutl5nF4D6SykcqE8+TzM0XCIcsmpsDa0Y30qNT2ShSKtaX97u9WruSDA0O8u2nnqCtNYthfLqOsv8c8IUSSjJloRSBfPw9QFdveLvHgmmyTSbTiVcQhr9HPtIWIU7Gz3Gx+OtD9xdvk0SbgxXZ5oTF2rWAabKpZlKJDLlMjONHR8hkmpiYHCfd5JLf8EhnbCzLoPZOmQvzL3Ii8ShhI8blq1dp73QIO9UDBZJl6lke1P8OMJCJZ1ClN/gno5MfqLmdjYz4jpWyCwIN3hymt4h2ulChwYbr67NB3JQRFkg3eZiFXyEIfjeta5jFN7Zf79+JEZCLsgLl4ptCPGarQnvgz24FxbcmXgHKxJu/hqo0Vug3TcqP9z4EGl6ZurD93rndE+mWX/0A//rh0NvHmSi6/OWKwm9J8eiec1J8s8Xil2nN5eqta05u3NhADGd4cnON0O3K5u8CcpfLRUpNIm7R2xNDCNjYdFlbd1nflQrc3hYJBBxvg5GhBOOTgUvNbmR5XRvbSyDyAHfPAfJbXwj+el1QUhCoC+1/sIQRnHOs+0eUZ/5uZxthEuv6feAt5pb2Sj+4Xp0bM1cJh6IM9gSabpWKy9TMIiubi9vxqt1obk8wNDTAQG8HJ48dJdPU9M9eWuV2uCWhZOLDrJdu1tz49BBCkG6ySKUtNte9Ow7Ot3eFME2xb1Le/QNrrZmdqjKdehkt9u/X03U+LL5+6/EZYBo7fwNkkjkeerCfaCREKGySSDlU6ot4skppWdLc6hAKG9TeKHIx/woVWSQbH6FaXUSqGsKwsQovQvoZ9ujCCwHYWCJIMfax+Fvh4Rf+kv8kHP4g9tTOdsJEmylUaBjhTqKtZmTkAczqJcAPGnZh4s0aCDMQZ7yXCK6yf+hrAHQVs/g6MvogyDxG+Tw6tF9sEYLLYHUpUEEvli3UPjDxF0bhgJV25EmP2nsXiDwuESH4xpRA3jiPOfgYFuAMPoZ7s1VyC1SB843bp1KVXJhzedNOMDtZpMfR/M8hxXDn3ur76DFF+JqC29SMaqW5PrrG4xlF6HOcX4oln8tX86RTDtFoIOe+ezE/v1BlYbF6oBTMYH+MSMRi7HoRw2hYPVcLHDsa1PncjgcN4L/P3bvGZrfDTzcFKw0eD+68wy2A8vTfEuv5Q2gExGM9Pwq+IQSiYfGrhoCd5/pMjga1ReGIRfdglk/GPubydSjma8xPb9LV1caJE0egPsXqYolsa5ymXJSWbDuDvV2cODZCpinztbVKduOWhLJeund++S0EP2qgFqw1BwbpW9odNlY9ss0Oli32dXrbjZnJKl29QexkOvUS2pA89b0qrz6/v6Oeuo2IHEB+xmT0ZR/PrXP24QEGerpBCSplRa6pk5CVYH5+lUTSRKuggLKtI8Taap3a1AhnzuSoVBc4n3+eFn0O57GfI9NPYd4maG4Bf+Rq8h9q/uHRCj8tv8rvh89iVi4ioycBgbZyaCvLzct+4U4FDRI79JfWCE4AWhUxS28GQ/DXEP46ympG2x2Y1b35tsIAq0dhdTce7HGT0ANB//IDYUD0aTdwnQkwsdhStXSGHtsm61cEPN2Y5359wLXwfM0H18v8OpVlYnSVnAV/kFa4toOIOZweSPGULtHbGdl3Kc0jg7SeEySvXqewcWu/utZBkHjgWAumZfDk0uJnznA6CErB+obLrmSqPWPoaI9Qrvhsbu61qsYnywwPJhgZTjB6vchgfxBDudM5UQi4V/lL4/E4F4qwsVrm6YTmSCOb7ud5wUzD4GpoWd9yP7GeH1Ge/v/Y7skAxHp+jDAsQNGeeHXfdyzbpHsww/TYGtWyx9hHO60tNJBIhWnuSGIYBpmWOEN2K7l0C03JLEMjaYb7Bwk76ftk0sBtXF6f3wpECEEmF5BKJGpQLsntmIQQIuirIW7fl36LTGYma+gmxePJ3+W1X/7jXY+ntGAyf8GhsF6lXpE8/MhRHnpwABAU8z5dHV1kmrKUagskm1xWlvzt3g+L83XmFwq05JJcqvwaWavxSPK7LG1oXn3B4b/6Q/PgTBytMQsvIFPfA8A0IXbGBwRKVTAr7wU1IKoIchOz8HxAKk4Pxq4JeiubRkWGQPuI27Q3/rwQnKHa9XeQoSb81YO33716Fxza2GsbhwS63RvnQQcS5bsX1k9qeBm4+Emev1g1MC2DgWPN6FwMDYw82MOp1jZO1q6AgCcJ3J1tOspxQOUXUZkFnGMyOBcxxDNJn1fDkjdvM1QAiWDsygoI+Eb28yP7dMomFrMO1M0SHHxYrWH0enFL9xEh9rt0Pi9crcGKJ3gyoXm/ArpS5ocRDblgmfRiQXC9vvdOuiPcVI0ezCM7U5xhaPo7hhmfG92zzW4y2M358WSIVNsRCrU+2igiEOTSzQz0dtPbl6C9tYuwfZ9MduM2Lq8jAKyXrpGJj7BeGr3V5ncNIQTZ5mCdE42ZLC+61O/QMbtlmQgheP3VeTgVFNm9lf8Zd3MTVlYNZt8ObSngkUhHOH6snbOnhzCEIL/ZWO00rKS1lTqmE6yXWtoCd1dQpd+Y1K+cRI1cDMQg0y+itOL/Kb3AH6PRyedACMz8L5DJ5wCQye82RmIik98mVHyRP274q3WtjPfhO9iPn7hpgl45eJJAbKsaf1WwPe5bwB03Gr1X7h7u9bf2HOuZxqFeFvDhJ3leamvHaI3w34kl3mrO8tTCArZtcOZIglO6wpX6ZhAr0XvHuTUabwK8SRMz28NK/H8kF9+kO/m/w8KuONftoOEvVgVDJ1sRQvDs4sK+X0lp+D9W974bMeCPs5qChJ/lBf/yEGXozbx3aB+SW1XgDw/FiYTvLB3tgZMpLn2cP/Tzqgqq0//brCYv4Rd5wb/IaBa9wF0F0O/AcynNkRAcadR36cZ131pvvVIUjNbhbp7hWPePwLACV1fvjylP/TXlqf+XWO+/3DfZG4ZJf+cIE3OjWKZFZ0svk/PXGT7VCkAkFCWTzDG3Mk08msSwOrk2F8UwYLBNk05FOHZkgNbmYPv7ZLIXt3F5Xdsmlc8LN/8gLe0OjiNo67h1MHHbzTVRDchkJx/3jo5b2xRce95kbbFE10CYWCRBe66LeDxEX19QA7C5EZBJOmORSFiUqgvUvSKVzYBQkilYWggq99vbkswvFJC+pjP/FEbGpjP/LZTSvPLzl+C3S/w3bDmqNGbhF8jUb+2+EICNTDyLVXwJCFZoQpYwS28EMZTwEczy4aqogZzKbyru/MEs/dLaF8IBeGlrFwL+8THB6Go7gf2mCQvN/9JSJ9SS4htKb98mj+r9sh37xqXBzEzS1/nnyJnuOx7nbmgEYx8HqgijCEZOte0hFgH8TzmND/yfq8FdUlGaP91FtH+zLvjxTaSyHA7zBhGqZZfWzh2ds6Figd7yrQvxxhqNpo6OJLgxUWJ4MLFPz2sLtyKTuoJ/vxaM809XBCkT/qhJs+LBf9rcsZF046ILAZ9U4dVdcj3n98h+3eUkLQRCGMR6frzrTU1H8mUWis8SuLteAQJrRACmYdLV2s/k/BhCCBw7RE/bAOGwRSoZQQPjCzWWVzYIq1dIdvSRSvVydKSf1ubW+0RyCG6b5bVeuvZFjAMIVvxw56w/M1ljOv3Cbe+/7er6qmDixZ1y50gUOvubyDY1ceR0loo9R7Z8cl+yQCzUSshOs7Q0zdRUnljUobc/Tn7Tx60r2jpC2I5gebXI2NQYbW2nmZtuKOgCaKi/8WP4fqMQLPn9nYEJEciuFH4JWMjkd/ATz2AVX0aEIPTgVtZSHlG7joyexawcLHnyVbzFbw4byEUDb/LWvi2tofq2iVoPzij6lI9o1KRVXrTAg4PO9sPGpKeB0ZV2nl0MouemAaePp3hKb01oN61a0wrnqKL2trlvvxpwhiT2kEKNjmEeM+j8XhOJpTWKm7evTzgYgtGPlhjFYKSxMn52IRirJeBfZxV/sbabagKsyR2CicZDdPUHwp0JIJEOo4GNlTJaw2BEHJxte4ubZKvG5HbYvV8fGmPdmyBz0AEnXPYQ5L26Y8vTfwtArPdfUJ76GwCGT7UiBLQngsVZ4NrT3Ji5Sl/HEFJJJufHcOs+85MbnBxI0/bJu2w+/ESwr0ic/jaNV7pMtRykRrc2t9HW2nafTG6Br1Qdyt38UDOTVabTLx56T+6+p6ULN56P4HuSiatLJFoMnv438V3bzDGxuIie6iJ3ZP8OvYECBatErOjS25siGjMJRwwKeWhtD8gEoLM9xdP5Os74r/n+t11sh8D1LjSanyCfB/Hct4Pz1A0rJfkcZuFXOySz53o0zsVIICMnMMtvIyrr+7b7KkNtCNxrN7tVbpq0b5r4aue3yCTYrvJqcJtGn93SVdv7fWf4cUDwoPEWzyjNy4bgtK5ALoUBPN2wSA67u9SmgTcK4UcktXe3xhpEpmaAK92aI92KEzMGZvUyz4UsXgv5vHs3F+IQjH4UdGwabayej5xo4VuLi/xJTlPV8Jfbqup7J+1Kyd3+7m40NcfItcV5e7HEz1d3E3dwkTv7M0TjO8VZ51ZWuHJtlzaXYI+RL8Qub2Djsz9ruOaEEAweb4HV5T1jKCjBnx0YNvtiJ2KtNWMfLTHyQNv2a6klkws3GOo+Rq1W56UX38QJmZRsm3djCXrqPssrpe04bmdXG23ZThKJEE3pyH0yuQ1uSyiZ+BHWS6MIYXwucZS7xdbqZ6bpJXbf+duL/cZbWsL1n29pIknGLy9hOyYnn2jh+LdthqOn+bD4WrAtEI8kiGaDXu/xhIllBS6vVJMV1M+UFaDJNtusLruI7WCfZmnexXU1HV0hvuM/TKr7DSLnPGoXgyrr8GM+tfMWaIGV/wUy9X3Mwi/YikTL5Hd2gvPKxSy+vP387sZv5K0s9v2xD/WPDfzpW/nyG8Ty0uF5RUIInm30Dv/+4OO4Y2/u/vC2w9SA2ayJ/46PNy+oXzSZQ3BdgP2KxfgrFqGjkmMDEu8PXOQlBb+87W7vAoFFcfXjZa42HKMRofmTnKag4D+uH3wO8WSIeCrM4kxgnW2slBECcm1xcm2BWbc4k9+2puYm9qaDBU7S4Hj/KqN4r72Vq1dWUUrzb3IKU8NL7e2MfrTE8KlWxj5a4k9yQb7kn68Krn+yl0x2n88XiaGTrRjGr+GBVkYvLe7/vPsoo1NXGL+8zMgDHTd9unes4bBFa0uCciVGtZIjFLIIRwWpzFdq/f2VxC2vUDZxtPF/EEcRwqApPszGPaxNuVvMTdeQSqPTO0tOrWHsnyIM/04VreD6z7ZShoNtQiGH3/mDbyKOXwJqVFSND0uv4cgU6eoQ4+WLFGarDJ2ahErg8kokLZLp4PK4V4KHcX3V205zjicCF93Sgksm5xByBL8ztU6q+00ij1WQmWcJP/rqdvFf+JxEJp/jL8vP88eF5wGQye81Ul9vWqKLMDJ+DquhpSVUEav89i2vS8OZA9wuJrB7+8//sTfS+tY96T8FnMFHEeZ+cnGGn+D562/xrbE3A7/40OOg9Z7A/WFQ6wa18xB+VAb9WaSESxbdwLCGcQEf9mmsNsUj1016V+D9O0hD/yyoarFtDRyGUmFXj/QG1pfLGIbA9xSbawf3JDkIf7VuwPrK9us/37JwVncsoeFTrfzZAZbRVwWCYHEx1iDALesEgozRkVPtDHSOIKXPxNwYtmPSd2SnwV0oZNHSHA8Wrje7DPXOgva+pXIwfuMot6MnxNv5n7MnI0fA8O9UUR+e4cbM1a13MWzN0PermCpEazHJPLphxWwxEZRXDPIrNsMPpcmVTwKB3lix4ADq3NEAACAASURBVJPPV0lnbFLpnckr22wTi1ssL9ZZXvJpaw/j2PDc1DpNnW8RfrSEzD6DWXptTyW5TH4PhOCPpUAmv4dZ+AVm/vmd0zDMgFwMB5l8BlS1kbV1+yQDDejQICo0jFG7ekdpwzL+TczyBThE3v5eQW2I25KJEIDQ7DfLjG2T0+k7g3Ai1Mdv7Wh6Zmv7wcdwr7+NM/QYztA53Ou3JmQAuSqoXTBxzkhmtOCaEPRuUbWGtfePkW8u4IxM0HMmQeJGlWLh7lrCflFYXdzf9uCzYuwrTCQAQz3H6OtpYqQvz+jU5T2xnN1/KyUZm7rKzI01Bo617NlHve6zvFwikQixuhYkNZQrLgkvxLVrs6TSS7S3thMJZe+TygG4B3W8Yte/zx/vln6OOiDFR0sYn70WyLAYJkf6jzLy/TqOFeZs5knmU68TjmjOPrkTSK3XfZZWCmRCLRyNnSUaM7FDmo3NKomURXdvgmRyS3BSk8kFZAKQa7XI5y7im3kSb73G+bHXUSdLBKoPe1Ofd/eTk6nn9nxWe9cK3GFSYm6+GJyIliAcZPwbd3RNtNOHCg1h1Ecx7rAGxSq9fmivlHuKLbK4BUInFfHf9rHaNeGHJLHnfGLP+YRPnkCEE40CleD+Cg08sm2daCW3Jwq9JdHSKGbZIhP3+tsgFBg6+HcINKBzmuUOzf/20wj/+pUEo2WLIRF8r9/QNEXHqDgzaA2/la4zFP58LZT7OAS7CpaComcwhKCnK013X4Qf/Na3eObxxxufB7GpG7NBcpEGpFLbFshB+me1us/KaplIxCaTCbwdpXKdmdlNpqeLXL02zcrqyr7v3centlCCh9s0bNKxQF7DlzXylald2+yK4t1DfPO7VX79gr1H4klrmPhlguGeIwgEvb1punojYHYS/V6EytL/DS851KoG774aCTxh2qRaq7OppnjwkSBbplz2KRTqJBJWkDa87pFqssCAzTUfxxbbhHK5+B4lledbMxuseB7n/qRKvJHSad2kFyaT39l5CLTPVoWeEBB+xKf2XpjaeQGmJvzwL2+uz7ojiPoERn387r/4OcNs0jjDEnf0Dm41A2ofmgEfa4HdLXB6HjhwU60k7o3zOP1n0YYREMjwE4E1shU/URKEwh54A2cEtAvllxrjkIHtJwnun1XgH+Zt/uN5qBarPNwsOdleIv5dJyBEAT8GWAIZFTz2By49Hyg+eOlQ7cL7+DwgTKKdv0tt6QW0rDJwrBnLMhnqPhpIzyjwpWRqOshmGOo+FrQsnrmC1hrf83jh+UCCSRiCqdFV+o82I4Sx3QgrErFJxEOsrpWoVj0SiRDZTKAuvrFZoVhy71snh+CuCcUQ5nZMZc+OzPD2+55fpublCVkJirV57iWp+J7Y3p10A7ke27B59hvntpQ46OgKg+kCDrpm4b73AyCIW2gNjpcis36GyZklmsJ5jkbPoBS4Ks/o+BznzjxCxEmx2RBtsofCNHeG8GdclFLBqmhqmAe7HuTq4nmePbtJIqHRWMD+DnIBiQSaIWbhBWTi2zufGQLr2afwX3gZhE3tkk34Ie9w4cWtXQZiK4hb+PG3unYHlRg7fx++/SHj/wzQqjHhGhrUrfccPh2cS/WCiVwxQQj0bpFHw9wWcXSnPgCtAnVhwwz+3bSde+M8ICj/yiL2bLCf2LM+qgaV12zyGt4B5qTJTwphaqU6frHCt0fi/HaTS09PGEyJ1aGwuwK7WLBTsH/2hxHenqqzdP2+pfJFIdL2HYSw6D+SxTYlhiHo7xyhszPN7FyQmPDG3KtMLd7AMIwgs6txz2gNk6OrWJaFMDXdAxnmJjawLYe+jiEMQxByTFqa44QjBpmczcx0me7uBJ0drRTzis38JB1t7TTnmr/My/CVxecSQ7GtGLYVMHqcdkq1RW52A90NpNQo4aKBCy+GtzW5Jl8Jc+R7iseSz+ElXJZnFErBwnyFvh//DPfNH1H6VR5/V2Mt4YYR40eRKYWT9Mkdl9RqipUll/UVj2QiQizhUvNWt5ODvNEa0WgLhlNjYX4VJ6JobonyvZUiy7iET/mIqB30Bym9A3pvfYJVfAk/+Rxblp1VfDFwsQgHtAeuB5Ew9pOPBjEUVQ9iMAf0gt+CtlvRVjNm9aP9n2ECGhU+gpAb4K8how8FFoy/GshR3CRRDyDj38Asv4NGgXbvCbGogkBtGjhDEne8YX0cQCxamaAMMH0iD0v82VPoaiKQr68GE4XTfxZ3+kOQXhAjmfoA/HoQpN/lBnEGH9ub5SUFpRdsPBqpo1JTRfGGp7k4Xefd5mByONpk8aN+h+6uGmee8XCGdojCA95RgrSEEVMjDTh1uk6uWbF07yXv7uMQVBeChaEfztLff5T+3mYMQzDXIJP5haBB2dOPPcrsXB4pFWNTVwCwLJNjD3bR1zHIjdkxlJL0juSwTJNQyKKtNWi7rLWm3GhIFgpZVMo2YFKuLZNOhUklD2ndeR+ff1A+ZCfRWlKuf/qA3tx0lcnQq4iIuycD9NhzmkeSz+HqGu8WXuAbPT9gYcWlozUEbhitYXqmxFz6FWwRwtN1LEuQytnMTK1Scjc5WnqIcKtBOAKea9Hf20U601Ak3ZLstsDvKyI3fLKuw+XSeXrjHdgTMzz543XsNo0fewwaE/mB0HXQeydSmXgWM/8L/PPvYT91DrPwUtC1EREEzUtvIPQhfay1YlsET/sgbDQmAtkgkgJm7TIy+hAqfBxQqOgZjMr7qNBAoFSs9sZQrNKv8ZPfA2FiFl4OKpt1/TMRi5nWmOlgYo5kffxlgTdpwq5+M1qayOUj6FILZutVdGgZ7XlorXC6T+LOfIR2a43GWjvXNzRwlvr4IX3tTScwYRvwCfqmeJ5m9EbQHEoBnhMoMhhoopams0Px4AM+WMFxPKBcE3wgBb8at/jmvGDtiM94j+IZQ9NlCC6Lz9Y47j4OhmEKtNIYhtgnnz81tgYECTimYWCaFkII2tsClQspNV2dKW5MrDB+OdBTGzzWykjvMG2tCepuL9OL44SdCH2dg3vIpFLxWF0rY1kGiXiIeEKxtLzA5oZHPGES/bQtOb8G+ELE+4UwEHd5qK06D9/XLKytMv9mAsONYMowaAiJCI8kv0tdV3m38AIhIyg6GvxxDrSBd+EHwX4QxMwUDyWexpRhPOWzHL9AKKnoeDTI0KlWJasrdeLxEOlUBCk1AgPTDG4csyeEzPvU5srUVAXLk5z78BKpZAc6stNW1Cy/jdAHdAsUYcziK0H1O1u1eZEgw0oI7CcfBlVDILGKL2OWAh+vjD+BFgdL0Bj+MmYtWHkZ3iwCiQ71NdxWii19VpSLUbkYkJO/ioqcwKiNgao1xhZCi/DONK2qoKrI+Dlk/HEQkeDzxr/tc9Kg6sG/A075UJjZIPUWywLLREsLuTKCLgXZNnLpKLV32qiPTqHrQcqr032K0OAjePNX9vU5CQ2c3WOdQBCIdQbOgrX/2tm2wZHhBImEwAs7fJDNYqI5EpH8DyNVHjrtY7YonD6FB1yoC/7Xn0X4d38aJ/Nri47XTJz/K0TiQxNLwUBvinjs69U3/IuAaRp09+dIpCJ09meIJfb/llNja4xNXGVmaQLTFJimwdx8YJUsLgXFmrNLE8TjUcLhEBNXV3A9l8nplYBMQgGZWGbgGvN9uU0mkbDN8HCWh8/2kYznyG/6lMt1rl5dZ37+znrLfx3xhaQN21acsONSc4OiKn2T+0sIE92oxzCEBQhi4VbKtSWWFoo4Q1Ocyz2IUbHxjAqb6Us8lHyamqpwofgSYSPGw4lnAai+UtyzbxOLk+Enka4im3+IpY11rPYlfDsIrFmWoF6XuHVJJhOlUpZBB8j2NJkmwdzCEmsXikRTmhvVS5TKC5ybsMmEB3h9JMmTEUGLCAdEog9268nYWczSG+xeXcvY2e3gvXVz73btBbL1kQdQkVOHSq3c/B0QqPAgQlUwvIbsSO2T4HiRUxi1MYQqIKMPI6pV0FVk/AnQqjE+H7NyYc9uZeLpXSX7GrPUkAD3KriXbbQRwTDLhE7ujyNoDBA2+PWgY7FlIdct/DmJ0dMGSuNdMtG1BBg+qOB2tNtHDjxFYYfRvgt2GO3V0NKkCmw1vTViGrwIW5pNTv/DQdtfr4YAIjoIrkdb4LvfjvBXr4cQS4KOkMEf9ZYZeNhnJQROi4ayYMwX/PXLIcp/L3ku7vJYk0N7cGIcv2wSbVY8F3N50VIUDxzxfXxatHYl6e/tI5crsJHfoL03zfTYGm5974JifmqTZ589QWdHOnB9zedZWi7R2RHomg33HuV7TzczO7fJr154jdGJqzghC9Mw6esYoKszhdaaatVjZTWwSizLwLINIqEEpohQqc0Gno1UGPkZumJ+HfCFEEoQpN/EsROAoO5t7vk84mRx/SJK+URDzZhGiGJ1jrobuKiOhZ5gwdrAlXWK6cs8lHyKqiptd188Fntke19aaypqqz0qmJbN1PwaynBZbnqfSDxLunaUxf63ccwmmmI2xYJPMhkKGg025k7XL5Hf8FlarJBuslkzZ1n3V3h81uHb4WGu19cRA59gx1xk7AnMyiVEI3aiqgSZZJFgLrZKNzX2MuJYpdcOv2DCQUZP7yeaW8BotAFWTl+DXPZid6zlZtIwy29tJwHIyGkwkzskIotgxLfzM2XiadASs/QmobMWMnoGq/hSkCRgRALLxwhSLbWZRtGBnriCN60x+rKIZAK4hpqeDY6dATMzjb94FF1s40DYFRAKp/sE7swn2B3H8OYug5J8YAjONtr/Rr+Tx58+G3zHjQek0vcQ3tSH2Gge9yqYTRr7UcllV/BGt4G9ZpNNZ1ix8/yVo7h2ycH/yMa1HeSiRfbDCs8kBaezMTr8nevqXjExIpqwB5GoicjL+26vewzP92hKZpmf3iCUOHix1tadwpMu5UqFkBOiObfV1yW4fwcHWjk2coxTp+J0tKX493/5j7T1xdGA67nUXZ9qtcrKaoVEPEJnZwolNbG4SVPWplZT+L4i02xTKviYeXFwK4r7AL4gQgnZwWqh6q6hdjW/MYSF1opKfRlD2MQjHaxtzCN1DWlVKK1bZJvDrK+6LMbeI2yGeSDxTSqyxIelV9la8V8svsLp+FPErTSgudiYiA1MHun4Lu8U3kIgSIpmct4D5I0lDEwiZpya6zG3vIFXsmjviBOJmGitMYliCklTuoZhCMx8K02scyqdIStTfHQqzeOpNTK4SFmGXdlW3oSJygvCj/gHXmEZfWCnEdWBUAjZIEUMMCIIdWdm9p3WoWwhOI5GGwlQRazymzsJBDKPWXoz0BnTGlQBzBQIE5l4sjHUhr9LOKjwEYza2PZn2veRY2XcNx9EOBVE6wbCuQtBRbsChsRq/wRh1/DnTmG19INhbqcT763UeQWr9WqQDjwTEIsQBk7fQyjpsznzNs3nFON+in874bLwXpiIDe7mLLpsEH7L4rhXYTYUYr29k7MJh2+0TdKXbAUEqrA/DvjACclD01GubyjK1XvT2vo+wHUlM3MzOCGTYycGWNlYBPZ3EVuaKxCKTDC7JBjqPkbIsRjobwUBdijNQHcrlWqV9s5HGRle4lvPPMrVicsoJZlemEBJzdTCDWLRBOlUH5GooFJSJFIN/bioyUZB8MnHa0ipyGUTxGO3b6v8dcUXVikfspOE7CQ1d5OKu4rWPo6dBK3wZZ1oqBnfg6tX1jBjZVTfJYZan8BC0NIWYm4tyanUI1RkkUulN7alsLfwQelVHoh/E40mYTZRlMHNV5KBNWSLECeTj7AWWWSt8hFxM8VA5CTL7gyVpkVa7IeoVRWCoJvk+sY6xYIk1WQTT1hcr4xyZKxEBy0QBWvwAkY8OMbN3QhDxyXVdy1USWCk9D4pKat06/ZMQns7VoQINYLo+7O5Pi0C8igjUNvuND/+NGbxZUCC3ASzCfOmcZqlN5Gxc2A1NXakEDLfGHMds3IRbUTB3wAJaqGInhrFbE0jl0fwP9YYTdNAEmHVEfZO8EXYVbThgWokRNTLmIkrmLnSdo8kq/MjvHkT0z4XuNK2vhsOxmA0pXDfPc1+8UmNrBeZSAti1Sw/yZ9h8fw75NCcbsnwpJAkQxmODTazujrBdeXTbFfpt0FWQBUO1qtSZYH2NKdrRX6pJPc96/cOqwvBgqprILjX4tEYprk/Dts9mNnTGOzoieMcGRrBq22Q6XmS6Ss/5+PLV5hc+BA0tLUlmZgLU3drOHaYmlfDsmzac12USi7vXZghFg3hhFqIdYHnKZZXikzNziKEIBxy9o3hPnbwhQTldyPspIk6OQxhUXPXscwIqVgvvicYuzFOWa/idX3IsUc3CUcC0ij463T6Zyj5eT4qvUnCbNqzz5SVJWVluVR6nY9Kb9ATDuphFJJPGhpYCsWqt8C1xkTta59ld4bJ8lUcfyewXq0qCvlGzULCJJ6wqMoSdqXKiXgXuWiaZQTV2+Q+GQmNe8X8LNnSAAhdvadkAgR9340I2kxvV/ELuc6WxWeV3wE02syizUzjM9BmBrP8DvjroDXCX9nnPhOqgpl/GybOIz8ZR1XSCNPDzEyhyznk7Bnk7BlUoX3P98zsFEZ6FhHZQEQ20N41vMkqug4irjCSCoQm8ojc3YQv+G7XB1jdFzGGBwFQlb0uVa0VawuXGegTjE2d5OLFeXJOhB8aLr8dKvN41ylONA9gRBK0dD/AueYBeqVC1cpgH54i6l4zkRuC40fDJOJf+KP0tUC96lOpVjhz6iT9fV3biTJbqJZdKqX6tmLCmcd+j0zPUxRLRa69//dc+uQy45ML/NMv3uPnv7xAvlAkk8xhGAbJWIqltTmi4SihkIVlacq1DTxZJRaNo5XBzMwqFz8YZ3l1Gcs0iEbCOM59UjkMX4qWl21GkHYSKesYwqJSrXBjfILZ9SkiXWscf6RCyM9SLhtU/FWuVd/lTPOzvF98F4XkRPwx3s7/Yju4fzL2BEZmgdcmgurYLRJJW81s+oFEgq9dRivvb4+hpspM1a6RM3tJqkF8U2OaAiXBdgx0I/hWkSWmapcZWSzQLbMQhRedGisFzaNZDm2sHToqqZ63UJsCI7PfSvkyIfx10H4jWeBt0HXMXddmCzrUj7ZyGJUL6FgWFXsEq/A8Zvk8Knoas3Jx/3ckyBUjSA32wqjVQRAKEV8BpwRuHO3WkJs1RBhQoKoCI6Exs1NAoLZgde3s0xmUiESG2rsl1EYKtECVN7etVAuNyGWR776P1k/jzX5CaCRwhmmtWapu8sukwP+gicupMonyPI8PHudH6YNvfyOaxommAfA35pArk7e8nqce8Wh9z2JswztQyuM+Pj1WFopoJnjgxAi/94On+Tv3RcbHZ1EqePbnJ4PFQ0dvGq01V9//zzR1Pc7b773L8kqRaDjORnGdaDhYNF67MUmlFtiSS2vzJGIpOlq6aGtNIIwEw8MtRCNRmnMtLC6t8f5HHzJ+Yxrbsml9IMvwYB9N6aaDB3sfXw6heKqGbUaJhVrwZY3J6Qlm5lYRbXkGU0cIl2zWZpoozMGqM0UimiHvr6IOyaJa9xexsm/AxI5vUyBodXq2CWU3TCxSVo6oGafbOUZR+XiuIhozqVUViaRFYdOjKkss1K4TkvOcHR6ieT2NLkEhPM61GzXGcwYtGcWtPKruqIUz4oMAo+mrQSxm7TLKzHJok3ZA+MsYlYuo6Bm0092wSALXj0DvIRONgbaaMPw1tAeyIbUuwiWMllHUem9w3PQs/lwfqjaNrq5gRAVyQyBXDZzjEiNy8GSs8gZKdIAaRxXagrTwhaugJGaLAg1GdyfeJKjyOhpYKq2zaKZRWvHq9HXeH3KI1nuJTF3lTzqSnDqETLTvompFhBXCCMcRdhjhRNDu4bpndo+i92yc9yZLVAr34yj3GqsLRX7yD8/zw//iOU49cJSN/Cbrq4U9SRDzU5u05Vb56X9+EXiRhZUZWtuaiUUSDPUOUq16RCIOrtXD6vxrVGs+pmHSmu1ASsn6Zp6WXJpozKBeL3Ht+hUuX5nmgw9GqVcUw6e6ODo8TKYpc8ux2pEMfr2IVocXJf9zxpdCKGE7BYAvq6znF1leWcd1JT0MU/UrVEebWSwuEZNJOvVJhL3OhrdArs1jZUmw6i3Q0u6ztBCIUl4pvwvv7UzrObuDVW+ea5ULCARZe697JWRE6I+cQErNZrHCWilP0shQrweE5XkK19WsyjlUfYHfa4vxQH8Y/yos+xYVy0SX4lxQPseos1evdAdmRiNX2NaxCp/7atxkysqxbv4hCTG3TSnKakX4y9vSLFuEYVbeRwMq8uC+WNE2hI2KnMQo/hojDHavov5R4AIywkWMjo/RXgi13ovW65htC9idDVFHCWazxModvrL3Jk0gEPez2q5SXyJIYW5ThB+SCAPkxUu4oyfwFq6yDLxPkV9uBDLkS26O+Jur9A/k+e2OFCdbBg89lvbryPU5hBPBaBtGOBGEE7sloQCMPFkj+itF5c6aHt7HXWJ1ochPfvo87a0d5NrjbG6UkP7eBeb7Fz7e/juRCjM0ECQDxaI21apPuvNhKrFnaW7OsLZeRirNynoRtzADqxNk0qeZHC9wdXQW01bMLy4gPcXwkQ6efvoUHe2HWyZ2JItphYlnj1ItzCC9wAqqlxbR+usjzfOlytfni+vMzq5RqfiEQxaRqMXs2iLSqtFpHcHHQSVXmaxfoid8hM4OH9uZY2zmfY4OeSwt3OzL1LR3SYaiTYyVp1mcszCFxZHIw5TLge7P7ipXpTSecjHiZdzNJpQKrJTVlTob5U3cVJEHLcmRvlbUUhN6bYMJU7CpPVhuZ23Gx0u64Bw8GTpDEtcwkEuBWq5cEZjNX76VosJHKdSOEHcvsZWdpq0swl/hoEp/wf7Eg72QCG81IKXaEnLjAGkVP4TWAqvVRcTj0KjcsLtu7SIymhSqIPZU1mOOYnUKQicDMlGFVmR+BX/hGosIPuzuoa33GOeuNWIpXV14mxM86s1wsvvRWx8vnMBMtyM3F5D5JVRlE1U6sP3gHjzR7PN3OYf1ufqOwsJ93FOsLhZZXbxGrj2x7ZI+DNGEw7Wx67RmOyiUIiTiGa4u9SLEDZqTHazKML70mNq4RHm6yOljcVzPY3Zhgdn5WVrbMySSMXp72jl+rJu+nu7tbNWb4URyJFpOsbm5wuJ8oMMTiYVIZ0YwrQiVzYmvDal8aYRSKpdYWy1TLvkoqXEiFitLNYTfSWdrlJhjU6h6TFQvI02Pkr+Jf+MMQwMWatnk6qWpm/ao6ez1OXLKQ+t3SUxaLM6B0orF+gz+WjOJpLWHUGzboC3ThOumKEk/aErka4p5j5Is0REt8s2Ho7R1R3GLeYzcOJ3TNgN1l8XNEjfeTVPpKkHz4aXizoCiumyABu+GFbhpWtWXTio9secxC++jrRa0MDFqV+6o98rNCNxdLRj1UZTTC/Ul/NngGmvPQbtxjNg6wvQwkotoN44uNkP4zkoB7W7J9Q2DtnmDxWkTKYFkcGTmAitILqdpWVrHTLXyuulwpOcojyyXONcU3N5SCa50RBi+g0IR7dVQlTy6VsSv3XqMa0AWiAInZg0yWBjCRd1jhe3fNBiGIJHem8zgeZJKMZDCsUMmlmlQrXw6i30rA+xWWJotNP7P09KZpLmpnesLf44hNH2tJcYXEwh8EqHrRA2bROwBpubmWFpbpae3A60VsZjDY2dP0d/TTajhVbkZTjRHovkkCwtzrMycxw7FMKww1fwytjCIZ49QLc6i/fuE8rnB8yusri9SrpSJx0NUqx6lUp1oxCbdFCGTC7G+6m5L1Lc6Pdspvq3jp4mISRK1Hoqh6UaGqKa732fouMf0uAUarl8JrBeFZLJ2mWOpb5NMWZSKPvGEhRAmTiyObK5hViTOkkG55FOtSCJRi0LB5sGWJk52NwWB6cQV2CzQ097KqU98LpY8SqqDCW+FLurb1dq3PfcJE7P1M6Z+fQYouz2wRPxVwEeFj4ARxvQWdrTBdsGfNzDbdwhQA9rpwXCngzeEhQofwdyYR8+No7xd2U6hGCLeBfV1dC2JqqYxkouIrINIpNCb+Z1xlZvQbiAoag4K1JJGiGXkiuTKmkFxymTqionn72XildU6uew4w8BQyyD14hpnV/Ym8BpCcCTZhios42/MIQwLM9UanI/vIos7cTZdr+xLExaNgK6u7W1aJVsVRpdCOJq5BYNSSaG+htWNQkAqG91+bZoG2dY4pmESCceo1SsIbTN5Yx7X9cm2xrFtk9XFItXyXlKJxh2csEW5UMdz780kvDxXYHluxxd5ZXVrnCbJ/k5yrQlW1lcoljdJxtMopShXSxzvHrwlmQBEkj3UaqssTr1Ne8cATdkONvN5YpEeqptTRFP9RFN9rC29i2PG9skE/XPDF04onl+h4q7gyf2tSeOJEKm0Q60it8XgEvUu+tJDLLrTTFUv46o6s/UxuqrPInQgxphM2wwkXaaujzF+reEG04JkrRchBOl0iKRjUSz42xW0AoEwTIQjwA3es22DSMxkbc2lo8VjeCSHtppQa+voQrAqMpJLtGdaGXR6ubBa5PlpzcmsIBI6eCLx5o27Vu/XEuSygdX+ORCPsDHqE9uik4Y7hcZCO71QH99npWxxjDfbeBCEwBjY62rUEvw5A39+b5BfhGuI9DJ6HkSojGFIjEgekRR75eYBVWzdrpQXzQK1rhEiQr1Qp3/SpO5Cd2L/6UTdGm1N4W0B4296ZdDZPX3khTCwcr24+cUgY8swAwkXGkH4/P4e5HtPZKfB1270dCqWBiVmWeCWBccigiumoPR1cnkJyLTEybUlSCeyQNARMV/awDJtWqMpRK1MdHiAnGOwPjlLPR0sv3JtCVYXg+cqEg3uqXgqjO9JKsXPpxOmENCUiyEMg+amFvoGuljPr7BZXMcyLaSUi2vSRAAAIABJREFUVGplWnOtdLbemky2MD/9AV3dvSRTbcxNvk+5tE7v0GNE0/3UirNEmwa5cvlndOQiB9bS/HPCF08oskyxWMKtBZNlueLiejsrkXjCZHPN27ZOkvU+SpuaaWOUeK2HQlWSZAAQpGtDAHSHw4xfvcpMfYtMIFUbJFXrJ5W2UFXJrLpOk+jfroBV2qfubmDpECJmYo+YhMoWzrRirbrKyIDgRFsTwlvFqF5HyQJbZTtdHYqjU6tc1oK599v5cGSKptAhVsqWYHGXvPOmljKwDD4PQtm2LLZeN5py+YnvYNYn4ab+KnaPCrJpNIErS2ginbv02qVEXZ9C7SIT7TvochaDBXQlCGaLUAkRClb4emOnTkSVM+haEl3fqQWSVxoBezoB6DuASLZwJHvz697DN94+qESuTd9+uwZ0dW+kfQUoCrAWDN4as3l6VjCQUjyW9viF0Nz75rtfPWRbg9/LEPBQVDNFoPrblMzhei6lSoFMOktTMo4pMzS1N9GXdVhORpk1bDbyBaDEUJNDxnWpZBzyDeXnYl7S0dlGrV5ldSWPf48sla1xZ1oCWZ50IsLa5jL5UlCgXK3VWVsp0N7RTGtzjuaWO/M7OFYS0whRLUzju2V6Bh9BVpeJ5L7JxtxbRJI9FDZ92rO339dvOr4Ul1etptjcrFOv+1RrHr4f+Ctt62D2np0pIZ02EuEBzAPaGW5u+MyIMQDS1SEQgu7IEPmaj1KazWKdlaYJelLDe74nIgbOcBhVkvgzLiYOsahDa0uETFMwmWthYKZBxTQq3oIuVzBYoam6QV/mNLPlMC+9JQg9M8ETURdzzmCrN5bVrbA7Ff6MgdWpuGNr1wSrs3F8F/wFAxEiUOn9EiAEWF0q4NNdpKgleNMatTizZ3vth1CFVozUwh3sXKErGXDjt9/2EPirU5jZnlt30RMGZq43IJP12U99rBVgXMBs3qO6KKmXHJRr4GYFTREb2/Kh/s/PQjl6dJDVzaXtXvVaaXLtCVqaWngwa1BY9lnLryKlRCqJY9sM9HbQ3BKhXErheZKSb/L/t/ce73Gc+b7f563UOaCBRmygEZlJkRIpUSNpNNJo0r3nHHvhcO/memMv/Rd44T/AK+/8eGt7Y59zfK5nRqPRjGZGEiUxiKKYQBI5p+4GOodKrxfVaKAJgKI04swJ+D5PP0BXV3e9VfXW7/v+shgYZlRXWFxdp7Japk+Hi7pDzq0xq0bJqYJwX5Sh/hSlcplbNx5SNL97DYKu3jDZjTJdvWEUReHll08yv7xCPNLJdtGzfdm2Q2mnTiTub80hv+GnI/Z8+SZ9g+dZnPoUvy5JjbyCohrU6ntm1PL2FNL9txFO/hclFNOuUCwVqde8iCtV84q4hUIG8ZgfTVMpFWxsu/2BLJUbxMJDKP52iRxP6OS3LYoFiw7fSXYCT4g2Rujo1AmFVfI7JsvWNHEx2sqeBxA+gT7mR/gFbtnBfFTD2bJxhKRSdqlVfcQm/AhrGRBINYbamYeKhVP0hPpQrJfTO3msUC+bk328n9zkTJdDLCNaDaS0AU8I68Pu82sngFD3yEPaYK+pXrZ4zMvJeBHEojSe8Ky0fiFA3yU5F6xFBVyBs9V+T9w6WHMK6jO0irbjBvPIchn0GupYGGcphNz+dmN3tldRO4eeuY9QFLREyvOZfEdC2SWTihAUixaKInh1GxK6p1HKv3KgxfeFrt4wQmk/mZ/87Dzzi9386p++AGA7UyHZF6UjliT+ag9jX2fJ3ZhjTrqoikp/dz/RqI9Ep0EwqLI4X2ErU0XTFAJ+vZWYGIlo9Ab9+ENJAgNjLJVMalWJpmjYjkOsM4AvpLCTqWBb327eJ/sjxDuDKIrCxMQIQiikB1KUyzahQISdJqEIBD6/j65EkkakyqnxMUZHhpvFbJ+NWnGZSPIsHX0vYZdmcR2TRnmdQCxNtbCI65jkNm8SjfH8C8p/wfiLEkq5XGF5eZtC3rOPhkIGpqYSCOhomkrRt4hVT6K7noMvFvf8HgDhsK9tBbodfMRg9BL5bYvt4CMS1dPsBJ6wHZxkMHKJmepdykGLirGBUCXnfS8BIAyBcTaAEtOw102ELnC2vGPUanXW1spIJMIqodSnPEkqHVwT3M1t1KjERdATSnC1CunaGr8LD7D4dZqvmeP1k3V2KzNYC6pXpG7EaZn0zVkVfdR57igvYYA+aiN0j2jEEb6aPxe71YqfCxKcjcOTIoUCStAbo1sCO6dgDO8JAiXqona5ODsK7o73hKknBWoshzKgYlHA1dqjeJzcMDjPLshnb86i9Yxhb82idY8hhPB6XGzNoffsyztRVNSuNE726SjBZyMD3Cla1DSvSdeoXyUd0+nVFXbjmU6MOQxshtiYqhzIkfjnjq7ecMu+X69ZdPdHEYqgu6OXzs4QJ8bG6e8e5tath3R3enldDQps5Nb4/MYOjXyD0UoFQ9XQX77IQH+7fUfXVcJhH9lcntXNHUyrQdAfIj6cphpRKcsw3elhzLUdVldzqJqKTzeIxoMEbI3iTu1bEUr3QJR4Z5DuRB89nRANxcnkN9jJ14iFO7D39dUxDIP0QD+93QkUFS6eO08s+s2+EwCzmqGUeUhH8hxuNIZj1/GFurEbReambxIMWmSyOXp7+lo96/814y9GKKZdplwpUC5ZlCsmoaBBrW6jGyo+wxNOuhNGkXtDMk2X7Z0asVigVQBuOziJi4vf3stYrRirrTIsPruDXMbCssJUQpMoqPTGulr7SlfibFrYyyZOwcGJ7gnGSsWkXLbwdVbIODterw/bqzCr+AVCl8gaONkUIrhN36hFT2WHaKDM5w9UsiX4TccZftY3RWS80VrF6yMO5ozqCeKsAFdFH38+UhEaaD1NAV0FtxFFGB3fuqrw9wUpwZrbRyaqRB9p5rKYAntJRe2VuBlAByW8R4BK1PV8MjbIxj6nubuOrJpIqxsR3EaJted9OPnUkYRibUwDEiXg5Qgogei+hYfELW4ikyPYmTn0nnGEoqJGup6LULaBDQGFosVK0cL2qcQCOikhOX1KEK6CuxeoRm+PJNHlR5mp8i8tSDQSD7CTqeA4LqV8HdeV9A7GqDVq9PeM4tNjWMF1Yp1BhoYGSCSCLCyvAVDMA47GTKKT06dPEB3vJZurkRqIEDA6qNe2cF0Xy3KwbJNixfOhxSMJ9K4e3P4wHTJMPNLN+oYX+RmL+rHtCFpOY2N1+7kivnpSe/c+Eg/Q09nPyGA/ue0qUroUSjvMLUuS8V4y281+QYpKX7KfoVQP8ViYwYFBopG9fBM9kCAYG6ZcnKdaWDw0F8WsZpid/AhfSKNWdbAs6SU0ijwRtYdErJ+AEf9XH+EFf0FCqZRrbGzmqVa96BrTcpANm1jcM3UBBGxvVZP3TxM2U9SqAXyGhs+n0Zk02Ml5Gkeiepqh2BBPqrephryVRtW3DhJCZh8V06YW8oSSIhSSxgCOIynsWCS6DJycjTbsw8nY1NdMCjte6GKxaOI6EkerUZIOUo3ALqFEJMLv1alSRzuRhRW0zgxOVuFEfYtVqVFCoTiX586WwluvuCAU9HGv7IqTFejjDk5W9UhFqhgnnl/suLVmWfy6jVspg93sJhl3W4Tzl4KacFETe+Yvtygwxlyk4zWwsjdAHVOQq6B2uqhRF3tdRTYE1pqCrAtkdV8L4ELRC0duLCHrz1/e3lqfQgl1eK9wJ0II1KhXt0BKib0+hdZ7EpC4pSz0jD/X7+aBZQE1wAcMJpIkQy6GtYNfV0iMuUTHXRqTQOHZv/UvBVurxWaRRe99KV+nJxVj6tEir146C0DDKtDblSLZFeL0yQkUAdlcla6uEFJKGqlOOsa7qZRsXFtQr1vUfBWymQblstlaOAIE/SF6upKEggbhUIygrwvLruEPOMQcPx2dBqWyF9BRKe0liyb7I2xvlunsjRyImArHPCtGb+cACMHIUB/ViomUkvXsKl7jvrDXMqNeYaB7kK7OMOFghHDEoCsZaCMTAFUPEYgNYdkVGqWjfYIaVag7aI5ESIkRChAIhPEZYUL+f/1Esou/CKGYdplydYdqxUY3NOIdOuWyiaYq+H0HqyvW9W2CVi+57QrxWICubsPziWx7gn8wniIYVMkW1g9kqW+F7oCAup5FQeFk8BXAW1nXak0haHlaCoCqCsIRjUbdxWyWXglYSbJLXczGVjjRVITsDQW3IFBG0mh9WSjlUXwuTl7gZCY4Ew9iR+D+5gy3o2d5ZeYu4TETJSExpzztRO2UWNMAAicHjcfNB0yA7+Q3kIsvBD2DMD2Lu2WyG3EmywJnZ+8aaEkXtfPFEYwQoHSCG3zZ2+ACJYHTNHMp/hpGbA2ZEIiwjTBANO/RLqkcBVl4/rol1toTlEgXSjhxwBkvpcRee4RbyaP3n0K6e9dWOhbW5szTPwfAZs3hi606DQGEdZJdPjqkZJA6+EAqKtqQV+248cDrebML45SDEpJ0nzPR7kosE3pSMTJrxb96wch4V5Bg2GB7s0K9dngyYaUZpts7GOPHP7pAftthaCzCL395k61MmVJthcymSSQYJT0SpiPeQXokjKqqnDnlddh0HIe1zUU21it0doZo1AWhnk4G++P0dTtomsLIaB+VWhq/EULRGsSjCYK+JJZTRUqHodQQ/ugY4Xg33cn71Os281Nb1LHo7o8Q7Qjg82n4QwZ9yRRnz3aiqIJIYIBybY2HD3IMD/YyNjJGIKCzmZtna7POzHKJ/uQgAV+I9ewyQggioSjJzji6rjM6eoru9MtoahC7nqece9x2fYKRIQzfQSd9dXsGs5YlHPKCSpKpM9QKi63SK/sR67uMUDyRm1/1KnrHB15jz8Eqm9sPh6IaRHtfbttmNwqUs4+O/M5fGn8RQqlUGqyt5ylXGoRCBsGAQb3mmbu0ZmRX3j+DqXnLPUutsL1dxawYjIxGCYVVchmLreBdJC6BoMJks8R6snSJTNgjEQTUjV1Hm8Lp4GtY2ShZ1aQzqdOZbJKXA+6OJ2RUVRAIqtTrNg3TobsnCEgWZ22WhWD0jEDrkp65xi+RXWEEayjhBtaCgqwJ3FqMhN9z4CmKQjnUiV1QUU57ZVa0HhdzW/XK2bcgcHf2JlLjsYrv1NGkInQdEY8hQp7ZyC0K7FUVaQqkuSfYrJoA4aAmXqQQkwhzGTfkkbXi25dqo9lgxAAXNSFxSwJ7S0GE/vzxWOtPkE3bt6zm0XrHDyUTa/UhslqgLRLCdTBXHoJ0D4QBg1cI5oEj2XQlp7r9TKgCvyvx42XPA6wC2R0FbMFgDfaXCVQ7JEKHQKfTSrEJRQyy/wwc9T6/TjjqR9NVHNsls17CrB+MOuobivF3f/sq6aEkZkNSLNjkc1VmFme5/GqSWtVhdWuRE4VOlha+JpFQOX/2LIMn30O6FqszH3PrzmOSHZ6PRQgFvy+Cf5+1srtvBNUXoZC5h+VUSXRdQlUMKoU5Ql1juFaDQGyIQDSFW8vy+qsvs7y2zPrmFoGgztZaia7eMP3JFFcupxkeHEdRVHQ1iOX00N/VwO/XiIS95zEQnKCn06beqFIsuqxtLVE36/QnBwHQNI2xsTMMjP8II+Dd0YZQqFQqlMolhqPN/YwQmhE6cM2W5r5CscqEwx6hGIFOGuU1CqUNAkYnquLJnFjfFfyRvpbZqyP1urd/MNmaw1JKOlKvs7PyxYHjCMUg3v8qRrCrbbsbSKD7OzBrOSq5J88zHV4oXjiheNpJjnrNwbZdymWTet3Gth1ihhfnnffPUPYt4yo2HdVTROuj5LrmSQQmqFVcGjWTRsOlHtsmWb5IpmaTD2RAQNE/3zrW+fAPuN9sCiWAqNbBHe0mvdVLKEqAjkg3C4sLaLqgM7mXnNeoO+SyJo4jkVJQKVvktqv82rDwDaq82WV7XW2DEulOe7G8eA2W2mpMAZd6T1Jaf4g67D2wjcm9nihu4SjVV7TZ4o+CEpIoPS5uQRwpoGVdNIspPptUzGkVPe1gzqtwyKLVOHu0j0cA2Fuo5etIobeIxftQAy3u9UwBhF+iqp6wlf3OgeTHb0L9roqzPQ1SRdZLPKvPrrns9Y3ZJQx98BxSulgrD73tT/VJ2UUZuN1wWClanBsIctFQCAFqj4vilywtqqwJqAPJsqBbeuVWnoY+aiMe7z1Sawv5VoLuXxqxRIBIM4Gwt7uHaHjPlFPemcQ8pKzM1Ssv4dejPLy/w/LmAjMPM5SLDar7KgRU6xU+u3kX03R448olwqEgpewjyrUV/D4/77z5Bqur6xSLFicnTlKr15h88pipuTlSff385Cf/FUbAE4qK0HAaJRwgnDhJuPME5cwjZib/xOp6AV2tMTLUz+VL57j+1VdUazVqFRMp4eVXUowMTtCwd/jgo6/oTaS4cDFJsssLH5+aneL2vQdcvnCe8dFxrlx6hf/j//kHOmNJEIJQIERPT4TuHj/hcBSjWSV4Y+ELlpfnqFd38Pv3ysfUS6uszH1JdjvXds0qpSz9PckD19J2ashmdfR4/6v4wr3kV28wPfuE0fQInem3WuSSW9prB54YfJOO1BvsrHzW2iYUnY7UVYxAAseqsbX4Gdl8hfOX/wsU1UAoGvXS2nPPjReJF04ornRwXLP13nFcHGcvWiPvn22RCUDJt0yyfAEl1MDnKFiWl1W3Ff4KV9j47DjL/lutXhgNfU9IzNcmAS8M8Gz4dR5WbnCy4yy+qA8pHUrmGhv+u5wOX24bY03JUwqtEGcM1wHD0AgGDLYsybbbLlWFW8FaVFATh0vbuD9CuF7k+k2VH78GbmkvjPjZF8ojH9+ZZ2gpGojuGC69cMRqRO31KvcK/7MFmVsWNB5pyBocHu/6bBOcAHB2ANHq7CiVAG7wEjhl1JonxIXuvZwdgZP7Zlty45HSKn8PzevnHDQf6ANnW3GY5tI99MHzbZqHPngBJRBBuq5HRIegBjwU3plahkoy6cMxFB4BnRLCecGSqtAhYLx5Of3Q1q7AOO1gr3njVULtoaH1msXASAdri/lvLGb4fSAc86NqCoVcFd1Q6e/rJRKMomsGnYkwtbrN8voKtm0e+G5/Os7Jk0lKBfjwtzcoVUrUD6m1tTSTg3FPE58YGyebn+V//98+RAqL0RMpBnqGCId0VNUgGAiykdni+ldfEY/GuHTpTcJdp1laeMLs7BJnXrqML9BDrbCApgepF1f408e/4sGje4T8ceqNCuXyDifGxtnKFHky95j+dJzBvjRDfRMYeph/+PWvEW6Yu4/vYloT/PjtIQqVBf74+efEgl3MzK0zMTZBOBSmK96D37eXrBjw+0h2TRDvu0Kjvs38o39kfTmDoigMDQ61NfPKZtfJZCaJRqL4jXhrezI+gK+ZkBnpvoDm94g7lzEJ9Ek0FXR/B0IoTE7epFjYJhLeAVw602+zvfQpDx5cp7fPRyw0jBACPZBganaKE2OeKREhMAIJ6rUStz/7vxBOlaH0aQCs+g5rs5+Qy64y0DfwZ8+hPxcv3FtUqzpsrFUplg46W4v+Ocq+pRaZANhqBVe0C7Ot8G3q2nbLgmFqhUPzOnbb/Uoks9X7lJ08ISVGLmuytd5AQTIRO41h7J12yd5hun4HV6+h694EqtdthCLo08dYMgeY2Xcsa1HB3lQwp1XccjPfpHcSbegWaHvnWCgqz1pMHwKBWxA0Hh6xgndKKLUHoGu4Thh76fD9nJyC22jrkNsGc1rFrYFx0kZaHEomvvPPn4QlkAin4L2sLdTSNdTqbYS7t6p18gJr7tn+E/DIxFpS0FMS3znHqyZ8RMNE4Q+3TAVaMyxYH7rY+qsEIp75a+nwKsl14KblcmumxMqW4M3ecd7SFS5JOCmhD4g1BCeqMCAhhvd6OtZMCUv8lxyUqHezz73SwB/wFkwDIx0Ew8a3SUH6zghHfST7I+i6QiwRIJoIUKoWsRwbVdUolU1M08ayG4f2FRpNjxEI6tx+8IDcdv5QMgGoVy0Wpz2zcsAfZHlph/mFVRbmt/jsk/v853/6Pb/85WcUCjVKpQrXrt2htF3lpz99h+HT77KTW+fhnQ+pVmteufeuUwRiaSrbs8w+vsb84gxCGuiaj/nZTZ48WUVKhcH+JLqu4Qvo+H1+ao0sEpdsrkg6lcQ06zycfoKUkpC/l2KpjM8I0GjY5CsLCCEYHvICNoQQDPTHGR8dR9eC6P4YZsNkeWEFRzZI9vgJBUP4fXuTz7YtdDVER7SHUDDU9tI0b12uGWGUpokrGtdR1fY7X6vWmBibIBLow6p7ssqq71CtVgn5e9v2jcY9GSgUjcTgmzh2g9zSNWrlLINDE/SOvoVVL7A68zGbG4t0dbabwv5aePEaiiMxTfdQ1d9W6ogmmXRUT1Ex1lt+FIBM+A7dpctYagWEpKd4ha3Il60Q4d7iVTYi1w8ll5pb5lLkbVxsVoyb9NeuoAiF4L6MO7PhUtgySLgvIZrhypWqScO06e8PUatbfH1P41REYzzljVPrdXHLAre4R0rC8KJRtIG7IAWvOaf4fNFzlPku2DTuakdoAU9D4BY9h6/vnPPUJw5S6Dj1FHLxEWqvi714CKlYnsnLXgF96KDZy62B+UjDOGMj9pUZ852zQfXeiQDPnSfz1Oi95JOn4dDm5zkK+rCLnnK94zdnZuBVGxyo3dSQ9WbNtcHzbbXA7PUpQKKnL3nvN/a0t8P6mJQtl79frGDrCmfHurjclSZUyaF0jyGdaXxnHW/R8ETFALQh717sJ3G1K41bzdO4n8f/sueQBwiG3dbQfH6N5dltUqMJlme3W21qXwQUTaFWNtnJVol3BunqSOI4Dq7jjd1xXLa211mY3TiULAzdx9aGSalUeaZZEby2vCApVBdI7Dcd1ywaNQvbdihXakxOTTK9MIUmAnRGEmwtfMRmZh6FKp1d3fiNThrlderldQLRIeLS4vXXRgn6epia2uB2w8Y0HaSUaLrSWkCsbi3h119DNNfDdyYf4ErpRXch0FQ/6b6x1v6OW0cISKUD3Lx7l7HUCc6ePt1GGFJKNM3HaHoETT/4XIXCGqVQHdMu4Tc6CCUmCEQHKWUmaVQO1oLTdXGoXAr4AwfaGAOoSvtSJZex6O0E6doUN78m3ncFnBL9Qwn6xt5FSoe12T8yM/OAgD/Q0pJax4kOEUrsRTWWc0+ol1aJJM/iC3mFUQsbX7WILT7wGpp+0EcEkF38kxfO+Rx4oYRi2mWqjfaOiZGIDykl5dACcV8C0xTUjAwF/xxSeEI7G75LonIWzQ2QDd/HEZ6KrrkhLLXaulHZ0OGrT4Hg5cg7GIqPr0p/wtFteuLeBa87FWZr9xkOnGGyfhPViDHgXiAYUlldrtCo28RifnK5Ovl8jWB4iMdVixGxyNCCgpNTvJX9YcdtEkvI8CEQ/MPdn/NfX/4dAL6LFo2vNb4xZV4FfdxBmp424Tu7j1icEpr6CCdqYi2qKAkXJSSxl5+aoJZAWmDOqYiF9o+kCUiB+VBrOw9z+mjfhu9S0x90RwMF/Be/vzIS2oCDrHvmsIfzKr3dLpE5hXs7gpMvO8SaK//AD+yWL0rok9hLlzHn73MdyRWzxg0Bry981TzHgyRiA7cE2LZkbrlKOh3iZcAnTPz5BVzHBiHQh8dQIlPoARdc77rY657gWgTWBIxKGNB86L0nmoECe6n9d2/6qFVrpEY7UDWFvqEYawv5F0omAOV8nUqhTjjmJ94ZRFU1EtEucoUMC2teWSLbsUl0B4l3eWaftYUdzIY3v1Y2Fxgd6WKwd4Qnyjruvsi44X5PMK2t75kUF55kcaVFd8cYwye7cB2XpZm966Cq0JnU6Yr38OjxNL/+3a84e2qETKZMejhK0BegUVyhYD1EOibhxATRyABqTw1FaFwv3qfWOFhAFsCyTRTFaBFGtebd7+GhZGshtJZZbpFKPDSKlLCdtXj14nnOn7nQRibgFYbtTApMN4dPOWg6UhRQFBe32ddE0fxovijrW1toTpFotD3cOLNp4h/wTF7fBV09e0Rtm2UUzUfX8DuIpY/ZWfmcWq3C9NQDDMNgKHWwSoRQDRrVLLnNW0Q6T6GoenPcAR4/+JiQYdM3/Brl3BPsRgFVD/HV9X8k1ZukZ+w9dla/QDoWXcPvfKtxv1BCkdKlXKmRL+w94OVys4po1KYUnEMKT0q4yj4/i9IgF3qAQHhkIg5/GG31sC56gsvR99CFwZfFjzBlHV0YaLpCw61xt3zNe28H6dx5Bb9fIxxR2clZ+P06Pp9GrWaxoywSHtIZX4fEP27j/lxDhuU3mm3Uq1ewVpqT4fe3qAuF4EULc7KpFr/9BvbHnx39A8LLiK/f1cCCxsM9UhG4IBqonYDjYi16ocxqt4vQZJvDWxtyULtcrDkVN3/Qsvm0xnD0eUkaX2n7viOp39HwX/p+SMXe8NSkxqTCWNTF1yFRIg7mbY3KTZXwazZqBJSm6bv6qYY0baR9B2yTlwDf8Cu8JgQGYM5/2fb7LvCZhMdTRRoCNFXh1HCI11Xhma+kRAk20McczCc2mD1Y8wmUcAZ9dBZt0MVaULDmVCwBNSFwmhn4KAo4Fo07KuKKQ+OxSvj/rKHmXfQub0WtGxr9Ix0gYeFJ5luaQY9GIKQT7Qi0+n64riTaEaCrz8vP2ClkKZS2cVynRWbdiT6KlQL1RpW+rkH8Pj+zj9exTAfLtpBIhlJdjJxKMvNwAylh5GQXb7wxyNpyg+nFvVDagZEOpHR5PDXNytx2W0Vt27FYXFtgcPAlrlwdoNIoYNX9zM/liceDlIsO4V6BdG0ce+8ZjibPgetw44s/cOfLaSqlOsmuEIbRLqZSPcMHVvnpvrGWyRo80hFCMDAQQ1UMpHTp7vWxuaYQCh4s+mhZku1sg76B9s8apTVKmh+fHiceGjuQnGjZNuKQ5lnDg6MtU9izkBz9Kdy7c2B7ZqNBz74oZSHWPa0+AAAUW0lEQVQUND3kBTJYFTTF5cT4CYQi0LXD7dtbW6uUsjsYyhLrG+skU5cwK1uUcnMYiQ6EqlOur6O53nWrVQtYZgCQPHz4FePDaSQw+XiS0ydOPrtWXhMvlFBqVcfra7LPIbn/gYrWR2hoBWrG1oHv7icYgN7C1VYWfX/hDdainx9JNIbws7JcxYzWUdG4FHkH063zdeljLGmCrZOvOKRTcRoNl+2sSUXJkut4SMjsRfOHcAPLxALjJCouas7FnlFR3rKQttsqGXIYNOtL9CGNt6qX+GTuPr//UOdvX7aagWEC/Ec4BXZhQ/1rDZp9P/ZrEU5JYD5RUeMSfdTxmnYtqKC6aCmvKrCz7k0Oe1XBXlfQ0w7GmIM5peKWvovLTOwGte29r3+PpNKMkjMmvLpnQgVUz7ktGwJcqH6hIivN69HwxqAPn0MonkkKVUeZ/xLzKWntAtcFvCoUrv74h5jzX3mlcFSPfFr7lTwzI3aBxsxttB6JNmR6pW40b2yLCG7fsJjQBD0dBrh7GpM0BbWbKndVjb6QzvgpP8V9RUx3Bd3IqSRzj9o19m8Ln19jYKQDIUSr3tYuqSiKaCX7udLFdVwy60X8AZ1IPEA2v9l6FjVVZXhgFADTaqBqCuvrRV672s9//G/eYnm+iutK0qMhfH6VxaUMT+7vRRLpupdbZZrWgZIoZsNmenKd8fQoFy/18z/8p0uoiooQAkURXi5Tc5wBI0HNzFG38oTUCaI9Fzlxdomxqa/QQzahiK/N/JrqGcZvBBD7NP103zjD6S4GhtqfrbnVKdJDrzXfCZLxcVRlHqHodI38uLXdNstsL392qFleSgfXsYh0niTQDCEGz7dR3HpAvbSKET5Y2FTXj3BiPgVVPyxeELr7DlaGULQAybGft22zajnya7cO/Q3HcXElIB26uzqJd3Rh1bIMDgygKN7139yocvLce2hG+zlYltX2v0S2XfOj8II1FA4mdSXXoXuDeGOMSCOFqT5f5z5V+liPfobEYSNyk6OajLwW/RkSyXL4ExRULkffAyS3S3/E3pXO0ivBYtuSXMYLQ5Sqg6uYuMImbPXhqg1Klk22e5xux+bhw3l0TTLwDYUZG1+74JrcWL2PLR1sU7QNVSt+xLPFsGD/DrIGtVtaa9w4AicLCBUl4o3F2VAQGujN6sbgEY2Tba6sFb4paOtbwiOV1rj2QQl4DnW3JPYSN5/D/Pp0EMEr/aewy6vUrpea10Ogpy9irTxEHzzvhQK7Dp8pwvt5x9odWgtvSriCIDR62fu+fgShStEMnZbgWNjrEqFLfOdgflHh2hc2axtVLnf4uRDTOdSKYQleednm80kNraggnIMPn6arjJ3pZnby4ALqeWD4NFJjibYM8V3BAFDYrlLMt2vtXT0RQlE/G8sFInE/YyNj5Ite6KuqagynxkBKPvnkJguPPwPe4AdvDnDllVfIl+cQiuTGF5v85jeftNcnE4KOyDgDQ4cn1VVrNWaX5hhMdTMx2i40/ZEUuj9GZvUarnQIGJ1YhTWqvkWC8TTxSIorL71CvXbjgC9vbWuJob6xtm3pwQTpkWDLCb5d9kx86d5RVlbyXLog6B7/GZvTv2FjrUF3AlTNIx/HqrI29Vumph7i8/mJBFIHzqVWXEJRDSLJM61tpcwk05OfglIkEPTqfuXXbtKR+gEA07PTDKYGD5jWnsbWzPsHtgloc+hLx2Rz+n1UPXDABGUrT7dB30N3spugyBHuPIVjVRGKQrT3Eq5rE4gOYQQ6cV3YWbtFOPL91NZ/oYRSrVps7zxlB1VchOZQVGcoBuaQ4luUHxEWiObfQ3A19gtUVK4XPmhFjn1Z/D0ADjY+EeBU6ArT1TuEYnW+qvwBI9hBuJEiF3pAwOzGsGOsxD5pmeIKfj+RU2eZVPu5kYHT89O8O7pGT7fHEr/jLbJ0EPniGu+8tE0o6E2EH75Z43d/0rFtQf22RvAVm/qXGvWbu6N9Xq93O8EAIAVOBpysipp0EX6JvaJ4q+8mobTi91zxXAL92+OQceGt9ms3va6Z+8OlrTVB476KPuTiO/3sAdlrZ1EbnThiDbmvQ+O1lQc0pMPbqgauzTXpYDp4EQRC8N5Ie794TUrE/C2EqiOlxBjzVqvSbmAtfn3osdWki9bnsvhAY2pdZStj0mhIfnHlDCPSQTSbcWk9Y7jlbdyK10vD/6qN2imZnS9xYavI9WSShnrw8VKPaNHwXBA8s0GTlHjlb/Yhs14ku1HCdSXhmI/N3Cp9XYP4jADLm/P0JPpZz65w9fVLaKrGwtoci38/y1hqC5D87sNPsSwX226/2dMPNnj/t58xvTTZdm7DJ7t2h0qtbvLo8SqLi1mGhqKEIipOI8TQoGB16T6PHk/hupJYLEB/bz9wl43l33P/wTz3Hj7m0cNF1jdy7Ow0MHQfc4+2KJUqWJbDBx9ppAc7cVwHRVVQFMHqUp1V7rG0ss1o6iRvvjnAF59790sInfuTzTwl12Jz+lcAmKbJoyeeL2J8dALlkPYYSJfKzgzVvNc7qNrIsr6xjqq4dCf78TWrEkvXZmf5M6ZmnxCKWmiaN3ezCx+Rr8zhOO2Rrlsz75MrTLYfSrpszrzP6lKdzrP7h2BiN8zWuHdRLpfYymxw6sxVYn2XqRWXKW3do5qfI5SYoPfE31LOPWHmyXWCgRAjZ94j3n8FIRTyqzewajtIJ9hKw2ge7eA1eE68MEIx7TKl+tqRNmMpXBB7gkUujEJXBhF+Po0FIJX/ESuxP3mzV8L6osVy/ENc6TJQeJvV+Mc42GjC4JXwu9wu/YHp6te8FPkhVaeEg40rHGQpirvwEiLgQ/QVkfvCmKVwUUcfEDcMitNprLzCrTtaa+U0NSSZK+SxzBNs0sV/4COMhQtog7cBmBz/IcqHn/LvqHsy/pCV63eCFM1ikwACpMBeVjxigT9nTvyZEAe0IXtD0Lirsu4KygsqE4veGI0TLsboIeQiVUCgp85iLd1Dmt6i5AeD50HzoQoFRq/wdnN3c8armuDO3cIYv4o540X+6T+z0Cdc4DPs+TdgV8ArqqftNElFibkYJ1zqtzScrGA9p/FIwkCwh7dGfeDYKIpAbm/undPWXJv9Vqger93o6OKNDpM7JYXGEbw5frabmYffTUv5tpCSlg9lfTGPMiJYx6ssnepOs5FdwbQaaJqGrumk+8aYX53i/ff/6BVSddpPYnfsju3y61/9AdeVKIpg9LSXMKjsL3vftFComotQbW5/mSEYNFhe26DRsBkcDBPr0CkWbMr1TSINnWtf3ON3H14nFDGaOWsOlm2znl0lORgiKYMMD4wjXVha3ibdO8HaWhFNVfjT9RtIV/L2Va+cyY3rm62BbM68j5SS82fPA2A2akw+mURKiapBb7//0OirvXNxvRpgjSw1M0s0BiFfH3493uZb8ExkDvFQGrWpPUjXZnmhQO+Ary1PSbo2SwsVLpy90PqNrelf4zrWkeV6dvuq2E6damOLSGCQ9GCaRmWLzOwH5HZyVKtlUv0psuvXeXD3P1PMm7iuV9Ymv36bxaVFCsUCUrqMDo8QCATILf4Jp9l3JjP3e1zHs3NnZn6DPMRHdBReoIYivzH8sLXn4ggUOqAYR449QYSer6HOSuyT1qFS+XdZjP8BpEsq/w4r8Y9b+wlorTwkDnW3wr3ytdbnAb9OV0eUrLNMNTi//xAs1Z9gWCZ/l3Qp3ZlmtQSli1cwlhdYDg5RMaK4Tolkbwx0AwloQzdBSH72Lrwz3+B/vVdAOhH+5mfWdwrHfSb2hyNL8VckkoOws4L6Lc/WjhT0sht92BzzIQLXXj+LrHreSGt1skUmAE6TAHantzH2GkJR9/hLOujjn6KPeT8sFG8KVn6v4BvdO4YQopWBWAI+3ZRsPGgwOqTRieCcCz8ENClQFAUnt3bwsh4yt+3lS/R3+vGVHjzzuiiqwvi5HmYebD5zv+8bvYNxAiEDKSWp7jRbOxs0LC9IZnFthuGBCdKDnSjKSYb7vWZ0s8uPmX6w2RrvfnOd67qMnfVCUPcTia7pDPWNYegafX1RBFAuSiYmEkjhsLZcZSgdpa+vh+4+z0S0tf45lcYGC7OL5HMVgmGdgXQHAz1p/EYAKT3iunrpEsFAEASsrhZQFC/f64+f38BpRqbtCmfXlbzxllcGBulw4eyFlolQ0zTOnznfGvPzPpcBo5OAsVt0RxzqqJ4Ym/B8XPs+O3PybPMY7ftfOPvSAUISQnDh7IVnjkNVfEQCqX3HkUjp0BGL0RHzTHB+PU66Pwb9u+coQLoMDgwwODDQ2ra7/dSJU83/Hc6dPttsAeFdt+fxn8BfqWPjAchmK0ApjszXWI19wq609DSTj0G4yHsvMzTY4X1fuLwe+/d8wfsgZMuHcrP4W+6VrvGD2N9Qdys8yH9Jd+UVNqOeM6tet8nmKgSDPfirPnZCj4jUhxBS88xySHwjNhf+extzWuX6R7fYyAn+W38PTxZv8EsG2dhwOL3wBcoPa/jfsGjc01BtgX/sGmfPRnC/wewkbaj8USP8k79uZzdr9k1wFbTxT74X8lMCCbT+U7jFDPbmDHraQfGD+aR9NWhvnkQJbqP2PsRZu+B1cXxaaD/13tNMYHdehH5hH97EqMk40rEwZ717Lgw/xsTrJOoVfr50F5kKImSrJBwqIAsb38r19L9kHNZtwann2FdRvp+VRTjmoycVY3Plm2v3rC95OQeDYwlWthbbPpNIUv0x1jeKzK5M8cNXr7C6VkQogonzPUw3yW/3Fkyc70EIwfigl7HtODZLm/OM9E9g2SbLG/NMDJ1AEQK5tYWcmqL+5ptUqhaJjgSDqV5c16K6M8v65jqPn8xTLNXZWN9bTK4t5kmE+xlNRzCMcUzTwWf4URTBymoB15XMrTxpEclY6hTpIW8xIoTg7/7dj1rC+mkB//T754X3nWd/b79f61nbjtr+PGM7ahzPc47PM5aj/v8mvDBCqVVdspn2SK1oxIeI+TlQmi89e+D7cuoMDM0i/M0w42ZE10D+R6zGPqW1FD//FftbQ31R+DUIUFB4NfZTrhd+gy4MLkTe5POCZ3/UZRjDiTG48x4A9UgW+r6mBihmPx1Vr/vjLpz5i7i+HZTeGRQFXr1kYa+eR1ajKFLS1xsh9sl1ro2cYXqlj//J/ZDw5Qb1WxrCgb/5mYU18xa/+u0NpJT87c/bNRXpCuzFNwi9fY3yr71bIgIQevfbkYuWcrx+9OvPDn63Fl/BnJoi8EYJZ/Mq2uBthOb5pbTRa237aj99F/vDP3gr/Q80wr84fEzS8mGvXkAf3os4UTslgbe3AG9Vuz9uRe0YbJo8l3G2JlACeUQ4gxCg9t+jdn0vkfFotBOMPftD9IlP8F+1qH2h8+sPdH7keiwhHRtz1nNgCb8k+G4R+AS3ILCWNXaAJQEvfUsNz3/ZRm360778KMFPjPv8WKvzTwQOzvOnMHG+h+n7z6el6D6V9MRBx2l3vc5gYYfNb1H0Ynl2m8HxBIFgu0P301vevRsdOEl6JNjKO5m+v9k21onzvYwPnWJu2ctMn1+bZnTgBCP93spc1wzGBidIJIIsLu0AGoETL9ENJJMB+vs7EAi2shny22vEOjTOX+zgi5tPKJT3Sin1D8cJhg02t8r09kRIj4TIbpksLuaZWXrcapI1mjrJ8FCijTwunr/4nQjjGH8eXqyG8vTDeYjKB0eom3Jv3/78W2xEr+MqFkI2HSbN77wZ/xs+K/zqwNddXK4XfgOA40jWluoQB80J0lu62lLh6to2Jd8KycoFsuF7e4fP9ICrghTMaTn+37FlxKzKSE40fcCiNXAh4OREmJyisrJW9PInftB+fgLRXN0JfvmB3k4qQrYEeeg9m+qnGsF3vr2m0vKffCP2mcae0ggP3It9G0I/3+dbsqHy2/3TxwW+xlrSCP7QPvy3DhvHvr+7+3t/JYfNlWdBG/8EKeH//p+9qCKxO4ekizm7Vxa8Vhf8f7+N8IE2wdL6LFHT4kf1PGMjIe4JuHAEqahdaaTVwG065v0ve2QiBPyPH4TJ1b/mDaPGfeGVdvnGsxfiG0lF0xRGTidb+x+GaDxAd9TH1urzl/8/CqMDJxhOJ/ji8w2ml7wIronzPUwM7UY4CSaGPK1EIplbnWIsdRJVVUgNHOxyODTo1b0KBFWSPQY+PYquBdjYWiG/bRGNaUyceRfHqbO1doviTo2Ll84gDItKrcTq1iKXL5zHMFS+up1hevEJ1r5aZKMDJxke6tx7JuGYTP6K+Odh8voWWIn/8aktzzdxJKA6fvqKP2iRSUPNsxW+jd/uImB101k5Ry74gApAuQc2m/bXvhXPDXDE8f47u8bfj1zFXC+B7fLbPxj8l1gYhsSaeQukZ0J6d0rlD00i+uUHOn/3C08raNNWDAj+2EYIcCtQ+1Ij9Pbzkss3X4vqNRW34FUYqP5RwxiByu91Qu9aiKMjEAGwZzwN4FnHc0u0tKzDoKddfOf27H+NSQVr3vNb+S4J9P7v7gT65Qde7PHd+wVeOh/nZ+NXMaf3SoGbwB8dyb05k9kzV7n5pIuwf4CfnN7mP4aq3Fx7+Ey/39NdHm/d0cgImJ2r8NlKhjfCkvCpMB/PV1lW3yEc/RpVOViIcT+eRSpqk0yeJRwzfj8Zv58YnvM9s/Z8QS3L+7LawcuR0Q2VudUp5lbb950YOkN6qIP00Bt89NnnzCx7RCMQjKVOtmkGz4KhRwj7+2nYnnkuEtXo6+3FKWV4MDnN+mqFnlSUaDxAqWpx8cxpbEsnPRxjbqbIzNIUlm0y3D/O8sYCjmu3puDusQeHvyHP6xgvFOJFl4Q4xjGOcYxj/NvAv53elMc4xjGOcYwXimNCOcYxjnGMY3wvOCaUYxzjGMc4xveCY0I5xjGOcYxjfC84JpRjHOMYxzjG94JjQjnGMY5xjGN8L/j/AT25L38TTA3lAAAAAElFTkSuQmCC\n" 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\n" 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\n" 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\n" + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[0.7607359648912696,\n", + " 0.7591211458413047,\n", + " 0.7592016019951023,\n", + " 0.7593526767789696]" + ] + }, + "metadata": {}, + "execution_count": 42 + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.plot([50, 150, 300, 500], scores)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 284 + }, + "id": "MF1gbeEe9FHw", + "outputId": "982ffb8b-4748-48b3-a08c-2de95710f68b" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 43 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "qpvhGN038SB_", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "outputId": "ea84a66c-6229-4d2c-b0da-dd714229bea1" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" 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roWRWnz37gc17DwibrYVMNK09FyYAz/76F8QYHv7603zReIGP8QyvPv9q9tF0bt0XtZYkitJPjMZJisCyJuPasUmCTWyO+IxGMsFr45h4Ok0/EfF0mlsnGU0Jwvu//hVJFPHDX/+KFwTpJ8Tzfd7/5DNQKgwgXZH5RKZ6c+l7AUmSYBfMh+cH+EHI4w9/zce/+R9prXRygfb9t391z/xEg2sZZGmRiEASwc0FEo2QyRWapm4bIyV6ApGUWNP59D3hetqiWYvYad8Q+o64bWk+VFMmMCsssjld8C/zNXpG80wuRQl8y1Z3QuBb7m6Nubs54mBjyMbqJC87y7Tnxp1roYsUL4jtctSW7+cWEfPtzLrYcv6W0WBJ4CwSPlmdqsrfXkzpjyy+gU/uh9R8V4/vQeBlVo6r1/fgo/sev7jv5eMKfPfJ164p1miUwDdHCYKyUoeHW5BmPKPq7m113Nz7xgmcckaY+5LhUDnuG8ax5POtwG474e6a5WDN4pmCR3imqGO3E7HXjdhuT9huT3JeY0TxPWV7dcR6a4zB0qmNZ3BcspDQ1LquCmuAwA7wmObjL2g6TXYQySm0Ob3AaLEuRe2cHBcRsEn6sdi1eyiCrt/LJzrHUTLFXL3A3JwWvEEVUcWUlBonHkp8N2VEgkU0SXGaWmBYDLqAWBXRIimDJa5beIPLq/XwMWpdJ3MkW0t8/BJ/d5/45Qu8jW2Sq3P8gwcVd0IyGhIPetS3dyvurqxMqkenSHL/WYHt996vDkWVcjA00wYzLV/V8vDTX5bMS4e+B7/+NEeG09wBLeSnpExm1B9w9OWPlTZXdzfYeLhPtv8ElCROOH96SKPbYWV9vRxR4eibJ2y984CT775n3O/jBQFJ5MztR5/9Nk3It8TTiLBWBxK+/dOf+Oif/jlfuEZ8ULCJYpNxPtYgrM3kFZTYVknLySj51bMn1OpNdvYeVJjSu+9/4r5YRxiPf/4rvvjLfyGOps5CMUWq5X8LOHfXHaLpBJtqR5JMIZmSmJCp1yaxShKnaUEi1M0EK8KYEE0UmygrwYibyOd0WGOzoVhRVJTTXi11QSSoxuytRby8rKGaMSyXwZRSVLVvKYM0Bg42RyjC09d1AMax8ONrF5A1WAQPi2GlEfFga8jljc9pP8gtBVhibYgLRkORq5+tme9OPBLNrBdohI45jyaZFiwkmqSunUJRAAh8Z01PpvMKTiZcSON8uavEzFgtarFOpKcl3fXjeyHN0OTu9H94EBL6wh+fRMSJE1q/fOjzL99PK/GfT9+pMY3h3w4jt25VXJ25pabUA8u9daE/hucXgqZEfDkCuRIO1oVuCxKrnPbhaqjYnCso4gnbbaU/FsaRYaedcHFjiK3h6NrPGXzo+7lVfqcbcdwLSBLL8XXIbifibBCkdTrmud2eOppRoTetoUa4jor4SgYZz/KJqXkRE2kWTDpxVsHY1BEV0Dins/InLlu34lGfXjEKXFyjPjll2rrj1mPJGjCXL9L+Cmzcz60Rx8MUI6nK5AXYtfvumSxzVhUmfYinaOgShpJat1gHKA17iUXwkzECXOsGPV0HgbacM6RLghCnPkVVty7W6j3Ohm2s6oLUlBLebvktR1L5u3gewcH9XDtJTo8QL4tHFETnNVvUt3fntLuqm6a6MGctkWJyvJnJ8kpaGJU6bx9L8V0h36zp1wJMKX6QWUtQaH6Xh0c0ux1WN9fn2O7+hx8QNhoc/OJD6qsr3P3kY8JmEz8MUU3Sj+XHP/8r0/Hw1j7aJObJF//Kky/+lefffYEnhSA2UizcZW5APwhzl9YimMVQENR49sMXTCcjppPxrX1bBiZrz8ZML16RDC6c7zd1HXp2SiM6o6YDaiaizhhBGVNnSsCKN6ThTTAC15MGk8TNxemwRmQNniiBn8nMdLFaIcvQe3lRS2Me6RhnaC1zOSQWnp0W+24WuRoysFaIYsm169nyc+6kkmukbCGAY07Nuofvu8zGBxsTHm64NNWiwuzPwg3rGeX9HeWdTebaLcOsS3C2/VKKQKW5YmDuMo2UcVR14U4jZ7WUYZIKE8d0BV/s3P6ESaR8/Srh2VnRj0zvsapMY/c568PVcD6upKoc94Rx5Dp3fO0xjavjzebDM4pnlKPrWqqrCHvdKWeDOjvtKdurU0DxsyQP4Hpcp1u/nd5VISJgpDXHSNVi1WUrlq2yrC+zLkojRex4FG4wrm3QjC5oTk5BPBQI+keQFKEFNYvjmLcpM+X7NlghqblN1xkdTP02xkb4ieM9I2kTE2LVFBavVfp2zVnTqngaY0gwkrBZu+Ji1EJI8MTiyXKRcquFchuI8QjvHBCdnRDs7M8NLGPKswIl+zuJIrAWPwwxvk854JkqsKVr9lzJd1zpjbMASJntdDQiaJV2t5JNNPmEozDpj7l6ecreR+8yGQx5/eQQP3VBzY5n7d4eNnICyIiHI8si0yXr2/5HHwKw/4sPF+Lt8OuvefTJP8zdV1Wi8Ziw1uRnv3T7QkyGjNQKTeKEJImoNZo5jstXgL2775T6VWAgv0rGt5wL4NHPPsUPQp58+a+MhqVNUT8R/Fqdla09ro+egSZI2MDvbGLjGGl20ZsLZzmk1p56NQyWejJipHVCJgQSUQsUtT5D6+GJEqf990TZbI3wjXJ8VU/1TDi+quU4V9UsSWohs60KjkULcv7eYOwxGDdSd9mCJ2YElniZ79wx5MzNmQnBu90pT04DVJWvj/wFjCEfAJnLM7Lw1+dVq6Tcfvk6y5CrsZvMdisy8ATH9I1YQt/9/W/PI2Zp588/RnzyMOCvT6c0Qrcr/G+HUd6eEeHdHZ9vXhWBesp9U2dh5vEyEXpjuB6l82sEr3wqwcy4lPmU6fLfSZJwpxs799h14d6JrbDeGhMnbuS+UbZWo/w5z1gS++aTpzwSGjJmTKN017n5ysHRZbGy3JOhCfXoiozWps1dwILx8QavsZ1990v3AK5eVcgBFEmiQiM2i9n2wlgNzr2Wub4Uoa43GBJ62iVWR4ui2T6fBFTpBld5DBNgvTHEE1tRyhfBGzE6q/2gik4naBRh/IAwFSazk54NbJlEHbw+4fSbLxn3emSBcCdUnGBxwbay1jnfdSn9M8bLrYpnn//bUi2uEAAugyKJEk6/f4l4Hp3dLe59+gvWDu5UFmY2tuujE0bXfWe+V3z4BXOZjka4AHm2kAuoNZu888k/LLSo1Fq++7c/lUaXgrj/ROFmcM3zH79eOKbq92LzoKT9dMeGVDACwHh0w3g4YP/B4zxV+aeCX2/Q2XuQ+tE9JoNrJ0wmQ5LLI/TmAgDr1Zg0trAmwI9vUHGuhECmjLTOWGvE6jmVQKBdm1LzXOyk25g6AZMIvqeVRay4Y0VitfgSs2gxlSHDxTTOvmd4ynBUbCbLhfUC99lCUMHZjx5OFTCggk0giZWvjwxxnFQsh7kqFtBsNp/58Uczn1mLpRxHyX9LybRSDvjixYQ/Phmzv+7z/n6AQV0MTks2jSp/fRphjPDx/YBf3AsqwitOLF+9iivu7uxZY4RasJymlo23DL5HiYZJ57607kR4eeVzeBk4V2tqBh316hz3G5wOQs4GId1mTJQIkXWbGZtBxPX49lMiIgJ6uloVJqlr3uK0hbIgmZ1bk8ROECSWWnTNJFjPBuBS5/GImneIV/Ycv1MB8bDdA2zngHy7glW09xq9PoH+eXF/IU5Lynv6L0huSExI5K8y8TqM/A0SCciVh5RGPBI6/hXr4WVFmETW42qyciuu8vn6KYV0hvElpyfgefg7+7cssCrBlLXpLHjlBWHhLqGqfVQzJixlDQdsGhbJ1APN3QWg1FutvD6y2+W/U20tbDbYeu8eN2eXNNqrNNpd1EIcxSQ6JajVir6rsHZ3r1KPM5qktBCEs6fP2Hn0Tu4GzMsB937xYdbFtJ4Svkp4zFKqjWT7aITEJkwnI26DeW18HsajAUGthhiPerPF8csfCqFtLfVmi/Hw5tY6XHcNa/sPnJbq+6zuPcDahFHviqR3PtMx6+IpNkZQYnzG0sbtBVNGWmek9fTMKcv11OHd84SrSZ3NxpCLgc/m6oRpUkcTCD3FosQu85Wtdszh+exRKPOQWOHlecBPkZ1OwCxWTGYhtyOk6r7Jmb/qXBwxK1MPiojizThjCnkv5lxBZaikpt4qqEops1JiyaJ88WJaGfNsIkyrDsOJMpwozVrVKq7SnFLP9oDiLI87a4YnJ0Uwehaf1roA8WxdWR+22wmXN8I4llyY5Lh2AYW5DdKVc7vS6/mwnj5TtdzLe3RmLX4jWYqESRXeDJ8gJC7uOWMZlvseJn0Ey9SsMPa7eNn5gcZ5QKq72zKrdn4OVQx0D964trMx5Ze0rthvowrWRoTRJQ29JMGFETxxsT9PEtr+1UJ3Vm/SZKPeQwSm8e0L51aBkiO4vJHOCGZja+HgMoLNg8Sl++WFJiJ4YY3O/j1qq22X8pZlaKjTCiVnpiDiMx5cU19ZTdv1qOxa1gqZcfDhR1gtZzrNWFkUC6bWalBrNVL3hCOfcW9AHI3xdzdzl1tWt5P85ISUCSdXt2X3/fcQkcKnLLPuJweN1dUZvBV9HfSu0tbAMz61epOLs2Oe//g17e7G3PyUweF37nYOJ6+es7V/j1q9yYP3P64shB+//pz7jz7gqz//bilzKnqpRFk8KAxRLDaZEl8XwkSd1oCxCfXJRX7fIiTSJDuNwJAgaslmLMNvNkYp7ro9Aip0W1NElIuBxzCSNPgqM/N1i0Ux85vkmu/8b2/CRXn+VKERWsbTahljDN6CWCPA+7vKzcQlz3xzVDLBytrHAutr1jJZNrZy+ewIj1ZNGE2VWHGW6QKGmNXx0V2P33834W8vIj57FFbK5Jo54AncXfdo1jzGU+XZWcI40jSUlmbbVZQod/GNs0Tc/pLCVT47j7P3ar6iNskFSvabMYZp4hF6ibNwcFq2CATGEpVcXbNjLV99STBETLUGUpxZhoFAIwQlYbkSM/E7gFCLr4m8kDAeoCYgqWf8M6XpeIIaQf16aqUsrq/gNGUUVpNFMgtljufZmDC+xFcXNxrTwZJKfzWs+hdLYyMbDecKn0Qep/mm0MXwkwSKS9vMcv+E5OjQWSh335nTimcJeZFWliQJzY1tvPTEXAWwqcaRqwGp1zdlEFevXrH97nuYdMOjSbOvyjGMxaA5gmctlOozhe+7ud5BpUU8mRJPIgQIGg28oHpOVTpilILYlvmAs7+H1z2aKys8/HBxjMUmluMXP2Kt5WZwTRDW2d27z4un3yzE8Tzj0DmqKxe5++4Hc5jK+vfwg48ZXJ2jCq3VDooy7PdYCKpcvXyGeB7d+++CKsl4Jsjph+jqJjq+wRsWBzgJ4jaRgRM2jAhNxFXSYGz9irtRVZkmJl+AmQenNwkQYLcz5ulljf3uhB9e11PFYJGbyo26WXN1T2JHa0aUwNNU8ypZicbt0ZgsCQSX2zDGuCyuNF+/24g5iVzWnIhhpQH9UUEXrdDSGxUWS3+cCZJqW+V2bhNqlVhOqX+Ln3G0f2fN58V5RNM3TKcu22qhdqxKb1S9v1oX+uMUH8BKXRiOXebU968THmwZotjFaF5duM3Gqg6fjUCIEi125gt0m0K7Ca97VE5Azt11C/okIuysJngGxrErVPOcj38cG477hp3Vaco/4LjvdsS3woTetGB7iyyy7G+Ll2fI5sIqXetTqTlFu3RKdBmstXgpr5r6HQQhCtcRkSILkNSImFxhkglx+z5l9iKzm7tTdGSK97yiXAVTogHPjhFVEmqpdVrU7UuEyHL6yuC031zOZrO6bvsxvhngNVdS7T+1UsQgjRY6HYOCHY/wGq30CYcNkWKfQXY/9z4JxOMxeAFevTEnbPIJzh5Nef/Oe+87iyXl+qPra8fI04obnS6ZC7VCiJL9l2mvUunPLPfVPPYhTPpDbs4uAVjd2aK5FhRlckEG494AG6c+a6DRWUUQhtc9DNDqdtOxCxdHR7Tee5y3ltUhwGpnDc/3eO/nvySKpjz73u2h6V2d0VlzlklzpVORELMKn8rsXXLcZoUG11c0WitpzMTdH1xfoKpcvH4FKPff+zm93uVygZJC2FgBBJskjCCJ4ioAACAASURBVC9Oqz9aC9MxkkSoCIrBaIKQ4GFRMdSYYkiwKgTGol7CNJE8zTY0lknsE/jKJDEuNVdhJXSLYBS5nXPZ0fGFW6IsADLNFdZWLImF054r6Huw2rCc900Fr6GfEPiKVQ/fS5jGQpTMm/s549aCCR5eeHlVIsJGK6E/cgFkgK1VS29U9PG0L3QayvWoLASUdgOuhmm9mQ0uUOEdItR8Z3Hkuw/S9eMYlqU/UiZRVb/97ngKInx8r8ar84RJVFi3vbGl0/S5Hlq6TcM3r2KMMXSawvVI2W4beqM4FxKPtgM+fx7nltrJteVmVBxh4wk0akIzFNZbwmnPZUzVA3GCJ1ZOrmEwcRsOM2+DooxjSGaYegajyJU/G4aowlZzAiKc3tQwRhjHhrpvGcfFfpBRXBzwmfGoRQLFoTrBNwkTzZJwwCcBEaL89RELaKFURxky/GbH+2TDSerbeOPTBeXTRKMUG0QjEIP6NSQeg1o314q7b1LrERBNUneeYhUSs0JEy9GSJTUQHFbq3phEfZcqrEroxUzj6jaCOetyCdwqUIYvn1G7cw/TdEzDqZRKsLtPfHri9qScv8a/+y6ZOyhzJ4mYohOpEHDHQRvseEziW6g3q5PpMIEY59urDqAw4wTh+vS4svganW5qLqa5+FnTaWAqtySy04LTSZivP8kZRGu9S2u9W/RPbSpHxDHutPnBxSXxeOIC9tZy95cfEQQBw/Nz1Fqa7XZulh988D6SpSqlxGxw9d17/PPU2jEEQch7P/sk710FR8vcmHPWU8Hk8uweA73LU6bjG9obm5g0TfHq/ISrs1N+/ulv+erPvydBOXzy9WwLM80Zam2HdxEPr94gGRdxHkkiZOBcYNb4WONh4gTfTrHiY00LJWCU+IQ6peVPaPlwMa1jE49AErrhhNi685uuxiFqnIZ3Pqyl7ha3CE76AWJK+5Uq8+ou1gYcX5X3IglxYjjv+4BiS96mYeRBBM0wpl1P6I9914+ZQHimBCWlo1VmYx3PzkzJJQs/nLp028xd9O62WyLfv3Zur4u+xffg0Y47sffixsVhHA1J8ZoGXHvtlscHe8uX8uF5zPPzOE9GUNX0PR7C9dCytio4NzKsr3j86ccp7+95/Mv3lu2O0J8K3abw3o7Hn5653RWFJeReF5HtPPfEcnfd58uXFs8YFPBFWW86vJ/2LGd9ZbUurLcM40i5GlqmSaGAZud/iRHOhxlLLVlf6Vp6PcgScdycnAz8tIw7HeP1TcC9zoSzoYuZqbh3nES2iG8usgYz3FpjsEGQnrfnXHGJ1FMX0uKz3coWT3k/ULbgM4W2/FFVosam21ToHkDsGM2SAUQQVWTSc4IjrsH4EvHrxSR7NaQW5nRv4mGqeShYSGTVtZfyY1tyD460jU3S910lCVuNa66HLawWrsfsHLfZGNgsvDEoPzl6TvPRh6CWuN9zboLWKv7WHYijpc9pbpKVLRV3r95Zx52llSHY8cKZYrfCyvomqLK6uU0RTym7lySfMocGJ1jehJCi/4WmMUt04/6AZJqNXejs7WJ8j4tnhyTTKDdpdx49TCsrRtY/O6fdXS/qS/9bIAuWwLzmU9GGlFvHKAIH7zziyz/9jiSJ8YKQzvoGdx+9DwK9y/M3xgzyptTSPzmke+8d4vEQr96sCJQyGBtj7MwJhAam1EnUEtoi6BAaZ6XUPHfkx+U4JLaGhu92YI+igEXw5n5XfcRGlFpgGU7cUs4PsSz5pQcjw2BUI3N5L3IlvUkrXVYuYzwXA2V9BR7tuL0y10Mv3dEN7+3CkxPD+aD6XLnO0dTyuues9VkMCBD44qyBBDIiU1XWW4beyJ2tdj6IsQr/9KjJestwMXCC4tujGOMJ7+34XNwU6yy7llGhqiSqXI9sBU/DqfL0rHokUG8M/Yml0xRqvjCJ59/vkimmC9Caw23v58jw1AgSJql1eTUJ8EQXztXsc3l8KO1TJtRnA/DlaxkXGZSTBKpCqOSerIxFCQenJJ17RX1i0NYO2AQZnqPBKtosXvKn6hIcrFV3SoUqagLnIi6lbWeKrNFUPGg6hzNKUBbDnlWO3gRvFChBJ+u0YIc3LijfWq2U0Znv7uM0RxFIplN3JECzVSk5G3/JpfacdZUJpuLu8NrldK+mb33MB51e+2dntLe28lqdgWcwWFRId/4u6vntoKpcv3zN6KpHvbOCFwQEzQaj6x5Bo07QqHNzec3qxjoYGJxdsLqxmRt4N1fXrHbWKn7QTPxlthRUCfQ2Yp1lcMuESbWcu970rzHGo93tIp7HwTvv8cUf/+sbcdDodhlduZiIWmXcu2J0Pm+y3wZGY/xkREyATS3FCB9DwoofMbE+/Tik7iW5ttGtR/hGedULcpfY3wMr9YTBuNBOPaOst6YMJ2kG0IzLQp3JcatrIx+P5Pol7YalP5ZFJxIthKdn6WkWQrrp22WwnQ1grQntBlwOzdJ5742U/qv5c/fK5QpGZhBxjHK1YaiHbs1d3iR5vODdnYA/fD9hY9Vw3ndr+GxgeXqWFB7kBZZwpvUeX1u6LcP1SPEEmqGLE7n+ZB1zn95IUwsnc5PPz2nqFKhcK2Oc/btkJYjARiPh5SAgm84s4rlIpNy21rK/lwmRctuzZWd/g2p2mokGMyMut5neU0HVg8Y2jpuVMJDzPxAbu+C/lx24qqlwKHe01EzZg1F0lrIbd5mCPQu3CpSwu0F9e4/EOl9duL2XSzUANQaz0i76lSTY8RBW2i5glXZRE3c+zULhURpGIRVZmOygpWyz7YeP0nua+ySLcspkMITNQvpn2fGav0Tm9iPab9NgGt1V/JrP6u4mfq0OKMOzEYlTARmcndPqdhieX3P69AU2dv0zItx552G+9SFvQsuHEVISK/OCZTIZMxwN6Kxv5WOd7/z8WAritlyevma1u872/l28/AgbN69rWzuotVydnixDDN29vVygoHaxMDEGCWvoeOR2/4Y1SGIkcpaIaIKxkTPhs1gUNQSlwYi6lxCpYZT4qBiaYcI48WlJlKGsUAHeQORpEWqBZTDxUkXHJaveTL1c2CPFBlhS123oJakf3jAppUwuslyzudrpTBlHAVpKKV9ETYU2Ds/OinGoexkFg4lzCT07S8hfTFdyVcy6WZaPvcpgVd3zz88TRGCr7VFNoIXttsf9TY/LYYQqPD1LSnTl+rC56p65GDgBaATWWh6jCHY7hqtRgjFQC4X+pMh6dNhNv4rkLrSCUZdwVFasS9d8bKVpn7UCRKA3NawGNheCDT9mnAQL1a6FwfVS0L3ax6rgmG0fipTu8mnFZZrxklJ6vlatdw2di6riLrOVwRZ9TSKII8RrYHSCipCY27OxXCPVj0O1MIlreduzSsqbLJZbBUpjZz9fDDnSMqoSdS/ZWiveaaJxRNy7wFtpp2N2gw6arZI0Lk+IyRE2ezR4ZqX0z45ZWd/Ks7uyYS96Z4eIcPnqJWKE7QcPAUUTy/XZKZ2dLSfhWby4F9WVd2UGgV7o01jbwq+FbguMCn4tpLPdwfM9fN/DiBCNJ3S2N4knE65OXgOwtrNTXboZsxHnn794fcz27t2l/bE2IZpO534v0KY5w1xWYjoZsb1/kB5XX7ZalLBWR9Vykr5Irbuzy9XJcf706ubmXI0LQQQJQ4e7OEbDGioN5KaHiSNUDFOvRqQenp3ipQmYMc4V2vKmoEo/DlEB31j6UeiYtAiV45xncLQMLm7SdPOUSVkVroY+Ll0cFumsRiDwnY//toVU/u3yxqRZU8UCNJ5ZuBgX1ZkFb0MPRtP5smXGVTCcarp4lQlQKk+pDvdHPXBMb7sjnPQS9roeD7Yca9jtGI6vbY4dMbCz4nHatzQCg1V4eZXkvzdDQ+jDxY2re5rAab+0zyRrO1P0UrOhGFvVjfZGSN18ZaWpGLs7oqcfefl422HMaJQqUZRU2gVCw+r8qZ7lOZgVKLNurkXxmUpdqWtKREga65Vymo4tv+RVOTPWxDeol242tOqOuJcIEw/TTYvLaSuzWjLek+FBcG+jTHRxjCmDlcZy/nOrQBmfn1Bb26oQQl69gqaTL5kWkeLMRlM0mlBrd+Y6JiJENwO8ICRstpkVMFnlqm6ASZxwdfKS7s4+prJZsGrtZH+fPX/mtOjt3bQmIYnjYiHpT3FsVfs8+33w+hLjG4J6sdO2d3xOtDHCeB6dnW3EGDYO9lLJ73byZ56CvO8ZT5S0foWkFJeaJcLJeMTwps/m7j6LwLnRCt/orHWTMZ/t/YMFO7bdbyeHz/KXfq3v7rGxf5ALlM7OLqtbW1yXBMxCMAbTbKFiMO0Otn8NkxHaaKF+6A6ni6f44hMbDyMQm4DATqlREGvLd7joxyGDOMRgnFDJ+1sd+0+Jj83iNMeLUnq+7P83DCdhruEuerbdSBhMDFHi6j7tFdbEmy0nV8duB477bi3ttwvr/f6m4HsecQLH19V1VGVYhSDKrovHPesrhxcXzq14f93nuJdUOO3ddR+RmKNrZ6Hstj2XMCOZIJHcgsjW/0ZL+OrE7QFp14WbKXTq7sdJrPQmpXU1j9Y5wfgmRSErN/uMiDuB+GoakJ2UkrXa8CImNlxaR/nvRcIDCgtkmdVStkyq43N/J0En/7u8QTUtlSvVpXOFMNG1s+6TMXHYch4dCSAIIJ6SSEBiGoUWURqLKpWEjlJLuTBxPGn+BIbyuLqt5QLl9uPrz05yBpi5bAwQX505CZz3Rio0YaMJSf/aIW0yYtq/LjqY++tmkFfpeLGgujsH9F4fY21l2xuXr17MaRQA6wd32Tg44PzlYV5fd2eXy1dHBYJ+gkQpax2zH1Buzq64Ojwhmkzpn5yzstZBPI/rk1NscV53PpKN/T029/crE11Bvjo//O7+/RIeqHyfTEacvT6a06Zu+te8evaEl0+f0O9dLh1Thtuzo1ckcfxGV8nG/kH+vXtnj87uHawK/dM3xUsEPB9Tr6GjdPNjHGOGA1CLBm4h+xoRYEm8GhO/xdhrMpQGCYaRhiTq9qu0/AjfkyqnWTK+N31+GiwikHlhkkG3ZfG9xcKjvBBnP5k7xJjMclb2u3CwYTjYEPa6gm+E+xuGexvCnc78OGb924vGWn25XZmuYG/N4/6Gj+8JL68s+11v7uTdgzUfZ1QIex2P457N6zTZG0LFbTrdbptcwPies3DWW+5FW+stQyMUug2D8YRWXVgp7bzP3FQV3ElRf/maO4IWjLk89utpoa2XPUYr/pSGVzDG8rxkpxtkuMvmabatQtunhI9CmSg/l91bBHMupfyeoZzQg1r86SVelKbyazGfqmBNiPWWu7pUNd8rVebHlQNn88LL67gNbnd5be45m9+6t+05CecC2tHFKf76Vok/poGfKCLpX+MhoB6Kh3sFryEeDkgEwtWO29RI+aU2qe84HZKlcLV17hwgxitNDIj4FIGWAukbB+7dAU/+8Du6ewdcvXzB+v4+nu8shDiKuDw6JjuE2a+F1FdXmN7cEDbqDC6uCFeaNLrtUr3VCW9urhGuthCF5kaH6c0Iay3drXV3oqznXHIiwvnLo/x4cCPC9r27uSWmuAl+/eIZxhj27r2TLqBsYZCXA6g3Gmzv7uXxoKx7xgie704v7V+eI8Bquzi2+vT4FavtDrV6g9OjQ45fPGc4GOTxE4CtA9evnbv3UVVOnj/l7PAFmwfO/WYTFwPrnRzT2XVnnfWWWSo2wfavkUkqUHwf02yi0RQTRag4f7FvY2DoLBUvPeYmdz4VTigjAStehKa54JfjINeIyzqCZGma2bHbxrDeiPPfL0cBRTAyVWzEnRHWrsWFM1RhEnsMxi6dGIFm6A5XH0apIjWzEXBjxRIlhjjRQtnKfs5crUtcJKpw0nMLOkm5XmKVl1fkge7QE3Y6wtF14T4q3F3k68B5doojVjZbhnajvHaE455hrQG1AHY6HoEnBL47lqYsSg4vE7fWPDjoeiDCy56LpyJwp+3o+PAqSZkpxFZ53XeYjBM4G7hz2C6HSt1XxrFS88S9s9ySMt0CWZnHIxcOs7SlOD6RMmurlARgmt6aWSgp7xLEvasHZRC5ExUGcYCgNL0pKsKEWiEoylZceimnaZevhfJb3dtW9riUhb57G6TJUAilWvLaxk4ptLW1lF5TBVwMceiSpMT4uTWaf6wrKwrGjjF2RCINEkInSMpZjJkXQ8kPodVU2XcOsWy8JdSnY7geLj8D7VaBUlvbxqbnu2r6khk1Br+7jt4MMOKVkJ/mKCUxetOHVhtVgwmamFpKOF5AdHONGI+pTQiCGrWVdi7tMyZsjMndaaCsbu3Oaafd3YPULaZQcpVlXGbj/gMUuDo5ZuPePTo7O6hNsHHM4Pyclc0Nbi4uWDs4IB5PGV5eU281CYIAY7zClTcHSmOtnbqXssmGwfkl3d0tVrfW83IKeEHA2fNDNu/uc/biJdv376V1F4vg9OQVBw8eVe02Kc+mYxxhvU6t0aDgVG7/Sqvdprm6iuI2Lfqelz97dvySeDpJt98oXhCwc8+lIx4/e0YSx+zcu5+uYmXjzh1XtYGTp09z91fvtdt35IcBrfV1rl69uo10IEkK60QVPA8xdRhfoUGIDWrpOU5KLRmRiIevU0KdcqMBNWKmpobFYBLLNLbY7L3rkilupVWpykYr5nwY5Mc9ikCnkXAx9Og2Ei5H6T6FVBDlFnM6140goTf2EXV7Mp0TwM1jrO401uwVttkUAVzeeHgmzaYx80ST0UrZfTMrVLJ44vE1xKkq7hvl8MKtr9ATBpPCtZXRRGHQS9ZYKlTcZ23FcKdT2MJH1278U1UO2k6YANzpzB+bHnqZoIatVvpKgRuLFbdrZXvVxYpeXqdKoMLLK8tVuncksXDaL9xvbnMl+AJ32u7mzRRKkjcnlxxv+Y3Ceslc8EaEBGW9kXA59sjOVHYz5fZ3ZSdwmLS+mzSeMoxd+vBmfUSiwtiG6aGvc2go2pwTJkVcN5c/mp2AYLBW5yyWXGG2VQZTth1FPGRylb/LRPO59rBh5ibL8FWylBT3fhbA2ClB0gdjcoGSmXiOHAVNX5olmcCyrqVhVHOCqYTv8pwMRsuPm7l9Y+PJc8LtOxWfpE2v0XSSoyELpIlfw990/n0vCCl8uoAYgmYLzzNM+leIGMJ6a07TKhbMmyBFZub3K7sBgNXtnZwZplhx2mgYsHZnl2H6IqzmWofR1TXT4Yhxf0DYrDNN95i4/petE8c0Bidn1NsrBI0avaNTkokrf/HymO0H+xi/2CfR2d7EM4bVDWe9ZFaXquKJcxncffiYja0d9wpPbCVW9PfCSqdbWRNXF2ds7uwS1FxqbHdrmwzXp4eHJHHM+s52xRpSlMnQCYOr0xM2793j7Plz+menNNfWmB4eMry6AhFWtrcYpAkHS8EYxFps9lrndF4SE5J4AWISjE2IEw+Dx9SGTAnBC6nrmJoZgxGS9AVp67UJF+MwPV22WKzjyI3AGJO6LZTTgUcjmGXebrCeUdabzpXqG3fk+dUowKSKQpkuh9PUZiong6QugsHYvUArQ7zgLItM0aKs8ZZg8T143Xc7ptaahRsnSrV9Uu09syWUgp4W+epf9yytUGg3HO7qAdxdcwxwgeyrwHZ7ng63WobD68RtAsXVcdA1HF5ZtylzmGriCzhz1r96IGyuuP60IofjwWS+3KzbeTYmYa1lq+kSJuwMLrdbysWYyvM5M03LWhEGtka2H6QcW8jd/EviIO4eZNbILMwG6Gczvco8dfY5DVbI9oAUP1C1coubcy6zan3kSn+mRGV8WYqK5qwlnaurECq38edbYyjT3gWVnZ1iMrlP0r8qdSO9ej5+ex2/vY5pLDjuWHHasgj19jpe2KCQ7kXK5k8TKEWdiwbpTDlh6+E7ZH5JAON5rG5uENQbuYXh12vU26tcHb3m4vCY8WCYVlx6SVF+VAEEjRqe5/Awuurnr9xttBr5pkbITguG9uYGIkJncyMngJc/fJczrZv+VaGk8XeM/Q3w+tWL0tEpbjxOmXV93Hvn3Yrby5VSXn3/PVevCyGxslEcSNlorzphgtP8mhvrrNzZvbUf4vuI58N06rK9miuol7o8NcG37mgWI0ri1RHjM7UBtWRM9oLHhm9J8Gj6MStB6sbSKqPuTZ2WWo4ZDCbu8MjTgZe/bS6bSavCNIF23dIMs/fpQD2wtBvVGFN58RW4IrUIZuMaM66IJfS8LBbi6hYuhiXfvUndNsZgPC//eJ5Ht+Xz/o7HdtsU1psRMEKjZtzrelNYaxp22obdTmGd/FRQVZ5epm+WBJ5exs7NOk3fCGmU/U7hzs3NpBkYTJUXl5YXl5azgTJNtMBlGj2ffbIc1yjfW61Z+pP5FOrV0AnfjWY5HXc2BRamGhLh3GDFx+TflwXdHSyOWc3xIilo0pteVnhEuUz5eesvjoUsoqnF8UElkTqJ1Bc/P1O67g8QKbL5/i4eXIK/7wUYmZTDEG4vTm2t+hbLjyrj3iXxeEjYXsOr1UvlCp9j9k6Uy8On6W70bIKLd0xUAlVLIPMCrG5sUCFNEXfc+tamc928PML4PrWVFvE0YnKTCZPCDFdNKn/XV5t4YcDVy9fEpWNlW93V9Eht5fTHF2gy/95oAE8Mne46z598A1ZZba/nZuvzH75Z8MTfB5kntLm6ysGj92isruSum/LYupsb3Hv8mKMfn/Li22948e03WJuwstblznuP2H30LgCvf/yRrXceALCysc7G/XsgQueus0aj4YjVu3s0drbm+pJDLUSaLbcXZTJGkhg/mWI0IfYCYq+G51nwhYY3pePdUGdMjYheUuP1OOAmDlCE83GNZfSeOyNK77cfTn2a4cwiEsEiXI99jvo+50OPmm9Za0QkSnogZarJiVMOPGOckjBjDWteZfbbPEOZ6+cCJpX1N/vue8LDdSpMa9GnEQjbbY+7a4btVZMLHjGGUeyE5n8UXIyLoPHFUPnx0nKZbk60QG9auEoCH+6vG+6tG7ZXxWl54gTI5cjmn5ovrNalWLSZ+jyDttuC2ot+2mrENIPljFFQVsyIpjhvi4jJ36uUnUe4KJkif14Wz23WJ2stSXqcSRzH7l0zpp5bmcuUjUW0UbZEc+FJtZzMWEtWAiyLXuZGZrqAKg3/Bms9UCle8/T36Ro5/MQ3NpYGZS3R6RHB9j2KXUdpQD4rXaKNTCtQlGQyZtq7wK83CGqtHKmFb7EwSce9K1Y3d6F8PLSW+qKZX7H0s+aFQJXj779l97338oetFELB933CRoPLy0vqwxHjmxs2H91DxBCNxtycXdLa7FJlDo5R915d0Oqu0uy0qDdTf6PCxavXbN27g/EDbq566L0S8QEvv/ueg/ceY0TorG+SBe2yo1jEKtdXF/z7IKUIcbGVFqtk8a8cb6UhtdfXQYRnX32FtZZdeZfVjXVefP0Ne4/fAyMcf/skdx++fvJDPmf11VUunx/S2FjDbzbwY6cNjk6qWWA6mWAvL9EkQfwAbbRgPMQbj5BoihVDwMQdz6IJxtr8vRXjOKAmMTU/wcgIgzKK/dyML7DroLyZLFdtBFqhRWSe3BVhGPkoFt8k1P2EyxuTU3zZTWbEpK+CrS5QC9XYiUh6IoNwsBZzdB0SxUnp5zLdZx2Z1ziNKN2G+7vQzd0mwnz+am4n+levHR7GMZU1cRMVJya/uIb1BrTe/NqYeTyp8v2l5d11j+8vbN7I9Th1w6Xrvzdx8Z67XXceX5bF1UvjE63QCcCL0gk9kwUC7zYhXJ6T44GXK0plP//xwLC7Yjm9We4+FpRQYhLc+X6zGVzZ/C8TGvMxlcVQDuiLV3dydYFAKbedKRdLLYXck1OmO/K1nUgjXSMLHk35taSCOIpDEvUrfEKycMKCym8b7xsFiqvGHcAmgBiD187ePCbpQii5BUojnmf6it9o4WenE6cnLDrEZsi0c0zvNqjGUAqBISJ0d+5kHuwKcqLJlOuXR6ysO0Zu4wQbxdQ77kiZaDyhd3TqFsBGp9SSI4xmdwW/5jt3kVWyfEQ/cBleAHcePUjdYu7vw2+fMOz1ef7NNzz64BcI0EkFiSr8+O0XPHz3Zz9t0G/ACCV8l3GyDFa7XR78/OfOFffNt6gqG/t7vPz6G/Y+eJ+9Dx6jCt07uyTp/Iy/+57LZy9obW/iNxtkgdJ4NKKxs8no5CyvXwIfqflob+yi3bUEba4yNQFmMiJIIqZBEwE86+JRY79JkEyomyljbdDybuhFNUIze1ZYoZUZMWhSvLHQDVtz5lc+6mKRW+J2LGWtVdZt5Vqh/9TdeTXyubsW8fTc5L76ZfGOrL9zfVgsdwAYxTBO4E4bLoZwNa7GCcqw3oDjnmWaGB6sQ2PxkWhLYbslrIbCow3Dk/PsHSjCO+uGxMLTqzQ2hnI2BFHlegz7acC/GbiU4ctRod2rKtM0OylnFCnutlowmCjjqLA4y64tYwzDKENOVfEbxnA0MMRJ+SywalqyiuFqWof02BzntsuERHYS9+z+kNLzS4TNrAWZlV1UrlzXbH2z1lCZEIzGmHGPOFyvPJ8JGsXDZ4jolKjy+uJquwLE1l86jtlkgje5wn6ChWIQCo1EMPjN9lKXQwbJ6IZo1KO2vpN2DmqdDaa9c+LRDUHYLOrIjQqdWQzZQAwn3/3NHeGSFt57/HH6YiBmVrJ7/tU3X3LwgTu9N6tOUeLJlIvnL2h1upy9eIHxvNzfO+4NXJB9GpFMI+JJ5s6qenTDZn3ODypAveWO4z968owksTTffzfXXId9d1bP9v4+aouNoiKCqOHO3j08z+PR449uR+xPhsX+62W+15WOE5xPv/rKpd1aZdTvc/jlVxz8/GeOSAV3DA+w/fgRp9//SLfVLHzXClH/BjupbnzSKErnDncEz6APK6v4BiQ9MNKPJ+m7rx0EyQSj7n0XoiPOJz6x+rQDeSdiCQAAIABJREFUYasx4mRYT18W5caw2xqhwKteWIyxTKQCku5WRxVPlN2ViCgRToZBrnDk87IAnZq+SCqrV0t1qy05Fa3kVsRgbFD1K3MxJ0yAd3Ys350UbrrZtiVndMVvqyHc7SiB54RD04fNBa73eio4WqHLrnpypnx7ojzecdbCTwERoZ1aG+3QdfrxhkvFXwkd43m4ZjjsWR50PaaJukB9CZOTRDm/sRWLJBcURUOAEyZrdRhOi/YXWSh3VmKOB35lj4krA8MIQlNm8LN1CTFBOjWKJo4hG2NcZlh6/W+NJ5RxV/YQZJuKg7Cg1UwBKguVqn1Q0IXRBG98mrvBACQZ48VjItPGJEOMy0mcOZpmeR+bQZ8bW8/ji2utG3fiMJLz5Z/iB3ujQBkePqF58G5u0rqDuOMUCfObiVSVZDRgevocL6ynqBBQwQtCGt1tp1mcHTG+vqC9e49GegClAhfPnjAd3dDZu4eXboAzKBt79yvtiJc9Qd5ugTDD+v7/y96bLMlxpfl+v3N8ijki50QOSIAASAAECZJVXdXdat1rZTKTZCa79wVkegk9ghZ6A9ldyLSQSRtJG2mnTZtuq6+6b3dVsVgcQcyJIROZyCkyJvdw93O0OD5GRCZQVawii50fLBCREe7Hjx93//7f/G1kyZAisb+ZMELF6KRLODIhIPOb64R+gN8bMB76hSrCMDg4we8aIGiuzlHpNDjdOaTaqjM66TEe+CxcXsVNMuZTbOusLJJrb4AWXLl1C4Gk1miAipObwYCJEJpas0msFDsvnnKjbTTAVMMrqpq90xOePTJ+ls78EutX3sEYbmB/5wX7r3ZY3dxkbmmZoif5+cOHDHs90JqtW7fYefKEjevXeX7/fqmUS2raGvVMlza/1+f5l1/nvxdMijqOOXrwuMzAtUarmMpCE//QjGG0uAIXUTGif2oKpif7Sl22e6TtUk/GHg17TMdVwACJxrM0K7U0hMcstSsVO12P9VaQXwgNewPTWOn1oIIgaW4kzNofjky+B0rjB7ATecTKhA9XHMXxwM7ARYlCwIjITbqpmKWElZXSL5dj0AzHIqtUmzKXKIp575Lm211T5rzhwXuriYSv4f6+JFLw8EBSseHa0nSpIUuUtQzXNi+SOc2imiu4saiJlMD9/YMJkSE03YKkKwQtD67NWVQdE15dWbCQEoah5mXP+EpaFcnrpISVUoq2p1moGeZ+ONScBib7/mSkqTkys6orVGbR2GgL9vqgVMRRIImT8G4gSdIrd8ZcTjK7NYKjkcN8xQQGKS04japlHiYg9fUorSEu1/IqrUHiaylqByS+GIFI8tHKwQLpK/WvnEXp2UxSAikop4UMDnGCYyJ7Hh27pmyRAkUls8mkkWHpMYsRXloItDTzG4YecdqTQ2t6fqXcdC0FrjP8Pimdn9i48W5hEVNFX2eMIzvJCclBulXs1iLa7+erkzyQluOa+PFxQDjqo+IQrTUnL59Qm1uisbzB4ZNvsN1KqQGUW2skduUkAUxHFJ7aqTlUGy10iUkJ0AoVmwUJfR+3XsP2PKRt0VpZoruTF0SszDWpLnUYHXSxHQu3UeV054DB6y5evUJrZR4dKxzXLSyNUdsrdeMfEgUTS6VWQ4rJJ7gsQWtgOOxP8IIcTABq9QZXEi3GdqziCIzHAc1Wi2anQ5k0y5sbqDhGK43jeVy6ehXLcRj1+yVAuX73Lg8//7x0fYPBgI0P7/Di8y/z6UrB6s0tXt3bZpJUFBN0h1Pflzc6vzhnSg17zFA3qMsBJ2GVOWeIQONZ0/sHyuJg6CVmRnMtdJLJ7ccSrVR2TbQGP8zzB1wbFutjRmPJ0dA2zbQKkqImN8nkDxnJdwbBhMivaFGDnc2MBC+OBZaVRnLF1D2DvV+/EqBjbq2mjK4MHP1As9+DdxbfTruYpKr7++1XpJur02gkhcjmKYWglvhqYqW50rGwpNEatFB0PMlCVWJL6I01J74mdTNJKYi0YKeniRHolA0k614xrdxRSidl6WffS6kZ/GhosdqMEt+XxrXMe6wEcRxPZMGbffMM+FljpttoRKltblmLKhUHnWHiLGouk2NLIYgg0zDSuYvMx2FhoREqNEArLEgL3wor0150Ke0hFU5zM2F698Yq1aITjUk7CGEAaLE14OCkylJndmuKIp0LKHYl1Z8LLsFM3SwXcyyhlpQIx0VPdIQtUn1pjfrCKrZrpPt47KNUjOs1Wbr2PpbzlvECTIOJVopnX32GlJKN2+8ThxEv732d/Ta1v2VRXzBaUgoqwekAu2bARjo20raoL3UIhwEnz/ZZfGeNSrNWutFTsqw0Wg2efvUNWzdvZapzpjm+UYsu5PBk56mxbMtoOek4hYGW1zcBje3YWV2e9HevUs1MMwAvHz1i7Pts3b7Nky+/JE4c6vXK3Mzp7T14xMadD3jx5RfJOmoOnuyeNXV09N2EFtlSU9cDfF2hafuF0A942auw1vBzU4Yk6xeeGqXOU/MzAUhKIi3ZG5iWr0okd7yEhhfTqYQcj2y6/gynfsGJyQwmASTScMGVLgTCkvixmXNREBXAtcVEKDrDx1F1YH1SZvgTkhCC6oRjP4o191+Z+l3vrpbXyZICFWuenypqtmC5LjgcKYLYIHCsyExjqW8FMCHjmTybfNCa56dmn+J8zpktoYK9vsNSPUQDByOXxeoYyCOmJkukZOb3tFd18prycOmCwJBIFJPOduNm1on1XpQe26LAXj6NNHIrN4OdpxnM8seU53D2Z1PcOtWyTBUDaQsWmn0OT2s4lgGWo1OP5bnRuc/U23NtEuNVAc2jeHbomxACu9oErzo9iE4zyN3SRZzbvI6wjInh5MVjOuuXkZW3KME8a55SsnrdtNmNo5gXX39JlEjhtuuy9v5tfH9I/1WeayEtq5SToWOFmojMsRwbaUmaawu49Up+PqkzjNQkYs7p6VffEgyTZD5NzgzTG7CwbNMOuPy4o2Gfne3HXNrcYv/VS67enN2P3nFdlIrzsbJnMH8MUrAYj0YEoxFetVK6Gb/57D9OXc/rH3/Mw9/8hlcP7pe+j4Kzi8R9l2QJRZURAs1+4LHkBRxHHUI9YmdQZa1ubnIpktz2TBLLH0YoV4AtmiFMZQbBWCWRLTJfJyk1rm1a3UJZsiytkzDPx1mO2htLEUJoHhyYdrWpFvXuUlhSSHNt5Oyn1pKCyXbj3zdZEq4tW2dOu2rDQkUwCM17xxN0A8GhTwaoRacyJA2trEJrZgFCG4DIzY7TQm3xGqTvoYL9gXH+hApej7zsOSw5qUv7zWbg6XFMGHlBU9PlPaZAhaI1tNyfZFJ4BJ3NIXOOJ/PSWoN0GbsbpMAzBRITz/BMgNGTUWC55qK1pjuso9Hsd+uZifCgOyO/sEC/022ZSg9Fr//ZI0uk7UxtpQvvKmV0QuQAAyxs3cCeBUYF2v78V4gkL0XFiYleCwQSoSW7D+7heBWEtFi59m62XzQes3f/ASfbpnhkurD+aY+Tl6Y2lTfXZP7mFtXFNpXFFmEwZnCQFrgEaUkOnu7y4rcPCQaj7GLtPHhOGIzRSvHky3s5mKS2dZL1O2PtLMvi1oc/pSxZK7SKGY8DlFIc7u/x2T/+PU/vf5MpqMXXmy5LZic+g8ZBWa288uG/4ulXX5m1C4JZu/xJSCY5IYve2Pip7FM818YfC552TamcPD1pmhFIKVhrmGsVx3EmlaaRX0qpzBKvwdiXCyMV7/0UhIqmksy/km1ftpm7lsazp5fetYp+jz9fEkLgOab74iySQjBXEaw1BJYUuJZgoWoc76b18oR5MSElSNoVCDab8M4cOFZBI2BirQsrLIXgUnPMpeYYSCstiOxzrPJMeK01UofU6OfCxqS9a/qss33TxMui1juL0t+d4BXOaDfjC7MAIVZxNq5SqlB9weymsdFYM8cvfp4NJpgHJrtvc56eAlQYmePEKr/PYyWJ1dnrcu6tXFzsZCqFCSrgbbx6ebJXCQ0TMFFK0X35mFp7Aa/ZSS7km8eNxwFPfvOPXPnor0gRtXisKAjY/u2nyawnNCgpWbhxtVQeQiuNimMqnRbN9WWQqZQUU1tqJ71DMGqv1sRhTBxGuaMLiEOTObz99X3W3tlCWhZPvsr7sgshSsecRW5iAjR1zcx31VqdtctXefD15zRaLa7evo2QFjrpnf1GFCHTxrOVuPHxR6SRJufR86//I3H0p9FE3oasxCZsobDtCludI0DzatwAEWeS62bd51kv78mtNbwaeKWHfuqBK953qURYOPYszSOTDs+wRqTH+PYwua6iGNYr+PbQaLo3F8+xD/+Z0yDSHAaay3VZKvciBSxVYaECoNkfaE6CXOiypGVMj8m9a0twJFxu5Yv9vA+THY5SSX6zNcZO++ll26RXdZqBKxQOEXUxZKhNafhEnSy8RKZlqFihCtU0wOQq5cEX5rv8vjHX3AlegY4JK2sgrJKWlJnaCvdUblYtn+VZgFHcZ9bvhl8VR0vLwiTgrTXM6DeVPjurC2f7R88FlNOHvwUhaF27k0zEMLpUUs9CLWeoXJmv4Axe13v1HKdaozq3ROvSlcyJKTFq4Zt45NWP/zo7dnEORlqIkwWIuXznExAqCSs0zviDZ4+Rto2clXEvBP5Jn/7uPrWlOapLLYQlSxLHyfZeuXtaQuvvbWE7NpvvXsvApLidpHzjnEU5mJhzGg0HPLr3pan4K2UBBIpAX+4mWLg6GZgIAQ8++y2jfrHdKJn/ZBb9kMBkkhasIwSa7ZMawgFj7tZs1HxTVyHrapgIARPF+ooO07wXzwRltvuyKcX8JAr7m+PMAh2tNdfnAx4cVnhv0U9ARHBryeeb1xVuLf24wCSINM9PYq4v2gwjzdO+pnYGp0kqxACw2jBaYT8UXKrDaQC9KF/3ZwPJVkPhTvR9KK178lxttcZTZsHVesD+KI3qmv0cRlgMVAVEIlBojSPGVMT0NfJFnUiUK++mGrC5z8TEb+b3wF7GC3dhKkinwEsTwaOYBFlkp7oANpMCUnEus/iNMYEnkCJkYczEjyPyVItsn2S/1YXBuTXgzgWU2uVbEw+NefDShzSKp22VWmviUQ/VO6S6emVqzOHrHZP7oWO6Lx9zuvOUua0bVFrzyYIlJoQ3eK23P/9nZnVtBMHlD/+Syx/8hOdf/SbRdiSWZebm1RusvnuL0bBHf2ePpWtXp0aodJp47SoIwXDvGGFBPI4IjgeznfqJ1GLZRjLZ/vZhpr2kdP+3v+X2xz8595wM5dKO1hp/OOTe578p9IM5n3aePsF1PRbX1hJeaK7V4y+/pHdywjt3bvHiwSP84ZsjNn7oJBNt5XJ7WHp2BfDSzysxQBICqjWuI1lvDAljwfOuyQOoOqZf/au+l8fAJD6Rnu+Q1NSeMmkVaRbQFMkSRgtJH8bbS+bz7SX/B+cP+UPJteDqvGGWVQs264LDQHMamtdGbfYJ748Ep6GpOrE3MELyZgte++AXHPdFSjW9yfWWAl4MamzUjTS91vRnaJsFM7QQaGnRV4lkAtiE1ISJcZ7FQ6UQE6YtYSwdiYlKJiXmi3NNeenYXUu/nPIDZT5PMaGFQB62qwFtlQSj/LxmrVGZzOmnnjxd+C4/bumexoTOy9zSOJPEeZLyf/ff/hvdvvERSil6jz5Pp2d2tB3qVz7IJjz1EGmFICbsnaCDEfWVzazaLrnsnNkqhRAcPrlHZ2UDr97KNJZsm9ILwnBEGm+Oljz+7O8BuHL3L3j25adsffgXPP3tP3Pl7s8gCe1TKkrs57EBRhUTDIccbj81iJzOXwiqi23qq3OgFYNXx4wOTmluLFCda2BrC5mEBIqkvpMUhSJ+2uC0TEyC0rLQSuFYJmznm09/xZ1P/qpwcU2FgC8//Y9YtsMHP/0rUtuNib/XDPs97n/+G1pz89z48MPyRRTpjSR4/ughe8+fZzfDtVsfcLC3y/GBCUAQUnD9zgds37/P2P9xScYpFS1QWsOTruRKW/O8X0Wi2Gr5hLHgWc+YmzypWKiG7PZNL+3iOGDWd64SEivBSdKLZaUR0HAjXvWrDEKL9eaIin0G6Ov0Gpk/VWpFebOl8kdBGTMk0aXPOPHUilC8Bi8GMIggNR3Jgi8LwNJ5GHhyNPO9NH2FtuoBOwMvMzcXe96kTNKYqsC1FE1nTC+sAxphgbRyQbrE+NF4aoBDwFg0iYWXCMIiM+Xbdlp00vAeIQW2nebIKFw/T1MIa+sFM5kRfpxR0iJCSAJvfcqsWuxQXAQWrbXpA6PJKm/HST+jFABDPzTCcaFJV76OAi3MPlkpI5I8FmXG+Xf/y/8+8yKeLxsVNYC0I04i6aHK2skshySA15qjtrSeLGpqbxRG1Uoqpubqqiqpr2c5r0Gw/fkvefLZP/Dks3/Iyr1f/fgv2f78V8lx4PKdnxKFIc+++Iw4DHn5zVfoKGL/0SPSJj1a66RXQBEMNaPXJxx8+ZTB6y7V5TbztzcZ9332v3zGuO9nxfem14ysIqywZDY3S1rZGt3+6C8p2wNTf41KNJH00UtKTFgWjXaHGx/czdYl/1dYlUzrz6Wkh19/zvHBPu/euUuj2UIrzcMvvvhRgonW8LSbJMOK/PVORyUmKU2s4Um3wvN+JWMUgbLZHRhwKTL+nET2W/rX60GFpycNBpGJbBJCl45Zekl4cuJk2dyplPfNq7OLXP6YyACByN4BBr7N6aDsvzPrJUprh5AlZq4RWbWjK7UIWZCuU8HKRCSZMV8OvITJi7KGk/oLCgIryRGyAZPjmWPqUhBRakqOrBbaypMj00Pk4FDw1U00ZfPdSwTeGuPKOiZnpTA5BBk8zfDR6XQ+Os+8L72Y1laKxSonzzMdM9d2Jh6CDIcLoDyD3iq+pPfws7fZrDQxNMT9U9SoTz0xfaVNZSwp6b96hlOtU59f4fjZt9Tmlll65w4yy285z8egM1/OtU/+NQDvfPSf8viz/8DVj37Ok8/+KbFD5tsmO5q3tMwBGrde5dL7N/FPTxl1T3HrVVPHK9l+tHdiErYWWzQ3FkG/ZhYXKKqIT7/4iiiMuHb3LpaV9OAu0GQTpmkTiQETnTo+kqiv1twczbm5Ny3/1LwA7n/526nvUnrvJ/8lDz77W1Qc8udMQhjbeXG5hVH0TL8SyHwlAnMZPStmre4ziiSv+md3ojv2XeYqY9rViK7vsFz36Y0t+qF5hF6eVpPebvnaqsI8brSHpcfw8xcRzu9YS+vHRDXvbL9dkaQUWX2t4jN2tR5hCbjcCNnuOzOZnOEBeR+SlE3nJGY9yskv6SCFx10YnpFZBAqdMVMAUSo3Pc1ympumtHmBUV06XoEPZL8Lxt7GTP9IKZ8zNXlppljnFNhobQBeCppel0HQIIqt0vYL9WNenzbyMdN5CsGlhbIPtkhvURzSon39J3QffUrn5s+Io5Deg0/ftJsZvNFJCkka8o/2EEBjacPY7ZJFmLv8XnKsos0uZaTlGyUzrwHXPvkbRPoQC7hy10R8Xf3o55nqZjk2azff5+W9L9l4/wPjWHr3XVTS3yQdv9JqUmk2GByfTJ3H4NUxg1fHtDeWmLu8glQiUwVn2yzzD3l3U13CyfTGnFTx018Bxv6Irz79Z2qNBjc//knOHb8juv7Jf8bTL/8/vv31//3dDfo9ktbwpOdytVkGFTDLJmUOKOmDFcSS3WGFOff84AON5tB3ErOmBqG51AiAgJd9Dz9MQuQn7M5F+3RxTh+sW0xs/i+K3va8RfaMZg8VQsD2KNH8zwlhzfZKmXtm+cgBIAWamZSxqBwYJp95nTTFIzEJxdp0VhSJ1jo1ZCr96/KzPO16kATe5XQa51J235XOUZj5K8hafmTmNEHdPcWRZwuQB702qT6SzSgZ+/Vx88z93ggoJ/d/See9n9F57y84+eafyieSqoXn6O2xMtH9YfcAgaaxvAkamqtbTCaClVirSA06aQap+eXxZ/9v1tCq3ILTQLNSiu3P/5krd3+eLAhYtsPG+3dJIT30ffYePMCtVVl85wopsKSeHW+uSW3FNJUavT7GsiTV+RZCwvH2HrV2i2qzgRCSvUfPmF9bxat65I15CrPThql8+9lvuPXRTwpSTh6dopTi81/9w9TauZUKd//6bxgNBnz6939Ho93mxt27zIoO+X3o4ad/+52M80MhISiBidbwOm6DUCzJHpuNETu+kbpULEjvBz+SvIoqU5rNJHoLIVisjvHjsglMJdc0ZRKZNFoY4t4J3OwYM879boUbLf9fLJj8rjTBKwGyZ8fwjJzJTwug5j8lBDK1WkCWuJ5H92lCJemHLk1nQC+s5WpsaS5nCZC5rjEZXWU+p8fJfT6ioHnNGtQLXmb7+G6x/1TKKc8uX6SNzFOo3yXy7wX0g2ZiSpvdkdLEABWM6krnf5+DcG9l8jr59p/NByFpv/sJ3W9/hY5Deo9+S/Pa3YkTMUeLh6f4u4+y7ytzqwjbYfh6h9riRmbOSTtCGiEkXfjpMgTp+9W7/yr5GCOQPPz1v+faJ78gzYkpXkitNSoK2bn/BWvvvc+rB9+wcu0Gew8e4FQqLFy9nAFR+STM2+jgBP+wmxxPUJ0zyFwKGU5uWONaMmGp1+7cNgqJsDL18ubdjwu7xKDzAAM9cWMkGTrZrKqNOjc+/JDd7e2pa3NBZZp83pcsc/00sBsYMLGFZrE25EW/Wrj+ZYZUfMbNNTLfH/gm0/00sNkZ6OzWTM2amZUyHTH5bFsWYAShG60fn//qj0u68G6emSvVGEvAs76TPT1TyYSFi6i1ydqySK6xKFz11DeCZqwsuoGNlAVtouRnycEh0I1MCxFAhVMCUScWbrJtWkG4UNMv3M3OJ5Cb2XFLmJQcI3C3kr8VlfELfHcjP63E8V5aoaL/hNQEp7Ixi89Go9JnGLhEUVI6mmnfSXbOsWJpvsvro7b5fWZ0raFzAWXx9l+bCQlTewitOPzqH83BbIf2DcMkJ1tzziZNdWEt8ZHkJoBS9FbhRNJtJilHUtNCduIQienr52VbdhSxe/9rNt7/gND3sSsei9e2SmDi9/r43R6ttUu47QZxwYVXX56jOtekt3tIcDqk0micq5Xl80zV28IUdaJGpr8Xtfl8xhMnNX2OF3Q+aQ0nukM41vhRjO0ILnl9doMGkYZdv56EkpMHZpxBbS8EoTkKkgJ6RrQlac4JaNYbQyqFgpXbvTobjWGWiFkkIeDZoMFmrX+hpbyB1ipl3vLct7jkxdjnhBMVczmy50sbU1kxHTu1kAAplwYNthVRc0KC2MG1YvpxPRs35z+C1LmgtcbjFIvQBOuQV19IgUUnAubINuHCKs7nkU0hmz8ZMJi/ZQFMktBjiqxDJ+a5otPfCOuGfRerOZhfT0eN7I+yr6e8jpYQpPagpfkuB0dtFhdOOYvO11DO8BEA6Cjk9OFvaGzdpv/sHo2rH5SYbLqb21qkvnqV4GSPwf4zhJBYlk1tcY0pk0JJEiicnJhYPEhQUnDtk1+gtebJZ38HCLbu/hwhjL3v6Re/YuO20aDiMOTF119y6b1brFy/TqzCMiInF3B00mUcjKitLGQXdLB/PGHHLVw8kd6vZcaRjv3wi9+ilOLW3Y9BwNe/+RW3P/qZkWxmmVWYcNAnP9eaTa7ducNkPsQ04LzJ4vovg4SAOXECSck1pWEvbGZ+DSEEjqVYcYcESvJqUJ26htlYkJV1WayEBLGkaiuajnnUXg5cXpxW840xl+FhNy8fJDVcn8sd85frZzs2Lyin3UAyimXGvDcrMU4BTLaaIU97TkmAywRFLRCFlkkCWKuN2PXr2EKz4A7Z91PGmusKobI5DWw8Oyww9XI0WMrUtTb7TNo5lComzpYd3pkzP/t79n2XmfUmNC0AocdUtAk7jkWFQMxPbVMeK48Ig5zr6InfU1BZ6nSzPK8iLc53Z841pXPzUP6H/+m/n/mjikK6Dz+jc/0TVBhw8ug3U9vY9Q6N9RuMuwfEfp/66lWy8MEE3Y0AYWKjj7a/obW0TrWZRDHp1LFVALVCCEMaVZ5FfKEwJgWNVortL37J+q2PeXnvM9Zv38l8FiAIRwF7D+/hVCvMbV3O5qy1YtTtEvoBtaX57CZMAar36oBKs8ao28PvmYSplXcuc7SzR+ibOleXb72H63g8/uorVBxz44O7PPzyc25+8JMszNiyc/NKMqVEqjEPhRQwDgIe3fuKWx9/ghCCQe+UnWfbLG+sc7DzmrnlVba/zcvJX9D5lN7mk/JREBswsbQm0hGeFTNXtzgMqgR+QLsSMV+JOPIdTgI3exJV0lBrrRHQcMqZxRdax3dLO32PheoYzyoyVvM+udbPhkaC2Kz6vBhW2Kj5PB94bNQDdoYV1moBh2EnGcOUW8p4jEEHBOBaERUnoh83yINnDMmkaVcUGaiyLKsAHqJQ9HYSZij9HkXKhElbxtpSjXbSrRjZ66XCk8X+KSk/TGvSGQt5fhzPGiFR+KqVHCcq9eOp2yeMxi5h5Ba0FBBaFP427wudE/ZPGmRALcwc/t3//H/MvMvPzUM5SzuRtsPcez/NLoT0atS37mBVG9Q2b1GSulOO/IZjLF59n0qzGBKb+yVy0CuiehHYJxBcCDbv/Mz8rRQ7X3+ZgUlpTsWX2Rmv2cByHI4fPMU/6pYkktbqAl6jLMnqGZwkXZfrH9xN8mxM+dqiHTZbu+wGyxdMA47ncevjTwpnlwPr6fEBp0evuXzjZnElz1zjCzL3ys5xZep7KUyy2VhF2BWXRqtJRY5pWQNaFcV8JaIb2HTHDgvVMdfaA5pOhBCCS/UxNduAyc6gwuNuzVQs1ub5vlAW/zBKhfe1RlACE4CDcYdZocKbVZ/Nqs9u0Mh8KpbtsOvXEdJiz68TRVGWj5HmcqQmptTQNI5tToNqks9V5kWp9lEUdrPneaIMvqGyD0Yp02ANBHVF2vm6AAAgAElEQVSdJjdKhpax2ph3slyyomN98phpkdLiq7yGsywnZ92Y098fnnawLNukP1gWq3Pn9zl6i7DhXDmaPJwQAsutMPfOXUIVU980PdHrm+8xPjYL5bYWke2l8ojizaVV3o506WOuviVahWWxfusjdr/9gpThaq2xHJvlm+9lTiy0Juj3Od15hdusY3tubn8tHW561vtPnmefN9+9ju04CEw2enqu7939GMlkNEUxK9Z8o1TEt59/Zkq0iFzlBai2Gly78z6nx8d0FpaYX1rh0defA4KV9Q1s2+bl9pM/aDV/zCQlrM9PO8MdGbNeO0VXoTcOOD7WNDsSKaEfOOArFquRKeqYmmGFRkjNK98DH9ZrPusNP8uAfzaoMI7hatPnjOK7F/QWtNdzaVcjqs60j3bJmw7vVxr2lWlPLi3Nsm2Yn3GwG9u0Ujop0FoQCknFOPN/jMaiDBRpAE0m3gmZOOTLrQyKpqOi8FhkJpmvQgh64lJWU1BoyUCsGU3BGL8TwURnc9GFv7PvU55aFHTRU9sVo73yM8/N84kF38xP5OuSYYDWRls5R1I6V0OxEkOMeQmswksm3v50sS0E8ajH4Pk3WNUG1bXrU+PlF4VEwxBm5KTbmCgepXQhkwVTucqnKS9WGV01qWNbCEwv8QTlQ9/n9ZNHREHAyfPnhMMRBw8eEZz2aa4uMz7to6KY+RtXqMx1ShfzdO+Q8WBUuigmL2GiMGPiGykFFxTtr0nRgRRLUqlBWpJbH3+S+hDROim1noBLGi6tlCJKCjrOLa8grAsw+UPJjyXD2ONyx1zLmhUx55r6T0pD2w1puhEHgUsvLPTN0TrTRp4PPMZKsNXwudH2S45jpS40lt+VVlvjmWAySWnm/G5UY0WeIqVmxe7xKqohBKw6fVJHrJACJCxWBkkpKI0lFHNeQfLWEKemJJ0DS+qJmcpDmdAk0ucz1WZKJehVUfLNty9VwVYKFUdU4peZllZ0tWhd9tEUAa04jtl2WkMpCt5MfC6GvGtyU1sURQitQOlzQeNcQFFRiI6jieiG/LejB5+aUs5xRBwMGTy/hwp8hjuPMgZ6Vnx4f2+b4OT1OUefBpTtz/8hqyVTwtmJBzVzuQiQlsPq9dvsfvsNcRhy/OIZC1e2sD2P9vq6ifh67zqVdov+3mu8TovqwpxplzsRHjdZz0dIyfLVy2zeehevWiWH3vPF0qKWMmvL9GKOg4D7X5gaav5gwNNvH4AQnB4fsn3fdKA83n/Fq2cXYPKHUtVWrNby5MZhbKOEzUI1ouvbHPsOx2OH3jhvlSrRWELzauQyjOXZlgTg+WvvO9HJL6hMSsN+VDXgkXy3InsIAZfsYe5aKAbACMlh1MayYak6QuFwPG6RtdFNXrGGOFbEkSaOlClXr7T5Lo6T6FmJVgKtBGhZejcvE9EVRxoVk+0jhU1L7CGIQceGWWekkTNyTIqO9VnFYmeCx0ztaboszNTNm+Bn7shXLM718qU8g841eR0++DUgWLr188RZlQ8lhUDaDioM6L64R3XpMk69Q3PzpjnhOALr7OGFtEyr4Exqj9HSYlolK5iqbLewCKKAJHkcebZAZa0WEFiOx/zmJofPntFYXeH40ROcRp3GpRVkrcLce++gtcI/7jLaO6S2MEdtoZON21yZRwgYHJ8ipGRpaxO3WgUEy1tbOEktjbQ4dEnF1GTRRUYrE4nKLBHSjB+FobGLWjZaiKx0hwaqzQbv3LnF6dHxeZfsgr4jqtsRdRItsBpxErgIoWm7Y7pjU+R0uTqmnkjQO0OXaFY7hIS2Vr6/5mQ/VooVHFFn2T67pPpuVGfVNuHbsXFkIrVCa0Eca5Ql0DLvU6RTZ3qB4ZZNVrl5KOWIxU6gKZW7gxaF3PJEW+xnow7ZQBBTYzcRWWxS0xc6NlxOp4Y5ZvqQMtI5GBT5kNaaXtAoOfFLO2XzT2rfSYFQsDrfR2ljsTpP0z4XUFZu5RVxJ70H0nJYuPYxQgja6+9xuvuQ5qYpd6/8Pv7JPvVL7wCTi2i0jcbKFmkmPAgOt7+hvbRJtTmfnbjWxv6Z0uadvySt4SXOeXjNUmuMcpaDEoDluSxevULgB7jNBpX5OU6ebOPUatSWF8y+GoRtTdXc0rECaaIyFi9v4NWqibYk2X3ykNWrV3E9L5tDdlydgwxAFI5xXK+Ihyil+PrTX2PZNjc/+emFi/0HRmnHyIWKaaJWsVQGJgBrtR9u35gfK+11bVbb02BiUp7Nw2VJyaFqsGz32A2bSAELzoCjsEEYCw7iJkJgQEWn5nQg8ZdltgQhKOadZFFhRVN2wXdiqvwWnfd50y1T70uDBJXMVAqTyFxTuygkQihGLCN0jEbQEK+SiZi3SNv01UJiwtIIdbaGUvx7Fk36UAA6tVNsS7HfbWVM+PCkgVYxlnU2orx189HJyIWiKcv2qrQvv09an8vyatQvXTNaR5zEcguBZTvGn6FNuB4qRriecSCpmDgcEwYjLMc1kVE6STjLLlrR6ZSffJi0rbU9Uy5ak6N4SpbjEIdjhA1xFGJXPBqrKyit6Fy7SjgY0H3yHK0VXrtJa/NSJmUIAShFd++QervBwsYaApmYxTSO7WI7DnEYEiWBCpmtNRF28mAyzcN7X3DzA+N4Hwc+pqFNmlWrGQc+QgjCcWD+9pMyHQLC8QXj+j6o5eZ1jxYrEbEyrVGlyDtrTlIYC2ypz/z9gv4wWpubXWBynwarGPOMJTSLok+cljxBcBS36Ng9jqIGQiuEkJm7JHVuC2GYvIqLCemJVUFo8srodsYn8kRGQ5O8MqXM1yItunoJrWFOviblbyNWqekdquyhkYzEMkpPtvo1ba+NcyUy5rXUka9M/k2xltikZUsDYgJgLKlQynDOg36NlXYfSyoEpu1v2qlyrn12pYe3agGcT0hnKAsaKe0sUSYtHBb6PYaHL6gtXSEe9ejtfJuNUVtYp7myZRbteBe/+5rW2jsEvWPiMOBk7wkgmL9yG0fY2I6LKJjBBHn561gCWiA0vPjmlwBc+ehvjCVMkP5HNPaRrsvC1lX2H92ns3WF7vNnNDYu0X30FLtWpXl5Hadep7a6TOyPkLbN6fYO9cUOtbk2Ajg9OCYc+Vjz8+hQoVTEyf5rRr0+G9eus/HONZ7e+4ZwPObG7Y+xHIdSiYIskRGuXr+TzDPi6YOvCZJS8l6lgkbw5N63CKGy3JZ7v/71eZfpgv7EpLTkaGwj8Gi7Ixwxm7HtnXhcmvOxLgDlT0rWKICKEeCWRB+t4UA3EJZAx4oojjgUDWwJi84pY+1wEpvoMI0JsqlKn4Y9ZBi69MaVgtnI+Mrq9oAYCz+2M+CYbJme7jMr2grgNF4kLQbfj5eQUqNEMp4AnyWUttFKM2A1G8sAktFtBIq6fUqkXGJtY4sxg3ETrICKDPBVrVDePo9aUyr1ASXgKQWdRo9ur0YUw0qrjxSw2OoTxZLjkyZKxQhhcXTyexaHTGtRmc8UFsl8noxOAHCqTWrz6wwPnuFUm0jbRc1oI9tcvkx75QqgqTbmYa3YL0Fw8PRL5teuYdm15PiCtIQBmKKTpl3whPMqC+/UjId9Dne2Wb52E4TA9s4uTw4at1FDtGqMuz1qi228Vh0VxVk/+dbyEl6jzuGzF4x6fRbW1wmDt9cY0hvs2ZNvePf9jxBS8O6Hd3nw5RcIKbl+5wOUgqOTMVbFZ//+Y8b+n39nxR8b+apK2w1xZe/c7TYWLmp2fR+0XJ1+Jh2hCLFACLQER0RobMY49JQprZK4WHCIqdk+QWzTG1dmah2ZcjDDjFQCjtSBIvLmVlJamcO7GPoLMBRLxlphgccRQ7005QcBsESMJwcM4zm64yUcOaZqm5Ionj1iFNaTOajScVJKo1F1omllCZIJRbGFTPwsx90mWmtsKyaKrZnnnNK5gDJrx+mknfJvWmucWouq1gT9I2pLW/R3HxS3MojIhIMnASohze8rVz4405FlNleZk8qtNZIN8zkppTjaecbytZtoHSMtm87WFaLEPCaExHLLDX7SZvZeq45EMTzooiJFrd1AxWXgsl2X3tEhURieOcfiugiR3xDv3vkYkpLXQgje/eAjFJrRYITjeuze/zWW47B69Rov7987c9wL+tNTFIMnBlgSlLYQKGaVKb+g7580JCAC87rPHm1E4itpyoCushkpj47V4zBuY6OJsQi1TS+qUxX+TDABiFXesOssBivT+CCdmp8S/0rq9y847mUhqjX1K4/0MlqrzApUBJUYm0HUQWuFQBEryam/kG03Gdk1SZOpF0rlxWiFEPQHVeLIysz1oGk1A45OqlNjlc753F/fQMVMzcksTrfeprawTjw+Q8JO0DtdPplqJymqn/OMaq2xRIqygrV3P2Lt3Q/NeNo41bXQLF17L9snJk4OBHa1guU51NdX0xELYGTUTRWZsLwoGHP8co+gN8jm7XgeSxvrrF27RqPTyboyAlRqNYQQjAb9bI0mw6cH/WOMtpVm4Jrs2VfPnpLaxeIwvACTHyANx5JxJBjHAl/XGWt3dsDMBX2vFCWy8qFscCiMtO6KCIQJjzlWdSSajtVHoKnIgJbVQ0qwRYwCIm2Vnt1iGO4grOBH7lmHRwjTSNASMuFrJqin+Cpm1pdTMwSxtktO/nTMfB7F48R41qgU1SWFwrFCLJkEBVA+j3w8853JnZEZ263XfNLyWCkzNmCiOY85nwsofu8oewW9o6nfo9EplmUhpczei4iuxiMiv4dTa+PU29heNdM6wmBINA6yEysuqFIKf9jNEvkmERcg6HexhHE+IUkyOzVax/g9E1pr4h9i4iRYIBz2ka5Nc+OSOa6UWBWvsEjJS2v80wEgWLy6QXNxHq9eQ8cxKo5ZuLRKtVFHSouVjU28ilGLa40Gl9+5gWXbHL7eMdJD4SZJPz/65it63S6ZJxBT9n7rvVsMel28+tk2yguCWv0S50fD//GoVVVUXU0/tBCqT6w0Sv9BctkF/RGoJ029Lo8IhGAsLOYYJOko5jm3RESgLWIEbWkERluEtKweAvCVW+JnZ9GsBENIzWLFVAYjAKdBSmnSYDnx0bwG4VxeyHGG4J5qO0IIYu0yipslPupYIVVngCPHyenqMqBNuDIAhr6bBSB0T2uUn7G8U+V5a3LukzA4eMHg9QsOH3/GwePfEvSOMd3ITN3v/uFOdsJFFM21lA6dyx/Q2XqfzuX3qXZWsrH9QZdxMChhXTGL8+D5PcLxaCaYAOw+/ILh6SGgSUtDaoyzau/xPTSmk1qsNaCI44juc5N5quKYaDjC8pyskdYk8lqOje2avJL6fJv2yhJ+f0AwHJUuXHFt17auYjsOg94p7fkl8uY9ZvziuTy5/01ms+2dHNM7OeL0+IDnD+/TWlzhgs6m+cXbJo/p+5xDJcIWgooMseXbtG+4oD8lORhT9Jwa4BFxJHMtxZMRllC05Yi+qnCiaowT86VNiIWiaQ9p2v6EGSonW8RYIj7XtBRrRYwmyXXM+u9lDRTPyHYHsGUwk3FPmuCMBqOwRFgCpCB0OR22CUJv6hgqKdugJ8ZsNUYIkVcYSXmi2S/341jW2bBxLqDU59dYvPYx1c4y1c4Sw+NXGVLajsv85dvn2ugAVBQQ+tOluhvzq1Qac+YEC6/C2ZwJJintPvyqsFBxSRVUFEoZoNEifeg18Tikv7vHWapbHIZYroPXNjdhFIzp7r8mGAwZj0b0u136J13iKMyGSG88KSU7zx7x4sl9useHef/6GTcNQPf4kOODPba/vcfzBw/QKub19sOZ87ogQy+2/xat3q4n+R+TwsghvtBOfpDUUN3MnD6nBonJB+bEkDZDXBkTIunIIbZQdHWNGEmNEUNdoa+mfQVFQbLmBLhWOMWsS8+3iT0GKUyiMqZOWKwVkYrRnLEf4MjcfzM5fprXkvtfYhwRTPtOlM76/KRuhfQ95YxToJU66Ash1FrHeK553jw3Qpxzy5/rlPe7+9TnVlm6+pE5QAGltVIMjnZJk2KK81JKIW0Xt95BhQFxMMCtNLITAwj9gali6VQK6leu0tXai0jLlLkwjiFB/3g/27Yxt5ShJpRzRmud+ZL5LB3baxlTkrAkdrVC2B8iPZs4CHFqLiqMiEZjdBjhODayahIXhyenBP0hXq2CjiOGXRPd41Sq2FbSSxxRWp9WZ45B/5TO/IJZm0K7z/bCIt3DA04OD3j+6CGXr1+nezRtUrygHzbVvIsorj8Xqug8j0gKaOoRfV3Bkz5thvR0lbG2sYQiRhp/S7pxEl5L4S1UFpESBd6VF4ksloo3bMi8l0ABgSN8Qu2RZs2pJKlaoxnEbSyZC8E5n5XZWJmDXjtEysqy27N5iglwK1A6XgocQgiCsZPURdNIrTPAA4HnKYIxuG7EeOicuc7nAsrC1p0sl8Iwy0IUVTTm+NnXZ+7rNudxa83sZZi+yXAXQhAHI3Aq2G4eFly0Ec6tvUPeudCcnD84yQBiaetGZqMU6XZCoIRmbvNKFpYHRgUc93o01lYSsLOoLnYITrpY2mW0f4xYnkNHisHuAU6tgt1q4p/0EEJkocHNhQ6thTnQNlnROKDf7VJvtZFJwkF7foHl1Q1Tul5qg+gJWB693qPeatFNwATg2cMfnkby6VeHfHx7flqCuaAL+jMjAXR0uey6FNASRiCwhKYj8t8bDBnjMtYOOi3RlrAYR8ZoDaPITRIZNVYSlDNlUREaQd6aIjOcJTzOkxGaqjHDk1hoMulfo6MQy7IyADG7puMr9BnacaphIKZzYDKZV+nEUWC+kFLSG1VywCtpTIJe30MIOO15+WLMoLfOlD+PhGVTn1stmJjA9mrn7lPrLCefdAHJk290erL5SQmhmd+4lm+TRkmRm5TSX9B58xmj+sX0d/fwOq1sW2FbVBbahIORqe4ZRpnPIxz6hEMfp+rhViuoKMKrVbHd6TwWjSniWFUxWCYyY3VjK6tCKtCIJNJDa81oYJz9P3Ta3R/y8e15tNb88qtn/MX7l/nlF8/42Ydb3/fULuiCvnNSCMaY5zsSFqNUc9AKpTWOiBMmmyc4Zn2MEobvWSFSKMbaAyETMTgvuVQyamnNKG4mH3XWERStS9pEyclfMo+V63NNWonOCmUu/z4dRZZVCpgKXTzb9VCkNyQ2zmZ8k55+y3bpbLw3gdCmIqY4YxLFE5mc9KzPk1EJ3f0dmksrFCsCpyaw3sEetcXE1CQElpDUFudBa4KTLk6jSnDax2vXkI5FdbGF16kTdvMQZ6fi0V5eoNKs4feGhKNxIolIhqenhP6Y5twctuuysLJaXpPUtiklwtKmz7QQKK1Z3driaG//rCX/wdB/9YtNwFyn41MjvR13h/zj50/4qw+vfp9Tu6AL+k5JIfBFDV9UkFrjaB+PkDFplJeGpMTOODbthoVVsNgkTFhKjS01oUqiuZQx1yudm+QTQxNgnPYp5QpEAUxIzGDpkYQZK3Wnp54Q46qJkESMI4cJ6JpJk7x3Erimf3/jkMBbAsqbog1UHDI4fEl9Yb00MWF0tbebSUJlp1ZB68i3AOB45ynNxaXsuxKQxWGyKAkACUltedHU2goCwtGIaDjCa1exPBu70kAFEfE4wm1UGfdHePUqXiMp/ihldpkH3VPC0RiSEg1SJn1c0rXClKaRSRg1QqG0Yn/nZXYzHLx8+TutyfdJQgj+i782jdP+87+5yb//9IdnnrugC/p9SCMIZBUlBIGoJgmICqlAihihxvjSQWgIlQ3alCiRIi2xkvMrKSW+qoBKBO6M7ZsjpTCSaRUT35cnlvyaZRyIbDOd/iwoFhkDkbZAT9srMHvs9Bcpcgd8dtgCHz1rvzeYwN/K5DULsYRlM7d2A8PMkz7zu4+yCdlelWp7qRCxNTnNJEw3lewL/eJLv5f+npjX1Pdmn+byKiqzDyaOMq3QQuO2Gpw+fo6wJMFJj8p8nTiIGL3uEgcRlmOWJBiOCPojKs0aaE2t3SQcjznefY1XrbK4tobjusnNk60KWmsO9l6htWZ5fROBJk6yUF+/fMH61T9f6V4IwS9+cuP7nsYFXdDvTRoI7AaVKI88lVrj4RMKFy8O0jAghARLRVTlmDGSQDlokZuxTPQoWcCSkIljHvLfdMaFstIrIoukEgXNhAwtMl5bMGkVy+EbQb1wTloTaQuUnIgYO5v5a5WbvNIxsrFJLG+F7d/Wl/p7+1CktOhceic7gWB4yqtv/yn73WsuUO0sZ2hrNMfCpNILITDOqym7oSosWm4z1IUzPdl5RvvSRqKJ5PbALLROmgNllXzjGP/wJPmsGHcHVObrIMCuGnAIusa8E44CTvcPEVJQbTbwTwcc770mDAKq9Xpmxjra36fVmccplHE53H9FFIXEccTy5qZpxLW+wf6L56xsbvLyyZPfd9kv6IIu6A8kkQUaaSrKPO8KgS1DXG2SrWMkI1EDpPHga2nKQqVAossib+YrKYBAWt5EM1FaxXjh894r5G+p4z4dO02OzkxeiW9DFvbNnfbF1/kAUPShlNYmtbScY1k6D1x+Jx/KeXa3mfvzNta82dTde0EcBrRXNpB2YZoiB5re61doFdNZ3yo5pAQCpWOj0ilFb2+P6vI8WinG3Z6J8lruJFFZAsu1sReahF0/AxQAaVuMhyMsaeO4LnPLS4Cg0WrjeB5CCLpHRzSabSN9JKX2Vze32Nl+jOV6mVlsd/spANsPinXNLuiCLuhPSQLw4uHU9xKNq/ImaBYKR4/xRZORttBSI3UCKJkfQ5R8xHmOyHSn2hIfTCwyacRXsnP+e6rVCJ35XwpdWpLjWFkfGJ36aEpO+Tesg8y1nMnotNnZ8PmASv3eUV5pWFp6sGQthEDFEa+3vzYO+fUbWG6Fucu3EruiMqXnZ0QrpCqiFJJyvf5c5RJC4FQ8pCOTCmvm4mmtOX7xFK0VnbXLpZM9ev6UJMALgMbGSnI8heU6DF69pr4yT2N9EWFJ3FaVOAjxD0+x6xWCoz5qHOHUPCzHxu8OcKsVKs0GUkq8ao1ao4UU0thQE1PX8qU1nKSKsWnIJfCHA6O1jQbsPH2MQHD82jjiD3d3z1/yC7qgC/pBkE1EVQaMhYdKG1glvFRrqFoBrjC940exR4yTqAtkoCMQpZJUqbWkbvXpqbzEkkgq5SpttAMNCG0CijKzuiYZL2/jkQKHzphfXprFaDdp3kuS9K1zINMiSeXIJiFyt7UkS8rOHTi5v+jsNTuXUrtd2U+R2gmrrUVUHHH04j6dtes059cZ+32GJ/tU5lcnAMWgsiZBbXG+6lRpz5OGBOcRbBqnbkop1zqd7DwVCrfZSAAlUWeTkp5CCKrzbURPIG2B26wxOujiNCvEUcy45yNdh9gPcarGbNVc6iCEYNTt41WrVNt1cyE0nLx+Tb3ZpFo3iZrNzlw+6eR8To4O0FrT9ho8391m6dJPgbyBzr8U2jsY8nD7mP/kJ+vf91Qu6IJ+dxISbVup9z35TieuX02kQKcO+iwpWyaMW5kUPiGSCup54qMQMMYpue2L1pw8iisHo0zgJo8EM2kOeXUQAMcK8WyfcWQTRG4OJpnbgCx5Mh3QBMOmYyaBRcII/+l835Z1nVs3Yu/Rr9l//Gnhm2L4rqQxv0a1ucCou5+hnG17VBqGyU7GTb/JRJbuk51ZWvwm0Wo0UO0sUJtbNHbNdHWEoNqZozrXpjrXodJpJ8dNK/rGjE+N1oCU2A2jUViuTXW5jRBgORb1pTb1+Ra25+JWPcJgTBSESCk5PTpmNBgwHPQJx2FpzkVgTD9vXrtGe3UNIQSD3kv+pYEJQL3msHnpotDlBf15kpKSWDo4OsLTgWE30girUkoibCQKhYUSMuFTGiE10hJYtkBagobsIYQibbKngUC7TPIEUQAfYWKBs+3NewoLyUuU/gJhCpWGsWm2lZIujG80k9RTM4P0Gaa79Gd9Ph8/F1BaS5dpL20VMtjLpZallNhelcWtO9l3URgwOj3IJHqpYdw75mj7a46ffY3ffV1sXjgBOmXKi7KlWytAcfT0PsWLcfj4YbIWqfaUOPUBFStOn7/C69QBc7GdesWcvG3h1Cs4VQ+nXsHvDlFRzOHTXXSsqXXyxKNqvY7jeSxcukSlUc8dcmlsshDZUVevvUv36Jgnj+6ZyqG9nfOW+UdLjZrD5bXW9z2NHyT9r//n/bcSsC7oj0NaCMbN85OvwTzaloixRWxMTZZEWgYo6naItCRYVuKP1dToI3Q5bSHAm4QOinytXGy2XFk4DRnO+U26WxK9ik7qFpr+ULEWjGOXSFlni7Dn48mMNciDDd5E5wJKrb3Myd6jbNDUNrf77S/Z/faX7D36DVJaVJsLuY0wDhkPT7N5A6gwQApBc2Edr9os5I2m2fB64m8FSYPLo2cPiaOQw6f3USrm8MkDqgsLmBz5GIWmvrxkij8miF5UHiFm3B/i1KtnPsBxGDM67jM8PKX76oigNwKlmVtZpJ6AyrDfY3f7KXEUYTlOCUxKwAKc7L/i9OSYfveiPtcFzaa//mT1zRtd0B+PtMb2gzdvJ43k76rQaCnSgImwBI5UaCHR0gKhqcsBoRbEOtEehClKO8YyTD/1tiNoyy4lfic0IvFpIBQmkXKaiWcCuBkmB5vUzUEBFATlXJbsYzlgYBZUTAr5+TB/QPl6rTWdSzcmkhUlnUtXCYandJavoMY+r598hiVMQ5lKvc3CxntZ8o8QgmprgfbqO3j1DpZTSSZYsNkVADCfq1mtxtI6wrKoL6+ClNRXVnCbrcwGePjwPm6jQZrHkl00rTlO8k3aVy+R2g9J1Nbi4upYYdkWc1srzG0sUV9sA+B4Lm7FQ0pJo9NhcW0Nr1Yr7TsrosPvnXL95h3T6vOCLmgGvXO5de6DeUF/XBKADOOZv8WWhV+tJT5fk0MmUUgdJ38bXjMSHqFIEgkFBMIjlOmQP3kAACAASURBVC7CMo7zXLhNgEMI2uKUjjzBIUwc9Gl5qKT0vM5L0EeFl1IRTatLrDWxzut+CWGSLUVS1VhKgTAFPconCyVG26j4zNUHOLYug03yPpmgPsnrzqJzAUUIwdHzb6a+q7UXWb/5cyr1DpblMLd6LYtEsCwbt1JHYmKlg94Rr7e/xD89NBdRmAiFNFpscuzsPZm8W2sgpMSt1Tl6/C12pVxWurW2xsH9+6WsVaVijh5uEw1NKRW76hWOMX1cr1Gl2mkQ9IZ49Sq260wtolvxqDWb2I4ztbCzQOXlsycoNfuGvaALuqAfLmkhUdLCjiK8cERkO/i2R5pmYpr6abRlISyLJOgTJS2EtLIaX1ZiGsu0Ero4ImQkWslYM9jvjEx1Y9oS9CLD+0r8p8jKEo0kDXrKmvqK3A+d/h3EFYbjGnUvwLbUm0HjLcAE3gAoL776O4LhyUSnMLMQtlvh2dd/z/N7/8DRzv1sn2DQ5eDZN0l0gUBFIeGoTxwGEwsxbT9M/85XqnwCrXWTJHj44F4GSk6tRjQacXDvgVl4pTi6/4Ro5KOV5uTh82T82WACICyJsC3icZQdeRZlTjGRvzIzW2L6Sm+E6uoa4pzwuh8C3d+JCaMLO/4FXVCRrCjEicaMa1W8cUDd7yMQhG7V+FESp3xVjfBEVPpOWmlEl0qc9yJJkRCMrCY9uUAkXE5ZZN7qZq/Mb5LwWlngU6kvOaYg6CaZ82k5p6Iv2rwmzV9mjJT/KWURKZvhuIoutjqeAJYibz7P353SuWHD41GPzTu/MAukFM+//g9cufM3Zn62w9r1j5MMkWIvgJjB8SsQsLDxLpX2Iqu1vzDmH4mxD6I5efUCx/OozS1w/PIpo9MuC1vXcJOw4HzSqcqosCsVQDG3dRkpJErFaKWZf/d6gk9muzgYM3dzA2LNyeNdsgizwkJE/pj+8wME4DYqeM1KfjyRgkcWH8Hhzh7VWp3W/IIp+iY0WosMOFMTXwqU3efbWRx32JzH7h29IXf1T0+XlyT2d2SVO+37/F//z+f8N//mZ9/NgBd0Qd8TCcAOArQ0efGWihFKoSSM7YrJekdgoXDDPsqqEYqkR0jSnqPFgIAGsZBIy3yvUjM/MbGQWCrmMK6zIAeoJGE7K+uiNVaauZiYy4rCtkVIRfY5VSZKFYnJbk9MYgiBLSRKK2qOj1KSIPYyHlT3hgSBTcUdMwwrKGXq9LerfWSSjNIdNIhjTRRFWX7Km7SUN5Ze2b3/T6Sx13E0LmkSbtXkYhSRy6u3Wb/1V5l0Li0bx6xo/hKa5sKyGUsL2iubtJfXEY6DQVGziOVCkSLLFjXAkl56sD3P2Du14vDeYxBgeabx1fy76ySxcKUFcasenXdWCIcBveeHoKGzvmj8JfNtE6GWSA1SWiysrmIl6uzO48e0lxapNVvZLNIS0ulx4rFx+DU2b9Lb+WEWVKw4gv/xf/uc//rf3qJWPbtpzttQvebyb3/xwXc0swu6oO+XBJRKuEtM06kk9QOBwrcr6P+fvTcPkiS76zw/77l73JEReVVm1l3dXdV3t6SWkEBCEkICIc5BSBxrOwywM8Oe7Oyu2S5rNrM2zNgarO3AGmKAYTkGFtjhkDBmR0hICAl0IbrVUt9n3VVZeWfGHX689/aP5+7hkXd1V3VWteJbFpURHu7Pn3tE/H7vd31/Mo9BxjIgcW9Bz6kghDO0iEzFmbCqZZ0xjJRsiJqNKYvB4twxDmpLWnE6EhKNIG5BnFgQDGSx0FZmSykJdNFydyUFk0LY/vFGoIKiVXTxGFJqHGlotCuDYs7kHmQKNHfCngolCrqA4I43vW9Hl1H2hABevgRYayXZ3c5rMDnHzSGwudvCtU1k9NBdy9Z6yNiyiT+0rLIRsPLcC0zde4aV515Gh1Es1+2Nljk3m4g9GFKAzLmIICRXzpGr5GkurKVKJeEXXru2hOvlqR+aRgi7nI/i1r9pxajJXuMwOvNnEerg29XuhB/5nnso5F99WxxHSmqVrW1T86UZitXjbCw++qrPMcIIBwopyEU+Ob9P4BUI3QKFqEskc0TSi4V5XOiIjLO2iF9vfgIaK/dskw9t5SGxUhEm9XAMXE6DYw16W998WkAJcUzburO0UVg24uTcMo6zDA/SaJftbDLNuza74F5xHcpgRPDyRdxcYYd4x/AFJT4/IQTdjSXW588yiIlkYySZBN8tc9xcVJNYGKSv7E0VqRLR4VbBneR+pQdmMh2SHZKCos5ai8b86pC7rXZokupELc3EMLHmz7rlEkW7XUDLqOEiyFsN1XLOZqRcB8JI8X/93pf2ta/fW6ax/PVXMrURRrhlEOTzNosK6FVqBLkcRmj8fAHlOeDEWVfx34pqII0V4IP4rQ3oJ3UswhFMsEHiYNcmsTjYOZAbI8KlST3uBmsfIpP1lSQEWFEcz01m9nMs6aUN/4rBohgHbQZ1MEl8aLzeZqLeZrzWYqLe3nFer3hpmqUD2Ol9S90CRqvBVRM7/BhohiRWMTza1rGzNDAGRZKWN/3gPSw//QIA9ftt6+CEvF5mRko+I+WHtK6uUL9zFiklfquPdBzm7j+RcnUNiowchHCt11Ra7+mRu+7EUiwMRk5XIt8AxWquI/mnH37L/nY2mmwTtBFGuC0hBEGxAMaQ6/UpZWpYuvkioePZBB2sm6tTrNp255BWnscDUe2vkvRLERgr3JWJXV6GcbMOCFadie3nYpIj5dDaeJDUZS0KmcS29YCJPZvzlCoSM5CNQ4TwIt4RaLYr1KstxB6Kbl8K5a5H3s9Lf/9xhHQ48+bvGHpvy4rcmC3Kpr1+DeG41Gfv2HT1m461A2y6oGFsoVuWIF0XoxTjD96JkNbcJDYJs5621AzMudRPbeYas02xMvcQgNX5RVwvx/ihGWuhCMH8ufOMz8xQqdXS/bQ2nH36CYJ+/3WfLiyEoFh4dTGXEUa4vWBjvyAICgWCXI58r0cujD0QqePDejDKvSZ+oWIpWYxIhXalv0oSnhdAw5tEGBhnnXUxDhg2RB3IEDVumke6/NaDtCETp3VlHFXp9oLTQQtJoArpu+kSX8TB/ERmJynH2gxJZ20E680q42O7K5V9ubzOPv4ptIrQKto2pWznR6xBrZlit2W9isKyYabmYJzRZcwg9rJTrcri009jhE6zzCYfujtNpdt4+sKmqxToKGLjxau2LEnYjyUpJALoNzqsX1pKPwTiaY/PTjM2NcHipUs0V1cxGA7fcQelanVoPkLAyXsfQN6otKkRRhjhloHX98l1e1apOFjSSCnpFYuovEvZ7zDW3sDVIeV+A0dHDNz0BhHLum5xgk5pKlUEY+EqxASOE2aN2GaJg+dbH5BZaItBBuzmhzEKYxRg6Ksigcpl3rfKUWetEUPshREIR1KvtBivNpgYa6aP8bHWnvdpfx0bMyvuPSslM53F0syn7UcFDCuXztJeXwHg0F33kq+M2RxukRXMIs2CMMaabWYzJ78UqXVj9KBQJ54IYF1dGy9epX7mSGr+SSHJV4uUJiusX1hGOpKpY7M0l9ZZm19m+sgcE3OzzJw4jsS6w5RRaU+ANIAvJJ4nOfPwI7z49ceIwoONnXzir5/m+OEJ7r/n8IHOY4QRXg8QQK7ngxCEpSJCQFAuIozN8eqXy4DAGEHXiRebmf4pievDxDHbbnmaUmcZAYwrS9HU8KaQGbFmzMDK2AyXiIro0qCWcamZ1BtTcPoIYy2hgtOnG5VwRUSoXUKdz5zDpNeXiksh0oX+9WJPhfLA2z5oT5gObjMSrImlhiaUvWwDCOkihKQyeYTJI2doLF5gfeE8ABNHTjE2NcfksdNMHLszHTpJazPGBtqvPfMkkW/9lXMPP4Bw3NToU0lXR2E18tqTLzPx8B1MPHwqnYcgrs7Pe0w9fJLI92m8dJXxM3MAeOUC+VNFXCkpv8Gm7zWW1zCR4c43PcDa/CJrC0tMzB5Co7h69izN1TVO3nsvy1ev0mm1uPPBh7n68kv0e91hH9triM8/egljDO/8phMAfOe7739FX4gRRhhhK8J8HlUu4fV75FbWAQgqRcJCjnyzQ+jliOJGgEIISp0mUm3v+m6WxhnrrqevE9lZC1doeFPUwhVAsOFO2h00CKOpmzUUDhtMo4VLC4kUynZ/jGPR1iEk6Kl8LLQNndDyGFbcCI1BGZtRlrV6TEa+xwm1NNo1tIF6pbFvWbKrQnngm39oyKUTnzoV+oPAeux4Sl/GVfIYqpNzlMcPYYymNnMcbRSNxYtDgndAQaAHCoVBNtXMAw/geF78vg0wzbzpIRYffxKMYeqN97L2hO2EKOMmV9aCSPrJD+bu5l3GT2eI+cTAhkqCVFsXBAmJm11tHL3rLpbn5+k0m5y49z6rTLqdve71TcFjTy6wst7jO995cmj79WZujTDCCDvD9X3ceGEblooInRKb4FdKcSKVRAiHQnMDqWwycGusTrnVRBpNuzpOuWVbkO+kVAyw7kwwrtbSuIjdwWFDHEKimdQLKByaopYKqywVi9CxTM14aGwTsIp1rw0FZ8SwsoiNqUa7htaa8bEmG+3avpXKdbUAHt5u0kyntJgm874xOo2JEHsFN5YuITCceOjtJM22kkytQV161l0GM/fdn76jsRkLyY3AGCYfvm8oiyg5buB625zeazXz3tlYg4yywWuLKy8PChUvPvfsHuPceDx/fpUnX1jiw++/l0cetJ0pR0SDI4xwY2FyBUw+j2w1hhz3XsIRCOTb9rlfKaNyOQrNDcJShVynBbGF0q7V05h+q1pnrLVOqzzI4Noo1qn1rKIR0pCIs0TJDH7bBiMETTltpVFiAUlADzLJhAMFeiCgr0upYik7bXLCpxNV8NVOSTXDcnG9Wb0uT8e+YigDBSKSy8JqtiQp17JyCgOd5jKXnv0i5fo0cwk1S+zKqs0etcJfZDRvVplklMwmHcrCU08xde8ZhGN5/pcef5KpN9yfKobJN5xh9euWU8wYk2lTaQNN2f4ESSrfXlibX0RKh/GZ6fT47MxO3X0/C1cuMnvqJPNnz+L3evu5na8ad5+c4O6T9gs5UiQjjHCTEPQRQX/L5s2/uF61hMq5YDS9agVjIKxUSHmNMp10RexbqnaGW1s0S+OARGhjqVoU1NUaDW8q3iO7cI+oqA4tWcMlIm/6tGWFPD4l08EnT9eU41a3OrZQoBMV6RKzvYsknsOQsK0VGsjY59Xo1akVY0W3TzGzJ9vwgFhxkGKwXQGf2HKbs8cP/EpGiEwXlPifYJPFQuYcth3lzEMP2j4kYuDvW/n6M+l+iTJJXiulhiwX60bD0kOr3esixqbrjB+eZuLwIbSKWF9YZLPmPnr33RSrY9x574NcO3f+NVMmwLb3f4QRXivsRRD4ekHGqb8rHClwXIl0LTmk4wjK7XYaQ7Hep3hBK6Fbm6BbswvCNO03yXqVBulY+dT0JjM5XzZDSxIxpppWDjsSIQUeIRXa+OTYYIIu5XTsYU7E7FXp2PUV92GJH02/RqM/jkEgJDT6mRbn+8CeCgVIMxNs2u/OAq3XWuPSs19MJ552eIxvizYJG5ewCkTEyoSMMkmUS3z9i888zbXHv4aOIowQLD/xDBjD9BseSNWmMYbJN5xJnyd/s3yQyY8g6gWsv3htH7cmbiG86fXhO09SqddAG84//zRPP/blA4ufjDDCQcAY+Ne/+pmDnsYtg1yjg+wHJH6tfKOJUCqReltKI0qNNUqNNdpjsdtLDNJ9BVaptEs1auEKtXCFamhrV6SEzQTmofDYcCdpi4pVO3EPl8SjNCjQlhlW5L1LPoC0IPJ6sK86lCe/9Cfbbhc46cPvtDn/9N+m73U2lrj28tcBSXP1Ghce/2suff1v2Lh2EW2sctk0WBpPAcPy889w9fHHUEEAAhaffAoVhakSWf7600w+dG96uFKK+oMnh9J5N+s8AbiFHON3z+15zcYY1q8ts7Gwkm5bOH+J5uo6YLjy0ov02nvnZY8wwkFDvwLBsBukFPzz//q9N2y81wPyjQ7FpQ1EGNEfr6Jdh+JGE5HIIwFSGEob6/TqdXr1cSrNtXSBXus2qXUaVLqNeBU86B8vMFTDJkIItHBpeBO0nSoYlQbcPRFSIV7YChH3RRl+FJ0uY846Y846rtibX9C8gtThfSkUKZxBitlOgXqZWCT2UZ2YY2zyKC8/9pf0O00mj90DQGvxMq3FK6n1kLazzPgIBxWbgkMP3M/cG9+I9DyWn3yWyQfuGZxTCFaeeDbOzkriOrE2FkkfApKcuoymjgncrA8ssQ3ju5ipn0lcfSKJwQgWzl+i3bg1FInWBrWH+26EEf7T587z3Nn1vXcc4VXBr5cxnosUgmBizBY/xtKtsN6gsLoOBoobG+l2W14xkKkCqMQt1A2CdnGMTrFGp1gnWXUbA9JoatE6ZTUsi5LogsgszpNH35RomnGaZpwIN90+cGEm7jXDRn+MWqFJvbhxXUpF7LZy+Y8f+z3riUoiNyITmDdg9MCVlCU3s4F3gVIhxNvXFy4QhT71w6dYu3IWx3OoTM+RRKw0mjQBGjBxVb5GoTCW7VJrhDEsPfsC2mimHr4nPodm/clzTD9yF1prlIpoPHOF6QdOggQTadZevMLkvcfi6lF7OVEvoHNtg8r0GN3VNhMnZuiutTChZurITPoR20sepNf5wOJLF/CbB+vqevL5Fa4stPnAu08e6DxGuP0QRtoSCF6HtDDGEEaKnPfq2alf3xD4YyWinJtxy9vtxhjKaw2EMbQqNaRjF7dKacbajaFRGuUaQkO116SZn4y1j12JOzqkqPu03TGsuLWLaU/1KKo2PgX6FNP52HRgka6bpTAYrdAqJrzFLrSrXpOOP0Yl30SwdbGafF3+xS99fNsvzr4slO2VzoBwbNA3RNJrrXLpuS9nqjehuXSF1csvpuZZYshtZi7OPpZfepEo6rP83AusPPUsRmtWnn+RxWeeZ+7+e5l66G6iKERrW2Qp4g9GGFv9Pnn/cVaevWjfcyVT9x1PZx71AtZfWsAYQ9Dus35xGSkl/UaHqB8wcXTKDiRMnNRt/1p2Y8Pq2UsHrkwAHrpnaqRMRtgXwlCh4pT7IFT8/p+9yPLq9SeS/Jvf/PyNntrrD/U58p3QEhBnWHuT5KbueI3O1HgaE0lKRpqVGs1KnWa5hiFW9kLEleuD/YQA7Xi0vTEMm+tKwCdPj2wrie2NBimdtMdTUrfW9scwQLNvg/MbvXr6MLFC2s17et1LjWHmzAFEoiDivspaRUhHbjl5wuCbaOZ05Z9xpxljYqJGgXQcJu++C+lKph+4BxNGRFqhheWpScaYeOgkAKtPXQAhmLz/OJP3H08mnY6dUNUnCihfKTB55yxGC/xm12aDKYORWWts+HkW0nHQO1TEjjDCrYK/+NxF7js9wemTdf70E0/zne88xcxU6brGEELws//lt92kGb6OsDEPgJBFbDaVdSYlpLmFtQa9iTqlZoP+eBWMiAkaHTCWRbhZrDHWadIq12gXx8lUZ1vFYnRchhIvpDOJTAV8BIK+KG3J8sqyHoOVs1JY8ketDdV8AykMG90xhukhodEb2/PSd1Uow4J0YO4kk4xCHy9XSLcZDKXqBFOH72LpwlMcPv3GeNIuQjppDl7l0NGMeyuTR2UGr6fOWDqWqXtOk1THqzBi7cWzGK0Zv++OuHjRKhYbeNTUHziGDocFvIkHN5FCehKvmGfi9Cxhx8cYQ7/Rpd/oMX5sGqM0a1eXmTo2k6k9EUPPkw9CSMGRu+5i8eJF/O5rlzY8wgjXi+9/34Dp+8e+7+EDnMk3DgQGb62NUBp/qpYGyvtTNZJ81+K6jYEYoFW17OUJ/XynWktrSYSxRY228Yem1G+ipEvHG8uwEm82HazMGl4D2xdaa6QQOAIKToteVLJNtxJIs61hs1dqx54ur6yGy67Oo6DPi1//dKp1tdHp+5X6IY6eeXPqvhqbPsLksdMkGqWzMk93fXmb8wzGV2GUbtNhiApC1l8+x9idx6jffWookJUNLqkgovHcFVuLEqh0DjpSbJxf3GJpBF2ffqPL+PFpjDaZGpXBmIPAVrzdwPSxOY7de/o1VSbG2LYJI7w6aG3odLYWrI0wwo1GOF0lmK2Bw1AzrM0wMuOpQVPuNxA6QhqNEIpy0EIYTTFoYoBOsUY3VyVL4miGeg/FLnuS+pdNJ9UGrSBHE4mi6LRxMjFs6Uik69hal7gZF1LsOP/0uP3clO1iKHs119qt8K48OUepPrXj+wCrL59DBT5SSlZeOMvKMy9QP3OKxgsXWH/mZbQKU+ske4HN567aOQDNcwtp0oB0HcZPHx6qU9Fakyvlqc6NoyNNv9mlcW11X/dh8cIVLjz53GtqmQRasO6P+pC8WnS7Ph//xBMHPY3bAmuN/jdEEePNQVLCTfzXvpZKIzJucgP442M4LjhG4QhDv1yl0m5R6bQwQtIrVMAR9HJlin4HhMn0eE8UxzYyN5PtJTLSvux2yckgtZR6ugrSTQ4Yim2n80xorcTOmaX7awG8DYSQ5IuV9KSbTzyUAjx4BxWFbMyfo7uWWAv2OB2GRP1++nA8DxWEKU29k/OGFEc6bCYgpf0MZbwQ1O6Y3XY+yUOHiqDjs/T8FVqL60hH4uY9HG+4p8mt8oPKO4apQojShiC6NeZ0O6JYyvHe9z1w08Zfa3ReN+ncH/l/voYxsLzWvWV+B7cLRNqkamBFCGHIbXTIb3QwjtxEMWUot1uUWw1KrYZVQY7EwVDqN3GMLZLsFUqAQcZZWAOuwowcFgw9T8+RSQIoOR0cobYeC2mYIZtSnDyq3s4JSftUKNk4h6bbXicM+5x+6D1JjXuawZBMRhttOxzGdR2Om8Px8nQ3lgm6LRwvN3SG1uI1Vs+fZfXcWVbPn6U0PUFrcYkoCG0x4pmTQxes/QDVD4a2tS8s4xQ93GIOjKFxcZG0SMgYop5P2AuIegFhs0/zoi1a9Ip5ytM1CmMl5u45QW1mYiiD2163Gdzk/d20m4aOb1jYGCUCvBIopbl4dYNPfum5m3aOv/zic3T6wZ77GWO4tnzw2YI7YWGlycyEixDwp3/54kFP57aDt9pB9CNkqBGhQkYKESrCeolwvIxfr2JcB+04calcVqCDdhz6haJVJMZQ8Nvkg56NpWhNzm9jSXg1jolwiZC7SKehxTQSjYMykkjHdooQqHi7dZ1lH1YaOiJiw985mWPXOpQ//+jvxtpCp4Jbq4CXn/xbXC/PnQ+8OxayKok4kNSV2HiEstxZxvJqaaOJdBwbERpjorhmBRCgdESSFbH0/PPUTx1F5nJDNSqrT7yE0RqnaBVS9a7ZVKm5QsTaVyCwDGsJO7EKI9aend/xWou1MpMnZ23RkBA4KcdBnIAQBKjQVpeuXV3FH/ngb0t0egF//pnn+bHveeigp4Ixhv/7T5/ln3zo/oOeyrb4rY99mZ/4gbdmiFZHuJHoHhpPi6idIEI5DsVmUqgo8Itl8p02Uis0gl6xjIp7rgxCJAYnCikFXYC4uTCEIocviyQJRVZAZwooDbiOQxiGhGGIFy/wtdbk83l0pNjOq1P1Omz0C/zyv/uTbWMau2Z5tTaWEEJQrk2kGV9COpx543vI2lFJpXp2Nb9nPsA27rDBX4FXKiKSina2Jj9X7podpAKnc0gCU2bLj0AIgVfOYbQh6m3fTVErTeSHadzJzbm4OVtR2lhcp7XS3P2aRrjlUS7m+PD77+fi1TU8z+HwodprPodLV9c4dngcIUSqTIwxXJ5f5/iRiT2Ofu3wUz/4zQc9hdc1rBUgAE2+0cIfqxCWSxjPxklFqAgKBTy/j6MUxX6XTnVsax2IECghcYwmEi5KOEiTjd+ku2WOjeMhUuK6Lo7jpHFl2xrdbCOjoRmUtvCJZbHr0uPc05/j7FOf3ZLLnH2+WU2lQe/dBiaxZrb65xLUTxxFetsHoN1KIeuE2z4YFWvvBNKV1O86RP3UFF5p2N2WZDR011s0rq2yemmRhZeusD6/Sq/ZpdfsEgXD3DdeMZ/Wsoxwe8EPIr7w2Ms8+vSlm3aOi1cbRNHWOMr5Syt88e9fHtpmjOHsxQ2++OjZmzaf/eDildXXTezndoAbqTimIdCeS6HZJpehdZJC4IUBfqlsfT8xHX5Kg2U0jooAgZ8rosR28sik4YjkuIS6XsWJAdnFtzGGKIrYrseUPffuCVc3VCJeJ4/YkDLZSbEErXYci7H7uNUi5VNzRK1+OsZOCQDbwcm5VI8NUzJ7pTzFeonQD6hM18hXbJWp3+mxenmJxbPX6DW7Q8cUa2XcDAVFoTKWWlQj3Nool/J86ANv4qG7D9+0c3zt2UWCcGuc6/EnLvLD3/+WLT/KR59c4Ed/4C03bT77wRNPXyYaKZSbhsh1h6SS1+3jSEu2qUp521MFEH5gSW6lICiXAI0RAr9kg/GxKwYvDCj6XTwVAILAy1u24tjLIxOaqYxMTZRKlnHYKhSTenZsz5XrleYW+04bTujgBxu3aq6ETiX12e0+KrYHyjbKJLO9eXkeHQ6sg/LJGcJWl+6FpXRbsNEh2OgM3HJCstMUkpuWrxXTR66cx8lZIrfV8wv4rS7FWonabJ3abC12ew3Db/dR0UBgTJ08GbcpHuF2gB9EPH9+8aaN/wPvO0OpuPX78MHvfWRLe2YhBD/6ffdu2fe1xve9/w3kcy7PX1hMWbtHuHGIcsOeEV3KIfsBsufjNToEYyV0zk1bDYPGCUOcSKFdF2E0bmRloTSKQthHOw6Rl8fREUY4INJmIeR1P1UqVpEMaPQdxxlSKLZwXaTuryQl+Xp7L+2LemVj+TL16WPxqzRfN9VhqRIRmbf30CjD6Wjb7G+Gn2ar6LsXl/Dq5fT9sGlrQfJjpUxF+y5TkILCWAnpSnKVAkII/EaPzoo1NwvVIhNHIzwH6wAAIABJREFUxweDCEOvOQjC+22fQrmEjhQ6UpTGqvQ7axg9yry6XVAtF/iud9x30NO4JfHixSXuOjZ1Y90XI1DoDns53PXBawM4fkhQKyOMQCJs98YwRAYhQalo47oqQuU8hJE2QG/ASIl2HJRwULkSjorwVAgIHBGH6Y2wCmcoYzfLhGLjOYn7Ky0I14OC9e1qUzZjX9+ZKy89xvrixW3ykm8EMuMIk/rNhpNzB+cL1luAwS3nCVatAigdm6R0bBKA/mqb/mp7a+Aqhlaa/nqHoN0n7NnUThVE+K1MgaIYWEoIKI+XmDoxwdSJCSaPj5MrejQWVwj7diUxeXiG5rXlNAtshG9sPPPiNfzg9vsuPP3cVaJI8X3vehDXcfY+YIQbBgF4WRmEASGIYkWS69nAfFgu2qC46xAUSyjXQ2qFG/okMlJJl75bxHdLKOnhxI27EjgmRBiVKgvHBGm82TV++nxzfcvm9h/bYd/kkFfPfg1jNJNzJwHQStFYucLE7Ekwmij0aW0sMzY1l1osJqMIkrRim2lgX9nMLJt60G82CIM+YCiO1+m3WnjVMoWJ2iDby2iink9uokIUK4Mc5aS2EyEg6oX4q220MkgJxcnKwLqJ2/8aZRg7OoGOFN3VNkZpomCQ+RX2QvyOT76S33If+q3+lgB9a31jyP01wjc2VtY7nIoXOLcTVtbaNrtnhAOD0/PTHvRSWNLIKJ+zriyt41SteMEtJVE+j1AaHBcvCtDCQQkXaVRqLWghUcQBfQTCaIwAT4RokQMipJMn7vVhSSqT4L0e1N4lcZfdouW7KpSJWUsot7Zwjsm5Owj8DknRiDGGMOgANl856HdZuvICY1O2G6JVGZqkZ3xqcRhs69/4HBKBVpr28jJ+q0lxvI5WtqeJUy5RnJ1C60SAG4qzE3ENS6JFrZmVWGE2FgLd+XUQYJRGSEF+3AbahSMoHrIV/pEf0VluUJ6qUqgXCdrW4tB60He+3/YRAnIlDyEEnbUubs5FK4OKg64bi4OujiOM8K633nXQU3hFePfb7+YrT1zikQeO4r6KDMZeP+KrzyxSKRZ4w323n2I9KAgg146TjQBVyAGCqFzCJGEFbZB+gPI8PD+wwl66GNcj1+sQeEUUcX6wFDg6QmuIhGMVgpGEIo9LhOPYZsEBRRACaSCkhCBRIDJ2lyU9rmQcfniF1CuHjt/LdNxpUboeM8fvJSEgk47DzHH7XpKSluB6XGLJnsV6ncrMDNXDcwhXUpiawN9opG6krPnlLzeHEgIMg5hM91pjaPDOQgOdsR4E1pOlQ0XQ7lOerlIcH678FEIQ9AIaCw36rV56A7uNHmE/pDxRwiuMmgyN8PpDEKotNV/XC4MhCBXhiB7oVUGViuhy0VoqibtJgGM0uX4fr98j5/dxQx8tJJHj2ViMUdZbI1yUdBFA3vhxgD4p90iUwnAtX/JI5Gly3iSID8PJWJuxq1Rcvvw8U0fvZurIGVauvMj0kdPD9Cda7xig2Yv3p9/cIGg3KNbH8fIFSuMTIEELS9eyuT+KMQZ/aZ3c1FiaRWYwBEsNxE6nElA8VKEwVcYoTW+lg3QkhVqR3loXJycp1rbSCATdgKBrXWr5cg5jbFC+3+wT9iPY4ZpHGOF2x7e++dSrHqNU8HjP247vveMIu0MOiFSS1hlGSlSxgNv3iYrW62KEg5YO2sshlMbREcJotJNDCQ8c7DYG9X+hyOGawLKYYF1cm8XoIGt2a1biTthVoUjXVolPHr4D6TiAFfZaa1aunk0tlM3YD4mc32yiIt/GR6RAGGEdZAb6a+u45SKFyXEMKnV5GWmbwOQmq3H1PPjLO/d3L81UUYGiu9iiOFGiv9ahPGO7nMmcTR2O/JDeeg+1QxDV7wT4nYDiWD6j4PSNy0kYYYQRRsCKFF0q4sQM5k6nGwfmC7HbCeLgBmGxYFuWGECDjCJkHEPRjgvGdnJM4sciycLFxkI0EIk8xASWlq5qE/sJw56hnRRMFrsqlPGZkySSc2L2ZDygQauItYXzzBy/Jz2hmytw6OiZzMn3voH56hhOoZDyeXWWl3HHbDpwd3EZ4TgUZyaI40nkJ+OOYcL2Qfavbew4dnlujMiPcHIOSQvO8swYhXoRjCE/ViDyI7qLrTR24hVciuNFgk5Av+kPjZev5qnkHaIgIugEhP729C0jjDDCCK8YmdIDy0ZscDs9wlLBJn7FRYupUE/SfY0iF/pEbp4glx9iN3F0hKd9tHCQRBjh4pqICA8tnFihbC5mFDsaBrtlee27wVb2r5QOc6ceSF8bY5COx9hUtvJ4b7eQpYsZrPb7zSYqtII62Gjir65nGl5lfHzx2M4mCpUscvUC/kaPwnjJKhEh8Co5OostdKhpzzfoLDRTZQLg5F3KEyWqhyrUDo+Rr2azvAxREOEVPUI/QoWjwq8Rbhy0NvzVXz216z6NVp/PfeVC+vracouvPHn5Js9shNcKAnAyLNUisgzFxpV4nR4Im/mV9rnKUKoYx7VpxLlcZruVk8r1UNJ6mxwT4qkuGJsylfB1GWNwVRuj1RaZv1eqcBavqMGWkJLa1OEt+2TpT/YTZuiuLhO02yCgvbRE1OvRXVhC+QHlwzNUTxzFyQ2avnSvrtC9vIzWCinlUHHjZnTmm5QPj6UBLaMN7fkmQauPURq/0SfsbE8x7uZdpCtRQbYJjsHvBEPbRrg94QeKr7+4ftDTGIIQcOToBH/2l1sbf3W6Ph/7xNf5278/z9HZQV/vcjHH7FT1tZzmCDcJBogqA6JSAbj9AKcfIoMIpx+Qa3Vxuj2kwf6VAulIhJBgNE4UIZRCqhBXDWSb1AphsnUoEY4JrWISAzeWY3yEGCiTRJbnTIucae6rYn5Xl9fmAYYyq7IV6UmtiSL19ZnkX+zkS7LDDIbu2hK9xhoq6BMFAcHSIp2lRXQUods2luFVS8hCDq1tDMUYjVvN07u8htaK8tFJBFA6Op6ZE+mN6843MNoQNvrJxVCoF3bVtEEnYO3SBvmKS67kUpnOI0QBgcArueSLLt0Nn0IlhwqUDdCPcNvBcQRzk4WDnsYQhBCcPj3HR//mKf4Bwz3fPc/hvtOz5PI57jg2YCMeq+QZ26ZWaoTbE9Lf2hJDYCvoAZwgxDgSXS4hXAfR6aJLResEUwq0RucsX5jQBgm4KsSNfKTRuDoYKBbpYd1ag/qSwKmikaR9WWJTKNJeOhcD5M3OrOu7KpQsn892dPBb6VIyBI2ZIFBSdZJmGPQ6qMDePKtIQnQ0LJy1MQij6VxeRIchhaOTOJUSxePW4ZUEiNxqcZDmaIzNoY5fh61MHCSuSQHSHilbrjfS+C0f6RiKNQ835t5JXW2eQIU98mUH6d6+xBRBuYLb6yK/QfmaXEcyM1k86GlsgSMFP/qBR7Zsz3ku99w1ewAzujFYWO7w7EurvOdbbpHMLykoHzlE5/LN43K7XghAhP6e+6E0ot3FFAvIXh8TZ3ohwAiJcdy0bMMxNsVYxkrEMQPvihIuOe3jGw9jrCyL8IaKzlOXmRiEFqQQtrJ+B+wqFa+88OiQP+16W4BurkfJBn0qh2aZPnMvtaPHcfNbV4udywu0zl7Bq1bQ/ZD+pRVQ4JaLyFJx4FPbaU4CSkfqmclA2AkIO8FQPxQn71C6DuEydqhEv+UTxGPUDhdxcreXcnH8vq26/QaEHyi+9MTaQU9jWwghuPPY9EFP44ajVs1z3+lbqMBRG/qrjb33uwUhANH3ka12ukwXAozrERXyJPJWRgEi8oncHH6+EsdQIJB5ek4ZLRwi4WGQ24QrtqYJJ3GUvWIpu747eWRrxW/SgEUpNWjGEj+26/C1Gcn23sY6Winy1TGku5WVVfX6RJ0eTqFA6cQRVGz2dS8u072wSPfCMp0Ly8MKj2HF55ZylI7UEVJQPry1kZKTc6jOlCnU89sqle3m7xVcVKgwyr7nFV3Gj5dxvNtHqThR9ArJqW9/aA0rjdu/2+bVhRaf+vy5g57GvlAsuMxO7xzvPAio7q35HTBANDa26z4CG7DPbpDGMhMTe2i0Y4satZBo6WLiXilaSJR0cVXPHijkkAIZ0NkztC35u1ccZVcpWKyMb0thvJPSGBbu9rnWJuWDSZROeXqWiVN34ZXKaVwFoHx0Dqe41Vpxi4WB+dXz0b0AFT+2uNkyMBjckkf5aB2ZH3j3pCepHRujOlfBybuoQG1JE94JxhjqR6rkSh71oyW8ootXdNi2t80ItxzyOck73ziVvm52Aj71d/M8+uzyAc5qe3T7Ab//Hx/d9r3J8SKPPDj3Gs/Ifv9/44+2Jg5cD54/t8jnv3qwzcRuZTidzpZtRgj0eAVVr6LqVXQ1KciOZZ7rYPI5nCjEC/sgJLu1VlROASOdob4oiYhPlEoq98XWupSdsKsYVEpx8dkvD5lC++HIT1J7E4Wz2YpxvBxesYxwJM35KwQtG+Rx8vktTao6F6/QevkChWPTQzeoeGKS4smpIatks4USTwYnb1PmhCMozVZs7KXg4uQcwn5E61oHnUkD7rdCOms7N/ByPImQ4OYdNq50WH6pRRTY4ydP1ZDON+r6/9ZGEGo+9/gS9WqOTi/i819bIlL2+3nvyfreA7zGyOdcvvMd2/dJKeRdJusHEwf6/m9/dVxlJw6P8/DdR27QbF5fEMQBdoDpCkzFlp0xiE4fPAfjOuiclyoVIQxCxlX0jq2YR4KMfJwoQAO+m6eTKxM6HjnVA6PT9fdAWSSnMsOy/jr8GbsqlMvPfZlDJ+7fd/wkq2iywj3rIsvS3xujUUGAif357UtXiOIq0eKxGcp3HqV4bIbi0WmcggdoSqcOWRMv5+HkN7nK9pqjELglj9JcTA7Zj2hfa6M3tWo1yqB34SHauNoi6FgXXBQoor5i8mQFx5O4eWdEzXKLwnUF33SfzZIq5h3eeI997jqSSunWa47mSMn0ROWgpzEEIQQzU9u7r9rdkN/5s+f2HKNYyDFWubWy7G5JbHTBc2AqZlQPImSjbetMpERkE4MSkkIBxLxbysuh4qZ/RkiMdEEIArdAFMdOkiLJrAWSJGMl23PRIOb4qlxes3e8gYVzA/M2Gz/JKoisokgbsmwK5g8rk8zkMvPTYQTGUDg6i1MpIfMu/WvLIJOMMU3/ympq5XXOLW1RdMYYOhfWdrx4W5MC6+c3aM63tiiTBL0NP7VSNkOFOi7KzFyLa69l5ezGjmOOcLCQQqSKQ0pBpWhrnMxt1krqykKTj35yb8H9WqNUcPnB995x0NN4/SDUsNSCpBGXFJhSAbnRxoQRomG3b5aBMujj9K3bywi5yaMk4nhKQjiZDbhvbaBlLZRo30H53SlzXZeZu96AMmpgBiHQJuLCU1/E9fKcvP9bgEGKcVJ70mmusnThGWIWR0qTM1TnjtFeukp76VqqSDanCxeOzhKuN/AXrE/bRAqDR+/cPEYpckdncD0PTEjhyCQYSef8EjEjAdVjU5hYoLfOrgySpzEYZWheWLdT2iZ1OFd2qEwV6LdCumuBVQxGAYLmkk+vYa2SpHp//WIHrQ0Tpyp4BcsPM6qgvzURRpq/+MKVeBEj0gWPNoYoMnzpyWW+5aHbI8NqdrrCd73r1qPIl1JQq47qYm4oVEZOaYNodMAYZKeHqgxcnkYbnFDhBCFhvpBK9kT8SSnw/B4yHE75DdwxWzGPREonjSo4jpMaAFHu0BAL8W7Yc2nmevYLMohTGIR0OPHAN3P0zHDOfBJeN4DRGhX6qDBARQFKhWitUFFEYXyCXHkMHYZb3FTCdSgcnUU4DibOZOieu4z2Q3JHZxCeS/f8vKV7cR1AYCJN6chEqkgGN1lTPjxOabaWZmUZZbZVJm7RoTRdQDhQqntM3VGiPDFwg1Qm80ydKjN1qky+ZD8trQzjJ8rkyjt3t5s8tjM9zAivDSKl+fjnL9HzFd1+RLcX2r/9iF4/IowUvf7tw83mOnLbfvX7wZefXGG1sb8ElNcan/7K8zz58vxBT+PWggCmKzYoXx9DmLjsUJtMTNkukrTnoYpFG4cWMhMjAc/v4YQ+0iYKp4+sEydL2ZL1JpnryDi6Lls/67qSjod0vIEri4GLC6BQnWDu/rdTO3I6Pthq0eLUIYpTM7YKcwcIx6F48igi5+EemyUxZ/xLC/TPXsVkrJo0YcARVE5MZQax1oqQYsu5pCcpzw5o692iQ2WmEC9crXtNutIemwwnQTrCBtwzw21c6rD4XJOFZxuoYKt1snZ15yKgEV4bOFLwgXcc47u/9SgwyGKpllw++O0n+OC3n+Dk4Rx/9KnHAXj27AIf/9zTBznlbbG00uV3P/rMqxrjzfdNMF69NRc573rkNPedun0LOG8GDAJtbOzDLqAtNisC+1fY2MqmpCkhBFG+iHYHn3uYq+AXxvFUFxn3T8nWDO5kiewVQ9k39cqWopdMDCEOsQPQa69z7aWvURibYOLEfZSnZgFN2O/Ex0u6ywv011YpzsySq9XozF8larft8RfnBwJbG6Iri2AM+ZNz+JcWKBw/RP/i4rYXnGSIVU9MIkTSS8BsexOcgkNptkR3IfZPZnYxBjpr1noqTw6q5beDLULd2QzcpbnZCDcZWhs+9tkreA58/7uP4bmSD377ifR9Aayst/mdP/0KSilOxLQmd586xOkTt577a2qiyI9+n20Zcf7yGl998go/9N0PXdcY3i3M8JBzX30f+6l7HFaefx3x7RmDWN1ACIkUEg0Yx8HU60gRhxmG4tWQCDMborbWhud30dIBx8NRIW7QJsrXCHNVjEkcY8MxlG1l7KtVKDvyeYmBEkkm3e80WZs/y9GH3gHGtkYWBkoTh2ivzLP4zGPxIDo5ASLTCSy5gUPyOT6ff3GBwokZxKbWpEPMmInxIAStSytUT0zHdCw7XdvO116ouhka/p0JL8eP5/CKktXzPiq4PiaBEW4OjDF89LOX+OC3HecH3j1ITxVC4PsB//b3v0gY+5KNsd6DE0cm+NHvti5cR0peRQfcmwYpBTlphe6JI+Mcm7v1Up0PGisvvI6UCYAQqPoh3PVF1NoGjNdgvYFoNBATtYwSSTxIVjE4vo8wEHlFjIHALdoWw8p6d3ShCo5rmxMa8PrrhF499eaITMGjzIi1Vx1D2an6fXNBoy0irDB9x0MkpGNkMsEKE9OUpme3LNm781cJW1ubZOWP23hJ5iQIIeidX0iLGbfL8GpesMH86rEpWheXtyhE6UoqcxWUr+hc6w6fNPYh9hshq+c7dNeDLcbHxnwPvz1wua1fCogCxXZaa+5M6bbJIH7qUoDageNsJygNLyxYC84PDU9cuHXiEP/g3cdtvZEjcR1J3w/5uY98gl/8rc/S9wPG61X+l5/+Dn7ih94Wf5c0ruvwwrklfu4jn+LnPvJJ/uKzz+7rXL//sa9xeX7n3jw3GhfnN/jD//R13G2sjS8+fo5/9Suf4MtfHVTR//lnnuSZl6+9ZvM7ULze1nTG4KzHnGNKWWUCm7rUGkQQ4GYKIgUm3cem/vYp9DaQyv5GZb+F0BFJjordz6QL7SzditO/tu9KFLGbxvmd3/4Fk0woPSBTRTm4HIPKBO17zTU6y1cp1qbptdfwihVa187va0LukUOIQp7o8gImGBZQxVNzCDmsSHrn7M0unbBcQd2Lq1ROTNK+tEbt+BQIG4RvXlpFOILqkWrcWMsqEycvyVU9ol5E5VABgaHfDOmuhhTHPcoTeYS0N7252KffiJg8mqe9HuJ3NBMnPLyiYPVcSP24y9rFEH3ryNV9Yycen92PIT7mlR3/WqLvh/z8r//V0HdHyrhoK7bEz5w6xIc/8DA63udrT8+z3uzxvnecTo/5i8+9zKNPLfGD33GGB++e4g8+/hhve+gkdxydRAjBr/3BM3zoA3cyNX7z6iySVancJg5pjEEbw19/6UWqlQJve8NJtDapkHi9YvrhUyw/ef71p1A2w3EQ9TFMo4WZrA3i2tqu1U28mHf9Pk6/R+QVAYMb9oeUgi6OIYIeyiuiZUwKaRyESDxGg1iMbA/33BHAv/ilj2/7ZdqTbXhzqpiUMk0hBgj9Hgtnn2Du3m8CwG9tsHruKfKV8aS6ETAUJqaQrkd3ae+V0k5f/N75axRPHUpVaqJMthyPsMqErdaUClWqTACUr+n5Pl7JwWAIWhHd1TAdp7sWIF1QgcYrCKqHCniOpFB1WL7YZ+2i3XfyThcnB9OnPZZfDNG3GbP9KxE2w4HBW1dYBWHE//Frn7Ze4qECriQnEU4emeBNDxzmX/7qJ7j/zjk+9P432mpiPexC+a533cn733Vn+uP8sZgd+Lc/9ndcubaOiQS/8ruX+ZmfeCfjtRI3A0IIzl1u8JUnl/ix7zm95T1HCN779rvTbdspntcblp/Y34L1todSmNV1jOtkvDSxr1+AEwQpdYuI/0vqHbMQA7Mk2QICvP4SqjCNEYLsUTfEQvm5f/bdZu6BdyAzJ3ViraVVyOWnvwiAmy8xe883DdGs9FurNC4/n46Vq0+RPzSLiimUg+UFoo2tTY6cuWlkIU94dRF3egI8l+jyNetfuV4IQe3EJFppWpf3Zpj1yg5u0aG3MsjMKk+6aAVeXhL2Nb3GQFNMHPdoLUeEPXsPJ+508PISjGDpxQCzD3duVjm/HrC40uLPP/0M/+RH33bQU0Epzc//u79Gq4BoX671tGgJhOAtD53gu999745Byj/6+FM8cv9hTp+a4nf/+DHe987TzM2M8eu/+7d0uz6R0fy3P/keSsUbn1V1q1uEAPNLbf7is+f5L374wYOeym0LIyTUjyPWL2Ckixk/jFbryFYXVa/aQkMjwfeRcehAACZXxBQqVr7024iwj8lXMDnLiyi6DUyujPDbmMIYotcg9Mbwgg0wGl2exeAM3GGQWvKiefmVWSjT932zvSiSQa2pLYRAOh5HH3734MKzVfJArlKnPHcHnWuJL9egjR4UQG6jx5zZKUQ+N1Rpn7mcfaEWZ+c0Li1TO743ZXbi8uqt+IQdRdjZKnnGZuyc8mMSrTR+WzN+zKO1YpXJ+EkHtwBrZxUqtMdP3e2w+pLaNctLG8O/+swn+d/e+137vr5bHYcmK/zjH3nrQU8jRRBopHBwhEFdT8rdNjG6T3/hArVqnqWVJo8/cwVjQh6536a5/sMPWUtFCMFP//g702N++Tc/yz/9z7+VQuHGUrvcyookwdx0mZ/68AMHPY3bG0bD+gX7XEeI1UskuXBusw2VMqbdwuTzwx3h4xRirbVVLPlNdDl7BNcFYrhswg6KaO7ecnpXhZIoCWsy28F1ZkWtMz/QnYL3ALnaJIVDR1CxHyjh8trufIMLFTaLbJt9Cyen6V/Ynh12wDwMjYsr6XbhCCqHLS+SCobdXgBuUVKetkWcQSuitx4m0xhSlAnWL4ephQKwdl6hMrGTQbbJ4Ho2QwrxulImcPMF3X5X5lobfu4jXwI8jNHYz2GvmiAzZI189anL5HMe3/GOMwB8x7eeivc7zPe+9x4+9snHkVIMzWkztdDP/OP3XOcVvn5wOyi9Wx1DSkJKmKjBivXsGICcB8UiTnNTF0UxzNG1U3aQKU8i2iuYYg2vt4EwGlOZRUhn6Ox7KZIEu2Z5rTz3dxij0ja8kQqYf+7LKB1iGO6Hsp0iGZ75ppcG5MQkolzedh9nbgocB3V1cYu7aydlAtC8tELz0gqVI+Nb3ktusJt3qR4rUz1WonSoECuTHGAI2iEmUkyezDF1Kk+55iKMZXtqL0aUax4zd+eYPuMi84raUXDymvpJmLoHpDesACfu09djYI2wBz7zhWuEe3ClJd/Bf/nfv4N//t+8035X2W86qe36KYA3P3CU97399I57/uD738SdJ6b5vY/9PZfm1zHG8Nt/+AV+/pc/QaPV2+f5bjz2S+b6jQeDEK+j+2JA933kZmUCqYW9mSE++0iyuLI9UAZlLCIpnQeR/CL2xh5pwyJWJgPCR6MV1577e7RSO1okyXOvWqd25o0Upo9sIZDEbBMpYlPnMGxMxTk2uyu3P0D5yNZCtMrhrXn6Q4Gs+JHEiMKuorc2iJF01yM661tTtkxa1Jlcs2HjPKgAJu40iEx91tqzDpiRRrlReO+3Hibn7VwAZ4xBacPPfeRz6XOIcJx9CpKMkfy1py7z6c+/gFI6DuBvjx//4Fv53Jde5OrCBj/5Y+/gZ3/mA9TH9h+Q3+LhfZX4m0df5ktf+wYJUl8HXFfzP/743wIGKV99xbEQw4vHmwEhJbW7kmJcgSB2nboOolLGaWwtuRhIz2Sewx0XHcdJLRgpJbI2g/TyUJmFsSPQXgJ0VkQixo8jJk4iJ08hJ09tOWeCXaV0/fQbWXnhMYzWGK3RMU+/VhHXXngMY9TWh47ivwqtLDNxf2OF/vLVlKk4Wl22N6RcGfo89NIa+tI19KVrEKcMq/ll1OUF22ovRu7I9vQM1SPTVA7buEn76jrtaxvUjk5QOzrO2OEx0AajdMwGLMBIhEl0m6BQlkyezFOZ8ug3Nd0Ne722QZj9qNau+iy9GBB2B5WlyZ/1c7DyvMSoZPuN+cIZY4gOsGXvdZanHDj+9a/8Da6jCULF//6rn8JzHf6Hn/y2PY9LfoJSQM4RONLwtScu8ov/9jN8+dHduyP++Ifexmc+/zzLq+1XNOcLizeut8m7v+k0b3/TiPV3M6LI4f/89++ikA/56R/7HI7z6oogv/Obn+WBO28u95jRmsbLF+PnCrOxhpichkhhOl1MfQxyOahW7T4AuSI6n/RK2cEqyZwj20zLEgAPYzvrZifsEUOxN3zlxce2eXNr1kvQbdJdmad65HQqRsPWOsHKPM7YuGUibm5gWg1EfRy9uorpbu1OFp889osJ0PYCcrOHtuUAK81ZJWL0ViFvtBlK3jHK0FnqgrEB+Xw1R3elj1eUVKa8uCxUUK67CATAU+lIAAAgAElEQVTttZDO2qYvXmbsxhVDZRZEWk46UCbjd2vWX5CvWqcstlt88oXn+Edvfu2D3cbAV+cFbzly+2gVYyL+1//qvfzCb3w2tWZ+6Xc+u69jhYD77prljuOT/OVnn+FNDx6lXMzvZSAD8OMf/uZXNF8h4NTswbnIvtHQ93P8+4++nZ/60Bf4jf/wrlc8zie/dP8NnNU+ICVRpYIbL8ipVa1sqVQhYRH2CphCZciNBcPxrEGcefsi9XR/MaBiGSiS3eXA7vT18UWkSBqvSAekRKvEPSTQoU935SrVI2cGbiVhS/iR0pbyI5C1cbRS6G1ShtOLEhAtruLNTePNDAgfg6uLW30DQtBdWKM0N0lnYTWen6AyW6d1bYPmtQ0qh6q0l1oICdW5CqXpIv11n+JEAeXbawj7mvXLPoWqRHoClA3kb4exORe3aGjOa1QIjctQP2loXRVEvlVI42c0Gy/KPd1dxhj8IKKwuVlYBrPVMf7Rm9+K1ppIa3Lu3h/bjYIQ3FbKBKCQLxCEin/2E98KQBAq/s1vfm7P46QU5HMOF6+scOnKCp4nefzJi3zLW+7iW9565rrn4fshuZw7Ck7fcjBEkcNv/Id3kvMigvC1+z29OhisYBIQKcRKXAqRy0HeJhQlBaxiizIxxIVYyUZMZw3kNMLLD2S2GTTXGgrkG+vVUWuXdp3hHoWNAdWTtkBKGEHz/LMI6TB+5xswKmT1JcvO6uQK1E7cT/WI/dEZY1AoEJpcrYpTOUOkVFyDYthTz43XEK0OOojQG6u71qAUDx+K3Xya8uGp+GZY/2b18Ditq2t0VjuUpmv0VhtxsSboSNOOqVe8skuu4hJ1IooTOYJ2hEFRGnPBCLqNcEuymRCSsTmBkBqkwRhJ/ZRm/bxA+YaNl+W+iCG1MfzKH/4t/9NPfPue+15pbvB3ly7y4YfeuPfA38D47378rfzCr38ebexiwf4sHCy73PZwpeDBu2b5nu98mCCIcBzJcy8t86kvvoDJvTJir//3j7/MD//Q2yjehDqUEV45CrmIf/g9j/KHf/kIP/LdT/Fbf/IIeS+iH1xfarfnRmgtUPrVk1ruB0Ib3FYXMTGJWY0zWF0XyhUIYgsl6FtrpVCGQtkqCiEwvRaOl0cWbBKUU5+2iieVawLlGMLVBTDashYngXpj0KsXAMhNn8Txdv4+71nYOLSz44LR1O94A0ZFNC5ZriPHKzB2zCoeozVKR2gMkeojpIypWXTK/qvWVzHNxs53bqKGdF30emOgTHaIIRRmp60CIb4J2AZY3cRacR2KEzW6S3EXR0dQOlTAaOgt93HykuJEDoEh7Gv6awH5skNlIkfMw4cx0FoN6Les66s655ArC1rXFIWawS1D4yKMHdM4nmHtJUn1RETzgovRr9/VqTEQadul9FZAq+ODgV/8rS+gjQLsAiZ1Cu+yijk2V+c/+743c2l+nT/5/77Kw/cd4Xu/4+HXYNY3B35geZpy3u2y+j4YCGE4cqjJu952gT/48+v7vN/zlueZX67x/IW5mzS7PZBYIWl4QCLzBZzyGEJIVLeD1gpZqjLoDG8tDxmzn4o4fmyNAEO0voiJApzJk3HqMGgVojfmsWllivyhU/zPP/sr11/YOAQhqB6/h/aVl1IyvYlTD6WmkgoDpOsR9Tt0V6/iVSfor1zBrdbwxqeQiDjFOBpSDsYSQVmrJX4OoNY2kNWKJYiUEr2yDtFWPpP+wiCFuDQ7iZCS7sIqwrGBptJ0jc7SxoCl2Bh6y33K00UqM0UiX9G6av3XuZKkPOnRWQuRTkhlwqPbiKyFktVncZZYdU7QuGwoe9ntVm41zt16PcpvNLSBiysud83cGjwzv/3HX8MYRbXs0WiHDAJn7Jm6vbDU5NN/8xwP3nuEiWqJciFHEET0/JB8zt3VJXkr4itfv0CllOdNDxw76Knc0qhVenzvO57m1z769us+9q8fvecmzGh/EK6HO2U9Mtr3Mf0+7tg4qt8lXFvGKdigvOm1IabLUv2Yv3BsApyidWulxBAClMKpHSJamyfu0QWAWruGO3kcEESrF/FXdq5J2b9CiV1wlWNnUFFId+Ec1dlTON7/z96bx0iWZed9v3vfFmvGkntmZVXW0lVdPb1ML9M9O3s0wyEp0CNRHkoCTUsiNCIkkZYsQ4ZhGPYfXgBJhlYTlCkJMEHBoA0aEkWKkmc8GnGGM9OcpbfpvZauqqyq3DMy9oi33es/7ost9+qu7q7qyQ8IZMaLF+/d9yLinnvO+c53XOLAp7F6jdzcWVQcoUKf7sZN7Ewe200RVDawy5OoRpWotm0sqxAIrYlzeaTvIwIfVcghWx3Dnwb0ds3MBZNlI4i2tX0gv7K9ukV2yvS0yM2U6d2t3EyhP59EQUB7o0Vjp9JwclO9tIUuaLQyxXGZgkWmaNHYCOk0RpPzKsJQhHdMVpYLUecIs9h9DK0hjOFEOeReuc6/+UtG7kVrzT/+ze+wXWtyUJhrGNOTeT798QdwHIu//pefBeCVN1f45nOXeeqxBT7+xP5UyXsRn3363msRfC9CKUG9cX+2LdZaQxybFiDZHDqOsVIZrFSGuNUgbpr6lLhVxx0bx5soJXkRQS9eZKI7xkOJqmvoJC+u4xAhjVCkO3kKkdRC2NNnUdH+BcIHBoeF7SKSLl/CcfveiJAWmenT1G9fwoQUNCrsUl96naBZIT15AoQk9jt0t9ZBSFQUmf7xqQwUx8HbX41Va02/IYUlEUodakxEkqhuJaGtOFTEoWk5rMIYFRkqc3e7Y7ox2gJpi5HEu1YavxUTR4CAdi1CxXucM2E8NNY0mTLYO0KKuRMD6/5+o9n26XTf2y6RWkM7hCsbgkur917/CSEEf+MvforJchGBC1igD/5Abq/W+PXf/Cb/9hsD/blHHpzlV3/ps/edMTnG0VFvpfk/v/bUBz2MO4cl0d0u0eaGeWxtoNpNU+IRJeK2Q4l5rWLCZhUVdPekAI8QRyyHqLZuSj+GjIcQAh0FBBv71zgd+CtzZk7izJwEIDV7ZlcRo+UaoyAQSDeFky2QnlpAa42VyuCWp5GpFFYmh2410J0WotNCbK0juh20lPR1lwERq36Fpy4U0J6LzuVQldqBxkTaNpmJCeQQ+6m9XqG9XqW9VqO1Xqe10UCgyZZz5CbzpEouXsnFzdsgQDqCONLEscayBSpWCKnpNGJCf3dhm9YayzFeSuT3hmc+lPrb3HHuRGnNamOPitc7xCtvLXNlySTsqvU2K5s1usHd1dPXwPWq4OE5zaML906MfmWjwcq6eaxtNvm5L15M1mGSo3hRtmtTKty9epAPCo1WQLN9H/ZQOMbBsGxAYKUzWNk0cb2GcByE42ClM9jZHPhdoto2EoGdzvXfGjarhm0rLeLAT+SIDPo1KsnK2JmYwy5MoiOfcPNmf18d+vgHGBM4YshLuLu9CWHZ5GfPEMcxcRyRO7G3RIXqtAk6bWQmh5XOGjdMWoAmzmQRYYAMk6YvjaQmRWt0EKHzOWS90Q+BjZzftvu95dNJLDE9Pk6nUkGFgx+TdCxUItgY+TFBO8RNO3S2/f4+livJjLtYrjDJ+VaMhSSVk7SrMds7+sL3+lGkioLmqiZOXo66GhW/s7KTWCm+eukN/uKT767W5BOPD1bTL755i8u3NvjpT17k5Ez5XR13GFLAR6buPSrxP/vtHyQLEgCFRnHUkJcGTs6X+enP3jk9+F7DpWtVbEvw2MV7r43xvQzHjijkO2xu59/xMSaKDTxXsV7JEUZ3ka0iJFa2gG43yJTnaNy+gnRdUtOmyDtqt/E3VrHSWbzxKcJmjbg1WmQbNqvGsADOWBnpeFi22/dkvPIMnfUlhBCE1VWk5WBYucbgdA4xJnCIh6J8k8+wC+PE3XZ/IjXyKTFBq07QrNJcu07UafYfKg6RroeQNtLLIL00Oo6IO21jTDJZcDxEHCOGEvTKsszw4xhZryP8EMbG9pRd8cplLNdFOoNkqRCCTLLdbABvzKw4tdJ0qh3ctEO72kY6EoQxJggIWhFaQxxpU/CYtVCRRtpgewJhgXTATtGXVvFrqp9DsVKaTlXS2hBHkq3fCceyDjUm3TBk7Q68mM89fZ5f/jOfuqvG5F7GydkMC3NZTs5n0USA4tR8iZNzRY5i5rWKaXcCNt9htfu9gicfnjo2Ju8Ak+UmP/dTLzE1XiedCpgo3/n34ImLS3z+mUvkMmbBOjdVx7oLMi9oRVxPmKu9TVoTd7vE3S46DBFSIh0XHYYovzvydmE7WF7KPNwUqtsmamyb/iqYX4cKu0jHQybxemds3Mzf1mhDxYNwoIcS1yvY5VnCjdtmUFMnsbwcKpFWCWuGYSUdD7+60a8vkW4KtziN0gJ3wkPFAdq2iOsVYhUbnrPfYaf9jtMZ4634hgkmOh1kyhmZCmRiLCwpscqDiVKQxPgAN5ulE5j2vZ2hycHkSHykJUmXUwTNAK/gmIpSYZhrUaARsUZZJlGVGrNIjVk0tyLslJGwJ+ngmJ0WIDTV65CbU9gegKJyyX5HRuUwVLsdXltbYTo/dvcPfp/j6o0Kf+nLz/QVf//HX/sGZxdK/MKfepy3r23w3Rev8fatrT0jp0IIMp7NiakCle0WS7e2mBg/Tmp/uKA5NbHFjc2JfffwA5tYSX7yM2/y/ZcXeeSh2/yrP7izmq+vPTdaPf/UI8t8/TtnmCw2uLlWQh2SyzsMWiuC0LBSdRjib6wDJl/i5At4YyXAyKt0q1tmXrQd3FwBJ501c/RQ2kKrxIcX4G+vk5pcQCahNX9rmfTsOUiS9tLLovx9lE0SHJxDGZ8zsbVEF8bfuAmYdqLSssnMnDaP6UXzd/YMmZnTeKUZdBwTdxqE9U2ixlBzK60PXCyGqTRBNo+WFuRzqDAayZ84hQJWJkPU7RJ1u7tkAyLfp7O9dxW+m3FJF1PGw4oVXmE4m25usp2SWCkLywYva2LvRt9mIOE/guT0UUscqZDx3WAmP8bnz104fMcfQ/zg5Vtcur7e/z585PQEv/inn0DFin/971/kz/7sExyUR5maGOMnPnWBE3MlPnkPM6SCULG53T18x2OMQArN46cOrvLequb4+rcvvuNzzE9WSbmj4fHf+w8P0u66PH7hJrZ1FwQppSDl7Z62LS+VGJOkjDedw8nmcXJjZKfmsdOmoHFn3WEcdIn9FnG3BVoT+22iTrM/5yq/jfLbSCnxJk9hpcew0vsvaI9kLu3x2X6FJcIwmKQ04opaCbROJEZ0si2KCetbBBtLxO06cjgHE0WQUNNiy0YNhbOUGki29M5FfXBx0vNQvk9YreInj7jb7dexCKCbGBMn5fYfYD6IdDHhZitN3I3pG4sd80zQiek2I0NgS6QM7JTAcsyOUUejotEPprUm6VYFfl0cJbpyjLuMP/+lR/md33+eS1dXEULw5Z8dFKlFI5/v3kal3Ql48/IqN5f3lwS6F9Boh7x8uXqkfVc2WlRqx8YHQGnJ7z7/xMg224p58MwKZxYGtWztjsuN27tbX/QwUWpw8ewKpcLulfqZuU2y6b0Zlr/7zY8SRO+ewCLQCDFKuBCWheWloKcZEoVE7SYqDPr5DxX6xGFgwmRB17TkkJKgUSFuN1DdNnYqg/Y7qE4TJ53DyYyhuk1Up24iQpZFeuo06an9WY8HS690GmgNViaPXZ4mqm4QtWo4uaIpsRz6cQ6znOKgS9iqIjN5pJdGeGlUu4EOA4TfQVs2WlpEqRRWGKKTXIqMQrRlYYUxQmuEH4x4J9J1CXdo//u1GnYqYZtpcFImZ+Kkk0tTmrBrwl9hN0TaIG1JqpgaYToMriMprAw1UahxElpxesxGCVN5HXUVwhLIobvn5DRRB0DeVSnyewFaQ6UtGM/e2xf25IV5rlxb5/zZmRE65EMX58wO/XCDHnoYbFaa/O6/f4mzpydYmLv3aKRhpLi93iKINDMT5jve7sY02xFT5b3rKNa32ozlXMqF/Sn6P04QQvGRM6vEMbxxfQ7bjjm/uE4QWmRTJufR6nh8+wcP8MDp9T2PMV5s8cDiOuPFFq9fmaVSy3JyvMJ2K8MfvXyOM/ObtLsuHf9guZ2HTy/z6rVZ7rSGS8WKTr2BkBI7bRbIluvhjhVBC1QYEtQrhK0G0nGRWeNNqDAwDK84Iu52sPMOlmVa/KbLU33GbtBugtK4uUKSQjBGSuuhSvsDcKBBibaTm6o1VnYMuzBJsHoNAdi5EqD6su4mdp38b9nY+XFkLo+OQuJ6BdU2uv3adogzeWTQxQpDlJRoaSFUjB0GCECGIUIraI0WH0aN3dr/vUvs9c1JFwoEnTbt7VHDo7WmU2uTG8+ilSbsRFie3OWd9LtRxuYxfAN7OaJ0KUnkNzV2wjLNTL33OZQPEk0fxrOH7/dB4md+6jG01vzotZs89rChu1uW5E997hG6fsjAITfeqYExLNlsiounp5ieeOcMn/cSHT/ihbcqLM7lKWZdrt5qEoQKx5b7GpTHHjxOzA9DCDg5s40fCN64PkfXd/m9bzzGeLHJX/v5b6GBpbUSb9/a/769dW2Gt67N8MVPvMHibIVKLctEvkU3dGh0U0yPN9iqZen4+x4CgIWpKq9dnz3a4lMIUqUC3UoVrTWhH5lSicmp3g6gBRqJVgohJE6uYKRYbMcUJ+YKCK0JWnXSY0Us1xtRFu7Ne7HfQasYL2fkW7TuLcx6BZAHD/VIIa+4tkHcqoEQWJk8fmWFsFlJaJkxhqJptJM0McJxcPIliELi+taIMVHZArhpQGAHPkpaaCkIHY/QS2GFAfIOkhFOOsOwur/fatHdq4MZJHmQRIYgTHSe2F3iYruSTNHGTcvBPol+hxCCoKXpbCtaG5qkqzFBTdCpCDqVdy9Xf69BCDhVvn8uanNz74XHwIjs/to7tuTs4iRPPnbqPRvXu4PAtiwynk21GVJrhgRhjNKK1c1j6fsjQcPqxhj/4QcPYdsxjz5oJES6vsOrV2aNrlXyNa/W01y9vr9hWVoZZ71iFh8vXF9gvW7+f+5Hp6k1B7VMj567hWvvlibaqGePHMmQlqSwMA+Y8JZb2Nk40HgRQgicdJbMxCxevogKfOJuuy9lb1kWmUIZJ5UmaDdQSQHkcF4lXZ7G8jLslK4/Ko4c1ItrW9i5InZxEqSFCgPQIUF9O7loGydfREchYbNm6kR0jGoPsaycFNrZvZoKXc9M9jpGJ5IsR0UqP1hR+q0mfvNwqp+UEidjE7YjnIyV3LBerFEjNEhLEPkKJy0HeZ0kn+LXNEHLjNGvgY6hs7V7kkqNK7pb+yTzj/GeQAjB5589Sp+KUc3rSrXND3+0xIWz0+/Z2N4pglBxa63NqdkclhQ88aCJ8S9vtPmjF9c5OZPph8FurVRRSnNyjxbYP/YQkMv42FbM0x+5geOFfOLhtxEC2m0T8hnLdbl4bpk3rsyxsbW/t9oNJGF0+Ho8l/bZq+1wPtM9XHU9gVaaznqiLqwUcWuQF1NRROyHuEloqzeXxX7XaHclyfi+YUgYXiqOkU7vtog+O9Kvb6OisL8NRtMZQ3KLe+Jgg5ItDjQqk5CWFBJnbMK4P7FGKJO51nFE2NhG2B5hdR1hO4gdMsci9BGhP2JUBOAExiux/S7yHXQm1L3kuYZUNofGGBeAVD6TeFImMY8UuNkUAgshdF+jBjQq1HRrIY4t8HJJTYyAoK0QNqhYEwUaOy1x0uY9Bub46TJIW9DeNFpgolegff8s7nfhxlbEybJ16ColDBW3V9ssLuQO3O+Dgm1Jnv34GTQa34/44xffJp12eejcNJevb3J2oUS3/d5K1rxzaGxb8NCZAu1uxKtXtslmHCYKHh85W6SQHdRiXb+9zZXrWyyeKAOmB9GFs+PMTN69z0VrzTe/f5tnnzlx14753kDzqfNX+M4lU3StlORbL53DtmKUkjz34lk+/pHrAHQDhxffXODMwha2PPgHe3pui4WZbS4vTR24H8B3Xzm75/b/+PzR2ZpaKeora/3/g0YNYVkEjQZ2Ok2vXa/sTzgSO5U1ORZh5r3hPozdZg07lcFyXLx8qa8wIoRACk2qNAnCtN8wtmT4t7+bxDSMAw2KyJb6/db7q3g9/FzijE2awkMVE3bq9CyZjsK+pkz/eFGACE2iXUQBse2CtJBxjN3t3lGoC8DN5kaNSS5ZUWjdNygAqbH0yJzu5lIIobFsK/FxYxBG/yvqKJwxCzcl++8RPeVNBX5DkZuy8PLJBsBvKrwCZKcE0hJ0KjqRx/+ABL3uIvZokLk3xJ71p/cMbNvi2Y+btrhdP0QKxYtv3CLWirFcis99/Dwrq0djT73fcB2L8yeTFSiGYdnuRrzdCilkHRZmslRqPt3AJO6u36pw7VYVkRiU22t1Pv+p00xP3D2jYltH/7Ar1TY3lis8/tD7b4CiePc4o9jij19ZBOBbLxmKeC7d5amLN/mP3z/Pq1fnDjym0oLLS1OsbBYO3O/p09f40a15uuHd74ej45igWccby2E5uWSSF/2Fv5NKE/W9E2nmcaWSHlum4aFG4OZN+ExrkwdPFcaTE5g88UCj5Ghit4eGvHon2gu9QkKtTDcv6WYIa2t7H8hJgRCIoIsIOogoBNtBKz1SLX9UeNk8TiZjQlDNBpnhYr+h8Qoh6Fbbu52E/i4mKWu5AtuzSJXAcQVBR+G3jaHxsha2K5Kku8Byhw+iyYxL3Py7m1CjWPGH37/MFz5xb9WZxDFc21CcmTpYRsKxJSfn703vZCdSnsOTj5zkuy9c48U3brEwWSRWKknc39tIp2xOzmR56VKFejtiomBCW5YlzCSvdeKRm78auHJtHYgolTxA8sxjJykXMu94DEIIPv3UwZPuMCxLfEDy/4LvXd3bQ9gJpSQb2zlubxZ44qGbLK0UmZ2q8cpbu43gjZWjKU90Qqef1H7vMcpaDDstwnYTJ7P7N5nKjRH3JYqGjjDMqBU7Q16Dwx/UQ+sdTYF9SmbS1WtgcATSzeKUZrGzO2K4tgtOyngpUYhyPJMEi2NkFN65d5IYk26jTtBu0a7XRh49xFGE3/IJdj6avUdA0Azx6yF+I0KFCr8V09yO6NRjOrWY5lZEY908LMsk5XutfltbiqCt33UjLSGgXHznP/L3CilXsFfDwThW/OC1TV66tPX+D+ouQAjTlpukhKrR6PLc967w0o9uvK/j0FrztW+8ekfvsSxBJmWTT9vMT2XYqvlUGyFT5VSS5yMJ58ZAhBYh+azDRCnH2zc2+Nq33mC7trt9w8tv1Yiig3+HWmv+7TeuH2mc1brPt3+4TCGf5uI9mJsCSLsBn37oMpYVszC1xVMP3aTeTBGENo3WaL73zMIG504N6MQPL95mfnz/uqVXbp3Aj94bQyptm1Sx2JfCMiUQg5k/9jsIaeFmcjv4jNCpbRMHB9PQlFLEcTyoDQTetYdykHdiSmyS/xJrpoWDzBlDEssGUWv4Zo9aUFRSawLEdgqpFPJOuLZC0K3XCLuG4RJ0dv9AzHafXDmHVppWdX/ZABVpguaAjeFmbFMpLzRe1u5dMpYjaW/H2K4ADxxP0tmOyJQBZ7SoMTuraa3CYX3l41jx7/7oNf6TZx850qXvh9evreJYkgdODmK733tpiVPzJd6+sc5GxYQBn/3EeQr5o6nqzhT29kyEEIwXPewjx8TuLWQzHl/6wqNsNTr88KUbXH57jQfPz3LzxgYfffT9YXpprfndr7/GufmdrJ2DkfZsLi4WqLeMR+U5FutdnxsrLUZ/Z0bVQgnF6VPjPPzALOWxNI2mj+tYvHKlzrkTWdIp8xmXxhyTZzwE8zOHe6L1ZsB3nl/ngcUP3msVaP7kR1/jD156eGR7ygl59uIVrm6UCSOLdtdjcX6br3/PRAmyaZ+PXlyiUs3y6IVbTI83uXxjClcouoHNqakKUmhub71PBAgpcAsZwrpPamIWJ22PehlJP18hBG42h5PJYg+1CenlQ6TrIW07EYXc29voRZ10v2+K6CfkD8qnvvOQl47xK+s4xRmkTGJ0PRaB0uCmsXJlYr+NzIyhpW3YBVkBftskfbSpB5A6RqCMYYkDU4NyCDq1KpF/eBWwQJDKpsyY4ECjMow4VKTyNum8TdiNkY7AzZofXqZsY3kmzeXlBNKKaa4pxuatkWJHt4gxKIeNUQjOLOyvMXRUjBey/ZzX868sce3mFvMzRbJph7npImOJEfHcd1+xK6XgzPy9WbNxFHiuzaMXT7C8XuObz11ldavFp59Y5JVXj/b9uFs4d2qCR87P3PH70imbjh/z5vUq44U0YaQYy6aSxctoqOJjj55kYcYYrdtrdS6emyab8ZgommR/DydnD/eQhRA8/tD+39VWJ+Rb31vmc584wYUzBc6d+uB15zTw9vruMUdKcnl1gitrZgH2/TdOsbQ2CGc12x5iK0+76/L2zUkcoSGGrVqGMLZ44coC7UMKGO8qtCbuhqahluvS3d7CK/YWI0mvqsSo2J5Hr3HWMDq1ClG3DQjS5Uksd+8aJiFN+cNwX/ne34NCXkeaWXYaFSEESmniTh2naH4MUgji0CdsVPAK06Zzo99GWDYilTMWTytDC44CRGiaiNiqg9DKUIV7DUYOMCjpbIFOq3YkY9Ibe32j3v8fDCU4P777xxN0Izp1Hy9jkR6ziXxFY9MnChRCCqzqwHnMTjpY9sDCB82E2XUHnG0wruXv/H8v8ed+6onDdz4E0+XBBL+6XuONSyt85IFZXnjtJhfOTLO4MP6uz/FhQLvt853nLvOTn3+YciHDn//ZJ8imHcaLGZ566v3T8RJCvCNj0kM6ZTFZTNHsRPhhTGmsN7mN0gtPTJf6HunpE2WySQxzdsKsXn/4+gbdwIRwn3l4HMd+58lA15acP1Mk5Vn3hDExELyxvPs+R7HVNyYA3cDl+uo40+U6n338Krc2SixvjNV0Nq4AACAASURBVPHFpy9xeWmSbz7/AEJotmr7e13PnnqTl9cW2O7e/SpgISSON0a3VqGzvozQKjEoPWOi+lEpgUAKiRqe/AVE3TZB0skxVSghRGpPA9GPOpknZuMR2KoHG5TqKhRHPwghBFrFBNU1vIkFpJR9BUshLaxUnshv091eRoddhLX3zRdJRWCPoh07abQ83L7Zrgd3uIgMdnQwFFLgZXbHNm3Xwk3b2A44nqYZmHyKgcbNWnhZSXMz2qXlBVC/HVM8ORoiGltU1K/LfcNeQgieeujknV3QEfD0RxfZrplw4AOnpxjL/XjKb8Sx4vf+4AV+7ksDORXXtbn4oEkqdzsBr/7oOmMTeb74mYtkMvdPO9i0Z5P2bDLpiGK+930WPHphFqUEr13eAC0QQ6nShbnd4ZlTszni5GtuvcsQpuNYnD15MPvpXke9leL5NxYYL7a5cHKdH76xQK2ZolI/3Ei8tTVD+z1gdYGpRwnbTdAK1e1geXt/V4NWk26tRjpXxMvv/Vmkx6ewvNS+Hkdz9TrZiRNgOXdURXfgDG7nyghpIaVACKuvuCuE6ZVie9nRFbmQWF4aFUdY6byRsnc8dKuKkBa6U0eapiO7ziWjAOKwp3ey+wbkinSaNdqNvZNg5cnRpF9lYx+2mRkoYCUGt+cNaaQj8RwJxCgdkcrbRKGm2zDjdTwbL+fQ3lY010NaWxGG5WXRXI8I25rqjbh/CY0bZlVxkGUXQnD2LoS7duLK9Q02korxual39wPXGjY7DpOZe58FtRNSCj725JmRbbZtcWLehDYyGY+nnzqLk/ogWEh3B8awwKWr6/zo9VsEseCJhxd46lHDUJooZfiP37vG2ZNlTs7u/i5Mlu7/LpV3Ex3f5e3lCVYrARkvYPMAj+STF65wa6vE0qbx/lead5YPOxKkIDWRp7teJw5MZEbaNunxcWLfJ2y3SZcniLodOtsVbC9NqlBG2C4mE9KbuSWZ8jSpsQn85jY6irBcO8m6jU5SqcK4qcPrF9T1IjzaCAPvg4P7oTQrOOX5ZEADHrIQFpmpUwyitQNoMLUlTsrQg4WFDtuG5RX6u/ZXThplOcigjVS7DU0Plu2YWpFo70nNTZJPW+tHSFqAuUm6d016cCH9pwLbEUlYC7JlFy/n9GPUhuWVxBXjuC/BEnYGH0zUNgctnFTUlnoHf39w4ew0C7MlyqV353prIMrMoP02cP8ZFCFE33jshUazy6tvLfMnv/DuCBH3AuZmCnzpi4+gNRTG0ozlBivYR85Pk00fzWj+4Q83+czj41jW/Um4uFuYLDVZmN5mfaNNMdum1XZ44tQNXrh+itduGymUN27N0g3f48WI0gTVUdKRkBLLddFK4eSMwbMcl3R5AmnZpp2vHugr9pwQ202BK8w+lo3qNUPpFyyaz9xJ5ZK2571E//4J/GEczPIKu4RbN81JerE5YZGZXEQ66V3HF0MirkInWvpBF7QRLJOFaZRS0G1C0iRGRD5COjuqMXej3dg+sOZ/c20FgCh899XOA/0aQbbkEEcKyzFFi3vBGJf90Vx7/3+Y5WKWcvHdx3E36y5hu8lU6sOpFzWWT/PME6c/6GHcFeSyHrns3mGQidLRKemPnS/c00Wq7xfWtvJUG2mCwGKlMoZSgs1GjotTq3xkZpnXVufYbt29XInWmn/5O8/RlZpf/vKnRl8LFYXiDLXqKtJ2yEyakK2QEktaiTyUIA5D2hvrePkiqUJ5JKTVY2q1NldwcwWkZe8IeY2qosCgnPHIumMHvWgVZ7Dy4+jIR4fmocJu/9Q7H7vvkAIVIZwUMp1H2K5xw7wsylQJou2UMSrx/qvfTL6E2icU1kMUBpTHD5dCOCp6oTxp7TYk+ZkxiotFbO9oPaNj//7V8ypmQya8Frb8kMknJ3Aci/HyB09tvZdQGnPumFzyYUQ3cKg103QCl0YnRcv3WKsVkELzhQff4OL0yl0/50//iYdZuV3jN3772yPbtVY0G0nNlxBoHdPe2Eiems8qbLfpbG1guS5ONtcPUe1EHPo0Vm+wvXSJOPAHCutKoZSieusqqpdU06C1GDI8RiFlPxycBbccouqOm6YV7fVr5GaOVoEKoMMOcXXIc7BNMxjlpEHHiHh3KAzASxcIug06rfqIiSxPzFPZvD2y7/TsArZ9NNdTAHEQU10bSG24aZv8eIae16e1plULBz8sIWhs+Ek+xdCj4z2KwMbmBY0V/Z53b3yv0E1P4HU2+5+HYxl3+eZWloXx95dSe4xjvB8oZlp84aE3+H9+aIgbC1PbPHpumTevT7E4W2F5fYxStsV33zQMwOeuneGlWwu0grubfBdCMFHOkxOCL//M7tbDcbLoVmFAa225r8HVe6+TTmPPniDqtPEbNVKF8X60ZXiBkJ2Yw1gKELaNUorm6g3iJLqjIvO3vnyF3OzZobn5XRY2xtvLuMUZgsro5K3CDq21q+Smzo6cQmiIgg6trZtYTorU2BTd+roxBnqQHxFBrwDLJCz2LZ1MhBv1kHdSKs1S215nYmKBzc2b/e2b6yvMzZ9i/sQiWmuWb++ueJaWpDRRpFap7TIIKh615EaRUyPl4DaqSBMHB1uK5ur9a0wA3G5lz+0zxb0LR49xjPsd9U6a//eVQdHjytYYW/UMYWizvFUgiiWWGFDuO6FL5z1icgkBf+UvPcvY2MFECR3H0Bd1BBBGMLLbobO9hZsrjhiTgYyK6VclkH2FYYDc5MmR0Fh95Spx0B14JvpoUZaDPRQV9wtbdr0UhbtCXSb/o9FxSJQwuVLlU2itiP0GUdt4BIMa+/0Dc166iJC7Q0pS2hSL01iWzdTUKdbXjeGI44jl29eZP3Ga27eu7XlMIYQRhDwisiWH1nZIuxaST1mMTafIT3pUVzoErb1DQIdE5t5zfPP7l8nnUjzx0MI7ev9eEjhCGE/lGMf4MEJpSdMf0Oqj2CKKzTwR9v6+T2MRQhxqTKRtk52ZGSk6NHXlAi+bx03nQEj8+vao4OOO88BQC3RpDGT11iXiKEAPMXF73Rq11rRuvX7w2A67QH/r9mG77ANj2XTUJe7WEpbA0SGEwG9vk8oU++8tlWaNxHJiaOQOgxPHMbduXiOO957V4yhmY2XzyOeXUibxShLNAY2wDuUPfKD4xOOneeT80YX7jnGMY9xbiGPF3/+X3xjZJi3JeK+GSEpiYdHe2BjxPAAzOUmJ36iCVqQKhuHYy4+YXQYTmNa6/5pSitz0IoX58/3FfOPWm0NsWNBxiD4g3334LD+yYhXkps6SmzyNVhG1269TX72MVirRfgHbzZApm9Vx7Dfx6+tEnTpha38RNWFnEW4JhI3tFhDCptuuolREp7Xd7/1era6ytXWTzc2brK/fQFpm+/z8Yv9Y07PJylwI5hYW2QmtNFEYU1kZyp+kbNJZl42lGus3atQrLRo1n2YlgkT0sb7us365SauZRvE+yi3cIVzHxrkDL+wYxzjGKE5NbPFzT738np7j7/2Lr/P3f+MPRyvZE0gp+JU/+5nBc8th4tzHqG7WyS4UUUFA+9ZNok6H2o0b1G7coLOxgYWF1BKJJDs2Tr48hS0lthQ4loUjLVobt6lce830jk8ghNV/WHYKaaUoLjxsJO5VbEr1FFhHUE6+Q7fBWLfm5nXAMA+G8xv9Uo4hb8TysqTGF7Ez+xf86KiV5FiEOeYOgbv+fkk8T2uF1saizs6dYnn5BnMnTnPi5BlWl00I7MTCGeNhDMGyLCZmJ/rHclyLqYUSmXyKTitg4sQYkwtj2JZLazOiWenSqvrkxm1SeQutoLm8Sdj8cFJoj3GMY8DSVpnff+Hhw3d8h/h7v/l1fvUXP0vbD/h7v/41/uGvf7XvYSil+d9+/Wv82m9+s7+/ikM2Lv8AFWtUT9Vc9xbwHuVT58hPDhRNpDCRleb2Ju3tzX5hY3KCZPHfy5fIfrisryIvBJbtUF58DISkdusVE1ZLjlJc2E0Y6J/76LfBeCfmYo4WT7e8LN7YNFJaSTexfQbh5CH2QYeDwvUEmez4rnDZ9OSgR4EQgrn5RSwpuX3zWv+DWb51zbw27KUIcFybiVkTUwyDmPVb21Q3mvjtkEals6faanMrolvv0eiOcwnHOMaHGVoLIvXeefnCj3AdG42mG8a0w9EQfSeMCYJBDkNaDnMXnkbHis7yINJjeykKcwtE3Tab1y9TX19JDISgWzeRnTiOWb3yKqtXXmXt6qt0mzXyMydxM3kGmm/DVd0DoyKtJMWeSONXbxqvrXrrpX2v7cgGJT1xOplLJWPT58lPnkFYNmMzD+x9YDeDm58m6jYIGhsHH1wILDeP7ZRAWDhOoc/ware2+iGv8dIMQgjWNm4BsLqyhCMtLMvse2LhDCdOGqM3N3+K20vXdvHp4yhmc2XQw8N1baZPlpg+VWRsIpPcU2M0siWHyTNp0mPHIaRjHOMoCBsdrv/Wtz7oYbyn+OyDb/HE4vV3/P7/6itfxJKi3wAtBv7Rr3+1/7rYUeqh4pDbb37PPOlXvHsU508hhMTN5Jg8fYH85BzdRpXm5ipoTbuyQXt7g+zELJMPPMrkA4/i5YuYRLC1Ixc8MCT9wsZhXUlhUVz4KMWTT7x7D8UrLw4m5uGqSo2hk2mIgy71taugNCTukQ7aqKCDtFziyMdO7dYREnYWKQcCZHHcRIoYzyuQyUyMeCdb26tMTcz3L/7kidPGkjJINAlg4eRZQKCU4vbS3oyvHgI/orrRHDQlGrqLre2Qjbc7dOofzqK+YxzjbsPOpTj1i585fMf7GN968zwvXH/nPXP+7m98nVhpLExNQgw0w17CHP7WX/8p7J2Bkh2RkSjwqS0vEXba1FdvY9kOYbtJ2OmQG58lXZpi8vxHyZSnaG0ss3HpZTYuvYyTKeBmC9SWrxB0mn22l8HonD58yurSCyOP/XCgQfHKi3jlRfzK9WTnnvVSNLduMDb1QFJjorFsj/zEaSK/RauyZBb6wlhhy8sgpU3UNZ0ULSeHlZoA6aGjFjr2QWniqJHkUg5u7DU/fYr56ZMs3UpCXHpwIXsV8vQQRzHrt0e9JTdlk855bK+36DRDVt+u0dg8mjT+MY5xjFEIIY7UpOv+xp0rX/yjf/Yf6CSq5//tX/tJLGn0EXtyVTHwd/7xv0dr+Ef/9GsEoeLv/MbXDj2um8mTKY5TXb5BeqxIYfoEQgjalXU2Lr1EuzLoMDk2vUg6P4HQSa8TJCNhL927tr1RXnya8uIzlBef2XefAw1Kz5BAPwo0BD1COesnzJMVfhS06NRWhiNIAFhOFulkTCJe+QgrA8IhihpoPcx93idXoXT/XCdmTg32S4xK77WbS1cPurQ+gm5Ep+lTmsomzWk+PNBa83//u1e5dP3+bNN7jGPcW9hbyuQoCLEBwT/4518jihT/0699lzhhxvYdg14TK6UTVdbRc0nboXzSVOvbXors+AzV5Rt42TzpsRLV5Zt06tusXXkFrTSz559k9vyTzJ3/GHPnnyY7Nklz7RqbV18gW57FzQz1qxk6VeXGS0niXjJx+mMgBOOnn+lHiyrXv7fvdR5eh1K5jldepLX5dt9wSAT50inqa2/2H7XVN6itvkGrstR/r+Vl8fKTxEGLsFPFcoyQWhy0+u7UgEc9dE6/nnRz3I21rVsorVhev2lWQ3qY/WUOdFBHsT2vsROyer1Kbb1DOm8zNnHv0oKPCq01/+qrb/HIA9M8cGp/td17HYd1iLvfz3eM+wefmH+bTy9cOfL+g3lJ87f/ymdJeTZ/6ys/iW1L/vtf/SSOFEgBJB1vZUL376VQHFuMmDAVhVSWeucXeJks5RNG2NTN5inMDIqZW9trNHbIUx2uzzYksiJEkuCXTJ55pv/eg4wJHLFjo1+5TnpiES0UCItYx7S2lyhOnUfFIfUtk6ewnBT5kmkWpdFEKkTHg4IaAMvNmedaoS1TnSoRSCc/KLwBpBboKCblFOgGVTSa8dIsleoqGpibPoVScHPlbRZmF/uNvgRw4/bb+1+wbTE1P0kQhCPJ+R46jYhO4yh35d7G7//hq5w7XeahByY/6KG8Kyz99neY+anH8Mbfn3bDb11f55XLy/z8F/dPPB7jxxPP3T66fiHAr/3Wt9jc3l//TgLKBoRCxPDf/OpPAfC3/+bPEEaK//Wf/yEgaIkiOT1gd1muR3ZynrXLr/a3edkC6XyJsNth9vyTtLbXqG/collZJT95kijs4ng58jPnyE0bD8hwnaShAw+lyMunnhpK2A8S9ALBxOlRFeSdOJJBSU0sjjwXSHITp5MujTaFyQHTq8+n1oqo2yLyW0h7VFJbRS3DjZbenivCKGoQsZeHopmeXGBt4yZzU6e4vXbdjCe5+oMMyehhzPkcz6Y8nSfoBmyvf7iED7/0ufu/vwfAqV/49Pt6vguLU5xfvHuq1cc4xoHYwxlWSvO//NOv4lpG7DY/NsbFcx/h9ed7CsS7c8R+q4bfqpEeGwcE2dIs6dJsf3/opbtNzntQVdLLiw+q4dm1vXeMd6vlhTEmPR0XIZJBCDFiCIZPrLUmCtsEnSq2lyMO28RhG8vJYLlGJlzaWeKggdBdhPCSopmhYYu9yz22tk3zrJkJ49rNTy9ye20gAnlq/syhRiWKYpaX1nBcm0JpjLWlvcUQj/HjibeuVXnt0hb/6U+/f73lj/HhQqwU8qj6TMnqf1cRugYhFAKNrt3g9efNPGc5KcbnHmD9+iuYsFee8olzgKDb2MZvNxDIhJDcW+APjEV99Sp+s0Jx7iJedtAOWghJ0lJlF4QQQ8225IHSU4d7KFqhEXS3bpCdPN03LPsV+MVRl059BcsZFTjTWhMHreR4Gh13kVaGERO93xXtwOrmLWYnjVGZmzqJUqrP7Do5d5ql5YOpwvcLEgIbRyXNxLEG8e77gv8448EzJR48s7vv+jGOcRREkeI3/833+Nmf+Mih+2og6dGLEBBGMbYlCaMYNLupw0MegpPKMnnyIn6nzsrlF0nnSpTnHiAzNglIhFZoFK3KMq3K7i62w00Ee397jFnzR/XDXCCo3HgOrWPGFz/FQZ7KoUn57laSZBey7y4RK0issBSi7wwd5BSpqIPWMRqNinrSJYPAXc+SGrbXwXUfU+NzI2EyPWKTjphQ1Xew7weEUMPNtoXWprznMHz7h8t8/+W1935gH3LESpkf9TGOcYf4l//qe/zMpy5SLmSPzgfTZoL/9f/jW2gN//Cffx0BuNZQvxNpMzZ9FtBIO0XpxAWU0jhenpmzT1CaMV6KVhql4n4IKzd+gpnzH2P2/DPMnv84s+c/Tio/QT83kvztSdTrnkx9n0JsaMXjQ1RhfYCk+pFyKFII0qUTfVaVUjGt6hKF8TOj9yXR2erfhB1S6Crq0vNILCuDkG5fVBI0cdyCPXMno1jfut0Pe+08/1ERhhFb63sLVvaSVB+0wXElnMrGBBFUmpKZotrXa4mimE89OYN9LAz5rvH61VWuLG3wc59/7IMeyjHuM2QcmziK+a1/8xaV6sH1bDuzFn/jK8/S6YaESmNbkv/ylz8/2FdFNDZM5GXt7aSwcGi+TeXKZMYm2F65MjIHA4xNLZIrz/cX3sXZC0PGpFd2MaparGKFkFZf52tr6Qf9cVSW3gVtmERxslNZwtojGTQ8iChs066bDo9x2KHbGrCopJXGTU8gbdPbOo7bxFF3SBStzVGMSQ9KxcR9S6yJ4/iuGYBivsBEceKuHOtuwLVhpmi+JN1YstnZ3ZnylVeWePnlG7u2H+MdQHEnX8VjHIOuHxLHij/3cx/j+9+/yp9+doHxYurQ9wkEFgKtBK1OwN/9F18nVoOJ2Uq60ErbYe6Bp5k7+zQTp59k5vzTTCx8BGnZSMtGCImXKVKYOj2iLtKj/g5y3LsXyjuFIQG2ln6QeCLm+dTpTwIcaEzgCAYlU16gW11GSLuvcGkS5xZKRf3BxZFPp7GeyCDvfVitVT8+JWUKKW207iQFjXsFy/YOoEkh2dxeZX3rNnEcEUUhq5u30VoTRmFyfGuX2vBRsd2osrF9iP7YB4S0rZhMh6gdWbzHHz/Nk0+e2eddx7gTuLZFNnW0dtLHOAbAv/7ay9y4bQg+X/4zT5POuqRT7r61H/msZ5ppZT3yWQ+t4X//v75NPuOBgHwuhZSS8w89mbxDoKKAlWvPEwUBqBjb9Zg+/Tiz5z5GtjDF2vWXiIIupZlz/X4m2dIs6YJhLWqtiaOQOPLNEXuqIliYXIrs95uybG9o+hX99xyGA2dcIS0kglz5JPnxBZrbt0HHgCaTn6ZVWwYU6BhLWIwVF8gXTpDO7q59EEKg4i4qNm6gUl3iuIHWFkoJtPYgubDelbhWdlh4uY9SvsxEwZxjvbLM2tYKs+OzoGJWN0wxz8zECabGZ3e9936B1pow3u1xKQ3d0KbtewRh1JdzOMbdw4Wz03zxsw990MM4xn2EvOfiWGY6bbZ8fufrL/GFz1xgLG9KJiwhsaVlDIyAX/r5j+MCv/TnPsHf/MrnGMtn+MrPf5K//OVPYFuC/+KXnkUpxRs/+mNzAq2JQh8VBWzffImVSz9g/for1NavIaUklSsxd+5jFKcXyRamGJtYQEiLTn2TTn0LsBDCplW5xfbNVwk7DbQyHWbjOE5YXNCbe0vzj4JSqMgnDrtsHlLQ2IM4KEz0D/7nX+m/2MufjLy5RxceyhprrYmiLp3WQENGWh6WkzOaNVEbFQ8n5VOAlXguPpZwEMIi0m0cmSJUHfYia4+PTbBVH3RfnCnPYFkWtxODcmJmEaViltdv7nrv/YAw1izV4Gx51KB2Q0HTt5jIRVy6usb6Zp1PP7O34vMxjnGM9x6NVoDnWnSDkCiM+d1/+wKf/uSD/Ls/ep3tWjvR60rmx96bBFgapGXz3/3qT1Kptfknv/Vtxsc8MlLylb/w2QPP6aSyTC8+hsmDxMT9yIyNZXk0qyvEKiZbmu+fMI4C4yRIBz0kYdVjevVCY3HUobry2kjyPQ5He0D9D//wD/Z0vY6UlIceC2C0fL9fAd8zKuxOzBtOnBxwYIcKaIRwAWuoEtM1lGKMFxSpQRJ/J7bqm1jSIk4uerWyynR5GtuyieIIrSGK3q9O0HcHJk9mI5IQ4F4fTsrRpByjeXb+7DTnz06/jyM8xjGOsRPf+eFNLpwd50dXl3j99WWEr/jt33sDRQfT6yqp2+u9oUduFTZhrFjfavI7X3uRqXKaX/nFgw1JD1opoqCLtF26zQqNLdPSw8sUyRVncdJj2Ggiv90/b7u6Qio7QSo3PhLOAvrhLq2hcvNFirMP4XhForANGrZu/oCj6JgdaFDiyMeyvRFpeDBGQ8Uh0urFmUVSjLj7hEI6WFZqiKYrEKTQxGjtJ0e1MZlQjcLvD9yW6X09FIBCtkijXSeMQxzLZq2yxlRpivXtdfygzeb2et/AAFiWJI7Vnse6NyCIvSJ2dxPHgv0kuLp+RKcbUyp4e+9wjGMc433DT/+EkWQZy3ks366ztV5HSzUoWmRgTCzLoi+qa0lmyln+9Vdf5ld+4TMji3UnnSXs7K/eEQUdKiuXKU6dwW/VmJi7CEC7scnqtecBkLaLZbvEoY8QksL0eWNMgN5sborOUybvrSEKmmitqa9foTB9ga1bL4I++px5YA6lUzOMLZOoEajYxOu1imnXV4ek4keZAsPQKiAO24PQGC4wnPCMQUUgfLTsjkgTh6oNaOQ+w6w0tihkCji2w2RhEsd2WN82obbN7XWEEIyXTJGa5zmUSvl7mlYr0NjdzUP3W9vs8MJr9yZp4BjH+HFCtdqi0zHz4vdevE2l1qU8mcN2YtNbaYeiCNBXBpmfzvNXf+GT/NX/7NM75k5Bcf4oumEC18vhpnKsXHuelWvPU9s0TE9puxQmTzNz5mkyxRly46dI5SYSY6aTGnJJbe0t4qAL2kjZV5d/hGWnGD/xFI3NazhuHsfb3cdqPxxoUIzlGlRSdluJTIkQWLa3Q+el99JetGK1w8olXe8BCEF2QfTCZ2KXQ+LKFJbY25nabGwykZ8giAImx/am+kopKJXyWJakWMzd00blKDg1n+fznzxx+I7HOMYx3lM898dXeP7lJdqdgKcenqJU8PjSFx7l0fOTZFxnQCqSwgTz4xi0ZnG+zFe+/PSe86WbzrNx5Ud7n1BInJQRStUqplVbpba5RCpbwvGMmrtlexQmT5MrJc0IE0Zo6LeIo2Cg29Xb3m300xROqkhp7kmisMX4/BOUTzxNbvwBjqLjBYcYlGxxbuSCswXDmpLSIp0fUNEOg9YhSvWKfBSaLhDt3lEJrNjZNfiuapOS6V3bh7FZP7jnR2+cliUpFLKHjvleQ9cPWV6tftDDOMYxjjGEAHj96jqVWoc3L61QyHmkXJsvff5RHnlwHsc2U+zpE+PIpBr53Kkp/vM/83T/OYA91JskW54DwM0UR84lhCRbmKE0Y8Jbod9ie+0qXrrA7OmPMT57kXRunMLEGfKlBXqMWcfLolVMff0Kre2b+O0KOo4Iug10HNGuLSdJfUl57qPYjke7epNesn575QWOkj+Bw3IoYacfAwRG9T+EQEqHODLxOdtyiKIAIex+aGwYWiu0DtE6wHgn1kDMJglzydgeijYOYAmbOOnkuBf80HCku6GP57r4QRKa0xo/8NEafH8wpns7j7I3Wi2fS1fXmJspHr7zewrN2dIGV7ePFXmP8eON1Y06280OZxbLtDs+M3MlpmeLbG232Ky0OL1Y5rXLtzkxV+KJh0+S9mzevLrGn/3Zx7Gs0bW8V5ggatcB2L79JgjJ+ImHqS6/SW8hbdkuE/MPEQQd0rlBaYaXKQCCdG6cdG4ctEAlWl5o8NIFquuX8dsV/HYFtm9Snn+CoL2N5WbIj1/Ask0RZq+CPjN2gm5rE601XmYC0Pitw8PsBxqUVnVl/xeFv+6zOwAAIABJREFUIJUuEkddotDHTY2hVYzlpAj8+q7dtQ6J4x7rykPiIIQm1l16ZclCCLRQCG3cw55DkpJp2nFz36FUmiYUV2lUKI4V+gYFoFo3Y6lW7295+vFyjmc/deGDHgYSzUMTy8cG5Rg/9vjBj25w/XaFpZVtnnvxep+G208X20AEf+UnH+E3fvsH/Opf+ARXl/bOkbZWRlXSjZZXmqkF05enHynS4LlZJucfxu/USWXLSUJdDvYRgthv43eqOKkcUbdJ5I/SftGQn9g/lFVZeRmtQtK5adL5GUAcyaAcGPJyU7ldj+EBoRW5/CS2kyLoNpCW8U4sez/2kQQcIzawo9QfkmRVbCFVr8DxzlGt10h7h0seHOOdQSH5/csf/aCHcYxj3DPosbb6XWP7L5g/b15eJ45iXn1rhYfOzYyEut4plIrxO7WRRH/v/EppWo11apvXiMMuueIJipNnsZ3M4ABip5Tv6PPef+Xpj1Jde5Xq6stHGteBHkq2mNQ49G6SVgTdJl4qb+J5eUNBy+TK1Cq36La3sSwXNzVGZ1epvgQ8wEYTo3SACaaNhp+01qYz5Dvs3QzgOA4d/2BhtmPsj4+eucVLbycJvWMc4xi7sLRSZaNioh5qjwj6cIePr/3RJR65MMdXv/UG//Uv/wls684koYYX3b3/HTdNacooDA9e7xkFjZcaw53OkMmbOdx2M1i2i+WkcZwMjpPBSqSphptr7UyJt+q3dm88AAdfWcKj7g0VBKlMgWx+gnS2SKddw+82EAgcJ4MQEsv2iHZUVZo2kykETlLgGKLx0fTyKYASCIRp5atHhxXqYM/cyn6oN+//Hr5BEPHq67fe13M+/sANhFBMFJrHpuQYxzgAr11a5cby9oFzrUjm6VgoyuU0jrjTJdoOr2GH4egVIwJoncjQKyNDn85O9o2J1hCHASqOsO0UtpfDb2+iI59OfZXW9g10HCK1QGqJ1JJs4SQgqG68xp0s7g81lcOXJIBM1lTbaaVotyrEUQQapOXgujm0VoTBznxF0kFGxPTZXVoy0qYsthItfnbd9UAdTZjswwSlNZ32+6vTlU35CODrLz6IPuCrL4XimXPX3r+BHeMY9xhsFNY+1qQ37z/58AKplIPWim989xJPPrKwKxlfGF8c+Tt6HJkI7Y4+BtsN+gr0Scir26nRaW0Bkm5rG79TJzs2j5cuGUHfOEQl9GGtQuqVt1FRwPDEWxi/yFj5PCDIFs+SKz2QPM6TK53f974cLA654/9eW8tOa5tup2acK63otKtEYRvHTROFXZzhWB0AMVp30bqLIdrFiWizOzAq0tSmmDyK5Mc93JLyHD721PurHvztV86j9NHccUvef0y5Y9w76K5WaV2/P4tzr9/YIOs5zE2N7buPEPDxx0/zuY+fx3MthFB8+plzu2rgypPnRv7uf7zR+TAKu2yvX6ZRvY0QkjBoUd24nDzeYnv9LTqtLbSGTmOD6sYlbCdNafJBSpMXKU9dxG9XiCOffPEU7cYKta1LqDhK5mRJYfxBhJCMjV80BkxI8hMfMVJa++DAHEq7aWo7cvmJgZcioNMe1EN0O7VkuySKuqQzpjI9DNs7jtZjclkIrETbZqjphKVAW4N6x53dZ45xz0BpyXcvHaWS9xjH2AdSIKx77we+Xe/y9s0aJ2ezLK/Veezi3K59rt7cIp/1mJoqcHN9wGjdWaP4xy+8TSrtodH8xP/P3nuHyXHed56ft0LnnunJOQGDDBCJAAECJMEskQqkZFKBkiVKVrR3Ldt7az2+3Tvd2Wevg+7O0lqWLFnRtChZgZIYRDECJEEEAgQRCIBIg8Hk3DlV1bt/VMeZnh4ABEFAmi+eQndXvfXW2zVd7/f95RJkUoiJkROzHitlQ7FVXhqCfK0TITSSiSnikRGc7mqQCi5PtR02EZ/C7atHd1YgpSAS7GVq7DimkaCx/QbGhw6QToXx+toJB3uwMoGOUlqExo8SnTplX1ZaRCZnH2tZQhGKSjw8js9fm8nraM/yHl+NXXQrQyxCKDidPpKJCA6HB9My7Hokqo6RLjaO27n3FaQosJ8U3CypmmAWM6BDOEjJmeofn+4hko7h090IIDzDdnP1IZU22Ln3DNuun88gPI/fXrjqzz+dx+WEqgg8Lo2JqRjHTg+XJBTLVnjN2C8lKAooioJlWXjcTrxeJ4oQXHtNB3oJQhkfPg5AcOLstL4k40NHATuDcHWDHTJgGikmR0+i6W68FU0EJ06TiNmVZ52uKrz1y3B7ajGtNNHQINFMwUNvRTNOZyCnHouGB/H4mlB1L7HwAJ6KdsITJwhNvoHqrCAyfoxsKfbo1Ckq6lYBgtDoLBH8GcyRHNKexMPBkYK9Mmej8fqqiUWn8Hqr0R1uhBDE40EURcPlDuQkjEJSkVJmirqIvKnHzNpTBFK1bC+vgpxeFhZO4SA5jVQ8qhMBuFUdIUSOUCqcLkJXqZeXIgQ1VVdfJP885nG1IZ5Is3N/H7de35XblzYsTvRMEAxFcDhKnydRkRlCEaLYoytr25ASgsEEsXiaWzYvxukoPdWGJmcrryEJZ0hGUR3UNC7LLOgVFEUnMjWA19+KrufVborqRtP9+Kv8BMdPEp7M2zkdzgpc7tqiJL4efzMOVw2xyAAudz3RYA/R8Dkaau8kMnEiRygARjJMZcNahFAJjrw66z0tSyipuO0tlYwXByoKIfBV1JFMRG3pxOVDCIHbU4miaDnvg3gihFWioL3IGJdyKi9LQVhKxlBjJ4MslF1UFHRh58VJSNtA79c8hNJRAk4/UpoECxwB0uaVX79VSknvhElHTfGfQNNUVpVYFc1jHvO4tFBVhaZ6X9E+p0OlvakCmnxUVpSOp1u5qA5dUxgdn8gkWcxumSS6loWU0FDn56VXT3PjdVtKSieFqG9eXfRZSsnooC0NSMtgbPAINQ0rEEKnoqoLRXEwMXIUh9NPoGZxLsI9C4+vEVV1Eg0PEI8OZfYqhCdPk4hP4PHUozv8mbbFIQLB0UP4a5cjhGBq5DWQFrFQD4GGtaQS41Q3bpj1e5x3PRQbgopMbIrD6UVRFKT05xJIKoqKw+kFKUml4hjpBIqio2kuDCOR7QKJgVWQyyv7VSzFQAoJ0sIhNdIYSAGGNDGnqcfcmhNVqkwlw4AkYeZrn8Svkjook1GLjpq5281jHvO49HDoKsu7i6vL+jwOmur9nDg7xZrlpetHNDf4eO31PnrO2VHvllUoqWQ0MEKyeGE9dbU+PK7Sok5987qcTcRXYedJzNZOGe7fT0PLeqQ0GRk4QHjiLNKS1DSuRFEdON1VTAwfwfTUEahZghCQiE0QmjhVdA0jbS+0w1NnSUTHcLqr8fibcLmqUVQXVkEMSqB+NZZlMjm8H6RFddNGFMVJViWlCIV4qLdsOvsLIxQBbo8/JzK53H47e6Y1u5+ylCZIFVVxYlpJJAaKcKCgYkkDYaqgSKSSBkVmkmBKDGmiS50UaUxhznCFllLiVDRQ7Zw1LlVDKDCZuHrsKF11F8jnlwjv2HSElw4uJBybzygwj0sLI5Zk/OU3aLh11ds9lIuGz6vT2TK7BxdAU30lVQEv48Hi+SZfBdHG4q7SKYrqW6/F52tkqG8vAOGgHXPW1LYRgGh4iPqm9UgsGlp0JHZS3qyzkubwUdeyEVV15QIrNd2Ht7IDAUTDAyBNahuuydQ2tCP5nK6AnbfLkkyOHcFb2UF46jQVgcXEI4OYRgIpTbwV7SiKhreidUasTTw8e3zcec1oVXVt2dvF1MQAgerSKhnLNAiHRzM1APJeAkiJItSMgstmcDLuqUomjbKlWkVhKZaQGKUyEudbAApOVUdiMpWMUe2e7q585UIIQaX77fFyOXy6mUTK/tPfe8urPP7iSt6z6SA/f2kNhnl1p/afx9sLxaFRsbRl7oaXGaYpefjR0zzw3rm9E71uHa9bn/X4/sN9HD41yOiEnV9QVQXbNi3i+OkR+oemziuw3OdrACmoCHQV7JUM9L6c/5R1gvI2ZESgzLpagmUkScTG8FW0MzV2lKq6lWi6B133AgpOVzUg0XU7NtDKVoyUMidgePwtaLobX0UHqubEV9mJJQ1S8XE83kZURWW47yUsy6S+ZStCKDS0biv7vc6LUJxuL1JKJkZ6MVLFQYYCMC2DcGgURdFwOjxEs3VTMjCsVL4uAGQklYLbqFhIJIohEFJgahYIm1RmgxCCyWQECVQ53aQsk4n4dFflKw8jISd1/uQMF8PLib6Rqtz7PYc7SRsqLx9dgGldWEqIecxjOhRNxd0yS6nRtxGKAluvPb9y2QOjEY6fmeDmje0lj49PRTh9drTAfiJoqqvkbP9Ejkzee9sqKv3u2a/R+zJIaGrdXORvLIQK0mIwuouhvt00tm4m6whlpJOMDr4C2Lm8hKKi165Ad4SZGnudmnrbDhMJ9WEZcSqquouTVdpXyLxKnO5qFKGiedxIKYlMncJIx7AsA5H5F6heikSiKnZ+RY+vqey9E+Xqmfzff3K3BNAdtmoknbLtILruQigqlVUNBCeH8fmqmRg/h6Y58flrmJocKHvRQqimhiUspGKhpBWkIpGKLLQRlUStw2/bVYQkkk6SLmH8vxKRNBQcqvW2Eso8Lh4795/myMlRO72FNLnlxqU0N1fNfeI8LjuklPzrjw/xBx+45oLOSyQNovE0NYFiQjhwdADTtJiaimBYFpOhOMdPD9uVYQNeQpEEiaTBe29fxcrFTTj0udfrTleAprYbcpVv7XFDIj7O4LmXcHvqMqSSSQiZDObOTacTpJKTVNetxDLTGOkYifgY3oouhLRwOH1FKjgJTI4dweNrwOmsRii23RsEw307iYb7cpqljkX3oKi2U4Jt51GKqvJ++A8+VHIGOy8JJUskIKiubWFyfIDa+lZUVaGishppSVRVw++vRlFUAoFG0ukkqVQMXXMQi8+eW8tU8motS7OylymCVziJyWKpZjIdzTUzLqDm8dsNp3b1jHUeM7FiURNdrbU89/IbLGyrpabGN/dJ83jbcPfNF55twuXUcDlnTo3d7TW8cqgPh9OBTKTo7Z9g26bFDA4GWdhZy+Gjfaxd1c7yxc049Jmq47qWTYwN7C1yx00mphjo3c70SU8IQVP7NttIn5UXFAWXO1+VVndInK4aBDqq5kAIHVX1oKpOFJHJNpIjKlvKqQgsQFF0FFVDCMHIwG6SiSnSyWCOTDIjmBadn03sOD1LcTEu0CosCU6NIKVFcHKU6tpmNM2BlBaBqkYUYUfAa5oDVVERSGLxmbVRiu/cLO8LEJcp/KqbsBnPkYp5FZHIPH47sPvgID6PzoruWt516wqcDg2nY3Zd+zzeXgghZrgFvxkc7x1hz+GzXL+mi+vWdRKJxDl0pJdE2mL9NW2ouk5VwFuSTAAmRw7R1HYDg+d25Cbvlo5tRSnosxjo3YHTVUVuUpyRWFKgaQqa5sidr2hOyJYOybid5RRcGfWcptsxbqODr5CMj5FORYoILte7Mp1Qsv3IstqV8yKUxrZFDJ2zw+2zwY6GkQ8yFEJBdziRpoVlWaRSccLhiUyVxvOb+BVDYCkSJzoKgoRI2y7EgEc4iZq2hFKpuQkaV48n1zx+e7BqcS079pzi2RePcMcNy1iy0Pbg+dmTB9i0tovmKzT6ex4Xj7GIRSRh0VmrsXxBI51N1bx2pI/v/GwX163uxLQsjpwa5hfPHeKdNyynuWH230Bt87Womp9CatAdFQWJHuW019KTOpBRPym59yVaFGl0su7I2bY1DdcgM2YCq7ClgP5Tv7HlkBL9Zuu+zIayhNLUbof7q1rpVVh2kABIMM004fAEPl8NlZW1YJmkUgmi8TAOzYlTd5FMJ0gV1EpxCAemNO0viyQp0pmM/nlEZTKXvl5BI6D5mDJmr+A4j3m8FfC4dCxLsm5VO13tecNzKJHAuAqCaedRGilDMDal0Vw7M36tyiOodNsSx+Fjtg3FkpKJYIwX9pzgtk1LSJiS5d2NLO6qLxvAqGulMmDMrqKZPqEXfxZF+6a3tZVTomjyL2xTmMA361Kcbdm26C4QzoxUkz9npoF/Jsq69Qz3n0LVdAbOHptxzLJMhgfPMD7alzP8qKqO2+0nEhlH03QsyyCWiGS/Tc4AVIisUGZpFo6MdOKQepFXmERSqXmpdlSgqSoh4+ou5zuPqxe3bF7Exmvacegajz11kJ7eMe6/cx3bd59kcHQO9e5VilPffKbsqvRqh65KGqpKB0OrikDPJLFMpQxSKQOhKAgUNq9byIqlLbzvjtWsWtw0ZzR8f88zM7T6kpnp6REa7d1354zghcbw4s8il7Iqxwi5rbh9FrnPMpPdSpLz6MrOuarmtk0uOfIQua2wBksplCUUyzQY6DlqpzQuddwyi1KrCCFwuby43X7GxvpJpBJUB+rxuv2k0gkSqZluvUmZxMQs0hEmRXpGQS37T5gR11xXhmohlPaTtq68uI1bNp9i1ZKhon333XWI5obSE97n7n2BP33gKRxaubifeYBtsNUzOvLbblxOW0s1HpeDdNrkBz/Zxej41V/cbTo6P3LD2z2Esvjad5/jb7++A9O8OLuqEKBmHuOUoTIZLu3uu3FNJ0II9r92Fk0I3E4dXVNxu/SymYRbOm5GUR1YZpK+M0/mbBatC+623YRzm50iXggFTXPn6p4Ioea2XD0UFJTM5K4IpaCtkpv0SxGJEILh/peJR4bJE4WSpxQp6DvxGNJKF52jKAqKoqCqKpo2u2LrvNyGy0FVNeoaOkink0yMDeBwOAkEGjBNg1QiQiqdRFV1orEQTt2FU3cjpUUiHSdtpHAIB5rQSFpJdEshJQwsIfEJF2qG70IyTkDzoAj7SwkhGElMUePwIRQYS1we9VdKD6CaSVTLtuHkE8JdlsufNzTVREpRFFeiayaGqSCl4MHf28cjTy1jMmiLvQ49jRCQTGnM1wwoj+d2HmPvkT7uvnklK7obc/tTKYPv/WQ3E8E4n/rQZqoD8wk+LxcSSVu6cDq0sqvn84HM5L6drez7c7tOIIBNazvRNHXOcr4NrTcyPrwfI108RzV33JVLqFtKtVU6ZX1BG2a3oUgp80GQ5I39NpnsIjR5mpaOW/D6mvPnZoUcKTHNFKpSkEWjYLF/8vUfApL/9uVHSt6hsnejc1Hp9AmKotDU0lH0hRWh2BGZlq1nS6WShCJTJJJxojF7ZZxMJwjFJgnHg6QzRn2BICmT6IpOWrFzeClSEJEJgjKGUBWqdT+qoqCqCuPJEKMJO23+eCrC+FtMJuGETjRpM7KenkKx8g4B2fw9VxoMU50RpJg28hUxf/DIGiaDbj774d34vElSaZ3PPvACDt3kzz75Isp88axZccN1i/nCx7axdIFtkH/41/voGRjH4dD4+H2b+JNPbuPhx/YzFZp3HHkr8Y/fe4FY3J5DXE4dl1N/02QC9vM8G5kA3LBhITdsWIjLqc8gk4aWLbR0vRvdEbA/t93I+MirM8gEQNdLJ54sHsvsUka5dZ8Qgqnx40yMHp7Rj22Il0X7p2+q6uDMGz/h5NGHkNIoUn91Lf49uhbfN/u1y0kof/mn75KljiuKQlNzB/19dnpkXXdQ39hKKpkgODWOz1fJxISd8t7pdOP3VhKLR3PxKC6H2/YGM2aW9vUJFw5Vx07RAooKIBhPRAjoXhShIoRgNDk149xLjZjlBilxK4myxOGoaScdHEIal7dk75uFqpqYmeqYmmpLMJpq8ae/v4O//+62fEnm80ClP8b9d+3jmz+6stUjlwKPP3OYjtZqVixpxjAtFEWgCMG//XQX/cNBHrz/eupqfJdkgpuHjYd+soezQyFMqSA0B3/4wHoCftdbeo+PnhzijTMjvPf28oGRDS3X4/Q1MdL3Ev7KRUyNHyKdnAKh0NByM5ruZbD31zS134ai2IkiFaFkYkRml1CEsNPVFx3LqqmE/V5R8setTFKvvLNUXorJQVoZc0LeFpIjG7BTsyCRmWS8dvb4mYb5D37i/pI3viyhfP+fvyilhLMnDtHVvZwzJ18v2U7TdBqb20FKLMskEY/nCMXldOP3BYjFI0RjWULxYEmLVLp0zZJKzUvUjOPT3DhUjbFkiGqnP2dDGU2EZthY3gpcqSqtN4tPvnsnP9++monQTLXMf33weZwOAyPz4/ybb97OFz/9ZO64tCSm6eAfvnMrAB5Xkgffs4d/+vFWFEVi/Q6kb7Ey6WWzJbF/9Mge+vsnMCV89P7NPPrUIaYmInz2wW34fPMJOC8Gjz19gIMnh1DTkgfev4nGae64//j9A4TDUf7rZzbjLhGEeCmQdTYqnLRLobZpE9FwL/HIABT4qNa33JxxCxYMnH2C5o47UNWZmYen92+r9bOfsuHz9vvpxvlYdJjJ8WO0dmzLjTdnsJ/mCTYbphNGweVKni+l5AMPliaU8jXlMzaLriWrUFSVru7lZQeWOavoUyIZZ3R8MEcmAIlUbFYyqVA96IpGpeZBy7BrnasStcDQVOe+PNHJV6pK62Lwwdv30FJnV3b79qObmQiVTqT599+9ib/6l1vBNFGkbaRXhIWiWCjCQlUlQsl7xMQSDn7w2LV8/n0v/E6QCcCjzx/h8InB3Of73rOBL3zuTv7s83fy62de5953rsHv9/C1f32OL//j4yQSV0c5hSsFP33qAF0LGvnzT99JY1MdFgJVVYo201KxLH1GFvJLiawxuhyq69YTDZ3LkAmApL7lplx8iRCCwd4naWq/NUcm0722pl8z845SbsTZMeWkGCASOkf/2e0zjhWeM91bbLZx5NtNH0+pMc7EnNRunyvyoZaztQOSqSQjw/1zdTnH9TJfKKfIlDlJYTQRosblfcvtJr+NePipfFGccqqs3DEDUOC/feIJ/uob7wRAUSRf/NSvp50hCEVdfO1nv/2qrizeffPKos9K5rf60A9f4q7bVlFd5cVSFExVwZQWX/3W0xim5L/84Z1zupb+ruOR5w9y8I0Bli9otItVCZ1v/+QgCAUpVf7TR9dQU+Xmv3ziwvJzXUpU1qzENBJEgieZGN1HZe16LMsgGR8GYKR/O2DPZUO9T9HYug1Nc+f2ZTGX4b0QhZ5btreXfY7X38Kyaz5eoOYqhJxBGFkJpliaKY7Sl1KCUhhlX9xvubGWVXn94Ot/IbO2DCEllmVx5sSRGe00Tae5uQMhJYlEnOFRm63dLg9up4eJ4Bhetw9FUbFMO4gxliwdSxLQbQllMhWh0ulGkWpe9aRIxhLhy6DsuhqQj6a9dH3Bn3/sOf7hB9swrVJBVBZf/OST/P137uCLH32KeMLBlx++GYBKT5wP3vAKP3tpDe9eeYhv79pyCcZ1daDwGfruQy8yNBEBoWIUJOb788/dhkNX+X//6Un+5PN3ZIrTyTknkqsZpeaW6ROfEIJnXn4Dt1Nn89rO3P6fP/Yah08P8pF7N9DVWsM3fvQq9962hPoaT+68Kwn1TVtwe5tIGWksy2J8cDu1DRtzKq9CY3p+orZfCyWCrFpLKJlFfIG9JEsm5+MFZvcvZz1ebt6XUnLi9YdZuPz3UBS9JKHc//H7LlzlVXCFsodFpiMhBG63h/raJtwuD/U1jfi8ftqaOtF1B+FokGgigqII3M7SKpcsE9d6fGhK3i1OURTGEpHLSiaF0aNXGpYuHOLumw9ekr7++EPb+eLHnsChm/zt927OeIgVi9xCSL740af5m2+9A8NU+avv3sk//ewGvnDP8/jdSR64aQ/fePIGRiMVfHvX9ZdkXFc6squ8h36+h3/46hP8w1d/zehEBF3R0BSBpiio09QKcUvw1199EsuS/I//+cSMgkxXI7LfoXADGB4J8Xf/+AQ//uluzpwd5ReP27XIXz3ax5e+9gRP7jyWaavz5As97D3YjxCCXzx5kBXLmvjv/+kd7NjbS+9gkM98YC0NtV6++oMDBMOXxvnlYu59ZfVy/FV2BpGK2rW4fe2ZvmCofwfJ+BgTQy9gpGcJci0KFLRRaPPIq7LyQYTTyWT6IjL7HbKxItPVV4Xvp2/Zc6ZvM8eXR9b4XwrnIaEA0qTnxBG6updzuoSEUg5ejw+Xw8X41Fhun9/tx7IsorNIKQC1bi+TiThVDn8u/mQ4NnFZjPFZRITt2ueTM73RyuNSSg8Xikt77b943+P89c/eyV984Cn++kd3XJZrXi34j0dfZe3KVro763joJ7voG5hACJEL/PrUR2/gez98mT/4/a04Hfa+v/vnZ0hbBpaUWKZEBRQh+N//+J32BJfpW5ll1XklITt3JJMG3/7edj76wFa++p0dVFU6+cxHb2RoJMS//OglcEB3Wx0fuXtD0bm7D5zl6RdOcdN1C9mysSAMAfjRY6+xfmUrL+3ro+fcJJ/+0LU0N/gv6fhD4Tj/9pPdfP7BbefVvqJqiT3J48A04ginH2/FAhQpEVIyOvgCycRIrn1j621oun/GJA55Sa2cbaN4IldyZFIYrV7YR9beIzPaJLBK2mpmS8dSeNxeTBerxAq3D33ygxfu5fWDr/+FPHP8tVmPXw7UuasYTwSpdQUYjU9eVkK5WHzh3mf5xmNbiadK15J+K3HLhmOEom72vd6e9TZ/C68mEULidyf5yC17+dqjN76F17oyYVm2SlhK+MFPdzEyHOTBD2/lP36+l2DYjkX5z5+5jX/+znMYUvKnn76dv/3Gb7AsiUPV+a+fuzXXl2FK/p+vPY3TIfjiZ26b5YoiZ7N5K77H+aqSpJSk0yZf//az/MHHtvHd7+/gs5+6BYDxYIx/emgH7bUBPn7/ppLn7zvYx5PPv87WjV1YQrB9zymQCkLovO/OFaxaUl80lgsd3+WAv3Yd3ooFqNgmAdv2AKP9z5NKTgKSprY70XRvSULJYnZCyWpoprkOZ1LTF6oP85JFllAM7OdzZvDjbDaRwv1/vu0OAAAgAElEQVRWidlDSrCkdfGE8qNv/h9SSskbR/ezZNkajh89kDumqhoLuxZluyGZSnC29/SsfZVDnTdAJBUnnr5QSeCtwdW83haZDM3vuP4IvUPVHDlVulzzbFAUC8uaKVaXgsuR4k/f/wzhqIuv/vLmixnuVY+HH9nLxrWd7N5/ioGhSX7//q088vh+Jibz0rcQAoPiVWFhor3pj2CpOVNTBcKQNDdU8uH7N6OqSpFh1bLy+vKLIZxvfe95PnTfZrye8gF39mRlX+uvvvo0FhJBuUBYkclXBZAPqrOtAipbN3SxbdNCnn25h92v9mFaAqE4+cDdi1m6IJDr5V8f3se7b19Kfc2Vk4EgULcOX8WC3N9zdOAFkvFR6lu24XBVM3zuKeqatuBw+GdM2vbnfNxIOamk9DEK+plJGOMjh7Fkmoama7HLrWeuJ6zMde1nfIYxfhpm44f7HixtQzkvB+5SrnOmafDGyaMAOHQHjQ0XXkdaIJBIRqN2kGK9rwpXJoJ0MDRGnTfASGQS4zJUYywkkbTixULDZQXLnXJF4qYNJwlFXDzx0soZx1TFLLCPlMZ//ugzfOUHt2ZIpTwSKZ2/+9EdGFdgPrPLBcMJP350H3rmETFMs4ghps8Bpe5qNnJhtsW3BFKWRADnhoP86Ce7ue99G+nrGeXksX46Fzaw87kjWJZk+eoOrt2yBHVaFLdpWmXJ5g8+tm3O75pOm0gkX/nab/ijz96OgkTTVdLp2Z/PvEZhukXSToT44t5eXnyljztu6OYvPr+Vx7b3sLCtkqULAnbQaGbMn/zg+jnHN+Pac6RRebMQFE/odc15T0dFUWhqy6uIZ3NQyL6Wll5Kq8oKz5/Ni0sIMc0AfHGanQuVCNUvfelLsx48tPfpLymKoK6u0Wa9saGS7UzLJBi6sMj1Gn+AxkAthmmSMmw//WgqQTARIZiIYEmLcDKGdZkMloamkXI60Q0DVabRLthucmWgp7+GwdHSyTMfuGUvI0E/ybQ2qxSy67WF5x0h79LTfO6W7ew+Xb4qnsBCFVbBSvW3B8eOD/GObSsIhmKEIwkOvn4uF3dS6LmT8dfJPOiyOGn5eQiEJva60gSCkQQ7957iyIlBBiejoCrcc98mhFPj5b0nkVLS3FxdRB4vPn0ICXh9rhy5zDZZpNIGSqbAUjJlYJoWpmnxN1//Dbtf7SFmSl585TSqqvDHD97Ezv1n5rhL059hFYGKpupougOESkdzJUdPTdHW5GPVErsq4Y8fP4Xf6yBQ4SSVNmct+lQOrw87qPfZhJdV05mmNYNwLwZOdz26c2b556z0UUgG0+0W9iK9dAqUgp5mPVaKYAoRj4+BlHh9TXkfAAF5Yj8/LcRsEsqKtSv+r1L750wOuXip7e8tLcmJNw7NOYBCKELBmqPAVl1FFfFUkkjCzkQ8/eZfbmQ1h+IiGf1SQwiJrpmk0pcuGvhj73mZXz5/DZMlIuUvBC49zYM37+Sff3NT2XaLqoZZWD3Cr0+Vzg13tSOZMvjpo3sZHJ6yf7tS5ISU7GuhwJeLRs62AaarHwohJZioZCeDGZm4FXuKtr0tJYqELdd1s35NV1G7J588wNmeUQDuuXcj9ZmCYE6HRipt5Mbz9R9s5w8/vg3TlPzdt57GkpnJV8CX/vAO/sc3nwNp2sR5UY+Jhq45uH5dB7dc38WOvf1s39vHnVs7WLOsDlURmJZEVURu4v/6D1/m3ttX0lBb3jCfSWKQsWtJjgxarGy2Jeh02uTr33oGh0vnMw9eAhWtUAnUrcftayveLQRj/c9T17AR3WGPtzShWEX7ikkj7/VV6LmVbVvocj4bqdiu6dP3Fu+YTeU1lyrs/otJvXI+2YbBtqeAxCwoMuTz+qn0V9I/1Dfn+fUV1USTcaLJOE2BWsYjwZzUcrlhOXygOVBiE2/L9aejujLCO64/wr8/cd3bPZQ5IYTEqaVJpB0owkJXTZLG1VsiV1NNhJCkjfJk/vBjB+g7N4zILp4yhJK1k2R2ZXIlzXxAbZqY3Whqn2irKiVgYeVpRRFoqoKiCFIpM+fCr2R19ZnTrYKUIIUQCD7xwc388Il9hCPJ3PX+5OM3868/2YVpSTDtvFOKovBnn9xKNG7HWnz528/hcenEYnO48RZdWoDQWbushdu3LsyVAnh+Vx+11W5GJuJ0NPt57dgoK7qrWd5dQ8qwePjRfdy6eTHVAS8elz6r6q5/3ENzdWxW9eGlREXNOjwZG0ohssRg/2rkjEVyliSyaexnV2tdvA3FznKiYlfMLVzUF9hTuMyE8tf/2z1FB41pk7ym6ei6TkdbF8lUknN9ZwsGYRURzFyor6wmFIuSuEIM828l/O4E4fhvX46ngCfG3WuO8NDODTRXTnFdxxl+fnDt2z2si8Y13X0E/HF2vLqobLtY3OBnj+1haGQqo9LKGzzt7NuyyAOn1DNnCmX2h3iaJFO4WwLLuhtpaQrwmxePAxZ20aTC0zNLdizcbp1UyszUDsmqPaxchwKo8LhQhMIffeLGXEbdcCSJz+sgHEny5X/dAVhoDo3Pf2gzX/nezjJ3R4KQeTZFQLbGBzo3bGjH4XDgdKhsWFWfO+uRp45xsmec++9eye5Dw9x4bSs/efIgI2MpPnX/aprrK+Z0PpBSkkxZOB0KkWgS/yXOq1ZRux5vxYJM7RDVFhXJ6DesFJqi5WqWTMdsRvn8MZiLUGazrdi/OzNDXBq2otQeGSiZ36cFojxxlOOG2Yzy5b28vvHn0uFwgrRFySNH9uWOaZrG0sUricWinO45id/nZ0FHd+54MDRFz7nTuRtqXgbD+tWC//7A4/zlQ+/kcviReVxJUmkNw/zdNZy/1fiPx3s4e/YUyCRCCHxeN7FYGtM0z49QhMCk2Ato+oq2wufCMC3C0aSt3BKZiSsTM2Bh6+RlSY8rFYRACIv33bGK3a/10j88ZdvKpJI7M+BzE44m+fQDm6mv8RZNUn/5lWf4o49fzz9++wWyUQpKZkIzZXl7hL1Ct8hToF0gCqFy44YObtncRTxhkEzZueM8bh2HPvP3+tAjBzl5bgivX+Oz92/Bdx4eac/tHGLb5ga+/v0dfP7j28q2nwtWZviKAqrqoKJ2HU5fG6HR/bh8rTjc9TlV1OTgC1QGluJy16IoakkpJeuRmf88nTiUMsfy5xW+Zr/3+MhhTCtNQ9N6ZhJKRt0mZFmppBw3zCahlP0lHD92mFQqSTKVIJUqTuYoJURjEU73nMDh0GlpbiOZSpKeJsX4vD5qq+vsal/KlT2pySIXxzePgDfKdDVDVUWUEePyuT7esOEkLQ1vfar/32Xcd1cnSxZWUxXwUhXw8sF7NtLaFKCq0kNVwN6EEAQqS2eHgKy9NKv4kkUqG5/XyYfv3chdt65ECrBEoQhSYDtB5mrvFUMipIWw4OdPHmRgaAphgZD2L95CIIXC++66Bs3l4Gv/vovhsQjjk7HMFsUQkv//uy/Z0gVQH/BSW+FBsaAm4KMm4KOqwgtStScsqSCkgq5qVHjdOHSN6oCX6oCP6oAHj1sDaRJPpBmfjPHivn7++aH9/H/f2cXx02OUwgP3XENVhYP337oaj2tuVaoQglu2NKEoCn/86XfP2X4upFI6yZR93eqapfj8rVhmAm9gMbqzGiMdQ0oTKaGq6UaCU8cwDHvetGuiFLoMwzRreQ55+9v5u/FOJwBFdaCpzlx/+S2bnn4meRT2Mdu15yKaC7KhOJ2FpTHtH78tVubVVD6Pj0WdSwiGp+jpP4OqqKSNNDWV1WiaxvD4CFcmBJbmwRIqWiZtQvbxvlgD/e/f/DL/vmNjkXTwqfe8wDd/uZXLIZ3M4/JhIhjD73HmbAKTU1GMTEnamiof//Nbz/O5T9zIV77xLJZlTjOs5430UtoGfNvsILAydpjsHCTltKgPoZKVUS4eeTWd/WvPqKUyUdmWzBTDy7ij1dd4+dyHr2NwJMx3f3qAv/i8HdAaiiT58rd2Y2cWNVGA9qYKtl2/mJf29fKRe1bnrrj34DmeffkUfq+bWMzimmX1SGny6pF+7r55KauWNpUc6Ve++zwIwSfv20QskaYm4D2PuBtB56J30XPiV2/iHs2Er3ollpkgHj5LoGEz0anj+GtWoqhuVNWNWmBMH+17lrqm69F0l21klzNTmJRSfZVTdc2WCXl6zEshSuX3mk4i06WpUu8/8MkPlLzpZa2Nbnd+RSWEoLt7eUYVmheyU+k0PT0ngYIbJGy3vNrqOlxOF739ZzFM8wrxm5oFmo6iKSiJfA4eM5N6RZOlU+3Phe8/t3nGvm/+slRWXklDVZjhyYqLus483n787NeHeedNS2hptD2nXth9nGNnRqkNeHngfZuor/UzOhYGYTHdSwsKVpAF++wJHc7PlaqcZD0H2cjSK+Xiz1lzv+Te21dgWZJ/eXgfTkdeUlBVhabGCrAMDNNkbDyMiYLDoVIdKJbOPG4nN25cyOa1bTyzs4cde85y983dLO2uZzIUJ5FM43IWSyGj41GqA16uX9dFKJLgoZ/t4Y8+vg3XnNKKvKRkomp2GfPIxGECDZsQQsM04lhWGiMVJjq1l0DDZjR3de4O1tSvR9OdtorQNJGmNaM2eznjezmUI4npmK3N9D4uxEBfiLKE0t29okj0lljEYlFbJywEXrcHh66zZNEyABKJOGNjtluiy+UCIYjFY3jcHmLJGOm0rQ7TNTuDpWEaZQd3WWGk7K0AF0IkDYEQ4yHvRQT5SdoaJ7npmlP82282zN28BHyeJIoiCUV++wz9Vwsaan04HPm//XvuXIfx+AHuunUFTofGTVu6efjne3JR5jDHwymyL4UTAFl/2OJGc2IuNW7hcWHbNzIE09pYQe/gREZEstt94+F9fPz9azJKtjy8bp3PfnANACPjUb72b68ACi0NFbQ02IulWDxNImWyYlHeAF/pd+H3ugFBTcDLzv09CAEdLVXU1/hyxLJjbw/Xrurkl785TCQSo7O1+qKyArxZuH2tWGaSZHwc00jiqVxCLHgMMx0mOLIHzVFJOhlC130IoSKlZLjvWVq77kYpqIlS+Jp9X2rCL5QYypFG1n7zZsIuSl3nQvqc45eWMfIJ+9WyLE6dPMbpU8dzUkkWtgHSoq3Z9smORqOcOPMGsViUjuZOKrz51bfP48PjcnMlQgoFKS485mPjkh7czgt3dRZCsmXNyYsmE4C2phAL2icv+vx5vHm8+9bl1FUXF357311rcpPhf/zyFSzLysVIlIMQWSIpnnRERhWWX8mSO152Q0FkgglLbrmJLLMJAIXO1gA3b+4CoQMaUqgZEhE8t6vHdiaQcLY/iGla9A6GC78FUqgwLQ/VqXNBntjew9hkPLfv2lWN3HRdG36fk6UL62io9XHw2CD//sv97D8ySCJpLzzf/44VvH5ihFjcQBeC9929DodDo29g4k0FQEvAvIBnPjJ1gli4F6e3GcuIYBkhvJVdaLr996+sv5Z0Yhhp5VWFLncdlsyHVqiqvfiYbr8oZaO4EMN54b78318UxDRmjssC0sjsZ/r1ZUF/JdzdS6EsoYTDQcIhO/2IQBAO2+/9vgq8Hh+hcJBIJAwSDMNgbHyMYDhIMGzHkVT4KtE0janwJJFYPrdRNB4lnrw4NdJbCQuB5fIjPKUjzcvhV7uvuShXYCkVHv71xgs+z+tKUBcIUeGNk0pJevsvPhNrZ8sYivJmdPDzmAud7TV0ddQWkUn2gV/QWZcjmtm4Jj/hl4CcYztP2GPIX2fz2lYe+sURQKG7owaByqJO+3Xz2naEUOhqrWLXwUESKZMf/zq/yHToCos6q2htKn6WfB4dKU1O9RY7imy4pomagIsnnj9OT98Eyxc1UBVw8eSOU4yM5+eO971jBcuWNKJmsjefOjvGj3+1L+MGfXGQKJjqhT27ml5BItqPUFQcrkpCYwdJJ+1FXToxjtvfipEOkUoMowioCCxGVfWMS28+BqTcNut45zCgZwlAQZDz38iSiSUhk8ZHySw1crpWie3KZkmkaSEtK/+54D3W7GMrSyg9PSfo6TlJOBgkFJyi9+xpFEWlq7ObysoqJiYmmJicIBgKkkgkcDpdnO3vZXxygmQySW1VHbruRFV16qprc/16XG5cjvIuf28HLKEgNBVdu6KtPQBU+WN0NIzT3TbCh97xCquXXHylzFVL+lHnCeUtw+neUVYsaeGed65n8cKGTAqRrKQiWLOiPd+4iDOmG0uz/5WCUmYTF7Bl+4KHHz2KlLCkq5aPvGc5Qqg88O7lSAQ/fPQoqqrykfes4PfuWMyZvhDd7XnycLs0tq5v4R03FKfl6Wqt5CPvXcF1q2ca3fceHCCWMKj0Onlp72kGh0MI0kxnxXvvWMniRU2cOTfOD3+1n0gyzYkzIxet6lGwcBjnVwVWc1SgOfzo7lo0vYLI5DGCY69jGHmJKzR2gPH+HUQmjxGePEE03MvwwAsgzRlR79Nxod9hNmmmkHQsy5pVkilnaynlIDAXzstH9kzPCXrOnswNZHJqkv7+XqoCNXg8Ps70nuJM7ykGh/vRNY3qyhoUReHcYC+KUKjwVhJL5CWSqXCQcOzKK+OrSRMlPEE6ePFR8otbhtGUtz7mpm+0mleOd816vKk+RKX//KTAXz27es5o8HmcP3r6Rkmn8/bBE2eGOX5qkDdOD/KuO9agKnlJQCB45PEDORVWVqWVhZQSXVfp7qyj2KJyITjfs7JjguWL6lAUwfLuGlYtqePIiQkkCodPTNhqrAz/mJbkyMkJTp8Lc8+tNnkkUyavHB7mkaeOc6p3PNd7KJzg3EDphKuDo2FcTpV33LiYLdd22TEmErpaKxgeDXLo+HBO9QXwnttW8tj2IxgGIFV++sQBDh0fRErJ4eNDb8qOUA4OZwDdUUk8dJpU3M5tGAu+gZGcqXJ2+1pw+9pIxIYy7sTyvCfmuVCODOxjll0d17LyHh9APDZKKHjGdnG2rNzx7HJCyXiPhUO9hII9hII9hENnC97b22woO4vUVDcU/RRl5r9YNEYgUEs4MpVpV5tbRKSNNGf6TgHgcXlQFIWh0QEmguP8LqCjfoKzI9VveQbeSl+cjqYJXM40B99oZSiTELKpPkwqrbBu+QBSWry0r5Pqqhij4z4isXmj/eXAwMgkDbWV6BnnoztvWsmxkwM8veMwi7oaWbG0BcuEw8f6yCfizNtEsvOEkHZUlENTaG0KcLJnFIRtMrfb2M7Fszu2y1waQHIGdMGijmq8HgfHz4wTj6dYvqiOU2fHWdRVx7GToxiWZEFbFcdPT9HVFuBkbwiBZM3SGk72BkHCmuX1qIqCaVj8esdZ/uTBNRw+MczKRQ2kDZOR8RgdzX76BoM01Hg52TPGwGiEaNygrTkvyQyNhhkcCXHk5ChLumrpbA0AJm63zlRE0NRYxdhklEQqSiyRLAp4XLqwkUOHhzEtAyQ88uRBTMPkF08fwbRWsnpZ65x/q2TK4HTvBMu662dto+k+FNVBKjFBLNwLgMNVjWWmMdLhWc+bHNkPQEXNahIohEM9eCsWEI+cw+vvsNVRGSl1upE+Sz7T3xdBZv662Z9BQS6FUpQlgGRiklh8FJczgKa5C35BmdfMdWLRQUwzbxOWBf2XQ1lCWdC+pOhLFTGiAMh7RWWPJZIJhkeHSKWShMJBegd65hzEbxOeenXZJe3P5UjT0TDG8XO2iqDCm6CuKoJTN3j3DYfpGajg+X1L6R+1s55W+hLEkzpYBuuWn+N0bxU+f5JQxEUkdkmHNo9ZcP26xTP2jYwFWbGkBSEEd2yzk2SqmkBKwYEj5+xG0i7nkHnicg96Ip5i+643MgbWzGMt8vnCbAP4NE8cYfeFlHS2VhGKpJmYSmChsGVDB50tAbbv7WXnK2e5bUs3gyMhGut8HD81ipSS/uEIa5bXMzAc4Z5bF/LKoWEArl3VwGuvD3HvbXY6mmTKxLKSWJZkcDTMykUN+DwO7r09n65mfCJC/9AUllBY2F5ddF/CkQR7DvQyMhbC6xQsaA0wMRUjkTIAwUuv9HD9+k5aG91s332KjtZqXE6Ng8cG+cKDN3Ls+DDXdLegKgpSSH75zGFA8sunD5M2JKqAtSuLkzcWwjAthsYisxKKrvvw+NtIp8KkyGsuVM0LIgFlCCWL0LhdpDCVmMTllSTiEzg97ajCQkgyajB7g5neXdM9ruxGZAzrIDKT/Qxj/PR4EqC6dik1YllBiIdtQ5EUq8Eamq7LjaVcsON0lCWUcqKZyA5mGtwuN51tXcTiMcYnRkkkExec2n4eeaiKRaUvr5+tq4qwflkfh082MjblZWi8Eo8rH1h67HQdACsX9nGqt5aJoJdjZ0oHic3jrcOR430sWtCIQ7cfsRs3LePA62d57ehZJLB2eQe337QSKSWqqrD3YA8AUkxftGWhFL+XNrUIIaip8uHzuTlzbsJ+6IWgvTlAKm0wOBLG53GRTMKSBX4ClR7ODUWoCXi4aUM7CuByaqxZ3kwkmsQSAhTBO29awP4jQ7YRFxgv8MqSGOx6tYdNaztRVcG1K2txOjRuv76bUqip9nH3rTPr8wAs6qoDJD29dnR8ImWwbmUbiqowPBrm9ZPDvLz/TG4yq6504/U4UQS8crCXlGFRVeVFyxYcA4SiYEl49NnD6CqsXtHK7gO9ICUOVbB+dUfu+l63g5s3zV5+weGuxeVvITZSXLk2Hjk36zmzoaJmDYqqUVW/vmhCD02doLJ6CbYrFcBMN91Cl2BRsFi4kBiRUu2mk8Vcr3NhTsV5Ob9nm1EL2TR/TFVUNE1HNa6gWJOrENGEkz1H8z/4yZCbo2caGJvycqynEcMQOftHe+M4bQ22LrehJsiew52MTFxYsOTmFWfY9Xon51sTZR7FOHD4HEsWNpBIpJn+DMYTKfYcOoOUFoZpsWFVl50eZOtSFE3w8v58xVNNU9h4TRcIu2b7/kP9gLBXpWTrqwhqqjwsW9TAyHg0l9cBwKGruec1lTLp7qhh1bIGhkZjPL2rl2A4zbaNrdywoZ09h/oRqsIt1y/E7XGRNix2HegnlTJ5+cAAKSPFnTd25Sc0K8lzLxxj09pONFXhti0zJbILwaKuehZ1FUsIa5a1wDJoqPXz/K4TTIVjIOGFvady43j25TcAladfOkHxCt3uQ0pJWtptf73jKA4BN25ceEFjS6WCxKOjCJEPnnS46rCkUdJuUg6hyaNU1a0udtMWYJhJO+1TVoVVQCpFJDItzuRibDEXQibT32dR7rpzSiiFX2SmCFasrSu8TiKVZHJqAtcVGm9yJUEIiy1LTvHisfJZbQEmQl4mcnVMJNvWnsDjTGFago6mCSSwqG2U5prgBbmM5sdy5Xu4XcnYe6CHtpYq1q+e6TCxed0i1MxEXxgtL4Rg26Yl6Hr+cdRUhXUr29m57zROp86117TzysH8qrgq4GHV0iZqqz0YhsWLe87Q2lCJw6Fx+twEUsLCjhoMw2L5ojpWL7dLQf/6hbMsaK3kRM8U166ot914Ldud9MVXeuznG3hu1zm2rmvj5s2dPPXCIW7c0IWUkudePsmt1y9Auwx5L/oGo8RiadauaLHnFinY9eoZool0JuksIMCy7NLC265bhKLA9l0n7Xu6ebE9ZwvBLZu6cSiCzRsujFDSiUnSiWnEIQTiYhZc0o5DUQqcMgACNasyrr7ZPrP3trieSXbRXhSXVEIdlu17OheUS7cyF5mUCrIshfNy7ZlOJFmPlEIjznR43F7aWrowTZOJydLJ3uaRx8V4WY1MVrD91UW4nWksSwFTcnaohv7hKhprgwyNVbBy4SCDYxWMB88vIeXOw+WrL86jPDau7cTjdsx+fFX+/r74yhs5HfWNG5ey9dq8yihtmDy78xh7XjuL06GxclEz2ZTjIKiqdLF1o01ao+MRlnbXMxWK09pUSWdbNR2tAVoaK2mur6DCl3fRX7e8nqGxCJZlSx+3b+nAMExSqTS7D/RiGCbbNi3k1k2dIASpWJjbt+QXOi/sOcn/+YV3XqrbVRaqItB1lZVLGqnw2w4lh4/1E0+kbYcAy0TJ1IZRFVv6UFWFnbtPcNP1S7j+2vy9vum60uq4i0EqfnH5CP1VyxBCwTTNfGAjEBo/SGXtavKLc5E1bRQt3rOfs/P59ASPUEw2WS1D3g5eOJqZtpGycS0l3pdC2VmslGiVlVQsy6S33xbRdd1Ba3PHtJMhGJoknpi3BM8FKRV2n5zdBbgcCvN/SQtMS+HcSCVnBmpZuXCAG9ae5qndS4oIZcuq07x6ooVY4nxigSS3b3ydp/asuKjx/a5h9YrZDcAAO3Yf44aNtrOLz+PMGdaf2XkERQhu3LiUF185yZb1C/F5nKhCkE4ZvHa0UGcvQOTjhupqfNxw3QJ6+iZorKugrTmQO9bdWQPAgdeHaG7wE42ncDpUhJAcODqEtEyOnx5i89o2btvSjRCwflVbrg7KKwd6WL+6I7eofOe2S+t0Ug5NDR6aGopzgCkKaIrgpk3dbN9zAmGY3Lp1KXv25dWFd9y0nHXXdEzv7m2HECJHJKZpEp54jcra1QjVjSVt7YBtRhA5bplN7cU0Kbdwos+SzoxzitpemK3kktlQCpFnOove/tN4vXZ0tqZqOQ+FbLtkKsnQyMUH283jwjEwXlzfekHLONUVMwl9POTBNM8/Tf/o5MVH4f8u4qU9J1m3qh33NEnl+Z1Hqa3Jp2dZs7zDtgW8dIRXj/aiKoKt1y5h/+GzWJbF1g2L8LqdxBIptu86XtBTfkLIoq7GR11NceqXLA68PkA0nsapB6iqcNFY56U24ObJnWeorfLQsbWbVUsacThmTgfXrukkEnXi9di1Xjau6bzY2/Km8eLuN4hEkqiKyprlLex69Qzbtixh7ap2An53Lq/X+tVv3xjLwZIWkyP7CNStRQiVaPAklbWr8VYWqotksG4AABKFSURBVLoL41Tyk/wMTZDIRyWVWvDnpJiSZFIa50Mab0pCKUTxoAQV/gC1NXXTriby7tDzqvi3HfuPtXJ6oIbh8WJCOHa28QJ6ERw40T53s3nk0FBXgarNJOyjJ/r49HW3zpgcmhuqOPhGH3feuApVFdxx4wpURcEyLcYmItx43SIUIXhu5zHbqyvgZWF7HXtfPcOGteUl2wNHBojGU6xY3EBlhYvKClt1NDgaJJlMsqy7lrrq2eu0AGhaPlBXShgOOmgMzFH29xLjuV1vsO9AD1s2dOP3uXA6Ne7atoIlC+tRVYXlS658T8bg6D4S0X4sM5kxOEsmh/dS12RnJR8b2kVt4ybGhnYX5y1QNGrqN+Si7E3TRFFtZZ+iKJimRTIxQTIxjtMVIDh5Eq+vhYrKBZlSwzKTR87u0X6fJ6vp0g3YAauKyFcdBRgZermg7UdKfscLchvOik+KolBTVUwmyVSSnt6TuSgZp8PFskVrCIYnGRg6W+4y83iL0DdSRd9I1dwN53FJ0d1VOqbhjptWlcyOe6p/LBOV3gLAikW2Ad0wTDrbakgbJmfPjSMtUFRBPGFw/OQgbqfOhrVdnOufZN+BXhZ01nLNipaivutrfXjcOoGKYueY0+fG2Lquld0Heti2aSEv7zlNNJHkrltWzpBUXE7bU1NKGJpy4HNdeCYIw1BIGRoe18UR0ckzI2zZ0M26Ve04M+NbvvhCFkaXF4HGNYTHjmMWpGTxBlpIxgaJhfPzoc/fxtjgTkASi5xjTJp4/ba6Ttc00kaSiZH9NDRvzqVQyc7Bhpm2M0ML0HQ3qlqHpmWyvEdH8fk7CQXPoKo6Hm9LjlTs80WOaLL9ZY+NDO0mbSRpbLoeITSy1GZHyJeXFMpXbDx5iOOnDhUE3Yjce5Ep7WsYac6cPYFTd9FY30pjQyuN9a001LVQX9dMhS9Q7hLzmMfvDBZ2NvL4M6/mVnyPPGWX1D551k4V8uizr2KYJr94ah+PP/8amqbS3VlPOm0yOhHmjpuWg5QkEykGBicRQtA3MMkz24+QSqdpapyZ1LS5oWIGmQDcsXUxYxNBjpzoJ502WbywgTO9Y5hW+ZxuFW4Dv/v8CcXh9lLXtgRFkejaxYUQPPPScTas7iwikysd8VA/llWcfTwa7MUuhZxHJHSaWKSXWCauJRbpw+ltIho+i8PdSCTUgwTS6TiDfc8xeO45hvu3M3D2GYbOPc/Y8KsIRUFRXahaJYrqxu2uzQkDDmcVDkcliqLkCnJliSNLJJqmFRXr8vnbqahcSJYeCs+dC2X/OlOh8VyHpZAy4pw+e4La6gaOnjiIx+2lu2t5zp86GJqkd+DUeQ3k7YLqduCo9BAfmg++nMdbj2uWtfPoU/t59x3rOHPOrh0kgPfevp5fPfsqilBYs7yjSJLxep3csmUpew/0UBPwcttNy0GC2+1gcirK8EiIQEWK7S+8zpJFTayawzEA4PU3+jn6xqBNYE++xn3vWsf771qXC8QsBSHA67qwJKJGKkl4YghFkSjKxenBl3U3UFPlu2rIBCAZG52xLxEZnLEvHh2Ytkcy2r+dVGIcRQji0UFAYbDveZLxEn3Gx0jEx3C766iqXUU6ncbja8Hnt7MyaJov40SVl06EEIwMv4rP14bLbWcuKJRWXO4GELYqbWTgeeobtzI8uIOsdNLUtG3W7z0n7axatqEolD+7GUaao8cPEo2G8Xn9JJJxmhryP2QhFDxuH9WBmrku8bbCShmkpqJzN7yMcOkp7lm//+0exjzeArS11HLt6gX8/PFXuO+uTNkCCe3N9nOiKIKOllramvLPTTJpcOLsCDdvWcq771xDZ1stne21NNRVZE8nGE7gcGi0t57f89Y3OEUyZYIU9A5MYpgW7a3VqGp+Svj3n+2eUab2QmGZBolo6YSQ54vmhsBFkYmUMBku7ajwdqCu4yaEmDvHXzI+gpQmg33P09B6E2CVJBMAy0xhmWkUzc3E6CE715vqQlE9SCnRNI1Q8A0i4XO5v6WiKASqFuJw+nNEkt0vhGCwfwdSGihCUFm1HJF5zcLtnl3VOOdf6UyvnUNozcpNgO3udujoHlRFZWHnUhRFweV0s2LJWrwe2/grhEooPMHYxBBO55WdkFCa1puqpfBWIGVo7DxxYQFYVypaqybobhjh+WNL3+6hXDFobqzi+o2Laai1CeEDd19Xtr3LpXP9uoXU1ZT2tuvqrOWGTYvxepxUllBvlYKFgoVAWoL737UWryfvQv79n+3mQ++59n+1d2bPUV3pAf+d27t6Edp3CSFUXgZMYgjGsQDh8QIDzphgGCYONZ7gqkxqlmSq8pKqVP6AqfJLMn7yOJOlQqa8YTwTjJ0MxjabxwwOg8cOiyWQQBtakFpSL3c5ebjqVd2tFghZM5zfC3Tfe77zdbX6fPd851u4en2MA69/xLPPbLilrOylQMAXmfumRWJ86Pwsl1chIlP9mObcFcPjsXFujnyGx1uO5nDYdc0se9dhmiYl/gYcDheapmFZFrFYDIfDn/Q8WZZF//Xj6PokUkoqKh+gr/cYNbUb8XrttiM+XzVpVSjzUtCg/OHqR4DMrE6Hw0n7itUYhs7l7s/wuD185d61lPgCM9upxNmKQf9gLw7H7842dalgSY2hifk3+VqKDIWDVHin2Nx8gfd77vmy1Vky1FaV8rM3TwGw9+mHkVKyd8fDGfdEonFeP/IxwgR/0MvTT6zNKcvrdVNfO9+zSjsUUyKpqQol804Arg+M89LPTvKtPRtw5nB3Syk58fEQHetr0HWTA298hCE14oYk4Pewb+eD89TlziAEuJx3vpVEscQjhdti1K3cSv/lI5ljsrP0c2BZOm5HGWVVa5BIdNNAQyM8bpepCQRXYFl2x11N02ZyYVIuroG+E0xN9lJb34HbHcTrK8Ph8uP2eLEsSe/Vt2cMoaSx8UmuXTsC7MupS8HVPhgozUrnT70f12NMTYcxTSMrHT/lFjNNM9nyUnF3EjdcfD5Uh9uharplMzyaqlQrhKCqPHMH4nE72bZ5DUDe3um3cirxxrvnGBiZYM+OB6ks81MayPQiOJwaI2OTHHrnHCD4zr6Ns2Ss+Yrte3c6NbY//gAAk1Nx3nr33Kx772aql29h+NopLGPuncZw78mM10I4KK/byEjfsTnHOpxunC4/EzevYOphnC4/I0OfADA6/FvKKlazrKyNocEzTE6kkmSrax+mtn4dPd2jDA+dtV1yySx9QEJd4yaudv0CgMHBU9TWduTVQxRKVPnR3+2WAsH6BzuzrtiWLa7HkZbE4/HNbJ8kUsL4xCifXThLXI/lkLq0iUsnJho+sbhx9oq7j/EJO+m0NFSCZVkc+PlJ/vzr9o81Ftc58IvTCCkJlnjZtS13m+gLlwe41DXIjifWFD3vxGQUwzAJBX28eegMTzy+mlAw5Sobm5jmxX87jmHYT6X/8IOtyTDTF//1fb73XGdOuZZlMTEZZVmocF7L3YTDVYKpR0g3/TXLtzF45R1gbveXw1mCaRSuNuIpqSZQ2sb48Hk7skxaIASWmVrDHA4PmubGNCNYlkF1wwbGRy9h6NNomhNDn0JKi4bWxxjo+RDTTK3dLlcAXU81RGxt28u+7+3L+YRT8FA+Gp0mEp3io18fTSW8mAanz7zH2d+cwuf14/WWzKoVEwqV0dZ6fz6xSxoXBh6UMVHceUpDJZSmLb7j4dTC4XY5eebJdWzdtIbwZP6n2xUtVSxvquLkR8VHU4YCXsqX2SXftz75AIfe/iRjjrJQCd//1iZ+uH8zP9zfmVH0dd+uzPOeuG7wk3//AEiFl/7Lq6eK1uX3HVOfJnsf6XAFcnfAykIIB5WNm/Ned7rLqGrZTqC0nejUAKHy+7HMGJalJ42JP7QSX6AZ04yh62Esy/YUjAx8Qjw6hmlE0OPh5NmOy+UHkWkWEsaktX0Xza1P03P1rfw6FfpAj6zfmvHhhLDQNDdr/2BjRtp/emMWgInwGJe6Pi0keskiRFHftUKxoAgheG5XavGI6wavHD6Nz+tmz44Necdd7x9j8MYEHRturfhhwO9l1461eL2ZZWJKg7ODaYQQhAJe/vEnv+QHz3/VflNCJJqWSW9JIlO/e56JxaKqeRtQbDdXgctdSt2KHfTPuJzSMeI3mRz5DSWhVizLQHPMLko6He4GoLRiFXpsPJnvkr4DSSfdYdW4YgfXu99GSvv77ek+DFLS0Jy/OGhBl9fx11+WmdsyicyxTcs2KOPhUc59ejqvXIVCYf9uXj5wjOef3YJlWfz0lQ/Yv7czeS0a0xFC4PW48sq4OOPy2j4Pl9ft6hyJ6smKylJKxici/PQ/TxDwe9j/7EbicQOvN7/OdzNCc1PV/BRDVw5SjMtL09xoDg8VDR0MXnk7l0SEcCClhRAaUuY+q6xpeIjo9AjjY5dnXatu2Mzo0FkMPYymubGseHLuxP+zdfr7Fw7mfO6eo/QKpGryWzPqayBm139JvNY0jfJlVay6bx2ffn6mkHiF4q5n3+4OpJS89B9H0dNyPoQQ+Lz5y+AnsKTEtO5s4bwX//k9olEdTcDffOfxjPL8QghKQz7+6tudCOzggS/bmPQOu2msiLMUI52lFefG1beob9tF3xevMVdYRWJBF8JP7fKvMXDlcLZEXN4KSgIt3Lzxq5wyquvWocfCuD2V+INxpsI9Gddv9J1IGqKGlsfo6zmKaUZnGZP2+76JZcqCgVZzJDbaVSuPnTzEB6f/i1RNZZExNN2YTITHOP/ZxxnVhxUKxWyEEHjc9uL7F3s7+cs/exTdMHn51feKl0ER2cm3yUQ4wveff5Tv7n80Zz5KYhflKbCTmg9v/fc5LnYN3vJ4zW3n1AyMLm5wQKD2j3F6yue8T0qd/q6DFBOjJzQXje27cLk8uNwhKuofy7ju9lbhD7Vxczj/w/uNgbOMDn/OjcFfEQw14w80ZumT2tXohszQqmXlzuRafvn/XqXr0msUCtwt6m9x04an6Hhoe+IjkuuUQQjB5NQ43T0XWH3/utvOsFUo7haEELhczmTHRsMoPtS+va2WluZKfvRPR3jhx0f48NTFjOvvn7jIhUsDt6Xf3373SVwuR87y9gvNz4+ep6WpkpXLcxfYLAaP0zZsNWWL24tJczhnHWhnU9O6c8ZFVSiMXqPxnt0I4aRhxS4MI05/9yE0zYXH48PpDlHf9gz17bupaOzE6XLj89dTWfdIUkKw9B5Ky1YBUFq2Gn9wBUgLy4Tquk34SuzqzHVNj9Gycg/NbXtwugIM9L6DNZNM2dD6J5imhgTa7v0mUprUNz1FMJi/nUXBv5Cjx99AINjSsTPNxZVwfYkMSzY5NcGvzx2nNFQ+48tTBkWhmC9Oh8bz33i06Ps1TeB2OVn7QAudHfdw5n+7eeHHR5BSsmXjfWx8uP2WXD8DN0NEYjGWV8dwOYs9RL59tneuIru17Xyp8NkJhIvh8gpUryM+3Y8n2ILTW8Wcuw6hzXGHoGbFn3Ltgu0O6+s+SG3LDgx9kmuXD1Je14FAYOphBnveTRsniUym+k+Fx9P752jJIKqhgRMwcCKpZ3/vL2lq/RqDfSepbehk4NpRDGOahtan0BwernW9SVPr1+m68Aogud7zJtryZ/JrX/hQ/iWZ7Cev2UpLKdH1OB+ePpJ3nEKhWDzSO6ueOtOFbph0rF95WwtzZi/zhdByCSAclLTanhZpRole+wBPfQexgdN4qtcRvX4MAKevGk9pG7HwVUpqHkp0XSY2dhEpLbzl9wESIcGh2VXYpZRM9H2IERmirPGrhIfOYMTHKW/ZhsMVJOHVEcDQF6+BNKlq251c6BM4hJhxMSX6ldhHCZYRpb/rjeR9bm8Fy6rWMtT7Lj5/A9VNW5gc72ak/wTBZe1UVv8RSDGTDZ/qP5/o5KgJgSWttOomtlzLkpnft5T0XnmNxuanIVlcUuPbf/3c/A/lIbtH8cwccw1SKBSLRkbHPs3etSQy6w+/d56z53sRlv1j/8bO9SxvqSxC5p3S9s4ySRN+evOH/kuD6av/g69py8wbIuvfxEvbtZ9RKWQmpSBRiiphIjIrhSREpcalSldl1cIS9glY+szp99uLd4bQ1MdIprKn5st8eEjNmS4j1aJegEwfk1rnM2ZLpMtnGbp8qJNzheL3ibR+4QDbOlex5t4GNJGq3rVUOXL0U879tnfuGwtQ2JiYTHcfBitO5Oo7tzXPYiEtnf4vXp/nqC/vaaCgy0uhUCgUimJROxSFQqFQLAjKoCgUCoViQVAGRaFQKBQLgjIoCoVCoVgQlEFRKBQKxYKgDIpCoVAoFoT/B9q/DIlIqrf0AAAAAElFTkSuQmCC\n" 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\n" 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\n" 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\n" 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\n" 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ], + "source": [ + "# DBSCAN\n", + "scores = []\n", + "for eps in np.linspace(0.01, 3, 6):\n", + " db = DBSCAN(eps=eps)\n", + " y_pred = db.fit_predict(img_r).reshape(275, 400)\n", + " for i in np.unique(y_pred):\n", + " img[y_pred == i] = img[y_pred == i].mean(axis=0).astype(int)\n", + " draw_picture(img)\n", + " img_pred = img\n", + " img = cv2.imread('birds.jpg')\n", + " img_r = img.reshape(-1, 3)\n", + " scores.append(structural_similarity(img, img_pred, multichannel=True))\n", + "plt.plot(np.linspace(0.01, 3, 6), scores)" + ] + }, + { + "cell_type": "markdown", + "source": [ + "При определённом коэффициенте акцент переходит с фона на самих попугаев" + ], + "metadata": { + "id": "eWLDp4aOoFSO" + } + }, + { + "cell_type": "code", + "source": [ + "scores = []\n", + "for samples in np.linspace(2, 10, 5):\n", + " db = DBSCAN(eps=2.5, min_samples=samples)\n", + " y_pred = db.fit_predict(img_r).reshape(275, 400)\n", + " for i in np.unique(y_pred):\n", + " img[y_pred == i] = img[y_pred == i].mean(axis=0).astype(int)\n", + " draw_picture(img)\n", + " img_pred = img\n", + " img = cv2.imread('birds.jpg')\n", + " img_r = img.reshape(-1, 3)\n", + " scores.append(structural_similarity(img, img_pred, multichannel=True))\n", + "plt.plot(np.linspace(2, 10, 5), scores)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "XvBuM8qUnP2Y", + "outputId": "4b254f40-03cf-4785-b255-0feaa818f705" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" 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\n" 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\n" 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\n" 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\n" 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "agg = AgglomerativeClustering(n_clusters=3, linkage='average')\n", + "y_pred = agg.fit_predict(img_r).reshape(275, 400)\n", + "silhouette_score(img_r, y_pred)" + ], + "metadata": { + "id": "km7iylWuo58w" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "9MYXdX-sb_gH" + }, + "source": [ + "# 2 - Уменьшение размерности помогает классификации лиц (суммарно 6 баллов)\n", + "\n", + "Используя методы уменьшения размерности признаков, решите с максимальным **accuracy** задачу классификации лиц знаменитостей (датасет старый, неудивительно, если вы из всех знаменитостей будете знать только Буша и Шварценнегера).\n", + "\n", + "Попробуйте добиться максимального accuracy (2 балла)\n", + "* без уменьшения размерности\n", + "* с уменьшением размерности\n", + "\n", + "Возможно без уменьшения размерности у вас даже просто не получится дождаться времени работы на 11750 признаках. Я слышал у кого-то получилось, у меня нет.\n", + "\n", + "Сравните ваш результат с константным предсказанием \"всегда самый популярный класс\". Делает ли ваша модель какой-то значительный прогресс? (1 балл)\n", + "\n", + "Нарисуйте несколько лиц, на которых ваш алгоритм ошибся, подпишите правильный ответ и ваш ответ. (1 балл)\n", + "\n", + "Напишите, каким алгоритмом вы воспользовались (PCA или TSNE), почему не другим? Обоснуйте ответ. (1 балл)\n", + "\n", + "Визуализируйте датасет на плоскости. Подпишите несколько самых больших классов именами людей. Чем вы воспользуетесь, PCA или TSNE? Обоснуйте ответ (1 балл)\n", + "\n", + "Скачивание данных и вспомогательная функция визуализации лиц уже есть:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "id": "ZiIqNSaib_gH" + }, + "outputs": [], + "source": [ + "import warnings\n", + "warnings.filterwarnings(\"ignore\")\n", + "\n", + "from sklearn.datasets import fetch_lfw_people\n", + "lfw_people = fetch_lfw_people(min_faces_per_person=30, resize=1.0)\n", + "# эту строчку менять нельзя, ресайзить нельзя" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "id": "4wMYwDPYb_gI" + }, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "X = lfw_people.data\n", + "y = lfw_people.target\n", + "names = lfw_people.target_names" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "id": "2vQfc0rZb_gI" + }, + "outputs": [], + "source": [ + "X_train, X_test, y_train, y_test = train_test_split(X, y,\n", + " test_size=0.2, random_state=42)\n", + "# эту строчку тоже менять нельзя'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "5Dr-ZILab_gJ", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "7dfce34c-99b7-4db2-f8c8-062c6d7dbd4e" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(2370, 11750)" + ] + }, + "metadata": {}, + "execution_count": 5 + } + ], + "source": [ + "X.shape # 2370 лиц, каждый из них представляется вектором размера 11750" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "AAZas5Xeb_gJ", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "95d37ab4-f981-42dd-af78-3d378bb49182" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(2370,)" + ] + }, + "metadata": {}, + "execution_count": 9 + } + ], + "source": [ + "y.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "hviCNkfDb_gJ", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + }, + "outputId": "ee6814a6-c1e8-40d6-c97a-4d173cf7a2ad" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "'George W Bush'" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "string" + } + }, + "metadata": {}, + "execution_count": 10 + } + ], + "source": [ + "names[8] # в y лежат номера, а names переводит номер в имя" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "id": "jij89pkFb_gK", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 482 + }, + "outputId": "6b125134-c76f-42e4-b75a-42e70f37afaf" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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lqd6v7IpqP65/XhpiQUFBSunhVG+r1Uv19jvfpHq7KLv+lpTSK5Y07K9SbcH7iRcqvwUFBQUvBRS5q6DgfJR+8uJAWSzX+FrV22r8umofxK9/YbNTUFDwIsFQ9f7I91QHP/tRSX8H1z9R9R7Nd1UvpL+0qqqnfqczWVBQUPASQ5G7CgrOR+knLwIUGnZBQUFBQUFBQUFBQUFBgUOxLBcUFBQUFBQUFBQUFBQUOJTFckFBQUFBQUFBQUFBQUGBw0bXxW/91m/NHO2zs7P8O5vNJEmnp6f5XEpJkrS7u6urV69Kki5fvqyNjfoV9jsajTQejyVJg8FAm5v1HtZ2brFYqN/vS5J6vZ56vXo9n1LK7+B1A4+NWs682q9dn8/njbRSSlosFjlfW1tbjeuj0SiXod/v57z0er2c1nQ6lSSdnJzo6OhIknR8fKzj4+NcNkmaTCYajUY5Lcuv5TGllMuzWCzy86xnu868nJ2d5e9k3+bk5CTnbz6fazAY5HTt/MnJSX6/PTedTnMZDg4OclkODw/z+y1fJycnOT+818rz4IMP6rHHHpMkveMd70haM6SUcj+xehiNRvkbsw9Y/ff7fQ2Hw/yMtTP7HY/HuU9sbW3p4YcfliQ98sgjkuo6fdWr6v3pr127lvvR9vZ2foeh3+/n71pVVc6j/Z6enuZ2Iym3i16vl9sW2x3PeTcO30b5LjtP2PPRtfl83mibdmzPnJyc5D6FLQd0enqay2DXWS6eM/Bcr9drjG3Wjq29Hxwc5OOjoyPt7+/nY/u1fjKdTht1b2Xg+GN1X1VVPv6lX/qltesnjz32WCXVZb506ZKkeo6wtmvw38La0P7+fq5X61OPPPKIXvOa10iSLl26tDI+bm5u5n5ov0ybv4vFIrchtmt7V6/Xy32L+eI97NNMl3OHf3+/329ct2Orh8Vike/d2NjIZbTr8/m80cYMdt/GxkZOU1JjjLc0OLfaudlslo+t7lJKuQ0vFot8/eDgQHfu3MnHUt1fbE5kea3vHB4eam9vT5K0t7eX+8/JyUnOo33v+XzeKK8dP/nkk2vXT9761rdWUi2HWHubTCba3t6WdF9WGg6HYRscDAaaTCaS7re3xWLRmI/8eMu0+v1+eOx/DbzX/rd8+znPP+NBeUzSyvzi2z7PUYZj+pSJon5iYzHPn52dNeYLP3dwvqE8yTbKdA3sy3w/n7c6sLxShjw+Ps797+TkJOch6rMnJyd5PPre7/3etesn3/iN31hJ9XwbfVc7pqy1ubmZ+8/ly5dzP2GfMpyenua2Zdcnk0ljrOZ8YN/N0hiPx/l5L2PZ85w3LC87Ozu5PCZ7nJ2dNdZC9g77HQwGDTmfY7y9l3Kd5ZX3RvPJfD7PZWB7Zhvje/27uDY4OjrK8wG/E8d6G+/v3r2rZ599VpL00Y9+VJJ08+bNxrez5yx/V65c0e7u7srxcDjUM888I0n65V+ut5b+wAc+EM4nN27caO0nxbJcUFBQUFBQUFBQUFBQUODQaVmmxdJW3mdnZw2NjVRrGWgdoYbTtJnUkFLraGmZJmJjYyNrS2h1nc/nK1p/r6Wz93oLtJ2j1cFreagl397eztYOakqo1eQ77B7TmlCjXlVVtlJbuaidOj09zZpCr1VlWQ12D8tqdUfNKS3LBmpQaL22NAeDQaM+vcV8Y2OjoZGycns2gNWbPbe/v5+tBuuISAtOKyEtRHwmsgKxjdBabFqyhx56SJL02te+NluZL1261LA80Ypk5wxsu7QsU2NuiDTjzCv7l9dwW/oRS4SgRjjKA60ZbFt2H/PIvuqt0LS2R1Zsn3eeowbS50/SitWw1+s1zvF5Wvus/FE7WEdQO29WsuFwmOuN46fVWb/fz/U+GAz0wAMPSKq175J09erVhtXTQMYC2x2/hWd+cJ4jE4JjLuc2PxZ7sAyRVY59lswS3z+tnqw80XWrIz+vWT5YH2yDntmxsbERWtSs/9B6x75H643dSzYXxxgyksi0YL/25fbzTdRX1wWeZSQ122PUntlupPbxWDq/vfJ5ynOGtjbIZ5/vmOZlvIi95NPkMa1v/jlvUYvStGd6vV4jL55h5a1skWwalZv1xfGF77V7KGezLXAe8t9hOBzm/ldVVeO5dQNZZ/zuBh5bnYzH4zx3XL58ecVC67+P/W9W38lk0vhukWXZMJ1OG3OLZ9mS4TEcDvN8xPWUjZVVVTUYubTs2n0ctznfROMJ+xet6ZZXe57tnJZctsGI5erlWUvLj/F+LLP/x+Oxrl27Juk+u+jWrVsNVgXZf3bfvXv3JNVMqOvXr0uq2QR+bnrwwQcbTLPbt2/rPHQuli2BXq+XEx4Oh/ljW8ZTSlmw39nZyfdGC9mNjY2QWh1RaXwaBi9w2rGnQXCgn0wmISUzGjRJn6AATwGcZfBCwHQ6zYIfB117hvSZs7OzRgOwcxwwuaDwlG3mcTqdrtA8vWDBfJOW4eszUnTM5/P8nY+PjxvnKUQa2JHv3r27Us/rArZHDkj2jSIa5+bmZkPotHq1e3d2drKS5fr165lybZTTV77ylbpy5Yqkum3bt+TgRzpnNFAaBoNBOMnP5/OV/se0uBBkWTjJU6kTUVxJVY36AfuJdzHwtDrLg52z99q5SJCKBDFP//ZuJ0w/Gp8o3LQt0i2NwWDQKMM6CzcsPxd3XjA4Pj7O54bDYV5Yj0YjXb58WZJy29/e3m5M7H5SpJsMJ2O2XdKK2Uao1LU0eS6iRkeLYpabCuZIAJbiNklESiWm68HFOgXA4XC4ohAYDAYNqjvdhSyfpNVycW75sWfm83l+ztNH7X5+D/t2VPAaKCtwEb+O4PfhuUgmoVKOY7h9l0iRlFLKz0UKQCrVOX7xW0XtzY59f4iE6fPG4jZl10VBWSlSLqSUch1R1mL+mK+uPJ6nGPBzb9RH2/Ig1d/AxkaWIVrEj0aj/M08TX/dwHnZ+spoNFpRNozH4zxvPPDAA9kFaDKZrIzXVCCORqOVRZ9XStnczf5n8It1Lrh9GebzeT5eLBbZuBTlZTabrbzLj+VU3HuDJN2COFbYL8cHlotzAPtR1Ncp83Is6ZqnhsNhbuf9fj/Lv/x2NjcdHR3l72j3zWaz/N67d+821khPP/10fockPf7441n5sL+/n13purC+PamgoKCgoKCgoKCgoKCg4Hmi07Jsq3hq1NvoQHZ9MBiEmviIJkHNWISICic1Nf12nlYZatuioBK0tvJ55sVr7xkMhVYqUrppraaGxVso/L1eS9RFL/UUOFKASE3geyJ6FZ8jqNWmdcfSijRWVVVly6hdPzk5adC3fb7WEaTlRJZ7WiypfaeFhtTOBx98UJL08R//8fqET/gESfcDfO3u7q5Yo+35iDbXpf0mO+K8wCee4uPTYrugVYB5iAJF0MJIyzKpNt6yy2eo/WfAlOj9nkbk88R3MehdFIjLB1+yX7YD9glfX6enpw2N7XlWxZcy2IZsbJhOpyuBBheLRcNSYO18a2sra4M51lud0o3EzjHACFkXg8Egp0U3iragWz59zyLxVDe2/cha5IONGaid5zwWWaw5/vrxg897yxbbGy0AzIOvg+g+WjAmk8lKUC4GnaGVi32O8xnnOW85prXj+VobXypgXbMfREHiiMjCQ7C9RK5BBv+st9BGTAme924HPO8tof64Cz5fkfsTLV4+eJ2X7zylmnKhtyD7cZmMisgdYjgctgb4Yrp2LnKTaKMWU461NsFvxLFonZlKnOP5DT0jcjgc5rF+PB43rvsx0tev/+6UgTl+UfaLgjVSJjCQtcbvtFgsGgxEqclslRS6EEXjarSmITMnCsrlZSlfB2T0eTdPL8NRPvJByuyXDABL9+DgIKdhluNr167l+trb21sJDNrr9RqBle365cuXMzuN1n0LRPnMM89cyLLcuViOKCf8KPZLuhZpIKRERMJNm2AY0Vsiv1i/8I58nnxDsLT8ZEEhIqJrkw7NOvD5sPrgoicSpLhIaCu/XY9op8w/j30d+MUy8+jf55UL0ULCrm9tbTX8+yjQMu92vc1Pah3A78Wo796PsKqqBjWbg7kf3CaTSV4sP/HEE3riiSck3aek8F6/gCUlW2oKrcwv262PwNtWRj9x+7bvaZnRwjhS9HDhy8UTqdfedYI+pswj2zzpziyDb9tMaz6fZ4GfeYj8gyIqbOS/ZPdGVPG2+lo3UKnHMcu7jkwmk0bUS6Nc0z2mi0Zv6UpN5Q2F9ShKb1VVDYHHzzeeUhr540c7JhBtizwKu97NyC8yfLqeVmdguQxciLIMFLqt7r1CwOeP7ZnR/9mnfJRg5ms0GuXxkO5dbbs+EOs8nzAyLwV7L2xL7YYBQzTmRYs/ziGe3uvbLNtFm5Ei6ke8x9B1TVo1zkT9neVqiyvh3+cXDPYM54BoLuScaoiMLxzH/YLDL8jbFuaRUYrv4ljA3674BesEjrlUsPtvwThI9PelUpZjOduhjzsTuaUZ/HzCdRHlMpv79/f38/OkZkcLb+8D73f5YQRrunn6NZL9WjkiucqP8QZGyKZM2/YOy3ckI0XGFyqwj46Oct3YN7py5Ypu3bolSXr22WfzTgq2EN7c3MxK+Dt37uTyMOq5vffGjRt594ann376QjGV1lc9W1BQUFBQUFBQUFBQUFDwPNGpnmWkuIguyci91IBG2kJP52oDtYPUMHsapSGizUSaIWpAfIRag6dCMC0GIGG6Udnaop8yr7QkRBY3antoWfaaG9YR30ELFrViXYE5vNbMO/6fnp42ymjamq2trXzeNF0WvdnSj7Ti6wIyB9gn+I2kZvTX09PTXCdkKlg/2t3dzZTrhx9+OFvXoiA41N5FdEq2J7Y3Ay0B1K4/F0pwZAHyVl/PpqCViwEuIhp2GxuE6Uc06za6YdTnSB2Koi5SsxqNH0Rk1YuCabB/zmaztbYse8qW1BzXST2ziKVbW1sNd4O279gG9klGiuUYHdHmzmPDcCyl61HEeiI4frdRUT0Tyc+pEaJ6iFgXtECS2uyDZUrNOY79iKwMWl58WsPhMIygyvmd4xYt0+wT9ksato/guk6Igqm2zZ/eiibFFkdaZc9js3lrchdV1R9LzeB37GdElH7kbuBp3F0WWi/TRPTraE6L5MWU7gcAi4I3+XL5+YbfgH0mYmtybqQFkvM358wuVg3nespr6wjKQmTGeLcez+6M2KTR820sWo6ldD/1/WA4HOZ7j4+PG+1Ban4fsqmivsq8Slop48HBQeu6yefLy2I+oGIbM4RuC5ELEhmzEQs3imBNKzjrJrJub2xsZGbl7du3sxXZ6NQcL63OpdrKbGOqzSeMnC01LfttKJblgoKCgoKCgoKCgoKCggKHTrUTA6DYiv/4+LihLZaa2nu/z2tXsAJy5+kv460v9g6vSaTDeOQTJTUtPz44iT/XFRSD2h5qkehLHWkyqSVnHtusjXaNfnzUIkWBJvw+ukyfPgk+35GGuc2XmeWx+8ziMxqNclrG/e/3+7p69WrOyzpbzKL2zrqOLDRSUxttfc0syI8++qhe/epXS6qtzNRQSu0+kd5i5c9FWjxqzml5Ps+HLIK3kEWBImhhMu1gZFmmb2vkO0wtOsvTpslvC64i1f2E407UP6MAGRHagiCyfvg9aDVY50B45gdOX9nBYNAIYiTVluVoq8GoXmnhoRadloTIz5g+y9F2UG2xNbryIjUt5l2grxb7sg/QY2lFW7BF7+W7ozbq50NfXxwrNjY2VmJgtAWka4vbQAaGt5gxr22WYr4/2hJuHUGWAttAxFYxeMtw5DvI9ky/dfuNAruxjUTsPcpabKM8NkTfncd8F1kfUT9jGdnGuoIz8Zl+v79inauq+1txnZ2dNVh4vu45vxMRw8PPqV0sEL7Lb5XI97NMPN/v9xvz6HnMm5cyonFdasZykZrfkoEVx+PxyvqBPs9tbZd1yoCT/nv5bWEtDXtmZ2enwUQk68m+IWWStq1rJenSpUsN+arL954yB/2jWdaI1cR5JYoNwHStns/OzhpbOEVzKrfp7GJgzOfzHBPpwQcfzNtBkX3E+jRZ+emnn86WY7LIWO6LBMLrXCxHJm0KlXxRFIHPL5yt4FFAhmiB6yd7u4eL9UhQIqULqeIAACAASURBVKIFcjTxsEFRQI6EEB6TNkP6S7RA4gI9orWzs3Hv1SgARUR7ZUe3/E+n03DCZGRm5i+i5UXvolDFyHK2+JnNZplKGdEn1xVcZDGKuIFtkPuU255xFtTrsccey4vlnZ2dFVrizs5OQ4hhG4loN2zv51HKugQOS6PtnKfCsZ0zwrTVESnXfrHMNhpFy/bU62iC8At05k2K92xmvqbTac5XlBbfy7JHtFoGGTP4yey5UN9famDAP5u8xuNxI9Cd1Iz8KzXrlcFA7DcStqOALRyzIuq0V3x2zSec53z/8/dG8HMXJ3FPDeTCvS1NHxXXymPP2LGfj70gxDrq9XoN9wz//qqqGtFc2c59GfkuHzRHagqTrE+OGZwn11n5GilkLqIciGi90XW28zZKvm8XzJeHj9LdlW+/8KYRIlqMe2p2lB+27Wjf72h8jaJZcz7xwrOX4Tg3nvdtOC61LZRZdq9w4/f05ffKBc65p6enWR5bR0TKcUbdj4xBNOz1er2Vvd/9WOyVQj5AImUCLgotfc5XlpYtJCeTSS4DA1px/WDvHQ6HjXz7iN9+MW/f3Rve7Ho0Rkd9q43GzfHZj9UefJ5lsLT4DbqMKzQMXr58ORvm6DphBry9vb1GMF2rL35nKuS65upcjnPvKCgoKCgoKCgoKCgoKCh4maHTskytFK0rXitJi6S3PnqrSxt1K6JFU6NOGjZh2owoIEub5ZqgNodabGogpHaKnpWJ5eF7IwuFt0C1UTUjRME2SFXryouVTVrdo1ZqaveppY0sOz5YkbeOGxNBalJM1hmnp6eN7+O3+fKBF7iP3AMPPCBJes1rXiOppmEbjX04HOZ7jcJDesx8Pm+ke16woSigGy2xEZPhuTADqBFkUCy/3cFsNmtoQO042keZrAmyLli2KOhWFAyMNGpqNS1f1MgfHx+vaIzJ0NjY2FixcnnrfUS35bXzrIbrAtP6TiaTzDph0C3+ckuPiOoZWYAj6panNbeN4QZaaqK9hSP6aQR+1yjIEa0OZGD5ecZ+I1orLWcc7yOLV9S22uYZjvER7Z3P2Xfi+GDfkUEM+Z2i/impYU1hkDCpHvesH647S4ntJvre0b0R680/Q+uoZy/4NhgxDdqsxT6ti1Aao/y1le88K3NEwY3SpdXV/vfPkCXIPsM2bffSSu2ZF8+F+eDL7a3Q3r2EsrK3LPq9bNe5r0QsgOibDYfDsD0zoCb7RjRWRiwFqRms1MYne57sSrqZ0KXF3s+11ng8XmHpbG9vd84BnlHB+SBqI5QBu4LAUc7nNlZRuWkZtnednJyEfYHzRhTQlWzUaFzo9/uZkm17JA+HQ12/fl1Sbam/fft2TtdvpzYajRoss4u4v3Uulu/evXv/xoDrTZN6RMGhEM+PE9EjuB8qBdFogGblk9rnGzQHR1LRRqNRo8FKTaGY/pFWVkaA83SgNqqRP478txhRNBJeKAhF1CFG5/P7zkqrEwkXwJGQ3+a3ade56CWFlX7RBqNJDIfDlQ3E1wlcDEe+ewY/cNlz169f12OPPSZJevzxxyXVdGxGe7RvYHQSfitPCfP0FQrg5yk+fJuIXCK6lDkUOEitPj09bfim2G+0WI0iRZ9Hr2Nfj+jjTIvlbVssM69eATWfzxu0Vy8gtSkceBzRdr0wt26wCPncPSHah348HjciAkfuM1yEdfkAnp2dNXySKXDYPX5PS7vOMVZqzjFSPIm3Uau9oONdlyI/VYLjalv793m6CIW2TaHmz0VuR6QDWjmYl8Fg0KAAen+22Wx27sKK0aDPo/utC6x8FNwjanWbkj2i/XqlPGUs+21bLPtneBy5bl2EMm7w/ek8SjbPRe9pc9+w/1kfnB+luo1yh4rIFY51HEWojvpJW167lB9dxzznjUwppaxQ9/6i6wb2DSszv7GNMzs7Ow35k3JANC4bKNdGdGjOIV72M5B6be3FXBZHo1EYu2NnZyc/R6UxZTEfVZqRt338Fb9+oCzHtUhbG7XnaNhguel66RUYfocPP+4wr5Srtre3V4wr3o3NK1SHw6EefvhhSXXbsD2Zb9y4kZ8xd8fxeJzzQle7Lqy3KaOgoKCgoKCgoKCgoKCg4Hmg07JM7YRpZqihNC0cNSTUakrd1MjIquq194QPykXaa6Txp1aE5Wmz3kQWBoMPREGLuU+PGhoGJml7r9fus66oUfYUd/7a815z46Mjkiritfr8HrTEtVH/DIw2SC0PLTO0QKwbzHpCSstgMFihpjNwERkUu7u7et3rXifpPg17d3c3a+ym0+lKwBVq5KhhjoKUkA7ptYpS/S2jffGY1kUty8yXtxb7YBqnp6ehlZka1C53Bx+V0VOqCN7rA2DY+6khjQJYUAPLtKydM/Ag6z7S8kb58rTydQP3MozGOrZhRrWMLCwRxZn3tVGvmU40dxg4PjJKqcEHkfNWPh/wylNVmT6tenwuYkpE8+NFLG60wjwXKxfpn1Zu5jty04jac7/fz9YfBtLjOZ4n5U9qWtb7/f7K3qDrBI5vEcX4PHcNymBtlOyoH7UxETzbiEwlzmORdc5HX+9qe5R1fCA5+2Wf7XI3oAsBETE7KOfQNe08tgblRLob+fsoIzLfUf+OrpNGSnbaYDBYcWFZZ2aSBy2OlIW4d7FUu7lFbZLjrs03VVU1rIx+TbC5uRm6v6R0P7gUI6pbvg4PD1fGyul0muVirqHm8/lKICzCM2alJhuOTMRo/UHmCM9H7TxiVZB1wYjrEdOJNGzmkfmP5ouNjQ1tb2/nMlha9j3olsO6srLu7u5mN8ZnnnlmJXgs2W0sTxc6F8tsYFFF85eLAA5CviJZOVHEaO9zYaiqqiFo2HVSwjzaBIfZbBZSeyIKHa/TB5XliiiV5rMbUYtI3+CgzDrw/q6+jJwUvJ+Av86FFu/1k68fqEkHk1YX8fzOfkLlJuvb29tr7bPMrVIY0dfKbB3VC/M2GDz44IN5kfyqV71KUt2PjK4zm83ywM/vE03MbS4AXdtPMC1Py4kWy4Sf2LnQ5GKZ1CEuzK2fzGazBu3NQKWU9zNmG+V1LmD5PAUaH5l7Nps1aNiRIsHgXU0MkQ8564bKKNZ3JCyuM87OznLbposGI3xG49dwOAznALZzu84tPSxd70LEOYvPWvr0j7R3GSLFJc/zXZ5mbe/iopPuGdG4THiKrR+XPXwdeep/GyKKtF9A+0Ut0/f32rGNZZ7qGgldTJPKh3WeT/j9KbR65Y53N+H5SEbjfd69hf6vfvz1spVXDj2fWAttFGOfVte8EykPImU+r7W5v9i7ohgZUf8mong6/htE38HQ9m3oy0kFeJcSjvXxfL7LSwlc7ESGGZsDvPGL1OhobOe4HRmBuH7h4i5yu7t3797Kdc5RUZyOyWQSxq2gLEO5SWouSr0rXLQ+4MI32oWE5eKCXqoVBtFifj6fh0YIG+MPDg6ya2ZkRKFhYbFYrMSooEKP7lUmP1RVlf2XB4NBI+o4DU9W95xfL9JX1rs3FRQUFBQUFBQUFBQUFBQ8D3RaliPqRxSshLRDWk2pXaOTeWRJ4a+t8hlBjrQ3WgoiDWWkCaS2xUc69GVg0CwDqTC0PEWWY0/P8Pmj9S4KYsRznlIVBZJg3XrNaRutk5r6NkQWSFr1qM2z82YxGgwGOVrd9vb2WlvMrD36IHNeKzmf3983eGNjIwc8etWrXpWjYZO+G21ub99zPB63WhUMUSA9tlcDrbKnp6ed/dOzD3x7Iy2H1Grff6w+aG2O8mtg3VFryueZR69x9xbvrmBjPi0Dx5c2qxt/fX1xDIvqk1bmdQTr1xBRCRmshC4etCZFLkCk+jKAGJkftPD6QJU+6rZ3ffDzTcQkiCzHbVTVNjZUdO6i42dE221Ll2M402e5/XO+P1AWsHrkuWhOtN/JZNKgvXLO8pZ4Uq8j16d1QlsgUV9/fgyK7m377rQoS82o/t4S6ts22+6FLDIBS6TNMt1F0/b0Uy/vsb1F85yfuzwzw7sjRTTp8/B82yXnAM+85LxIOZXWSPYXflPK0OsGzgXG0iMryX65ywutxbRIt8nCUYT3qO1HjNnFYtFYN9EyK6nhmujlAM+o8DKLl4U8DbyNLWqw8pycnKwwSP0c4i3m7P+e0Wdgm7U6uHLlii5fvixJDWuzWd8PDg4aayBP2SbLhbto2Pun06n29vYk1YG8TBa4dOnSyi49w+Gw0b8v0m+LZbmgoKCgoKCgoKCgoKCgwOFCAb6onZ9MJivarDZNI4OYkG8fWZAiqy81CW0BF6h18NpUr2mMtmuiRqFr6wRa3KzMvm4i3xvvP2DvjHj6DFJAP4PIl5naIJYr8hHnOWp2vVWQloZ+v98IemDXo20t6PfA/eKokV5nS4CBAavm83nWdlJTx8A0Zll+9NFHc13b89w+J/JXI7yvq/fj99pFb6Gw80zP0vHad38uspS27ZPsA2V5f10Pai3Z9ql9pO8x0/BaRx9owm9LwH7Ivh757DFdHyzDEFl5vLXCrkUslXVE5FMurQYG8nUa+ZBFvse0pERb4rT5+9ESE/mLMp9R8MdobPMBFLt8FqXY37QNEbvI16HPN8HxwQeKafMFjawHZNJEPpPeMs0+Y3ml3xmDRnHbQam2CETjyjqCFh7GBTmPLRZ9+7b4D35cp5XN7pGae9R6Wa4rL8xTl+/uc2FYeCaEZ0WcF2OD82Tk5++ZVFGgyYgJ8bFgOkQxLtr6N9uH94OVmsGquvbQfanDvg+tjNHWpowJQX/f4+Pjhi+ytNqHzmO7cfz01t6NjY1s3RwMBvmYlmXK9vbu4+PjFVmJW9vyu9rvzs5Og00V5dGnKdVtjL69rAurQy+zzOfzPD4fHR01mGIM/GX/d82Zw+Ewv9ev92wtwTUJx0D7pqx3BjmzPkMZwceqsXf9lgN8WYEohJA2FwkhvV5zk2sfAMRHpfWLbAqUpJzYe6wiLC1SkvyCwjd8ewcbEK8xL37Q9fQWCmt+029PP4sCF0UCNJ3i6dxu5T0+Pl7ZH5bByli3UXRkTx/tWiy3RXqMGiuFTNIjDess2EjNQYj0Nj9hUxAdj8d5A/UrV67kAZT9jN+N++lJq7Rlfm++z365OIuCuzCgA8vl+wHdKHxEYKl9Mc4+RSGA+xV3RRRlO2aQrGivaasf1gsp36QeRYv5tkVrJKxysdsmrDJdH7jP9891ViqRkk8qHBWDUt32GaXUJtPJZBIGtGFdMg1LM9pnuU1IZ9uOKHqc5yIFU5QWhYBIkdv23HmLI4NXUPvFrm9jXQsOr+D2efFttM31QGrKDQzIwv7C/bLtvePxOAuWdOvh/LjOcwrbSmQgaEMXZdsrQXx6Z2dnDSE5cjeIArtFgfDaysN0I4VMtAiPXAEMkQzXRa1MqbmLga8Dnmubx9oQ1TfzxeOoDvwC2ZcrUkZR7o7qc92NFDRk2QI4MtwxSBXlsi6XT0s/+q6UKSj72dxuaW1ubjaCVvro61xozuf3I99Pp9NQVtrZ2cll9GsOGy+lOGgX72UeCKNDU2EbGQtY39PptDF3ROsT1qtXzlqdWrk47zOAm8/3YrFYUXBMp9NwDOP3j1xN7J7zUGjYBQUFBQUFBQUFBQUFBQUOnctpW6VT08sVP7XCkUYv0rzTghM5nG9sbDQsR5G29LzgEFE4eP5PijEtEaT7RXQe5jGiihPUGHlNFy0nRLSNDSlnx8fHOjw8zMd2b2T55Z6v51nqIso26d0R2qz+ZgViaPajo6MLBQJ5qcPTR027ZvV8cnKS29329rYuXbokqd4H0IKhcfsOUr58/XkqYlsALruX53z/Y3Aeb22K+rLB0wQNkfaOFlbuQxhZzxjkjGl1UUy55yu1+qReR/Rt9h3WS5Rvoss9hN+Gz0YBvNaZdu1htCq6g0RzgN+jPaJhR24wDKrF52kFOy+AEDXqnr5GtofdY+meZ8GJ5qZozozaQ2QtJjw1Onp3lG//DvtlHr1LB+czBrBhP2AdcpsUX58MskKLdhQohnS+lNKFaHMvdXAOpmXY4Mceus0ZOH5G9HiOn20uCFHbYz/08pZvw74N+WvR2B+5CPkAex8rsB+2jcdd/TOaAzifRHMy4b8H+5qdi8ZAP7/aL+Xc3476erEgYqhxvKfFknRrk60jCy2f80xKqTl3eTcyv5WR39/Z5EGT4WezWZbjOb6NRqMsD9ovrdTRfOODBntKOI/9OoCMHbuP7ky03Np1yp4clyMWCufiSFaysfz4+LgR1Iv1YedIrffzDddVo9Eou0Hu7OxkhlK0bmtjmXl0Lpb50W0RxL1kueC0jDMarhWQ8MJ65HcSCUqeZ8+C+7T4y8nYPhDLEO3F1rZIOI8OxAExosjSr4Lv8/RSCmWDwSCXnXv3Wr6n02luxIeHh40GL61G7uagHEXT5EDgBdPhcNjwqyZ8ZNnRaJTfe3Bw0LnwXhdQySI1/bcNVj/Xrl3LtJrd3d38PUkrppBAxZTUTtlt80djG4gWy5wMImVT5K/Wtvjg4iKiOds53/4iejj7cuTzzLJGFPQ2JZ6vA0+95iTpB2UfndRPzuxzpGe1LQK8O8S6gt8qiujK34gyyoWa9YfJZNIQeDxNmwKjp0B6QahN8ck2GPWDaCHD8rJtRcpf39cjeijpZT6P3peLLk0RuhbepBkyj3w3Fz9My/dnXy9+TqVgS2o1lVmWx9Fo1Niv/uWwCDjvekSTb7vXj9V+bm+LcMsxOFJCtgmZEe2fxzwXUa7b+uxzcUmI0NVPu+DbLuffyC+UfZ4LmQh+gevTYrm5MIy+P8fWtvKuC2x90uv18rEtkKSmuwe/Mf2XfXvzdR0pIyi/UBFLCrGBfsa+DbDdbGxs5DXWpUuXVsrD/Z3pR2z54znOkz7vvgxsp3ShjJS6kbLMj/uWR8s/3Uy5iKcxMJLhvALE3hkptjlvRGWIjCwXWdd5rL+5r6CgoKCgoKCgoKCgoKDgOeLClmUzhdO66SOPGiKNjq3eqWXz9FB7JqJG0+zO6xGNLwoyRW0Lo9TZb6/Xa1hlqXmxvEbUJFq/eY0WCK8hYTptWkmC2isGeJJW9wvzEeIs7/aMPR9padssJBG9y0e59PXJvYG5f9o6g9ZTWnjIKLhy5Yok6fr16/l4c3Mzf3OLMshvEVH5CU8D8xZcT5uJrBERjZr9h32HWvA2ap29nxENfZ+Smu4CXRo+WjsieOt4lJdoT2ff9yyvkVWQ1pSIYUFrCS3LzAOjb/t8RTTtdQLr2MYSWpajaNgMEsXxj4HwONb6qKhdliuvefbzie9znnLaFZSHaKNeGjyrIbJmWD/ylg9LP6LY+nL444tYJqO88720aEeuRd5yI92v79ls1mAtGSWx17sfWZZza2TJW0f4oKhSTHG081JdJ2Qf+TbA50mtjBhutDxF4xvPt1kxo/Ezaoeepun7HNu2Px+hy93AM4d8vryFt2ss5pzbxqRk+lF5orwy+CF3w2grk8d8Pj/X7WRdYMy8Nhq2geMcaf8Rw4zW4mh9Ymn4dw2HwxXXTjILKcOR1WprrMFgkN3y+N0os0RMA7qu2PtOT087GRaens+5WGr2f7ZHjsUR+5CM2oj94gNB8912zijqHBeYZhtThnkwRIF3GTgyYh12oViWCwoKCgoKCgoKCgoKCgocOi3Lly9fltQM8EUtThTg6+zsrGFBpebTfmlhiiw71IwZqBnlL7UW9GOz38jH0weNMbQ5+UtNbQ21T9SAMF/RHtXUmtK/0bRHpkn04dbJ82eQHLtOvy5vlaDlinVAX4E2za0PCOB9Z+3e09PTfA99Fcypfj6fZ43ROiLy8eN2UKYx3NjY0EMPPSSp9lO2fZZ7vd7KnnLUdA2Hw9C6aWDf4Dem1jFiRUQ+HdR8n5ycrLAhvHYvsnhH57jFANso8xXtfd4FrxHksd8ayvssnxdoi9p/jjGW/2g7IoOva3sv4wvYd5zNZuEYuI5gYKe24JEebGP0T458ZRkLgmMWx2V+w0g73mb9svuie9t8oiIfT17n837cbkO0XQzfxfqKtrniuM80onmSeYlYE4T3g7M07Tn6UvpYIyyb1Ix7YnMfxw+/bd664aLtklYbf3/EYmO7oVwjrVpE/b6kTJMsO46FkdXHt8euAHxtluUo1kSbPynf65l6nsHh6837XnbNTT5fXpbyFq7I6s7+y/SjPsl6icpIayfvPc+H+6UMKxuZr9F1b4WkhdcHFfT9xVsv2QY9K5QxFez5aF0TzXc+NoDfRpNtyLM6pWbMBx9Txc9PfjspX8aNjY3GGB7FoojiTvnAx5Z+JNcxTWMIcP5eLBaZZcntqCI2JM9Fwde4ZuU6hN/rIv2kc7HMyMakhEQV0hbcyn+Ifr/fiG7mF8DMtHdU96iqqhHchcGlpHrhxsqLHPM5YNm7xuNxY+KWmnSBNkpU9PE83c6/i42GtI2IYsCofhElg8+RHsJGao2FAhb3pI0WywY2uvMWGy8nsA3YQLi7u6uHH35YkvTggw/m6w888IAk6eGHH86LZSkOSMW26ffq9pMiF8s+rbbBIBISfCCMqK9HQY4ixYtfzEaBJiIqW/R8JKQzLwSDFEV9LhIi2vbZiwILegWZF5C6KLZRuj7v6woKutZPPI3afinQ2HjOwF9RYBV+i+hbM11SUSPFaTTP+QX286EwU2HLtDiP+UjqXLy0zT3RO6Lr0fhAeMpidJ31wW/q02X/Zn44d0V0YCpTqFSxMXAwGKx1NGx+X6/Y9IiUJL7NG7qEbablgxj5uvbjZ0SpjBRUnnLtzxEXkaV8v/NK4S5E9eJp2ue5TxDR3BZd53GkBIjmG5bLp+u/49nZWWM+WufFMl04OD5Gc0AEH8gqSt9fb3N3IGU7Woz3+/3GesreTxdJuuD5/Yq51hkMBiv59cojGky8XMIdhyzvUtwevauN/Ub9k2WPaNiU5+z6cDjMZaSxj4tdu85F/nQ6DfsEXYTt+mg0yjIEI29H41UX1rcnFRQUFBQUFBQUFBQUFBQ8T1x4n2VSBLw2q017IMVUtmhFT60zKZSRBYIaI9IhvWW5zfpGi5nBB/Dy76LmiHXQRkuL6ibS2HNPVtZhZBEjbSPSRPptA6I64H66ntLbRsFrC2TDd3s6CxkGbVradYHthZdSytrD69ev69WvfrUkZer16elpppxcuXIlbwtAqj37SaTtYns08BvTqmq/dI0gaJ3zLAOD1yryuI1aFtEw2ywIVm7f/+zd7DOeDs1jT3vzGs4okA3f7xkahl6vt7KNjadn+bbt6bdd1vWXE9guz9OSM6CkHdOtJgro0ubyElFCIxp2m9Wojc7XZZ3ybb3re/stSEiZtmej8ZNzFN9HF5y2ZyzPkTU42nKO5WP6tH4ZaBGP5gPmk3MyLZ8275srC+fBlNZ7n+UuOURSq3zFtuct0hzfzrM4Uo7w8oXPH9/VZq2OWHBtgbAi2mtk/WujU7fJUPZMl6XeU6BpBY+CuBpIt41YHSmlTral79/ejSoqp8Gzmnz/XWeQndA2v9v/EQWY1sc2Nk0Xs46yAcejyF1rc3Mzj2WUy2g15Xfz85zfYtG3Dbp+0rXTb+XrEW1xy/pge+JYw/GB7ZGWW3u/MWZPTk5W2IzsJ37vZM8uItWe+SYjl9+R9/j+PhwOV1jM56FzsRxNxhFNxFMAIoGkTdD0Ayw/jqfgWBoUtChUcWFtz3PgId0uMuFHNAZy6CNaKwdogo3CD7SkWXBQpxASCSxsABHfPvIZ8AIN95jz35TpU8jnZBZNRqwDRvvlxujrvDh45JFHJDXrhPQXCr3cVN0W1qS1cJCMqEX8ll7wNfgFLn1QIlBA58RP4YJpd9FL/aRPnx4/IUW+k21gHfAc04wGPNYR+zL3NJfaI0hSoI8Ez6hePa0uigLOe9dZkUSwHlkXPgYGhVOOaZyk6WYSzVNRLAp/vYuC17aYblN8RAuFtpgBds6n48+3Cct+MUylcZvCJ1psnZyc5DGawhXbrp9zKWSQGh2BfZ6LbJY3+l5UktNFqEsgXld4OSS6ZniuMo2/N1q0st75G8VsiIRt79/s24BfVLa51bAsPt8ROAa3jbv+uM1YwEWPgXXEd7G+SSmNXJeYPsvl66iNNh/NG5Sfj46OLkQvfamCu/HYMWMyRIslzhecWyinRHJJW1wKzu1+F57hcJjPMW4P6cXsk4y55N0VJpNJI9q2byOz2axhMOEC10fX557MhHdLsnz7vuqvM9179+5Jku7cuSOpXjQzSrd3j/NuGgaWkX2HeYlceNjnqLiKZEd+84soXwsNu6CgoKCgoKCgoKCgoKDAodOyfF5wgEgrTO1gm2m7jdbmn08pZS0NI6WRHm7Xo0A7tHJ7GqinqFATEdHPSBNr04CyDNR6Wb4jaxPzaw7+p6enDQ0KLXE+0JO3RERaVCs3AwrwPGkhrI9IU01tbUQtsl9G/vURWNcNb3jDGyTV2rT9/X1Jdf3wWKrrwSJjX7t2rRHB0lsvqZWMgqlElFQpDh7ng7X5NuIDaUWIrGtt1qIoUATv9fdZuhHNP2qv7OcRxe4iVic/RpECxHdE+aIlntfIBiE9K8oP+3eblXHdEFGvomMf1Iv9wGvcaXWJAoh0WaZ9e2qzXEXWILZnary7XCcIb9mK9rVlXiMKLPsZ9yvvGmurqsoUuXv37mVrh1mY79271yiX5cFYMJubm9ntZDQaNd7r69GzyKI5K7Jssi+ahTmijK8rGEQzYu+1lT+qa9YZ5wNv6fR9q82K7O/1rg2WfvRdI3cgymi8N6JL+zQj9xda1yIadsR0oHx13jxo4LxA611bVOuonpkXb3Fjvj3VNSpDFAl53fuJ0ZrJdvHzqbT6rdvWB3bdxsKIyp9SM5I8XbQ8A8PSk+rAumQCWb5pOTa3vMFgEPYD9gVP/+717u9RfHBwkJ/nuoXlJqXZztMyznblra6+LVq5Rs2ZCAAAIABJREFUDg8PdffuXUnS3t5ezgvZpvYso/DTYh253do6glbq+XzeWAfauYiBE83f7FPcw7oLnYtlgqZ2Kxy3R4oGqSgDbQvwSGjyvm2e5uAbgt9+hzz/xWLRiGztQ7PzozOiIH8jQcunIa0upumXab/k9pPTLzUbFYXFxWKRy8NFKRf5li7TjHyGNjY2Vha43teTPhBWPg5E0WKZ5SINe523xXn00Ucl1b7LzzzzjKRa6Lx586Yk6amnnpJUtyGjbD/++OMNRY+nogyHwzwIRNcpPFJAjiif5y3I/OQS0bsjOl8kEDE9LpbZNiPKNtOgkEB4AcpHeqTgHpUt8uuK8k94mmB0bIiELk+zjpSDHE/XWcCJtoiJlBEUYjzN08a/KII16zISPr0itov6H9H+20BhNxLymY+obXsapy+DF7C9GwOVSmxvnG+iqKt7e3sri+XDw8Ow7rnDhAmpo9GoQQ30ND5PH43qJPoGfptGy4u9azKZrHU/icYvLjSjBSTbEPtE27jv650KWy6QKXdRCRIpviK6NIVh5ofzSaR0alsotimufPpRP+HiJ5JH2tyGeH/b9a7FfbSA60Ibvd7nhWWgGwVl23VWvtqYNB6PG5Rbv2OL/9b2/8nJyQqV1y9Kfd3TN5h1691EpKYr4mKxyNdt/OSuO6SHM+J2tJUSZWvSuE0Jyuerqlqhf3Nc5xjcZhzz6xu/BrC1xuHhYV4YU+6L3DG51vH16OvD0tzb28vP9Xq9hnzs8+XhlUqWhv1eZK4vNOyCgoKCgoKCgoKCgoKCAodOy3KkpePK3DS9tDaRUtZm5aKWzlN46Cjv6ales9pmGYgsWwQd66mli7T+zBet1FFEuzZLutf0e+0/o39Lzch6PmCBt85Z3nx5I/qrp/j5vaZpIen3+419zew6y0DtkA8icHx83KjPdbYsG0Wx3+/nfZSfeuop/cZv/IYk6cMf/rCkJmOAlG1qGGmhoqXGaxp9n6N2zlNV+V0jeBp3lzWozWoaRU1l2yXDwdrNdDpttHlPJWP6dKOIgjeRSsN2GgV8YN2y70SaybYxpqs9t9HT23BR6t9LHZHbQARvpYyitkdjNOcLtpEouE5kjfJuQdF3aXNH8NeprfaWYw+vWffuRLS0npycNGht9svoo157f3Jykq/PZrN8PJ1OV9x6SG+LXKrYZ/38HO2N7JlQbWVvC95CC0kXE2CdQBmL3yWiZp5HyY5YQp5GHZ2L3BzYj85zXWCfIiKqPtHF+PGU72iMZX15C2BE3WZe2+Rc3kPZ9bmM1+fNM4Y2Rktk9eM8Z319Nps1znkZbp0Qja8Ev1XEZKD7ioHfJ2IJkBVFtgcZoGyDNlZz73jOf5R1OEeQsSPVLppGbb57926YbysjXWXIEKV8FLmyGXz+rAzR+OznPsu37frC9BhYzOrKz0ekWfu+eHx8nMtN2jrzwrkpQsTW4i5DXSiW5YKCgoKCgoKCgoKCgoICh04Vf6S5a7O+kDdOy1PkyxVp2ehnTG0NrUneL4SawMivxfvr+nKxPH4fZW8NpmWZwZVms9mKpr+qqobVNgrCwHPeF8D7Lnb59LT5jVKzYvVFX4YoIEFVVbks9FuiFd3Sms1muW4PDg5WLBD0B/GBmtYN9i2Gw2Eu52g0yuctnH6blZ//UwNKHzRuBdD1PDX1bdZP/y4GhvNW20ijzv7tff+pEWQADLYBa2PUfEesCGpL26whLFNXkBNaAul3dB47xQcG5LU2PBcLGLWt51kdXurgmNflQ8/55DwLLccxPw9JzfmEQUPOs3SS9cR2GWmsz2ubRDQ3EpFl+eTkJPudHR4eZt81WpN4zp6zc9PptGEdoCXe/L4YB4QWYq91Z//mu3q93gpDit+Y5fL+n5YvQ+S3PR6Pc3lpQVhHsI0QjGMixW3F7uvaVuU8H+CLgP0wmtOiWC/+2H4pz/myexmSco+Xgbxc19VG2D9pefNWOHtvZPGOLMsR28t/R98PLhIfgbF5DMwvZU9alrkH7bri+Pg4lJvI+DRZdjweN+Yhbu1k5yKZmvNNdEzLMq2+kc8xt8MjE4p9wsZrs7oeHBzk56OgW9L9MZy+0ltbWytjOOcD9r/I95f9KPLL5zZS9D+mX7YxKMk2ZR3Qz5nznPfLJnuQsqHfZtBgeaGMxbZh9RUxoCNcKBq2F158xz07O2sMzhH1gxk30GxP6haDS/BeH7WZdILISbuqqsYg0kXf9rQde44f0j4K9w4kLS6iOTCyXRR4gQ2TdcPFkb0r6oSermvPUTjqEkztHZYW6RF+scxBiQ2X1DwOOhHtZB1Bekr0rTiQ2+RFCmS/388d19IajUYh7Zjw9Gm711NVF4tFY1LwwoVfxJPWEi2iORl7GthisWhQPtke/CTW5m5AATzq31EwDi8YWT23uRjYc3afp2cZIgVHm+KN95H+He2p3hZgZp2p2IzAyTnC6squ01Xn3r17WdkUKfhSSvl4Op3mMcfSGo1G2U3C0pCa3zUap6KgI1TIEG3Bl6iM8kICI1y3vePZZ5+VVLt0HBwcSKqFCC8AU6DhfMQgj1Ye0te2t7d1+fJlSfdpc6PRKNzDOqJ2LhaLLAjZ//z1izY/lvgFB4VYex8Vrhwj13mxzHGR41uXG0MbdZrgPMV+wF9pdaEZpcWgo/4+Ggv8816py/7SNs9x0cN3dCkW6RZgaFvg8r2cA5jvKIq3d2FgebzbQFSHkbKafSZaAPu0okX8efLeuuD27duSmgtVGikY8JOybKSYoGzAOrP6ZbTzaKyn4YByfhToyt7lAyTaexn016jXs9msITt4I2O/329ExrZ0j4+P8z10F7RFKfe0b1PI+HGHSlbWwebmZmMBKtXfhunRXUhqzu8HBweNgJMMWGZpWh1Mp9OVQG4bGxt5nuR4eHBwkN/HcYuGrYu4iRYadkFBQUFBQUFBQUFBQUGBQ6fJL7JeRpRQrvipvYtoNb1er2Ex9rQ1BjOilocUPGoz2pz4+WuIaARMhxohb/06OTlpaAKp8faO6KTVRFZqH4zIw2usuig6puHh/VIzMAq1T1EwC0Mbrf08ispisQip6NQer7OGk+2N1k9PhaOFR4q34ohox7SesR9SI04tqrfgeIqz75PUXPu25rWNTIvaUv6S/knGgXdtoLU5gg/Y5C3LbRYU3kPqNy1i3nJFy5ffcsNbsbyFwo873r3EW+fsvP3y3nWmYZOmFtHIrN1w+yLOLf1+v7FtkdTcBoP9xN41mUxysBNue0R6dhRUL2IisZ/4NuDbk++/HrQUSvetwHTruXXrlqRaM27b0EUMDLY3BmSxvjUcDnO5r1y5ot3dXUnSpUuXskXZrA4nJycNC4K3cvX797dzpMVmsVg0LNJSkyXGuYXtvW2u9t9mOByGssA6gmNx1zhDBguPOYa3WdG8ZZfzhtQMaOVlNG8Bjr4h5YiuoDueEehp5ZTruN0lLbfR+9ssuV2UcbqZUc5l/2qre0NEE2/LG8ctzrOR+wcRzTPsU8+XWv9Sg5cnpLpufMBdril47K3/ds7A+ZisFwPlDwbzMuvodDptWDp9QKmzs7MGtTpi7Nm8wCCP9m6mxT49Go1CdyO2O1qA/XaMngXkg8sOBoPGtqccQ7xbAIP/cjyLtjqjTMAxnkG/2Od8gGL2bzKgjo+P87fh2BoFLOxC52KZHTiKwmsgZdf7avh7uTcyfchY4ZHPTtSw/cDgJ2M+H9Hj+ExVVQ0hI6IzR5MBFwyREHB6etrYh0xqUuU4OLLR0rc4WjRF+4z6PBg4UHh/BCub/UY+ptxr0+4dj8eNTuAnLvpVnEeZWhewM/d69/eBI80lmlgppBu8b0zk6xXRxKJFiF+QecHUL6DZ770fMP2guN+ftWf6T7Ytln35pabLBc9xYqP/otWbgfXnfSWtfi7qDkAaMMed5yKgR0qTKO5C5D6yrqBwQ39cT7eytiStxmEwyla0oOPEzfHRFopbW1t5cciFs/UZv7d5l9Dp27NX5Jyn5OScyr0qp9Nprg8rK+uDPnf0/adgbX3SyjeZTHK5L126lGnYXIAyamsECiSkukf0Ru9aJTX96EhHpELP6mM+n69ENed4R8FyHcE5tEs45LxA5Q7voUI2krt4P5+PjB8Gfos2lxSe66Ige3iZhH6QnCe9gYbPMp9t74rK6hfAkYtPNAdESoY22TUyUlxkDmBZz5uHXi5zC7+V1Td9XQ2c931MFy8vsc/5BZXBK4+kup3awvju3buSauUv5xa73yszDaQYM48e/X4/j63Rnvc7OzuNsZeKZfu1vJycnITuq5ERMsprW320KaW8G5p3LeUYZQpcS5dK9rOzs1zfdO+K3N98jChLn+utSG72WN+eVFBQUFBQUFBQUFBQUFDwPNFpaomiWjICJq2Qtsrf2NhYoaRJamidTXtPaw81HQSDV5Fy4K9H9DTCB9fx93gLsY+e5jVSdp37hJGiFzm1m8WNtADSnExLtLm5mbUqns7raUqRZoy/LIMPKNMVQIqa6IiuQMvp1tbWSn3RqujfvW6gtsowGAzy97S9l4+Pjxt7w0VUfNL7qSWjBcEQac4jaqPXfPtv5YNQ8b2eIuP3xWMwL6sLBhaKgjMYvNXBu1kwSAMtddRasg3Tuuf3BqQbhc+DvTuiqnsXFA9P2bZzZIbwO0cU+IjGv46wtkIK9NnZWT5PCxGDbkX7Utp8w+CSDEhFSrC13cPDw2ytHY1GuX9evXpVUm21tf45Ho9XXFw8M4Taak+19+OrZxT4fsiopz4ISkoptHizXZLa5ynMk8kkzyfD4bBhoWXZfBk5N7G90tpLC4a3fFKjP5vNwj2dCXsXGUxRn+33+2sdNJLuXBGtn+2K42PEYGFbiQIjnmcZpnUtkgParMaRhTZia3j2oWcHepmFFlpvUfZjcURLJ2sqep5jNY/9XNoWvIlzSCRvRrIn5wW6yjH9NmaebxOLxaJhaVtnRh/bpdX/wcFBw5or1WM5+xEZTpS37Fy0zjCQVcG1znQ6zXMLo15HsjtlKbbviMEWyQaRKyTXVVw/eNdAj+Pj45Vx2NP7fVBNO2/1Req1lxcPDg7C4JRcK1m64/G4UUY/T/B5Bsi1+zgf0R0pkqm4rroIW0MqluWCgoKCgoKCgoKCgoKCghVcaJ9lqRmAhNsLSbVGxLQH4/E49KWkFdICrkT3zefzhiaD/k/e0Vy6r32nU3pUBvpM+f267L5Ikxj5NPO5w8PDXHY6ovM+7h0m1dqcaBsoWoVpVaBWzPssk+fP8kaBaKgVGwwG+ZuYFsr7NEcBNCI/PR+UjWViXtYd1JKNRqO8LYtZlheLha5cuSKpuVc3fcWjb0VElilaqaMAXryXwSOigBIMcsJ2SI0hGRIMomDvj7ZIa9OoR9r/KLiE1L11k7fa0rdNWtWq+uAg3mrBLSMiywq1wJ7l4a0bpumnBd/GNVo41r2fWLvZ3d1t+CN5BhO/+3g8zv0opZTHWNPiW7uTmu0pCgK3WCwammnPPtjc3MznNjc3s58vwTbCMdYHeaQ/MJ+L2tjp6WmeG46Ojhpjv9TcfjBiMtB6R4u4Pc8gZ5PJpBHDwluDZ7NZo+6iwEZ27vj4uGFZjgJ4RfNFxCbxW7pEDIwodsc6IgoEGDFc/NzOe7usqp4hYWm1WVf8d2vzN+Y7o/7ng1Lae3kczV1RP4oswxF7SWr3M47e1ebn6C3LjMlyenq6EtiIlmfKm0Tk6+ljhvg68nNoFAPD7uE2SusI1hv3JeYWSvYbscN8LBdpNd6Jt/IziBTXFEdHR425SKrnEPoW+7gy9+7dy8/QN59yeLQNL+dHbj3l5XUptgb3er1GO+W8a78RG4TpM1/W9rnlFX8pL9q7LP87OzsNRiG/g73P8np0dJTT4pZTPh+GaCzgNbIOubZrQ+eMYx9iOp3mwtMsT0GUjYoN0juib21t5WMWiA2fe2TyXb4B+YnAT/wUTkkfnc1mDUGnCxQAvEBkdeM3EGeU39lslgUhW1RzzzQGTGFe2/aF89Rpr5zwgjcpPGwgw+EwUw4Z9Cai6EVCDmmxkdDFgYjUvXVEJJAMBgNdunRJkvTQQw/l61bXOzs7jUizng7k64970Fr6XOhFi+WI5s2BgW3ERzO38wyo4J/nMRce0d7mlk+fHysXJwhSmCPanaVJgYSCDice0npIR7L32lgyGo3CNt8W6Cn65vx2XOSTEuwXFKRy+bpZNzDAE7+VF2QYBHJjYyPX5ebmZh6zbA5hEBXShhmxORKapFU68MnJSRgZmwJHtDjk+Ba5ArVRXSl0UbCOBFxLn25Q0SKECuZI6Sw1g/F5YZEL8/NcPtoE8TblT1RHXPDwHf7b+D64zvMJZQMq7QxtblWRsGtYLBYNJYyXI3yALy7YfB7agldFgaX8QpCKUHsPhXEfUKlNIeDz4PPNxX9kEPELY3/duwj5d5F+6qmo9hsttrmwZtuOjEJtZYzORTKiP1430G2Sx9H4xfEkct2i3BbNHXwn06UsZffS5YWLWS4qpWZb4PqFAafYRkxmoSKX74rkIqsTlpHrNasH/rbtkU4DQ1QH0+m0ofSV6kXt/v5+vu7R7/cbxjpT6jI/VkdUSOzv7+vOnTv52JebdetdPQyR0qML69uTCgoKCgoKCgoKCgoKCgqeJzoty6bdOD4+zqv34XC4sqUQtSLU/nF/RwZO8VZI6b4WgRY3BiuiNYJaomh/WdMS0CJ+cHCQj0l1ozXLB05hHczn85WtgOwdZjGmxoj7iJF+bdcjjRIDCzDce5e1wzQ4Vi9eI09LI6lHvV5vJSDB1tZWuIUPAzZFFhMGD7F8+33j1tkSEGnRGWyI102LNplMGtZkq2PWk7UzsgNonaVGnhaaiJ5GVoYPRnJ6ehpam6ixpRadASqiwCZRwBbmN7Iq8Lo9c3BwkMcdlisKhMGxhOl67aSlxf32pKZbgg9cFNH1ovd6q6aVi6yAiIbo++y6gppcG3suXbqU9/21X84RGxsbjeBWPiDkeDxuWHO8BtlbEsha8FYszidtgY0MEUWP8GO1ZzqQzszzniUitVP1rV0xaBctjBw/OIYzKI2fT7w7k53nuNXmGhEFA+uiordZHX19+Pq8aECWdUBEwfUuJFKTiRS1F1qIpaYbl/3vXbw8fABGO6a8J8U0b6m55yrH8mi/YbbniH3IfkKLmsHTpO03mseioF7sR5RD7ZfBmbg9KN2WPFtMalJJ7V5uk7O9vR26vxHR/OPnP0Pbt1wHmFzN70pQDmoL4BWN7dF8YGDgVe9Gat/Q0O/3GwGt2F4sX6RTcysjk8do5bbxnIzbyHWF4z0ZiMwr+44P4OUZJt4dgO55ZCUeHx83gnlJ9TZaZCUzD1I9R5k1eTgchttAkX1oFvWtra2V/N67d6+x5oj6veWBjFw/T7Whc7HMRaAdb21t5QZmC2HvQ0Rzv33gtghz0eKPBWujyNgvJ1W7l7TnyBdsf39/ZbHsfaK9HyIXy6QKzGazXDc2CHLBwMZEGiKpqlYHlg6FOu5lyc4Z+Tzau6V2+g0brN8jl34VkX+RjxZp8Pm1eyMf7nWH1QupvqxT+mJSuPTfjYID9/5jP2GfiybW6Fuz7bGNMgIv26ZfDHshxI45ILKNsIwR3ZZ+Pj7aI6NtcyEUte3RaBQKaF4R5cEFCYV4vsO3X98vooU5KfZcRPuF/snJSegjuo6gMpN+szYBXrt2TVK9aLY64T6Q9APmgpA+9tYO2ca9n5o9711OvKIpov76CVxqxtkwtNG/I6WhX1hbn4vywnu58Ld2QyH+2WeflVTP33t7e5Kawvp8Pm9Q+6R6Mcxx266b3/jly5ez4ns0GjUiz/q4FawDLugj/zDvduIXy/7edfZZJiJh3tA21keuOKQaLhaLhgAq1f0oElSpqI0UI1RgcSylHEB4wTuifvuycW6LlJNceLPtMs6O/XIe9Hnz/ptse16BRcOD9121cnKxzXnS8kUf1Yju2ubOwPqKFPWcj9Y5DobJBsfHx6FSra1uon2X6SJC+YNxmaSmKxXT5TckzZ4LOkbnlppziJc5vGxONxUaP9oWopF7G9sb04rqKcoX3UStnR8eHjaOfSyR/f39UGHKuohiUVFJQSWg3bO1tdWgf9s7o/gD3ImB+YgUDV0oNOyCgoKCgoKCgoKCgoKCAodO9axRIEndojbOjqfTaYMSxqBeRk2w66TP9Pv9Fe0Ao+0y8IkP5mOghtM0GKbVODw8bOyxaekeHBysaIw8tcHeZc/0evf3FT46OsraEDqdkxJNjR5pq/ZLWqzXetACyX1GGfmaVofIWd9r+Q20zrGefPrc15oU64gCRk2y10JbXi/iQL8OoGXZQAsQKbnUiHnqNPsG741cBGiFns/nK9+NAe1ms1loCWWAEmq+PXWImvGjo6PcdiyvR0dHjTYQ9U8D2xuP+S7SfXy0aVoa2H99NEdLnzTDiDVhIK3dU6p9faeU8j0MhEPrWdde0XRtWGfKnKTGmMpvQQqiVFuWrY2RAskgbFZXtOKPRqOVIFLsO37u8vVNK9psNsvPmVWVVFWmF7XtNosZr5OyGQXYi9wstre3V8bSs7Ozxo4MH/rQhyTdZyrdunWrMX5wbvDuCNvb2w2LmeXBIvpvb283LCMPP/xwriPS5aUmrY55jlyfFotFo397lwtv6Vtnixmpgl3Bmjj3p5Ry/fX79/edpXU1CvrTxkRjYKEoqBbHV8p+UjPIo9R01/NBHr086L87LX0cCyijRVRzMhTpBhdZIzlmWL69lYtMIKufyI0qcq9jEEfKe5Elj3TdSK7zz7SNLYY2RtU6gC5aVk66iZCeTzmDLFcvz9KSSmZN5JoSySSSGvKXsVB7vV4+NhYP915mWovFYiVwKtdFnKeiuY3BwCgXGU5OTnJ9bG5uhlZV1pHl0fLCSNR3797N32F/fz/POex71ucmk0ljjJCkO3fuZNbTbDZrBLqz+YTsQMqIlq82l1X2Ax+csKqqxrhxkUB4nYtlH+rcjq3wUYRMLrJo7mcD5OLRRxEkTYy0GVI+WWBuk0FfLKm54TYpFXt7eytCAj8kBRkr63A4bNBPuVjmQsFAYc2nNZ1OG+X2dcAGysEuoimRDiRphV7lGw2/mV9Q9HrNraVMiLU6pv8fQaoHJ1l24HWOykjQ/9QvgCmck9IZCTHex8xPihSUOOizbXJBwejskZAQ+TezbVrbpR/xwcHBCu1mOp02hJgoDkBEg4qEMk4KXFRGrgAUvKPF8Gg0alB/2NctHzzm817A42KZ9FH643mhz85b3jmZRfW1zqBwMx6PG8KD1NzFwPsWe2WD3W+/XKhJdf3a+OWVkpEPOtuY3W+TOZVKOzs7oY8X04naaRvalJ+GqG3ZvHJ4eKhbt25Jkm7evKkbN25IUo4Wenx8nNvVZDJpLE78HE6qG+uDW4HY+ym8nJ2dZaUC5yzO/75/e/q6VwR3Ha/zfMLxmYqNiJJNmYj9wPvrciyVVrek4WKbvsWR0odze7/fz/3L8npyctJQCkc7e0S+wW2LZcpS0b0sI8dSH2/Dy5PRfEKXOcsr3YGsT3Ghwzy0uV4wL5y3fX1ynosWcFQqUx6LFAqkyK8jOO9ae/O7wxiitkslJOnBHBN9xHQfBZ3fnXmwX1sgDwaDhtuq1JSVpHieoCzmt6Blvrjg41qFcynH7WjHEZP36T4bzTfT6VTPPPOMJOnpp5/OfeLo6GhF0dM2fts7vcGF44Llx3aVuXbtWsPA47d+5M4Z/HaRQYMyc1uMBY/1nXEKCgoKCgoKCgoKCgoKCp4nOtVORos7OzsLrcyM/hZZLKNAWYvFokGF8TRs0qX9Hppe81JVVdYYVFXVSMPeGQW4IO2V1jVqW33gIlrMuQ8ytZVGQeDzpBmRvur3r7UyWh1S88LyevgoflafpGO3aeFJW5VW6TtRYKO2aLI+bz64xDoH+YroaVF7ZWAaatQHg0EYCIWuD97a5K32pI8yoJTUpMVRG02KEdsjteuMJi/VFByztO3t7a1YlhlMweeR1lh/zp+3OjJ4iqzVEa0ObWOQ1O4ewutWHz4IiE/LW5Yj1wgfkM3qw0dl3NzcbLARooBG64I2VovX6nKOGY1GDaqaje20FtGlxlNCDw8PVyxQUkx539raalibLV0GumQ/YaBHvw8622Y09tHq48eFLos0LRvcy9KCeT399NO5T0YRTzkmM+q4tbvd3d0879PaaOMAo5sOh8P8Xmr1ozogA4rzTGRt4Hhm505OTtaaUkrQQhT1k4iFQFqipJVxxkd8jWjFnDcoE0QBkyireNcIylobGxvZosYyeOuq3esDf5EuyXe0WZZ5Lgom1hb13dKk5YoMRWNT0arHecFH+Z7P542AahGzKgp6S8tyRGWn2wnlLn4jjrPrbFnmuM+xJQp22ubKGMlovE76vCEKpkgXIJMtdnZ2GhZNBn+zcwziZuU5PDwMA8ZRxjJEbgmHh4cho4/Wc9KdI1nI+iwZK8ZeunHjhj74wQ/mczbfkN7Nsfz69euSalceYx/ZzheUMReLhe7evZvLbelan7t8+XKj7qJ30X2Vdet3cKJl+SLML6lYlgsKCgoKCgoKCgoKCgoKVtCpdjLNOa2b1B7QFzOyukQO8Nxjk1s70Scy8u31TvqWJv10vGXZ+zlG28TQT47H3CeZdWHvZR14n4CTk5OG9ctz/v2e0ZFlpS2Uudfe+21RvBWZrACp6Rfmffh8Gbh9i72bPgGR9oqW1a5tqNYR1PRTg0mNPTV6DAThfbna9jM20KeKVnwG8KL1jH5QtDjbO6lB5Z6Rvk8xoB2ZIdzqwAdekdr9QjhuRFpy+gt7/yFa7GhZoabfxybwx9wzPfKH43n2ncjX2dC2zUPkOzMYDLJVkkyYdYbX6rIdGmh1tXvJajANNDXbvd797TlMW767u5u12aPRKNccimdOAAAgAElEQVS1WU+l5j7yNs5T6+/ZT/Yua1v9fr+RntT0n4wsGJaGVI8FUZuO5hAyNxgEhn3NgnGxv5h1/Pbt2/m9W1tbje1LpNo/7MEHH8x1Z/m5efNmLouhbT7geNcVoIrnOL+zDth/6YO2zmiz6npLKtuo97+MWHist66xlOMUv3HECKJVjz7PNh9MJpNQNmQ+vC8732V5t+tkS3gLItkLlDc430X+qAwoS79MMhF9AC/GyPBBowwc48g88f7g0TMeUUC7iG1AGZBj5zqClmUb7xlEjuwHBvqMYrVE1mYGY4uYFFIzgGjks8x+4tvb7du38zFlKc8YsbzQZ5lbvkn3g4b5Mtj/0v32xvzzmPJTFPTO5L6bN29mRtF0Om3k0fJjfsZXr17VK17xCkm1z7FnB9HXe2NjIz+3t7fXiFdjdUGGsu8/HFvI3IpkOc98vcic0rlYjiqVQjoXBlwYRQEouHG1CTr7+/uZ3kKKASPA+SANLHybsz2FiDYTu6eqTqfTBgXHg0J1G52W+Ytoqcx3NLFx4uLkxQ/so137ics3HA6eFOxPT09X3svJhrSPKHKtj9LtFzoMJMUFwbqDAQQM/Bass4giRYoPB0dr09EeflKzbXEAt/dT0PILNgohs9mssbex37eWiiBSo6MAI34AivpiFDQr2svSK8Y8LhIMh3Xk+6RP0wdJs7J5RAtgTwujYs0P8D5K9zpTTUmFivaO5/ch/ZbChVHBnnrqKUnSRz7ykbyA5jhjwsOlS5dyxGbSwBjkzcAxKxrTSJW7e/duLs94PM6LZc4TUfCWiHbMtsuI31REcZ7z9LN+v5/L2+v1chlNiXDz5s1GgCJ7bnNzs/FeqRkl+PLlyytKvFu3buUybG5u6qGHHpJUKx+iRQCfjwRTjkFddDjeGy0G1wlR/XEs5KK0baz1QRzb3EEoMzEtBsiL+iq/taVlz1BRRNcIBo+LFnQU0ilAU2ESKWK5AI7GfRpBWLferWd/fz/3Ex/0z9KLIu8Oh8OVfPf7/UYQSR57FxB+j36/n+dc5pvzVCTbRQsDBrNaZ1RV1fgWPgK/D/hJmcKPpZLCMYntKpLbSMP2bpdSLcPZPGXj8r179xoLQUa29tHsKdNsbGys7MO8v7+fFb3b29vhYpfGmShgJA0qlMG8wYH9kAEfJ5OJrly5IkmZen39+vV8/datWzkNWwPu7e015iAaYL1cxV0jKGNxHowi73NONVCOpRKtC4WGXVBQUFBQUFBQUFBQUFDg0GlZttU/V+V+b1SpqQHlCp10ZtOQ3Lt3L4ca39vby/QwrvKpPYy0CtS4U9vqzfbUDNHCQ3oYn6eGxTvr9/t97ezsSKo16nbM+qFVgXsv+xDnXsvhadwsNy31DOBFzS2t5F7jToqvt76xnnx90RJA6z41Tqwjr/Fl4AAfyGldQQ10RK+389Iq9dn3k6Ojo8y6uHfv3sr+dZ7mbqB2jb9Rn4osodS4keXB38jCS7og0422v6IlINKS8/6IjhdR4bxVwVvyyNZo0yIT1nZpqWc9RxZxpstgN1EACnsfA+mRKbOOoPXELKHj8bix5Qx/pVorbAyLmzdv6iMf+Ygk6cMf/rCkeg6JaG8MGmKYTqe5Hx0dHeUxnBRJ7jnv21C/38/jOsfH7e3tHLAk+n4ck2kppCWC27x5y4Xfhor73tszVpbt7e1sWba6uHXrVkgjvHPnTs6DWQT29/d1+/ZtSU2atj2ztbWV33X16tVcbs6pbfuFeyuoHx8pV/h5zDPLLmIJeKmC4wVZDT7YkLcG0wLsLbgMtsqxsG1rKX4b7wLEuY00SroY0Zrs2XCWH7sejaU8FwWnI0vHQFaTldPutTR5nVYsyzdZQFGAPBu36HrIcjHAEANG2hg1HA4bFmOpuad7ZMlj0D/WHdOi/P1ycHkjaIXkVoF2jq4AUnuAUakps9AtKrJ4UraOviv3+t7f38/rHrMsn56eZjnjgQceyPl+4IEHVgIqHx4e5nH5mWeeacxDlj6tvZSxLL82bl+5ciW3zclkstKP/Hzl2zmDbvb7/TzfXLp0KdOoyXSyrQyNui2pcY51a89dv349W8qjNdxoNFr5dtyGk+smzk32Peha4QPwtaFzsWx+Sr1er2H+9v4ZFGopqHJvY2sg+/v7mY5weHi4ItR4Ola0uKCwTgGLnH/+Wl45sPjFsh+0fcTC3d1dXbt2TVJNT7NGkdL9iKGmXFgsFpk6uL+/vxKZ0keJ9nVAqp0XHCIBjp3XTzae4medkwuNaDFA6orVgafz+sHB6lZqKg7WOSKj1O5r5SnKVVU1Iqdzjz4f/ZD7Ge/t7eXBkQoOTvJsAxRa7BwHfUvDR/CVmgtk0oRIxyaF2dPA6IPmqej+vF8g+4nfjyuGiGrn//f9ZDqdhpRugmWw70AKHCfh6F1RPvyetZ4u55V869xXODZxwecnKipG79y5k4WMj370oyt7CG9tbenjPu7jJNUTtM0zNsZOp9Pcj0ajUZ6A7927l9u0nSPlNFJc8LsyIiknXu6CEFGvI0oo96mP2rlvQ/Tjl1b9FKmUsHoxP+aUUm7b0QKXCtm7d+9mAcvywGjZr3jFKxpCkVdG+Ujmvm1T2OTipI2+7qmx6w6vKPQ0bG/E4JwfKWo53/t95kejUWNc71IoklYcKQsp1FJGYxrnCaeR0um5UPWr6v6eyaSa04XI+8Azjgj9/KmY5t6v7Ic+0jvnZC9PRm5SBs43rAsvy0rx2OndftbZXcG+9cbGRv4u4/E4H1udeb/5SD6hawONcZ6izOc4fo1Go9x2qMyyBe7t27fz3GRyxCtf+UpdvXpVUr2QtTzSD5iGRVKyfRm9m2PkAmlrlp2dnXxMZRfbK+cjP0dsb2/n58fjcXZzotHMnqFBk3KszeO3bt1q9D9S1X2U7t3d3ez/vLu7uyJ7sqx0s6KLLZWPVFBdpJ+sr3q2oKCgoKCgoKCgoKCgoOB54kI07Kq6Hzl5NBplbTMtPBG16vj4uGFhtV9ayTw1ixpqok2zY1ocaveiKGfUkND6xfQZ1Mc05lbWNsuydF8rZe86OjrKgWgix39qDxlNO9oLl4EoogiQ1G7xHawX07wcHR1lbcpkMmlQg6zc1Ej5IEcMxmHfkNcJH0RgnWlzRBuVza5Rs22aawayMxooI/8yajw1fqS/UfPtaXE+0I59dwZWMZChQRpRFGzo9PR0xQJAKza/eUQNlJraTE/Tbms3rGP2I/YZr3GnJSF6nswVWpbZf9gfLupWwD5LihyjYdMS+HJwV5BW9/uV7lt4j4+Pc9+4efOmfu3Xfk1S3R6tT9g3uXr1qh555BFJzbGSsG+ZUspWUTJ6rJ9QGx3NQbTg0lLKXRvIVCLtNYJnN/nnDByLWW8MumdlSSnlsdna0s7OTn7X5uZmro/RaJTnMaPSbWxsNCjytLrbOxlp3L5dNG/T2jkajVZYFT7oDpljNh5G8/fLwaosnU8P9K5lnLsj62XE5uD4SfkkCvZDSx6t25Fl2UAZj+2Qch/HRN9GPE2UjLsosKqBbYjBZTmuewv9yclJTpOuUbQ8RcGbGJzJ8r+zs9Nw4eP4QHq2/XL+9uxAH/C1LZiunWt7bt1g5RwMBllOjwI3sr17WdnSoHsjj7176fb2diOIG5lvpF9Ltdxm1OPT09M895jrys7OTm4XdJUZDoc5gOX73vc+STWryjCZTHJadKPh/s42hnOvdru+tbWVx/Uo6J53+7G2zTWRWcTn83muezKsbF549atfnXdXSCnpAx/4QCPfm5ubOV/b29uhVZ7BBrvYRfxem5ubOQ/37t3L77NyU+6i9bsLL48VTEFBQUFBQUFBQUFBQUHBc0CnZZmWUjuO9gCmEzlD/c9ms2yd5t6sZmVmwBtqBU2TcHR0FAYhopWLe2ByvzzLSxQynlqgtq0G7H/Tply+fDn7fV2/fj1r5IfDYUNbKdV+BvYcLX3MF60C3i/T+50yUJO/1weaMM0MLSD02bG8bm1tZQ2X1cF4PM7aGGrNqLGO/J62t7cb7cPK1bYtz7qBwUqiwCXU3jNQlmnhuF2T/dJH5fDwMFvaDP1+v7FdjX23s7OzbIU2jR8tYp6pYPmP/HjO266E9/p9O6VVfxfPQDg+Pm4wILzfNhkgtNCyn0R+23xX29YphsgnmpaE2WwW+lqTbRFtFxYFlYksJLx33YOzsN1EQd449lhbuHnzZmM+MM2wfc9Lly412C4+mOLR0VHWyg+Hw6zljtgNXhvtg/qwH9GaRF9IzjG0LNMX0q7TFzQKVBltTXN0dNTwp7d88XnPCLp8+XIe669du5bzOhgMGltp2W9koWB8AwaHoSU+CrhEXzHff30gGVraujT9685SisYAxlwhcyjaLm8+n68E1RqNRg2ZhPOUVM/XEdOJ4znZDWxvxvawtsT22Ov1cnvleM1+wjbira4MuuWDOHorNMd1zq9kMvo4IoT3+2Zf9/vtzufzXK6jo6NsBbN+dvfu3Swj8tswbozN3+xHrCO+K9rbNwp+6WWtde4r3BLJ2vbm5mZnIE8fRM7GQgZQpf8zY1BITQYM2UW08lvf2d/fbwTB5Rhu163d3LhxozHum6/yk08+mfPHcZlsKcvL448/LqlenxgLdmtrK2T/0XfXr6uGw2GDqeTbfq/XywEhGdSWa5VHH31UkvS6170uv5eW5/+fvTdbbiRJrr8dAAkC4FpLV6t7RtKYdCmTSe//DHoCmUYzNjOtXqurWEViJYD/BT8P/uLgJMgZs+9issJvCCKRmZGRsfhy/Hj+7u7urop883nUdlQiW8e5k7ovSZiJqM2SVrPZLP77v/+79HEXKWXVb8cOOmZBKtY5QAlNeHh4qGoM5+ccjISvKMHHQePA4LhYLMqinAOFkNCIGk7srklSHTWSSYSV9454UiIuLy8rSHYOFtZGzQT+i4uLMrC5EHIRVAUxz8vnoCFEwgZlzqaxPB6PD6Doq9Wq2vjyfez3+9KfZOMl3EThGVpTLfuDcBKnABLW0WfhButYN1lzm1BT1lHmfHHKOMcNF3Iufmqkk5SPUBamVrj5R6XVHadSxA2I93dMhhybhMKpwb1YLCpDVAkd1CHB/jjmVOKiy+9c7XI+O2E7fC5XG5nrmlvjaIDT0dhngi++y1zfzs/PDxymw+FTreB//ud/Ln3y3XfflTUrhak4g8GgrLskwsu+/vjxY3z33XflvrmG5z726tWrau9SJwj3ufF43ElC5D6nPKe8Eh7mSPs07SYl20WjlePSzcnz8/Oi0JN5NPckpuq4Oq4RdbqPCpWyLhi1O4+/5d9jhk6fpGstdmuDc6TTacsUg5xTVKAzcEE9gUGI+/v7ythNoVNc934qsmQUJmQ7hU5QKt6OHZ7wcjVmtd2EUbN9HDs0gCJqXY1t2Gw2RQlnH2Wq3fv378te/pvf/CYiHtcS6jx5j/Pz8/IeaEC7msyEwlI4l5UhXX/fZ2M5hSke3EPpKKfOwHGq84Qs5vyeBh3HCMejGpV02Nzf35e5lmNlNBqV8frHP/6xGIdM6yEJZTp6b25uqnQBfZarq6uSmnR1dXUQiNHzVC/bbDY2uJLnTyaTAsMmGSBZ23N/zz6JeDRUs435rD/++GNpC+HlDw8PhWA6HQcnJyfVfqQGLgnGmFLB3+VzsT9//PHHqp1d0v+Z1KRJkyZNmjRp0qRJkyZNmvyVcjSMwfIA6VWgdZ9/teYVI5GMSEc8WvnO48YoWEITbm9vi3fh06dPB4QphAUTikpoEUt8uLpbjFY5T1R6mRQazQgD4Qt5DqEcGblw3gtC2PN81rKkF4vRWkd8okRO+ZdJ8xn9Zlmv9JrSC7zdbg8gj4yIE3qtHrSIOsKpkbq+Cj1rETVRVUQNiSe0WqPIETWklEQvjlCCMC0tn5HtIrogvXccN4xMOUi1IkK0DY5UZL/fVygPraO7Xq9tuRgiGki2oR5jhVTRq6hRP5b6oKeRUFeuCV3X1edmVF5LZeW1XBkGVw+QMN8+C8fFeDw+IBrc7/e2xB2jLjmPTk9Pq5IahHJHPNasdPB4wolzfeYaT4KRnKdv3ryp0AeO6IXz071LrtscYxyHCtsnzHAymRzAdHkOj+V4VaIawstzjc/+5nEXeVECHI5jRWsptFrh147MLM9zqQ8pJKDqo/BdudQN9jMjYkQXURfJv4xG5T5NQsmMIHOtvr+/PyDVY234/X5fRa8jHqOqrNvN1ANHBMs9gOlj+TvqaIwgEnGXbSE0WktHRUQFW1fkHKGbg8GgzI2Hh4eDFCG25fLysuypCT+9uLio9nKinvKdcM8n+tCVZmU0mXWAlcyPx6mv9VGIenO6PaO+XakfiiDd7XZlrWVfUudxfaql7fK+fMcZTc0599VXX5XUzs1mU6W9KqLv7du38U//9E8R8bin5Rgi0W9GSs/Pz8szXF1dHSBSFotFta64VLsUptWmEOq+Wq0qZIYSmN7d3VVIJUa/Ix6j5CSv5djPvsk5xz13u91WyMh8bqaDUv/OZ0j7hyRnl5eX8eOPP8Zz8qKcZS4snMzML+Fk5iQnHDnPyc5jniJzNf/0pz9FxGOoPhfq9Xp9EHbfbDZlcZtOp2WAEArMF+8g1+65Li4uSkd21VblhsZJmc/IF0FDI6J+qcxH48ZGuIEzDggheg6WRmU/NzFugoS152Diu6HjIPtttVoVeAQLotPo4XO9BObw9yr5TqjEOUg2YfR0MHBjJ/yGLMk6RrqYQF2eMZVSKhksVp/jdTgclo2fsDfm/BwzSlXhYRsIx8vv3PxzY2gwGBwYNzxH20Um07wO5w7znrWPdSNx9d2pqOnGRmgh28Bruzy8vucs0xjmeNU+0bql+d5fvXpl+4f5/MoEP5vNSp7SYDAo69/19XUZ57mHqDOShnEKHbYu15zjyRnLXbBjOovVKcS8TdaSzOPsQypGdMxwDacxm8L5zTWIbch70Tjh/NM+6KrUwL7o2rucU6nrOn0T6i+sFqAOGRpek8mk2m/IFZHnU8dKSCiNQFcdYbvdHuQM0kgfDodl/uTcevPmTZlzp6enlXNF11iOJ8Kk3ZrZxXXA4AiNEx0nqlfp/KbjbjAYVHw1qdBz38h+ur6+Ls+VBsvp6WllWHNuaE1cGuP62xQ6o48ZwDo/vwRZLpcVDF3XXWWV76onHlHrR+o4zOOOZ4nBpzz/5uam6FXr9brks+f6+vbt22I0/vrrr8UYfv/+/YH+MplMyvx69epVOY88BLS1yNquwQ9Nh1D4uHJo5HmuugrZ8i8uLiqW7HxuOsbzvJxnV1dXxeaYz+cH+w3bTechuTuyD7Kv875Mcc1rpK7w/fffVznPjQ27SZMmTZo0adKkSZMmTZo0+RvkRZFlers0ypzHHbSa5+V3hCVvt9v46aefIuIpifv3v/99qU1Gj9CrV6/KeSkkipnNZgeRZUKkea3RaHQAdaFnluRVhAOSZZR9oFA1wrDPz88r1r5snzK7ZX9pH9OLwwgDz3URL0eMkm3KdmV/ped4uVxWUfDsOxcp2Gw2xSPE9rJd9AL3mbiInm2+S31Xm82mgmalt3q5XFaw0ojH8cgotTL/jUajKvJMchcluCOciJLj8erqqkBeOGcIo6Snk6Q+SkYUUUdNCe1Rj/fp6WlFZKfzdzablfMnk0mFvMj2cX0h0Qs9zRGHCA1Fx/BZR6ORjWyw7wnhU4jXXxP5ordU2fv7Jg6pFBEHkXkykO92u8oLnd51nk/ySE3ViaiZnjPy8/r164OINufOt99+G998801E1CQvROGk8B1yjHD+E12S/3O88HtFD/E8irsX13u2iX3gInmu6gTRQBpd0OfmPugYYl8ijhTRzck+zxEKo4RdaLjc0xV9oHDnh4eHKu0nI8uM2pDlnJDu1Anyt2TWHo/HJWJGAjFN1ctn0PGg6D+SsEYcRoj4u/wt08yOVW1gOoMjCNrtdlVKR47tq6ur8uxEoaRwTrBeeUb/SD5J4f25BupaochNzpMuSDD/9lW4R7gKGkwVoO6rUH8Vjhsl51X0lyMrzAgnU4CYEprXOj8/L225ubmJr7/+OiJqpBQRRy66zWhy3nc2m5Xfck7wmowyE/0XUc8d6jfcVxzEmQTARA/neVyvOG6ZFpTf8xn4HnOuTyaTMr+YRsH9LG3KH374ofQp9+0cM8vl8kX2yYssGCqtbDw32BxUXYsIOz+vNZ/PS05yspRGRAnls+wSITROuaQxy0Gbix+VkPPz8yoHQdvK/OdcHGezWTVhuHE52AdzIXIQZ1s5GNkuDkCWgOKLVOZdV8qLfaAMvBxY+YwsLZX9xfOYL+cUXhoynFBu8vVZFF7K7yNqSC+FkK4cKzQ0qQjx+mQ35FzkJqL3PT09PSiHwIXn/PzcXos5zw4W45h7d7vdATQpnyfvm8oFGeSZL0d+Al3QlA3UOcO48dE4YkmVPO4Uczq2mFvrmLWPzcMUnevqxOtzjln2Nd8lSxUxb5ZrPBVoB9lOZZ15/u6+hLJdX19X6RN5rdx7EkYa8ZRb+Pnz5wqS6nJzu/Lej60L/I6cHm68cpxT8SdbtcLueH3mGSubfP51Dj/CZ9VoY1v1Wi9d93XuOCgp+7bP+4lzlHNN41/CrNnvmrt/d3dXjo/H47Lucl9wkG6O85xbZG8mvwpLrHGPIPRZ9yam8nAM0AB241hzd/OcPI/6qgtMOFg72zIYDKp2577MXEznnKCOSkOHFRVUB6Au5eDlmvt/LP2CDkNWfemj8JlzXWa+Pvdwp0tRR+V4pU3AlK+Ixz2KThrm+eu6fHl5WfH9MAgQ8ThWck5dXFxUKXrOgZz35RiiLUY9k3uarvHUy2jE8/4phHdTqMPleff394UhPtcEDa4y2BZRpyXQwc3fMmCTASam+zGISYcfA566Vsxms2J7fvz48UXzpMGwmzRp0qRJkyZNmjRp0qRJE5GjkeWE6qhnLD0PhDjTw5WW/mw2s5HQhO/+9NNPxbpPy//6+rpA5d68eVN5SF2onB4YZeZlpJReC0aGCL0mCQrZ5CJqaBGj2Exad9FcsuXm7+j94/eElDKS52CdhEkRLq/eGAo9aSQWc7A7kjvR00Z2QHp08j2T6ZjEAX2OmKVwfNJD7MjgJpNJiYjRk5fesIi6hqkyMq9Wq4PC9BG1d82xZWvKRLYl73t9fV0dz/OSDO7Tp0+VF1zhzKwRzv5wxCUk5eP8yzl7e3trI4Wc05z/9DQqxI7IFEZsCB11BF/5nPyekU+Kg9IxEvCc9D1dgYSQjMRord/NZlNF/rk+KaP6ZrOpYFyMTvNvRB0BWi6XVd37iHq8TqfTg3d8f39fQZhzfWOUKqVrvWOEiFFbBw10pF2MMuc8417CsUdCPQer6+qnrr7Lv5wzDprHtrDdLortfu+iIQo97fN+ovtyRL2OcM1lFM0RF/Fd5ju8ubk5QAzs9/sqos1UGZJ6RtRrJRFqREWxcgAj4fpsCjtWHYowUSUmcsRFnJ+KHuRnIvaovzn9ZjgcljUqhVVGGEVmCqBLNXGRPI5ntw/p3CLp3TF9ryv9qi/CdDNCajWyzH5gqo1D8TAdgQhTp2+Twfry8rL8NlPaJpNJBft1zNopk8mk0tcY+dXzx+NxNb+y3UQMcu9QJDBJu9g3qVfxuVjDmqiQPM5I++3tbWH8zj6+vr62SKQ8h9fneYoWyL7I76jv0cbk/prfX15eVu8v+4Lkhkq656RFlps0adKkSZMmTZo0adKkSRORo2GMTJBmDgo9/fRcuxIsrNGV59zf35do8s8//1y8Iem5+/bbb+Nf/uVfIiJK5C3vpRGazWZTeZTUg8JoM70hjL7RS8s8uvQSkciiq7SMRmY1QqtkG/TmjEaHtUFJerFYLKocUvW0MxrFaHBXzrJ7BkY7WR+aNQkjai8VPdmr1aqKeGYfdOUN9VW0xl++F+bDcIyxdFO+r+x/5qLTE5j9+/Hjx6qcBRESKYxGM++TpDHZbke/v1wuD0i1iF5gvXHmXKdnlR69s7Ozg3w1VxORwhxU5unwO9aSzWuQoIYe0lxjHNrDISl4nO125bJ4PMLnpnZdlznLfZ4nuc4tFotqXLicZZYazP5dLBYVqV1EvcZHxAGiQKOf6T1fr9dlzGtkNq+T90hv9mq1qiJyjAYdQx84lAlFSbk0f3e73VYkY/qMjKhxLeB8cVEszavWezkhYYsihnSf02dQ0i69FqONz5XycP3YF+G7YhSf6ICImiskokbPZf8xEpNzijnu7l1TP5nNZgXBQCQFI8uMMvEaeS/WgtbygIvFwkYA2ReMLPH5nL7Fsc11NaKe06enpxUJUZ5DclqSO2k0cDgcVuWelGyMEeL9fn9AlprXyONcSzSSxz2Bc4bX42/7vIdQWEqS9bWZax5Rzwsic7p0IUaWHQkcdThGpnM/yWtlmyI8f5PqLDkG5vP5AVki0YG0ZTguufe4Un8cN4zKOzJFh1jIftGcauZV5/hPXWu73ZY99/T09CD3//Pnz5X9keczskw9lvOINdHzWWmrkBhUyaFJIjoYDCyCUeWosZwNv7u7s0ZndsirV6/KS1ssFhVjaLKQJaT748ePhe16u93Gt99+GxFRmOC++eabKqmeUG8muEfUtc34OY8TTsDF8fz8/AAawM7lb9mhDrJJQhVCbVK4sZAkgIsuId3ZL47Rm9dwCy0HtmNMJKsyCaTy+M3NTRmANGRIIkKGuoTTE3aVws2MMMA+ChWDFMI8sh/INs4FfDgclkUkjy8Wi3Lehw8fCgyatTJJ8KWsoxHeeKMS4OqKX1xclPHGzcIZyzye97++vi4kSdfX15WilMI0jmwjGcFz/SAxnGPTVpZwKm35PITiONIat0GwD/kbZ3xsNhsLdXPKPFNYFEL4JUg++/X1dXk/JycnZcyTpMoZj6PR6ABmzd8y9cMZqoTQDQZPdblJDEIsqgwAACAASURBVMkxqI4gkrBwfjr4PNdlKts0DJwSQ2WXz+Cg0VTsed8UOlG7DFy9lq4ZauSzfXxuR3Km1+2CXee1jhnLPN53eKkaRxF1n2pQIKJ2RrI2MueOqzHs0j7ouNB1MdvC/UQJqejUp3FyenpaOQL0WXkNOodoXLhKDDp/tL+cQUHCVhfE0HZzLuV9ci2is4pGCNun+z1/y3uxv7kusT/V6cxnHA6H1b36PE/oUM0++eWXX0pfJIkddVE6OZyjyJHQRTylx9FhS92d59F5Q8elBrro0GFdcNWdI+qqN7vd7kCvGo/HVaArxzTXe85ptkHTkegQ4PxOGY1GldGa92W7c08n0/Rmsyl2IIOn+SxMv7q/vy96IPuNqbJqV7Ff6Kw+OTkpxJ7UPfP8q6urEng6Jv11zzZp0qRJkyZNmjRp0qRJkyZ/oxyNLJMoiGUHtFQAvR5K3084ccSjpyE9EdfX1/H27duIiPKXnsT5fF5FYjSyzHsRrqOlOCLqusIXFxcHXkV6WxmxYj3mLvga4ejZX/SCE3KY96IoXIj09izlo2U/8hzn3Wcf0ANDWIeSBJyfn5eID4k96ClzsDASDmR/3d7eVt6x52B1f8/C90PodI7d9JDd39+X73RcKGzu7u6unHd7e1sQGnn806dPFWkXofzqMWWE6Pr6upTFyTnHGuZsS0Q9PyIevbkkO9Eo9dXVVQX3I2qC0Lv8m8/IvqM3nJCnHG+uViZTJ1iGKuccUSYOdcFIhEKoNbqjRDSu3Zz/hAtyvdJz+hwFiKgh8YRA6rrtiH4ialQE1+f0Ys/n84rkKKIuJcIIhEP0jMfjKnKsKB563EejURX9duOoC3af7XKkWl3kVZo2oO1ixFwjuFp+yUXtGal3KCCXXsIol37W+1JH4PvmPHGR5a4522eCr5Qu0jj2s0vhYOSIukbXb/Ov69Ou3zLSqeRWOt6oa2mKAMcb9QTqeFw/XcrEc+smI1MOddhVAi2FaVBadrFLqKtRN3UEflpeR9OBSPLK62rqQp7TtZf1Tdx4XK1WJXpJXdWR1+lv9LeM/Oa7UOI2IiQU+aZ7m0uh5LpLnUAjywqhpl4UUZMpk7hMI9Z5faIXtKySolV1fnHdmUwmFUIxEZCp19FedCgWziOS1hKGTWg193JFx3B/ZmSZJfY4DvJeLH91TI4ay5l7yML0rKuXD8EHI5yS8BLCRPOBr6+vi+KdD7FarSplmoaa5gbv9/tqwVGIXsSTUnV5eVnaTWXf5dVygeeL6spZ1gWJUBiXX8CNiYoBIRes/0qlSJVs5sFqDTm9FiETZJYjMx0VRN046PxgDgWFBj8V4j4bAo6xlbkaNIDzu8FgUOWb5RjICbxYLCp2wpR8J5rnnPn9X3/9dfnsFPc3b97EP/3TP0XEY8pDxKOxzLnjavcRes1cEXUEKdM8+0adXYQl6wIccaiQENaafx0jOxdHQtKdgavXTsk+52+d4uFyNhUy6fIyHZSyz3MkIqrNnONN548q7tmfXJ+otHLN4VzhNfO+7rpUVLnxKvTZsdtqGxxcmnIsdznboDBAzh22i8/h5pkzLHhvB+nktdheKpMul9JBrylu7nBuEarqfktjuu+GMvd2x33goPxcO/b7va0jT6NWDdzdrq73TlFYsFYAOTbn6NB0xrAGAPRamrPMdAY1AtRIT+E9mcKnx6lLRdR7AOHZ2RdON6SO6iqaUB9MGY1GFs7LecRgFA0oNZbZLzS6+ih0RqQDnX2bxwnZ7Vo7+H2XAy/iMC3BOfOcgevmMeckbRlyQHE/SmFOMusKcwzSuUOdPY8fy+3f7XaVHaC6CvdRtvXq6qroujn27+/vOwMxeS3qhXke1yM6BngtTY3gusc5xaor5E3h+3hJnn+DYTdp0qRJkyZNmjRp0qRJkyYiRyPLaYVvt9sSrXr16lWxwhPusFqtSoSIUVkSB2U09+HhoYo2k0kt4pAQi14Dkl5FHBInKGkEme1YD3A6nVaeohR6U5xH3cGZ6eXJv+fn59VzKZOiks4ohJn1EwmppaeQkZV8LgdNIESX0f31el1YLtlv9NZpH9FbSpIjRu3ogWXUsc8eTgrHJudPxGP/OdTD2dnZgYeSxAwXFxe2ziMJChIF8u7duzJXHfTo6uqqRJSznvn5+Xn1jhndVhK48XhceeIVykrvH6NkjCDkOVdXV4WEg6R6REIwYueQHRQXUWMEhB5S9f5qJMIR6jiPM5+L93ewOZ6nbdbf9lHcWq4Qw4h67eBaTPSAIx3M31OUaM/BFTlPOEZ1PJFEkvOT+xQjyw518NdIF2Fjios887ddiAhGFdw+6H7L6IOmMB1r47HjStLkItJcP156n793eQ7qy2gX0V1k7nVIB+4tumYpdNchMDTKlp91/mpELe+x2WwqBGLEoR6hz8gxoiRJDv59bI+g/sRKLZwPek29L/dJ13esEOJgr054Xxct1ug6107XB24f6qNwbKcuOxqNCvKNJJJdaVP6XkkCyfHEKKamm+RvHfKji8hOn4H7EZEbbAvHGxF1eX3qmTnP5vP5QbSXY4LtcvBy6l3sK+pVRHZR/8175n2ZSufuT7Sl0+EUcXtM36ONRZRr9hdJq5+bn+Xaz/6iSZMmTZo0adKkSZMmTZo0+cLkaGSZ5FYZrbq4uCgWO0mH0koneRY9JCTaOZY7yKgta77Si0qvoyPdooeG+Y8ut5TRhbwfk/VdwjhJACKeCIfSo3Vzc1Pa4up38VqbzeYgWZ/1a+n9d8RLzP87Pz8/iLyQPGI0Gtl8cka+0wvl6hvSY9XlESZlPT2jX0JkmZ7c4XB4kHvLCDtzMoiwoOed4yI9p6yfl+/v5uamUOO/fv36gFCBXsfz8/NS2il/N51Oy3hkeau7u7vy7pmzzCgTI8r5l148ElUwhyh/SyIuEnep0MPpokxKFqQeTHrhXT7qsejcsZxljnOWNaH3mpERl7PMedTnUlJcZ1jCQctNcN3WyIjmcmmt2RSH0CAZEfOinyM5yn2OdSRJHMb8RXrheV9tV9dxx4HB6/IaXTnJLuLrIgVKBuTur23UfD2S1Whb6bFnnpyLDjrUBX+rz9jn6LKLlDCf9rn8OqJ/3Nrj9B9GYvjeHMJmvV5X41zfhZ6T110ul1U93IhuhFpXfxxb4zm22Qc8zrnj0INuvHWhUNz+6spFdZFuufxaztWufnGoJXdf6nB9lNSJqPcyusn340rQKtlXRD0PSG5FtIfLWeZ53AtcFDpFxyDHrv5e0Q2637AE42q1Kp/X67VdV7mGaPRc1/LU0Rip5XgjUXD2fc7vwWBQoVEVlURbizpzhEdEdRHwZVucbqi2SLaFKLGXRJaPGstkj04hDItwyWyEFvJ2ZCBkuHakPU5Z7oIw0pjV44QgDwaDSnHPjqTSReIiZYrmxFG4pD4ji2tnO7VdPEchfDw+GNS1LLW49nA4rIxl/lbvT8WfTguSAdBY0zrB+/3eso+z1iw3XELGX1L0++9V6IBwsCfCren4yM+E2mefkkSBxjIJHVhPMI9Pp9MDNmwu2jRmWXeTCwsXN3VyEIY0HA4PWON5nKQVHNMpJycnpd1sF5VtKhZuw3EwJQezVmihKiRd0GoloOHflGMwbM4TMlM6aHaXstgXoWOE+wGZOyNq0iA6FqmUujEWcfiO9vt9pUi58ULj0aWkcM2k8umUopSujd1JF0EX2+IMbkcu446zHc6pzHO6SPWoSPG+x6DmfC73O0Louwx/R3bUd3FVPSLiwFjmuCNT7MnJiSUQfI5crusdKNSX65Q6oPL6jrRrvV5XCn1+5wzgv+Z9d8Fe87NLtXEOoWNGvzrpuD87pxH1Nh7nfbhWuaAP15ouJ4IGNFhBxu3ffRJX5SDiqS8YMOI6QwPYVcVhrV5dnzifWL+e70dhy13CvY3EqHT+ujlHR022mymSTDfiM6R0OW/yuWkf0RHM4Gl+x7rTDCKSwO/z58/leIoLBrKmM793cGmX+kDSYhLhrdfrak7kdyQTe4ne1WDYTZo0adKkSZMmTZo0adKkicjRyLLCdPM752moLopSRkq4QKpxes7oNaX34JhnmV64/X5vvan0+JGgS48zsuVEy4YwckwYQF6THkj1bPK5CBGgl9iVjiIUK78jiZl62LIt9KAw8V/Jm+iBUc9L3pNwBkZcSMWufUSoVR+FEfpjnm2+V0Zwd7tdibolURfTHbQsUsQj6iPHAj9vt9uDKD5hrYT7pBAiTagcI6HPQSfz/RKio1Es9c6Px+Mq2phtdKRgXcL1gd5MV8+YHn2te8n1g9EQ9qerH8/IcRf0mm1w9ZXZh30mZEkyN0XxOEIjrk3O084x6LzNLirkyL/0Wo5YqCvidqwciYPl8V7HIs8aAeTc4TXYPtcGon1cJM2JkqVpW7qi3F3P8dzxLjiea2sXJLtv4shxSEqawvHK8cSopoNLK4omoo7qcDyp/qFtVNgq2xZxqCdQJ8i/DqXXpfM4vYmRQn6nUT9CwofDYUX2leKIBR3sXWHgOnapY2Y/aN+45+Y75vrUVY5I6z8vFgu7f/dROJ6dTk8UUh5XxCdTCyLqspNuvLM+t/btsfnJseLqODuEqbtHHld0AvV52h+8HtFa7rpd6CLqcxGPulrqbQ8PDyVNiVH5lLu7u9JGviNXe517gK5X+dfplvlcd3d3VcoUdTBHQkgE40v2k6PGcl5guVzGb37zm/KQNK7yIQnDJNu1QhK4oHbVBU5RJUGVG3a0C9FTOY2olfQUwrEd1CyF0ANOMrbLKd5coFMIBSFUJttCuPVkMqkml0KGlJ1PB5gaBg6awO/yna7X6wMIj+Z952fmSPC++d1yuey1sZyy3W6Pjtdj8Dfmg0TU4431senA4lwhs6capV01wsncyQXH5a13Ldr6mflsnJ8Kp83vCB10cKEuSDb7Lo87GLUqE3lcn0uNaW6iquARjksID9kmeX9nWHPRdk6+PkoyurMyAZ15XNtYHYGOIEK+Utz6x2PqtMrvWbM1r8/3QsUqz+G9/hqYtSrDTF2iE9Ip6YTdsb1OaeN47IKnsl0ur9P935XnrGscPzPVxBloL4G+6bPkdb8EeQnfgesfp+Trb445cihqhOffY8ayrs80ZrWaB8crjQAq0w62T8WZa7wzSt2+wfQMOhacEt/lBHD9xTnr3k0+M4X6otvT1Vh2c63LKdxnob7u9gPCsDleU9iXqfNwrXYGrn7Pa+lxXp/6iYMdd7FSU7iP5XXp1HfXjThM6+C6wj2TzlXOs9Tj8/rT6bToozzu5sx6vS6fmSKo6VTZbrc3MLjKtUTtUBrLXC+5D6VocOQl9kmDYTdp0qRJkyZNmjRp0qRJkyYiRyPL9Mhlkvbl5WWxwhNKF1GH+hNuR09DF+MZoaYRdf3Yg8ZKUjtD6SRXopeAXvf0hpCQytXNpGeGBGF8FnpGGXHKv/T4aGSRcOj7+/sqipLnZH9Mp9MKvqBRKLbbMd/RW9sVOWGEkV5ajXhT2Af06NLDmR4nsqX3WbRmXL7vfL/KQOg8kIRpk3hBveAa3WG/5/zLv5xzk8mkIrCIqAnY7u7uylxfLBYHnkLOOQdjOjk5qeYUifu0NmBeL0U94orgUO+wRrafi347T6NjoqYHk6gJ9jGjoJzr+Zef3XU10p3X6nM0IJ+TyB7CsLlO5VrNaA9TeLhWO/gp36uLADuEhcKxHGzbkawMh8NOUqZsg45tjQBzPDkkSlfUgH2h5+t6pJ9dVIH9xSg3+8RFXl4CudYotc6jLqKlPKcLVt43ybFPxtbFYnGwbpOYUSNmqkM5xEHE07s4tu4oCRLTjZR4KK/PKLimxPB+hMhy/Sb6yKEaGC3kWu0Qd9oPEY99p5G+/b6uq+vO5x7A/UgZhal3KaRU0U5E8bl9gfuJjn19BvbReDzuNbFq6jTT6dTaDNRNuP4eg9dzv2YKZcpLUBv8fGxvp85C3Z2pRy4dwkV7Cb0+PT2t1g0lt6Ju7hB92n4dr7PZrLRlMplU8GyXBpppARcXFxVaOc93hNBEaXKtoc2S7czrs5KL7qM6T/icDv3r5KixrLnJETX8JDv/7OysWghZbsYZy27j5j1dzpKDRg8GT1Tlu93uIMTPhfzh4aFcd7lcxsePHyPi0ViNqHNEWfIqhf9zod5sNgflEO7v76u8EZaUyWtl33369KmCgOR12F/5HpRFls+az6sGxWBQU7ezb/K3Ln/ITXg1tt1iz4nl2Pn6KO7ZOEb4OwcH4thmrjqvRQWTf/McsgumEyuZpgeDgc0NZhkqvktuFvqMCgPT48vl0m4QCpXKtqbwt1QACZV1iiHvfwyyqSkbDhrH71zqgnIT5LVcWxzMmvNAIb5fguSaeHl5aaG63EMcrJAGldv0OC66HK4OosjrH2My5VpMHoGu+zhl+Rg0rOsZacDyPOccjjiE2CrUlmMzpeu53W+dMc/78ncuNYL94vrAGcNqMPR5P+H7d063XIdOT08tHwKVcK6pDkadosd1bT4mThFNnWK5XFafj/GgHNMLtY3cE6kD5nMzXbBrfXDOWXf/rnWFOaaaI67jPY9z/ro+dg4FroF8z+v12r7nPjuSKKnHnJ2dVfuw2hyE7A4GgwqerWsY93vaDOpUTHHOPgrXVQ080CGja6UzrNlWBlUi6jKd1Mfn83mxcRjUY8BBuTeo29PBn79jCie/d8/PPnT8B7QnWS3GzQ3OHeqpdDRxzrnqR11z4yUpVQ2G3aRJkyZNmjRp0qRJkyZNmogcjSw7IglGRzLkHRGVhySTrJ3XgrC6/D+iZlxz3kN+TtntdhXszh0ntDk9LD/++GP8+OOP5XkiIt68eVPOu7i4KN7KPH52dlZ5JxjFJgwg4tCbo5AJej3pbUlvDZntGPF69erVAQO5Rq7U60+YIz2R9GTRQ+OiZoQpEt7I8UFisLym+22fRSNAKhptouScSGK3y8vL8o61gHr+nsQJ5+fnEVEzDed3vP50Oi33SO8k544yZxNtEfEI03ZR067+YD90wafZPxQlZ3oucuWi385jyPPokdeInWuT/pbi4NacB11RPX3mvgrXSUcc5zzb/DyZTA48z4wGOwRGF2yOYzP/cm9yaBiNbua9JpNJhezg7yNqGKCD62kKgY45eufZbudR557LyLeLgnNOkUQthRHel8DUjslzc64Lxsi2OrRTn4X7+Xg8LnoEIb/cd7nnKzpBI1sOYdEVWXbRnhSuaYy+MZrMNBYXRebYfmlUlOSQeX+StDpkV1e7XxJZJvQ970kiKU2P6iLH1DUoj1Nv0rGt5xxj+WXbuUb1UXKMnZ6eVvaJVvGhXkadRlMXIh7nEeHMGg0mPJgIVM65rj1cxz7P70JNuVQa2gz5W62tzgoeCvHnfsL2OluKCAw+HwnCKC56zhRC9m1+x/HcNQezj1JInMr1xSEwVAfLftP0keekv5pZkyZNmjRp0qRJkyZNmjRp8jfKi0pHbTab4h1gvourj8nkcXrqWcaGXnj1xpycnFS5ICQr0JxHRupGo9GBt4ORr9VqFd9//31ERPz5z3+OT58+RcSTh+Pq6qqKZmhUdTAYdEZKmUOS/9/e3pbP6eXJfjs/Py9lVJi/l9Hujx8/lpxqtnG/35eoICPMzMVU7xWJLPIaeVzzB9TTph4pekDVy+88nCmOKKZP4nJdu7y6LuJFr2LmGb9586a89+VyWfLaiXTIa5yfn5coMvOXXT7NcDgsxzOCzPd3eXl5kMseUfMQ0JOn5Fb0sDLnWFEi+ZfjQnNj+JmeQJd3v91uK8+pRrHoedU54e7vIoiu3ILLlSaJS1eOU58jyF3CGu8k+EjhWHAlc1w0WKNR2r+aw8cIgc5FzWHTHHXmSSmXBEsn6vldeYTP5WUyosd1V/cmRphcH7JEI/dXF8njnuu4Q7INTtw84PnHIgXaFpcHe4wArI+y2z0R2iwWC6tL5XdEDjCS5vZ7LR+Wxx15pNPR2P8uAs3xyLFPIh1FgKRo1E/HkNNVGGl/6digDudyIola5D04N6izas7yeDy2epPjHOBaRKInt251cR2kPIfQ6JOkvkyk52azqYi/VPb7p1KFjOxyLKg+H/G0ljJSqjqezhPuEdqGiJqIj2OI85fXdGtiCvOI5/P5AelwRL03UV9UAj/eq0vy+tSlqFtm389ms8pWUfuEdttms7E5/9pvKSQmjjhEczgeHsfz8VLb5KixnLC5k5OTouiQZIovwoXSd7td9VIiHgcolRStCcsF8bkXtt/vK5IxrQv88PBQkW/98MMPEfFIqpXXTsjqzc1N+dxVl42Gt1N6udCnUUuG6ey32WwWNzc3EfFopOezk7Dgl19+Kc+Qhv3JyUlRMnOAE67LPnMGtEJVUwiNyGs5qKSrp5yfj0GatB/7JjruInytPEf0E1FDuvI81qQ7OzsrRjRJuTh3FJ6f1414HENkUtV7DYdPjKSTyaSCeqtBoQQYei9Vbo+RtihhnJIM0THnjAS2gQoJ4YsU1/fO6CKEh/fldajoKJszFRpVeJR99kuAk6bk2qEM48p6GVG/FwdpT+F47qoZy3dBQ04Vc3Vg5b24Gef5JycnZY13yjJhrzQ48u+xuo5OKcjzCA93443OhbzHcrksY/T8/LxiGleDgQ4DOrPYb7w/lRsHdXPz67n9yMGzFareZ6FhRHipKvE0yJbLZdW/zvB1tVwdYZUa025+UnS8KUGbg5dSWXbv1RnkytyrBqwbz5Qu0lbnCKKh4xy9Or8VXsrztQqCzgOucc6YZhu1X7Rdbq3pq6RN8vnz5yrdk87AiEOCNOrIjtiQ80whyEx/IxyZ78o5s+jI4Xzhu6Jj/xhUnO2loZn9QVI96pZ07nIPcEHIY2OH+wL70Bn53Bsjapsy+/M5O885qPLZIp7WQ+oV6/W6pAMzrZUBT963EXw1adKkSZMmTZo0adKkSZMmf4McjSz/9NNPEfHoJcio536/P4B5DgaDysp3UUtGix1JEX9HLxkhcI5whbA4eg0iHsmIEs58d3dXorX7/T7evn0bERG/+93vIiLiN7/5TWnD58+fSxszMj4ejytYhvOSEt7KdmVUL/vwzZs3JbJMz8o333xT7pW//fjxY4ksr1arEv1OGDev6yLMfDesnbxarQ6i0KSfdxF1jQ4w2qAwbBe966s46FMXWYkjSyFMMoWRp9FoVKJY6REkbE7bov3tIJD5vfvOlblwHlDCsNleR9rlxgiRIS4tgGQmjPQxssyUkK56udk+epcVPs5a0yRMclFqXp/P7d59F2xO4V9fgjiUAN+LG2NKtOVgwy4y1AVxdus2hdFYeurzWL63yWRS5uJkMjmKkCL8jUgNF/mgdJH26HdcBwjHI9EmUy5Scr+idPVnF2KI8+S5yLLOGZ3fFI2k8bfu930S6kJMBXD9y/r2KdvttiLVyWsx6qMRSf2OY8uVlknpSmfh/M5nYBuZDuFQIE6P0KipPoOm12i0SGuUdxGWuesrVJVRNBd51j3X6WZuTjlUhYvS5zUdSoz90ef9JZ891+mIxzQ2RRxE1OOJY08joURFEMnk0B68FpEGKdSlND0t26cR4rwWo8z6vLo/Zh84/YXoHy0ZGnEYJc7rO4QG+yLbxRQkV7OZbeH1aANmu2gLcR5zbh1DZO12u9IHLN9LhIC246+Ro8byhw8fIuKxkwmbUQgP4QSEnJClTg3ZCA9hVmZBdq4qQhyg6/X6gJH59vY23r9/HxGPRmd25MXFRfzjP/5jRDwZy9fX15UyTqhTioNEDQZPdYz53IS95kL7+vXriKjzUbkJ5vkXFxcVvOrnn3+OiEf4uOaJDwZPbNfKzpf3dzBGl7OjipjCrzR/Kc+jI4PX7PNCTXHGcpfyS0PUbdzsRwd/Y96tyxfjeOPc4bhQBZjjmfNst9tV4zCirhvOz5pqoP2xWq0q/oG8L2FvLo2C/aUGrkKzXc1RXZzzsyrumu/CtUTnycPDQzXnNQ9GocMun9Q5TfruVOqCvGf/aN4l/+pnp0DSQOX7drmWPC+FKTP39/fx+fPniHiCju12uyoniw6s/J57I/OYFTKm0Eu3rrp8uPF4fLDGqHM652pWZIiIivOAkGxN32B6h1NydK3rqn6g0uVQ7PpNirtWlyOyL+KUfefYUQfEMUOwi6eBep3L3XcwbGWt1b1f10RN5eG16DRiG5mLTV2HxqGuEbvdrpozLh+aRo86bx1rbn7Oe3CeHBuDCvEl5wd/w77Qz26N01QSGsZ5Tb7TPkOxM2C02+3KeOGa5qD+2n/6Xtl/NMy4JnbluzJFLsWlEzAA4XQCttE5RNm2XOMXi4XlyHD2Fq/FNYSOOa4rmv623++rvdpV7slzPn/+XPYjGtPX19cRcZjTzHGuTiMNPKiuSb2NNd15Df6WuudLpMGwmzRp0qRJkyZNmjRp0qRJE5EX11lWL1xEHR1xXrau5HSydB7zzqlnTb1AjKre39+Xzwlb/vXXX0tkOb+LeIzcZl3lhDUTqnZzc1N+z0hAeucZgeCzOVY2enzzWh8/fqzg5Q7q5qKyTOJPePlg8MTSvV6vDzxRJBZ4jl1OvVDp8UnPECOBq9XKRiC7YBJ9jgQ4L7t+1t+qx1ehMISnuBrjjLrSi01UAyOhnKsaCWCklKgKfs+6ffmZ84BRWeepo/fXee+dh5PPSBg278V1ieOc85bP6s7LaxLGRCZ4be9qtTrKtKhRbkaWNcqphDV9ji7TW92FZIg4rO1Ij7yLJjmP/HPrDb36jPrmWjefz0tkOb+LeIoezGazkqJDlAe99y4tJ4VpMCRUURITFR5z84jkkylMMWCkYLlcVmlG+ZdrkEJvNWrhYMIUR0zkUE8aqVM0ByOBfRdGC5U8UIVz6hjUt2tdIVLJRSGVpTfikMDL6YbUQ5xu4FK7GHkiISxJkkhC5iJPnBP6PIxWEcXECCT7aAuvzgAAIABJREFUi+jCY/BPJySaGg6HZf5xL3cwbs5/roEuuqZRZBVFr/VNkvSUKMjpdHqAhDg9PS3vYj6fW5InTTVQcRFeJQtLcaR6SuaV99d9o+t8joHtdlvQTkzRTFGoONf7FKJoNeVBdUTto/V6XfbG1WpVKv/c3d2VdqXd9euvvxaEckQUNFa2782bN8UGIxt2lz7IykK6fzPqr+gjp287xMsxaZHlJk2aNGnSpEmTJk2aNGnSRORoZNlhukejUYUFz+8YoaGXSwmjuogmunJyeB2XdJ7XZ+3OjLqyXvHnz5+rvIb0EKUnhJFrEl0xipa/XS6XlXcoo72siagETRGPXpY8h3lweS1GKrItd3d3VQ6ai5ywrpzmsEwmE1vqi14YV1+anpku0grmcOtYoecm/++rOFKQ7XZ7QPpBLx37x5UKULSG5r1qrjrRC5o/zAgRyYZy3Go0nB5MHSPqIT1GDkFCpK5cy65Ie97T5US6nGW2ldFKh6og6QzvlfOMUQVG19lH7BctMaTe2q6ITUqfURcUIh4Yudf8ca7F6nHXCBn3G40sRRxyXTCnWT3X9Jh/+vTpoFYleQQ4P+kFp4c/vehEBBHBwbYyes5Im7abfZLjarlc2qhrzvXtdmtRE4yk5x4ymUxKVI9lIrvmt8v5T9Gazprbzyg310C+mxTNA+zznGFZlXw/1LEYTWTkKvuaa5sjW6RwneRnl0+bonnB3FP0utQNttutjTIzz1/3TEXeaD5qXjev4yJTfC4XqXfjmQgNruEkK3sOxeJQT+7ZlJQr5bncf+6/bh/t+zxxZKcuR5il97h+ca1O4bUoRAF0oT51/aNepoiAiEd9P9dazg2iA6l75BhZrVYlV5mIP64FzN11/ZHn00bK9nMejUajQkace8RwOKw4W7INnz59KjbO999/HxGPEeaMMrNscPbx27dvC8pX84gdKoZ7h0PGEt1HNIC+U75nh8pwctRYphGWyfSsw8oHYPjbJWm7RHMSSaSo4cXBpspyxNNgmc/nhf0zoQmfP3+uiE0IJ1KIHZ9hPB6X41So8lrz+bxaPLMNhPARduNg2AldIBQj+3g6nVbspWxjDvK81n6/L0b2fr+viDEi6kFBg0JJivIv4Re6AHfBFVztQz5X3xdthfhG1H2izKQRh8QnOk904dV3QOITGo2cc3xfuShzzrl3zXuRzI9KL+enQmhJ+kVhGx2rtYMQam1RZyzzGZxyQoXJXZf97TYAKlgpPM52PQcZ7SLgcWtjH8VBHGm80bmToqk8+l75ndtv2LdKGuKMZdcuOj4ciRyNTje2T05ODgxvprFQgWNaDjdzByl0fUT4J4n0qGixb/gM+TeVUKZOcM/mWsH9xDkyUrpSixxM20Fosz3Zlj7vJ5wHjrDKQde70hEorq8pz33viKgccRjXTCWi7GpTfmbqUMRjHzC1geNR9aqTk5My5rm/co3X79gGGiybzaa6lvYd78/UI7eud+2v7rnUcabCeeQcAhSFy/dNaBwy4KOBAWdn5G+1/+gQ1d/q9enUpb7rxKWpnJ2dVXq80x90PkTUjn2nQ1EXYlWHDNCNRqNSGeh///d/449//GNEPNlNtPcuLi5K5aBvv/02Ih7TVBmAy7bc3d0VMuIffvghIh4rKmUbWX0h7Zj7+/uyN06nU0sC2JV+w77LPnK6J0mjU5gC9NJAXn81syZNmjRp0qRJkyZNmjRp0uRvlKOR5YSRXV1dlWT6iMPoF0mmNBKg3lB67DQylMcd/NuR8tATuFwuD5Leb29viweDnpv5fF5gAnnOfD4v151Op+VztpVw6/l8XvUB4dl53JFZZLs+fPhQouD0SGWi+2w2i1evXpW+Z2Qyr5v3ur29rSCj6U3L6MBmsykenf3+qYSBQkn1O/YXn8XBUQg/7pIugpE+iEZF8q/ziDn4LiNLnA9EVWiEh7+lt5NpDulNI82/3iPb6jzmfK85hk5PT8vYUlKtiHoeck651IzFYlEdd4RLJBhTCB2jiowauAgj3wev5aLNbCMjiCkagXDQXxctZt9SGEnoc7pCivYf4Wd53EWOu6CVRCxoJIVjWyGKGlXluCBCwkG7SGYScYgIGAyeSgqSIIhjlN/lb+/v78tnQjNZpkpLwykcWutqZt9p39/d3ZXP+VtFXbiSWF3QXp0nGgF2KRFsn5vXfN/HIm59klxfp9Nppb/ouq3rDJFKSsrF812EmJBewv71e95Hhfd0pFyEvbp1TpFtEXXtVSX4yjFC4kiutUS5OdExpiVDGR3XKJSiuRyZGOcn7+VSrrpg59p+RsSoI+Tfs7Ozas4pKqpPwv4lnFnTorgOakqLXotj0P2O6XWalqjoA+rj1E+oh7iSnrw313XuTWmLpB1weXlZ+mAwGFQ1hhPFmjIajeKnn36KiEcdLZ+HemKev1gsCso2r/Pu3btiD+52u9KGxWJRIsssd8t2aanR29vbCsV3bG1n/7joO0vYUg9mnXSKI1I7JkeN5Vy0WbvMYfOz8XnTrnyQiDrXkvAwZwArNNPlPGVHf/78ubCuudrKDMMvl8tiLP/4448REfHLL79U+Vs5wdKAvby8rPIAOCEJ9c7jhLXlwGOeAV9qfs5BGfHU91dXV0VRGo1GB5CKxWJRQQcTkk2Fhws9lVCFGarSlUKlzhlSCjNS6TO0NKLezLoW0pQcY58/f676P/NCXB6jy+XSvFzHjO0WgK7anTTMnVLL6zshbC6FxgXbQoeNYwnlNQlfdRBXjmeXy+zG8Wq1Ku+Bz+rg9Kro5F/HuqiLd/aXqxPqcv/7Pk8oDj7vGDppwOoGmN/xuBOXB0Vjlcoy26JOYX53e3trnUY0+Kl46xgZDAaWeZt7Vu65Z2dnxXnqalGTk2A8HleGdd6L+006aplCQEOG45fPkH/dnKZxwHnkOEkcRJ7/d+Us991ITsn3NpvNKqhpCveN7HNlclbn63OpUMo/8Rx816U+UAglp+HsHB55LbfGj0ajMp4jnsahyx3tgsXm/Xm8y7FGR66rmU6DqCuPn/eMqNc457xjuzj22S/PQa/Z3+w7Bynui1CPcGlceZxQ/gjvkHAOWe43x+Du+luXOnp6enpwLt81jWXaSBwDtHVS/+c85HjP8Ufoc+432+22jOd//dd/jf/4j/+o+mK325XA3o8//lgFH7N92beDwaDsJ4RhU6/L9YxOJ5e2QHEpBJzvmo6QfUQ7lCmLLmfZ2anH5MvRzpo0adKkSZMmTZo0adKkSZMXylG3k2PFXK/XB1a489DlX/Xc0COgdbX0O/VGO0IWMrGRBTviie034jFanEnrp6enJcpLD0p690ejUYEZZMTv7du35f6sL8vILiMQZLBWUq7hcGhZHZ2XaDKZxPX1dUQ8ekjyWilkQl2tVgcRQHrRCANllIQMlYQmakSNop5dF1XrIjTqm/A5u+CKEY/vJ8fb999/X8bu69evy3j75ptvIuIwunIs9UEhdsp+Tlgc0QGMBJGkgfXElUSBrLWETjuPPb3ojOSlcPwwApui0EPtg67jhGK5SKF7Lnr/R6NR5dnlMxy7b1fEjBEbjcrpe+yzMBrsIssu6ssIrUNYPLfGuPU176WRAM5ZfiZRISHMSZLCSF5Gweh9Xy6XB2OX6AYSQuqeFVEThLHSQvaB1nxm9C3/KlFfPgNRSfkshPsREpx9QLI/riUKCWVkpYvQLoV6gYuuMXrHZ+ujkJmcJFMKUY6oSc+ORSdJXPQcEoziYPQUt/4p2ZtGePldRHcVgYha3+Tednp6ejAP8jf5V+cvI+aMwLKvWL2FEXGH/nHRyq65wf5whKl8T9Rv869DCDj4N+evi573SdgnHFsuIun2ARLodb0ffVfa39w7HDKOKXF6DSIKeA+HDGG6J9NnSNxK3T9tHV4/dc/lclkQszc3N8W+yL1rOHyqC/5///d/8ac//al8jnicr7n3bbfbYpN8/vy5ShvJ62dbLi8vy/fZ7uvra8tkzv5gX7i1T+dxnsvrOmRAl27QJUeN5eeYKvkQfDAunrpJUxEizJIPdowJM8Iby/f39wUmkArHdrstL+r169fx7t27qi0RTwNkNpvZEkr5l0rMer22uW0pyg5OSvaIehMkFDWPn5ycVFCsHMxkyc7+/vXXX4/mpdAQcgsr/1IxZbu7NiWF0Ef4QacwmT5L9gUXx+zT+XxeFpmffvqpwFfu7+/LO2axd84Z57jg+3HM4zSs81rKsJr3ovMoF2VCxbtyQVjeJn+X45njidJleDtj0xnbnFvOQGZ+D41eOunUmOZ9NeVDDTN9H8/BG5/73s2jPgrz7l3qh9vQmOvFigaaQxjhDSg6dPS45vZzPLJ8BnP/CRPN+UtDLv8SrhwRB0bpp0+fKudR3uvq6qqs8elAm06nVemp7J/cI66vr8s+RsgZjWWOYSpgOg+YR3dycmL3Fq5xNCJc3jbn5HPj2xlmhO3RcO4zJJuQ9/xMnpSutYfrl3Pg8b3r/KFBsd1u7X7i1r+8Xp4Xcbi+Okcu9T06VNQxSVHHmEs34t6n855rwXA4LOuRchPkZ+4hqrhTXFAootZ5uxyp7vix3+o+qXoB53RXymRfhP3LVBxXEsj1KYOAXB+pK+kY4h7B8eqc/XRcsHpJCnWLvHfeQ/dEMj2v1+syHnMPODs7q6DGuW7MZrPym9yvVqtVMVZns1nlFMpzc++ZTCZVSmhExF/+8pcCt2aw7vT0tDhtU5+9vLyMr776KiIe03nzGZVbKZ+R/ErqfKW4tB81lrmePZe7/xKumP6G+5o0adKkSZMmTZo0adKkSZO/UV6U/T+fzysPlktkd3AgCr0xzkvHz+669NgRZsLkciXamkwmBW7w1Vdfxddffx0Rdd2tjLoOh8MS1VssFhW7YMSjB8bBBNk2l2i+3++L1z+9KZPJpILF5j1IKpbtZhR6Op1aoiUtUB5R1yDrYrl0nhl6ZjWSp6iCY5EC9fL0GYadwrmx3+/L+2CqQHrkSCi33++rsRdRswQzyswopIOfsO4dYT1kVFcP53q9LhCdX3/9tcypjx8/Wng9vanKzEsI83b7VI+Y0Lxsy/n5eRnzrp4ooWwOWq3RYq4L9MLmtUiWoWuUQuXc2kTI1rEISP7GCceHu1efYXOOqbZL+F5JFuLIH1MGg8FBeksXqoXrl9t7uFZy7uVvSY71+fPnA2Kii4uLilgozyPJSr7ryWRSPPKMBHDfyOfK8/MeETUTqj6P9tXp6Wn5LWFxrBNNtAYJj/T6JIUiqQz3EPaxRigj6jUqxUETKV2Mtn0R7tHHCNJUqIc41BgRbqpXMfKiEGaNQne9K97Tsd07hBTXgpOTkwPkiJIzsY3PkccdixryGbmfdD2PEhOp/qfvhJEtRZ7outO15judmTqYI2Lj/t5FMtoXcag0F1nWVESytiu8nmstkQguWs130TUnXcoYf5t7G3UphwYgU/twOCx7RO4BjCwTzXdyclKivNwjNG2AfUCUydXVVfk+bZLz8/N4/fp1RDzqiGyvIgnH43G5f1dNdkVdRRymXGRfOaK8Lt3U2SouHeilqNf+7jhNmjRp0qRJkyZNmjRp0qTJ3ygvyllmqSMXmeoi7qHni9h7kiDoOXqdYzlTq9WqKqGktP2Xl5fx9u3biIj4+uuvC3aeOY0sjeFKQ9HzzTwCEkGop5AEYGdnZ1VkOKL2WDHKTWKP9OKcnZ1VFOjMZ4p4PmF9tVpZQiaK80grYZLew5GIuGvm5z7nmDnyDY6RjPx//PixRG3n83kVgXUkKRyj6t0ngkMRGIx+5bWYl6mkFovFouT7//rrrwelAnjfbK/7PuJxXNILnvdYr9fltyQjYlmBFFe+zI03jYIxGqmke1xHNI9O+62LeKMrAqE5M4ziqCc6n5NRHqIF+hwJcOQ4fH6OG66p+S41XyzikJjFEbI4z7PmQkfU+cB5bt43/3ecAUQqMBc7x7aLjrGc1Gw2K+s9I8u5xjN3jtG3PGc6nVZjiHUrtb+Hw2HZZziOu7zw+T2JHxnhYCRQ92q3rkV4FAnFRRL3+739vo/CPcAhUZxw7DMS2oWAeY4fgvuY5g7ynTHq2fXe3PyjMLKs+ZPMt+f1u+Y6jysyRCOtjljRcYO4eaLoomNoDr2u5qO63GMK1zBti+v7jCCSGKyP4tYOrrUct4w45rpKPZ1j5Bh5JMsfUTgGdJzqtVyOLWW32x0gLDhGRqNRRb4c8WgzkCOHYyTvTV3LcR3wWfL4eDwu+hrLUSX/0/v374tO+/DwUHTdRCqNx+Oy37AMJHlraGs5XahL51WdWHUnx7vQRSb2kujyUWM5azsul8uyAU+n00oJyEY6si9utpRs6Hq9tuQ5Dh7HziHpVr6c+/v7sonny7m+vo43b95ExCMrG18afxPxqKQ4ptJ8uayFyQ2CsLYcNITrsb84wPMzjeUUMppq4n5+zvPZ3x8+fKiYjLP9JJ9wDIxuAxsOhwdOENbN5SQcDAYHRoBuAH02Atyz0djNd/Hhw4eqPh5JGvJ9cgPP87iYEepIJSLH23w+r5w2EY9zwy0SZHRnOkPOqfyObSCpnjM6OR+UoVIdPfxMiA7HqIN8uuMkC1yv1xWsNP+666uxxWvqPdhvamhR/hrFfrvdWoKaPorb1MiA65R1GmF0Qiib+bF75RijIbjb7co1crzP5/Nq/rnajClkDCVEmXOKQtKYFKYjED6uJCiTyaTA7dy44vx3Th7us6enpxX8LO/B/Ybzm6kN+Vw04unIUKNGHcmEP+ZxkgWmOKdRV3pXHyWreVC57CI1c2lZLsVKSfXoPM3fOZh8RLdSr8fcu9TayU7XSeF4ZLDBKbIuRU/npxpN3AN2u13ZI5i25KC7bn9X6DcdHBE1HHUwGFR6kXPSHYPrqgPPGYH8LUl1+zxnso9JEuVSNPS77DMyqnNNpCNb1yzu7bRVnPHJ+3Lsd5F6pXCtczo0Sbd4TRqETAFUvYmBC96D1RVcylnuaaenp1XKKJ+bNlae41KqHNM8xzZ1RNqIx/peSSTzHrPZ7CC4yGtx/h6TL8NV26RJkyZNmjRp0qRJkyZNmvwVcjSynF6Dh4eHKqrK+o8RNeGVer6ORVi6qN3VS5f30Mjydrutwv4K87y5uSl1kkm4Qk8765SRyEc9Pg8PD+W56R2kOGjTdDqt4AsRNWkXYSMktaDnxXk28x6MUk8mk4NIAD1DPM/1J71TjOK453LeO4qWgehzxIzeP/ZLej5z7nz69KlEa/f7fXlvHCNEAbhSZq5eqs6jjF4zQkw0h0KTV6tV8RrO5/NOkrH8q8RlFMJuJpNJISli9DyPk3CC/ehSFBh1yOfqgqe5sdZVBsdFO3VsKwKj7+P5/y9R6FhEjQjI78fjsSU945rk4KkOMcDviF4gQsLVeXXoAL53hVZ3oUuy3Yq2GI1GFaqCewRJJSMe5wsjD7oeMxLLknUc75wbx4hNxuNx6Y/lcnlAqDYajSpSmpzLfH4XneNnR7CT10vpMxLpOWFkmekkDgnGMeAiNC5FqCt6yXnGddGlSbj3naLEU9wfFbFH/YbPyPa7iHXXes82KuRTCec477MtKTq/j+k7DmJL3ZWoAKKxunQ0FV2LHKmUI73se+pCvr9cgyK6yWQ53gm91rWK+xERkynb7ba6vovAEtFAPV5RtEp0yfMVfbDdbqs9QiPLRE1oepqrJc09gPtQ9gvX6Pxtfvf58+cyj0ejUdX/bmxST2RJq4jHd8d0X5IzKzpG0yg4r7PfaFflc7s0qb9Ff3uRsbxYLIoC7iYoG6M5zfqinOLPa/FB+EBUlKjA0zjMAZTQ6zdv3pRnGA6HB4tnRM2oxxdNYyTikRXO1UnWWrF5zWM5N8xjZnucUaoLscIFyKJ3dnZ2AJ1mf2sOqP6WOVJdsAS3oWq9Td47z/lSjAuO3Zwzqfx8/PixYrOlIal5/KvVqlqw9B2yTwkdWi6XVc3kiMfcY8K0Fd693z8xEs7n8wqeloYzYc0up1hzbCIexy4NIGX5nUwmFkqu8ymPa94JYWasWejmL7/TnLy8ljPAdrtd5bTQ8/l7l1vznAHwpdQfj4gDZSGihma5HEKOfeZicQ8hBPkYzJNjl3wXObbJthlR5/nm9Zl+01XXOc/hb9XJxfMV0qlQTs25U2Vb6zXrdRVmxufKfYj3dDmgvBedWaxvqjl7NPJZZ9RVktB5ogaS29f6Kn/5y18iok4b4N7sDFmnRPKzOsdV1yA0W3Ux946ckt+1x/O3qsNxnri5R4ctuSgYoHGOIPJ88N5cKxwvDefGsdxVtlfnL5/T9ZFWdaBxo06NvL7Lv3R6lVZi6bPeRUOSc0NtDhpZ3AMIs+YYpCGoDv1j+frqvKHjMtvBeymHEMdTjvPUv9br9dHgCh29zk7gfXlPOmpd8JLCcUdeqAxOUudlim4Gizi/Ugdkqu56vS7n04hm//EZNG2Ozgl9FtUbuKe+VPrrdmrSpEmTJk2aNGnSpEmTJk3+RjkaWc7w+mw2qyArJF+IqGE5zhvAv7TylaE24hDCQ++bMljTezgcDuPq6ioiojC1vX37tngwyD7KaCw95u44n4depmwDPfl5znA4rDwnDl5KT6FGoQhlPTs7q9riIHiEymUbXdRfITr0tqUo9IGisFeKeq3omeIzfilCGFh6Kkl2wNqAETWTesQj1IWexBR6pXOMEWKshCp5/6zvfHd3dxABIjKAdZpvb28PWKVHo1FFDqMRs9lsVq0bSUx0dXVVMbzn+c5T6Lz3XDeIaHDjSuE6EbVHP69H4XPl7/O5HYTHRUFTFArmoo1fIszUMYTze9ZbJDKAe4AiAgg/pceb13aQsMViUcGN8/4cI85LTcQQ13Ml8OLccFC34XBYzaPnSDG5xiv8jCgfjmMiqbhvcD8iwil/64juukg3XQ1d9leuXTzelVbE9UjHiEaM+hwx+8Mf/hAR9bg5PT0t6z3ZozluOC50n+b6yagqmd679nxdd1UU9bTZbKqxQHSB6n4Kp9boHCPLi8Wi0pFSOL/ZBk274fVdFErT3xycl3tUfuaccVHf56L+XffoIhZzJEfuml3vtC9CHZeoCB1D+31Nhso54d6Bg8yTJJLCKLEjBnVwfUc2xnOJlso9Udf4vAb3TpfK2gXDd/3RRVaW1yK6kETDRP9oqt1ut6vWckVcEEF5dnZW0hSvrq4qeyr7pYvsK5+Jxx0CuQu1+xJpkeUmTZo0adKkSZMmTZo0adJE5GhkWXM6Ig7JvCIePQKMAKUV70iIlN47xeWrMF9tu91WkYeIui7m6elpiWIlqZcSyVDUy6PRKJc3yWMuST+9TxpJUE9hV34kc5pZ24yefnqa2Bd6LbafpFHOk8baZi/1RNJDQ08Xn5Ve3D5HAjTymKLPrP3v8rvTe/fhw4cyBpgDz/eviIa8ppIoLBaLcq3NZlNymhmNzs8sHcX5l8Ja38Ph0JJ25Tw8Pz8v9724uKhQHhGHOTuaa0SPvSvrwUiijjdXks7l5PHeJCzkb7ryz/T/rpzkLzmaTKG33EWbmDtMZA696I6YiOL2LEaxMieKpV1c7qCeF1GTbxGFwPHGOclSacpbMR6PbSkRPhujf4wg6njiPKHQM+9IHPf7p3JuLEXoiPsYOWdeqEYh+JekfF1t5H5xbJ4QicO53kf57rvvIqKucXp5eVlF6fMvo2RduZAqPM+RHkbUZfT0vSjyR1EHHBPUhShcn/O6ioJL0RJv+R1zHSMe+TbysyNcUsJIjbopv8yx8crPRGapbnzsfJfP6hBWOta537j8XDcn+yhEzqX+oXt1RK1DRxwngdOxTQQpv9ff8r059IDLm9W9i3POHeP1NV9/tVpV66/jAXB7ANvBOem4Dvh72jLuvJT5fF7m3Gw2K/sv+UK4B1EHcGW7tM36jJxH5CfpWuf+GjlqLJPch5AvGsYRhwycDqrCUDpFB85LJrqDG7AWJZXi7HxleHRQDYUOa3vchDs5OakUjYgazjMej+2i7KAYjvyFkKb8n/dSCLVOIm33MVgIFw8e74Je877HJrfet2/iSLe4kRFuyTGSyg+JrvL8+/v70meE5ZPUggq/q5FHBl5CzlTJINyIUBdCaAiVyXaTtIvGcsKtZ7NZMXrOzs7Kbxy8lQQZFAeZcu2jMZzX429poLnxqgR/zxkibN8xB5SugeqE4wbTBZnqi5Dtn9AvJZyjwyWiXocUEkqHzmq1OnjvJDLcbrdlT9vtdgfQaIUVU8nOv4TFun2IeyMVCmXDprHMdVuJWiIe1xfWidR5wnHF8cTzu0g1tT8J9+V93bpDw931Ae/bNUdcnWDOKc6NPu8hlJ9++ikiHtfPHBd0KnHvZ2qDM7i6FHj3Ppxin9fmtSK8s4nvzK15DF6oHpj30WAA78U66LwW0ynyM6G3OYYnk0nlQKKOpaJrsfZjFwzbrVXP7W2cR45kSVO2uP8p3JaOMa5hfRQ67VjpRo07zgfaAc4QpL7OdIUcV+PxuNp7eA9NAeJ9nXNG3ynfKw1bPe6CZmwrpSsdgM+gjl6FZnNd4D3Z9hSmHEbU8PC8traP7zGvvVgs7Brh9GvOPfcM6gTndf4a6e9MatKkSZMmTZo0adKkSZMmTf5GORpZpgeTHmjCZiJqb0EX5X5KFyzYed7ovSMcKIUejsvLy7i+vo6IGpZKLxLv5WoI03Oi3n0tcUIKcoULkI6dUXdHtOXgG/v9/oBYSfvTwagcTJHelq6SEA7K1eUJpcfYkew40pkuT3ZfxPUfPWbp2b64uKg8lOkdpxeMNUxJPqeEUoyCrdfriuwr+z0judfX1yXay7JnWVqK5aw49lk/j9HqhAZOp9ODmsmMJtOTz3JpDtKUz5HPlv87GFGKjite91hU38F56MUkLJ0lWxwUlhFEivN28hpfSpSMwnfCNUmJG8fjcSFrJFKC8yuFY8DB6/fcNxWIAAAgAElEQVT7feXlpse+i6wlwpPE5ff5W6KpFDlFNAjnhKZM6GdGNojgSCGEjvuog3TmcdasJDxNoWoRdYm18XhclaSLeIzuMXLsYOmEors66SkcBzon3VzV6F1fJUutkOhOCboiDvWQ/K2SsEUcQlFTOC5eAnPkNbVdTpfTqGiOaYeAY3Tc6Zar1arSM1QHYlkzEg+x5CfRHCpcy4lkor5GeCvXde1bvZbTpzhPXRSauoSWwMvj7jkYbeyz3pX9xP16uVwe2B8a1dX9XL/j+YqipR3ShWajkEBPx0iX3cRxnkK06W63q3S2bAvHDceuziXaLNzH+JdIIk355DzTMaZrgKLpNP2UqKrValWecT6fH6QZMk2DdqRDDLI/WHLOkRm/VI4ay6kUr1arolgTOuXYYxXCqBOf50ccwluoeHCRdh292WyKInFzc1PVVNbz2dERh/X+1ut1lcOpkAOt99eF/484ZFXs2kRUOECdEuGMZYWO66LMc9TwUBbLrg2Tfwkd4ubt6mDS0fElSBf0gzXpCB/Lccr6coSGcpzneQ4Kxxp8fK+poDPfjYt2fsfazIvFosoNczAlQq/VCCDktGuhdBBaLmhdDNiqLHKMdSkummqQogoeFRY6IhTiqtd3EDuXfpL3cNegsddnQ4CbW46X1Wp1sHZwLNBgeInhpPtNxNM8YS6uM8i4cTuYl57Dcays8NPptMwT5u6TqZptd44eQsqcsuwcvQrDjDjM6aLTN5UuOs5yLfr06VMx3NLhoOOZzgHNTWW+Knk66Fig0+mY8tJnpV+F9bWpExyD1zt9oku6FOSuOXXMGcU1nN/xfTGYwIBCXpv3o2Ls7ulg/UxXovNT9VSOT/adY8rleHWONfZ3V9DHwV8pf8337rrsexfM6jKm+yLcNxg0cvwRNA5dMM2lRTpIPI+r4zFF7ZT8TENPhdfnXHdGvBOm1HBOPTw8HORdDwaD4sgdDA65Ingtfs9nZEDDCee3c+KRqZrtyt/O5/PSrmxrV7vYL5zLzrbrclq9ZJ40GHaTJk2aNGnSpEmTJk2aNGki8qLI8nw+LxY/o0mMftLLfQzWS0iL8+5rpIZwaIXdjEaj0sbZbHbgwZjP58WbOJ1OK6iZeuS0jrMe53fq5XWR9uwbB42m18NFzOn9V+hzimsXoyGEbxHCSw+LIwRgVF6h1RSN0jtIo4NE9FGc1/H09LQgHVLW63WJ1KxWq7i9vY2IupY2/2Y0ZzKZHETMiD5Yr9fFw0fyJEaQ8/PFxcUBWzyJ8O7v70tkySEsBoNBBblOrx+jYIwcOaIlhdpF1FBzzpMuaK32OyMjJF9yKQhcl/IvxzAjefkO2O58toiahZJtYVsd8Q7b4q7fR+HzOVK87P/lclnmCaH8hJJ2IZVSuDcpXCvbomObe9NoNDqAr/H4crm0kHp6u3Pv6fLucx4oyRnvy++JHMlrdqX1dEWockz/9NNP8fHjx+pam82mHP/48WPpg7zWzc1NmfOTyaSqAa/rDtcCF1nmPKR33z0Do5Kj0cjuSX0Rwgc1+hlRj0dGFFNcRGy73VaoJo1cdUXButIRjqW0qLh1k3Oe40EZ4pkGw7WUEFiON+5DigxRvVIRJ7pW87moT+X5Ob9dZKoLKUEkIt8Bo526n1AXUwSVvhtl9O5zZJn6eI6Fh4eHA52EiCGFvOvYILqrK8UqRdENautQ5yHSge+SEW+moXE913Zzvede4PS5vLf+ZUUTB53mGErJz2dnZ1W6JaPLDmHKuc73EFHvN4o8cdUiCAU/Zr8oYVr2B/vQrSvH5KixnHljEVEp42TmzGPHIAYUXbBUYaGowaUDiLltNCjIyEY4j2McpUGYi6ZrF5VpZVdTCJ4a/O4ZqShpPgyFL5JwIDJEUsnQUiB8Rk5+GtaUY/kuuonyuVRRYmH1vgufk4aiwkfV+MzPzM/I/lutVmUcD4dP5aAIJaPyyXesDLOEfLIcCedxjieyXXctSK4kjlPauEmdnJwcQOvoNHJjiNd1KR38rAq2M6B4jipaHM+q/KixdXp6WkElHSsj3w3fhy7KvK+D+/VJuoxKVyHBpbw4g4t9zQ02x2gXjDOiNkryL+FrKek8ohJDCDGZrXPOz2az+PDhQ0TUuf3M8c8xtlgsqr1H27der8taQMcY54GDp7o96OHhoTzP/f19cUpQ4cnrLpfLsha8evUqIiJev35d5ZPnPuMcpqPR6EBx7RKFA2p6Fudk352vKerUJ4dFxKGhegz2yz3CGVm6ZlGOOSx5Xx5zwROe5/QMtotOfwcrdsYw133qYNwb6cxO0WBGns8+Uhjn6enpAQdMnuee2zlMnb7nIPIU6nDu+jQCvhRhn9KZ6HStiKd3yf3ECXUpXp/fcWzR6ZK/dek1fL/87OYMDUbaW25fY16uY6tPOTk5KfsJ8/jZX8wBp1M2xcG8aUPlX5YXdHsMdU/yWjinMIMvXY4gGvH8zP2P7dfPx+TLmlVNmjRp0qRJkyZNmjRp0qTJC+RFbNinp6cFusnvu0LxXZ6X/Evvm4u6Oga5LkgLyYSUufPu7q7cazabVR4f9TqSVEYT5PM75w11hGeE8NFLw8gYiSyyverhURkOh1VNwYinqEeer141sqt2MZHzPVIctKirlhvbqN93QZL6Il3PxmLs+Tt6lRmxSlKtfL8fPnwoc263e6qFl9BuehrpoSR5Q/4lDIXvzzEiOnKJ/D6fwTFMM+qhxHzZrhQSm3FuaOTYrR8UjVYxyq0QHpJr8RnYFnoyHRzWwW75v7uXknodI/YjZLiPwv5xjKPKSB5xWKvXRfmJptGxn7/JczKSStRD/p3P55VHXJEQSkbGd6WInpOTk/KZ7UpUx9XVVTV37u7uyn3VE79arcpasVwuS7s06hFRR54cySTRIuv1ukDg8rvLy8tS45os+l9//XVERHz77bflOJn3V6vVQcT75OSkYvRW+Cn3VK41jHKS+ZfP+CVElhk92Ww2B2kqLyKl6YjWa3RTI8vH1l3e20WNVa9zkWOnDzIq6nQWrqV5Pf6NqCPGKQ71SL2N6UwOIUWoOMcro1wO6s128hkINc1z3LtkH3GPSHGwcd23+jxPiGJMoW5PHT77fzwe23QrClNxHGrCtYG6cRcaRvWqLvvG2UInJydlfV0sFjbyTPuHKUSKpthutxXJY/ZXfjefzyvyWKIDtd/W63XRXe/u7oqeyWvxWZQEkhHgxWJR7Vncw51o39HWYsRaUcERNRL5pbZJiyw3adKkSZMmTZo0adKkSZMmIkcjyywhw0goPdMRtce9KweA3h5HqOKS7jXKosnhEXVOcXrJmZPFvC+Xn8jz6Y1xpZvYbrZRqer1udVzExFVUnt+z/u7XE16hBgBSXE1PAeDQeWt6cqTyWvRO6ZeSXpA9ZiSGzDf6kvJMYuIAw9WxFOfnJ2dlVrg4/G4jIHlcllKt2SEKb+PeHyvGc3JMXZxcVFFB5yHlHk2DjVBYTTIlalifqeLKrh8F0YCNdcn+8h5OLvyu3Tsap4yyYh0TjLfhdEMtp/H3Xh1qAmuV85jTOF61yV9zllmNJhRGUUnRNTjjcgXlxdLwjmWNYuox6hGNzXHc7FYlL3j9va2fOb6zGi0Qyq4vHWWEsz2MSLOXHXOr5TBYFB56FMcARiF674bj4534+rqKt69excREW/evKlylfM7EtUcW+On02lVWk4j9RoFOpY79lyuZ5+Ez8l1tQsBlue4nOVj+z0/a854Stfe7fgdqBtwH3TIs2ORaV5/PB4fkF/mcdcuV/LPlRV0+fz7/b4zgqvSFTV0Y1g5NJR0Ussqct/WZ3Xrg963zyg+SupMV1dXVUm+3A84d9iXimKJ6OYLUiKtvEdEtz7NcXdsfulYeQ5dcGytVb2LEWn2Df9GPNZ0z3785ZdfIuKxX3O/4T6Xwv1su90WtNbt7e0BUmm73VZor0RL5nfMiabuyagydQWHjGT/5V5NfVD3KX2ul9omR43l9+/fR8SjEkIW0OwQF+Z2A5GfubAQokOh4u46igsuoQeE00U8Kj+EExyrb0aoS4Rn0eXEcZAlMpqSvEkhtqvVyhrehB4Rhsb7OoXjGImAQnwUfhrxPCGIS5rnAKPzgayEKZzoX4qQzItjJY3e6XRa3uX9/f3BO1gsFsVY/vjxY2HOTuWVtQNVicjzmCrgILDcQBz5nBsjarwoSRLnkV5TNwt1FClcjvOABhavyTHK/s7f5uJLMo8uQ7iLWEX/5xpGI1v7ir9311F5KdHE36uQfEsVQhXCT5mmwvGQvyPhnBqtu92uQJ+n02mlGOd56aBaLBblt4vFovo+ot5jHh4ebAqQq9OsaRL5LJy/HJv5m7z+dDotxy8vLwvBFvvAkbCkaDqDg8VmX7x79y6+/fbbiHiEXL9586a0IeIwrcCxeOfxyWRS+pPkLXSQsb+OGQHcJ/tuDJAolLqSq0PvoM/HFPiu/2lcqiGocEUl+qEOlX+pJzhoM4Vj55ge6dI0VLqco9luzlPVbzj3eF9HJqbGuhpVqpfxWmpYdzmFnbGnzocuwyvP77PelfvCxcWFtUWoY1O31jUvwjs52afUeag/OZ2B6z7nskqXk4UBRRKJuhRIPiOr+fB42h8kBf75558jIuLnn3+OH374ISKiEFLS6I04rH0eERWbdv729va2vBOmAqWBfH19XaovMJUn9zmmjDqHgK5RLsUvhWuQq1ii6R8v0b367aJt0qRJkyZNmjRp0qRJkyZN/gY5Gln+8ccfIyLi7du35bv7+/uDULvCQOnhVC8ZvXuMLBN20+U5U2glI1usK5afGeLf7XYHyeW8Pgm+GEEl1JweXSbWp+eF8FImrbM9eU1CD/J8F4lQuJDzHjNypZBGesp4nGV/GMnne6JXO+/vPLokQuB93bX6KI4Myh1XggNCTdSjfnJycpRsqMsbRm8yPfL0ciuB0GazqSA6hOLrOCQRls7l/B3JmXhPnetdETEHIdrtdgdeWvUOEtamCAeFX7loyDEvvX7vyCE0Mp7nMBrh1sMvRbjOEfWQ4ta27XZbRZbz9zk3xuNxNf/cmsb9Iufcw8NDVSIt4jFq68i8XMrLdDotKI83b96UaK+r7cm5ymhwFxQ1r8EyU7luvHr1Kr766qvyffZbRg8Wi8UBAot9yH1sNBoVD3+2//Xr1yWa/M0335Q+Yl1xh4ByCAvWyFaCPX1u/d7Njy8FakqkEPdVjRxp1PAlEeWI5wk3u9LAuNYfQ8lQL9N76dh8CfzeRZCYWuAitEQicb/TtYVtiajXDweBdW0laRf/MqLOUp5K5KrpRErIRF2Av+W64iLX1DP7KIm2Oz8/L2sl9V23nrBuN98Rx0JXOkJ+1xWtd+fxt0oSR51DEQc5DrsIhlOoj7v0ls+fP5do7vfffx8Rj3bdn//854h4jCZnRDntOkWQ6vzbbrdVu2mDqQ7Evh8OhxWaMuJxH80Un+vr6wrBpLol5zQRFl2IYZIhc/5kW/7adJ6jxnJi2CeTSbnJYrE4MJYJCWXDdWBGeBbSbDwfJn/rBrwbYITrZftWq1VVL4xMpTrwuLBsNpvSucyDdix1hOjwuWkw6Oam+Zm64CnULcVBRNRR4XI1aaQ4aBGP8/q6kHDj40KtjJcpx2BhfRKneFCRTOGmS0jJbDazYzthoKzrmwsbc7k0nSGvxdqteV0a3qw77vJCuSC5sevmMg1gHS8Kj9J65SmE/XCeObZdN14fHh4OclbVGNaxrXlNathTutYoGsVdrNaaO6PH+mwEpMF3cnJi136nsEREZbTmGp5jeLVaVfMkN9s8/+zsrHrXVFqV5XM2m1WbeY63vD4NxZOTkwIxfvfuXfz2t7+NiCfH8n6/L/sRoXs5tieTSbV35X2Zg+3aymfMMc7z5/N5ZfxH1Mo6ORFms1lRVAiVy+eaTCYH7eZaMhqNyjt1uW2E1SnUNM9PIczwmCMh/740z+zvUbKvFUpIvSaiTl2JqNefLthn/tV1xu3bep5L23HOLhoh+v5Ur1FHboo6vfR8Z9TQkNG9J4VpHOrAYrv5jI5PQ9N2dOyrLsWAxjEjX79Xec65kO2NqJmK+yjOCXJ2dnagZ7i9JOJQf8jfdqVjRXTnlw8GT3npdGY4KDjXT6dn8Fp5zmazqewP1fGo163X65JH/P3338d3330XERG///3vIyLiu+++K+Pi/v7+gMXbBeIoxxyY+jzK0q3XYDrTYrGo+l4dBpvNxvYtU2257mR/LBYLO3/JvfES6bcV06RJkyZNmjRp0qRJkyZNmvwNcjSy/Je//CUiHr0DCdMiYVVa5PRAa/SzC2pVGiDeGIbaeT49dYyI5vHValVB0fI7ejMI40xPA+GnjAQ4CJ5riyN/IGMhIdn0HtFb6+AVzus4GAwOoKj7/b6C9jICkPfP7x4eHqr+Vs8Kowb0rLKvGKU5VhOWUJDhcGgh8H0UwrUUbrXb7YoXjFGjs7OzA6ZCRpDIJJuR5dlsVuakwvPzfZJswZFycbw5pASjuSkadXWRZcfayu/pCXReymw3vbhMdyBRFGGe7AOO/zyni3wu/zoYEyPSzgPJ8xx5np7n0hV4rM+ELI5Epet5HSyRKB2uYyRzy6hosjDz+qPRqBwnqVaOt/F4XJ2f98p5SA/1drut0Ecapb64uLDs3xSOx9yz9vt9RUqXx7MP7u/vD0hUNHKW98o1Yzqd2v66vLwskO5cS2azWUXeohUoOF65zzk2fo3C8Pv82/WeUxwUkvOzj9KFgHGVMFw03knXsa5o83PXop7gjndFdVWHG4/HZbwpdDnikIiLUTmHUEjRvSev6c4nIomfHfN9117A6+b9u9IG3P7QhaDQ61Oox6ZwP6JO20ehvsDxpKgxVz0nwo/TrrHL/qfu7xCVDk1HhGeXcOyr7khyXz4Ho7YJt/7hhx/ij3/8Y0RE/OEPf4hff/01IqIc//Tp07NtoY11DA3HiLnTu3a7XWHbpv1Ce49zJ59xNpsd2Dpd9gnXQyU3y98qZPu5ueWkRZabNGnSpEmTJk2aNGnSpEkTkaOR5UwC32w2VS4Wo18RdQ7aZrOp8kLUU+isfIrmFjpiIpfLxeRy4vnTY//58+cKR58eiDxOrw29DsyfdN5Beozo+T7mBeL5ej99LvWAKH08vTGOWOD8/Lw8d+aw5XX1Hnw3zK3h8a5+OuaN2+12vfZwujxkPrPLsWf+ZFefpbi8Ls1Rdh5+IgLYFvWCk1BG8+A0B/7s7KyKXLuxz1wSRgXSA8i8U9YA1GdgNJheS3qHHakXIzJET9CbSeK+vD/XsC6CmrwWI2q6xu33+yo6z3eqv2Xf6fzqmziv8H7/lOPu8vYY3dztamLF/Ms9INFFeZxll4hOGA6HFUlYRB1Nurq6KsczSk3CyNVqVTz2+jwREb/97W8LAdjZ2VlpN73hLKFEAj/m4uVvOc90XWb+NNFDzGHLcxh9v7i4KFHz/I5t5f7LuelQKl1RBxI6aSSf75PXVeQWr5d/+xxZJqKAa5LqLKvVqiJIdGtLlzg+kueQMdSf+J2+CyXRYvRNc5EZueLexOs7nhXmHDodUREl+ZfoI2336empHcddOdUOKeOi2LxXF3+LQx26nGjlc1Cdd79/4kr49OlTyV3to1B/ynX/9PS0KumXfx3PScQhIoCIA5LIEWFDtAzHru7dmp+uY4tjiO11OgejstvttnBP5B70yy+/lJzk//mf/ymo4E+fPlX8HtlfXfdNOYaEoB7LyPLp6akl5cp2E7WUfBvT6bTsPeS40IhzxOP7dnumooTdsyjyq6tG9jE5aiznC/n+++/LBJxOp+VBHWsjFw5H/qDGloN3EbrADiOTqAoHJhWShB58/PixWlDUgN1sNtWEUbgADXQKJwGJjTiJdBPjwGc/OQIx3YwcIQHh34Sw5t8uyBTJA/K4M5xTnvuf0lWDru/iyB/cZk7yOy66XTWK9VoKj3GKpINb8zOJ5xypl6ZB6L0IT8tFcLVaVSRLHFu5btBIIVmgOn3U2Zb36GIcdlBywrOc0UpIOPuAdRsVavUchOmY6DuhMtl3eCkdfYRLaX9y3VdRhwnnzmKxKOt93uvm5sYSZg0GT6RXOa42m01ZlwnJThIsKl0fPnwoa+0PP/xQPuee+Ze//KWwSr969ao4KvNedCQtFotKkcn5Q2h0zh06zty6utlsShvy+uPxuJw/m83i+vo6Ih6dp9muPD4ajarr65hXQksaCfrOHMEh/3YZvWoc5Dlcd/o8T9xa7ogZFYbNtVJ1IToluqCmXW3RdxFRk3eqw4RkRM6RpNeivtiVWpDPxd86w/vYuOD66pxS3FNpFLG/+Nxd6QT5OzdnHDEZf8tnoCPXvSemQZHtnizAJPTrm3As5DPP5/OK3DbiEEZPA1hTDdWIUhIpjjs1lh1hrnOoULd3zkAGEVLUPsr3mhWL/uu//qsYy99//33VrrwH97kUOog4T3U857NH1MYyhWOXqT5Jfvntt98e1GymrcXqCSSNZl84CLxzvK3X62r+6LvhnHVkvE6+HCumSZMmTZo0adKkSZMmTZo0eaEcjSyn9X97e1us8JOTk1JmIj3fZ2dnlSfTEXS5pHcHhSE9OD0sXZHlbKOj5H94eKg8bgznK/SAnn5COejRd9EORrfyHBeNohAyyja4yLd6ZjVayz5m9I3H6Wmj50a9KVoWyLXrOeFv6OV5aRL9lyIkkXOeOnq7zs7OqvcWcUhAwnmkUWpC+BjBJUyTUFjCZtiGFM5JF3nKc7ScQbY3Sxlst9tyLZa8YfSQJEr0QEY8olwcuiXbpkLPbUa0CWmkl55eSV0rukipFBp/7Dec0+5zH4VEWg6pQBQA4dLcOxR5oYRWSj45GAxKLWFN62EUOdtHb3bCrymM6jHakM/2/v37cnw+n5fvMoLLeZTjSsuZkBgsIuKrr74qkO6IpzGbdUY/ffpUIuq3t7cl6sB5ktHkV69elc8XFxcHZGIOCsu2atSB786RpzAarBFGnSMOjuuOc+3ru3DsM2KYfwmxdFGXFKaLEfX1HMEeU+xcqRVHgKjEjw6yzaggI+IaLdaUNupaum7kPfKvjjfuuRw/rkRUV0krvU9+Vl2Kaxz3RIVRp7CNGvFmihDv7UoNLpfLipy2z+lvTle9v78va1kig5g2wPG4Xq8PdApe1yG9mOaS/0cc6uHZLgd3ps2i5fP4u2xD3ifHw3w+L0SvWd7306dPZd3XiHau8W7d5n7Dv0QPZ3tyP9O9L4Uld7Nf3r17F99++21ERPzud78rv81rRTz1Pdt9cnJyYMt0pbSRmJmRa6b16H7CiLu+hy45aiznYMvG54PlZpt/T05OLJTFGVd8UQyPu8WRnaNh87y+smnrvXKg3NzcVLlanBwR9SLD+pFqpHQ9l37vIMh0Irj8PRYFJ3yVk1eftwsKQoOGAz+fiw4OZ7Txvl3KjXt29gGNny/FWHb5vo6VUUXh/lRoJpPJAQRZ89m4mSrrtDK9E/KZ96ZinZ/H43FpD5m58zjrr9NAzz5YLBZWsaNRmgv8YPCUj89FWQ0JHr+4uCgOO+YOOyE0kPXXaYw7yKOyuqccG890aj0nCsPus7HMDdalhjBfyUF9I2qHR8TjGOLYzOM57hS2zHWdcP/8LUUZ/OfzeZVzlfuJ5rtH1PWfaTjnvabTaZWu4FI2eE3OiVSUfv7554h4hITn3sF7ZPvevn1bFJbr6+vKEaHjVNNnnJLB757LfeM+5hjgn3PE8rirKtFHIbTapZzku57P5+UzGYGpq1B3oIPJpVRRp8hxzrWMueY8Tx1YXD8JIaZhTOMl12CFuOb5NBiyLdPp9CC9gsGX9Xpd2st9x+V4p7BOK9cNZ8RTN2a6kDtH81wVhs3Pbmyzre698bzdblftuVrNok+S84GQXb5354SmnnFyclLxp+RxOoU0pZT3es7W4ffU850eqGOMKXL5rFwXUgdLJ+p//ud/lsoG79+/L/vFdrstTt88hzYD9wCm6uT4ZpCQ/E+ZC8/0NcdfcHV1Fe/evYuIR0h2rk10/jouJwdb1z5m2qs7n8/INTGidgIMh8PONFtKg2E3adKkSZMmTZo0adKkSZMmIkcjy5mYPR6Piyfg7du38Q//8A8R8RRtWq/XBf62XC6LRU9vp/Mmk9iAUDpHrEDPp4Mu0MNJjwPJUjIS/vr16+JtIWSUnu/0rDKiRy/RMe8gPZzqocy2kvBMI2qEj9MjTA+Ku5ay6+V3jDI7BskUer9435d4zzSyTG/RSyAOfREHQ+d4dqQgjHg5IhBG2tz1Ffav8Hn1qLMWbMSjx88x5DqSBY4hQvRy7JKReLFYFLZG1odlZJoRafWCD4fDKgquzLyEmZF10RGyMEJMKLpjHO6CeTq2SJKH0HPMz4wcsw16r77DsBkZ7BrnEYfMoQ6elu99Pp+XtZzeY0bh3FrtSD04tsfj8UE06eLionqv6Y2+vb2tInwR9bucTCY2pcVBUXe7p1rshN0x6p1zjSkEJFTJvTqJyV6/fl0+K9zQkQByLdc1XyPJbk921R8cZJT7ZNe7yXNYy/pLQSpR53Ew7Pl8XtALl5eXZR6wb7j2OFIdiiO84X5C5IDbWxjBdXqEi46r/qTjSYkXiXDMsazsx9lHCglVeLjqVcrczUi7pmywb/f7/QEhLCNjXO+cvkhUlFv/dS3kGpJ9zkhiRv1++eWXUuO2j0IkKKOfOT+0MoKeN5lMLFqF37m0RofM6UrBOraW8n/aCavV6mANpa10enpakEIZtT09PS1Io/fv35d0oNVqVdYFXj/7xkVlCYEmTDt1RKIP7+7uyjXG4/HBvZj6yT2T0GuSvPK+miJE1BPXEodmZSWk3W5nCZuzjURuHpOjxvK///u/R8SjoZmlo66vrw9yue7u7opSTFjNZrMpD+wYzTTvQx+c3zsDtYu5jrDifAGgGlIAACAASURBVCkXFxdFYfj6668rmEGew03BGQmOYU6fI8XlcvGYy30jJCQnPKFBjhWReHxCC1PYVoXNquJOg4VQ1ZdAgNxirzkcfRW34LgxMRwODwzoCA+f57ukUukUD45dl4vO+w2Hw2Ik55x+9+5dcSRNp9NqTiikez6fV4Zmbsa5Qb9//758vr29rRxA2fachxxjNDrTWKeRQeWlSyljfxJynf3KHFHN6+YGRfha1/zlnNDxzTmpJeQUOsR2OxhTn4TP6gxYx+PA3/C95t9Pnz6V8XJ2dlbBRyMex6jLTaJzhVwWucEOh8NqE494VAZynsxms8Ld8eHDh5I/nH81Ny6FMHLnUGFpp5SHh4fKuUvjPeIxxSj3uZubm8LCTabrfFYdX2osdzGDOrj1fr8v/e3WeHU45TO61CS3hvJ7TTXp+54S8bxhRDjkmzdvjqaB0Qlzenpqqy7wXK55WvYsooatsr35exr5TLEjd0b+dQ4bp5fx+9VqVfqBDmiXf8y+6Eq10WfR/tBnpJHA+cq5QWfYsSAFn51GkfaVtoXnESKba9DHjx+LUdRHYb/QgM33mnNjNBpZ/gk6R6jL8rsufS2vS54iBwt2QY4ucQ5HpjNwnHK9j3jcCzKIuVgsiuHM95+60P39fflMJxpTm/L4er22ucPZ39fX1yUV7s2bNwf9vFgsSr9wXeGawvlLu4uO62wLbZZsY4539iHzp9frdZVmmNcn7PwlxnKDYTdp0qRJkyZNmjRp0qRJkyYiRyPL//Zv/xYRj5Gn9B5MJpNi8ac3K631iBo2M5/Pj3qA6SVXyFtEDbciuYODt5C8Kr0bZ2dnVWQ5vTDX19cHEW/1BikjqSOZyTaqB10jzxptZBSN0SQH7xiPx8VD4mBrhAA5Rj+2g9ArRrQJmyUqQKOKXXAgLcaubehztIyiSInnSJ4c4QMjboy0aR+rlz6vxYg0xwi9dGR4z7YS0smobN4j4X6LxaIimNGI2mKxqMYTJZ8hvZ5a15YRwvzLeahEM/P5vHxHxAthbYwUci1x3lRGlt384fh3KRk85iLPRHMQIcB58iXMFaIEuGbpuI3o7j8SoGSE6fz83NZmJGyfe0hGhPI7QrMGg0EZGyReTBmNRhXban7OyDM926zwkH8J81bme+5Z+dt8nrOzszLOc76QkOX8/Lw6L/uwa7zqnvocsZpCZV3UzomLeirRJX+r75lpUn2HYbsoF9eGHO+3t7cFPXB3d1d0NKbPcA+gnpJjw8E8FV3AcZpCXSLHKyNy1HWIXMtrkKXZIfacPsj/idJi9I/PowRBbPNoNDpgxlbyOgdL5XdEiWh7iWRipJ3kao7kjOuGSyFShmadJ7/88kuB4DL63UdhygvtAOoHEYc1uYlayL7Ov/mbiMf3Rr0qzyFBGPcmhQUTWu3eg65hDjWo6E62L9sTUUdPibCiDpd62evXr6t1gXpPxOO6kiSS3DO5xyQ6cDabFWKxV69eld8y6pv3Jcw6/3I8c/656gnUeZfLZUEOJLqRkG/db/J++Qwkqp1OpxZ5oNIiy02aNGnSpEmTJk2aNGnSpInI0cjy7/6/ulis8zgej4vFn7UdSXV+e3tbLP7/x96bx0mWXeWB382MyIiMjNwqa1971dLSAGYGAWM8Eh5sDRgjPAuLJIMM8oDHjJmxZRsDNgIBMwMGg1kMP4NZjAXIgxljj5kBDJItkAGZRW5aavVWS3dt2VW5xp6Zz3+8ODe/e+K8F1GlFt0Vdb7fr34Z9db77j333nPP+c65zEfn7aDYkljkTZD7GdbWEwKOT2bLECcuEssrc/6tGBNr7zGdxMoK4ueYHflea2sFzae3kglxrIPlCeDgdPbEWVsJsFeS42F4D2o5xsk6yuKj2frFx/laywI6jWAv5KTfyXXb7/dHEoDo+tR9Qu8dOC4xCFugOe0/kPdjtgjyHsQcwy7P4WeJ1ZAT/LG8i2wyW0OuZe/a/Px8wl4BUs8yg+Vdrl1aWkq+QXtwO51OspWXFTvH1lzL+8WwYvUEOjZXexI02EMyzf2Ewd4eHcent9CyPO9s0Rd5bbVaI1v+sZeMr+WYJY67FW+tleRN71sq5V5aWoreXN4Sg8dVHa/LXgf2ULDFW6zd3E+azWb0Jso7eb9kZlUUjSW6XvlbdFtoeeT5qOi51nvZa8jn2cvD79SeFd0ek8QAThu0B2h3dzfxrsj42Ww2R5Li6TlC12+/3zf3AGcGGYPlRMsM38NjGudEYc82j4/aG6wT+TBLT4+rOrmljAGcVKiM5SP3ybM4mZiVpNXy+lv77nICKu4TVq6Yfr+f5NmQe1h3lDbj2HO5f319PXramC01jeCxQfT8ubm5Eb22Wq3GcZ9ZF6wHMHuI291KhGclhNMeUiBlF7C8CjSzhvU5zcoMISRzm05Yxd+i43H1nshzc3OJ7i7fK2VttVpxbbe1tTXSZyuVSsJq4vmT13n6Ws24BXK55bnPYqSwfsSeZW5f+RbWXTm3B8+lco+MC41GYyLPculi+cSJEwDyREAyQXMGXB4seOHMwqQD5FmoeOHMmd4sWu/Bweg+ZbwQBTCiZNTr9TiBLC4ujkwg/F49iOkEQTrTNCeSsLIe83mtmPMClunOVlY37jhMSZRGbzabyUChqdO9Xi95LwsbJxGTazlJgUUBsRJ4sfGAaVLc+acZZZTcIkxCJbSS7nCdWjRsDlfghSYvKHSyEZZtXhBo2eF75JjuqzoxjM7yDRxmcOSBlPedtRY6rDDwwoMHcKZa6ayqIaT7OIuSyUmcLKWJDX76nJTVUtyZosfHdBJCVrqKjB7TAs5azQk1LBq7VSecNVrGejb+zM3NxbGQ38VjPI+rmu44Pz+fyIu1wOUsntyWem9jTjakw1fkr5XYpFarjWQMZeMt07DlPCt0lgxr467VT7i/sAKo50we16Vs8i69eCkKR2BlUqDnPk2P5OQu00zBBmDWGS/IpC0Gg0HUuzY3N2OYWbfbjbKhEwwK5Lj0Q035thawIjccRsZzB7ehRaOenZ2N72OjFH+vdlJoPcJaUOixXr5LU6flPl3PVrgYL5aZxss0T1birazK/A1sqBVwP+PkS9o4wZRxThbIY58k2N3c3IzHpl3vktCwnZ2duD6Zm5uLbSRG+Xa7HfsDL8J4PuAkVNrwARy2uw5z49+cWBgYHYt1P2GjPNP6+T42mLCTQBs3WbcfDAZJIit5h8wbej6Sb7OS0LGBiRMQc+gohznpkE2e53g+4HGdxwqe03hsknqR32wI4jHO2i+7VqtFIzaH/Ymx2UpabcFp2A6Hw+FwOBwOh8PhcCiUepYlFfnCwkLiIeKEXkBK4WGag7UnXbVaNbd7Yc8Vb7uik2kBqQeXvZ86aYz2uloWULagsmVH05nZCq+p1VYyoCKvn9xveY6ZUsF1ZG25wh6QoqQUcj+niS/aJkrKzBRbnQBDw6Ix6XI4bLAMsBeKwXKuvTKcpMqyRMpzBbydk4DpK5a1k98nfZmTR2hPnTzLsq6zl9jag6/IE8DQDIxGo5E830oUIdCsCr1XLW/NwN559iAKLE8hH2c6oE7gZfWpafYmM3iOYFnQ4zLXOcs+kMo3kHohOeyGk2CxXMjvTqcTnyVeCaaEcbtZyWGYWg2MbvWhE4BpZgjXAVvfmY3B1GqeU63kTeMSyFgMKi4XexfkWfxbwJ4+9r5zm1kedf6/xcTR8y/3VTnPz59m77I1/rHHX/5yyMzu7m4c25eWlpK97PUzeYznxEWa0qvfy3OQ5QXj6yz6KTPfBJoxpOcIZk2wF4vB/YH1VJ28lRNKso5nMeh4DuGtcpgebtWHQM+hVkgU/5/30Jb60Mm75Fk8hrH3VMplJeubRrD+KvXLoVnMnBT9h9cnPL5ZHkn26Ev71Gq1wvWL9kgX1T/3HQ5J1UmppIzyLJ6HrLAZ7nO8x7hmPczMzCRrOJ0Ar1arxd/tdjveZ20DqudMPXbxd3ECYaa9c6It9gbzeojrTd6rt44D0sSB4jluNBoJbRzI17Tye3l5OUk0WoTSxTLTInlxxpx++TC5dnFxMSoJnDlXwM8qWihaGUmZosMLBqZU6D285ufnE24/C5ueeFhwi5RagV7sWudZWK3BkTupXpizYlBGDZJjbETQz+Lv4ngYnmgt6rWV3W8SBYU7jrXIn0ZYMctF32spmpNAruVM9JzJ2dqL0aLCccyTKON64c40UOnXViZ5lj1eLPAxi5rH5WJ6p140sSEqyw4zXnJdML1NZJuVNa4X+e7d3d2RxbKOh7SopAL9/6L4cimXRf2zDHN3Ig/3IpgaVhYSw7+14cVaLPM4JvLAMsxUNXmuVqDknTzH6EymMzMzyfjIRl0N3Y+04qQX0Nxn9TymF9Y6HInrkZV8y6jDihYv/pkyOulYrRcAluFskvuAdL9PHo/4GBuzpnkhYBnoWe65fkX2Nzc3E0WQ4wSBUSWfqdzylxcEXL96fONycShd0VjO1GktI9rhoWODuc+zQVTPHfLXKrclb1wu6zu5/3P/00Yv+a0X5ryoZXlloxIvhjl2tswAXa1WE7qtzhnCbTvJ3rHTAF0/0g84NwsblThXBdOv5X7LCGLF0vJYzddY9GBrdwYd7sCyLXOHla/IMuRyOXgPcc7fIu9i5wzPAewY4cWjLEA55pnnQWsstmLsd3d3I3XeMk7wnMpGMh4fmMYtOpy8i/spy8H8/Hz8HtmtYn5+Pq5TFxcXfZ9lh8PhcDgcDofD4XA47galnmVOniOWDrb+sRWf9+Biq4hOnlCv1xMruKbzMDWCV/vs9dT0GSD1WFvJIbjcTAW3MmxqyheXX+6xaIJsWWIatkXRsaiZloeCPQU64ZG8i8uiy81WS7Y46ePyl+tlXEIVyxNmZfdjetT9ApYXi9YMYMSiVwRNRQVSKzsn5eI9H/n94mmo1+sjNE+WsWq1GmmpvGerWOSWlpaSrKmaesTyyFZFZhlY4QwWjVNnSrW8kVwHVjI+vt/K+s5WfKufMcZ5frnNraQ01jfqeplmBoZYei2KPACzrTlBCcOiQO/s7MRnMe1KWBFAmtBI5EE8ECGEOI/Nz8+P7K/MbcWUUC4fz5mMMtoce8nY0i7WdT7P8xhT+KzEYZZXUs8hej7R1GirHzG4/2uPCs8BRW3IDCtrruU65zFmmmnYrBPphIn6PFMkZX/dxcXFkVC5xcXFpF61F0xnn2V9zAqT0Im7GJr+X6YnAHa4EdNQi7zc1jjCHjPNjNPziVUmlleen8vkjb3rFjuQadSs7zGN2GL0yfik68UqC+u+FktlGsHrAA5/0RR+HptarVach2ZnZ0eyXbO8c5gZe/Ot0DLgUGblWh2ioGVbszJYX9YeVh3epsE6GSe1ZJ2f1xy81tD6IDNLWK+y5IqZcTMzM0nIJ5DPrZJ8bmNjYyTTO3uwuUzMzOD5V+q23W6PZMuWsgGpN5m9yKLPsvd8bm4uqb8iTK9m5nA4HA6Hw+FwOBwOx12i1LMsK29O8sBWBSshB3u5dnd3oyWBt9wQ6EQQQGq54aRdbPXjWE3LA2Elv7Ks6PwNbPFji632nOlrGWzBtKy4VjyvtbUUW5ws6xc/syiJCj+fLTPSNt1u10zwxfVhWV/LvA5cLr3FyDR7AritLUsut39R7KFVP7qvAPZe41mWxXbtdDpJEhMgTcm/vLwcyyDeB71dDVvk5Hs4pb/lJbLiaTS09Z3l0UqQwfKjk0LJ/WyFl2exV0AwGAyS2FadNGJvb8/0JFiWfO6fupzyf34+jyu6f+o+Ms39pGiLI24DYNQ7au03avW5Xq+HF198EcDhFk6rq6vRs3xwcBC9Cixvsi/pwsJCEuMpFneJs+LYw1qtFsurY4o1WB54PhLwuMCya3mLWEb4Ov6tz2sZLop11uB3Fc1nPLfoOZPlnfUGnrs4Zpa9N9prr3MhWPuvTwv0GAGMJmaTY3KtxKwCOZtC7yE+jtHHW1ha4xT/5r6jWRFSfpYRZuzo79Hjn86zwe0OpHG8Oo744OAgYWPo+tR5VKx5ymIvWXkEitgPfIz1OdYX9d6+LPva6yfv5/wIoq8NBoPYvpzYUGI5+/3+VDOVuB459wjLPDA690v9AGneFiBltlrJeXX8uvzW+VnkvdZ8JdC5KgRFCXW5T+rYeWbbVCqVRPfTuiP3dQCJDib3cHk0O0gnRuNvE9mUOt7a2kq2+BJwrgyeu3iM12ysvb29JEZfz6nMDuQkZbyFMG8vzHruJJ7liWjYuiFYOQFy9/q1a9cAANeuXcPNmzdjRWlK2OzsrJnQQcCNGEIwFSxWNHliLlJE5K8VpM8CNG7vY0vwi87zAK4HUz1Z6XfpZGPymye8cdQmLh9v3s6/NV2EBwemigv0ZGcl5LHAnft+hCUvXJfjkiQAozRGNmbwoMwJHTRtFEizAMoA0mw2Iz2FsxDyO0RGO51OImd6gct77bESYPU5Vros4wwvlHgA53dy1lydxZWv7XQ6cdDm7JlWn5mZOcx+ahkyimjE1vgD2EqmNVYUUeymBZzIQ7cPkCrQltIq9wKHihIrHFmWRaVIFs2bm5s4cuQIgJTyxZl5mQJpjWMsr2xgYqVWU8K4ra1FJ/d3nZVaJ92anZ2NZdcLa7nHWpCwcsOwqIOW7DKF1qLI83lW8rkOLHq4/GVFa38/3bWBFw9AauDS3zDNKOsngD1312q1OLZLSE1REhueN0ROut2uubBl/cuiM1vzgpYXS86sMKWiEDBr0WEp65MYHq0wCi6HJbsCVuwtqrk2kvJzddbxovA4UeD5Xf1+Pxr3er1enKfEINhut7GxsRHfOy50aBqwt7cXF3z7+/tRl+FdDjikhqnAetysVCqx3XhRKPXfaDSSrNE8nvP8JuWywvFY3lgnYieAnv94nmNY47KUHUhDWbn/Wusq1qV0SA2/i2WYExSzUYgTCVvhBNqwKmXm9+q+3ul0Ysb/7e3t+C4xFLHzlEODl5aWokywHsz0c6dhOxwOh8PhcDgcDofDcRco9SxbW0zs7+9Hy5Z4k5977jl8/OMfBwBcvXo1rv7ZQyqWH7bWWMlI2CKnKTyW56mI2ix/OdmYtbexRU1gL5iAvdg6aU8RbUKDrUD8Lu2905ZKsYZw8iYroQFbY9i7x2UVMG2uzJsCjFqW+ZiUQdcBexWKrGLTiEktuexRtCzymkamj+/v7yfWPelf7XY7Sdwl18p9nPCIE3mJFU4ntbASXHB59fm9vcN9b7vdbkIZY28gMGqdt6y84xgLVtIuTecBciqtUHh4Lz6BptrpceluoVkFFmWvrB9OI/TWFdrbpC3KbLke51mStl1fXweQz0diQb5w4UKSBE5b3zmEwUqowjLK+4IDSORcvoW/Syft0nuM81wrx61rmWHBMmol7WJPQJE3WVPsmOFhUU21t5m97nr+5bbVlEX9LH4vh1Tw3Mhbl4inYJqhqZCalcTzLutSBwcHsf42NzcB5OwhYUVw/xNoDw/P3dpjpscpTYcsmustfc/yvDGYWqm91NZYYCV/LCqPdZz7oUXlLmL2WXVSFKrH2/rIN0p79Xq9xLMp75Rj3W433s9l5PGFwyQn1U3vRXCdc/1xEicgp9laOgmP3zzPs8dRz029Xm8keR6Q17+wf3hMY08pM4EEzMKx2IU8LrNnWjM7dBJIHYrD79J6iNUnLUYg1zfrfTwuMT2b38nP17DmG163yLs2NzdjsjDekpgTusk76vV61HObzWYiC3ItM7gmSYQ3UeBPrVaLiub29jauXr0KAHGB/Mwzz8SF8/b2dtKAep9l/rh6vZ5QSYFUWedrx9GOmQYmnWF+fj4ZwJluoGkALNhWDC4Pfpp+p+nZHNfAjW5Rq614HIaO/eU4V7mHlX/9XWWURn1PEeXJoo1YnZDPa2Xxflksc53p+iurA61wsPKYZVmiCGnwYpknAB4AZAIJISTxTUBKf+HFLlO6+S8rDHqxvLu7m2Qs5D6p9zSs1+smtdKKMdO0Vqkza2JiObZyKTB9jcH9xKIh6mz8utwWZUkvPiz6onVsGsGLNx7XtUzzIq7IwKCNhgK5Vgy2169fj8aj06dPx/mI9z4WJafX68W4KjbUsBLCioP0Nc6myWEuHI/G8VFyjGnWVow2Z9aW33wfo4yip7PDW4tlgaZha0OONiKwAVmPFXqxrO/RNFEeS7Sytb+/H+u40WhEQ980wqI1sm7AiyiOTZbxfHFxMT5DYgc3NzcTRVLAIXFynhXJEMKI8VXercvLsIwvfNwaC+R6Ps9OEm0I0uOm1jP0gtwKZQLSXSmKQvjuBlw+XkTojMH9fj/OTf1+fyTGlHXbvb29xJim5YP7YZFBYVpg5RjizOJs2BSZZ/2G8wFZmeDlGv7LIW8s1zwmc/8s6l9SPis/E9OwBayT8LhqyRg/ywrt4jlAh8Lw++RbrNwA1rqK24H1NmtO5PrV+QGkjNImMoa1Wq04f7NOLDre3Nxc4hRio4kc5znbyglShvtjBeNwOBwOh8PhcDgcDscdoNSzzNYqcX8//fTTuHTpEoCcfg0AN2/ejJZ8ILVK6KQSnHWWvQZibdF70jHlRFsSea/LLMsSCwOQWjq0B1hbwZlyyh4E9iaz5YW9xTppi6bHMFVUnlVkEZK//I1W9j2LsmYlI9IZ/dgKpL3bbGWyrMVsUWL6OFvILKpHUbbnaQF7XcosVEwl1B4cKxzBSuRitU+WZQnNiC2qQOrlPnPmzEjG0P39/Wi9Ozg4SDzLes/CmZkZc39Ifr88S++FJ/dZsqBphEBqdWQGBVs12Tsn32vR1qvVakKf0ufr9XpiEeZy6d/W+KHr07K2Stn4r6YZWl7UaQEnruFkJmx5FnA9WWEgXP88bvO4COQe5suXLwMAHn300aQNdSbUvb29hAmlx3UdQiTyxpRgeW+n00m80JqVpMNY+B06wReP+5oeKs9ii7zlLWYvmVW3PK4UyS7XldSXpu/yt7Gnj9vJSmbEdD+LhVKr1aI3eWVlxaRCTgssr63lzed5d2VlBcePHweAmNAOSL2XItvigZZnyHvk2na7nexHLu3C9FT2tGlGXNHeyBbtn+emEMLI/FbkHbUSeGnWhOV9Y1jJ7axM43qu1s/neYhDjViHtJInsbdZnstZ9qUs7XY7mftE9iuVihmuwGEQ0wxJYreyspLseKCp6Zr6zrv1iEyzbs71z6Ewcl70G/ZOagYE/5Uy6HbXejEf18wapoTL8xg8NzLbivsXMymsuVSXTz/bWkdkWZYkQ9XvarVaSf/WWeXlPiCvT34WMwGBPJu27CXf7/dj23HWa96tgplZwixgDzP3j0l2Vyi9QgRoZ2cHzz77LIB0sSxZr1nB4EHGysY7Pz+fKN7jKIhFA6V+V9FijBdsPEDrbG/M0+92uybdmAc3a1BlCjLfUzYBaCqpnC9aUAgs+hovZvkcK21ltHJWjqxFAv9mpcya5Pi7QggJ9WuawconK4pyzpIBHmSKMnPq/qGNLJzVVC+8mVZnDdpMTeJFLcsDy41MFpzpUGRoe3s7jge9Xs80nnAMfpHSJOe1As51xPXG1/AkJNc2m81k0cVGOQEvUvh+XS5LSeM60hRBq08UjWvTvCWORTu2lBugeBupMgWYjU5WFtAbN25EOa1Wq3HxxfF+ZTF+OlcFT9L6G0MIsW9wOYsMtpYRzcppINfr4zx+jFPaLNkukks9hrFR2looAfb2eWyI5S1z5He73Y7jyv7+4dZQvDUO51iwMjtPI8ZljZd6OnbsGF71qlcBANbW1qLsiY7W7/cTgyZn9AXSeD82GjF1ksdXywlhUaS57FY4lj5mUaUtA6KeS+Vaa5Eu0HOo7keaEmqFDliGT6bLc73wFqdW9mC+VsAOJtm9odVqxXuOHDmC1dXVWO7nn38ewOG2PHpLnUliMe9VyLi7srIS64R3teFQK6nT5eXlWJes53P7SZ/a3d0dkZlarZYsuHgxreu6Wq3GPmcZwDiXjLyb//J9bHxh/Yb1TUvPsOjh/I7Z2dkkg7z8tajZ7Pjg+ZnXWHrcbjabyc4GnKdD6pMXvdyn5R2SI2tzczMxBGhdgPPx8PzANHwr3KlarZpheRrTbXpyOBwOh8PhcDgcDofjLlDqxpC9Ki9duhSpbM8//3w8ztQQtq5b2TDZq8DWEm2VLEv4cCfWd7lXZ+iUe7Sln63kFuWJvVFcFp08RY6VUdmKUJQkwPIgCIo8+db12jNieRUsCt2dUKjlmd1uN/EAMvVr2mB5dSywxU6ul/stL7SmSAJ28jlmOnD/4mPSVzudzoi3lmXbSkDC7x0MBjHZX6fTSSjZcowZC9rzx2Avl+V1YIu9tSciyzB7K3n8YBo5WzW1df9uQwV4DONnWtRgq+3kO+8HcD3xWMdUe7nO8p5pedHP5TGew3rEGr2+vh7vW1hYiM+1WC88bluZPXVYjs52DaRJYThER2CxD6z+wuOGRT/lay0PpP5ddh+XhWWXv5vHCh77rP7L8yDfB+RjBidvkTFqMBjE+UI8n4uLi9GzPO0spSIPkc7oyvPqqVOn8OijjwIATp48Gb2SInfXr1+Pz2q1WiMhJ+wt5l0G5P9AGkKgw640LNnjcbksEVdZvZQxCXlM0TRpuZ+fpccSPQdZLDrrfmuM1+FM4qnn5LJ8P1PdZQzh/ZTFc3rs2DEcO3YMQM7GkHdIe29tbcV3zc/PjyRAnCbIOLC4uBj7webmZqwLSWQKHMrewsJC0pbMoJDrOJGnZs7Mz89HOeNwEaYFC3TYZJmc87s0tVmeZSX4sqj8eq0jsJLyWmspayzne3RZLL1LwProYDCIdcQJLzlckN/LWbAB4Pbt24k8c5+SZ0kICift4lBWLrcVdleG+0NLczgcDofD4XA4HA6H4w5Q6lmW2OSLFy/ixo0bANL4ZLFwag8Sn+cEE0C+ihdrMQfFWzGb2qNmxVssdgAAIABJREFUXVOUjAdIEyto7x17MeSv3M/l5jgCju/h9P06AD7LssQya8WBWYm2OHbPstIUJQOwPO5cFmsvTCsumi1WlgdkkvKwF4a9epKMYRph1U8R08GyYhVZtopinYG0foti0Tn5h/SDarUarXpWP9SeI+017ff70bPM5+X9OvbD2mZBwAmCiix9ZVY/7ZGzrKW6n8v3srdSwJ523tJB1z3fU5R0yioXw/J2FHkNpwUyJtZqtURerMRQPGZa7Wp56S0PEGN7ezt6INrt9kiSKE5cpJNPyXusLft473H2ollsKvYY8HkLVixl0RhdFoescx7wPGgldbFi03h84ARdRTkW5DnW/rDMQuH8BhxrqLfaqtfrScKWsna+18F1zjKgk+M0m82Y1OvcuXM4f/48AOD48eNRNrld2Yuvk0jNzMwkXh+LESDv1Yn49JilxzGLVcHX8nVadvU17O21thXlfsB9RurCYnNYScEYRbLGjBZmHcpf+RYeSzqdTjwu9c3jXavVGinDwsJCbOejR4/G797d3Y0Jj6Rt+fnT3k/Ec7y8vByPcV2LfsMeVY5f5XWL9BdmB1oJbzm2f3Fx0WQ1Wd5aHVMsz7TmLmZu8LZtVn4X651FeU+K8g2xriPfot/Pz9Ued/Zyl61FOAkrb3ln9TlmOHI8PnvP5bgwCXq9XpSJ06dPJ3OtHgvY28y6dBlKF8sXL14EkCeJkAJZe2Vxll/OUA0cChlvwC5YWloyA8n5w6wNsXmBXZY5kulEvBhmwbXokBYNodFoxAbmzLksOKxccRITnaRD0zS1EYAnRitDLD9LJ7TQlClWWIr2iNOCJM+1FKmiyUQnJ+A6np2dTTrdNMOiZFt0dqa8WzRshtWRrRAGXQZW5tm4Y5VLZKTT6SSZsTVCCOazrEyJWt50QhNO8FWtVkeUQQ7J0BQ7/bvIsMaKP8ujfMM4ZYL7J39L0Xgk75x0AceY9sXy9evXAeT1JGMp06F5/JPzvEsB12PRLgV6IVmr1eLYw4aezc3NkX7D4y7LUBENmxVg3aeyLDPnE+47TF/j3zoDKy+smfbG32wpaKy4F4XyWPMgH9P9iBcGFu2dcXBwkNAUZVzhfdg1lQ7I20yUHqFe817W4xKx3euwQg14jJb2WVtbwyOPPAIAeOihh3Dq1CkAwOrqahz7Rd673W6kM/K+vrKLSZZl0TDBBhke763FnbUo1d8yLhzAMvpY8qrl2FqkW4ZWy5Bk6TTaGMd9Wr+Lw/Z6vZ45V3LfsfRQdo7w/CnvlSz7a2truHDhAoA8mZWMo9evX8f6+joAJHN2UUjjtEHGiCNHjiTfbxkLua45uZQlQ9zP9E4N/KxmsxnbiOnBVogR9xl2IPK4yWW0aMNcRt2ubIAuCvficb0slJWdJzwXF621OLmsTq6my6IXyzr5LOuhsuaUOYJDo1qtFjY2NgAchgt3Op04X8zPz5v7w1t6JK+byuA0bIfD4XA4HA6Hw+FwOBRKPctCvd7d3TWT/bD1QM7zXpTtdjuxvgP5Kp6Td5RREzQsDw1bj6yg97JtR6S88pe9ULxfF5BTPaTcTNMeDAYJhUOOWSnOrf8XJa1gugFbujQVVCcYYyuMlIXbzvLgs3WrjIakvdFsydIea/2eafaYFdFzNaOA64w9z0UhBmVWdG1Btig6LENyvtPpjFjSOWnXzs5OtILzXnRM2RarINM7mXLGFndmUPCe6fpbK5XKCG1Kewr42wVF1CSd7EIntyujzjOjhS3VbBm2ZN+6p8gDVkShnWZPwHPPPQcg9+pKwprl5eWRLZzm5uaScZmZEtqryduXsexxwi2pX2ZCdLvdSOOSOt/f34+Wb2YHSPt2Op2kPzCdTyc50WOett5rbwczKHSyME0j094G9mJbnhX+reVeHy8ap1meLWaIxcZiz0y3243tJF4g9s4fHBwklGvx2Ij3qFarmdvITSOk3dlrAxy2kdTDyZMn8ZrXvAYA8Mgjj8TET7VaLd4n9Xfs2DFzf2XRFzY3N0f2tpayaO+abmsdTsCesSJwP7Ao20XXcl2UhZHp40DqURsX6jPO02S9W8olf7mfWExAHtfYMyrzoISuXbhwAefOnYv383ZR2vvG48qdJJe9F8G6OevDOiyS53sOmZmfnx+h8rfb7ZEEbMCh7He73Vjnu7u7cZxiXaloDrAYaKwTWQxEi0XLbSzX8vqFv71Ih9T6kXyDlMVi9PG9LFc8huv5RW/DKe+QsYj7Az+32+0miWSlrPJ7Y2Mj8SjL+aeeeio+V+RjZWVlhNm6v7+f6LSToHSxzFRiXkhqYdK0AGsvSVZyeHEplcf7HQu48qyGZmV93ODMgxc3IDck/+Z9oeUeeYemmuq4SFbMWXgs5ceihDNNmwWXKTxMmeAYMQHv68e/deymBn8jv0N/l45JsGI7pO5Y0ZlGsIHAot1wW/OkyrI9Tn4tFMXIWm0k11qx9NVqNdlb2VLceSFrLTRFrur1ehIzxLLHcdNSVjbY6L0/AZgTP9NiixbTesLUix+tRHD/54U9jxsW1dwyYJXRri3DGU94dyMH9wqE8tnr9SIldGlpKSqFMoEuLCxEJZ+zjzJdkcdBi0os4Lbg8BngsD1lUuaMptVqNVEe5FkiF51OJ5n45T1MWeO21OVmqpteVI8zjPFxOVYUMiHlZnm14uytOZVjljlOmRdPHO9m9TmZ63kfZc6lwPtiy3zRbDYTWQBG9wid5kWAIMuyZNyV9pT+cv78+UjDvnDhAo4ePQrgUJ6Bw7G20Wgkxn7Zj/TatWsAcseItAsvnPf390eMnHt7ewklXs/tmsYt0GFzcp6P6XblfqKN9br/jDOi8D38PTwflRlR+R4u99zc3Iiey0Y8nQODxxAgNUDV6/UkwzkAnD17Nsblbm1txbFzY2MjvoMX40yLnWbjK4fyMP1X50bgLNUc7nFwcDBimOQ5xtqz++DgIC6W19fXzV1IeNFszVO8duB8AFJOywCvjTusM/Bx/S7+XtZDrZAKfpbUnRXSxs8E0vrlMcI6x++VvzwfybNbrVbUF6S+2VCxubmZ7MYE5PUq41m1Wo2GjMXFxZEcGNpwNokBdno1M4fD4XA4HA6Hw+FwOO4Spe4+phNYlmfrWs5oCIxmSe50OtFqwR5psezozNqTeIz1b/YgWR43y8LJXqp6vT5CdWMKIFtjrIQnkwSLW9TqcYm4rEB1TX3QZdDZS3Vd6eey58OiBvP9lgeCrXJseS3ztt3rKPo2fVxTzsbBSqjArA32ulrJG5iaZCVk4H0zBZxIh/sne/esPsfeN7bYMUVPW7mZwcGeZcv7x5Qli+nA0LIpf6191PV9ci2PIdrKa3mTGTxG6t98jdQBW6SnnWIKpF6XTqcTPSXiUWk2m5Gavby8HD1pnK2a5Ya9wVLX2oINpHJlWczZc7ywsDCy12WtVku8ReIpbbfbCaWa75EysPUbGE2yUuTFANLdE6ScfF2RZ9q6h+dXll1+F89D3E5yjPuRRf2T5/Z6vejlbLVaI55lDuloNBrRi7ywsBA9AOwJ4Paa5n7C47N8J1PTz5w5AyD3Jp89exZA7m1mL5n2coVwmKjrxIkTMQxC6r/b7cY2brVasd16vV7sixazjllj7BmzmICavSfl0tcx2FM6bixlWDRtzYDkOU3A72LmhkW7tkIfOOyQPccWs5K/Rer42LFjOHHiBIA8oy+QZ8CWct26dSvSsG/evJnsTiNlEVh7/04TZLxoNBrJTgtSvwLWRfnc3t7eiM4xNzeXJPMScNgCs86YXcQJ8oA0vJHZAzxui1ywjsxzk0XfZ7COJ9BhlbrPDAaDhAGlPcvMZuXQJq1XyrWs5+tEzswetHY/4vVJlmVxjtjd3Y2eZZ43ePcEPU/ytdeuXYv6BOuZMl5q5tckDAz3LDscDofD4XA4HA6Hw6EwUSBpr9dLrINigeA4AbYYsKWfk1UAuXXg9u3b8Vma286eHPb2Wt5NtorwtXzMSlZkWQo5HrhSqcRy89YXDPZC6VgtjnM8ODhIvO76fvYic9w2x5JxkjLt7eCYom63O1IWvW+utWUCtx1bhPSz2ErFltuDg4OR5CDcNjMzM0nCs2nFuOQ4WoYtqyFbAdkzpK3gRXubc7tYHibedoWtzuJN5hhRtgpymVk29btCCImFkmNydCwQxymy9VfA3mSOtebcA1aiCu6TRfFsuu44phlI+6L2mFl5BsqebXkQdTIQPjat4PHZSugobby5uRm9aDs7O9Hrwnu1swxaMWLWtmq8hRrfx/cwa0GPabwtIif16nQ6iacbyGXbSvTCzB3LEwiMzjXyPLlv3L61ug64jjUrQnsweA7grbY4NpLrm+VXyi1xZa1WK/FM671oeT/lhYWFGEe7uroavUY8n1j1Mo3guhbvSL1ej57Gz/qszwIAPPzwwzGWVW/dVcZEajabI4yh3d3duCXR5uZmTJ7D45u0ldZ5tHeO5Vn3T70PK3upLfYRzyf8Xfo3MJrfhY/LX4vRw4k4db3pa9nLZiV5tbzJ7XY72cKL2QJA3h7CFuBEbWtrawDyuVm2iLp48WJMvLu5uZkwXeQbZO5iltg0QmL02XPI4y7HtEpds/6idSx9f7/fj20lz2eWT7fbjdsXLSwsxDmL+6KVb4OZO7zuYQ+rjknm+UbKDqSMXiuZcaVSGYlrZy82/7Z0Ga4v6QM8DvM8pucG+S6eh+Raq39yfW9vb8d1oniYt7e3o+dY5/yRY4KdnR1cunQJQKo7ynh6/Pjx2Df0uqgIpYtla1IFMFJIpi3yBM5B66yEsKteb4jNC2iLLs3XMpWNBcSinHJDWAmErGQscp9+Fl/DtDR+Jivr4yhjk1LKrMmGKfJsHJC/XD6tKFkTKtetFiBNmbLawVLker1eFPJpRlGCEIbVT9hQUwS90OSBng0bvOi0ysILApZRa7JheeKEL9zWFt1PEEJIFuT622u1WnwvG2IsGeRv4QyWTP+3Qhe4LHyfpvAULeCs5HU69EFPuEX0Wv6/1d6s7N0vYEMbG4rkWLfbxa1btwDkyqXIEyffspKYWPv+atq/zAMczsBzkyhbYtABkCg0vJetln8dIqBp4Vp+LEo0l5uT2mnjaxE91QrP0dBy2Ov14ndxBmvuZ1yHTO2T7OKi3LRarWRRJeWReuekU5zUixOxyd9er1fav6cRlUolGoqOHz+OBx54AADwqle9CgBw7ty5aFQA0iRs1rgpCCEk9HYgTxYmbbyzsxPv29nZSXYUAPK2Eho3OyF4j1RW1q3M9IIyw6L835pbiu6xHBM8146jb1v6IOtwRffrpF3b29txIdVqtZL+y/IP5LR6adNHHnkkLgKln21sbODmzZsAchq2GKN43OMQQR4DeeyaNvBe7NLea2trifMISI1yTIcGRuduLaPamKjXGWIEuXXrVqLLSFkE1vi+v7+fZDEXNBqN2IYy/lp9h6H3vGd51TLNDk92EljrOdYNOWxPh1Pod7FBiI2vOgRI66ucnV8WyzL/b21txfP9fn+k7ThMq9/vx/AuNlDJd7/hDW+IhkZO0FeG6XZlOBwOh8PhcDgcDofDcRco9SxbXhfLcq1X+OzlEisae5jEy9hqtSJ1QXsm5flsidDUOraQsBeay82eAIuiw3Qkthjxljf8V86zx82iIFvUo6J90LQ3hJMR6edqsGeGt/UossKzxZk9ylI+y7tm0YSZrsdlZe8d0yqn2RvA8l7m4WFKvqaTjasf3df088sSwhVZzZjBwXQjljMOn5B7yjwFGhY1iK2PlheZ+xwnTrHo0Ext4u+x6tPaWkHAXmqWZ4uqatH/+DxDeyX0OMfj1iQslGkA0yGt+uUETkyhAg7nEZlXarVa4hnWbdHr9RK6lbSt5VnmkJWdnZ0oW2KBlrlKnssJ56wt1rTHXI7LuzjRpcU4sfqJnhN1fXJfLmIJsYxpmWePOiez4fdbITW81Yd4mLntqtVqlHneIkrqdnFxMXqKeAzSsiFlmOZ+wvUkHtwzZ87goYceAnCY+Gl1dTWhRku7cWgX1xOPlUzJlueLXra5uRnbeHd3N0lkB+SeL5Hj1dXVEb2KwxK0bGvWkw7l0ToOn9db8VgsDYZ1fhxTyaJ5W3OqZoYxE0bqTbyO7XY7nl9YWIhbQsneyefPn4/HFhcXR5IF9nq96GXb3t5OqN4y3ljhSMzcmkZI3zh+/His662trfibKfNl+wbztcDhHMNjeJGHV+578cUXo/zLOzjpl+Xh5eRWvV7PDMXh+U7amMPPWJ6ZKl7Wp+Tdcr/Wuzj8jcMoeAzmY9ZczvM3z+u6//P40O1249yxubkZ5xNmcOk937lcHLLB48ZgMMDVq1eTcjUajSgTDz744ESJ8CaiYXNMctF1Fk0FOKxUGdTn5ubix29sbIzEehXRdHhxVjRRWgqwzkgn92tuPXcCvQAFUhoZxxdwLBYvwrVSx+W2YkH5vN643trDWsrCi/VerzdSFq2MWkI2jvZqTRo6vlnT5qrVakKBF0rS/QJrgh3Xh4quGacY6rbSijcf4/7AsTdMU5Jr2HhiwaIo61gUS6Z5suBFIy+M5RjTP7Uhghe4rOjo8Az5y9QfTUstomHLuaJvLKJN340yP+00bIsOybR+VhK5P1jUZx5/mXqplaFKpZJMphwmwlk85ZgoWp1OJy4OeOFhtc/29rYp56ygibyx0sX9k7OxagW3aG/zorAArUjpvsP9R4ft8K4PnKuE7+FFl/xut9uxbaz6mpubSzJfy19ZIDP1mhUohmVQmEaIPC4vL0cq57lz52ImV866axn42ZDDYDokZ7OWZ0rM+IkTJxLaotAZRZEdDAYxhpblVcrFij2PpZyJ2MpEy4thgTbyWON5kWF03HyrnQU8rvN8VOQsYIOcUKOFMrq5uRnHj729vWjgOHfuXNwbW44dOXIk5mOYmZlJMv4Ced+S5+/s7Iz0M6kPIO1nRePGtEDqbH5+Psrg2tpajL0XnbPX6yVjPBs0ORs8kIYwcEiaQBtv+bi0Pa9ljh8/DiAf33gxC+QyxM/jBaaMhdKneM0wGAxGDCqsC2mjlDWGc6y7zpmk9T493lYqlcL1i9bhtJ5lGSvkvTs7O0kIj7UW4Xw1WsfTfZrbWfrP5cuXR95brVbx4IMPjpRLY7pnHYfD4XA4HA6Hw+FwOO4CpZ5ltnowJUwn5dK0KG3ZBtIsoWJxu3XrVlz9i1WziIqos9UCo3s6C6zEC0XULbbI8fcwdQBIqdE6w7ROgsJgK4+APQFsAbVodbpeNW2u3+8nCVk0TYGzJjM9i8EetSIvslzHVjG+RlNMsixLPBTTTJtjj2NRuwmsRFzWs/h3ET1tnOxbmJ2dHfFcsYWTaa1Mh2WPHFsP2bPL3yfH+H7tGapUKiMsCn4WyxhbDXU9yHezh1LTEHWf1uUtolbrepJyW7gTGdcJJ+43WNmqrcR0WXa4l6UVxqIp8zrMgalubEW3KGU6YZ3ldRWvaK1Wi7/39vai5Zrlnfey1Nb75eXlhArHXgFdLv49rs9b4Ts6gRhfK3OxfOP29rZJkeUM9+zVZ2+mDkdiXaFWqyXZf4GccirHeNxhNhWPCUVzz7RBdKKlpaWYGfns2bPRs3zkyBEAKZWw2+1GPaDdbpshJQKep0SGsyyLnrqFhYWkDNrD2ul0oheNQxtOnjwJIM9SbDHYWK+x9ji+E3q9nhsE1rxbNCfzGMHl1GXR4UJyj3iAd3Z2YgIuyVTdbrfjPHvs2LHouXrooYeiZ1kSedXr9fiudrsd+6S8a2NjI3pLX3jhhejh12MfMDqn6n2YpwlSv71eL4ZzcCZ9ka1ut5t4lmXM4XqXa7e3t5MdPKws80W6jrSHeLT52NLS0sh+5aw/8fqGE1HyfGIlB2XWlDUn8rcVsR11qCnPk/Ju/Xccc1XGIj3PMqNM/srcubGxEcMNOp1OsvaS+uJ3WWMIh+JZyV/l/suXL8c6bjQaE4UrlGpq8hHz8/Nm7CEPHCxAVqpw3rybKSUyMMhAXUTDsfjwRbAW6/v7+0kGOB1HzAsDnuQ5xow3nOcBtkgRAewMcEXZKpmyprdjkGu10qUzlmqh0IuEsi2cuHNLPTCKvpXpdiwnrNwUxc1OA8roWkDxwpnv07JdRDUcR9O2FM2i6y1lg7PtWuEKrHhzn7DoaUWyxBOUzpavr+Vy6d88QXC5uAy8sOcxSlPvdL1yGbRsFxkqrJwIRc+adiqpBYt2DIwqs0V9hynV1jZCbKATtFqthLol4+ri4mJCiZbyMf1NlCqhhnEs5vLyshnWwwtJVmo5DEnKWmTE1Jmzdd/RBqwi6n6RIsUhRmxolfNWDD33J94OSuZyDn1gYxjTfEWJlb/z8/PJt1rUXWuMYoPdNEJkZWVlJdI4jx49GinZsjBYWFhI2o3Ht7J5gutXZGdhYSHqYLwIr1QqcXEu7Xb79u0kCzDrLUDadzhbNoeZFBlBy3Q8HR9ZRsMeN09yjouicUf+z3qVRRm9detWXCTLQml+fj7SrB988EGcP38eQB6fLMfFUBFCiM9l54q07e3bt+NWXrdu3cL29rZZXikfG8mmebs1kbdWq5VsOye/ZezZ3d1NnAE8fmpjNYcKWDlZOISLnVPA4bwv79rY2Eio1Tr0gcMlOD8L0+etBSHrN1boAy+8WbfkZ0g/5LUb622WYVrKzfXCC35eoFo07Hq9Ht/FhmiR5xdffDH2n36/n8SOA6N6Li+ipVy86OX+oXfR2Nvbi5Rs3k71rW99K4pw/2lsDofD4XA4HA6Hw+FwjEGpZ1msLDpJVVEyLwFbGnSiq0ajEa2O/X4/WqbFw8wWEnmGPFN7bIr2wrPOM92ZE3jJPZzYiLMacznYs2zRjPhd7LHWln/28FoehcFgEC1G7KlnKri0Ta/XS2iCvNeilI2p2RaFRHsPBOyJ1+f5m6rVqmkBYw/nNFs4y6hffIyPsweXMSm9kCmnbAXn9mYrG1sCNR26jMJjybaAE92xx4/7LFs4La+qyDzXh0Vb53dp+pMcY2+xpvDoZGRlicuKEjkV3aPbvMxLXuQttK6dNljedKZ0CXTf4f+X7QzAnmUes1guWIZk3BR63NzcnJlpVjxqPAexRZw9x/x83pdWyivv0gwfyzrPcsG/OSmlvMuisHPftJhIFj2NkyxZTKa9vb1YR+12OxlrdLJO3t+02WxG+jUn9bI8Afxei3nFlOxphNTTkSNHcOLECQA5lVc8yhwGZ2Vct0IMOBs53yd/5+fnExq2eD052RB7ZaTdW61WZFAIhZKZcUtLS1EGmDrJMsbeKE2L5UShjKJwBCsBWNkxflaR54qp5hyuIEnObty4EfVX0dtOnToVs5c/9NBDePjhhwHkrAD5NvHOF4WdiLf68uXLMcma7hscuiffwP3+fkgYyTrw4uJiDF2QcWZ3dzcZWywZkN/NZtPU7fke7n9WmIMO3wHScCBO0MdtLzJUrVajDPDOBDIf1ev1OI9Y4yM/l3V+npuYiaBDNrT+pJOJMZ2amUpWwlf92+pH4k3mpHjMSuL5zgoRYnYi62CcnZz7h/yVdz399NMTrU+md8ZxOBwOh8PhcDgcDofjLlHqWRYLMid/YKuCoMjjyDEmnOhDrI79fj+u7sU6qZN2WZ4ljslgq6C2gHBMgvbY8Z6AQJpeni0YHA/MXlu2RFiJi4qSfcn1lpfM2veWrSIcg8L7PMs3dLvdJLGXPLMscZnUnYaVgEpbry1vhxVTpGMgpg1W7FRRshK55m4tvkWeZx2jC9j7P1sMjVqtFuWKLXLWlnFWHDO/l71V3EdYlthCaXmbLbnh3+xNKYpT1v2L4+0tTwXHq/Jz+dt0PejnFrXNOC9y0e9pgzUWF3mN2JKvx1fA3qJJx60LZI7hOOLNzc3ouRFPXr1ej14w+T9wmFCpWq1GuZJnArls6r09uZ/xVj0iu8eOHUuSnLHMa+/bzMxMkqBGewq4Hrkf8PzNsXHy2+rLup9wDDaQspf29/cT5pjUFzO05Dx7kcVjwB5I9jDq2FQu3/0A8SCvrKzE+Mu1tbWog3G+Faut2Csq4Plce3OBdBsvjiXf29sbiR1kLzT3ZWEJ3r59O5EF9gDpsZTH6n6/n8gDUMzysTyE7FnWY7jUQZlOwvORjonUjD6OI97a2op1K0nOHnvsMbz61a8GkCdn47bTOhxvUcTsmEuXLgEAnnjiCVy7dg1AmnuHvcxSrzpR0TT3G14byO9Go5HE9ANpu1rzBv/m/XY5Jwu/08or0+12R3Tgfr8f49rZ+y2sjXq9buo9IYTYfzjWmvM/6HLzllgsA5xjgtlFvBax9DnNzOPn6q1s2YOucyGEEJKxhpPWAXnfkd8bGxsJE0azFvU6U68tuc9bzFl+BusV7XY72VKqCKWLZaF+1Gq1OEgsLCyMJCDhgbjT6ZgZR3lSFQrB7u5ufIcINoBknzhe6FmZTgVM4+RFK28KbimqfC0nDtLUY07qVUQJFczOziZl0+9l+gYH2PMEJc/lztvv90cEnxfurAhZixd+Ly+cNUWhCKyMMh3FSjoj3yGYlF58L8JS/q3szwymSPHC2jL+ME2a+4O1N3kR9YrpWnqQ0dRqngx0u7IMMFXGWtxwfbBibS2QWfHjAc9aLPNAzgMp/y4zzoyjWBeFWFiLZr1gl++y+pQVKmIdm3ZoOqQeGyah2GpqKJAaBllh4Wtk/Lxx40bM6CvKy/z8fPJb016bzWacp2q1WnwWj6Uy/m5vbydzhywkRHnqdrtJIhpL4WclhhfLgqKwAl0WTdeV5/NezyyDsjDmnR6sECSuj4WFhRFjSLVajecbjcYIrU4bs3kM1H2tKAHYNGJ1dRVAvt+xUEpXVlYS+iaQKp9A+Vild93gNgbyfiHtE0JI9ijVulCz2UzGcM7CDeRjKRtGRHZE72OwrsOZ1nkXE16sW1kAxkZlAAAgAElEQVR4LRm2FjWcvI5ljJPzsV7GoXqchAjIE21Jn65UKpFy/dhjjwEALly4EBOy1Wo1czcJHlfY+CaLB8mwvbOzE/uhNmZpKipnw+b6nEZI/elEhZIUT7LHX7t2Lco70+APDg5G9j7mEA/O0C/12+l0TIrxzMzh/thM/xUZarVasYzSj+v1erK7AocwyrpIjLBLS0uxT/IaS57POzXwWkobSoE0sVgIYSSZ8N7eXhLaqZOJDQaDJHEZhz6Vjcu9Xi9+l4RsvPjii/GYdn5qsOwXJfJivcJqU76Oz3P/K4LTsB0Oh8PhcDgcDofD4VCYiIbd6XSSvd+YriNgK/g4r45FKZN3zc/PjyQ4EbC1UcAJk6xEMUy7YS+zpnfpIHRtnWerh36HpgmwF6zIo8oJuAScUEKOcyp7tvgwzdqi/llWeMt7x2Uo8nJN2rb8XB3sP82eZQtMl5oEZV7oouuZCWHRkZm+P25PZ8tDy6wH/suWfPbaybsslkG1Wk28FXJe5NuSD/YQMxWOxwEr2Re/2/pGi/rE5/X4ovu95U1mlCWaKetf0+5lttrY2gbICvUBbGszt49OvgKkySkZvV4vyp5Y72dnZyMlu1qtJhZvIPcECJ2SE1Y1m80ok+JtarVa8TeP0fytMufxlho6SQmQezWYxaP7JD+Tz1v0Ou6/zAiTZ2imEicDk3oRqz5vB8VbBMn7tefE8o5bczmDxyVNzZ5WMPVaQgCazeaIbHNynaKQFctTw4wd0esWFhainKyurkbZZ68nz/3SlswoEO/rzs5ODHFgJiFTQnkvXJGtbrc74ilttVoJFXXSxIs857FOxDKkx3uWMZ4Hd3d3ceXKFQCIf1utVpTtCxcu4HWvex0AxD2Ul5eXEyYVj/GcmE8g7+r1eglFVd4vY4lO0MksEXm+lpNpB3twB4NBrHehxJ86dQpXr14FkMuYyCO3i04WDNghMUzLZp2Gw1B4DuBycSIsIB//ZQ5aXl6O94cQEo+xvJfDRDWbo91uRyZUr9dLvseSN5Zzi80hz+etyGS+Yrljrz73Hw4V4WResl+4JMfTrAmBDs+QY8xKsuYDaz6x2Fo6RHASvWuifZZnZmaSbLk62y7TpbmQDB4ERSiYoiMNwftiNptNk+ptDTI8AVj0tEajUaisyTdwTLSmWff7fTObHA+6THXjcumFOR/jb2HKqjyLDQp83MpezEo8/y1auFv1MU5J5fbg31pxsxbu0w5NgbbouXyOF7saLGNMP9Hv08/SGRaB0fbRCgffzwaVcYuWWq2W0M7lnM6gK9B0OVaedGy9/m42DnB/KFqI6oHUonXyX01vLTNa6Pda9WNNvla4gjZkTHOW33EYZzSYZJGlF3+sIAOH9V6r1cxYKI7N1cc4Wy9TiHmhIQvvmzdvxt+9Xm8kno2zaetYbN6vFkgX05Z8cLw9z5O82Lbo26zAsSHKWnQxHVHK12g04oLBMgw2Go34DXrBD6RzE8Pq69wnp9mgBBzSldfW1qICzPG+Vluxosoo0nl4gSp/xfizsrISs3BvbW2NxC/u7e0llE9pV+kn29vbUbZv3ryZOF1kkcwhCDye69AgLe88XltGTIEOc5Lnl93P4zrnIVhfX4+LZFHyG41GpFlfuHABZ86cAXAYb65DK5j2qp0+TGXd3t6OhgYJE9nd3U2y9DPNV89zrIuzTjyN4G8WOd7e3o4GJtnbemtrKxmLpU54XLV0NN7Bg9cv0n5MeWcjIoffcH4m3klBwKEybHjUzjp+1szMTPweWSyzDHFIRaVSSRbhQC4XvD+7vIMXorzO0HHw2qjEcwjvzw7k44qsI1988cUYxiB/O51O0k94HtFUcx1qq8c27aSwssYXrVMnmVPuX83M4XA4HA6Hw+FwOByOAoT7xevncDgcDofD4XA4HA7HpHDPssPhcDgcDofD4XA4HAq+WHY4HA6Hw+FwOBwOh0PBF8sOh8PhcDgcDofD4XAo+GLZ4XA4HA6Hw+FwOBwOBV8sOxwOh8PhcDgcDofDoeCLZYfD4XA4HA6Hw+FwOBR8sexwOBwOh8PhcDgcDoeCL5YdDofD4XA4HA6Hw+FQ8MWyw+FwOBwOh8PhcDgcCr5YdjgcDofD4XA4HA6HQ8EXyw6Hw+FwOBwOh8PhcCj4YtnhcDgcDofD4XA4HA4FXyw7HA6Hw+FwOBwOh8Oh4Itlh8PhcDgcDofD4XA4FHyx7HA4HA6Hw+FwOBwOh4Ivlh0Oh8PhcDgcDofD4VDwxbLD4XA4HA6Hw+FwOBwKvlh2OBwOh8PhcDgcDodDwRfLDofD4XA4HA6Hw+FwKPhi2eFwOBwOh8PhcDgcDgVfLDscDofD4XA4HA6Hw6Hgi2WHw+FwOBwOh8PhcDgUfLH8SUQI4UdCCH/3Lu/NQgiPvNRlckwfymQlhPCOEMIHX+L3PTB8Z+WlfK7D8XIghPCmEMLzL3c5Xin4ROYth6MMuq+FEP4ohPCml7FId4UQwvtDCO8c/n7J51jHvQufT1JMy3zyilsshxAuhhBuhhAW6Ng7Qwjv/wSf+5ILsB4kQwhLIYTfDCH8QghhLsuyr82y7D0v5Tsd9w6GE+pGCKH2cpelCCGErw4hfCyEsBNCuBFC+DchhMWXu1wOx0uN4dzyeZ/E539SlWar/J+Md/K8Zc2bIYR3hxB+5qV8p+PeQgjhrSGED4cQdkMI10IIvxxC+Jw7fU6WZa/Lsuz9d1mGLITQGpbhhRDC94YQZu/mWQ7HncLnk8kwLfPJK26xPMQsgK9/uQvBGOdFCyGsAvi3AC4B+NIsy/qfyPP+uPBKKce0IYTwAIA/BSAD8EVjrn1ZJvgQwhsBfCeAL8+ybBHAawH8/MtRlnGYdjmd9u9zOBzTgRDCXwfwfcjnjhMAzgP4YQBveRmK86lZljUB/LcA3grgL78MZXA4HFOOV+pi+bsBvCuEsGKdDCG8JoTwqyGE2yGEJ0MIX0LnviCE8MTQU/ZCCOFdQy/1LwM4PbRC7oYQTocQaiGE7wshXB3++z7xAooFJITwt0MI1wH8RFFhQwjHAPwGgMcBvD3Lsr3h8Z8MIXx70fNCCLMhhG8MITwzLO9/DCGco0d/XgjhqRDCZgjhh0IIYfisd4QQPhhC+PtDz+VzIYTPp/IshxB+fGjxfSGE8O2yIBve+5shhH8QQrgF4N133DqOSfAVAP4DgJ8E8JV8YigX/2joxW0B+Nyhle9dIYSPhBC2Qgg/H0Ko0z1/OYTw9FDmfymEcNp6aQhhbXh+O4TwOwAeLinjZwD4UJZlvw8AWZbdzrLsp7Is2xk+az6E8D0hhEvDMn0whDBP978thHA5hPBiCOGbhvfUQwidEMLR4f+/KYSwF0JYGv7/PSGE7xv+/nMhhN8flvVKCOHd9B1C9f7qEMJlAL8eQvhB6r+7w+e+e3j96ZAzOtaH/eGv0bPeHUJ4Xwjhp4f97I9CCP8VnS+7dz6E8FPDfvbREMLfCimN8NOH37ATQvjnw3b7djr/hSGEPxj24d8KIXwKnbs4HA8+AqAVfMH8ikCRPIQQToYQ2iGENbr204fX/RcAfgTAZw9lc3N4fnkod+vDfvTNIYSZ4bnScfwlLvud9MufDPmcYc2bbwXwjQC+dPj/P/xEyuu4txBCWAbwbQD+apZl/yLLslaWZYMsy/5VlmV/c3hNoV5lPC96t8aN02XIsuxjAP49gNcPn2XOlyGEbw0h/MDwdzXknunvHv5/PoTQDSEcGf7/s4Zj9mYI4Q/DPUgXd7z88PlkOuaTV+pi+cMA3g/gXfrEsMJ/FcB7ARwH8GUAfjiE8Njwkh8H8DVDT9nrAfx6lmUtAJ8P4GqWZc3hv6sAvgnAZwH4NACfCuANAL6ZXncSwBEAFwD8zwVlPTIs64cAfFWWZQcl36Wf99cBfDmALwCwBOCrALTp+i9EvqD5FABfAuDNdO4zATwJ4CiA7wLw4yHki2nkC7Q9AI8A+BMA/iyAd6p7n0VuFf6OkvI67h5fAeCfDf+9OYRwQp1/K/K6XwQgtJcvAfDfAXgQeZu/AwBCCH8awP8xPH8KOXvh5wre+0MAusPrvmr4rwi/PSzbt4YQ/qSh0Px9AP8lgP8audz+LQAs358D4NXIrfp/L4Tw2izLugB+F8Abh9e8cVjeP0n//8Dwdwt5Pa0A+HMA/koI4YtVGd6I3OP95izLvk767/DdGwD+5XCy+FcA/hDAmWF5/rcQAveXL0JeZysAfgnADwLABPd+C4AHADwE4M8AeLs8MIQwB+AXkfe3IwB+FsBfoPN/AsA/AfA1ANYA/CiAX1L1/OXDb18RI5vj5UOZPGRZdh35WP8ldMtfBPBzWZb9JwBfi9z41MyyTAy9PwBgGbn8vBG5vP8lur9sHH8py34n/RIAUDBvvhe5R/Hnh///1Lspq+OexWcDqCMf94owTq8qgzlOj8NQ//tTAH5/zHz5AQBvGv7+DADXAfw3w/9/NoAnsyy7HUI4A+D/BfDtyMf2dwH4hZA7RhyOieDzySHu+fkky7JX1D8AFwF8HvKF7haAY8gXeu8fnv9SAP9e3fOjAL5l+PsycuV0SV3zJgDPq2PPAPgC+v+bAVyk6/sA6iVlfQeAHQADAJ9pnP9JAN9e9DzkQv2WgmdnAD6H/v8+AN9A732azjWG159EvgDuAZin818O4Dfo3ssvdztP8z/kC7kBgKPD/38MwP+u5OKn1T0XkbMS5P/fBeBHhr9/HMB30bnm8PkPkKw8gjx8YQDgNXTtdwL4YElZPx/5gLgJYBfA9w6fMwOgg5zmpu95YPjOs3TsdwB82fD3ewD8QwAV5MrI1wP4P5ErWR0AawVl+T4A/0C94yHjumPD+pL3faaWaQB/B8BPDH+/G8Cv0bnHAHQmvPdZ5At1OfdODMcR5ErWCwACnf8gDvv8PwLwHvXsJwG8kdr8q15ueb1f/g3r+/OM42+iNh0nD18K4DeHv2eH8v2G4f/fwX1teL4P4DE69jU4nMvegYJxvKT8u8O+Kv/a8s4Jyj5Rv8TovKXnzXcD+JmXuz393x//PwBvA3B9zDXj9Krn6VzskygZpwvekwHYRm40fQb5wnYGJfMlgHnkxuQ1AN+A3Kv1/PCabwXwD4f3/G0A/1S97/8H8JXD3+8H8M7h76Tf+7/74x98Prmv5pNXqmcZWZY9DuBfIx/QGBcAfOaQGrM5pCe8DflCEQD+B+Se2kshhA+EED675DWnkVtDBJeGxwTrWW5BKcMfIrc6/vLQk1QG/bxzyAf5Ilyn323kA/rIuSzLxBvdRF4/VQDXqH5+FLkXXnBlTDkdnxi+EsCvZFn24vD/74WiYsNug6L2TuQ0y7JdALeQW/sYx5APXPzsSyhBlmW/nGXZn0duPX8L8gH3ncgtk3XcnXyK9f7TAfwn5EyQNyL3NjydZdktAAghfGYI4TeGFJ8t5JbUo+odST2FEKoA/m8A782yTLwFF5BTe3hM+EbkhqOistZDTnsed+9pVQb+fRrAC9lwxDfOXwDwN9SzzyEdY7wvvrIwTh7+JYDHQggPImcabGVZ9jsFzzqKfCzWcwz326JxvAhfnGXZivwD8L/cQdkn6pcORwluATgaykNGxulVZSgap4vw6VmWrWZZ9nCWZd+c5cy+wvkyy7IOcubiG5EbOz8A4LeQe8TYG3YBwP+k+tLnIPdUOxyTwueTKcErPUbuWwD8HoDvoWNXAHwgy7I/Y92QZdnvAnjLUKn+OuQe2XPILSwaV5ELxB8N/39+eCw+bpJCZln2/UNq5a+GEN40XOibl6r/X0EeU1p0/d3gCnLP8tGsmNY50Xc57hwhj+n9EgCzIY9NB4AagJUQwqdmWSYxGXfSBiKn8o4F5JbxF9R168jp9+eQe7OBXKbHYqhk/NsQwq8jZ3X8Y+QW+IeRG4TuBL+FnJ79F5D31SdCCOeRG7GYmvNe5DS7z8+yrDuMcdGLZV1PP4Dcm8C0visAnsuy7NE7LOck914DcBbAE8P/n1PnzoQQAi2Y2QB2BcB3ZFlWFurgffGVhVJ5GMrp+5DT8V8D4J/yaXX5i8g9WhdwKD/nMdpvXyqMk+VJ+yXDkk+X2fsXH0KuX3wxcqOlhXF61Scb4+bLDwD408hD1H53+P83I6eL/7vhNVeQe5Y9YZjjE4HPJynu2fnkFetZBoAsy55Gnp33r9Hhfw3gVSGEvxjyBA3VEMJnhBBeG0KYCyG8LYSwnGXZALlSLTGWNwCshTxBheBnAXxzCOHYMFD97wG4qxTmWZZ9F4DvB/BrIYRXT3jbjwF4Twjh0ZDjUwIF+99lOa4B+BUA3xPyraxmQggPhzzzseOTjy8GsI+cQvZpw3+vRZ585Cvu8pk/C+AvhRA+bWiU+U4Av51l2UW+KMuyfQD/AsC7QwiNYRyX9mhHhBDeEkL4shDC6lD+3oDcMvgfhovnfwLge0Oe5GE2hPDZRlzzCIYWzf8I4K/icND8LeSeYx5EFwHcHk4Yb0Aex12IEMLXDMv3tizNDfA7AHZCnixrfljW14cQPmNcWSe4930A/s6wjs4gN8AJPoS8rb8uhFAJIbwFucIl+McAvnboQQ8hhIWQJzXzrblePlRDnpxE/mmD8SSy9NPIGRhfhFS5uQHgbMhj2aU/vg/Ad4QQFkMIF5DnqfhkbZNRWvY76JcMa968AeCBMEws47h/kGXZFnI96YdCCF88nGeqIYTPDyF81/Cyl0yvukuMmy8/gHwufiLLdy15P3I21XNZlq0Pr/kZAH8+hPDmYT+qhzxJ69k/xu9wvPLh88l9Mp+8ogs3xLcBiHsuZ3mm3j+LPLHXVeS0g/8LufcOyAPkL4YQtpE32tuG930M+SD6bMgpBaeRx7h8GMBHkNMIfm947K6Q5XuJ/RhyD11ZFmLB9yIX/l9BvrD/ceQxNZ8ovgLAHHLr0wZyC7DTh/548JXIYzouZ1l2Xf4h96C+zRhMxyLLsl8D8HcB/AJyb+bDyOXfwtchp91cRx4r8hMlj95AvtXGU8jl72cAfHeWZf9seP5dyPvF7wK4jbyfTTpmfAA5Zeh36P+LOLTcAznl59tCCDvIFar3jXnmlyNPbHE1HGZT/MbhJPKFyA0TzyG3wP4Y8kQYpZjg3m9DHtP2HIBfQ96XesN7+wD+ewBfjTze5+3IjXly/sPI6/cHkdf10xgmbXO8bPg3yOOp5N+7+eQkspRl2W8iN8L+XpZlTIn7deTetOshBAnB+F+RJ7J7Fnk8+3uRG6FeckzYDybpl/xMa97858PTt0IIv/dSf4fjlY0sy74HuZL+zcjZTFeQzzv/z/CSl1SvuovyjZsvfwu5niUy/wRyFtW/o2dcQR6W9I04/Ma/iXtDZ3b88cHnk/tkPglpuJ3D4XA4ihBC+CvIE4uZTI0Qwm8jT8xWZqRw3OMIebjCe7Ms+7GXuywOh8PhuHfh88krH24lczgcjgKEEE6FfFutmZCHV/wN0LYpIYQ3hny/xEoI4SuRb/n1/71c5XV88jGkoX068hAhh8PhcDjuCj6f3Bt4pSf4cjgcjpcTc8izyT+InGr9cwB+mM6/Gjl9fAE5Nep/HOYNcEwhQgg/hTwvwdcPQ4IcDofD4bhj+Hxy78Bp2A6Hw+FwOBwOh8PhcCg4DdvhcDgcDofD4XA4HA4FXyw7HA6Hw+FwOBwOh8OhUBqzfOTIkcjRtuja8/P5LkeVSiX+fvjhh3Hy5EkAwNWrV3Hr1i0AwGAwAACEELC/vx+fWa/X4zMAYGlpCa9//esBAKdOncLCwkK8TyD37O/vo1qtAgBmZmbiM2ZnZ+MxuS/Lsvh7bm4uXmN938HB4RauMzMzsXxyDZfl4OAgXi9/9/f34+8sy+J9Vh3y/Xt7e/F4r9eL9SbvCyHEa/r9/sgzZ2dn431SxyGEWPf9fj/5ze8TyHl+rzyL62xvby/ef3BwEN/barXi/XK+Uqmg2WwCAH7xF3/xsPKmBK997WtjI4gMVqvVKKfSN5aXl7G0tAQAWF1dxcrKCgCMyKKgVqvFZ2rZZhnMsiyRWS1nLPv6XiDtJyGEKPP8TL5X318EfR33S/m/fNfMzEw8LuXncs3Ozpb22aI+x98l75qfn0ej0QAALC7mWx4vLCxgdXUVQN5Ocm2v18Pu7i4A4ObNmwCAixcv4oknngAA/MEf/AGeeuopAIjX8bfoscQaK6Qvc3+8dOnS1PWTxcXF2GBSV2fPnsXnfu7nAgC+4Ru+AQBw7ty52D4sb61WK9abyEKv14vjU7fbxdWrVwHkbQQATz31VDy2s7MTn9VsNuPcwu+S/rm4uBj7rTy/Wq3GPrmwsGDKsWAwGCTjppbdSqVi9iOWY+4Pcv/BwUF8Lr9TZEi/l58jz+e5Rc9Nu7u78Vn8XfLMra0tvPDCCwCAzc3NZO6Sujl27BiAfP4+ezbflvbkyZOxf8m7BoMBut0ugLwdua8KpOy1Wi0+f3Z2Nh5/7LHHpq6ffP/3f38G5G0tbbiwsBDlVNrk4OAg1gP3kxDCyPjHYyWP8dZ8wuNXpVIZuVb/1ses9pNnWTLJMqTnLj0HyH18nCFyaj2fj/NYLPXJ9ba3txefpb8JSOdca+7Vc6c1D/F3sd4gdTQ3Nwcgl305r+c2ay636nhubm7q+gmA2E9kPrl69WoyNwD5mCbHVldXYz/a39+PdSzn2+12Uqc87soz5V0XL17Ehz70IQDABz/4wTg+PfTQQwDy8U/GvJWVlTi3sF4nOiKvSXiMZxnkPsdrKPkrujvLJs8d/F2iawwGg3ifIIRg6lJyjOWuUqkk/VfKJc/kdUKWZclcDeRtc/v2bQDAjRs3cP36dQDA9vZ2vGZ5Od+p6vTp0zh69CiAfI6RuuW+I3N2o9GIa47FxcVEz5OySNsPBgN8+MMfBgC8/e1vL+wn7ll2OBwOh8PhcDgcDodDodSzbHlC6/V6XPHL36WlJZw4cQJAvnJ/8cV8/2yxQAOIHuAQQrT4zM/PR++aWFjOnDmDU6dOxWOy+rcsJOxxY2uonNfWR7a4acvo/v5+8r3amsJWE+1901ZEfr62rFjl4uPyfKkvbd1kiy+QexQsK6/U597eXixfvV5PPDO6XLquLOszfyu/V8oj7TUzMxMtO3x+GqG9L0BeN9KGUg9LS0vRqjkzM5NYwVlm5S/Xvz4PpF4DzQJgFHmCdX/Rv2dnZ0c8T0WeZZZha9ywvlGzTHQ/yrLM9BBYfUd/b5FXG8j7hHjPdnZ24nNEdufm5hLGi1iEpZ1rtVpsW/aGPPnkkwBSVgUzXvS3yTO5jqc54aK0yWAwiPV79OhRnD9/HgBw/PhxALklWOqh1+sl/UDaTeofOGzDS5cu4fHHHwcAPPvsswBy76fIWLPZjPPNiRMnYruK5Zo9X/xboD1I7IXSY7iWXe7XXBdyrfyfv0uulW+W+0ROeY7Q3miGZmAwG4vZQVJHMj/zHMDPl/OLi4tot9sAgGvXrkWvwMbGBoDcCy1Mo1arhbW1NQCH1v1qtTpSb/wuxt7eXjIPWePctEC+c3Z2Ns4Xc3NziWwAqT4AIPEGCaz5gu+zvMCaaWR5L3k+0M8qG5+ta8oYBTz3hRASGbAYe6wfyX0sT9Y8atWh1tH0fdqTp8HlY1jzI+toBwcHiX4r98hvy/uuyzDNcwiD66zT6QDIxx4ZX8TLODc3F69tNBpJG0pdyRi7sbERf3e73RHm6/r6Ora2tgAgjncA8LrXvQ7nzp0DADzwwAMA8vmM2QG6/7IHmb+H9Qc99ku55TzPUTIu87VF/Z891xYLQuplf39/hK3B+gyf5zWSlFt7odkLDOQ6sXiLT5w4EZlIV65cwTPPPAMAsb7b7XZcW+7s7OD06dPxGUDe3pYuZfV/Xv/Mzs5Gz3MZJl7BSEV1u934odJQjUYjCmir1YrKS7PZTKi4AhHilZWVqCDJpHDy5MkoYPV6PaloPWhXKpVYFosWc3BwYNJb9GQgf3kxrAccpkTpdxQtNnW5WDGwJiY5z0oKgIQmocs1NzcXjRasoMk9PPju7++PDMQAzI7Ji7ki8GLbWuzx9+qBYpogdcmUtVqtFuWc/8rgW6vVkonfok4JtOLNxwVlbaXv14MIKyRslLLeO06pZXmTZxd9I8uYRXkrUgCsyY7vsxQS7qdswJK2AVI6jzyL20nGuMFgEBd4BwcHsd9sb28DyCdReX61Wk1k3wqf4LASKzRiWsB9g2lxDz/8MIDDRSsrovv7+3HBxXPAtWv57lxXr16NRtmPfexjkX4t7zp+/HikBa+urppUUh53pX36/X5iHAHydmLjDodGaDm2Qn3kGwQ8h8h9TK3lemMlhOUFyOdkpm6K4ijgRakeh6WeZQ7hfsp1I/VSqVSiUshK2+rqKp577rmkXFevXsXm5iYA4OMf/3g0qIsxnKnZzWYzmSflufKtTBe0FM9pAvcTkZd6vT5ilLWMGQKLIly2QJbnWddqvatosW2NxRplBs8iQyuXj9+r9S69MGDFeFy55H5rMa77hJSZ36uprGxoLoIV+ndwcBD1X2uxXqlUzEU667Fcx9PspFhfXweQjx0yHnS73eickPm6VqvF8YSNhTxuS4jV888/H8N22u32SP1xmMr+/n58x7Fjx+L4JvNNvV5PFp0CPmbRnXkByroQz1MiIxzOxTRuK0SIjUdloaF8XBuo+C+QhtLs7+/H97KTk2WbDbHyLKaiM3Va6vPKlSsAcv1K5pMnn3wyznOyhjxx4oTpcGy32yP072azGRfZBwcHsR3L4DRsh8PhcDgcDofD4XA4FCY2O8nKvF6vR2+MrOLn5+cTV7xYJZaWluJKXiwJtVotWhJOnToVXelybGZmJknkYVkCrUQWbC2xYFlH+Ru021573zTNu4yGLc/T1zLlzXqWWEL4mVwu/j6m5bCVnS1Ncg9be9gqWUafsjzbbB3T9AyLWiRYWFiIbaN5hi0AACAASURBVDrN4KRe3E+sRF3MKGBPpgWLCcF1rumh2qKuKc4WzcvqO0X9j8tVREGT80wptBJNWH2Hz1m0OMuLzt+tj+v3sKeO+5b0o7m5uUT+tewyFXZtbQ2PPPIIgMOwk263O5JoT+pA1xf3w/n5+dL6vtfB3yYW5BMnTuDIkSMARqny8pcp2ZJc5eMf/zgA4PHHH48JQrrdbvROi8dyaWkp8cRysi6mIwukXYG0f+hvYIu71ecsJgiD5xOWAZbTooR1WqaZ0cJl4DJZ3jf+P/cty8NredEHg0Gsw5MnT0Yqm8wX6+vrsW1u3boV6dnixbly5Ur0Uh87dizKRLVaje+T9q5UKvG9rVYrtuk0guVOs/jkOFBM9b0bjyazNni+0JRrfj8f08f5vEXptu7TrCT9DvZcAaNJxrQX3JJ1i/ZvsaV0Qldd7oODA5PVyPOKxZCy5kz9fB4X9POL2rZojJpmCD233+9HKu+ZM2dG9C4e02dmZqJnuNfr4caNGwAQk3Q+++yzuHTpEgCg0+mMhLywjnfkyJEY1nPkyJE458h7OUkukLYnMLrOKNLnuOzAKMMCSMNIOWSF72MGJJ+TNZoOydFgdhPLI88zXAYpnyWzzGq0vOMLCwuJPgbk4754/a9fvx49zsJkbrVayXwiz+Kkl1IWZiXr+bMId0zDLsriKajX61GAKpVKpFeLADebzfj72LFjUblh2iJnqCsbsFhhKcrOyJO83Dc3NzcSz6JjQSz6ikWdZgXMEnKL0mYpzHx/UVzwYDAwaUyWgmZ1Ik1b1e/XdCPdITV9oyiW2QLTXacNPAHLQMnZW+UvK4FFHZTrnOu3bCGo6VY6PhJIjRdaDllZ5z4zbgFqyRPfU2QcYCViXMydVf5JBjZdVlbEeBGuszcKOLswK/H6/mq1GmlXjz76KIB8khUlf3d3NzEq6f7L3zo7OzvViwCGtOHS0lJcLFuKOy+Stra24mTJyo2cbzQaccHGdC7LsMkLQVamOGZZy9ne3l6iGFgLXEvp1SE88v1WuANT8YsUJS1DHNPIoUds5Cyiy2raHM8XRaEdbMgQVCqVSGWTOOaTJ0/GcX9xcTH2CYk729jYiIvpo0eP4sKFC/E+aUdW5Fj5neZwBVbMLUquFVJTFMpTNKbq/7M8ssHEysZbtAC2Fr16UWotYMsMRRqWPlgEVsjLvqGIym59I5+z9FB+lqXvFS2W+bx+VxltdtoXxGWQMaDb7cZ6kbwIgE317/f70Wj3wgsvJPMIkBvyZO6v1WojWZSXl5fjsSNHjiRUbxnr5L28SCvTo+Q365GWLFp9meOcOQN1Gc2a51erT2rHgl4r8U467ATJsiwpg34X14M2CMk5NkDJc0U/WFhYSMKNZB4Ranar1YpzzM7OTqRnc/iV/JXrAEysczkN2+FwOBwOh8PhcDgcDoVSzzJbBDj7Mu+ZDKRZfo8cORK9xb1eL1ojxEK6sLAQV/LVanWE4suUVIsCVFZWtr7LX8sbzJZ+tqxrSw+XixO2aK+udvFLPen38rPZi6wtRmyprFQqCT3C8j5b9A2L0qiTAFjWW8sTbtW95Snk+3XSG8vzPy2Qb9OyW0ZzZwwGg9K9F4sSy1mW7aJ3sOdZWx31XppWdm99r0B7SLXsWv2viLrNng25bpwMCoo8EZoeq8HvEo+Ypq3Ks61EXP1+P14riYu2trbiuPbCCy9EmpD2TAq4/45jaEwLxEu4trYWKXTSFu12OybvmJmZiZbjZ599Fh/96EcBAJcvX47nxdK/uLg4kr202+2a+/NasrO3t1fqldOhK+wJZ9qqnC/yWMmxIoqeNZ5bnjq5rlqtmpRuHlOK2Bi6LzJ7iWH1XaaqMjND3sWJP0+cOBETtYl+sL6+Hvvc5cuXo7X/9u3bMbmLtCdnhub6nkZY+oulm2idRus/DGYMWGOpfpc1BluMBIb2Eslfnh+t81af5HLfSeZzq54EzFS0PGpldGerDphqynqVPN+S0aLj/B6d6Xhvb89kSFrQXvBp7icyjszMHCZY4xAra6y+fft29CI/+eST8fetW7fiPeLJPHHiRJKAEEjXOo1GI9b13t5ekmgXGNXtLW+xpRtaIaXcTzjrNK9TivqJPm6tOcqgxw3NbmJ2ni6XZovo45p5wmGiIv+c1Vzm8pWVldj+ktTz5s2bsT1brVacW3heZ8YM67mT1IN7lh0Oh8PhcDgcDofD4VCY2LMsYCuXrNZXVlZivNHa2lpcvXc6nZEg7Xq9Hq0DbGkQ60GR9d8qV9EefOzZsraLshJJWHEijG63a5aHv6EoSYP85u9mS7z1bsvyY3kH2fPM+/WxJ4J/s7XSil0VFFlAORbbYgBYMapsCZtGiOzy9mQcyyGwYmXl2rJYVqsfam+9lSiC/7KHRlszLc+1HLcshFa5rPiuSax1lkec+07ZM1hG9fYgug6YTWLF/BwcHCQWUknQdXBwuDUU16F4PjleSizO58+fT2Jun3/+eQC5tVP6qowF+/v78V29Xm+iOrtXweOnjBMcsyzn2+129DLOzMxEq/9HPvIRPPHEEwAO95Q8fvx4tPovLy/H+UbGV96HXjMoBEWJTTjvg76H5YXj9FkeWQYtdhG3tZUg0wKPFTxP8nxRFtNvjRkM/i7OhWDl9mBmGI93eh9OeZe0jWy7duzYsRh3tr6+nsQyS+IdSQB6+vTpxFNwP0AnBLTylUway8pMr3HeXL7f8n4VeTYtz7PeslMz9lieLa8p951xnm19nxV7b81Z48Zci+2h+6+eS612k+NlbAGWbdbr2NvM94/zMk8zJD55f38/Yahy4iYgjVN+5pln8PjjjwPI2Swyj0uepbW1tRjrevTo0TinMztJ1jI6R5DFZBjn2S+KZbZYIFbSPSvRFq+F5JzUjdxTFkfMYK+r9S6eL7ifFeUh0OOV7v86XhpAMgdJ2zYajZE+s7+/H7fv3NnZiR7nbrcbdTjJL7OyshL19kk9y6WLZa48awIVitWpU6fiBFir1aJys7CwMCJsvMdmp9OJz+U9Tpk+wZQK3ag8EFtCVaRsM+XaWrxYyR90Rlxr4mJh5b3YBEXZifU3MBWHM0BysDx/I09GWvErSkBmUfN0EgFW4PQ36s5pKaHcSXnD9GmDHpwFZQqylkstT3rPXSsxin62fi7LBWeb1/cU/dYUGSnnuEm4SBGzlC2eFMqMRnxfkdJUNPHIdfx+y3hTtN84770r94s8d7vdkYz/Kysr8VlbW1txEdDv95OxC0iNXUwhm0bw2MCJuDT9vtPp4Pr16wDyZFCShOWpp56Ki2i5f3l5OVFkBNbEzfLBiz4OtbHoxAzuZ+Mm9rLnlCVV0dD9Rc9NFr1Nl1Wu5fmkiB7OBiRdTlbceZ7isY3nLqaqcqJDIJ1T5+bmovLSbrejcit9bnd3N9L1OXP2NMIywgC2Ud2Sc0bRfK2h5aYomRdfU/QsNsqzEYX1C+7z1gLTonwWLZyt77UWL1pZ133GmmsmeZcF3Tf4Hmt+5HJpY5AOybJo9tY8aNXBNIH3YOd5XsYRmZevXbsW55AnnngiZlGuVCo4e/YsgMO9eldWVhKjOCe1AvIxS57LYGMUH+Ox1kryOClNXhtf9DpAO+is45ZcsJ5fNHdMKkNWf+CQGe5/RYZm/q375czMTBJaJDRsfq/stHDr1q34u9VqxTazkqDNz89PFCbqNGyHw+FwOBwOh8PhcDgUJt46yvJciWf5+PHjcZXPdKulpaWR5A4hhMR6r/e61DQTtv7pPQctbxSDLeNsUeffRUkxpIyTJHywgtWtpF9sabQ8GFbA+TjPGVtj2PIiZRoMBqaXm70NXC9szdGWUV3flheT/7KHjn9PG5iiKNCeJ0GRlX4cTVNDJyixvPy8BQknV5HnSptwP2GqapE3oqxc+jorDMKycFpMh6I6tChuRdQlq2wsxxyWwFZkpglJ3Vny3O12k+Qi8leoWo1GI1K8Dg4OooXT2uPvTqy49yLEGzg7OxuToa2trcX6EwrV7u5u3CLqYx/7WPQE3L59G0tLSwDy/TSB3MNclrRQj1ncVy16NVvZtUW+Wq2aCXyspGCWF0HDSgamPbf6WUXeYIFF7dZMCmsrM54vuA40u0h7kC29gOWZ+78cF+rjYDCIz63X61Em+v1+ZKeJTDz33HNYX18HkMuH0LOnEZank+uvyGNZNnZoebS8rpYXm6nRReXSY6mmU1v9xGL8TDKG8/36G9hzrZ8rf62tfKzvKoLlvdPlKiqvLuM4Wjv3SfZQcqib1rt0e0zqubwXwTLErD5JJCjhTx/96EeTRF7ieV5ZWUm2FwLycUjqmvcTlr/dbjdZy3DbsS4hf/m8xSgo0hHL9MFJ2tTqByxDzDy1wpCKGJC6fLyO4OuL1k1Wn7SYTFZZdBiV6BO8LS1vPSXftb29PZJIent7O84tp06dmmj7qIkXy1ZmPlECT5w4ERfO3W43xqCxC15T4OQ8Z5gVWBVlxTJrQbQGbWsAtxYnPBlZC1wesCyatoa1OGFFzbqPBbioQ1iUCqYWyHHez5cHElb4dYwZv5cnFoGeYFgx1G3D9FJ59rRC6pTDAqxBRtOwrWu4Hvm3lldNj7MWyxzawPKqFXodf15GuR43sZfRBnWf0ZOClm02alnv4muZ4qMHc10v/C4dUyNgedV7MOtFmfwWajZP3svLy3FCnpmZiQO03POf2Xuz7ciOI0vbMEQgMAOZyWSSIiWqVH3V7/8c3atW1+qL7qqukqhukUomMxNDTBj+i1jm+HzH9gOQ/xWP3G4QiDiDHz/u5uZm27aRZf/x8XHUTqWE0e7t7RW24/Pz8+JASNbwf//3f4///t//e0RsGEvJopxrS26ad3Z2qsWeVRUitvWQm1P5+3K5LE4ObvTyXep1XN3t/KtOEBV1dDnjPcWtR9mPKjTGhzYGrWPpqG2lZujmKdulc3U2m1W5//wcselvzlPqKzr6IjZQyoTVffz4scC0/1GE+cstKLILODhdqtDHPI5z47n0GPe709W0KZ6DOg6lPeS9htZP/d2tVUwLcAGQX+ocHvq9le7Qsl/1WL47BjwIyeacidisJ+49jlG4LjMA8J//+Z8RsVk7IjZsyel829vbK/sWBvmyr1erVelTjjFyM7Q4GZzNMeQkUeH8VR2sebVD48U5jPW+7jPHpZtndLK6Db+bUxpAcgETx0HB/iJDNvs+12rOh0z75Rry/fffx6dPn6pnZK3o09PTF82TDsPu0qVLly5dunTp0qVLly5dRAYjyy56srPzxLSWUKh3794Vso7b29sSFnewOEIUHWxZvyekVD1y6t1Qlm5GzOiR29/f3yIWi3jyghB6OdSmFPUC8bkJM6AXyhGTEe5HZt6hOsv0Hu7t7VVRZrZJ275arbYiD9PptCJnUWGUhvALeo/pMcoxsVqtLCnCWMQhFjhPHNSfnnznxVaIlY65oUhAzi+mLTioOD1zDjbTilwNRY81eu7OGxr7+Tx6/1a6Qwvuo7+3nocQageTur+/L7BRImJacz3Pyc/Hx8eFtTPi6Z3k/Do4OCiR0/l8PurIcnrxJ5NJvHv3LiI27yThtQm9/m//7b/F//7f/7t8R6hcEnvRy01YMCO7ETUc6+HhoSCZ6Ll2pIQuqqqpM67OKiHhXLt0HeSc1ooG2gbqWiJ+cqyoftBIQAvFwkg89Q6f0V2Lz5D/E72Sf5kCtFwuLaIlo813d3fl82w2K++J4yQjyz/++GNhtB2jcOxSt3Bs8W9EPZ55HtcgF4Vqne9QEQ5x5Ai69FpOWuiiFIes0wiUppy5Octn1Xmu9XgprbXLwVudMJK/s/OUBuEYv3l/ri0prH2uCIw8l9VkqDdeQlz0WxdGJ4lKyvSdjx8/Flvn4uKioJNOT0+34Lmqy1Wn7e7ubhGARtRzpoVg5ZxJcQgNh4xTHe7WrhYa1e1P3PxwqIwWouWlNh51EfWC6zdtF+HXei+HApzNZlXKWx5DIukkCGUbXr9+/SLk6+Bm2Sm/o6OjQr+dTHInJyfl2IODgyb8JKKe4E4R5/0itmEmqrBo/LDTtf15zfx9sVhsvdTJZGIhm7nhY1kXwp15bIuVmjAC7Reer4Myot7M7+3tbW1mCSfQxVX7k9fT/OR8rpQWLN0tPHk8RR0VCmUdk2SfHh4eVnAohXFG+Hx73UTzb0S9ceZxbrO9s7NTwVLyOze2uZl2Y7MlrU10xMtya1rw8iEj4uHhiU1S55M7d6itFOVMyM+O0ZcGD2FfuXjmNe7u7qrvEhrEVA7OBzruxpxjltDr6XRaco4jnhgsk7H0f/7P/1lKB00mk7JBPjo62lo46ZhwY5/HcuPMdcjB45yRr4a9G+d0IDoIbAvCzDY6xyNh0up81bZr+1qGAPO26XDl+cqUqgYL07PUQctKDFxP2AfUjS5diBvodJpMJpPCMD9GYT/pBjnCO0E030/Xbg1cqK3Bc1rjvOXs1/GlkFS3yaax3wp+5PktdvDnSoipTdLqI207+6UlDnLqjkkZYrDWjRLXlmyrS+Hb398v9mnOnYODgxdBSscgdMplTvK//Mu/xL/9279FxFNaz2w2Kw7r8/Pzsh5zPNEmUcdnxPMpkkz5dHBqtjel9Z50nL9U3BiiOGeansf25zm6mXb3TFG980vGorZLHbi6SaezOKJOOT0+Pi5OkQx2RDxtlufzefl8fX1d0oiHpMOwu3Tp0qVLly5dunTp0qVLF5HByDI9Ddy9p5fm22+/jYgNPI61RjNqcnh4WHb/+R1rornIMr0a9Hw/PDxsRYE0MuU86Y45kMxnhIQTwszap/lcjAA5D6SDR2k/qqhXUc/f2dmpGN6cOKhGCwbuopEuauHaqt5YvhvWP4vY9rSNObLMMcLIlkL5h6KoQ9fl8UNjKe+r71jHmIt4v6QN7lpD3j9GHRQGyPbqM7r/HWxW4YCtNmtbWh5lN2eI3HDHUldku7S2efbz0dFRdV3+zWPpBR2bJESKMOzZbFZg2Bkd+Mtf/lJ09Js3bwqZ19nZWYmkEDbnUD4OFdOCjLnfKa0IlKI/9K9LB6LQY8/x4trVguPpd89Fx9399VopjuxL1xjV+/l9Hsv3kMeQNFPnTp6vkeWIp3X7/Px81OsJ1xCHOHDIAkUkqG5vRaHdGNE1xNkULfho/q52XERtg70kcsv26PM6aUHN3Zrp0hb0GVwb3Zr8kujZS49t2bOElKYcHByU79OO5dqzv7//qyKUvxXJyPGf//zngkpK6HVEFETS2dlZWUOynyI8IkjtVkXUcM/B8ciIP4kf3b7GvePWe3JIQyetNcIhlRTurH3Qgju7djFVx+0/FDnrEC/6HPo90VoO7Zy/E80Z8fQeLi4uyrvKdIVPnz6VZ7i9va3WmZb0yHKXLl26dOnSpUuXLl26dOki8qLSUYxGXVxcxB//+MeIiFIXkVGbFqlWeorn83nxDrDUDu9FbzVzh53nIz0Cz+WYMc+G9PouJ8iJRmXppXEEXs4LS3ERj5b3aCjnh+e7SL16cxg9d8/s8s3p2UlRjzNzAfOc/Hx4eDjqPJp8tru7O5ub5N6PesDVg8g8b/7ucjH52Y2LVj6ay/lSL/svzaHVfBeH9iBRFtsw5EWlp59eTRdRVm9n3v850hlG94iIUSK8nZ0nQhFGltNrzT5mGyeTSYmM5jmr1apC3YyZCC+5LmazWRnHJP/L93N+fl7qXl5cXJR8otlsthUx0xJ9brzxvRFppONMx7pG8hjp4xjb39+v8v/dd0ORZc4TFwnQCLabk0M5ai1hpM/pDX7WiHMK85RVR2nuqqIqOLe4TnFOsa0pOzs7JVI0ZiF5FqWFZmP/ubHdQlmoPLdWq22g+pEEqrwex24LGTXEd0N0X+saDnXYiupp+2jT/JKI7HNoDl27dK1uce04+4r8BhE1B03+7mrFj1GS1+Jf/uVf4s9//nNEbHRKrh25bkynU6vHXMlTinuXWg6X+s+VWqXt/Wu5MVy7NLrNfQjv9ZJnG7oX56xDRmr71cbinHW51NoX1Ge61uuaQILNiM27T325XC4Lcer9/X2JKHPfl3bHcrl8EVLpRQRfj4+PBQL11VdfxZ/+9KeIeKp1yZtxgKzX6/IgZL10EBj38tTIUEOIi4kjEKExEOEXFrehcFBjvkhN3E9x0CVuSt1gZn+9REE7A85tZlPUYeDYrPn70HPt7u7aDZYSUGhbXgL3/S1Lq/8UYshFL49PUVIJEgRREbMObIojMmG7OMZ+6fP80s1yC1aj7cnfnFFFI8I9g3MYuf/5nUKT9HeOYRqWLRgijRPVS2w3r0UCijx2sVhUjNxjZi/NBWsymZRnprMg2bL/+Mc/VpvaNHpIysU6ytS1fC/5OzewjmDvubnh5prCRHWjSDhfy0BvbUqGNvHPbYrdvRS+5oSbFLcxbrVVUxT4mQ6Fh4dtokvVS25OsT+p15hKNTZxtbRdRQR1NlLcRsy9V7731njl/OK5ef7Q/FFoZkt3R9SOr5aD/jlINuenS0dKcZuJoc3lS2Cw+pfrRWvNS3lO77dS5biJzmf4JYGY37L867/+a0RsYNgJyb68vCwO6ZOTk4jY2Ex83wzG6Zinvd4KPqXwfIpbI3QM5F/3OWJ7PGhKzNC1aMvk/7ym27SqDDl3eV+9lo43dd5o3z48PFhHD6/B9zUUIGJaD+0qboTTfqbD3jHQOxmv26lLly5dunTp0qVLly5dunT5lfJiGHZ6ab799tsKfh3hYT8RG0KbJCQgTDt39wpri6ih2Qqd1KgCvYD7+/tbXkF690l8wIg0I6L0XOfnjIgzekDPjvPqE7pA2AbLbCQUzXlSFGrDiBefQX9X7xL7If8OEcnw+vyNnh16l+mxHYIOMiowRqHHjlF0B6/iPNBxoceyBqB65JjisLu7O1gyJ9umx/I454lszeshL5zCWxVCyjYy8kSvIqMeLbKbobY8l6LgjlWPvItoc+y78Zxzms+sda217xVur6RwY5KPHz9GxOZd/uEPfyif85mzpAcjAQ8PD+X7jBjk9xEb3URyDhcVY9R3iHCFnmv+zjmlY1i/d1FVJ/qbiwC1IHoOSTKEquC1uI4+hxxxaAyd2w5yrein/Kxrk0b/3DrHWrpEaLwkEjAGcfYF/7rPLtrLvuba7yKh7l5sC9GBjEjTJnF1VlerVfV9tvW5SKhbg1rovlZ/6PWHINyta7bawrHfOs995yL9EbEV7STiiBD3FlzXRRvHGFnOesrz+Ty+/vrriNgQQuYz53qh64Yb2y0k2dCc49h19YhbCCHqXzeGHfpAU3WGkAyKknNroptzLiL+HAq4lUJEW6kV8W59l/dVtKUilRTxwnWDdgXRa/yda/hLiFUHN8u5UM1ms3jz5k1ERPzpT38qOQFu4zSdTstmmEyy3Bi4OmasocrBSENHN7jsZOaLtqAJukBE1BtUtmVo86dwHTdwHWRC75m/uzqFrWN100TogesbbjhYg4+D2D0Xf+NmmX04lCPKutUKPx6bcEM3lAMTUUNH3CZZ4XF5rJ6vkJ0hg0PhzDoeORaUyTllaO7o8zkj5Tmoa2tz0YK1pbjvHHSa37UWG/ZbC0qlv0dsQ1W1P51Tgw4/5wAbo3ChysVrOp0WSG2uG/v7+1W6QX6eTqdbUFBdaH+JgTp0XMR2/iQdHS0D+bk1oFUz1rWj1VZ33lCup4pLB2L7n3MwOTZ6OlKHrq9tdnBYOnWdsf+P4nyN2LZx+Dvfj8vBV6EtNeQEUV3I8/L3IX3eMmp5P6eX9VhtF88nh0yrDQ6G7dbSl2wknzvGjUfncKVoXXIV9jfXjbwW03qGqkqMVbJO7uvXr8ue5OTkZKtP2Dfq6NZ1pBVU44bN2Tdu08f37vQ99Zgbr3meu76uEWq30aGiATCdj27dG9q/8Bq6x3Lr89B6ovYo+1nvRV3B59U+yc9pNywWi6oCg8p6vX5RznKHYXfp0qVLly5dunTp0qVLly4ig5Hl3JkfHh7GP/3TP0VExO9///uy+7+9vY2IOmTOiOLV1VVVRzRlCDK2Xq+r6Jwjh6J3wUFkWpAWFw3iNekJdIRL9JC0yLT0M491ieitCKN6c/Na6nmZTCbWU0biFXrKWoQf+buDYLi2MAqtjHd6vvMYj0mIqkhpQQld5J7/O/iMi5QqJJ8Qf0K2IrYjCRrl10hoa35pW5+LjBENwvmlz5Ln6JxrwThbntcheJNGph06hW3hMzAiqvclcy+90zxOaynzWiQqcmiPMQkjIprmEhFVek5G3rUKgfYxx7ZLJeA5hI+2omNujBF95MYz7+E87mxPi6XbzfXnvPtOOEYd6Q+vo2uatlXbm9cfgjHynBZiikiLFmuyCvUW+2iM4tBb7h1SZ+qxQ9fVe0S0o2S8R4qOAbUPWu+HyCtHtKef2b78TMTBczaHiwD+/xWXwuDmDvtNo2f52ekEiotMM7LJlMWWnazQ3zHJ69evIyLid7/7XVlH9/f3S8qo00l7e3tVlFF1Fe0qZ0fwupxzHNtDawg/qz3v0ITOLnNtYbsdekLFtcfNw1+C9nBteC6yrMJxrn3Q0lEuOq/rirZrtVo10WnNtr3oqC5dunTp0qVLly5dunTp0uUfSF5E8PX27dv47rvvImJT3oP1qyK26xZnsjQ94q4EAr0HeS16y9QbpvmgJIJhWZAU9XwnLp3RWPW057EqxP7Ty+NqRRNPr/mi2VZGmUnwk+cwos0IgcsxY+1W7TvNI6B3Pr2R+d3BwYGNuGVkbDKZ2Ii5i3zwu5fWMfutSsszpRFSzV1kJNp59zin9Hd67O7v78s7ctFPekiVPI7H6bGtCMFz3w15Ldkfmkuk19VyKeqxZVuZ/8Pvec0hVMWQ1zOjnA65ErFd/48eVp7Hvnc5aMvlsoq0jk1ItMLSTolQyrqH0+m0Qmu08sn0O5bSoX4nyoZ5gq11uBbJqQAAIABJREFUpiU6HzgeHVeBO7Y1Ll30vOWRV32j+arqiddIwxCyq/V7ax4S0aLtdjlsKo4IiiSgLdKoMYtDy2i+fApthlZuff51kaOUh4cHyxngyO30/uQ04XF5XY5H2kD5l98NrRc6xvQZdK6rPEfgpZFtdzzvScSYco20osG0Qx2CKqKOgkbUJbVoA9JOdNFER/Q2Jvnmm28iIuLVq1e2lKDL4+YYUvKp/I7ncOxF1H2qOmsI/aNIQW0fv+d4UWKqPM7ZllzzhhC53H84slK1u7QPdJ64a7FfW3pBn0X7QEXfnSvNSn2XNjHnTJYYU5v4JaUIBzfLyUL67bffxpdfflkeRuGlBwcH5bvFYlEMPjbeLcBUuq7DdMPgCBuosLJz8rjZbFbB+fJ3KmW3uWDn0rjii2qF+/M7l4zPgcB2D0GiFAqiC9NqtbILSF5jvV5XysNNaP7O/nLwcQdtYT+6zRwZHMcoNNA5LuiEiNhWAC0HUoqDorlFUb/La1DBu42zM7Bb93LiNgMqrUW89RulBdFrwTS5IPIaeY6DT7EPOX95Pp1zeQ4VrYNMOYieg9ju7e1tzemxSm6GHx8fCzP20dFR2SznX61MkMJ31NLbarSS0V0ddkNGlXNQcWGnofrc2OUxz81p/u/WG3ecytCaq23QMa/30Wvp5sk5QZ1T2ZH9KcGXcxbzvLyXgwaOSeiEplNJRcfjkMNGHZj6nt0GWo91axPXvLQdCHXVzZ2bU4Tlu8CD24C27Am3Jjld4r5v6Wre1zmSW+RMbEcLkttqK4XvmWmOPD5t2+l0ajcqY5Qk9WLN3Igalpt/XZCHx3AeuQ0o9wPP7VXcptCJ/kaniHMa5WcG6Fi7vhUYUAcV0+O4n3Pr6Gq1KmPLOaJ4LFPSXCBN51T+dakEzlZS21XtSF3PuG/JZ+CzcM6+ZD0Zr9upS5cuXbp06dKlS5cuXbp0+ZUyGFnO0PTZ2Vmcnp5GhIcGEf5CKCHJulqQN+e5dh55BxfY3d2tIqHqKaRXcnd3Nw4PD8v3en16KpwHRL02ro30QpF8wnn3hiCjGr1ted+zv5xXJO+/XC4rj1BGOXlNeoEc7MsRthDSqBHV/H3IYzwmcRFS1g123mhGk1kj3I0B934Vks8xlu+FMBSN/PMzxyijQS/xSg8dq5BOjWKxXRHbhHL0AvM4IkQcqcxzkRMHiSKciG3m2HXwRuo+V2dZI9qtuZR/x5yuwPGYkeW7u7uS1pORZSJYmOLz8PBgS6U4GJabD6rjqZ/yOlynWN4r/7Ygm780gjN0jkM4aLRExUUzqFPcOOf3DnXhIlNDKBcthUMdxesOReH0eRRZ8I8g1ENEyzwHLX4ONjzU74yoET7vxinfQyuy7GwKilvTXDSM12KaRcueGIrgtpBMjuhH9YuuF7pOql5SJKKLbjt0o1t/GX2jvce0Hj4D7zXmyLKrwZ7/RzyPSmHf8Fopbp/APtd7Mq1Oz9PPeX2iYfPejDC7a/G9uv0RbSHalkM2IJ9dxxX3du48F5FuzX9tt+6l3D7RweadLcbINsnb2K4WysQRUasMbpaPj48jYgOVo5JQSBBhc8vlstx4vV5XeTDZWKe0mcfhBgUVhlOkvAc3buxcNwi5qWW7FLqwWq3sS29BlxwTojMiCHdmTh/bMgTp1kGj8CQ1/PmZUO08392LE4d975wDdHpkfx8cHFhFMhYZghpTOMa4AHNDxT5vKRQep9el0JnBxZxGTZ7vjAeF9uSxz0HKKA7mzN/U+aPXdIZjC4LXch68RNyz5nV0scnjs90tHaDtcJtlLkxjNmwinowA6hkucNxMM4eIm74cx9l/dC4Q/ql/87pO7+Z30+nUQtU4T7jha41ZJzo/VWe4ee/EbX74fWs8tkTh1S1IOP/nBthtNDjGneHu1nTaEHltfUZ1KI5V2KcOss4+cdwoEe18yDx2aDzqO1ZOhvy+9V0rDYX/cx5S1KGiOp1cLk5ajq3W/SM8BJfnvWROuY0vuWjYXme4s93OWabPp8/T0kVjXlO4AU6hnqH9Q0eewu3ze/2uBad27+fx8bFylLg2aiBK16MUN7+dYzOiXZOdDiZ3Hu2PbGP+5Rh01T64J6Ht+Jwz081Dpklx/qnjOs/Pz3d3d6Ufs90MUHGz3HJmOd6TIekw7C5dunTp0qVLly5dunTp0kVkMLKcCfRfffVVFRVIcYnw/H53d7fyjKjQg5KRRyVLoNdBvY5kkqVnx3lbHh4eKlZn9YK0IKOt/1uwU/29RbZBr6d6CxUS5aAcDmJwd3dXRfXzWiRiG4q+MXrn6peu1+sqok1vjCb2LxaLKjr0Era536owIuZYjimE9DK6psLx7ojZOIbu7+9tlJjzcwgGr2PbjVm9N//ys0sryLa475ki4NroPH70DraiHgqp1mfS3zXSQLi80ysOIsvno8fffc93zza2YLZjECIaUh/MZrOiqxyJUUSt63QdWq1WTThjHuegwK0oHKNBikRihKkV4eHYHnqXrWgI5y91vSOV0bblbxqB1bXOrZnuWVoRObbL9bN7rpegY1q/8f7ut7GJ0y2Mqj53DqNJajOpOJuE0E2KQ9ZQPxK6zXOGUgh0LXAsv05c+plLG2gJ9bISC+XfIfQg29b63UXMSJjEFCPHPu5sbR7D6+a9Hh4eqkibQyCORVw6lsLUIzZ9khBife9ObzsbzUWTW2kotE+I2lS0hNoh+a6Wy2Vlc6fk7yT1dfIcmkPh0iRk1nsRJeIi7Rp5dkiRoai8Il/zvpPJZAsBqc+m11qv14VElJHl/f39gtrNVFympzIiPSSDM+if//mfyw04ABQOeXd3VxpJ7DcHS3b0wcFBNWgUmqCK2kF7+FsLIhdRw7S5yD8H13QKmpNQoRyOTc5dww1w5q66CakQAQfpJoxRoSmE3dJJwKLc3HC4gcmJ5YwfOkUcFMRtaMYk2eer1apKO3Dv1S2AXNQ4nl3piBQ1Tlt5vPzrzsvf3Xt1iqll4FInuHnirqVK1Bk/PN/N1ZZR5TbDru9dDnFEVPmqLSbaFNVhmqLAc/SdaJ7NmCGmNA4zxWc2m22xxlPPEC5FZx3hmG7s5Tnz+bwyKPMeNPL5jnIxbbX/pXmhrbFPcUYI1zEHYaZDxf3u2vUSBwzHJdczZ0Rw7lCH6RrwS50/L53fLzFsxiD6Xodgxa0x5jbLznHJ9Yb3pd51G0mucxwX1IVDm8qW00o3PO58B9UeWrOegzCzD3Qd1HP1vTznGMsNye3tbeFooMMh9dJ0Ot2CmrecJBpUiahhtYSqjlG4oXQpPpTW+9Gx0YLE5zWXy2Vzo5fi9hwuF50BAg3w5XhhSVCOC0KM87lbDvz8nkzQnKsa6KLedvOJfbxer7dg2uwP1TWaPqUBOu4z1ZnFtWm1Wm3lUi8Wi+oZqa9YWix/57t5CVfMeMMYXbp06dKlS5cuXbp06dKly6+UQbfT999/HxGb4t+5i2eUi16C+XweEbV3gbt17uy5u1ehp4GePkZgNZKTMgRPi/Be2FYyv3qBJpNJMwrF8/L6Q9E1jaINQYdaHl/ey0U2SKhFbym9Xspeymcj+UAL+uAiG4zI0SuXyIMxSivSou91qN60g8056GUL0sJIpXrcFVLfimjld/SyasTiJTC3FnxMI9ateeDGnfN2KuzORVd4zSGPM72lChmlx1XvxfnJaApRFQ5OTzRI6s7b29sXsTL+VoXvh301RMzI86hHXG1qwtOyTxnx5HvlfYngcOktbozyXfIz7zUUVVCk09Cca7WhBWt9KTrBwTh5PvUZ+4LrhoMUOnluHVTCNRc5oT0xZgQGx7aLcrV0HqOMQ5HQVgWNVsTarQEuncFFlhQJ4a7lWHpb7U55Dl2gaAz+bd2DkS1FWOg8UdSEwmYfHx8rSOjV1VVERFxfXxfdRJho2k2z2SyOjo6qe70kis375zOs1+uKNHZs4pAIDg1DdKXqPIdWcGs/hfsAN3ZbbVFU1P7+frHTqf8I1c8KESSfzHZSlstlGVcOZRsRZTwuFgsbeVadq79TV9N+cWSaz+mSFvksESv5faZsaYUepj/yPk7cmsm2vGR/0iPLXbp06dKlS5cuXbp06dKli8hgZJlefHo1W2U7ImqP2u7ubvGc5F96HFw+hXrZHb6fkZr0GDmvZSuPcYgoI89zHtBWZNrl9LCNzjvfui+vo219zqP8+LhNcqbef3qB1Puk0WaNqOmzaORPjyVxwPX1tX3mMQn7mkQbLo+RY8TlGbc81877px5SHectD2frf7ZRf6P3r5XTSHHRa5eHxxyS59qiHto8zqEtmPfSQmPkNR0yRBEU+lzO00/vdMvLSx2a3mNGHcYoJPVykSlGWpmvx6itkpEQcXR3d1d+z0jOzc1NhYrKdYgEfCT9GEInDeWY6RhQ8sPnosWt3NL8m88wnU4Hr9XKMX6OB4QRMeawMf8xf+c66HRBa31T3UW0h7ZlKKIzdnGoCUqLh8GhA1K4njxHtEVxepd2HdvTIgXj+1a9rPdSmUwmFmXC6Djvy2ccWi94LYf84fq9Wq22bDO1PTPKRe4eRvLy883NTclZZh/ltU5OTso4T14H2snktXAkrMwXdzw/YxRFgjo7mpxJ1F861zTPmPfIv/zskK9uPjj+Bq5zOl7SDsi/BwcHZf2kTUEOIu67yFOUz5O/k8dD9X3Edj6vcg+RSHi5XJY197nx5uxJ9hPz9Xd2dsq6nPc9Ojqq5oKW6iJajO+J981zptNp6SPafkMyuFnmC8nPk8mkYpVOyQ69vb2tWOFUQbfY1XhPDmY3MFN2dnYqBkaFAnMgcNA4g4ROgMlksgUt4DlqpDvF75S2W9j48lmg3G2YW4a728S79jGx/+DgwCa1c/KpUBHxd4UM8zoRm03A2Em+IurxtlqtCpzKwUxIFuQWfjVuqRDyfLIFOgI+nk/RzXQLVsd2uM14a6NDcfCXlhHonF0OykpiJvZhy1jL893vNKjcJoHCxVMddxFPBFUK2+NcV6chjbIWxG4swpr1uXB/+vTJ6lrC5twmjHozF+vHx8eK7CNiY1x++vSpfOaaldfIeXp0dBQfPnyIiIjT09Ot+TuZTOLk5CQiNht+Lrz5XjkP+I6VKZXHcmw6wiTqbZL28Dg33tifnMctwy//knzFGeNO3H0prTSIljgd0/o8NuH75dqtzteWk1Qh7RGbOZL6idBcx6z8nOzs7JS2TKfTyoiPqPUfx4s6NHmOPo97vy6AoeIIMlv9pXYTdf7d3V1xYjI9hvOU8zv1DR2fqYvW63VVpUTXFhJ85bUj6pQ255xwNXQ5v8e+WVYi3AifEnNwcFDZYEPBMqZQuYAUdXHLzkr9x00p4fHOyXJ7e2vHDvcv5+fnEfHkRKFwA7u/v1/GmBJgRmx0Qd6L+p62K8drtoWO6tzE39zcWDZtCsmbWfUo+zDbp+to6pWLi4vSvlx/J5OJDbZyHNBO1L0hg4Vsz5CM1zLr0qVLly5dunTp0qVLly5dfqUMRpbp8af3TaNghBLe3t4WD8Px8fFWZOo5jzATvgmdVO95tiuPpdeS4XV679kGjXi9JPJFccfQ0+gIW+ilpweUnsKIbUgHIXBK007owXQ63YoMt6LzChXPYx1cr+V1Geq7vb29Kurvyh+NRRzk1kUJ2Q8kMIh4egctshN6NiNqGOl0OrVoCQq97M7j7iLDQ4QJPJ/HDkWNh65HSFLrXoSzOxmKRmhbNaKm8FKHOOGxQ9BswuroxXYok1bUf8wyn88rUpF85ozOnJycVPoiddnOzs6WN5n6cblcVlCziE3kOlNAbm9vq37Pe7DGaX4+OjoqMDAel9Hmk5OT8vvZ2VnxeKfXv4UM0dJ+KqwvybWLfaCRZ4qb3yy5FVGTq+g82N3dLfdieUElU8n2EfLJaEZEnV6Sbee1+Ixsn9MDmsIyZuF64tKe2A981xwvWlaF4302m1U2Q8Q2CtCRaTEtKyOhHEOMhDJa5XQs9Sefy61NFLdOsa0OCejQXC0kRD7jYrEoqRyfP38u9q0j8Fuv10XH5Dnz+bwa54wMa7up0yaTSbkXI2NMJ2I/6zPoejLm1AX3LhzUnzD6VjTR2biMuuY8ms/n5XPE05hnFNlFZRVhkdfkvinH0Hw+30rHOjw8LJHli4uLsg61xpVD8jIaTEJmXTMXi0VJFWAKAUkzCRl3axojuURjZLvduqB6h+lR2a95j5OTk2rtSdE9TYrqTtVFz9m6Ec9slqnwOBkV/31zcxM//fRTRGyURT7E2dnZYC6Wg4wyn22xWJSOcnCfnZ2dKiyvudSTyaSZi6CbktbCw4XJwcBauTcO7pPSgoy63BwufFqTNZ9Li9znM+TvXCCG8sq0TU7xKhQ2r6tGl+bWjHkTkIYDFzJuYN0Yo1FM6OWQEyaiNhZo4BLeq33Nd0XoFq/J8eyUiNvEc6PiYHfPzQMer5DrfC6Xe+/6RlMXdP4qU6POA3f/PM9trHP+ubm8u7tbKXJutvM8MmDnwvNLoaq/NaFRyD5lX0RsFsnU9dTFLrefdR5Xq1WVqxyxWUM4RrmhI0Q1r5VycHBQFmvOrbzvyclJMV5evXoVZ2dnERHx+vXriNhsmrmeqKOH45VtceOcELvHx+3cYOoVZfTV67PvHVx3tVptbXr5O+Xx8bHaRCuj6Gw2e3EahjrTXDoH5+qY0xVautj1JYMFrOWbc4rvks7VXHuYF8t0kaH+ZZrE0dFRuQZTFFxgwsGwW0ZqzlnnHONf/cz76j1oh3D+0RGd/XZ9fV0xWH/+/DkioupX2mKas0zYLZ9hf3+/qqkcsW0LpHBT9ly6ETdHXPOyPaenp1vn/NYl+5xBIjqF6IR1zm3uDzjPuJ7kOpJjgQ5ZbsI1jze/4xhRxyM3xfP5vKx/fG/ZvuPj4wJHvrm5icvLy4iIsu4w35fjg47WvObV1VVV65sOnvybG3dunFOX0AnQ2mg6xyjh4S5tUIOEOT+yXVdXV2Uevn79emvj7QIX2V51srHNnL9DMt4Vp0uXLl26dOnSpUuXLl26dPmVMhhZJiyY5DcKqf706VMhUVksFlWduCHIFD2njKylJ+Hnn38un5nQzRB/tuvs7GwL6qaEWPk7yb54f8KhFUbJep0URyRBbws9GIwuOM+oqwXH88lKTg+rg23xuVueanpZ81gmwCv0TsnZeF+N6qtndcwEXxkFI5GEixZr5Dk9Zy2iAkaLdOyTuffu7q6C0ymkW6HADh6eQu87vX70/tEjr/ObY7AVNeDvjCJr5ISQUyW7yfNdVIH35nwYim6x3YSiEtnRmjvZvxkxYORFzyPJRsQ2QcaYIaYZeYp46itGc7T+aMQ2i69Gg+jlvr29LV5wRpY5RlyEJnUWU4gYCWD0Lr/jmvf58+cSXcv7Xl5elsj0wcFBWRPznkqOyQivjgFGe8n4TR2vczzPy3M4Fx0E3qGXeF03LnUN0/WR0OwWAoNrC6HDypw95kiySgsRoO+A7PDr9bqQ0zES6lIYHAxb9S/HfAr1MsnxMmqZka+Li4vKlqHd4xB5Lv2Fz0ihPnf2mEbVImq4cyviHbHRPzl/Cb0mbDUjbp8/f65sHUVbMqVjNpsVXXB0dFTZCxHb5LPZd2QhJls9+82hnhgly/HxxRdfbPXVb11cyhgjkrQXmNri7FnuHQg7/vjxY0RE0fXX19c2Mnxzc7OF8KTN8fDwUEG5IzbvxpFqcV7neCIxHNEDeS+OK6aBEXHCduc4vr+/L8/IdCUHw05p6SXOKeoSrjGaYsDP2u68bz4j5+disSj6JvUPbd+Wred0AftzSP5xVqAuXbp06dKlS5cuXbp06dLlhTIYWabXkV5s5hRHbLwq+ZmU3M7zRXE5y8y3YU261WpVvBJ5/dPT0+JNvby83PLaHx0dVVEfRjPYhojtmtEaldNzXP4yz9ccSbabXvSW957eL3pr1MO+v79fRQqGcoH4DhjNYDuHiFY0oub6gN+58jtjFBctIllJjrvZbFblJg29d46L6XS6lac4n8+rfBiWH9JI9UtIUlxUlkgGjjGXg+auz1wRl49IpIMrg+Gi4HndlBaBydAzuog5r7Ver6sIo3r1+dyMeGdbGbnZ29urSi9ozUKiUHZ2dixhx1iEOUYZiZ3P54XvgmQq7B9Hhujqls7nc0s2wveSwn7nOSzPo9Ei5rORI+Pz58/l2rlGvXv3ruQ0n56elntlHzAapbpY60cyH3i9XldELHm+i5awjBaf0ZHNEOHBiLorY8P1nf3FcRxR58byWszZJFKA0XONCrqo6j+CsPSdQ1Uwn+9vf/tbRES8f/8+fv7554iIivOF5HSufA6jLkO1nnd2dso7PDo6KmOeSAaWqcrPrVx1ftb3Sl3fWsc4T2hjuVI9PJdIwohNX7mon4tScR7s7++X+Z967fj4uHw+PDysbNLsD6fX2MbsV6IiifzI//N5s7+oI/8RiFUjPDcJ3w/7mvm0SuClRFsZUc7oK9FHt7e31e9q7z4+PhEgUr85wiquAZwHHBcu71rff8RmnaOOIBlXnpNr5nK5LM/GdZTHOgQqy9vR3tQ1gFF9N480GuzsPdq5juw4+3U2mxUdd3h4aNtL4dr0EkTf4GbZ1VEmQzWJWWjcDJEVKXmWDoDlcmmZP0kilvc6PDzcMkIiolJS/C6T4S8vLyuITB7bgknndzQshuBhzxGQ8Fp8RgfzpOgGNfvCbZY5GDkJHYyJbeW7UYMlz9PPfKcp3MQTgjJmYR8QOk04Zva1KnUHT+MCqDB3rSdI54tu3rgxcFBWbuwphH850h/ew0EHdRPADSTPzXu5DW7elwqNCpO1eylqSHHO8Xk599jHDjr9Elh59gXJCB2k0TESuxqcY5J8fpJn8R2mrFaroi/IjE1IGaHbJEhjvdKIel3QRTHfaxoJ0+m0fI4IO/a5wabjQ++rqTRuzLv5yY0x5xGfW8mGuBkmnI81PPNYMly7tZr6g2RETB9xtXlp6Lj0EW4och2OiK1+6+LhpW5jQIOR+tMRlJLgiwaqqwlLZyLHKzccaT8dHx+X8xyTLec605Sec1xy88M+YEqTrlmE/XNTSTuGc1b7iJBTzm867Ahlp2Mzbc6EhJ6fn5fnPjw8rGwBEgZqv3FD4CqXaN+o85VpKS64MiahLesYzbl/4caIOjwdEqlTP336VBG7Kcs51+jr6+tqg5nCdBJHruscl+rU1zlB251OHa5v+fn4+LjoVY5j9lu24erqqvQByeuY6qr2Ip2cuifRtJ6Ip3GsxH95La7/rTkRUTs3rq6utsY+60/v7e2V9YZ7Eff7dDp9kd013pnUpUuXLl26dOnSpUuXLl26/Ep5EQw7ooZpcXcfsfFcEwbqoCqt8Lp6IhaLRUV1zppljMBEbDwN6R1gFCzbFfEUNZjNZoVg5u3bt4V6PYkPLi8vqwR5wgwi2hTpLXip89QzQuW8Me5ahGros0dsQxZTXMSMUQcS3zjvl0K2I2pvEf/Xd55/sz/HHjFz753RpPRq0tOp0SRHEjdExEPCnL29vQoqzDIzEbXHnsRjrfGY5zHCx8iUI2tju3kdRgJIchJRR9p5rvMSM72D/c2oxnMkDUNICa2JSCIu7U+SejHCz2gNvbCpRxmVS2HZAucFHpOk956ENoROc+4oSiNio8tZ0iKiRjoQ9st37aJkJNLKaNDx8XFBL7EGZr4fptdoZCqvnfPkw4cP1RowBAPTtYDRsYh6bN7c3JT1za2/y+WyfGbUw81f6ijOU7ZPIXSTyaQawyS1U+QI4bz7+/tb6CKuG5r65KKNQ2iuMQkjOU7XOcTCZDIp43g+nxcdy7WHxFIaLTo8PCxziuPJwVp3dnZKikHEEzqPZKzUn/neCUd2hJQUrn1cp7QME/tLz3Mwakb1HJkYieUIgc9nzPafnJxUcyKfh0iMXO9IXMT1lzBhzhNH5sV3rsSDPFbRXA6hODbRqGz2BfUQo/FExqYOzbQFJSvWqCt1qe57VJcq2sPZyA7tpmM+j20hfSM2axgJrwj/5tjKa+b5V1dX1doQsZkjOZ7ZXyQ9bq3VDhbOvZ0iNFh+i4g8jV7nX86N1CskK0vh3pMIC/Zh6sjT09MX2V2Dm2VX6/Lh4aGCd0XU+ZOtfBcH31UMekQNMWCeMjuaxaqzw9iRVPTZkXt7ewWb//79+3jz5k1E1AZFhvHPz8/LZzoMOLDd5sLlYjp2Rs37ZF22/J3GEYuB64KpA0Q3XTs7O9X7yv5cLpdbbdTcmWwDFbHLIaMx6Ba+9Xr9D5M744SbWioA5nLpRpC5g1RGVBxunjEv1uVvskg84aV0knBskRE0r88Ngzp63KIQsTEi0lmVSv34+LjiRXCbXW56dOwptNr1U4pu8NVhQAZIOuaoY/gsbuFwuUiESTnWRTWIxmzc/PjjjxFRQyjv7++LfqPh7wxgGiquBqmrD0sjhhvRvE9EDWvMMUqji7nOuaHg/Qm3y3F2dXVVGdCapzidTreMuhR1CtMRvFwuK8beiM3Y5dhjLnX2G9eWVj54/uUm3jl3XKoInXfMc+Z36qzi3OE662CI1JEvyS8bmzgnin7OcfrVV18VvUNIKjd6KTT8066azWZN9uUUhdzzXrTraBvc399X6RcRtb3ooMaE2CoL71AKEOcM1yiXUuGCDbRzCUvlxiOf5fj4eMupxPnAOaW6LX+njtLf6VhvrXHUJXSEjLkKCXUXdQsd1RF1dYuIqDZZuVlOXcnqFFzHadMok3xE/d7IVeNSAHTDmNfnPNB8XOpE6uAcVwcHB5UDKoVBq3wuptIyIMnAA9umwTJti3PoMV2QDii2K39nvXGm2OqegY5a9rfyTeWx5MjQd8ON+cnJyRbjt5Nxu2i7dOnSpUuXLl26dOnSpUuXXyGDkWV66RwLKI9L7wR3/4xU0qvABPg8j1Gy9IpOp1PrmWakk57GtbGvAAAgAElEQVRCRoZS0nvACO7BwUGJOP/lL3+JiA384u3bt+X8vJdrC2EMJDlhzTRGJVwE0PUBI/Xp8Xr//n35TJIOBxsg3IfJ7YwEEsat3inCiRh1YOSHkU9CPTQSQNjd3d3dP0w0wEGzUh4eHizRhIPyKpRK37eyR9Orr1B9ekjpmdb6exE1WZASpuQ5RIE4eDg9p4wiJbwp5+nJyUkFySakM2I7DYSezbymg2S6CC097ERNkAWTCA5GM8jyms9FL7BGOOixPj4+ttAiF1EnMmSMksgeImcIPyNbtoMVEnWU381mswqhwWPzuHxvqfPz+xwj+T2jd5yrqZdJUjWbzQZJCx8eHsoYIMkRU1McERaJYngtzj+yXOc5Dn3ECIeDtVPvcI1itELhpxGeYGi9Xm+tTWRC5dqTouynDnJNYYRizEglorv43hQ6TZRPRFSRlIRJc40hmVrqtCRbu7u7q+qwcmwzLSdiGyaa4zDn93K5rMZYvqvFYlEQe4RjE32jFSQifGoS54TTxUowmu3nMygikH1JpvH7+/utqB3XnoODg4KWyrYsFosKKpvzn4gStoVRbK3Xq4gkzllN71BYO1ExYxMiFhyjMuHQTD9M++Pm5qaMWepPon80GkwyKCLvbm9vt1jfaZcpui9/T2mlIxA6TYJMRm7zOKJ02QZFgbQg3Q46zbGXf29ubqq9kKKD2Qd8JtqZtIOI1iLZpq6ZjJ47lu6Ip/e4v79f2Y9qi9/f31eM/i+ZJ4ObZV6YCx03xhFPOV88Ph/CQTKd8cMNGzcUKa3zOSFS6br8yf39/YplVBXWx48fq0GhCvTg4KBiW2MecIo735W5mc/nVc5xTrjcTHz+/LlM4g8fPpTyWKvVqpoE+axDbHLMC9VNFRVAxMawJ0Qrnz0HMCe0GpYOWvKPAptzSsjBYjSH30HZUriJoNAQdWyQ3Cwzz4YKLX+nkqIB5nJ73ZylQeWUs8KV1Vhm/uTx8XG5RioxKmp+ZrvyMxcT50ji72oYRtTMlnSWcWOnjNsRG32lJemoK66vr8vnk5OTLYjYxcVFxfJPBv+xSeo3GsJcbPn+6TjhIuwWNY5HZ/jmZvjTp08FbsdxTr3N/CodT1ybWD1BS8Lxminq1KHhTyib5qnm/encoWEdUTvDHDRzd3e3GldkOmU+fX7H+cuydxHb3AD5Tl2KwWq1quBt2Qa38c/7ZR/qJoAGMZ9hjEKbaSjHlmOIzOXn5+eVszyvlUJW2ZS9vb1KJ+Z74zukrUXOAKbo5PmcvyybpDYBeQDo7HKGNZ/HlXuhfeIMf3XusOxZ3pMpSAwmkNE7oi4NxedikITXYn/r+quODMfzQ13F66qNQOfE2HP7nS1FBz1zk1PvX11dVZ/VOakOKgaEIrY3hAyQcaPG6+WxKVoCN6K2I2gL8Tqu4gkrIvBezAPWPZiW9NM0hFZqGLlb3Njie6AzjO9J1yktc5XjnM/jOAtapUZTyPNxcHCwlW6kvBsvqcow7tnUpUuXLl26dOnSpUuXLl26/AoZjCznbpshbLJtKqFHRA3JVdbYiBrCQ6Irx4rJ6NzDw0Plxc5zGL1jnbH8jh6UhMXRC5RensfHJxbhn3/+ectjd3p6WnlLHXlSCj0zLrKsJC0KBaHHi54uQmR5X0I6HVyXkXZ+Vsi2elPzHiQIIPSJkSCFbNPL04LLjkWIiuAYVAijRpY5NxTqol44hYy1WNIZeUrP9fX1dQUz4rF5TSIt6P3n2MrvHNkISa4ULth6hvv7+9JGsrWSxdTdi79zPBLypFEuJXRx9XpzTi4WiyqazNqb2RZ6UBXRwogZa/cyiuYI8e7v70cNL83+Y71VQoFTSO6hkVZGiSJqmDXfK98lI8+Eb6e4sUs4JKMH+d1sNqsIfgjPzna7aC3v6fRyxDYiR+F8DjZHUi6uFxG1rp7NZpWXXdmJ6b3nMybiiO/u8fGxgpUrUSVr0WpUIJ8l11+mPjhYLvuFiLUxCt8/UXo6htgPk8mkIiVVdmauJxHbdeg5Rki6w7rjjCw7pBKjXGSF5njjnMj78hkVNZHH5DkOlsp1kmgtjYgp6koZ9YnwUOIhjViTePX9+/dbdhfn9/39E5v24eHhFmLl8PCwendqM/M9EzFDvdCCwI7Z7kphNJkEaqmPfv7553j//n1EbOxtVhEgaij/Ol2bY2WxWBSkJ893db15PvWyg0tzzs7n8y37gIgCXovM3YTn57Fa3SBis15lmgYjqg56nc+Rbcj7c04TVZGfWWOcY5BrQ8RmX5XXvb29rVIHifKKqMnKuKY6smWiSDg3HZqTc31Ixj+TunTp0qVLly5dunTp0qVLl18og5Fl1mtMIggKc3BZz9h5gOmxz+syz4Y03vTeZdT19va2eN8YOW55Ctj+vH6ed3d3V0WUIrbrT+rvh4eHVR4No1v6jPQCRUSV/5P/k8ArnzHbe319XXmsGMXSEiX0NO7s7FiSJPaNy3Wm9ynbxXyM/J0kLvTmaEmkbJd6fscqOXZJFMAITIr2g44bHqOePfWSaQmYHFs3NzdbhHEfP35skitF1N5URpYPDw+3UCT02DG3kLna9GwzgqC5RCSCWSwWW/me9LxS8hzODc1Z1jwcRg3YByRJcp8Xi0VFAJV9QeKi/J7Rvex7ei2vr6+36gCT0JA1h8co1Gn5rg8PD7e8urPZrEInMM873xtLajBSmd9Tv6YcHR0VIp6Tk5Mt5Md6va7WGy0TdXNzUzz5SoCkpHT0uFP/cr4wN58RQo1A8LNGlvJejEKRgE+Fep8kRi1iFJc7x4gbI+oZTWD+NduvZWzu7+8rxAujZCTFi9gmIxtzxIx60JVlYeSREcscTyR0y/7le6R+dHNSkRBKuvXw8FDsQepSvkueS71MJFH+Tr2qepvnk8yPEUTaNEqMyfYQGbdcLotep13nED8k6+O6wXrnXDsi6vzL/f39Ynu+efOm9F2iNd68eROvXr0q37Fkaz6ry2OmvmN0nP0xZqSSI7fb2dkpfZK5yT///HMVDSaaRa9F4tXlclnea+r9n3/+Of72t7+V31nGVu092i+MBlMcV0zEdh3lvJ6eRwQqkaKMLCth3MXFRTnv5OSkIqUbupdD/xItwrxqnpvfMT8858Pp6WmVv8xSvlrSar1el3fHPGM3Z4kGUaLZiO3SrC9BKg1ulglBIFwrO5JwzvxM+C4bRwOATG5KnMDayiSK+OKLL4qhQ6KQfFEk8OKgY1I6iYs4SCM2Ci/vSyItGkxuMLnNMmuLcePN58oi6B8/fqyIx3jtvCYNBipFfVYaFHkOjRjWTyRDNQkuHONltjuihnXxnaqBxDHgyEnGJG6DrIttynNKkAYACXxUcdC4pLhJzw0ZmT0JwcvrEnbnjG0a024hPjo6suzvXLjZN3mPyWSydT/Ckh3UhuOKbSEcl04AKl1HckYIkNs4s7/I/k3dl8dx85P9sVqttlJbTk5O4ptvvinn5QI/RiGcmdAqnTMt3cLaiNTPOWavrq6KXk1D9vT0tIKEcWOcxjIXeL5rLuL5nULD8nwlbeEaQx2cQmZt1nHlOqWbgRRnvPA3NVhoqFGXsyYznaDcAOtma39/v3KMcW0hCZi2lZs9sgzrs+pnbpRSxrxRjvD1SAnJpqOIjlrqZSUw1JQYvZey9XJNy7WD49CxYed8otOPupab1TyHzjJH7sp5ROerY/NtEQ/Rwcw1NdtAR5TrJ9pdtBFzAzWfz7ccVJ8+farWiOzDq6urePPmTUQ8MZFzE3B8fFzmFDfV3JAQku2c6CRufQm89LcqrBuccnd3V3Q/bWwGxVIcwz8diHSC5Lter9dlo3d2dlYcHp8+faqqOURE/PTTT1b/sa20U7jmqXOU8z+idsrmX+popg3oHiyfLWIz3twmn2OXTlm9F/U+66szIMP0UxcQ4fznfi7nBPd1+f5YQYIONF4r35Ozyw8ODord4OxoJ+Nedbp06dKlS5cuXbp06dKlS5dfIYORZVf7jVGV3Pkvl8uqPIDzMKdoFE2j1CQKmU6nBZ5yenq6Bfk8OjqqvOsKU2ItzNvb2wpSmt6IvP90Oi3f0QNKkgieT+++0qGzDhpLK2TU6Pr62ibmM0rGfqJn10GLUhwUfTKZlNJeLH3F6Ffe6/Pnz6WNpG5PoZeYUQUSnmkpMO2vMYrzjEdsk6jwMyNALsrMqItG/CPa5FckDst2nZ6eVpBTrQdIkge+d0ZbOTZdXVtCnB0RDJ+T5UzYHwrjUxI7jWQTSUEYNvUVPbf0cLrUCEKvHcGMq1Ge7YioifJcGoRGLiI2czLn5+npqS1PNRZhmgvJswizTiFkn2NPS7RQVz8+PpaxmesG62YyjeTh4aGKAkVsp0NoSYrd3d2iQzlnOR4Ia83rffz4sXxOdNTbt28txJjRL7d+EnrJe7oUBEbciKRo1ebN/3McswSRq72+Xq8rVBRLEEZsv89cLwiJc2SgWmonokasKSHa2IQ6kbYBkS8RdXSF0HQSmDIq40qdUX+6UkUcW2wX35UiHBTlQ/JItj1iGz6ekbocOxwLh4eH5XdXIo2pDy4STyQFhbqI0bMcb1wbMiJ3c3NTRc80OjedTqvxStgq0xcjIv7+97+X6xJq/vr164jYoCozykwSM16L74jzS9s1JqGO4BhLhEPasnxXfBe0P3IMXF9fV/B6JS08PDwsa8vZ2Vl5x69evSqkWWmv/6//9b9KdJuwfEfsyLE3mUy2yilyHpGYMe/FscA1j3qTiMI87+LioowtoukcWSrXXiI8aFtyrkVs1j6OQS1lt7u7W9oym80q0rtcl4kA47zX/eDh4WGFikpdwX0iUY8ttE1LBmdSvujj4+Oqlqhj03UFnt1iz2LTNIS4GciH5AaZio5GMeHhGuK/ubmpYGdDL+3s7KzKn1QYJ5UsYQjZJ7wvDfebm5sKhx+xefmE8ekGmLXJuImn8uPGPIVGqOb25fV5X4XTHh8flz749OlTURqc0GTjZk4N8wPy75jzLymEjlChKFxS841S3GZa89VUuNlmGgRzX7gZzg3Z2dlZUeoONkzDn0YXc/Rdu1ts966NdC4RHqO18GgsUinzOB5LI15hV7w/5zfhTuoYiKgh6uwjHkM+hhS+D84JTVMg5MnlPY1JqOecTnOstzQCFovFFryUjlryZeTYvL6+rt5Ffn92dlaOZQ4bx0WeR5Z25oIxrYALdkS9iVgul0WXpgFwd3dXne/qw7Jf6OhRtntlBNd10q3Ded3UC+x75pPl83A9433zXldXV6VvuPlhbroai9xMt6onOHbTl+aY/VaFzpB8r4Q4ctNKnUfd4tb/FBrA1MVMF0ub5fb2dkuXMpXHCTfYyrehawCdr3lM3jeidlzSocJ0H8Kl87vlclnanc+i6Ql5bD7LarWydb/Pzs7iiy++qO51e3tbsSqzDnrExpZi2s7l5WVERFxeXpbNAdejtLXv7++37Fg6Nw4ODmxqEnkb6AB7Sf3Y37pwHiyXyyqIl787pxxtqDzn06dPVS57voPUiRcXF/Hll19GRMS7d++qdUgrh/z1r3+NH3/8sbSTcOGImrPp5uammjO6eaNtyfGUeyVuNG9vb6vNoW526bh88+ZNfP311xHxNN7+/ve/V/nFQ0EfXot7sOxPPst0Oi0b83Q4vHr1qqQlkK/q6OioSl2IqFOfmB7C/SLTR9iuFDoqXE7zkIzXPdulS5cuXbp06dKlS5cuXbr8ShkMY9ATl16aw8NDG/Gi94BRAefNo6deozn0ltHTt7OzUzwF9CgSHqZwaI2kkg2OJBl5DqPnbG/ExvND+IYTtiW9GfTM0vvPvmPfRmzgb+nx52dCBxzRBeF2rk7sarWqCHCS+TWf+/z8PN69e1c+//TTTxHxBIOIiMIqSFIaer1YWzDfLb08YxT1cEd4wpoW6RfHm6sJR29oXous14z2MOpChvmEdF1cXJTIco7Ln376qfLkK2FLRO0VJVs9I215r2wr68+SeINQY0a/HbN2zqPDw8Oq/msKI09MGyGZVEQ7suygTYoK0CjMwcFB9Ts9vvkdI0LOI5syn88rQpF/hEgAx2iLMI5EhYSXqRweHlYRXJLuRGzedZ4/nU7L2P/222+L/mO0mkQujoyPSIj0ks/n8y0yMHrm2XZHsMhI+nq93kLpkESS0caXitZbzeseHx9vRQg5nhlpT9HxSxigorGoPzj/cj0jARHhpRwHtDUcwmaMQggk13G1b3Z2dqpoL3UHIzsR2yRIylB7e3tb3teHDx/KOn99fb0F6ab9MpvNKhhl3ovvkpE0RR8wvWY6nW6hJj5//mzrrPJ5OV9IIkcYbrZb0++yb/M7wlsz4vXmzZuSPpG///TTT/H//t//i4iI77//vqrrnpIRr4uLi/jqq68iYhNJY7pfPqPqIl6L755RUofKub+/r6CoY15PGCV0ZMOOwJQwdSKVsq9vb28r2HLeI9//d999V42FjBz/n//zf7bICL///vsyBo+Pj6vodJ5PkinCjZkemn9ZySGRDhkVTp2az+JSIthv+VzHx8flWkx/y/nvyGkfH5+qFRwfH5d2nZ2dlYhx6owc9xGbcZztzMj4mzdvyne06xg5znVWydnyd6b/kEleI/0q7NuXsMb3yHKXLl26dOnSpUuXLl26dOkiMhhZdl6Fm5ub4oHI3Xh6CfIcerM0F4sY9/l8vuUtnc/nFUEJvUfpfSOBATHu6V2jlyXPX6/XJbLFNvB351HK6zNR3tXF5bUYNWB+UHqRmFd6e3tb2ptemTdv3pS8CCb7Z//wWsyNY8SGhEskIEpvKdv797//PSI2yfj5O/PUWRuR/cZ8c8X8Mw9PI+ljE1cegP3u8iGUsEFrELsyARFP3rXd3d0q6kDJeZkev1evXpXI8t7eXkEMfP/99xER8cMPP1S5N4zAsj5kRE3IcnNzU8ZOyuHhYfEEklCOJQoYAWa0mJ6+iDovdDab2brgJHrinFCiCZLT8d0oF0EKIxRsQx5HHaWRTz4Lf9/d3d3yot7f3xe0B6N6YxQS9ZAkTsnrTk5OqsgTc+jJr5Dnu7xL8i1kn797964gZ0iimF70n376qbyLT58+ld+Zo5Zr3enpaYkc/fnPf650e8TGM8565ar/6N1n5Jf6nhFEfubYSmF0Le9FpASj68zx0rXp/v6pbu7V1VV5Zywpl/e/uLgoc4ZcJcwDZD5+tifXE5YlIbKLtdpdaSk+7xiFkVDm0GsJO7VTcszn8RE1nwI/57G5Frx//z5++OGHiNjovIyYsbQLOQey/1erVRXJjKjzalmihQRf1MvUj0qmeHd3V6E0sg2Hh4db0bPDw8MqSpzR9bw/5xHRGvp8ERsd9Pbt24iI+Oabbyq7KCLixx9/LO3+4YcfSgSRpf/yHVxeXlZrMskHIzbzLNfq6+vrLfua5LKsi8uIGMcBCT65Bo9NiBLguFKk1/7+fmUXE7mhazdJB2ez2RY5Lkmklstl9d4TlZRz9vr6utKPauefnZ0V++nq6qqMcxLGZfSUqM83b94UhFTqcq5nRI7s7OxszSmicI+Pj0t0mqR72Ub2J/UO28XnScl73d7eWq4Dlhx0UV3O77yXlrdTRFqrbCnJC5l/nW24ubl5EQfGi2DYVHJKPpWNJYMnk7/VSNDC0UrwFfEEIVqv10XR/fDDD/H+/fuIiAqWky/o9evX8V/+y3+JiCelfX19XXUwjfwc0OxEwls0qZ0GDZ+BG3oSM3BCKjSa0LbpdFramy+PrK97e3sVXCcnJ50ETGRXBkiSqCl5Rfa5g8q6mml5jxQSrTlIFN/DP4Io9NpNQI5HsvQ6RwwdRVSEeQ7HJhfQVKBp2M9ms+Jourq6ir/+9a8REfGXv/wlIp6I/CLqhYX1IXPD8Ic//KFc/8OHD/Hv//7vERHxf//v/42IzVjJey2XSwutTCGEj/U2uchxM80NA/svoobQ6ffZh0p8xP5UkhaSGLHeZcRmUeAGLp/XMQMzLSWiJj+KqHXR2J1K1CdpfLDesYMSMu3n4OCgMmoitklutCLCcrks+vHdu3cFckZSD6YHpMHD95Dz6Kuvvirz4PXr18XApUGQenc6nRbjiM7jPIfOH26cW0Ijf4hAk+Oc9TVpTOb5dJxmWz5+/Fj62MFDCe18eHgo75GOjBSt80rG7XwWR7LCTRPn+pDzcUyS4/Hu7q7aaOomivD9iKcxS12WQjKj1WpV7pHv9/Pnz+U7rjcnJyeVERxRV0w4OTkpYzr/0mETUY9DrXfKKiZ0NvMZCbPMOXVxcbHlxDw9Pa3Sa/LYfC6y5RPmmTbVbDarSFZzzH/+/LmMQ9ZZzvt+/fXXVSpIRJ3W8/XXX8fvfve7iNgwWzOYk+3OzQ8ZmHMeU1doCosj++I6Oua5Qr06lBbFd8l+2tvbK9cggz+dKPlecg4cHR1Vtjk302lHsbZ5rj2Hh4flWoQt04GV17q7u6sqZERs5hnrc7vgFIX7GkcM6Mi+MqByeHhY1jwGwkgqzLQ8sk67oI8jG6STh5UcuIY4GLWrIU7HAu/vao+zv2mbvoRYdbxhjC5dunTp0qVLly5dunTp0uVXyovqLCsVeSvCmsIEey2bQ/gLiXIYLc4I8sePHwtM6D/+4z+2auTRA72/v19FECI21O0Ztbi9vR0sa0RoAiNqrnbqZDKpPInqlXh8fKzqFZM8Ka/lavPm9ZfLZYFnrNfr4v29vr6uKN/zfHrn1bu/WCyqyAmjO3m/9Ci9f/++HOves0YVXA3bFrnbmEt9KOQjvxsqhcRoEueJKz/G/iVskcQphKeyfE3EBmafXs/Pnz8X2GmOq7u7u+IdZCRPS8JFbOrDfvPNN6UN6TH/13/914jYzLmMznGMsIRbjgt6aYmwoNeSEVqFqO/t7VVwI0Ya1MNJhAUjGCRJS2HEe2dnp3hZ87m//PLLcq/b29v4j//4j/LseU1CYVkn3cHmXC3UsQt1i5ItRkSFKFCYdkRNysM5p5Hl1Wq1VUc8oo4gMHKW57GUR8LM3r59W469vLwsEYKvvvqqjG/qzzyWJGQZXWAaC2Fi7Bv3P9dM9hVJazKy4coKHR0dFdKVf/7nf94q5UOStNvb27KOce10hCwPD091gHPOk7yNMG3Oc0YHuCY65ACRJWNGYKS0EAeOPIv2C6HLjCbnGCXpaL5/ItSI7Hj9+nXRf0RCpV11enpa5kHqufv7+yq6xnWKpcTyLyHbSl5HSGlEjWbMzxxXLKGUMOp8RsLUNe0ur6lRyYiN3ZW6h+kj+fnbb78tiBXaYixLmpFLQtQJayWSJnVUzkNXcjDbQBsh/3IeZhs0mj0GISEv62Mr8oy2EhGT3D9k/1AXEx2UeptEtQ8PD1X5IiIrsl05Bt+9e7cVWT4+Pq4QFPnemO7odKVCriNqG5H7E6JEaDtSL6jtfnp6WkHcGc3NtjCNjbaUIoI03VCjwflO8lgilFOIQmFbso2c/7SreC2Oj+wXws5fQvA1uFlmvhKZDrVDuKBpvp6G8DX/ihCdiI1hnxtkwmb4cKx3mr9TwbMmXjIWPj4+bkGT2K68XsTmpelLVfgLlZTWMcv25l/Nn1RoNHNEI2q8PutxXlxclE0NN0LMk8nJ7ZTDwcFBleOphbpZL5Q1RbNfCS/nYOTmI4X35cIxRnmOsdV9R0OoVX+X40rnHOsOE/ZLNmqygeZm+fT0tOSo5L1++OGHCvqX39Mo+tvf/hYRm41ibh7Isp0byf39/XIslSfnSc7DyWRSPtMR44xB5nIS/k+G1qF61nwuV2d0Z2enGDSXl5dlnkU8QbTSMfCHP/yh9MF6vS4LW87vn376qVpACP1TuBTrxxKWOkbhs+W75EKVhsfR0ZGtYczPKVysmfqRQgOYeZ10vtAwyffK9YbOG87ZHEOnp6dlA5oG0f39fQXDdgzXQ4zrFK6ZfH6yCGcbr66uKsb8iJqt+/T0tDiTf/e735Uxm/P88+fPVbpTjk3CFAmFJYN9rgfp6FUnavZzvmdueDT9gxusiDpPttVPYxHaOamHmI7FzVbqP3I2zOfzLfi8VsVIcfnr19fXVS6lQqNp752enpY5k2OQKUJkh97b26sqNOT55HpR1nhutmkssx1MV8oxtre3V+xA1lF3+c/ctDKljc+pwZXDw8MyJxxPgH6X41xtKP1dr5HPx37j5kDXVEJsuf6OURzvSMR2mpaOGf6uY4DBvN3d3UpX5XH5rpiuOZvN4rvvvouIqNKqsv/Pzs623ivHGKHAzEun05/XTaG9zufippB1ylUeHh7KHM3j6Kwkq7TLAV+v11uOt+zn7C+uc3kM91XcLNOBxc15/nWBFNqNLm2WtifbSLvhJazx493BdOnSpUuXLl26dOnSpUuXLr9SBt1O6TH48OFD2aW/evWq7OjJrpbeCXpu+JkwbIVIRjx5SxaLRTnn7du3xWv0b//2b1UNzDwnveDn5+dbEJqzs7PiYd3Z2SmRNnrfSQ5B1jWtP8lIn7IeK+kMvTyLxaJ4fMnaSlhqtteRCl1cXJQ2EkqVhEr/43/8j/KMrL2b17y4uCiRhK+//rqKRhKWlX2Uz3h1dVWiJIz+M6JOr79GRlgvVCHZYxNHIkUvuWO9fUkUkeNZI2YR9TxgbWN6LiM2nspvv/22/J4Q/hyj//mf/1kgxPP5vFyLEan00r9586Z4M+fz+RZJ3MHBQfG4Hx0dVSkXjCDkOWQ9Vm+qQtU1Qq/Mlg7KyuuzfjTRFno+CWwIKcznfv36dYFXHR8fl8hKwhWZekH9wKi/I89jrekxCwnUOAYyqnN5eVmxuDq2f+clJ/wshUgoXouQbV7TQb4cOuHu7q6CSSbqgIzvbmwpvC7vy3ZzTKc4SGFe/+TkpER7SZTHSEae/8UXX1RsrjmnEhr4u9/9rlqn8j0RUs6a7Zyzus4tFguLEmGEgvqQKBJNVyAai59Jw9MAACAASURBVMiQMYpD7Gmt2IhN/7I+LFMBWLNVhVGb1F0XFxcVXJK1gPMeRH5wzub3XM9akRpFBxL2ShKybAvnr44LXT+5RnCcEhKe/cLoG0m5XG1zIjtoA7qUKqYNMXVKobDaXylEjpA0lTBtojxpg0fUtifJncYoLpJKVMpLdITarbTtqbfdd7u7uxVLNqO5EduQb52/RNYy9ZNEVTmeWGubkVJek6lLTM/QyHtEnS6payrbpWsij4uoEUWEUbO/OKc5v/T3h4eHMrapo7Jfjo+Pq9QLRbrQHqQQQZD3UsZw3e85GbTMUrEsl8uiUL766qsKqhaxUdrcMBKmoOLyO/n9+fl5Of/y8rLc4/T0tGyMaeimIv/jH/9Y2uU2Lwq3phEfUSv9/f39iiU3r+UWaw5cKqz8PJ/PK+hPRA0/PTo6KptSlqZh2QCyxSYba8qPP/64lXsT8QTB/dvf/lagh/f398UoojhIBPOq+c6YE+gMe+aTEnIx5pxlTsAUbpLYj07hcAylcGPNxTr/krlT80LyM2HFNFoJq4+I+P3vf1820Dc3N1WOe0r+fnJyUt7rp0+fKih+xMb4yg0BjXRlxs1nJMt+HkslyI2DGlI0tJStPtvAzbLLpc4+Ojk5Kcb+YrGojmWeWkTNhHx+fl455yJqh8NyuaygQ45VNUWZs8cm3HySC4IGbMTmndFB6BxM2Y8sncfvXQoDDWDCITkX2f85RlJ/c05zPSBMkhs+Z8DmGOE9qReYQ8aySdwga44Z8yDJlJptYuma09NTW6Ugz/nyyy/L3Pnyyy/L/KYzLNdJ3pdl4BRKm8cybzP7gA5BbrzVGaI8I2NeT6j3mZtP6GPEZnzSTslxent7uwUbZh4k3wVTamgTsTJAtoEbg4RRv3nzpmJEz3YTvkqnkTpyqRM1CJF9wfHGvklh/iavm3Mt1y7mmFIXMN2QkFLdsFAINecxzjmkObW6lmse8kvtZnKguFxp2nNjFOdoY1+qPorYDljoBpZ2Bjd/FFbSYdky58BNO5zlvwgVpj3NYAIhxHlOvms6Yjjnck7SJuG1UpR/SR0qu7u7trwW7TI6sHLs03mnqaXZFg0gKY8LnbL5PLTRHNM757GrAkSHQApL1r2UNb7DsLt06dKlS5cuXbp06dKlSxeRFxF86Y49I6HpISFzaMszRm8KvWyapH18fFx56dOD8V//638tnoaEHc9ms9KWP/7xj+UaSRBGTwajvYxiERaX1z84OKjIMtyzkLxBYXPKvJvCyFl6Uy4vL6t6lynpvfrpp5/KM/z+978v0KIffvghIjaR47zHyclJiRakR2d/f794j7/++uvyvH/961+L14uwFcJXWTM0jyPbZAqh8yQscHVtxyjuvTuooMIt3Rihx8/BT+lB5rtwnkCmGrA2Kz3peX1GSnPME8aVY4QQ48fHx3Ld9NgvFoviCdRIoCPNoxAWk89CpmSdZ0oQyOgbiXHyLz23SlzEKM58Pi/PuFwuq1SNvD6JkbK9ObdYA3S5XFbtUvIlPi/7YIxCop7sq/l8XvqCNVLzd6YYMOrLMc4IjbKETqfTapwxgqDEjEwXWS6XZQw4bzWFZGGMRBClQ3hZ3ovRM6YhaV1KjcgpYkXbRWb8iBrWRwZ69kGOQbJWX15ebvWRspQysqyRekb9GWHke3TQP0YC+D5dJH+M0oos6hr7+PhUP/vm5qbMI0cAdHx8XFJHzs7OyvzKSA5J6E5OTiqSqByPDhZM4iK3timbvRLVKWkbSVYjNjqXKQYOReLY9DmeWKdZo7oRdSoMiRldxJvHETmiZFNKruXazWtxHjrUhLMxGEV2dWvHDsNOYZoakURKmhqxDdlWpAJhy0TUkkCN9gdtmTyGY9hdi/YC2039qNFgtQHVdjo4OCh2/hdffFEhoMiYne3Ka7GSiksb0POyrVyTiWrSigiEorPvCJcm8o76SNfM6XRavS+dJ5q2l8Jj875Ehrx0jvTIcpcuXbp06dKlS5cuXbp06SIyGFl2OcVHR0fFg5G79M+fP1c4fgpzWPM69CZqEjfl8+fPpQ3fffddiapm9JQllt6+fVu+z8iz0v+nN5U5c+nJIBkRc9NY/9l5B13+wO7ubuWJcn2Rka+zs7PyOc//8OFDRUbG+rEaMdvZ2Yk///nPEVHnR7poyv7+fiEhuru7K/2VkURG/x4fH0tkhTl/Lpq5Xq8rT1VKtmU+n4/aw+nIOyK2S1to3lGrXEFE3Y8uN4nfMaeR848e9Tx2tVptoSWItHh8fKzqZbr7aq3MiJpHgGPEkeK5kg+OwCuv4T7nc7NPGUlw0XV6bvNa+QyaQ8qSLOq9Pzk5KXN1vV5XedcRm2hItmW9Xtu8TCI/Uqh3xihE1jCCq5FUetmJWqLn2OV6uejq3d1dlRdOdAEjlRF1VOH29nYrypXHRNS6kmRgHMN5fdbIbEU1uIbk/GSpH/aBRmiJimAb2Z8kbuR4VA4FRu8YXXPcASw7QlRSRgJ1vuba5XL7lGhGCWz4Dl5a6uO3KsyRpS7mO46oo00cQ3d3dxXKJWLDs5DlzS4vL7d0+O7ubvm8Xq+rKDJLQGZbyAWhNZ3zvIi6DM1qtdrKM9RIqNoRrFPPckw6r/P85NtgBJHErXwGJUNl3VvqJc4/lmqiLtEoFzlfKOwjRvyIdCQXQQrz+Yei1FzbVqvVqNcT6kRGOnWMUWhrkSOEawA5AdIG5nrOeUZOAfZ7RM2NQsQR7bIcmzs7O1WEVYmqmH9OXosUEo2+efOmoEyIDKGuHrK1qONbaC6OUdZMJ/mgPjcjy1xDeC0ijZW/hf+7Z9DvOGeUeIzvMc99TgY3yyTUyYe4uLiIP/zhD+WBIjbMzKyFxUUyBw4Vnm4MIuqakYT/coOZG70cFFrvOEl5SB5DQiSS6+gmYG9vr9yLrNIKfcp+oXHEyZfi4HrccLCgusIcjo+PK5ImLkwfPnyIiKdN/ldffVXOe//+/VZ7j46Oyvsiuzg31q6/V6tVeWeEQThyCQ5iKioqjTELn88RC/Gd5O9UImT2IzztOeIiB1vUTXREbfSqwZBtSeWmxG2q3Kgo5/P5FtSJGz6FA3LByWfgRkdJLZRERTdF6nB4jnwu739+fr6lg1hDNyIGYZ5cUNn3rLfM95jz5/DwsJr3EbWTjsbkGCX7lLUZnf7kQskFbTqdVsZJxPM17zk3SYi0XC63IGF0fGj95vzrjAS2l/PbsQNzXLDdJPVibVztA6bH0NgmeYxu3G9ubiqIO5+HNVv5DvL6ZFjNfqPuIrEOj8nru00THXt8BzR4FTqoUNUxzxM6VlyKRo4Lso2zznLEky5KB8UXX3xRUtbImE6YfMpkMqlIsdxGMN/bZDLZSkFg2h7XQTpfSYjlnGF0TLp6xhybJFPM68/n84owNc/P+87n8620Ac5pVh5h1YcUhcXn+snAA+02MsErc7YGNnT9pKNXx4T2F/uYaUxjFKajuHHsqmroZlmDDHRWMs0hhTYc1xum8PActivbk87Ek5MTWw2Edg2d8hQNPEwmkzJPyBp9c3NT6ft8VjpnSNSsz0j7hRDn1PHsQ+6h6NClHew2y+xD2m26YVdSXF3naEczBdf143q9rtaplziVOgy7S5cuXbp06dKlS5cuXbp0ERmMLNODxehIRhwT4nNyclKgz/RsM1qUouVeGCHIe9KbreVi2C4lQcp2MWme3vn0elxeXm6RDTHCS+hCeiLY1vV6XXl2CM3RfnORsWxPRE2YlJFzenPm83nVN0o48Kc//al4j//6178WGFK2m1APPuPFxUV5T1mzmaQURAAQgsQoByMBGtFRGXMkgNEPrUkX0S51RA+wloNRwhsVhVA67zw970MRWn0WByWl949eTnoI869rC/upNVbU66jQS1d2i1BakiApWoMed3qX6Z3kczmvNN+RI1whQY4rqXN0dFTmYqZAaBR17CiMiHpu8L2wpFB6uRlBYvmg1JktAjB63AkfY2RKx5mWJiLaKf9mGxXWP0QWwvHqjqNepS5whCyMCjiEBfWGKyfDEiZElKRcX19XkTaS9eU57DfOA43C8HkfHh4sFN1FU3g/l5biCHDGJK13mVFPosOyH66vr6uoaNpALNflUEsteK8jp+K4JJJBbTiiC5luwFI5Lr2GtiMjbkProIpCYXkeURNEcBC9yLnOz4qS43MrIiWFiL20lZlGwWgwI1+KaNH0EkZDHekldcyYI8tENHC9VgQLo7p8x2qDRdTrkdtz5P0iNrY5I7A6D/L7/JvvneWR3F5IdXT+dbYMbR6iFxzcmChbpoFphJb7H/YN1wCWkyJqOIW2kiPz49rm9ngURvJbe6sUpjbxedJecKWAX5quMLhZZieyYfl9vvRXr16VyT6ZTOzmIOX+/n4LnsprMv9LmTcVXsoN3cPDwxYrI1866wyS7ZEQPE4Yxbg7oz/boEYXJyyFhgMVYG5w87uTk5Nq4uVmmJMrv5vNZgWW/t133xUjnPnTbhAvl8sqhyHvRecBr5H9yj6mglbYuhb9fslC91sV9oMzSLjAusmsub35u4Of0Gjm94TIDKUYUJE6eDjHJue9bpr1WCpkV4NPjbG8r/YRPxMC6GDtdIDRsHSsqkzJcDmmdCSx79hfFHIaaB3Cs7Oz8rtC+Oh0jKgZslUvjE3Y/8z3U4gU6zWyTiTHAN8b1wPNxeSGbH9/v+LW0EVa66Fq7iANaM3FVChqa/HlAk0j3a1DLpeT88htsAk1pdM41+qrq6uKNVmdr4vFotz34OCgYiLO9jEFwW1w81hWT6Cjge+Ljjt1vOUx+dxcp8Y8T1Q/R9S6VPs5os6xXy6XW4EDppmo0zuFa5M6KyKebAoNJmjt1P39/SoXmtdQLhdC8dWZnNdKYYqP6n59Lqa0cCNFXaCbcI5HNfLJbJ/tJ0xUGYX39vYqZ5uzi5xThFDSFMd5kKJ8KOwDvpsxCvXjULCAOpGf6Wx4Lt0jzyH8l84fhRvn9TkGck5wc8mxz7GtulD3YOQxyms625wbQQYZc32ljk65vb2toNl5bLZ/Op1W1VVYzYJcB9l+znW1TSlqB3OTzL8pGjzRPRorlmQbdc+jbRyS8bpnu3Tp0qVLly5dunTp0qVLl18pL4JhE3pJ6FZ6W16/fl1+n81m1tvsIovqEcq/hGvy+xaLZoqyvrGNTKYn3CeT+eldoJeBHjsHAyVpDL0ijJaod49RCTKK0mPFaEdGi3d3dwusKj3+ZOwj4RK9MQ6+MZ/Py33ZL/RkKQSPniGFQCjElu+WkZMxi3rkdcwrXNLB2zn2hq6lY7QFGYrYJkNQGDaREIywck7wvfO98tki6rHNWnn0nPJaL0UcKEIixT0XPf0khHIeYwe/4vecE+wvB0XNeXRyclKxXpN4R6G9vNZqtRo1vJTjRSGRFEbJ7u/vK0iYq8XtkEyM3JNMjZBr1VkKqVd9r8RSjCLpGNFosHq/6f1nlErhdnktbWur3Xd3d1uRZdanPDo6qiDsumbe3t5W7MZZlSH/Eta5u7tbQVXZ5xGbecBIvEbMqC8VpcK5yr/aH2MWfdfaJ2QFPz09rYi/SLia5/DdOV2awvWA0S/qPMKwSfaV99QIU15XkUpERRDNwfMceSTnPYXHKvxUYeZES+S5ria0ki/lsZyz7A99lv39/eoZXaSMaBGHjkkh6SVRM1y/Xd+OURzUn2O3RS5IeLvayzzv4OBgC+lAPUbEAD87JBTTCRgBVkRhHuvYsGmX6XpCHU9krEN+cB7c3z+xthMenkIUCcdVri3cv3DvRrJOrtW6pnKdfXh4Yg9Xgi72Qz6DQyin3N3dlXVusVhU1+XfbMNLZLyWWZcuXbp06dKlS5cuXbp06fIrZTCyTKGXXD1j5+fn5fPR0ZHNpXR5lxTmbKhnPc9Xz4x6H53nNb0ks9ms8ryoF4jkOi2vBqn8816M5qYsFotSxoo5jcxBpcc3z0+P/t7eXpVrlL8vl8utUh+M3s1msxINTq8Ksfvz+bx4WPb29kruhCO92d/ft6WjSEzGum/qveJ7INHaGIXjeShSqtGRFqFB/u5IO1yes4s8R9R18YaE5zOHjPWz+QycZ/o7cyqVnEXzk3XeOE4CR/DDaJSLTLmcO96L+WSOoIN961ARzEViNDPny9HRUdE7p6enFQqEnuCImuNByZbGJixVl+Pi4uKicC4wSsZ8pewXzReLqD3qHGOOMJLeeUaeOLdcvqjLK9McW5fTz7Gr+ZGcZ4pqUpSJEo+p3tC2MHc1+yrH2/n5eUX4qJG+9XpdODQWi8UW+ZnWrE7iIpZFY26eK6eYfcF51eJKeO49jFH47C4apFGoiA2RV/bn7e3tIL8D9b1D+bjxlddIYckw5WxgveKIugQaS7dFbNdLpl7M61MXuMixQ+nwXspPEVHbN+R5Yfkc5mgqKqLFb8C20q5izrGuPfl9tpX5ovldPgvb4XSNojWHbIzfujgUgutTRngZhabtTfuCOos8GhEbGzrHBRFPtB/4LsnZou3S9YY62Nkczo7TKHFEHQ0mGirbt1qtqhrjinYjQenj4+MWr8XOzk41T7jOKfJLyX+Jxoqoo/e7u7tVbXNHTufsNT4/51y2keUOucdza8yQDG6WaUTQ+GOyez5wLpq6mValzM2Um+wqjk1Oib8itmsA6/2dQuYzcKOobNd5XHY4GWypkLhY5Yt6eHiqa0u2Oj6DLvxa35IvVYmLtK611sUkLIcTjuRo2fecZGTPJJyPkFGniFuL75jhQC04tZuMLcinGio0gN2mVO/fSnNIIQGb2wC79+YYqJ+DfDtnWp6vc5yQNL1v/u6I/3hNQngcRM/BqXkvp5dUkTryB5Jl0FCJ2NQ2pKGWx6b+4ufj4+PK0BozcRGfk5vlb775JiKeqgF88cUXVV1gprnoeyPxkY5j/o3YrrepmzZCL7mZ5YaD57Q2u3pfSn5PQ4DPxXYRqkZSrRT2BR1RurHlesd5ROOC8zudOyQucxt3OlzptMi/SlakTgAaT+wbB8Pm++DvYxTqOcdWzb+6RkfUfZXCzSU3ZByPDo7ooMKTyaTSZZqGQugldSnvR4JE1sslg3E+S8t21DmuTlAlKG1Bz3N+rNfryrnKOef6M4W2FH9nH3OdU+fDzs5O5STIfnRpGOpAcRDbMc8NSsuRRJs+on6v6uxPYUBIiaIinsb2ZDKpiO5ouyvsn/B9F0TiGCG83lVq4P5D14u8JutDZ7BsNpuVZ0un0KdPnyrbUnX8dDqNt2/fRkS99mTFo+VyWTmYXB30FO5leC/qBzfnlsvlVn/ms2k/plDHkaF+sVhssdWr4/sl6W8dht2lS5cuXbp06dKlS5cuXbqIvCiy/PDwUEGr0lOQngyWN1oulzaa04qkqieCEWKNmKk3lNdxsCz1ijKxnx6IPJafFe7nogf5u/O+sz1DdcacJ5BwIkb16f1gdIBkYvR6RWzeBxP0HSzEebQuLy8twRfhhI7wbAg+N1YhkcdzHioHNSSUN0VRGY4ch5/dO3LHOo+8eqvpqVeCi4eHh+p66jnluGjBrN085O9uvrC97pr0WjqIO72HhOjxnow8UPdpezi3Ga1k2SBGcbSuZsQTZJsolZfCgX6r4sbo5eVl/P73v4+IJ9JCpm3oeM0+dvXgXWQ5v4/Y9D8jsIqA4HvlnOC4cpBSerRdNIPtcZFnvneFDOb1h56r9dycf4yuOY89z3dQTxeVY3TRjV1Fg+QxfIdubXDznFEHjVb+I4iDptOmIUJlZ2en6quIbfSS2lB8D0R+cB44wiQK75/IOq3Lrcg4rn0cL678IMvzaJu1P3SdSlE4Zt4jok4hZGm3xWKxFcVUZJ6ii1opHfyf0XNXYjH1oaIDaWdqegcjZs5uGJMwSkjY/hB8VyOdDsnA8ej2Fan3GP10qZsObZP3zTYRTUNbSNMVGMV+fHzcsuN3dnbKsTc3N+XzxcXFVsm5v//979V4zf4iXDuf8fXr11VqZp6fqTpEczAVhIgHHaMRHqlEwkmHRtH1TPuba7KWn1Sbt4UCHZIX5SxzAFFJMBc3O4Tw3BYkhJtL3SSwc1W5KrY+7xdR14dkPi+VBQeI5kUrdHMIqqqiL5NQVC4GhCFyALr+zGdgTgHvQUOFk5ssvCrMj4x4Gqisu5lCCB2Vi4M3uhpzlJfCHH6rQseKgwalqOHPTanOExrINE5o7Kfo/HQbWEK/HAzMvR8He1VRQ0qvoxtLSuuaNEI4NxTG6RRqtkWdXYR8U6nSKMs5tb+/v5WbSWEODNuTTq39/f3iaFKHn7KmUv5RNgB0IBweHpZ+YxpLOmIjwo5dhc3ndXXsM01GmTfz2FYupxvLrXQStxintFIQ3MJNpy03Gc5g4PXZV5pnrOdwrioMm5uRm5ubLcOTfXx4eFgZe0MOa+0PtiOfMfu+BQfm5mXMwjGulTby+4ht24D6Xtlf6YR5zrmt0GfVpYRbqqM2YqMfyajOa6uTknYMn4d6md9xk6BrLcfN7u7u1kZInagubYDzn89AaG3Kc85Nts9xKLB97Ft3Xcc/8vj4aOcC9R3bOzah7nKbLOek4Z6AY8v1P8eY45RgoIwM8S7tkW3jOQx05XXn83kZe+QeyvNZsz6d7tS/6/W6nMe02Vxnj4+Py2aXvDScv3TYZoqtBgkjaojz9fV1uUYGT1t8G9Qf3GBz/mnQRR3Bei2unczLVmdT6/znZLw7mC5dunTp0qVLly5dunTp0uVXyosiy6znF/EUiVQ4SYrzgtGb4ljseH1luc5rqZdVPTd5jYzKHh4eNmuqpefGheqdd0+9rWyvQp/5DIxSO8hpXo+/M9mffUtIE9vqImzOe68kAtoHq9WqqpXJJPy8Nj1F6bFaLBalb7O99Fgxkj5GcYzPjkhCoZkOCk+vpYs8MSpEj/8Q7J33JAyT7eC7cvPXEZQ4BkiNIjhYqPO4s165Rsry/jqGNLroYL58NzleyRjMuccIo5s/HOMaxYioa/umflDSCkVgEIWisPSxCWGcOS4ODg6sLqZOYkSRVQQitknRNBKgjKScPxr1ZOUBRuJSFM7lxiavxXs55AZh1kQEOSI7R+5CcTVdXXqNQrr1WoyWMEWAv7NO6FAkgOOZnnxlZ83v8j1xvXD9re98bOKigXxvKS3kniNAU9JCRSjx/SkcmjZU/uV3ij4gQSrtNtaRdwSpeTyF85ApgA7pRxtN57peS8mZIupxRfTQdDrdgr2yrq5ri7JxZwTQofA08uxQJA66y/rOJEljW8YMw07hu+Q75bti3eHcHxDOTF3ONcQRbdE+cukpvBb1n+osRpYfHp5qDBNZlRFiQs1ZYSMjuEwRWq1WhYDr6Oioukf2R15rsViUexDhRZi1IjdevXpV+uj6+rpc/+bmpqzPef5kMqlqMg+htbhOutQiriGMFtNmYmR56D1xL0W01JAMHsFJx7yRfCDCYzTczofUBybcWKE0uinN+5JK3D0kXwoVsYNDU8nwmryWhv41dyef/f7+vgyQdCJwU+QgTxQubFTUZKWmo0Hzo6k8XR6eXj/77ubmprQ3rzWbzcrkU0eDvgMaWgqXzXO4ESGscmxC50/LuIvYZimlcelg2DQqdTPN/MtWThTFGUqtTT7boOe3jFS2z43HfH53jgrv4XKC8nc6tdTgcgz0QwY25wYXCIXm5nd0VqWOYm5yHsu0FHXY5TWZduIgqGMRLkgc+8wziqj1M8/TnOOIWidSx7s5oLmFOg907CpMq5Xb5DZ3rYXfOXQorTQWvR/bzXngUojIa8E10znY2IeO8VgdSc6xRTggjUw6MPKvy43lhoEOZFe+aoziUgw4xujEdjm8LOGSwlQcbmAdI6ymM9ARo79n29hut8nTz630HNW11JnKBaFOl9bape3PY/N8QtY5XvlcquO1UoQ6AXSdz7bxPAcDVai4PhcDFgo1zd/plBxz+lsKbS2uBxxD1PEptBNcfjnnnKZtRmzPAx27OztP3AHUf8zX5UY217/r6+sKfp33yv3N+fl5nJ+fR8TTePzw4UNpB/N1379/v5VuxMDEcrmMz58/R0SUvxw3OztPed2ZWnZ6elrKPe7t7cX79+8jYgMfz3uwGg9F1x7OM45dSst+yu/JI8K57N6pc+4656KT8c+kLl26dOnSpUuXLl26dOnS5RfKiyLLOzs7FXurQlII/SLMhFBcByOhd51eTcInUlgwXomo8i/D/XkOj6VHRyOwDkqT7c3fWcPY1T9sEWeot4ReD9ZHZIQpPUvT6bRiw6Z3KP86TzShT3kteiId1Pv4+LgiKdKI+VChcAfZZn+PObLM9+sihg6u9Rzi4CXCKFUrkpb35f1chNdFBTQS3jo/oiZJcjBMRmOfg1YSts7IskKUGX3XaIZCvqfTaUUCov2lDP1KNNN67ul0Wukg7Q9l2dfIMklGtB1jE00HiKh1A73p+TvXAIU+8/uIbdRSxLZed/PAESrxe6KTiJxhhEfJXRzRHn9XccRlbn1lVNWd41IQGLXY2dkp49SxXpNI09UQVwQHWWT12QjH5fzNPiYcX3UgoaYRm3WOa9eYhf3I/tE+oXAN4NrNCA4jbXzf+Z1LF6Ld46LNLmXFRVrzXkPzt4Wq4RhyRJJDcGj+zvFMEkdGmKmrmQqi45QkS2yjQ3Dx+1bUnccpgqAlROVQPxAFOmbhWGrBb1Oo6ziG8hjaBg6V6d6FIjB0PSFSYb1el3sQLZNw5fv7+7L+ffr0aSu16+LioqA+T09Py+9Z+/jDhw/VdfP3n3/+ubLD81lI5pX2fbZF7bJ8xnfv3kXEZlxlZPvo6Kj0bZ5P0f7MOeNScRg5JrqIexraltzn5fNpPeUUfX+MYmsqSEt6ZLlLly5dunTp0qVLly5dunQReXHOcnqjj46OymfW70qvCXMyXH0rzU1SUaw5o3PqqWe+IImu6H1wZAjMP8h53AAAIABJREFU4XLRuVY+jfNq0pvhIuZKnpTtoidQI+n07CgxCvs2xUXtXd4Yczdms1lcXl5WzzOZTKrINfMu85oun5QeOEaWWdZrzMRFLE3hvMIanXmJuNIY+b2TVm7Y0Heaa5bHtfKA9f4uWsyoLscKc+JcZJmeQv7uch5b+Zkub5qRZeoCl9fJZ00d5/qjFQWjp5vIDn7WeTCbzYr3mH03RuH7zz5JIpKIp5xlRm2m02mFTmjlQKVo5Eq9xoz8KlJA8yPde3X5ZovFoqwtbm3iXM6/rXxTF8lT1INDHzhkFvvbITQckaWW7/g10SmX75/t4LNG1POO6xQj+BE1Kurh4WHUUTNXlu6545jPrzmyeR2OY7U5hqL1Lt/e3ctFozkeSXiU71KPdVwvKbyX495QTgIXEWdEi7wz+R0jlKmbNDoWsYn0ueg4c0wZ1Sd/i+MMccguzlnqMJdb7tYmt86NSZy+cHYC7WLOA6IrHYcG35VDCWnZJY2WrlarCgGaCKr8br1elzFGUsv5fF5sgkT0vnr1qpB6zWaz0saM5n78+LGc//j4WM5jP7k9w3w+r64RsVnPaMeTDCyvk3uH+/v7kuu8XC7LMRzb3Itk3jMjzA65xTZSOM8UqaS6UudshEecEbE7JIMrDidgKlXCDpk47oxpbaj+TqOSMAmnhDgYsy26QBCGkOdSuXLC6OBXQhdV2roJ4ItS4rGIus6Ykr9QOHlZ8611X8emy2fQAba391TTVBdJZ3B8+vQpIjZGbMIzWiQR3Nyoo4ETjp/HKFyg6TRw0A9nMHKytjbZeq2hRVBTH3gtvbdeX+Fjv5RwSoksuIlWtmtCWXWjku1yG2/2IRXe0OaepH28Xhpt0+l0C06obXB9RFKJVlt5rMJ1J5NJWRj39vZGPU8o2e+fP38uz5wwtKOjo6Ljj46O7ELmdA91vNtg04DlO6JxRMNCF1sSL3LzRsKUXBt3d5/qvJJ91Dm1aCS4MZzX0/a2Nj8Kw1T4eJ7PzTLbwvnHfsy/Lu3EEdjoeXqOOjG4kXIwuufSTsYiaVRzPEdsV83ge2D/MAWgtQnIceqIj/J4Xpt/+dmRSNEepF5Wlvu8DkmzXJ301mZaHWNcD9gfqs+1PynOUcuARl6f1UIccSH1Etd9hcNnO7gm6jzid+wPrifqsMj7jjlIQT3l9GbLUTdERqxrgP7OagG0DVqb5ZzL8/m8rB05BwiBJmR7sViUze7Z2VlERHz55ZfFTlgsFsVOT3KtDx8+VDDo3H84Zv2Hh4eqLblhz83yfD63VW84z5JQjOkMdADnOKTt74KQ6uhQJ2mEH9t8T24vpqm2DGip8L5D0mHYXbp06dKlS5cuXbp06dKli8iLsEyPj49VWRSNSDISSy+Pel5UWt5oRtlIIJJCzxxrpunvjAARps3PrPHpIHr53cHBQRX9pmdV28iakS5iTjizeurz2vSaOm8ovciM6iohASNm7CfnnSesZLlclvYmdIIQe43+67V4/kup2X+r4kg9+F5c/0dsw5T5VxEFGt3UqALb4EgpHHECz29Bt4eegZHjFI4L/s7x5sa28yrquHHzxEWunC7gnH98fKwIPfJe7FsHa3OkNfRw8v6EAPK66VVOIRnP2CNmDla8Xq9LRDk93Ov1uqofSb2tUVV919p/SmbE960pLYTMuxqmi8WigtXxPBVGi5TELdvlvOv/H3vv1hzZcVxtJ4BGH3AazHBmyBFlUnIoaIUdDtsRtv//vcIRvrFsR8iyX5GiOOTM4NhHAI3vArFqnlqduwExvhttVt6g0b0PtWtXZWVlrlzJuZ4R0WRpASTSonCNIhw3gyQ+hqDyUmySDEbNfsv0XdZWRlY8UqS+YKS8C+3UB3EoY0SOMnA9lZUC9AizPpPEza9LyYjb2B7aSrRvSLpDZIaX/2Jb2E6S2/G5MiQD1wASMzr5o+tp/a6IXcRH2Cvrz67X62Incm7qWQ4ODqq5rvZxvDpcmn3o/ZqlG2X2UwZFZxufCi/9SxWmvG1D5mQRZpdsz9KFcOU1svsxssxUHUWRGVnmuCLaTNfSGLu4uCjnf/jwoUR2v//++/KdIsss5Xt6elrap+svFotyX0LFOU/0O6PF+u76+rrsb8bjcdXPWrclHk3WsxNFy3WB67vrHa6DWWqElxfkPnJb6m+23mSydbNM5akNUwZl89zkLqbCTLL8Ai4GVH4csPp9myL3BYYGg7Om8Rm68mW0MefGeTKZlMFG2HIG0WF/sY6yM+8SUr5ararfHcrq+UPb6pR5brGOJXSBhh+NeN2fDoVs08TvCM/o8yaAksGsM+jner2uFvMMsk34bta/mVLPNlzcIGeKnsqECouSQS+za3UpHj4vf88g15yTHOe+WeU1aTjSkCJ8iuL5LoTdunHiOkrt0XmcUzoum3N0jBHemjFq9lH47FkOH/N+2eecB+684XecMxnsl/fY2dnZeBesE8n0GdakZC1ohyh3Ce/FjX+WApQZCWSNplNJz+KGMmtNRtSMpWwDdX3mKOK1+TuNcbbL2ap9nvv89jlPQ8khtD6P+ryesP+8/yPylBR+z/GYGYlZXrvnA2d1lLONVwZB5uaFDiZCUQkl50YzS3/jtaijfQO6Xq+rah6+5rn+lsHPlBw9w8nJSTXelJepDYP3cRa0oa3W5dzT/bdtulzHZet+pvcyu6JPwjGU9a/kKRuhTP9mNhbXIw9qSWjnay7P5/OydmifwIAS3xNZ1jVffvjhhzKePnz4EN99911ERLx//z4iHjaw0r+TyaQ8DzfeutdsNittyNLI6MDmGqH5Np1Oqwo6cjANh8NqL6Hr01bKggWZuKPV+yji4zujTuH6LKFji/Ym58xTODD6a5k1adKkSZMmTZo0adKkSZMmP1KeBMNmVJW7+wymkIXOKV3QbF6LpDxk3HbJvOVsIz3f9AgxqV2eQnpA1ut1uS+9PLofyR0YLco8FYwGZ5Evfs4i4qvVKo2k8fqMWnhbGOH1mszed4Qu7O/vl2fv8l5npDP06NC7lBEN9EVIuEGvIlMT9DfzAGcwEUZXGE3qglZnkTZevws6JHmMqCeLNmfH+pzM5mI29rPIE+/vUFR+H1GjHqhjGBHLohW8p7ySTtbh+ooQIEbis+jbfD7fSpJG6GDfCb6ou+jpdTjzaDSq9Bg93s46zXfJyJR703UvCj3eur/GgEOjva0cF4TaOwGjPvvYZXoM9Toj2hlCi+Mlk4ysZHd3t+hyPtfOzs4GhDxLNeJnh9Vx/rAmsvqI5zkhCyM3fO6Ien3zdjEK2kehnszqvGf62ce5R1WdiMt1MW0Hoguyfna7z9MG/L0y1c0JqYgezNiw7+/riggcI5ndxDnp6CH+zjlB24WpC2Ifns/nG5Flpj6wDyRZjXJvd4YWcaip/nL+Z4hORueziHMfhe/SIfcROSKC/UddKHGEWUY0SCHKx8cAUT7z+bxEa/WX48JRFfpNEeB3796V8969e1fg1yL6Wq1WpW2TyaQiEnW9QXg40R4a24R8056XLvJa3oosk6CvKzrviF5HxnLdzvYqnDuO6HOyZdoCjmjZ2dmpSKufguhrkeUmTZo0adKkSZMmTZo0adLE5M8uVnh7e1u8bFkOWld+wFOS5fUdc/gy7xGFHiXHndOruVqtitfh7OyseE50/8lkUuXxePmNyWRS5fco0r5er4vHR9fUvf15Sdyh/phOp+UevKffX/dyr2NETbbhfcBcL0Yg7+/vN3D8jHB45MN/d4+vX8u9pX2ui5mRuGV5xvTeU+jJZ1kXepA9skzPmkdgvS38Psvx5/f0BDKvPct5zgjlbm5uKpp+Rh08d5tRWffoSjIEBUvyZNGvLo+kztfcZR8tFosyP+l1ZG5pluOZRfI8j7mrlJ3aKs/swcFB0SV9FHp6GT31/vPxzKgr31FEbETefIxx3HkEyOcc9Vh2nOfj83l87HnOlM4jWkdtl9dbbfFrkMeDJdD4XBqvq9WqlADhcRpjNzc36XvwHFZ99vntc4v5x06+5pHPrB4mo3rUfS4kwpvP571GYPC9aQxQD1EnZ7qOKB2Jzw3/vYvUMGKzXinPXa1WFapJf0mKJ+Kh6+vr8j1rkBPFJ91OBIfXp/Xn0Tmz2ayaJ9IV5JrhnJGu1XEs2XN4eFjaRduPNhzrfvv6Oh6Py3gl+oXrf6ZrsnrXXZFlJ6XU7+Tp6DPBFyOlXXZNxEOfUPdkHCEcF9RJHrmnHUEiO455ncP1ajqdVmWidE2NEZb8o13E0lBnZ2flsyLKrNnM59WYv7i4KCRfLAGldrO8FXOps4hyF8+A7jUejzei+SRmJNqDkV7+zneT2c8ZGiNDJ/mxzj9CW8DJm7vkSTsY1gNj2D5jExyNRlVxbH9gbvhIfKLOHw6HFfM2oUEZDJNEWBoATPzWxv76+roMCiZ88xlV04yKjsWz1aHj8bhqN+HGETX5C0mz+KIIDXL4Gg0DDiBuKLINMPsrg82RaIukEhkxESUjGWEbOBizmmv83Gdx4yWDQ2fGDR057LOMjICkJtw8ZgZUtsB6eyO64dBcGJw4ROdJslqWXJiy3zkHCXnS96PRqOiW4XC4wZRKpc2FjeOYhgONTc5lHUeWShlS3JCzXzLnA++fQeV4jGQ4HJZnHI1GvSb44rNznDvMfbVaVQu3Fnm+I12LTj3qN44R1rHmuHCdRaMrSzHgnMwcOvx+tVqVMTQYDDbq2hIaRmbtTLoINDm2aWjpHnS86LMbIT5P3CntG/cuh636TO2VcI1hP+pavhHT7xlsnVDyLqd8HySzlTJYogcTMuLFDPKu/yPqNWKb013H6Fw6WdyhSpbf6+vr4rxZLpcb8/Pw8LDaVPr8WiwWVRoZxeHMJCbjJp7zmLpcfSMbcblcVjBurl2EikdEXF1dVdfXtWRD0iZiSluWbuTODSceZN9zbbu7u9tYE7sIqPoo7P9tgQPfWNHp7WuPV0FwZwPXEF8vPGC0Wq2qdE/fczAodnh4WG0U6WzS+T/88ENEPDBg+17H0+/oePR0Ss7fTJcyGMjAofqCNsvh4WG6vkqyPYn6WX1Eu4ykwq7vfM+Swd4517v0oO7FdSxzUrn01zJr0qRJkyZNmjRp0qRJkyZNfqQ8Kdx3e3tbqMrPz8/j2bNnERGVx/8xIonHoGz04pEIhl5098gR6jqfzwvcR16T2WxWqNXpwWDYnZ4MRrE86srIlN+DNcnUrizykHn/SSyUJZ97tCmD1RCOlHlxMrIORhAyKGsGLXS4fQYTpseL8Mk+E004dDGiu4ZiFn0kwqKLUMU9X7PZrPL4MR3Bo8EkIKJkXjhGsTi//JyIOsrFaBTHQEaKxQguy9/Im0kINCHdGWwtI9hw2Jq+y6Dmarfgd2qfYE4su5PNg4jN0mCMkHgfbvPiktiqj/JYZJlQKXnkb29vy7shARrRMFkkJiOGIskgIXQaj4RAd3mu+Swe2aLs7OxUZWa8nBLXiNlsVj2vhFC1DO7MtkiIUuE9dX1fUxmd1necf48R3EgyRIQjVjySzwiHi0eWx+Nxpc/6PE+yaHtEpO8qI7LztSWiHleMANHmYJ8SRukRa0cHOtKB0OnLy8uCErm8vCxzWXbX0dFRVVPdy55FRFp6KuIjWoKRLSIRvK77bDar5qxHlp3glPrC1zkSt+p8ys3NTXnGyWRSRfqyiDf71kkMKWw337+E0fU+Q7Aj6nWXUFxH4TlSJSN84zyh3vU1gP3vqWMeDZ7NZmWMLpfLjVSc0WhU2Ty0AVmaVsdmSIeMzI1zme2l/cToupeuZe1kzgM912g0KvP49PS0qq3sqTTck6g9aoP+ZvPA9ZHOzZBf2e9dqIqMTIxzbpts3Sxzofr6668jIuKPf/xjvH79OiI+dvJisahuTOPSDQrCfahoaexnm2F2Dl8+DW8V6ha2n7XHqJR3d3fL52zhppLqUjzb4MzM9aTzgO1Xuwkf95wc3qerXe6ccAXLyU84NHMJOFkyaAs3CdlGhX2XKeg+Q0sp+/v76aTjpN82gXksnTPcKPKdZHCsbENCiA6dIO7IysQ3J74Zd0OJY8GNOUJv9B0NYLU3U+rc3OheVOo6XqLr8i+fRdfiPCXEXb/T0ZD1cdaffAaHRzV5kKymPMdKltOUzR3nwtimf6i/qHez3ODM4eJOS2fY1PNE1DUnF4vFxkaR5yyXy7JmeWqC/m5zDuzv71d5di4cz4vFohg/GWzPc1vduHHHm68RvBbXb+aTcX3vgga7A8Wd1X2Gl2Z90hWAoE2Rpd0wv5LXdLvLIZSZw7TLOeTpCsyDnM/nG8GEiNx+oVOItV8VBLm6uqrsJtqn+sv6rxrnvL+uS+Z7wcRvbm7i1atXEVHXdKYuODw8LO3SdWezWXGuqm8mk0nlgGXaiFcGod5if3elO2SpP/y/KzDVN2GlHL0Ljm1KBk331ISIGobtDviIzU1WltajMbZYLMpm+fb2dgPKPxwOy3ds18HBQTlGgcnXr19XqXoab5obXQEXppxm89ftNZ3DNLWsMoH2TwcHB2VDz/0Fg5FZmlS2puoYSRZo5Zzk2pIJ7TYPIPG7iKc5ln4au5gmTZo0adKkSZMmTZo0adLkz5CtkWXuxlXX6/e//338zd/8TUR89LK5VzIjjeBvvG72O2EOhEcQahHxwN6WRZbV1vv7+3j+/HlERHzyySfF27FerzegBZPJpHhIJpPJRkI4IaHu5RWsgmRBjIboGoxEZF4gRgcIKdf3R0dHpd2EpzLSTphQxKYnLIMD6VqETGQwB4+sbIPret/9FKLLhIl2MS1KMo9wRB1dyaBDjOTQU0iPnEd7fbxta48TI7i3lM/j0W2JR810/YyQhV5HJ8JjqgAjAbo+WUpdbzix2Gg0qoic9Flj/+TkpPJEEmGRwX2y1AY+v0fG/Ngs4v1TiULzvWdrQEQ9dkmElUVmsygjo8X8nRFev9b+/n4156TPqcsZAWKUi7ouoh6bu7u7G/WMOcfm83mJLC+Xyw1SLR7rLLtqF9FJjpDyMZY9b0a6ldUOJRqEuoTrVKYLOL8ZLXW9xufya0k8MtdXYd+73aTfPaqr3x2l46g011/+ron28LXJxYmNZrNZgV5fX19XDNJE7+hYttsjy8vlsjACn5+flyjwbDYr11AE99mzZ/HixYvSfkf0LRaLYiN+99138e2330ZElFS9+/v7+PzzzyMi4te//nX83d/9XUREvHz5stiGiqjt7+9X9XI1tvXcrhMydBkj6hRP6/H1ZtsawWP7DsNmik1GJLoNaRaRo1Vvb2+ryLLbab6ec26wdnHEw1hQ+gvXIa0r/i6JzPBo7qtXr8p+69NPPy3Qf/2dTqdVKiTnpKfl7OzsVGSJzqjNqCv7U+0mYR0ReVzLnSDZ+5vrjaNe1EZfG7rg0tnewxEWnu5LHenP2SVbN8ucbGrkN998s8FIurOzUz2Eh9opNJRo4GYYe5/4+pwNxrOzs6L01AlUnkdHR5UiJhxH99d3zHdhu7lZ50SVsiYURJKxurFvuJnlPbnwcELRQSHhoMjYETP4mue5+rF7e3sbUC7m3nGQsz/ZfvU3S/X0WTgpudHLoO1dGy4qCCoJwnX0Ow3VjDWekhk/2aLK+9KYpWSb+Ex4L2f01V/mMZP5UcJF0BWeQzsJs5Zxo37jZnu5XJbPnMcZzJoLpr8D9pn/z02VGz+8F3UnnWw/Fck2yxyDq9Wqyln0BZSb0EwnEq7puW2+8NLAJsQ/Y73lXJ7NZmU8Scbjcbn+6enpRv4kjSfmtnG86Zos93R4eLhhdK3X68pI9/7wfuH8dQewO630vHSsZqVX2DddKRnu7ObmyFMyaDhKfgoO14jH02cy/c6xnfEp0GFNZ2JmX9GO2Ab55b113YjN0jNybpDRXO/9/Py86PvJZFIFQiIeSucoBfD7778vG+fpdLoBVf3000+Lrjg9PS1rgJ6bawzzk/l8eob5fF42IicnJ2WTrPYT5h3xEQ7LjQcZ6NXW8XhcVY+J2KxCkm2ms1zLxxyNfU5ViMidz7RJqLuyzRDX6UznuaOV5+le3GTr3bNykMbb7u5uWp4oe4bVarWxzhGyfXR0VFJh2W7yBGjsnp2dlT0Sx2aWJ5zxzuzs7Gyk7XAec2PNyhSs/vCYQ5Xt6ko98LZSX1GXZWu9z6+u6z8mP43Vp0mTJk2aNGnSpEmTJk2aNPkzZGsYg1Eh7dj/9Kc/FfiKvBvcuXd9zoTe5Iz0g95JfmakQdHk9+/fl3t9+umnERHx4sWLql6xhDUws6ife/LUF4wqqI30tJNMo4tURs+SRRV5TUZj9exXV1eVtyTiIapNjzM9Xbo/4d1so5PCkLzJWZHVV0yq5/kepVmv1xt92Fehxz4jEHgMtszxRK9w1u9ZtIge5iyyTA+pE1zob+bZzurmuafQyZnYHzyfz6NxQwI+IkMUPSDj9+npaUmpUCTh+Pg4hYw6fFt9IA/r9fV1+Sy5uLiI09PT0m6mI3hKRgaJ1LH+2dEEjqSJqNmY+ywZzDPz3HsEl55+J5xjOgIjlfRQZykGGaRrPB4XvZu9dydL5HjWesIIs75br9cFfcTxqrYQOj2fz0tkIosWj8fjgi5StGswGFSQcq15mjtEZXA9IJJB45H1QAklVX+uVqsqFWgbGRj1DtcTQvAkJObx1CL/nQQ0fRQiWLi2e2Sd+pXzIIMgZ2k6/NwFg+c1eA4J53xN4/FkMd/d3a1S1SIedLGiYPv7+2V+ES79xz/+sXynY9frdRn/hGwrusaor8Y2ifZGo1F88sknpY1qv9YYshMTPq5jb29vyzw7Pj4ufUaEiM5fLpel3bQtFWGmbZpBp51Qb1v0bdu5fROmVWbpBs4AH1FD4u/u7jbIdT3tahtqjOfd3t5WLNgR9Vqwu/uxXjHhzJk9RxLFDPV5f19XLNB3agvn1IcPH0oloz/96U+lXVpb2GfZGsGxr98ZWWZaEOcM9TOj/oR/6zsel1U84TVJmvlUSDbvsw2d85i0yHKTJk2aNGnSpEmTJk2aNGli8uQEOXlTPnz4EL/73e8iIuKrr76KiAcvGmtt0fPSlV8TsZkfqe/oIWXtMnrfIx6w+YwQyyuoPGXSnjMPeW9vr3gu5QGZz+fVsSS9iniIZjFCxHwyz2nc29urosj6zFqaWfI5I4mKROzs7FT51TpWHhpGB4bD4Ub+M/OPmAtGD5rnmumz53OwtiDzKkgoIHGCqz57OCX0+ur/iDyHzCO8GdEdpcsTF7FZOspznhiRY7u6CEB4rYwYg5EpXSPLY2REnOdrzl5dXZUo8tu3bwtiRZ5QemaPj4/LvH7z5k1EPCBIMpIGjnNGyUQOc3V1VUUo/F7Pnj1LS9llCIGnRJb5nomg0XfM2ekzKQv1flaWhccx+siIol/L9VhW/o8RYOo4z8fd29urPN9OSMW8dyJrdO2IOqqg84fD4UY0dbFYVO3WeR8+fCgIC41XPiOJJoWwODk5qdYFzYmMO4RRGO8PXT/TFYxuZ/n4md5zUk5Hz2RlcvR7VmaK+XB9jixn4z0iLyPF/mdk39FDXdwJjEBn/BDb2sf7R+QkkXt7e1X+oke8b25uqtJOspG0Lrx//77MDb730WhUkEC6/tHRUcUNwFzoiAf77OTkJCKinBtRlw8VauP09DRevnxZPmuuKaJ3c3NTlclxhMZyuaw4cjgXfeyOx+NHOUeeitbUMZI+5/mzz6S3iZjMdD1tUdrmGXFkJr7e0DYnwkHfEfHnRMCMxNKmGI/HGyicxyLmJycn1fzT81xeXpaxTnuQqCWtB9y/kD9C32vsTyaTKodf33Pt6UIXOu8M+RPUNh3LHGldMyNOfiya7DapnjVDDW+TJ2+W1WHX19fx29/+NiIivvzyy4iI+Ou//utKOXLg6eE0gJzQxhcEJxWTwlssFhsJ9DRwP/vss/ICHaLKvxEPyk/XInM2jQhBuclMqs+EzWXERREfCR+m02kxzGX8sH2j0WgjUZ1sc6w/S+iBrj+ZTCrItsNPHQ6xjenPjSqHX/m7Yn85NIj1E/sOw6ZhwonvG1wn5MjIWygZY3oXjDRTSPwtM5B43QwOlEkXeZWEDhs6BAhdJjyU30mpa+xPp9OKaELPq83EYrEoY5/Q6+FwuAH5XiwWRZdcXV2V+S+nlG8QSMzhjOBc+DIYYkQNf3TDNaImKVO7qFf6LNxoEs6c9Q/h0BxvNFozQpuM3dn1mTOORuRkexxLbDdrUWrtIcxebby+vt4gQCSZyd3dXQWbEzO21rkuY4ApBrr/4eFhGZvaJLiTJmMizeClEVHNA7/WYrFI9UUXK7b3f7ZZ171cH7Hdy+WyqmHbN9m2Weo6lvo1ot4c+DW53mhcejpDRlTJ8Zqlj+laFxcXxT6hDUhbRMeydvJisSg2kubA1dVVWRcmk0m12dUY0NinrqUTLoOMEurKvlVb6Zx99uxZBZ1VX9C+8c3y9fV1lYbB5yZDsn6nLsps4mzNzpwW2bP0VaTf9vb2qlQmradZKhTtE+oUEmVlNhydu9TlesckjNM1eZ1nz55t7E+YKnB3d1c5ldyROxgMqjVPQl2tz7u7uyVF9vb2doOcbjwel4DE2dlZus5wY6x2sVqQPh8cHFTtduJAtzE97YO2FB1F0+l0o/IPnQvT6XRj30X7mvqM/UjnBAmIs3Qwl/66nZo0adKkSZMmTZo0adKkSZMfKU8i+Lq/vy+7++VyGX/4wx8iIuI3v/lNRDx4X7744ouIqL1do9Foo1YkI7g6l78vl8vKm0MYpUN9mWj+4sWLAqGhV0PtHgwG5fyDg4MCsSEcgFFbEmjp/hLCxwijlIfm/fv3hZTi/Px8oyQOKdYZfZPXlJBxj9Sx/I362yEb+l6SkX3RO0yCqizBPotsMlrJz/ROEw7Y5+gyvYDbogJOokXvv3uOvc8yogmHGkvxb9yeAAAgAElEQVTco9zlNSMkxcsD6DyP2jEquF6vN7x/DqkhDMnhofLcRzx48iW6JiO8FxcXJaJMzzzLTGXkSbrXYrGoSFrkbdWce/XqVfm8v79feZq9/zzNxCHZTmbGecK5FvEwjxmB6DNsLiNx9M8RmzBsCceQxrzDp9xzTf3KaC5L6RBG5jWM/R4ZGmQwGJTxS+8/Ya9cx3S+vuMYILxT0E9Gwahj5N1//vx5RfrlxEEcVx45d6i51+DNIpPsjy7dlv3u74qRZeoaQuTYxz8VeGlGTsdISUb65elcPqdcT3nqGN+fwzAfg39LdNz+/n5VHolrg6NwxuNxNe8VpZLdNZlMChHX8+fPy+eXL19W9lLEw9y5uLio2hJRl3vSPBmNRhWZKZ9d99czuL2m4zg2s1JbOmc+n1dEUB5xZsTbIdkunP9Psav6PE+IyGRk38eY272EaTthJJFMvAfTUYjo4XuV8P1Jhz9//ryMadpa1LUcY9k6JskI+jinB4NBGU8HBwcbZIkRH+2t7777rqBr9VyEUzP1gcSqTG1g1PYpyMSIGo2ZrakkX8vWbNoCT0HjuQ23Wq0qGPZT9idPwmnQKD05OSk3/rd/+7eIeAjlK395d3e3KLRf/vKXFVRCjWYuh2Pcd3Z2qnzfjO2Wxo1e+sHBQYVt93t1dS432Br4rHvpOQ06loa/jHflXH799ddlANL4IVxBQuWozQPhBjs7OxVERwNH74P9wklOozzL+/INv/dXlvtK8Q1BtpnLcqT6KBlzIMdYZujSuNFvFHdQ+Lug4UFDlEqTfzMnh88X/z3bLBOKSmcUDYsM9np3d7eR+zIYDCoIXSa6xsXFRZnrguqdn59XPACEE+lYbmI0/2icqN3Hx8dVDVC1kYYnn4f12SUZ9JeMwm7oRNT50xmsvU9CXZ7p9WzcsM+oF7O8eUI+fVOt62ZzjuuJ7pXlxNK4YruZs6jzvNqAzyPWpp/P5+X3w8PDyijRd9m44NzjhoTOJv6NqJ0HnnqUPfe2eruZfvD7dekg/c1y+3d2dspczfLZPK2kb5IZbtQpEhqPEXm/0pFOPZS9Nwlh2Nmc6moroZXaGDAdgWsDoZ0cg+5UWq1WZT4cHh6W63Ljy02pfvf5GfHgSNJ6Qz4brj2cx7RJHWLLZ882rYSv09HBVLrMXhsOhxsbJNdZvJfDr7N51ndxp17mGJQw6Ma0xGy9pg3L85n+SRZtz8cdjUZljNLmyCDz3Gju7e1tBBHdNpfwWWiX6fvBYFCcSoJm7+7ulr3Gy5cvCySbqRPUFZqrfBZ3+nsbJbzWcrksNhqDfZkjlo7cjFdhOBxupDb5ukOb1ecC9eFoNHqSU6m/bqcmTZo0adKkSZMmTZo0adLkR8rWyDI9WyT1INFVRMR//ud/FtKv9Xod//qv/xoREZ9//nnxCpLEhp4veWkI28nIsxjFkqfy4OCgeE3oOSBTtCLEd3cf60/SQ5Fdn9FtteXi4qKCX7DGm+Chgl6/ffu2gkRkEWX17atXr8qzd0Vw1YbhcFi8O7o/66UR+qd7MbJCLy89rxJnN/Xadc5Al3lbHWqr65KIoG/S5cl0b5bD2LZ5QD3q4tdwlsEMEp957DIyEo82ZQQ9FEb6GDXQNQml4TnuKad3nx5xRg3prfUafiTCm06nZR49e/aseFE1XzyyoghE15xnhC2bU4w2MwojoceayANdS99Np9PKQ0rSjz4Lx65DrrPIpMQhijyfY4h6KLseWT6zyBnrpPLe2Zwj4qcrEsqUh4ha1xJGOJlMSkRZayfZ2SNqYi89I++p70nO5VE2fwZC1TNm+4yJ3MlbJJneIAswCXCy9YRt1GdPNelz1IzvNYsAd0VBCCvMoKhZxJHrguSxdBBGg3jdjOHeGbAduZGlsbCNJJxjmgSRQmr7ZDKpbEcnWiKkNFtPuEZl451tzKLCfi+ez/WAKEU9a4aw8BQUtZH39fdEtIdfo6/C/mT6HxFsHBeMOHraoSOVXKjLOZ4pJH7kZ+5L1Fa2O7ObeF/OswzJyRrE2m8RLaW9wu3tbcWirfP0HcmUiWxlRJ3pGxzzWfoH9wlExOp3PndWZShLLyWay9dDSYakkbAPuOZtkxZZbtKkSZMmTZo0adKkSZMmTUyelLPs3hrHq9OTeHt7W2rkeY6XhF43eRLoRejyyGcRMXkq9vf3y3nyoNDLtrPzsV4xI1JdXjx/xru7u6o2GduvyLIw/6PRKM0hY/62+uvo6Gij3JN7Rdkf7jWjp5JlaCTMvWG+SxdxUVe+mf5meTzuSda96K3rc2SZ0Q8njIioo2BZNJk5T1mEmO+Jnju+F86/LOeJ+WT0zuu47F6Z7OzsVDme9Mr7vdzrmuXc8Bif3/ScZ9Gmw8PDUlbk/v6+6JUXL15UpXAiHpAhjOA6AoLvYDAYVJ7VDDFAfZblvjFa6pGXiKjKWNHT3OfIsuew+3f8jd5ovQtyLki60BvsR+o/SRZZ3t/fr6IOWbknesx5D4/8EJ1wc3OzkRs8mUwqz7auNR6PCxpCEebJZFJFM7L1l33ntTk5tj1659fw6LyjQaiXWO6Ez67zvW64R98Zve+K0nTpij5HzPje2KdeDsqRDxk3hsT7y3W02z/sdx9vHtF0AiFGRzMiUb8/dXG2Puo71nRliVJGiIU05JyjfmVbeC2/F/uEdo//xuvzfM/9J5FeZnexv7Lc9Ew4V7O2rdfrXtcj13OuVquqRjBzhiM2a4xnuaxdSBVHO7mtqzHEPUGGfCOSIUN2qD363fXyYDCouJ4c9cnvuoT51ZKbm5uqzG1EHUH2Nup3zk9yArA0rdpN+8frWfM6zFO+vb1N120J9zJE+fJ9cU3O1pZtnEuZPAmGzbpf0+l0w9Bk5xO+u1wuy4vQA08mkyo87sYhH4wEFmTIzCApEVFtGtUubVDJ8MZrsI5j6ZREOTGBngN3tVqVZ3j+/HlEPBg8hBvpsybO/v5+tfA4uYqTKDkpkJ5N12Rb+Dlic9Cwb7J6fry+b+Co1ClUIHx3fM99rvmXGQ7ZAhtRGzSPwRmp1PnZj6M4PNSvS+cN2XIzZUH4EjfbGqc+pyQ0rLPnzeY/UxsIdSPkW4a5SFpOT08r6CY3P0wbiXjQRXSQ+WbNDUzqON8EOOzVSULofKDRRicZGfQziHzfJTOKfRGPeNBj3CxLuPnrcni4kDiF0OfMWGcbMwch32Um3HCwKgQ3y4TYcj3i/PJrZQayt9thdV3pIZku9/SczIGVSUZy5BB5khB6u6kLuEnn/OS9+rxZzjaXGdyZThbfXLpd01VZIRsLbjNkTk4e7w7iLqfwzc3NxpxynefnEaa9v79f1gA+o84/Ojoq/bFYLAr5I+vu0p7M+obt2DbGnCQtm5PcqDLNUOIVViJqSCj7gP2mdmXtpjOrazPdN3Gd5GOMQSbfOHsKkK/tWVUGpoZltjk3y3SeboP4c37TTpfQiTKdTsuY1vmLxaIixaOucFuH85BQdNaqpt7nPfTcPF/HnpyclLVa9/caxtk8oXOV7yFbnyVcJxlozYh1acNlRLKZAyuTBsNu0qRJkyZNmjRp0qRJkyZNTJ5UZ/nu7i4loaIXT16NwWBQPl9fX1clBCIevB6MmtJTqHvRC5R5KLMIz3K5TEP8jHKTKMtp3h2G5F4NRiLobT05OSk07IxyMVpMkjH9zSLZGTSBpF2MQuu5POJO75GLw6scrsfzMpIPRuQIOXZ4toSevS6yqD4JERj0fHdFwSRd0SJ6Ih0OlEXZImo4I6MyWWToMVKRLJLAucGx55Fvnc9nyAgs5CFlG7193m5GoDMCIiIsFJ07OTmpntdRKE40Qdir971Dopywhb/Tc3t3d7cR8eEzjsfjCtbaN+lKMfD+ZaSG3mKObSJYON59PBD+5jrXIxD07jMVh/A53Yve+66IG9vg0V2OXUddZNBy6nWH87FdGYyT4ukf2+BpPJ6kX4Q/KtpATz+jEux71zFsN0vm8LwMfu5pEH2TDO2SRT+cWJM60AlM2f9ZZL4LGsqoZjbeGX1zoqWIWu8TiZTp7d3dj0SytPFo/2RpeSyhJnvz/v5+A05KO6QLHt4FyXb7Znd3t7KVsgg9x3mGAJB4+R1/N12Il8wmfmqUrA9Ce/sxW0dCvU+7lf2XRfSzFIfd3d0qiqxrsCQndaWLQ/55jPYMRG3IVjo7O9uILHspQtqevq9grW9GmakziIrQvQTTPjw8rFJpNA+m0+nGnoJ1ntWeLuF6QAi7bCJG6vmeMwQ0kR3UG56aEZETpmWydbPMScfcYl+o9vf3qwGiTp1OpxsPNJ/Pq5wCV1h8MA7mu7u7DTje7u7uBsOc2hNR1+W8ubkpA4Rwni74RQbnE/yT8NTRaJROCA0wwszVh24gOszBoTQSLia6/sHBQYXdd4ZqPgvriS2XyxRelcGB+A4yll/eI4N7rVar+PDhQ/RVHGIZsV0pSGgcEo6j7zIjQUI2Py78ETX8xL8j9ChbuHkfbgiy+UmjK8vvckOL40h/udkme68LF5Psd/Y3IU/SBc+fPy/zf7lclmtoftIRRGhQtnkhDwD7k+cTus155vBgwlf39vZ6vVlmP2WpHZkzkSkI2aLmKUASOjYkzFPmsRmbpjtP9B0dppkBxHWDTKiuS2kM0Ak6m802KjHQeeMOT/VBFxTNhQZJJlzbsrQbd5jSaesba2566RDM9CSNUL6zzInHOddHycZ0V7pCl/HItSVic4ObOS75u4Q2B+9P/egwbEKUeS8y3DLHlOuFt4trG9cQVmLIbA8GNB7TEf5sfhz/59rjm1y2m+Odjh46hTLDndfgvbtSuvxc2o5sVx9F/cfgV+a0ox7j2ByPx1Uuuf5yPGbrtYSb5YjYmHM7OzuVrZWl9RACzX2E0ldl569Wq7i4uIiIh82ybCXOFz3LcrksTqNnz54Vm0LfMXBI3gmmkeoZZrNZsd21/5pMJtU6qDbO5/NyjH6fzWZVfjVzuNVX1HF0gHH91Hfex+x3h8pnUHI6D6lXGgy7SZMmTZo0adKkSZMmTZo0+RGyNbJMDwh38qwVGVFDEQeDQfFgXF9fb5AoOLwtIx/JEuFvb283SHsIIaDXUWyie3t7FYSP3iUnSaBnltGMjHSkK/qWRQf4u7wqy+WyigY7sx09YR5BzCAVksFgUNggCY3ie8wYWhntyLy0Enpg5vP5BmEL26V7REScn58XT1kfJfNKsR8yeH1GskJh1LVL6JHLSCMy7z69bBkBgpNLZMeyjQ4Ld3IIbyuFxEYZNJBRtAxeRu8h55FDNvU7GbIVZea1uoiPHIrlkRfvG0bfIupImUcNdnd3i77itfooXWO+a2xE1F5wj9ZEPHi55dnuQjowmuze/YioPPK8riMGuLatVqsU+UESSOni8Xi8ATvluyaaYDQalbHJygaPwZlJ7Oj1Jyns9675SXZ3PQ/7OENQ8NkzVAXX3IwIj+i0LHruaKs+R5Yz6DXtE0ZMaV9l6Wm8ZmZf8PrZsRTqxSylhfMkg89nSKfsPrqGf/bayln03JFQbBdtT44npsxlbaRk8yRDa3iaGvs5izByfdY8yGCkfp6jrXzOPQXh9pcq5+fnERHx2WefVWgXicYKUZQuZFKO6CbiyvZC/tmRmm6TKeqqazEl9erqqmKjVoUdIjkvLy8j4gGxq+9VMeHg4KDSn6oS8ubNm3j9+nVERPnu8vIyvvvuu4iIeP/+ffn9Zz/7Wbmm+uP9+/fx7bffRsRHkrpPPvmkrIOXl5flviQc1LgkNHu9Xm8gbpk+MhgMyh7p+Pi4Ql7pubL0rawCDddXIvpIYia7S/37mDyZenVbKRU9aEQdKuemkXABLpBZzrCEijab+IQAcaNHxUHlSdZEz7XkRpLQCr58wpnZbmL2I2r4GXMgsnN0PfWX2pJtOqmU3cDS9bnQ6lncSNE9skUsg5VwMeTA50T2Re/m5qZyGKhv+ijZZpjvPVvA+T3fS5fBsy2fl+Mly59yQ9Pb5RsXGt4OZ2U6BB1UbGeWJ5cZwA7TzBQW59E2Rw4dSbwW9YPDdPi7n59B1amouSBqLmohcFiP5w/y82g02th891UyPRQRG8YJHaN8LzR2yT9BZ6U7ipbLZXk/TEOJiA2483w+r+aqL9Z8Bofo0eGov0wHcgPZHVgZezcNwMwh6Q4hXUvnybih3ib8jDBOL/nB+7joPQ2Hw3T95nvOoLCZOATXdRPnv6ed9FlozGd9wvfH1BOfUw4J3dZ/3JxlcEfqR88zjNgsy5Zx0Ei6xgXnSzaPeG6WgkddkW2c3RGhfpG4LvH+5HrGyh+8Twb5pGTOtv39/aqCiz9L13lc/zOnbh+F622Wp8x+yj7TTugKPPh79z7vSo/Q7+R1ctZp8ju9f/++bP6vr6+Lvax3yHTOyWRSNnqfffZZRDzArcnPpI3vr371q/j0008j4mMQ8fLyMr755puIiPj+++8L/PqLL76IiIhPP/20PNe3334br169iogoMPCjo6Py+7t378rn6XS6YXuOx+MSKLu+vi7vjH0g/UD4t37js4/H4yoI6O/cHV1ZcCpbQx7Th5L+WmZNmjRp0qRJkyZNmjRp0qTJj5QnRZY9GpV5tJnwLQ8HYWSMmNFDmUHG6A3Vveh5J8uh4AAsfk1PJ72L8tTpf39GCT3m/nySjHWN8G9df7FYVJAk3UvRuYzVkxE5h0srSiLvI4kuMk8+o+ur1ar0F2FvbEMGK5F4xIeRNidyOzg4qGrc9hk2JyEZikNCIjbTDrKIIudGBlXNvuM1CXfMIhAZLK4LzkcvbBbVZeF4iRM2ZNEiXvOxaK7Eoc2Srqi895cTRWXRTEYCCFn0OspsI/Wh9MBiseiEYZN9W+fwffUZNuc1u/V5WxSMzOZ7e3sb+pKELhE1iaKE78cj0xEf38n79+8r4kbBqNW+4XBY9DbvwfHC9YpQcp8/nDuEry0Wi/IMXBN134xQjsJxTIimR5DVFk9ton5gf/NeWoPG43HpG8JOuQYxosNn13fsN+ojv1aGTOmrZIgg2kKZjmCklHokS+HytUVCvZ1FazJkTXYvItx8vcrWrMze42+y20ajUUXI6OvJ7u5umqJH6HZGLPQkch/re1/nsih31gfs+yw1cTAYVLad2pe9G15D4mRmfZ4zqqN9d3e3AaeO6La7KD4eWcmCUeYuGLYkG0OMXNN+ISmiyLN++OGHEllerVYbaaIHBwcFck1d+otf/CIiHiDUnOuKOP/VX/1VgV9r7F9eXhay4s8++6x81nEkPnv27Fl5Hl1zMplU6CV9vry83JgHBwcHFUGXnlfR5vv7+ypqrrYMh8MyD7Rn8cgyUSQR9ZrqCIIMRUlpBF9NmjRp0qRJkyZNmjRp0qTJj5An5yxvw3c7oY68EkpIj8jrwmakBev1uorE0GvI3BXdS96HwWBQcP7yWnTlq2UeIUa+GFnO8rucaMs9q/v7+1XEW/1BnL7avVqtyu/yoLJ+JT0hzBNmDrmEkd+M1Gtvb6/clx5Kz4/Q+U5Y4KVEsgikviONPGvN9lFI3CZ5jMDIkQyOPmCZjS6vKKMOWRSZx2XRimz++XjL5iqjcl4/kl48r2noqAd65NnGLBrFz39urknEQ38yYqc2MirJ2su6183NTRXV82dke7Jx4HV+M2KdzCveR6F3N4uYsU/5Luhlz/pvm173aBajDZ6TfHt7W4hPbm9vy+86nyWgmGs+mUw2olS+XvnaxfnE63K8UW9n5FZdUSzX20QJESnB9jJ/m+sZSTwljECQDMwJqPhuiObIyJtYRpLR8Wx+O+FR38Tz/iI28y4lGV+G5+NJHstlzfQqkR+ZrZSd77pe443zhBGgLALI9TDLPeazZ7nFu7u7GxFaCnU40WC8B1FJ3gYSnGZojtVqVZCVnBucv5LsubdJxn2Rveenro1/qUIixMxGzcaYjomoxwDRTduIST2Sn6ET2P/U67qv2n13d1eIvN69e1eVIPV14vT0tOQWk6fjyy+/jIiHPGNFniM+RmifP39e7ZHUVuYU6178y+fUOkiksJ7l+Pi4RJ8578mzxPXZ9y9ECZNAk3nZ3MNJ+E67osZ8N04Gxkj/7u7uxpzM5Mmb5WxSPhbaJqyN55PwZlvt1Ih8Q5CxEA6Hw3Ks4Blv374tL+Xg4CBevHgREdFZy1QvY7FYVJtdnZMxY7NPuMjROMmMORokMooy8qzhcFjVks4mHIkgSLSmvzRiNHG4GSYEzxddPpeO0d/snXGzR6h5n+FAj0F8+P67NtHel37NbQsfNx/ZAtAlNEg4dn3TGhGp8cPxxlQAXisjXKGRwRq3XnfSnTsOOyU5hJM/ee1rpjNkqRHL5bJKG+DYz5yDXDjcKONGihudu7u7iixP1+oiDOmbZI6RrvnATRpJ2nzNcZ1FA1e/811kkE/p+pOTk3j37l1EPNSy/P777yMiZ6X+5JNPikEymUw22uUpSoSSRtT61x3EEhr5GZFWBjmjcyHrF8LaqaOzFAjCt3VNQmFHo9FWpnG+ZxqLmTPMIY/uOOpyivRR3CHUJa4vsjU223izlnbXGsQNx7bUrgyCTD3t1TroYPf7cwxxg51VV+C8zmytDB7uUFgy9qpN7C+uTdLx2pB4OoM/D9czMud7P+pvZtjTwOdmjv3rcF3qgr6LgmKLxSKtqcxNK8eCb5z0vQt1lsTHsyRLoaKjnOdqXFxeXsbZ2VlEPDB703GojSLh0iLaGgwGZU1SqhDXoy7bnPMkS5nQOcPhsBw7n8+rOspqv+bG1dVVVYXE03Y8jS3bU2QpCAcHB+Wz/u7t7VX97zYef2PKFeci516WwrdN+uuebdKkSZMmTZo0adKkSZMmTX6k/CgYdvZbFs26urqq6k5KGGnRZ3qGtONn5IgeTkZK6eWW117XfPv2bfz2t78t54hO/fPPP6+8fvqdUVldS16N09PT4u05ODioorlei/Lm5qZ4K73enr5jvS9C2dR+9SOJuOgZJTSU7Xa433A4TKPgbI9kd3e3imZ4JDCD0qoPHI6yXq9L9Hs2m/Xa25nBirvIIeh5JvzMPdMkmugiZJE85hXzqIyTlezu7laeckZ+3WtHD6oicjyHUe67u7syzulhpAdQ84+efJJgCQXCyDI9oJyThLo5gd5isUgjH4y4ZW2hp5/n6Lk4ZxhZk95gG+7u7jYieYwq9D2y3CVZJI3ef+pFCaMy2XiVeASIhJK6nnTmixcvqvMVWVYE4/z8vFqvPvnkk432MJKQlWPiGNRYWC6XVeTIYXGMmK1Wq3K9DMLMyHIXpJTkWdTREZvRTM0/Qa8JBzw9Pa3mnK8B7GPeNyvD4ikhXP/09ymEPX0Q6h6S02UQ5S6kXxbBkXAN6IKPbhO/pqesdZHrOFGVjs0ix2wfUwAkJFGULUb0383NzQbKLuKj3cS6tlyX9LtD2bXWkWRJ9zo8PCyfNcYXi0UFyd5WtouIlwxBcXd3V9nBGbovg/5mBJx9EpUyWiwW5b0QvZChl9h/fBecZ45g8GtIaO/pf11D19QY43jSWDg7OyuEV9fX18VmODw8LJ+Fhj09PS3fzWazct0//elP5frS0UwxIrEp0y4ZLXY0B9em9+/fl3Xwhx9+KG0Vevfi4qI8w+Xl5UZkebFYVOgirTNEzurdvXjxokLp+fz1VEBfXznniVriMRkihmiDbbJ1s8wLZ0qZhj2NAH3Pl6JFdzAYVDBOn8zM6djd/chgTbgAFwJel0oz4uGlKgftu+++iz/84Q/lPmRdk6jDFotFGQzq/B9++KGC6+n83d3dYkxpAK/X6xQakClSbnbVV4SEEjLKjUq2sScsjjh/Kg8anmyDniWDEWbQBTK1ZnA9N476rLSznMtMOI+4meY1OIHprMhyKrpyzPx3b6uzCPomhe/bIU2DwWDDmI+IyvBXW2ezWVGOi8WiOiaihudTYXFzwbY6k/RwOCxz8uDgoMr99f5aLBZVf/u7cngr+8Ch0zyehrtv5nUcNyqutLO29F382f29813QgM3gznzX2Txx2HGWd8nNMhdmTzHY3d0t68Le3l7ZNNKxxRx+tssX/J2dnXKtd+/eVSlG0t1aY1innlwQ3ATo/Pl8XjmAIx7WAKYocUOgNYdrmO5/fHxcfY54gPvJSfDs2bNyPo18znO+pyynLNu0se3ZBqwLZtgX4RrK8eKbUtdn7J9sPcjWdtpy/D5LV/A0OP89+44BkQx62WVbkvWWY0NjazabVcz1EXWuJeccuQc0N87PzwsEVvOQdhn7m7DVbIPMeUL4KgMabKOnZDgbtjsP3G7Ixn62hlCH9VHEHn11dRUvX76MiPqZ6ZimgyEL7GXcLBy7XRVjeA3f3DkkXL8zTVRj8O7uroyh5XJZxqGe4fz8vJx3dnZWcp11zefPn5fAAWt1Hx4eVo4E3V99d35+XrFzqw+k1z98+BBv376NiI/7k9lsVqWsZRUoss0nA56S8Xhc1rmjo6Oqxrg7UtnXTOHLKo/wPWbBKM9jbzDsJk2aNGnSpEmTJk2aNGnS5EfIkyPLXR5IfUfPjTwv0+m0eKzJmCZvCb3oGfRhtVqlHk5CM+nNIQFXRMRXX31VPAn//u//Hv/1X/8VERG/+c1v4h//8R8jIuLXv/51RDzAHOTpu7m5KUQvhHroWb7//vvK6yjWbz3XaDRKa02SCS6LhjCywiiz+nsymRQouTxpp6enBapBtjhGFZzNNyInQdrb26uizWoD3y0T9wlJdIgrI5SEmvdRNO7IyhjxsS8YEXC4oY7L4GldJEY8l+fosx/bBRdiVCd7b/SIE26pMULvuf7O5/MyTy4uLioCPyI3IurIMyF0EsKJdnZ2Ku+uxKPkETmbLklSeDyjhxmbPeFAjJAQEkpdoL+M8nBeO8ENI6F9jzBn6RxMu8nSDm5ubooeIttnl1fYocAk91gul5Xn2dcTRnWInMC+u4QAACAASURBVNF99/b2SiTg2bNnBfYmj35EHXniGNMxjHzJY/+HP/yhzInT09NC5KJz5vN5Ofb8/Ly0jfUnFXk+OzsrUQO15ejoqEoVIrKD0YKIB9SU1pPPPvss3rx5ExEf15uXL1+W+1Kfkfk+S2HI9I8TZVI8EpARfvVVumDWkuw7T4vy/vpzoNVd60lGQpURVzHyT2QIERgk7ePzui00m80qmKXGKYmFmIpHSKk+E52o+TebzTbsNkdtaG1ZLpcb8FEimcbjcdEhjIxzbdGcOjo62ohSOxTd12de1+eUIwicqbzP6Qqyzc/OzuLnP/95ROQoO0eNsU+2oSIyW4p6zvdFTihH5GuWQuQoPqZm6rMgzm/fvi3nvX//vuj4bM4xDezo6Ghjf7BcLst6MZ1OU6QKo8Ua+5obRHsQCXx/f79hKzkhne6haPLLly9L/eZXr16VOUG9sC11lEJbrAttKfH9SIssN2nSpEmTJk2aNGnSpEmTJj9Ctob7Ms9Wl6cz8w7u7OzEN998ExERr1+/LteR55l193gfkoJl+c3yWoxGo+IhmEwmG9Gi4+Pj+OUvf1nOkYfjP/7jP0ous7zkt7e38atf/SoiHrwd8swoIn5zc1M8ke/fvy9eLdKoS5g0H/ExYpJR3c/n8xLF1nMtl8vixdnb2ysRDEYzlC93cnJSviPRi/4yOk8vTxZZZjTTI3F6DuYJ0HPjeUnMuyA5Ux8lI1Px/omo89Pdw+kRR/d4MkofsVnyI4vAZF5uzgO2L/PicbwoX+bm5qbKndE8YN6Xom+LxaJ4M09PTzfKblxfX5fzmQut8Toej6sIhuf7EklBEhWSSpB4hWgOJ0kaDAYlUnB0dFTm1MnJSUq4xGgHdZS/Ax5LohqiPTg3mIfaV2FEhJEQ9QnHM73gNzc3xVPP/ue64LWuSVYyn8+rmpMeCWCu18nJSWkDo8K6/v7+flVDU9fQsa9evarKf5DwTecravvixYsyBqjj9axXV1clT/jy8rJaGyLqXO53796VqAPbqu+Yb8Y+0D1fv35d1upXr16VdUZtOTk52eg3ieebkhcj4qNu0bWo4waDQfX+Xbo4BfooGgsk9eJ6QqFdRr2e5WBynmQ54m476Bxfx5wYiXm6Ed3ly5yoKuJBbzNi5YRzjCAzSk0uAulM2iG0wfT74eFhRUrpz3t8fFzWKCLy9vf3C7JD65zXp/VSo/f392X+Hx8fl2PH43FFWhfxMH+zEokZaaDbZepz5smqv2gP9lH07ORhGA6HG/Z4V55yRqbmaBnPi4/Iy0zt7+9XiFjeI6IuhaQouMZ4xEOUnEhO6WuNp++++66yAbtsTp2v887OzgoJWGavc+3KOFm4VpPbiMgR9q1zhrB9g8GgRJQ//fTTiIh48+ZNWdscGeLEns5F4+uQvzsiejUnukgvnyJbN8vs3Iyc4bHQ9f39fXlREpL6zOfzDbIDTxKnUvZkey72ZAylASwj4Msvvyz3PTk5KZvl//3f/42IB2i1BssvfvGLonwEP9vf3y+DezKZxLfffluekfXNIh4mLweWw0dpwC0WiypZXn1B9lHBFD777LMysDJFTGOOSoDEQ9wwZAvaNkIWtpXvhufTiOUGus9KmzCWbcy9nOxUOFS0GbS9654Ol+Nfvy8XfjekfG7rd9Yb1nu9uroq5BLn5+dlPBCaLafQ1dVVaQ9J87T5ubi42CDtUj9GPMwzza2sP7i5GQ6HFRTNFy5uQpliQIIiXcvnK9ug8/Ueh8PhVmZZMg5Pp9PKgaT2bUtx6ZM4BNO/z/rPCdYyQ1LHMv1Fv9MYJ7Qygzty7J+cnJRjNW75buh8ub6+rsY/j5HImJbzdTQaVQayzqdBr/vTkXR6elqOZdqRnE7z+bw8F+HS6tvJZFLNCYfFnZ6elrXn6OhogxyGm6P7+/uqUgPJ0yR0Am4jWeEakcGIHVra53nCZ6Ot4/PGnQYZPDSTbN2g0ewbZ8JK/TxPzdK1aP/wuUj4GFE7w+g81RrCecY0iYiP45/zaJtzdXd3t9hNnGdMCyB0mqkN2iyr3XQwD4fDMn9U95b1yEkISxLWDHodEVXqku7FNYIbcvatt4ss230U9dNsNqtIDbOUjWyedAnXgyz9rSsFLiOyo2NE401BOQa6fve735U9CR1BTEvI3vG21DJdi45jtZPOFY4XCeeOE5dx33Vzc1Olurns7OyU805OToojVn9PT08rZ1fm1OC6wj7OCFUldAjQXuMekvO+wbCbNGnSpEmTJk2aNGnSpEmTHyE/inVpWwkC9z4KYkz4KD1qhGRH1F4gwn4ZGWJEziNGvJfuF/Hg0f/iiy/KZ0WGBROfTqfx9ddfR8SDh1MeSNaUZMSJ0ST33rFcE+u3ZpG+29vbyvMS8QDLE0zh1atXlXdfHkp956Q3DmV1WDu9S+7FcVIpj/gsFouqDzIiCh7bZ+g1hVEuvleHgXm0PvMOUjJ4jMSJV7LoZkYQdnt7m5Zl4T0JL3OSsvF4XObEcrncqHXHcm1ff/11iUKTUEXRt9VqlRJdSS4vL8s5nGOMQJHcRUK4MyG27C9G+CMeonCK+rEsCAm62F/UYe7RpddzsVhURCQOtyeMOCut0CfJ1ghKV1oHUTjbIiVOFhSxWf7Do7JsD+csx5OE+vX6+rpaexR9JuGd9Pnr16/L2FB0gVELws8I7/Z5ynZE1BEEReLevXu3EUngPN7f3y/tOjg4KOsHycoYDcnKzHHucL3x2uY+p/25BoNB9Z4zshwnjuR3fRXOE/ah3oXrrohupNG26/tnCREWJDTiO9gWfeNYoM3AlAvaCYo2n5+fb6T18PoHBwdVegz1dcTDPMqI7HSvZ8+eFbKj4+PjYktxvJN8i2XidF/OKdmsJOUTCvDk5KQiGyKiz/veUXoeqfc+3rbu8zuWqeqj0N7fRiTIeUQIc9d8yfqX7yob+/yeqAraXfpdtv3nn39ekKss7/fu3bvKRlJb2C5PjaAuddi+JLMnCVdmH3Bt8TWR88TTBjJ7UfP0888/LwTFLLvI9YJ963qHqaNdaThZ5Jk2QKZPn4p6fRIbNo38DJ6bMcpJVMhaRu+rV6/KQxC2SsZEDkAq2gy+0tVeCQeQlCNre0l5MteLuTNq9zfffFMZA2Kpu7m5KUqTilZtvbq6KoYM86v1jM+fPy/tluHy8uXLonwnk0kFzWW9S31HNjqH2HLC0xi/ubnZyPlx5jrmUOsvFQEXdX0miyXb1WcYdjbBIzZzInwzRGXAOaHvss1Zthi4ove+9u98YeF8JiQsY5Vm/iUdW2RylFPqq6++KvnLV1dXxXEmBxXTMJinz4Wfdb29vXt7e2WeUi9lzPoRNTuwjB/Nozdv3pS5xc0ar8V5QgcUGbsj6hyZ+XxeDMDpdLoBT6Rh2vdcTEpWLYBjn7qDtVU9zYTOH8LTMoOG84x5/Fys2QZ3Fg6Hw7Lwc6M8Ho/LJpjwfhnbZPQVnPPk5KSC2Ol6n3zyyYYTazqdlnl0fn5e1hNuYP/v//4vIiJ+//vfl3ZrDXnx4kXF46F7HRwcbNR0dkiaj1euG84+6kzG1B86hkK9RIOG98tSeWiY/lSEOinLPaYeccPaz8+E75IOwMxJGRGp05w1xrO0HObbU6/ru+l0usG8u7OzUzHkSg4ODorTR3OSDNVZTXtukMlRQZgp1zvCU3Uenat0NGmu6e/p6Wk1Z2RHTqfTDY4LGvDc9Ejc1spyR7kB5ObfK0z0SagDupwQEfVYYPDK9ZfOyZyU2dzxdIeMB4BjlnuZiDqAx43i7373uxJk0D5jtVql9p7uub+/v3F9ifMEME0iq1JDaDbvl+mHiNp+9NQIVlT4+c9/XvEr6V56H9fX1+VemeOb75H6J9vvPWXPwWOfUq3np7XiNGnSpEmTJk2aNGnSpEmTJk+QJ0WW6bGnZLAAnrezs1M8hYJmvnnzpopCeo1Sh5xk8ApGFTKPT8Z8FlF7WBwCe3h4WLyCt7e3FWFKxGbNZ0F/CKPO2rK7u1uxMeo7wnkk8l4eHR1VBEBk6RV8QZEM97K7p3G1WlXeGJIssdZhxIPHiDBREpZF1JFlCiEP7C9GCPsMnaPnTe8l82w5syC9/u7NpAfZvdwR3fV5s8gy5xRRAF3jlddyMhHWHSYcR57ExWJRxvTBwUGZUxEfIUVCcDi7qUcVZrNZGU/T6XSDTIz9Ql3A6DgjifJmErnBGn+aB4wKOnzb+4hIGCeAiniYO3wu95au1+uq3mafI2aZDujS64S+kxCSbLU6J2MG9Wi1PnNuOJzV1x0nlIz4qCuPj4+r+3E9iHh472SFF5Hkf//3f5fjeH3Nn1evXpWIma5/fX1dUBmz2awQDxFuqXlyeXlZosX67vb2trSPNWH39/c3YHP0sHN+sV+yca7njKiZyLmeZPfIxgTfeVZ7u8+kRRE5DJRIB41BfzcZmRqv+dTIPCNHWfRuZ2enisp4agnnL+fB2dnZho5nFCxL3SLplrPVK6Ksv0dHR5Ut5tc6OjoqY//u7m4jej4YDCqEFO1IwWV1zYODg2KvPX/+vMxZ6aeDg4PKLtCaRfKmLvH1ZG9vr4qSZzBirn1M6egzoo82st4bU06oQ7pSQ7allGZCW8pRhG5PrdcfWanJrk7CSK39b968qfSaxpa+u76+Lt+x+oGudXx8XM0p2j0OQXYkIpFTOl/C+UcEne7PtKH9/f0yFzVfvvjii2JjvXjxIoVDe91xfc5ScUj26ahH2txu5/p7drTGU+bJk3OWs4tlkFM2kqxp2ixfXFxUGz3vPA/xE+ZJ4yBik9HZNwF8kdyQsO1qy8HBQfUMGoSkp2dfcAOqwUUYqa5/enpaJjKfiZsPtVeDkTAJMpISks2JQWPbDbzlcllBA9UW5kpyUBI6zI1K1t98/7quFsOn0rH3STjZPT88YjMvL5usXYagvysa8J7jmUk2PyV+TzquHK7DOU0DWO0fj8eVcs0WebKQEqbk83e5XFbpEIRcR9RQWoe4O/RosViUe5GJOMvvub+/r/JZ3LgZjUbF6GJ+peYAnU6EFtLhxg0Dx0mfN8vMIdqWv+zzhBtQ6UIaxRz71E8Rm5s/Qpe9DczP5GfqNG7SWepI40Fj++XLlwVyNpvNNtJ6bm5uqpJW+v7y8nKDpZe6OIP90WH7+vXrcr4M+NPT06pkDuecj+2MJZyfu8YnDVYZNBzPXNe74I2Z06lL+pyuwLXA9XxEvWntyrt0yLZfP/ueMEs6kPx9cH7SMJdwvC4Wi+qzxgYdVWSg9nE2mUzKnDs5OSlpM0dHRxXsW+3SsRl8nPn40+m02tx7/9F+yUq/0TF+fHxcnFG6PlPx6BQm3Jabdd2PZYeYetWVk7ttvejzWhJRw4qlX/UeuqRrU8T+5dj3PF9ugBlMUDt4Ld/QOefAdDot7RmNRiWX+R/+4R/KZlPr3dnZWWGQPjk5KW3UvmQymVTrK+1/ss3rd6Zj6ljNLa65g8GgjH2Nd65dV1dXpe/39/fLNbRBfv36ddlADwaD0hbaSurj8Xhc5UdzrebfiNpm7gra+vH8zu2vp3DF9Hs2NWnSpEmTJk2aNGnSpEmTJj9CnlRn2b0xvktn1CiiZk9zeNqzZ8+q6CWJHCI2WdgI2dax8uLv7u5ujWDS80aiCNaPzQiAhsNh8egQOsHnJZmJe5R2d3dLpGC5XBaPDMnMCGPwflXfRTx4kdQWRrR1r9VqVcG7PfJ4c3NTeXYzwjRGMBgh5jPoOHrVCIPx+on0/PA99lGyouiZ15fECZxTXR7gLojiY+c4PIVC0jxeg2MhI0xiW/Xd/f39BryJpD6ELNEjS9g/2e7lwSTMkKgNZ6UmIRMZWP0eEXXaAeF+Do2KqFnn1+t1GduM6BCSxHmg8/V5Op2We2REeNJl+r3PbNiEx1Hvui4mdIwR3PV6XXQh+y2D6ko8ssxostdp9Cgao0Q6R8J1x6Nj+i6D12ssvX//vkItUW86WmN3d7di8XaPu8PIdF9Gu4g4IoIiiwoyupeRDTGVgNFxPUMWLc6gwQ6VdRZgv9ZPRTJyQX5P6YqCUe/q77bIPXU1dRo/c10gso1IgoiacZgR2PV6XcYkIzwk8MqirpqHJGbd2dnZQDKQWXsymWyMN47t6+vrjbWY59BeJBKJz6g2HhwcVDXPeU2/1uHh4Uak7O7uroJ/e8Rcx/Avr63zXDg/+yjqp9vb2/LeSZYocbs4g7EzSi1xG1bC72j7uS1EhBlTTmnfcC+k675+/braQ0U8rBuKLL948aKglnT/Fy9eVPsLtWWxWKRkYUTcaewpms31hukKRPyRwI9RaKYmRNTRYvY9dRn7hYzbfA8uXXZuhqB0IkQJP/O9d0mLLDdp0qRJkyZNmjRp0qRJkyYmT8pZpncxy5li/hcTwk9PT4v3R1j2f/mXf4nf/va3EfExfysiqqgPPY1ZjiZzJjMvj8RzBujp93IvJBNarVaV18rPp5eWuQi6F89fLpcbUfPb29vKG0rMfkTtyWT+AGuxMdrCvvESQyzJQ7IveqLlYWEZh9lstlE7lDlFjA4xLyIrKdF3YS4KvfDbcr3o7YqIjSiXU/M7iUrm6ez63yNifg16OD3Xy1EkzGnM8uVYfozkV8wvZluymqssrUFugSyywtxVjk0n3Ts8PCxjlJEPenazcimMfDByRg9/lm9GhAaJeagDdP9t+bt9FEY0OQ88n1HC772Wr4+prqic7pvlN2fkLhyvXVHsDCVC5I9+Pzk5KRE1PcuzZ88qvczIko7JUEBd6CF6/zOyQF4zq/vO5+Z65pEA6jW2lREGevG35TrzHbAt/tnP7/s8yXL0srxVvmuOx729vQ1dyT4jqU9GjuNcEFm0l5KhizSGTk5Oqjz+7L1mZVs4hsmXoWvRFnpKVEjPSP3rEUjei2WXWKZK8/Ty8jLlb8kI0Xxt0T0YGefa5aS3RHDxPdMOZbSUqMe+z5WIOi9+uVym3AiSLuKnjCCN+56My8L5lTLCPdoJWQk0jQFGcIlAVDT55uamoKrIG6P54HwtJAv+q7/6q4j4iJ6jXbdYLArhqnKL1+t1inrqWp8pLI+rPuD5bueSB2k8Hleoiswuyt5dJn6O71+5b1uv15Xt1vlsjx5hN+cmi52mzSfZNgeDQWGV/qd/+qeIeChM/f/+3/+LiAdD0hu5Wq0qEhUOTCalRzy8EGfr1XlqK5UyDRl1HiF23IBqsFDh8XkztjkafXzRPonYhw73icgZeCMeDBJnxOTEWq/XpY1kw6ahRPIzh6re3d0VOAvho2oD4XwcrCRi4jNK+q6wOQbJMJ6x9BKyQpKUDHKXOaYk3r9PVSIcI2w/lUm20eB322oa+r0IocsIauhoyGpNE97qpF1cjHyxyaCBdP44rG00GlXjXHOSjq+sLzKY23q9Lhvz2WxWPYN0kDvYJD8VB1OWwpNB0Mmqv1wuyzuUMXB8fLwBOeW13OmUjV2NFU8XcfZmzi2H8LnhTsgZf+caQQOMY9vTdvxaEofHunQ5VDnO/Rlp+HMdYgqUxi7XFhqsWU34xyBvXMdIPtmVLtVneDadERmZF+cLHemZ05x2RuaozZwgvrH2dC2HZmekhZmjicEPCY1lPq/XHta1dD0SSVK/0qbRvdzO4bP4+dn8ot3DtEKu9T7maQOyv7m+OsGYfndHoOaVRHORjutsg8yNXx9FY+H6+rpAjF+8eFEFxSLqcRWRrzMc25nd5teMqJ3mtKG6xpmvc7u7u9XGOSMG4/wk47dqlzOljptx6eXZbFbarP7ieNzb2yvn6VrD4bBsdofDYUVKqfbRUUR95WlmrMCzXC43apuPRqM0QMQUvAyyna3jrJPuacEesKTNPBgMnpSu0N+Z1KRJkyZNmjRp0qRJkyZNmvxIeXKd5S6yr4jaq3F0dFR27xcXFyUR/e///u/L7yRLkLdDXhNG5Nzj5nA9J1FyqKrDxzNvNL1BWf1HRqbpNXHvK/+yTePxeAMC4GU03BsyGAyqMjdZuZOMDEdtYx/d3NxUXiYJI2k8VhGx8/Pz8r0i3u7xygjLHN71U5CM1IvjmGQoWTmIDNbi5DoO+eyCWmeQlQzGrfbo/tn7yuBlXXBIJ4GQEJqZQWEeg62zrU5Mti2KrrHLkh2cfxkEl57ZDKlCxAzfKWHjEQ/lFOTpdti7E1isVqs0ytFH6YpcZZB4Rr6yWr4sV7Gt7q6THWWRI91rPp+Xz6PRKPVSS+itphCKqjF4eXlZjUP9zRBBTgymdlKvug7g/PZnlzDSyEihe/UZ+eoqq8b3yHmmzzw/ewbvR79Xl47h++pzaUIiZzJoZhZV6eoP6h6ez3vou2ycE3bKczL9SKQEo6eM8GboIEasHMqv6+kcwqQ1jrNyTfyd52Rzmsd1kQV5u6h3HI4bUduI1EFEFXIeZvM3qylL4fe0iZka0ef1RO+QUOKLi4sNuDPHNm0GvhfODX7nvzs6KSPY8/QJby/3FLw+I8sepe6yhSRElvjvjgRmDfHZbFai1Ew9zXR1lmLEfdHd3V1BQRDhyhQC77cuFC3tY6Z5MC3WCV95D0+VdfvZSQifsp5snUldOV0+gIbDYcnpYGH36XQa//zP/xwREX/7t39briFsvMPedE9CizhYfPNBhcgJQaVN6BJ/dzgdBzufsQu+wcHscJr7+/tiWLPuG/OyM3g4Xyg35npebko951riynM+n6cbBioNva+rq6sycQgTzIwXMmevVqtqIqpftjlY+iR8zqzub9b/XcJxmW1wafRmhk7m2OLc2bYoR9TQIkLwHH6kv9vescPPJNQfNKocwuNGgkOrCdGlg4lpFMwJ4jN4/s1TIGuETmeQKZ3/7t27wkAZEVXtT8+T8xyoPsPmJFyIM+fONtH7lHEUEVUeY7Zxpl7mgu+QLtbB5qaU7eY8IrwzY6nVczofhn7P0jeYnsGNEg0t3zT5RoewNP3OebrN0Zs9N4X3Ya4XKy1w/eXGP+sjwuOydBXqON/g9VW6DHcfF9yQda0t3NCxr722MM+9ubmpjMrMecJrOQSZY5QbZ25mCfvfBg+nMe1pEO7sYn9lsFjOycwxwDmdOaV4L+876hDvQz+PdrPOpzPM+8DnHMcEbcqIeqNDiG2fZb1eV9VYsrxYt0+za0RsbrxcF7qtxTXA1/bs/C7hPHCnjdrHMeT6kXPr+Pi47LEODw/LsVozr66uyno0nU43+Ia80oPrCjqCuXbN5/M095f6IwtoUsfT4ZDlSnP9dn1HHcl9JB1Gme7k+Ngm/bfMmjRp0qRJkyZNmjRp0qRJkz9TngTDjqi92IQIRzx4LxjCJ+ua4Neq4XV9fV1Fq5zwxmts0jPmUSp62XQ//n5/f19FRxkxyyTz4vLemSeC96BkcD/11/39R4a4iJrd29vH+3pEK+LBo+Qe54iP0UwSdRFqvrPzkTVR0eS3b98WQrbMKzocDivYXRYJIDQi64M+CsmEMqgv3y/HYPbeJN7/XYRQ+o6Rp20kKhTOMwnheh719HZ3wT8z7x6/57MxGuwpBPf391VUXnNG3y0WiwqFIjQHxza9wERdeE1YwpgYGeFnklawdrKnM1xeXhZP9+HhYWmXk/FFbBKX9Rk2l0WUOTazd+URINYjjqj7jB75Ll3KCIMi0lnEMoNZc/46UoHHqC3S9x7t0Xck4KIXPIv6ZUgm9lsW8crQIFxDGPWjRz+DyBJiresTep0RMrEmNPsu8/j783q7nZQmiwz2RTh2tz0nx1UGDY34qF+9/mw2tqnXdT3Wh+WxGWw/mw+M0HrkKGJzjfH1xMc71xC/H49lxCtDF2a6iH3yGMIng35GbEb81K4scpUhPBzmq3YTQUCb1iPLs9msSukgsrFvwqguYfIeTadt4QRo2buXdKWDZO+NyDbOo2x/ksGD+Y670D1ZWxnVpQ2uteXg4KCcx2iy7BNGg1nVg+uNj7HlclnZV0SxOqrJGa59Hvg+gigVtZHR4CxNI0MnkXmba56EiJWnssa3yHKTJk2aNGnSpEmTJk2aNGlisjWMkZEBMQ9JERNS6y+Xy6q0069//euI+Jifsbe3V1Hje64A88KYQ8b8C3rZ6EXzaIJHnrOcZEYCsgguPX70itCL4955et8ZNSARRUYCQLw/yzHQM6pj9JeEavREs+4cvbjMdVaugqLJFxcX1btRG7JIH6OdWdSeXuBtBDx9EHr8MqIaoi4YXWHEMvPeU9xLTuF9+XsWqYvYJOGiJ5voA86DzPPmUWY/R9fruhYRFiSiy8iEGInTuOXYns/n1Xj0Z2TE7ubmJiUL82h0xEPEWf2h9k2n0+p8n783NzflnR8fH5d7zOfzDR4Akt5Qb/RRSPRBPZIhhkhQwvlFUpeIh0gKy1w4gVBEPQYZeVJfc37Sc+1ebEbUuvgfeCzndJb3RemKYmTfeYQhQ0KxLUSbMGJOvZER0ZCwJSutwbU+oiZS0v/US04005XT14VY8VzOvkrXGPKIo/+m80jYmM2zjLjIxzCPJUdMxOZ67jnLnvPoucN+7DYEmq8nGeqJ16cucZJHSobAov7tiixzHmV5l/58fA4d6/quS+eTo6MLraVnY9Qw01d9FPEkMTp6d3dX9iVZLi15TrL37UgJ2t6SjNTLiex0LUmm6ziGeLznu/v5HEMSlu67urraIL/Ts0fUiKDlcrkxP/hcRBfp+l6GkOPZo+ck1bu5uSnrNveOEkfsEj2r7zIdk9l9jvxwBA5J+S4vL59kdz2J4KtrUGQbYNYCfv78efziF7+orkUjYzgcbrCE8oH5kFw4ODEorpTJWOhwZknGysb2ZJtt/p7BAXZ2dsqmlO3NSAZoGHLDyQVIvy8Wi6rvdCwH49nZWUREIRiaTqcV1IPtEvxaif80Jgln0f2d8TQzBruS9ftMXOSEEhKOrYi6zi7JceioeQwKlsHQdnZ2KgXt7IMcbxlJAqwDuAAAIABJREFUnUMvM8XBOekwUN7LSbm4OcyI8AibyeYUDWTf3HTBMUkEQVgQFSaNLhfOczr0pOhZ93I4HG44qAaDQRwfH0fEw2abCtrrn3KD1+eNckQ+HumEVD+zHjzHyM7OJgPmfD4v/T6ZTFIInoSOR24ICONmG0nGFfE0Ur2uTS3JuiIiTS/Ssdm851rsBgl/5/0zUj+HdGebfG6WMyZTVkHgu3S7wGHghM6zffqOz+BwWTrRu3RUX0R6RpsBSZau1TUGvP+4gabO6arOoHuwJj2d/rQ/6NiXZPPAofR8Fn/GrjWIDnifB3SIUq9wzc3uxfU7uy9JzKirMxZurh3UJewbH/8+9t1OdPI+rmO+JlF37u/vpzXN+yIisbq4uCjPf39/XznrIh5sYG6c1Z/7+/tpmhltf99ME+rvY5fjUG3xMcbjdIx/ztK1PGXG9zKr1aoiNd2WJvqYs7pr/0E9wPQ1BoV8D0boNO0yVhbJNuZsg2+odS0J28o5Tz3pc4o11e/v759EhNffHUyTJk2aNGnSpEmTJk2aNGnyI+VJkeW9vb2qPmjmqSDMQZ6Cr776Kl69ehURHz0ChJwyakPPtoRR093d3YoETNfMku3pDcpgsV1ezwwSwWsxQiTPSBdxWOaJEnzUIbH6XYQz9Krc398Xj9Hd3V05hpErEgyJXE2eI/dI8Vgl0OtYwvmyyAq9NfRO7+/vl/FB4jJK36FzEd1lWQjz1BhmiQN6nnU+67xGdEet9Tnz6nvJCf3NIGOOdvDv3QPr9+J84eenRoCycgmMkPAZNQcIa6cHlHOKUUtG5zzC6/fPiJhICpZ5LTnn1EYKSxtl8NQ+R8siangvxaObjo5g1NbXieVyWRAyo9EoLXXGSABh0K63HWZNL7Sf72Ql2djN4HxZOaiM2Ij9wut3wfk0nrMSQpxHPD9LV+B3GTHZzs5OVdKD7zKLrmUkKxnJEq/jUXvvD6KW+iha709OTtLnpA7h2Ga6lM8xkvbc3t5WZKMRdYqDR/GzdCJGeCUOi5bQpiAKTudk0VjCyHlOFo1lv2QRWuqSLDUhE65dTF9jCmI2P7v6IEODZAgtQlEJw2Zb2B+OWuzSrX0U2cDHx8eVHeJIB5LgenqNI8t8Xcig+hJea7VabYxdt+MzyWD/ThSr3zMEWoY0pC3j6UIRNRw6E86drO1E4XIfwP5gJJ/P6POCJJBcTzIb6u7uroqIEyWmdup3L5co4TzSXD46OnrS/mTrZpn5X1IWNPj0YMvlsnT+zs5OHB0dRcRDbWXHpjP8HREl3yyDXvIl7e/vl2PVIXzpk8mkCufrOLJtc7D5PbgR5Pc0FjKYNDcHGUxb/cc+4PUJrSZ7agZr3dv7WMtN/RrxcXG9vLys8jn9HLaPtdbYJk64zJCiItKxh4eHcXp6GhER33//fem3DDrYR2GfEaYuIRSYRifnT8YMS0Xpm9Isj6urXRyjXTXlaCBz3ruDibDYTLpgpDwv20xzPGXPyDnLcZUZYmxDxuJNmFMGB2T+33q9rvSNrsUFwusUEqLHRTRbLHwj1WfjJnPeZGzYnqPHc3yMLJfL0tfz+bywv0qXcl5xDGX5Tfv7+5Xxs40FmJ+zzVvXPOCzZBwa3k/6Pcstza5P9tKMIZY6iGkBhO1x7Pvaxe9osDAHrGsd9VQdrhEUz7+N2EyX6HNajzhEDg8PCxSb44l6PbOVVqtVOYZs5pkTlWtTtlmm0enzNKK257rWe+r9rL3Zhp0pXDTyCQn1cc7+YDsz25JQ82xzQ+g1nRKaRw7N7nIQRNTrd5cdlK3PfNaMi4HvKZuzfRe9i8lkUqVzeqoL319E7oiRUH9Sx2e6mk7dLB2F31NvZw4TboYzaDTnDq/hAZmITdiy2y/r9Ue+oSw/2iVLMaJO4HWzlCqtxePxuNjHXWl/7G9tlhUAZACvK+Dp7fPrqp+Gw2G1h8rqQ7v8NGZVkyZNmjRp0qRJkyZNmjRp8mfI1siyIsSTyaR4BxjpJPEToypv3ryJiIhf/epXBSqREYgQFkwPGb0Hn3766UNDB4ONOqskL2D0m14N9yjo2MybksFe6V10gjHdy70pjAQwqV33HI1GFUkZo8y6N+GA9Oh639/f3xc49dnZWSH4IkmIvEhk0766uirwxaw2IJ9d19rb26s8q5IXL16Uz4qyXV9fV/3xlAT6v1TJIJL0DtLjxegLYdj08EfUtd/IKJh54Rz6zJQJXV9Cj3oWTaK3lGgKplEQ6rqNhKwL2tLlqcyirhJGsRjNIiwviyRk18r6MIuG6Xk1/tVfhPsuFouN+xEVMJlMKu9zRhji0c++ShZRfCzS4l52jzzt7+8XnUNoFfWU5oPrbRInRjzA+/VeWHdb53OMsQ1ZpIBtoaefSKWs9meWJsHIVNc4JcIiQwRJ9vf3i0ed6y9RTXxGJzZyaDajN+wn9Qv1hl/TWVg95YPCKBprmvZRRLh5eHhY+urw8LAi+9Ff9dlkMqn0o+vg3d3dKsrsOtirMxAmnaW3Ze8zW+94D85fRnipzz1KTUSSR4g9+saoLOcMqxQQyaTzuZ5xPaAu8fSO/f39inHYkRBEcBApwWuw/fpM0jzag5xTjEZmfcNqMn1GKknfHBwcVPBbfRYBGKG+Ozs7ld6V0CZiCoLrJEeo0cZylA7HE98xkRBMZaSd70RWXK/YnoygVMfrWn6Or0dZGinHkyNSaN9kaxWvNZlMyv12dnbK2pOtjbQBiVjh+2LkOYPIc+/HeeZM5YwsP3V/snWzLAgQGZQ9n0V/9Xk8Hpc85c8++2xDKVPJECIsIaSNxbWp6PT7dDqtBquUi9rrypehf3/JmeGh8yJqaJMzqRFHr7+ECLlS56DgC6fhwZwD9pfuq3cwnU7Lpvf6+nrD+HEorfqIjHld+QmZIcVFg4XPtWHWZp1toYLpo/BdZbnD2aSN+PgOM3i+587outwsZEzQGVvjY2XRnDmQbckWY17LDals/HR95mLEOdFldLlQaVNvPAb7z/rIj6dhmbF08526Q4EQ3/v7+2pheSx3rc8QOhrbGbNmNvazlAF+TwfiZDKpNnK6l+eDSWREc/5xI+cGh+sxOmKzTXxWWjHLxeV4yeB6HOdku+X5NKS8kgONlPF4XNKZtjm6dJ7n9pMdeb1ep1DVLIUh0x9+LCHX2drEjU6fN8vv3r2LiId1VcGG8Xhc2QcRmzwuXJtZAjKi3jgxN1BzgOl1XQY09X6XEa/v+JlpZM6s6xw41KH6yzSJbINK/UG94BsdsvUS9krnUcZwPRqNNtI6fAPt6wn7y1MXfPNBeCk5MjIGZU+TcCHXQt8lc17TQSche7uXYpV0QYGZfhKxqau7PkfU9lNm3/B3bv74OTs2GwPuZM3WKf6m30ejUercyvR1ZrN0BTjcsafrqD8Fseb9/X24Y41rfZdtmaWCUIdkzi46q7dJfy2zJk2aNGnSpEmTJk2aNGnS5EfK1sjy8+fPI6KG5XjUVN/JCzAej+PnP/95Od89hWROpndPnob3799XsGEWXXdGwsFgUHnqvYYXSb3UTl3XIRH8zr08EZvwC17LGQnX63VJSl+tVhVTuETPcnh4WD2vrkOIbAbjYz1lXffDhw/lGhl08Pb2tkC2Wf8s835R6LWjJ1vXPTo6ii+//DIiIv7nf/4nIiK+++67yjvVZ28nPesZsZeE/evRJo/20stGVIWOYySAxzMaRERBFoX2CIDOz+Cl9Gpmz7MNAujnZQyqjArwHEIvGXn0e5GcidEOjm16h72feS2HYnm76V3mXGVkjNdnhD/z4nZFLvsmGVyS60kXGy/HJj3xfj7HDyFWhGFy7GltIdt1RsCXvRPC551ARudTHObFtcujEo5IISJhtVptRPKY9kMh0Q0jy4yIZfOaz+BRCdbzXC6XZd0mGmobBLBLnHTK4dt8RkZZ+ygfPnyIiAdkn1LayGBNoW4hlNTfxXA4rOaBxj7X8y4EjEM9M12dtUn3JzTSbQ7eKyOJI4qP85PXoE4lZNMjUxzPjMqzLi8/Z0SXFOp7j7Q5uojz298NU/WY0si1L0sXytZfXjfTFX0SpouR3d3H2HA4rOzhrhQf/VVfc75tS5ORePTS134J52FWaYFpd0StdaH2dD7nSRfCQdciIZpHazPkrf9O4fzzY/b29qp9j55X68ZgMEjRR4Sis61uJ2+TLrRARI1oyQj6MmmR5SZNmjRp0qRJkyZNmjRp0sRka2RZwnpu9A7SW8YclE8++SQiHjzAXvphd3e35Ewx10ueBpFbSEgu5RGvvb298js95sxlYASCXjanfPfImyewe/J4lj8gIdU/87YU1b29vS3kaVn+JPuWHtz1el28+oosn5+fl3vN5/ON/oyoPTOKeM/n860RMT67/h4cHFS5a5Kjo6NCpqB37yRmj+Wf/iUL8xW3ESPQi85IKT2cJDWgJ9DHKUkJOIaYW++EOxLPeyf6gAQiHA+ZB7vLs83xnEW06YVnHULN3ywa7Dk73sfUS46EkWR5eBrHvCbznxlxoQ6T3plOp+Uz9Yu/e7XFkTaMdtK73EfpKuXCd6jj2H9ZLniGSCBxkdaYu7u7ojMXi0UVsfISLV7uj/eQEOXjeWW8BiPeLGvIOq3U8VkkPYtmca5zPugZSGbDNZmlDjnGPHe1K2+MpEOcW5yrGXFRJo/l4fF5suh0Fsnvk7x//z4iHtbbn/3sZxHx8Mwa0xLWO2UJSvJZkOtiG2qCeuj+/r6yXzyinUWtdF1Jtt5T//F3ziMihSI2CeUyNBTFeVb4XVfkmBE96vjHUD4cu48RLjlygn+5/lP3UWeQGCnL0dZ35BSYz+fF3uujZKUamf8tGY1GZe6MRqM0R/4xm4NjjXqoCyWnc/guvebyarUq9gfXm4x8jnM22zPwfN6L32frDcdbllffhajg+awH7rqfqAs+D/st62+353Qv9rVHsb3dnL8ZRw3P75q3lK1HkJW6qw6j/urhx+NxIQYjoYJkvV6XgTsej4uhqcYeHR0VdlMaOru7u6WGJhdwdaTOYYdwQ+KTQNKlSLcRFnUtFrw/YTVOuDIajdKNjvrCN0ckfCBBl76joeMkIJx4y+WybNjZLrabz51BCdkHutfp6Wl5N4LuD4fDXkOAKF1QxmyjSeMlWyzd0JV4X9KImEwmqeFM1lQqCb8XjZiInGmxizDJn9kJHRxyxusTuvkY9Ief+aw0CgnddMZLJ4fomrdqVwYdYroEWd85F71fyDLL7x8jA+ujcLwxdcXTVJzga9s8IVv5fD7fgFZzXMxms+padFjo/Gyc8/3QeKGOdpI3LsCE1TmMUt9lhreEhFcZsRHHGM/lWpBtEriua13gnOU6xkoUdFZTr3gf8N3xXoTXZVB3knUSNpexFvdRRNh5dnYWb9++jYiHfpCDXe9vNBqVd0FCOsJ2OV84HjPyHPU570GCQ23YOHfoJOFmgePQ5xHFnTOZjdZFYsTzdB86ikncFVFvOrn2cL3rMuIz4TygXvBndR3v4s5fbjQiHtb3jBApc0avVquqeoMzzvdJMt2xs7NTbd4iHvpR9unh4WFxIEyn0410LXfa+RghjN43ra63ubaR8JHziDYLIdlOLKbn0O8ZLJ+O4Cy1gM/AtcPHpttKvg/gvotONl6LcGk9V+ZQpdDJd3t7W/Z++utkj75+c73h87h96/0WUTvBu6S/7tkmTZo0adKkSZMmTZo0adLkR8qTIstOzOAEHvSiHx4elnIHXcIkb3lRSSmewXdJSkFogzwEy+WyfM7qyzKay+vSQ5rVEM7IIRgpWK1WG14SJ0aRZ4YeFvXdYrGoPE1qNz1Oem56eQnJEHSd3ueMCGM+n1fRmwyakHnK6DXVMxAmfHR0VDyfgmOPRqPybh+DM/2lSxb5yiKi7F9C6AgfJdJhG6yX0KP1el15xhw6SS+6ru3t70JdZMQlT+kLnZN5KAkHzDy2FL8/n29bJD+L6mdRMC/J5dfKyFXm83kF7fVzPaK2zUvrfd/nucIIcKbfsogj+zYrl0ZduVgsis6RjMfjol8ZdciIi5yoz1NxIiKNLLu+jqgjuCQToX4ghDJLf+maD9LBjBpl0bUs2kz0ECMfuhYjkBGx8TvXeo8aeFqPpyCQeEjHORmPvncEAevW9jlVgbJYLOKHH36IiAf0lqL/fJ8kriHpmSOUSIJEu0jj9fr6unrHtFmy8UjUkr8PJ9Zh2k9WxoZj97F3zDUkS8sjQlG2kJ6b6ASOcYdjR2yWBNxm4/n6GrFZjjOL6jE6R/Shp2wwKjmZTKp55fOHSBvaqX2UDHGws7OzAdslDPvo6KisEYPBoMwpwp6z62YkVg7DzuYBdaGnCBDNQXQSbY6slGE2/3l/t7V8zNMu456iq4RsF3JSbSGCye3Uu7u7KrLt98qQFBEP41joPdlavm/L0pG4bhA9o/vR1shKRm6TrUdkUGLHq+svc7EEeWCeMDtMxx4eHpbPekjCZwjXW61WZWCTrY4bDnWaJsZisaggS1l+AY2XDB7KAcQ8Hm5EMoidJgQNoQwWcH9/Xxkc6nf2PQeN2qu+uLu7q1jA2Ub1C+swZzmaFA42tYt/qRCYe653pgWKOXl9ly6IVWZsc4GnIZjBgTKobmZMkHXRFaHfi8YyDaosX+UxyY7jouBK3TewmZHRJQ5b11/Ooyxlgs/N9+HsiNw4uCFEZ1NExOXlZYFy0dDR83Kz7DrHn4GQJu+zvol0k0OrfYGlfnUd4oYm3/tyuaw4GSIijo+Pi24ajUbVht1rp9KY53vL8iy9TW7IEEpHRl+uK3xGGjKeW88NBRd13ovj3Z1JhM3S4MjYcl2vuOFJw5/3pbHXBaF1Pen38nGg54l4eHd0PjzFuPlLFfXvdDotjnAatRrjdHiTT4Q6mONC84BjU/OE7NHkZKEjl/D9jI2cx/nc0me/FscmN7OZcDPszii/73g8LraIHPm8Np1lZM6XeM6kbxg4D5hLneVU87pMm2NqA8c84dcRDzpMQQiymhO2Lrm/vy82Xsae3lehTsn0Ne1T9etkMonLy8uIiGozlXGfSGgPRNTpVL4PcAeoO+jpiHKnulc0GY1GW/UrHYz+2fuINgah+l38TR4cpa72dku43nCvlEG+uQfT58ViUVXuUTu2pWFwTtKGo52Y1TBnGvE26a9l1qRJkyZNmjRp0qRJkyZNmvxIeVJk+f7+/sm7e3oHWfuUzJzyeJ2cnFRELREP3hZ5LeVZiKgTvgljYMSbRFYSRbkZzaBHnLA6Ru3ck0iPUleEIYscM3rG6EPmGVcEmWRlNzc35bmn02nlyY+oIySTySQlwLm4uIiIus4zvVcZfIPvgQQY9Lqdnp6WPiSMPqKO5NOr1kfhWMnIG3hcBuEhoRTHM9+PRxzpCWNdTcJTPOIpcfgKI9cUfveY5y3zLrqnL4s4c+xlsOoMYpN58V2ySJ6zUVIc+kuIu96NIjofPnyoIsseVXRvbgaxZfSQ86TPEFPpi9vb242qBxR6m+m5ZoQnQwzc3t5uQLcGg0EVSSB83mFxNzc3aQoOo9lk88zGYRc81UnzGLnSc/p9KY4+Yh9wTc6iHjyH6yDHvENQ/bqZ/t4GQdT5TAnJSFYYgWDbff6SqGY4HPY6sqx+WCwWJfKV6SwyYDNanNkvER/f13g8Tn9XX3ulDCdRdfJO1/3393VlA+pHr3jg1QY8ssx1g78zrY5VH1j73CPHg8GgispmqToSpkkxWikhCiWL8HLu0DZlZRlFlhm9Zx+p3YeHh4U0l4i/TL/oehEfWdV/CpIRIKr/uedYrVbFRiU6gmkoRLP6eOQa7YidbegD6kLa6EQ1ZOexjRyDnmrnyB09A8c8dSYjrXp27vcymyWzxWjb83t+x+d2ve3rAucGieoyyWDpEhIb+/zj3+x5u6RFlps0adKkSZMmTZo0adKkSROTJxF8+e7f88nco0fxEgb0Oh4eHpZog6KfzEVhJGAwGBQPiK41Ho9TD4hydOfzeZU8Tu+T5+M6bblHkT1/i3lb7rWgp5C5QPQSMbrHBHado/ufn5+X52Y+BT1Wip6T3EDHsQ4sSQK6vM9ZfTbJ3t5eFe1XxIbkK8yzeSxy2RfJSAUoWVTAaxjLw6h3PZlMynghsiPLFfEx5lEZjqesHJRHdRkh8LYzEuBoDPUFveSP5T8/lg/K5/Xcfx/D2TPw3VAHqb8ZaSB6hggLRXdU2/zDhw9VmZXMK8moQhZ1p+7Mfu+jfPHFFxFR51een59v1Pj13MFsbGmeDAaDMk+IPhIx0hdffFH0I+sdcz1g+cKsriVRURK2JeOtYLk2cncQEcS1LUPhZPwERJkw75PzyL37PDaiJu70SP3Ozk7pWyeEVPt4X67J/v7u7uqyh9vQK7u7uxXyiWiAiHrNnkwmTyr18ZcqHEtabxlFVnnG6+vropNYIo2oMV6T80jvW3m9zAMfjUYVys3tLs9TJCeAfqcupW3opHOeh5wJf+e48LxoXovPyPGY2TpZzqSjHNwe9LzPTIdl0WSWr8vQRREfI8oiyj0+Pq5Iv7iWe771er0u61VWWqpPkqFe1ut10ascoxr7JycnFQmt63iWrSMnEtGyRDpQN3vJTidL9LrB5GeK+IiG0nPwL20doqk4HnkObSU9m8Yg7dTlcrmx/9D1vC3+HGpXFsHN2sJzeU2uidI7tK90znA4rNY5RvXVFgrXSfajzvGSeI/J/29YpixETyGsh2zY2iwLljebzSpSDz0INwTcaBIuqTaQCEwK1aHNrhSpEB0SEVEv/J4Q7i9ib2+vTAg6EtTuxWJRrrVYLKp61hEPi6A+T6fTCjooIUmAhMQeZIjt2pD45kNtj6gXT31HErXhcFiUzrNnzzZquY3H47KwsT/6KBkZEA2DbAEm1IbHEl5KBe7vioYlnVnr9To1JLOF5TEl4wQ83q4uh0p2Xz4v27BtY67n8d/5nTuq/Hsem23iMwcZhQpcf7uOzeZTl7Hiuuz/a+/Mets4lihcskQOF8lxJNmWkdhAYiR5yv//LQECBAEMO5Ejw5GokUhquQ9Etb8+U0Mrvk8e1HkRxWWWnl5qOXWa1zpUnJycmFk3cOHzGudRGrIMQkYURMLn1Q8fPpTf+Dw1mUwKBe/u7q5jvFCBk0Ypg5g+7jgOVPTFwb6pc/Byuayc9Eigj+ucX6MaJ/45HWQVcVS6pu5rTezs7JT1ZrFYhIFxjq3otYMOMtdcNVAVXLd9/R+Px5Vz9BBBlq8d7KMsG3BKLoMd3DOWwk589gySOOiY+e+apqnmaqV8MmASOYpcf9QQjSiT0ViOSsPU2dY1M3LGed27u7uV6jTHn16HOsjad9nXGSji50xyROUfdMR43f4cGORzW0qdLw0wrFarUHl7iIjW2/V63bEz6Cfs7u6WtmyaprS1B52Wy2V5jwEqX3eUMh+VjvSt/3RW/S9LCHherjn+Xe1z/Ks+zbZALa+lbdvOvtQccwwOcM7l2OBxI7/JQSedf1lm6uvvcrn8rPikrrl9wTZetwYZ/L2HlPUkDTuRSCQSiUQikUgkEgnBVneakRulNfaBdGUW0zOzzAjm0dGRmVmhjlxdXVVCFB5dY5S7L6vr0RRSvzx6yP3GRqNRp6idol/MGjBS4hEQLThnNtX/jyKgpEi7QBAzy35Ni8Wi3Nf5+XklkkaaoFkdTbm/v+9QC1erVUhvjARqmqYpz2s6nXboftfX11Xm+fDw0Mw2UWmNzn7zzTf29OlTM6v3zh4imH3xqCXZB9EWUkrJ1aypZqs0Gj2bzarIWyR0R5BuyWilXouKb2n0jiUIe3t7nSyYlkVoNl2/sy2z3Cf0xOMxkh9FdPvozrqVgNJ9/fMPHz4USq9Hn8nw0G179Loi8ReFjsOh4qeffjIzs8PDw0pUy+d+L59ROiXpbcrWIOvC/+exmNUlZXs6nXbopRcXF2UOZz/nmPR5jAKG7APENoER3hfnCl6jg/0piuJzjYn6ENdGXZ8VjPRzuyKOb/bXSMCLaybHIbdD1PtWGrBmlnWP3ChDORQoO8xsU1bg7Dtvk8ePH5dnxewl5+0oG0QGGvstBbH8ua9Wq/K8mYGK6PVRNioS0jLrXy/0dR/jj7+NtnujLeTf0z6qmT4VXt0mzqSlejqHc5xx72PSR7ktEN9zm5f2FfdcdnDNo6BrtB3iEEHbge3O+cusLgVg+0yn02LvRs96uVx2mHy0y+7v76tyTu9vUR9iJpT9lvYJ58LIForGAdeFPgYp1xn/3/sj/Y9ISI9t59DxEPkXfexiZanofsrOCtYtNXmver9sT451jg1lW2pG/CHM163OckQtI0g74CTCGln9LieWaGJ4//595VSS3qsGCR1B1jpzv0HWL5N+oRQeGhRRPS8DBrppuKrsrtfr6rzqDC+Xy6oWST+/vLzsbKKt5/JBent7W51fO6NS3aL7dTA40TRNhz5MR2s+n5dnNh6PO7U88/ncnj17ZmZmx8fHgzZu/N51H2ql2qrhENU/RZRtTgJ0VCNnN6JZa81GNKlGNJSIrkyKD2uttqlCOrbV5EY0a3WWP/ebqBSECxRrvXSCp4O2Wq2KA3d6emr//POPmX1Sw769/aSEGtF1tYwjWkyie+C9DxEvX740s02gx+e1i4uLEoQgBSsaM1SQZx+J2pfBSC6EUfmKr1cMmPj5iOVyWY0TOm86ftQh0b5N1Vu+z9cM3pACq0aXXjMNHV6P30Pk6HC9IG0vCuRwLWeQLlpz+JyiMgquw1QtVmeZDvKQ65XN6v3IvS3//vtve/funZl9MtwPDg5Km3z8+LE406QY99EpWQ5g1q3x9dfz+bxcD20WOoJ+PdGY0jlfS9KIvrmPBjADLkrDVRsxCnaxD6pzwzFJSrc6Y37ffiwmTzieGESP6lz9L+2G0WhUaPZes0ytBZaoTCaTjuPNckMGUIYMlqltihDbAAAQyElEQVTQJ2CAggGoqJTQa/e5VnBt0bI3f8/np8lk0tk9Zmdnp/JfNAhKm4OlEyx1oTOs64Lfm75muWRUQqDOMsuJzGpFcQZi++yXyEZj3+c9qK+j5QpcT6IyHa71Ov41wM31M7oHjtWHOMvD9WASiUQikUgkEolEIpH4QjxY4CvKFkWZnOVyWSmaRWIlzHh5ZMYjPMfHx5U6GlVrlf6sGR7NvlEdldGUnZ2dEsmhGnafOrCfi8Jk/K5mgdu2rSjVvAa/F0ZTGOXx99hu0V7QjNYw26Jq2IzAKP1VqdyTyaS0y2g06kTVKJAxn88LzXo8HpdrZ5TKo3UHBwdFyG3o6KNa+2fR58zgMuLOCGUkxsW+zxIEzTwpPZmRdv/LKDt/r5kl3gMpsBqdjNpiG1U1ioAqtUizEToX9YmvaLtFwidKr/I57OPHjx0BKkaESZ+K6JO8777ILL87ZOEiijW5ou/z58/LTgjezqenpxU1zOc/3ZvYrKassb9QQNHBOZ7g/Ojfv7+/75S8mH1SLGUfYqYuYo5Ec61SPgnNWDFzwvHXx1jR7DuzfxROiSjZSh+NSh+Y6YvKPzhXRPuAsl39NdWNR6NRoUdGtPghs5TMrMo2+dg4Ozuzt2/fltdmZt9//70dHx+bWa3mH+2dyvalfcOMSrS2MKtJUCxM2UW7u7vl/GSwUYE+KiMzi+fIiDkSZXs5h3OOpvAY52gtbaAAEUW3ouwZBZVI+WT2jutRZC+yvfzZzGazkln2MaBrciRYxHtgKR4zzUMDnz9tcN3H2qxmVLLM021UZ1ReXFz0MhXM6jWobdvy3CjCxudDP0MzpTz2arWq1galfzNjzr5NNgipzRE7qK9sgOKRjkjBnojWXD4HzvtcY3TvZF2zKXas415VuCMx2chO9uvQ9qKNwL7Sh/9Mw1ZD0C/EG+T6+jqsFyNNk0aEPxSfII6Pj8vv27atFkvS5fQazLo1WKQ+3N7eVirZ2kG4NUUk987XarzoRtc0Ti4uLgqlk4OYg0AVR1knMB6PQ6OK9dt8DlFQg4sVOxNpF2Z1HR5BY9+P9ezZs+IsTyaTqtbAr5t0OZ9IhoiINkxjOHIISd3kYuogXWtvb68y4nlM/5wLb0Rf2eao+u/8Pf9uX71TRHuJHMWHgPejtTVRHeQ2RPXLWoPt39NJlTVsfI40Bt14oYOm20f4ew4+c84lGtAwq8fyEMF5yNvy22+/LeUaTiNdLBbVokm6IstSzLo0Lx1zNGRpUPC4Djp/WuPuoGPg98MdHFgSw7GuAcs+Zzmi2PU5CexPUSmHzxlt21bbg0R1m9wiKtoikfMTjXEaPTpGSXWNSj5Go1FZ32ezWbXmMYitvx862Ee8He7u7kq5wp9//mlmZk+ePLEff/yx/M6f69nZWVmPaXRzHESBhyiozqARyw58/NLG4/zKhAWN+IiG3VcC5OA4iF7TFmIAmEkZ/01U2sD7Z71vpI3D9oycNd4r14i+kgs/rz/ng4ODqhTOjx/Zc5yDHCyDXCwWpRxliIgcrtVqVfq++xHqZFFjyOcft0+Z4GN/8PdIFaaDS4eLjjnLSThm/Lr9WE3TdMaZn8OPT2dZa9j77C7aQlEb0L/wY7FdmIRkIo5BIV+TWSMfrSecK6Jnp/aeBpV4j1FpYl+iKnqfQeHLy8uye8Y2DDtEm0gkEolEIpFIJBKJxBdga2b5oVkieu7r9ToUr2K0JKJLegTmyZMnhbLbtm1Fi+Gm92bdonvNBFA0hGJhzOZ6VOTq6qpEWEh7YSaClDFuBq/Uv9VqVaJa3DuMFIQoK8AsdyQgFGUCKRpAalAUWSGlm9lrRpGiSDP3mHv+/LmZmf3888/lOZFe4ecajUaF4vKQPcy+ZnB/y4haHT0LRvwYwWRbMcqttDlSoMnQYLSS/SXKWEbXQrozX2sUzz/n+PDvfUl2VKOVfi/M8G5T/H306FF1LXrdpMVGgg4cjxx/u7u7JSLMZxQp8+t+6X5eZuKjrALvYchjxduqaZoqou9CNhS08YyIlsdoNokZJkbMWRbUpxSvKrr8Pc/Bfun9ZjabhSIoEUXy5uam0x/H43F1XvZTHQfaRzSLxXWaa5tnk5lZJjTr5+3J42nmarVaVSyyiMnEMbttjptOp1UWLcp28N4jcZchgvfJzJFTsn/77Tcz25QweGb56OioYsZ5+3jGRPf15v6uDtofvAalzzP7SVqqZo38dST2RTshEo9jRi/6nP2UGShmXZWdQFqtrr/+l7ZjVObgYN+PhKDW63UlFsb1mefwvyxHJP3a748sFT+ulkSZbZ6zz53n5+eDFvhiaYm/vrq6qmx6s7r92GacsyjwxQyx2sDMjpLKe3NzU15HmeWmaYpf5O+xzJTK3E3TdEoINCsb7akeZX6jzDLBvsmdBzj+ON97e7O/k2atmWW+R5tLyxb8vYhJSAYHyw6+hHUUrbMUdN2GzCwnEolEIpFIJBKJRCIh2JrGiGqmNMptVme+VN5feeeMHjBb5NGNw8PDSvDKo6nr9bpkHpg9YC0BI3kORpEo7a4F323blshPlFFnDcu///4bZtL6RL2YgWC7+n1rFJ3bAj169Kja6iMS04gyccxqsKaINX2M5JvVohb8nO15cnJiZmavXr0q7X1xcVEJevhfjz5rxnpoYITK75m1qlEGmL/ra5tIH+C/ZFSYLY5q0aPonlmcHWMUj7/T8a3bI/BcUe2Mg1mu6Pi3t7elj3HsRXMBM8sO1uuzXsWxXq9LZHV/f99OT0/LfbNWz2wzTqKtBqLMF9syqutkO3DcDxGsySKLh5oJZjVzh23GmuRoLmXmmWsIM2MUC9Prms/nlbCYH4OiXv7dm5ubko3gM+OcyfUoEoFjdo1jQfcj1nmDW4T4973vXV1dVXvvmm3YTcxSU0NBWSjsu8zEfS4rwPHHDAfXdz8WsyleK8jauEgHQBktQx4nXK/Zv/25/vHHH2Zm9sMPPxTW2osXL4p95O1rVouKKiPBz2FWj0n2R2oCUCDMoUI5fp2ci8m4UVEuZrnZz9nfo3WMfZc2EQW+NNNHu4/om5NVRImIxGbNalYU+2zEDuRc4ePg4OCgs/cvf69MAM2uk0XStu2g91kmk5NZT50/1fbw123bVoK1ZrGIpNmnNYJCXboHufbHvb298iyYLfa/s9msPOv9/f1yvfP5vBrDZl27i++bbfpCtB5EulEUmWNmWc/nbejHdf+IAsXq72kWmd+l/oujTz+Bz4w1y1ybVCuB65Uyznhc/y7nhf97n2UO7G3GoX6XjnO0GPvNU3TCJ8y9vb0iHMV0PxuPVGJ/ELx5TsiRw8GBw8WaIihaNK6Tn3cKOsZcNKi4t83RIXWIhhQ7K4Ui1HlhgT0V80hX5Pn9XDQcSRUh3YfBELMNRejXX381s40QW6Sq6tfC3/tvhwoaFg62e0TvZ+BDqY96XLOu0I3S0xw8llJc9JikS+p5HNv2p4uMDKVuR0ZCNBdEgi2ciGm0OUivouGws7NTzRFmtbOsRpf/xp2fo6Mje//+vZltjJeoHIH7J6paNo02bVM/Vp8ozZBp2AxWcm7QxXw+n5fvtm0bzsFUr4wCJnRqSU91JeGdnU/qwVw0lf5mVivgRmIm0R7AnEs571JsiGKInPv9uH3jTKnTFNqiEIw7UjQKI6eX90vqIJ01tnFU5qHiS36vHDu+1tLw9GdDOiED0NG8dXt72xuUGwKigAoN3L/++svMzN68eVPEvg4PD+3o6MjM6oAl53iu0f68lRrq56IaNnckMattsdVqVZ4r5y4azX1K62Yb+4jjP3KW2RfYHpEzq0EpRSQcRoXuiJJN29LPqTRrdWRouGvQQwN+TdOUkrb9/f3SnpF4Hh1+Ulw51km9HzL8nnXveO3bKpzJ/qR9yJ1mszroE+3OMJ1OK2FbBiH9Wjj+tG+raj13yPE+4OOSfYznon3E/sx1SscCxxGPy88jZ9np/Tc3N5XPEwUMuDbRT3BEattcR7nWU9jM8blEEu8hmku8zfy4D0lCDTfdl0gkEolEIpFIJBKJxBfiQZnlu7u7MLrXlzVidCGS598mNkS69MnJSSVcoFkZj+qYbaJA/rlHY5hpVXqZCmRRkEopnWb1XprMmO/v73doCsx6MCrIiDyzDn5dmlHwa41oBowsMZO4Levn9+HH8ogxxT5ICffr9fdev35tr169Ksfh3soq8kFK40OF4r5WsL+5sBsF1KJoNrNNjGxF4hPR//pd9k1lF2jW1RFFwTk2eCxmgHlejepp5iq6xr6yjmhbgT5xJn8vot0wa8fsIdtFs1xN05Q9S09OTkpm+ezsrCM6wcwLswakFjJyyq0myDjxe4iEjYaIiFYY0bA4NszqyLJmcDmX8rsUd2FWJsrgcs5j+2smgEyHxWIR7uNJijHHv5Yp9GXRIuEiZXVopL6PdueZF4re9K0L/pvxeBzSEPt+x6ycZoG5HeNkMiljLhKyibIfvC6OOR53iIjmV4pueb97+/ZtoWR/9913xX5pmqZsx0ZRrt9//93MzN69e9d5xsw839zcVLaB9tO7u7vSt2gXUSiI6wLncL83lqmxzEW3sdkmyqUlaf4+25Cf99E0o/ZWe1HnqN3d3Uq8VsXESGvXUji1Pff398vWqfP5vPyO2fmILblarcpz8HLFxWJRCcr2jdshIGKdMbtJezoS+KJfw+0h2Z90u1plZ0blVlFmmdfA+Z3X4mNisViUOZLM1+gc7K9cAyJfguCa6PcW7fPM7HdEw+a8EbGO9Nno+e/vP4kY8tlEvgzHDn2KbSWG+prv/dfSxgfXLEeTjEMnIU6OSgnVDdbVOWD6fTab2YsXL8xs86B8n0GfGMjrZ2eM0uukvVKlk/QKGi2qRKp7gJFqpgbcZDKpHEmlw3DCY9tGtURsW94bHfDPURKimrrZbFYoJ6wlJPXB28OdiF9++aVQvTjQl8tlp957MpmUY3GyHyK8nc7Pz0u/0bbkX7NunbKOA13stylBc0Kigxn9Pgp2sQ8SOpkr+iah6H6j/5Wmrb9TapM6/H1tRGpRVLPHCdoDHbPZrBiYr1+/LuqIb968KfQjN25Yt6TUQH8vogaydp/GIGlIQ3aW+bxIx9y2nlCTwcw6xgmNFzqS3J/S51/uIx8FRDkmuU5FJQSXl5cVLY1zv9mmP/l7XOQZRInuIRqffg6zeu2I+iD7uc/JbdtW5UpcI3QM7+3tfTbIyfNGFFr2dzf6WJ9H2m4UUDSzcC3n+B6ysxwFFdUOMDM7PT0tytgvX74s6/TTp09LG/vfx48fV8/HyxF8niPdkmUqLNdi+Rx3FtE+RMN+PB6X77Zt26Fh81xN05T5WM+pbUCKf7QORWWBZjXFXYOgBIN41FXgvte0AR2kZtPJZ+LBv+/3Op/PS6BjOp121u++9f36+rpysMw2trEH7Nfr9YMdga8RkXPIMhSWVdK/iEpKObdEQVufS9mmGtTV/kifhPR59jc64+xvmsji2IjKunhcLeWJ+nc0tzMgRGq1Bme1RrwvwePv6VzO77INtSRV20vXiCiR8zkH+HPXuA1Jw04kEolEIpFIJBKJREKwM2SaRiKRSCQSiUQikUgkEl+CzCwnEolEIpFIJBKJRCIhSGc5kUgkEolEIpFIJBIJQTrLiUQikUgkEolEIpFICNJZTiQSiUQikUgkEolEQpDOciKRSCQSiUQikUgkEoJ0lhOJRCKRSCQSiUQikRD8D6jmIrT6LaT9AAAAAElFTkSuQmCC\n" + }, + "metadata": { + "needs_background": "light" + } + } + ], + "source": [ + "def plot_image(image_id):\n", + " # функция рисует изображение номер image_id\n", + " plt.title(names[y[image_id]])\n", + " plt.imshow(255 - lfw_people['images'][image_id], cmap=plt.cm.gray_r, interpolation='nearest')\n", + " \n", + "def plot_grid(image_ids, nrows, ncols):\n", + " # функция рисует изображения с id равными image_ids\n", + " # в nrows рядов и ncols столбцов\n", + " fig = plt.gcf()\n", + " fig.set_size_inches(17.5, 8)\n", + " for index, example_id in enumerate(image_ids):\n", + " plt.subplot(nrows, ncols, index + 1)\n", + " plot_image(example_id)\n", + " plt.axis('off')\n", + "\n", + "plot_grid(range(10), nrows=2, ncols=5)# первые 10 лиц" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "0-Sfhpzcb_gL", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "69a04fad-0dbb-4fb5-9138-44e0236baae3" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0.4240506329113924" + ] + }, + "metadata": {}, + "execution_count": 19 + } + ], + "source": [ + "# Без уменьшения размерности\n", + "\n", + "knn = KNeighborsClassifier()\n", + "knn.fit(X_train, y_train)\n", + "y_pred = knn.predict(X_test)\n", + "accuracy_score(y_test, y_pred)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "4y7BLfNHb_gK", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "5ba94713-f952-41ba-d2de-ab578bdbcaef" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0.6729957805907173" + ] + }, + "metadata": {}, + "execution_count": 13 + } + ], + "source": [ + "logreg = LogisticRegression()\n", + "logreg.fit(X_train, y_train)\n", + "y_pred = logreg.predict(X_test)\n", + "accuracy_score(y_test, y_pred)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "7rWNU5PAb_gL" + }, + "outputs": [], + "source": [ + "# !pip install catboost" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "eieilntYb_gL" + }, + "outputs": [], + "source": [ + "# from catboost import CatBoostClassifier\n", + "# cat = CatBoostClassifier()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "Y3tnrzJub_gL" + }, + "outputs": [], + "source": [ + "# cat.fit(X_train, y_train)\n", + "# y_pred = cat.predict(X_test)\n", + "# accuracy_score(y_pred, y_test)\n", + "# 16 часов, ммм..." + ] + }, + { + "cell_type": "markdown", + "source": [ + "Ну в целом неплохо..." + ], + "metadata": { + "id": "M_k73-I_A4lT" + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "fHaRwIBQb_gL", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "91a1714d-71bd-4c80-c8bc-7bedde7c0f99" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n", + "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 5.0min remaining: 0.0s\n", + "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 5.0min finished\n", + "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n", + "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 4.9min remaining: 0.0s\n", + "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 4.9min finished\n", + "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n", + "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 6.0min remaining: 0.0s\n", + "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 6.0min finished\n", + "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n", + "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 6.1min remaining: 0.0s\n", + "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 6.1min finished\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[(0.1, 0.70042194092827),\n", + " (3.4000000000000004, 0.689873417721519),\n", + " (6.7, 0.6814345991561181),\n", + " (10.0, 0.6940928270042194)]" + ] + }, + "metadata": {}, + "execution_count": 12 + } + ], + "source": [ + "scores = []\n", + "for C in np.linspace(0.1, 10, 4):\n", + " logreg = LogisticRegression(C=C, verbose=10)\n", + " logreg.fit(X_train, y_train)\n", + " y_pred = logreg.predict(X_test)\n", + " scores.append((C, accuracy_score(y_test, y_pred)))\n", + "scores" + ] + }, + { + "cell_type": "code", + "source": [ + "plt.plot([x[0] for x in scores], [x[1] for x in scores])" + ], + "metadata": { + "id": "xea64nCVFotd", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "outputId": "ad943a7e-629c-40e1-89df-37abae179c86" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 13 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "# константное предсказание\n", + "pd.DataFrame(y_test).value_counts()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "5A8KME_xp760", + "outputId": "29125b0c-5605-4eb7-b6de-259850a5075b" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "8 113\n", + "5 41\n", + "31 34\n", + "7 29\n", + "9 22\n", + "3 18\n", + "19 17\n", + "13 12\n", + "14 12\n", + "17 12\n", + "25 10\n", + "23 10\n", + "22 10\n", + "15 10\n", + "4 9\n", + "26 8\n", + "1 8\n", + "33 8\n", + "10 8\n", + "20 7\n", + "21 7\n", + "24 7\n", + "28 7\n", + "2 7\n", + "12 6\n", + "11 6\n", + "6 5\n", + "30 5\n", + "32 5\n", + "0 5\n", + "18 4\n", + "16 4\n", + "27 4\n", + "29 4\n", + "dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 16 + } + ] + }, + { + "cell_type": "code", + "source": [ + "y_pred = [8]*len(X_test)\n", + "accuracy_score(y_test, y_pred)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ueBK6Wo74qr-", + "outputId": "4103383a-17a6-480f-df3d-32b7a767d612" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0.23839662447257384" + ] + }, + "metadata": {}, + "execution_count": 21 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Точность константы - $0.23839662447257384$" + ], + "metadata": { + "id": "jAZ-vpdpmti5" + } + }, + { + "cell_type": "markdown", + "source": [ + "А теперь уменьшение размерности" + ], + "metadata": { + "id": "_8JjPugxg9Ii" + } + }, + { + "cell_type": "markdown", + "source": [ + "SVD" + ], + "metadata": { + "id": "WzZa-ge2lAX3" + } + }, + { + "cell_type": "code", + "source": [ + "svd = TruncatedSVD(n_components=2)\n", + "X_train_svd = svd.fit_transform(X_train)\n", + "X_test_svd = svd.fit_transform(X_test)" + ], + "metadata": { + "id": "DtSwNHhYCB8A" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "scores = []\n", + "for C in np.linspace(0.001, 100, 7):\n", + " logreg = LogisticRegression(C=C)\n", + " logreg.fit(X_train_svd, y_train)\n", + " y_pred = logreg.predict(X_test_svd)\n", + " scores.append((C, accuracy_score(y_test, y_pred)))\n", + "scores" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "NTfzH-fraz-h", + "outputId": "395b957e-0a18-440b-e388-22f3cb399c2a" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[(0.001, 0.23839662447257384),\n", + " (16.6675, 0.23839662447257384),\n", + " (33.333999999999996, 0.23839662447257384),\n", + " (50.000499999999995, 0.23839662447257384),\n", + " (66.667, 0.23839662447257384),\n", + " (83.3335, 0.23839662447257384),\n", + " (100.0, 0.23839662447257384)]" + ] + }, + "metadata": {}, + "execution_count": 7 + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.plot([x[0] for x in scores], [x[1] for x in scores])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "id": "UZZDDGLhonCP", + "outputId": "eeb69c68-8758-425b-9025-5ad122d96d88" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 8 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "print(y_pred)" + ], + "metadata": { + "id": "DB2dmQs4f_so", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "e215d178-0fd4-48a5-ac2d-e5824d9f7d6d" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", + " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", + " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", + " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", + " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", + " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", + " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", + " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", + " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", + " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", + " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", + " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", + " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8]\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Интересное наблюдение - логистическая регрессия просто выбирает самый популярный класс и везде его ставит при малых значениях компонент (в пределах 10)" + ], + "metadata": { + "id": "KLwFUZ7Vb78Z" + } + }, + { + "cell_type": "code", + "source": [ + "svd = TruncatedSVD(n_components=2)\n", + "X_train_svd = svd.fit_transform(X_train)\n", + "X_test_svd = svd.fit_transform(X_test)\n", + "scores = []\n", + "for n in range(2, 502, 50):\n", + " knn = KNeighborsClassifier(n_neighbors=n)\n", + " knn.fit(X_train_svd, y_train)\n", + " y_pred = knn.predict(X_test_svd)\n", + " scores.append((n, accuracy_score(y_test, y_pred)))\n", + "scores" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "rtOuOkxqkWcL", + "outputId": "ac440f1c-df72-48ac-b7a8-e176de778334" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[(2, 0.09915611814345991),\n", + " (52, 0.2109704641350211),\n", + " (102, 0.229957805907173),\n", + " (152, 0.23417721518987342),\n", + " (202, 0.23417721518987342),\n", + " (252, 0.23839662447257384),\n", + " (302, 0.23417721518987342),\n", + " (352, 0.23839662447257384),\n", + " (402, 0.2320675105485232),\n", + " (452, 0.2320675105485232)]" + ] + }, + "metadata": {}, + "execution_count": 10 + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.plot([x[0] for x in scores], [x[1] for x in scores])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "id": "0flToZNWoqaI", + "outputId": "94890f22-7e05-4c05-cea0-960dc3b3b5d2" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 11 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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6bUQkqynox+GN1nbcdaOUiGQ3Bf04RAYfHahnxIpIFlPQj0NjNMbiOdOZNaMk06WIiFyRgn4cBh8dKCKSzRT01+hkezcnO7pZq24bEclyCvprNNQ/v0hBLyLZTUF/jSLRGMWFRl21ZqwUkeymoL9GjdEYq6rLmVpcmOlSRESuSkF/DQbizp5WDcSKSG5Q0F+Dw21dnO8d0ECsiOQEBf01iLRoIFZEcoeC/hpEWmOUTS1i6ZwZmS5FRGRUCvprEGlJ9M8XFGjGShHJfgr6MbrYO0DTqU71z4tIzlDQj9Gbx9sZiLuuuBGRnKGgH6PG4I5YTU0sIrlCQT9Gu6MxFs6cRlXZlEyXIiKSEgX9GA0OxIqI5IqUgt7MNplZk5k1m9kjI6y/3cxeN7N+M7t72Lqvm9leM9tvZt+yHH64altnD8diFxX0IpJTRg16MysEtgF3AnXAFjOrG7ZZC/Ag8Mywfd8H3AasAd4LbADuGHfVGdKoGStFJAcVpbDNRqDZ3Y8AmNl24C5g3+AG7n40WBcftq8DU4ESwIBi4NS4q86QxtYYhQXGexdUZLoUEZGUpdJ1sxCIJi23Bm2jcvffAC8DJ4KfF9x9//DtzGyrmTWYWUNbW1sqb50RkWiMFfPKmFaiGStFJHdM6GCsmS0DVgE1JL4cPmRmHxi+nbs/6e717l5fVVU1kSVds3jcaYzGdFmliOScVIL+GFCbtFwTtKXik8Cr7t7l7l3Az4Fbx1ZidnjrnfN0dPezXkEvIjkmlaDfCSw3s6VmVgLcCzyf4vu3AHeYWZGZFZMYiH1X100u0I1SIpKrRg16d+8HHgZeIBHSz7r7XjN73Mw2A5jZBjNrBe4BnjCzvcHuzwGHgTeARqDR3f9pAj7HhItEY8woKWTZ3NJMlyIiMiapXHWDu+8Adgxreyzp9U4SXTrD9xsAPjvOGrNCYzTG6poKCjVjpYjkGN0Zm4LuvgH2nehgXe2sTJciIjJmCvoU7D/RQd+As65W18+LSO5R0KcgMnhHrM7oRSQHKehTEInGmFc+hfkVUzNdiojImCnoU9AY1YyVIpK7FPSjOHe+l6PvXFC3jYjkLAX9KBpbB2+U0kCsiOQmBf0oItEYZrBGDwMXkRyloB9FYzTG8rmllE5J6d4yEZGso6C/CncnooFYEclxCvqriJ69yLkLfZrITERymoL+KnZHzwHojF5EcpqC/ioao+1MLS5gxbyyTJciInLNFPRXEYmeY/XCCooKdZhEJHcpwa6gtz/Om8c7WKvLKkUkxynor6DpZCe9/XHWLVLQi0huU9BfQSQYiNUZvYjkOgX9FUSi7VSWllAza1qmSxERGRcF/RVEoudYVzsTMz06UERyW0pBb2abzKzJzJrN7JER1t9uZq+bWb+Z3T1s3SIz+4WZ7TezfWa2JD2lT5yO7j4Ot51Xt42IhMKoQW9mhcA24E6gDthiZnXDNmsBHgSeGeEtvgt8w91XARuB0+MpeDLsibYDaCBWREIhlZm6NgLN7n4EwMy2A3cB+wY3cPejwbp48o7BF0KRu78YbNeVnrIn1uDUxJqxUkTCIJWum4VANGm5NWhLxXuAmJn92Mx2m9k3gn8hZLXdLTGuq5pBxbTiTJciIjJuEz0YWwR8APgisAG4jkQXz2XMbKuZNZhZQ1tb2wSXdHVDM1bqbF5EQiKVoD8G1CYt1wRtqWgFIu5+xN37gZ8ANw7fyN2fdPd6d6+vqqpK8a0nxvH2bs509ah/XkRCI5Wg3wksN7OlZlYC3As8n+L77wRmmtlgen+IpL79bBRpCR4dqDN6EQmJUYM+OBN/GHgB2A886+57zexxM9sMYGYbzKwVuAd4wsz2BvsOkOi2ecnM3gAM+LuJ+Sjp0dgao6SwgFXV5ZkuRUQkLVJ6Pp677wB2DGt7LOn1ThJdOiPt+yKwZhw1TqpIS4y6BeWUFOleMhEJB6VZkv6BOG8ca9eDRkQkVBT0SQ6e6uJi34CCXkRCRUGfZPBGKQW9iISJgj5JpCXGzOnFLJ4zPdOliIikjYI+SWNrjLU1mrFSRMJFQR8439PPwVOd6rYRkdBR0AfeONZO3NU/LyLho6APRKLBHbEKehEJGQV9INISY9Hs6cyeUZLpUkRE0kpBH2hsjanbRkRCSUEPnOro5kR7t7ptRCSUFPRc6p/XGb2IhJGCnkTQFxUYNyzQjJUiEj4KeqAxGmNVdTlTi7P+KYciImOW90E/EHf2tLaztrYi06WIiEyIvA/6I21ddPX0s652VqZLERGZEHkf9Ls1ECsiIZf3Qd8YjVE2tYjrKmdkuhQRkQmR90EfiSZmrCwo0IyVIhJOeR303X0DHDjZqYFYEQm1lILezDaZWZOZNZvZIyOsv93MXjezfjO7e4T15WbWamZ/k46i0+XNY+0MxF0DsSISaqMGvZkVAtuAO4E6YIuZ1Q3brAV4EHjmCm/zVeDfrr3MiXFpxkqd0YtIeKVyRr8RaHb3I+7eC2wH7krewN2PuvseID58ZzO7CZgH/CIN9aZVJBpj4cxpzC2bmulSREQmTCpBvxCIJi23Bm2jMrMC4C+AL46y3VYzazCzhra2tlTeOi0i0ZjO5kUk9CZ6MPbzwA53b73aRu7+pLvXu3t9VVXVBJeUcKarh9ZzF3X9vIiEXlEK2xwDapOWa4K2VNwKfMDMPg+UAiVm1uXu7xrQnWyNg/3zNQp6EQm3VIJ+J7DczJaSCPh7gU+n8ubuft/gazN7EKjPhpCHRNAXFhira9R1IyLhNmrXjbv3Aw8DLwD7gWfdfa+ZPW5mmwHMbIOZtQL3AE+Y2d6JLDoddkdjvGdeGdNLUvmuExHJXSmlnLvvAHYMa3ss6fVOEl06V3uP7wDfGXOFE8DdaYzG+Pia6kyXIiIy4fLyzti3zpyno7tfA7EikhfyMugbWwdvlFLQi0j45WXQR1piTC8pZPncskyXIiIy4fIz6KMxVi+soFAzVopIHsi7oO/pH2DfiQ7WLVK3jYjkh7wL+n3HO+gbcNbpRikRyRN5F/SDd8TqjF5E8kXeBX0kGmNu2RTml2vGShHJD3kX9I2t7ayrnYmZBmJFJD/kVdDHLvTy1pnzun5eRPJKXgV9Y2s7AOsV9CKSR/Iq6CMtMczQjJUiklfyKugbW2MsqyqlbGpxpksREZk0eRP07k4kGtNEZiKSd/Im6KNnL3L2fK8GYkUk7+RN0EeCGSt1Ri8i+SZ/gr4lxpSiAlbM14yVIpJf8iboG1sTM1YWF+bNRxYRAfIk6PsG4rx5rF398yKSl1IKejPbZGZNZtZsZo+MsP52M3vdzPrN7O6k9nVm9hsz22tme8zsU+ksPlVNJzvp6Y+rf15E8tKoQW9mhcA24E6gDthiZnXDNmsBHgSeGdZ+AfiMu98AbAK+aWaTnra7oxqIFZH8VZTCNhuBZnc/AmBm24G7gH2DG7j70WBdPHlHdz+Y9Pq4mZ0GqoDYuCsfg8ZojDkzSqiZNW0yf62ISFZIpetmIRBNWm4N2sbEzDYCJcDhEdZtNbMGM2toa2sb61uPKhKNsVYzVopInpqUwVgzqwaeBv6zu8eHr3f3J9293t3rq6qq0vq7O7r7ONzWpW4bEclbqQT9MaA2abkmaEuJmZUDPwMedfdXx1be+L3R2o67+udFJH+lEvQ7geVmttTMSoB7gedTefNg+38Avuvuz117mdcuEgzErtUzYkUkT40a9O7eDzwMvADsB551971m9riZbQYwsw1m1grcAzxhZnuD3X8PuB140Mwiwc+6CfkkVxCJxriucgYV0zVjpYjkp1SuusHddwA7hrU9lvR6J4kuneH7fQ/43jhrvGaDM1a+f1llpkoQEcm4UN8Ze6K9m7bOHvXPi0heC3XQD/XPK+hFJI+FOugbozFKCgtYVa0ZK0Ukf4U66HdHY6xaUM6UosJMlyIikjGhDfr+gThvtLazXt02IpLnQhv0h053cbFvgLW1FZkuRUQko0Ib9I1DM1bOynAlIiKZFdqgj0RjVEwrZsmc6ZkuRUQko0Id9JqxUkQkpEF/vqefg6c6daOUiAghDfo3jrUTd1ingVgRkXAGfaNmrBQRGRLKoI9EY9TOnsac0imZLkVEJONCGfSN0ZguqxQRCYQu6E93dHO8vZu1NeqfFxGBEAb94IyV6xepf15EBEIa9EUFxg0LdEYvIgIhDPrG1hgrq8uYWqwZK0VEIGRBH487e6LtuqxSRCRJqIL+yJkuOnv6dUesiEiSlILezDaZWZOZNZvZIyOsv93MXjezfjO7e9i6B8zsUPDzQLoKH8nulsEZKxX0IiKDRg16MysEtgF3AnXAFjOrG7ZZC/Ag8MywfWcDXwZuBjYCXzazCbvAPRKNUTaliOurSifqV4iI5JxUzug3As3ufsTde4HtwF3JG7j7UXffA8SH7ftR4EV3P+vu54AXgU1pqHtEja0x1tRWUFCgGStFRAalEvQLgWjScmvQloqU9jWzrWbWYGYNbW1tKb715br7BjhwolMDsSIiw2TFYKy7P+nu9e5eX1VVdU3v0dndz8fXVHPbsso0VyciktuKUtjmGFCbtFwTtKXiGPDBYfv+vxT3HZOqsin89b3rJ+KtRURyWipn9DuB5Wa21MxKgHuB51N8/xeAj5jZrGAQ9iNBm4iITJJRg97d+4GHSQT0fuBZd99rZo+b2WYAM9tgZq3APcATZrY32Pcs8FUSXxY7gceDNhERmSTm7pmu4TL19fXe0NCQ6TJERHKKme1y9/qR1mXFYKyIiEwcBb2ISMgp6EVEQk5BLyIScgp6EZGQy7qrbsysDXj7GnatBM6kuZxcpuNxOR2PS3QsLheW47HY3UecWiDrgv5amVnDlS4tykc6HpfT8bhEx+Jy+XA81HUjIhJyCnoRkZALU9A/mekCsoyOx+V0PC7Rsbhc6I9HaProRURkZGE6oxcRkREo6EVEQi4UQW9mm8ysycyazeyRTNczGczsKTM7bWZvJrXNNrMXzexQ8OesoN3M7FvB8dljZjdmrvL0M7NaM3vZzPaZ2V4z+6OgPV+Px1Qze83MGoPj8ZWgfamZ/Tb43D8Ini+BmU0JlpuD9UsyWf9EMLNCM9ttZj8NlvPqWOR80JtZIbANuBOoA7aYWV1mq5oU3+HdD1p/BHjJ3ZcDLwXLkDg2y4OfrcC3J6nGydIP/LG71wG3AH8Q/D+Qr8ejB/iQu68F1gGbzOwW4M+Bv3L3ZcA54KFg+4eAc0H7XwXbhc0fkXiexqD8OhbuntM/wK3AC0nLXwK+lOm6JumzLwHeTFpuAqqD19VAU/D6CWDLSNuF8Qf4R+A/6ng4wHTgdeBmEnd/FgXtQ39vSDxU6NbgdVGwnWW69jQegxoSX/QfAn4KWL4di5w/owcWAtGk5dagLR/Nc/cTweuTwLzgdd4co+Cf2uuB35LHxyPoqogAp4EXgcNAzBNPjIPLP/PQ8QjWtwNzJrfiCfVN4E+BeLA8hzw7FmEIehmBJ05J8uraWTMrBX4E/Fd370hel2/Hw90H3H0dibPZjcDKDJeUEWb2O8Bpd9+V6VoyKQxBfwyoTVquCdry0SkzqwYI/jwdtIf+GJlZMYmQ/767/zhoztvjMcjdY8DLJLonZppZUbAq+TMPHY9gfQXwziSXOlFuAzab2VFgO4num78mz45FGIJ+J7A8GEUvAe4Fns9wTZnyPPBA8PoBEn3Vg+2fCa42uQVoT+rSyHlmZsD/Bva7+18mrcrX41FlZjOD19NIjFfsJxH4dwebDT8eg8fpbuBfgn8B5Tx3/5K717j7EhLZ8C/ufh/5diwyPUiQpsGWjwEHSfRDPprpeibpM/89cALoI9HH+BCJvsSXgEPAL4HZwbZG4sqkw8AbQH2m60/zsXg/iW6ZPUAk+PlYHh+PNcDu4Hi8CTwWtF8HvAY0Az8EpgTtU4Pl5mD9dZn+DBN0XD4I/DQfj4WmQBARCbkwdN2IiMhVKOhFREJOQS8iEnIKehGRkFPQi4iEnIJeRCTkFPQiIiH3/wH9d+G0zhzJtQAAAABJRU5ErkJggg==\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "score стремится к константному" + ], + "metadata": { + "id": "_J77dDbRlTwm" + } + }, + { + "cell_type": "code", + "source": [ + "# Теперь будем менять количество компонент\n", + "scores = []\n", + "for n in range(2, 103, 10):\n", + " svd = TruncatedSVD(n_components=n)\n", + " X_train_svd = svd.fit_transform(X_train)\n", + " X_test_svd = svd.fit_transform(X_test)\n", + " logreg = LogisticRegression()\n", + " logreg.fit(X_train_svd, y_train)\n", + " y_pred = logreg.predict(X_test_svd)\n", + " scores.append((n, accuracy_score(y_test, y_pred)))\n", + "scores" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "FXnt0oEZlxQR", + "outputId": "63b2ec68-3f5f-4485-e3af-d4eab5f99ce2" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[(2, 0.23839662447257384),\n", + " (12, 0.1940928270042194),\n", + " (22, 0.16244725738396623),\n", + " (32, 0.15611814345991562),\n", + " (42, 0.14767932489451477),\n", + " (52, 0.1729957805907173),\n", + " (62, 0.14767932489451477),\n", + " (72, 0.1371308016877637),\n", + " (82, 0.13924050632911392),\n", + " (92, 0.13291139240506328),\n", + " (102, 0.12025316455696203)]" + ] + }, + "metadata": {}, + "execution_count": 12 + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.plot([x[0] for x in scores], [x[1] for x in scores])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "id": "_1HsQgEGotzU", + "outputId": "2556aa48-d653-4e6a-803b-159a8aa363d3" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 13 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Больше 2 компонент логистическая регрессия становится хуже" + ], + "metadata": { + "id": "3D4KGEoCmN8P" + } + }, + { + "cell_type": "code", + "source": [ + "scores = []\n", + "for n in range(2, 103, 10):\n", + " svd = TruncatedSVD(n_components=n)\n", + " X_train_svd = svd.fit_transform(X_train)\n", + " X_test_svd = svd.fit_transform(X_test)\n", + " knn = KNeighborsClassifier(n_neighbors=250)\n", + " knn.fit(X_train_svd, y_train)\n", + " y_pred = knn.predict(X_test_svd)\n", + " scores.append((n, accuracy_score(y_test, y_pred)))\n", + "scores" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "-845sn9tdCvA", + "outputId": "5367da4e-c03d-46b0-bc1f-1fa14573fd24" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[(2, 0.23839662447257384),\n", + " (12, 0.2552742616033755),\n", + " (22, 0.2552742616033755),\n", + " (32, 0.2616033755274262),\n", + " (42, 0.26582278481012656),\n", + " (52, 0.2616033755274262),\n", + " (62, 0.25738396624472576),\n", + " (72, 0.25738396624472576),\n", + " (82, 0.2616033755274262),\n", + " (92, 0.25949367088607594),\n", + " (102, 0.25949367088607594)]" + ] + }, + "metadata": {}, + "execution_count": 14 + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.plot([x[0] for x in scores], [x[1] for x in scores])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "id": "bR3IiCKzfO_P", + "outputId": "3d097d4d-9348-4462-aa2b-f0fa4d0605a9" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 15 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Лучшая моделька при 42 компонентах обучающих векторов. Score чуть лучше, чем у константы: $0.26582278481012656$" + ], + "metadata": { + "id": "rbk5dBsCmbwn" + } + }, + { + "cell_type": "markdown", + "source": [ + "TSNE" + ], + "metadata": { + "id": "4OjtKdWhpJJj" + } + }, + { + "cell_type": "code", + "source": [ + "ts = TSNE(n_components=2)\n", + "X_train_ts = ts.fit_transform(X_train)\n", + "X_test_ts = ts.fit_transform(X_test)\n", + "\n", + "scores = []\n", + "for C in np.linspace(0.001, 100, 7):\n", + " logreg = LogisticRegression(C=C)\n", + " logreg.fit(X_train_ts, y_train)\n", + " y_pred = logreg.predict(X_test_ts)\n", + " scores.append((C, accuracy_score(y_test, y_pred)))\n", + "scores" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "0YPOjZRVGnRp", + "outputId": "36fd2bf0-3038-4a73-cd9d-67efa4834e28" + }, + "execution_count": 69, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[(0.001, 0.23839662447257384),\n", + " (16.6675, 0.23839662447257384),\n", + " (33.333999999999996, 0.23839662447257384),\n", + " (50.000499999999995, 0.23839662447257384),\n", + " (66.667, 0.23839662447257384),\n", + " (83.3335, 0.23839662447257384),\n", + " (100.0, 0.23839662447257384)]" + ] + }, + "metadata": {}, + "execution_count": 69 + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.plot([x[0] for x in scores], [x[1] for x in scores])" + ], + "metadata": { + "id": "vVAGerSx5srI", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "outputId": "66b49999-fba6-4417-eea8-a23ac104deb8" + }, + "execution_count": 70, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 70 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "ts = TSNE(n_components=2)\n", + "X_train_ts = ts.fit_transform(X_train)\n", + "X_test_ts = ts.fit_transform(X_test)\n", + "\n", + "scores = []\n", + "for n in range(2, 1002, 100):\n", + " knn = KNeighborsClassifier(n_neighbors=n)\n", + " knn.fit(X_train_ts, y_train)\n", + " y_pred = knn.predict(X_test_ts)\n", + " scores.append((n, accuracy_score(y_test, y_pred)))\n", + "scores" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "7uxX4pj0putf", + "outputId": "266e49af-7adf-4c92-be9e-80948da76048" + }, + "execution_count": 72, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[(2, 0.10126582278481013),\n", + " (102, 0.18565400843881857),\n", + " (202, 0.22151898734177214),\n", + " (302, 0.229957805907173),\n", + " (402, 0.23839662447257384),\n", + " (502, 0.23839662447257384),\n", + " (602, 0.23839662447257384),\n", + " (702, 0.23839662447257384),\n", + " (802, 0.23839662447257384),\n", + " (902, 0.23839662447257384)]" + ] + }, + "metadata": {}, + "execution_count": 72 + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.plot([x[0] for x in scores], [x[1] for x in scores])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "id": "NzhhE6yQpz9q", + "outputId": "837db334-938f-45b6-d830-8b5994d6801a" + }, + "execution_count": 73, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 73 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "ts = TSNE(n_components=3)\n", + "X_train_ts = ts.fit_transform(X_train)\n", + "X_test_ts = ts.fit_transform(X_test)\n", + "\n", + "scores = []\n", + "for n in range(2, 1002, 100):\n", + " knn = KNeighborsClassifier(n_neighbors=n)\n", + " knn.fit(X_train_ts, y_train)\n", + " y_pred = knn.predict(X_test_ts)\n", + " scores.append((n, accuracy_score(y_test, y_pred)))\n", + "scores" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "emAlrBjEeNO5", + "outputId": "fda057ff-ee3a-4c00-ac06-0f538557d06f" + }, + "execution_count": 74, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[(2, 0.10548523206751055),\n", + " (102, 0.21729957805907174),\n", + " (202, 0.23417721518987342),\n", + " (302, 0.24261603375527427),\n", + " (402, 0.23628691983122363),\n", + " (502, 0.23839662447257384),\n", + " (602, 0.24050632911392406),\n", + " (702, 0.23839662447257384),\n", + " (802, 0.23839662447257384),\n", + " (902, 0.23839662447257384)]" + ] + }, + "metadata": {}, + "execution_count": 74 + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.plot([x[0] for x in scores], [x[1] for x in scores])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "id": "3oFB_VVLeQqj", + "outputId": "d79f65cf-2c65-4e85-f66b-b122839eb136" + }, + "execution_count": 75, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 75 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Как можно заметить - результаты такие же, как и при SVD. Только best score похуже: $0.24261603375527427$" + ], + "metadata": { + "id": "OE86g6QwqWsH" + } + }, + { + "cell_type": "markdown", + "source": [ + "PCA" + ], + "metadata": { + "id": "OJMp9u8rQXuE" + } + }, + { + "cell_type": "code", + "source": [ + "scores = []\n", + "for n in range(2, 103, 10):\n", + " pca = PCA(n_components=n)\n", + " X_train_pca = pca.fit_transform(X_train)\n", + " X_test_pca = pca.fit_transform(X_test)\n", + " logreg = LogisticRegression()\n", + " logreg.fit(X_train_pca, y_train)\n", + " y_pred = logreg.predict(X_test_pca)\n", + " scores.append((n, accuracy_score(y_test, y_pred)))\n", + "scores" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "nqAHmiQBtY_r", + "outputId": "12eac856-ae7e-4c40-f9ca-ae6a086881cb" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[(2, 0.23417721518987342),\n", + " (12, 0.18354430379746836),\n", + " (22, 0.12025316455696203),\n", + " (32, 0.10126582278481013),\n", + " (42, 0.09071729957805907),\n", + " (52, 0.10548523206751055),\n", + " (62, 0.0949367088607595),\n", + " (72, 0.0949367088607595),\n", + " (82, 0.09071729957805907),\n", + " (92, 0.08016877637130802),\n", + " (102, 0.08649789029535865)]" + ] + }, + "metadata": {}, + "execution_count": 9 + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.plot([x[0] for x in scores], [x[1] for x in scores])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 284 + }, + "id": "pwBcaJAutln0", + "outputId": "edd18a62-5db4-44e8-fd72-16e9e94cfbc7" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 10 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "scores = []\n", + "for n in range(2, 103, 10):\n", + " pca = PCA(n_components=n)\n", + " X_train_pca = pca.fit_transform(X_train)\n", + " X_test_pca = pca.fit_transform(X_test)\n", + " knn = KNeighborsClassifier(n_neighbors=250)\n", + " knn.fit(X_train_pca, y_train)\n", + " y_pred = knn.predict(X_test_pca)\n", + " scores.append((n, accuracy_score(y_test, y_pred)))\n", + "scores" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ZzNkmTu2sLRj", + "outputId": "573b816b-535f-4725-d523-9f3c6602617d" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[(2, 0.23628691983122363),\n", + " (12, 0.25738396624472576),\n", + " (22, 0.2552742616033755),\n", + " (32, 0.25316455696202533),\n", + " (42, 0.24472573839662448),\n", + " (52, 0.2468354430379747),\n", + " (62, 0.25316455696202533),\n", + " (72, 0.25316455696202533),\n", + " (82, 0.2510548523206751),\n", + " (92, 0.2468354430379747),\n", + " (102, 0.2510548523206751)]" + ] + }, + "metadata": {}, + "execution_count": 7 + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.plot([x[0] for x in scores], [x[1] for x in scores])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "id": "JfKjK1hJsp7k", + "outputId": "f0267996-e368-4473-c022-c59ea79ffba1" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 8 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Здесь результаты в целом такие же. Скор средний: $0.25738396624472576$" + ], + "metadata": { + "id": "zlJHJkCqtM2z" + } + }, + { + "cell_type": "code", + "source": [ + "svd = TruncatedSVD(n_components=32)\n", + "X_train_svd = svd.fit_transform(X_train)\n", + "X_test_svd = svd.fit_transform(X_test)\n", + "knn = KNeighborsClassifier(n_neighbors=250)\n", + "knn.fit(X_train_svd, y_train)\n", + "y_pred = knn.predict(X_test_svd)\n", + "\n", + "errors = (y_pred != y_test)" + ], + "metadata": { + "id": "DVMQZ2h4y0k5" + }, + "execution_count": 10, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "indexes = []\n", + "num_faces = 4\n", + "\n", + "for i, error in enumerate(errors):\n", + " if len(indexes) == num_faces:\n", + " break\n", + " if error == True:\n", + " indexes.append(i)\n", + " \n", + "plot_grid(indexes, 1, num_faces)\n", + "print(names[indexes])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 346 + }, + "id": "uqdtJdtmUIYL", + "outputId": "0623a99f-1511-4640-a2de-b517d84cd7b1" + }, + "execution_count": 62, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "['Alejandro Toledo' 'Alvaro Uribe' 'Andre Agassi' 'Ariel Sharon'] " + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Я воспользовался всеми тремя способами дабы проверить, какой из них лучше, благо они работают здесь не так долго. Как и ожидалось, t-SNE показал худший скор, так как он сильно уменьшает размерность данных. Поэтому в данной ситуации при выборе одной модели восполльзовался PCA" + ], + "metadata": { + "id": "ocPinZ7FYr5F" + } + }, + { + "cell_type": "code", + "source": [ + "y_test.max()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "KKk5u-YmokU6", + "outputId": "b9c0988c-5370-47c0-eca1-e92d3c828952" + }, + "execution_count": 87, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "33" + ] + }, + "metadata": {}, + "execution_count": 87 + } + ] + }, + { + "cell_type": "code", + "source": [ + "from matplotlib.colors import Normalize\n", + "pca = PCA(n_components=12)\n", + "X_test_pca = pca.fit_transform(X_test)\n", + "plt.figure(figsize=(20, 12))\n", + "for d in range(34):\n", + " norm = Normalize(vmin=0, vmax=34)\n", + " color = plt.cm.gist_ncar(norm(d))\n", + " plt.scatter(X_test_pca[:, 0][y_test==d],\n", + " X_test_pca[:, 1][y_test==d],\n", + " c=[color] * len(X_test_pca[:, 0][y_test==d]), label=d, edgecolor='face', s=50)\n", + "plt.legend()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 717 + }, + "id": "I8xUCjAAlB38", + "outputId": "d3015707-39a5-4720-d9b0-c2710b09cfbb" + }, + "execution_count": 88, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 88 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Получилась каша, выделенных классов нет" + ], + "metadata": { + "id": "rtL6QqAupoDw" + } + }, + { + "cell_type": "code", + "source": [ + "tsne = TSNE(n_components=3)\n", + "X_test_tsne = tsne.fit_transform(X_test)\n", + "plt.figure(figsize=(20, 12))\n", + "for d in range(34):\n", + " norm = Normalize(vmin=0, vmax=34)\n", + " color = plt.cm.gist_ncar(norm(d))\n", + " plt.scatter(X_test_tsne[:, 0][y_test==d],\n", + " X_test_tsne[:, 1][y_test==d],\n", + " c=[color] * len(X_test_tsne[:, 0][y_test==d]), label=d, edgecolor='face', s=50)\n", + "plt.legend()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 717 + }, + "id": "VuNWNt8EuMj5", + "outputId": "810aa318-d05a-4423-ed9f-e792c8825c05" + }, + "execution_count": 92, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 92 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "И здесь каша" + ], + "metadata": { + "id": "LhVbCfXhu9Km" + } + } + ], + "metadata": { + "colab": { + "collapsed_sections": [], + "name": "unsup.ipynb", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file diff --git a/10. Desicion trees + ensembles/hw_trees_ensembles.ipynb b/10. Desicion trees + ensembles/hw_trees_ensembles.ipynb new file mode 100644 index 00000000..0360c0d0 --- /dev/null +++ b/10. Desicion trees + ensembles/hw_trees_ensembles.ipynb @@ -0,0 +1,4302 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "hw_trees_ensembles.ipynb", + "provenance": [], + "collapsed_sections": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "EADmNKm_ucFI" + }, + "source": [ + "## Homework" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "wjurpt4KJmCh", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "0104cede-e5c4-4f77-9b01-6a6817edb169" + }, + "source": [ + "!wget --no-check-certificate 'https://docs.google.com/uc?export=download&id=1OKFSv2GpuUFDphO0r8LdM7bl6MAWwBfX' -O data.csv" + ], + "execution_count": 84, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "--2022-05-29 18:22:50-- https://docs.google.com/uc?export=download&id=1OKFSv2GpuUFDphO0r8LdM7bl6MAWwBfX\n", + "Resolving docs.google.com (docs.google.com)... 142.250.141.102, 142.250.141.100, 142.250.141.139, ...\n", + "Connecting to docs.google.com (docs.google.com)|142.250.141.102|:443... connected.\n", + "HTTP request sent, awaiting response... 303 See Other\n", + "Location: https://doc-04-ak-docs.googleusercontent.com/docs/securesc/ha0ro937gcuc7l7deffksulhg5h7mbp1/hi1hgsc31colq41ebs878i5vk23fhht0/1653848550000/03856158561714992485/*/1OKFSv2GpuUFDphO0r8LdM7bl6MAWwBfX?e=download [following]\n", + "Warning: wildcards not supported in HTTP.\n", + "--2022-05-29 18:22:52-- https://doc-04-ak-docs.googleusercontent.com/docs/securesc/ha0ro937gcuc7l7deffksulhg5h7mbp1/hi1hgsc31colq41ebs878i5vk23fhht0/1653848550000/03856158561714992485/*/1OKFSv2GpuUFDphO0r8LdM7bl6MAWwBfX?e=download\n", + "Resolving doc-04-ak-docs.googleusercontent.com (doc-04-ak-docs.googleusercontent.com)... 142.250.141.132, 2607:f8b0:4023:c0b::84\n", + "Connecting to doc-04-ak-docs.googleusercontent.com (doc-04-ak-docs.googleusercontent.com)|142.250.141.132|:443... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 33322228 (32M) [text/csv]\n", + "Saving to: ‘data.csv’\n", + "\n", + "data.csv 100%[===================>] 31.78M 166MB/s in 0.2s \n", + "\n", + "2022-05-29 18:22:53 (166 MB/s) - ‘data.csv’ saved [33322228/33322228]\n", + "\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "UBAI5LS2xBSm" + }, + "source": [ + "В этой домашней работе вы будете предсказывать стоимость домов по их характеристикам.\n", + "\n", + "Метрика качества: `RMSE`\n", + "\n", + "Оценивание:\n", + "* Baseline - 2 балла\n", + "* Feature Engineering - 2 балла\n", + "* Model Selection - 3 балла\n", + "* Ensemble v.1 - 3 балла\n", + "* (*) Ensemble v.2 - дополнительно, 2 балла" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "aBZhr_dw6HAn" + }, + "source": [ + "### Описание датасета\n", + "\n", + "Короткое описание данных:\n", + "```\n", + "price: sale price (this is the target variable)\n", + "id: transaction id\n", + "timestamp: date of transaction\n", + "full_sq: total area in square meters, including loggias, balconies and other non-residential areas\n", + "life_sq: living area in square meters, excluding loggias, balconies and other non-residential areas\n", + "floor: for apartments, floor of the building\n", + "max_floor: number of floors in the building\n", + "material: wall material\n", + "build_year: year built\n", + "num_room: number of living rooms\n", + "kitch_sq: kitchen area\n", + "state: apartment condition\n", + "product_type: owner-occupier purchase or investment\n", + "sub_area: name of the district\n", + "\n", + "The dataset also includes a collection of features about each property's surrounding neighbourhood, and some features that are constant across each sub area (known as a Raion). Most of the feature names are self explanatory, with the following notes. See below for a complete list.\n", + "\n", + "full_all: subarea population\n", + "male_f, female_f: subarea population by gender\n", + "young_*: population younger than working age\n", + "work_*: working-age population\n", + "ekder_*: retirement-age population\n", + "n_m_{all|male|female}: population between n and m years old\n", + "build_count_*: buildings in the subarea by construction type or year\n", + "x_count_500: the number of x within 500m of the property\n", + "x_part_500: the share of x within 500m of the property\n", + "_sqm_: square meters\n", + "cafe_count_d_price_p: number of cafes within d meters of the property that have an average bill under p RUB\n", + "trc_: shopping malls\n", + "prom_: industrial zones\n", + "green_: green zones\n", + "metro_: subway\n", + "_avto_: distances by car\n", + "mkad_: Moscow Circle Auto Road\n", + "ttk_: Third Transport Ring\n", + "sadovoe_: Garden Ring\n", + "bulvar_ring_: Boulevard Ring\n", + "kremlin_: City center\n", + "zd_vokzaly_: Train station\n", + "oil_chemistry_: Dirty industry\n", + "ts_: Power plant\n", + "```" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "TOPtM_06uyqv" + }, + "source": [ + "### Setup" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "9TpHMcn3u0MV" + }, + "source": [ + "import pandas as pd" + ], + "execution_count": 85, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "-TLkVG3EwJzj" + }, + "source": [ + "df_orig = pd.read_csv(\"data.csv\", parse_dates=[\"timestamp\"])" + ], + "execution_count": 86, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df_orig.head()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 386 + }, + "id": "3NYNLzwZV0bm", + "outputId": "9284705c-4314-4104-9f48-42b227a8e351" + }, + "execution_count": 87, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " id timestamp full_sq life_sq floor max_floor material build_year \\\n", + "0 0 2014-12-26 1 1.0 1.0 1.0 1.0 1.0 \n", + "1 1 2012-10-04 64 64.0 16.0 NaN NaN NaN \n", + "2 2 2014-02-05 83 44.0 9.0 17.0 1.0 1985.0 \n", + "3 3 2012-07-26 71 49.0 2.0 NaN NaN NaN \n", + "4 4 2014-10-29 60 42.0 9.0 9.0 1.0 1970.0 \n", + "\n", + " num_room kitch_sq ... cafe_count_5000_price_2500 \\\n", + "0 1.0 1.0 ... 36 \n", + "1 NaN NaN ... 2 \n", + "2 3.0 10.0 ... 13 \n", + "3 NaN NaN ... 0 \n", + "4 3.0 6.0 ... 3 \n", + "\n", + " cafe_count_5000_price_4000 cafe_count_5000_price_high \\\n", + "0 7 2 \n", + "1 2 0 \n", + "2 6 1 \n", + "3 0 0 \n", + "4 1 0 \n", + "\n", + " big_church_count_5000 church_count_5000 mosque_count_5000 \\\n", + "0 15 33 1 \n", + "1 0 13 1 \n", + "2 8 18 0 \n", + "3 1 3 0 \n", + "4 5 8 0 \n", + "\n", + " leisure_count_5000 sport_count_5000 market_count_5000 price \n", + "0 12 75 10 15318960 \n", + "1 0 6 1 6080000 \n", + "2 1 52 0 17000000 \n", + "3 2 8 2 990000 \n", + "4 1 34 5 7900000 \n", + "\n", + "[5 rows x 292 columns]" + ], + "text/html": [ + "\n", + "
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В качестве обучающей выборки возьмите первые 80% данных, последние 20% - тестовая выборка." + ] + }, + { + "cell_type": "code", + "source": [ + "df.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "HFpYr5UCWq7W", + "outputId": "079bac3f-54f0-497a-9532-487a2fe9fe8f" + }, + "execution_count": 89, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(20000, 292)" + ] + }, + "metadata": {}, + "execution_count": 89 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df.isna().sum()[df.isna().sum() != 0]" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "b69TCiH7WbEV", + "outputId": "af8ef280-35c2-4b3b-b05d-373b1dfc0b61" + }, + "execution_count": 90, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "life_sq 4103\n", + "floor 113\n", + "max_floor 6303\n", + "material 6303\n", + "build_year 8905\n", + "num_room 6303\n", + "kitch_sq 6303\n", + "state 8907\n", + "preschool_quota 4279\n", + "school_quota 4277\n", + "hospital_beds_raion 9404\n", + "raion_build_count_with_material_info 3175\n", + "build_count_block 3175\n", + "build_count_wood 3175\n", + "build_count_frame 3175\n", + "build_count_brick 3175\n", + "build_count_monolith 3175\n", + "build_count_panel 3175\n", + "build_count_foam 3175\n", + "build_count_slag 3175\n", + "build_count_mix 3175\n", + "raion_build_count_with_builddate_info 3175\n", + "build_count_before_1920 3175\n", + "build_count_1921-1945 3175\n", + "build_count_1946-1970 3175\n", + "build_count_1971-1995 3175\n", + "build_count_after_1995 3175\n", + "metro_min_walk 16\n", + "metro_km_walk 16\n", + "railroad_station_walk_km 16\n", + "railroad_station_walk_min 16\n", + "ID_railroad_station_walk 16\n", + "cafe_sum_500_min_price_avg 8778\n", + "cafe_sum_500_max_price_avg 8778\n", + "cafe_avg_price_500 8778\n", + "cafe_sum_1000_min_price_avg 4285\n", + "cafe_sum_1000_max_price_avg 4285\n", + "cafe_avg_price_1000 4285\n", + "cafe_sum_1500_min_price_avg 2769\n", + "cafe_sum_1500_max_price_avg 2769\n", + "cafe_avg_price_1500 2769\n", + "cafe_sum_2000_min_price_avg 1134\n", + "cafe_sum_2000_max_price_avg 1134\n", + "cafe_avg_price_2000 1134\n", + "cafe_sum_3000_min_price_avg 641\n", + "cafe_sum_3000_max_price_avg 641\n", + "cafe_avg_price_3000 641\n", + "prom_part_5000 118\n", + "cafe_sum_5000_min_price_avg 196\n", + "cafe_sum_5000_max_price_avg 196\n", + "cafe_avg_price_5000 196\n", + "dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 90 + } + ] + }, + { + "cell_type": "code", + "source": [ + "drop_columns = [\n", + " 'id', # May leak information\n", + " 'timestamp', # May leak information\n", + "]\n", + "cat_columns = [\n", + " 'product_type', #\n", + " 'material', # Material of the wall\n", + " 'state', # Satisfaction level\n", + " 'sub_area', # District name\n", + " 'culture_objects_top_25', #\n", + " 'thermal_power_plant_raion', #\n", + " 'incineration_raion', #\n", + " 'oil_chemistry_raion', #\n", + " 'radiation_raion', #\n", + " 'railroad_terminal_raion', #\n", + " 'big_market_raion', #\n", + " 'nuclear_reactor_raion', #\n", + " 'detention_facility_raion', #\n", + " 'ID_metro', #\n", + " 'ID_railroad_station_walk', #\n", + " 'ID_railroad_station_avto', #\n", + " 'water_1line', #\n", + " 'ID_big_road1', #\n", + " 'big_road1_1line', #\n", + " 'ID_big_road2', #\n", + " 'railroad_1line', #\n", + " 'ID_railroad_terminal', #\n", + " 'ID_bus_terminal', #\n", + " 'ecology', #\n", + "]\n", + "num_columns = list(set(df.columns).difference(set(cat_columns + drop_columns)))" + ], + "metadata": { + "id": "mtTfDG51aUOh" + }, + "execution_count": 91, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Найс выброс\n", + "df.build_year[df.build_year > 2020] = 2007" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "s0rCXNnoriXu", + "outputId": "60c5ee39-d066-4e68-cad8-d3541c5d6be9" + }, + "execution_count": 92, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " \n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "df.build_year[df.build_year <= 1] = None" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "B0z1AwNttXBc", + "outputId": "21a33168-8768-45e6-81bb-c85536f2d9cf" + }, + "execution_count": 93, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:1: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " \"\"\"Entry point for launching an IPython kernel.\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "df = df.drop(drop_columns, axis=1)" + ], + "metadata": { + "id": "yd7pRpQjasvR" + }, + "execution_count": 94, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df[num_columns] = df[num_columns].fillna(df[num_columns].mean())" + ], + "metadata": { + "id": "0q4AGxN5c5jW" + }, + "execution_count": 95, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df[cat_columns] = df[cat_columns].fillna(df[cat_columns].mean())" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "RooPrQg6fFe5", + "outputId": "a0b2f4de-5309-4df3-e63d-ecf98f5fb994" + }, + "execution_count": 96, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:1: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. 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2Investment1.0000003.000000Krylatskoe000000...10.022029010501good
3Investment1.8385052.106193Matushkino000000...28.0280140490831no data
4Investment1.0000002.000000Gol'janovo000010...18.0136110120977good
..................................................................
19995Investment1.0000002.000000Jasenevo000010...42.073110430328good
19996OwnerOccupier1.0000001.000000Poselenie Sosenskoe000000...47.0105038010328no data
19997Investment1.0000002.000000Moskvorech'e-Saburovo000010...29.02702040322excellent
19998Investment1.0000002.106193Poselenie Moskovskij000000...24.0190130380508no data
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full_sqlife_sqfloormax_floormaterialbuild_yearnum_roomkitch_sqstatearea_m...sub_area_Vyhino-Zhulebinosub_area_Zamoskvorech'esub_area_Zapadnoe Deguninosub_area_Zjablikovosub_area_Zjuzinoecology_excellentecology_goodecology_no dataecology_poorecology_satisfactory
011.01.01.0000001.0000001984.9333971.000001.0000001.0000005.293465e+06...0000000010
16464.016.012.6039281.8385051984.9333971.910716.4549172.1061936.677245e+07...0000000100
28344.09.017.0000001.0000001985.0000003.0000010.0000003.0000001.216448e+07...0000001000
37149.02.012.6039281.8385051984.9333971.910716.4549172.1061934.708040e+06...0000000100
46042.09.09.0000001.0000001970.0000003.000006.0000002.0000001.428699e+07...0000001000
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5 rows × 440 columns

\n", + "
\n", + " \n", + " \n", + " \n", + "\n", + " \n", + "
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\n", + " " + ] + }, + "metadata": {}, + "execution_count": 101 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "hwfNR565wMKN" + }, + "source": [ + "from sklearn.model_selection import train_test_split\n", + "X_train, X_test, y_train, y_test = train_test_split(df.drop('price', axis=1), df['price'], train_size=0.8)" + ], + "execution_count": 102, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "oiOby6hNu92W" + }, + "source": [ + "### Baseline (2 балла)\n", + "\n", + "В качестве Baseline обучите `DecisionTreeRegressor` из `sklearn`." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "gJIDf3kn1Wfv" + }, + "source": [ + "from sklearn.tree import DecisionTreeRegressor\n", + "from sklearn.metrics import mean_squared_error\n", + "\n", + "regr = DecisionTreeRegressor()\n", + "regr.fit(X_train, y_train)\n", + "y_pred = regr.predict(X_test)" + ], + "execution_count": 103, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "XUC7NFhw1X41" + }, + "source": [ + "Проверьте качество на отложенной выборке." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "O_LCiQIN1bzD", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "4439375b-ab5a-4669-f8f4-7e2f829590e9" + }, + "source": [ + "mean_squared_error(y_test, y_pred, squared=False)" + ], + "execution_count": 104, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "3483624.570804026" + ] + }, + "metadata": {}, + "execution_count": 104 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "3bezBBI7u_oF" + }, + "source": [ + "### Feature Engineering (2 балла)\n", + "\n", + "Часто улучшить модель можно с помощью аккуратного Feature Engineering.\n", + "\n", + "Добавим в модель дополнительные признаки:\n", + "* \"Как часто в этот год и этот месяц появлились объявления\"\n", + "* \"Как часто в этот год и эту неделю появлялись объявления\"" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "_cJ6SBqUKC4C", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "03c586e5-d5ab-4cdf-8071-aa5255809f4c" + }, + "source": [ + "month_year = (df_orig.timestamp.dt.month + df_orig.timestamp.dt.year * 100)\n", + "month_year_cnt_map = month_year.value_counts().to_dict()\n", + "df[\"month_year_cnt\"] = month_year.map(month_year_cnt_map)\n", + "\n", + "week_year = (df_orig.timestamp.dt.weekofyear + df_orig.timestamp.dt.year * 100)\n", + "week_year_cnt_map = week_year.value_counts().to_dict()\n", + "df[\"week_year_cnt\"] = week_year.map(week_year_cnt_map)" + ], + "execution_count": 105, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:5: FutureWarning: Series.dt.weekofyear and Series.dt.week have been deprecated. Please use Series.dt.isocalendar().week instead.\n", + " \"\"\"\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "pCajk45_KDSz" + }, + "source": [ + "Добавьте следюущие дополнительные признаки:\n", + "* Месяц (из колонки `timestamp`)\n", + "* День недели (из колонки `timestamp`)\n", + "* Отношение \"этаж / максимальный этаж в здании\" (колонки `floor` и `max_floor`)\n", + "* Отношение \"площадь кухни / площадь квартиры\" (колонки `kitchen_sq` и `full_sq`)\n", + "\n", + "По желанию можно добавить и другие признаки." + ] + }, + { + "cell_type": "code", + "source": [ + "df_orig['max_floor'] += 1" + ], + "metadata": { + "id": "hLga8jnUDh1D" + }, + "execution_count": 106, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "dXZkoUL8Kve6" + }, + "source": [ + "df['month'] = df_orig.timestamp.dt.month\n", + "df['weekday'] = df_orig.timestamp.dt.weekday\n", + "df['floor_per_maxfloor'] = df_orig['floor'] / df_orig['max_floor']\n", + "df['kitchen_per_flat'] = df_orig['kitch_sq'] / df_orig['full_sq']" + ], + "execution_count": 107, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df[['month', 'weekday', 'floor_per_maxfloor', 'kitchen_per_flat']] = df[['month', 'weekday', 'floor_per_maxfloor', 'kitchen_per_flat']].fillna(df[['month', 'weekday', 'floor_per_maxfloor', 'kitchen_per_flat']].mean())" + ], + "metadata": { + "id": "rqF5BRE_C420" + }, + "execution_count": 108, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df.describe()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 410 + }, + "id": "hBhDWhztDZ6U", + "outputId": "1460625f-6634-43df-b5b4-58133e81876a" + }, + "execution_count": 110, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " full_sq life_sq floor max_floor material \\\n", + "count 20000.000000 20000.000000 20000.000000 20000.000000 20000.000000 \n", + "mean 54.259950 34.032333 7.644441 12.603928 1.838505 \n", + "std 43.854961 18.129051 5.281414 5.542504 1.233619 \n", + "min 0.000000 0.000000 0.000000 0.000000 1.000000 \n", + "25% 38.000000 22.000000 3.000000 9.000000 1.000000 \n", + "50% 49.000000 34.032333 7.000000 12.603928 1.838505 \n", + "75% 63.000000 38.000000 11.000000 16.000000 1.838505 \n", + "max 5326.000000 637.000000 44.000000 99.000000 6.000000 \n", + "\n", + " build_year num_room kitch_sq state area_m \\\n", + "count 20000.000000 20000.000000 20000.000000 20000.000000 2.000000e+04 \n", + "mean 1984.933397 1.910710 6.454917 2.106193 1.745676e+07 \n", + "std 24.966556 0.701437 25.121228 0.666309 2.053805e+07 \n", + "min 3.000000 0.000000 0.000000 1.000000 2.081628e+06 \n", + "25% 1979.000000 1.910710 5.000000 2.000000 7.128794e+06 \n", + "50% 1984.933397 1.910710 6.454917 2.106193 1.020722e+07 \n", + "75% 1984.933397 2.000000 8.000000 2.106193 1.788191e+07 \n", + "max 2018.000000 19.000000 2014.000000 33.000000 2.060718e+08 \n", + "\n", + " ... ecology_good ecology_no data ecology_poor ecology_satisfactory \\\n", + "count ... 20000.000000 20000.000000 20000.000000 20000.000000 \n", + "mean ... 0.234750 0.246350 0.264950 0.124450 \n", + "std ... 0.423853 0.430896 0.441318 0.330102 \n", + "min ... 0.000000 0.000000 0.000000 0.000000 \n", + "25% ... 0.000000 0.000000 0.000000 0.000000 \n", + "50% ... 0.000000 0.000000 0.000000 0.000000 \n", + "75% ... 0.000000 0.000000 1.000000 0.000000 \n", + "max ... 1.000000 1.000000 1.000000 1.000000 \n", + "\n", + " month_year_cnt week_year_cnt month weekday \\\n", + "count 20000.000000 20000.000000 20000.000000 20000.000000 \n", + "mean 566.006400 138.439200 6.741600 2.201700 \n", + "std 249.950105 73.044868 3.510092 1.573131 \n", + "min 3.000000 1.000000 1.000000 0.000000 \n", + "25% 366.000000 83.000000 4.000000 1.000000 \n", + "50% 550.000000 125.000000 6.000000 2.000000 \n", + "75% 753.000000 177.250000 10.000000 3.000000 \n", + "max 1122.000000 403.000000 12.000000 6.000000 \n", + "\n", + " floor_per_maxfloor kitchen_per_flat \n", + "count 20000.000000 20000.000000 \n", + "mean 0.863193 0.131848 \n", + "std 1.421304 0.602166 \n", + "min 0.000000 0.000000 \n", + "25% 0.400000 0.104478 \n", + "50% 0.777778 0.131848 \n", + "75% 0.863193 0.153846 \n", + "max 25.000000 63.677419 \n", + "\n", + "[8 rows x 446 columns]" + ], + "text/html": [ + "\n", + "
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full_sqlife_sqfloormax_floormaterialbuild_yearnum_roomkitch_sqstatearea_m...ecology_goodecology_no dataecology_poorecology_satisfactorymonth_year_cntweek_year_cntmonthweekdayfloor_per_maxfloorkitchen_per_flat
count20000.00000020000.00000020000.00000020000.00000020000.00000020000.00000020000.00000020000.00000020000.0000002.000000e+04...20000.00000020000.00000020000.00000020000.00000020000.00000020000.00000020000.00000020000.00000020000.00000020000.000000
mean54.25995034.0323337.64444112.6039281.8385051984.9333971.9107106.4549172.1061931.745676e+07...0.2347500.2463500.2649500.124450566.006400138.4392006.7416002.2017000.8631930.131848
std43.85496118.1290515.2814145.5425041.23361924.9665560.70143725.1212280.6663092.053805e+07...0.4238530.4308960.4413180.330102249.95010573.0448683.5100921.5731311.4213040.602166
min0.0000000.0000000.0000000.0000001.0000003.0000000.0000000.0000001.0000002.081628e+06...0.0000000.0000000.0000000.0000003.0000001.0000001.0000000.0000000.0000000.000000
25%38.00000022.0000003.0000009.0000001.0000001979.0000001.9107105.0000002.0000007.128794e+06...0.0000000.0000000.0000000.000000366.00000083.0000004.0000001.0000000.4000000.104478
50%49.00000034.0323337.00000012.6039281.8385051984.9333971.9107106.4549172.1061931.020722e+07...0.0000000.0000000.0000000.000000550.000000125.0000006.0000002.0000000.7777780.131848
75%63.00000038.00000011.00000016.0000001.8385051984.9333972.0000008.0000002.1061931.788191e+07...0.0000000.0000001.0000000.000000753.000000177.25000010.0000003.0000000.8631930.153846
max5326.000000637.00000044.00000099.0000006.0000002018.00000019.0000002014.00000033.0000002.060718e+08...1.0000001.0000001.0000001.0000001122.000000403.00000012.0000006.00000025.00000063.677419
\n", + "

8 rows × 446 columns

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\n", + " " + ] + }, + "metadata": {}, + "execution_count": 110 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "_-jCowvWLiXZ" + }, + "source": [ + "Разделите выборку на обучающую и тестовую еще раз (потому что дополнительные признаки созданы для исходной выборки)." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "0f-vO3LcLhdf" + }, + "source": [ + "X_train, X_test, y_train, y_test = train_test_split(df.drop('price', axis=1), df.price, train_size=0.8)" + ], + "execution_count": 121, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "CPtzkpFEvBw9" + }, + "source": [ + "### Model Selection (3 балла)\n", + "\n", + "Посмотрите, какого качества можно добиться если использовать разные модели:\n", + "* `DecisionTreeRegressor` из `sklearn`\n", + "* `RandomForestRegressor` из `sklearn`\n", + "* `CatBoostRegressor`\n", + "\n", + "Также вы можете попробовать линейные модели, другие бустинги (`LigthGBM` и `XGBoost`).\n", + "\n", + "Почти все библиотеки поддерживают удобный способ подбора гиперпараметров: посмотрите как это делать в [sklearn](https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.GridSearchCV.html) или в [catboost](https://catboost.ai/docs/concepts/python-reference_catboostregressor_grid_search.html).\n", + "\n", + "Проверяйте качество каждой модели на тестовой выборке и выберите наилучшую." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "PZstXx6uNRfE", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "a8a7c21f-b6b8-4de4-f601-60e7cc7e20f3" + }, + "source": [ + "tree = DecisionTreeRegressor()\n", + "tree.fit(X_train, y_train)\n", + "y_pred = tree.predict(X_test)\n", + "mean_squared_error(y_test, y_pred, squared=False)" + ], + "execution_count": 122, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "3598650.2895265524" + ] + }, + "metadata": {}, + "execution_count": 122 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df.price.mean()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "OGuszkILJRMD", + "outputId": "97ac0a5e-25f4-486c-ae39-c9ada7634db4" + }, + "execution_count": 124, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "7118798.6398" + ] + }, + "metadata": {}, + "execution_count": 124 + } + ] + }, + { + "cell_type": "code", + "source": [ + "from sklearn.ensemble import RandomForestRegressor\n", + "forest = RandomForestRegressor(n_estimators=30, verbose=3)\n", + "forest.fit(X_train, y_train)\n", + "y_pred = forest.predict(X_test)\n", + "mean_squared_error(y_test, y_pred, squared=False)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "4W4alFsQFzrk", + "outputId": "defbf4f5-b139-4def-c23a-77274a7cebec" + }, + "execution_count": 125, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "building tree 1 of 30\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 2.6s remaining: 0.0s\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "building tree 2 of 30\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[Parallel(n_jobs=1)]: Done 2 out of 2 | elapsed: 5.2s remaining: 0.0s\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "building tree 3 of 30\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[Parallel(n_jobs=1)]: Done 3 out of 3 | elapsed: 7.8s remaining: 0.0s\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "building tree 4 of 30\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[Parallel(n_jobs=1)]: Done 4 out of 4 | elapsed: 10.3s remaining: 0.0s\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "building tree 5 of 30\n", + "building tree 6 of 30\n", + "building tree 7 of 30\n", + "building tree 8 of 30\n", + "building tree 9 of 30\n", + "building tree 10 of 30\n", + "building tree 11 of 30\n", + "building tree 12 of 30\n", + "building tree 13 of 30\n", + "building tree 14 of 30\n", + "building tree 15 of 30\n", + "building tree 16 of 30\n", + "building tree 17 of 30\n", + "building tree 18 of 30\n", + "building tree 19 of 30\n", + "building tree 20 of 30\n", + "building tree 21 of 30\n", + "building tree 22 of 30\n", + "building tree 23 of 30\n", + "building tree 24 of 30\n", + "building tree 25 of 30\n", + "building tree 26 of 30\n", + "building tree 27 of 30\n", + "building tree 28 of 30\n", + "building tree 29 of 30\n", + "building tree 30 of 30\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[Parallel(n_jobs=1)]: Done 30 out of 30 | elapsed: 1.3min finished\n", + "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n", + "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 0.0s remaining: 0.0s\n", + "[Parallel(n_jobs=1)]: Done 2 out of 2 | elapsed: 0.0s remaining: 0.0s\n", + "[Parallel(n_jobs=1)]: Done 3 out of 3 | elapsed: 0.0s remaining: 0.0s\n", + "[Parallel(n_jobs=1)]: Done 4 out of 4 | elapsed: 0.0s remaining: 0.0s\n", + "[Parallel(n_jobs=1)]: Done 30 out of 30 | elapsed: 0.1s finished\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "2554523.496337964" + ] + }, + "metadata": {}, + "execution_count": 125 + } + ] + }, + { + "cell_type": "code", + "source": [ + "!pip install catboost\n", + "from catboost import CatBoostRegressor\n", + "cat = CatBoostRegressor()" + ], + "metadata": { + "id": "3u9FFv7fHpys" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "cat.fit(X_train, y_train)\n", + "y_pred = cat.predict(X_test)\n", + "mean_squared_error(y_test, y_pred, squared=False)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "M-w6Rc8ZH2i8", + "outputId": "1eae09e9-a351-4c78-cc56-3b72dda8bffc" + }, + "execution_count": 126, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Learning rate set to 0.06345\n", + "0:\tlearn: 4510435.9841047\ttotal: 83.2ms\tremaining: 1m 23s\n", + "1:\tlearn: 4377852.0242902\ttotal: 145ms\tremaining: 1m 12s\n", + "2:\tlearn: 4248287.9840978\ttotal: 209ms\tremaining: 1m 9s\n", + "3:\tlearn: 4134902.9718691\ttotal: 269ms\tremaining: 1m 6s\n", + "4:\tlearn: 4028336.7603642\ttotal: 331ms\tremaining: 1m 5s\n", + "5:\tlearn: 3933323.3114822\ttotal: 397ms\tremaining: 1m 5s\n", + "6:\tlearn: 3836718.2665229\ttotal: 467ms\tremaining: 1m 6s\n", + "7:\tlearn: 3748565.3151275\ttotal: 529ms\tremaining: 1m 5s\n", + "8:\tlearn: 3666932.6361881\ttotal: 592ms\tremaining: 1m 5s\n", + "9:\tlearn: 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1566148.6027340\ttotal: 1m\tremaining: 243ms\n", + "996:\tlearn: 1565840.9117057\ttotal: 1m\tremaining: 183ms\n", + "997:\tlearn: 1565643.6257764\ttotal: 1m\tremaining: 122ms\n", + "998:\tlearn: 1565572.5962792\ttotal: 1m\tremaining: 60.8ms\n", + "999:\tlearn: 1565210.8579088\ttotal: 1m\tremaining: 0us\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "2459274.387533567" + ] + }, + "metadata": {}, + "execution_count": 126 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "RandomForest и Catboost показали себя лучше всего. Можно поподбирать гиперпараметры" + ], + "metadata": { + "id": "KGtAb1uxKfjl" + } + }, + { + "cell_type": "code", + "source": [ + "from sklearn.metrics import SCORERS\n", + "sorted(SCORERS.keys())" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "utRpZ4JdPAVf", + "outputId": "aebd292c-1b81-4c2d-cb56-7652d9248b8f" + }, + "execution_count": 133, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "['accuracy',\n", + " 'adjusted_mutual_info_score',\n", + " 'adjusted_rand_score',\n", + " 'average_precision',\n", + " 'balanced_accuracy',\n", + " 'completeness_score',\n", + " 'explained_variance',\n", + " 'f1',\n", + " 'f1_macro',\n", + " 'f1_micro',\n", + " 'f1_samples',\n", + " 'f1_weighted',\n", + " 'fowlkes_mallows_score',\n", + " 'homogeneity_score',\n", + " 'jaccard',\n", + " 'jaccard_macro',\n", + " 'jaccard_micro',\n", + " 'jaccard_samples',\n", + " 'jaccard_weighted',\n", + " 'max_error',\n", + " 'mutual_info_score',\n", + " 'neg_brier_score',\n", + " 'neg_log_loss',\n", + " 'neg_mean_absolute_error',\n", + " 'neg_mean_absolute_percentage_error',\n", + " 'neg_mean_gamma_deviance',\n", + " 'neg_mean_poisson_deviance',\n", + " 'neg_mean_squared_error',\n", + " 'neg_mean_squared_log_error',\n", + " 'neg_median_absolute_error',\n", + " 'neg_root_mean_squared_error',\n", + " 'normalized_mutual_info_score',\n", + " 'precision',\n", + " 'precision_macro',\n", + " 'precision_micro',\n", + " 'precision_samples',\n", + " 'precision_weighted',\n", + " 'r2',\n", + " 'rand_score',\n", + " 'recall',\n", + " 'recall_macro',\n", + " 'recall_micro',\n", + " 'recall_samples',\n", + " 'recall_weighted',\n", + " 'roc_auc',\n", + " 'roc_auc_ovo',\n", + " 'roc_auc_ovo_weighted',\n", + " 'roc_auc_ovr',\n", + " 'roc_auc_ovr_weighted',\n", + " 'top_k_accuracy',\n", + " 'v_measure_score']" + ] + }, + "metadata": {}, + "execution_count": 133 + } + ] + }, + { + "cell_type": "code", + "source": [ + "from sklearn.model_selection import GridSearchCV\n", + "params = {\n", + " 'n_estimators': [10, 30],\n", + " 'min_samples_leaf': [1, 3],\n", + " 'max_depth': [None, 100]\n", + "}\n", + "grid = GridSearchCV(RandomForestRegressor(), params, verbose=10, scoring='neg_root_mean_squared_error', cv=2)\n", + "grid.fit(df.drop('price', axis=1), df.price)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "MAObSaPSKomc", + "outputId": "20302183-ccec-4080-c10a-77b4d691bc80" + }, + "execution_count": 136, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Fitting 2 folds for each of 8 candidates, totalling 16 fits\n", + "[CV 1/2; 1/8] START max_depth=None, min_samples_leaf=1, n_estimators=10.........\n", + "[CV 1/2; 1/8] END max_depth=None, min_samples_leaf=1, n_estimators=10;, score=-2790045.525 total time= 17.4s\n", + "[CV 2/2; 1/8] START max_depth=None, min_samples_leaf=1, n_estimators=10.........\n", + "[CV 2/2; 1/8] END max_depth=None, min_samples_leaf=1, n_estimators=10;, score=-2961488.536 total time= 15.2s\n", + "[CV 1/2; 2/8] START max_depth=None, min_samples_leaf=1, n_estimators=30.........\n", + "[CV 1/2; 2/8] END max_depth=None, min_samples_leaf=1, n_estimators=30;, score=-2686348.665 total time= 46.0s\n", + "[CV 2/2; 2/8] START max_depth=None, min_samples_leaf=1, n_estimators=30.........\n", + "[CV 2/2; 2/8] END max_depth=None, min_samples_leaf=1, n_estimators=30;, score=-2834041.275 total time= 45.4s\n", + "[CV 1/2; 3/8] START max_depth=None, min_samples_leaf=3, n_estimators=10.........\n", + "[CV 1/2; 3/8] END max_depth=None, min_samples_leaf=3, n_estimators=10;, score=-2800808.423 total time= 12.9s\n", + "[CV 2/2; 3/8] START max_depth=None, min_samples_leaf=3, n_estimators=10.........\n", + "[CV 2/2; 3/8] END max_depth=None, min_samples_leaf=3, n_estimators=10;, score=-2918430.208 total time= 12.4s\n", + "[CV 1/2; 4/8] START max_depth=None, min_samples_leaf=3, n_estimators=30.........\n", + "[CV 1/2; 4/8] END max_depth=None, min_samples_leaf=3, n_estimators=30;, score=-2673922.173 total time= 38.0s\n", + "[CV 2/2; 4/8] START max_depth=None, min_samples_leaf=3, n_estimators=30.........\n", + "[CV 2/2; 4/8] END max_depth=None, min_samples_leaf=3, n_estimators=30;, score=-2814508.030 total time= 37.9s\n", + "[CV 1/2; 5/8] START max_depth=100, min_samples_leaf=1, n_estimators=10..........\n", + "[CV 1/2; 5/8] END max_depth=100, min_samples_leaf=1, n_estimators=10;, score=-2839904.702 total time= 15.3s\n", + "[CV 2/2; 5/8] START max_depth=100, min_samples_leaf=1, n_estimators=10..........\n", + "[CV 2/2; 5/8] END max_depth=100, min_samples_leaf=1, n_estimators=10;, score=-2943522.324 total time= 14.9s\n", + "[CV 1/2; 6/8] START max_depth=100, min_samples_leaf=1, n_estimators=30..........\n", + "[CV 1/2; 6/8] END max_depth=100, min_samples_leaf=1, n_estimators=30;, score=-2695932.609 total time= 46.0s\n", + "[CV 2/2; 6/8] START max_depth=100, min_samples_leaf=1, n_estimators=30..........\n", + "[CV 2/2; 6/8] END max_depth=100, min_samples_leaf=1, n_estimators=30;, score=-2839949.043 total time= 45.0s\n", + "[CV 1/2; 7/8] START max_depth=100, min_samples_leaf=3, n_estimators=10..........\n", + "[CV 1/2; 7/8] END max_depth=100, min_samples_leaf=3, n_estimators=10;, score=-2746496.510 total time= 12.9s\n", + "[CV 2/2; 7/8] START max_depth=100, min_samples_leaf=3, n_estimators=10..........\n", + "[CV 2/2; 7/8] END max_depth=100, min_samples_leaf=3, n_estimators=10;, score=-2899699.430 total time= 12.5s\n", + "[CV 1/2; 8/8] START max_depth=100, min_samples_leaf=3, n_estimators=30..........\n", + "[CV 1/2; 8/8] END max_depth=100, min_samples_leaf=3, n_estimators=30;, score=-2691427.374 total time= 38.2s\n", + "[CV 2/2; 8/8] START max_depth=100, min_samples_leaf=3, n_estimators=30..........\n", + "[CV 2/2; 8/8] END max_depth=100, min_samples_leaf=3, n_estimators=30;, score=-2811839.647 total time= 37.5s\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "GridSearchCV(cv=2, estimator=RandomForestRegressor(),\n", + " param_grid={'max_depth': [None, 100], 'min_samples_leaf': [1, 3],\n", + " 'n_estimators': [10, 30]},\n", + " scoring='neg_root_mean_squared_error', verbose=10)" + ] + }, + "metadata": {}, + "execution_count": 136 + } + ] + }, + { + "cell_type": "code", + "source": [ + "grid.best_params_" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ZmxcjoBQOpvX", + "outputId": "f875aba8-a916-4d76-bade-1392e2cad2f4" + }, + "execution_count": 137, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "{'max_depth': None, 'min_samples_leaf': 3, 'n_estimators': 30}" + ] + }, + "metadata": {}, + "execution_count": 137 + } + ] + }, + { + "cell_type": "code", + "source": [ + "grid.best_score_" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "5WOu8CLQSjMP", + "outputId": "fa4a1e20-d16c-48c2-9508-b387d3d65e26" + }, + "execution_count": 138, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "-2744215.1016903576" + ] + }, + "metadata": {}, + "execution_count": 138 + } + ] + }, + { + "cell_type": "code", + "source": [ + "params = {\n", + " 'depth': [None, 5, 100]\n", + "}\n", + "grid = GridSearchCV(CatBoostRegressor(verbose=100), params, verbose=10, scoring='neg_root_mean_squared_error', cv=2)\n", + "grid.fit(df.drop('price', axis=1), df.price)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "2AJWdUnnPf-F", + "outputId": "2befa779-bbbb-4306-ae95-117283dc0f24" + }, + "execution_count": 169, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Fitting 2 folds for each of 3 candidates, totalling 6 fits\n", + "[CV 1/2; 1/3] START depth=None..................................................\n", + "Learning rate set to 0.058909\n", + "0:\tlearn: 4628505.4942593\ttotal: 152ms\tremaining: 2m 31s\n", + "100:\tlearn: 2378121.3212974\ttotal: 6.18s\tremaining: 55.1s\n", + "200:\tlearn: 2189688.9126678\ttotal: 11.5s\tremaining: 45.7s\n", + "300:\tlearn: 2039474.1259385\ttotal: 16.8s\tremaining: 39.1s\n", + "400:\tlearn: 1907009.1815139\ttotal: 22.2s\tremaining: 33.2s\n", + "500:\tlearn: 1802943.2941070\ttotal: 27.7s\tremaining: 27.5s\n", + "600:\tlearn: 1702626.9984782\ttotal: 33.1s\tremaining: 22s\n", + "700:\tlearn: 1622958.9410254\ttotal: 38.6s\tremaining: 16.4s\n", + "800:\tlearn: 1550867.9653349\ttotal: 44s\tremaining: 10.9s\n", + "900:\tlearn: 1482778.4912138\ttotal: 49.4s\tremaining: 5.43s\n", + "999:\tlearn: 1417196.6389946\ttotal: 54.9s\tremaining: 0us\n", + "[CV 1/2; 1/3] END ............depth=None;, score=-2497202.722 total time= 55.6s\n", + "[CV 2/2; 1/3] START depth=None..................................................\n", + "Learning rate set to 0.058909\n", + "0:\tlearn: 4420915.6177568\ttotal: 69.8ms\tremaining: 1m 9s\n", + "100:\tlearn: 2310561.4183555\ttotal: 5.6s\tremaining: 49.9s\n", + "200:\tlearn: 2097798.4958938\ttotal: 10.9s\tremaining: 43.4s\n", + "300:\tlearn: 1949798.8969965\ttotal: 16.3s\tremaining: 37.8s\n", + "400:\tlearn: 1826505.5947395\ttotal: 21.6s\tremaining: 32.3s\n", + "500:\tlearn: 1728414.1465211\ttotal: 27s\tremaining: 26.9s\n", + "600:\tlearn: 1639091.3840601\ttotal: 32.4s\tremaining: 21.5s\n", + "700:\tlearn: 1563124.3381630\ttotal: 37.7s\tremaining: 16.1s\n", + "800:\tlearn: 1489387.4041952\ttotal: 43.1s\tremaining: 10.7s\n", + "900:\tlearn: 1429680.9765669\ttotal: 48.5s\tremaining: 5.33s\n", + "999:\tlearn: 1374289.5105367\ttotal: 53.8s\tremaining: 0us\n", + "[CV 2/2; 1/3] END ............depth=None;, score=-2624004.450 total time= 54.4s\n", + "[CV 1/2; 2/3] START depth=5.....................................................\n", + "Learning rate set to 0.058909\n", + "0:\tlearn: 4632488.8081303\ttotal: 46.3ms\tremaining: 46.3s\n", + "100:\tlearn: 2476323.6064387\ttotal: 3.7s\tremaining: 32.9s\n", + "200:\tlearn: 2293095.4536715\ttotal: 7.2s\tremaining: 28.6s\n", + "300:\tlearn: 2150755.3466664\ttotal: 10.7s\tremaining: 24.9s\n", + "400:\tlearn: 2038683.8681335\ttotal: 14.2s\tremaining: 21.3s\n", + "500:\tlearn: 1937597.9230281\ttotal: 17.8s\tremaining: 17.8s\n", + "600:\tlearn: 1860340.8279870\ttotal: 21.4s\tremaining: 14.2s\n", + "700:\tlearn: 1793063.2867349\ttotal: 25s\tremaining: 10.6s\n", + "800:\tlearn: 1731886.9236363\ttotal: 28.5s\tremaining: 7.09s\n", + "900:\tlearn: 1673430.7665299\ttotal: 32.1s\tremaining: 3.53s\n", + "999:\tlearn: 1612970.7392764\ttotal: 35.7s\tremaining: 0us\n", + "[CV 1/2; 2/3] END ...............depth=5;, score=-2490565.405 total time= 36.2s\n", + "[CV 2/2; 2/3] START depth=5.....................................................\n", + "Learning rate set to 0.058909\n", + "0:\tlearn: 4421986.1646873\ttotal: 43.2ms\tremaining: 43.2s\n", + "100:\tlearn: 2382740.2820050\ttotal: 3.65s\tremaining: 32.5s\n", + "200:\tlearn: 2203127.6247957\ttotal: 7.17s\tremaining: 28.5s\n", + "300:\tlearn: 2065783.9216753\ttotal: 10.7s\tremaining: 24.8s\n", + "400:\tlearn: 1957711.0195706\ttotal: 14.2s\tremaining: 21.3s\n", + "500:\tlearn: 1871787.7177879\ttotal: 17.8s\tremaining: 17.8s\n", + "600:\tlearn: 1797800.2824527\ttotal: 21.4s\tremaining: 14.2s\n", + "700:\tlearn: 1726144.7986454\ttotal: 25s\tremaining: 10.7s\n", + "800:\tlearn: 1663287.0657954\ttotal: 28.6s\tremaining: 7.11s\n", + "900:\tlearn: 1606004.2098669\ttotal: 32.2s\tremaining: 3.54s\n", + "999:\tlearn: 1556901.0413930\ttotal: 35.8s\tremaining: 0us\n", + "[CV 2/2; 2/3] END ...............depth=5;, score=-2625297.312 total time= 36.4s\n", + "[CV 1/2; 3/3] START depth=100...................................................\n", + "[CV 1/2; 3/3] END ......................depth=100;, score=nan total time= 0.1s\n", + "[CV 2/2; 3/3] START depth=100...................................................\n", + "[CV 2/2; 3/3] END ......................depth=100;, score=nan total time= 0.1s\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.7/dist-packages/sklearn/model_selection/_validation.py:372: FitFailedWarning: \n", + "2 fits failed out of a total of 6.\n", + "The score on these train-test partitions for these parameters will be set to nan.\n", + "If these failures are not expected, you can try to debug them by setting error_score='raise'.\n", + "\n", + "Below are more details about the failures:\n", + "--------------------------------------------------------------------------------\n", + "2 fits failed with the following error:\n", + "Traceback (most recent call last):\n", + " File \"/usr/local/lib/python3.7/dist-packages/sklearn/model_selection/_validation.py\", line 680, in _fit_and_score\n", + " estimator.fit(X_train, y_train, **fit_params)\n", + " File \"/usr/local/lib/python3.7/dist-packages/catboost/core.py\", line 5593, in fit\n", + " save_snapshot, snapshot_file, snapshot_interval, init_model, callbacks, log_cout, log_cerr)\n", + " File \"/usr/local/lib/python3.7/dist-packages/catboost/core.py\", line 2270, in _fit\n", + " callbacks=callbacks\n", + " File \"/usr/local/lib/python3.7/dist-packages/catboost/core.py\", line 2194, in _prepare_train_params\n", + " _check_train_params(params)\n", + " File \"_catboost.pyx\", line 6032, in _catboost._check_train_params\n", + " File \"_catboost.pyx\", line 6051, in _catboost._check_train_params\n", + "_catboost.CatBoostError: catboost/private/libs/options/oblivious_tree_options.cpp:125: Maximum tree depth is 16\n", + "\n", + " warnings.warn(some_fits_failed_message, FitFailedWarning)\n", + "/usr/local/lib/python3.7/dist-packages/sklearn/model_selection/_search.py:972: UserWarning: One or more of the test scores are non-finite: [-2560603.58625473 -2557931.35843535 nan]\n", + " category=UserWarning,\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Learning rate set to 0.065727\n", + "0:\tlearn: 4506831.1151283\ttotal: 63.2ms\tremaining: 1m 3s\n", + "100:\tlearn: 2469165.4507056\ttotal: 4.52s\tremaining: 40.2s\n", + "200:\tlearn: 2293977.7582019\ttotal: 8.75s\tremaining: 34.8s\n", + "300:\tlearn: 2176902.1484174\ttotal: 13s\tremaining: 30.1s\n", + "400:\tlearn: 2094541.9683725\ttotal: 17.2s\tremaining: 25.8s\n", + "500:\tlearn: 2029829.1091542\ttotal: 21.5s\tremaining: 21.4s\n", + "600:\tlearn: 1967345.3546293\ttotal: 25.8s\tremaining: 17.1s\n", + "700:\tlearn: 1912105.4079059\ttotal: 30.2s\tremaining: 12.9s\n", + "800:\tlearn: 1865648.8137173\ttotal: 34.5s\tremaining: 8.57s\n", + "900:\tlearn: 1821492.3036640\ttotal: 38.8s\tremaining: 4.26s\n", + "999:\tlearn: 1783056.4271977\ttotal: 43.1s\tremaining: 0us\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "GridSearchCV(cv=2,\n", + " estimator=,\n", + " param_grid={'depth': [None, 5, 100]},\n", + " scoring='neg_root_mean_squared_error', verbose=10)" + ] + }, + "metadata": {}, + "execution_count": 169 + } + ] + }, + { + "cell_type": "code", + "source": [ + "grid.best_score_" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ecMMwVU8nX2Q", + "outputId": "b9ca95e0-34a5-4732-f3ff-345cb51c4b2f" + }, + "execution_count": 170, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "-2557931.358435348" + ] + }, + "metadata": {}, + "execution_count": 170 + } + ] + }, + { + "cell_type": "code", + "source": [ + "grid.best_params_" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "vEJmvHTFnc91", + "outputId": "0bf18d2d-09a9-4a65-bdf3-cc8e94027ba1" + }, + "execution_count": 171, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "{'depth': 5}" + ] + }, + "metadata": {}, + "execution_count": 171 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "JxQnozbtvD6x" + }, + "source": [ + "### Ensemble v.1 (3 балла)\n", + "\n", + "Ансамбли иногда оказываются лучше чем одна большая модель.\n", + "\n", + "В колонке `product_type` содержится информация о том, каким является объявление: `Investment` (продажа квартиры как инвестиции) или `OwnerOccupier` (продажа квартиры для жилья). Логично предположить, что если сделать по модели на каждый из этих типов, то качество будет выше.\n", + "\n", + "Обучите свои лучшие модели на отдельно на `Investment` и `OwnerOccupier` (т.е. у вас будет `model_invest`, обученная на `(invest_train_X, invest_train_Y)` и `model_owner`, обученная на `(owner_train_X, owner_train_Y)`) и проверьте качество на отложенной выборке (т.е. на исходном `test_split`)." + ] + }, + { + "cell_type": "code", + "source": [ + "invest_train_X = X_train[X_train['product_type_Investment'] == 1]\n", + "invest_train_y = y_train[X_train['product_type_Investment'] == 1]\n", + "owner_train_X = X_train[X_train['product_type_OwnerOccupier'] == 1]\n", + "owner_train_y = y_train[X_train['product_type_OwnerOccupier'] == 1]" + ], + "metadata": { + "id": "fTdn3boBbsYx" + }, + "execution_count": 181, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "HeJOCYa-O_VE", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "a3460a88-10e0-4f2c-ba6b-f8a7aa32814f" + }, + "source": [ + "model_invest = CatBoostRegressor(depth=5, verbose=100)\n", + "model_invest.fit(invest_train_X, invest_train_y)\n", + "y_pred = model_invest.predict(X_test[X_test['product_type_Investment'] == 1])\n", + "mean_squared_error(y_test[X_test['product_type_Investment'] == 1], y_pred, squared=False)" + ], + "execution_count": 182, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Learning rate set to 0.059154\n", + "0:\tlearn: 4772407.6197422\ttotal: 46.3ms\tremaining: 46.3s\n", + "100:\tlearn: 2754263.9038433\ttotal: 3.74s\tremaining: 33.3s\n", + "200:\tlearn: 2570740.6737489\ttotal: 7.36s\tremaining: 29.3s\n", + "300:\tlearn: 2434991.5747246\ttotal: 11s\tremaining: 25.5s\n", + "400:\tlearn: 2321756.1015208\ttotal: 14.6s\tremaining: 21.8s\n", + "500:\tlearn: 2225760.2806947\ttotal: 18.2s\tremaining: 18.2s\n", + "600:\tlearn: 2152617.0083267\ttotal: 21.9s\tremaining: 14.5s\n", + "700:\tlearn: 2084141.1198621\ttotal: 25.5s\tremaining: 10.9s\n", + "800:\tlearn: 2024400.4293305\ttotal: 29.2s\tremaining: 7.25s\n", + "900:\tlearn: 1973090.2235096\ttotal: 32.8s\tremaining: 3.6s\n", + "999:\tlearn: 1919917.5101880\ttotal: 36.4s\tremaining: 0us\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "2825704.402071533" + ] + }, + "metadata": {}, + "execution_count": 182 + } + ] + }, + { + "cell_type": "code", + "source": [ + "model_owner = CatBoostRegressor(depth=5, verbose=100)\n", + "model_owner.fit(owner_train_X, owner_train_y)\n", + "y_pred = model_owner.predict(X_test[X_test['product_type_OwnerOccupier'] == 1])\n", + "mean_squared_error(y_test[X_test['product_type_OwnerOccupier'] == 1], y_pred, squared=False)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "9j06yg2io5Jf", + "outputId": "3d25dd6c-3ad3-4c66-abc2-f28b729af64f" + }, + "execution_count": 179, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Learning rate set to 0.053953\n", + "0:\tlearn: 3953189.7584786\ttotal: 64.5ms\tremaining: 1m 4s\n", + "100:\tlearn: 1244297.9873295\ttotal: 2.86s\tremaining: 25.5s\n", + "200:\tlearn: 1055127.0794503\ttotal: 5.39s\tremaining: 21.4s\n", + "300:\tlearn: 919746.1664325\ttotal: 7.91s\tremaining: 18.4s\n", + "400:\tlearn: 831545.3690755\ttotal: 10.4s\tremaining: 15.6s\n", + "500:\tlearn: 770446.0359961\ttotal: 13s\tremaining: 12.9s\n", + "600:\tlearn: 710445.3529628\ttotal: 15.5s\tremaining: 10.3s\n", + "700:\tlearn: 669099.2357678\ttotal: 18.1s\tremaining: 7.7s\n", + "800:\tlearn: 624955.6906776\ttotal: 20.6s\tremaining: 5.12s\n", + "900:\tlearn: 587914.1819826\ttotal: 23.2s\tremaining: 2.55s\n", + "999:\tlearn: 560370.4394615\ttotal: 25.7s\tremaining: 0us\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "1524497.4693949549" + ] + }, + "metadata": {}, + "execution_count": 179 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "J8t-klaK2A6s" + }, + "source": [ + "### (*) Ensemble v.2 (дополнительно, 2 балла)\n", + "\n", + "Попробуйте сделать для `Investment` более сложную модель: обучите `CatBoostRegressor` и `HuberRegressor` из `sklearn`, а затем сложите их предсказания с весами `w_1` и `w_2` (выберите веса сами; сумма весов равняется 1)." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "JOKD-l8HuOgM" + }, + "source": [ + "# Не совсем понял задание(" + ], + "execution_count": null, + "outputs": [] + } + ] +} \ No newline at end of file diff --git a/README.md b/README.md index 3b525643..5b24010d 100644 --- a/README.md +++ b/README.md @@ -1 +1 @@ -# Sample-ML-Repo +Миронов Андрей Михайлович