diff --git a/.gitignore b/.gitignore index 9c483bb..0f02d5a 100644 --- a/.gitignore +++ b/.gitignore @@ -14,4 +14,4 @@ ipython_config.py # virtual /aimenv - +/static \ No newline at end of file diff --git a/lab_2/lab2.ipynb b/lab_2/lab2.ipynb new file mode 100644 index 0000000..43d53f9 --- /dev/null +++ b/lab_2/lab2.ipynb @@ -0,0 +1,1491 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Выгрузка в датафрейм первого набора (Объекты вокруг земли)\n", + "\n", + "https://www.kaggle.com/datasets/sameepvani/nasa-nearest-earth-objects" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "В космическом пространстве существует бесконечное количество объектов. Некоторые из них находятся ближе, чем мы думаем. Хотя нам может казаться, что расстояние в 70 000 км не может причинить нам вред, в астрономическом масштабе это очень маленькое расстояние, которое может нарушить многие природные явления. Таким образом, эти объекты/астероиды могут причинить вред. Поэтому разумно знать, что нас окружает и что может причинить нам вред. Таким образом, этот набор данных содержит список сертифицированных НАСА астероидов, которые классифицируются как ближайшие к Земле объекты.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Проблемная область: угроза космических объектов\n", + "\n", + "Объект наблюдения: астероиды и другие малые тела Солнечной системы\n", + "\n", + "\n", + "Бизнес-цели: \n", + "1. Мониторинг и предупреждение о космических угрозах\n", + "Разработка платформы для регулярного мониторинга потенциально опасных космических объектов с использованием данных из вашего датасета. Это может включать:\n", + "\n", + "Система раннего предупреждения: Создание алгоритмов и моделей, которые бы заранее сообщали о приближении объектов (например, астероидов) к орбите Земли.\n", + "Информационные каналы: Предоставление информации о пространственном расположении и траекториях объектов для правительственных организаций и агентств.\n", + "\n", + "2. Консультационные услуги для правительств и бизнеса\n", + "Предоставление специализированных услуг по анализу угроз космических объектов, которые могут включать:\n", + "\n", + "Оценка рисков: Анализ угроз и оценка вероятности столкновения для государственных структур, научных организаций и приватного сектора.\n", + "Разработка стратегий защиты: Консультирование по вопросам разработки мер защиты и методов нейтрализации потенциальных угроз.\n", + "\n", + "3. Привлечение инвестиций в космическую отрасль\n", + "Использование данных для привлечение инвестиций в проекты, связанные с изучением космических объектов и их безопасностью:\n", + "\n", + "Создание стартапов: Поддержка идеи создания стартапов, занимающихся космическими технологиями и защитой Земли от космических угроз.\n", + "Привлечение финансирования: Разработка бизнес-стратегий для получения грантов и финансирования от организаций, заинтересованных в космической безопасности.\n", + "\n", + "\n", + "Актуальность: \n", + "Изучение космических объектов и их взаимодействие с Землей представляет значительный научный интерес. Это также является основой для международного сотрудничества, где государства, организации и научные институты объединяют усилия для наблюдений, исследований и разработки совместных планов по предотвращению угроз." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['id', 'name', 'est_diameter_min', 'est_diameter_max',\n", + " 'relative_velocity', 'miss_distance', 'orbiting_body', 'sentry_object',\n", + " 'absolute_magnitude', 'hazardous'],\n", + " dtype='object')\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "# вывод всех столбцов\n", + "df = pd.read_csv(\".//static//csv//neo.csv\")\n", + "print(df.columns)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Атрибуты: имя объекта, минимальный и максимальный оценочные диаметры, относительная скорость, расстояние промаха, орбитальное тело, объекты программы \"Сентри\", абсолютная звездная величина, опасность" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Проверяем на выбросы" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Количество выбросов в столбце 'relative_velocity': 1574\n", + "Количество выбросов в столбце 'miss_distance': 0\n", + "Количество выбросов в столбце 'absolute_magnitude': 101\n" + ] + }, + { + "data": { + "image/png": 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ZN29ejjzyyA91TAAAAGDvZkY6sEf461//mi984Qtp165dmjRpUgnhG8+q7tatW+XjevXq5eMf/3ief/75JMnQoUMzadKkHHfccbnsssvypz/9qbLv888/ny5dulQiepJ0794969aty9y5c7fr9/HUU0/l3/7t39K4cePKnwsuuCALFy7Mm2++uVXP0blz58rHGyJ/p06damxbvXp1li9fnuS9Gd4jRoxIx44d07Rp0zRu3DjPP/985dzNnTs39erVy8c+9rHKcxxxxBE54IADisfeb7/90qRJk83OXP+/eP7559O5c+c0bNiwsm3jv9vkvfP4+9//vsZ57NChQ5JssuQPAAAAwJaYkQ7sEfr06ZNDDz00//mf/5nWrVtn3bp1OfbYY7NmzZqt+vpevXrl73//e6ZOnZoHH3wwp556aoYNG5Yf/OAH2zSeOnXqZP369TW2vfPOO1v8upUrV2bMmDHp37//Jo9tHI5L6tevX/m4qqrqA7dtWPZmxIgRefDBB/ODH/wgRxxxRBo1apSzzz57q8/dBx17w7E2Xl5na1RVVW3TudvYypUrK78x8H4HH3zwh3ouAAAAADPSgd3e4sWLM3fu3IwePTqnnnpqOnbsmDfeeGOT/f785z9XPn733Xfz5JNPpmPHjpVtLVq0yLnnnpuf//znuf766zNhwoQkSceOHfPUU09l1apVlX0fe+yx1KlTJ0cdddRmx9SiRYssXLiw8vny5cvz4osv1tinfv36Wbt2bY1tH/vYxzJ37twcccQRm/ypU2fH3LIfe+yxDB48OP369UunTp3SqlWr/O1vf6s8ftRRR+Xdd9+t8YaeL7zwwmbP8YfRoEGDTb7/ZNNz99e//rXGbPyOHTtm9uzZWb16dWXbxn+3yXvn8dlnn81hhx22yXnc+DcLAAAAALaGkA7s9g444IA0b948EyZMyAsvvJDf/e53GT58+Cb73XjjjZk8eXLmzJmTYcOG5Y033shXvvKVJMkVV1yRKVOm5IUXXsizzz6b++67rxLZBw0alIYNG+bcc8/NM888k9///vf52te+li996UsfuD76Kaeckp/97Gf5wx/+kKeffjrnnntu6tatW2Ofww47LA8//HBee+21SpS+4oorcvvtt2fMmDF59tln8/zzz2fSpEkZPXr09jxlNbRv3z533313Zs2alaeeeioDBw6sMYu8Q4cOOe200zJkyJA8/vjjmTlzZoYMGZJGjRpVZrdvi8MOOywrV67Mww8/nNdff70Sy0855ZTccMMNmTlzZp544olcdNFFNWa6Dxw4MFVVVbngggvy3HPPZerUqZv85sCwYcOyZMmSfOELX8iMGTMyf/78PPDAAznvvPM2G+8BAAAASoR0YLdXp06dTJo0KU8++WSOPfbYfOMb38i11167yX7f+9738r3vfS9dunTJH//4x9x777058MADk7w3O3rkyJHp3LlzTjrppNStWzeTJk1Kkuy777554IEHsmTJkpxwwgk5++yzc+qpp+aGG274wDGNHDky//zP/5zevXvnzDPPzFlnnZWPfvSjNfb54Q9/mAcffDBt27ZN165dkyQ9evTIfffdl9/+9rc54YQT8qlPfSr/8R//kUMPPXR7na5NXHfddTnggANy4oknpk+fPunRo0eN9dCT5Pbbb0/Lli1z0kknpV+/frnggguy//77b/VyM5tz4okn5qKLLsrnPve5tGjRIt///veTvHde2rZtm3/6p3/KwIEDM2LEiOy7776Vr2vcuHF+/etf5+mnn07Xrl0zatSoTZZwad26dR577LGsXbs2p59+ejp16pRLLrkkTZs23WEz+wEAAIA9V9X69y9ECwBb8PLLL6dt27Z56KGHcuqpp9b2cAAAAAB2KCEdgC363e9+l5UrV6ZTp05ZuHBhLrvssrzyyiuZN2/eJm8wCgAAALCn8fvtALuJO+64I40bN97sn2OOOWaHHvudd97Jt7/97RxzzDHp169fWrRokWnTponoAAAAwF7BjHSA3cSKFSuyaNGizT5Wv379HbqOOgAAAMDeTEgHAAAAAIACS7sAAAAAAECBkA4AAAAAAAVCOgAAAAAAFAjpAAAAAABQIKQDAAAAAECBkA4AAAAAAAVCOgAAAAAAFAjpAAAAAABQ8P8BWq+5GmEjnfkAAAAASUVORK5CYII=", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "# Выбираем столбцы для анализа\n", + "columns_to_check = ['relative_velocity', 'miss_distance', 'absolute_magnitude']\n", + "\n", + "# Функция для подсчета выбросов\n", + "def count_outliers(df, columns):\n", + " outliers_count = {}\n", + " for col in columns:\n", + " Q1 = df[col].quantile(0.25)\n", + " Q3 = df[col].quantile(0.75)\n", + " IQR = Q3 - Q1\n", + " lower_bound = Q1 - 1.5 * IQR\n", + " upper_bound = Q3 + 1.5 * IQR\n", + " \n", + " # Считаем количество выбросов\n", + " outliers = df[(df[col] < lower_bound) | (df[col] > upper_bound)]\n", + " outliers_count[col] = len(outliers)\n", + " \n", + " return outliers_count\n", + "\n", + "# Подсчитываем выбросы\n", + "outliers_count = count_outliers(df, columns_to_check)\n", + "\n", + "# Выводим количество выбросов для каждого столбца\n", + "for col, count in outliers_count.items():\n", + " print(f\"Количество выбросов в столбце '{col}': {count}\")\n", + "\n", + "# Создаем диаграммы размахов\n", + "plt.figure(figsize=(15, 10))\n", + "for i, col in enumerate(columns_to_check, 1):\n", + " plt.subplot(2, 2, i)\n", + " sns.boxplot(x=df[col])\n", + " plt.title(f'Box Plot of {col}')\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "В столбцах 'relative_velocity'и 'absolute_magnitude' присутствуют выбросы. Очистим их." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Количество выбросов в столбце 'relative_velocity': 1574\n", + "Количество выбросов в столбце 'absolute_magnitude': 101\n", + "Количество удаленных строк: 1678\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "# Выбираем столбцы для анализа\n", + "columns_to_check = ['relative_velocity', 'absolute_magnitude']\n", + "\n", + "# Функция для подсчета выбросов\n", + "def count_outliers(df, columns):\n", + " outliers_count = {}\n", + " for col in columns:\n", + " Q1 = df[col].quantile(0.25)\n", + " Q3 = df[col].quantile(0.75)\n", + " IQR = Q3 - Q1\n", + " lower_bound = Q1 - 1.5 * IQR\n", + " upper_bound = Q3 + 1.5 * IQR\n", + " \n", + " # Считаем количество выбросов\n", + " outliers = df[(df[col] < lower_bound) | (df[col] > upper_bound)]\n", + " outliers_count[col] = len(outliers)\n", + " \n", + " return outliers_count\n", + "\n", + "# Подсчитываем выбросы\n", + "outliers_count = count_outliers(df, columns_to_check)\n", + "\n", + "# Выводим количество выбросов для каждого столбца\n", + "for col, count in outliers_count.items():\n", + " print(f\"Количество выбросов в столбце '{col}': {count}\")\n", + "\n", + "# Выбираем столбцы для очистки\n", + "columns_to_clean = ['relative_velocity', 'absolute_magnitude']\n", + "\n", + "# Функция для удаления выбросов\n", + "def remove_outliers(df, columns):\n", + " for col in columns:\n", + " Q1 = df[col].quantile(0.25)\n", + " Q3 = df[col].quantile(0.75)\n", + " IQR = Q3 - Q1\n", + " lower_bound = Q1 - 1.5 * IQR\n", + " upper_bound = Q3 + 1.5 * IQR\n", + " \n", + " # Удаляем строки, содержащие выбросы\n", + " df = df[(df[col] >= lower_bound) & (df[col] <= upper_bound)]\n", + " \n", + " return df\n", + "\n", + "# Удаляем выбросы\n", + "df_cleaned = remove_outliers(df, columns_to_clean)\n", + "\n", + "# Выводим количество удаленных строк\n", + "print(f\"Количество удаленных строк: {len(df) - len(df_cleaned)}\")\n", + "\n", + "# Создаем диаграммы размаха для очищенных данных\n", + "plt.figure(figsize=(15, 6))\n", + "\n", + "# Диаграмма размаха для relative_velocity\n", + "plt.subplot(1, 2, 1)\n", + "sns.boxplot(x=df_cleaned['relative_velocity'])\n", + "plt.title('Box Plot of Relative Velocity (Cleaned)')\n", + "plt.xlabel('Relative Velocity')\n", + "\n", + "# Диаграмма размаха для absolute_magnitude\n", + "plt.subplot(1, 2, 2)\n", + "sns.boxplot(x=df_cleaned['absolute_magnitude'])\n", + "plt.title('Box Plot of Absolute Magnitude (Cleaned)')\n", + "plt.xlabel('Absolute Magnitude')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# Сохраняем очищенный датасет\n", + "df_cleaned.to_csv(\".//static//csv//neo.csv\", index=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Выбросов стало меньше." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Количество пропущенных значений в каждом столбце:\n", + "id 0\n", + "name 0\n", + "est_diameter_min 0\n", + "est_diameter_max 0\n", + "relative_velocity 0\n", + "miss_distance 0\n", + "orbiting_body 0\n", + "sentry_object 0\n", + "absolute_magnitude 0\n", + "hazardous 0\n", + "dtype: int64\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "\n", + "# Проверка на пропущенные значения\n", + "missing_values = df.isnull().sum()\n", + "\n", + "# Вывод результатов\n", + "print(\"Количество пропущенных значений в каждом столбце:\")\n", + "print(missing_values)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Пропущенных значений в датасете нет. Можно перейти к созданию выборок" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " id name est_diameter_min est_diameter_max \\\n", + "0 2162635 162635 (2000 SS164) 1.198271 2.679415 \n", + "1 2277475 277475 (2005 WK4) 0.265800 0.594347 \n", + "2 2512244 512244 (2015 YE18) 0.722030 1.614507 \n", + "3 3596030 (2012 BV13) 0.096506 0.215794 \n", + "4 3667127 (2014 GE35) 0.255009 0.570217 \n", + "\n", + " relative_velocity miss_distance orbiting_body sentry_object \\\n", + "0 13569.249224 5.483974e+07 Earth False \n", + "1 73588.726663 6.143813e+07 Earth False \n", + "2 114258.692129 4.979872e+07 Earth False \n", + "3 24764.303138 2.543497e+07 Earth False \n", + "4 42737.733765 4.627557e+07 Earth False \n", + "\n", + " absolute_magnitude hazardous \n", + "0 16.73 False \n", + "1 20.00 True \n", + "2 17.83 False \n", + "3 22.20 False \n", + "4 20.09 True \n", + "Размер обучающей выборки: (53494, 9)\n", + "Размер контрольной выборки: (17832, 9)\n", + "Размер тестовой выборки: (17832, 9)\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "print(df.head()) # Вывод первых строк DataFrame\n", + "\n", + "# Разделение на признаки (X) и целевую переменную (y)\n", + "# Предположим, что 'hazardous' - это целевая переменная\n", + "X = df.drop('hazardous', axis=1)\n", + "y = df['hazardous']\n", + "\n", + "# Разбиение на обучающую и остальную выборку (контрольную + тестовую)\n", + "X_train, X_rem, y_train, y_rem = train_test_split(X, y, train_size=0.6, random_state=42)\n", + "\n", + "# Разбиение остатка на контрольную и тестовую выборки\n", + "X_val, X_test, y_val, y_test = train_test_split(X_rem, y_rem, test_size=0.5, random_state=42)\n", + "\n", + "# Вывод размеров выборок\n", + "print(\"Размер обучающей выборки:\", X_train.shape)\n", + "print(\"Размер контрольной выборки:\", X_val.shape)\n", + "print(\"Размер тестовой выборки:\", X_test.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Распределение классов в обучающей выборке:\n", + "hazardous\n", + "False 0.905989\n", + "True 0.094011\n", + "Name: proportion, dtype: float64\n", + "\n", + "Распределение классов в контрольной выборке:\n", + "hazardous\n", + "False 0.905956\n", + "True 0.094044\n", + "Name: proportion, dtype: float64\n", + "\n", + "Распределение классов в тестовой выборке:\n", + "hazardous\n", + "False 0.906012\n", + "True 0.093988\n", + "Name: proportion, dtype: float64\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "\n", + "# Разделение на признаки (X) и целевую переменную (y)\n", + "X = df.drop('hazardous', axis=1)\n", + "y = df['hazardous']\n", + "\n", + "# Разбиение на обучающую и остальную выборку (контрольную + тестовую)\n", + "X_train, X_rem, y_train, y_rem = train_test_split(X, y, train_size=0.6, random_state=42, stratify=y)\n", + "\n", + "# Разбиение остатка на контрольную и тестовую выборки\n", + "X_val, X_test, y_val, y_test = train_test_split(X_rem, y_rem, test_size=0.5, random_state=42, stratify=y_rem)\n", + "\n", + "# Функция для анализа сбалансированности\n", + "def analyze_balance(y_train, y_val, y_test):\n", + " print(\"Распределение классов в обучающей выборке:\")\n", + " print(y_train.value_counts(normalize=True))\n", + " \n", + " print(\"\\nРаспределение классов в контрольной выборке:\")\n", + " print(y_val.value_counts(normalize=True))\n", + " \n", + " print(\"\\nРаспределение классов в тестовой выборке:\")\n", + " print(y_test.value_counts(normalize=True))\n", + "\n", + "# Анализ сбалансированности\n", + "analyze_balance(y_train, y_val, y_test)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Выборки сбалансированы." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Выгрузка в датафрейм второго набор (цены на бриллианты)\n", + "\n", + "https://www.kaggle.com/datasets/nancyalaswad90/diamonds-prices" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "В этом документе рассматривается набор данных, содержащий цены и атрибуты примерно для 54 000 бриллиантов круглой огранки.\n", + "В наборе данных 53 940 бриллиантов с 10 характеристиками (карат, огранка, цвет, чистота, глубина, таблица, цена, x, y и z)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Проблемная область: Данные о ценах на бриллианты, включая их характеристики\n", + "\n", + "\n", + "Объект наблюдения: бриллианты\n", + "\n", + "\n", + "Пример бизнес-цели:\n", + "\n", + "Анализ рынка: Исследование ценовых трендов на бриллианты в зависимости от различных факторов, таких как качество, размер, цвет и форма. Это позволит оценить динамику цен на рынке и выявить актуальные тренды.\n", + "\n", + "Оптимизация ценовой политики: На основе анализа данных компании смогут создавать более точные и обоснованные ценовые стратегии. Это поможет установить конкурентоспособные цены и увеличить маржинальность продаж.\n", + "\n", + "Прогнозирование цен: Применение методов машинного обучения для прогнозирования будущих цен на бриллианты. Это поможет бизнесу заранее оценить, когда лучше закупать изделия или проводить распродажи.\n", + "\n", + "Сегментация клиентов: Использование данных для сегментации клиентов по их предпочтениям и покупательскому поведению. Это позволит создать целевые маркетинговые кампании и персонализированные предложения.\n", + "\n", + "\n", + "Актуальность датасета с ценами на бриллианты обусловлена несколькими факторами, влияющими на рынок и потребительские предпочтения. Рассмотрим основные аспекты, подчеркивающие важность такого датасета:\n", + "\n", + "Рынковая динамика: Цены на бриллианты подвержены влиянию различных факторов, таких как экономические условия, изменения в спросе и предложении, а также сезонные колебания. Датасет позволяет отслеживать эти изменения и предсказывать тенденции.\n", + "\n", + "Инвестиционная привлекательность: Бриллианты все чаще рассматриваются как инвестиционный актив. Актуальный датасет помогает инвесторам оценить риски и потенциал доходности, анализируя исторические данные о ценах и их изменениях.\n", + "\n", + "Ценовая прозрачность: Для потребителей доступ к объективным данным о ценах помогает сделать осознанный выбор при покупке. Это актуально в условиях разнообразия предложений и поставщиков на рынке.\n", + "\n", + "Анализ качества: Бриллианты различаются по множеству характеристик (чистота, цвет, огранка и т.д.). Датасет может быть использован для анализа зависимости цен от этих параметров, что поможет покупателям выбрать качественные изделия по выгодным ценам.\n", + "\n", + "Маркетинговые стратегии: Компании могут использовать данные для разработки более целенаправленных и эффективных маркетинговых кампаний, ориентируясь на актуальные тренды и предпочтения аудитории.\n", + "Образование и осведомленность: Датасет может служить полезным ресурсом для обучения как профессионалов, так и потребителей. Правильное понимание рынка помогает избежать мошенничества и недобросовестной практики.\n", + "\n", + "Контекст глобальных изменений: В условиях глобализации и влияния различных политических, экономических и социальных факторов на рынок бриллиантов, актуальный датасет становится важным инструментом для анализа, прогноза и адаптации стратегий бизнеса." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['Unnamed: 0', 'carat', 'cut', 'color', 'clarity', 'depth', 'table',\n", + " 'price', 'x', 'y', 'z'],\n", + " dtype='object')\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "df = pd.read_csv(\".//static//csv//Diamonds Prices2022.csv\")\n", + "print(df.columns)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Атрибуты: Unnamed: 0 - Неопределено: 0 (или Неизвестный: 0)\n", + "carat - Караты\n", + "cut - Огранка\n", + "color - Цвет\n", + "clarity - Чистота\n", + "depth - Глубина\n", + "table - Площадь огранки\n", + "price - Цена\n", + "x - Ширина (или X-координата)\n", + "y - Длина (или Y-координата)\n", + "z - Высота (или Z-координата)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Загрузка данных\n", + "df = pd.read_csv(\".//static//csv//Diamonds Prices2022.csv\")\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "plt.scatter(df['price'], df['carat'])\n", + "plt.xlabel('price')\n", + "plt.ylabel('carat')\n", + "plt.title('Scatter Plot of price vs carat')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Сильнейший выброс был замечен при значении ≈ 17500." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Используем метод метод межквартильного размаха для удаления выбросов." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Количество строк до удаления выбросов: 53943\n", + "Количество строк после удаления выбросов: 49517\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Загрузка данных\n", + "df = pd.read_csv(\".//static//csv//Diamonds Prices2022.csv\")\n", + "\n", + "# Выбор столбцов для анализа\n", + "column1 = 'carat'\n", + "column2 = 'price'\n", + "\n", + "\n", + "# Функция для удаления выбросов\n", + "def remove_outliers(df, column):\n", + " Q1 = df[column].quantile(0.25)\n", + " Q3 = df[column].quantile(0.75)\n", + " IQR = Q3 - Q1\n", + " lower_bound = Q1 - 1.5 * IQR\n", + " upper_bound = Q3 + 1.5 * IQR\n", + " return df[(df[column] >= lower_bound) & (df[column] <= upper_bound)]\n", + "\n", + "# Удаление выбросов для каждого столбца\n", + "df_cleaned = df.copy()\n", + "for column in [column1, column2]:\n", + " df_cleaned = remove_outliers(df_cleaned, column)\n", + "\n", + "# Построение точечной диаграммы после удаления выбросов\n", + "plt.figure(figsize=(10, 6))\n", + "plt.scatter(df_cleaned[column1], df_cleaned[column2], alpha=0.5)\n", + "plt.xlabel(column1)\n", + "plt.ylabel(column2)\n", + "plt.title(f'Scatter Plot of {column1} vs {column2} (After Removing Outliers)')\n", + "plt.show()\n", + "\n", + "# Вывод количества строк до и после удаления выбросов\n", + "print(f\"Количество строк до удаления выбросов: {len(df)}\")\n", + "print(f\"Количество строк после удаления выбросов: {len(df_cleaned)}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Количество пропущенных значений в каждом столбце:\n", + "Unnamed: 0 0\n", + "carat 0\n", + "cut 0\n", + "color 0\n", + "clarity 0\n", + "depth 0\n", + "table 0\n", + "price 0\n", + "x 0\n", + "y 0\n", + "z 0\n", + "dtype: int64\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "\n", + "# Проверка на пропущенные значения\n", + "missing_values = df.isnull().sum()\n", + "\n", + "# Вывод результатов\n", + "print(\"Количество пропущенных значений в каждом столбце:\")\n", + "print(missing_values)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Пустые строки не обнаружены." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Создадим выборки." + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Размер обучающей выборки: 32365\n", + "Размер контрольной выборки: 10789\n", + "Размер тестовой выборки: 10789\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "# Загрузка данных\n", + "df = pd.read_csv(\".//static//csv//Diamonds Prices2022.csv\")\n", + "\n", + "# Выбор признаков и целевой переменной\n", + "X = df.drop('price', axis=1) # Признаки (все столбцы, кроме 'Price')\n", + "y = df['price'] # Целевая переменная ('Price')\n", + "\n", + "# Разбиение данных на обучающую и оставшуюся часть (контрольную + тестовую)\n", + "X_train, X_temp, y_train, y_temp = train_test_split(X, y, test_size=0.4, random_state=42)\n", + "\n", + "# Разбиение оставшейся части на контрольную и тестовую выборки\n", + "X_val, X_test, y_val, y_test = train_test_split(X_temp, y_temp, test_size=0.5, random_state=42)\n", + "\n", + "# Вывод размеров выборок\n", + "print(f\"Размер обучающей выборки: {X_train.shape[0]}\")\n", + "print(f\"Размер контрольной выборки: {X_val.shape[0]}\")\n", + "print(f\"Размер тестовой выборки: {X_test.shape[0]}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Проанализируем сбалансированность выборок" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Распределение Price в обучающей выборке:\n", + "price\n", + "327 1\n", + "334 1\n", + "336 1\n", + "337 1\n", + "338 1\n", + " ..\n", + "18791 1\n", + "18795 2\n", + "18797 1\n", + "18804 1\n", + "18806 1\n", + "Name: count, Length: 9476, dtype: int64\n", + "Процент положительных значений: 100.00%\n", + "Процент отрицательных значений: 0.00%\n", + "\n", + "Необходима аугментация данных для балансировки классов.\n", + "\n", + "Распределение Price в контрольной выборке:\n", + "price\n", + "326 2\n", + "340 1\n", + "344 1\n", + "354 1\n", + "357 1\n", + " ..\n", + "18781 1\n", + "18784 1\n", + "18791 1\n", + "18803 1\n", + "18823 1\n", + "Name: count, Length: 5389, dtype: int64\n", + "Процент положительных значений: 100.00%\n", + "Процент отрицательных значений: 0.00%\n", + "\n", + "Необходима аугментация данных для балансировки классов.\n", + "\n", + "Распределение Price в тестовой выборке:\n", + "price\n", + "335 1\n", + "336 1\n", + "337 1\n", + "351 1\n", + "353 1\n", + " ..\n", + "18766 1\n", + "18768 1\n", + "18780 1\n", + "18788 1\n", + "18818 1\n", + "Name: count, Length: 5308, dtype: int64\n", + "Процент положительных значений: 100.00%\n", + "Процент отрицательных значений: 0.00%\n", + "\n", + "Необходима аугментация данных для балансировки классов.\n", + "\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "# Загрузка данных\n", + "df = pd.read_csv(\".//static//csv//Diamonds Prices2022.csv\")\n", + "\n", + "# Выбор признаков и целевой переменной\n", + "X = df.drop('price', axis=1) # Признаки (все столбцы, кроме 'Price')\n", + "y = df['price'] # Целевая переменная ('Price')\n", + "\n", + "# Разбиение данных на обучающую и оставшуюся часть (контрольную + тестовую)\n", + "X_train, X_temp, y_train, y_temp = train_test_split(X, y, test_size=0.4, random_state=42)\n", + "\n", + "# Разбиение оставшейся части на контрольную и тестовую выборки\n", + "X_val, X_test, y_val, y_test = train_test_split(X_temp, y_temp, test_size=0.5, random_state=42)\n", + "\n", + "# Функция для анализа распределения и вывода результатов\n", + "def analyze_distribution(data, title):\n", + " print(f\"Распределение Price в {title}:\")\n", + " distribution = data.value_counts().sort_index()\n", + " print(distribution)\n", + " total = len(data)\n", + " positive_count = (data > 0).sum()\n", + " negative_count = (data < 0).sum()\n", + " positive_percent = (positive_count / total) * 100\n", + " negative_percent = (negative_count / total) * 100\n", + " print(f\"Процент положительных значений: {positive_percent:.2f}%\")\n", + " print(f\"Процент отрицательных значений: {negative_percent:.2f}%\")\n", + " print(\"\\nНеобходима аугментация данных для балансировки классов.\\n\")\n", + "\n", + "# Анализ распределения для каждой выборки\n", + "analyze_distribution(y_train, \"обучающей выборке\")\n", + "analyze_distribution(y_val, \"контрольной выборке\")\n", + "analyze_distribution(y_test, \"тестовой выборке\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Применение методов приращения данных (аугментации)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Распределение Price в обучающей выборке после oversampling:\n", + "price\n", + "327 85\n", + "334 85\n", + "336 85\n", + "337 85\n", + "338 85\n", + " ..\n", + "18791 85\n", + "18795 85\n", + "18797 85\n", + "18804 85\n", + "18806 85\n", + "Name: count, Length: 9476, dtype: int64\n", + "Процент положительных значений: 100.00%\n", + "Процент отрицательных значений: 0.00%\n", + "Распределение Price в контрольной выборке:\n", + "price\n", + "326 2\n", + "340 1\n", + "344 1\n", + "354 1\n", + "357 1\n", + " ..\n", + "18781 1\n", + "18784 1\n", + "18791 1\n", + "18803 1\n", + "18823 1\n", + "Name: count, Length: 5389, dtype: int64\n", + "Процент положительных значений: 100.00%\n", + "Процент отрицательных значений: 0.00%\n", + "Распределение Price в тестовой выборке:\n", + "price\n", + "335 1\n", + "336 1\n", + "337 1\n", + "351 1\n", + "353 1\n", + " ..\n", + "18766 1\n", + "18768 1\n", + "18780 1\n", + "18788 1\n", + "18818 1\n", + "Name: count, Length: 5308, dtype: int64\n", + "Процент положительных значений: 100.00%\n", + "Процент отрицательных значений: 0.00%\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "from sklearn.model_selection import train_test_split\n", + "from imblearn.over_sampling import RandomOverSampler\n", + "\n", + "# Загрузка данных\n", + "df = pd.read_csv(\".//static//csv//Diamonds Prices2022.csv\")\n", + "\n", + "# Выбор признаков и целевой переменной\n", + "X = df.drop('price', axis=1) # Признаки (все столбцы, кроме 'Price')\n", + "y = df['price'] # Целевая переменная ('Price')\n", + "\n", + "# Разбиение данных на обучающую и оставшуюся часть (контрольную + тестовую)\n", + "X_train, X_temp, y_train, y_temp = train_test_split(X, y, test_size=0.4, random_state=42)\n", + "\n", + "# Разбиение оставшейся части на контрольную и тестовую выборки\n", + "X_val, X_test, y_val, y_test = train_test_split(X_temp, y_temp, test_size=0.5, random_state=42)\n", + "\n", + "# Применение oversampling к обучающей выборке\n", + "oversampler = RandomOverSampler(random_state=42)\n", + "X_train_resampled, y_train_resampled = oversampler.fit_resample(X_train, y_train)\n", + "\n", + "# Функция для анализа распределения и вывода результатов\n", + "def analyze_distribution(data, title):\n", + " print(f\"Распределение Price в {title}:\")\n", + " distribution = data.value_counts().sort_index()\n", + " print(distribution)\n", + " total = len(data)\n", + " positive_count = (data > 0).sum()\n", + " negative_count = (data < 0).sum()\n", + " positive_percent = (positive_count / total) * 100\n", + " negative_percent = (negative_count / total) * 100\n", + " print(f\"Процент положительных значений: {positive_percent:.2f}%\")\n", + " print(f\"Процент отрицательных значений: {negative_percent:.2f}%\")\n", + "\n", + "# Анализ распределения для каждой выборки\n", + "analyze_distribution(y_train_resampled, \"обучающей выборке после oversampling\")\n", + "analyze_distribution(y_val, \"контрольной выборке\")\n", + "analyze_distribution(y_test, \"тестовой выборке\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Выгрузка в датафрейм третьего набора (Заработная плата рабочих мест в области Data Science)\n", + "\t\n", + "https://www.kaggle.com/datasets/henryshan/2023-data-scientists-salary" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Для проведения этого анализа был использован набор данных, содержащий релевантную информацию о Data Scientists. Набор данных включает в себя следующие переменные:\n", + "\n", + "work_year:Год выплаты зарплаты.\n", + "\n", + "experience_level: Уровень опыта работы в течение года.\n", + "\n", + "EN > Начальный уровень / Юниор\n", + "MI> Средний уровень / Средний\n", + "SE > Старший уровень / Эксперт\n", + "EX > Исполнительный уровень / Директор\n", + "employment_type: Тип занятости для должности.\n", + "\n", + "PT > Частичная занятость\n", + "FT > Полный рабочий день\n", + "CT > Договор\n", + "FL > Фриланс\n", + "job_title: На эту должность я работал в течение года.\n", + "\n", + "salary: Общая сумма выплаченной заработной платы брутто.\n", + "\n", + "salary_currency: Валюта выплачиваемой заработной платы в виде кода валюты ISO 4217.\n", + "\n", + "salaryinusd: Заработная плата в долларах США.\n", + "\n", + "employee_residence: Основная страна проживания сотрудника в течение рабочего года в виде кода страны по стандарту ISO 3166.\n", + "\n", + "remote_ratio:Общий объем работы, выполненной удаленно.\n", + "\n", + "company_location: Страна местонахождения главного офиса работодателя или филиала по договору.\n", + "\n", + "company_size: Среднее количество людей, которые работали в компании в течение года.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Проблемная область: Данные о зарплатах рабочих мет Data Science\n", + "\n", + "\n", + "Объект наблюдения: зарплаты\n", + "\n", + "\n", + "Пример бизнес-цели:\n", + "\n", + "1. Оптимизация процесса найма\n", + "Цель: Уменьшить время и затраты на рекрутинг, привлекая кандидатов с адекватными ожиданиями по зарплате.\n", + "Применение: Использовать данные о заработной плате для определения конкурентоспособных предложений о работе, что позволит привлекать высококвалифицированные таланты без чрезмерных затрат.\n", + "\n", + "2. Систематизация карьерного роста\n", + "\n", + "Цель: Разработка структурированных карьерных треков и программ повышения квалификации.\n", + "Применение: Анализируя данные о зарплатах на разных уровнях должностей, создать систему повышений и соответствующих компенсаций, мотивируя сотрудников для роста внутри компании.\n", + "\n", + "3. Планирование бюджета и прогнозирование кадровых расходов\n", + "Цель: Более точное планирование бюджетов на оплату труда в отделах Data Science.\n", + "Применение: Использовать анализ рынка для прогнозирования будущих расходов на зарплату, что позволит компании закладывать соответствующие суммы в бюджет.\n", + "\n", + "\n", + "Актуальность датасета о заработной плате в области Data Science играет ключевую роль для бизнеса и специалистов по работе с данными. Рассмотрим несколько аспектов, подчеркивающих его значимость.\n", + "\n", + "1. Актуальные рыночные тренды\n", + "Изменения в спросе и предложении: Данные о зарплатах могут отражать текущие тенденции на рынке труда, такие как повышение спроса на определённые навыки. Это особенно важно в такой динамичной области, как Data Science, где технологии и инструменты быстро развиваются.\n", + "Географические различия: Заработные платы могут варьироваться в зависимости от региона (например, наличие IT-центров в крупных городах). Датасет позволяет анализировать, какие регионы предлагают лучшие условия для специалистов.\n", + "\n", + "2. Оценка конкурентоспособности\n", + "Сравнение с конкурентами: Знание о текущих зарплатах позволяет компаниям позиционировать себя на рынке труда. Это поможет избежать проблем с удержанием талантов и привлечением новых сотрудников.\n", + "Формирование предложений: Данная информация поможет создать программные предложения о работе, которые будут привлекательными для нужной аудитории.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['work_year', 'experience_level', 'employment_type', 'job_title',\n", + " 'salary', 'salary_currency', 'salary_in_usd', 'employee_residence',\n", + " 'remote_ratio', 'company_location', 'company_size'],\n", + " dtype='object')\n" + ] + } + ], + "source": [ + "df3 = pd.read_csv(\".//static//csv//ds_salaries.csv\")\n", + "\n", + "print(df3.columns)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Атрибуты: \n", + "work_year - Год работы\n", + "experience_level - Уровень опыта\n", + "employment_type - Тип занятости\n", + "job_title - Должность\n", + "salary - Зарплата\n", + "salary_currency - Валюта зарплаты\n", + "salary_in_usd - Зарплата в долларах США\n", + "employee_residence - Местонахождение сотрудника\n", + "remote_ratio - Доля удаленной работы\n", + "company_location - Местоположение компании\n", + "company_size - Размер компании" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Проверка на выбросы." + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Количество выбросов в столбце 'work_year': 76\n", + "Количество выбросов в столбце 'salary': 113\n", + "Количество выбросов в столбце 'salary_in_usd': 63\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "# Предполагаем, что ваш DataFrame df уже загружен\n", + "\n", + "# Выбираем столбцы для анализа\n", + "columns_to_check = ['work_year', 'salary', 'salary_in_usd']\n", + "\n", + "# Функция для подсчета выбросов\n", + "def count_outliers(df, columns):\n", + " outliers_count = {}\n", + " for col in columns:\n", + " # Проверяем, чтобы данные были числовыми\n", + " if not pd.api.types.is_numeric_dtype(df[col]):\n", + " print(f\"Предупреждение: столбец '{col}' не числовой. Пропускаем.\")\n", + " continue\n", + " \n", + " Q1 = df[col].quantile(0.25)\n", + " Q3 = df[col].quantile(0.75)\n", + " IQR = Q3 - Q1\n", + " lower_bound = Q1 - 1.5 * IQR\n", + " upper_bound = Q3 + 1.5 * IQR\n", + " \n", + " # Считаем количество выбросов\n", + " outliers = df[(df[col] < lower_bound) | (df[col] > upper_bound)]\n", + " outliers_count[col] = len(outliers)\n", + " \n", + " return outliers_count\n", + "\n", + "# Подсчитываем выбросы\n", + "outliers_count = count_outliers(df, columns_to_check)\n", + "\n", + "# Выводим количество выбросов для каждого столбца\n", + "for col, count in outliers_count.items():\n", + " print(f\"Количество выбросов в столбце '{col}': {count}\")\n", + "\n", + "# Создаем диаграммы размахов\n", + "plt.figure(figsize=(15, 10))\n", + "for i, col in enumerate(columns_to_check, 1):\n", + " plt.subplot(2, 2, i)\n", + " # Проверяем, чтобы данные были числовыми для построения графика\n", + " if pd.api.types.is_numeric_dtype(df[col]):\n", + " sns.boxplot(x=df[col])\n", + " plt.title(f'Box Plot of {col}')\n", + " else:\n", + " print(f\"Предупреждение: столбец '{col}' не числовой и не может быть представлен на графике.\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "В столбцах присутствуют выбросы." + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Количество выбросов в столбце 'work_year': 76\n", + "Количество выбросов в столбце 'salary': 113\n", + "Количество выбросов в столбце 'salary_in_usd': 63\n", + "Количество удаленных строк: 208\n" + ] + }, + { + "data": { + "image/png": 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Tp0/q06dP7u+vv/46tWrVKv32t79Nt9xyS7ryyitT586dU1FRURo9enSuXcVcbrjhhql9+/bp8ssvT9ddd1366KOP0i9/+cvUokWLNG/evLx9XXnllamgoCB99NFHmf2eM2dOKisrS7/97W/zlr/33nspItJRRx21yLH/vH8/P9bjx49PjRs3ThtuuGG64oor0o033pi22267VFBQkB588MFcu9dffz116NAhnX322em2225LF110UVp77bVT48aN02effZZrV3G/22STTVLPnj3Tddddly644IJUr169tMUWW+T15/nnn0/FxcWpV69e6ZprrknXXXdd6tGjRyouLk6vvfZart1bb72VysrKUtu2bdNll12WLr744tSiRYtc7V3Qyy+/nCIi/fOf/6zWvAA1R+1UO5dX7UwpVXp/NmjQoFyN+sUvfpFuvvnmdMwxx6SISGedddYi56JPnz6pa9euVa77+uuvK+1vcea5Xbt2aY899shcf/TRR6eISOPHj1/odnbaaae06aabVlq+9tprp/bt2y+yHz/vz8CBA3N/f//996lHjx5pzTXXTL///e/Trbfemg4//PBUUFCQTj311LzbrrPOOumEE05IN954Y7r22mvTFltskSIiPfbYY3ntIiJttNFGqVWrVuniiy9O119/fWrfvn2qV69e+uabb3Ltvvzyy7TOOuukNm3apIsuuijdcsstaa+99so9jir88MMPqVOnTqm0tDSdddZZ6frrr089e/bMvV74eT6UUkpz585NZWVl6fTTT6/2vFC7CdFXchUFb8F/JSUlaejQoXltH3744RQR6ZJLLslbvv/++6eCgoL0wQcf5Jadc845qbCwMP3rX/9Kw4YNSxGRrr/++kX2p+JFwZ133pm+/vrr9Pnnn6fHH388rbvuuqmgoCC9/vrrKaWqXxRsvPHGqXnz5mnKlCm5ZWPHjk2FhYXp8MMPzy276qqrUkTkXigszJw5c1Lz5s1Tt27d0qxZs3LLH3vssRQR6fzzz88tq5jLij4uzNtvv50iIl188cUppZ+eHOvXr5/uuuuulFJKLVq0SDfddFNKKaXp06enOnXqpGOPPTallNKYMWNSRKRjjjkmb5tnnHFGioj0wgsv5Ja1a9cuRUR66qmnKvXh5yH66aefngoLCysd84X58MMPU/369dMaa6yRioqKcoX3pZdeShGR7r333rz2Tz31VKXlP/zwQ6XtHn/88alevXrpxx9/zC3r06dPioh06623Vqtvhx56aFpzzTUrLd9kk01S48aNq7WNlCqH6MtzbH/5y19yy2bPnp1atmyZ9ttvv9yyu+++OxUWFqaXXnopb5u33npriog0cuTIlNL/v3+ccMIJee0qPkCoKkQ/7rjjUllZ2UJmAlgVqPkLt7xq/jPPPJPq1KmT6tSpk3r16pXOOuus9PTTT+d98FqhqtrRr1+/Sm8qFwwC5s2bl2bPnp3X5rvvvkstWrTIC7Ar5rJRo0bpq6++ymv/9NNPp4hITz75ZN7yHj165O2rKhUnANxwww15yytCnZ+/gVyYqo71jjvumLp3755XO8vLy1Pv3r3T+uuvn1v2448/pvnz51faXklJSbroootyyyrudxtssEHenA0ePDhFRO71THl5eVp//fVTv379cicJpPTTMVpvvfXSzjvvnFu2zz77pNLS0ryw5J133kl16tSpMkT//PPPU0SkK664olrzAtQctXPh1M4lr50pZYfoC374vO+++1b5/nZBixuiL848LypEv+6661JEpEceeWShfVxnnXXy3uemlNK0adNSRFQ6OWxhFgzRL7744lS/fv303nvv5bU7++yzU506dfJOpFvwPjNnzpzUrVu3tMMOO+Qtj4hUXFyc99gdO3Zspdc8Rx99dGrVqlVesJ7STx+ONW7cOLe/66+/PkVEuv/++3Ntvv/++9SxY8cqQ/SUUurUqVPabbfdFjEbrCxczmUVcdNNN8Wzzz4bzz77bNxzzz3Rt2/fOOaYY+LBBx/MtXniiSeiTp06ccopp+Td9vTTT4+UUt6vk19wwQXRtWvXGDhwYJxwwgnRp0+fSrdbmKOOOirWWmutaN26deyxxx7x/fffx1133ZV3Hbqf++KLL2LMmDFxxBFHxBprrJFb3qNHj9h5553jiSeeqPa+f+4///lPfPXVV3HCCSfkXa9sjz32iC5duizxNbk22GCDWHPNNXPXOh87dmx8//330bt374iI6N27d+6rwqNGjYr58+fnLj9SMZbf/va3edus+IGPBfu03nrrRb9+/arsR0opTjrppBg8eHDcc889ua/YVUe7du1i0KBB8e2338Zvf/vb3K+ADxs2LBo3bhw777xzfPPNN7l/PXv2jAYNGuR9Pe7n12afMWNGfPPNN7HtttvGDz/8EP/973/z9ldSUhJHHnlktfo2ZcqUaNq0aaXl06dPj4YNG1Z7jAtaXmNr0KBB3rXliouLY4sttoj//e9/efveYIMNokuXLnn7rvjqZsW+K+4fCz7eTjvttMxxNW3aNGbNmrVcviII1D5qftWWV83feeedY9SoUbHXXnvF2LFj48orr4x+/frF2muvXemSJD+vHdOmTYtvvvkm+vTpE//73/9i2rRpmfuoU6dO7rqs5eXl8e2338a8efNis802izfffLNS+/322y/WWmutvGU77bRTtG7dOu69997csvHjx8dbb71V6fqnC5oyZUpERKXaO3369IiIJa693377bbzwwgtx4IEH5mrpN998E1OmTIl+/frF+++/n7tcQElJSRQW/vTWZP78+TFlypRo0KBBdO7cuco5OPLII/OuZbvttttGRORq75gxY+L999+PQw45JKZMmZLb9/fffx877rhj/Otf/4ry8vKYP39+PP3007HPPvtE27Ztc9vbYIMNMl9/VczTN998s0TzAqx4amfV1M4lr50Ls+Bve2277bYxZcqUXF1dVhZnnhel4nJuM2bMWGi7qt6rL+3rhYif3i9vu+220bRp07z3yzvttFPMnz8//vWvf+Xa/vw+891338W0adNi2223rfK477TTTtGhQ4fc3z169IhGjRrlXi+klOIf//hH9O/fP1JKefvu169fTJs2LbfdJ554Ilq1apX7PYOIiHr16sVxxx2XOa6K8bBq8MOiq4gtttgir+AOGDAgNtlkkzjppJNizz33jOLi4vjoo4+idevWlZ7YNthgg4iI+Oijj3LLiouL484778xdG3LIkCG5H6CsjvPPPz+23XbbqFOnTjRr1iw22GCDhf5qdcW+O3fuXGndBhtsEE8//XR8//33Ub9+/Wr3YVHb7dKlS6UfAK2ugoKC6N27d+4N2MiRI6N58+bRsWPHiPgpRL/xxhsjInJhekWI/tFHH0VhYWGubYWWLVtGkyZN8o5DxE8hepa//OUvMXPmzLjllltiwIABiz2OzTffPCIi777z/vvvx7Rp0zKvofbzHyh5++234w9/+EO88MILlV4QLPiCZ+21116sH25JVVyL7efFbkksr7Gts846lR4fTZs2jbfeeitv3xMmTKj0wm3BfVfcP35e6COqvg9XqJirxXmMAisvNX/xt7s0NT/ip3r54IMPxpw5c2Ls2LHx0EMPxXXXXRf7779/jBkzJjbccMOI+KnmDxo0KEaNGlXpg81p06ZF48aNM/dx1113xTXXXBP//e9/836os6rXAVUtKywsjF/+8pdxyy235H68+957743S0tI44IADqjXOBWtvo0aNImLRb6izfPDBB5FSivPOOy/OO++8Ktt89dVXsfbaa0d5eXkMHjw4br755pg0aVLeNYXXXHPNSrf7eeAd8f+D7YrfOHn//fcjIhZ6gsG0adNi9uzZMWvWrFh//fUrre/cuXOVwZS6CysftXPxt6t2Vq92VmVhNaqiti6pBe9n1Z3nRZk5c2ZEVC8IX9avFyJ+qttvvfXWIt8vR0Q89thjcckll8SYMWPyrkde1WNwwWMR8dPxqHi98PXXX8fUqVPj9ttvj9tvv32h+/7oo4+iY8eOlfazqPfqXi+sOoToq6jCwsLo27dvDB48ON5///3o2rXrYm/j6aefjoiIH3/8Md5///2FhrkL6t69e6UfhVzVbLPNNvHPf/4zxo0bFyNHjsydhR7xU4h+5plnxmeffRYvv/xytG7dOtq3b593++o+kf78U9YFbb311jFmzJi48cYb48ADD8w7K2FJlZeXR/PmzfM+jf+5iqI2derU6NOnTzRq1Cguuuii6NChQ5SWlsabb74Zv/vd7yr9+MfCxrGgNddcs9IPfUb89EJu9OjR8cknn0SbNm0WY1Q/WV5jq1OnTpXb+/mLi/Ly8ujevXtce+21VbZdkvFU+O6776JevXqLNcfAqkPNX3GKi4tj8803j8033zw6deoURx55ZAwbNiwGDRoUEydOjB133DG6dOkS1157bbRp0yaKi4vjiSeeiOuuu65S7fi5e+65J4444ojYZ5994swzz4zmzZvnftBs4sSJldpnPd8ffvjhcdVVV8XDDz8cAwYMiPvuuy/23HPPhQYQEf8/pF6w9nbp0iUiIsaNG7fQ22epGPMZZ5yReVZ3xUkFf/zjH+O8886Lo446Ki6++OJYY401orCwME477bQq525RtbfiNldddVVsvPHGVbZt0KBB5o+BLUzFPDVr1myxbwvUDmrnirOq1s6Fqc77w6qUlpbm/WDtz1V8wPDzbwz83MLmuTrGjx8fEVHpZL8FVfVevVGjRtG6devcNpZEeXl57LzzznHWWWdVub5Tp04REfHSSy/FXnvtFdttt13cfPPN0apVqygqKoohQ4bEfffdV+l21X29cOihh2Z+8N6jR4/FHk+F7777rsoP6lk5CdFXYfPmzYuI//+JYrt27eK5556LGTNm5H26WHFpinbt2uWWvfXWW3HRRRfFkUceGWPGjIljjjkmxo0bt1SFZGEq9v3uu+9WWvff//43mjVrlvtUfXE+xfv5disum1Hh3XffzRvz4qo4s/zll1+OkSNH5l1uo2fPnlFSUhIjRoyI1157LXbfffe8PpWXl8f777+fO6shImLy5MkxderUxepTx44d48orr4ztt98+dt1113j++eeX6itUEREdOnSI5557LrbeeuuFhrIjRoyIKVOmxIMPPpj3y9yL+kX56ujSpUvce++9lc486N+/f/z1r3+Ne+65J84555zF3m5Njq1Dhw4xduzY2HHHHRd6H664f0ycODHvE+2qHhs/79fP70vA6kfNX741vyoVZzR+8cUXERHxz3/+M2bPnh2PPvpo3llPP79UWJYHHngg2rdvHw8++GDemKv7xrdCt27dYpNNNol777031llnnfj444/jhhtuWOTt2rZtG2VlZZXqXKdOnaJz587xyCOPxODBg3Nf9a6uihMIioqKFhkWPfDAA9G3b9/485//nLd86tSpSxRWV3yjq1GjRgvd91prrRVlZWW5M9d/Lqv2VsyT2gsrN7VT7YxY8tq5PLRr1y5eeOGFmDVrVqX3qxXHvjrHZMF5XpSZM2fGQw89FG3atFlkbevSpUuV74v33HPPuP3222PUqFHRq1evau335zp06BAzZ85c5OuFf/zjH1FaWhpPP/10lJSU5JYPGTJksfcZ8dPrgIYNG8b8+fMXue927drF+PHjK51dnvV6Yd68efHJJ5/EXnvttUR9o/ZxTfRV1Ny5c+OZZ56J4uLi3JPg7rvvHvPnz89dZqTCddddFwUFBbHbbrvlbnvEEUdE69atY/DgwTF06NCYPHly/OY3v1lu/W3VqlVsvPHGcdddd8XUqVNzy8ePHx/PPPNMXghd8eLg5+2ybLbZZtG8efO49dZb8840evLJJ2PChAmxxx57LHGfN9tssygtLY177703Pvvss7wz0UtKSmLTTTeNm266Kb7//vtc4B4RubFcf/31edurOEN5cfvUo0ePeOKJJ2LChAnRv3//zE+uq+vAAw+M+fPnx8UXX1xp3bx583LzXvGJ7s8/TZ8zZ07cfPPNS7X/iIhevXpFSineeOONvOX7779/dO/ePS699NIYNWpUpdvNmDEjzj333Mzt1uTYDjzwwPjss8/iT3/6U6V1s2bNiu+//z4iIvc4/L//+7+8NgveX37uzTffzLv/AasXNf8ny6vmDx8+vMozxyou81HxgWdVtWPatGnVelNX1W1fe+21Kmvdohx22GHxzDPPxPXXXx9rrrlm7lgvTFFRUWy22Wbxn//8p9K6Cy+8MKZMmRLHHHNMLnD6uWeeeSYee+yxKrfbvHnz2H777eO2226r8o38119/nfv/OnXqVJrnYcOG5a6Zvrh69uwZHTp0iKuvvjoXkFW17zp16kS/fv3i4Ycfjo8//ji3fsKECbmzTBf0xhtvREFBwRKFBEDtoHb+RO38yZLUzuVh9913j7lz58Ztt92Wt7y8vDxuueWWKC4ujh133DG3vLrzvDCzZs2Kww47LL799ts499xzF/khTK9evWL8+PGVvsl11llnRf369eOYY46JyZMnV7rdxIkTY/DgwZnbPfDAA2PUqFFV1t6pU6fmXoPUqVMnCgoK8i779uGHH8bDDz+80H5nqVOnTuy3337xj3/8o8oz6X/+WmX33XePzz//PB544IHcsh9++CHzMjDvvPNO/Pjjj96rr0Kcib6KePLJJ3OfkH/11Vdx3333xfvvvx9nn3127vpU/fv3j759+8a5554bH374YWy00UbxzDPPxCOPPBKnnXZa7oydimtLVZzV3KNHjzj//PPjD3/4Q+y///55BXpZuuqqq2K33XaLXr16xdFHHx2zZs2KG264IRo3bhwXXHBBrl3Pnj0jIuLcc8+Ngw8+OIqKiqJ///5VXv+tqKgorrjiijjyyCOjT58+MWDAgJg8eXIMHjw41l133aV6oVPxdamXXnopSkpKcv2q0Lt377jmmmsiIvJC9I022igGDhwYt99+e+6yIf/+97/jrrvuin322Sf69u272H3Zaqut4pFHHondd9899t9//3j44YejqKhoicbVp0+fOP744+Oyyy6LMWPGxC677BJFRUXx/vvvx7Bhw2Lw4MGx//77R+/evaNp06YxcODAOOWUU6KgoCDuvvvuRX5FrTq22WabWHPNNeO5557LOyOiqKgoHnzwwdhpp51iu+22iwMPPDC23nrrKCoqirfffjvuu+++aNq0aVx66aW1bmyHHXZY3H///fGrX/0qhg8fHltvvXXMnz8//vvf/8b9998fTz/9dGy22Wax8cYbx4ABA+Lmm2+OadOmRe/eveP555+PDz74oMrtvvHGG/Htt9/G3nvvvcR9A1Yuav6Krfknn3xy/PDDD7HvvvtGly5dYs6cOfHKK6/E3//+91h33XVzP5q9yy67RHFxcfTv3z+OP/74mDlzZvzpT3+K5s2bL/JMsD333DMefPDB2HfffWOPPfaISZMmxa233hobbrhhlQHwwhxyyCFx1llnxUMPPRS//vWvq/16YO+9945zzz03pk+fnne91oMOOijGjRsXl156aYwePToGDBgQ7dq1iylTpsRTTz0Vzz//fJVfn65w0003xTbbbBPdu3ePY489Ntq3bx+TJ0+OUaNGxaeffhpjx47NzUHFWZ29e/eOcePGxb333lvpcnjVVVhYGHfccUfstttu0bVr1zjyyCNj7bXXjs8++yyGDx8ejRo1in/+858R8dMHBU899VRsu+22ccIJJ8S8efPihhtuiK5du+b9vkmFZ599Nrbeeusqr9UO1E5qp9q5MEtaO5e1/v37xy677BK/+c1v4t///nf07t07fvjhh3j00Udj5MiRcckll+RdM7y681zhs88+i3vuuScifjr7/J133olhw4bFl19+Gaeffnocf/zxi+zj3nvvHRdffHG8+OKLscsuu+SWd+jQIe6777446KCDYoMNNojDDz88unXrluvTsGHD4ogjjsjc7plnnhmPPvpo7LnnnnHEEUdEz5494/vvv49x48bFAw88EB9++GE0a9Ys9thjj7j22mtj1113jUMOOSS++uqruOmmm6Jjx45V1uzquPzyy2P48OGx5ZZbxrHHHhsbbrhhfPvtt/Hmm2/Gc889F99++21ERBx77LFx4403xuGHHx5vvPFGtGrVKu6+++6oV69eldt99tlno169erHzzjsvUb+ohRIrtSFDhqSIyPtXWlqaNt5443TLLbek8vLyvPYzZsxIv/nNb1Lr1q1TUVFRWn/99dNVV12Va/fGG2+kunXrppNPPjnvdvPmzUubb755at26dfruu+8y+zN8+PAUEWnYsGEL7fekSZNSRKQhQ4bkLX/uuefS1ltvncrKylKjRo1S//790zvvvFPp9hdffHFae+21U2FhYYqINGnSpIXu7+9//3vaZJNNUklJSVpjjTXSL3/5y/Tpp5/mtamYy9dff32h2/q5c845J0VE6t27d6V1Dz74YIqI1LBhwzRv3ry8dXPnzk0XXnhhWm+99VJRUVFq06ZNOuecc9KPP/6Y165du3Zpjz32qHLfEZFOPPHEvGWPPPJIqlu3bjrooIPS/PnzF9n/hR2v22+/PfXs2TOVlZWlhg0bpu7du6ezzjorff7557k2I0eOTFtttVUqKytLrVu3TmeddVZ6+umnU0Sk4cOH59r16dMnde3adZH9+blTTjkldezYscp13333XTr//PNT9+7dU7169VJpaWnq1q1bOuecc9IXX3yRazdw4MDUrl27GhlbVfueM2dOuuKKK1LXrl1TSUlJatq0aerZs2e68MIL07Rp03LtZs2alU455ZS05pprpvr166f+/funTz75JEVEGjRoUN42f/e736W2bdtWeqwDqx41v2Zq/pNPPpmOOuqo1KVLl9SgQYNUXFycOnbsmE4++eQ0efLkvLaPPvpo6tGjRyotLU3rrrtuuuKKK9Kdd95Zqd99+vRJffr0yf1dXl6e/vjHP6Z27dqlkpKStMkmm6THHnusUi2pmMurrrpqoX3efffdU0SkV155ZZHjqzB58uRUt27ddPfdd1e5/vnnn0977713at68eapbt25aa621Uv/+/dMjjzxSqX8LHuuJEyemww8/PLVs2TIVFRWltddeO+25557pgQceyLX58ccf0+mnn55atWqVysrK0tZbb51GjRpVaa6y7ndZ+x49enT6xS9+kdZcc81UUlKS2rVrlw488MD0/PPP57V78cUXU8+ePVNxcXFq3759uvXWW9OgQYPSgm+Xpk6dmoqLi9Mdd9yxqCkFagG1U+1cnrVzwfdnFXXj66+/zmtXMXeLOg4p/VQPL7jggtSlS5dUUlKS6tevn7baaqt0zz33VGq7OPPcrl273GOgoKAgNWrUKHXt2jUde+yx6bXXXqv2mFNKqUePHunoo4+uct17772Xjj322LTuuuum4uLi1LBhw7T11lunG264IS/vaNeuXRo4cGDebWfMmJHOOeec1LFjx1RcXJyaNWuWevfuna6++uo0Z86cXLs///nPaf31108lJSWpS5cuaciQIVXW7Koyk6x9T548OZ144ompTZs2qaioKLVs2TLtuOOO6fbbb89r99FHH6W99tor1atXLzVr1iydeuqp6amnnqqUE6SU0pZbbpkOPfTQrGlkJVSQ0jI4bRRgGfvf//4XXbp0iSeffDLvK2v8f7Nnz4511103zj777Dj11FNrujsA1BL77rtvjBs3LvNbTFmOPvroeO+99+Kll15aTj1b+V1//fVx5ZVXxsSJE/2gN8AqZElr5+ro7rvvjhNPPDE+/vjjaNKkSU13p1YaM2ZMbLrppvHmm29m/sA5Kx/XRAdqpfbt28fRRx8dl19+eU13pdYaMmRIFBUVxa9+9aua7goAtcQXX3wRjz/+eBx22GGLfdtBgwbF66+/HiNHjlwOPVv5zZ07N6699tr4wx/+IEAHWIUsTe1cHf3yl7+Mtm3bxk033VTTXam1Lr/88th///0F6KsYZ6IDAMBKbtKkSTFy5Mi444474vXXX4+JEydGy5Yta7pbAFBrqZ3A4nAmOgAArORefPHFOOyww2LSpElx1113CQEAYBHUTmBxOBMdAAAAAAAyOBMdAAAAAAAyCNEBAAAAACBD3WWxkfLy8vj888+jYcOGUVBQsCw2CQC1XkopZsyYEa1bt47CwpXnc2l1G4DVkboNACuH2lizl0mI/vnnn0ebNm2WxaYAYKXzySefxDrrrFPT3ag2dRuA1Zm6DQArh9pUs5dJiN6wYcOI+GlgjRo1WhabBIBab/r06dGmTZtcHVxZqNsArI7UbQBYOdTGmr1MQvSKr5Q1atRIUQdgtbOyfbVa3QZgdaZuA8DKoTbV7NpxURkAAAAAAKiFhOgAAAAAAJBBiA4AAAAAABmE6AAAAAAAkEGIDgAAAAAAGYToAAAAAACQQYgOAAAAAAAZhOgAAAAAAJBBiA4AAAAAABmE6AAAAAAAkEGIDgAAAAAAGYToAAAAAACQQYgOAAAAAAAZhOgAAAAAAJBBiA4AAAAAABmE6AAAAAAAkEGIDgAAAAAAGYToAAAAAACQQYgOAAAAAAAZhOgAAAAAAJBBiA4AAAAAABmE6AAAAAAAkEGIDgAAAAAAGYToAAAAAACQQYgOAAAAAAAZhOgAAAAAAJBBiA4AAAAAABmE6AAAAAAAkEGIDgAAAAAAGYToAAAAAACQQYgOAAAAAAAZhOgAAAAAAJBBiA4AAAAAABmE6AAAAAAAkEGIDgAAAAAAGYToAAAAAACQQYgOAAAAAAAZhOgAAAAAAJBBiA4AAAAAABmE6AAAAAAAkEGIDgAAAAAAGYToAAAAAACQQYgOAAAAAAAZhOgAAAAAAJBBiA4AAAAAABmE6AAAAAAAkEGIDgAAAAAAGerWdAeApTd58uSYNm1aTXcDar3GjRtHixYtarobsFpSq1Y+njMBVm9q98pF3YblS4gOK7n//ve/ccIJJ0Z5+fya7grUekXFJXHP3X/x4hJWsMmTJ8ehhx0ec+fMrumusBg8ZwKsvtTulY+6DcuXEB1Wcp988kmUl8+PH9feNOY3XqemuwO1VuGP0yL+92JMmzbNC0tYwaZNmxZz58yOWe37RHlp45ruzlIpnDU1yib9K2att12UlzWp6e4sN54zAVZvq0rtVreBZUWIDquIVNwgyus3q+luAECm8tLGq0ytKi9rssqMBQCyrCq1W90GlpYfFgUAAAAAgAxCdAAAAAAAyCBEBwAAAACADEJ0AAAAAADIIEQHAAAAAIAMQnQAAAAAAMggRAcAAAAAgAxCdAAAAAAAyCBEBwAAAACADEJ0AAAAAADIIEQHAAAAAIAMQnQAAAAAAMggRAcAAAAAgAxCdAAAAAAAyCBEBwAAAACADEJ0AAAAAADIIEQHAAAAAIAMQnQAAAAAAMggRAcAAAAAgAxCdAAAAAAAyCBEBwAAAACADEJ0AAAAAADIIEQHAAAAAIAMQnQAAAAAAMggRAcAAAAAgAxCdAAAAAAAyCBEBwAAAACADEJ0AAAAAADIIEQHAAAAAIAMQnQAAAAAAMggRAcAAAAAgAxCdAAAAAAAyCBEBwAAAACADEJ0AAAAAADIIEQHAAAAAIAMQnQAAAAAAMggRAcAAAAAgAxCdAAAAAAAyCBEBwAAAACADEJ0AAAAAADIIEQHAAAAAIAMQnQAAAAAAMggRAcAAAAAgAxCdAAAAAAAyCBEBwAAAACADEJ0AAAAAADIIEQHAAAAAIAMQnQAAAAAAMggRAcAAAAAgAxCdAAAAAAAyCBEBwAAAACADEJ0AAAAAADIIEQHAAAAAIAMQnQAAAAAAMggRAcAAAAAgAxCdAAAAAAAyCBEBwAAAACADEJ0AAAAAADIIEQHAAAAAIAMQnQAAAAAAMggRAcAAAAAgAxCdAAAAAAAyCBEBwAAAACADEJ0AAAAAADIIEQHAAAAAIAMQnQAAAAAAMggRAcAAAAAgAxCdAAAAAAAyCBEBwAAAACADEJ0AAAAAADIIEQHAAAAAIAMQnQAAAAAAMggRAcAAAAAgAxCdAAAAAAAyCBEBwAAAACADEJ0AAAAAADIIEQHAAAAAIAMQnQAAAAAAMggRAcAAAAAgAxCdAAAAAAAyCBEBwAAAACADEJ0AAAAAADIIEQHAAAAAIAMQnQAAAAAAMggRAcAAAAAgAxCdAAAAAAAyCBEBwAAAACADEJ0AAAAAADIIEQHAAAAAIAMQnQAAAAAAMggRAcAAAAAgAxCdAAAAAAAyCBEBwAAAACADEJ0AAAAAADIIEQHAAAAAIAMQnQAAAAAAMggRAcAAAAAgAy1NkT/8ccf47333osff/yxprsCwKqgfF5ERMyePbuGO7LqUbMBWNbUluXH3AKwrK0OtaXWhugff/xxHHfccfHxxx/XdFcAWAUUzp4ZERFffvllDfdk1aNmA7CsqS3Lj7kFYFlbHWpLrQ3RAQAAAACgpgnRAQAAAAAggxAdAAAAAAAyCNEBAAAAACCDEB0AAAAAADII0QEAAAAAIIMQHQAAAAAAMgjRAQAAAAAggxAdAAAAAAAyCNEBAAAAACCDEB0AAAAAADII0QEAAAAAIIMQHQAAAAAAMgjRAQAAAAAggxAdAAAAAAAyCNEBAAAAACCDEB0AAAAAADII0QEAAAAAIIMQHQAAAAAAMgjRAQAAAAAggxAdAAAAAAAyCNEBAAAAACCDEB0AAAAAADII0QEAAAAAIIMQHQAAAAAAMgjRAQAAAAAggxAdAAAAAAAyCNEBAAAAACCDEB0AAAAAADII0QEAAAAAIIMQHQAAAAAAMgjRAQAAAAAggxAdAAAAAAAyCNEBAAAAACCDEB0AAAAAADII0QEAAAAAIIMQHQAAAAAAMgjRAQAAAAAggxAdAAAAAAAyCNEBAAAAACCDEB0AAAAAADII0QEAAAAAIIMQHQAAAAAAMgjRAQAAAAAggxAdAAAAAAAyCNEBAAAAACCDEB0AAAAAADII0QEAAAAAIIMQHQAAAAAAMgjRAQAAAAAggxAdAAAAAAAyCNEBAAAAACCDEB0AAAAAADII0QEAAAAAIIMQHQAAAAAAMgjRAQAAAAAggxAdAAAAAAAyCNEBAAAAACCDEB0AAAAAADII0QEAAAAAIIMQHQAAAAAAMgjRAQAAAAAggxAdAAAAAAAyCNEBAAAAACCDEB0AAAAAADII0QEAAAAAIIMQHQAAAAAAMgjRAQAAAAAggxAdAAAAAAAyCNEBAAAAACCDEB0AAAAAADII0QEAAAAAIIMQHQAAAAAAMgjRAQAAAAAggxAdAAAAAAAyCNEBAAAAACCDEB0AAAAAADII0QEAAAAAIIMQHQAAAAAAMgjRAQAAAAAggxAdAAAAAAAyCNEBAAAAACCDEB0AAAAAADII0QEAAAAAIIMQHQAAAAAAMgjRAQAAAAAggxAdAAAAAAAyCNEBAAAAACCDEB0AAAAAADII0QEAAAAAIIMQHQAAAAAAMgjRAQAAAAAggxAdAAAAAAAyCNEBAAAAACCDEB0AAAAAADII0QEAAAAAIIMQHQAAAAAAMgjRAQAAAAAggxAdAAAAAAAy1F2SG82ePTtmz56d+3v69OnLrEML+uijj5bbtmFV8MUXX9R0F4BabkXVbTWbLO4bKy/HjpqyOt/31G1qA/ePlZPjRk1ZHe57SxSiX3bZZXHhhRcu675U6dJLL10h+wGAVdWKqttqNqx6PK5hxVO3gSXlcQ3LzxKF6Oecc0789re/zf09ffr0aNOmzTLr1M+de+650a5du+WybVgVvPrqq3HnnXfWdDeAWmxF1W01mywfffSRN3UrKY9rasrq/LyhblMbrM6PwZWZxzU1ZXV4zliiEL2kpCRKSkqWdV+q1K5du+jUqdMK2ResjFaHr8wAS2dF1W01G1Y9Htew4qnbwJLyuIblxw+LAgAAAABABiE6AAAAAABkEKIDAAAAAEAGIToAAAAAAGQQogMAAAAAQAYhOgAAAAAAZBCiAwAAAABABiE6AAAAAABkEKIDAAAAAEAGIToAAAAAAGQQogMAAAAAQAYhOgAAAAAAZBCiAwAAAABABiE6AAAAAABkEKIDAAAAAEAGIToAAAAAAGQQogMAAAAAQAYhOgAAAAAAZBCiAwAAAABABiE6AAAAAABkEKIDAAAAAEAGIToAAAAAAGQQogMAAAAAQAYhOgAAAAAAZBCiAwAAAABABiE6AAAAAABkEKIDAAAAAEAGIToAAAAAAGQQogMAAAAAQAYhOgAAAAAAZBCiAwAAAABABiE6AAAAAABkEKIDAAAAAEAGIToAAAAAAGQQogMAAAAAQAYhOgAAAAAAZBCiAwAAAABABiE6AAAAAABkEKIDAAAAAEAGIToAAAAAAGQQogMAAAAAQAYhOgAAAAAAZBCiAwAAAABABiE6AAAAAABkEKIDAAAAAEAGIToAAAAAAGQQogMAAAAAQAYhOgAAAAAAZBCiAwAAAABABiE6AAAAAABkEKIDAAAAAEAGIToAAAAAAGQQogMAAAAAQAYhOgAAAAAAZBCiAwAAAABABiE6AAAAAABkEKIDAAAAAEAGIToAAAAAAGQQogMAAAAAQAYhOgAAAAAAZBCiAwAAAABABiE6AAAAAABkEKIDAAAAAEAGIToAAAAAAGQQogMAAAAAQAYhOgAAAAAAZBCiAwAAAABABiE6AAAAAABkEKIDAAAAAEAGIToAAAAAAGQQogMAAAAAQAYhOgAAAAAAZBCiAwAAAABABiE6AAAAAABkEKIDAAAAAEAGIToAAAAAAGQQogMAAAAAQAYhOgAAAAAAZBCiAwAAAABABiE6AAAAAABkEKIDAAAAAEAGIToAAAAAAGQQogMAAAAAQAYhOgAAAAAAZBCiAwAAAABABiE6AAAAAABkEKIDAAAAAEAGIToAAAAAAGQQogMAAAAAQAYhOgAAAAAAZBCiAwAAAABABiE6AAAAAABkEKIDAAAAAEAGIToAAAAAAGQQogMAAAAAQAYhOgAAAAAAZBCiAwAAAABABiE6AAAAAABkqLUhetu2beP222+Ptm3b1nRXAFgFlJc0iIiIli1b1nBPVj1qNgDLmtqy/JhbAJa11aG21K3pDmQpLS2NTp061XQ3AFhVFP5U8kpKSmq4I6seNRuAZU1tWX7MLQDL2upQW2rtmegAAAAAAFDThOgAAAAAAJBBiA4AAAAAABmE6AAAAAAAkEGIDgAAAAAAGYToAAAAAACQQYgOAAAAAAAZhOgAAAAAAJBBiA4AAAAAABmE6AAAAAAAkEGIDgAAAAAAGYToAAAAAACQQYgOAAAAAAAZhOgAAAAAAJBBiA4AAAAAABmE6AAAAAAAkEGIDgAAAAAAGYToAAAAAACQQYgOAAAAAAAZhOgAAAAAAJBBiA4AAAAAABmE6AAAAAAAkEGIDgAAAAAAGYToAAAAAACQQYgOAAAAAAAZhOgAAAAAAJBBiA4AAAAAABmE6AAAAAAAkEGIDgAAAAAAGYToAAAAAACQQYgOAAAAAAAZhOgAAAAAAJBBiA4AAAAAABmE6AAAAAAAkEGIDgAAAAAAGYToAAAAAACQQYgOAAAAAAAZhOgAAAAAAJBBiA4AAAAAABmE6AAAAAAAkEGIDgAAAAAAGYToAAAAAACQQYgOAAAAAAAZhOgAAAAAAJBBiA4AAAAAABmE6AAAAAAAkEGIDgAAAAAAGYToAAAAAACQQYgOAAAAAAAZhOgAAAAAAJBBiA4AAAAAABmE6AAAAAAAkEGIDgAAAAAAGYToAAAAAACQQYgOAAAAAAAZhOgAAAAAAJBBiA4AAAAAABmE6AAAAAAAkEGIDgAAAAAAGYToAAAAAACQQYgOAAAAAAAZhOgAAAAAAJBBiA4AAAAAABmE6AAAAAAAkEGIDgAAAAAAGYToAAAAAACQQYgOAAAAAAAZhOgAAAAAAJBBiA4AAAAAABmE6AAAAAAAkEGIDgAAAAAAGYToAAAAAACQQYgOAAAAAAAZhOgAAAAAAJBBiA4AAAAAABmE6AAAAAAAkEGIDgAAAAAAGYToAAAAAACQQYgOAAAAAAAZhOgAAAAAAJBBiA4AAAAAABmE6AAAAAAAkEGIDgAAAAAAGYToAAAAAACQQYgOAAAAAAAZhOgAAAAAAJBBiA4AAAAAABmE6AAAAAAAkEGIDgAAAAAAGYToAAAAAACQQYgOAAAAAAAZhOgAAAAAAJBBiA4AAAAAABmE6AAAAAAAkEGIDgAAAAAAGYToAAAAAACQQYgOAAAAAAAZ6tZ0B4Blo2DOzCj8/pua7gbUWoU/TqvpLsBqb1V4HBbOmpr331XVqnCsAFh6K3s9ULeBZUWIDiu5Nm3aRGFhnSj97M2Iz96s6e5ArVZUXBKNGzeu6W7Aaqdx48ZRVFwS8b8Xa7ory0zZpH/VdBeWO8+ZAKuvVa12q9vA0hKiw0quS5cu8de/3hfTpvnkGRalcePG0aJFi5ruBqx2WrRoEffc/Re1aiXjORNg9aV2r3zUbVi+hOiwCmjRooViCUCtplYBwMpF7Qb4//ywKAAAAAAAZBCiAwAAAABABiE6AAAAAABkEKIDAAAAAEAGIToAAAAAAGQQogMAAAAAQAYhOgAAAAAAZBCiAwAAAABABiE6AAAAAABkEKIDAAAAAEAGIToAAAAAAGQQogMAAAAAQAYhOgAAAAAAZBCiAwAAAABABiE6AAAAAABkEKIDAAAAAEAGIToAAAAAAGQQogMAAAAAQAYhOgAAAAAAZBCiAwAAAABABiE6AAAAAABkEKIDAAAAAEAGIToAAAAAAGQQogMAAAAAQAYhOgAAAAAAZBCiAwAAAABABiE6AAAAAABkEKIDAAAAAEAGIToAAAAAAGQQogMAAAAAQAYhOgAAAAAAZBCiAwAAAABABiE6AAAAAABkEKIDAAAAAEAGIToAAAAAAGQQogMAAAAAQAYhOgAAAAAAZBCiAwAAAABABiE6AAAAAABkEKIDAAAAAEAGIToAAAAAAGQQogMAAAAAQAYhOgAAAAAAZBCiAwAAAABABiE6AAAAAABkEKIDAAAAAEAGIToAAAAAAGSouyw2klKKiIjp06cvi80BwEqhou5V1MGVhboNwOpI3QaAlUNtrNnLJESfMWNGRES0adNmWWwOAFYqM2bMiMaNG9d0N6pN3QZgdTZlyhR1GwBWArWpZhekZRDpl5eXx+effx4NGzaMgoKCZdGvmD59erRp0yY++eSTaNSo0TLZZk1YVcYRYSy1lbHUTsZS+yyPcaSUYsaMGdG6desoLFx5rpC2uHV7VbkPLC/mZ9HM0aKZo4UzP4tmjhZt2rRp0bZt2/juu++iSZMmNd2daluS99vuDwtnfhbNHC2c+Vk487No5mjhamPNXiZnohcWFsY666yzLDZVSaNGjVaJO9OqMo4IY6mtjKV2MpbaZ1mPo7Z8Kr44lrRuryr3geXF/CyaOVo0c7Rw5mfRzNGirUwffEcs3ftt94eFMz+LZo4WzvwsnPlZNHO0cLWpZteengAAAAAAQC0jRAcAAAAAgAy1NkQvKSmJQYMGRUlJSU13ZamsKuOIMJbaylhqJ2OpfVaVcdQEc7dw5mfRzNGimaOFMz+LZo4WbXWao9VprEvC/CyaOVo487Nw5mfRzNHC1cb5WSY/LAoAAAAAAKuiWnsmOgAAAAAA1DQhOgAAAAAAZBCiAwAAAABAhsUK0S+77LLYfPPNo2HDhtG8efPYZ5994t13381r8+OPP8aJJ54Ya665ZjRo0CD222+/mDx5cm792LFjY8CAAdGmTZsoKyuLDTbYIAYPHpy3jS+++CIOOeSQ6NSpUxQWFsZpp51Wrf59/PHHsccee0S9evWiefPmceaZZ8a8efPy2owYMSI23XTTqFu3bpSWlkZZWVmtG0t1tjtixIgoKCio9K9Zs2a1aiwRUWU///a3v1UaT20/LkOHDq1yLAUFBfHVV1/lxrGij8uDDz4YO++8c6y11lrRqFGj6NWrVzz99NOLHM9bb70V2267bZSWlkabNm3iyiuvrNRm2LBhsdZaa0VhYWHUqVMnmjRpUqvGMWLEiNh7772jVatWUb9+/dh4443j3nvvzWuTddyW5/1rScby4YcfVtnPV199Na/dsGHDokuXLlG3bt2oV69e7vmuNo3lggsuqHIs9evXz7WpiePy8ssvx9Zbbx1rrrlmlJWVRZcuXeK6665b6Fgiqv9Y6dKlS5SWlkb37t3jiSeeWOR2VxY33XRTrLvuulFaWhpbbrll/Pvf/67pLi21qu6jXbp0ya1f1P0tYvFec5SUlETHjh1j6NChlfpSW+b3X//6V/Tv3z9at24dBQUF8fDDD+etTynF+eefH61atYqysrLYaaed4v33389r8+2338Yvf/nLaNSoUTRp0iSOPvromDlzZl6bZfF4qk5flodFzdERRxxR6X6166675rVZledoWbxPiFhxj63q9GVZq84cbb/99pXuR7/61a/y2qyqc3TLLbdEjx49olGjRrnXHE8++eRi9WdVnZvFVVtqy7Kkdlemdi+cur1w6vaiqdsLt1rW7bQY+vXrl4YMGZLGjx+fxowZk3bffffUtm3bNHPmzFybX/3qV6lNmzbp+eefT//5z3/SVlttlXr37p1b/+c//zmdcsopacSIEWnixInp7rvvTmVlZemGG27ItZk0aVI65ZRT0l133ZU23njjdOqppy6yb/PmzUvdunVLO+20Uxo9enR64oknUrNmzdI555yTa/O///0v1atXL/32t79N22yzTfrlL3+ZCgsL080331yrxlKd7Q4fPjxFRHr33XfT9ttvn66//vo0YsSI9Oabb9aqsaSUUkSkIUOGpC+++CL3b9asWSvdcfnhhx/yxvDFF1+kfv36pT59+tTocTn11FPTFVdckf7973+n9957L51zzjmpqKgovfnmm5ljmTZtWmrRokX65S9/mcaPH5/++te/prKysnTbbbfl2owcOTLVqVMnderUKV166aXp+OOPT3Xr1k3bbrttrRnHpZdemv7whz+kkSNHpg8++CBdf/31qbCwMP3zn//MtRkyZEhq1KhR+uKLL/KOyfJ8DluSsUyaNClFRHruuefy7mNz5sypdEyuvPLKtM0226T+/fununXrpgceeKBWjWXGjBmVHisbbrhhGjhwYI0elzfffDPdd999afz48WnSpEnp7rvvTvXq1cu73y9ocR4rV155ZXrnnXfSH/7wh1RUVJTGjRuXud2Vxd/+9rdUXFyc7rzzzvT222+nY489NjVp0iRNnjy5pru2VAYNGpS6du2adx/9+uuvc+sXdX9b3Ncc77zzTrrhhhtSnTp10lNPPZVrU5vm94knnkjnnntuevDBB1NEpIceeihv/eWXX54aN26cHn744TR27Ni01157pfXWWy+vnu+6665po402Sq+++mp66aWXUseOHdOAAQNy65fV46k6fVkeFjVHAwcOTLvuumve/erbb7/Na7Mqz9GyeJ+wIh9bi+pLTc1Rnz590rHHHpt3P5o2bdpqMUePPvpoevzxx9N7772X3n333fT73/8+FRUVpfHjx1erP6vy3CyO2lRbliW1uzK1e+nmR91Wt5fFHKnbq1fdXqwQfUFfffVVioj04osvppRSmjp1aioqKkrDhg3LtZkwYUKKiDRq1KjM7Zxwwgmpb9++Va7r06dPtQLOJ554IhUWFqYvv/wyt+yWW25JjRo1SrNnz04ppXTWWWelrl275t3uoIMOSv369atVY6nOdivC2u+++65S29o2lqoK1s+trMflq6++SkVFRekvf/lLbllNH5cKG264Ybrwwgsz1998882padOmucdGSin97ne/S507d879feCBB6Y99tgj73ZbbrllOvzww2vNOKqy++67pyOPPDL395AhQ1Ljxo2rbFubjklFiD569OjMNlnH5Pjjj69VY1nQmDFjUkSkf/3rX7llteW47LvvvunQQw/NXL80j5Xjjz9+ofteGWyxxRbpxBNPzP09f/781Lp163TZZZfVYK+W3qBBg9JGG21U5brq3N+W9jVHhdo6vwvW7fLy8tSyZct01VVX5ZZNnTo1lZSUpL/+9a8ppZTeeeedFBHp9ddfz7V58sknU0FBQfrss89SSsvm8VSdvqwIWW/G995778zbrG5ztCTP5SvqsbWkdWVZW3COUlr069LVbY6aNm2a7rjjDvefxVBba8vSUrsXTu1eOHV70dTtRVO3F21Vr9tLdU30adOmRUTEGmusERERb7zxRsydOzd22mmnXJsuXbpE27ZtY9SoUQvdTsU2ltSoUaOie/fu0aJFi9yyfv36xfTp0+Ptt9/Otfl53yrajBo1qlaNZXG2u/HGG0erVq1i5513jpEjR+baRtSusZx44onRrFmz2GKLLeLOO++MlFJu3cp6XP7yl79EvXr1Yv/996+0riaPS3l5ecyYMWOhbUaNGhXbbbddFBcX55b169cv3n333fjuu+9ybao6Lq+99lqtGUd1tztz5sxo165dtGnTJvbee+/cc0JtOiYV9tprr2jevHlss8028eijj+atqw2PlSU5LnfccUd06tQptt1227zlNX1cRo8eHa+88kr06dMns83SPFYW1reVwZw5c+KNN97IG1thYWHstNNOK/3YIiLef//9aN26dbRv3z5++ctfxscffxwR1bu/Le1rjoiVa34nTZoUX375ZV5fGzduHFtuuWXenDRp0iQ222yzXJuddtopCgsLc3VjWTyeqtOXmjRixIho3rx5dO7cOX7961/HlClTcutWtzlakufyFfXYWtK6sqwtOEcV7r333mjWrFl069YtzjnnnPjhhx9y61aXOZo/f3787W9/i++//z569erl/lNNK1NtWRJqd/Wp3dWjbv9/6vaiqdvZVpe6XXexWv9MeXl5nHbaabH11ltHt27dIiLiyy+/jOLi4mjSpEle2xYtWsSXX35Z5XZeeeWV+Pvf/x6PP/74knYlt++fT3zFfivWLazN9OnT4+STT641Y6nOdlu1ahW33nprbLbZZjF79uy44447Yvvtt49Ro0bFBRdcUKvGctFFF8UOO+wQ9erVi2eeeSZOOOGEmDlzZpxyyim5/q2Mx+XPf/5zHHLIIVFWVpZbVhuOy9VXXx0zZ86MAw88MLPNl19+Geutt16l/Vasa9q0aZXHZa211opJkybVmnEs6P7774/XX389brvtttyyzp07x5133hk9evSIadOmxdVXXx29e/eOcePGrbDnsOqMpUGDBnHNNdfE1ltvHYWFhfGPf/wj9tlnn3j44Ydjr732yvWvqsfKF198UavG8nM//vhj3HvvvXH22WfnLa/J47LOOuvE119/HfPmzYsLLrggjjnmmMz+L+ljZWF9W1l88803MX/+/CrH9t///reGerVsbLnlljF06NDo3LlzfPHFF3HhhRfGtttuG+PHj6/W/W1pX3PMmjUrvvvuu5VmfivGtLD7+ZdffhnNmzfPW1+3bt1YY4018tos7eOpOn2pKbvuumv84he/iPXWWy8mTpwYv//972O33XaLUaNGRZ06dVarOVrS9wkr6rG1JHVlWatqjiIiDjnkkGjXrl20bt063nrrrfjd734X7777bjz44IO5vq/KczRu3Ljo1atX/Pjjj9GgQYN46KGHYsMNN4wxY8a4/1SD2t0k7zZqt9q9MOr2/6duL5q6XbXVrW4vcYh+4oknxvjx4+Pll19e0k3E+PHjY++9945BgwbFLrvsssTbWRbeeeed3BnDS2J5jSVru507d47OnTvn/u7du3dMnDgxDjnkkJgzZ06tOi7nnXde7v832WST+P777+Oqq67KhegLU1uPy6hRo2LChAlx99135y2v6eNy3333xYUXXhiPPPJIpYK/LPz973+PefPmVfph2MWxvMYxfPjwOPLII+NPf/pTdO3aNbe8V69e0atXr9zfvXv3jg022CD23XffmDJlSq05Js2aNYvf/va3ub8333zz+Pzzz+Oqq67KhehZZs6cuUKej5fkuDz00EMxY8aMGDhwYN7ymjwuL730UsycOTNeffXVOPvss6Njx44xYMCAJd4fK5/ddtst9/89evSILbfcMtq1axf3339/3gejsDgOPvjg3P937949evToER06dIgRI0bEjjvuWIM9W/GWxfuEVV3WHB133HG5/+/evXu0atUqdtxxx5g4cWJ06NBhRXdzhevcuXOMGTMmpk2bFg888EAMHDgwXnzxxZruFrWA2s2ypm7/f+r2oqnbVVvd6vYSXc7lpJNOisceeyyGDx8e66yzTm55y5YtY86cOTF16tS89pMnT46WLVvmLXvnnXdixx13jOOOOy7+8Ic/LEk38rRs2bLSL6tW/F2x76raXHPNNVFQUBAjRoyoNWNZ0u1Onz49Pvroo1p1XKqy5ZZbxqeffhqzZ8/O9W9lOi4RP12eYuONN46ePXsusu2KOi5/+9vf4phjjon777+/0tddFrQkj5eTTjop3nrrrejUqVOtGUeFF198Mfr37x/XXXddHH744QttW1RUFBEREyZMqFXHpCpbbrllfPDBB3n9W/C4DR06NObNm1drx3LHHXfEnnvuWemT4QWtyOOy3nrrRffu3ePYY4+N3/zmN3HBBRdk9mtJa0tVfVvZNGvWLOrUqbNKjm1BTZo0iU6dOsUHH3xQrfvb0twvGjVqFGVlZSvV/Fb0Z2F9bdmyZXz11Vd56+fNmxfffvvtMpm3n69fVF9qi/bt20ezZs1yz+OryxwtzfuEFfXYWpy6sjxkzVFVttxyy4iIvPvRqjxHxcXF0bFjx+jZs2dcdtllsdFGG8XgwYPdf6ppZaotS0vtXji1e/Gp2+p2FnU72+pWtxcrRE8pxUknnRQPPfRQvPDCC5W+ttKzZ88oKiqK559/Prfs3XffjY8//jjvjMO33347+vbtGwMHDoxLL710sTqcpVevXjFu3Li8J7lnn302GjVqFBtuuGGuTUXfKsYyatSo2HrrrWvVWBZ3uxVjmTBhQvTp06fWjWVBY8aMiaZNm0ZJSUlErFzHJeKns37vv//+OProoxfabkUel7/+9a9x5JFHxl//+tfYY489FjmGXr16xb/+9a+YO3dubtmzzz4bnTt3jqZNm+baPP/883mP+/bt21e6fnRNjiPip+vY7bHHHnHFFVfkfQpclZRSnHjiifHRRx/FQQcdVKuOSVXGjBkTrVq1yv1d1WNlzJgxsd9++9XKsUyaNCmGDx9ercfKijouCyovL899oFeVxXms/Nyzzz6b17eVUXFxcfTs2TNvbOXl5fH888+v9GNb0MyZM2PixInRqlWrat3fFvc1x8/bVGxjZZrf9dZbL1q2bJnX1+nTp8drr72WNydTp06NN954I9fmhRdeiPLy8tybiWXxeKpOX2qLTz/9NKZMmZJ7Hl/V52hZvE9YUY+t6taVZW1Rc1SVMWPGRETk3Y9W5TlaUEWddv+pnpWptiwttXvh1O7Fp26r2wtStxffKl+3F+dXSH/961+nxo0bpxEjRqQvvvgi9++HH37ItfnVr36V2rZtm1544YX0n//8J/Xq1Sv16tUrt37cuHFprbXWSoceemjeNr766qu8fY0ePTqNHj069ezZMx1yyCFp9OjR6e23386tf/DBB/N+8XjevHmpW7duaZdddkljxoxJTz31VFprrbXSOeeck2vzv//9L9WrVy+deeaZ6eCDD05lZWWpsLAw3XfffbVqLNXZ7nXXXZcefvjh9P7776eDDjooFRcXp4KCgnT//ffXqrE8+uij6U9/+lMaN25cev/999PNN9+c6tWrl84///yV7rhUuOOOO1JpaWn67rvvKq2rieNy7733prp166abbropr83UqVNzbW644Ya0ww475P6eOnVqatGiRTrssMPS+PHj09/+9rdUr169dNttt+XajBw5MtWtWzf16tUrNWzYMA0cODDVrVs3DR8+vNaM44UXXkj16tVL55xzTt5tpkyZkmtz4YUXpqeffjpNnDgx7b///qmoqCgVFxfnPY/VhrEMHTo03XfffWnChAlpwoQJ6dJLL02FhYXpzjvvrHRMrr766nTwwQenkpKSVKdOndwxqS1jqfCHP/whtW7dOs2bN6/Supo4LjfeeGN69NFH03vvvZfee++9dMcdd6SGDRumc889N3Msi/NYufrqq9OECRPSoEGDUlFRURo3blylca9s/va3v6WSkpI0dOjQ9M4776TjjjsuNWnSJO8X1FdGp59+ehoxYkSaNGlSGjlyZNppp51Ss2bNcveXRd3fFvc1x4QJE9JNN92U6tSpk5566qlcm9o0vzNmzMjVxYhI1157bRo9enT66KOPUkopXX755alJkybpkUceSW+99Vbae++903rrrZdmzZqV28auu+6aNtlkk/Taa6+ll19+Oa2//vppwIABufXL6vFUnb6s6DmaMWNGOuOMM9KoUaPSpEmT0nPPPZc23XTTtP7666cff/xxtZijZfE+YUU+thbVl5qYow8++CBddNFF6T//+U+aNGlSeuSRR1L79u3Tdtttt1rM0dlnn51efPHFNGnSpPTWW2+ls88+OxUUFKRnnnmmWv1ZledmcdSm2rIsqd2Vqd1LPj/qtrq9LOZI3V796vZihegRUeW/IUOG5NrMmjUrnXDCCalp06apXr16ad99901ffPFFbv2gQYOq3Ea7du0Wua+ftxkyZEha8DOADz/8MO22226prKwsNWvWLJ1++ulp7ty5eW2GDx+eNt5441o9lups94orrkgdOnRIpaWltXosTz75ZNp4441TgwYNUv369dNGG22Ubr311jR//vyV7rhU6NWrVzrkkEMqLa+p49KnT58q2wwcODBvOwuOf+zYsWmbbbZJJSUlae21106XX355pfHcf//9tXocAwcOrPI2ffr0ybU57bTTUtu2bVNxcXGtHsvQoUPTBhtskOrVq5caNWqUtthiizRs2LAqj0mnTp1q9VhSSmn+/PlpnXXWSb///e8rjaGmjsv//d//pa5du+bmeJNNNkk333xz3vPR0jxWOnXqlIqLi1PXrl3T448/XuW4V0Y33HBD7lhtscUW6dVXX63pLi21gw46KLVq1SoVFxentddeOx100EHpgw8+yK1f1P0tpcV7zVFcXJzat2+fd5+uUFvmd/jw4Qt9rJeXl6fzzjsvtWjRIpWUlKQdd9wxvfvuu3nbmDJlShowYEBq0KBBatSoUTryyCPTjBkz8tosi8dTdfqyPCxsjn744Ye0yy67pLXWWisVFRWldu3apWOPPbZSqLIqz9GyeC5PacU9tqrTl2VtUXP08ccfp+222y6tscYaqaSkJHXs2DGdeeaZadq0aXnbWVXn6Kijjkrt2rVLxcXFaa211ko77rhj7o14dfuzqs7N4qottWVZUrsrU7sXTt1eOHV70dTthVsd63ZBSikFAAAAAABQyRL9sCgAAAAAAKwOhOgAAAAAAJBBiA4AAAAAABmE6AAAAAAAkEGIDgAAAAAAGYToAAAAAACQQYgOAAAAAAAZhOgAAAAAAJBBiA4riQsuuCA23njjmu4GALCYhg4dGk2aNKnpbgDASq0m66n344AQHZbQrbfeGg0bNox58+blls2cOTOKiopi++23z2s7YsSIKCgoiIkTJ66Qvn3zzTfRsmXL+OMf/1hp3YEHHhhbbbVVzJ8/f4X0BQBWdl9//XX8+te/jrZt20ZJSUm0bNky+vXrFyNHjqzprgHASmFlr6VnnHFGPP/880u1jawg/sMPP4yCgoIYM2ZMbtmf/vSn2GijjaJBgwbRpEmT2GSTTeKyyy7L21ZBQUEUFBRE3bp1o1mzZrHddtvF9ddfH7Nnz16qfgJVq1vTHYCVVd++fWPmzJnxn//8J7baaquIiHjppZeiZcuW8dprr8WPP/4YpaWlERExfPjwaNu2bXTo0GGx95NSWuzAu1mzZnH77bfHAQccEP3794/u3btHRMSwYcPisccei9GjR0edOnUWuy8LM3/+/CgoKIjCQp/NAbBq2W+//WLOnDlx1113Rfv27WPy5Mnx/PPPx5QpU1ZYH+bMmRPFxcUrbH8AsCzVhloaseT1tEGDBtGgQYPl0KPK7rzzzjjttNPi//7v/6JPnz4xe/bseOutt2L8+PF57bp27RrPPfdclJeXx5QpU2LEiBFxySWXxN133x0jRoyIhg0brpD+wupC2gVLqHPnztGqVasYMWJEbtmIESNi7733jvXWWy9effXVvOV9+/aNiIjZs2fHKaecEs2bN4/S0tLYZptt4vXXX89rW1BQEE8++WT07NkzSkpK4uWXX660/4kTJ0b79u3jpJNOipRSpfV77bVXHHLIITFw4MCYO3dufP3113HiiSfG5ZdfHp07d45HHnkkNt100ygtLY327dvHhRdemHdW/bXXXhvdu3eP+vXrR5s2beKEE06ImTNn5tZXfJXu0UcfjQ033DBKSkri448/Xqo5BYDaZurUqfHSSy/FFVdcEX379o127drFFltsEeecc07stddeEbHomrmgiRMnxt577x0tWrSIBg0axOabbx7PPfdcXpt11103Lr744jj88MOjUaNGcdxxx8UOO+wQJ510Ul67r7/+OoqLi5f67DgAWF6qU0sjanc9XfAs8iOOOCL22WefuPrqq6NVq1ax5pprxoknnhhz585dghnK9+ijj8aBBx4YRx99dHTs2DG6du0aAwYMiEsvvTSvXd26daNly5bRunXr6N69e5x88snx4osvxvjx4+OKK65Y6n4A+YTosBT69u0bw4cPz/09fPjw2H777aNPnz655bNmzYrXXnstF6KfddZZ8Y9//CPuuuuuePPNN6Njx47Rr1+/+Pbbb/O2ffbZZ8fll18eEyZMiB49euSte+utt2KbbbaJQw45JG688cYoKCiosn+DBw+OKVOmxMUXXxwnnHBCdOvWLU4++eR46aWX4vDDD49TTz013nnnnbjtttti6NCheUW5sLAw/u///i/efvvtuOuuu+KFF16Is846K2/7P/zwQ1xxxRVxxx13xNtvvx3Nmzdf8skEgFqo4syzhx9+OPPr0dWpmT83c+bM2H333eP555+P0aNHx6677hr9+/ev9GH01VdfHRtttFGMHj06zjvvvDjmmGPivvvuy+vHPffcE2uvvXbssMMOy2bAALCMVaeWRqx89XT48OExceLEGD58eNx1110xdOjQGDp0aLVvn6Vly5bx6quvxkcffbTYt+3SpUvstttu8eCDDy51P4AFJGCJ/elPf0r169dPc+fOTdOnT09169ZNX331VbrvvvvSdtttl1JK6fnnn08RkT766KM0c+bMVFRUlO69997cNubMmZNat26drrzyypRSSsOHD08RkR5++OG8fQ0aNChttNFGaeTIkalp06bp6quvrlYfn3/++VSnTp3UqFGj9OGHH6aUUtpxxx3TH//4x7x2d999d2rVqlXmdoYNG5bWXHPN3N9DhgxJEZHGjBlTrX4AwMrqgQceSE2bNk2lpaWpd+/e6Zxzzkljx47NbF9VzWzcuPFC99G1a9d0ww035P5u165d2mefffLazJo1KzVt2jT9/e9/zy3r0aNHuuCCCxZzRACwYi1uLU2pdtXTivfjFQYOHJjatWuX5s2bl1t2wAEHpIMOOqja26gwadKkFBFp9OjRKaWUPv/887TVVluliEidOnVKAwcOTH//+9/T/PnzF7mtlFL63e9+l8rKyjL7ASwZZ6LDUth+++3j+++/j9dffz1eeuml6NSpU6y11lrRp0+f3HXRR4wYEe3bt4+2bdvGxIkTY+7cubH11lvntlFUVBRbbLFFTJgwIW/bm222WaX9ffzxx7HzzjvH+eefH6effnq1+rjDDjvEVlttFYcddli0a9cuIiLGjh0bF110Ue6MgAYNGsSxxx4bX3zxRfzwww8REfHcc8/FjjvuGGuvvXY0bNgwDjvssJgyZUpufUREcXFxpbPkAWBVs99++8Xnn38ejz76aOy6664xYsSI2HTTTXNnm1WnZv7czJkz44wzzogNNtggmjRpEg0aNIgJEyZUOnNuwdcCpaWlcdhhh8Wdd94ZERFvvvlmjB8/Po444ohlPmYAWJYWVUsjVr562rVr17zfGmvVqlV89dVXi7WNqrRq1SpGjRoV48aNi1NPPTXmzZsXAwcOjF133TXKy8sXefuUUua31YElJ0SHpdCxY8dYZ511Yvjw4TF8+PDo06dPRES0bt062rRpE6+88koMHz58ib5iXb9+/UrL1lprrdhiiy3ir3/9a0yfPr3a26pbt27Urfv/f0d45syZceGFF8aYMWNy/8aNGxfvv/9+lJaWxocffhh77rln9OjRI/7xj3/EG2+8ETfddFNE/PRDLBXKysoUZwBWC6WlpbHzzjvHeeedF6+88kocccQRMWjQoGrXzJ8744wz4qGHHoo//vGP8dJLL8WYMWOie/fuldpX9VrgmGOOiWeffTY+/fTTGDJkSOywww65D8kBoDbLqqURsVLW06Kiory/CwoKFhpyN2rUKKZNm1Zp+dSpUyMionHjxnnLu3XrFieccELcc8898eyzz8azzz4bL7744iL7NWHChFhvvfWqMQJgcQjRYSn17ds3RowYESNGjIjtt98+t3y77baLJ598Mv7973/nrofeoUOHKC4ujpEjR+bazZ07N15//fXYcMMNF7mvsrKyeOyxx6K0tDT69esXM2bMWKI+b7rppvHuu+9Gx44dK/0rLCyMN954I8rLy+Oaa66JrbbaKjp16hSff/75Eu0LAFZFG264YXz//fdLVDNHjhwZRxxxROy7777RvXv3aNmyZXz44YfV2m/37t1js802iz/96U9x3333xVFHHbUMRgMAK15FLY2I1aKedu7cOT799NOYPHly3vI333wzSktLo23btpm3rcgLKuYry3//+9946qmnYr/99lv6DgN56i66CbAwffv2zf0Kd8WZ6BERffr0iZNOOinmzJmTC9Hr168fv/71r+PMM8+MNdZYI9q2bRtXXnll/PDDD3H00UdXa3/169ePxx9/PHbbbbfYbbfd4qmnnooGDRosVp/PP//82HPPPaNt27ax//77R2FhYYwdOzbGjx8fl1xySXTs2DHmzp0bN9xwQ/Tv3z9GjhwZt95662LtAwBWBVOmTIkDDjggjjrqqOjRo0c0bNgw/vOf/8SVV14Ze++99xLVzPXXXz8efPDB6N+/fxQUFMR5551Xra9nVzjmmGPipJNOivr168e+++67tEMEgOVqUbU0IlaLetqvX7/o3LlzDBgwIC655JJo2bJlvPnmm/GHP/whTj311NylYX79619H69atY4cddoh11lknvvjii7jkkktirbXWil69euW2N2/evPjyyy+jvLw8pkyZEiNGjIhLLrkkNt544zjzzDOX+3hgdeNMdFhKffv2jVmzZkXHjh2jRYsWueV9+vSJGTNmROfOnaNVq1a55Zdffnnst99+cdhhh8Wmm24aH3zwQTz99NPRtGnTau+zQYMG8eSTT0ZKKfbYY49Ffhq9oH79+sVjjz0WzzzzTGy++eax1VZbxXXXXZf7+tpGG20U1157bVxxxRXRrVu3uPfee+Oyyy5brH0AwKqgQYMGseWWW8Z1110X2223XXTr1i3OO++8OPbYY+PGG29copp57bXXRtOmTaN3797Rv3//6NevX2y66abV7tOAAQOibt26MWDAgCgtLV3aIQLAcrWoWhqxZO9BV7Z6Wrdu3XjmmWeibdu2MWDAgOjWrVsMGjQoTj311Lj44otz7Xbaaad49dVX44ADDohOnTrFfvvtF6WlpfH888/HmmuumWv39ttvR6tWraJt27ax/fbbx/333x/nnHNOvPTSS4t9oh2waAUppVTTnQAAAKrnww8/jA4dOsTrr7++WGEBAPD/qafA4hCiAwDASmDu3LkxZcqUOOOMM2LSpEl5v7E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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "# Предполагаем, что ваш DataFrame df уже загружен\n", + "\n", + "# Выбираем столбцы для анализа\n", + "columns_to_check = ['work_year', 'salary', 'salary_in_usd']\n", + "\n", + "# Функция для подсчета выбросов\n", + "def count_outliers(df, columns):\n", + " outliers_count = {}\n", + " for col in columns:\n", + " Q1 = df[col].quantile(0.25)\n", + " Q3 = df[col].quantile(0.75)\n", + " IQR = Q3 - Q1\n", + " lower_bound = Q1 - 1.5 * IQR\n", + " upper_bound = Q3 + 1.5 * IQR\n", + " \n", + " # Считаем количество выбросов\n", + " outliers = df[(df[col] < lower_bound) | (df[col] > upper_bound)]\n", + " outliers_count[col] = len(outliers)\n", + " \n", + " return outliers_count\n", + "\n", + "# Подсчитываем выбросы\n", + "outliers_count = count_outliers(df, columns_to_check)\n", + "\n", + "# Выводим количество выбросов для каждого столбца\n", + "for col, count in outliers_count.items():\n", + " print(f\"Количество выбросов в столбце '{col}': {count}\")\n", + "\n", + "# Выбираем столбцы для очистки\n", + "columns_to_clean = ['work_year', 'salary', 'salary_in_usd']\n", + "\n", + "# Функция для удаления выбросов\n", + "def remove_outliers(df, columns):\n", + " for col in columns:\n", + " Q1 = df[col].quantile(0.25)\n", + " Q3 = df[col].quantile(0.75)\n", + " IQR = Q3 - Q1\n", + " lower_bound = Q1 - 1.5 * IQR\n", + " upper_bound = Q3 + 1.5 * IQR\n", + " \n", + " # Удаляем строки, содержащие выбросы\n", + " df = df[(df[col] >= lower_bound) & (df[col] <= upper_bound)]\n", + " \n", + " return df\n", + "\n", + "# Удаляем выбросы\n", + "df_cleaned = remove_outliers(df, columns_to_clean)\n", + "\n", + "# Выводим количество удаленных строк\n", + "print(f\"Количество удаленных строк: {len(df) - len(df_cleaned)}\")\n", + "\n", + "# Создаем диаграммы размаха для очищенных данных\n", + "plt.figure(figsize=(15, 6))\n", + "\n", + "# Создаем подграфики для каждой переменной\n", + "plt.subplot(1, 3, 1) # Изменено на 1 строку и 3 столбца\n", + "sns.boxplot(x=df_cleaned['work_year'])\n", + "plt.title('Box Plot of Work Year (Cleaned)')\n", + "plt.xlabel('Work Year')\n", + "\n", + "plt.subplot(1, 3, 2) # Изменено на 1 строку и 3 столбца\n", + "sns.boxplot(x=df_cleaned['salary'])\n", + "plt.title('Box Plot of Salary (Cleaned)')\n", + "plt.xlabel('Salary')\n", + "\n", + "plt.subplot(1, 3, 3) # Новая диаграмма для salary_in_usd\n", + "sns.boxplot(x=df_cleaned['salary_in_usd'])\n", + "plt.title('Box Plot of Salary in USD (Cleaned)')\n", + "plt.xlabel('Salary in USD')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# Сохраняем очищенный датасет\n", + "df_cleaned.to_csv(\".//static//csv//ds_salaries.csv\", index=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Выбросов стало меньше.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Количество пропущенных значений в каждом столбце:\n", + "work_year 0\n", + "experience_level 0\n", + "employment_type 0\n", + "job_title 0\n", + "salary 0\n", + "salary_currency 0\n", + "salary_in_usd 0\n", + "employee_residence 0\n", + "remote_ratio 0\n", + "company_location 0\n", + "company_size 0\n", + "dtype: int64\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "\n", + "# Проверка на пропущенные значения\n", + "missing_values = df.isnull().sum()\n", + "\n", + "# Вывод результатов\n", + "print(\"Количество пропущенных значений в каждом столбце:\")\n", + "print(missing_values)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Пропущенные значения отсутствуют. Переходим к созданию выборок.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Размер обучающей выборки: (2253, 10) (2253,)\n", + "Размер контрольной выборки: (751, 10) (751,)\n", + "Размер тестовой выборки: (751, 10) (751,)\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "# Разделение на признаки (X) и целевую переменную (y)\n", + "X = df.drop(columns=['salary_in_usd'])\n", + "y = df['salary_in_usd']\n", + "\n", + "# Разбиение на обучающую и остальную выборку (60% обучающая, 40% остальная)\n", + "X_train, X_rem, y_train, y_rem = train_test_split(X, y, train_size=0.6, random_state=42)\n", + "\n", + "# Разбиение остальной выборки на контрольную и тестовую (50% контрольная, 50% тестовая)\n", + "X_valid, X_test, y_valid, y_test = train_test_split(X_rem, y_rem, test_size=0.5, random_state=42)\n", + "\n", + "# Вывод размеров выборок\n", + "print(\"Размер обучающей выборки:\", X_train.shape, y_train.shape)\n", + "print(\"Размер контрольной выборки:\", X_valid.shape, y_valid.shape)\n", + "print(\"Размер тестовой выборки:\", X_test.shape, y_test.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Анализ сбалансированности выборки:\n", + "\n", + "Обучающая выборка:\n", + "count 2253.000000\n", + "mean 137387.371505\n", + "std 62741.721382\n", + "min 5132.000000\n", + "25% 95000.000000\n", + "50% 135000.000000\n", + "75% 177000.000000\n", + "max 450000.000000\n", + "Name: salary_in_usd, dtype: float64\n", + "\n", + "Контрольная выборка:\n", + "count 751.000000\n", + "mean 138156.014647\n", + "std 64747.578329\n", + "min 5409.000000\n", + "25% 95000.000000\n", + "50% 132000.000000\n", + "75% 175000.000000\n", + "max 430967.000000\n", + "Name: salary_in_usd, dtype: float64\n", + "\n", + "Тестовая выборка:\n", + "count 751.00000\n", + "mean 137533.82024\n", + "std 62357.85690\n", + "min 5409.00000\n", + "25% 97600.00000\n", + "50% 133300.00000\n", + "75% 174750.00000\n", + "max 423834.00000\n", + "Name: salary_in_usd, dtype: float64\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "# Разделение на признаки (X) и целевую переменную (y)\n", + "X = df.drop(columns=['salary_in_usd'])\n", + "y = df['salary_in_usd']\n", + "\n", + "# Разбиение на обучающую и остальную выборку (60% обучающая, 40% остальная)\n", + "X_train, X_rem, y_train, y_rem = train_test_split(X, y, train_size=0.6, random_state=42)\n", + "\n", + "# Разбиение остальной выборки на контрольную и тестовую (50% контрольная, 50% тестовая)\n", + "X_valid, X_test, y_valid, y_test = train_test_split(X_rem, y_rem, test_size=0.5, random_state=42)\n", + "\n", + "# Функция для анализа сбалансированности выборки\n", + "def analyze_balance(y_train, y_valid, y_test):\n", + " print(\"Анализ сбалансированности выборки:\")\n", + " \n", + " # Описание для обучающей выборки\n", + " print(\"\\nОбучающая выборка:\")\n", + " print(y_train.describe())\n", + " \n", + " # Описание для контрольной выборки\n", + " print(\"\\nКонтрольная выборка:\")\n", + " print(y_valid.describe())\n", + " \n", + " # Описание для тестовой выборки\n", + " print(\"\\nТестовая выборка:\")\n", + " print(y_test.describe())\n", + "\n", + "# Анализ сбалансированности выборки\n", + "analyze_balance(y_train, y_valid, y_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "# Объедините выборки в один DataFrame для визуализации\n", + "data = pd.concat([y_train, y_valid, y_test], axis=1)\n", + "data.columns = ['train', 'valid', 'test']\n", + "\n", + "# Визуализация\n", + "plt.figure(figsize=(10, 6))\n", + "sns.boxplot(data=data)\n", + "plt.title('Сравнение распределений зарплат')\n", + "plt.ylabel('Salary in USD')\n", + "plt.xticks(ticks=[0, 1, 2], labels=['Обучающая', 'Контрольная', 'Тестовая'])\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "aimenv", + "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": "3.12.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/requirements.txt b/lab_2/requirements.txt similarity index 63% rename from requirements.txt rename to lab_2/requirements.txt index ef0824c..254d9eb 100644 --- a/requirements.txt +++ b/lab_2/requirements.txt @@ -1,31 +1,48 @@ asttokens==2.4.1 +attrs==24.2.0 colorama==0.4.6 comm==0.2.2 +contourpy==1.3.0 +cycler==0.12.1 debugpy==1.8.5 decorator==5.1.1 executing==2.1.0 +fastjsonschema==2.20.0 +fonttools==4.53.1 ipykernel==6.29.5 ipython==8.27.0 jedi==0.19.1 +jsonschema==4.23.0 +jsonschema-specifications==2023.12.1 jupyter_client==8.6.3 jupyter_core==5.7.2 +kiwisolver==1.4.7 +matplotlib==3.9.2 matplotlib-inline==0.1.7 +nbformat==5.10.4 nest-asyncio==1.6.0 numpy==2.1.1 packaging==24.1 pandas==2.2.2 parso==0.8.4 +pillow==10.4.0 platformdirs==4.3.6 +plotly==5.24.1 prompt_toolkit==3.0.47 psutil==6.0.0 pure_eval==0.2.3 Pygments==2.18.0 +pyparsing==3.1.4 python-dateutil==2.9.0.post0 pytz==2024.2 pywin32==306 pyzmq==26.2.0 +referencing==0.35.1 +rpds-py==0.20.0 +seaborn==0.13.2 six==1.16.0 stack-data==0.6.3 +tenacity==9.0.0 tornado==6.4.1 traitlets==5.14.3 tzdata==2024.1 diff --git a/static/csv/StarbucksDataset.csv b/static/csv/StarbucksDataset.csv deleted file mode 100644 index 4521d08..0000000 --- a/static/csv/StarbucksDataset.csv +++ /dev/null @@ -1,8037 +0,0 @@ -Date,Open,High,Low,Close,Adj Close,Volume -1992-06-26,0.328125,0.347656,0.320313,0.335938,0.260703,224358400 -1992-06-29,0.339844,0.367188,0.332031,0.359375,0.278891,58732800 -1992-06-30,0.367188,0.371094,0.343750,0.347656,0.269797,34777600 -1992-07-01,0.351563,0.359375,0.339844,0.355469,0.275860,18316800 -1992-07-02,0.359375,0.359375,0.347656,0.355469,0.275860,13996800 -1992-07-06,0.351563,0.355469,0.347656,0.355469,0.275860,5753600 -1992-07-07,0.355469,0.355469,0.347656,0.355469,0.275860,10662400 -1992-07-08,0.355469,0.355469,0.343750,0.347656,0.269797,15500800 -1992-07-09,0.351563,0.359375,0.347656,0.359375,0.278891,3923200 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-1995-04-25,0.742188,0.742188,0.726563,0.738281,0.572940,32624000 -1995-04-26,0.738281,0.738281,0.730469,0.734375,0.569909,16723200 -1995-04-27,0.738281,0.742188,0.728516,0.738281,0.572940,11686400 -1995-04-28,0.734375,0.742188,0.730469,0.734375,0.569909,18636800 -1995-05-01,0.738281,0.773438,0.734375,0.765625,0.594160,13920000 -1995-05-02,0.773438,0.777344,0.769531,0.775391,0.601739,9283200 -1995-05-03,0.773438,0.785156,0.761719,0.781250,0.606286,10220800 -1995-05-04,0.785156,0.855469,0.777344,0.835938,0.648726,66217600 -1995-05-05,0.828125,0.835938,0.820313,0.832031,0.645694,19625600 -1995-05-08,0.824219,0.849609,0.820313,0.837891,0.650242,12368000 -1995-05-09,0.835938,0.839844,0.804688,0.812500,0.630537,10684800 -1995-05-10,0.820313,0.839844,0.792969,0.832031,0.645694,18694400 -1995-05-11,0.828125,0.878906,0.828125,0.875000,0.679040,49625600 -1995-05-12,0.871094,0.937500,0.863281,0.910156,0.706323,94096000 -1995-05-15,0.910156,0.984375,0.910156,0.949219,0.736637,70179200 -1995-05-16,0.957031,0.957031,0.921875,0.935547,0.726027,41065600 -1995-05-17,0.937500,0.941406,0.902344,0.910156,0.706323,25811200 -1995-05-18,0.910156,0.921875,0.902344,0.912109,0.707838,11795200 -1995-05-19,0.914063,0.925781,0.902344,0.910156,0.706323,10857600 -1995-05-22,0.910156,0.941406,0.902344,0.933594,0.724512,16409600 -1995-05-23,0.937500,0.964844,0.937500,0.960938,0.745732,19334400 -1995-05-24,0.957031,0.976563,0.957031,0.968750,0.751794,23891200 -1995-05-25,0.964844,0.976563,0.964844,0.972656,0.754826,12585600 -1995-05-26,0.972656,0.972656,0.945313,0.949219,0.736637,10009600 -1995-05-30,0.949219,0.953125,0.898438,0.906250,0.703292,27504000 -1995-05-31,0.906250,0.910156,0.902344,0.908203,0.704807,12560000 -1995-06-01,0.908203,0.941406,0.867188,0.925781,0.718449,32198400 -1995-06-02,0.914063,0.964844,0.902344,0.953125,0.739669,36115200 -1995-06-05,0.949219,1.003906,0.949219,0.992188,0.769983,37715200 -1995-06-06,0.992188,1.000000,0.968750,0.972656,0.754826,15158400 -1995-06-07,0.972656,1.011719,0.953125,1.007813,0.782109,35056000 -1995-06-08,1.011719,1.058594,1.003906,1.050781,0.815454,62819200 -1995-06-09,1.046875,1.078125,1.046875,1.054688,0.818486,47008000 -1995-06-12,1.050781,1.058594,1.031250,1.054688,0.818486,21612800 -1995-06-13,1.062500,1.070313,1.042969,1.058594,0.821518,22844800 -1995-06-14,1.054688,1.085938,1.046875,1.066406,0.827580,35011200 -1995-06-15,1.066406,1.101563,1.066406,1.082031,0.839706,40377600 -1995-06-16,1.093750,1.093750,1.058594,1.062500,0.824549,14684800 -1995-06-19,1.066406,1.113281,1.066406,1.105469,0.857895,49158400 -1995-06-20,1.105469,1.117188,1.074219,1.085938,0.842738,32598400 -1995-06-21,1.085938,1.093750,1.074219,1.089844,0.845769,17270400 -1995-06-22,1.089844,1.164063,1.085938,1.140625,0.885177,55404800 -1995-06-23,1.136719,1.156250,1.132813,1.148438,0.891241,27702400 -1995-06-26,1.160156,1.160156,1.140625,1.144531,0.888209,22876800 -1995-06-27,1.144531,1.148438,1.105469,1.113281,0.863957,21052800 -1995-06-28,1.101563,1.109375,1.082031,1.089844,0.845769,22060800 -1995-06-29,1.089844,1.113281,1.089844,1.107422,0.859411,15366400 -1995-06-30,1.101563,1.117188,1.101563,1.113281,0.863957,6678400 -1995-07-03,1.117188,1.121094,1.105469,1.109375,0.860926,3132800 -1995-07-05,1.105469,1.140625,1.105469,1.123047,0.871536,31881600 -1995-07-06,1.125000,1.199219,1.125000,1.195313,0.927618,55968000 -1995-07-07,1.187500,1.242188,1.183594,1.232422,0.956416,38784000 -1995-07-10,1.234375,1.234375,1.152344,1.175781,0.912460,30348800 -1995-07-11,1.171875,1.179688,1.152344,1.158203,0.898819,17452800 -1995-07-12,1.164063,1.187500,1.144531,1.185547,0.920038,18057600 -1995-07-13,1.187500,1.222656,1.179688,1.222656,0.948837,23872000 -1995-07-14,1.214844,1.218750,1.183594,1.183594,0.918523,16592000 -1995-07-17,1.191406,1.195313,1.179688,1.179688,0.915492,7520000 -1995-07-18,1.179688,1.183594,1.152344,1.156250,0.897303,13507200 -1995-07-19,1.152344,1.152344,1.113281,1.117188,0.866989,12230400 -1995-07-20,1.117188,1.132813,1.101563,1.117188,0.866989,22416000 -1995-07-21,1.117188,1.179688,1.089844,1.164063,0.903366,45699200 -1995-07-24,1.171875,1.210938,1.160156,1.210938,0.939743,24499200 -1995-07-25,1.214844,1.320313,1.203125,1.277344,0.991277,95052800 -1995-07-26,1.277344,1.289063,1.261719,1.269531,0.985214,32169600 -1995-07-27,1.269531,1.273438,1.253906,1.269531,0.985214,22521600 -1995-07-28,1.269531,1.269531,1.195313,1.210938,0.939743,19878400 -1995-07-31,1.210938,1.214844,1.156250,1.167969,0.906397,33888000 -1995-08-01,1.167969,1.238281,1.164063,1.230469,0.954900,42982400 -1995-08-02,1.234375,1.269531,1.230469,1.230469,0.954900,27363200 -1995-08-03,1.230469,1.230469,1.187500,1.203125,0.933680,13270400 -1995-08-04,1.195313,1.210938,1.191406,1.195313,0.927618,4166400 -1995-08-07,1.195313,1.207031,1.175781,1.177734,0.913976,9881600 -1995-08-08,1.183594,1.199219,1.175781,1.183594,0.918523,10848000 -1995-08-09,1.183594,1.195313,1.183594,1.187500,0.921554,2249600 -1995-08-10,1.195313,1.195313,1.183594,1.183594,0.918523,1504000 -1995-08-11,1.187500,1.191406,1.167969,1.175781,0.912460,6425600 -1995-08-14,1.164063,1.179688,1.152344,1.167969,0.906397,9884800 -1995-08-15,1.167969,1.218750,1.156250,1.210938,0.939743,23193600 -1995-08-16,1.218750,1.257813,1.214844,1.253906,0.973089,26899200 -1995-08-17,1.257813,1.269531,1.238281,1.246094,0.967026,17171200 -1995-08-18,1.250000,1.253906,1.238281,1.242188,0.963995,6486400 -1995-08-21,1.246094,1.257813,1.238281,1.246094,0.967026,9936000 -1995-08-22,1.250000,1.250000,1.230469,1.238281,0.960963,6918400 -1995-08-23,1.242188,1.250000,1.234375,1.250000,0.970057,2467200 -1995-08-24,1.250000,1.250000,1.238281,1.240234,0.962478,6969600 -1995-08-25,1.250000,1.250000,1.234375,1.246094,0.967026,3296000 -1995-08-28,1.238281,1.246094,1.218750,1.222656,0.948837,8179200 -1995-08-29,1.218750,1.222656,1.171875,1.187500,0.921554,14553600 -1995-08-30,1.191406,1.234375,1.179688,1.222656,0.948837,17657600 -1995-08-31,1.218750,1.269531,1.218750,1.250000,0.970057,22099200 -1995-09-01,1.250000,1.250000,1.230469,1.232422,0.956416,3609600 -1995-09-05,1.234375,1.257813,1.230469,1.253906,0.973089,13203200 -1995-09-06,1.250000,1.292969,1.246094,1.281250,0.994309,25052800 -1995-09-07,1.289063,1.343750,1.285156,1.308594,1.015529,35548800 -1995-09-08,1.312500,1.328125,1.304688,1.316406,1.021591,15801600 -1995-09-11,1.328125,1.351563,1.316406,1.347656,1.045843,20208000 -1995-09-12,1.347656,1.347656,1.320313,1.332031,1.033717,11321600 -1995-09-13,1.332031,1.371094,1.320313,1.355469,1.051906,30368000 -1995-09-14,1.351563,1.363281,1.339844,1.359375,1.054937,15936000 -1995-09-15,1.347656,1.355469,1.312500,1.312500,1.018560,12044800 -1995-09-18,1.316406,1.320313,1.289063,1.312500,1.018560,16768000 -1995-09-19,1.308594,1.355469,1.308594,1.347656,1.045843,23507200 -1995-09-20,1.355469,1.382813,1.355469,1.355469,1.051906,21276800 -1995-09-21,1.363281,1.363281,1.304688,1.312500,1.018560,18355200 -1995-09-22,1.308594,1.335938,1.296875,1.328125,1.030685,18614400 -1995-09-25,1.332031,1.332031,1.289063,1.304688,1.012498,11417600 -1995-09-26,1.304688,1.351563,1.296875,1.343750,1.042811,25654400 -1995-09-27,1.339844,1.343750,1.316406,1.316406,1.021591,25971200 -1995-09-28,1.320313,1.324219,1.316406,1.320313,1.024623,14918400 -1995-09-29,1.324219,1.371094,1.125000,1.183594,0.918523,230883200 -1995-10-02,1.199219,1.214844,1.160156,1.175781,0.912460,55622400 -1995-10-03,1.175781,1.187500,1.125000,1.125000,0.873052,30534400 -1995-10-04,1.128906,1.128906,1.074219,1.074219,0.833643,34297600 -1995-10-05,1.082031,1.132813,1.078125,1.121094,0.870021,39491200 -1995-10-06,1.136719,1.152344,1.121094,1.132813,0.879115,34908800 -1995-10-09,1.136719,1.136719,1.085938,1.093750,0.848800,9980800 -1995-10-10,1.085938,1.085938,1.058594,1.074219,0.833643,24441600 -1995-10-11,1.093750,1.144531,1.078125,1.132813,0.879115,23193600 -1995-10-12,1.140625,1.144531,1.125000,1.140625,0.885177,11897600 -1995-10-13,1.144531,1.156250,1.125000,1.140625,0.885177,12515200 -1995-10-16,1.140625,1.140625,1.109375,1.121094,0.870021,13542400 -1995-10-17,1.121094,1.140625,1.117188,1.132813,0.879115,18224000 -1995-10-18,1.140625,1.203125,1.132813,1.181641,0.917008,51459200 -1995-10-19,1.179688,1.207031,1.148438,1.191406,0.924586,25683200 -1995-10-20,1.191406,1.222656,1.187500,1.195313,0.927618,30758400 -1995-10-23,1.195313,1.203125,1.175781,1.199219,0.930649,12336000 -1995-10-24,1.203125,1.203125,1.187500,1.197266,0.929133,11001600 -1995-10-25,1.203125,1.214844,1.187500,1.189453,0.923070,24940800 -1995-10-26,1.191406,1.203125,1.179688,1.195313,0.927618,20851200 -1995-10-27,1.195313,1.214844,1.187500,1.207031,0.936711,13168000 -1995-10-30,1.210938,1.242188,1.203125,1.230469,0.954900,22684800 -1995-10-31,1.234375,1.242188,1.226563,1.226563,0.951869,13398400 -1995-11-01,1.230469,1.261719,1.214844,1.248047,0.968542,29830400 -1995-11-02,1.253906,1.269531,1.234375,1.242188,0.963995,16979200 -1995-11-03,1.242188,1.265625,1.238281,1.250000,0.970057,10448000 -1995-11-06,1.246094,1.269531,1.246094,1.253906,0.973089,13228800 -1995-11-07,1.253906,1.253906,1.230469,1.246094,0.967026,11622400 -1995-11-08,1.250000,1.250000,1.234375,1.250000,0.970057,7696000 -1995-11-09,1.250000,1.292969,1.246094,1.281250,0.994309,18272000 -1995-11-10,1.281250,1.281250,1.261719,1.269531,0.985214,9174400 -1995-11-13,1.273438,1.328125,1.269531,1.322266,1.026139,25945600 -1995-11-14,1.324219,1.347656,1.308594,1.316406,1.021591,23347200 -1995-11-15,1.324219,1.328125,1.308594,1.312500,1.018560,7036800 -1995-11-16,1.308594,1.410156,1.300781,1.390625,1.079189,49808000 -1995-11-17,1.398438,1.398438,1.339844,1.347656,1.045843,50288000 -1995-11-20,1.355469,1.367188,1.328125,1.332031,1.033717,30998400 -1995-11-21,1.328125,1.351563,1.316406,1.343750,1.042811,28678400 -1995-11-22,1.351563,1.406250,1.343750,1.375000,1.067063,39897600 -1995-11-24,1.371094,1.378906,1.363281,1.367188,1.061000,2505600 -1995-11-27,1.371094,1.371094,1.304688,1.304688,1.012498,19548800 -1995-11-28,1.308594,1.351563,1.304688,1.341797,1.041296,38784000 -1995-11-29,1.339844,1.378906,1.339844,1.355469,1.051906,25312000 -1995-11-30,1.351563,1.355469,1.308594,1.320313,1.024623,15936000 -1995-12-01,1.316406,1.316406,1.261719,1.296875,1.006434,29248000 -1995-12-04,1.296875,1.375000,1.289063,1.339844,1.039780,14630400 -1995-12-05,1.375000,1.398438,1.351563,1.390625,1.079189,17305600 -1995-12-06,1.398438,1.453125,1.382813,1.394531,1.082220,21400000 -1995-12-07,1.406250,1.460938,1.398438,1.437500,1.115566,18534400 -1995-12-08,1.460938,1.468750,1.406250,1.429688,1.109504,9952000 -1995-12-11,1.437500,1.453125,1.417969,1.421875,1.103440,10640000 -1995-12-12,1.421875,1.421875,1.390625,1.398438,1.085252,5124800 -1995-12-13,1.414063,1.414063,1.390625,1.398438,1.085252,5147200 -1995-12-14,1.406250,1.429688,1.351563,1.367188,1.061000,18675200 -1995-12-15,1.367188,1.382813,1.343750,1.351563,1.048875,6660800 -1995-12-18,1.351563,1.351563,1.281250,1.296875,1.006434,7484800 -1995-12-19,1.304688,1.304688,1.203125,1.226563,0.951869,26172800 -1995-12-20,1.242188,1.289063,1.195313,1.210938,0.939743,20684800 -1995-12-21,1.203125,1.242188,1.203125,1.218750,0.945806,15627200 -1995-12-22,1.226563,1.250000,1.218750,1.234375,0.957932,8899200 -1995-12-26,1.250000,1.273438,1.226563,1.250000,0.970057,13782400 -1995-12-27,1.257813,1.312500,1.250000,1.296875,1.006434,15396800 -1995-12-28,1.289063,1.320313,1.265625,1.289063,1.000372,19584000 -1995-12-29,1.296875,1.320313,1.281250,1.312500,1.018560,14404800 -1996-01-02,1.312500,1.312500,1.171875,1.218750,0.945806,33308800 -1996-01-03,1.210938,1.218750,1.078125,1.093750,0.848800,62355200 -1996-01-04,1.039063,1.125000,1.015625,1.062500,0.824549,98100800 -1996-01-05,1.062500,1.125000,1.054688,1.125000,0.873052,42499200 -1996-01-08,1.125000,1.125000,1.062500,1.101563,0.854863,11964800 -1996-01-09,1.093750,1.125000,1.054688,1.070313,0.830612,30825600 -1996-01-10,1.062500,1.101563,1.054688,1.066406,0.827580,13075200 -1996-01-11,1.085938,1.109375,1.070313,1.109375,0.860926,14678400 -1996-01-12,1.117188,1.125000,1.070313,1.093750,0.848800,15980800 -1996-01-15,1.093750,1.093750,1.031250,1.035156,0.803329,13094400 -1996-01-16,1.046875,1.070313,1.039063,1.062500,0.824549,10627200 -1996-01-17,1.046875,1.062500,1.046875,1.046875,0.812423,2838400 -1996-01-18,1.062500,1.062500,1.031250,1.035156,0.803329,6268800 -1996-01-19,1.039063,1.062500,1.031250,1.054688,0.818486,15427200 -1996-01-22,1.023438,1.039063,1.000000,1.039063,0.806361,14483200 -1996-01-23,1.039063,1.093750,1.031250,1.070313,0.830612,21254400 -1996-01-24,1.070313,1.070313,1.039063,1.062500,0.824549,19601600 -1996-01-25,1.062500,1.070313,0.953125,0.957031,0.742700,50212800 -1996-01-26,0.953125,0.976563,0.906250,0.968750,0.751794,100820800 -1996-01-29,0.984375,1.000000,0.968750,0.992188,0.769983,43163200 -1996-01-30,1.000000,1.054688,0.992188,1.023438,0.794235,32996800 -1996-01-31,1.039063,1.062500,1.015625,1.046875,0.812423,29091200 -1996-02-01,1.054688,1.125000,1.046875,1.109375,0.860926,25948800 -1996-02-02,1.109375,1.109375,1.054688,1.066406,0.827580,12182400 -1996-02-05,1.070313,1.070313,1.039063,1.054688,0.818486,11731200 -1996-02-06,1.054688,1.054688,1.015625,1.039063,0.806361,14184000 -1996-02-07,1.039063,1.039063,1.000000,1.007813,0.782109,17828800 -1996-02-08,1.023438,1.109375,1.007813,1.093750,0.848800,47204800 -1996-02-09,1.085938,1.101563,1.062500,1.078125,0.836674,17454400 -1996-02-12,1.078125,1.078125,1.039063,1.046875,0.812423,14654400 -1996-02-13,1.054688,1.062500,1.039063,1.039063,0.806361,10544000 -1996-02-14,1.054688,1.062500,1.007813,1.015625,0.788171,14603200 -1996-02-15,1.031250,1.039063,1.007813,1.015625,0.788171,6355200 -1996-02-16,1.031250,1.054688,1.015625,1.031250,0.800297,7809600 -1996-02-20,1.023438,1.046875,1.007813,1.031250,0.800297,10803200 -1996-02-21,1.023438,1.031250,1.015625,1.027344,0.797266,7152000 -1996-02-22,1.023438,1.085938,1.015625,1.078125,0.836674,21353600 -1996-02-23,1.070313,1.085938,1.070313,1.078125,0.836674,16435200 -1996-02-26,1.085938,1.101563,1.070313,1.085938,0.842738,7992000 -1996-02-27,1.078125,1.085938,1.007813,1.015625,0.788171,24648000 -1996-02-28,1.023438,1.078125,1.007813,1.054688,0.818486,24635200 -1996-02-29,1.054688,1.109375,1.046875,1.101563,0.854863,51344000 -1996-03-01,1.132813,1.156250,1.117188,1.117188,0.866989,29636800 -1996-03-04,1.132813,1.226563,1.125000,1.226563,0.951869,35769600 -1996-03-05,1.210938,1.226563,1.195313,1.203125,0.933680,16590400 -1996-03-06,1.203125,1.296875,1.203125,1.289063,1.000372,45592000 -1996-03-07,1.281250,1.304688,1.242188,1.257813,0.976121,29049600 -1996-03-08,1.226563,1.250000,1.195313,1.218750,0.945806,24755200 -1996-03-11,1.210938,1.250000,1.210938,1.234375,0.957932,16800000 -1996-03-12,1.226563,1.281250,1.218750,1.261719,0.979152,23316800 -1996-03-13,1.265625,1.343750,1.257813,1.328125,1.030685,24601600 -1996-03-14,1.328125,1.445313,1.328125,1.390625,1.079189,53769600 -1996-03-15,1.390625,1.460938,1.390625,1.421875,1.103440,34985600 -1996-03-18,1.437500,1.460938,1.414063,1.445313,1.121629,20856000 -1996-03-19,1.445313,1.453125,1.335938,1.367188,1.061000,25307200 -1996-03-20,1.367188,1.421875,1.359375,1.390625,1.079189,10019200 -1996-03-21,1.398438,1.414063,1.343750,1.375000,1.067063,10828800 -1996-03-22,1.375000,1.375000,1.343750,1.359375,1.054937,7552000 -1996-03-25,1.351563,1.375000,1.343750,1.351563,1.048875,5190400 -1996-03-26,1.343750,1.375000,1.320313,1.367188,1.061000,12132800 -1996-03-27,1.375000,1.437500,1.359375,1.367188,1.061000,19550400 -1996-03-28,1.375000,1.390625,1.343750,1.390625,1.079189,16353600 -1996-03-29,1.390625,1.476563,1.375000,1.457031,1.130723,21577600 -1996-04-01,1.539063,1.601563,1.531250,1.570313,1.218635,62248000 -1996-04-02,1.578125,1.585938,1.515625,1.554688,1.206509,24104000 -1996-04-03,1.554688,1.554688,1.507813,1.539063,1.194384,15649600 -1996-04-04,1.554688,1.640625,1.546875,1.625000,1.261075,56900800 -1996-04-08,1.585938,1.625000,1.546875,1.609375,1.248949,27884800 -1996-04-09,1.617188,1.640625,1.601563,1.625000,1.261075,24955200 -1996-04-10,1.609375,1.625000,1.578125,1.578125,1.224697,22227200 -1996-04-11,1.585938,1.585938,1.515625,1.554688,1.206509,30414400 -1996-04-12,1.554688,1.562500,1.523438,1.562500,1.212571,8355200 -1996-04-15,1.562500,1.601563,1.554688,1.585938,1.230760,11915200 -1996-04-16,1.601563,1.679688,1.593750,1.664063,1.291389,25448000 -1996-04-17,1.671875,1.710938,1.632813,1.632813,1.267138,27187200 -1996-04-18,1.640625,1.671875,1.640625,1.664063,1.291389,7856000 -1996-04-19,1.671875,1.679688,1.625000,1.625000,1.261075,14595200 -1996-04-22,1.625000,1.640625,1.570313,1.585938,1.230760,12803200 -1996-04-23,1.578125,1.640625,1.562500,1.640625,1.273200,12648000 -1996-04-24,1.632813,1.640625,1.585938,1.593750,1.236823,7182400 -1996-04-25,1.593750,1.835938,1.593750,1.828125,1.418709,75067200 -1996-04-26,1.789063,1.789063,1.710938,1.746094,1.355049,46024000 -1996-04-29,1.742188,1.757813,1.648438,1.710938,1.327767,13446400 -1996-04-30,1.695313,1.710938,1.664063,1.695313,1.315641,17846400 -1996-05-01,1.710938,1.765625,1.695313,1.757813,1.364143,27382400 -1996-05-02,1.765625,1.773438,1.703125,1.742188,1.352018,20121600 -1996-05-03,1.734375,1.750000,1.640625,1.726563,1.339892,31856000 -1996-05-06,1.734375,1.734375,1.671875,1.695313,1.315641,10035200 -1996-05-07,1.679688,1.687500,1.625000,1.648438,1.279263,8209600 -1996-05-08,1.625000,1.648438,1.562500,1.593750,1.236823,13496000 -1996-05-09,1.617188,1.734375,1.617188,1.734375,1.345954,25880000 -1996-05-10,1.734375,1.750000,1.703125,1.722656,1.336860,9456000 -1996-05-13,1.734375,1.765625,1.718750,1.757813,1.364143,15163200 -1996-05-14,1.773438,1.812500,1.742188,1.812500,1.406583,16769600 -1996-05-15,1.796875,1.812500,1.789063,1.804688,1.400521,8283200 -1996-05-16,1.796875,1.820313,1.789063,1.812500,1.406583,7072000 -1996-05-17,1.812500,1.851563,1.789063,1.791016,1.389910,10588800 -1996-05-20,1.789063,1.796875,1.773438,1.789063,1.388395,8380800 -1996-05-21,1.773438,1.789063,1.734375,1.750000,1.358080,5521600 -1996-05-22,1.734375,1.750000,1.703125,1.742188,1.352018,10008000 -1996-05-23,1.742188,1.750000,1.726563,1.734375,1.345954,7928000 -1996-05-24,1.742188,1.750000,1.734375,1.750000,1.358080,5326400 -1996-05-28,1.750000,1.757813,1.656250,1.695313,1.315641,9825600 -1996-05-29,1.687500,1.687500,1.617188,1.664063,1.291389,14057600 -1996-05-30,1.664063,1.710938,1.656250,1.695313,1.315641,19377600 -1996-05-31,1.695313,1.710938,1.671875,1.695313,1.315641,4980800 -1996-06-03,1.695313,1.695313,1.648438,1.671875,1.297451,2979200 -1996-06-04,1.671875,1.679688,1.625000,1.640625,1.273200,6142400 -1996-06-05,1.625000,1.742188,1.625000,1.710938,1.327767,12249600 -1996-06-06,1.726563,1.750000,1.648438,1.648438,1.279263,11139200 -1996-06-07,1.593750,1.664063,1.593750,1.632813,1.267138,15395200 -1996-06-10,1.640625,1.640625,1.578125,1.593750,1.236823,14435200 -1996-06-11,1.601563,1.714844,1.593750,1.710938,1.327767,26412800 -1996-06-12,1.710938,1.734375,1.687500,1.703125,1.321703,8432000 -1996-06-13,1.695313,1.695313,1.648438,1.671875,1.297451,7520000 -1996-06-14,1.578125,1.671875,1.578125,1.632813,1.267138,13192000 -1996-06-17,1.648438,1.648438,1.593750,1.601563,1.242886,8547200 -1996-06-18,1.609375,1.648438,1.593750,1.640625,1.273200,21670400 -1996-06-19,1.640625,1.671875,1.632813,1.664063,1.291389,8228800 -1996-06-20,1.664063,1.671875,1.634766,1.644531,1.276232,10243200 -1996-06-21,1.648438,1.656250,1.632813,1.648438,1.279263,4984000 -1996-06-24,1.632813,1.695313,1.632813,1.675781,1.300483,9217600 -1996-06-25,1.687500,1.695313,1.671875,1.679688,1.303515,7742400 -1996-06-26,1.695313,1.695313,1.640625,1.683594,1.306546,13811200 -1996-06-27,1.679688,1.703125,1.664063,1.687500,1.309577,13736000 -1996-06-28,1.695313,1.781250,1.695313,1.765625,1.370206,21518400 -1996-07-01,1.757813,1.828125,1.750000,1.812500,1.406583,16369600 -1996-07-02,1.796875,1.812500,1.757813,1.781250,1.382332,9526400 -1996-07-03,1.773438,1.867188,1.757813,1.812500,1.406583,23204800 -1996-07-05,1.789063,1.796875,1.757813,1.761719,1.367175,5902400 -1996-07-08,1.742188,1.757813,1.679688,1.683594,1.306546,11043200 -1996-07-09,1.703125,1.742188,1.695313,1.742188,1.352018,14833600 -1996-07-10,1.742188,1.742188,1.609375,1.640625,1.273200,18289600 -1996-07-11,1.640625,1.640625,1.562500,1.562500,1.212571,11992000 -1996-07-12,1.578125,1.625000,1.562500,1.585938,1.230760,14216000 -1996-07-15,1.585938,1.585938,1.492188,1.496094,1.161038,20715200 -1996-07-16,1.492188,1.546875,1.437500,1.507813,1.170132,27795200 -1996-07-17,1.539063,1.570313,1.523438,1.554688,1.206509,16846400 -1996-07-18,1.554688,1.601563,1.539063,1.562500,1.212571,10451200 -1996-07-19,1.570313,1.570313,1.468750,1.523438,1.182257,14060800 -1996-07-22,1.507813,1.578125,1.476563,1.562500,1.212571,12179200 -1996-07-23,1.570313,1.570313,1.500000,1.500000,1.164069,8204800 -1996-07-24,1.468750,1.484375,1.437500,1.445313,1.121629,20539200 -1996-07-25,1.445313,1.515625,1.445313,1.488281,1.154974,17721600 -1996-07-26,1.500000,1.695313,1.492188,1.671875,1.297451,40755200 -1996-07-29,1.664063,1.671875,1.632813,1.648438,1.279263,12625600 -1996-07-30,1.640625,1.671875,1.640625,1.664063,1.291389,8030400 -1996-07-31,1.609375,1.640625,1.601563,1.625000,1.261075,16225600 -1996-08-01,1.625000,1.757813,1.625000,1.718750,1.333829,33836800 -1996-08-02,1.726563,1.750000,1.718750,1.742188,1.352018,16008000 -1996-08-05,1.750000,1.804688,1.742188,1.757813,1.364143,14430400 -1996-08-06,1.765625,1.796875,1.742188,1.789063,1.388395,14153600 -1996-08-07,1.789063,1.859375,1.781250,1.843750,1.430835,13504000 -1996-08-08,1.851563,1.851563,1.796875,1.820313,1.412647,9676800 -1996-08-09,1.820313,1.851563,1.812500,1.851563,1.436898,7622400 -1996-08-12,1.843750,1.851563,1.820313,1.843750,1.430835,8451200 -1996-08-13,1.835938,1.835938,1.773438,1.777344,1.379300,9969600 -1996-08-14,1.781250,1.843750,1.773438,1.835938,1.424772,9910400 -1996-08-15,1.828125,1.835938,1.804688,1.828125,1.418709,6318400 -1996-08-16,1.828125,1.843750,1.812500,1.828125,1.418709,9718400 -1996-08-19,1.835938,1.835938,1.804688,1.804688,1.400521,3187200 -1996-08-20,1.812500,1.812500,1.781250,1.796875,1.394457,5558400 -1996-08-21,1.796875,1.796875,1.765625,1.781250,1.382332,4788800 -1996-08-22,1.789063,1.914063,1.781250,1.906250,1.479337,26105600 -1996-08-23,1.890625,1.914063,1.859375,1.875000,1.455086,16281600 -1996-08-26,1.875000,1.890625,1.851563,1.890625,1.467211,9483200 -1996-08-27,1.890625,1.945313,1.867188,1.906250,1.479337,18060800 -1996-08-28,1.914063,2.015625,1.906250,2.007813,1.558155,25214400 -1996-08-29,2.000000,2.132813,1.976563,2.062500,1.600595,50481600 -1996-08-30,2.054688,2.062500,1.984375,2.046875,1.588469,10128000 -1996-09-03,2.015625,2.023438,1.984375,2.000000,1.552091,12307200 -1996-09-04,2.015625,2.171875,2.000000,2.156250,1.673349,40035200 -1996-09-05,2.140625,2.140625,2.039063,2.039063,1.582407,28723200 -1996-09-06,2.054688,2.101563,2.031250,2.085938,1.618783,18243200 -1996-09-09,2.085938,2.171875,2.078125,2.093750,1.624846,23440000 -1996-09-10,2.109375,2.125000,2.054688,2.070313,1.606658,14528000 -1996-09-11,2.062500,2.078125,2.031250,2.031250,1.576343,13419200 -1996-09-12,2.039063,2.156250,2.031250,2.132813,1.655161,27190400 -1996-09-13,2.156250,2.179688,2.109375,2.156250,1.673349,13972800 -1996-09-16,2.148438,2.203125,2.132813,2.195313,1.703664,18753600 -1996-09-17,2.195313,2.203125,2.164063,2.187500,1.697600,16188800 -1996-09-18,2.179688,2.242188,2.179688,2.234375,1.733977,21240000 -1996-09-19,2.242188,2.242188,2.179688,2.187500,1.697600,10254400 -1996-09-20,2.195313,2.218750,2.175781,2.210938,1.715789,9166400 -1996-09-23,2.210938,2.210938,2.187500,2.195313,1.703664,9057600 -1996-09-24,2.195313,2.203125,2.125000,2.156250,1.673349,12286400 -1996-09-25,2.148438,2.148438,2.062500,2.093750,1.624846,15440000 -1996-09-26,2.101563,2.156250,2.078125,2.093750,1.624846,16246400 -1996-09-27,2.093750,2.093750,2.039063,2.054688,1.594532,10955200 -1996-09-30,2.070313,2.078125,2.031250,2.062500,1.600595,10624000 -1996-10-01,2.062500,2.226563,2.054688,2.195313,1.703664,35305600 -1996-10-02,2.195313,2.320313,2.140625,2.312500,1.794606,44672000 -1996-10-03,2.312500,2.515625,2.312500,2.445313,1.897675,75073600 -1996-10-04,2.492188,2.515625,2.445313,2.500000,1.940114,34953600 -1996-10-07,2.492188,2.507813,2.414063,2.427734,1.884033,15880000 -1996-10-08,2.375000,2.375000,2.242188,2.257813,1.752167,32947200 -1996-10-09,2.257813,2.328125,2.187500,2.218750,1.721852,31644800 -1996-10-10,2.226563,2.289063,2.210938,2.281250,1.770355,24227200 -1996-10-11,2.304688,2.335938,2.289063,2.304688,1.788543,11854400 -1996-10-14,2.312500,2.335938,2.296875,2.320313,1.800669,10529600 -1996-10-15,2.359375,2.359375,2.296875,2.335938,1.812795,10939200 -1996-10-16,2.335938,2.335938,2.265625,2.281250,1.770355,11016000 -1996-10-17,2.281250,2.343750,2.265625,2.304688,1.788543,15211200 -1996-10-18,2.320313,2.351563,2.296875,2.343750,1.818857,16876800 -1996-10-21,2.343750,2.343750,2.265625,2.289063,1.776418,6235200 -1996-10-22,2.281250,2.304688,2.257813,2.296875,1.782480,8051200 -1996-10-23,2.289063,2.296875,2.250000,2.281250,1.770355,11686400 -1996-10-24,2.281250,2.289063,2.250000,2.265625,1.758229,6265600 -1996-10-25,2.250000,2.265625,2.234375,2.257813,1.752167,8014400 -1996-10-28,2.257813,2.265625,2.234375,2.234375,1.733977,4075200 -1996-10-29,2.234375,2.250000,2.179688,2.218750,1.721852,15361600 -1996-10-30,2.218750,2.226563,2.156250,2.187500,1.697600,6806400 -1996-10-31,2.187500,2.218750,2.031250,2.031250,1.576343,63680000 -1996-11-01,2.039063,2.070313,2.015625,2.039063,1.582407,18112000 -1996-11-04,2.054688,2.117188,2.039063,2.089844,1.621814,10387200 -1996-11-05,2.093750,2.140625,2.070313,2.132813,1.655161,12705600 -1996-11-06,2.148438,2.179688,2.140625,2.156250,1.673349,12592000 -1996-11-07,2.164063,2.187500,2.132813,2.148438,1.667286,6076800 -1996-11-08,2.148438,2.156250,2.085938,2.085938,1.618783,12777600 -1996-11-11,2.093750,2.101563,2.039063,2.093750,1.624846,17561600 -1996-11-12,2.093750,2.125000,2.085938,2.101563,1.630909,11654400 -1996-11-13,2.093750,2.109375,1.984375,1.992188,1.546029,23667200 -1996-11-14,2.000000,2.187500,1.992188,2.148438,1.667286,35875200 -1996-11-15,2.156250,2.156250,2.101563,2.132813,1.655161,15259200 -1996-11-18,2.132813,2.195313,2.093750,2.187500,1.697600,24646400 -1996-11-19,2.187500,2.234375,2.171875,2.226563,1.727915,24862400 -1996-11-20,2.226563,2.226563,2.179688,2.203125,1.709726,12470400 -1996-11-21,2.195313,2.257813,2.171875,2.226563,1.727915,17836800 -1996-11-22,2.226563,2.289063,2.226563,2.250000,1.746103,18763200 -1996-11-25,2.250000,2.273438,2.234375,2.250000,1.746103,6244800 -1996-11-26,2.250000,2.281250,2.210938,2.218750,1.721852,9176000 -1996-11-27,2.226563,2.226563,2.117188,2.132813,1.655161,19387200 -1996-11-29,2.125000,2.179688,2.109375,2.164063,1.679412,5224000 -1996-12-02,2.179688,2.250000,2.140625,2.242188,1.740041,12617600 -1996-12-03,2.250000,2.296875,2.226563,2.250000,1.746103,14472000 -1996-12-04,2.242188,2.265625,2.203125,2.210938,1.715789,9137600 -1996-12-05,2.218750,2.218750,2.117188,2.132813,1.655161,12137600 -1996-12-06,2.109375,2.109375,2.054688,2.058594,1.597564,22105600 -1996-12-09,2.085938,2.164063,2.070313,2.156250,1.673349,19572800 -1996-12-10,2.148438,2.156250,2.085938,2.093750,1.624846,9188800 -1996-12-11,2.085938,2.093750,2.023438,2.070313,1.606658,17894400 -1996-12-12,2.078125,2.093750,2.054688,2.066406,1.603626,14787200 -1996-12-13,2.054688,2.093750,2.031250,2.054688,1.594532,13507200 -1996-12-16,2.062500,2.062500,2.000000,2.000000,1.552091,9345600 -1996-12-17,2.000000,2.046875,1.968750,1.992188,1.546029,11398400 -1996-12-18,1.992188,2.000000,1.890625,1.914063,1.485401,28600000 -1996-12-19,1.921875,2.015625,1.921875,1.968750,1.527840,21051200 -1996-12-20,1.992188,1.992188,1.906250,1.914063,1.485401,19081600 -1996-12-23,1.921875,1.929688,1.843750,1.851563,1.436898,15300800 -1996-12-24,1.843750,1.851563,1.820313,1.851563,1.436898,10550400 -1996-12-26,1.851563,1.968750,1.804688,1.968750,1.527840,18864000 -1996-12-27,1.960938,1.968750,1.890625,1.906250,1.479337,13756800 -1996-12-30,1.906250,1.937500,1.843750,1.851563,1.436898,20819200 -1996-12-31,1.859375,1.859375,1.781250,1.789063,1.388395,17945600 -1997-01-02,1.789063,1.804688,1.718750,1.734375,1.345954,23540800 -1997-01-03,1.742188,1.882813,1.710938,1.875000,1.455086,44184000 -1997-01-06,1.882813,1.882813,1.812500,1.851563,1.436898,15888000 -1997-01-07,1.835938,1.882813,1.828125,1.851563,1.436898,10968000 -1997-01-08,1.851563,1.867188,1.835938,1.835938,1.424772,13388800 -1997-01-09,1.843750,1.890625,1.835938,1.859375,1.442960,9209600 -1997-01-10,1.859375,1.921875,1.835938,1.882813,1.461149,13764800 -1997-01-13,1.898438,1.937500,1.796875,1.820313,1.412647,17860800 -1997-01-14,1.820313,1.843750,1.773438,1.804688,1.400521,17512000 -1997-01-15,1.796875,1.875000,1.796875,1.875000,1.455086,12860800 -1997-01-16,1.882813,1.890625,1.835938,1.882813,1.461149,9612800 -1997-01-17,1.882813,2.054688,1.851563,2.031250,1.576343,45785600 -1997-01-20,2.039063,2.046875,1.976563,2.007813,1.558155,17156800 -1997-01-21,1.984375,2.007813,1.968750,2.007813,1.558155,5635200 -1997-01-22,2.007813,2.109375,1.992188,2.109375,1.636972,21412800 -1997-01-23,2.101563,2.242188,2.101563,2.187500,1.697600,46033600 -1997-01-24,2.171875,2.171875,2.109375,2.148438,1.667286,21211200 -1997-01-27,2.156250,2.156250,2.117188,2.132813,1.655161,8880000 -1997-01-28,2.156250,2.195313,2.132813,2.156250,1.673349,9067200 -1997-01-29,2.140625,2.148438,2.046875,2.121094,1.646066,17828800 -1997-01-30,2.117188,2.195313,2.117188,2.148438,1.667286,18630400 -1997-01-31,2.140625,2.148438,2.109375,2.140625,1.661223,7409600 -1997-02-03,2.140625,2.250000,2.132813,2.234375,1.733977,19744000 -1997-02-04,2.242188,2.242188,2.156250,2.218750,1.721852,11284800 -1997-02-05,2.218750,2.265625,2.218750,2.234375,1.733977,13560000 -1997-02-06,2.250000,2.281250,2.187500,2.257813,1.752167,9552000 -1997-02-07,2.242188,2.300781,2.242188,2.250000,1.746103,9724800 -1997-02-10,2.265625,2.265625,2.140625,2.187500,1.697600,11614400 -1997-02-11,2.195313,2.195313,2.109375,2.156250,1.673349,11782400 -1997-02-12,2.164063,2.320313,2.148438,2.312500,1.794606,21100800 -1997-02-13,2.296875,2.328125,2.273438,2.320313,1.800669,16310400 -1997-02-14,2.328125,2.328125,2.273438,2.289063,1.776418,6579200 -1997-02-18,2.281250,2.296875,2.226563,2.234375,1.733977,7708800 -1997-02-19,2.250000,2.250000,2.171875,2.210938,1.715789,12268800 -1997-02-20,2.197266,2.210938,2.164063,2.175781,1.688505,9331200 -1997-02-21,2.179688,2.179688,2.148438,2.164063,1.679412,12057600 -1997-02-24,2.140625,2.171875,2.109375,2.132813,1.655161,17977600 -1997-02-25,2.132813,2.140625,2.093750,2.125000,1.649097,10750400 -1997-02-26,2.125000,2.132813,2.046875,2.070313,1.606658,14779200 -1997-02-27,2.062500,2.156250,2.062500,2.140625,1.661223,14403200 -1997-02-28,2.140625,2.156250,2.093750,2.101563,1.630909,12756800 -1997-03-03,2.101563,2.101563,2.031250,2.070313,1.606658,12734400 -1997-03-04,2.062500,2.117188,2.054688,2.093750,1.624846,10865600 -1997-03-05,2.078125,2.078125,2.011719,2.031250,1.576343,19076800 -1997-03-06,2.031250,2.031250,1.898438,1.929688,1.497526,27105600 -1997-03-07,1.953125,1.960938,1.929688,1.941406,1.506620,22700800 -1997-03-10,1.945313,1.945313,1.890625,1.906250,1.479337,11680000 -1997-03-11,1.906250,1.914063,1.835938,1.835938,1.424772,23745600 -1997-03-12,1.835938,1.882813,1.835938,1.851563,1.436898,35395200 -1997-03-13,1.860352,1.898438,1.851563,1.898438,1.473275,27622400 -1997-03-14,1.906250,2.015625,1.890625,1.968750,1.527840,32955200 -1997-03-17,1.968750,1.968750,1.875000,1.921875,1.491463,25470400 -1997-03-18,1.945313,2.039063,1.929688,2.007813,1.558155,12420800 -1997-03-19,2.000000,2.039063,1.976563,2.000000,1.552091,8254400 -1997-03-20,2.000000,2.023438,1.906250,1.945313,1.509652,19161600 -1997-03-21,1.960938,1.992188,1.945313,1.968750,1.527840,9028800 -1997-03-24,1.976563,1.984375,1.937500,1.953125,1.515714,7691200 -1997-03-25,1.953125,2.015625,1.937500,1.976563,1.533903,9660800 -1997-03-26,1.968750,2.039063,1.937500,2.015625,1.564217,13894400 -1997-03-27,2.023438,2.023438,1.953125,1.953125,1.515714,6291200 -1997-03-31,1.968750,1.968750,1.851563,1.851563,1.436898,17252800 -1997-04-01,1.851563,1.898438,1.820313,1.890625,1.467211,17932800 -1997-04-02,1.898438,1.929688,1.835938,1.851563,1.436898,13972800 -1997-04-03,1.843750,1.859375,1.765625,1.812500,1.406583,21544000 -1997-04-04,1.804688,1.929688,1.789063,1.921875,1.491463,19393600 -1997-04-07,1.921875,1.953125,1.882813,1.914063,1.485401,10704000 -1997-04-08,1.898438,1.945313,1.898438,1.921875,1.491463,5436800 -1997-04-09,1.937500,1.945313,1.882813,1.898438,1.473275,7547200 -1997-04-10,1.882813,1.890625,1.843750,1.843750,1.430835,13025600 -1997-04-11,1.851563,1.867188,1.765625,1.781250,1.382332,13516800 -1997-04-14,1.789063,1.820313,1.734375,1.820313,1.412647,14430400 -1997-04-15,1.835938,1.882813,1.765625,1.781250,1.382332,13353600 -1997-04-16,1.796875,1.796875,1.710938,1.726563,1.339892,21680000 -1997-04-17,1.742188,1.781250,1.640625,1.703125,1.321703,26299200 -1997-04-18,1.718750,1.851563,1.664063,1.812500,1.406583,34796800 -1997-04-21,1.796875,1.820313,1.757813,1.789063,1.388395,19808000 -1997-04-22,1.789063,1.820313,1.734375,1.796875,1.394457,23126400 -1997-04-23,1.789063,1.851563,1.789063,1.828125,1.418709,17051200 -1997-04-24,1.843750,1.875000,1.718750,1.750000,1.358080,43275200 -1997-04-25,1.750000,1.750000,1.632813,1.703125,1.321703,39401600 -1997-04-28,1.718750,1.742188,1.687500,1.730469,1.342923,17177600 -1997-04-29,1.781250,1.828125,1.750000,1.812500,1.406583,15817600 -1997-04-30,1.812500,1.882813,1.804688,1.867188,1.449024,17480000 -1997-05-01,1.867188,1.906250,1.781250,1.828125,1.418709,24566400 -1997-05-02,1.820313,1.921875,1.796875,1.875000,1.455086,22657600 -1997-05-05,1.882813,1.882813,1.812500,1.867188,1.449024,25195200 -1997-05-06,1.859375,1.859375,1.812500,1.828125,1.418709,14180800 -1997-05-07,1.820313,1.828125,1.777344,1.800781,1.397489,15995200 -1997-05-08,1.796875,1.804688,1.750000,1.769531,1.373237,19116800 -1997-05-09,1.773438,1.781250,1.742188,1.765625,1.370206,17393600 -1997-05-12,1.765625,1.796875,1.757813,1.781250,1.382332,16729600 -1997-05-13,1.796875,1.796875,1.765625,1.796875,1.394457,7300800 -1997-05-14,1.796875,1.828125,1.781250,1.812500,1.406583,14352000 -1997-05-15,1.820313,1.828125,1.796875,1.804688,1.400521,10600000 -1997-05-16,1.875000,1.906250,1.781250,1.812500,1.406583,37390400 -1997-05-19,1.820313,1.921875,1.812500,1.906250,1.479337,49737600 -1997-05-20,1.906250,1.921875,1.882813,1.917969,1.488432,20020800 -1997-05-21,1.921875,2.031250,1.914063,2.000000,1.552091,37433600 -1997-05-22,2.007813,2.007813,1.968750,1.992188,1.546029,23048000 -1997-05-23,2.000000,2.125000,1.992188,2.109375,1.636972,28564800 -1997-05-27,2.093750,2.101563,2.054688,2.093750,1.624846,17603200 -1997-05-28,2.078125,2.078125,2.031250,2.046875,1.588469,16916800 -1997-05-29,2.046875,2.046875,1.929688,1.976563,1.533903,24513600 -1997-05-30,1.929688,2.000000,1.929688,1.968750,1.527840,9158400 -1997-06-02,1.976563,1.984375,1.937500,1.949219,1.512683,11052800 -1997-06-03,1.953125,1.984375,1.929688,1.949219,1.512683,11262400 -1997-06-04,1.929688,1.937500,1.843750,1.894531,1.470243,21592000 -1997-06-05,1.894531,1.914063,1.871094,1.875000,1.455086,22668800 -1997-06-06,1.882813,1.898438,1.851563,1.878906,1.458117,28488000 -1997-06-09,1.953125,2.007813,1.937500,1.980469,1.536935,54016000 -1997-06-10,2.007813,2.058594,1.984375,2.015625,1.564217,21622400 -1997-06-11,2.031250,2.062500,2.015625,2.054688,1.594532,19968000 -1997-06-12,2.062500,2.195313,2.058594,2.187500,1.697600,38758400 -1997-06-13,2.195313,2.316406,2.171875,2.308594,1.791575,56747200 -1997-06-16,2.300781,2.312500,2.226563,2.281250,1.770355,30225600 -1997-06-17,2.273438,2.296875,2.242188,2.253906,1.749134,25734400 -1997-06-18,2.250000,2.250000,2.179688,2.179688,1.691538,19892800 -1997-06-19,2.179688,2.250000,2.156250,2.234375,1.733977,23670400 -1997-06-20,2.238281,2.257813,2.210938,2.234375,1.733977,11872000 -1997-06-23,2.234375,2.296875,2.218750,2.273438,1.764293,18462400 -1997-06-24,2.273438,2.453125,2.265625,2.449219,1.900707,51876800 -1997-06-25,2.421875,2.468750,2.406250,2.445313,1.897675,29910400 -1997-06-26,2.429688,2.445313,2.375000,2.433594,1.888581,19576000 -1997-06-27,2.437500,2.445313,2.421875,2.445313,1.897675,16252800 -1997-06-30,2.429688,2.445313,2.390625,2.433594,1.888581,15497600 -1997-07-01,2.437500,2.437500,2.406250,2.417969,1.876455,11238400 -1997-07-02,2.429688,2.437500,2.351563,2.410156,1.870392,18358400 -1997-07-03,2.406250,2.488281,2.296875,2.320313,1.800669,28110400 -1997-07-07,2.328125,2.328125,2.203125,2.246094,1.743072,30804800 -1997-07-08,2.257813,2.265625,2.195313,2.234375,1.733977,22121600 -1997-07-09,2.230469,2.296875,2.230469,2.242188,1.740041,17828800 -1997-07-10,2.242188,2.250000,2.156250,2.164063,1.679412,24486400 -1997-07-11,2.164063,2.273438,2.132813,2.203125,1.709726,36033600 -1997-07-14,2.210938,2.257813,2.191406,2.253906,1.749134,11998400 -1997-07-15,2.257813,2.328125,2.257813,2.312500,1.794606,24659200 -1997-07-16,2.320313,2.398438,2.316406,2.382813,1.849173,21344000 -1997-07-17,2.375000,2.382813,2.312500,2.328125,1.806732,9852800 -1997-07-18,2.328125,2.335938,2.265625,2.308594,1.791575,13091200 -1997-07-21,2.312500,2.328125,2.265625,2.296875,1.782480,11089600 -1997-07-22,2.300781,2.406250,2.250000,2.339844,1.815826,27177600 -1997-07-23,2.328125,2.335938,2.281250,2.312500,1.794606,15168000 -1997-07-24,2.312500,2.398438,2.304688,2.386719,1.852204,17550400 -1997-07-25,2.386719,2.390625,2.363281,2.371094,1.840077,12324800 -1997-07-28,2.367188,2.429688,2.367188,2.378906,1.846140,9635200 -1997-07-29,2.359375,2.371094,2.312500,2.343750,1.818857,8942400 -1997-07-30,2.335938,2.468750,2.335938,2.457031,1.906769,15528000 -1997-07-31,2.460938,2.601563,2.453125,2.558594,1.985586,56049600 -1997-08-01,2.546875,2.546875,2.425781,2.480469,1.924958,18480000 -1997-08-04,2.480469,2.484375,2.390625,2.417969,1.876455,13969600 -1997-08-05,2.421875,2.531250,2.390625,2.476563,1.921926,17051200 -1997-08-06,2.500000,2.523438,2.414063,2.425781,1.882517,11660800 -1997-08-07,2.429688,2.484375,2.394531,2.437500,1.891611,12073600 -1997-08-08,2.445313,2.453125,2.312500,2.398438,1.861298,21321600 -1997-08-11,2.410156,2.414063,2.320313,2.390625,1.855236,10632000 -1997-08-12,2.386719,2.437500,2.320313,2.343750,1.818857,11891200 -1997-08-13,2.406250,2.507813,2.390625,2.480469,1.924958,28883200 -1997-08-14,2.500000,2.585938,2.484375,2.585938,2.006806,31819200 -1997-08-15,2.562500,2.578125,2.515625,2.527344,1.961335,20955200 -1997-08-18,2.535156,2.546875,2.492188,2.542969,1.973461,23342400 -1997-08-19,2.554688,2.640625,2.531250,2.605469,2.021963,28776000 -1997-08-20,2.609375,2.675781,2.585938,2.597656,2.015900,14334400 -1997-08-21,2.593750,2.601563,2.531250,2.562500,1.988618,19108800 -1997-08-22,2.542969,2.585938,2.523438,2.550781,1.979523,10166400 -1997-08-25,2.542969,2.703125,2.539063,2.679688,2.079561,28209600 -1997-08-26,2.648438,2.687500,2.625000,2.644531,2.052277,19078400 -1997-08-27,2.640625,2.652344,2.593750,2.617188,2.031058,5404800 -1997-08-28,2.601563,2.632813,2.515625,2.515625,1.952241,12852800 -1997-08-29,2.515625,2.578125,2.515625,2.562500,1.988618,10185600 -1997-09-02,2.570313,2.601563,2.546875,2.562500,1.988618,10161600 -1997-09-03,2.554688,2.605469,2.546875,2.554688,1.982555,9481600 -1997-09-04,2.550781,2.562500,2.500000,2.515625,1.952241,7142400 -1997-09-05,2.539063,2.546875,2.484375,2.507813,1.946179,7312000 -1997-09-08,2.531250,2.617188,2.523438,2.601563,2.018932,15561600 -1997-09-09,2.605469,2.718750,2.593750,2.679688,2.079561,24275200 -1997-09-10,2.687500,2.687500,2.625000,2.632813,2.043184,14033600 -1997-09-11,2.628906,2.640625,2.562500,2.578125,2.000744,14076800 -1997-09-12,2.601563,2.687500,2.585938,2.667969,2.070467,9660800 -1997-09-15,2.667969,2.722656,2.656250,2.718750,2.109875,14523200 -1997-09-16,2.718750,2.796875,2.718750,2.789063,2.164441,33203200 -1997-09-17,2.765625,2.773438,2.656250,2.742188,2.128064,34544000 -1997-09-18,2.734375,2.750000,2.703125,2.722656,2.112906,16259200 -1997-09-19,2.726563,2.742188,2.687500,2.687500,2.085623,14720000 -1997-09-22,2.695313,2.750000,2.679688,2.679688,2.079561,9598400 -1997-09-23,2.679688,2.687500,2.539063,2.566406,1.991649,18054400 -1997-09-24,2.570313,2.664063,2.554688,2.656250,2.061371,15673600 -1997-09-25,2.652344,2.664063,2.570313,2.585938,2.006806,7675200 -1997-09-26,2.593750,2.625000,2.531250,2.546875,1.976492,7144000 -1997-09-29,2.546875,2.585938,2.539063,2.570313,1.994680,8177600 -1997-09-30,2.570313,2.628906,2.554688,2.613281,2.028026,10121600 -1997-10-01,2.601563,2.617188,2.523438,2.531250,1.964366,32497600 -1997-10-02,2.531250,2.531250,2.351563,2.371094,1.840077,66323200 -1997-10-03,2.406250,2.421875,2.277344,2.300781,1.785512,39409600 -1997-10-06,2.320313,2.375000,2.273438,2.363281,1.834015,35672000 -1997-10-07,2.398438,2.437500,2.375000,2.417969,1.876455,29425600 -1997-10-08,2.417969,2.433594,2.390625,2.417969,1.876455,19326400 -1997-10-09,2.406250,2.429688,2.296875,2.300781,1.785512,24723200 -1997-10-10,2.300781,2.328125,2.265625,2.312500,1.794606,17233600 -1997-10-13,2.320313,2.351563,2.281250,2.308594,1.791575,17902400 -1997-10-14,2.312500,2.359375,2.296875,2.347656,1.821889,15912000 -1997-10-15,2.343750,2.382813,2.328125,2.367188,1.837047,15521600 -1997-10-16,2.367188,2.367188,2.281250,2.296875,1.782480,14241600 -1997-10-17,2.289063,2.367188,2.257813,2.359375,1.830984,17056000 -1997-10-20,2.351563,2.406250,2.304688,2.402344,1.864329,13332800 -1997-10-21,2.437500,2.453125,2.406250,2.441406,1.894644,20488000 -1997-10-22,2.445313,2.445313,2.386719,2.414063,1.873423,10336000 -1997-10-23,2.375000,2.382813,2.265625,2.296875,1.782480,17628800 -1997-10-24,2.328125,2.347656,2.273438,2.281250,1.770355,14513600 -1997-10-27,2.257813,2.273438,2.187500,2.195313,1.703664,13524800 -1997-10-28,2.078125,2.226563,2.046875,2.226563,1.727915,28820800 -1997-10-29,2.257813,2.296875,2.218750,2.234375,1.733977,10760000 -1997-10-30,2.226563,2.234375,2.093750,2.132813,1.655161,17769600 -1997-10-31,2.140625,2.156250,2.007813,2.062500,1.600595,27374400 -1997-11-03,2.070313,2.117188,2.011719,2.089844,1.621814,21488000 -1997-11-04,2.082031,2.085938,2.031250,2.039063,1.582407,17228800 -1997-11-05,2.046875,2.125000,2.039063,2.085938,1.618783,26980800 -1997-11-06,2.078125,2.117188,2.046875,2.101563,1.630909,15233600 -1997-11-07,2.054688,2.109375,2.019531,2.039063,1.582407,13942400 -1997-11-10,2.062500,2.093750,2.039063,2.054688,1.594532,8598400 -1997-11-11,2.070313,2.070313,2.023438,2.039063,1.582407,7128000 -1997-11-12,2.015625,2.031250,1.953125,1.964844,1.524809,19136000 -1997-11-13,1.984375,2.054688,1.953125,2.007813,1.558155,25262400 -1997-11-14,2.031250,2.179688,2.023438,2.171875,1.685474,26108800 -1997-11-17,2.187500,2.210938,2.132813,2.195313,1.703664,21043200 -1997-11-18,2.203125,2.218750,2.195313,2.207031,1.712757,10761600 -1997-11-19,2.207031,2.207031,2.156250,2.164063,1.679412,8398400 -1997-11-20,2.171875,2.234375,2.148438,2.218750,1.721852,8996800 -1997-11-21,2.242188,2.250000,2.187500,2.187500,1.697600,7348800 -1997-11-24,2.187500,2.187500,2.101563,2.140625,1.661223,13942400 -1997-11-25,2.156250,2.171875,2.113281,2.156250,1.673349,6633600 -1997-11-26,2.164063,2.179688,2.109375,2.140625,1.661223,9620800 -1997-11-28,2.136719,2.187500,2.136719,2.179688,1.691538,2792000 -1997-12-01,2.226563,2.343750,2.218750,2.324219,1.803701,22176000 -1997-12-02,2.328125,2.406250,2.328125,2.351563,1.824921,22830400 -1997-12-03,2.367188,2.476563,2.355469,2.460938,1.909801,26088000 -1997-12-04,2.468750,2.500000,2.390625,2.445313,1.897675,19563200 -1997-12-05,2.429688,2.492188,2.429688,2.476563,1.921926,21558400 -1997-12-08,2.468750,2.492188,2.441406,2.488281,1.931020,10102400 -1997-12-09,2.484375,2.500000,2.414063,2.429688,1.885549,8467200 -1997-12-10,2.421875,2.460938,2.359375,2.375000,1.843109,11059200 -1997-12-11,2.359375,2.449219,2.343750,2.371094,1.840077,10155200 -1997-12-12,2.398438,2.445313,2.312500,2.367188,1.837047,11448000 -1997-12-15,2.390625,2.437500,2.359375,2.437500,1.891611,10729600 -1997-12-16,2.421875,2.484375,2.414063,2.472656,1.918895,12312000 -1997-12-17,2.468750,2.476563,2.421875,2.449219,1.900707,7158400 -1997-12-18,2.433594,2.457031,2.429688,2.433594,1.888581,8169600 -1997-12-19,2.421875,2.449219,2.375000,2.445313,1.897675,14539200 -1997-12-22,2.441406,2.523438,2.441406,2.503906,1.943147,18806400 -1997-12-23,2.492188,2.531250,2.484375,2.488281,1.931020,11145600 -1997-12-24,2.484375,2.500000,2.453125,2.453125,1.903737,5830400 -1997-12-26,2.453125,2.468750,2.425781,2.445313,1.897675,4414400 -1997-12-29,2.437500,2.453125,2.421875,2.437500,1.891611,21078400 -1997-12-30,2.433594,2.437500,2.398438,2.402344,1.864329,4134400 -1997-12-31,2.421875,2.433594,2.382813,2.398438,1.861298,8582400 -1998-01-02,2.398438,2.414063,2.332031,2.351563,1.824921,10417600 -1998-01-05,2.351563,2.361328,2.296875,2.320313,1.800669,11209600 -1998-01-06,2.320313,2.335938,2.222656,2.230469,1.730946,19692800 -1998-01-07,2.218750,2.277344,2.140625,2.167969,1.682443,34627200 -1998-01-08,2.160156,2.250000,2.125000,2.234375,1.733977,27084800 -1998-01-09,2.234375,2.250000,2.148438,2.195313,1.703664,11529600 -1998-01-12,2.156250,2.210938,2.140625,2.195313,1.703664,16382400 -1998-01-13,2.210938,2.226563,2.187500,2.222656,1.724883,7646400 -1998-01-14,2.226563,2.226563,2.191406,2.199219,1.706695,5846400 -1998-01-15,2.195313,2.203125,2.109375,2.125000,1.649097,12763200 -1998-01-16,2.148438,2.148438,2.109375,2.126953,1.650613,17507200 -1998-01-20,2.140625,2.210938,2.132813,2.195313,1.703664,15732800 -1998-01-21,2.187500,2.203125,2.128906,2.132813,1.655161,9513600 -1998-01-22,2.140625,2.289063,2.101563,2.132813,1.655161,31217600 -1998-01-23,2.148438,2.218750,2.132813,2.179688,1.691538,14952000 -1998-01-26,2.195313,2.203125,2.132813,2.140625,1.661223,12900800 -1998-01-27,2.140625,2.148438,2.070313,2.101563,1.630909,13643200 -1998-01-28,2.117188,2.195313,2.109375,2.179688,1.691538,20731200 -1998-01-29,2.199219,2.320313,2.187500,2.285156,1.773386,37404800 -1998-01-30,2.292969,2.300781,2.273438,2.285156,1.773386,10126400 -1998-02-02,2.312500,2.367188,2.292969,2.359375,1.830984,21726400 -1998-02-03,2.367188,2.414063,2.328125,2.398438,1.861298,16486400 -1998-02-04,2.359375,2.437500,2.351563,2.427734,1.884033,12388800 -1998-02-05,2.437500,2.441406,2.328125,2.359375,1.830984,11691200 -1998-02-06,2.367188,2.445313,2.367188,2.382813,1.849173,14054400 -1998-02-09,2.402344,2.406250,2.281250,2.289063,1.776418,19409600 -1998-02-10,2.312500,2.328125,2.250000,2.300781,1.785512,15091200 -1998-02-11,2.312500,2.398438,2.292969,2.359375,1.830984,20086400 -1998-02-12,2.367188,2.371094,2.343750,2.363281,1.834015,13147200 -1998-02-13,2.359375,2.390625,2.351563,2.367188,1.837047,7017600 -1998-02-17,2.375000,2.417969,2.367188,2.398438,1.861298,13332800 -1998-02-18,2.402344,2.425781,2.394531,2.414063,1.873423,6264000 -1998-02-19,2.414063,2.414063,2.312500,2.324219,1.803701,13457600 -1998-02-20,2.328125,2.359375,2.289063,2.343750,1.818857,14806400 -1998-02-23,2.343750,2.390625,2.343750,2.363281,1.834015,9787200 -1998-02-24,2.367188,2.390625,2.250000,2.289063,1.776418,22504000 -1998-02-25,2.304688,2.382813,2.296875,2.359375,1.830984,18513600 -1998-02-26,2.375000,2.507813,2.371094,2.492188,1.934052,41009600 -1998-02-27,2.484375,2.496094,2.445313,2.472656,1.918895,19204800 -1998-03-02,2.472656,2.566406,2.468750,2.542969,1.973461,30099200 -1998-03-03,2.535156,2.578125,2.507813,2.519531,1.955271,17264000 -1998-03-04,2.515625,2.525391,2.429688,2.468750,1.915863,15409600 -1998-03-05,2.390625,2.453125,2.382813,2.410156,1.870392,9768000 -1998-03-06,2.421875,2.492188,2.406250,2.449219,1.900707,13712000 -1998-03-09,2.429688,2.515625,2.421875,2.496094,1.937083,13337600 -1998-03-10,2.511719,2.531250,2.468750,2.523438,1.958304,9052800 -1998-03-11,2.593750,2.625000,2.570313,2.609375,2.024995,19238400 -1998-03-12,2.617188,2.621094,2.531250,2.562500,1.988618,8198400 -1998-03-13,2.562500,2.570313,2.515625,2.531250,1.964366,6182400 -1998-03-16,2.531250,2.539063,2.507813,2.527344,1.961335,3256000 -1998-03-17,2.519531,2.589844,2.500000,2.562500,1.988618,8643200 -1998-03-18,2.570313,2.585938,2.554688,2.562500,1.988618,4316800 -1998-03-19,2.562500,2.570313,2.539063,2.554688,1.982555,6728000 -1998-03-20,2.566406,2.617188,2.546875,2.601563,2.018932,12780800 -1998-03-23,2.605469,2.605469,2.542969,2.550781,1.979523,3448000 -1998-03-24,2.558594,2.632813,2.531250,2.621094,2.034090,12320000 -1998-03-25,2.632813,2.695313,2.609375,2.656250,2.061371,19796800 -1998-03-26,2.640625,2.695313,2.585938,2.691406,2.088655,16790400 -1998-03-27,2.699219,2.699219,2.648438,2.671875,2.073497,9328000 -1998-03-30,2.722656,2.824219,2.718750,2.804688,2.176567,33296000 -1998-03-31,2.804688,2.902344,2.792969,2.832031,2.197786,24040000 -1998-04-01,2.835938,2.898438,2.796875,2.878906,2.234164,29579200 -1998-04-02,2.867188,2.984375,2.867188,2.886719,2.240226,28865600 -1998-04-03,2.875000,2.925781,2.828125,2.898438,2.249321,15577600 -1998-04-06,2.906250,2.953125,2.761719,2.777344,2.155346,17155200 -1998-04-07,2.765625,2.781250,2.703125,2.726563,2.115938,13648000 -1998-04-08,2.742188,2.742188,2.695313,2.707031,2.100780,7038400 -1998-04-09,2.710938,2.718750,2.656250,2.695313,2.091687,9272000 -1998-04-13,2.703125,2.742188,2.695313,2.718750,2.109875,9521600 -1998-04-14,2.714844,2.796875,2.714844,2.781250,2.158378,11801600 -1998-04-15,2.789063,2.859375,2.781250,2.835938,2.200818,11121600 -1998-04-16,2.812500,2.835938,2.773438,2.824219,2.191723,4675200 -1998-04-17,2.800781,2.847656,2.796875,2.847656,2.209912,9004800 -1998-04-20,2.816406,2.875000,2.816406,2.843750,2.206880,5305600 -1998-04-21,2.843750,2.843750,2.757813,2.828125,2.194756,9971200 -1998-04-22,2.828125,2.929688,2.820313,2.906250,2.255383,10694400 -1998-04-23,2.898438,2.953125,2.820313,2.917969,2.264478,18528000 -1998-04-24,2.914063,3.054688,2.902344,3.007813,2.334200,28326400 -1998-04-27,2.980469,2.980469,2.824219,2.839844,2.203849,15448000 -1998-04-28,2.859375,2.898438,2.812500,2.816406,2.185660,11993600 -1998-04-29,2.894531,2.984375,2.851563,2.906250,2.255383,33334400 -1998-04-30,2.976563,3.062500,2.964844,3.007813,2.334200,29948800 -1998-05-01,3.015625,3.031250,2.968750,2.988281,2.319043,17140800 -1998-05-04,3.000000,3.023438,2.984375,2.992188,2.322075,13366400 -1998-05-05,3.007813,3.007813,2.917969,2.933594,2.276602,14400000 -1998-05-06,2.929688,2.968750,2.906250,2.939453,2.281150,11918400 -1998-05-07,2.937500,2.949219,2.898438,2.902344,2.252352,8492800 -1998-05-08,2.898438,2.929688,2.890625,2.917969,2.264478,8134400 -1998-05-11,2.929688,2.960938,2.914063,2.917969,2.264478,14844800 -1998-05-12,2.929688,2.929688,2.859375,2.921875,2.267509,8652800 -1998-05-13,2.914063,3.015625,2.906250,3.003906,2.331169,8827200 -1998-05-14,2.984375,3.023438,2.968750,2.996094,2.325107,10027200 -1998-05-15,3.007813,3.007813,2.937500,2.937500,2.279634,6990400 -1998-05-18,2.937500,2.960938,2.914063,2.945313,2.285697,6432000 -1998-05-19,2.949219,3.015625,2.937500,2.992188,2.322075,7091200 -1998-05-20,3.015625,3.109375,3.003906,3.066406,2.379671,15096000 -1998-05-21,3.062500,3.117188,2.953125,3.000000,2.328137,13891200 -1998-05-22,3.003906,3.007813,2.937500,2.937500,2.279634,5961600 -1998-05-26,2.953125,2.968750,2.828125,2.835938,2.200818,11238400 -1998-05-27,2.820313,2.914063,2.781250,2.894531,2.246289,14585600 -1998-05-28,2.906250,3.058594,2.890625,3.046875,2.364514,22808000 -1998-05-29,3.058594,3.070313,2.941406,3.000000,2.328137,13638400 -1998-06-01,2.976563,2.984375,2.925781,2.945313,2.285697,4705600 -1998-06-02,2.957031,2.984375,2.910156,2.953125,2.291761,5400000 -1998-06-03,2.968750,3.015625,2.921875,2.921875,2.267509,7891200 -1998-06-04,2.953125,2.976563,2.914063,2.968750,2.303887,3828800 -1998-06-05,2.988281,3.031250,2.968750,2.992188,2.322075,6451200 -1998-06-08,3.007813,3.113281,2.992188,3.085938,2.394829,11545600 -1998-06-09,3.093750,3.093750,3.054688,3.066406,2.379671,7499200 -1998-06-10,3.062500,3.093750,3.015625,3.019531,2.343295,6507200 -1998-06-11,3.023438,3.058594,2.984375,3.000000,2.328137,9036800 -1998-06-12,3.000000,3.085938,2.984375,3.070313,2.382704,14073600 -1998-06-15,3.054688,3.171875,3.054688,3.121094,2.422112,21200000 -1998-06-16,3.171875,3.207031,3.085938,3.144531,2.440300,15035200 -1998-06-17,3.148438,3.384766,3.125000,3.363281,2.610060,41262400 -1998-06-18,3.359375,3.363281,3.214844,3.218750,2.497898,24569600 -1998-06-19,3.226563,3.234375,3.070313,3.097656,2.403924,33691200 -1998-06-22,3.093750,3.187500,3.078125,3.105469,2.409986,15160000 -1998-06-23,3.132813,3.175781,2.984375,3.039063,2.358452,20174400 -1998-06-24,3.031250,3.214844,3.023438,3.195313,2.479709,42720000 -1998-06-25,3.226563,3.328125,3.218750,3.285156,2.549432,34699200 -1998-06-26,3.281250,3.382813,3.265625,3.382813,2.625219,10614400 -1998-06-29,3.359375,3.421875,3.335938,3.375000,2.619154,15840000 -1998-06-30,3.359375,3.375000,3.328125,3.339844,2.591871,11044800 -1998-07-01,3.351563,3.351563,3.250000,3.289063,2.552464,24323200 -1998-07-02,3.359375,3.570313,3.320313,3.539063,2.746475,35280000 -1998-07-06,3.578125,3.746094,3.539063,3.628906,2.816197,36694400 -1998-07-07,3.652344,3.664063,3.503906,3.503906,2.719191,18201600 -1998-07-08,3.511719,3.601563,3.511719,3.570313,2.770727,8963200 -1998-07-09,3.585938,3.640625,3.542969,3.613281,2.804072,9838400 -1998-07-10,3.617188,3.617188,3.503906,3.566406,2.767695,6932800 -1998-07-13,3.578125,3.671875,3.523438,3.617188,2.807104,10361600 -1998-07-14,3.632813,3.648438,3.546875,3.546875,2.752537,7001600 -1998-07-15,3.562500,3.578125,3.492188,3.523438,2.734349,12483200 -1998-07-16,3.515625,3.515625,3.433594,3.445313,2.673721,13227200 -1998-07-17,3.457031,3.578125,3.457031,3.539063,2.746475,14868800 -1998-07-20,3.562500,3.562500,3.476563,3.507813,2.722224,4715200 -1998-07-21,3.515625,3.562500,3.445313,3.523438,2.734349,10072000 -1998-07-22,3.507813,3.527344,3.468750,3.476563,2.697972,15353600 -1998-07-23,3.468750,3.531250,3.437500,3.460938,2.685846,8838400 -1998-07-24,3.343750,3.375000,2.882813,2.992188,2.322075,155107200 -1998-07-27,3.039063,3.039063,2.886719,2.890625,2.243257,53296000 -1998-07-28,2.898438,2.976563,2.878906,2.890625,2.243257,20704000 -1998-07-29,2.937500,2.968750,2.921875,2.941406,2.282666,17865600 -1998-07-30,2.957031,2.968750,2.890625,2.968750,2.303887,18830400 -1998-07-31,2.710938,2.738281,2.601563,2.617188,2.031058,91348800 -1998-08-03,2.636719,2.644531,2.476563,2.527344,1.961335,52492800 -1998-08-04,2.558594,2.640625,2.554688,2.583984,2.005290,64601600 -1998-08-05,2.601563,2.609375,2.421875,2.453125,1.903737,33582400 -1998-08-06,2.468750,2.562500,2.437500,2.554688,1.982555,28995200 -1998-08-07,2.593750,2.656250,2.582031,2.638672,2.047731,21974400 -1998-08-10,2.652344,2.695313,2.585938,2.656250,2.061371,13099200 -1998-08-11,2.625000,2.625000,2.542969,2.542969,1.973461,16052800 -1998-08-12,2.578125,2.632813,2.562500,2.609375,2.024995,16163200 -1998-08-13,2.621094,2.656250,2.617188,2.621094,2.034090,8216000 -1998-08-14,2.648438,2.648438,2.390625,2.406250,1.867360,32574400 -1998-08-17,2.429688,2.531250,2.371094,2.492188,1.934052,27968000 -1998-08-18,2.500000,2.664063,2.500000,2.652344,2.058340,26905600 -1998-08-19,2.679688,2.703125,2.625000,2.671875,2.073497,33883200 -1998-08-20,2.671875,2.671875,2.578125,2.609375,2.024995,14272000 -1998-08-21,2.570313,2.570313,2.417969,2.476563,1.921926,35913600 -1998-08-24,2.500000,2.539063,2.406250,2.410156,1.870392,20720000 -1998-08-25,2.441406,2.441406,2.234375,2.281250,1.770355,43569600 -1998-08-26,2.253906,2.253906,2.164063,2.175781,1.688505,37025600 -1998-08-27,2.140625,2.167969,1.984375,2.136719,1.658192,43972800 -1998-08-28,2.109375,2.121094,1.929688,2.042969,1.585437,51148800 -1998-08-31,2.054688,2.140625,1.968750,1.972656,1.530872,28988800 -1998-09-01,1.992188,2.054688,1.890625,2.035156,1.579374,45396800 -1998-09-02,2.046875,2.101563,2.035156,2.054688,1.594532,29169600 -1998-09-03,2.023438,2.031250,1.902344,1.945313,1.509652,19419200 -1998-09-04,1.968750,2.000000,1.937500,1.949219,1.512683,20251200 -1998-09-08,2.023438,2.093750,1.988281,2.078125,1.612721,27092800 -1998-09-09,2.078125,2.140625,2.015625,2.054688,1.594532,23091200 -1998-09-10,2.011719,2.011719,1.914063,1.980469,1.536935,13393600 -1998-09-11,1.980469,2.015625,1.953125,2.003906,1.555123,10697600 -1998-09-14,2.031250,2.082031,1.992188,1.996094,1.549060,14236800 -1998-09-15,2.007813,2.007813,1.960938,1.996094,1.549060,8064000 -1998-09-16,2.007813,2.007813,1.937500,1.957031,1.518746,19673600 -1998-09-17,1.921875,1.929688,1.812500,1.824219,1.415678,27465600 -1998-09-18,1.847656,1.902344,1.828125,1.878906,1.458117,44683200 -1998-09-21,1.867188,1.882813,1.796875,1.863281,1.445992,15926400 -1998-09-22,1.882813,1.925781,1.867188,1.902344,1.476306,42080000 -1998-09-23,1.937500,2.066406,1.929688,2.058594,1.597564,54110400 -1998-09-24,2.062500,2.320313,2.058594,2.226563,1.727915,67012800 -1998-09-25,2.191406,2.257813,2.171875,2.238281,1.737009,27630400 -1998-09-28,2.351563,2.640625,2.335938,2.562500,1.988618,87072000 -1998-09-29,2.597656,2.601563,2.359375,2.363281,1.834015,56521600 -1998-09-30,2.363281,2.363281,2.234375,2.261719,1.755198,32196800 -1998-10-01,2.218750,2.226563,2.042969,2.066406,1.603626,41870400 -1998-10-02,2.171875,2.304688,2.140625,2.281250,1.770355,65883200 -1998-10-05,2.207031,2.300781,2.156250,2.281250,1.770355,33612800 -1998-10-06,2.300781,2.386719,2.191406,2.308594,1.791575,34451200 -1998-10-07,2.312500,2.359375,2.171875,2.210938,1.715789,28198400 -1998-10-08,2.125000,2.183594,1.968750,2.132813,1.655161,44153600 -1998-10-09,2.148438,2.226563,2.062500,2.187500,1.697600,18144000 -1998-10-12,2.265625,2.339844,2.242188,2.257813,1.752167,16324800 -1998-10-13,2.250000,2.273438,2.132813,2.179688,1.691538,14430400 -1998-10-14,2.164063,2.210938,2.117188,2.140625,1.661223,18510400 -1998-10-15,2.156250,2.328125,2.140625,2.277344,1.767323,33270400 -1998-10-16,2.296875,2.460938,2.292969,2.371094,1.840077,41048000 -1998-10-19,2.371094,2.425781,2.277344,2.324219,1.803701,21284800 -1998-10-20,2.351563,2.453125,2.332031,2.335938,1.812795,20052800 -1998-10-21,2.359375,2.375000,2.304688,2.328125,1.806732,12297600 -1998-10-22,2.332031,2.410156,2.281250,2.406250,1.867360,15694400 -1998-10-23,2.398438,2.457031,2.316406,2.328125,1.806732,16891200 -1998-10-26,2.382813,2.421875,2.367188,2.414063,1.873423,10270400 -1998-10-27,2.437500,2.476563,2.398438,2.425781,1.882517,13755200 -1998-10-28,2.421875,2.484375,2.382813,2.468750,1.915863,13748800 -1998-10-29,2.464844,2.503906,2.398438,2.464844,1.912832,9852800 -1998-10-30,2.570313,2.765625,2.566406,2.710938,2.103812,75950400 -1998-11-02,2.726563,2.929688,2.703125,2.925781,2.270540,30227200 -1998-11-03,2.921875,2.925781,2.718750,2.832031,2.197786,43256000 -1998-11-04,2.855469,2.960938,2.851563,2.925781,2.270540,29601600 -1998-11-05,2.914063,3.078125,2.882813,3.050781,2.367546,26436800 -1998-11-06,3.046875,3.062500,3.000000,3.058594,2.373610,16764800 -1998-11-09,3.027344,3.027344,2.828125,2.898438,2.249321,29446400 -1998-11-10,2.894531,2.937500,2.835938,2.921875,2.267509,17380800 -1998-11-11,2.953125,2.964844,2.804688,2.832031,2.197786,12296000 -1998-11-12,2.820313,2.871094,2.781250,2.816406,2.185660,12038400 -1998-11-13,2.656250,2.757813,2.562500,2.683594,2.082592,43249600 -1998-11-16,2.718750,2.773438,2.695313,2.714844,2.106844,21246400 -1998-11-17,2.726563,2.777344,2.660156,2.773438,2.152315,15814400 -1998-11-18,2.773438,2.777344,2.562500,2.640625,2.049246,54043200 -1998-11-19,2.648438,2.765625,2.640625,2.746094,2.131094,23196800 -1998-11-20,2.753906,2.792969,2.730469,2.742188,2.128064,13568000 -1998-11-23,2.765625,2.894531,2.765625,2.875000,2.231132,23636800 -1998-11-24,2.875000,2.960938,2.871094,2.921875,2.267509,22196800 -1998-11-25,2.914063,2.937500,2.851563,2.890625,2.243257,8180800 -1998-11-27,2.914063,2.933594,2.890625,2.921875,2.267509,2011200 -1998-11-30,2.921875,2.929688,2.875000,2.882813,2.237195,13601600 -1998-12-01,2.941406,3.140625,2.941406,3.128906,2.428175,43329600 -1998-12-02,3.125000,3.128906,2.976563,3.058594,2.373610,16163200 -1998-12-03,3.039063,3.062500,2.992188,3.050781,2.367546,10724800 -1998-12-04,3.054688,3.109375,3.023438,3.058594,2.373610,7755200 -1998-12-07,3.031250,3.117188,3.031250,3.113281,2.416049,7086400 -1998-12-08,3.093750,3.207031,3.093750,3.109375,2.413018,13790400 -1998-12-09,3.148438,3.210938,3.132813,3.187500,2.473646,15718400 -1998-12-10,3.179688,3.214844,2.976563,3.011719,2.337232,14448000 -1998-12-11,3.000000,3.156250,2.953125,3.136719,2.434239,22536000 -1998-12-14,3.121094,3.191406,3.074219,3.093750,2.400891,15017600 -1998-12-15,3.140625,3.214844,3.109375,3.199219,2.482741,12180800 -1998-12-16,3.222656,3.265625,3.117188,3.125000,2.425143,15052800 -1998-12-17,3.156250,3.210938,3.117188,3.203125,2.485772,15043200 -1998-12-18,3.210938,3.417969,3.203125,3.335938,2.588841,29755200 -1998-12-21,3.332031,3.343750,3.191406,3.296875,2.558526,29259200 -1998-12-22,3.277344,3.277344,3.156250,3.183594,2.470615,12014400 -1998-12-23,3.187500,3.265625,3.164063,3.203125,2.485772,16035200 -1998-12-24,3.218750,3.304688,3.195313,3.273438,2.540338,6456000 -1998-12-28,3.289063,3.312500,3.171875,3.207031,2.488803,9188800 -1998-12-29,3.210938,3.304688,3.156250,3.296875,2.558526,10100800 -1998-12-30,3.304688,3.437500,3.281250,3.414063,2.649469,17478400 -1998-12-31,3.437500,3.515625,3.328125,3.507813,2.722224,14211200 -1999-01-04,3.476563,3.500000,3.296875,3.367188,2.613092,23494400 -1999-01-05,2.945313,3.265625,2.929688,3.250000,2.522150,96963200 -1999-01-06,3.261719,3.296875,3.171875,3.222656,2.500930,35070400 -1999-01-07,3.175781,3.273438,3.171875,3.234375,2.510024,26440000 -1999-01-08,3.250000,3.320313,3.230469,3.304688,2.564590,20854400 -1999-01-11,3.308594,3.363281,3.273438,3.312500,2.570652,15356800 -1999-01-12,3.324219,3.367188,3.320313,3.324219,2.579746,18153600 -1999-01-13,3.250000,3.328125,3.148438,3.294922,2.557011,16988800 -1999-01-14,3.312500,3.337891,3.281250,3.296875,2.558526,15555200 -1999-01-15,3.289063,3.289063,3.234375,3.281250,2.546400,22312000 -1999-01-19,3.289063,3.375000,3.285156,3.375000,2.619154,7688000 -1999-01-20,3.382813,3.468750,3.378906,3.417969,2.652501,16760000 -1999-01-21,3.382813,3.394531,3.203125,3.296875,2.558526,27803200 -1999-01-22,3.171875,3.257813,3.117188,3.128906,2.428175,28356800 -1999-01-25,3.156250,3.171875,3.082031,3.128906,2.428175,17524800 -1999-01-26,3.132813,3.187500,3.125000,3.179688,2.467584,21974400 -1999-01-27,3.179688,3.187500,3.015625,3.054688,2.370578,15136000 -1999-01-28,3.089844,3.109375,3.039063,3.058594,2.373610,16852800 -1999-01-29,3.164063,3.312500,3.148438,3.253906,2.525181,34308800 -1999-02-01,3.257813,3.351563,3.187500,3.203125,2.485772,12076800 -1999-02-02,3.187500,3.210938,3.109375,3.136719,2.434239,12636800 -1999-02-03,3.128906,3.250000,3.125000,3.246094,2.519117,8438400 -1999-02-04,3.246094,3.246094,3.144531,3.183594,2.470615,11729600 -1999-02-05,3.171875,3.187500,3.105469,3.117188,2.419082,19564800 -1999-02-08,3.164063,3.171875,3.074219,3.128906,2.428175,8083200 -1999-02-09,3.109375,3.128906,3.050781,3.050781,2.367546,16376000 -1999-02-10,3.050781,3.050781,2.960938,3.000000,2.328137,40486400 -1999-02-11,3.007813,3.109375,2.984375,3.109375,2.413018,29926400 -1999-02-12,3.097656,3.109375,2.988281,3.001953,2.329653,18110400 -1999-02-16,3.023438,3.093750,2.960938,3.000000,2.328137,13145600 -1999-02-17,2.972656,3.023438,2.906250,2.910156,2.258415,17776000 -1999-02-18,2.949219,2.968750,2.898438,2.933594,2.276602,14284800 -1999-02-19,2.921875,3.035156,2.921875,3.023438,2.346326,15006400 -1999-02-22,3.031250,3.121094,3.015625,3.117188,2.419082,15028800 -1999-02-23,3.207031,3.359375,3.207031,3.273438,2.540338,30713600 -1999-02-24,3.304688,3.386719,3.234375,3.250000,2.522150,18193600 -1999-02-25,3.265625,3.265625,3.179688,3.207031,2.488803,9166400 -1999-02-26,3.265625,3.343750,3.226563,3.304688,2.564590,14676800 -1999-03-01,3.335938,3.386719,3.257813,3.367188,2.613092,15041600 -1999-03-02,3.406250,3.496094,3.371094,3.421875,2.655533,19166400 -1999-03-03,3.425781,3.429688,3.375000,3.414063,2.649469,19091200 -1999-03-04,3.441406,3.570313,3.429688,3.535156,2.743443,23411200 -1999-03-05,3.562500,3.695313,3.550781,3.671875,2.849544,26649600 -1999-03-08,3.687500,3.812500,3.679688,3.804688,2.952612,26894400 -1999-03-09,3.796875,3.800781,3.703125,3.738281,2.901077,24675200 -1999-03-10,3.750000,3.839844,3.742188,3.835938,2.976864,12192000 -1999-03-11,3.828125,3.984375,3.812500,3.828125,2.970801,25968000 -1999-03-12,3.843750,3.867188,3.750000,3.753906,2.913203,12118400 -1999-03-15,3.773438,3.804688,3.773438,3.792969,2.943518,12128000 -1999-03-16,3.789063,3.816406,3.746094,3.796875,2.946549,11544000 -1999-03-17,3.789063,3.832031,3.765625,3.789063,2.940487,10096000 -1999-03-18,3.792969,3.882813,3.703125,3.785156,2.937454,18270400 -1999-03-19,3.789063,3.792969,3.492188,3.503906,2.719191,28771200 -1999-03-22,3.656250,3.750000,3.539063,3.710938,2.879858,24524000 -1999-03-23,3.742188,3.796875,3.484375,3.578125,2.776789,18824000 -1999-03-24,3.656250,3.664063,3.578125,3.632813,2.819229,15429600 -1999-03-25,3.679688,3.734375,3.546875,3.640625,2.825293,10064000 -1999-03-26,3.625000,3.640625,3.546875,3.546875,2.752537,6832000 -1999-03-29,3.609375,3.671875,3.539063,3.671875,2.849544,8909600 -1999-03-30,3.632813,3.632813,3.515625,3.531250,2.740411,9441600 -1999-03-31,3.562500,3.718750,3.500000,3.507813,2.722224,18714400 -1999-04-01,3.531250,3.703125,3.531250,3.703125,2.873795,7161600 -1999-04-05,3.859375,3.898438,3.750000,3.851563,2.988990,16403200 -1999-04-06,3.914063,4.117188,3.843750,3.843750,2.982926,29261600 -1999-04-07,3.968750,3.984375,3.796875,3.875000,3.007177,8476800 -1999-04-08,3.921875,4.000000,3.851563,3.984375,3.092057,8056000 -1999-04-09,3.984375,4.054688,3.921875,4.046875,3.140561,7380800 -1999-04-12,4.039063,4.078125,3.968750,4.054688,3.146624,6402400 -1999-04-13,4.039063,4.117188,3.937500,4.000000,3.104183,10123200 -1999-04-14,4.000000,4.140625,3.937500,3.937500,3.055681,10735200 -1999-04-15,3.953125,4.078125,3.828125,4.070313,3.158749,14785600 -1999-04-16,4.109375,4.109375,3.968750,3.992188,3.098121,7113600 -1999-04-19,4.015625,4.140625,3.671875,3.695313,2.867732,12666400 -1999-04-20,3.718750,3.906250,3.703125,3.851563,2.988990,7928800 -1999-04-21,3.851563,3.906250,3.757813,3.898438,3.025366,11359200 -1999-04-22,3.906250,4.101563,3.851563,4.093750,3.176938,16088800 -1999-04-23,4.085938,4.125000,3.914063,4.000000,3.104183,17809600 -1999-04-26,4.062500,4.484375,4.046875,4.289063,3.328509,26715200 -1999-04-27,4.375000,4.875000,4.359375,4.875000,3.783223,27495200 -1999-04-28,4.828125,4.828125,4.500000,4.554688,3.534645,26146400 -1999-04-29,4.562500,4.640625,4.375000,4.492188,3.486144,11984000 -1999-04-30,4.523438,4.804688,4.515625,4.617188,3.583150,10103200 -1999-05-03,4.687500,4.820313,4.593750,4.687500,3.637713,7812000 -1999-05-04,4.695313,4.789063,4.531250,4.546875,3.528584,11261600 -1999-05-05,4.570313,4.703125,4.484375,4.687500,3.637713,10820800 -1999-05-06,4.648438,4.671875,4.390625,4.406250,3.419451,9362400 -1999-05-07,4.375000,4.390625,4.195313,4.328125,3.358824,10745600 -1999-05-10,4.375000,4.718750,4.335938,4.632813,3.595274,11226400 -1999-05-11,4.632813,5.000000,4.523438,4.835938,3.752910,26283200 -1999-05-12,5.000000,5.125000,4.820313,4.968750,3.855980,39282400 -1999-05-13,4.976563,5.015625,4.796875,4.835938,3.752910,10488800 -1999-05-14,4.812500,4.882813,4.718750,4.820313,3.740784,8193600 -1999-05-17,4.812500,4.953125,4.640625,4.937500,3.831727,10332000 -1999-05-18,4.960938,4.960938,4.523438,4.585938,3.558898,19064000 -1999-05-19,4.640625,4.812500,4.531250,4.632813,3.595274,11213600 -1999-05-20,4.656250,4.812500,4.531250,4.531250,3.516458,8612800 -1999-05-21,4.585938,4.796875,4.546875,4.570313,3.546773,8586400 -1999-05-24,4.609375,4.656250,4.281250,4.312500,3.346698,13877600 -1999-05-25,4.328125,4.531250,4.218750,4.226563,3.280006,14268800 -1999-05-26,4.414063,4.554688,4.296875,4.554688,3.534645,11893600 -1999-05-27,4.554688,4.609375,4.375000,4.460938,3.461893,10431200 -1999-05-28,4.585938,4.726563,4.500000,4.609375,3.577086,13229600 -1999-06-01,4.609375,4.625000,4.375000,4.390625,3.407326,8648000 -1999-06-02,4.406250,4.718750,4.398438,4.718750,3.661967,9433600 -1999-06-03,4.687500,4.687500,4.437500,4.492188,3.486144,16194400 -1999-06-04,4.500000,4.562500,4.421875,4.500000,3.492207,9064800 -1999-06-07,4.515625,4.601563,4.414063,4.519531,3.507364,6792800 -1999-06-08,4.531250,4.570313,4.312500,4.414063,3.425515,13900800 -1999-06-09,4.453125,4.484375,4.203125,4.351563,3.377012,17744000 -1999-06-10,4.343750,4.500000,4.312500,4.429688,3.437642,15331200 -1999-06-11,4.437500,4.546875,4.359375,4.375000,3.395201,9403200 -1999-06-14,4.414063,4.500000,4.367188,4.390625,3.407326,7445600 -1999-06-15,4.375000,4.609375,4.359375,4.585938,3.558898,11410400 -1999-06-16,4.609375,4.703125,4.429688,4.671875,3.625589,14435200 -1999-06-17,4.632813,4.773438,4.546875,4.640625,3.601337,16051200 -1999-06-18,4.609375,4.640625,4.562500,4.617188,3.583150,11896000 -1999-06-21,4.617188,4.812500,4.609375,4.812500,3.734720,10937600 -1999-06-22,4.757813,4.812500,4.515625,4.515625,3.504332,8696000 -1999-06-23,4.554688,4.734375,4.515625,4.726563,3.668030,13156800 -1999-06-24,4.734375,4.757813,4.578125,4.593750,3.564961,13847200 -1999-06-25,4.593750,4.625000,4.359375,4.437500,3.443703,14160000 -1999-06-28,4.468750,4.492188,4.179688,4.265625,3.310321,28239200 -1999-06-29,4.296875,4.539063,4.242188,4.539063,3.522521,19162400 -1999-06-30,4.531250,4.718750,4.437500,4.695313,3.643780,21953600 -1999-07-01,3.033203,3.375000,2.929688,3.367188,2.613092,585508800 -1999-07-02,3.367188,3.546875,3.367188,3.445313,2.673721,139668800 -1999-07-06,3.484375,3.500000,3.312500,3.320313,2.576715,55061600 -1999-07-07,3.265625,3.265625,3.101563,3.125000,2.425143,83711200 -1999-07-08,3.132813,3.140625,3.046875,3.078125,2.388767,43104000 -1999-07-09,3.078125,3.244141,3.070313,3.132813,2.431207,32493600 -1999-07-12,3.203125,3.203125,3.132813,3.140625,2.437269,20899200 -1999-07-13,3.156250,3.226563,3.125000,3.203125,2.485772,20240800 -1999-07-14,3.218750,3.320313,3.148438,3.312500,2.570652,22616800 -1999-07-15,3.359375,3.406250,3.203125,3.230469,2.506993,23366400 -1999-07-16,3.281250,3.335938,3.156250,3.171875,2.461520,19428800 -1999-07-19,3.218750,3.218750,3.109375,3.125000,2.425143,25786400 -1999-07-20,3.125000,3.179688,3.078125,3.109375,2.413018,17020800 -1999-07-21,3.125000,3.164063,3.093750,3.156250,2.449394,20839200 -1999-07-22,3.148438,3.156250,2.976563,2.992188,2.322075,29379200 -1999-07-23,3.125000,3.250000,3.109375,3.234375,2.510024,39912000 -1999-07-26,3.226563,3.234375,3.078125,3.101563,2.406955,17649600 -1999-07-27,3.132813,3.148438,3.062500,3.117188,2.419082,19068000 -1999-07-28,3.109375,3.125000,3.046875,3.070313,2.382704,9980000 -1999-07-29,3.062500,3.062500,2.968750,3.000000,2.328137,12874400 -1999-07-30,3.062500,3.156250,2.898438,2.906250,2.255383,23625600 -1999-08-02,2.937500,2.953125,2.867188,2.867188,2.225070,17553600 -1999-08-03,2.898438,2.921875,2.804688,2.828125,2.194756,13664000 -1999-08-04,2.843750,2.843750,2.726563,2.734375,2.122000,17761600 -1999-08-05,2.750000,2.765625,2.671875,2.757813,2.140189,16357600 -1999-08-06,2.757813,2.757813,2.617188,2.640625,2.049246,25339200 -1999-08-09,2.703125,2.703125,2.593750,2.601563,2.018932,16416000 -1999-08-10,2.601563,2.632813,2.484375,2.507813,1.946179,29923200 -1999-08-11,2.570313,2.695313,2.531250,2.695313,2.091687,36143200 -1999-08-12,2.742188,2.765625,2.570313,2.570313,1.994680,25706400 -1999-08-13,2.617188,2.656250,2.507813,2.585938,2.006806,25072000 -1999-08-16,2.640625,2.648438,2.531250,2.609375,2.024995,14850400 -1999-08-17,2.625000,2.632813,2.507813,2.554688,1.982555,31247200 -1999-08-18,2.601563,2.664063,2.523438,2.578125,2.000744,22511200 -1999-08-19,2.585938,2.617188,2.546875,2.562500,1.988618,11396000 -1999-08-20,2.593750,2.609375,2.515625,2.562500,1.988618,12162400 -1999-08-23,2.593750,2.687500,2.578125,2.687500,2.085623,17406400 -1999-08-24,2.656250,2.796875,2.648438,2.718750,2.109875,34607200 -1999-08-25,2.742188,2.742188,2.630859,2.695313,2.091687,19861600 -1999-08-26,2.703125,2.750000,2.679688,2.718750,2.109875,12321600 -1999-08-27,2.796875,3.031250,2.765625,2.968750,2.303887,52357600 -1999-08-30,2.984375,2.992188,2.765625,2.765625,2.146252,15308800 -1999-08-31,2.789063,2.875000,2.765625,2.859375,2.219006,16379200 -1999-09-01,2.867188,2.921875,2.843750,2.882813,2.237195,12229600 -1999-09-02,2.875000,2.875000,2.781250,2.781250,2.158378,10054400 -1999-09-03,2.859375,2.906250,2.843750,2.906250,2.255383,13291200 -1999-09-07,2.906250,2.953125,2.875000,2.875000,2.231132,10167200 -1999-09-08,2.882813,2.890625,2.781250,2.781250,2.158378,8445600 -1999-09-09,2.789063,2.812500,2.687500,2.750000,2.134126,15986400 -1999-09-10,2.781250,2.781250,2.685547,2.734375,2.122000,14844800 -1999-09-13,2.734375,2.796875,2.718750,2.750000,2.134126,8329600 -1999-09-14,2.765625,2.859375,2.757813,2.835938,2.200818,9141600 -1999-09-15,2.875000,2.875000,2.718750,2.730469,2.118968,12156000 -1999-09-16,2.734375,2.742188,2.648438,2.671875,2.073497,9458400 -1999-09-17,2.750000,2.859375,2.710938,2.750000,2.134126,17914400 -1999-09-20,2.734375,2.734375,2.601563,2.632813,2.043184,20396000 -1999-09-21,2.617188,2.640625,2.554688,2.562500,1.988618,19104800 -1999-09-22,2.585938,2.765625,2.578125,2.625000,2.037121,29932000 -1999-09-23,2.828125,2.992188,2.781250,2.875000,2.231132,54956800 -1999-09-24,2.882813,2.992188,2.781250,2.984375,2.316012,27675200 -1999-09-27,2.984375,2.992188,2.851563,2.921875,2.267509,15695200 -1999-09-28,2.906250,3.296875,2.898438,3.250000,2.522150,61310400 -1999-09-29,3.226563,3.320313,3.101563,3.117188,2.419082,31266400 -1999-09-30,3.140625,3.187500,3.054688,3.097656,2.403924,12521600 -1999-10-01,3.093750,3.093750,2.929688,2.996094,2.325107,19604000 -1999-10-04,3.000000,3.015625,2.875000,2.906250,2.255383,21992000 -1999-10-05,2.859375,2.914063,2.812500,2.820313,2.188693,19192800 -1999-10-06,2.812500,3.000000,2.804688,3.000000,2.328137,31149600 -1999-10-07,3.062500,3.070313,2.914063,2.945313,2.285697,22508000 -1999-10-08,3.007813,3.046875,2.875000,3.015625,2.340263,24288000 -1999-10-11,3.007813,3.031250,2.906250,2.980469,2.312981,8793600 -1999-10-12,2.992188,3.000000,2.906250,2.914063,2.261446,11710400 -1999-10-13,2.898438,2.960938,2.812500,2.824219,2.191723,14382400 -1999-10-14,2.828125,2.859375,2.734375,2.828125,2.194756,13168000 -1999-10-15,2.765625,2.828125,2.671875,2.750000,2.134126,14258400 -1999-10-18,2.750000,2.781250,2.687500,2.695313,2.091687,12656800 -1999-10-19,2.726563,2.750000,2.687500,2.718750,2.109875,12396000 -1999-10-20,2.750000,2.867188,2.710938,2.820313,2.188693,19017600 -1999-10-21,2.773438,2.937500,2.757813,2.937500,2.279634,19180000 -1999-10-22,2.968750,3.054688,2.875000,2.921875,2.267509,20408800 -1999-10-25,2.945313,3.025391,2.906250,2.976563,2.309950,15472800 -1999-10-26,2.992188,3.062500,2.968750,3.054688,2.370578,20453600 -1999-10-27,3.054688,3.156250,3.007813,3.109375,2.413018,26791200 -1999-10-28,3.125000,3.257813,3.117188,3.250000,2.522150,30860000 -1999-10-29,3.273438,3.453125,3.234375,3.398438,2.637343,50058400 -1999-11-01,3.359375,3.515625,3.328125,3.382813,2.625219,27204000 -1999-11-02,3.414063,3.500000,3.351563,3.382813,2.625219,20843200 -1999-11-03,3.406250,3.429688,3.281250,3.328125,2.582778,22158400 -1999-11-04,3.335938,3.375000,3.234375,3.320313,2.576715,22279200 -1999-11-05,3.507813,3.671875,3.500000,3.593750,2.788915,45765600 -1999-11-08,3.593750,3.648438,3.578125,3.617188,2.807104,22944800 -1999-11-09,3.609375,3.695313,3.515625,3.632813,2.819229,17508000 -1999-11-10,3.601563,3.656250,3.484375,3.539063,2.746475,10224800 -1999-11-11,3.554688,3.625000,3.484375,3.539063,2.746475,11172000 -1999-11-12,3.539063,3.585938,3.492188,3.531250,2.740411,15735200 -1999-11-15,3.539063,3.539063,3.468750,3.523438,2.734349,13021600 -1999-11-16,3.523438,3.554688,3.414063,3.546875,2.752537,18130400 -1999-11-17,3.531250,3.632813,3.523438,3.609375,2.801041,14755200 -1999-11-18,3.656250,3.820313,3.625000,3.765625,2.922298,33760000 -1999-11-19,3.882813,3.882813,3.515625,3.546875,2.752537,32416000 -1999-11-22,3.570313,3.593750,3.437500,3.468750,2.691909,12561600 -1999-11-23,3.507813,3.515625,3.296875,3.375000,2.619154,25327200 -1999-11-24,3.359375,3.437500,3.250000,3.437500,2.667658,15751200 -1999-11-26,3.429688,3.437500,3.320313,3.343750,2.594903,4386400 -1999-11-29,3.351563,3.406250,3.312500,3.335938,2.588841,15639200 -1999-11-30,3.335938,3.406250,3.296875,3.320313,2.576715,12448000 -1999-12-01,3.320313,3.390625,3.281250,3.320313,2.576715,11034400 -1999-12-02,3.335938,3.476563,3.328125,3.460938,2.685846,20796000 -1999-12-03,3.562500,3.640625,3.468750,3.476563,2.697972,22692000 -1999-12-06,3.437500,3.554688,3.343750,3.367188,2.613092,13568800 -1999-12-07,3.375000,3.421875,3.343750,3.382813,2.625219,11990400 -1999-12-08,3.375000,3.382813,3.140625,3.226563,2.503961,17665600 -1999-12-09,3.187500,3.218750,2.968750,3.007813,2.334200,32988800 -1999-12-10,3.054688,3.195313,3.000000,3.164063,2.455458,21704800 -1999-12-13,3.164063,3.312500,3.109375,3.164063,2.455458,15261600 -1999-12-14,3.179688,3.203125,3.062500,3.093750,2.400891,18475200 -1999-12-15,3.093750,3.164063,3.085938,3.156250,2.449394,9096800 -1999-12-16,3.132813,3.171875,3.054688,3.156250,2.449394,15336800 -1999-12-17,3.343750,3.375000,3.250000,3.265625,2.534275,25403200 -1999-12-20,3.257813,3.320313,3.164063,3.250000,2.522150,10308000 -1999-12-21,3.250000,3.328125,3.070313,3.210938,2.491834,18798400 -1999-12-22,3.148438,3.234375,3.070313,3.187500,2.473646,15609600 -1999-12-23,3.195313,3.250000,3.125000,3.156250,2.449394,9007200 -1999-12-27,3.125000,3.203125,3.062500,3.109375,2.413018,10276800 -1999-12-28,3.054688,3.156250,3.046875,3.148438,2.443332,10728000 -1999-12-29,3.101563,3.117188,3.046875,3.085938,2.394829,9412800 -1999-12-30,3.046875,3.101563,3.015625,3.015625,2.340263,12054400 -1999-12-31,3.015625,3.101563,2.968750,3.031250,2.352389,13036800 -2000-01-03,2.984375,3.085938,2.906250,3.082031,2.391797,24232000 -2000-01-04,3.007813,3.109375,2.968750,2.984375,2.316012,21564800 -2000-01-05,2.992188,3.078125,2.960938,3.023438,2.346326,28206400 -2000-01-06,3.000000,3.203125,3.000000,3.132813,2.431207,30825600 -2000-01-07,3.093750,3.125000,3.031250,3.117188,2.419082,26044800 -2000-01-10,3.234375,3.343750,3.226563,3.250000,2.522150,29031200 -2000-01-11,3.242188,3.257813,3.148438,3.156250,2.449394,19623200 -2000-01-12,3.171875,3.218750,3.093750,3.164063,2.455458,17745600 -2000-01-13,3.171875,3.406250,3.171875,3.390625,2.631282,21556000 -2000-01-14,3.398438,3.445313,3.289063,3.304688,2.564590,22196800 -2000-01-18,3.273438,3.328125,3.164063,3.257813,2.528212,10513600 -2000-01-19,3.257813,3.328125,3.179688,3.187500,2.473646,15800800 -2000-01-20,3.195313,3.218750,3.070313,3.132813,2.431207,18167200 -2000-01-21,3.164063,3.171875,3.093750,3.121094,2.422112,11176000 -2000-01-24,3.125000,3.195313,2.890625,3.070313,2.382704,31140000 -2000-01-25,3.039063,3.375000,2.976563,3.250000,2.522150,47650400 -2000-01-26,3.367188,3.671875,3.343750,3.625000,2.813166,75863200 -2000-01-27,3.609375,3.640625,3.539063,3.609375,2.801041,37517600 -2000-01-28,3.625000,3.773438,3.617188,3.726563,2.891984,60170400 -2000-01-31,3.742188,4.000000,3.734375,4.000000,3.104183,51054400 -2000-02-01,3.968750,4.046875,3.929688,4.039063,3.134499,30592000 -2000-02-02,4.031250,4.062500,3.859375,3.976563,3.085995,20413600 -2000-02-03,3.984375,4.000000,3.796875,3.929688,3.049618,20513600 -2000-02-04,4.062500,4.343750,3.937500,4.296875,3.334572,51308800 -2000-02-07,4.289063,4.312500,4.171875,4.281250,3.322445,19449600 -2000-02-08,4.281250,4.375000,4.257813,4.375000,3.395201,21536000 -2000-02-09,4.351563,4.359375,4.257813,4.312500,3.346698,17676000 -2000-02-10,4.312500,4.335938,3.945313,4.000000,3.104183,24207200 -2000-02-11,3.984375,4.187500,3.984375,4.109375,3.189063,19193600 -2000-02-14,4.171875,4.351563,4.109375,4.242188,3.292132,20843200 -2000-02-15,4.242188,4.359375,4.046875,4.328125,3.358824,16425600 -2000-02-16,4.328125,4.335938,4.265625,4.273438,3.316385,16617600 -2000-02-17,4.296875,4.343750,4.250000,4.328125,3.358824,11840800 -2000-02-18,4.320313,4.375000,4.062500,4.140625,3.213315,17745600 -2000-02-22,4.109375,4.210938,4.039063,4.148438,3.219378,13170400 -2000-02-23,4.117188,4.382813,4.093750,4.359375,3.383075,18372800 -2000-02-24,4.359375,4.523438,4.210938,4.382813,3.401264,24721600 -2000-02-25,4.351563,4.375000,4.187500,4.218750,3.273944,9384000 -2000-02-28,4.187500,4.265625,4.093750,4.257813,3.304257,13456000 -2000-02-29,4.218750,4.429688,4.203125,4.390625,3.407326,13168000 -2000-03-01,4.390625,4.476563,4.312500,4.343750,3.370949,10548000 -2000-03-02,4.320313,4.320313,4.078125,4.156250,3.225441,13367200 -2000-03-03,4.203125,4.718750,4.203125,4.648438,3.607401,28210400 -2000-03-06,4.615234,4.617188,4.460938,4.484375,3.480081,11278400 -2000-03-07,4.492188,4.515625,4.250000,4.265625,3.310321,12872000 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-2000-10-31,5.226563,5.609375,5.226563,5.585938,4.334944,41275200 -2000-11-01,5.539063,5.648438,5.375000,5.570313,4.322819,33812000 -2000-11-02,5.585938,5.625000,5.468750,5.625000,4.365257,20412800 -2000-11-03,5.632813,5.914063,5.625000,5.851563,4.541081,40005600 -2000-11-06,5.890625,5.992188,5.765625,5.843750,4.535018,22116800 -2000-11-07,5.804688,5.898438,5.750000,5.882813,4.565333,19873600 -2000-11-08,5.875000,5.875000,5.570313,5.601563,4.347067,14448800 -2000-11-09,5.550781,5.632813,5.406250,5.601563,4.347067,13647200 -2000-11-10,5.515625,5.742188,5.500000,5.562500,4.316756,11436000 -2000-11-13,5.515625,5.648438,5.437500,5.546875,4.304629,20224800 -2000-11-14,5.570313,5.882813,5.554688,5.882813,4.565333,19925600 -2000-11-15,5.875000,6.031250,5.843750,5.945313,4.613835,12563200 -2000-11-16,5.914063,5.929688,5.671875,5.781250,4.486514,17789600 -2000-11-17,5.656250,6.101563,5.562500,5.992188,4.650214,33911200 -2000-11-20,5.929688,6.351563,5.898438,6.234375,4.838162,51668000 -2000-11-21,5.968750,6.007813,5.757813,5.929688,4.601710,31701600 -2000-11-22,5.843750,6.156250,5.812500,6.085938,4.722967,25408000 -2000-11-24,6.093750,6.117188,5.968750,6.000000,4.656274,5340800 -2000-11-27,5.960938,5.968750,5.476563,5.632813,4.371321,27276000 -2000-11-28,5.578125,5.765625,5.539063,5.566406,4.319788,20408000 -2000-11-29,5.640625,5.742188,5.578125,5.685547,4.412246,23116800 -2000-11-30,5.625000,5.781250,5.593750,5.695313,4.419826,22667200 -2000-12-01,5.781250,5.796875,5.468750,5.531250,4.292504,18218400 -2000-12-04,5.523438,5.671875,5.382813,5.609375,4.353132,22654400 -2000-12-05,5.617188,5.828125,5.539063,5.781250,4.486514,18751200 -2000-12-06,5.718750,5.812500,5.664063,5.750000,4.462264,19652800 -2000-12-07,5.687500,5.875000,5.656250,5.851563,4.541081,13208000 -2000-12-08,5.875000,5.875000,5.718750,5.859375,4.547144,14835200 -2000-12-11,5.843750,5.851563,5.460938,5.507813,4.274316,25209600 -2000-12-12,5.492188,5.742188,5.437500,5.617188,4.359194,14096000 -2000-12-13,5.656250,5.703125,5.492188,5.507813,4.274316,11433600 -2000-12-14,5.531250,5.578125,5.429688,5.445313,4.225812,14220000 -2000-12-15,5.421875,5.437500,5.171875,5.234375,4.062115,32459200 -2000-12-18,5.273438,5.507813,5.203125,5.445313,4.225812,16646400 -2000-12-19,5.460938,5.742188,5.453125,5.640625,4.377384,19551200 -2000-12-20,5.601563,5.609375,5.445313,5.500000,4.268251,21628800 -2000-12-21,5.500000,5.750000,5.453125,5.617188,4.359194,16499200 -2000-12-22,5.671875,5.734375,5.531250,5.656250,4.389511,14335200 -2000-12-26,5.664063,5.687500,5.531250,5.625000,4.365257,8388800 -2000-12-27,5.570313,5.640625,5.507813,5.531250,4.292504,19945600 -2000-12-28,5.507813,5.578125,5.445313,5.546875,4.304629,15307200 -2000-12-29,5.562500,5.648438,5.492188,5.531250,4.292504,11246400 -2001-01-02,5.490234,5.523438,5.164063,5.257813,4.080304,16438400 -2001-01-03,5.250000,5.531250,5.085938,5.406250,4.195498,24014400 -2001-01-04,5.351563,5.359375,5.046875,5.140625,3.989360,24139200 -2001-01-05,5.304688,5.398438,5.210938,5.218750,4.049989,28048000 -2001-01-08,5.156250,5.367188,5.156250,5.304688,4.116681,15412000 -2001-01-09,5.320313,5.406250,5.210938,5.218750,4.049989,8844800 -2001-01-10,5.156250,5.539063,5.125000,5.500000,4.268251,20512000 -2001-01-11,5.437500,5.578125,5.437500,5.539063,4.298566,12037600 -2001-01-12,5.460938,5.593750,5.445313,5.593750,4.341008,16648000 -2001-01-16,5.531250,5.703125,5.531250,5.601563,4.347067,11405600 -2001-01-17,5.617188,5.703125,5.546875,5.601563,4.347067,11756000 -2001-01-18,5.664063,5.726563,5.609375,5.679688,4.407699,12414400 -2001-01-19,5.632813,5.843750,5.609375,5.789063,4.492578,15804800 -2001-01-22,5.812500,5.828125,5.593750,5.656250,4.389511,11187200 -2001-01-23,5.632813,5.820313,5.625000,5.796875,4.498641,9845600 -2001-01-24,5.812500,5.828125,5.343750,5.421875,4.207623,24792800 -2001-01-25,5.445313,5.492188,5.226563,5.351563,4.153058,19751200 -2001-01-26,5.570313,5.726563,5.562500,5.703125,4.425885,22613600 -2001-01-29,5.710938,6.171875,5.687500,6.156250,4.777534,46998400 -2001-01-30,6.085938,6.109375,5.906250,6.093750,4.729029,18477600 -2001-01-31,6.085938,6.257813,6.085938,6.242188,4.844225,31927200 -2001-02-01,6.171875,6.210938,6.031250,6.132813,4.759343,20617600 -2001-02-02,6.046875,6.109375,5.953125,5.984375,4.644150,23588000 -2001-02-05,5.976563,6.062500,5.789063,5.992188,4.650214,16599200 -2001-02-06,6.000000,6.250000,5.976563,6.234375,4.838162,27388000 -2001-02-07,6.140625,6.257813,6.132813,6.234375,4.838162,14171200 -2001-02-08,6.234375,6.414063,6.023438,6.078125,4.716902,27500000 -2001-02-09,6.015625,6.148438,5.976563,6.039063,4.686591,11520000 -2001-02-12,6.039063,6.265625,6.039063,6.250000,4.850285,13576800 -2001-02-13,6.195313,6.351563,6.078125,6.078125,4.716902,17178400 -2001-02-14,6.093750,6.164063,5.937500,5.984375,4.644150,18196800 -2001-02-15,6.015625,6.179688,6.000000,6.156250,4.777534,11702400 -2001-02-16,6.062500,6.218750,6.031250,6.117188,4.747220,8581600 -2001-02-20,6.156250,6.281250,6.031250,6.039063,4.686591,14636000 -2001-02-21,5.992188,6.164063,5.859375,5.984375,4.644150,19056000 -2001-02-22,6.046875,6.078125,5.843750,5.921875,4.595644,12880000 -2001-02-23,5.921875,6.000000,5.781250,5.960938,4.625961,18066400 -2001-02-26,5.960938,6.062500,5.953125,5.976563,4.638087,14198400 -2001-02-27,5.968750,6.101563,5.937500,6.031250,4.680527,16296000 -2001-02-28,6.046875,6.062500,5.921875,5.953125,4.619898,20444800 -2001-03-01,5.937500,6.000000,5.789063,5.945313,4.613835,19032000 -2001-03-02,6.000000,6.132813,5.937500,5.937500,4.607773,45720800 -2001-03-05,5.937500,5.945313,5.757813,5.835938,4.528955,13332800 -2001-03-06,5.851563,5.906250,5.781250,5.843750,4.535018,15170400 -2001-03-07,5.851563,5.882813,5.736328,5.773438,4.480452,16062400 -2001-03-08,5.796875,5.953125,5.765625,5.945313,4.613835,18649600 -2001-03-09,5.945313,5.968750,5.851563,5.890625,4.571394,10895200 -2001-03-12,5.859375,5.867188,5.593750,5.617188,4.359194,18232800 -2001-03-13,5.656250,5.656250,5.312500,5.593750,4.341008,26437600 -2001-03-14,5.468750,5.554688,5.328125,5.406250,4.195498,17613600 -2001-03-15,5.484375,5.546875,5.390625,5.460938,4.237936,12659200 -2001-03-16,5.326172,5.500000,5.304688,5.476563,4.250064,20744800 -2001-03-19,5.476563,5.570313,5.445313,5.539063,4.298566,14292800 -2001-03-20,5.554688,5.656250,5.406250,5.406250,4.195498,18596800 -2001-03-21,5.414063,5.421875,5.109375,5.117188,3.971173,25528000 -2001-03-22,5.218750,5.226563,4.820313,5.007813,3.886294,37176800 -2001-03-23,5.093750,5.156250,4.929688,5.109375,3.965109,23750400 -2001-03-26,5.171875,5.312500,5.148438,5.203125,4.037863,23172000 -2001-03-27,5.265625,5.281250,5.031250,5.085938,3.946922,24633600 -2001-03-28,5.070313,5.195313,5.023438,5.148438,3.995424,19444000 -2001-03-29,5.140625,5.406250,5.062500,5.242188,4.068181,26839200 -2001-03-30,5.257813,5.445313,5.242188,5.304688,4.116681,22817600 -2001-04-02,5.320313,5.445313,5.312500,5.375000,4.171246,16204000 -2001-04-03,5.343750,5.398438,5.203125,5.218750,4.049989,19647200 -2001-04-04,5.156250,5.203125,5.062500,5.117188,3.971173,26589600 -2001-04-05,5.195313,5.265625,5.007813,5.117188,3.971173,24699200 -2001-04-06,5.023438,5.023438,4.539063,4.656250,3.613465,69001600 -2001-04-09,4.687500,4.845000,4.675000,4.828750,3.747333,39734400 -2001-04-10,4.875000,5.046250,4.862500,5.000000,3.880229,25829600 -2001-04-11,5.051250,5.193750,5.000000,5.031250,3.904482,24724800 -2001-04-12,4.881250,4.935000,4.677500,4.747500,3.684278,40323200 -2001-04-16,4.755000,4.968750,4.753750,4.821250,3.741512,17379200 -2001-04-17,4.817500,4.937500,4.781250,4.872500,3.781284,11406400 -2001-04-18,4.926250,5.255000,4.881250,5.188750,4.026707,25098400 -2001-04-19,5.183750,5.241250,5.050000,5.160000,4.004394,17739200 -2001-04-20,5.073750,5.125000,4.958750,5.028750,3.902541,15711200 -2001-04-23,5.036250,5.122500,4.865000,4.875000,3.783223,16105600 -2001-04-24,4.918750,4.918750,4.706250,4.713750,3.658087,26670400 -2001-04-25,4.762500,5.007500,4.706250,4.966250,3.854036,21449600 -2001-04-26,5.036250,5.100000,4.937500,4.960000,3.849187,17641600 -2001-04-27,4.625000,4.695000,4.587500,4.645000,3.604732,111773600 -2001-04-30,4.747500,4.937500,4.625000,4.837500,3.754122,28308000 -2001-05-01,4.837500,5.035000,4.800000,5.005000,3.884110,24913600 -2001-05-02,5.030000,5.040000,4.807500,4.927500,3.823966,18270400 -2001-05-03,4.890000,4.895000,4.725000,4.737500,3.676518,16839600 -2001-05-04,4.525000,4.750000,4.500000,4.747500,3.684278,26890400 -2001-05-07,4.747500,4.817500,4.662500,4.717500,3.660997,13495200 -2001-05-08,4.815000,4.815000,4.540000,4.647500,3.606674,27590800 -2001-05-09,4.645000,4.757500,4.600000,4.675000,3.628014,13080800 -2001-05-10,4.687500,4.737500,4.627500,4.652500,3.610553,11176400 -2001-05-11,4.690000,4.772500,4.642500,4.727500,3.668757,13471600 -2001-05-14,4.725000,4.880000,4.650000,4.830000,3.748301,20039600 -2001-05-15,4.780000,5.000000,4.775000,4.885000,3.790985,18256400 -2001-05-16,4.860000,5.030000,4.775000,5.005000,3.884110,17761200 -2001-05-17,5.000000,5.247500,5.000000,5.182500,4.021859,22518800 -2001-05-18,5.182500,5.215000,5.042500,5.175000,4.016037,12053600 -2001-05-21,5.165000,5.282500,5.080000,5.275000,4.093643,14990800 -2001-05-22,5.290000,5.382500,5.232500,5.300000,4.113043,16757200 -2001-05-23,5.275000,5.295000,4.992500,5.022500,3.897691,19695200 -2001-05-24,5.010000,5.095000,4.912500,5.095000,3.953954,14564800 -2001-05-25,5.102500,5.150000,4.957500,5.097500,3.955893,6543200 -2001-05-29,5.100000,5.187500,4.937500,4.967500,3.855008,7977600 -2001-05-30,4.932500,5.087500,4.912500,5.022500,3.897691,18268000 -2001-05-31,5.025000,5.025000,4.750000,4.880000,3.787103,21777200 -2001-06-01,5.000000,5.025000,4.737500,4.897500,3.800687,17626400 -2001-06-04,4.905000,4.925000,4.762500,4.797500,3.723079,9192400 -2001-06-05,4.805000,4.975000,4.792500,4.925000,3.822025,12728800 -2001-06-06,4.912500,4.920000,4.747500,4.805000,3.728900,11678800 -2001-06-07,4.812500,4.950000,4.750000,4.850000,3.763823,8780800 -2001-06-08,4.865000,4.865000,4.740000,4.760000,3.693980,7491600 -2001-06-11,4.770000,4.872500,4.760000,4.805000,3.728900,8884000 -2001-06-12,4.742500,4.925000,4.732500,4.852500,3.765762,9898800 -2001-06-13,4.875000,5.025000,4.850000,4.890000,3.794863,12497600 -2001-06-14,4.875000,4.945000,4.787500,4.797500,3.723079,9846800 -2001-06-15,4.812500,4.990000,4.750000,4.885000,3.790985,14706400 -2001-06-18,4.897500,4.997500,4.850000,4.925000,3.822025,10194000 -2001-06-19,4.977500,5.122500,4.957500,5.082500,3.944253,16414000 -2001-06-20,5.065000,5.270000,5.062500,5.242500,4.068419,15941600 -2001-06-21,5.222500,5.827500,5.215000,5.712500,4.433164,48006000 -2001-06-22,5.650000,5.675000,5.410000,5.510000,4.276013,18416400 -2001-06-25,5.502500,5.602500,5.480000,5.542500,4.301234,11852800 -2001-06-26,5.440000,5.532500,5.400000,5.472500,4.246911,8469200 -2001-06-27,5.502500,5.550000,5.387500,5.482500,4.254671,11855200 -2001-06-28,5.525000,5.787500,5.505000,5.662500,4.394358,15813200 -2001-06-29,5.562500,5.780000,5.462500,5.750000,4.462264,14779600 -2001-07-02,5.622500,5.725000,5.512500,5.692500,4.417640,16509200 -2001-07-03,5.712500,5.712500,5.460000,5.497500,4.266313,10766800 -2001-07-05,5.487500,5.567500,5.450000,5.480000,4.252730,12316800 -2001-07-06,5.232500,5.232500,5.000000,5.120000,3.973355,37121200 -2001-07-09,5.130000,5.267500,5.110000,5.235000,4.062599,19174400 -2001-07-10,5.255000,5.255000,5.090000,5.107500,3.963654,26614000 -2001-07-11,5.092500,5.237500,5.050000,5.172500,4.014096,23080000 -2001-07-12,5.225000,5.265000,5.137500,5.175000,4.016037,24791600 -2001-07-13,5.155000,5.167500,5.075000,5.125000,3.977235,20598000 -2001-07-16,5.125000,5.150000,5.012500,5.032500,3.905451,16228400 -2001-07-17,5.035000,5.062500,4.962500,5.015000,3.891869,14500400 -2001-07-18,5.050000,5.050000,4.805000,4.887500,3.792925,16767200 -2001-07-19,4.952500,5.012500,4.840000,4.860000,3.771582,11521600 -2001-07-20,4.865000,5.112500,4.850000,5.062500,3.928732,15786000 -2001-07-23,5.072500,5.145000,4.892500,4.920000,3.818146,8145600 -2001-07-24,4.932500,5.117500,4.852500,4.962500,3.851128,10640000 -2001-07-25,5.007500,5.007500,4.830000,4.902500,3.804564,14288800 -2001-07-26,4.915000,4.915000,4.730000,4.750000,3.686217,17114800 -2001-07-27,4.557500,4.750000,4.512500,4.687500,3.637713,28154000 -2001-07-30,4.705000,4.707500,4.560000,4.600000,3.569810,12901200 -2001-07-31,4.617500,4.645000,4.475000,4.510000,3.499967,19498400 -2001-08-01,4.532500,4.637500,4.500000,4.602500,3.571751,20592800 -2001-08-02,4.625000,4.637500,4.540000,4.615000,3.581453,11591600 -2001-08-03,4.597500,4.612500,4.365000,4.460000,3.461165,21498400 -2001-08-06,4.555000,4.555000,4.375000,4.380000,3.399080,12118000 -2001-08-07,4.420000,4.550000,4.375000,4.467500,3.466985,14546400 -2001-08-08,4.447500,4.522500,4.382500,4.400000,3.414603,16750800 -2001-08-09,4.392500,4.575000,4.390000,4.540000,3.523249,16073200 -2001-08-10,4.540000,4.625000,4.472500,4.490000,3.484446,16063200 -2001-08-13,4.507500,4.637500,4.487500,4.582500,3.556230,9728800 -2001-08-14,4.617500,4.627500,4.500000,4.502500,3.494145,11083200 -2001-08-15,4.505000,4.572500,4.437500,4.447500,3.451464,10892400 -2001-08-16,4.437500,4.520000,4.370000,4.520000,3.507727,12278800 -2001-08-17,4.445000,4.557500,4.385000,4.490000,3.484446,11326400 -2001-08-20,4.497500,4.710000,4.490000,4.675000,3.628014,11989200 -2001-08-21,4.665000,4.772500,4.625000,4.710000,3.655177,12681200 -2001-08-22,4.690000,4.725000,4.612500,4.697500,3.645475,12474000 -2001-08-23,4.667500,4.737500,4.637500,4.675000,3.628014,13543600 -2001-08-24,4.660000,4.750000,4.625000,4.637500,3.598913,16130000 -2001-08-27,4.640000,4.647500,4.585000,4.627500,3.591152,12818400 -2001-08-28,4.632500,4.652500,4.425000,4.460000,3.461165,15548800 -2001-08-29,4.477500,4.510000,4.362500,4.370000,3.391320,15358400 -2001-08-30,4.382500,4.497500,4.350000,4.362500,3.385500,22136800 -2001-08-31,4.230000,4.410000,4.200000,4.217500,3.272974,31194800 -2001-09-04,4.215000,4.330000,4.115000,4.120000,3.197309,19710400 -2001-09-05,4.120000,4.217500,4.037500,4.155000,3.224470,18485200 -2001-09-06,4.117500,4.130000,3.945000,4.060000,3.150746,26344000 -2001-09-07,4.040000,4.210000,4.012500,4.030000,3.127465,16452800 -2001-09-10,3.997500,4.195000,3.985000,4.112500,3.191489,19955600 -2001-09-17,3.875000,4.020000,3.850000,3.877500,3.009119,31301600 -2001-09-18,3.890000,3.970000,3.792500,3.900000,3.026579,14057600 -2001-09-19,3.912500,4.092500,3.752500,3.825000,2.968375,23753200 -2001-09-20,3.782500,3.805000,3.610000,3.667500,2.846149,35646000 -2001-09-21,3.445000,3.630000,3.365000,3.570000,2.770483,39418400 -2001-09-24,3.647500,3.785000,3.590000,3.742500,2.904351,28482400 -2001-09-25,3.765000,3.792500,3.570000,3.762500,2.919873,19338800 -2001-09-26,3.750000,3.757500,3.490000,3.500000,2.716161,17910000 -2001-09-27,3.512500,3.682500,3.410000,3.632500,2.818987,13192400 -2001-09-28,3.695000,3.802500,3.605000,3.735000,2.898531,15286400 -2001-10-01,3.700000,3.745000,3.540000,3.700000,2.871369,12856400 -2001-10-02,3.637500,3.772500,3.567500,3.640000,2.824808,19926400 -2001-10-03,3.630000,3.985000,3.602500,3.915000,3.038218,16256000 -2001-10-04,3.962500,4.045000,3.700000,3.767500,2.923752,38448400 -2001-10-05,4.102500,4.320000,4.007500,4.240000,3.290434,40668800 -2001-10-08,4.177500,4.312500,4.147500,4.267500,3.311776,11134800 -2001-10-09,4.252500,4.280000,4.087500,4.110000,3.189549,10286400 -2001-10-10,4.160000,4.332500,4.120000,4.197500,3.257453,11255200 -2001-10-11,4.230000,4.265000,4.127500,4.255000,3.302075,16421600 -2001-10-12,4.187500,4.187500,3.837500,4.000000,3.104183,25874400 -2001-10-15,3.972500,4.112500,3.917500,4.107500,3.187608,12568800 -2001-10-16,4.137500,4.270000,4.087500,4.217500,3.272974,13238400 -2001-10-17,4.312500,4.325000,3.950000,3.972500,3.082841,18205200 -2001-10-18,3.960000,4.140000,3.887500,4.075000,3.162387,14733200 -2001-10-19,4.040000,4.250000,4.030000,4.152500,3.222530,13813200 -2001-10-22,4.185000,4.342500,4.120000,4.302500,3.338936,11846800 -2001-10-23,4.350000,4.400000,4.237500,4.300000,3.336996,17464000 -2001-10-24,4.310000,4.437500,4.282500,4.345000,3.371919,16976400 -2001-10-25,4.322500,4.475000,4.210000,4.452500,3.455343,15873200 -2001-10-26,4.420000,4.487500,4.360000,4.465000,3.465046,9687600 -2001-10-29,4.437500,4.450000,4.212500,4.237500,3.288494,12180400 -2001-10-30,4.190000,4.375000,4.092500,4.332500,3.362218,16934000 -2001-10-31,4.342500,4.400000,4.222500,4.280000,3.321477,12156400 -2001-11-01,4.287500,4.382500,4.232500,4.322500,3.354459,13973200 -2001-11-02,4.350000,4.660000,4.325000,4.472500,3.470865,25409200 -2001-11-05,4.565000,4.667500,4.517500,4.650000,3.608615,16546400 -2001-11-06,4.577500,4.862500,4.562500,4.817500,3.738601,19555600 -2001-11-07,4.825000,4.887500,4.670000,4.750000,3.686217,13864800 -2001-11-08,4.760000,4.850000,4.625000,4.720000,3.662936,9529200 -2001-11-09,4.755000,4.797500,4.695000,4.757500,3.692039,10427600 -2001-11-12,4.777500,4.797500,4.525000,4.775000,3.705619,8524800 -2001-11-13,4.782500,4.837500,4.642500,4.827500,3.746361,11255200 -2001-11-14,4.830000,4.875000,4.700000,4.780000,3.709501,14279200 -2001-11-15,4.765000,4.812500,4.732500,4.792500,3.719200,11527600 -2001-11-16,4.512500,4.562500,4.287500,4.375000,3.395201,79164000 -2001-11-19,4.387500,4.392500,4.267500,4.347500,3.373861,22384400 -2001-11-20,4.350000,4.425000,4.287500,4.345000,3.371919,17835200 -2001-11-21,4.352500,4.442500,4.285000,4.327500,3.358338,12976000 -2001-11-23,4.327500,4.352500,4.300000,4.327500,3.358338,2713200 -2001-11-26,4.360000,4.372500,4.272500,4.342500,3.369980,15608000 -2001-11-27,4.312500,4.367500,4.262500,4.297500,3.335057,17587600 -2001-11-28,4.267500,4.335000,4.187500,4.227500,3.280734,15805200 -2001-11-29,4.250000,4.255000,4.170000,4.225000,3.278794,14431600 -2001-11-30,4.267500,4.442500,4.227500,4.430000,3.437884,23841600 -2001-12-03,4.407500,4.727500,4.400000,4.620000,3.585332,33618000 -2001-12-04,4.630000,4.925000,4.627500,4.915000,3.814266,27789600 -2001-12-05,4.915000,4.992500,4.860000,4.977500,3.862768,28917600 -2001-12-06,4.965000,4.967500,4.865000,4.885000,3.790985,13640000 -2001-12-07,4.865000,4.890000,4.690000,4.737500,3.676518,13612400 -2001-12-10,4.727500,4.847500,4.687500,4.780000,3.709501,13020000 -2001-12-11,4.812500,4.902500,4.740000,4.757500,3.692039,9232800 -2001-12-12,4.740000,4.740000,4.547500,4.685000,3.635775,18997200 -2001-12-13,4.595000,4.737500,4.565000,4.677500,3.629955,15620800 -2001-12-14,4.650000,4.895000,4.650000,4.802500,3.726958,14090000 -2001-12-17,4.802500,4.912500,4.800000,4.880000,3.787103,12110800 -2001-12-18,4.747500,4.880000,4.695000,4.877500,3.785164,12603200 -2001-12-19,4.832500,4.850000,4.687500,4.775000,3.705619,10424400 -2001-12-20,4.750000,4.762500,4.595000,4.602500,3.571751,11459200 -2001-12-21,4.625000,4.785000,4.562500,4.710000,3.655177,16509200 -2001-12-24,4.687500,4.775000,4.665000,4.715000,3.659057,2760800 -2001-12-26,4.715000,4.812500,4.687500,4.755000,3.690098,5840000 -2001-12-27,4.762500,4.875000,4.750000,4.840000,3.756061,6976400 -2001-12-28,4.855000,4.947500,4.837500,4.875000,3.783223,6948000 -2001-12-31,4.845000,4.940000,4.755000,4.762500,3.695918,9476800 -2002-01-02,4.777500,4.895000,4.750000,4.877500,3.785164,11298400 -2002-01-03,4.897500,5.125000,4.895000,5.105000,3.961714,25148400 -2002-01-04,5.427500,5.625000,5.425000,5.527500,4.289592,62756400 -2002-01-07,5.520000,5.622500,5.437500,5.460000,4.237210,23204000 -2002-01-08,5.470000,5.702500,5.462500,5.672500,4.402119,21871600 -2002-01-09,5.712500,5.742500,5.457500,5.467500,4.243030,18543600 -2002-01-10,5.480000,5.625000,5.425000,5.617500,4.359440,17722000 -2002-01-11,5.612500,5.640000,5.452500,5.470000,4.244971,20484800 -2002-01-14,5.470000,5.505000,5.390000,5.475000,4.248849,18553600 -2002-01-15,5.455000,5.502500,5.427500,5.477500,4.250793,14385600 -2002-01-16,5.485000,5.510000,5.300000,5.312500,4.122742,11719600 -2002-01-17,5.295000,5.502500,5.295000,5.502500,4.270192,14024800 -2002-01-18,5.520000,5.562500,5.402500,5.477500,4.250793,13901600 -2002-01-22,5.485000,5.525000,5.342500,5.345000,4.147963,9051600 -2002-01-23,5.415000,5.712500,5.345000,5.660000,4.392419,21312400 -2002-01-24,5.755000,5.832500,5.560000,5.785000,4.489425,27716800 -2002-01-25,5.850000,5.850000,5.632500,5.712500,4.433164,20340400 -2002-01-28,5.717500,5.777500,5.587500,5.720000,4.438982,9624000 -2002-01-29,5.687500,5.730000,5.500000,5.580000,4.330337,13134000 -2002-01-30,5.552500,5.720000,5.525000,5.690000,4.415701,16829600 -2002-01-31,5.720000,5.970000,5.707500,5.942500,4.611653,29612000 -2002-02-01,5.962500,5.962500,5.625000,5.717500,4.437042,19589600 -2002-02-04,5.705000,5.757500,5.530000,5.572500,4.324515,13523200 -2002-02-05,5.580000,5.732500,5.510000,5.592500,4.340036,13014400 -2002-02-06,5.627500,5.662500,5.390000,5.445000,4.225569,13810000 -2002-02-07,5.477500,5.592500,5.380000,5.415000,4.202287,14914000 -2002-02-08,5.425000,5.500000,5.312500,5.495000,4.264373,11180800 -2002-02-11,5.497500,5.562500,5.422500,5.450000,4.229451,11877600 -2002-02-12,5.442500,5.485000,5.375000,5.382500,4.177069,6969600 -2002-02-13,5.407500,5.512500,5.375000,5.500000,4.268251,6659600 -2002-02-14,5.487500,5.572500,5.395000,5.435000,4.217811,8359200 -2002-02-15,5.465000,5.507500,5.377500,5.390000,4.182887,6078000 -2002-02-19,5.337500,5.470000,5.292500,5.337500,4.142145,7352800 -2002-02-20,5.345000,5.437500,5.310000,5.407500,4.196467,7732400 -2002-02-21,5.377500,5.485000,5.255000,5.275000,4.093643,10444800 -2002-02-22,5.252500,5.477500,5.205000,5.402500,4.192586,10674000 -2002-02-25,5.385000,5.560000,5.382500,5.537500,4.297354,11096800 -2002-02-26,5.612500,5.662500,5.385000,5.577500,4.328395,13205600 -2002-02-27,5.617500,5.705000,5.565000,5.610000,4.353618,14112400 -2002-02-28,5.705000,5.900000,5.677500,5.752500,4.464203,22622800 -2002-03-01,5.890000,5.940000,5.712500,5.875000,4.559269,21678400 -2002-03-04,5.910000,6.032500,5.800000,6.017500,4.669856,23330400 -2002-03-05,5.992500,6.072500,5.810000,5.867500,4.553449,15773200 -2002-03-06,5.895000,5.897500,5.730000,5.785000,4.489425,16816800 -2002-03-07,5.802500,5.850000,5.737500,5.780000,4.485545,10128000 -2002-03-08,5.787500,5.820000,5.650000,5.740000,4.454502,17586400 -2002-03-11,5.750000,5.870000,5.687500,5.712500,4.433164,13410000 -2002-03-12,5.675000,5.737500,5.587500,5.725000,4.442862,11203600 -2002-03-13,5.665000,5.827500,5.625000,5.665000,4.396299,10560800 -2002-03-14,5.697500,5.882500,5.695000,5.835000,4.528229,13051600 -2002-03-15,5.962500,5.990000,5.862500,5.937500,4.607773,13027200 -2002-03-18,5.962500,6.000000,5.872500,5.935000,4.605832,12272800 -2002-03-19,5.917500,6.007500,5.915000,5.965000,4.629114,8506000 -2002-03-20,5.937500,6.132500,5.890000,5.920000,4.594191,14892000 -2002-03-21,5.932500,6.000000,5.795000,5.995000,4.652395,8948400 -2002-03-22,5.927500,5.980000,5.865000,5.895000,4.574790,8623600 -2002-03-25,5.890000,5.955000,5.762500,5.800000,4.501066,12520000 -2002-03-26,5.760000,5.935000,5.715000,5.872500,4.557329,10365600 -2002-03-27,5.810000,5.922500,5.757500,5.867500,4.553449,8839600 -2002-03-28,5.875000,5.885000,5.762500,5.782500,4.487484,8424000 -2002-04-01,5.767500,5.832500,5.702500,5.825000,4.520468,8368800 -2002-04-02,5.797500,5.880000,5.777500,5.820000,4.516586,10630800 -2002-04-03,5.827500,5.935000,5.812500,5.872500,4.557329,8858400 -2002-04-04,5.815000,5.990000,5.815000,5.970000,4.632995,12196800 -2002-04-05,6.065000,6.132500,5.995000,6.010000,4.664036,12089600 -2002-04-08,5.907500,6.122500,5.897500,6.112500,4.743579,12412800 -2002-04-09,6.115000,6.245000,6.087500,6.235000,4.838645,17052800 -2002-04-10,6.217500,6.287500,6.190000,6.265000,4.861927,17633600 -2002-04-11,6.220000,6.342500,6.202500,6.230000,4.834766,12921200 -2002-04-12,6.232500,6.385000,6.225000,6.292500,4.883270,13070400 -2002-04-15,6.282500,6.360000,6.192500,6.277500,4.871629,12070800 -2002-04-16,6.297500,6.385000,6.270000,6.345000,4.924010,11206000 -2002-04-17,6.365000,6.425000,6.287500,6.407500,4.972515,12312000 -2002-04-18,6.410000,6.420000,6.240000,6.350000,4.927893,11622400 -2002-04-19,6.372500,6.375000,6.235000,6.245000,4.846407,9256800 -2002-04-22,6.240000,6.310000,6.190000,6.240000,4.842526,9154400 -2002-04-23,6.265000,6.320000,6.260000,6.292500,4.883270,7819600 -2002-04-24,6.312500,6.375000,6.292500,6.295000,4.885210,10201600 -2002-04-25,6.325000,6.410000,6.310000,6.345000,4.924010,12388800 -2002-04-26,6.312500,6.312500,5.877500,5.880000,4.563149,38074400 -2002-04-29,5.890000,6.000000,5.722500,5.770000,4.477785,23403600 -2002-04-30,5.762500,5.775000,5.660000,5.705000,4.427342,32667200 -2002-05-01,5.712500,5.940000,5.675000,5.905000,4.582552,16536000 -2002-05-02,5.927500,5.995000,5.835000,5.912500,4.588370,14216400 -2002-05-03,5.947500,6.042500,5.840000,5.867500,4.553449,14090400 -2002-05-06,5.867500,5.897500,5.637500,5.665000,4.396299,10545200 -2002-05-07,5.672500,5.800000,5.627500,5.700000,4.423460,14600400 -2002-05-08,5.742500,5.747500,5.550000,5.687500,4.413760,25452400 -2002-05-09,5.672500,5.705000,5.577500,5.602500,4.347796,12622800 -2002-05-10,5.607500,5.647500,5.505000,5.505000,4.272133,14835600 -2002-05-13,5.555000,5.625000,5.502500,5.617500,4.359440,19186800 -2002-05-14,5.725000,5.940000,5.675000,5.897500,4.576732,22885200 -2002-05-15,5.900000,6.050000,5.855000,5.970000,4.632995,16771200 -2002-05-16,5.975000,6.037500,5.902500,5.970000,4.632995,8886800 -2002-05-17,6.042500,6.112500,5.947500,6.015000,4.667917,8931600 -2002-05-20,5.815000,5.875000,5.757500,5.827500,4.522407,20007200 -2002-05-21,5.857500,5.925000,5.737500,5.762500,4.471966,16362800 -2002-05-22,5.747500,5.792500,5.625000,5.715000,4.435103,11074800 -2002-05-23,5.737500,5.795000,5.617500,5.722500,4.440922,12664400 -2002-05-24,5.722500,5.735000,5.605000,5.607500,4.351678,11109200 -2002-05-28,5.710000,5.717500,5.482500,5.527500,4.289592,12626400 -2002-05-29,5.640000,5.800000,5.635000,5.745000,4.458384,22387200 -2002-05-30,5.800000,5.900000,5.787500,5.892500,4.572850,17188800 -2002-05-31,6.017500,6.125000,5.997500,6.070000,4.710598,25678000 -2002-06-03,6.075000,6.087500,5.887500,5.917500,4.592252,17960400 -2002-06-04,5.900000,6.080000,5.875000,6.055000,4.698957,18070000 -2002-06-05,6.085000,6.262500,6.062500,6.245000,4.846407,23107600 -2002-06-06,6.250000,6.250000,6.080000,6.087500,4.724180,17029600 -2002-06-07,6.152500,6.255000,6.130000,6.227500,4.832826,25134800 -2002-06-10,6.240000,6.240000,6.112500,6.157500,4.778501,9912400 -2002-06-11,6.217500,6.237500,5.935000,5.980000,4.640755,14983600 -2002-06-12,5.970000,6.137500,5.950000,6.097500,4.731939,16124400 -2002-06-13,6.047500,6.055000,5.900000,5.930000,4.601952,11985600 -2002-06-14,5.892500,5.925000,5.610000,5.910000,4.586430,17037600 -2002-06-17,5.915000,6.115000,5.875000,6.077500,4.716417,11302000 -2002-06-18,6.010000,6.185000,6.002500,6.117500,4.747461,12568000 -2002-06-19,6.077500,6.180000,6.062500,6.110000,4.741639,11967600 -2002-06-20,6.197500,6.325000,6.100000,6.247500,4.848347,27260000 -2002-06-21,6.202500,6.307500,6.092500,6.180000,4.795963,26127600 -2002-06-24,6.120000,6.257500,5.992500,6.187500,4.801782,16188000 -2002-06-25,6.245000,6.245000,6.052500,6.125000,4.753280,19342400 -2002-06-26,6.025000,6.140000,5.762500,6.122500,4.751342,25328000 -2002-06-27,6.172500,6.255000,5.957500,6.242500,4.844468,17732800 -2002-06-28,6.250000,6.280000,6.130000,6.212500,4.821185,15729200 -2002-07-01,6.105000,6.240000,6.072500,6.090000,4.726120,11916800 -2002-07-02,6.065000,6.190000,5.872500,5.880000,4.563149,26607600 -2002-07-03,5.862500,5.970000,5.700000,5.790000,4.493305,17630400 -2002-07-05,5.897500,6.010000,5.825000,5.960000,4.625234,8095600 -2002-07-08,5.977500,6.007500,5.595000,5.907500,4.584491,15284000 -2002-07-09,5.837500,5.892500,5.642500,5.672500,4.402119,22216000 -2002-07-10,5.700000,5.825000,5.580000,5.627500,4.367199,16889600 -2002-07-11,5.547500,5.652500,5.380000,5.597500,4.343916,22029600 -2002-07-12,5.675000,5.700000,5.410000,5.497500,4.266313,17730800 -2002-07-15,5.462500,5.562500,5.057500,5.542500,4.301234,30284000 -2002-07-16,5.535000,5.592500,5.232500,5.305000,4.116923,23519200 -2002-07-17,5.435000,5.437500,5.197500,5.350000,4.151846,17574000 -2002-07-18,5.342500,5.467500,5.202500,5.240000,4.066482,17374800 -2002-07-19,5.147500,5.175000,4.975000,5.025000,3.899629,17306400 -2002-07-22,5.005000,5.082500,4.610000,4.905000,3.806505,21996800 -2002-07-23,4.872500,4.937500,4.680000,4.717500,3.660997,30248000 -2002-07-24,4.702500,5.352500,4.685000,5.270000,4.089763,32798800 -2002-07-25,5.165000,5.175000,4.800000,5.002500,3.882169,33250000 -2002-07-26,5.152500,5.167500,4.675000,4.875000,3.783223,37261600 -2002-07-29,4.985000,5.082500,4.940000,5.077500,3.940373,21252000 -2002-07-30,5.072500,5.080000,4.877500,4.930000,3.825907,21841200 -2002-07-31,4.915000,4.940000,4.815000,4.907500,3.808445,15476800 -2002-08-01,4.880000,4.920000,4.707500,4.710000,3.655177,17660000 -2002-08-02,4.787500,4.872500,4.617500,4.702500,3.649355,20138000 -2002-08-05,4.715000,4.802500,4.625000,4.657500,3.614434,14317200 -2002-08-06,4.722500,4.817500,4.625000,4.772500,3.703680,19698800 -2002-08-07,4.812500,4.835000,4.642500,4.820000,3.740541,15436800 -2002-08-08,4.760000,4.860000,4.702500,4.847500,3.761882,13516800 -2002-08-09,4.825000,4.917500,4.765000,4.872500,3.781284,13080000 -2002-08-12,4.862500,4.980000,4.825000,4.930000,3.825907,9117600 -2002-08-13,4.947500,4.982500,4.735000,4.735000,3.674577,13444400 -2002-08-14,4.752500,5.175000,4.707500,5.120000,3.973355,20736000 -2002-08-15,5.077500,5.325000,5.075000,5.320000,4.128565,19522400 -2002-08-16,5.225000,5.300000,5.125000,5.205000,4.039320,13276400 -2002-08-19,5.220000,5.455000,5.175000,5.452500,4.231389,11403200 -2002-08-20,5.340000,5.347500,5.200000,5.262500,4.083941,11850400 -2002-08-21,5.312500,5.317500,5.075000,5.217500,4.049020,20479600 -2002-08-22,5.220000,5.300000,5.075000,5.282500,4.099462,10922400 -2002-08-23,5.240000,5.375000,5.212500,5.257500,4.080062,10446400 -2002-08-26,5.332500,5.345000,5.125000,5.247500,4.072301,9424800 -2002-08-27,5.252500,5.282500,5.067500,5.080000,3.942313,13438400 -2002-08-28,5.057500,5.125000,4.952500,4.965000,3.853068,13184400 -2002-08-29,4.925000,5.150000,4.900000,5.112500,3.967535,17880800 -2002-08-30,5.062500,5.150000,4.975000,5.025000,3.899629,15037200 -2002-09-03,4.997500,5.072500,4.937500,4.995000,3.876349,14262400 -2002-09-04,5.010000,5.200000,4.985000,5.175000,4.016037,17129200 -2002-09-05,5.092500,5.125000,5.020000,5.057500,3.924852,14238400 -2002-09-06,5.125000,5.295000,5.055000,5.220000,4.050958,14946400 -2002-09-09,5.192500,5.275000,5.132500,5.225000,4.054839,9657600 -2002-09-10,5.222500,5.262500,5.080000,5.262500,4.083941,12384800 -2002-09-11,5.280000,5.312500,5.102500,5.122500,3.975294,13680000 -2002-09-12,5.122500,5.152500,5.035000,5.045000,3.915150,10389600 -2002-09-13,5.020000,5.172500,4.987500,5.140000,3.988877,12114000 -2002-09-16,5.142500,5.197500,5.055000,5.142500,3.990815,7899200 -2002-09-17,5.187500,5.227500,5.012500,5.027500,3.901570,15720000 -2002-09-18,4.992500,5.162500,4.900000,5.085000,3.946193,16858400 -2002-09-19,5.000000,5.187500,4.975000,5.092500,3.952014,15324000 -2002-09-20,5.172500,5.227500,5.020000,5.195000,4.031559,19784800 -2002-09-23,5.132500,5.182500,5.007500,5.072500,3.936493,11399200 -2002-09-24,5.005000,5.102500,4.950000,4.995000,3.876349,14022800 -2002-09-25,5.012500,5.200000,5.010000,5.170000,4.012156,15532800 -2002-09-26,5.177500,5.340000,5.175000,5.295000,4.109163,16766800 -2002-09-27,5.287500,5.392500,5.230000,5.250000,4.074242,15395200 -2002-09-30,5.192500,5.295000,5.065000,5.165000,4.008276,15950800 -2002-10-01,5.165000,5.372500,5.165000,5.350000,4.151846,19328000 -2002-10-02,5.297500,5.380000,5.190000,5.235000,4.062599,19556400 -2002-10-03,5.222500,5.387500,5.200000,5.275000,4.093643,16744400 -2002-10-04,5.375000,5.490000,5.245000,5.305000,4.116923,23352800 -2002-10-07,5.212500,5.380000,5.207500,5.277500,4.095583,16585600 -2002-10-08,5.317500,5.522500,5.302500,5.435000,4.217811,16047200 -2002-10-09,5.405000,5.492500,5.340000,5.382500,4.177069,18296800 -2002-10-10,5.312500,5.570000,5.167500,5.547500,4.305114,27023200 -2002-10-11,5.597500,5.727500,5.500000,5.662500,4.394358,19050000 -2002-10-14,5.660000,5.807500,5.635000,5.772500,4.479725,15008800 -2002-10-15,5.962500,6.025000,5.790000,5.885000,4.567030,21058800 -2002-10-16,5.770000,5.912500,5.765000,5.852500,4.541807,18310400 -2002-10-17,5.882500,5.882500,5.322500,5.430000,4.213928,43244400 -2002-10-18,5.437500,5.590000,5.417500,5.582500,4.332275,19543200 -2002-10-21,5.587500,5.782500,5.505000,5.777500,4.483606,13738000 -2002-10-22,5.670000,5.875000,5.600000,5.647500,4.382719,12622800 -2002-10-23,5.655000,5.782500,5.635000,5.780000,4.485545,12199600 -2002-10-24,5.790000,5.842500,5.562500,5.612500,4.355557,15534800 -2002-10-25,5.627500,5.982500,5.625000,5.982500,4.642694,19796000 -2002-10-28,5.985000,5.997500,5.750000,5.797500,4.499125,14944400 -2002-10-29,5.837500,5.910000,5.750000,5.875000,4.559269,18190800 -2002-10-30,5.847500,5.985000,5.772500,5.945000,4.613594,15902800 -2002-10-31,5.950000,6.025000,5.900000,5.960000,4.625234,14881200 -2002-11-01,6.012500,6.040000,5.910000,5.965000,4.629114,21826800 -2002-11-04,5.847500,5.927500,5.685000,5.715000,4.435103,21573200 -2002-11-05,5.647500,5.850000,5.645000,5.835000,4.528229,12016000 -2002-11-06,5.855000,5.862500,5.682500,5.792500,4.495247,14795600 -2002-11-07,5.785000,5.792500,5.685000,5.735000,4.450622,13445600 -2002-11-08,5.702500,5.762500,5.612500,5.635000,4.373020,13383600 -2002-11-11,5.487500,5.552500,5.422500,5.442500,4.223631,15027200 -2002-11-12,5.445000,5.615000,5.402500,5.460000,4.237210,13476400 -2002-11-13,5.402500,5.510000,5.360000,5.472500,4.246911,16234800 -2002-11-14,5.487500,5.660000,5.475000,5.630000,4.369139,12754000 -2002-11-15,5.602500,5.612500,5.330000,5.500000,4.268251,25001600 -2002-11-18,5.505000,5.535000,5.375000,5.377500,4.173188,14153600 -2002-11-19,5.275000,5.447500,5.212500,5.345000,4.147963,16403200 -2002-11-20,5.322500,5.507500,5.312500,5.475000,4.248849,11368800 -2002-11-21,5.487500,5.597500,5.335000,5.382500,4.177069,24713200 -2002-11-22,5.375000,5.487500,5.362500,5.452500,4.231389,11833200 -2002-11-25,5.475000,5.520000,5.407500,5.502500,4.270192,10763200 -2002-11-26,5.435000,5.515000,5.425000,5.467500,4.243030,12452800 -2002-11-27,5.482500,5.670000,5.475000,5.610000,4.353618,12374400 -2002-11-29,5.622500,5.625000,5.405000,5.435000,4.217811,8216400 -2002-12-02,5.500000,5.522500,5.342500,5.395000,4.186768,13846800 -2002-12-03,5.412500,5.417500,5.217500,5.245000,4.070361,14442800 -2002-12-04,5.227500,5.345000,5.177500,5.287500,4.103340,14154800 -2002-12-05,5.360000,5.370000,5.125000,5.137500,3.986934,18273600 -2002-12-06,5.062500,5.347500,5.062500,5.312500,4.122742,18987200 -2002-12-09,5.292500,5.300000,5.137500,5.155000,4.000517,10676400 -2002-12-10,5.165000,5.267500,5.125000,5.147500,3.994696,13426000 -2002-12-11,5.075000,5.150000,5.062500,5.090000,3.950073,12764800 -2002-12-12,5.122500,5.212500,5.045000,5.177500,4.017978,12817200 -2002-12-13,5.115000,5.185000,5.067500,5.090000,3.950073,11526400 -2002-12-16,5.090000,5.360000,5.062500,5.325000,4.132445,18487200 -2002-12-17,5.287500,5.315000,5.187500,5.280000,4.097521,15953200 -2002-12-18,5.287500,5.380000,5.242500,5.337500,4.142145,18296800 -2002-12-19,5.312500,5.372500,5.187500,5.202500,4.037378,15842400 -2002-12-20,5.287500,5.305000,5.127500,5.185000,4.023798,33691200 -2002-12-23,5.210000,5.262500,5.170000,5.230000,4.058719,7944400 -2002-12-24,5.245000,5.272500,5.162500,5.175000,4.016037,4364800 -2002-12-26,5.172500,5.262500,5.147500,5.200000,4.035438,6422400 -2002-12-27,5.182500,5.192500,5.105000,5.135000,3.984998,5760400 -2002-12-30,5.150000,5.160000,5.060000,5.155000,4.000517,7118400 -2002-12-31,5.142500,5.160000,5.075000,5.095000,3.953954,8429200 -2003-01-02,5.117500,5.335000,5.115000,5.300000,4.113043,13084800 -2003-01-03,5.340000,5.422500,5.235000,5.280000,4.097521,15736000 -2003-01-06,5.297500,5.407500,5.290000,5.367500,4.165428,11618000 -2003-01-07,5.340000,5.340000,5.247500,5.310000,4.120804,13817600 -2003-01-08,5.255000,5.312500,5.162500,5.197500,4.033498,12155200 -2003-01-09,5.265000,5.295000,5.190000,5.200000,4.035438,10834800 -2003-01-10,5.135000,5.230000,5.115000,5.222500,4.052900,12707600 -2003-01-13,5.137500,5.215000,5.112500,5.162500,4.006336,10406400 -2003-01-14,5.140000,5.175000,5.037500,5.067500,3.932612,11915600 -2003-01-15,5.085000,5.132500,5.025000,5.087500,3.948133,12843600 -2003-01-16,5.087500,5.130000,5.012500,5.062500,3.928732,8577200 -2003-01-17,5.022500,5.087500,5.007500,5.022500,3.897691,14118400 -2003-01-21,5.000000,5.080000,4.940000,4.950000,3.841427,15276400 -2003-01-22,4.970000,5.072500,4.905000,5.012500,3.889929,15816400 -2003-01-23,5.007500,5.050000,4.935000,5.005000,3.884110,13713200 -2003-01-24,5.490000,5.770000,5.475000,5.737500,4.452563,76154800 -2003-01-27,5.632500,5.737500,5.565000,5.655000,4.388540,25182000 -2003-01-28,5.700000,5.825000,5.650000,5.672500,4.402119,22420400 -2003-01-29,5.637500,5.762500,5.537500,5.707500,4.429282,15028800 -2003-01-30,5.732500,5.732500,5.610000,5.622500,4.363317,12371600 -2003-01-31,5.630000,5.747500,5.575000,5.680000,4.407941,16347600 -2003-02-03,5.667500,5.712500,5.625000,5.655000,4.388540,10298800 -2003-02-04,5.620000,5.650000,5.517500,5.587500,4.336156,11633600 -2003-02-05,5.630000,5.677500,5.502500,5.547500,4.305114,14439200 -2003-02-06,5.502500,5.650000,5.475000,5.525000,4.287653,18924800 -2003-02-07,5.577500,5.600000,5.400000,5.495000,4.264373,11958800 -2003-02-10,5.480000,5.560000,5.400000,5.537500,4.297354,11592800 -2003-02-11,5.552500,5.617500,5.477500,5.530000,4.291534,14013600 -2003-02-12,5.522500,5.595000,5.500000,5.527500,4.289592,11374000 -2003-02-13,5.565000,5.585000,5.417500,5.487500,4.258554,15189200 -2003-02-14,5.502500,5.650000,5.490000,5.630000,4.369139,15174000 -2003-02-18,5.657500,5.735000,5.637500,5.727500,4.444802,18297200 -2003-02-19,5.700000,5.750000,5.637500,5.707500,4.429282,12360400 -2003-02-20,5.742500,5.745000,5.632500,5.647500,4.382719,20950800 -2003-02-21,5.732500,5.830000,5.675000,5.830000,4.524347,16381200 -2003-02-24,5.755000,5.787500,5.612500,5.627500,4.367199,13568400 -2003-02-25,5.575000,5.725000,5.525000,5.705000,4.427342,16609200 -2003-02-26,5.657500,5.682500,5.520000,5.550000,4.307055,16738400 -2003-02-27,5.592500,5.787500,5.590000,5.772500,4.479725,20987200 -2003-02-28,5.750000,5.880000,5.730000,5.862500,4.549569,23471600 -2003-03-03,5.905000,5.910000,5.780000,5.805000,4.504945,11909200 -2003-03-04,5.832500,5.910000,5.750000,5.842500,4.534047,14660800 -2003-03-05,5.837500,5.895000,5.777500,5.850000,4.539868,12893600 -2003-03-06,5.805000,5.890000,5.777500,5.845000,4.535988,16022000 -2003-03-07,5.780000,5.787500,5.665000,5.725000,4.442862,20260400 -2003-03-10,5.675000,5.705000,5.575000,5.617500,4.359440,13686000 -2003-03-11,5.610000,5.697500,5.562500,5.607500,4.351678,11834800 -2003-03-12,5.552500,5.675000,5.550000,5.625000,4.365257,14953200 -2003-03-13,5.732500,6.020000,5.665000,6.015000,4.667917,24048000 -2003-03-14,6.007500,6.160000,5.952500,6.065000,4.706717,22818400 -2003-03-17,6.010000,6.437500,5.985000,6.357500,4.933712,32274400 -2003-03-18,6.290000,6.325000,6.195000,6.267500,4.863869,22938800 -2003-03-19,6.277500,6.325000,6.177500,6.247500,4.848347,17352000 -2003-03-20,6.225000,6.370000,6.105000,6.312500,4.898789,17868000 -2003-03-21,6.422500,6.630000,6.352500,6.570000,5.098621,24469200 -2003-03-24,6.375000,6.457500,6.287500,6.322500,4.906549,16649200 -2003-03-25,6.325000,6.567500,6.295000,6.500000,5.044299,18417200 -2003-03-26,6.497500,6.597500,6.440000,6.570000,5.098621,17401200 -2003-03-27,6.490000,6.625000,6.447500,6.570000,5.098621,13008800 -2003-03-28,6.512500,6.535000,6.407500,6.470000,5.021017,13854800 -2003-03-31,6.355000,6.485000,6.282500,6.440000,4.997736,18570800 -2003-04-01,6.452500,6.482500,6.325000,6.332500,4.914310,17094800 -2003-04-02,6.455000,6.587500,6.440000,6.565000,5.094741,17866400 -2003-04-03,6.540000,6.575000,6.382500,6.452500,5.007436,15342800 -2003-04-04,6.410000,6.425000,6.242500,6.300000,4.889088,24372800 -2003-04-07,6.512500,6.537500,6.372500,6.380000,4.951174,16407200 -2003-04-08,6.335000,6.500000,6.327500,6.442500,4.999676,12033200 -2003-04-09,6.407500,6.550000,6.355000,6.355000,4.931772,16754800 -2003-04-10,6.347500,6.437500,6.315000,6.432500,4.991914,11266400 -2003-04-11,6.450000,6.525000,6.217500,6.382500,4.953112,11896000 -2003-04-14,6.390000,6.565000,6.385000,6.520000,5.059820,11753600 -2003-04-15,6.500000,6.695000,6.472500,6.685000,5.187866,18920800 -2003-04-16,6.557500,6.717500,6.320000,6.432500,4.991914,43365600 -2003-04-17,6.357500,6.470000,6.335000,6.462500,5.015197,22481200 -2003-04-21,6.490000,6.497500,6.267500,6.300000,4.889088,16745600 -2003-04-22,6.290000,6.332500,6.205000,6.280000,4.873569,23306800 -2003-04-23,6.292500,6.315000,6.107500,6.145000,4.768802,21975200 -2003-04-24,6.217500,6.350000,6.065000,6.307500,4.894910,21508400 -2003-04-25,6.025000,6.110000,5.837500,5.867500,4.553449,49643200 -2003-04-28,5.887500,6.032500,5.880000,6.007500,4.662096,17748800 -2003-04-29,6.032500,6.037500,5.932500,5.980000,4.640755,17216800 -2003-04-30,5.932500,5.962500,5.865000,5.877500,4.561211,18504400 -2003-05-01,5.855000,6.017500,5.822500,6.000000,4.656274,20612000 -2003-05-02,5.925000,6.062500,5.910000,5.945000,4.613594,27375200 -2003-05-05,5.972500,5.975000,5.872500,5.882500,4.565089,23270000 -2003-05-06,5.895000,6.062500,5.852500,5.990000,4.648515,22377600 -2003-05-07,5.970000,6.025000,5.892500,5.900000,4.578671,14807600 -2003-05-08,5.907500,5.907500,5.740000,5.750000,4.462264,20356800 -2003-05-09,5.850000,5.867500,5.745000,5.807500,4.506886,14900800 -2003-05-12,5.770000,5.915000,5.700000,5.847500,4.537926,19253200 -2003-05-13,5.855000,5.910000,5.760000,5.785000,4.489425,17187600 -2003-05-14,5.822500,5.835000,5.745000,5.775000,4.481665,12495200 -2003-05-15,5.802500,5.965000,5.780000,5.962500,4.627174,22538000 -2003-05-16,5.962500,5.987500,5.847500,5.875000,4.559269,16937600 -2003-05-19,5.872500,5.875000,5.712500,5.727500,4.444802,18164400 -2003-05-20,5.777500,5.862500,5.707500,5.767500,4.475845,19579600 -2003-05-21,5.727500,5.842500,5.725000,5.760000,4.470024,11328800 -2003-05-22,5.787500,5.960000,5.760000,5.882500,4.565089,14975200 -2003-05-23,5.862500,5.910000,5.775000,5.857500,4.545690,9814000 -2003-05-27,5.795000,5.987500,5.770000,5.925000,4.598072,15002400 -2003-05-28,5.922500,6.012500,5.872500,5.907500,4.584491,12010000 -2003-05-29,5.945000,6.027500,5.840000,5.900000,4.578671,17483600 -2003-05-30,5.977500,6.207500,5.975000,6.167500,4.786263,31183600 -2003-06-02,6.140000,6.200000,6.025000,6.122500,4.751342,14069600 -2003-06-03,6.097500,6.250000,6.035000,6.105000,4.737760,9216400 -2003-06-04,6.100000,6.127500,6.032500,6.092500,4.728059,10575600 -2003-06-05,6.035000,6.187500,5.997500,6.160000,4.780442,13976800 -2003-06-06,6.230000,6.365000,6.075000,6.120000,4.749401,22151600 -2003-06-09,6.080000,6.137500,6.020000,6.082500,4.720300,9841600 -2003-06-10,6.157500,6.157500,6.030000,6.100000,4.733879,9023200 -2003-06-11,6.067500,6.105000,6.007500,6.085000,4.722238,11615600 -2003-06-12,6.090000,6.117500,5.995000,6.040000,4.687318,11724800 -2003-06-13,6.050000,6.065000,5.987500,5.995000,4.652395,12616800 -2003-06-16,5.997500,6.237500,5.997500,6.190000,4.803724,15990800 -2003-06-17,6.225000,6.225000,6.037500,6.112500,4.743579,15651200 -2003-06-18,6.100000,6.100000,5.997500,6.040000,4.687318,19877200 -2003-06-19,6.075000,6.100000,5.992500,6.042500,4.689256,9966400 -2003-06-20,6.122500,6.150000,5.987500,6.005000,4.660157,16018000 -2003-06-23,6.062500,6.095000,5.937500,6.020000,4.671796,10264000 -2003-06-24,6.062500,6.065000,5.987500,6.012500,4.665974,11271600 -2003-06-25,6.047500,6.092500,6.000000,6.022500,4.673738,13081200 -2003-06-26,6.085000,6.120000,5.992500,6.112500,4.743579,10687200 -2003-06-27,6.052500,6.195000,6.050000,6.137500,4.762980,13654000 -2003-06-30,6.040000,6.272500,6.032500,6.137500,4.762980,17823600 -2003-07-01,6.237500,6.420000,6.195000,6.332500,4.914310,30879600 -2003-07-02,6.502500,6.775000,6.465000,6.742500,5.232490,51633200 -2003-07-03,6.600000,6.820000,6.600000,6.667500,5.174287,11669200 -2003-07-07,6.745000,6.835000,6.687500,6.820000,5.292633,14672400 -2003-07-08,6.775000,6.860000,6.672500,6.830000,5.300394,14286400 -2003-07-09,6.792500,6.825000,6.725000,6.782500,5.263531,10226000 -2003-07-10,6.712500,6.780000,6.560000,6.667500,5.174287,12709200 -2003-07-11,6.680000,6.750000,6.632500,6.712500,5.209208,7801200 -2003-07-14,6.755000,6.872500,6.687500,6.707500,5.205328,12926800 -2003-07-15,6.775000,6.820000,6.595000,6.620000,5.137424,12966400 -2003-07-16,6.625000,6.755000,6.597500,6.730000,5.222789,13539600 -2003-07-17,6.672500,6.740000,6.562500,6.582500,5.108323,11482800 -2003-07-18,6.650000,6.700000,6.525000,6.660000,5.168464,11968000 -2003-07-21,6.587500,6.682500,6.525000,6.675000,5.180106,12759200 -2003-07-22,6.632500,6.862500,6.580000,6.722500,5.216968,15056400 -2003-07-23,6.702500,6.747500,6.600000,6.710000,5.207269,9578800 -2003-07-24,6.807500,6.812500,6.587500,6.597500,5.119963,15178800 -2003-07-25,6.507500,6.707500,6.472500,6.675000,5.180106,13829600 -2003-07-28,6.707500,6.725000,6.577500,6.652500,5.162645,7939600 -2003-07-29,6.685000,6.712500,6.517500,6.595000,5.118021,11913200 -2003-07-30,6.697500,6.830000,6.640000,6.717500,5.213090,11393600 -2003-07-31,6.760000,6.942500,6.710000,6.832500,5.302333,22350800 -2003-08-01,6.850000,6.880000,6.717500,6.777500,5.259651,14365200 -2003-08-04,6.750000,6.852500,6.562500,6.737500,5.228610,13316000 -2003-08-05,6.767500,6.787500,6.560000,6.575000,5.102501,14073600 -2003-08-06,6.560000,6.687500,6.505000,6.532500,5.069520,11622800 -2003-08-07,6.525000,6.625000,6.500000,6.530000,5.067578,9404400 -2003-08-08,6.507500,6.632500,6.500000,6.545000,5.079221,8464800 -2003-08-11,6.522500,6.677500,6.512500,6.602500,5.123844,8713200 -2003-08-12,6.577500,6.677500,6.562500,6.662500,5.170405,5837600 -2003-08-13,6.680000,6.702500,6.600000,6.627500,5.143242,7985200 -2003-08-14,6.640000,6.785000,6.575000,6.737500,5.228610,9196800 -2003-08-15,6.732500,6.825000,6.672500,6.722500,5.216968,4130800 -2003-08-18,6.757500,6.817500,6.732500,6.807500,5.282932,6717600 -2003-08-19,6.850000,6.857500,6.702500,6.757500,5.244129,7496000 -2003-08-20,6.755000,6.800000,6.720000,6.782500,5.263531,7111600 -2003-08-21,6.800000,6.817500,6.710000,6.782500,5.263531,6555200 -2003-08-22,6.815000,6.860000,6.675000,6.700000,5.199507,9133200 -2003-08-25,6.635000,6.797500,6.630000,6.795000,5.273231,6558400 -2003-08-26,6.750000,6.790000,6.625000,6.775000,5.257712,10353200 -2003-08-27,6.755000,6.812500,6.712500,6.780000,5.261591,6354400 -2003-08-28,6.825000,6.945000,6.757500,6.910000,5.362475,11426400 -2003-08-29,7.012500,7.132500,6.927500,7.097500,5.507983,17445600 -2003-09-02,7.022500,7.212500,7.015000,7.187500,5.577829,14224400 -2003-09-03,7.237500,7.345000,7.125000,7.240000,5.618572,14455200 -2003-09-04,7.205000,7.325000,7.182500,7.297500,5.663194,13058000 -2003-09-05,7.240000,7.290000,7.142500,7.202500,5.589470,12684000 -2003-09-08,7.180000,7.372500,7.177500,7.247500,5.624392,17984000 -2003-09-09,7.235000,7.280000,7.197500,7.220000,5.603051,12538000 -2003-09-10,7.187500,7.260000,7.115000,7.130000,5.533207,14624800 -2003-09-11,7.132500,7.347500,7.130000,7.262500,5.636032,14888800 -2003-09-12,7.225000,7.305000,7.207500,7.290000,5.657372,7808800 -2003-09-15,7.292500,7.292500,7.210000,7.217500,5.601111,9692000 -2003-09-16,7.230000,7.377500,7.230000,7.352500,5.705877,10240800 -2003-09-17,7.347500,7.367500,7.237500,7.277500,5.647674,10026400 -2003-09-18,7.267500,7.432500,7.212500,7.395000,5.738858,13526400 -2003-09-19,7.377500,7.497500,7.242500,7.297500,5.663194,13060400 -2003-09-22,7.247500,7.295000,7.172500,7.270000,5.641853,8883200 -2003-09-23,7.252500,7.612500,7.225000,7.547500,5.857205,32538000 -2003-09-24,7.510000,7.737500,7.457500,7.525000,5.839745,22739600 -2003-09-25,7.535000,7.545000,7.455000,7.495000,5.816463,20618000 -2003-09-26,7.440000,7.470000,7.337500,7.392500,5.736921,16165600 -2003-09-29,7.430000,7.430000,7.210000,7.310000,5.672894,18373200 -2003-09-30,7.245000,7.267500,7.137500,7.200000,5.587530,16429600 -2003-10-01,7.260000,7.357500,7.200000,7.325000,5.684536,12728400 -2003-10-02,7.310000,7.417500,7.275000,7.357500,5.709757,11588400 -2003-10-03,7.572500,7.697500,7.500000,7.555000,5.863027,15749200 -2003-10-06,7.540000,7.540000,7.450000,7.510000,5.828104,8676800 -2003-10-07,7.512500,7.572500,7.487500,7.572500,5.876608,9682800 -2003-10-08,7.575000,7.580000,7.475000,7.477500,5.802883,9304800 -2003-10-09,7.585000,7.720000,7.500000,7.552500,5.861086,11630400 -2003-10-10,7.532500,7.612500,7.487500,7.547500,5.857205,5018400 -2003-10-13,7.575000,7.670000,7.525000,7.597500,5.896008,5847200 -2003-10-14,7.587500,7.610000,7.542500,7.590000,5.890187,4781600 -2003-10-15,7.572500,7.650000,7.515000,7.562500,5.868846,10294000 -2003-10-16,7.537500,7.642500,7.500000,7.610000,5.905709,8472000 -2003-10-17,7.617500,7.647500,7.482500,7.515000,5.831984,7982400 -2003-10-20,7.475000,7.585000,7.455000,7.547500,5.857205,8774000 -2003-10-21,7.500000,7.562500,7.465000,7.497500,5.818404,7459200 -2003-10-22,7.487500,7.517500,7.397500,7.480000,5.804823,8767200 -2003-10-23,7.470000,7.595000,7.460000,7.505000,5.824225,8110800 -2003-10-24,7.480000,7.587500,7.405000,7.570000,5.874668,8995600 -2003-10-27,7.610000,7.622500,7.475000,7.502500,5.822284,6582000 -2003-10-28,7.562500,7.772500,7.512500,7.750000,6.014355,13023600 -2003-10-29,7.770000,7.867500,7.725000,7.775000,6.033756,17682400 -2003-10-30,7.945000,8.000000,7.827500,7.860000,6.099720,14229600 -2003-10-31,7.885000,7.975000,7.852500,7.900000,6.130762,9004000 -2003-11-03,7.840000,7.997500,7.840000,7.927500,6.152104,10599600 -2003-11-04,7.877500,7.987500,7.860000,7.892500,6.124942,9435600 -2003-11-05,7.882500,8.067500,7.830000,8.032500,6.233589,10494000 -2003-11-06,8.057500,8.147500,7.980000,8.130000,6.309252,12129600 -2003-11-07,8.125000,8.222500,8.090000,8.132500,6.311194,11366800 -2003-11-10,8.100000,8.180000,8.000000,8.020000,6.223888,6800000 -2003-11-11,8.000000,8.062500,7.950000,7.997500,6.206426,5882800 -2003-11-12,8.022500,8.162500,7.982500,8.147500,6.322834,7990000 -2003-11-13,8.115000,8.262500,8.065000,8.250000,6.402379,17296400 -2003-11-14,8.125000,8.147500,7.982500,8.017500,6.221947,19805600 -2003-11-17,8.060000,8.120000,7.810000,7.927500,6.152104,14192800 -2003-11-18,7.970000,8.000000,7.715000,7.742500,6.008534,13925200 -2003-11-19,7.730000,7.827500,7.500000,7.675000,5.956154,16144800 -2003-11-20,7.605000,7.677500,7.517500,7.615000,5.909589,12761200 -2003-11-21,7.872500,7.872500,7.525000,7.627500,5.919288,10103200 -2003-11-24,7.657500,7.835000,7.607500,7.775000,6.033756,10465600 -2003-11-25,7.835000,7.937500,7.690000,7.877500,6.113301,12434400 -2003-11-26,8.050000,8.100000,7.915000,8.020000,6.223888,11065200 -2003-11-28,8.005000,8.102500,8.000000,8.042500,6.241348,4116000 -2003-12-01,8.020000,8.187500,8.002500,8.107500,6.291792,8526800 -2003-12-02,8.095000,8.102500,8.000000,8.012500,6.218068,11102800 -2003-12-03,7.990000,8.175000,7.950000,7.987500,6.198665,13196000 -2003-12-04,7.950000,8.040000,7.875000,8.002500,6.210305,9282000 -2003-12-05,7.957500,8.040000,7.917500,7.960000,6.177326,10566400 -2003-12-08,7.955000,8.087500,7.930000,8.080000,6.270452,7366000 -2003-12-09,8.122500,8.137500,7.915000,7.915000,6.142404,8118000 -2003-12-10,7.940000,7.975000,7.870000,7.927500,6.152104,6943600 -2003-12-11,7.912500,8.112500,7.882500,8.047500,6.245228,8705200 -2003-12-12,8.092500,8.092500,7.895000,7.932500,6.155984,8023200 -2003-12-15,8.015000,8.100000,7.862500,7.880000,6.115242,11149600 -2003-12-16,7.877500,8.047500,7.855000,8.000000,6.208366,12144800 -2003-12-17,8.015000,8.042500,7.875000,7.942500,6.163743,7589200 -2003-12-18,7.925000,8.095000,7.920000,8.082500,6.272391,9569200 -2003-12-19,8.115000,8.145000,7.935000,8.022500,6.225830,13598000 -2003-12-22,8.050000,8.052500,7.870000,8.000000,6.208366,12641600 -2003-12-23,8.000000,8.082500,7.927500,8.020000,6.223888,9868000 -2003-12-24,8.050000,8.052500,7.937500,7.962500,6.179265,3276400 -2003-12-26,7.980000,8.015000,7.932500,7.985000,6.196724,2407200 -2003-12-29,8.015000,8.122500,7.975000,8.075000,6.266571,6926000 -2003-12-30,8.092500,8.237500,8.050000,8.177500,6.346116,8840000 -2003-12-31,8.250000,8.357500,8.202500,8.290000,6.433420,11532000 -2004-01-02,8.362500,8.410000,8.225000,8.227500,6.384917,13181200 -2004-01-05,8.262500,8.372500,8.232500,8.352500,6.481923,13903600 -2004-01-06,8.605000,8.625000,8.412500,8.455000,6.561467,19274000 -2004-01-07,8.415000,8.500000,8.345000,8.420000,6.534307,9690400 -2004-01-08,8.257500,8.397500,8.250000,8.345000,6.476103,13144000 -2004-01-09,8.300000,8.397500,8.272500,8.275000,6.421777,10259600 -2004-01-12,8.247500,8.357500,8.237500,8.340000,6.472221,8904400 -2004-01-13,8.330000,8.340000,8.240000,8.277500,6.423720,9841600 -2004-01-14,8.300000,8.462500,8.275000,8.407500,6.524608,9261600 -2004-01-15,8.405000,8.575000,8.330000,8.485000,6.584749,13252000 -2004-01-16,8.477500,8.665000,8.477500,8.640000,6.705038,12955600 -2004-01-20,8.612500,8.750000,8.575000,8.707500,6.757419,13680000 -2004-01-21,8.685000,8.825000,8.650000,8.750000,6.790402,10830000 -2004-01-22,8.850000,9.050000,8.830000,8.932500,6.932029,20161600 -2004-01-23,8.997500,9.032500,8.920000,8.970000,6.961132,10698800 -2004-01-26,8.927500,9.085000,8.847500,9.085000,7.050377,11152800 -2004-01-27,9.062500,9.112500,8.900000,8.920000,6.922330,14644800 -2004-01-28,8.990000,9.050000,8.817500,8.865000,6.879646,18117200 -2004-01-29,8.992500,9.167500,8.932500,9.120000,7.077538,17563200 -2004-01-30,9.100000,9.202500,9.002500,9.152500,7.102760,19098400 -2004-02-02,9.205000,9.225000,9.002500,9.057500,7.029034,12578000 -2004-02-03,9.025000,9.180000,9.000000,9.117500,7.075596,9709200 -2004-02-04,9.107500,9.250000,9.050000,9.215000,7.151265,12829200 -2004-02-05,9.187500,9.285000,9.155000,9.190000,7.131864,10595600 -2004-02-06,9.177500,9.327500,9.175000,9.312500,7.226929,10039200 -2004-02-09,9.270000,9.337500,9.197500,9.207500,7.145442,7564000 -2004-02-10,9.187500,9.280000,9.162500,9.230000,7.162905,8984400 -2004-02-11,9.210000,9.350000,9.167500,9.342500,7.250210,9246800 -2004-02-12,9.317500,9.325000,9.205000,9.245000,7.174544,8623600 -2004-02-13,9.205000,9.302500,9.110000,9.175000,7.120220,13490400 -2004-02-17,9.125000,9.785000,9.122500,9.687500,7.517942,29023200 -2004-02-18,9.585000,9.630000,9.405000,9.495000,7.368557,13220800 -2004-02-19,9.545000,9.645000,9.472500,9.512500,7.382136,13382400 -2004-02-20,9.570000,9.620000,9.415000,9.442500,7.327815,12104400 -2004-02-23,9.412500,9.577500,9.362500,9.447500,7.331691,12122800 -2004-02-24,9.480000,9.790000,9.470000,9.715000,7.539285,19298400 -2004-02-25,9.817500,9.920000,9.657500,9.737500,7.556746,17881200 -2004-02-26,9.282500,9.412500,9.187500,9.352500,7.257970,33430400 -2004-02-27,9.310000,9.487500,9.272500,9.350000,7.256029,17753600 -2004-03-01,9.472500,9.490000,9.305000,9.457500,7.339454,13156000 -2004-03-02,9.450000,9.462500,9.302500,9.347500,7.254090,11044400 -2004-03-03,9.337500,9.500000,9.312500,9.452500,7.335575,12037600 -2004-03-04,9.407500,9.575000,9.387500,9.482500,7.358855,7395200 -2004-03-05,9.465000,9.685000,9.417500,9.505000,7.376315,14230800 -2004-03-08,9.477500,9.585000,9.342500,9.365000,7.267669,14322400 -2004-03-09,9.347500,9.475000,9.307500,9.382500,7.281248,11234000 -2004-03-10,9.475000,9.587500,9.372500,9.457500,7.339454,16786800 -2004-03-11,9.395000,9.550000,9.387500,9.407500,7.300650,11380800 -2004-03-12,9.427500,9.497500,9.340000,9.400000,7.294830,12715600 -2004-03-15,9.352500,9.450000,9.240000,9.255000,7.182303,15135600 -2004-03-16,9.347500,9.410000,9.287500,9.345000,7.252149,11246000 -2004-03-17,9.410000,9.417500,9.317500,9.340000,7.248270,9808800 -2004-03-18,9.362500,9.362500,9.220000,9.265000,7.190066,12157600 -2004-03-19,9.210000,9.297500,9.182500,9.197500,7.137681,14674400 -2004-03-22,9.127500,9.320000,9.127500,9.300000,7.217230,17811200 -2004-03-23,9.307500,9.337500,9.167500,9.200000,7.139621,15044400 -2004-03-24,9.207500,9.352500,9.167500,9.245000,7.174544,16306000 -2004-03-25,9.272500,9.350000,9.197500,9.322500,7.234686,9903200 -2004-03-26,9.285000,9.332500,9.200000,9.205000,7.143502,10619200 -2004-03-29,9.247500,9.447500,9.220000,9.417500,7.308411,9957200 -2004-03-30,9.412500,9.527500,9.320000,9.507500,7.378254,11953600 -2004-03-31,9.572500,9.585000,9.417500,9.467500,7.347212,9425600 -2004-04-01,9.535000,9.595000,9.415000,9.557500,7.417058,13455200 -2004-04-02,9.670000,9.905000,9.617500,9.825000,7.624649,14040000 -2004-04-05,9.857500,9.925000,9.750000,9.925000,7.702256,8706000 -2004-04-06,9.782500,9.977500,9.782500,9.925000,7.702256,10446800 -2004-04-07,9.935000,9.947500,9.757500,9.807500,7.611066,14182000 -2004-04-08,9.762500,9.862500,9.702500,9.785000,7.593607,9746800 -2004-04-12,9.820000,9.855000,9.742500,9.800000,7.605250,7401600 -2004-04-13,9.857500,9.867500,9.592500,9.620000,7.465561,9633200 -2004-04-14,9.565000,9.625000,9.475000,9.560000,7.419001,11580000 -2004-04-15,9.605000,9.605000,9.472500,9.515000,7.384077,10090000 -2004-04-16,9.585000,9.585000,9.435000,9.460000,7.341392,15652400 -2004-04-19,9.475000,9.550000,9.435000,9.522500,7.389894,8268000 -2004-04-20,9.552500,9.647500,9.305000,9.307500,7.223047,10639200 -2004-04-21,9.390000,9.402500,9.185000,9.307500,7.223047,12259600 -2004-04-22,9.525000,9.875000,9.500000,9.765000,7.578089,21610000 -2004-04-23,9.792500,9.842500,9.675000,9.795000,7.601375,10364800 -2004-04-26,9.865000,9.867500,9.640000,9.750000,7.566445,8474800 -2004-04-27,9.810000,9.975000,9.757500,9.817500,7.618830,12244800 -2004-04-28,9.845000,9.875000,9.672500,9.735000,7.554810,9319600 -2004-04-29,9.795000,9.930000,9.675000,9.777500,7.587789,11548400 -2004-04-30,9.807500,9.905000,9.700000,9.730000,7.550926,10630800 -2004-05-03,9.705000,9.840000,9.625000,9.787500,7.595551,9848400 -2004-05-04,9.820000,9.987500,9.757500,9.900000,7.682854,14965600 -2004-05-05,9.925000,9.977500,9.847500,9.955000,7.725536,12306000 -2004-05-06,9.902500,9.957500,9.750000,9.857500,7.649873,10154800 -2004-05-07,9.750000,9.815000,9.515000,9.537500,7.401539,13808400 -2004-05-10,9.495000,9.537500,9.405000,9.492500,7.366613,13010800 -2004-05-11,9.465000,9.645000,9.435000,9.532500,7.397657,8941200 -2004-05-12,9.537500,9.537500,9.257500,9.442500,7.327815,15044400 -2004-05-13,9.405000,9.472500,9.312500,9.462500,7.343336,11935600 -2004-05-14,9.470000,9.632500,9.412500,9.510000,7.380196,8915600 -2004-05-17,9.450000,9.500000,9.375000,9.395000,7.290950,12256400 -2004-05-18,9.455000,9.470000,9.380000,9.402500,7.296769,6636800 -2004-05-19,9.477500,9.522500,9.335000,9.385000,7.283191,9579600 -2004-05-20,9.415000,9.645000,9.407500,9.617500,7.463620,15591600 -2004-05-21,9.657500,9.750000,9.587500,9.692500,7.521825,8080800 -2004-05-24,9.797500,9.807500,9.640000,9.690000,7.519886,7443600 -2004-05-25,9.705000,9.912500,9.630000,9.895000,7.678973,10683200 -2004-05-26,9.850000,9.947500,9.825000,9.917500,7.696431,7514800 -2004-05-27,10.045000,10.122500,9.947500,10.005000,7.764338,17056400 -2004-05-28,10.057500,10.300000,10.025000,10.150000,7.876868,17221600 -2004-06-01,10.175000,10.305000,10.155000,10.262500,7.964170,10714400 -2004-06-02,10.300000,10.427500,10.265000,10.355000,8.035955,12493200 -2004-06-03,10.362500,10.442500,10.287500,10.300000,7.993274,9206800 -2004-06-04,10.410000,10.452500,10.310000,10.340000,8.024313,12792000 -2004-06-07,10.387500,10.597500,10.367500,10.580000,8.210566,10358800 -2004-06-08,10.565000,10.792500,10.517500,10.772500,8.359953,15099600 -2004-06-09,10.710000,10.832500,10.637500,10.687500,8.293988,8870800 -2004-06-10,10.667500,10.802500,10.640000,10.657500,8.270709,7701200 -2004-06-14,10.645000,10.660000,10.317500,10.495000,8.144603,13168800 -2004-06-15,10.560000,10.717500,10.425000,10.695000,8.299807,14384800 -2004-06-16,10.695000,10.737500,10.562500,10.730000,8.326972,8901600 -2004-06-17,10.720000,10.800000,10.662500,10.765000,8.354137,8335600 -2004-06-18,10.675000,11.050000,10.672500,10.925000,8.478300,13946000 -2004-06-21,10.935000,11.062500,10.887500,10.940000,8.489943,10815600 -2004-06-22,10.945000,10.972500,10.732500,10.950000,8.497699,11558800 -2004-06-23,10.972500,11.062500,10.887500,11.045000,8.571424,9865600 -2004-06-24,11.035000,11.100000,10.867500,10.907500,8.464721,13694000 -2004-06-25,10.925000,10.960000,10.612500,10.800000,8.381294,18373200 -2004-06-28,10.840000,10.900000,10.770000,10.817500,8.394876,12004000 -2004-06-29,10.865000,10.935000,10.757500,10.802500,8.383234,9716000 -2004-06-30,10.805000,10.942500,10.700000,10.872500,8.437560,11622800 -2004-07-01,11.162500,11.275000,11.005000,11.155000,8.656790,18094000 -2004-07-02,11.220000,11.452500,11.152500,11.385000,8.835280,15961200 -2004-07-06,11.455000,11.597500,11.342500,11.352500,8.810060,14341600 -2004-07-07,11.405000,11.565000,11.377500,11.535000,8.951691,14059200 -2004-07-08,11.582500,11.590000,11.270000,11.287500,8.759618,12580400 -2004-07-09,11.347500,11.470000,11.275000,11.415000,8.858563,10203600 -2004-07-12,11.377500,11.492500,11.282500,11.402500,8.848865,9242000 -2004-07-13,11.445000,11.495000,11.372500,11.450000,8.885724,8066400 -2004-07-14,11.450000,11.650000,11.417500,11.490000,8.916768,15493600 -2004-07-15,11.507500,11.545000,11.400000,11.505000,8.928406,12008400 -2004-07-16,11.607500,11.612500,11.452500,11.542500,8.957509,16261200 -2004-07-19,11.620000,11.792500,11.562500,11.642500,9.035112,17891200 -2004-07-20,11.665000,11.680000,11.455000,11.607500,9.007950,18898000 -2004-07-21,11.622500,11.637500,11.355000,11.410000,8.854685,17652800 -2004-07-22,11.652500,11.967500,11.440000,11.940000,9.265989,24379200 -2004-07-23,11.935000,11.947500,11.687500,11.765000,9.130178,14237600 -2004-07-26,11.802500,11.905000,11.577500,11.682500,9.066156,13546400 -2004-07-27,11.762500,12.002500,11.707500,11.942500,9.267927,13589200 -2004-07-28,11.885000,12.022500,11.750000,11.970000,9.289268,13976000 -2004-07-29,12.090000,12.100000,11.627500,11.882500,9.221365,16312000 -2004-07-30,11.800000,11.885000,11.697500,11.747500,9.116600,11306400 -2004-08-02,11.717500,11.782500,11.540000,11.617500,9.015715,16205200 -2004-08-03,11.550000,11.680000,11.400000,11.462500,8.895427,17194800 -2004-08-04,11.417500,11.505000,11.282500,11.357500,8.813941,16024400 -2004-08-05,11.375000,11.547500,11.282500,11.322500,8.786779,10541200 -2004-08-06,11.255000,11.287500,10.885000,10.920000,8.474421,21988800 -2004-08-09,10.932500,11.115000,10.932500,10.990000,8.528747,10696400 -2004-08-10,11.067500,11.272500,11.050000,11.270000,8.746039,12002800 -2004-08-11,11.175000,11.225000,11.107500,11.150000,8.652908,9651600 -2004-08-12,11.077500,11.162500,10.887500,10.932500,8.484118,14435200 -2004-08-13,10.947500,11.017500,10.762500,10.797500,8.379350,12441200 -2004-08-16,10.712500,11.045000,10.635000,10.895000,8.455017,11809600 -2004-08-17,10.945000,11.090000,10.875000,10.925000,8.478300,9483200 -2004-08-18,10.937500,11.125000,10.875000,11.122500,8.631569,11963200 -2004-08-19,11.117500,11.285000,11.112500,11.162500,8.662610,13857200 -2004-08-20,11.190000,11.285000,11.125000,11.260000,8.738277,8058800 -2004-08-23,11.317500,11.325000,11.185000,11.247500,8.728573,10011600 -2004-08-24,11.267500,11.440000,11.250000,11.415000,8.858563,10439200 -2004-08-25,11.367500,11.517500,11.250000,11.510000,8.932288,11550400 -2004-08-26,10.860000,10.950000,10.512500,10.767500,8.356075,56257200 -2004-08-27,10.782500,10.872500,10.630000,10.642500,8.259072,18594400 -2004-08-30,10.650000,10.850000,10.630000,10.690000,8.295926,12330800 -2004-08-31,10.737500,10.812500,10.662500,10.810000,8.389056,10968800 -2004-09-01,10.747500,10.850000,10.697500,10.807500,8.387113,10862800 -2004-09-02,10.840000,11.125000,10.835000,11.100000,8.614110,10046400 -2004-09-03,11.125000,11.222500,11.037500,11.090000,8.606351,9805200 -2004-09-07,11.170000,11.210000,11.007500,11.095000,8.610229,10348800 -2004-09-08,11.027500,11.200000,11.025000,11.080000,8.598587,8508800 -2004-09-09,11.145000,11.202500,11.032500,11.155000,8.656790,9120800 -2004-09-10,11.150000,11.232500,11.080000,11.215000,8.703356,6140800 -2004-09-13,11.240000,11.310000,11.157500,11.257500,8.736339,12973200 -2004-09-14,11.287500,11.492500,11.235000,11.492500,8.918707,10364400 -2004-09-15,11.555000,11.562500,11.320000,11.355000,8.812001,10092000 -2004-09-16,11.405000,11.435000,11.332500,11.405000,8.850804,5194000 -2004-09-17,11.457500,11.572500,11.417500,11.512500,8.934228,8795600 -2004-09-20,11.457500,11.492500,11.292500,11.400000,8.846919,8164400 -2004-09-21,11.377500,11.487500,11.300000,11.432500,8.872145,8970000 -2004-09-22,11.350000,11.355000,11.050000,11.192500,8.685890,15573200 -2004-09-23,11.187500,11.295000,11.167500,11.167500,8.666492,7921200 -2004-09-24,11.172500,11.385000,11.087500,11.260000,8.738277,10689600 -2004-09-27,11.212500,11.252500,11.045000,11.095000,8.610229,13718000 -2004-09-28,11.157500,11.177500,11.080000,11.145000,8.649031,8131600 -2004-09-29,11.150000,11.377500,11.092500,11.375000,8.827519,9474000 -2004-09-30,11.312500,11.402500,11.250000,11.365000,8.819762,12315600 -2004-10-01,11.492500,11.805000,11.322500,11.805000,9.161220,19900400 -2004-10-04,11.870000,11.887500,11.687500,11.762500,9.128238,14047600 -2004-10-05,11.775000,11.907500,11.707500,11.857500,9.201966,8513600 -2004-10-06,11.837500,12.000000,11.782500,11.995000,9.308674,13413600 -2004-10-07,11.552500,11.850000,11.515000,11.772500,9.136000,23275200 -2004-10-08,11.920000,12.167500,11.812500,11.847500,9.194199,16388400 -2004-10-11,11.895000,12.000000,11.847500,11.952500,9.275687,5556800 -2004-10-12,11.942500,12.042500,11.847500,12.010000,9.320313,8622400 -2004-10-13,12.010000,12.062500,11.767500,11.912500,9.244646,9872800 -2004-10-14,11.877500,12.055000,11.775000,11.947500,9.271810,14989600 -2004-10-15,12.042500,12.417500,11.967500,12.367500,9.597747,18374400 -2004-10-18,12.322500,12.600000,12.257500,12.575000,9.758776,16470000 -2004-10-19,12.572500,12.875000,12.450000,12.577500,9.760718,25040400 -2004-10-20,12.617500,12.685000,12.482500,12.565000,9.751017,12425200 -2004-10-21,12.577500,12.707500,12.350000,12.690000,9.848021,13634400 -2004-10-22,12.722500,12.840000,12.525000,12.535000,9.727738,9506800 -2004-10-25,12.537500,12.597500,12.390000,12.415000,9.634610,9935200 -2004-10-26,12.490000,12.660000,12.425000,12.627500,9.799519,12204800 -2004-10-27,12.577500,12.962500,12.552500,12.947500,10.047856,12871200 -2004-10-28,12.895000,13.212500,12.777500,13.212500,10.253506,12049600 -2004-10-29,13.145000,13.312500,13.112500,13.220000,10.259324,15049600 -2004-11-01,13.230000,13.400000,13.150000,13.325000,10.340811,10605200 -2004-11-02,13.295000,13.395000,13.237500,13.245000,10.278727,10987600 -2004-11-03,13.350000,13.455000,13.252500,13.370000,10.375732,14934800 -2004-11-04,13.437500,13.742500,13.325000,13.662500,10.602728,17352800 -2004-11-05,13.715000,13.772500,13.552500,13.627500,10.575564,10580800 -2004-11-08,13.725000,13.750000,13.535000,13.600000,10.554221,8412400 -2004-11-09,13.635000,13.825000,13.575000,13.705000,10.635709,9550000 -2004-11-10,13.850000,14.137500,13.792500,13.822500,10.726893,21623200 -2004-11-11,13.340000,13.935000,13.275000,13.860000,10.755993,31888000 -2004-11-12,13.850000,13.887500,13.722500,13.825000,10.728834,12041200 -2004-11-15,13.797500,13.860000,13.687500,13.790000,10.701671,10700400 -2004-11-16,13.665000,13.815000,13.637500,13.660000,10.600787,8790000 -2004-11-17,13.710000,13.937500,13.662500,13.897500,10.785096,10554000 -2004-11-18,13.867500,13.975000,13.795000,13.945000,10.821958,8528400 -2004-11-19,13.982500,14.117500,13.755000,13.802500,10.711372,8240000 -2004-11-22,14.147500,14.187500,13.750000,14.122500,10.959709,10499600 -2004-11-23,14.120000,14.215000,14.022500,14.102500,10.944181,10432400 -2004-11-24,14.172500,14.250000,14.120000,14.192500,11.014033,7651600 -2004-11-26,14.187500,14.250000,14.110000,14.150000,10.981050,2638800 -2004-11-29,14.177500,14.205000,13.910000,14.102500,10.944181,9873600 -2004-11-30,14.047500,14.162500,13.985000,14.065000,10.915086,9386800 -2004-12-01,14.082500,14.397500,14.072500,14.387500,11.165364,12479200 -2004-12-02,14.797500,14.830000,14.410000,14.662500,11.378771,20028800 -2004-12-03,14.667500,14.725000,14.467500,14.645000,11.365190,11111200 -2004-12-06,14.670000,14.730000,14.500000,14.685000,11.396233,7989200 -2004-12-07,14.772500,14.800000,14.315000,14.317500,11.111037,12484000 -2004-12-08,14.385000,14.617500,14.357500,14.552500,11.293406,12013600 -2004-12-09,14.440000,14.685000,14.350000,14.662500,11.378771,10495200 -2004-12-10,14.555000,14.610000,14.465000,14.515000,11.264306,9387600 -2004-12-13,14.640000,14.675000,14.517500,14.672500,11.386536,6844400 -2004-12-14,14.685000,14.722500,14.572500,14.680000,11.392349,10064400 -2004-12-15,14.722500,14.750000,14.577500,14.670000,11.384595,7800800 -2004-12-16,14.627500,14.727500,14.452500,14.510000,11.260425,8380400 -2004-12-17,14.617500,14.685000,14.472500,14.545000,11.287586,13771600 -2004-12-20,14.682500,14.767500,14.607500,14.687500,11.398174,9650000 -2004-12-21,14.762500,14.775000,14.602500,14.740000,11.438915,11063600 -2004-12-22,14.777500,15.325000,14.725000,15.285000,11.861858,22091600 -2004-12-23,15.247500,15.372500,15.155000,15.155000,11.760974,9399600 -2004-12-27,15.267500,15.387500,15.040000,15.350000,11.912308,11234000 -2004-12-28,15.437500,15.772500,15.412500,15.772500,12.240178,13123600 -2004-12-29,15.767500,16.025000,15.750000,15.967500,12.391514,11976400 -2004-12-30,16.037500,16.065001,15.660000,15.660000,12.152874,11190800 -2004-12-31,15.740000,15.762500,15.495000,15.590000,12.098557,11211600 -2005-01-03,15.822500,15.835000,15.142500,15.285000,11.861858,22233600 -2005-01-04,15.422500,15.585000,15.227500,15.275000,11.854101,15898800 -2005-01-05,15.252500,15.550000,15.155000,15.400000,11.951105,17782800 -2005-01-06,14.897500,15.042500,14.525000,14.935000,11.590244,39010400 -2005-01-07,15.000000,15.112500,14.762500,14.917500,11.576668,13331600 -2005-01-10,14.842500,14.900000,14.400000,14.457500,11.219684,25521200 -2005-01-11,14.312500,14.415000,13.912500,14.347500,11.134315,31043200 -2005-01-12,14.347500,14.507500,14.052500,14.255000,11.062535,17901600 -2005-01-13,14.105000,14.197500,13.785000,13.842500,10.742417,23740000 -2005-01-14,13.815000,14.227500,13.787500,14.052500,10.905384,21268800 -2005-01-18,14.120000,14.522500,14.012500,14.487500,11.242963,14832400 -2005-01-19,14.615000,14.710000,14.412500,14.437500,11.204165,15085600 -2005-01-20,14.465000,14.580000,14.115000,14.152500,10.982987,19412400 -2005-01-21,14.217500,14.237500,13.837500,13.920000,10.802560,19237600 -2005-01-24,13.890000,13.915000,13.102500,13.477500,10.459158,31173200 -2005-01-25,13.485000,13.787500,13.455000,13.500000,10.476618,20360800 -2005-01-26,13.512500,13.852500,13.467500,13.835000,10.736594,22027600 -2005-01-27,13.700000,13.800000,13.070000,13.257500,10.288426,53403600 -2005-01-28,13.322500,13.425000,13.025000,13.425000,10.418416,25232000 -2005-01-31,13.490000,13.562500,13.347500,13.500000,10.476618,18148000 -2005-02-01,13.540000,13.647500,13.437500,13.587500,10.544524,11965600 -2005-02-02,13.740000,13.745000,13.375000,13.500000,10.476618,12258400 -2005-02-03,12.602500,12.740000,12.285000,12.392500,9.617146,65583600 -2005-02-04,12.407500,12.702500,12.295000,12.665000,9.828621,22377200 -2005-02-07,12.767500,12.860000,12.577500,12.750000,9.894586,13668400 -2005-02-08,12.802500,12.925000,12.682500,12.892500,10.005173,14066400 -2005-02-09,12.897500,12.917500,12.587500,12.637500,9.807279,12164000 -2005-02-10,12.792500,12.812500,12.545000,12.545000,9.735497,14404000 -2005-02-11,12.420000,12.662500,12.302500,12.545000,9.735497,19920400 -2005-02-14,12.565000,12.595000,12.460000,12.462500,9.671471,11924000 -2005-02-15,12.497500,12.737500,12.387500,12.627500,9.799519,16346000 -2005-02-16,12.675000,12.712500,12.502500,12.597500,9.776238,13340400 -2005-02-17,12.555000,12.652500,12.437500,12.450000,9.661774,11322400 -2005-02-18,12.475000,12.535000,12.430000,12.482500,9.686989,9649600 -2005-02-22,12.380000,12.610000,12.377500,12.407500,9.628789,15416400 -2005-02-23,12.495000,12.627500,12.390000,12.475000,9.681171,11224000 -2005-02-24,12.472500,12.812500,12.437500,12.787500,9.923688,14700000 -2005-02-25,12.810000,12.907500,12.715000,12.792500,9.927567,11339200 -2005-02-28,12.797500,13.035000,12.770000,12.952500,10.051736,14593600 -2005-03-01,12.972500,13.177500,12.897500,13.145000,10.201121,13483200 -2005-03-02,13.207500,13.345000,13.067500,13.202500,10.245746,13469200 -2005-03-03,13.640000,13.687500,13.250000,13.397500,10.397076,23959200 -2005-03-04,13.582500,13.675000,13.482500,13.610000,10.561985,14966800 -2005-03-07,13.717500,13.897500,13.650000,13.787500,10.699734,11910400 -2005-03-08,13.825000,13.845000,13.450000,13.640000,10.585265,13934800 -2005-03-09,13.625000,13.750000,13.550000,13.640000,10.585265,12695200 -2005-03-10,13.612500,13.720000,13.312500,13.575000,10.534822,12373600 -2005-03-11,13.605000,13.632500,13.350000,13.375000,10.379610,9969200 -2005-03-14,13.457500,13.597500,13.402500,13.425000,10.418416,9470800 -2005-03-15,13.445000,13.530000,13.300000,13.335000,10.348574,10195600 -2005-03-16,13.280000,13.310000,12.937500,13.015000,10.100237,16874800 -2005-03-17,12.957500,13.192500,12.907500,13.035000,10.115757,8597200 -2005-03-18,13.002500,13.130000,12.932500,13.130000,10.189482,13063200 -2005-03-21,13.120000,13.137500,12.850000,13.042500,10.121576,7946400 -2005-03-22,13.055000,13.157500,12.915000,12.915000,10.022633,10657200 -2005-03-23,12.982500,13.020000,12.680000,12.860000,9.979950,14563200 -2005-03-24,12.905000,13.160000,12.800000,12.962500,10.059492,10137600 -2005-03-28,12.955000,13.217500,12.955000,13.045000,10.123521,9376000 -2005-03-29,13.000000,13.342500,12.977500,13.142500,10.199180,11196800 -2005-03-30,13.182500,13.260000,13.030000,13.202500,10.245746,8850400 -2005-03-31,13.230000,13.247500,12.912500,12.915000,10.022633,11595200 -2005-04-01,13.057500,13.057500,12.652500,12.815000,9.945030,15728400 -2005-04-04,12.760000,12.880000,12.705000,12.852500,9.974129,12372800 -2005-04-05,12.850000,12.992500,12.742500,12.935000,10.038157,9215600 -2005-04-06,13.000000,13.095000,12.930000,13.032500,10.113820,11433600 -2005-04-07,12.720000,12.747500,12.367500,12.625000,9.797578,37772800 -2005-04-08,12.625000,12.690000,12.147500,12.155000,9.432835,28602400 -2005-04-11,12.150000,12.187500,11.610000,11.877500,9.217484,38267600 -2005-04-12,11.787500,12.007500,11.705000,11.987500,9.302849,30865200 -2005-04-13,11.937500,12.012500,11.740000,11.777500,9.139882,19818000 -2005-04-14,11.770000,11.852500,11.670000,11.717500,9.093312,16619600 -2005-04-15,11.812500,12.095000,11.725000,11.835000,9.184505,26153600 -2005-04-18,11.797500,11.895000,11.605000,11.750000,9.118538,19468800 -2005-04-19,11.825000,11.837500,11.487500,11.555000,8.967213,18394800 -2005-04-20,11.487500,11.617500,11.145000,11.417500,8.860505,23174000 -2005-04-21,11.452500,11.625000,11.452500,11.602500,9.004071,12236000 -2005-04-22,11.592500,11.617500,11.350000,11.390000,8.839164,10021600 -2005-04-25,11.592500,11.975000,11.555000,11.862500,9.205842,20926000 -2005-04-26,11.875000,11.950000,11.652500,11.652500,9.042873,12108400 -2005-04-27,11.687500,11.805000,11.510000,11.602500,9.004071,14122800 -2005-04-28,12.117500,12.347500,12.095000,12.140000,9.421196,28439200 -2005-04-29,12.397500,12.457500,12.042500,12.380000,9.607448,19922000 -2005-05-02,12.475000,12.500000,12.300000,12.452500,9.663712,20024400 -2005-05-03,12.420000,12.555000,12.352500,12.502500,9.702513,14511200 -2005-05-04,12.512500,12.697500,12.450000,12.652500,9.818918,14493600 -2005-05-05,12.915000,13.112500,12.752500,13.060000,10.135156,24400000 -2005-05-06,13.197500,13.272500,13.062500,13.105000,10.170082,16468800 -2005-05-09,13.170000,13.175000,12.932500,13.057500,10.133219,11212000 -2005-05-10,12.995000,13.047500,12.907500,12.975000,10.069196,8826000 -2005-05-11,13.025000,13.250000,12.965000,13.237500,10.272909,11774400 -2005-05-12,13.222500,13.312500,13.117500,13.287500,10.311708,13504000 -2005-05-13,13.325000,13.502500,13.220000,13.500000,10.476618,16146400 -2005-05-16,13.510000,13.527500,13.325000,13.447500,10.435878,8942400 -2005-05-17,13.425000,13.520000,13.262500,13.512500,10.486321,9962000 -2005-05-18,13.525000,13.800000,13.460000,13.762500,10.680332,13239200 -2005-05-19,13.672500,13.790000,13.642500,13.770000,10.686152,9074400 -2005-05-20,13.692500,13.827500,13.680000,13.747500,10.668690,11555600 -2005-05-23,13.737500,13.835000,13.670000,13.730000,10.655109,9540400 -2005-05-24,13.637500,13.762500,13.587500,13.695000,10.627949,9657200 -2005-05-25,13.605000,13.752500,13.585000,13.750000,10.670630,8434800 -2005-05-26,13.832500,13.870000,13.715000,13.797500,10.707494,11200800 -2005-05-27,13.835000,13.930000,13.772500,13.907500,10.792863,7571600 -2005-05-31,13.852500,13.910000,13.682500,13.697500,10.629887,12595200 -2005-06-01,13.730000,13.995000,13.697500,13.737500,10.660930,13699600 -2005-06-02,13.742500,14.077500,13.625000,14.062500,10.913146,12664800 -2005-06-03,14.077500,14.187500,13.832500,13.865000,10.759880,10309200 -2005-06-06,13.875000,14.000000,13.855000,13.947500,10.823903,6601600 -2005-06-07,13.937500,14.225000,13.867500,13.877500,10.769577,11227200 -2005-06-08,13.912500,13.985000,13.750000,13.777500,10.691975,7252400 -2005-06-09,13.775000,13.970000,13.652500,13.825000,10.728834,10627200 -2005-06-10,13.805000,13.862500,13.562500,13.692500,10.626009,10593200 -2005-06-13,13.687500,13.845000,13.662500,13.827500,10.730775,9559200 -2005-06-14,13.787500,13.860000,13.722500,13.810000,10.717196,7521600 -2005-06-15,13.812500,13.867500,13.652500,13.827500,10.730775,11276800 -2005-06-16,13.792500,13.835000,13.670000,13.752500,10.672571,5512400 -2005-06-17,13.960000,13.960000,13.517500,13.637500,10.583323,22322800 -2005-06-20,13.605000,13.672500,13.437500,13.607500,10.560040,6108800 -2005-06-21,13.525000,13.597500,13.400000,13.467500,10.451397,8232000 -2005-06-22,13.562500,13.575000,13.370000,13.492500,10.470799,5788800 -2005-06-23,13.492500,13.600000,13.280000,13.300000,10.321409,9830400 -2005-06-24,13.300000,13.420000,13.105000,13.110000,10.173959,8698400 -2005-06-27,13.025000,13.100000,12.937500,12.990000,10.080837,9144400 -2005-06-28,13.025000,13.282500,12.880000,13.265000,10.294250,16504400 -2005-06-29,13.265000,13.270000,12.950000,13.042500,10.121576,11310800 -2005-06-30,13.005000,13.077500,12.882500,12.915000,10.022633,13650400 -2005-07-01,12.932500,12.972500,12.712500,12.762500,9.904285,9730000 -2005-07-05,12.890000,13.072500,12.752500,12.995000,10.084714,11245600 -2005-07-06,12.975000,13.025000,12.585000,12.645000,9.813098,17888000 -2005-07-07,12.450000,12.587500,12.320000,12.547500,9.737434,17037600 -2005-07-08,12.545000,12.982500,12.505000,12.945000,10.045914,15001600 -2005-07-11,13.000000,13.047500,12.880000,13.007500,10.094417,8274000 -2005-07-12,12.935000,13.010000,12.770000,12.990000,10.080837,7946000 -2005-07-13,12.945000,13.000000,12.875000,12.927500,10.032333,9456400 -2005-07-14,13.085000,13.135000,12.957500,13.115000,10.177840,10019600 -2005-07-15,13.172500,13.250000,13.125000,13.175000,10.224402,9960800 -2005-07-18,13.107500,13.127500,13.032500,13.087500,10.156497,7437600 -2005-07-19,13.052500,13.122500,12.850000,12.902500,10.012933,11724800 -2005-07-20,12.875000,13.055000,12.830000,13.007500,10.094417,10673600 -2005-07-21,12.962500,13.007500,12.750000,12.905000,10.014872,8303600 -2005-07-22,12.895000,13.007500,12.807500,12.830000,9.956668,9526000 -2005-07-25,12.752500,12.810000,12.540000,12.612500,9.787877,12894000 -2005-07-26,12.625000,12.687500,12.537500,12.597500,9.776238,12991200 -2005-07-27,12.597500,12.687500,12.475000,12.587500,9.768476,17695200 -2005-07-28,13.390000,13.597500,13.075000,13.170000,10.220524,51825600 -2005-07-29,13.267500,13.312500,13.135000,13.137500,10.195301,12990400 -2005-08-01,13.137500,13.192500,13.002500,13.047500,10.125455,11180800 -2005-08-02,13.010000,13.162500,12.995000,13.027500,10.109938,9830400 -2005-08-03,12.957500,13.055000,12.937500,12.975000,10.069196,10522000 -2005-08-04,12.987500,13.075000,12.720000,12.745000,9.890700,8155600 -2005-08-05,12.712500,12.770000,12.632500,12.635000,9.805337,5796000 -2005-08-08,12.597500,12.787500,12.597500,12.747500,9.892645,9387600 -2005-08-09,12.762500,12.960000,12.740000,12.942500,10.043975,12118400 -2005-08-10,13.000000,13.107500,12.832500,12.842500,9.966369,9333600 -2005-08-11,12.830000,13.162500,12.825000,13.095000,10.162319,12318400 -2005-08-12,12.925000,13.012500,12.890000,13.007500,10.094417,11346800 -2005-08-15,12.910000,13.107500,12.897500,13.060000,10.135156,6331200 -2005-08-16,13.037500,13.070000,12.772500,12.772500,9.912046,10056800 -2005-08-17,12.800000,12.912500,12.767500,12.832500,9.958607,5985600 -2005-08-18,12.750000,12.865000,12.745000,12.787500,9.923688,4876000 -2005-08-19,12.737500,12.882500,12.730000,12.775000,9.913984,5900400 -2005-08-22,12.780000,12.875000,12.560000,12.660000,9.824739,7386400 -2005-08-23,12.655000,12.687500,12.507500,12.560000,9.747137,8425600 -2005-08-24,12.512500,12.570000,12.342500,12.355000,9.588043,11365200 -2005-08-25,12.400000,12.455000,12.277500,12.357500,9.589986,9994400 -2005-08-26,12.300000,12.387500,12.212500,12.355000,9.588043,8712400 -2005-08-29,12.262500,12.357500,12.217500,12.302500,9.547301,6808400 -2005-08-30,12.250000,12.277500,12.032500,12.142500,9.423135,14566400 -2005-08-31,12.175000,12.282500,12.000000,12.257500,9.512383,16132800 -2005-09-01,12.450000,12.507500,12.162500,12.172500,9.446418,19624400 -2005-09-02,12.247500,12.267500,12.060000,12.075000,9.370750,7524800 -2005-09-06,12.087500,12.227500,12.057500,12.135000,9.417315,9410000 -2005-09-07,12.107500,12.157500,11.982500,12.067500,9.364935,12014800 -2005-09-08,12.012500,12.090000,11.895000,12.052500,9.353293,8261200 -2005-09-09,12.117500,12.137500,12.030000,12.097500,9.388213,7537600 -2005-09-12,12.052500,12.180000,12.052500,12.115000,9.401794,15035600 -2005-09-13,12.075000,12.117500,11.970000,11.990000,9.304790,13102000 -2005-09-14,11.992500,12.030000,11.767500,11.790000,9.149579,13180000 -2005-09-15,11.787500,11.867500,11.715000,11.822500,9.174802,10889200 -2005-09-16,11.815000,11.860000,11.725000,11.745000,9.114658,19209600 -2005-09-19,11.750000,11.810000,11.590000,11.630000,9.025412,10256400 -2005-09-20,11.625000,11.775000,11.502500,11.540000,8.955570,13312000 -2005-09-21,11.642500,11.775000,11.530000,11.667500,9.054512,16207600 -2005-09-22,11.742500,12.120000,11.742500,12.077500,9.372694,17485600 -2005-09-23,12.125000,12.240000,12.085000,12.135000,9.417315,10870000 -2005-09-26,12.250000,12.257500,12.065000,12.160000,9.436718,11099200 -2005-09-27,12.245000,12.280000,12.075000,12.137500,9.419262,8969600 -2005-09-28,12.210000,12.225000,11.972500,11.995000,9.308674,10545200 -2005-09-29,11.987500,12.287500,11.885000,12.282500,9.531780,16315600 -2005-09-30,12.342500,12.540000,12.207500,12.525000,9.719973,15360000 -2005-10-03,12.577500,12.620000,12.462500,12.600000,9.778176,12447200 -2005-10-04,12.617500,12.720000,12.600000,12.635000,9.805337,12366000 -2005-10-05,12.615000,12.647500,12.430000,12.452500,9.663712,13584000 -2005-10-06,12.875000,13.025000,12.767500,12.917500,10.024570,31441600 -2005-10-07,12.940000,12.957500,12.697500,12.760000,9.902348,11320800 -2005-10-10,12.755000,12.950000,12.575000,12.830000,9.956668,9828000 -2005-10-11,12.822500,12.910000,12.737500,12.785000,9.921746,8873600 -2005-10-12,12.750000,12.975000,12.625000,12.680000,9.840264,11514000 -2005-10-13,12.720000,13.287500,12.710000,13.225000,10.263207,21985200 -2005-10-14,13.197500,13.250000,13.117500,13.220000,10.259324,14046000 -2005-10-17,13.150000,13.327500,13.110000,13.272500,10.300070,8214000 -2005-10-18,13.192500,13.262500,13.070000,13.150000,10.205002,8403200 -2005-10-19,13.162500,13.685000,13.075000,13.685000,10.620188,18472000 -2005-10-20,13.645000,13.772500,13.447500,13.547500,10.513480,16716000 -2005-10-21,13.742500,13.812500,13.600000,13.752500,10.672571,15218400 -2005-10-24,13.835000,14.125000,13.750000,13.945000,10.821958,12607800 -2005-10-25,14.000000,14.050000,13.775000,13.945000,10.821958,11297000 -2005-10-26,14.010000,14.125000,13.775000,13.835000,10.736594,8237600 -2005-10-27,13.790000,13.950000,13.435000,13.435000,10.426181,9327600 -2005-10-28,13.565000,13.915000,13.560000,13.905000,10.790917,9345000 -2005-10-31,14.000000,14.245000,13.850000,14.140000,10.973292,15043200 -2005-11-01,14.150000,14.200000,14.035000,14.075000,10.922842,13858400 -2005-11-02,14.225000,14.520000,14.130000,14.415000,11.186703,13744200 -2005-11-03,14.545000,14.950000,14.420000,14.715000,11.419515,17615000 -2005-11-04,15.185000,15.290000,15.050000,15.180000,11.780375,13103000 -2005-11-07,15.370000,15.485000,15.115000,15.205000,11.799776,11982600 -2005-11-08,15.200000,15.250000,14.715000,14.750000,11.446677,14185000 -2005-11-09,14.750000,14.910000,14.720000,14.750000,11.446677,10166800 -2005-11-10,14.410000,14.990000,14.370000,14.985000,11.629045,15788200 -2005-11-11,15.040000,15.160000,14.985000,15.075000,11.698891,8672600 -2005-11-14,15.095000,15.250000,15.070000,15.155000,11.760974,6762400 -2005-11-15,15.340000,15.340000,14.980000,15.140000,11.749335,5711800 -2005-11-16,15.240000,15.290000,15.085000,15.210000,11.803659,6561600 -2005-11-17,15.380000,15.625000,15.255000,15.610000,12.114078,11739200 -2005-11-18,15.745000,15.810000,15.380000,15.490000,12.020949,14759200 -2005-11-21,15.610000,16.000000,15.605000,15.950000,12.377931,15397600 -2005-11-22,15.920000,15.990000,15.690000,15.775000,12.242122,11671200 -2005-11-23,15.800000,15.935000,15.735000,15.875000,12.319727,7876400 -2005-11-25,15.945000,16.000000,15.765000,15.850000,12.300326,3521000 -2005-11-28,15.825000,15.950000,15.550000,15.565000,12.079152,7764200 -2005-11-29,15.750000,15.765000,15.420000,15.420000,11.966628,10618200 -2005-11-30,15.450000,15.585000,15.225000,15.225000,11.815299,11195600 -2005-12-01,15.170000,15.680000,15.170000,15.570000,12.083030,13025000 -2005-12-02,15.970000,16.000000,15.775000,15.965000,12.389573,11792200 -2005-12-05,15.975000,16.030001,15.715000,15.980000,12.401213,8991000 -2005-12-06,15.910000,16.230000,15.875000,15.900000,12.339126,11079000 -2005-12-07,15.975000,15.995000,15.595000,15.670000,12.160638,8554200 -2005-12-08,15.680000,15.790000,15.340000,15.425000,11.970506,10588800 -2005-12-09,15.395000,15.570000,15.355000,15.555000,12.071392,6761600 -2005-12-12,15.690000,15.720000,15.295000,15.445000,11.986028,7148800 -2005-12-13,15.360000,15.785000,15.350000,15.750000,12.222724,7947400 -2005-12-14,15.735000,15.880000,15.660000,15.830000,12.284808,7249600 -2005-12-15,15.780000,16.160000,15.720000,15.810000,12.269283,7847800 -2005-12-16,15.765000,15.970000,15.575000,15.595000,12.102438,20327800 -2005-12-19,15.575000,15.865000,15.310000,15.325000,11.892900,7975000 -2005-12-20,15.350000,15.380000,15.050000,15.080000,11.702771,10747800 -2005-12-21,15.185000,15.375000,15.110000,15.265000,11.846344,8022400 -2005-12-22,15.305000,15.505000,15.275000,15.390000,11.943347,8196400 -2005-12-23,15.540000,15.555000,15.260000,15.280000,11.857981,3824400 -2005-12-27,15.320000,15.490000,15.195000,15.275000,11.854101,6047600 -2005-12-28,15.225000,15.425000,15.225000,15.280000,11.857981,4338800 -2005-12-29,15.275000,15.425000,15.225000,15.255000,11.838575,4098600 -2005-12-30,15.200000,15.240000,14.970000,15.005000,11.644568,6823200 -2006-01-03,15.285000,15.500000,14.950000,15.435000,11.978267,12794000 -2006-01-04,15.590000,15.860000,15.440000,15.835000,12.288691,12183400 -2006-01-05,15.850000,15.995000,15.695000,15.805000,12.265407,8028400 -2006-01-06,15.830000,15.875000,15.635000,15.810000,12.269283,9210000 -2006-01-09,15.855000,15.865000,15.595000,15.650000,12.145117,8418000 -2006-01-10,15.600000,15.640000,15.495000,15.510000,12.036474,7619000 -2006-01-11,15.450000,15.650000,15.375000,15.560000,12.075274,7054000 -2006-01-12,15.510000,15.615000,15.470000,15.480000,12.013189,6155600 -2006-01-13,15.570000,15.725000,15.485000,15.645000,12.141235,5969800 -2006-01-17,15.540000,15.745000,15.530000,15.570000,12.083030,7289800 -2006-01-18,15.505000,15.775000,15.490000,15.565000,12.079152,6810600 -2006-01-19,15.555000,15.790000,15.495000,15.675000,12.164516,6644200 -2006-01-20,15.720000,15.765000,15.090000,15.155000,11.760974,12924800 -2006-01-23,15.210000,15.375000,14.955000,15.120000,11.733814,6912000 -2006-01-24,15.120000,15.375000,15.100000,15.355000,11.916183,7601000 -2006-01-25,15.340000,15.380000,15.095000,15.180000,11.780375,7276600 -2006-01-26,15.415000,15.760000,15.250000,15.745000,12.218840,9298400 -2006-01-27,15.795000,16.155001,15.720000,15.975000,12.397330,9404600 -2006-01-30,16.045000,16.160000,15.860000,15.935000,12.366287,6701200 -2006-01-31,15.980000,16.014999,15.665000,15.850000,12.300326,9070200 -2006-02-01,15.640000,16.014999,15.570000,15.680000,12.168398,13563200 -2006-02-02,16.575001,17.424999,16.500000,17.200001,13.347985,41156200 -2006-02-03,17.100000,17.280001,16.815001,16.940001,13.146217,18720600 -2006-02-06,16.750000,17.254999,16.745001,17.245001,13.382911,12475000 -2006-02-07,17.200001,17.280001,17.025000,17.160000,13.316948,14700200 -2006-02-08,17.254999,17.500000,17.100000,17.360001,13.472153,12809800 -2006-02-09,17.555000,17.665001,17.360001,17.594999,13.654524,13998400 -2006-02-10,17.680000,17.815001,17.500000,17.750000,13.774814,10493600 -2006-02-13,17.180000,17.355000,17.035000,17.285000,13.413954,13833800 -2006-02-14,17.400000,17.455000,17.219999,17.334999,13.452754,11034600 -2006-02-15,17.355000,17.650000,17.035000,17.590000,13.650649,9871200 -2006-02-16,17.660000,17.924999,17.549999,17.924999,13.910623,10433400 -2006-02-17,17.780001,17.959999,17.684999,17.695000,13.732133,8056800 -2006-02-21,17.725000,18.025000,17.459999,17.629999,13.681687,8661800 -2006-02-22,17.700001,18.184999,17.680000,18.010000,13.976579,10431400 -2006-02-23,18.004999,18.434999,17.959999,18.084999,14.034791,10974400 -2006-02-24,18.150000,18.184999,17.790001,17.959999,13.937785,9034600 -2006-02-27,17.934999,18.389999,17.910000,18.350000,14.240440,8077800 -2006-02-28,18.270000,18.344999,17.969999,18.160000,14.092998,9875800 -2006-03-01,18.165001,18.309999,17.924999,18.139999,14.077474,8642600 -2006-03-02,18.080000,18.155001,17.660000,17.725000,13.755410,14728800 -2006-03-03,18.020000,18.215000,17.750000,17.790001,13.805855,11562000 -2006-03-06,17.834999,18.230000,17.600000,17.955000,13.933904,11609600 -2006-03-07,17.924999,18.120001,17.690001,17.775000,13.794213,8586400 -2006-03-08,17.959999,17.969999,17.395000,17.674999,13.716608,8145800 -2006-03-09,17.650000,17.820000,17.424999,17.459999,13.549760,7071400 -2006-03-10,17.575001,17.865000,17.365000,17.695000,13.732133,12333000 -2006-03-13,17.525000,17.760000,17.450001,17.514999,13.592442,7956600 -2006-03-14,17.504999,18.200001,17.415001,18.125000,14.065830,11344600 -2006-03-15,18.125000,18.309999,18.080000,18.254999,14.166718,9688800 -2006-03-16,18.305000,18.360001,18.049999,18.090000,14.038674,6637600 -2006-03-17,18.155001,18.549999,18.100000,18.305000,14.205521,16265000 -2006-03-20,18.395000,18.674999,18.365000,18.445000,14.314163,10075600 -2006-03-21,18.139999,18.684999,18.120001,18.139999,14.077474,9509200 -2006-03-22,18.170000,18.370001,18.084999,18.280001,14.186117,7431200 -2006-03-23,18.150000,18.245001,17.910000,18.065001,14.019268,7370200 -2006-03-24,18.139999,18.445000,18.070000,18.309999,14.209400,7344800 -2006-03-27,18.299999,18.459999,18.160000,18.295000,14.197760,8815800 -2006-03-28,18.370001,18.610001,18.165001,18.299999,14.201635,9723000 -2006-03-29,18.465000,18.885000,18.320000,18.764999,14.562496,12899800 -2006-03-30,18.815001,19.055000,18.600000,18.764999,14.562496,9633600 -2006-03-31,18.760000,18.965000,18.719999,18.815001,14.601300,8581200 -2006-04-03,18.990000,19.250000,18.875000,18.995001,14.740988,15231200 -2006-04-04,19.125000,19.240000,18.985001,19.165001,14.872919,9335000 -2006-04-05,19.145000,19.174999,18.625000,18.745001,14.546984,11467000 -2006-04-06,18.725000,18.940001,18.525000,18.725000,14.531459,9241400 -2006-04-07,19.250000,19.480000,18.875000,18.930000,14.690548,13841800 -2006-04-10,19.055000,19.125000,18.930000,18.985001,14.733227,5561200 -2006-04-11,19.125000,19.155001,18.745001,18.785000,14.578019,7913000 -2006-04-12,18.905001,19.055000,18.844999,19.004999,14.748751,5279600 -2006-04-13,19.094999,19.340000,18.950001,19.145000,14.857399,7647200 -2006-04-17,19.340000,19.344999,18.745001,18.930000,14.690548,9663600 -2006-04-18,19.105000,19.459999,18.990000,19.285000,14.966048,11339000 -2006-04-19,19.260000,19.600000,19.260000,19.440001,15.086328,9441400 -2006-04-20,19.540001,19.600000,19.400000,19.430000,15.078569,7424200 -2006-04-21,19.590000,19.750000,19.150000,19.350000,15.016489,11463400 -2006-04-24,19.495001,19.559999,19.250000,19.305000,14.981563,7589400 -2006-04-25,19.370001,19.450001,19.010000,19.080000,14.806949,9245000 -2006-04-26,19.135000,19.165001,18.745001,18.780001,14.574142,13706800 -2006-04-27,18.605000,18.775000,18.385000,18.480000,14.341327,19809800 -2006-04-28,18.600000,18.745001,18.495001,18.635000,14.461621,11122200 -2006-05-01,18.815001,18.990000,18.600000,18.625000,14.453858,18116400 -2006-05-02,18.770000,19.100000,18.559999,18.910000,14.675028,15464000 -2006-05-03,18.950001,18.965000,18.500000,18.674999,14.492657,16206800 -2006-05-04,18.645000,19.730000,18.500000,19.395000,15.051413,29507000 -2006-05-05,19.520000,19.940001,19.520000,19.815001,15.377351,14935800 -2006-05-08,19.690001,19.775000,19.615000,19.629999,15.233780,11372800 -2006-05-09,19.620001,19.660000,19.184999,19.225000,14.919483,12657200 -2006-05-10,19.219999,19.260000,19.000000,19.100000,14.822475,12813800 -2006-05-11,18.995001,19.055000,18.030001,18.270000,14.178355,23034400 -2006-05-12,18.254999,18.340000,17.735001,17.825001,13.833022,16773400 -2006-05-15,17.875000,18.170000,17.559999,18.150000,14.085228,13821600 -2006-05-16,18.190001,18.540001,18.090000,18.530001,14.380132,18617400 -2006-05-17,18.400000,18.440001,18.084999,18.205000,14.127917,13977800 -2006-05-18,18.225000,18.250000,17.965000,17.990000,13.961062,13366000 -2006-05-19,17.955000,18.275000,17.885000,18.165001,14.096870,21801600 -2006-05-22,18.379999,18.424999,17.940001,18.115000,14.058067,13304000 -2006-05-23,18.150000,18.275000,17.795000,17.795000,13.809732,9725200 -2006-05-24,17.629999,17.834999,17.299999,17.605000,13.662290,18717800 -2006-05-25,17.695000,17.959999,17.520000,17.719999,13.751537,12368400 -2006-05-26,17.820000,17.875000,17.605000,17.715000,13.747655,6509800 -2006-05-30,17.655001,17.700001,17.340000,17.465000,13.553637,10328400 -2006-05-31,17.465000,17.840000,17.440001,17.825001,13.833022,12488600 -2006-06-01,17.745001,18.150000,17.745001,18.105000,14.050308,17233200 -2006-06-02,18.100000,18.155001,17.775000,17.995001,13.964942,10264600 -2006-06-05,17.920000,18.090000,17.674999,17.690001,13.728250,10106400 -2006-06-06,17.750000,17.780001,17.455000,17.635000,13.685575,11539400 -2006-06-07,17.655001,17.995001,17.559999,17.855000,13.856297,11651800 -2006-06-08,17.750000,18.219999,17.625000,18.120001,14.061954,18912000 -2006-06-09,18.065001,18.245001,17.910000,17.945000,13.926145,10600400 -2006-06-12,17.950001,18.014999,17.690001,17.709999,13.743767,9612400 -2006-06-13,17.629999,17.875000,17.520000,17.575001,13.638999,14372800 -2006-06-14,17.540001,17.945000,17.465000,17.934999,13.918383,11754800 -2006-06-15,17.959999,18.440001,17.760000,18.395000,14.275363,10733600 -2006-06-16,18.295000,18.490000,18.174999,18.305000,14.205521,14733800 -2006-06-19,18.400000,18.400000,17.865000,17.980000,13.953306,9709400 -2006-06-20,17.934999,18.200001,17.844999,17.915001,13.902862,9469600 -2006-06-21,18.000000,18.415001,17.959999,18.209999,14.131796,9974400 -2006-06-22,18.250000,18.275000,17.895000,18.045000,14.003751,7422400 -2006-06-23,18.030001,18.510000,18.014999,18.250000,14.162836,10005800 -2006-06-26,18.344999,18.434999,18.150000,18.245001,14.158957,7389200 -2006-06-27,18.165001,18.290001,17.834999,17.870001,13.867940,10705400 -2006-06-28,17.889999,17.950001,17.709999,17.865000,13.864058,9061000 -2006-06-29,18.020000,19.000000,17.975000,18.985001,14.733227,17846400 -2006-06-30,18.990000,19.010000,18.834999,18.879999,14.651745,11482600 -2006-07-03,18.980000,19.165001,18.965000,19.010000,14.752630,3977200 -2006-07-05,18.889999,18.959999,18.530001,18.780001,14.574142,8698400 -2006-07-06,18.855000,19.000000,18.725000,18.940001,14.698308,8171000 -2006-07-07,17.959999,18.070000,17.549999,18.020000,13.984344,32448800 -2006-07-10,18.049999,18.120001,17.760000,17.815001,13.825264,11326600 -2006-07-11,17.735001,18.045000,17.555000,17.990000,13.961062,10976400 -2006-07-12,17.995001,17.995001,17.045000,17.215000,13.359632,23580800 -2006-07-13,17.135000,17.260000,16.799999,17.010000,13.200537,23867000 -2006-07-14,16.980000,17.014999,16.635000,16.830000,13.060854,16625000 -2006-07-17,16.730000,17.215000,16.549999,17.120001,13.285908,14206800 -2006-07-18,17.055000,17.190001,16.465000,16.700001,12.959967,26768000 -2006-07-19,16.825001,17.059999,16.625000,16.920000,13.130693,14262600 -2006-07-20,17.155001,17.209999,16.645000,16.705000,12.963846,14183400 -2006-07-21,16.570000,17.045000,16.530001,16.895000,13.111295,16665000 -2006-07-24,16.945000,17.375000,16.900000,17.355000,13.468273,13698400 -2006-07-25,17.254999,17.745001,17.245001,17.700001,13.736011,15972200 -2006-07-26,17.475000,17.540001,16.900000,17.010000,13.200537,23442200 -2006-07-27,17.075001,17.245001,16.725000,16.790001,13.029814,10711600 -2006-07-28,16.834999,17.219999,16.830000,17.014999,13.204425,11539000 -2006-07-31,16.965000,17.245001,16.830000,17.115000,13.282023,9322600 -2006-08-01,16.995001,16.995001,16.200001,16.480000,12.789236,27140400 -2006-08-02,16.375000,16.855000,16.375000,16.650000,12.921159,38096200 -2006-08-03,14.545000,15.770000,14.360000,15.320000,11.889019,114960000 -2006-08-04,15.570000,15.605000,15.140000,15.305000,11.877382,31925600 -2006-08-07,15.250000,15.605000,15.230000,15.400000,11.951105,26483200 -2006-08-08,15.545000,15.560000,15.115000,15.170000,11.772616,17683400 -2006-08-09,15.295000,15.340000,14.685000,14.775000,11.466075,32056000 -2006-08-10,14.750000,15.035000,14.685000,14.980000,11.625168,26931200 -2006-08-11,14.925000,14.975000,14.785000,14.950000,11.601884,16196200 -2006-08-14,15.125000,15.165000,14.935000,14.980000,11.625168,14702600 -2006-08-15,15.145000,15.195000,14.945000,15.095000,11.714411,11857200 -2006-08-16,15.185000,15.345000,14.985000,15.320000,11.889019,13215200 -2006-08-17,15.265000,15.670000,15.145000,15.645000,12.141235,18233200 -2006-08-18,15.700000,15.725000,15.435000,15.560000,12.075274,15081400 -2006-08-21,15.390000,15.470000,15.250000,15.340000,11.904543,9163200 -2006-08-22,15.280000,15.400000,14.975000,15.085000,11.706653,13351000 -2006-08-23,15.015000,15.105000,14.795000,14.845000,11.520401,16930800 -2006-08-24,14.920000,14.955000,14.745000,14.815000,11.497122,13342200 -2006-08-25,14.765000,15.065000,14.755000,14.975000,11.621287,13735200 -2006-08-28,14.945000,15.240000,14.880000,15.235000,11.823057,11634800 -2006-08-29,15.255000,15.305000,14.935000,15.180000,11.780375,13619600 -2006-08-30,15.195000,15.430000,15.095000,15.370000,11.927821,11793800 -2006-08-31,15.455000,15.570000,15.160000,15.505000,12.032587,21694800 -2006-09-01,15.805000,16.075001,15.685000,15.880000,12.323609,20571200 -2006-09-05,15.930000,16.000000,15.715000,15.995000,12.412851,13091000 -2006-09-06,15.945000,16.094999,15.740000,15.750000,12.222724,16895200 -2006-09-07,15.735000,15.785000,15.530000,15.560000,12.075274,13656600 -2006-09-08,15.625000,15.700000,15.455000,15.595000,12.102438,12049800 -2006-09-11,15.545000,15.810000,15.265000,15.755000,12.226603,16686600 -2006-09-12,15.755000,16.250000,15.650000,16.219999,12.587459,14314600 -2006-09-13,16.299999,16.700001,16.285000,16.520000,12.820278,19016800 -2006-09-14,16.620001,16.639999,16.250000,16.514999,12.816394,13924400 -2006-09-15,16.275000,17.070000,16.275000,16.924999,13.134576,33364600 -2006-09-18,16.930000,16.990000,16.750000,16.820000,13.053091,12791400 -2006-09-19,16.975000,17.059999,16.639999,16.840000,13.068613,14924200 -2006-09-20,17.110001,17.475000,17.070000,17.340000,13.456636,17550400 -2006-09-21,17.485001,17.495001,16.959999,17.004999,13.196662,17892000 -2006-09-22,17.110001,17.299999,16.795000,17.004999,13.196662,15645400 -2006-09-25,17.055000,17.280001,16.695000,17.225000,13.367391,12569800 -2006-09-26,17.250000,17.325001,16.995001,17.135000,13.297543,12856600 -2006-09-27,17.200001,17.520000,17.065001,17.235001,13.375151,18121800 -2006-09-28,17.299999,17.344999,17.014999,17.110001,13.278145,12524000 -2006-09-29,17.165001,17.174999,17.004999,17.025000,13.212181,9662000 -2006-10-02,17.075001,17.174999,16.805000,16.809999,13.045331,15510800 -2006-10-03,16.865000,17.145000,16.865000,17.004999,13.196662,13448000 -2006-10-04,16.990000,18.045000,16.950001,17.980000,13.953306,34076400 -2006-10-05,19.000000,19.495001,18.650000,19.344999,15.012601,60389200 -2006-10-06,19.350000,19.750000,19.120001,19.205000,14.903961,37896400 -2006-10-09,19.120001,19.405001,19.014999,19.200001,14.900082,13817200 -2006-10-10,19.014999,19.195000,18.900000,19.020000,14.760391,16113800 -2006-10-11,18.930000,18.965000,18.570000,18.709999,14.519818,16488400 -2006-10-12,18.975000,19.000000,18.770000,18.980000,14.729349,13858400 -2006-10-13,18.995001,19.000000,18.795000,18.965000,14.717710,11842600 -2006-10-16,19.030001,19.275000,18.920000,19.200001,14.900082,10890400 -2006-10-17,19.129999,19.200001,18.875000,18.930000,14.690548,11343800 -2006-10-18,19.100000,19.250000,18.750000,18.895000,14.663382,8783800 -2006-10-19,18.700001,18.959999,18.625000,18.889999,14.659507,9555800 -2006-10-20,18.885000,18.915001,18.360001,18.719999,14.527574,16850200 -2006-10-23,18.695000,19.250000,18.514999,19.150000,14.861277,17247000 -2006-10-24,19.100000,19.290001,18.889999,19.105000,14.826359,11506600 -2006-10-25,19.004999,19.275000,19.000000,19.230000,14.923361,9940800 -2006-10-26,19.270000,19.500000,19.155001,19.434999,15.082447,12118600 -2006-10-27,19.410000,19.434999,18.945000,19.010000,14.752630,9324000 -2006-10-30,19.004999,19.150000,18.809999,19.070000,14.799202,7522600 -2006-10-31,19.120001,19.174999,18.715000,18.875000,14.647868,10549800 -2006-11-01,18.995001,19.129999,18.665001,18.799999,14.589660,13643400 -2006-11-02,18.725000,18.820000,18.424999,18.660000,14.481017,11327200 -2006-11-03,18.639999,18.700001,18.110001,18.235001,14.151193,18159200 -2006-11-06,18.280001,18.965000,18.250000,18.740000,14.543100,16681000 -2006-11-07,18.775000,18.775000,18.475000,18.535000,14.384002,14534600 -2006-11-08,18.430000,18.790001,18.260000,18.665001,14.484896,12796600 -2006-11-09,18.785000,18.785000,18.350000,18.459999,14.325810,9608800 -2006-11-10,18.520000,18.940001,18.490000,18.895000,14.663382,10212200 -2006-11-13,18.950001,19.375000,18.895000,19.219999,14.915601,13351600 -2006-11-14,19.260000,19.375000,19.000000,19.240000,14.931123,13777800 -2006-11-15,19.330000,19.695000,19.260000,19.485001,15.121252,14137000 -2006-11-16,19.615000,20.004999,19.594999,19.715000,15.299747,27037000 -2006-11-17,18.510000,18.770000,18.360001,18.709999,14.519818,41730000 -2006-11-20,18.504999,18.700001,18.360001,18.375000,14.259844,20019200 -2006-11-21,18.295000,18.424999,18.250000,18.285000,14.190001,13819000 -2006-11-22,18.280001,18.375000,17.855000,18.190001,14.116278,17494000 -2006-11-24,18.035000,18.375000,18.035000,18.155001,14.089116,5549800 -2006-11-27,18.105000,18.155001,17.830000,17.905001,13.895097,12931400 -2006-11-28,17.790001,17.920000,17.620001,17.660000,13.704969,14835400 -2006-11-29,17.809999,17.900000,17.620001,17.850000,13.852419,13485800 -2006-11-30,17.799999,17.950001,17.580000,17.645000,13.693329,14480600 -2006-12-01,17.625000,17.775000,17.450001,17.600000,13.658412,11844800 -2006-12-04,17.674999,17.995001,17.625000,17.875000,13.871818,13273800 -2006-12-05,18.330000,18.570000,18.254999,18.420000,14.294767,21493600 -2006-12-06,18.475000,18.485001,18.240000,18.430000,14.302529,10064000 -2006-12-07,18.400000,18.510000,18.200001,18.240000,14.155076,10972200 -2006-12-08,18.230000,18.424999,18.049999,18.209999,14.131796,11043200 -2006-12-11,18.440001,18.495001,18.075001,18.315001,14.213279,8238400 -2006-12-12,18.264999,18.344999,18.010000,18.145000,14.081353,10063600 -2006-12-13,18.250000,18.275000,17.934999,18.040001,13.999866,10553000 -2006-12-14,18.135000,18.424999,18.049999,18.299999,14.201635,10735400 -2006-12-15,18.330000,18.495001,18.129999,18.209999,14.131796,16041000 -2006-12-18,18.240000,18.340000,18.020000,18.135000,14.073595,8672200 -2006-12-19,18.000000,18.280001,17.940001,18.264999,14.174479,10628200 -2006-12-20,18.245001,18.370001,18.200001,18.209999,14.131796,9701000 -2006-12-21,18.165001,18.400000,18.125000,18.205000,14.127917,7831800 -2006-12-22,18.180000,18.240000,17.910000,17.915001,13.902862,7986800 -2006-12-26,17.915001,17.959999,17.750000,17.844999,13.848535,7631000 -2006-12-27,17.825001,18.105000,17.825001,17.895000,13.887341,6860200 -2006-12-28,17.945000,17.980000,17.760000,17.860001,13.860183,8026600 -2006-12-29,17.844999,17.975000,17.650000,17.709999,13.743767,8287000 -2007-01-03,17.799999,18.100000,17.320000,17.625000,13.677805,18034600 -2007-01-04,17.684999,17.750000,17.395000,17.645000,13.693329,14656000 -2007-01-05,17.559999,17.645000,17.485001,17.570000,13.635129,13131400 -2007-01-08,17.455000,17.629999,17.450001,17.504999,13.584683,11614400 -2007-01-09,17.500000,17.695000,17.350000,17.430000,13.526475,14305000 -2007-01-10,17.350000,17.389999,17.084999,17.375000,13.483794,18658400 -2007-01-11,17.250000,18.020000,17.250000,17.905001,13.895097,17787400 -2007-01-12,17.920000,18.170000,17.875000,17.950001,13.930020,12618400 -2007-01-16,18.000000,18.184999,17.855000,18.110001,14.054192,9409800 -2007-01-17,18.129999,18.260000,18.094999,18.145000,14.081353,12711200 -2007-01-18,18.264999,18.305000,17.780001,17.885000,13.879582,12058200 -2007-01-19,17.764999,17.969999,17.700001,17.770000,13.790334,13125800 -2007-01-22,17.750000,17.799999,17.500000,17.645000,13.693329,11134600 -2007-01-23,17.650000,17.834999,17.410000,17.475000,13.561407,12573000 -2007-01-24,17.600000,17.639999,17.389999,17.395000,13.499317,16345800 -2007-01-25,17.344999,17.370001,16.940001,16.985001,13.181138,20933800 -2007-01-26,17.084999,17.195000,16.745001,16.940001,13.146217,21918400 -2007-01-29,17.035000,17.395000,16.830000,17.280001,13.410076,22260200 -2007-01-30,17.594999,17.680000,17.260000,17.280001,13.410076,28372200 -2007-01-31,17.315001,17.580000,17.184999,17.469999,13.557523,21878800 -2007-02-01,17.565001,17.709999,17.190001,17.205000,13.351866,27823800 -2007-02-02,17.290001,17.290001,17.010000,17.135000,13.297543,15402400 -2007-02-05,17.105000,17.145000,16.940001,17.010000,13.200537,15551200 -2007-02-06,17.025000,17.045000,16.635000,16.834999,13.064732,23613800 -2007-02-07,16.840000,16.995001,16.639999,16.834999,13.064732,16508600 -2007-02-08,16.834999,16.885000,16.575001,16.709999,12.967726,24264000 -2007-02-09,16.745001,16.805000,16.450001,16.480000,12.789236,15744600 -2007-02-12,16.450001,16.480000,16.190001,16.334999,12.676711,16309600 -2007-02-13,16.389999,16.490000,16.235001,16.330000,12.672829,16651000 -2007-02-14,16.375000,16.725000,16.360001,16.670000,12.936686,19788400 -2007-02-15,16.670000,16.670000,16.500000,16.610001,12.890121,13726600 -2007-02-16,16.700001,16.700001,16.434999,16.504999,12.808633,13687400 -2007-02-20,16.500000,16.520000,16.230000,16.410000,12.734909,20521400 -2007-02-21,16.315001,16.410000,16.135000,16.200001,12.571945,20896200 -2007-02-22,16.205000,16.514999,16.139999,16.504999,12.808633,23909200 -2007-02-23,16.500000,16.570000,16.355000,16.375000,12.707751,25196200 -2007-02-26,16.299999,16.299999,15.905000,16.004999,12.420609,20676600 -2007-02-27,15.825000,15.905000,15.250000,15.375000,11.931705,37955200 -2007-02-28,15.375000,15.690000,15.120000,15.450000,11.989907,20787000 -2007-03-01,15.100000,15.400000,15.005000,15.195000,11.792016,24392800 -2007-03-02,15.000000,15.145000,14.900000,14.940000,11.594124,28450000 -2007-03-05,14.800000,14.905000,14.655000,14.705000,11.411754,23284200 -2007-03-06,14.940000,15.110000,14.885000,15.000000,11.640687,21349400 -2007-03-07,15.000000,15.370000,14.975000,15.235000,11.823057,28198400 -2007-03-08,15.445000,15.725000,15.315000,15.350000,11.912308,30076800 -2007-03-09,15.460000,15.495000,15.035000,15.155000,11.760974,20225000 -2007-03-12,15.200000,15.240000,14.955000,15.035000,11.667848,21363200 -2007-03-13,14.980000,15.045000,14.635000,14.680000,11.392349,22052400 -2007-03-14,14.670000,14.715000,14.430000,14.660000,11.376831,27565400 -2007-03-15,14.720000,14.895000,14.705000,14.795000,11.481599,17967000 -2007-03-16,15.155000,15.575000,15.025000,15.290000,11.865741,51052600 -2007-03-19,15.470000,15.705000,15.420000,15.520000,12.044230,24575600 -2007-03-20,15.590000,15.800000,15.510000,15.690000,12.176156,27376200 -2007-03-21,15.845000,16.135000,15.730000,16.135000,12.521500,31101000 -2007-03-22,16.195000,16.225000,15.760000,15.820000,12.277046,27936000 -2007-03-23,15.875000,15.875000,15.600000,15.710000,12.191682,18907400 -2007-03-26,16.075001,16.075001,15.685000,15.975000,12.397330,24632200 -2007-03-27,15.975000,16.000000,15.800000,15.860000,12.308087,20935000 -2007-03-28,15.800000,15.845000,15.605000,15.640000,12.137360,30295800 -2007-03-29,15.790000,15.845000,15.480000,15.665000,12.156759,19747200 -2007-03-30,15.645000,15.760000,15.500000,15.680000,12.168398,14512000 -2007-04-02,15.770000,15.785000,15.525000,15.625000,12.125714,13401600 -2007-04-03,15.715000,15.990000,15.655000,15.745000,12.218840,16233600 -2007-04-04,15.895000,15.895000,15.640000,15.670000,12.160638,14259400 -2007-04-05,15.675000,15.785000,15.620000,15.700000,12.183924,13304800 -2007-04-09,15.760000,15.760000,15.525000,15.570000,12.083030,12981600 -2007-04-10,15.530000,15.640000,15.440000,15.580000,12.090796,16442600 -2007-04-11,15.585000,15.600000,15.250000,15.365000,11.923942,29346400 -2007-04-12,15.365000,15.425000,15.150000,15.335000,11.900665,21283200 -2007-04-13,15.395000,15.425000,15.245000,15.380000,11.935585,20855000 -2007-04-16,15.385000,15.625000,15.380000,15.525000,12.048111,12799400 -2007-04-17,15.510000,15.615000,15.420000,15.520000,12.044230,11539000 -2007-04-18,15.520000,15.585000,15.425000,15.490000,12.020949,12581800 -2007-04-19,15.405000,15.405000,15.235000,15.390000,11.943347,12873200 -2007-04-20,15.615000,15.970000,15.490000,15.830000,12.284808,40830800 -2007-04-23,15.830000,15.990000,15.700000,15.785000,12.249884,17174200 -2007-04-24,15.775000,15.800000,15.515000,15.670000,12.160638,18301400 -2007-04-25,15.665000,15.950000,15.600000,15.920000,12.354651,19252800 -2007-04-26,15.920000,16.150000,15.820000,15.910000,12.346889,14569400 -2007-04-27,15.905000,15.945000,15.700000,15.750000,12.222724,18877800 -2007-04-30,15.725000,15.805000,15.500000,15.510000,12.036474,16122400 -2007-05-01,15.580000,15.585000,15.315000,15.505000,12.032587,15211400 -2007-05-02,15.540000,15.790000,15.500000,15.625000,12.125714,18860000 -2007-05-03,15.775000,15.890000,15.600000,15.810000,12.269283,45553400 -2007-05-04,15.935000,15.950000,15.280000,15.350000,11.912308,39617200 -2007-05-07,15.415000,15.445000,15.150000,15.175000,11.776496,25843200 -2007-05-08,15.160000,15.185000,15.005000,15.090000,11.710532,20120000 -2007-05-09,15.105000,15.150000,14.905000,15.020000,11.656208,25118000 -2007-05-10,14.955000,15.040000,14.750000,14.770000,11.462196,25249000 -2007-05-11,14.820000,14.920000,14.750000,14.805000,11.489358,19497400 -2007-05-14,14.850000,14.875000,14.355000,14.450000,11.213864,37659400 -2007-05-15,14.455000,14.500000,14.185000,14.195000,11.015966,40708200 -2007-05-16,14.210000,14.370000,14.015000,14.100000,10.942247,53803800 -2007-05-17,14.190000,14.290000,14.035000,14.235000,11.047013,67067400 -2007-05-18,14.315000,14.645000,14.280000,14.475000,11.233264,40771200 -2007-05-21,14.555000,14.795000,14.505000,14.640000,11.361312,29948200 -2007-05-22,14.660000,14.765000,14.465000,14.505000,11.256543,21238800 -2007-05-23,14.585000,14.630000,14.435000,14.445000,11.209981,17333600 -2007-05-24,14.450000,14.575000,14.040000,14.155000,10.984930,35887800 -2007-05-25,14.265000,14.350000,14.100000,14.305000,11.101338,19349200 -2007-05-29,14.350000,14.370000,14.200000,14.285000,11.085815,16092800 -2007-05-30,14.225000,14.355000,14.160000,14.350000,11.136259,18432000 -2007-05-31,14.435000,14.450000,14.280000,14.405000,11.178941,16224200 -2007-06-01,14.400000,14.575000,14.365000,14.565000,11.303108,21986600 -2007-06-04,14.425000,14.505000,14.310000,14.415000,11.186703,18872600 -2007-06-05,14.345000,14.365000,14.145000,14.295000,11.093577,21261400 -2007-06-06,14.195000,14.200000,14.060000,14.075000,10.922842,19618000 -2007-06-07,14.010000,14.075000,13.625000,13.720000,10.647346,38574600 -2007-06-08,13.665000,13.875000,13.595000,13.835000,10.736594,27520400 -2007-06-11,13.855000,13.900000,13.755000,13.770000,10.686152,14606400 -2007-06-12,13.525000,14.030000,13.450000,13.870000,10.763754,38147600 -2007-06-13,13.935000,13.955000,13.715000,13.885000,10.775400,34107200 -2007-06-14,13.855000,13.990000,13.710000,13.805000,10.713315,23504400 -2007-06-15,13.970000,14.000000,13.850000,13.885000,10.775400,27804200 -2007-06-18,13.985000,14.000000,13.785000,13.830000,10.732715,15965000 -2007-06-19,13.810000,13.815000,13.660000,13.795000,10.705556,20038800 -2007-06-20,13.765000,13.855000,13.630000,13.660000,10.600787,21873400 -2007-06-21,13.695000,13.725000,13.050000,13.130000,10.189482,78520800 -2007-06-22,13.020000,13.020000,12.750000,12.770000,9.910101,69861000 -2007-06-25,12.835000,12.880000,12.610000,12.830000,9.956668,36040600 -2007-06-26,12.925000,13.025000,12.850000,12.885000,9.999352,34854400 -2007-06-27,12.840000,13.080000,12.810000,13.065000,10.139040,27023200 -2007-06-28,13.250000,13.410000,13.135000,13.225000,10.263207,51034400 -2007-06-29,13.290000,13.330000,13.015000,13.120000,10.181723,57420800 -2007-07-02,13.200000,13.220000,13.000000,13.025000,10.107996,20598200 -2007-07-03,13.060000,13.200000,13.030000,13.180000,10.228285,15957400 -2007-07-05,13.240000,13.355000,13.115000,13.170000,10.220524,25762000 -2007-07-06,13.195000,13.305000,13.095000,13.275000,10.302009,16235800 -2007-07-09,13.260000,13.315000,13.125000,13.170000,10.220524,18173800 -2007-07-10,13.110000,13.150000,13.025000,13.055000,10.131278,25131800 -2007-07-11,13.040000,13.090000,12.975000,12.995000,10.084714,23130600 -2007-07-12,13.085000,13.095000,12.815000,12.980000,10.073077,34766600 -2007-07-13,12.995000,13.085000,12.865000,13.035000,10.115757,23631400 -2007-07-16,13.010000,13.175000,12.950000,13.040000,10.119639,14745400 -2007-07-17,13.035000,13.125000,12.900000,12.935000,10.038157,20700800 -2007-07-18,12.910000,13.270000,12.885000,13.250000,10.282608,45137800 -2007-07-19,13.370000,14.085000,13.340000,13.855000,10.752113,76960800 -2007-07-20,13.995000,14.065000,13.695000,13.850000,10.748237,38022400 -2007-07-23,13.980000,14.200000,13.900000,14.085000,10.930606,39394200 -2007-07-24,14.160000,14.250000,13.975000,14.145000,10.977167,37391400 -2007-07-25,14.170000,14.185000,13.840000,13.980000,10.849121,25189000 -2007-07-26,13.865000,13.895000,13.330000,13.715000,10.643468,48659800 -2007-07-27,13.615000,13.750000,13.360000,13.465000,10.449461,40579800 -2007-07-30,13.420000,13.555000,13.235000,13.490000,10.468858,35948600 -2007-07-31,13.610000,13.660000,13.340000,13.340000,10.352452,33293000 -2007-08-01,13.255000,13.645000,13.250000,13.600000,10.554221,43122000 -2007-08-02,13.850000,14.000000,13.420000,13.460000,10.445578,38705000 -2007-08-03,13.460000,13.475000,13.150000,13.155000,10.208882,33611000 -2007-08-06,13.215000,13.520000,13.155000,13.445000,10.433935,24520400 -2007-08-07,13.395000,13.655000,13.260000,13.560000,10.523183,22935000 -2007-08-08,13.550000,14.020000,13.550000,13.860000,10.755993,27992800 -2007-08-09,13.750000,14.265000,13.675000,14.025000,10.884042,40438800 -2007-08-10,13.885000,14.300000,13.885000,14.020000,10.880164,26435800 -2007-08-13,14.020000,14.180000,13.750000,13.905000,10.790917,23807600 -2007-08-14,13.900000,13.900000,13.505000,13.575000,10.534822,22729400 -2007-08-15,13.505000,13.665000,13.250000,13.285000,10.309771,29880200 -2007-08-16,13.100000,13.435000,13.015000,13.305000,10.325291,27918800 -2007-08-17,13.485000,13.485000,13.060000,13.350000,10.360212,32011000 -2007-08-20,13.350000,13.575000,13.250000,13.455000,10.441696,17096800 -2007-08-21,13.400000,13.715000,13.380000,13.675000,10.612426,23182800 -2007-08-22,13.715000,13.940000,13.680000,13.770000,10.686152,18160000 -2007-08-23,13.805000,13.860000,13.565000,13.760000,10.678391,17207800 -2007-08-24,13.720000,13.805000,13.650000,13.795000,10.705556,14682600 -2007-08-27,13.755000,13.805000,13.665000,13.685000,10.620188,8465800 -2007-08-28,13.705000,13.705000,13.430000,13.440000,10.430057,17876200 -2007-08-29,13.465000,13.765000,13.445000,13.740000,10.662870,14857000 -2007-08-30,13.600000,13.770000,13.565000,13.675000,10.612426,11798200 -2007-08-31,13.800000,13.890000,13.745000,13.775000,10.690032,16065800 -2007-09-04,13.835000,13.945000,13.755000,13.860000,10.755993,14385800 -2007-09-05,13.765000,13.850000,13.660000,13.720000,10.647346,14070000 -2007-09-06,13.725000,13.860000,13.725000,13.790000,10.701671,9987000 -2007-09-07,13.670000,13.735000,13.505000,13.580000,10.538701,15172800 -2007-09-10,13.560000,13.670000,13.400000,13.520000,10.492140,13329400 -2007-09-11,13.575000,13.735000,13.530000,13.665000,10.604666,11242000 -2007-09-12,13.610000,13.700000,13.540000,13.665000,10.604666,10660000 -2007-09-13,13.650000,13.850000,13.615000,13.740000,10.662870,16451200 -2007-09-14,13.645000,13.875000,13.625000,13.820000,10.724951,11803800 -2007-09-17,13.755000,13.755000,13.510000,13.650000,10.593023,15155200 -2007-09-18,13.680000,13.990000,13.590000,13.915000,10.798681,18125600 -2007-09-19,13.900000,14.095000,13.805000,13.890000,10.779278,20991800 -2007-09-20,13.810000,13.975000,13.670000,13.745000,10.666750,19386600 -2007-09-21,13.745000,13.950000,13.735000,13.735000,10.658992,25109800 -2007-09-24,13.715000,13.780000,13.475000,13.575000,10.534822,23377000 -2007-09-25,13.480000,13.600000,13.415000,13.545000,10.511541,13688200 -2007-09-26,13.580000,13.910000,13.430000,13.845000,10.744356,24143800 -2007-09-27,13.495000,13.575000,13.265000,13.485000,10.464980,56411000 -2007-09-28,13.435000,13.450000,12.975000,13.100000,10.166204,46547600 -2007-10-01,13.135000,13.275000,13.080000,13.160000,10.212766,21456000 -2007-10-02,13.135000,13.350000,13.135000,13.300000,10.321409,18567600 -2007-10-03,13.185000,13.350000,13.185000,13.270000,10.298130,12803800 -2007-10-04,13.245000,13.345000,13.180000,13.260000,10.290367,12476800 -2007-10-05,13.355000,13.460000,13.225000,13.420000,10.414537,16055600 -2007-10-08,13.340000,13.375000,13.190000,13.330000,10.344691,13458000 -2007-10-09,13.270000,13.430000,13.190000,13.385000,10.387374,13938600 -2007-10-10,13.255000,13.355000,13.220000,13.275000,10.302009,15583600 -2007-10-11,13.290000,13.315000,13.090000,13.160000,10.212766,21131000 -2007-10-12,13.130000,13.175000,13.040000,13.170000,10.220524,15329800 -2007-10-15,13.140000,13.160000,13.000000,13.055000,10.131278,15685600 -2007-10-16,13.040000,13.120000,12.865000,13.035000,10.115757,17893600 -2007-10-17,13.050000,13.315000,13.030000,13.200000,10.243804,31505600 -2007-10-18,13.175000,13.410000,13.070000,13.330000,10.344691,18800400 -2007-10-19,13.330000,13.355000,13.040000,13.050000,10.127401,25239600 -2007-10-22,12.970000,13.195000,12.940000,13.095000,10.162319,12120600 -2007-10-23,13.035000,13.070000,12.925000,13.070000,10.142918,15736400 -2007-10-24,12.950000,13.070000,12.815000,13.035000,10.115757,26540800 -2007-10-25,13.100000,13.240000,12.900000,13.085000,10.154560,24769000 -2007-10-26,13.185000,13.215000,12.970000,13.085000,10.154560,10769600 -2007-10-29,13.090000,13.155000,12.990000,13.115000,10.177840,12670000 -2007-10-30,13.015000,13.150000,12.990000,13.075000,10.146797,11428000 -2007-10-31,13.070000,13.375000,13.050000,13.340000,10.352452,22541200 -2007-11-01,13.200000,13.340000,12.900000,12.915000,10.022633,28337200 -2007-11-02,13.000000,13.050000,12.655000,12.765000,9.906224,28621600 -2007-11-05,12.640000,12.665000,12.410000,12.480000,9.685053,27537000 -2007-11-06,12.500000,12.575000,12.295000,12.475000,9.681171,16070400 -2007-11-07,12.325000,12.415000,12.050000,12.055000,9.355234,36773600 -2007-11-08,11.945000,12.045000,11.475000,11.700000,9.079736,52779600 -2007-11-09,11.525000,11.650000,11.285000,11.285000,8.757678,37158600 -2007-11-12,11.310000,11.770000,11.310000,11.570000,8.978850,43949800 -2007-11-13,11.785000,11.995000,11.570000,11.995000,9.308674,31595000 -2007-11-14,12.025000,12.125000,11.960000,12.125000,9.409555,33250000 -2007-11-15,11.915000,12.200000,11.830000,12.050000,9.351354,40417000 -2007-11-16,10.935000,11.750000,10.885000,11.585000,8.990494,131420600 -2007-11-19,11.400000,11.505000,11.205000,11.435000,8.874084,65878000 -2007-11-20,11.395000,11.560000,11.225000,11.550000,8.963329,61032000 -2007-11-21,11.315000,11.560000,11.285000,11.405000,8.850804,32754600 -2007-11-23,11.400000,11.545000,11.305000,11.535000,8.951691,10370600 -2007-11-26,11.465000,11.490000,11.075000,11.090000,8.606351,37266000 -2007-11-27,11.120000,11.320000,11.120000,11.305000,8.773199,22885000 -2007-11-28,11.240000,11.555000,11.230000,11.480000,8.909004,38441600 -2007-11-29,11.355000,11.540000,11.265000,11.520000,8.940048,19114200 -2007-11-30,11.580000,11.935000,11.500000,11.695000,9.075852,27218000 -2007-12-03,11.615000,11.715000,11.395000,11.405000,8.850804,20982600 -2007-12-04,11.275000,11.335000,11.170000,11.170000,8.668433,28232600 -2007-12-05,11.300000,11.350000,11.230000,11.325000,8.788716,16702600 -2007-12-06,11.300000,11.425000,11.225000,11.425000,8.866327,19823400 -2007-12-07,11.360000,11.490000,11.270000,11.310000,8.777081,18346600 -2007-12-10,11.310000,11.430000,11.295000,11.365000,8.819762,18035200 -2007-12-11,11.055000,11.260000,10.935000,10.950000,8.497699,39506400 -2007-12-12,11.090000,11.150000,10.825000,10.940000,8.489943,24800800 -2007-12-13,10.930000,11.055000,10.730000,10.750000,8.342491,22519000 -2007-12-14,10.615000,10.725000,10.525000,10.625000,8.245483,20953800 -2007-12-17,10.495000,10.500000,10.070000,10.075000,7.818664,33422600 -2007-12-18,10.075000,10.360000,10.075000,10.300000,7.993274,26694800 -2007-12-19,10.160000,10.280000,9.945000,10.015000,7.772104,28317400 -2007-12-20,10.075000,10.280000,10.025000,10.265000,7.966110,22996200 -2007-12-21,10.305000,10.590000,10.250000,10.530000,8.171764,39319600 -2007-12-24,10.560000,10.650000,10.505000,10.610000,8.233846,9659200 -2007-12-26,10.500000,10.505000,10.330000,10.410000,8.078640,10983800 -2007-12-27,10.280000,10.345000,10.145000,10.230000,7.938951,16365400 -2007-12-28,10.175000,10.230000,10.065000,10.065000,7.810901,19476400 -2007-12-31,9.995000,10.280000,9.985000,10.235000,7.942831,25456600 -2008-01-02,10.070000,10.080000,9.640000,9.655000,7.492722,45448600 -2008-01-03,9.655000,9.700000,9.240000,9.350000,7.256029,47940200 -2008-01-04,9.235000,9.270000,9.000000,9.055000,7.027096,40105800 -2008-01-07,9.150000,9.405000,9.055000,9.190000,7.131864,50480800 -2008-01-08,10.090000,10.505000,9.915000,9.930000,7.706137,126297600 -2008-01-09,10.000000,10.085000,9.510000,9.730000,7.550926,48409600 -2008-01-10,9.720000,10.245000,9.590000,10.155000,7.880746,45485000 -2008-01-11,9.985000,10.035000,9.760000,9.895000,7.678973,36160800 -2008-01-14,9.950000,9.980000,9.715000,9.775000,7.585850,23197400 -2008-01-15,9.630000,9.700000,9.410000,9.420000,7.310353,29007200 -2008-01-16,9.490000,9.885000,9.420000,9.650000,7.488842,33159800 -2008-01-17,9.635000,9.740000,9.505000,9.525000,7.391835,23452200 -2008-01-18,9.375000,9.675000,9.195000,9.330000,7.240509,39570200 -2008-01-22,8.895000,9.435000,8.830000,9.335000,7.244390,43731800 -2008-01-23,9.060000,10.095000,9.055000,9.985000,7.748823,52041600 -2008-01-24,10.050000,10.240000,9.960000,10.225000,7.935070,41792800 -2008-01-25,10.315000,10.340000,9.735000,9.830000,7.628531,35492000 -2008-01-28,9.725000,9.900000,9.580000,9.830000,7.628531,27001400 -2008-01-29,9.930000,10.185000,9.830000,9.985000,7.748823,21244200 -2008-01-30,10.000000,10.095000,9.475000,9.610000,7.457800,45354600 -2008-01-31,9.085000,9.590000,9.040000,9.455000,7.337514,87545200 -2008-02-01,9.485000,9.660000,9.320000,9.610000,7.457800,31496400 -2008-02-04,9.665000,9.675000,9.515000,9.595000,7.446158,20983600 -2008-02-05,9.450000,9.560000,9.250000,9.255000,7.182303,30507400 -2008-02-06,9.350000,9.450000,9.010000,9.075000,7.042614,29147200 -2008-02-07,9.005000,9.385000,9.005000,9.265000,7.190066,24914000 -2008-02-08,9.230000,9.385000,9.080000,9.130000,7.085297,21868400 -2008-02-11,9.115000,9.265000,8.975000,9.260000,7.186185,21100400 -2008-02-12,9.295000,9.625000,9.260000,9.355000,7.259909,27547600 -2008-02-13,9.445000,9.560000,9.290000,9.425000,7.314234,21567200 -2008-02-14,9.425000,9.445000,9.045000,9.090000,7.054255,33469800 -2008-02-15,9.060000,9.180000,9.035000,9.145000,7.096940,20662400 -2008-02-19,9.260000,9.325000,9.020000,9.050000,7.023217,19257000 -2008-02-20,9.035000,9.145000,9.000000,9.130000,7.085297,24022800 -2008-02-21,9.130000,9.215000,8.875000,8.915000,6.918449,30105000 -2008-02-22,8.960000,9.125000,8.890000,9.125000,7.081418,23209400 -2008-02-25,9.125000,9.260000,9.005000,9.250000,7.178426,21662600 -2008-02-26,9.165000,9.600000,9.125000,9.530000,7.395715,28534000 -2008-02-27,9.475000,9.665000,9.370000,9.520000,7.387959,24853600 -2008-02-28,9.450000,9.475000,9.255000,9.285000,7.205583,20939000 -2008-02-29,9.180000,9.250000,8.965000,8.990000,6.976653,27282600 -2008-03-03,9.010000,9.085000,8.905000,8.925000,6.926209,21872400 -2008-03-04,8.900000,9.000000,8.815000,8.950000,6.945611,24785200 -2008-03-05,9.000000,9.220000,8.995000,9.070000,7.038737,20355800 -2008-03-06,9.000000,9.100000,8.755000,8.800000,6.829206,31514000 -2008-03-07,8.750000,8.840000,8.520000,8.550000,6.635192,27801000 -2008-03-10,8.560000,8.640000,8.385000,8.400000,6.518785,24145400 -2008-03-11,8.515000,8.875000,8.480000,8.870000,6.883527,27657000 -2008-03-12,8.870000,9.055000,8.780000,8.805000,6.833085,25828000 -2008-03-13,8.675000,8.930000,8.525000,8.815000,6.840844,21277200 -2008-03-14,8.645000,8.920000,8.500000,8.695000,6.747721,32352000 -2008-03-17,8.485000,8.765000,8.475000,8.630000,6.697277,45387000 -2008-03-18,8.710000,9.125000,8.700000,9.120000,7.077538,45919600 -2008-03-19,9.170000,9.250000,8.745000,8.750000,6.790402,42828400 -2008-03-20,8.820000,8.915000,8.710000,8.765000,6.802044,46619200 -2008-03-24,8.775000,9.005000,8.750000,8.945000,6.941731,44695600 -2008-03-25,8.960000,9.030000,8.890000,8.995000,6.980531,26993600 -2008-03-26,8.970000,8.985000,8.775000,8.830000,6.852485,18021800 -2008-03-27,8.880000,9.005000,8.780000,8.810000,6.836963,19225000 -2008-03-28,8.875000,8.900000,8.500000,8.525000,6.615791,23743200 -2008-03-31,8.530000,8.840000,8.500000,8.750000,6.790402,23676000 -2008-04-01,8.915000,9.250000,8.840000,9.250000,7.178426,38319600 -2008-04-02,9.250000,9.445000,9.160000,9.300000,7.217230,21129200 -2008-04-03,9.250000,9.300000,9.035000,9.170000,7.116341,14076800 -2008-04-04,9.210000,9.345000,9.105000,9.250000,7.178426,19506400 -2008-04-07,9.315000,9.350000,9.125000,9.155000,7.104700,12686200 -2008-04-08,9.225000,9.245000,8.950000,8.990000,6.976653,21691000 -2008-04-09,9.055000,9.085000,8.675000,8.735000,6.778761,36586400 -2008-04-10,8.750000,8.870000,8.715000,8.775000,6.809803,28439000 -2008-04-11,8.750000,8.750000,8.585000,8.630000,6.697277,20693000 -2008-04-14,8.595000,8.630000,8.440000,8.485000,6.584749,24284800 -2008-04-15,8.505000,8.680000,8.480000,8.660000,6.720557,18484200 -2008-04-16,8.690000,8.850000,8.610000,8.840000,6.860245,18920000 -2008-04-17,8.850000,8.870000,8.690000,8.830000,6.852485,15535400 -2008-04-18,8.955000,9.160000,8.895000,9.140000,7.093059,24835000 -2008-04-21,9.110000,9.110000,8.955000,9.025000,7.003813,30609800 -2008-04-22,8.950000,8.980000,8.715000,8.850000,6.868005,21448200 -2008-04-23,8.865000,8.930000,8.805000,8.925000,6.926209,33421000 -2008-04-24,7.950000,8.090000,7.695000,7.995000,6.204487,143464800 -2008-04-25,8.075000,8.085000,7.725000,7.930000,6.154044,39474200 -2008-04-28,7.960000,7.965000,7.795000,7.830000,6.076437,24033800 -2008-04-29,7.830000,8.180000,7.825000,8.100000,6.285973,28584200 -2008-04-30,8.150000,8.300000,8.030000,8.115000,6.297611,34839600 -2008-05-01,7.980000,8.445000,7.915000,8.325000,6.460579,42237400 -2008-05-02,8.500000,8.550000,8.125000,8.230000,6.386856,31554400 -2008-05-05,8.200000,8.290000,8.100000,8.170000,6.340294,25076400 -2008-05-06,8.110000,8.280000,8.055000,8.180000,6.348054,27252000 -2008-05-07,8.200000,8.230000,7.960000,7.975000,6.188965,30410400 -2008-05-08,8.005000,8.050000,7.860000,7.925000,6.150163,40002000 -2008-05-09,7.890000,7.985000,7.840000,7.930000,6.154044,27256800 -2008-05-12,7.950000,8.025000,7.920000,8.020000,6.223888,24593400 -2008-05-13,8.040000,8.040000,7.850000,7.975000,6.188965,21655800 -2008-05-14,7.970000,8.065000,7.935000,7.960000,6.177326,21805000 -2008-05-15,7.915000,8.115000,7.915000,8.035000,6.235528,17179800 -2008-05-16,8.275000,8.530000,8.225000,8.525000,6.615791,52628800 -2008-05-19,8.525000,8.720000,8.495000,8.535000,6.623552,35662400 -2008-05-20,8.420000,8.475000,8.265000,8.420000,6.534307,41388400 -2008-05-21,8.465000,8.480000,8.325000,8.340000,6.472221,26748800 -2008-05-22,8.340000,8.645000,8.300000,8.545000,6.631311,33175600 -2008-05-23,8.545000,8.550000,8.350000,8.475000,6.576988,25964200 -2008-05-27,8.500000,8.795000,8.480000,8.755000,6.794282,27886400 -2008-05-28,8.800000,8.940000,8.525000,8.915000,6.918449,30698600 -2008-05-29,8.915000,9.205000,8.915000,9.165000,7.112459,24756000 -2008-05-30,9.190000,9.205000,9.000000,9.095000,7.058139,24012800 -2008-06-02,9.085000,9.085000,8.815000,8.965000,6.957250,21754400 -2008-06-03,8.965000,9.065000,8.700000,8.875000,6.887407,26152400 -2008-06-04,8.860000,9.170000,8.860000,9.060000,7.030977,31830800 -2008-06-05,9.075000,9.260000,9.005000,9.260000,7.186185,27324800 -2008-06-06,9.175000,9.175000,8.820000,8.835000,6.856366,24473000 -2008-06-09,8.855000,9.100000,8.685000,8.760000,6.798161,33576800 -2008-06-10,8.665000,8.965000,8.625000,8.920000,6.922330,19522600 -2008-06-11,8.970000,8.970000,8.775000,8.785000,6.817564,22702200 -2008-06-12,8.880000,9.030000,8.830000,8.910000,6.914567,17143800 -2008-06-13,8.975000,9.100000,8.915000,9.085000,7.050377,21820800 -2008-06-16,9.005000,9.280000,8.945000,9.175000,7.120220,16590000 -2008-06-17,9.185000,9.235000,9.035000,9.060000,7.030977,12739000 -2008-06-18,9.000000,9.045000,8.830000,8.885000,6.895167,16905200 -2008-06-19,8.865000,9.030000,8.690000,8.995000,6.980531,18431600 -2008-06-20,8.885000,8.910000,8.590000,8.615000,6.685637,26132400 -2008-06-23,8.630000,8.745000,8.135000,8.150000,6.324773,39204200 -2008-06-24,8.180000,8.460000,8.125000,8.285000,6.429541,25527600 -2008-06-25,8.310000,8.645000,8.305000,8.555000,6.639072,24341600 -2008-06-26,8.375000,8.415000,8.135000,8.140000,6.317017,24541400 -2008-06-27,8.150000,8.285000,7.970000,8.175000,6.344176,33553000 -2008-06-30,8.095000,8.165000,7.865000,7.870000,6.107481,25946600 -2008-07-01,7.780000,7.860000,7.640000,7.810000,6.060917,40935400 -2008-07-02,8.015000,8.025000,7.765000,7.840000,6.084199,47698400 -2008-07-03,7.790000,7.895000,7.600000,7.780000,6.037637,21117200 -2008-07-07,7.795000,7.805000,7.415000,7.475000,5.800942,36304600 -2008-07-08,7.375000,7.735000,7.325000,7.670000,5.952271,40734800 -2008-07-09,7.655000,7.700000,7.360000,7.360000,5.711698,25351400 -2008-07-10,7.375000,7.430000,7.110000,7.185000,5.575888,28525200 -2008-07-11,7.090000,7.185000,6.815000,7.030000,5.455601,37095000 -2008-07-14,7.105000,7.140000,6.885000,7.000000,5.432321,26633200 -2008-07-15,6.880000,6.935000,6.665000,6.790000,5.269351,50704600 -2008-07-16,6.765000,7.235000,6.720000,7.170000,5.564250,31135000 -2008-07-17,6.920000,7.245000,6.885000,7.195000,5.583651,26708600 -2008-07-18,7.195000,7.290000,7.075000,7.170000,5.564250,19601600 -2008-07-21,7.180000,7.240000,7.020000,7.045000,5.467243,14497600 -2008-07-22,7.035000,7.600000,7.015000,7.565000,5.870786,30885200 -2008-07-23,7.615000,8.015000,7.510000,7.710000,5.983314,35591400 -2008-07-24,7.575000,7.610000,7.265000,7.270000,5.641853,27351600 -2008-07-25,7.365000,7.470000,7.175000,7.210000,5.595291,21248200 -2008-07-28,7.155000,7.285000,7.035000,7.115000,5.521566,20888400 -2008-07-29,7.150000,7.695000,7.095000,7.495000,5.816463,32637400 -2008-07-30,7.535000,7.545000,7.210000,7.335000,5.692297,36695200 -2008-07-31,7.275000,7.575000,7.255000,7.345000,5.700056,39620600 -2008-08-01,7.450000,7.460000,7.115000,7.210000,5.595291,25894800 -2008-08-04,7.215000,7.220000,7.005000,7.030000,5.455601,30709600 -2008-08-05,7.145000,7.285000,7.120000,7.260000,5.634094,35000000 -2008-08-06,7.240000,7.480000,7.175000,7.470000,5.797062,27334800 -2008-08-07,7.315000,7.420000,7.245000,7.260000,5.634094,18828200 -2008-08-08,7.310000,7.640000,7.280000,7.560000,5.866907,24688800 -2008-08-11,7.480000,8.200000,7.470000,8.150000,6.324773,58818600 -2008-08-12,8.070000,8.445000,7.985000,8.180000,6.348054,43118200 -2008-08-13,8.215000,8.230000,8.030000,8.150000,6.324773,27991600 -2008-08-14,8.055000,8.550000,8.035000,8.460000,6.565347,33324000 -2008-08-15,8.550000,8.590000,8.295000,8.345000,6.476103,20804000 -2008-08-18,8.315000,8.440000,8.190000,8.255000,6.406260,21241800 -2008-08-19,8.200000,8.280000,7.945000,7.975000,6.188965,23239600 -2008-08-20,8.080000,8.080000,7.775000,7.885000,6.119121,22063800 -2008-08-21,7.790000,7.885000,7.725000,7.840000,6.084199,15845000 -2008-08-22,7.880000,8.085000,7.850000,8.020000,6.223888,13274200 -2008-08-25,7.985000,7.995000,7.735000,7.760000,6.022115,15259800 -2008-08-26,7.835000,7.840000,7.650000,7.755000,6.018237,13611400 -2008-08-27,7.725000,7.875000,7.665000,7.795000,6.049279,16842600 -2008-08-28,7.905000,8.000000,7.840000,7.990000,6.200606,10432200 -2008-08-29,7.955000,8.025000,7.700000,7.780000,6.037637,19854000 -2008-09-02,7.980000,8.410000,7.865000,7.870000,6.107481,27398400 -2008-09-03,7.995000,8.120000,7.880000,7.965000,6.181204,19661400 -2008-09-04,7.905000,7.915000,7.540000,7.540000,5.851386,25726400 -2008-09-05,7.450000,7.625000,7.385000,7.590000,5.890187,19241200 -2008-09-08,7.790000,7.805000,7.585000,7.770000,6.029876,27445200 -2008-09-09,7.800000,7.850000,7.515000,7.520000,5.835865,23378200 -2008-09-10,7.565000,7.665000,7.450000,7.530000,5.843626,15843000 -2008-09-11,7.435000,7.830000,7.380000,7.815000,6.064798,33134400 -2008-09-12,7.745000,7.835000,7.605000,7.665000,5.948392,20848600 -2008-09-15,7.425000,7.795000,7.375000,7.540000,5.851386,25551200 -2008-09-16,7.725000,8.080000,7.685000,8.015000,6.220007,43638600 -2008-09-17,7.800000,8.000000,7.740000,7.790000,6.045398,30129800 -2008-09-18,7.920000,8.085000,7.645000,8.015000,6.220007,38841200 -2008-09-19,8.195000,8.265000,7.500000,8.070000,6.262690,37638400 -2008-09-22,7.995000,8.010000,7.600000,7.630000,5.921229,22160000 -2008-09-23,7.640000,7.765000,7.500000,7.530000,5.843626,19148000 -2008-09-24,7.560000,7.670000,7.355000,7.445000,5.777661,16670400 -2008-09-25,7.505000,7.530000,7.395000,7.465000,5.793182,19247200 -2008-09-26,7.270000,7.500000,7.250000,7.480000,5.804823,19071600 -2008-09-29,7.430000,7.540000,7.075000,7.085000,5.498285,41439400 -2008-09-30,7.190000,7.465000,7.065000,7.435000,5.769900,27081000 -2008-10-01,7.280000,7.530000,7.260000,7.400000,5.742739,20794000 -2008-10-02,7.445000,7.495000,7.080000,7.085000,5.498285,19332800 -2008-10-03,7.185000,7.315000,6.810000,6.830000,5.300394,27399800 -2008-10-06,6.665000,6.790000,6.245000,6.485000,5.032657,42221600 -2008-10-07,6.570000,6.615000,6.130000,6.140000,4.764922,38834400 -2008-10-08,5.985000,6.360000,5.750000,5.765000,4.473904,50018000 -2008-10-09,5.800000,5.935000,5.490000,5.505000,4.272133,35872800 -2008-10-10,5.155000,5.625000,5.000000,5.540000,4.299294,65564400 -2008-10-13,5.810000,5.950000,5.565000,5.870000,4.555390,33906000 -2008-10-14,6.040000,6.115000,5.585000,5.650000,4.384659,34384000 -2008-10-15,5.500000,5.530000,5.050000,5.060000,3.926793,30552000 -2008-10-16,5.040000,5.320000,4.845000,5.280000,4.097521,40349800 -2008-10-17,5.145000,5.355000,5.035000,5.225000,4.054839,28693400 -2008-10-20,5.280000,5.570000,5.250000,5.565000,4.318695,25389000 -2008-10-21,5.280000,5.525000,5.250000,5.255000,4.078122,20570600 -2008-10-22,5.120000,5.245000,4.880000,4.995000,3.876349,29681400 -2008-10-23,5.015000,5.150000,4.875000,5.130000,3.981114,35400400 -2008-10-24,4.580000,5.035000,4.580000,4.840000,3.756061,27038200 -2008-10-27,4.650000,5.000000,4.650000,4.795000,3.721141,20265200 -2008-10-28,4.900000,5.450000,4.750000,5.430000,4.213928,31461600 -2008-10-29,5.425000,5.905000,5.325000,5.665000,4.396299,40145200 -2008-10-30,5.925000,6.350000,5.730000,6.310000,4.896848,39347600 -2008-10-31,6.260000,6.590000,6.145000,6.565000,5.094741,37363800 -2008-11-03,6.335000,6.575000,6.215000,6.265000,4.861927,25428000 -2008-11-04,6.475000,6.485000,6.060000,6.220000,4.827005,47422800 -2008-11-05,6.175000,6.250000,5.815000,5.835000,4.528229,20290400 -2008-11-06,5.745000,5.875000,5.515000,5.545000,4.303175,26485600 -2008-11-07,5.500000,5.620000,5.135000,5.275000,4.093643,34429400 -2008-11-10,5.500000,5.500000,4.955000,5.100000,3.957834,35333400 -2008-11-11,4.750000,5.135000,4.715000,4.995000,3.876349,52677400 -2008-11-12,4.835000,4.955000,4.640000,4.665000,3.620254,45930800 -2008-11-13,4.725000,4.730000,4.040000,4.655000,3.612494,69926400 -2008-11-14,4.595000,4.620000,4.305000,4.305000,3.340877,26799000 -2008-11-17,4.210000,4.545000,4.130000,4.320000,3.352519,31589000 -2008-11-18,4.310000,4.435000,4.070000,4.190000,3.251632,31045000 -2008-11-19,4.140000,4.275000,3.975000,3.985000,3.092542,28978200 -2008-11-20,3.945000,4.015000,3.585000,3.585000,2.782125,35521000 -2008-11-21,3.740000,3.950000,3.530000,3.915000,3.038218,42078200 -2008-11-24,4.025000,4.250000,3.970000,4.225000,3.278794,34028200 -2008-11-25,4.000000,4.300000,3.940000,4.105000,3.185668,42982200 -2008-11-26,4.020000,4.415000,4.015000,4.390000,3.406841,20098800 -2008-11-28,4.325000,4.470000,4.325000,4.465000,3.465046,6437400 -2008-12-01,4.315000,4.335000,3.965000,3.975000,3.084781,21365600 -2008-12-02,4.090000,4.270000,3.990000,4.265000,3.309835,22349600 -2008-12-03,4.160000,4.370000,4.080000,4.320000,3.352519,22828800 -2008-12-04,4.205000,4.705000,4.150000,4.305000,3.340877,37240800 -2008-12-05,4.220000,4.575000,4.090000,4.560000,3.538769,25890800 -2008-12-08,4.650000,4.875000,4.635000,4.800000,3.725020,24430600 -2008-12-09,4.685000,4.860000,4.620000,4.635000,3.596973,24375600 -2008-12-10,4.645000,4.835000,4.560000,4.765000,3.697858,19714400 -2008-12-11,4.710000,4.770000,4.460000,4.485000,3.480566,21210200 -2008-12-12,4.445000,4.720000,4.415000,4.670000,3.624135,20531200 -2008-12-15,4.710000,4.755000,4.445000,4.500000,3.492207,28568200 -2008-12-16,4.605000,4.865000,4.535000,4.860000,3.771582,32550600 -2008-12-17,4.795000,5.015000,4.735000,4.915000,3.814266,30114600 -2008-12-18,5.005000,5.185000,4.705000,4.795000,3.721141,23996000 -2008-12-19,4.885000,4.980000,4.725000,4.940000,3.833666,29267400 -2008-12-22,4.945000,4.980000,4.590000,4.680000,3.631893,16918800 -2008-12-23,4.690000,4.800000,4.545000,4.595000,3.565932,18512400 -2008-12-24,4.625000,4.670000,4.600000,4.670000,3.624135,3521800 -2008-12-26,4.740000,4.750000,4.625000,4.675000,3.628014,5993600 -2008-12-29,4.715000,4.715000,4.460000,4.515000,3.503847,11185600 -2008-12-30,4.545000,4.680000,4.525000,4.680000,3.631893,13106200 -2008-12-31,4.660000,4.760000,4.640000,4.730000,3.670696,9856800 -2009-01-02,4.705000,4.930000,4.665000,4.920000,3.818146,14885400 -2009-01-05,4.940000,5.030000,4.800000,4.960000,3.849187,16070600 -2009-01-06,5.025000,5.180000,4.975000,5.110000,3.965594,17609800 -2009-01-07,5.020000,5.045000,4.900000,4.995000,3.876349,24216600 -2009-01-08,4.925000,5.095000,4.835000,5.070000,3.934552,21592400 -2009-01-09,5.060000,5.075000,4.805000,4.885000,3.790985,22384600 -2009-01-12,4.905000,4.975000,4.745000,4.795000,3.721141,23921200 -2009-01-13,4.755000,4.890000,4.620000,4.685000,3.635775,20036600 -2009-01-14,4.615000,4.630000,4.415000,4.520000,3.507727,22121200 -2009-01-15,4.530000,4.725000,4.440000,4.640000,3.600853,17748800 -2009-01-16,4.745000,4.775000,4.555000,4.730000,3.670696,18028400 -2009-01-20,4.730000,4.760000,4.425000,4.445000,3.449524,15951400 -2009-01-21,4.285000,4.525000,4.250000,4.525000,3.511608,24018800 -2009-01-22,4.490000,4.665000,4.390000,4.560000,3.538769,21330600 -2009-01-23,4.440000,4.610000,4.425000,4.540000,3.523249,21011000 -2009-01-26,4.505000,4.640000,4.395000,4.500000,3.492207,26235600 -2009-01-27,4.490000,4.620000,4.440000,4.575000,3.550409,24077200 -2009-01-28,4.685000,4.900000,4.615000,4.825000,3.744421,38306000 -2009-01-29,4.625000,4.950000,4.625000,4.825000,3.744421,37243800 -2009-01-30,4.870000,4.880000,4.705000,4.720000,3.662936,33160800 -2009-02-02,4.630000,4.825000,4.620000,4.720000,3.662936,19906800 -2009-02-03,4.680000,4.945000,4.620000,4.915000,3.814266,27165200 -2009-02-04,4.900000,5.040000,4.860000,4.885000,3.790985,28352800 -2009-02-05,4.815000,5.090000,4.780000,5.065000,3.930672,36153800 -2009-02-06,5.035000,5.315000,4.975000,5.270000,4.089763,24788200 -2009-02-09,5.195000,5.385000,5.105000,5.360000,4.159605,20123600 -2009-02-10,5.245000,5.360000,4.945000,4.950000,3.841427,36386200 -2009-02-11,5.025000,5.050000,4.855000,4.995000,3.876349,22786000 -2009-02-12,4.940000,5.090000,4.870000,5.090000,3.950073,23925600 -2009-02-13,5.090000,5.150000,4.975000,5.065000,3.930672,17711200 -2009-02-17,4.855000,4.890000,4.670000,4.825000,3.744421,32730800 -2009-02-18,4.815000,4.880000,4.720000,4.825000,3.744421,20304600 -2009-02-19,4.835000,4.975000,4.745000,4.760000,3.693980,21011400 -2009-02-20,4.700000,4.860000,4.625000,4.790000,3.717260,25000600 -2009-02-23,4.810000,4.870000,4.555000,4.580000,3.554290,27043000 -2009-02-24,4.560000,4.790000,4.550000,4.765000,3.697858,31321600 -2009-02-25,4.745000,4.810000,4.635000,4.710000,3.655177,20642600 -2009-02-26,4.655000,4.775000,4.495000,4.510000,3.499967,24531600 -2009-02-27,4.460000,4.620000,4.450000,4.575000,3.550409,27580000 -2009-03-02,4.490000,4.570000,4.380000,4.385000,3.402961,18148000 -2009-03-03,4.505000,4.505000,4.265000,4.290000,3.329237,22191600 -2009-03-04,4.320000,4.475000,4.315000,4.415000,3.426242,20151800 -2009-03-05,4.330000,4.445000,4.270000,4.280000,3.321477,22179800 -2009-03-06,4.330000,4.345000,4.060000,4.180000,3.243872,27024200 -2009-03-09,4.165000,4.310000,4.105000,4.135000,3.208950,19047000 -2009-03-10,4.235000,4.595000,4.165000,4.565000,3.542649,31474200 -2009-03-11,4.600000,4.700000,4.475000,4.610000,3.577572,16394400 -2009-03-12,4.595000,5.050000,4.565000,5.035000,3.907391,32528800 -2009-03-13,5.035000,5.325000,5.010000,5.280000,4.097521,30120400 -2009-03-16,5.315000,5.500000,5.280000,5.390000,4.182887,35243800 -2009-03-17,5.335000,5.575000,5.330000,5.570000,4.322576,29760200 -2009-03-18,5.535000,5.815000,5.480000,5.750000,4.462264,24836200 -2009-03-19,5.815000,5.840000,5.690000,5.795000,4.497189,21836200 -2009-03-20,5.805000,5.940000,5.525000,5.580000,4.330337,33500800 -2009-03-23,5.730000,6.060000,5.600000,6.030000,4.679557,24573800 -2009-03-24,5.965000,6.030000,5.660000,5.660000,4.392419,24369000 -2009-03-25,5.730000,5.805000,5.370000,5.580000,4.330337,37234000 -2009-03-26,5.655000,6.215000,5.600000,6.195000,4.807604,41195400 -2009-03-27,6.005000,6.080000,5.860000,5.885000,4.567030,20712800 -2009-03-30,5.740000,5.820000,5.560000,5.630000,4.369139,17794000 -2009-03-31,5.725000,5.725000,5.525000,5.555000,4.310935,24452600 -2009-04-01,5.495000,5.625000,5.405000,5.585000,4.334217,19890400 -2009-04-02,5.725000,6.000000,5.655000,5.910000,4.586430,39412400 -2009-04-03,5.890000,5.965000,5.730000,5.845000,4.535988,22736200 -2009-04-06,5.745000,5.830000,5.620000,5.710000,4.431223,17738200 -2009-04-07,5.575000,5.655000,5.475000,5.595000,4.341976,19806400 -2009-04-08,5.660000,5.805000,5.625000,5.745000,4.458384,17972800 -2009-04-09,5.930000,6.075000,5.830000,6.000000,4.656274,23960400 -2009-04-13,5.930000,6.055000,5.860000,6.005000,4.660157,15846800 -2009-04-14,5.950000,5.980000,5.870000,5.935000,4.605832,29287200 -2009-04-15,5.580000,5.860000,5.565000,5.830000,4.524347,36400000 -2009-04-16,5.715000,5.850000,5.705000,5.805000,4.504945,36669000 -2009-04-17,5.760000,6.110000,5.755000,6.030000,4.679557,36195000 -2009-04-20,5.815000,5.860000,5.625000,5.685000,4.411820,25183200 -2009-04-21,5.605000,5.920000,5.600000,5.905000,4.582552,27585200 -2009-04-22,5.845000,6.350000,5.770000,6.285000,4.877448,44792600 -2009-04-23,6.250000,6.700000,6.235000,6.680000,5.183985,48099600 -2009-04-24,6.615000,6.825000,6.560000,6.755000,5.242188,36105200 -2009-04-27,6.605000,6.815000,6.475000,6.600000,5.121902,28653400 -2009-04-28,6.480000,6.990000,6.480000,6.750000,5.238309,33059600 -2009-04-29,6.835000,6.980000,6.725000,6.845000,5.312033,30134000 -2009-04-30,6.880000,7.720000,6.850000,7.230000,5.610810,67155800 -2009-05-01,7.210000,7.250000,6.860000,6.900000,5.354717,38605600 -2009-05-04,7.000000,7.235000,6.950000,7.120000,5.525446,32558200 -2009-05-05,7.140000,7.210000,7.000000,7.110000,5.517686,23616200 -2009-05-06,7.160000,7.195000,6.875000,7.010000,5.440082,26433200 -2009-05-07,7.060000,7.245000,6.895000,7.005000,5.436202,32205800 -2009-05-08,7.060000,7.120000,6.765000,6.830000,5.300394,36470800 -2009-05-11,6.685000,6.875000,6.510000,6.725000,5.218909,23519200 -2009-05-12,6.695000,6.800000,6.460000,6.590000,5.114142,19928200 -2009-05-13,6.575000,6.580000,6.370000,6.375000,4.947293,23034400 -2009-05-14,6.350000,6.540000,6.325000,6.365000,4.939532,18383600 -2009-05-15,6.395000,6.625000,6.260000,6.470000,5.021017,22907000 -2009-05-18,6.565000,6.710000,6.470000,6.695000,5.195627,18192200 -2009-05-19,6.675000,6.835000,6.610000,6.710000,5.207269,13588200 -2009-05-20,6.760000,7.005000,6.710000,6.775000,5.257712,34052000 -2009-05-21,6.695000,6.795000,6.650000,6.715000,5.211148,43126200 -2009-05-22,6.760000,6.790000,6.480000,6.500000,5.044299,33697200 -2009-05-26,6.275000,6.805000,6.275000,6.750000,5.238309,31695600 -2009-05-27,6.740000,6.945000,6.650000,6.700000,5.199507,21758200 -2009-05-28,6.765000,6.890000,6.615000,6.855000,5.319793,26821000 -2009-05-29,6.895000,7.195000,6.860000,7.195000,5.583651,34967000 -2009-06-01,7.285000,7.495000,7.205000,7.460000,5.789302,23233000 -2009-06-02,7.375000,7.540000,7.335000,7.410000,5.750500,16997000 -2009-06-03,7.355000,7.650000,7.340000,7.650000,5.936751,27142000 -2009-06-04,7.640000,7.690000,7.510000,7.585000,5.886308,27440800 -2009-06-05,7.695000,7.700000,7.510000,7.545000,5.855266,17254800 -2009-06-08,7.345000,7.560000,7.325000,7.485000,5.808702,23963800 -2009-06-09,7.480000,7.670000,7.450000,7.600000,5.897949,18932000 -2009-06-10,7.590000,7.700000,7.320000,7.450000,5.781543,24529000 -2009-06-11,7.425000,7.520000,7.110000,7.130000,5.533207,29051200 -2009-06-12,7.085000,7.280000,7.010000,7.275000,5.645735,21699200 -2009-06-15,7.180000,7.220000,6.960000,7.060000,5.478883,17717800 -2009-06-16,7.070000,7.130000,6.940000,7.000000,5.432321,18159600 -2009-06-17,6.970000,7.305000,6.940000,7.150000,5.548728,30337800 -2009-06-18,7.120000,7.265000,7.050000,7.055000,5.475003,17322600 -2009-06-19,7.050000,7.280000,7.035000,7.120000,5.525446,25693200 -2009-06-22,7.000000,7.050000,6.770000,6.855000,5.319793,20581800 -2009-06-23,6.945000,7.190000,6.895000,7.080000,5.494404,30938200 -2009-06-24,7.140000,7.280000,7.040000,7.105000,5.513806,19950800 -2009-06-25,7.075000,7.440000,7.050000,7.420000,5.758262,24085600 -2009-06-26,7.370000,7.480000,7.250000,7.265000,5.637974,29842200 -2009-06-29,7.370000,7.435000,7.210000,7.320000,5.680656,13305800 -2009-06-30,7.205000,7.285000,6.895000,6.945000,5.389639,43132800 -2009-07-01,6.990000,7.150000,6.975000,7.000000,5.432321,29420400 -2009-07-02,6.935000,6.990000,6.680000,6.695000,5.195627,26766800 -2009-07-06,6.630000,6.800000,6.580000,6.700000,5.199507,18418200 -2009-07-07,6.725000,6.750000,6.475000,6.485000,5.032657,18862400 -2009-07-08,6.520000,6.590000,6.380000,6.520000,5.059820,26035400 -2009-07-09,6.530000,6.900000,6.490000,6.820000,5.292633,39542200 -2009-07-10,6.765000,6.955000,6.665000,6.725000,5.218909,20854000 -2009-07-13,6.725000,7.040000,6.650000,7.025000,5.451722,29789000 -2009-07-14,6.950000,7.095000,6.840000,7.055000,5.475003,25170800 -2009-07-15,7.090000,7.215000,7.030000,7.210000,5.595291,23519800 -2009-07-16,7.170000,7.285000,7.115000,7.205000,5.591412,15638400 -2009-07-17,7.265000,7.280000,7.130000,7.220000,5.603051,17354200 -2009-07-20,7.225000,7.475000,7.220000,7.460000,5.789302,21031800 -2009-07-21,7.515000,7.525000,7.205000,7.345000,5.700056,33588400 -2009-07-22,8.000000,8.795000,7.975000,8.695000,6.747721,152007800 -2009-07-23,8.600000,8.660000,8.430000,8.630000,6.697277,47789400 -2009-07-24,8.615000,8.730000,8.450000,8.610000,6.681755,21014200 -2009-07-27,8.675000,8.750000,8.475000,8.650000,6.712798,25772000 -2009-07-28,8.560000,8.745000,8.540000,8.680000,6.736076,17232600 -2009-07-29,8.630000,8.720000,8.505000,8.580000,6.658474,16921200 -2009-07-30,8.720000,8.920000,8.630000,8.815000,6.840844,27780600 -2009-07-31,8.745000,8.950000,8.725000,8.850000,6.868005,18871200 -2009-08-03,8.990000,9.165000,8.835000,9.135000,7.089178,28981000 -2009-08-04,9.050000,9.350000,9.040000,9.350000,7.256029,29927800 -2009-08-05,9.375000,9.490000,9.185000,9.250000,7.178426,35565200 -2009-08-06,9.220000,9.315000,9.095000,9.150000,7.100818,27137400 -2009-08-07,9.315000,9.575000,9.215000,9.515000,7.384077,29019400 -2009-08-10,9.405000,9.690000,9.365000,9.600000,7.450041,32703200 -2009-08-11,9.580000,9.580000,9.300000,9.430000,7.318114,27727200 -2009-08-12,9.440000,9.720000,9.395000,9.615000,7.461680,24887200 -2009-08-13,9.650000,9.845000,9.505000,9.820000,7.620770,29906400 -2009-08-14,9.730000,9.775000,9.420000,9.560000,7.419001,23276200 -2009-08-17,9.360000,9.385000,9.195000,9.310000,7.224987,22592600 -2009-08-18,9.325000,9.525000,9.310000,9.505000,7.376315,17882200 -2009-08-19,9.385000,9.590000,9.370000,9.560000,7.419001,17782200 -2009-08-20,9.525000,9.675000,9.510000,9.610000,7.457800,18153800 -2009-08-21,9.685000,9.895000,9.620000,9.855000,7.647931,18869800 -2009-08-24,9.870000,9.925000,9.555000,9.620000,7.465561,21985600 -2009-08-25,9.620000,9.870000,9.605000,9.750000,7.566445,19864800 -2009-08-26,9.725000,9.840000,9.605000,9.675000,7.508245,16781800 -2009-08-27,9.665000,9.780000,9.455000,9.720000,7.543164,16184400 -2009-08-28,9.805000,9.850000,9.580000,9.665000,7.500485,13296400 -2009-08-31,9.615000,9.640000,9.425000,9.495000,7.368557,21183400 -2009-09-01,9.490000,9.675000,9.210000,9.280000,7.201705,29337000 -2009-09-02,9.240000,9.375000,9.190000,9.280000,7.201705,17100200 -2009-09-03,9.300000,9.345000,9.105000,9.345000,7.252149,22627200 -2009-09-04,9.355000,9.575000,9.230000,9.510000,7.380196,15713200 -2009-09-08,9.535000,9.625000,9.475000,9.600000,7.450041,14858400 -2009-09-09,9.600000,10.105000,9.565000,10.045000,7.795381,41213000 -2009-09-10,10.060000,10.120000,9.835000,9.985000,7.748823,32750600 -2009-09-11,9.995000,10.010000,9.830000,9.945000,7.717772,19276400 -2009-09-14,9.835000,10.095000,9.790000,10.040000,7.791500,18430600 -2009-09-15,10.000000,10.080000,9.860000,9.895000,7.678973,21520000 -2009-09-16,9.915000,9.925000,9.775000,9.925000,7.702256,19974800 -2009-09-17,9.905000,10.240000,9.870000,10.040000,7.791500,19428800 -2009-09-18,10.230000,10.470000,10.170000,10.380000,8.055355,28997200 -2009-09-21,10.315000,10.440000,10.170000,10.335000,8.020435,18179000 -2009-09-22,10.330000,10.385000,10.190000,10.235000,7.942831,14302400 -2009-09-23,10.200000,10.230000,9.830000,9.845000,7.640172,23654200 -2009-09-24,9.900000,9.960000,9.505000,9.585000,7.438400,32934000 -2009-09-25,9.565000,10.055000,9.510000,9.915000,7.694497,35879800 -2009-09-28,9.970000,10.385000,9.940000,10.310000,8.001035,25847200 -2009-09-29,10.340000,10.380000,10.085000,10.190000,7.907907,18615400 -2009-09-30,10.185000,10.365000,9.860000,10.325000,8.012672,28316400 -2009-10-01,10.270000,10.300000,9.900000,9.985000,7.748823,23603200 -2009-10-02,9.865000,10.035000,9.795000,9.870000,7.659571,17015200 -2009-10-05,9.905000,10.070000,9.800000,10.030000,7.783739,14568000 -2009-10-06,10.025000,10.365000,9.975000,10.265000,7.966110,21784800 -2009-10-07,10.235000,10.300000,10.090000,10.200000,7.915668,13994200 -2009-10-08,10.230000,10.495000,10.185000,10.235000,7.942831,20872600 -2009-10-09,10.185000,10.310000,10.050000,10.120000,7.853586,17782400 -2009-10-12,10.080000,10.270000,10.040000,10.180000,7.900146,20038600 -2009-10-13,10.215000,10.215000,10.015000,10.095000,7.834182,13518400 -2009-10-14,10.215000,10.360000,10.160000,10.270000,7.969995,14877000 -2009-10-15,10.175000,10.365000,10.145000,10.360000,8.039834,20286600 -2009-10-16,10.320000,10.345000,10.160000,10.320000,8.008788,20250800 -2009-10-19,10.340000,10.555000,10.245000,10.470000,8.125198,15396600 -2009-10-20,10.390000,10.475000,10.190000,10.265000,7.966110,11845000 -2009-10-21,10.175000,10.520000,10.150000,10.170000,7.892386,20825600 -2009-10-22,10.175000,10.410000,10.100000,10.330000,8.016551,15714800 -2009-10-23,10.270000,10.275000,10.075000,10.135000,7.865224,12959600 -2009-10-26,10.025000,10.340000,9.995000,10.025000,7.779858,20772200 -2009-10-27,9.990000,10.025000,9.495000,9.545000,7.407359,33995400 -2009-10-28,9.590000,9.745000,9.345000,9.370000,7.271550,27010800 -2009-10-29,9.470000,9.775000,9.430000,9.760000,7.574206,22363800 -2009-10-30,9.770000,9.855000,9.465000,9.490000,7.364675,24870600 -2009-11-02,9.490000,9.730000,9.425000,9.690000,7.519886,22334200 -2009-11-03,9.625000,9.785000,9.480000,9.710000,7.535407,18192800 -2009-11-04,9.800000,9.800000,9.575000,9.605000,7.453916,23443800 -2009-11-05,9.710000,9.945000,9.625000,9.850000,7.644051,28022200 -2009-11-06,10.200000,10.645000,10.130000,10.560000,8.195043,57448000 -2009-11-09,10.580000,10.595000,10.445000,10.550000,8.187285,27359800 -2009-11-10,10.490000,10.725000,10.485000,10.705000,8.307570,26731000 -2009-11-11,10.800000,10.880000,10.720000,10.855000,8.423979,24071400 -2009-11-12,10.800000,10.950000,10.770000,10.840000,8.412336,19328400 -2009-11-13,10.835000,10.925000,10.765000,10.890000,8.451138,17083000 -2009-11-16,10.910000,11.030000,10.850000,11.030000,8.559784,17730400 -2009-11-17,10.950000,11.035000,10.875000,10.995000,8.532626,14458800 -2009-11-18,10.875000,10.940000,10.725000,10.860000,8.427855,16074200 -2009-11-19,10.740000,10.805000,10.525000,10.765000,8.354137,20548000 -2009-11-20,10.665000,10.860000,10.600000,10.705000,8.307570,12950200 -2009-11-23,10.905000,11.050000,10.765000,10.805000,8.385173,25388000 -2009-11-24,10.755000,10.805000,10.545000,10.665000,8.276527,17987200 -2009-11-25,10.700000,10.920000,10.660000,10.910000,8.466658,14864800 -2009-11-27,10.525000,10.820000,10.500000,10.715000,8.315331,8878800 -2009-11-30,10.665000,10.970000,10.555000,10.950000,8.497699,23917000 -2009-12-01,10.975000,11.020000,10.860000,10.865000,8.431739,18621800 -2009-12-02,10.905000,11.000000,10.805000,10.840000,8.412336,14876800 -2009-12-03,10.860000,10.955000,10.540000,10.560000,8.195043,19109600 -2009-12-04,10.705000,10.930000,10.640000,10.800000,8.381294,25738200 -2009-12-07,10.765000,10.870000,10.670000,10.700000,8.303692,10931000 -2009-12-08,10.575000,10.730000,10.475000,10.610000,8.233846,12023000 -2009-12-09,10.630000,10.685000,10.500000,10.650000,8.264891,13367000 -2009-12-10,10.715000,11.235000,10.680000,11.155000,8.656790,42289400 -2009-12-11,11.210000,11.245000,11.030000,11.200000,8.691713,22741400 -2009-12-14,11.235000,11.445000,11.170000,11.420000,8.862447,18096200 -2009-12-15,11.335000,11.450000,11.335000,11.365000,8.819762,13952600 -2009-12-16,11.350000,11.465000,11.205000,11.220000,8.707236,15798400 -2009-12-17,11.155000,11.245000,11.050000,11.125000,8.633512,12483200 -2009-12-18,11.215000,11.880000,11.125000,11.840000,9.188382,59943800 -2009-12-21,11.845000,11.865000,11.525000,11.570000,8.978850,23654200 -2009-12-22,11.670000,11.900000,11.585000,11.860000,9.203904,16175600 -2009-12-23,11.840000,11.900000,11.680000,11.870000,9.211664,8513200 -2009-12-24,11.880000,11.880000,11.750000,11.830000,9.180622,4096000 -2009-12-28,11.815000,11.975000,11.775000,11.905000,9.238827,10327600 -2009-12-29,11.920000,11.935000,11.685000,11.755000,9.122421,14801600 -2009-12-30,11.670000,11.795000,11.590000,11.655000,9.044814,9208400 -2009-12-31,11.670000,11.740000,11.530000,11.530000,8.947808,7526400 -2010-01-04,11.660000,11.665000,11.455000,11.525000,8.943932,16370000 -2010-01-05,11.480000,12.000000,11.445000,11.795000,9.153463,30058800 -2010-01-06,11.740000,11.810000,11.630000,11.710000,9.087500,14209600 -2010-01-07,11.640000,11.765000,11.595000,11.680000,9.064217,10256000 -2010-01-08,11.600000,11.800000,11.595000,11.640000,9.033173,10274800 -2010-01-11,11.685000,11.685000,11.435000,11.605000,9.006011,11387000 -2010-01-12,11.450000,11.595000,11.250000,11.410000,8.854685,15429600 -2010-01-13,11.450000,11.750000,11.385000,11.690000,9.071976,15098400 -2010-01-14,11.620000,11.800000,11.605000,11.775000,9.137938,15517400 -2010-01-15,11.865000,11.875000,11.455000,11.635000,9.029292,21862600 -2010-01-19,11.700000,11.900000,11.580000,11.790000,9.149579,18908200 -2010-01-20,11.870000,11.900000,11.425000,11.645000,9.037055,33950400 -2010-01-21,12.060000,12.225000,11.665000,11.840000,9.188382,53670800 -2010-01-22,11.815000,11.915000,11.425000,11.455000,8.889605,24557600 -2010-01-25,11.500000,11.530000,11.135000,11.200000,8.691713,24673800 -2010-01-26,11.105000,11.370000,11.085000,11.270000,8.746039,22492600 -2010-01-27,11.270000,11.285000,11.065000,11.205000,8.695592,21200200 -2010-01-28,11.250000,11.315000,10.930000,11.040000,8.567544,28730400 -2010-01-29,11.060000,11.265000,10.875000,10.895000,8.455017,18741800 -2010-02-01,10.995000,11.135000,10.885000,11.115000,8.625751,13498800 -2010-02-02,11.075000,11.245000,10.955000,11.225000,8.711114,15336200 -2010-02-03,11.195000,11.245000,11.050000,11.215000,8.703356,14938600 -2010-02-04,11.130000,11.195000,10.895000,10.905000,8.462778,19542400 -2010-02-05,10.895000,11.020000,10.630000,10.850000,8.420099,22069800 -2010-02-08,10.830000,11.075000,10.705000,10.955000,8.501586,15988600 -2010-02-09,11.075000,11.150000,10.830000,11.095000,8.610229,20816200 -2010-02-10,11.020000,11.265000,11.020000,11.185000,8.680073,20032800 -2010-02-11,11.130000,11.340000,10.965000,11.280000,8.753797,18518200 -2010-02-12,11.035000,11.340000,11.030000,11.300000,8.769318,15750800 -2010-02-16,11.345000,11.440000,11.235000,11.440000,8.877964,16820000 -2010-02-17,11.535000,11.650000,11.485000,11.575000,8.982727,12950400 -2010-02-18,11.605000,11.660000,11.505000,11.630000,9.025412,9300600 -2010-02-19,11.585000,11.730000,11.585000,11.680000,9.064217,9731800 -2010-02-22,11.665000,11.680000,11.410000,11.450000,8.885724,16983800 -2010-02-23,11.380000,11.455000,11.235000,11.340000,8.800358,16508400 -2010-02-24,11.375000,11.540000,11.355000,11.540000,8.955570,12921000 -2010-02-25,11.325000,11.490000,11.215000,11.450000,8.885724,18623800 -2010-02-26,11.460000,11.495000,11.340000,11.455000,8.889605,12100000 -2010-03-01,11.465000,11.670000,11.455000,11.645000,9.037055,12703000 -2010-03-02,11.590000,11.700000,11.540000,11.665000,9.052575,17122200 -2010-03-03,11.650000,11.690000,11.470000,11.530000,8.947808,11035000 -2010-03-04,11.525000,11.585000,11.435000,11.460000,8.893489,12892600 -2010-03-05,11.520000,11.695000,11.435000,11.685000,9.068093,12328800 -2010-03-08,11.635000,11.795000,11.625000,11.660000,9.048694,8997200 -2010-03-09,11.750000,11.875000,11.600000,11.810000,9.165105,13357200 -2010-03-10,11.765000,12.135000,11.755000,12.115000,9.401794,24464200 -2010-03-11,12.020000,12.335000,12.020000,12.135000,9.417315,17979000 -2010-03-12,12.135000,12.240000,12.070000,12.140000,9.421196,12833400 -2010-03-15,12.150000,12.250000,12.120000,12.210000,9.475520,11841800 -2010-03-16,12.475000,12.685000,12.430000,12.645000,9.813098,33800200 -2010-03-17,12.685000,12.830000,12.565000,12.780000,9.917868,21365000 -2010-03-18,12.725000,12.750000,12.485000,12.510000,9.708334,21413600 -2010-03-19,12.485000,12.575000,12.375000,12.485000,9.688936,22038600 -2010-03-22,12.390000,12.690000,12.175000,12.620000,9.793696,16329600 -2010-03-23,12.715000,12.715000,12.475000,12.705000,9.859662,17656000 -2010-03-24,12.920000,13.000000,12.620000,12.645000,9.813098,24294400 -2010-03-25,12.530000,12.565000,12.075000,12.105000,9.394035,37962200 -2010-03-26,12.195000,12.415000,12.195000,12.295000,9.541488,20463600 -2010-03-29,12.315000,12.385000,12.145000,12.305000,9.549243,13718000 -2010-03-30,12.210000,12.315000,12.120000,12.280000,9.529843,12786200 -2010-03-31,12.210000,12.270000,12.100000,12.135000,9.417315,15088600 -2010-04-01,12.270000,12.365000,11.975000,12.120000,9.405675,15551200 -2010-04-05,12.055000,12.390000,12.055000,12.305000,9.588799,15765800 -2010-04-06,12.225000,12.350000,12.175000,12.300000,9.584906,11589200 -2010-04-07,12.400000,12.515000,12.345000,12.455000,9.705691,16810800 -2010-04-08,12.375000,12.500000,12.315000,12.415000,9.674520,14317800 -2010-04-09,12.425000,12.475000,12.225000,12.360000,9.631661,12381000 -2010-04-12,12.325000,12.395000,12.160000,12.245000,9.542050,12606200 -2010-04-13,12.205000,12.400000,12.160000,12.365000,9.635560,14704800 -2010-04-14,12.350000,12.425000,12.200000,12.420000,9.678417,15749800 -2010-04-15,12.360000,12.625000,12.310000,12.565000,9.791410,19206400 -2010-04-16,12.550000,12.610000,12.355000,12.480000,9.725173,21814000 -2010-04-19,12.495000,12.620000,12.280000,12.450000,9.701797,16983000 -2010-04-20,12.550000,12.645000,12.310000,12.630000,9.842057,15065200 -2010-04-21,12.595000,12.710000,12.500000,12.695000,9.892713,27466000 -2010-04-22,12.990000,13.725000,12.835000,13.625000,10.617426,62082800 -2010-04-23,13.505000,13.645000,13.375000,13.630000,10.621322,20898400 -2010-04-26,13.535000,13.795000,13.500000,13.695000,10.671978,15876400 -2010-04-27,13.750000,13.750000,13.225000,13.265000,10.336895,19239600 -2010-04-28,13.325000,13.440000,13.060000,13.110000,10.216105,21192600 -2010-04-29,13.145000,13.365000,13.130000,13.300000,10.364165,15192600 -2010-04-30,13.370000,13.370000,12.990000,12.990000,10.122598,15006400 -2010-05-03,13.010000,13.625000,12.990000,13.590000,10.590151,19331000 -2010-05-04,13.325000,13.325000,12.905000,13.015000,10.142076,22470200 -2010-05-05,12.970000,13.285000,12.880000,13.110000,10.216105,22305800 -2010-05-06,12.995000,13.125000,12.195000,12.805000,9.978431,35568400 -2010-05-07,12.640000,12.995000,12.325000,12.725000,9.916091,44815000 -2010-05-10,13.035000,13.550000,12.940000,13.520000,10.535602,29334000 -2010-05-11,13.350000,13.620000,13.265000,13.350000,10.403130,23988600 -2010-05-12,13.405000,13.965000,13.355000,13.925000,10.851202,23334600 -2010-05-13,13.895000,13.895000,13.680000,13.720000,10.691451,21925400 -2010-05-14,13.630000,13.665000,13.090000,13.255000,10.329099,23081800 -2010-05-17,13.220000,13.475000,13.035000,13.455000,10.484951,17651600 -2010-05-18,13.295000,13.560000,13.200000,13.290000,10.356376,17118000 -2010-05-19,13.165000,13.410000,12.905000,13.095000,10.204417,20713600 -2010-05-20,12.765000,12.895000,12.540000,12.550000,9.779722,25198400 -2010-05-21,12.270000,12.755000,12.195000,12.645000,9.853748,25733200 -2010-05-24,12.580000,12.720000,12.455000,12.535000,9.768036,17079600 -2010-05-25,12.220000,12.495000,12.035000,12.460000,9.709588,23753800 -2010-05-26,12.395000,12.675000,12.340000,12.355000,9.627762,24204800 -2010-05-27,12.730000,13.020000,12.650000,13.010000,10.138181,20103600 -2010-05-28,12.995000,13.165000,12.835000,12.945000,10.087529,16523600 -2010-06-01,12.875000,13.155000,12.760000,12.850000,10.013499,19534400 -2010-06-02,12.865000,13.300000,12.785000,13.290000,10.356376,19915000 -2010-06-03,13.270000,13.460000,13.230000,13.430000,10.465470,18458200 -2010-06-04,13.130000,13.415000,13.000000,13.075000,10.188830,22817800 -2010-06-07,13.125000,13.125000,12.755000,12.770000,9.951156,19664200 -2010-06-08,12.790000,12.955000,12.600000,12.925000,10.071945,19871200 -2010-06-09,13.020000,13.360000,13.005000,13.155000,10.251172,23721200 -2010-06-10,13.375000,13.505000,13.200000,13.490000,10.512226,18876400 -2010-06-11,13.385000,13.605000,13.370000,13.575000,10.578464,17275800 -2010-06-14,13.720000,13.930000,13.640000,13.730000,10.699246,17480200 -2010-06-15,13.825000,13.970000,13.705000,13.965000,10.882373,17347800 -2010-06-16,13.915000,14.085000,13.810000,13.995000,10.905750,18969600 -2010-06-17,14.005000,14.055000,13.800000,13.990000,10.901855,14355800 -2010-06-18,13.990000,14.180000,13.870000,14.045000,10.944714,18838000 -2010-06-21,14.120000,14.250000,13.930000,14.010000,10.917442,13238600 -2010-06-22,14.035000,14.240000,13.575000,13.615000,10.609633,20533200 -2010-06-23,13.600000,13.760000,13.485000,13.660000,10.644701,15792000 -2010-06-24,13.550000,13.635000,13.300000,13.335000,10.391443,12959400 -2010-06-25,13.415000,13.525000,13.320000,13.405000,10.445986,17869600 -2010-06-28,13.535000,13.540000,13.180000,13.195000,10.282345,14278200 -2010-06-29,12.995000,13.050000,12.440000,12.505000,9.744654,37893400 -2010-06-30,12.540000,12.655000,12.135000,12.150000,9.468014,33930000 -2010-07-01,12.215000,12.375000,11.840000,12.330000,9.608286,31499400 -2010-07-02,12.380000,12.395000,12.055000,12.175000,9.487501,16930800 -2010-07-06,12.290000,12.345000,11.735000,11.805000,9.199169,29284800 -2010-07-07,11.830000,12.225000,11.760000,12.200000,9.506980,18170400 -2010-07-08,12.280000,12.465000,12.195000,12.420000,9.678417,20986400 -2010-07-09,12.440000,12.670000,12.420000,12.650000,9.857648,14174200 -2010-07-12,12.635000,12.760000,12.490000,12.635000,9.845955,12906200 -2010-07-13,12.780000,13.035000,12.735000,12.970000,10.107009,15921200 -2010-07-14,12.930000,13.075000,12.875000,13.000000,10.130393,11916200 -2010-07-15,13.040000,13.090000,12.820000,13.065000,10.181042,12583400 -2010-07-16,13.100000,13.220000,12.635000,12.675000,9.877130,19583800 -2010-07-19,12.690000,12.855000,12.540000,12.745000,9.931672,14539200 -2010-07-20,12.500000,12.895000,12.425000,12.885000,10.040774,14836000 -2010-07-21,12.900000,12.990000,12.565000,12.585000,9.806997,24130800 -2010-07-22,12.395000,12.630000,12.175000,12.575000,9.799202,38846000 -2010-07-23,12.580000,12.750000,12.470000,12.690000,9.888817,17897800 -2010-07-26,12.635000,12.785000,12.490000,12.695000,9.892713,19502000 -2010-07-27,12.795000,12.795000,12.475000,12.590000,9.810893,17199400 -2010-07-28,12.610000,12.680000,12.405000,12.495000,9.736861,15432400 -2010-07-29,12.535000,12.600000,12.180000,12.410000,9.670624,13412800 -2010-07-30,12.225000,12.475000,12.125000,12.425000,9.682312,15682400 -2010-08-02,12.510000,12.530000,12.310000,12.340000,9.666649,16674000 -2010-08-03,12.340000,12.430000,12.185000,12.360000,9.682312,14378000 -2010-08-04,12.420000,12.620000,12.345000,12.590000,9.862487,14660600 -2010-08-05,12.515000,12.620000,12.380000,12.590000,9.862487,15344600 -2010-08-06,12.395000,12.685000,12.375000,12.665000,9.921238,14981800 -2010-08-09,12.695000,12.860000,12.695000,12.830000,10.050491,10357600 -2010-08-10,12.735000,12.800000,12.555000,12.700000,9.948657,12901000 -2010-08-11,12.455000,12.480000,12.175000,12.330000,9.658815,18449600 -2010-08-12,12.155000,12.305000,12.130000,12.230000,9.580475,11964000 -2010-08-13,12.155000,12.185000,11.975000,11.995000,9.396388,12194200 -2010-08-16,11.935000,12.075000,11.835000,11.910000,9.329803,14724400 -2010-08-17,11.965000,12.295000,11.920000,12.150000,9.517803,14061400 -2010-08-18,12.070000,12.400000,11.905000,12.250000,9.596145,13645600 -2010-08-19,12.165000,12.260000,11.930000,12.020000,9.415968,13623600 -2010-08-20,12.010000,12.055000,11.880000,12.025000,9.419888,10909600 -2010-08-23,12.060000,12.165000,11.840000,11.840000,9.274964,13230000 -2010-08-24,11.650000,11.650000,11.350000,11.410000,8.938120,27815000 -2010-08-25,11.300000,11.740000,11.250000,11.680000,9.149631,20244200 -2010-08-26,11.705000,11.810000,11.590000,11.635000,9.114377,15060000 -2010-08-27,11.690000,11.790000,11.455000,11.735000,9.192717,12109000 -2010-08-30,11.725000,11.820000,11.685000,11.715000,9.177046,11926000 -2010-08-31,11.600000,11.740000,11.345000,11.490000,9.000791,21136600 -2010-09-01,11.590000,11.885000,11.515000,11.840000,9.274964,14365200 -2010-09-02,11.830000,12.340000,11.775000,12.330000,9.658815,23932400 -2010-09-03,12.490000,12.595000,12.360000,12.535000,9.819403,11773400 -2010-09-07,12.445000,12.520000,12.335000,12.435000,9.741062,12830400 -2010-09-08,12.445000,12.550000,12.345000,12.390000,9.705812,12205400 -2010-09-09,12.485000,12.485000,12.265000,12.415000,9.725399,10329200 -2010-09-10,12.470000,12.720000,12.425000,12.700000,9.948657,12798600 -2010-09-13,12.775000,13.000000,12.775000,12.875000,10.085744,17364600 -2010-09-14,12.850000,12.935000,12.765000,12.890000,10.097488,12253200 -2010-09-15,12.795000,12.890000,12.715000,12.875000,10.085744,11151200 -2010-09-16,12.815000,12.915000,12.725000,12.865000,10.077907,8368400 -2010-09-17,12.925000,12.940000,12.715000,12.765000,9.999575,16694800 -2010-09-20,12.805000,13.170000,12.770000,13.140000,10.293332,13225200 -2010-09-21,13.105000,13.170000,12.990000,13.080000,10.246334,14358200 -2010-09-22,13.120000,13.225000,12.915000,12.965000,10.156246,12248400 -2010-09-23,12.825000,13.090000,12.685000,12.725000,9.968240,14068400 -2010-09-24,12.925000,13.100000,12.910000,13.065000,10.234582,23203800 -2010-09-27,13.015000,13.190000,13.015000,13.075000,10.242414,15232000 -2010-09-28,13.185000,13.285000,12.860000,13.070000,10.238496,14969000 -2010-09-29,13.090000,13.100000,12.820000,12.900000,10.105326,13066000 -2010-09-30,12.965000,13.050000,12.690000,12.775000,10.007405,16740600 -2010-10-01,12.945000,13.040000,12.770000,12.970000,10.160160,17455400 -2010-10-04,12.900000,12.970000,12.685000,12.845000,10.062241,10910600 -2010-10-05,13.035000,13.195000,12.975000,13.125000,10.281584,14287200 -2010-10-06,13.040000,13.110000,12.870000,13.050000,10.222832,14798000 -2010-10-07,13.055000,13.110000,12.910000,13.035000,10.211079,10380400 -2010-10-08,13.045000,13.150000,12.835000,13.035000,10.211079,9222400 -2010-10-11,12.995000,13.200000,12.935000,12.995000,10.179745,11484400 -2010-10-12,13.000000,13.650000,12.950000,13.570000,10.630176,29020200 -2010-10-13,13.615000,13.675000,13.445000,13.630000,10.677179,14618600 -2010-10-14,13.570000,13.880000,13.570000,13.715000,10.743762,14601600 -2010-10-15,13.800000,13.800000,13.585000,13.770000,10.786849,11823800 -2010-10-18,13.720000,13.770000,13.590000,13.675000,10.712431,10964800 -2010-10-19,13.625000,13.740000,13.420000,13.540000,10.606677,13655000 -2010-10-20,13.540000,13.860000,13.515000,13.725000,10.751597,13356000 -2010-10-21,13.740000,13.905000,13.510000,13.645000,10.688932,10634600 -2010-10-22,13.520000,14.305000,13.515000,14.245000,11.158944,22770800 -2010-10-25,14.275000,14.400000,14.170000,14.195000,11.119772,11396400 -2010-10-26,14.115000,14.305000,14.060000,14.265000,11.174612,9513600 -2010-10-27,14.105000,14.165000,14.010000,14.130000,11.068859,11134000 -2010-10-28,14.225000,14.250000,14.015000,14.115000,11.057109,8131600 -2010-10-29,14.075000,14.375000,14.050000,14.280000,11.186363,13535000 -2010-11-01,14.340000,14.495000,14.220000,14.405000,11.284280,11093200 -2010-11-02,14.445000,14.570000,14.380000,14.440000,11.311697,9290600 -2010-11-03,14.405000,14.645000,14.310000,14.550000,11.397867,13359400 -2010-11-04,14.840000,15.000000,14.770000,14.875000,11.652461,29505400 -2010-11-05,15.285000,15.650000,15.175000,15.435000,12.091145,36640600 -2010-11-08,15.245000,15.450000,15.090000,15.315000,11.997137,15613000 -2010-11-09,15.420000,15.420000,14.995000,15.085000,11.816963,15047600 -2010-11-10,15.050000,15.375000,15.000000,15.235000,11.934471,15171400 -2010-11-11,15.050000,15.475000,15.005000,15.370000,12.040221,11397400 -2010-11-12,15.355000,15.355000,14.920000,15.095000,11.824799,12922000 -2010-11-15,15.045000,15.500000,15.045000,15.395000,12.059805,18969000 -2010-11-16,15.200000,15.405000,14.890000,14.920000,11.737268,14845800 -2010-11-17,14.870000,15.070000,14.725000,14.995000,11.796269,10486000 -2010-11-18,15.110000,15.430000,15.035000,15.290000,12.028341,13601200 -2010-11-19,15.230000,15.455000,15.145000,15.380000,12.099143,13522000 -2010-11-22,15.295000,15.545000,15.250000,15.435000,12.142409,13425000 -2010-11-23,15.260000,15.380000,15.075000,15.200000,11.957541,17195600 -2010-11-24,15.360000,15.755000,15.340000,15.740000,12.382346,20611800 -2010-11-26,15.595000,15.675000,15.535000,15.570000,12.248609,4651200 -2010-11-29,15.325000,15.465000,15.100000,15.395000,12.110941,13510400 -2010-11-30,15.155000,15.465000,15.070000,15.300000,12.036206,17186200 -2010-12-01,15.505000,16.014999,15.505000,15.850000,12.468880,20384600 -2010-12-02,15.930000,16.400000,15.885000,16.379999,12.885824,20100600 -2010-12-03,16.285000,16.440001,16.045000,16.360001,12.870088,16435000 -2010-12-06,16.305000,16.400000,16.225000,16.360001,12.870088,10276000 -2010-12-07,16.495001,16.545000,16.309999,16.389999,12.893685,13535800 -2010-12-08,16.445000,16.445000,16.230000,16.290001,12.815022,8590400 -2010-12-09,16.350000,16.400000,16.080000,16.200001,12.744220,11720800 -2010-12-10,16.209999,16.355000,16.059999,16.295000,12.818949,8208000 -2010-12-13,16.365000,16.375000,15.995000,15.995000,12.582949,10908400 -2010-12-14,15.970000,16.150000,15.910000,16.055000,12.630152,10083600 -2010-12-15,16.055000,16.190001,15.830000,15.935000,12.535749,13788000 -2010-12-16,16.250000,16.400000,16.100000,16.295000,12.818949,16072000 -2010-12-17,16.270000,16.475000,16.184999,16.395000,12.897621,17918400 -2010-12-20,16.434999,16.535000,16.260000,16.465000,12.952690,8660000 -2010-12-21,16.525000,16.525000,16.250000,16.430000,12.925153,7347000 -2010-12-22,16.500000,16.575001,16.400000,16.465000,12.952690,6785200 -2010-12-23,16.395000,16.495001,16.264999,16.315001,12.834681,6767200 -2010-12-27,16.325001,16.340000,16.080000,16.235001,12.771751,4668800 -2010-12-28,16.254999,16.344999,16.025000,16.195000,12.740284,6234000 -2010-12-29,16.264999,16.370001,16.205000,16.254999,12.787487,4668600 -2010-12-30,16.195000,16.275000,16.100000,16.205000,12.748148,4907200 -2010-12-31,16.205000,16.240000,15.975000,16.065001,12.638015,6346200 -2011-01-03,16.245001,16.709999,16.230000,16.625000,13.078552,12764600 -2011-01-04,16.625000,16.645000,16.219999,16.240000,12.775687,13306000 -2011-01-05,16.129999,16.420000,16.125000,16.174999,12.724554,11501800 -2011-01-06,16.184999,16.250000,15.895000,15.980000,12.571149,13253400 -2011-01-07,16.020000,16.430000,15.930000,16.389999,12.893685,19791400 -2011-01-10,16.240000,16.475000,16.065001,16.385000,12.889755,15540600 -2011-01-11,16.450001,16.450001,16.080000,16.129999,12.689150,16100200 -2011-01-12,16.290001,16.330000,16.030001,16.100000,12.665549,16419400 -2011-01-13,16.055000,16.219999,16.055000,16.205000,12.748148,11235000 -2011-01-14,16.100000,16.365000,16.090000,16.350000,12.862220,11265800 -2011-01-18,16.365000,16.625000,16.344999,16.500000,12.980222,15682400 -2011-01-19,16.240000,16.535000,16.235001,16.504999,12.984154,12982000 -2011-01-20,16.530001,16.695000,16.395000,16.590000,13.051023,18641400 -2011-01-21,16.709999,16.860001,16.530001,16.600000,13.058892,23129800 -2011-01-24,16.580000,16.750000,16.455000,16.745001,13.172958,11974800 -2011-01-25,16.639999,16.889999,16.605000,16.825001,13.235897,18252800 -2011-01-26,16.805000,16.805000,16.370001,16.535000,13.007757,37247800 -2011-01-27,16.160000,16.725000,16.025000,16.514999,12.992023,32931800 -2011-01-28,16.530001,16.559999,15.760000,15.865000,12.480680,26823400 -2011-01-31,15.770000,15.870000,15.375000,15.765000,12.402014,25171800 -2011-02-01,15.880000,16.155001,15.785000,16.125000,12.685220,21049800 -2011-02-02,16.080000,16.125000,15.840000,16.100000,12.665549,13099000 -2011-02-03,16.110001,16.260000,16.025000,16.180000,12.728484,12782600 -2011-02-04,16.160000,16.370001,16.030001,16.290001,12.815022,14393400 -2011-02-07,16.250000,16.365000,16.115000,16.174999,12.775530,12320400 -2011-02-08,16.120001,16.594999,16.115000,16.559999,13.079612,13565400 -2011-02-09,16.500000,16.570000,16.395000,16.495001,13.028277,8665400 -2011-02-10,16.440001,16.629999,16.375000,16.580000,13.095408,17855600 -2011-02-11,16.500000,16.690001,16.379999,16.674999,13.170443,12259200 -2011-02-14,16.705000,16.889999,16.594999,16.790001,13.261277,15961200 -2011-02-15,16.709999,16.780001,16.575001,16.590000,13.103307,11332000 -2011-02-16,16.645000,16.840000,16.565001,16.785000,13.257328,10671600 -2011-02-17,16.730000,16.840000,16.639999,16.750000,13.229677,9791400 -2011-02-18,16.719999,17.014999,16.639999,17.000000,13.427142,15881600 -2011-02-22,16.840000,16.965000,16.334999,16.385000,12.941395,15101600 -2011-02-23,16.375000,16.385000,15.695000,15.955000,12.601765,16680000 -2011-02-24,15.900000,15.985000,15.585000,15.955000,12.601765,18856200 -2011-02-25,16.045000,16.340000,16.000000,16.250000,12.834766,19325600 -2011-02-28,16.400000,16.525000,16.295000,16.490000,13.024323,18027400 -2011-03-01,16.615000,16.684999,16.120001,16.195000,12.791326,20471000 -2011-03-02,16.145000,16.195000,15.860000,16.110001,12.724189,16253600 -2011-03-03,16.245001,16.629999,16.235001,16.504999,13.036171,13107600 -2011-03-04,16.450001,16.590000,16.309999,16.559999,13.079612,16241000 -2011-03-07,17.000000,17.395000,16.655001,16.799999,13.269169,26465800 -2011-03-08,16.860001,17.155001,16.805000,17.004999,13.431086,16973400 -2011-03-09,16.975000,17.299999,16.860001,17.270000,13.640392,16728600 -2011-03-10,18.540001,19.105000,18.469999,18.985001,14.994947,72206200 -2011-03-11,18.650000,18.805000,18.160000,18.280001,14.438119,30486000 -2011-03-14,18.155001,18.260000,17.750000,17.865000,14.110342,24991800 -2011-03-15,17.370001,17.980000,17.334999,17.860001,14.106397,17963600 -2011-03-16,17.445000,17.790001,17.434999,17.500000,13.822056,19430400 -2011-03-17,17.795000,17.825001,17.525000,17.545000,13.857594,12862000 -2011-03-18,17.770000,17.844999,17.405001,17.480000,13.806256,23366600 -2011-03-21,17.725000,17.780001,17.575001,17.655001,13.944483,10171400 -2011-03-22,17.625000,17.625000,17.400000,17.475000,13.802313,12085200 -2011-03-23,17.475000,18.400000,17.375000,18.344999,14.489462,22958200 -2011-03-24,18.415001,18.924999,18.184999,18.790001,14.840942,31712200 -2011-03-25,18.885000,18.900000,18.400000,18.450001,14.572395,13482400 -2011-03-28,18.490000,18.549999,18.219999,18.440001,14.564500,14317400 -2011-03-29,18.325001,18.580000,18.205000,18.430000,14.556598,12054000 -2011-03-30,18.584999,18.590000,18.245001,18.360001,14.501307,11935200 -2011-03-31,18.320000,18.510000,18.250000,18.475000,14.592140,12757800 -2011-04-01,18.625000,18.830000,18.525000,18.625000,14.710619,10940200 -2011-04-04,18.684999,18.795000,18.285000,18.365000,14.505257,10886800 -2011-04-05,18.305000,18.344999,18.094999,18.200001,14.374936,10749800 -2011-04-06,18.320000,18.440001,18.025000,18.195000,14.370987,8032800 -2011-04-07,18.084999,18.219999,17.820000,17.950001,14.177478,11949800 -2011-04-08,18.014999,18.174999,17.700001,17.885000,14.126140,11012600 -2011-04-11,17.940001,18.100000,17.605000,17.745001,14.015568,9580000 -2011-04-12,17.615000,17.920000,17.615000,17.885000,14.126140,10411200 -2011-04-13,17.965000,18.084999,17.815001,17.905001,14.141937,9128800 -2011-04-14,17.715000,17.985001,17.650000,17.985001,14.205127,9797000 -2011-04-15,17.995001,18.200001,17.809999,18.190001,14.367045,12734000 -2011-04-18,17.910000,17.940001,17.500000,17.905001,14.141937,11133400 -2011-04-19,17.910000,18.145000,17.865000,18.080000,14.280157,10574400 -2011-04-20,18.275000,18.500000,18.264999,18.445000,14.568449,13098800 -2011-04-21,18.355000,18.620001,18.334999,18.500000,14.611885,12950400 -2011-04-25,18.510000,18.559999,18.315001,18.434999,14.560552,8155600 -2011-04-26,18.559999,18.635000,18.190001,18.299999,14.453918,14000000 -2011-04-27,18.400000,18.639999,18.360001,18.594999,14.686922,18333400 -2011-04-28,18.250000,18.740000,18.174999,18.440001,14.564500,22800000 -2011-04-29,18.424999,18.475000,18.049999,18.100000,14.295955,40080600 -2011-05-02,18.240000,18.420000,18.135000,18.340000,14.485516,15180600 -2011-05-03,18.250000,18.285000,17.900000,18.150000,14.335443,12200000 -2011-05-04,18.155001,18.325001,17.975000,18.285000,14.442072,11642400 -2011-05-05,18.200001,18.535000,18.160000,18.250000,14.414423,9600000 -2011-05-06,18.485001,18.834999,18.250000,18.264999,14.426272,13060600 -2011-05-09,18.254999,18.320000,18.040001,18.059999,14.315304,9809200 -2011-05-10,18.174999,18.235001,17.975000,18.115000,14.358906,12490200 -2011-05-11,18.080000,18.174999,17.750000,17.895000,14.184512,13000000 -2011-05-12,17.870001,18.250000,17.809999,18.225000,14.446098,9000000 -2011-05-13,18.219999,18.285000,17.959999,18.075001,14.327196,10403000 -2011-05-16,17.990000,18.025000,17.555000,17.580000,13.934832,14121000 -2011-05-17,17.490000,17.660000,17.420000,17.650000,13.990318,17533000 -2011-05-18,17.735001,18.340000,17.625000,18.305000,14.509511,21646600 -2011-05-19,18.325001,18.674999,18.325001,18.570000,14.719558,15704000 -2011-05-20,18.495001,18.594999,18.195000,18.305000,14.509511,10537400 -2011-05-23,18.000000,18.375000,17.969999,18.219999,14.442131,12200000 -2011-05-24,18.170000,18.290001,18.049999,18.145000,14.382679,9726600 -2011-05-25,18.165001,18.174999,18.014999,18.059999,14.315304,9543600 -2011-05-26,17.950001,18.290001,17.930000,18.219999,14.442131,9755600 -2011-05-27,18.184999,18.295000,18.115000,18.230000,14.450053,5979400 -2011-05-31,18.379999,18.455000,18.245001,18.395000,14.580845,9981600 -2011-06-01,18.270000,18.375000,17.950001,17.990000,14.259821,17077400 -2011-06-02,18.010000,18.110001,17.830000,17.959999,14.236039,7996000 -2011-06-03,17.700001,17.745001,17.514999,17.580000,13.934832,14620600 -2011-06-06,17.809999,18.305000,17.745001,17.870001,14.164700,18604600 -2011-06-07,18.000000,18.135000,17.955000,17.965000,14.240004,10256000 -2011-06-08,17.910000,18.070000,17.775000,17.870001,14.164700,10322000 -2011-06-09,17.879999,17.910000,17.750000,17.764999,14.081470,9205200 -2011-06-10,17.700001,17.750000,17.500000,17.559999,13.918973,11580200 -2011-06-13,17.570000,17.735001,17.305000,17.450001,13.831787,12837800 -2011-06-14,17.565001,17.700001,17.530001,17.635000,13.978427,10093600 -2011-06-15,17.395000,17.655001,17.350000,17.430000,13.815935,9941400 -2011-06-16,17.379999,17.674999,17.370001,17.570000,13.926904,13050600 -2011-06-17,17.780001,17.905001,17.610001,17.719999,14.045800,13684200 -2011-06-20,17.674999,18.010000,17.575001,17.915001,14.200368,11542000 -2011-06-21,18.004999,18.424999,17.889999,18.365000,14.557064,13432600 -2011-06-22,18.299999,18.760000,18.195000,18.639999,14.775044,18038800 -2011-06-23,18.434999,18.870001,18.405001,18.865000,14.953390,19344000 -2011-06-24,18.834999,18.950001,18.615000,18.674999,14.802786,10170600 -2011-06-27,18.610001,19.010000,18.510000,18.995001,15.056438,12108800 -2011-06-28,19.000000,19.635000,18.934999,19.625000,15.555807,17963000 -2011-06-29,19.615000,19.875000,19.559999,19.715000,15.627140,14026600 -2011-06-30,19.844999,19.895000,19.709999,19.745001,15.650923,11001200 -2011-07-01,19.809999,20.129999,19.750000,20.094999,15.928352,12878200 -2011-07-05,20.084999,20.555000,19.885000,20.475000,16.229561,14526200 -2011-07-06,20.415001,20.450001,20.180000,20.209999,16.019508,12412600 -2011-07-07,19.950001,20.250000,19.715000,20.160000,15.979870,21658800 -2011-07-08,19.930000,20.200001,19.910000,20.174999,15.991770,11212200 -2011-07-11,19.990000,20.145000,19.725000,19.870001,15.750002,11262800 -2011-07-12,19.895000,20.139999,19.764999,19.785000,15.682639,11748000 -2011-07-13,19.905001,20.125000,19.750000,19.790001,15.686598,11240600 -2011-07-14,19.775000,19.910000,19.450001,19.565001,15.508251,13389400 -2011-07-15,19.575001,19.900000,19.540001,19.900000,15.773788,13315400 -2011-07-18,19.760000,19.940001,19.580000,19.700001,15.615256,8714400 -2011-07-19,19.905001,20.180000,19.855000,20.160000,15.979870,11502800 -2011-07-20,20.105000,20.110001,19.639999,19.915001,15.785676,11156200 -2011-07-21,20.020000,20.299999,19.870001,20.190001,16.003654,12382600 -2011-07-22,20.254999,20.360001,20.125000,20.174999,15.991770,6390000 -2011-07-25,20.059999,20.225000,19.959999,20.200001,16.011591,10084000 -2011-07-26,20.245001,20.250000,20.000000,20.090000,15.924386,10752400 -2011-07-27,20.299999,20.450001,19.450001,19.485001,15.444836,14904200 -2011-07-28,19.940001,20.325001,19.700001,19.990000,15.845123,29309800 -2011-07-29,19.945000,20.445000,19.620001,20.045000,15.888721,31177400 -2011-08-01,20.219999,20.385000,19.650000,19.900000,15.773788,16245600 -2011-08-02,19.705000,19.830000,19.290001,19.305000,15.302159,16162600 -2011-08-03,19.305000,19.660000,18.985001,19.639999,15.567694,14852600 -2011-08-04,19.375000,19.580000,18.445000,18.450001,14.624441,20348400 -2011-08-05,18.590000,18.815001,17.780001,18.360001,14.553097,26812600 -2011-08-08,18.075001,18.260000,17.020000,17.025000,13.542857,34481200 -2011-08-09,17.174999,18.020000,16.860001,18.020000,14.334343,32199800 -2011-08-10,17.660000,17.980000,17.305000,17.379999,13.825245,28255600 -2011-08-11,17.520000,18.770000,17.415001,18.555000,14.759924,23164200 -2011-08-12,18.584999,18.785000,18.360001,18.680000,14.859355,12965200 -2011-08-15,18.760000,19.235001,18.760000,19.209999,15.280952,15646000 -2011-08-16,19.055000,19.590000,18.879999,19.445000,15.467889,22626400 -2011-08-17,19.500000,19.754999,19.040001,19.350000,15.392320,12721200 -2011-08-18,18.645000,18.655001,17.070000,17.375000,13.821271,42977200 -2011-08-19,17.379999,18.075001,17.190001,17.549999,13.960478,25589800 -2011-08-22,18.000000,18.190001,17.375000,17.445000,13.876949,17908000 -2011-08-23,17.590000,18.389999,17.500000,18.365000,14.608784,18616400 -2011-08-24,18.290001,18.730000,18.190001,18.684999,14.863330,15714600 -2011-08-25,18.684999,18.900000,18.125000,18.209999,14.485486,12229600 -2011-08-26,18.160000,18.834999,17.865000,18.695000,14.871288,16390400 -2011-08-29,18.900000,19.040001,18.785000,19.025000,15.133792,9498800 -2011-08-30,18.975000,19.375000,18.879999,19.250000,15.312768,10331600 -2011-08-31,19.315001,19.639999,19.165001,19.309999,15.360495,14593400 -2011-09-01,19.420000,19.545000,19.025000,19.094999,15.189477,11582800 -2011-09-02,18.840000,19.025000,18.670000,18.745001,14.911060,9762400 -2011-09-06,18.260000,18.920000,18.209999,18.875000,15.014466,12270000 -2011-09-07,19.094999,19.684999,18.980000,19.590000,15.583233,16797800 -2011-09-08,19.490000,19.695000,19.344999,19.459999,15.479822,15773800 -2011-09-09,19.309999,19.375000,18.525000,18.655001,14.839467,21029200 -2011-09-12,18.344999,18.940001,18.344999,18.825001,14.974701,16245000 -2011-09-13,18.855000,19.155001,18.834999,19.094999,15.189477,12318800 -2011-09-14,19.250000,19.500000,18.915001,19.275000,15.332661,18162600 -2011-09-15,19.500000,19.750000,19.455000,19.535000,15.539478,15151200 -2011-09-16,19.610001,19.695000,19.334999,19.600000,15.591187,18701400 -2011-09-19,19.440001,20.705000,19.405001,20.580000,16.370745,21342600 -2011-09-20,20.549999,21.000000,20.219999,20.540001,16.338928,17996400 -2011-09-21,20.500000,20.750000,19.934999,19.950001,15.869605,15697400 -2011-09-22,19.495001,19.705000,18.875000,19.305000,15.356524,21396600 -2011-09-23,19.115000,19.735001,19.000000,19.355000,15.396297,16213400 -2011-09-26,19.445000,19.764999,19.000000,19.745001,15.706531,16568200 -2011-09-27,20.070000,20.420000,19.799999,19.924999,15.849707,12766600 -2011-09-28,20.000000,20.205000,19.660000,19.715000,15.682659,12143200 -2011-09-29,20.105000,20.245001,18.475000,19.084999,15.181520,25054000 -2011-09-30,18.820000,19.165001,18.600000,18.645000,14.831514,17043200 -2011-10-03,18.424999,18.530001,18.025000,18.100000,14.397982,27620000 -2011-10-04,17.780001,18.655001,17.559999,18.625000,14.815608,24689200 -2011-10-05,18.719999,19.160000,18.420000,19.025000,15.133792,17616200 -2011-10-06,19.065001,19.365000,18.844999,19.250000,15.312768,11464200 -2011-10-07,19.344999,19.945000,19.280001,19.629999,15.615049,16811000 -2011-10-10,19.910000,20.715000,19.860001,20.459999,16.275286,14021400 -2011-10-11,20.285000,20.820000,20.215000,20.665001,16.438360,15037000 -2011-10-12,20.785000,20.990000,20.565001,20.754999,16.509956,12959200 -2011-10-13,20.600000,20.820000,20.424999,20.545000,16.342899,12750400 -2011-10-14,20.754999,21.110001,20.690001,21.110001,16.792349,11249000 -2011-10-17,20.980000,20.980000,20.490000,20.580000,16.370745,10459800 -2011-10-18,20.629999,21.469999,20.385000,21.225000,16.883823,15201000 -2011-10-19,21.000000,21.285000,20.360001,20.459999,16.275286,13861600 -2011-10-20,20.455000,20.815001,20.325001,20.495001,16.303133,9322000 -2011-10-21,20.780001,21.225000,20.605000,21.045000,16.740641,13940000 -2011-10-24,21.105000,21.490000,21.020000,21.270000,16.919617,12206800 -2011-10-25,21.215000,21.245001,20.580000,20.639999,16.418482,14038400 -2011-10-26,20.865000,21.094999,20.360001,20.700001,16.466204,12060000 -2011-10-27,21.235001,21.715000,21.004999,21.535000,17.130424,12129600 -2011-10-28,21.485001,21.610001,21.070000,21.250000,16.903708,11935400 -2011-10-31,21.135000,21.565001,21.075001,21.180000,16.848032,10543000 -2011-11-01,20.665001,20.934999,20.459999,20.615000,16.398592,15438800 -2011-11-02,20.875000,20.959999,20.465000,20.590000,16.378696,13484000 -2011-11-03,20.760000,20.910000,20.275000,20.700001,16.466204,21705600 -2011-11-04,21.459999,22.344999,21.334999,22.094999,17.575888,34216000 -2011-11-07,21.975000,22.350000,21.875000,22.115000,17.591787,20936000 -2011-11-08,22.190001,22.325001,21.660000,22.180000,17.643496,12079800 -2011-11-09,21.684999,21.945000,21.405001,21.475000,17.082691,16248000 -2011-11-10,21.600000,21.855000,21.330000,21.760000,17.309397,14783600 -2011-11-11,21.945000,22.299999,21.900000,22.170000,17.635542,9448800 -2011-11-14,22.025000,22.225000,21.770000,21.820000,17.357124,9817800 -2011-11-15,21.670000,22.110001,21.635000,22.014999,17.580730,8110800 -2011-11-16,21.740000,21.945000,21.475000,21.510000,17.177441,11803800 -2011-11-17,21.385000,21.510000,20.825001,21.014999,16.782152,13512000 -2011-11-18,21.014999,21.290001,20.959999,21.010000,16.778152,11646600 -2011-11-21,20.605000,20.959999,20.440001,20.840000,16.642403,12086800 -2011-11-22,20.775000,21.225000,20.700001,21.139999,16.881968,11926000 -2011-11-23,20.980000,21.020000,20.625000,20.625000,16.470705,10680600 -2011-11-25,20.525000,20.709999,20.375000,20.420000,16.306995,5104800 -2011-11-28,20.895000,21.195000,20.674999,20.924999,16.710276,10003600 -2011-11-29,21.010000,21.375000,20.885000,21.105000,16.854015,11266800 -2011-11-30,21.610001,21.875000,21.455000,21.740000,17.361122,14023200 -2011-12-01,21.600000,21.855000,21.600000,21.795000,17.405043,8343600 -2011-12-02,21.975000,22.115000,21.780001,21.955000,17.532812,12210600 -2011-12-05,22.125000,22.170000,22.000000,22.100000,17.648613,13901400 -2011-12-06,22.145000,22.150000,21.684999,21.865000,17.460941,8228400 -2011-12-07,21.770000,22.020000,21.500000,21.940001,17.520840,8208800 -2011-12-08,21.725000,21.995001,21.389999,21.430000,17.113562,9878800 -2011-12-09,21.549999,22.070000,21.469999,21.980000,17.552784,10894000 -2011-12-12,21.745001,22.030001,21.575001,22.000000,17.568748,9246200 -2011-12-13,22.275000,22.500000,21.730000,21.805000,17.413034,14486400 -2011-12-14,21.695000,21.764999,21.334999,21.545000,17.205395,12387800 -2011-12-15,21.680000,21.865000,21.575001,21.700001,17.329182,10743200 -2011-12-16,21.855000,22.040001,21.725000,21.740000,17.361122,13281200 -2011-12-19,21.930000,22.000000,21.655001,21.809999,17.417017,10464200 -2011-12-20,22.065001,22.575001,22.049999,22.530001,17.991999,12999200 -2011-12-21,22.504999,22.725000,22.264999,22.620001,18.063875,9242800 -2011-12-22,22.600000,22.629999,22.330000,22.500000,17.968040,7896000 -2011-12-23,22.545000,22.725000,22.455000,22.725000,18.147720,5067800 -2011-12-27,22.700001,23.049999,22.674999,22.969999,18.343369,5791200 -2011-12-28,23.160000,23.174999,22.705000,22.889999,18.279486,7831000 -2011-12-29,23.040001,23.250000,22.955000,23.225000,18.547010,7664400 -2011-12-30,23.240000,23.245001,23.004999,23.004999,18.371323,5366600 -2012-01-03,23.424999,23.520000,22.639999,22.645000,18.083828,12922400 -2012-01-04,22.705000,23.315001,22.639999,23.084999,18.435209,13886800 -2012-01-05,23.094999,23.200001,22.775000,23.180000,18.511080,9731800 -2012-01-06,23.190001,23.455000,23.115000,23.360001,18.654812,8105400 -2012-01-09,23.365000,23.400000,23.135000,23.295000,18.602913,7261600 -2012-01-10,23.525000,23.639999,23.195000,23.410000,18.694744,7868000 -2012-01-11,23.320000,23.605000,23.235001,23.559999,18.814531,8201000 -2012-01-12,23.665001,23.815001,23.525000,23.799999,19.006197,8973400 -2012-01-13,23.750000,23.799999,23.469999,23.680000,18.910366,9538200 -2012-01-17,23.969999,23.995001,23.764999,23.855000,19.050114,7536600 -2012-01-18,23.930000,24.075001,23.809999,24.020000,19.181883,11219400 -2012-01-19,23.990000,24.025000,23.850000,24.010000,19.173895,10540800 -2012-01-20,23.969999,24.195000,23.905001,24.075001,19.225800,9582200 -2012-01-23,24.075001,24.100000,23.555000,23.670000,18.902380,15163000 -2012-01-24,23.629999,23.900000,23.520000,23.825001,19.026157,10309200 -2012-01-25,24.045000,24.045000,23.674999,23.885000,19.074072,14279000 -2012-01-26,24.030001,24.245001,23.530001,24.170000,19.301666,24982200 -2012-01-27,23.945000,23.965000,23.455000,23.924999,19.106014,26973400 -2012-01-30,23.684999,24.240000,23.625000,24.240000,19.357567,16458600 -2012-01-31,24.270000,24.309999,23.910000,23.959999,19.133970,11731200 -2012-02-01,24.170000,24.215000,23.770000,24.120001,19.261742,16545600 -2012-02-02,24.115000,24.245001,23.705000,23.830000,19.030151,11977800 -2012-02-03,23.985001,24.200001,23.969999,24.160000,19.293682,9995800 -2012-02-06,24.059999,24.250000,23.995001,24.145000,19.349783,7415200 -2012-02-07,24.125000,24.299999,24.059999,24.205000,19.397869,6351800 -2012-02-08,24.235001,24.405001,24.139999,24.360001,19.522093,7672200 -2012-02-09,24.430000,24.680000,24.379999,24.600000,19.714420,9513600 -2012-02-10,24.400000,24.450001,24.250000,24.410000,19.562147,8176400 -2012-02-13,24.525000,24.635000,24.365000,24.625000,19.734453,7716600 -2012-02-14,24.485001,24.559999,24.330000,24.559999,19.682364,6621200 -2012-02-15,24.525000,24.600000,24.205000,24.240000,19.425909,8092600 -2012-02-16,24.180000,24.395000,24.165001,24.260000,19.441944,9766400 -2012-02-17,24.334999,24.510000,24.215000,24.225000,19.413897,12705800 -2012-02-21,24.209999,24.434999,24.035000,24.129999,19.337761,8291600 -2012-02-22,24.145000,24.219999,23.934999,24.165001,19.365816,8649400 -2012-02-23,24.170000,24.275000,24.000000,24.230000,19.417902,8253400 -2012-02-24,24.200001,24.350000,24.049999,24.150000,19.353790,6553400 -2012-02-27,24.065001,24.280001,23.889999,24.115000,19.325737,6713000 -2012-02-28,24.115000,24.459999,24.080000,24.455000,19.598211,7653200 -2012-02-29,24.430000,24.440001,24.245001,24.280001,19.457968,10245200 -2012-03-01,24.344999,24.545000,24.235001,24.355000,19.518074,8673000 -2012-03-02,24.379999,24.559999,24.264999,24.445000,19.590199,8177400 -2012-03-05,24.344999,24.700001,24.344999,24.520000,19.650305,8906600 -2012-03-06,24.270000,24.520000,24.049999,24.165001,19.365816,8207400 -2012-03-07,24.215000,24.760000,24.195000,24.745001,19.830622,11421200 -2012-03-08,24.825001,25.375000,24.825001,25.184999,20.183233,16631600 -2012-03-09,25.875000,26.235001,25.535000,25.920000,20.772263,28375800 -2012-03-12,25.980000,26.010000,25.469999,25.555000,20.479752,13623600 -2012-03-13,25.620001,26.174999,25.559999,26.170000,20.972618,18471600 -2012-03-14,26.000000,26.455000,25.959999,26.340000,21.108854,14739600 -2012-03-15,26.424999,26.555000,26.340000,26.535000,21.265123,12636200 -2012-03-16,26.625000,26.684999,26.434999,26.605000,21.321220,23993200 -2012-03-19,26.514999,26.785000,26.330000,26.775000,21.457464,11435200 -2012-03-20,26.760000,26.915001,26.615000,26.865000,21.529585,12616400 -2012-03-21,26.965000,26.980000,26.754999,26.905001,21.561647,8522800 -2012-03-22,26.840000,27.625000,26.825001,27.605000,22.122623,21402400 -2012-03-23,27.745001,27.750000,27.250000,27.674999,22.178717,13754800 -2012-03-26,27.760000,27.955000,27.590000,27.955000,22.403109,13132800 -2012-03-27,27.985001,28.230000,27.830000,28.129999,22.543358,13421000 -2012-03-28,28.110001,28.275000,27.830000,28.014999,22.451195,12098200 -2012-03-29,27.799999,27.934999,27.309999,27.865000,22.330990,13402400 -2012-03-30,28.100000,28.125000,27.870001,27.945000,22.395105,8967400 -2012-04-02,28.014999,28.445000,27.980000,28.334999,22.707638,12180600 -2012-04-03,28.344999,28.584999,28.215000,28.455000,22.803814,11865400 -2012-04-04,28.629999,28.825001,28.330000,28.480000,22.823845,14150800 -2012-04-05,28.559999,29.235001,28.535000,29.090000,23.312698,16360000 -2012-04-09,28.635000,28.980000,28.555000,28.709999,23.008167,12610800 -2012-04-10,28.879999,28.959999,28.299999,28.389999,22.751717,18156000 -2012-04-11,28.680000,29.660000,28.594999,29.645000,23.757483,24176400 -2012-04-12,29.719999,30.325001,29.510000,30.315001,24.294418,24417200 -2012-04-13,30.139999,30.990000,29.875000,30.834999,24.711140,30542400 -2012-04-16,30.965000,31.000000,29.754999,29.825001,23.901733,25367800 -2012-04-17,29.969999,29.975000,29.090000,29.330000,23.505028,30548200 -2012-04-18,29.500000,30.365000,29.459999,30.165001,24.174204,18130400 -2012-04-19,30.200001,30.219999,29.290001,29.405001,23.565140,18567200 -2012-04-20,29.535000,29.934999,29.500000,29.580000,23.705385,16134800 -2012-04-23,29.340000,29.420000,28.875000,29.280001,23.464964,15202200 -2012-04-24,29.485001,29.875000,28.879999,29.025000,23.260605,17996000 -2012-04-25,29.355000,29.855000,29.174999,29.750000,23.841623,14108600 -2012-04-26,29.924999,30.575001,29.700001,30.330000,24.306431,29879400 -2012-04-27,29.135000,29.250000,28.235001,28.715000,23.012171,54720000 -2012-04-30,28.715000,28.875000,28.455000,28.684999,22.988129,18647400 -2012-05-01,28.754999,29.215000,28.610001,28.830000,23.104338,13267200 -2012-05-02,28.764999,29.075001,28.555000,28.959999,23.208509,13916600 -2012-05-03,28.770000,28.830000,28.309999,28.325001,22.699627,16406800 -2012-05-04,28.014999,28.129999,27.660000,27.780001,22.262863,18263200 -2012-05-07,27.600000,27.905001,27.500000,27.740000,22.299038,12645000 -2012-05-08,27.504999,27.555000,26.525000,27.094999,21.780548,20748600 -2012-05-09,26.855000,27.430000,26.750000,27.049999,21.744375,17232200 -2012-05-10,27.355000,27.785000,27.245001,27.424999,22.045822,15112200 -2012-05-11,27.295000,27.870001,27.275000,27.504999,22.110128,14455800 -2012-05-14,27.254999,27.305000,26.820000,26.834999,21.571548,11794600 -2012-05-15,26.900000,27.049999,26.540001,26.670000,21.438913,19779800 -2012-05-16,26.795000,27.025000,26.420000,26.510000,21.310295,15818000 -2012-05-17,26.594999,26.600000,25.815001,25.834999,20.767689,17960000 -2012-05-18,26.010000,26.584999,25.715000,25.764999,20.711428,22738200 -2012-05-21,25.855000,26.870001,25.764999,26.850000,21.583601,20695000 -2012-05-22,26.905001,27.200001,26.535000,26.684999,21.450966,15757000 -2012-05-23,26.980000,27.740000,26.950001,27.645000,22.222677,18498400 -2012-05-24,27.910000,28.195000,26.965000,27.379999,22.009655,20236800 -2012-05-25,27.434999,27.530001,27.145000,27.280001,21.929258,10169400 -2012-05-29,27.495001,27.924999,27.400000,27.790001,22.339233,12982000 -2012-05-30,27.430000,27.559999,27.205000,27.365000,21.997591,10412600 -2012-05-31,27.415001,27.540001,26.955000,27.445000,22.061903,15055200 -2012-06-01,26.555000,27.030001,26.020000,26.075001,20.960617,17456400 -2012-06-04,26.000000,26.985001,25.745001,26.950001,21.664000,24502800 -2012-06-05,26.174999,26.340000,25.815001,26.205000,21.065115,22337600 -2012-06-06,26.545000,26.799999,26.440001,26.735001,21.491159,13980400 -2012-06-07,27.035000,27.190001,26.639999,26.719999,21.479105,14475600 -2012-06-08,26.420000,26.879999,26.195000,26.795000,21.539389,12509800 -2012-06-11,27.075001,27.084999,26.375000,26.415001,21.233927,9770000 -2012-06-12,26.500000,26.715000,25.934999,26.520000,21.318333,21075400 -2012-06-13,26.420000,26.680000,25.514999,25.635000,20.606911,21445600 -2012-06-14,25.715000,26.240000,25.549999,26.165001,21.032963,16009600 -2012-06-15,25.885000,26.295000,25.775000,26.270000,21.117367,20108800 -2012-06-18,26.170000,27.145000,26.125000,27.090000,21.776527,15911000 -2012-06-19,27.355000,27.775000,27.264999,27.559999,22.154345,15032400 -2012-06-20,27.650000,27.955000,27.500000,27.820000,22.363350,14967200 -2012-06-21,27.910000,27.985001,27.000000,27.035000,21.732317,12379800 -2012-06-22,27.135000,27.365000,27.020000,27.320000,21.961422,9148800 -2012-06-25,27.080000,27.120001,26.504999,26.645000,21.418818,10005800 -2012-06-26,26.635000,27.049999,26.500000,26.975000,21.684086,9467000 -2012-06-27,26.940001,27.049999,26.180000,26.375000,21.201767,14015800 -2012-06-28,26.264999,26.295000,25.625000,26.045000,20.936497,15650200 -2012-06-29,26.594999,26.705000,26.415001,26.660000,21.430876,16983200 -2012-07-02,26.719999,26.719999,26.075001,26.395000,21.217852,10270800 -2012-07-03,26.235001,26.299999,25.860001,25.969999,20.876209,9112800 -2012-07-05,26.020000,26.400000,25.985001,26.200001,21.061094,8752200 -2012-07-06,26.075001,26.100000,25.650000,25.985001,20.888269,12096200 -2012-07-09,25.885000,26.200001,25.860001,26.195000,21.057083,9328600 -2012-07-10,26.375000,26.504999,26.025000,26.170000,21.036985,10558200 -2012-07-11,26.090000,26.190001,25.850000,26.080000,20.964634,8700000 -2012-07-12,25.799999,26.475000,25.719999,26.340000,21.173643,10980800 -2012-07-13,26.215000,26.844999,26.080000,26.805000,21.547436,11089600 -2012-07-16,26.730000,26.930000,26.379999,26.450001,21.262062,9318800 -2012-07-17,26.645000,26.959999,26.469999,26.865000,21.595665,8470000 -2012-07-18,26.415001,26.795000,26.135000,26.650000,21.422834,11023400 -2012-07-19,26.665001,27.139999,26.450001,27.100000,21.784573,10426200 -2012-07-20,26.660000,26.695000,25.770000,25.980000,20.884253,23471400 -2012-07-23,25.565001,25.584999,24.799999,25.299999,20.337629,21166200 -2012-07-24,25.264999,25.580000,25.040001,25.240000,20.289391,12079200 -2012-07-25,25.250000,25.350000,24.930000,25.205000,20.261261,13157800 -2012-07-26,25.855000,26.445000,25.690001,26.200001,21.061094,28380400 -2012-07-27,23.450001,24.100000,23.059999,23.735001,19.079590,56945200 -2012-07-30,23.725000,23.865000,23.344999,23.440001,18.842453,17497200 -2012-07-31,23.485001,23.500000,22.545000,22.639999,18.199360,30425400 -2012-08-01,22.735001,22.754999,21.850000,21.889999,17.596462,33427000 -2012-08-02,21.799999,22.090000,21.520000,21.580000,17.347275,30760200 -2012-08-03,21.915001,22.100000,21.700001,21.955000,17.648718,24472800 -2012-08-06,22.094999,22.105000,21.730000,21.740000,17.543814,19911200 -2012-08-07,21.905001,22.690001,21.844999,22.655001,18.282204,25045400 -2012-08-08,22.639999,22.700001,22.450001,22.645000,18.274130,16627200 -2012-08-09,22.795000,22.830000,22.514999,22.555000,18.201508,18177600 -2012-08-10,22.625000,22.805000,22.549999,22.785000,18.387114,13512200 -2012-08-13,22.870001,23.155001,22.740000,23.055000,18.604988,16786200 -2012-08-14,23.250000,23.344999,23.115000,23.215000,18.734119,14132000 -2012-08-15,23.375000,24.155001,23.370001,24.049999,19.407944,29404800 -2012-08-16,24.070000,24.309999,23.825001,24.200001,19.528994,19389200 -2012-08-17,24.305000,24.305000,23.920000,24.110001,19.456366,17089200 -2012-08-20,24.125000,24.200001,23.924999,24.025000,19.387766,12297800 -2012-08-21,24.160000,24.225000,23.975000,24.045000,19.403896,14280200 -2012-08-22,24.025000,24.160000,23.950001,24.059999,19.416012,11817600 -2012-08-23,24.070000,24.195000,23.910000,23.950001,19.327242,13075800 -2012-08-24,23.844999,24.389999,23.504999,24.350000,19.650038,18156200 -2012-08-27,24.500000,24.655001,24.375000,24.570000,19.827576,16089800 -2012-08-28,24.469999,24.754999,24.445000,24.680000,19.916338,13325600 -2012-08-29,24.719999,24.834999,24.525000,24.584999,19.839670,12303000 -2012-08-30,24.725000,25.000000,24.700001,24.855000,20.057554,15918200 -2012-08-31,25.010000,25.030001,24.680000,24.805000,20.017212,11868200 -2012-09-04,24.725000,24.895000,24.520000,24.754999,19.976862,10806200 -2012-09-05,24.785000,25.325001,24.754999,24.900000,20.093878,12976400 -2012-09-06,25.129999,25.495001,25.049999,25.420000,20.513508,11363200 -2012-09-07,25.485001,25.660000,25.379999,25.584999,20.646656,10288200 -2012-09-10,25.590000,25.660000,25.309999,25.415001,20.509474,13784000 -2012-09-11,25.500000,25.639999,25.305000,25.365000,20.469128,13456200 -2012-09-12,25.495001,25.725000,25.495001,25.584999,20.646656,11277400 -2012-09-13,25.584999,25.924999,25.440001,25.860001,20.868576,11352000 -2012-09-14,25.924999,26.000000,25.190001,25.230000,20.360174,24167200 -2012-09-17,24.975000,25.035000,24.495001,24.830000,20.037392,21955400 -2012-09-18,24.780001,24.820000,24.540001,24.625000,19.871956,17068800 -2012-09-19,24.670000,25.205000,24.575001,25.055000,20.218954,14277200 -2012-09-20,24.905001,25.605000,24.825001,25.594999,20.654726,18039800 -2012-09-21,25.745001,25.825001,25.510000,25.535000,20.606310,18128000 -2012-09-24,25.450001,25.715000,25.299999,25.580000,20.642628,9267000 -2012-09-25,25.655001,25.840000,25.235001,25.264999,20.388432,14178400 -2012-09-26,25.270000,25.500000,24.905001,25.049999,20.214933,13970800 -2012-09-27,25.165001,25.535000,25.000000,25.520000,20.594204,11752400 -2012-09-28,25.280001,25.480000,24.945000,25.355000,20.461046,16058600 -2012-10-01,25.465000,25.650000,24.950001,25.075001,20.235100,15432600 -2012-10-02,25.219999,25.219999,24.400000,24.650000,19.892128,21860200 -2012-10-03,24.825001,24.915001,24.525000,24.745001,19.968794,15040200 -2012-10-04,24.945000,24.965000,24.379999,24.549999,19.811438,24816200 -2012-10-05,24.735001,24.815001,24.330000,24.370001,19.666178,17917000 -2012-10-08,24.330000,24.584999,24.200001,24.379999,19.674248,15495600 -2012-10-09,24.340000,24.490000,23.629999,23.674999,19.105322,24286400 -2012-10-10,23.870001,23.905001,23.309999,23.475000,18.943926,22044000 -2012-10-11,23.600000,23.760000,23.445000,23.580000,19.028658,17288400 -2012-10-12,23.760000,23.844999,23.520000,23.590000,19.036722,17032800 -2012-10-15,23.735001,23.910000,23.670000,23.834999,19.234436,13587600 -2012-10-16,24.014999,24.639999,23.940001,24.480000,19.754946,17480600 -2012-10-17,24.395000,24.584999,24.165001,24.195000,19.524948,14531000 -2012-10-18,24.215000,24.275000,23.594999,23.705000,19.129536,19686400 -2012-10-19,23.465000,23.475000,22.700001,22.844999,18.435530,36760000 -2012-10-22,22.865000,22.870001,22.545000,22.650000,18.278162,16497400 -2012-10-23,22.480000,22.590000,22.135000,22.485001,18.145012,22447600 -2012-10-24,22.650000,22.764999,22.540001,22.629999,18.262026,17443800 -2012-10-25,23.040001,23.434999,22.955000,23.125000,18.661478,23508200 -2012-10-26,23.025000,23.100000,22.690001,22.934999,18.508156,21732800 -2012-10-31,22.934999,23.094999,22.500000,22.950001,18.520260,17869200 -2012-11-01,22.870001,23.370001,22.695000,23.309999,18.810768,25082400 -2012-11-02,25.260000,25.969999,25.200001,25.420000,20.513508,54965400 -2012-11-05,25.400000,25.645000,25.350000,25.504999,20.582094,20253800 -2012-11-06,25.545000,26.100000,25.445000,25.855000,20.864546,16161600 -2012-11-07,25.620001,26.150000,25.545000,25.905001,20.904894,19532000 -2012-11-08,25.820000,25.870001,25.415001,25.430000,20.521580,15438000 -2012-11-09,25.469999,25.750000,25.334999,25.480000,20.561928,14356400 -2012-11-12,25.480000,25.680000,25.330000,25.340000,20.448948,9687800 -2012-11-13,25.209999,25.510000,25.025000,25.155001,20.384119,9822400 -2012-11-14,25.000000,25.240000,24.400000,24.420000,19.788525,22024400 -2012-11-15,24.500000,24.535000,24.080000,24.215000,19.622396,15778000 -2012-11-16,24.415001,24.500000,23.924999,24.379999,19.756107,18604400 -2012-11-19,24.485001,25.000000,24.475000,24.870001,20.153166,12666600 -2012-11-20,24.790001,25.165001,24.715000,25.030001,20.282827,10971600 -2012-11-21,24.975000,25.320000,24.955000,25.254999,20.465153,8090400 -2012-11-23,25.275000,25.660000,25.275000,25.594999,20.740669,4949400 -2012-11-26,25.424999,25.514999,25.245001,25.445000,20.619120,7801000 -2012-11-27,25.440001,25.730000,25.065001,25.105000,20.343603,10800600 -2012-11-28,25.094999,25.700001,24.950001,25.684999,20.813597,10903000 -2012-11-29,25.889999,26.155001,25.750000,25.900000,20.987829,12829000 -2012-11-30,25.709999,26.004999,25.520000,25.934999,21.016182,11997400 -2012-12-03,26.070000,26.135000,25.750000,25.895000,20.983776,13776000 -2012-12-04,25.825001,25.990000,25.469999,25.559999,20.712301,12239000 -2012-12-05,26.000000,26.070000,24.780001,25.395000,20.578606,27640200 -2012-12-06,25.750000,26.924999,25.594999,26.850000,21.757647,49862000 -2012-12-07,26.715000,27.000000,26.570000,26.820000,21.733345,21244200 -2012-12-10,26.760000,26.850000,26.400000,26.480000,21.457827,14844400 -2012-12-11,26.665001,26.750000,26.500000,26.594999,21.551010,15011400 -2012-12-12,26.735001,27.094999,26.575001,26.799999,21.717129,18553000 -2012-12-13,26.750000,27.155001,26.475000,26.590000,21.546963,14360600 -2012-12-14,26.600000,26.875000,26.530001,26.680000,21.619892,9656200 -2012-12-17,26.754999,27.334999,26.750000,27.290001,22.114202,16114800 -2012-12-18,27.334999,27.450001,27.139999,27.170000,22.016962,15380800 -2012-12-19,27.200001,27.424999,27.065001,27.135000,21.988600,14237200 -2012-12-20,27.264999,27.305000,26.850000,27.105000,21.964291,9797800 -2012-12-21,26.525000,26.844999,26.295000,26.799999,21.717129,22153600 -2012-12-24,26.684999,27.000000,26.665001,26.844999,21.753601,3405800 -2012-12-26,26.809999,26.895000,26.440001,26.565001,21.526693,6094200 -2012-12-27,26.545000,26.820000,26.355000,26.620001,21.571270,9167200 -2012-12-28,26.490000,26.635000,26.309999,26.320000,21.328169,6791400 -2012-12-31,26.205000,26.834999,26.195000,26.815001,21.729284,9247000 -2013-01-02,27.295000,27.500000,27.129999,27.500000,22.284372,13267600 -2013-01-03,27.535000,27.805000,27.500000,27.684999,22.434288,14670400 -2013-01-04,27.764999,28.000000,27.655001,27.844999,22.563934,10911400 -2013-01-07,27.700001,27.895000,27.504999,27.860001,22.576096,8720000 -2013-01-08,27.790001,27.860001,27.535000,27.809999,22.535576,9613400 -2013-01-09,27.945000,27.950001,27.165001,27.315001,22.134460,16678400 -2013-01-10,27.379999,27.584999,27.150000,27.270000,22.097998,14367600 -2013-01-11,27.555000,27.620001,27.219999,27.504999,22.288418,13302600 -2013-01-14,27.545000,27.750000,27.270000,27.334999,22.150665,11596400 -2013-01-15,27.315001,27.395000,26.840000,27.240000,22.073679,13147800 -2013-01-16,27.045000,27.209999,26.980000,27.174999,22.021015,8919000 -2013-01-17,27.395000,27.450001,27.110001,27.250000,22.081789,9013000 -2013-01-18,27.260000,27.514999,27.075001,27.405001,22.207390,13091600 -2013-01-22,27.535000,27.535000,27.250000,27.495001,22.280319,11965000 -2013-01-23,27.440001,27.465000,27.100000,27.230000,22.065580,10900800 -2013-01-24,27.370001,27.450001,27.030001,27.285000,22.110146,23473600 -2013-01-25,28.340000,28.635000,28.184999,28.405001,23.017735,30797200 -2013-01-28,28.420000,28.575001,27.924999,28.010000,22.697643,13224800 -2013-01-29,27.809999,28.004999,27.645000,27.799999,22.527472,12092600 -2013-01-30,27.879999,28.100000,27.690001,28.000000,22.689547,13147600 -2013-01-31,27.940001,28.245001,27.875000,28.059999,22.738163,10583000 -2013-02-01,28.285000,28.549999,28.275000,28.430000,23.037989,9606200 -2013-02-04,28.174999,28.355000,27.955000,28.045000,22.726004,7926400 -2013-02-05,28.120001,28.225000,27.955000,28.100000,22.856155,8151400 -2013-02-06,27.950001,28.145000,27.860001,28.025000,22.795149,7449000 -2013-02-07,28.025000,28.030001,27.575001,27.930000,22.717869,9123600 -2013-02-08,27.920000,28.325001,27.920000,28.184999,22.925285,7146400 -2013-02-11,28.260000,28.260000,27.930000,28.070000,22.831745,5457400 -2013-02-12,28.000000,28.275000,27.975000,28.129999,22.880545,8665600 -2013-02-13,28.230000,28.230000,27.750000,27.915001,22.705681,7022800 -2013-02-14,27.764999,27.905001,27.674999,27.775000,22.591797,8899400 -2013-02-15,27.805000,27.850000,27.084999,27.170000,22.099703,18195800 -2013-02-19,27.180000,27.305000,27.010000,27.225000,22.144440,11761000 -2013-02-20,27.299999,27.420000,26.590000,26.655001,21.680807,12473000 -2013-02-21,26.535000,26.820000,26.260000,26.674999,21.697073,13897400 -2013-02-22,26.850000,27.105000,26.639999,27.084999,22.030563,11487400 -2013-02-25,27.200001,27.355000,26.600000,26.605000,21.640135,12334000 -2013-02-26,26.715000,26.930000,26.424999,26.639999,21.668608,10611400 -2013-02-27,26.625000,27.485001,26.540001,27.285000,22.193235,12056400 -2013-02-28,27.325001,27.584999,27.225000,27.424999,22.307112,10436400 -2013-03-01,27.315001,27.465000,27.000000,27.434999,22.315247,8451800 -2013-03-04,27.385000,27.860001,27.330000,27.850000,22.652800,10195000 -2013-03-05,28.000000,28.400000,28.000000,28.254999,22.982220,12932000 -2013-03-06,28.379999,28.745001,28.325001,28.549999,23.222176,14925200 -2013-03-07,28.549999,29.250000,28.545000,29.125000,23.689873,18237200 -2013-03-08,29.334999,29.485001,29.075001,29.334999,23.860680,14217800 -2013-03-11,29.200001,29.465000,29.165001,29.305000,23.836275,9898000 -2013-03-12,29.225000,29.275000,28.990000,29.139999,23.702072,11670200 -2013-03-13,29.165001,29.400000,29.139999,29.295000,23.828144,7435400 -2013-03-14,29.260000,29.375000,28.705000,28.840000,23.458057,14723200 -2013-03-15,28.680000,28.930000,28.629999,28.830000,23.449921,15103000 -2013-03-18,28.530001,28.709999,28.375000,28.465000,23.153040,10521200 -2013-03-19,28.254999,28.490000,27.980000,28.415001,23.112366,13337400 -2013-03-20,28.610001,28.805000,28.500000,28.715000,23.356380,9622600 -2013-03-21,28.650000,28.709999,28.375000,28.525000,23.201832,8307400 -2013-03-22,28.650000,28.875000,28.580000,28.690001,23.336046,8747600 -2013-03-25,28.764999,28.915001,28.075001,28.344999,23.055429,10581400 -2013-03-26,28.495001,28.580000,28.355000,28.525000,23.201832,6128600 -2013-03-27,28.430000,28.475000,28.105000,28.455000,23.144903,7457000 -2013-03-28,28.465000,28.629999,28.430000,28.475000,23.161175,7620400 -2013-04-01,28.565001,28.670000,28.325001,28.434999,23.128635,7009800 -2013-04-02,28.594999,29.165001,28.575001,29.129999,23.693939,13495800 -2013-04-03,29.200001,29.450001,28.690001,28.850000,23.466188,11272800 -2013-04-04,28.805000,29.155001,28.805000,29.055000,23.632933,7568600 -2013-04-05,28.605000,28.940001,28.360001,28.900000,23.506857,8993600 -2013-04-08,28.915001,29.059999,28.730000,29.059999,23.636999,7344000 -2013-04-09,28.980000,29.000000,28.590000,28.705000,23.348249,8361200 -2013-04-10,28.820000,29.155001,28.805000,28.900000,23.506857,8577400 -2013-04-11,28.975000,29.495001,28.900000,29.290001,23.824089,10417000 -2013-04-12,29.355000,29.855000,29.299999,29.545000,24.031487,10418400 -2013-04-15,29.330000,29.719999,28.799999,28.855000,23.470257,10700400 -2013-04-16,28.969999,29.469999,28.860001,29.280001,23.815945,8849400 -2013-04-17,29.014999,29.275000,28.825001,29.084999,23.657337,7207400 -2013-04-18,29.180000,29.240000,28.750000,28.860001,23.474323,8920600 -2013-04-19,28.790001,29.290001,28.770000,29.200001,23.750875,8605600 -2013-04-22,29.209999,29.434999,28.990000,29.320000,23.848473,5547400 -2013-04-23,29.420000,29.950001,29.389999,29.695000,24.153500,11324000 -2013-04-24,29.844999,29.985001,29.565001,29.915001,24.332443,10413400 -2013-04-25,30.000000,30.320000,29.955000,30.250000,24.604925,16609000 -2013-04-26,29.650000,30.195000,29.600000,30.000000,24.401581,14971000 -2013-04-29,30.174999,30.459999,30.065001,30.290001,24.637465,7401200 -2013-04-30,30.315001,30.455000,30.155001,30.420000,24.743204,8041200 -2013-05-01,30.275000,30.340000,29.975000,30.070000,24.458515,6294600 -2013-05-02,30.219999,30.340000,29.799999,30.190001,24.556126,6238200 -2013-05-03,30.424999,30.985001,30.350000,30.934999,25.162096,9835800 -2013-05-06,31.000000,31.240000,30.959999,31.240000,25.410179,6997200 -2013-05-07,31.264999,31.264999,30.855000,31.094999,25.377539,7495800 -2013-05-08,31.170000,31.219999,30.865000,31.205000,25.467314,5508200 -2013-05-09,31.330000,31.450001,31.020000,31.180000,25.446903,8277000 -2013-05-10,31.285000,31.594999,31.195000,31.549999,25.748875,7481000 -2013-05-13,31.600000,31.615000,31.305000,31.410000,25.634613,5907000 -2013-05-14,31.459999,31.785000,31.389999,31.760000,25.920258,7510600 -2013-05-15,31.660000,32.099998,31.610001,32.035000,26.144695,9654600 -2013-05-16,32.000000,32.035000,31.725000,31.775000,25.932505,6661400 -2013-05-17,31.885000,32.070000,31.750000,32.064999,26.169174,6934400 -2013-05-20,32.014999,32.305000,31.889999,31.915001,26.046759,7211800 -2013-05-21,32.020000,32.230000,31.940001,32.125000,26.218149,6589000 -2013-05-22,32.075001,32.465000,31.980000,32.075001,26.177347,11014000 -2013-05-23,31.844999,31.910000,31.514999,31.760000,25.920258,8258400 -2013-05-24,31.540001,31.700001,31.305000,31.680000,25.854971,6507400 -2013-05-28,32.105000,32.349998,32.020000,32.130001,26.222227,7438600 -2013-05-29,31.895000,32.049999,31.559999,31.815001,25.965153,7562400 -2013-05-30,31.934999,32.020000,31.730000,31.735001,25.899857,8799000 -2013-05-31,31.605000,32.174999,31.395000,31.570000,25.765200,10205800 -2013-06-03,31.629999,31.770000,31.309999,31.730000,25.895771,11417600 -2013-06-04,31.305000,32.070000,31.305000,31.665001,25.842726,8622600 -2013-06-05,31.520000,31.650000,31.155001,31.170000,25.438749,8408600 -2013-06-06,31.174999,31.530001,31.160000,31.510000,25.716232,8625400 -2013-06-07,31.705000,32.544998,31.705000,32.520000,26.540518,13753000 -2013-06-10,32.830002,33.154999,32.740002,33.055000,26.977150,12412400 -2013-06-11,32.735001,33.055000,32.654999,32.709999,26.695581,7897600 -2013-06-12,32.910000,33.000000,32.130001,32.224998,26.299761,10070000 -2013-06-13,32.270000,33.095001,32.035000,32.985001,26.920025,11909800 -2013-06-14,32.974998,33.334999,32.724998,32.799999,26.769033,9854600 -2013-06-17,33.095001,33.279999,32.855000,33.014999,26.944498,8115800 -2013-06-18,33.000000,33.564999,32.974998,33.549999,27.381126,7453600 -2013-06-19,33.509998,33.740002,33.205002,33.205002,27.099567,10647200 -2013-06-20,32.910000,33.160000,32.520000,32.610001,26.613974,11606600 -2013-06-21,32.855000,32.959999,32.115002,32.345001,26.397697,14709600 -2013-06-24,32.000000,32.290001,31.590000,32.005001,26.120211,9913200 -2013-06-25,32.264999,32.680000,32.220001,32.369999,26.418100,9857000 -2013-06-26,32.685001,33.355000,32.445000,32.900002,26.850649,9545800 -2013-06-27,33.134998,33.250000,32.825001,32.845001,26.805765,6296000 -2013-06-28,32.755001,33.125000,32.700001,32.755001,26.732315,10836600 -2013-07-01,33.044998,33.244999,32.910000,33.119999,27.030197,6692200 -2013-07-02,33.119999,33.599998,33.040001,33.395000,27.254629,6765600 -2013-07-03,33.215000,33.840000,33.200001,33.650002,27.462744,5616400 -2013-07-05,33.935001,34.000000,33.450001,33.860001,27.634142,5189400 -2013-07-08,33.970001,34.410000,33.939999,34.145000,27.866734,8030000 -2013-07-09,34.450001,34.500000,33.994999,34.064999,27.801435,7460000 -2013-07-10,33.935001,34.060001,33.724998,34.049999,27.789202,8090800 -2013-07-11,34.340000,34.759998,34.174999,34.669998,28.295193,8385800 -2013-07-12,34.619999,34.860001,34.389999,34.860001,28.450262,9706600 -2013-07-15,34.845001,34.950001,34.764999,34.830002,28.425776,6180600 -2013-07-16,34.820000,34.860001,34.540001,34.759998,28.368647,6068200 -2013-07-17,34.869999,34.910000,33.945000,34.099998,27.830006,12147400 -2013-07-18,34.224998,34.505001,34.020000,34.240002,27.944262,8537800 -2013-07-19,34.285000,34.555000,34.200001,34.395000,28.070765,7197000 -2013-07-22,34.540001,34.605000,34.275002,34.509998,28.164610,6559800 -2013-07-23,34.619999,34.660000,33.724998,33.830002,27.609644,8466200 -2013-07-24,34.060001,34.215000,33.150002,33.305000,27.181170,14034200 -2013-07-25,33.470001,34.150002,33.365002,34.084999,27.817759,15978400 -2013-07-26,36.299999,36.759998,35.924999,36.680000,29.935612,32293400 -2013-07-29,36.375000,36.540001,36.049999,36.224998,29.564278,12800800 -2013-07-30,36.450001,36.490002,35.855000,35.965000,29.352077,9808800 -2013-07-31,36.070000,36.250000,35.610001,35.645000,29.090919,11248400 -2013-08-01,36.134998,36.865002,36.040001,36.740002,29.984581,12854600 -2013-08-02,36.750000,37.134998,36.580002,37.115002,30.290632,9416800 -2013-08-05,37.110001,37.134998,36.855000,36.985001,30.184536,7606200 -2013-08-06,36.830002,36.924999,36.389999,36.400002,29.791672,7956000 -2013-08-07,36.180000,36.575001,36.084999,36.095001,29.542048,7066000 -2013-08-08,36.384998,36.700001,36.200001,36.470001,29.848974,5923800 -2013-08-09,36.294998,36.615002,36.259998,36.400002,29.791672,5366400 -2013-08-12,36.139999,36.564999,36.125000,36.465000,29.844877,5472400 -2013-08-13,36.544998,36.544998,35.965000,36.320000,29.726200,5377800 -2013-08-14,36.290001,36.290001,35.895000,35.924999,29.402914,4932000 -2013-08-15,35.654999,35.674999,35.154999,35.369999,28.948668,7198800 -2013-08-16,35.490002,35.695000,35.275002,35.355000,28.936396,6929800 -2013-08-19,35.290001,35.650002,35.090000,35.145000,28.764517,6349200 -2013-08-20,35.180000,35.514999,35.055000,35.330002,28.915932,6045000 -2013-08-21,35.209999,35.700001,35.139999,35.355000,28.936396,6917000 -2013-08-22,35.540001,36.130001,35.505001,35.950001,29.423368,5399600 -2013-08-23,36.029999,36.095001,35.790001,35.985001,29.452028,5869800 -2013-08-26,36.035000,36.105000,35.799999,35.939999,29.415197,4929400 -2013-08-27,35.450001,35.685001,35.055000,35.080002,28.711323,8025200 -2013-08-28,35.044998,35.660000,34.930000,35.480000,29.038708,6249800 -2013-08-29,35.365002,35.919998,35.250000,35.590000,29.128721,5510000 -2013-08-30,35.689999,35.700001,35.165001,35.259998,28.858639,5665000 -2013-09-03,35.849998,36.070000,35.595001,35.799999,29.300613,7249400 -2013-09-04,35.709999,36.134998,35.544998,36.070000,29.521582,6502200 -2013-09-05,36.125000,36.380001,36.005001,36.025002,29.484756,4931200 -2013-09-06,36.185001,36.325001,35.465000,35.785000,29.288334,6356600 -2013-09-09,35.840000,36.244999,35.834999,36.220001,29.644358,4936800 -2013-09-10,36.490002,37.160000,36.465000,37.110001,30.372772,11779000 -2013-09-11,37.165001,37.750000,37.165001,37.695000,30.851578,9982400 -2013-09-12,37.750000,37.955002,37.560001,37.834999,30.966146,7628600 -2013-09-13,37.794998,37.849998,37.325001,37.785000,30.925234,5767400 -2013-09-16,38.285000,38.299999,37.430000,37.619999,30.790197,8708400 -2013-09-17,37.630001,38.119999,37.584999,38.020000,31.117571,6660600 -2013-09-18,37.939999,38.810001,37.775002,38.665001,31.645483,9487000 -2013-09-19,38.759998,38.919998,38.150002,38.174999,31.244436,8041600 -2013-09-20,38.130001,38.500000,38.035000,38.060001,31.150316,9635400 -2013-09-23,38.055000,38.189999,37.535000,37.680000,30.839296,6783800 -2013-09-24,37.764999,38.654999,37.740002,38.275002,31.326271,7736000 -2013-09-25,38.419998,38.505001,38.035000,38.169998,31.240337,7251800 -2013-09-26,38.320000,38.639999,38.160000,38.590000,31.584089,4988800 -2013-09-27,38.455002,38.740002,38.200001,38.665001,31.645483,6200200 -2013-09-30,38.250000,38.540001,38.025002,38.485001,31.498154,8861200 -2013-10-01,38.490002,38.669998,38.279999,38.580002,31.575893,5205200 -2013-10-02,38.294998,38.615002,38.105000,38.595001,31.588188,6088400 -2013-10-03,38.480000,38.730000,38.160000,38.435001,31.457222,8266400 -2013-10-04,38.400002,38.730000,38.255001,38.700001,31.674118,5226600 -2013-10-07,38.299999,38.695000,38.205002,38.430000,31.453142,5106800 -2013-10-08,38.555000,39.014999,37.720001,37.764999,30.908867,12637800 -2013-10-09,37.695000,37.900002,37.224998,37.630001,30.798374,9482000 -2013-10-10,38.145000,38.654999,38.064999,38.560001,31.559542,6625800 -2013-10-11,38.610001,38.919998,38.439999,38.910000,31.845985,5530400 -2013-10-14,38.770000,39.160000,38.625000,39.049999,31.960575,5986600 -2013-10-15,38.915001,38.950001,38.299999,38.355000,31.391758,8135200 -2013-10-16,38.599998,39.110001,38.445000,39.020000,31.936031,10104000 -2013-10-17,38.834999,39.424999,38.724998,39.369999,32.222477,6551000 -2013-10-18,39.634998,39.834999,39.485001,39.654999,32.455742,9050000 -2013-10-21,39.555000,39.955002,39.334999,39.730000,32.517117,6770200 -2013-10-22,39.950001,40.540001,39.799999,40.450001,33.106400,8419600 -2013-10-23,40.224998,40.424999,39.945000,40.025002,32.758560,7892200 -2013-10-24,39.680000,39.720001,39.255001,39.525002,32.349342,13504600 -2013-10-25,39.735001,40.000000,39.634998,39.980000,32.721737,7251800 -2013-10-28,40.099998,40.215000,39.264999,39.355000,32.210205,11242800 -2013-10-29,39.605000,39.810001,39.525002,39.810001,32.582607,7898400 -2013-10-30,40.314999,40.424999,39.880001,40.415001,33.077755,17518800 -2013-10-31,39.345001,40.810001,39.285000,40.525002,33.167801,20491600 -2013-11-01,40.770000,40.770000,39.834999,40.185001,32.889534,12005200 -2013-11-04,40.375000,40.389999,40.105000,40.185001,32.889534,8283800 -2013-11-05,40.180000,41.169998,40.075001,40.994999,33.552479,10090200 -2013-11-06,41.195000,41.250000,40.485001,40.564999,33.200535,8562200 -2013-11-07,40.650002,40.674999,39.500000,39.535000,32.357536,13283200 -2013-11-08,39.755001,40.625000,39.700001,40.599998,33.229172,11487800 -2013-11-11,40.599998,40.709999,40.490002,40.494999,33.143250,5133600 -2013-11-12,40.380001,40.525002,40.060001,40.305000,33.093987,6613000 -2013-11-13,39.619999,40.750000,39.595001,40.730000,33.442944,12519000 -2013-11-14,40.764999,40.770000,40.395000,40.570000,33.311565,7647600 -2013-11-15,40.625000,40.724998,40.389999,40.595001,33.332085,6445400 -2013-11-18,40.509998,40.669998,40.105000,40.270000,33.065239,8316400 -2013-11-19,40.005001,40.459999,39.930000,39.959999,32.810699,8726000 -2013-11-20,40.064999,40.125000,39.660000,39.845001,32.716270,8733800 -2013-11-21,39.900002,40.825001,39.875000,40.764999,33.471680,13131800 -2013-11-22,40.849998,40.849998,40.549999,40.674999,33.397785,7919200 -2013-11-25,40.685001,40.740002,40.255001,40.355000,33.135029,9001200 -2013-11-26,40.430000,40.825001,40.205002,40.755001,33.463478,8767800 -2013-11-27,40.695000,40.955002,40.599998,40.810001,33.508633,4752000 -2013-11-29,40.924999,41.185001,40.685001,40.730000,33.442944,4387200 -2013-12-02,40.744999,40.845001,40.455002,40.535000,33.282818,5773200 -2013-12-03,40.369999,40.580002,40.145000,40.275002,33.069351,7893200 -2013-12-04,40.195000,40.360001,39.720001,39.750000,32.638268,10204600 -2013-12-05,39.779999,40.125000,39.665001,39.860001,32.728588,6569200 -2013-12-06,40.299999,40.375000,39.855000,39.970001,32.818905,6721200 -2013-12-09,40.130001,40.230000,39.805000,39.865002,32.732708,7920600 -2013-12-10,39.494999,39.535000,38.340000,38.689999,31.767920,26320600 -2013-12-11,38.799999,39.000000,38.145000,38.200001,31.365589,15752000 -2013-12-12,38.139999,38.544998,38.000000,38.240002,31.398438,9651000 -2013-12-13,38.415001,38.465000,38.044998,38.174999,31.345060,8041000 -2013-12-16,38.014999,38.490002,37.955002,38.230000,31.390213,9345400 -2013-12-17,38.290001,38.290001,37.955002,38.044998,31.238312,7003600 -2013-12-18,38.064999,38.845001,38.049999,38.840000,31.891071,10252000 -2013-12-19,39.119999,39.250000,38.509998,38.575001,31.673498,11402200 -2013-12-20,38.759998,38.990002,38.619999,38.830002,31.882883,12707400 -2013-12-23,38.985001,39.169998,38.674999,39.160000,32.153824,7621600 -2013-12-24,39.049999,39.375000,38.974998,39.285000,32.256466,3896600 -2013-12-26,39.365002,39.514999,39.220001,39.439999,32.383732,4391400 -2013-12-27,39.645000,39.650002,39.230000,39.285000,32.256466,4505000 -2013-12-30,39.395000,39.415001,38.930000,39.275002,32.248264,4733400 -2013-12-31,39.215000,39.389999,39.005001,39.195000,32.182556,6016200 -2014-01-02,39.035000,39.134998,38.505001,38.584999,31.681686,8487200 -2014-01-03,38.650002,38.884998,38.470001,38.474998,31.591398,6545000 -2014-01-06,38.450001,38.674999,38.005001,38.084999,31.271168,10585400 -2014-01-07,38.325001,38.705002,38.235001,38.605000,31.698143,8162200 -2014-01-08,38.639999,39.075001,38.595001,39.014999,32.034782,10178800 -2014-01-09,39.035000,39.049999,38.400002,38.799999,31.858238,8361200 -2014-01-10,38.779999,38.994999,38.474998,38.834999,31.886974,6467000 -2014-01-13,38.689999,38.695000,37.380001,37.560001,30.840094,14644800 -2014-01-14,37.560001,38.180000,37.375000,37.730000,30.979677,18653200 -2014-01-15,37.770000,38.165001,37.705002,38.095001,31.279369,8660200 -2014-01-16,37.910000,38.095001,37.564999,37.645000,30.909878,9072600 -2014-01-17,37.500000,37.730000,37.334999,37.450001,30.749765,12937400 -2014-01-21,37.525002,37.535000,36.630001,36.825001,30.236591,18774600 -2014-01-22,36.974998,37.099998,36.770000,36.799999,30.216064,13969400 -2014-01-23,36.740002,36.865002,35.840000,36.695000,30.129845,29936000 -2014-01-24,37.365002,38.080002,37.055000,37.490002,30.782610,33049000 -2014-01-27,37.615002,37.615002,37.009998,37.105000,30.466492,18207200 -2014-01-28,37.285000,37.400002,36.834999,36.945000,30.335119,11091600 -2014-01-29,36.750000,36.830002,35.730000,35.779999,29.378559,15959800 -2014-01-30,36.139999,36.215000,35.654999,35.955002,29.522245,15179800 -2014-01-31,35.445000,35.970001,35.435001,35.560001,29.197910,12256600 -2014-02-03,35.500000,35.755001,34.334999,34.485001,28.315245,20311000 -2014-02-04,35.000000,35.599998,34.685001,35.325001,29.114717,20440800 -2014-02-05,35.044998,35.369999,34.805000,35.244999,29.048773,10956000 -2014-02-06,35.330002,36.400002,35.279999,36.180000,29.819397,13818400 -2014-02-07,36.805000,37.244999,36.345001,37.020000,30.511728,14657600 -2014-02-10,37.154999,37.590000,37.154999,37.400002,30.824911,12944600 -2014-02-11,37.435001,37.595001,36.895000,37.250000,30.701290,16124000 -2014-02-12,37.244999,37.529999,36.849998,36.955002,30.458149,9956600 -2014-02-13,36.779999,37.345001,36.695000,37.345001,30.779591,8447800 -2014-02-14,37.174999,37.544998,37.005001,37.514999,30.919703,8241000 -2014-02-18,37.494999,37.500000,36.970001,36.985001,30.482870,10923400 -2014-02-19,36.919998,37.139999,36.615002,36.660000,30.215015,9770600 -2014-02-20,36.700001,36.855000,36.240002,36.775002,30.309792,8552600 -2014-02-21,36.889999,36.930000,36.259998,36.279999,29.901812,11288200 -2014-02-24,36.330002,36.439999,36.009998,36.279999,29.901812,11933800 -2014-02-25,36.250000,36.330002,35.275002,35.275002,29.073507,18618400 -2014-02-26,35.400002,36.110001,34.974998,35.889999,29.580379,19129200 -2014-02-27,35.810001,36.119999,35.715000,36.095001,29.749338,11288200 -2014-02-28,35.770000,35.965000,35.250000,35.480000,29.242464,22464800 -2014-03-03,35.005001,35.365002,35.000000,35.235001,29.040522,12248400 -2014-03-04,35.715000,35.980000,35.525002,35.830002,29.530924,12226200 -2014-03-05,35.994999,36.044998,35.439999,35.650002,29.382580,9715600 -2014-03-06,35.915001,36.665001,35.884998,36.345001,29.955393,13762600 -2014-03-07,36.494999,36.549999,36.105000,36.535000,30.111980,8386000 -2014-03-10,36.625000,36.820000,36.395000,36.779999,30.313913,8633800 -2014-03-11,36.994999,37.705002,36.924999,37.514999,30.919703,18344400 -2014-03-12,37.275002,37.830002,37.250000,37.814999,31.166956,10394600 -2014-03-13,37.919998,38.209999,37.014999,37.215000,30.672441,11380800 -2014-03-14,37.044998,37.445000,37.009998,37.134998,30.606499,8962600 -2014-03-17,37.404999,37.494999,36.910000,37.090000,30.569410,11019800 -2014-03-18,37.174999,37.419998,37.025002,37.299999,30.742498,5997600 -2014-03-19,37.500000,38.665001,37.410000,37.955002,31.282343,24983200 -2014-03-20,38.145000,38.564999,37.799999,38.480000,31.715050,13851400 -2014-03-21,39.105000,39.320000,38.310001,38.355000,31.612024,18034400 -2014-03-24,38.450001,38.555000,37.605000,37.884998,31.224648,10018800 -2014-03-25,38.220001,38.255001,37.145000,37.305000,30.746614,10568200 -2014-03-26,37.465000,37.494999,36.759998,36.770000,30.305668,8371200 -2014-03-27,36.535000,36.980000,36.345001,36.700001,30.247972,12675600 -2014-03-28,36.645000,37.029999,36.525002,36.849998,30.371605,6582800 -2014-03-31,36.950001,37.200001,36.584999,36.689999,30.239735,7721800 -2014-04-01,36.820000,37.490002,36.705002,37.005001,30.499357,8740800 -2014-04-02,37.174999,37.185001,36.619999,36.834999,30.359255,8304400 -2014-04-03,36.930000,37.169998,36.410000,36.544998,30.120232,7165400 -2014-04-04,36.775002,36.945000,35.660000,35.775002,29.485588,11708600 -2014-04-07,35.599998,35.689999,35.025002,35.215000,29.024052,11089800 -2014-04-08,35.320000,35.845001,35.250000,35.740002,29.456755,10660800 -2014-04-09,35.814999,36.340000,35.599998,36.240002,29.868847,9055600 -2014-04-10,36.369999,36.369999,35.084999,35.110001,28.937510,13375400 -2014-04-11,34.895000,35.064999,34.340000,34.365002,28.323483,16367200 -2014-04-14,34.814999,35.020000,34.349998,34.654999,28.562494,12175400 -2014-04-15,34.980000,35.049999,33.965000,34.445000,28.389414,15461800 -2014-04-16,34.825001,35.439999,34.580002,35.395000,29.172413,11277400 -2014-04-17,35.285000,35.695000,35.070000,35.075001,28.908669,9245800 -2014-04-21,35.154999,35.299999,34.924999,35.240002,29.044661,6095600 -2014-04-22,35.264999,35.639999,35.165001,35.575001,29.320753,8862600 -2014-04-23,35.730000,35.735001,35.110001,35.195000,29.007578,8881600 -2014-04-24,35.759998,36.020000,35.055000,35.544998,29.296032,15577000 -2014-04-25,36.000000,36.125000,35.470001,35.724998,29.444387,18111400 -2014-04-28,35.945000,36.009998,34.900002,35.465000,29.230093,10733600 -2014-04-29,35.590000,35.724998,35.134998,35.320000,29.110582,9827200 -2014-04-30,35.310001,35.380001,35.060001,35.310001,29.102348,7282400 -2014-05-01,35.375000,35.599998,35.160000,35.560001,29.308395,7918400 -2014-05-02,35.625000,35.764999,35.285000,35.299999,29.094103,8306400 -2014-05-05,35.250000,35.529999,35.090000,35.459999,29.225971,5486400 -2014-05-06,35.365002,35.415001,34.665001,34.790001,28.779276,10926800 -2014-05-07,34.889999,35.000000,34.570000,34.869999,28.845449,10959800 -2014-05-08,34.799999,35.250000,34.669998,34.790001,28.779276,7531400 -2014-05-09,34.849998,35.154999,34.759998,35.145000,29.072941,6623200 -2014-05-12,35.320000,35.619999,35.200001,35.575001,29.428640,7227200 -2014-05-13,35.485001,35.669998,35.450001,35.580002,29.432785,5803000 -2014-05-14,35.590000,35.599998,35.014999,35.084999,29.023308,8585000 -2014-05-15,35.130001,35.165001,34.639999,34.924999,28.890947,9124600 -2014-05-16,35.000000,35.520000,34.904999,35.470001,29.341793,9294800 -2014-05-19,35.279999,35.560001,35.139999,35.509998,29.374882,6745000 -2014-05-20,35.380001,35.450001,34.919998,35.115002,29.048124,8699800 -2014-05-21,35.355000,35.375000,35.035000,35.200001,29.118439,6089200 -2014-05-22,35.174999,35.884998,35.150002,35.700001,29.532055,7359600 -2014-05-23,36.145000,36.255001,35.915001,35.990002,29.771952,7166400 -2014-05-27,36.320000,36.889999,36.270000,36.830002,30.466820,10100400 -2014-05-28,36.650002,36.785000,36.459999,36.634998,30.305506,8210000 -2014-05-29,36.759998,36.779999,36.325001,36.555000,30.239334,6448000 -2014-05-30,36.580002,36.750000,36.264999,36.619999,30.293106,6879200 -2014-06-02,36.610001,37.029999,36.580002,36.924999,30.545393,5926200 -2014-06-03,36.860001,37.174999,36.790001,37.090000,30.681890,6764400 -2014-06-04,37.060001,37.349998,36.820000,37.334999,30.884562,6495800 -2014-06-05,37.180000,37.570000,37.099998,37.360001,30.905262,5187400 -2014-06-06,37.529999,37.770000,37.400002,37.665001,31.157560,6204800 -2014-06-09,37.689999,37.700001,37.325001,37.590000,31.095512,5701000 -2014-06-10,37.625000,37.720001,37.160000,37.299999,30.855616,6641000 -2014-06-11,37.070000,37.435001,36.924999,37.400002,30.938343,7510800 -2014-06-12,37.345001,37.349998,36.865002,36.980000,30.590906,7193800 -2014-06-13,36.935001,37.450001,36.764999,37.345001,30.892836,7708800 -2014-06-16,37.240002,37.580002,37.230000,37.544998,31.058283,6759600 -2014-06-17,37.514999,37.825001,37.494999,37.654999,31.149279,5778600 -2014-06-18,37.599998,37.840000,37.299999,37.779999,31.252693,5786600 -2014-06-19,38.275002,38.750000,38.230000,38.615002,31.943434,12555000 -2014-06-20,38.814999,38.814999,38.205002,38.299999,31.682854,12436000 -2014-06-23,38.345001,38.634998,38.095001,38.365002,31.736616,4779800 -2014-06-24,38.450001,38.875000,38.270000,38.715000,32.026142,10912400 -2014-06-25,38.520000,39.090000,38.480000,39.060001,32.311531,7813800 -2014-06-26,39.005001,39.165001,38.735001,39.029999,32.286728,6983200 -2014-06-27,38.980000,39.174999,38.895000,38.970001,32.237091,8669200 -2014-06-30,39.049999,39.095001,38.540001,38.689999,32.005459,9610000 -2014-07-01,38.945000,39.099998,38.799999,39.040001,32.294994,8061400 -2014-07-02,39.189999,39.205002,38.955002,39.095001,32.340504,4785200 -2014-07-03,39.195000,39.700001,39.070000,39.529999,32.700329,6662600 -2014-07-07,39.389999,39.689999,39.305000,39.345001,32.547295,7443600 -2014-07-08,39.320000,39.450001,39.125000,39.279999,32.493519,7802000 -2014-07-09,39.270000,39.740002,39.180000,39.724998,32.861637,7782600 -2014-07-10,39.305000,39.525002,39.095001,39.424999,32.613468,4720000 -2014-07-11,39.480000,39.494999,39.070000,39.299999,32.510063,4239400 -2014-07-14,39.490002,39.490002,39.209999,39.279999,32.493519,4562000 -2014-07-15,39.325001,39.575001,39.230000,39.445000,32.630013,8305600 -2014-07-16,39.529999,39.529999,39.154999,39.365002,32.563843,8615400 -2014-07-17,39.060001,39.230000,38.560001,38.619999,31.947546,8446400 -2014-07-18,38.849998,39.075001,38.625000,38.970001,32.237091,6744600 -2014-07-21,38.930000,38.965000,38.584999,38.805000,32.100594,5021000 -2014-07-22,39.165001,39.514999,39.099998,39.369999,32.567970,6457000 -2014-07-23,39.255001,39.639999,39.200001,39.570000,32.733433,6439800 -2014-07-24,39.794998,40.320000,39.575001,40.224998,33.275257,16129200 -2014-07-25,39.200001,39.660000,38.950001,39.369999,32.567970,18974600 -2014-07-28,39.400002,39.500000,39.084999,39.180000,32.410805,8013000 -2014-07-29,39.244999,39.625000,39.205002,39.325001,32.530754,7936000 -2014-07-30,39.500000,39.590000,39.259998,39.450001,32.634151,8911000 -2014-07-31,39.259998,39.349998,38.759998,38.840000,32.129551,8146000 -2014-08-01,38.750000,38.945000,38.290001,38.490002,31.840017,7797800 -2014-08-04,38.630001,38.880001,38.514999,38.764999,32.067497,6282600 -2014-08-05,38.584999,38.730000,38.215000,38.395000,31.868296,6694600 -2014-08-06,38.250000,38.720001,38.134998,38.564999,32.009396,5935200 -2014-08-07,38.665001,38.720001,38.279999,38.355000,31.835106,5428000 -2014-08-08,38.314999,38.834999,38.255001,38.810001,32.212753,5957200 -2014-08-11,38.834999,39.125000,38.825001,38.935001,32.316509,4513400 -2014-08-12,38.935001,39.070000,38.759998,38.910000,32.295746,4723600 -2014-08-13,39.049999,39.049999,38.564999,38.619999,32.055046,6935200 -2014-08-14,38.740002,38.750000,38.080002,38.310001,31.797749,10892600 -2014-08-15,38.610001,38.639999,38.185001,38.455002,31.918100,8090000 -2014-08-18,38.595001,38.930000,38.590000,38.794998,32.200306,6830800 -2014-08-19,38.900002,39.099998,38.799999,39.060001,32.420261,4907000 -2014-08-20,39.005001,39.235001,38.869999,39.014999,32.382908,4668800 -2014-08-21,38.904999,39.084999,38.695000,38.735001,32.150505,4812000 -2014-08-22,38.619999,38.799999,38.525002,38.639999,32.071655,4538800 -2014-08-25,38.820000,39.110001,38.755001,38.985001,32.358006,5698400 -2014-08-26,39.005001,39.215000,38.880001,38.895000,32.283318,5501600 -2014-08-27,38.955002,39.134998,38.830002,38.959999,32.337269,4903600 -2014-08-28,38.895000,39.014999,38.755001,38.904999,32.291607,3956800 -2014-08-29,39.035000,39.049999,38.759998,38.904999,32.291607,4657400 -2014-09-02,38.849998,38.990002,38.580002,38.740002,32.154659,6196200 -2014-09-03,38.779999,38.965000,38.349998,38.395000,31.868296,6796800 -2014-09-04,38.400002,38.685001,38.380001,38.580002,32.021851,5741000 -2014-09-05,38.505001,38.985001,38.404999,38.974998,32.349712,8026600 -2014-09-08,38.880001,38.980000,38.665001,38.834999,32.233509,4492800 -2014-09-09,38.724998,38.875000,38.490002,38.560001,32.005257,5114600 -2014-09-10,38.505001,38.700001,38.375000,38.605000,32.042606,5918600 -2014-09-11,38.490002,38.500000,38.040001,38.060001,31.590250,9353400 -2014-09-12,37.915001,38.035000,37.470001,37.735001,31.320496,14614800 -2014-09-15,37.630001,37.669998,37.195000,37.459999,31.092239,10845800 -2014-09-16,37.419998,37.724998,37.264999,37.544998,31.162790,8040200 -2014-09-17,37.669998,37.910000,37.555000,37.669998,31.266550,7475800 -2014-09-18,37.794998,37.945000,37.500000,37.865002,31.428408,8027600 -2014-09-19,37.985001,38.165001,37.884998,38.035000,31.569500,12040800 -2014-09-22,38.025002,38.025002,37.165001,37.299999,30.959435,7859600 -2014-09-23,37.145000,37.439999,36.889999,36.980000,30.693834,7739000 -2014-09-24,37.264999,37.715000,37.174999,37.660000,31.258251,8586200 -2014-09-25,37.590000,37.639999,37.044998,37.060001,30.760239,8010800 -2014-09-26,37.000000,37.615002,36.970001,37.584999,31.195993,7659600 -2014-09-29,37.275002,37.759998,37.224998,37.634998,31.237507,6366400 -2014-09-30,37.779999,37.924999,37.509998,37.730000,31.316338,7799600 -2014-10-01,37.840000,37.955002,37.205002,37.305000,30.963593,8119000 -2014-10-02,37.205002,37.500000,36.889999,37.224998,30.897188,8573600 -2014-10-03,37.400002,38.049999,37.384998,37.945000,31.494801,8229000 -2014-10-06,38.009998,38.115002,37.549999,37.575001,31.187687,5208000 -2014-10-07,37.450001,37.525002,37.009998,37.025002,30.731184,6383400 -2014-10-08,37.119999,37.709999,36.814999,37.630001,31.233345,6713400 -2014-10-09,37.520000,37.910000,37.180000,37.240002,30.909645,9342800 -2014-10-10,37.130001,37.895000,37.049999,37.230000,30.901335,10495400 -2014-10-13,37.105000,37.220001,36.005001,36.095001,29.959267,12428600 -2014-10-14,36.205002,36.790001,36.105000,36.369999,30.187523,10995000 -2014-10-15,36.014999,36.465000,35.634998,36.189999,30.038122,13621800 -2014-10-16,35.590000,36.435001,35.384998,36.320000,30.146029,9738000 -2014-10-17,36.674999,36.955002,36.439999,36.770000,30.519535,9580600 -2014-10-20,36.805000,37.375000,36.705002,37.349998,31.000938,7945200 -2014-10-21,37.500000,37.595001,37.070000,37.180000,30.859833,12296600 -2014-10-22,37.240002,37.494999,37.080002,37.299999,30.959435,6469600 -2014-10-23,37.575001,37.755001,37.380001,37.419998,31.059034,6837800 -2014-10-24,37.450001,37.955002,37.174999,37.904999,31.461596,7358400 -2014-10-27,38.005001,38.189999,37.910000,37.985001,31.528002,5783400 -2014-10-28,38.169998,38.535000,37.939999,38.525002,31.976210,8151000 -2014-10-29,38.549999,38.834999,38.110001,38.270000,31.764538,8795000 -2014-10-30,38.090000,38.724998,38.055000,38.660000,32.088257,13389000 -2014-10-31,37.625000,38.369999,37.459999,37.779999,31.357849,35890000 -2014-11-03,37.985001,38.134998,37.735001,38.049999,31.581953,10607000 -2014-11-04,37.805000,38.470001,37.750000,38.355000,31.835106,10420000 -2014-11-05,38.505001,38.695000,38.294998,38.330002,31.814356,7403400 -2014-11-06,38.485001,38.775002,38.330002,38.724998,32.142204,6167200 -2014-11-07,38.820000,39.044998,38.605000,38.895000,32.283318,8249000 -2014-11-10,38.820000,38.950001,38.584999,38.825001,32.358322,6555400 -2014-11-11,38.915001,39.099998,38.625000,38.865002,32.391663,5198200 -2014-11-12,38.705002,39.005001,38.634998,38.924999,32.441654,5312200 -2014-11-13,39.095001,39.240002,38.705002,38.945000,32.458324,6842200 -2014-11-14,39.040001,39.150002,38.865002,39.060001,32.554173,6039200 -2014-11-17,38.970001,39.235001,38.825001,38.915001,32.433334,5899000 -2014-11-18,38.814999,39.000000,38.660000,38.785000,32.324970,5755600 -2014-11-19,38.720001,39.040001,38.700001,38.910000,32.429153,5231200 -2014-11-20,38.830002,39.320000,38.825001,39.099998,32.587513,6287000 -2014-11-21,39.564999,39.959999,39.384998,39.880001,33.237595,14027800 -2014-11-24,39.950001,40.410000,39.855000,40.259998,33.554302,9426200 -2014-11-25,40.279999,40.459999,40.025002,40.105000,33.425121,8118400 -2014-11-26,40.060001,40.154999,39.700001,39.849998,33.212578,6196800 -2014-11-28,40.215000,40.820000,40.205002,40.605000,33.841843,6766600 -2014-12-01,40.500000,40.750000,40.310001,40.424999,33.691811,8627400 -2014-12-02,40.345001,40.424999,40.044998,40.185001,33.491810,7656400 -2014-12-03,40.209999,40.375000,40.035000,40.235001,33.533478,11201400 -2014-12-04,40.299999,41.150002,40.195000,40.654999,33.883514,13999000 -2014-12-05,41.250000,41.959999,41.215000,41.785000,34.825298,14788200 -2014-12-08,42.099998,42.099998,41.549999,41.900002,34.921146,11770600 -2014-12-09,41.535000,41.645000,41.099998,41.514999,34.600273,8725600 -2014-12-10,41.450001,42.020000,41.275002,41.330002,34.446095,10096400 -2014-12-11,41.450001,42.009998,41.330002,41.560001,34.637775,10046000 -2014-12-12,41.369999,41.985001,41.285000,41.625000,34.691948,9164200 -2014-12-15,41.134998,41.250000,40.345001,40.445000,33.708492,16287000 -2014-12-16,40.244999,40.544998,39.555000,39.564999,32.975067,13981800 -2014-12-17,39.564999,40.294998,39.220001,40.220001,33.520969,10161600 -2014-12-18,40.775002,40.820000,39.630001,40.014999,33.350105,17583000 -2014-12-19,40.099998,40.145000,39.705002,39.720001,33.104233,17444200 -2014-12-22,39.924999,40.275002,39.884998,40.270000,33.562645,7583800 -2014-12-23,40.750000,41.025002,40.564999,40.715000,33.933521,8147800 -2014-12-24,40.735001,40.930000,40.590000,40.634998,33.866844,2601800 -2014-12-26,40.715000,41.200001,40.689999,40.915001,34.100212,4550400 -2014-12-29,40.830002,41.275002,40.750000,41.189999,34.329399,4796600 -2014-12-30,41.035000,41.439999,40.895000,40.895000,34.083546,5253400 -2014-12-31,41.095001,41.665001,41.000000,41.025002,34.191898,7625400 -2015-01-02,41.064999,41.490002,40.445000,40.720001,33.937679,6886000 -2015-01-05,40.070000,40.334999,39.744999,39.939999,33.287605,11623800 -2015-01-06,40.169998,40.195000,39.279999,39.615002,33.016735,7664400 -2015-01-07,39.875000,40.615002,39.700001,40.590000,33.829334,9732600 -2015-01-08,41.165001,41.650002,41.009998,41.244999,34.375237,13170600 -2015-01-09,40.494999,40.755001,39.560001,39.895000,33.250099,27556800 -2015-01-12,40.145000,40.415001,39.910000,40.115002,33.433449,10021400 -2015-01-13,40.740002,41.070000,40.064999,40.435001,33.700146,11040800 -2015-01-14,40.025002,40.389999,39.805000,40.209999,33.512630,9295000 -2015-01-15,40.299999,40.450001,39.595001,39.790001,33.162586,8126600 -2015-01-16,39.630001,40.389999,39.500000,40.305000,33.591820,9015600 -2015-01-20,40.400002,40.735001,40.165001,40.610001,33.846004,10738400 -2015-01-21,40.525002,40.814999,40.264999,40.645000,33.875183,10844200 -2015-01-22,40.680000,41.419998,40.445000,41.369999,34.479427,23913000 -2015-01-23,43.250000,44.349998,43.220001,44.110001,36.763046,38107200 -2015-01-26,44.044998,44.250000,43.705002,44.060001,36.721378,14098600 -2015-01-27,43.889999,44.605000,43.724998,44.169998,36.813053,10994200 -2015-01-28,44.349998,44.794998,43.744999,43.785000,36.492188,11963200 -2015-01-29,44.005001,44.650002,43.785000,44.525002,37.108925,12475800 -2015-01-30,44.290001,44.470001,43.695000,43.764999,36.475502,10070400 -2015-02-02,43.840000,44.044998,42.930000,43.994999,36.667202,13638800 -2015-02-03,43.990002,44.244999,43.465000,44.244999,37.010155,9252400 -2015-02-04,44.000000,44.715000,43.994999,44.349998,37.097988,11496600 -2015-02-05,44.355000,44.884998,44.355000,44.820000,37.491138,7598600 -2015-02-06,44.750000,44.840000,44.340000,44.500000,37.223457,7835400 -2015-02-09,44.255001,44.605000,44.070000,44.410000,37.148178,6911600 -2015-02-10,44.685001,45.689999,44.665001,45.590000,38.135239,12469600 -2015-02-11,45.580002,45.895000,45.355000,45.395000,37.972115,6467000 -2015-02-12,45.544998,45.970001,45.044998,45.915001,38.407093,7197600 -2015-02-13,45.994999,45.994999,45.455002,45.790001,38.302521,6109600 -2015-02-17,45.884998,46.119999,45.630001,46.014999,38.490734,6387000 -2015-02-18,46.195000,46.665001,46.000000,46.500000,38.896427,6542000 -2015-02-19,46.575001,46.889999,46.505001,46.584999,38.967533,6109200 -2015-02-20,46.730000,46.834999,46.485001,46.755001,39.109734,6461400 -2015-02-23,46.924999,46.965000,46.540001,46.790001,39.139011,5854600 -2015-02-24,46.630001,46.994999,46.580002,46.724998,39.084633,6337800 -2015-02-25,46.650002,47.415001,46.625000,47.130001,39.423416,8119600 -2015-02-26,47.150002,47.410000,47.040001,47.275002,39.544701,6816400 -2015-02-27,47.395000,47.400002,46.634998,46.744999,39.101368,8658400 -2015-03-02,46.665001,47.275002,46.665001,47.115002,39.410862,7947000 -2015-03-03,47.049999,47.105000,46.599998,47.000000,39.314674,7578400 -2015-03-04,46.904999,47.095001,46.005001,46.529999,38.921516,7774600 -2015-03-05,46.639999,46.980000,46.529999,46.814999,39.159908,5848400 -2015-03-06,46.650002,46.849998,45.939999,46.110001,38.570210,6814400 -2015-03-09,46.195000,46.564999,46.044998,46.520000,38.913158,5984800 -2015-03-10,46.080002,46.455002,45.884998,46.090000,38.553467,6077000 -2015-03-11,46.060001,46.490002,45.610001,45.709999,38.235603,8185800 -2015-03-12,45.985001,46.764999,45.919998,46.689999,39.055359,7295400 -2015-03-13,46.340000,47.185001,46.340000,46.645000,39.017731,5835200 -2015-03-16,47.000000,47.310001,46.869999,47.025002,39.335590,6772600 -2015-03-17,46.880001,47.240002,46.799999,47.195000,39.477776,5508800 -2015-03-18,47.000000,48.285000,46.674999,47.919998,40.084229,15430000 -2015-03-19,48.380001,49.599998,48.189999,48.880001,40.887257,22020600 -2015-03-20,49.244999,49.450001,48.505001,48.730000,40.761776,17360600 -2015-03-23,48.939999,48.950001,48.355000,48.685001,40.724136,7986000 -2015-03-24,48.555000,49.165001,48.380001,48.959999,40.954174,7718400 -2015-03-25,49.070000,49.240002,47.884998,47.884998,40.054966,9907200 -2015-03-26,47.674999,47.875000,46.830002,47.540001,39.766373,10344400 -2015-03-27,47.500000,47.974998,47.375000,47.535000,39.762177,7993400 -2015-03-30,48.020000,48.250000,47.750000,47.990002,40.142784,6830200 -2015-03-31,47.834999,48.099998,47.345001,47.349998,39.607430,8717800 -2015-04-01,47.139999,47.250000,46.279999,46.509998,38.904797,14125400 -2015-04-02,46.709999,47.320000,46.610001,47.195000,39.477776,8863000 -2015-04-06,46.924999,47.400002,46.724998,47.259998,39.532158,6058800 -2015-04-07,47.205002,47.480000,46.980000,47.035000,39.343952,5354600 -2015-04-08,46.919998,47.639999,46.919998,47.615002,39.829105,6827800 -2015-04-09,47.650002,47.990002,47.250000,47.959999,40.117691,7109600 -2015-04-10,48.599998,48.599998,47.880001,48.169998,40.293354,6643100 -2015-04-13,48.560001,48.889999,48.380001,48.500000,40.569397,8171000 -2015-04-14,48.520000,48.709999,47.970001,48.299999,40.402092,5952400 -2015-04-15,48.810001,48.810001,48.130001,48.139999,40.268261,5162200 -2015-04-16,48.230000,48.480000,48.160000,48.250000,40.360268,5312500 -2015-04-17,47.900002,48.000000,47.389999,47.619999,39.833290,7539900 -2015-04-20,47.900002,48.119999,47.700001,47.970001,40.126057,4868400 -2015-04-21,48.349998,48.480000,48.020000,48.369999,40.460648,6213400 -2015-04-22,48.500000,48.599998,47.980000,48.340000,40.435555,7248100 -2015-04-23,48.549999,49.700001,48.279999,49.430000,41.347317,15866100 -2015-04-24,51.320000,52.090000,50.619999,51.840000,43.363239,22284900 -2015-04-27,51.810001,51.939999,50.759998,50.869999,42.551846,11222600 -2015-04-28,50.599998,50.799999,49.980000,50.610001,42.334370,8882900 -2015-04-29,50.419998,50.950001,50.200001,50.650002,42.367836,7162000 -2015-04-30,50.630001,50.680000,49.430000,49.580002,41.472797,8492000 -2015-05-01,49.950001,50.419998,49.680000,50.290001,42.066700,5916500 -2015-05-04,50.299999,50.930000,50.270000,50.450001,42.200531,7493400 -2015-05-05,49.939999,50.049999,49.360001,49.410000,41.462082,10691200 -2015-05-06,49.680000,49.700001,48.570000,48.930000,41.059296,8033500 -2015-05-07,48.740002,49.549999,48.720001,49.349998,41.411732,5681400 -2015-05-08,49.990002,50.430000,49.459999,49.779999,41.772575,6039800 -2015-05-11,49.709999,50.220001,49.380001,49.500000,41.537621,5047200 -2015-05-12,49.150002,49.990002,49.000000,49.709999,41.713814,5868600 -2015-05-13,49.849998,50.150002,49.430000,49.590000,41.613132,4927100 -2015-05-14,49.980000,50.590000,49.669998,50.560001,42.427094,7339700 -2015-05-15,50.790001,50.849998,50.389999,50.799999,42.628506,6016700 -2015-05-18,50.650002,51.290001,50.560001,51.180000,42.947369,8999800 -2015-05-19,51.480000,51.720001,50.959999,51.419998,43.148758,6976100 -2015-05-20,51.310001,51.439999,50.430000,51.029999,42.821507,5644700 -2015-05-21,50.939999,51.450001,50.779999,51.330002,43.073238,5084000 -2015-05-22,51.330002,51.650002,51.209999,51.480000,43.199112,5857700 -2015-05-26,51.380001,51.779999,50.660000,50.840000,42.662060,7369900 -2015-05-27,51.040001,51.700001,50.910000,51.590000,43.291424,6213600 -2015-05-28,51.840000,51.939999,51.450001,51.810001,43.476025,5874400 -2015-05-29,51.950001,52.230000,51.450001,51.959999,43.601902,9399100 -2015-06-01,51.959999,52.459999,51.669998,52.220001,43.820076,7075100 -2015-06-02,51.980000,52.299999,51.660000,51.730000,43.408890,7877800 -2015-06-03,52.000000,52.270000,51.669998,52.119999,43.736160,5522700 -2015-06-04,51.869999,52.180000,51.570000,51.720001,43.400497,6230800 -2015-06-05,51.570000,52.439999,51.270000,52.189999,43.794907,7123200 -2015-06-08,52.000000,52.230000,51.490002,51.529999,43.241066,6320200 -2015-06-09,51.349998,51.700001,51.099998,51.540001,43.249462,5034000 -2015-06-10,51.799999,52.860001,51.660000,52.689999,44.214481,8003600 -2015-06-11,52.810001,53.000000,52.439999,52.490002,44.046650,6030200 -2015-06-12,52.410000,52.740002,52.160000,52.630001,44.164124,5236700 -2015-06-15,52.230000,52.459999,52.009998,52.270000,43.862026,5555000 -2015-06-16,52.270000,53.139999,52.200001,52.970001,44.449436,6106500 -2015-06-17,53.090000,53.470001,52.720001,53.240002,44.676010,6735300 -2015-06-18,53.500000,54.279999,53.400002,54.110001,45.406071,10711000 -2015-06-19,54.080002,54.439999,53.840000,53.930000,45.255016,10609700 -2015-06-22,54.330002,54.430000,53.880001,53.900002,45.229843,7100700 -2015-06-23,54.040001,54.180000,53.720001,54.119999,45.414455,5679000 -2015-06-24,53.750000,53.970001,53.520000,53.709999,45.070408,5525000 -2015-06-25,54.090000,54.450001,54.000000,54.070000,45.372494,5389900 -2015-06-26,54.459999,54.750000,54.299999,54.619999,45.834023,6637200 -2015-06-29,53.869999,54.389999,53.509998,53.549999,44.936146,6534100 -2015-06-30,54.150002,54.299999,53.139999,53.619999,44.994884,9794000 -2015-07-01,53.860001,54.209999,53.599998,53.889999,45.221451,6107700 -2015-07-02,54.029999,54.700001,53.950001,54.240002,45.515152,5684700 -2015-07-06,53.639999,54.410000,53.630001,54.310001,45.573891,5396400 -2015-07-07,54.290001,54.540001,53.360001,54.380001,45.632618,9462300 -2015-07-08,53.860001,54.020000,53.310001,53.389999,44.801876,8139300 -2015-07-09,54.070000,54.500000,53.880001,54.049999,45.355705,7681000 -2015-07-10,54.540001,54.730000,54.180000,54.570000,45.792072,8087800 -2015-07-13,55.000000,55.889999,54.900002,55.700001,46.740314,7477200 -2015-07-14,55.959999,56.060001,55.520000,55.750000,46.782257,7028000 -2015-07-15,55.919998,55.950001,55.290001,55.340000,46.438213,8212600 -2015-07-16,56.060001,56.160000,55.660000,55.740002,46.773865,7305500 -2015-07-17,55.900002,55.900002,55.369999,55.689999,46.731899,8715400 -2015-07-20,55.730000,56.740002,55.700001,56.209999,47.168255,8029600 -2015-07-21,56.380001,56.470001,55.779999,56.200001,47.159882,6717500 -2015-07-22,56.430000,56.869999,56.250000,56.689999,47.571053,6876100 -2015-07-23,56.980000,57.000000,56.160000,56.560001,47.461967,12439200 -2015-07-24,59.119999,59.310001,57.150002,57.290001,48.074535,14559700 -2015-07-27,57.209999,57.470001,56.849998,56.980000,47.814411,8993500 -2015-07-28,57.389999,57.400002,56.560001,57.139999,47.948669,8689200 -2015-07-29,57.380001,57.799999,57.139999,57.509998,48.259159,8470500 -2015-07-30,57.299999,58.150002,57.009998,58.060001,48.720680,7337900 -2015-07-31,58.439999,58.439999,57.730000,57.930000,48.611588,6519500 -2015-08-03,58.619999,58.959999,58.040001,58.189999,48.829773,7664000 -2015-08-04,58.250000,58.720001,58.029999,58.700001,49.393543,9113100 -2015-08-05,59.150002,59.320000,58.830002,59.009998,49.654392,7349100 -2015-08-06,59.130001,59.200001,57.090000,57.230000,48.156609,11064500 -2015-08-07,57.330002,57.360001,56.509998,57.200001,48.131359,7782000 -2015-08-10,57.290001,57.630001,55.750000,56.270000,47.348808,12029200 -2015-08-11,55.790001,56.439999,55.240002,56.349998,47.416119,8062600 -2015-08-12,55.689999,56.400002,54.950001,56.380001,47.441368,10064400 -2015-08-13,56.520000,57.250000,56.509998,56.849998,47.836842,6731500 -2015-08-14,56.950001,57.119999,56.660000,57.099998,48.047211,4803900 -2015-08-17,57.000000,57.759998,56.730000,57.740002,48.585747,5768400 -2015-08-18,57.959999,58.060001,57.660000,57.830002,48.661480,5575400 -2015-08-19,57.580002,58.080002,57.119999,57.590000,48.459534,6044200 -2015-08-20,57.000000,57.150002,55.770000,55.810001,46.961735,7470900 -2015-08-21,54.720001,54.860001,52.599998,52.840000,44.462608,20211500 -2015-08-24,48.049999,52.669998,42.049999,50.340000,42.358963,27158800 -2015-08-25,52.959999,53.610001,51.049999,51.090000,42.990059,19659000 -2015-08-26,52.990002,54.150002,51.270000,53.959999,45.405033,15517600 -2015-08-27,54.759998,56.209999,54.410000,55.950001,47.079536,15987900 -2015-08-28,55.700001,56.310001,55.200001,55.630001,46.810280,7584800 -2015-08-31,55.189999,55.470001,54.500000,54.709999,46.036125,7971200 -2015-09-01,53.000000,54.360001,52.740002,53.500000,45.017967,13424900 -2015-09-02,54.500000,55.290001,53.750000,55.259998,46.498924,9891100 -2015-09-03,55.720001,55.759998,54.480000,54.689999,46.019306,7968900 -2015-09-04,53.869999,54.570000,53.840000,54.279999,45.674309,6994300 -2015-09-08,55.310001,55.450001,54.529999,55.209999,46.456852,8051700 -2015-09-09,55.900002,56.000000,54.570000,54.689999,46.019306,8406700 -2015-09-10,54.340000,55.689999,54.330002,55.369999,46.591496,8924800 -2015-09-11,55.189999,56.540001,55.029999,56.529999,47.567581,8363100 -2015-09-14,56.540001,56.910000,56.049999,56.290001,47.365627,5463900 -2015-09-15,56.430000,57.209999,56.119999,56.910000,47.887337,6741300 -2015-09-16,56.830002,57.349998,56.209999,57.259998,48.181843,6593400 -2015-09-17,57.320000,58.099998,57.040001,57.279999,48.198673,7525300 -2015-09-18,56.490002,57.630001,56.279999,56.840000,47.828445,16268000 -2015-09-21,57.200001,57.840000,56.959999,57.540001,48.417454,6220100 -2015-09-22,56.849998,57.250000,56.700001,57.119999,48.064037,8585100 -2015-09-23,57.160000,57.930000,57.049999,57.790001,48.627819,6829200 -2015-09-24,57.380001,58.540001,57.169998,58.369999,49.115860,10027300 -2015-09-25,58.919998,58.959999,57.740002,57.990002,48.796112,10627000 -2015-09-28,58.009998,58.430000,55.619999,55.770000,46.928082,11548100 -2015-09-29,55.849998,56.299999,54.810001,55.720001,46.886009,9392100 -2015-09-30,56.400002,56.900002,55.610001,56.840000,47.828445,9799600 -2015-10-01,56.990002,57.500000,55.889999,57.480000,48.366955,8497100 -2015-10-02,56.990002,58.090000,56.540001,58.080002,48.871845,9036800 -2015-10-05,58.490002,59.180000,58.070000,59.040001,49.679642,8199000 -2015-10-06,58.820000,59.139999,58.220001,58.689999,49.385124,5538000 -2015-10-07,58.619999,58.830002,57.900002,58.779999,49.460861,8138300 -2015-10-08,58.779999,59.709999,58.389999,59.459999,50.033039,6834800 -2015-10-09,59.470001,60.110001,59.299999,60.070000,50.546352,7969900 -2015-10-12,60.349998,60.889999,60.040001,60.540001,50.941822,6430300 -2015-10-13,60.340000,60.750000,60.020000,60.160000,50.622074,6262800 -2015-10-14,60.000000,60.169998,58.430000,58.820000,49.494514,8365600 -2015-10-15,58.950001,59.830002,58.080002,59.689999,50.226589,9745900 -2015-10-16,59.959999,60.290001,59.459999,59.930000,50.428535,12860800 -2015-10-19,60.130001,61.290001,59.869999,60.970001,51.303642,8117200 -2015-10-20,61.220001,61.360001,60.560001,60.880001,51.227924,6089100 -2015-10-21,61.070000,61.119999,60.160000,60.529999,50.933414,6055300 -2015-10-22,60.959999,61.709999,60.169998,61.490002,51.741215,9182000 -2015-10-23,62.110001,62.799999,61.619999,62.610001,52.683647,8206000 -2015-10-26,62.980000,63.840000,62.970001,63.430000,53.373634,9751700 -2015-10-27,63.369999,63.410000,62.189999,62.709999,52.767788,8973200 -2015-10-28,63.110001,63.520000,62.419998,63.509998,53.440952,9627300 -2015-10-29,63.419998,63.500000,61.709999,62.500000,52.591084,14839100 -2015-10-30,63.689999,64.000000,62.259998,62.570000,52.649982,16822300 -2015-11-02,63.009998,63.099998,62.119999,62.240002,52.372307,8547200 -2015-11-03,62.000000,62.980000,61.650002,62.799999,52.843510,8847700 -2015-11-04,63.040001,63.040001,61.340000,61.959999,52.136700,9085100 -2015-11-05,62.169998,62.459999,62.009998,62.279999,52.405960,6145000 -2015-11-06,62.049999,62.240002,61.610001,61.970001,52.145107,6616300 -2015-11-09,61.750000,61.970001,60.860001,61.340000,51.782108,6838300 -2015-11-10,61.540001,62.320000,61.209999,62.180000,52.491234,6689000 -2015-11-11,62.549999,62.570000,61.810001,61.869999,52.229519,4437300 -2015-11-12,61.340000,61.650002,60.750000,61.070000,51.554180,6793800 -2015-11-13,60.889999,61.349998,59.610001,59.740002,50.431419,8821600 -2015-11-16,59.500000,60.689999,59.500000,60.680000,51.224949,8096600 -2015-11-17,60.950001,61.560001,60.439999,60.549999,51.115208,6695300 -2015-11-18,60.660000,61.869999,60.330002,61.799999,52.170437,7215300 -2015-11-19,61.799999,61.930000,61.389999,61.459999,51.883411,5154400 -2015-11-20,61.959999,62.150002,61.580002,61.990002,52.330826,8302500 -2015-11-23,62.139999,63.189999,62.099998,62.639999,52.879555,8493500 -2015-11-24,62.060001,62.369999,61.220001,61.959999,52.305508,7908200 -2015-11-25,62.049999,62.500000,62.000000,62.189999,52.499672,4549900 -2015-11-27,62.189999,62.380001,61.930000,62.180000,52.491234,2447900 -2015-11-30,62.099998,62.290001,61.200001,61.389999,51.824322,9863800 -2015-12-01,61.080002,61.680000,60.509998,61.369999,51.807426,10910800 -2015-12-02,61.630001,61.709999,61.119999,61.220001,51.680817,6587500 -2015-12-03,61.369999,61.450001,59.150002,59.549999,50.271030,12056100 -2015-12-04,59.860001,61.869999,59.599998,61.750000,52.128231,9100600 -2015-12-07,61.750000,61.950001,61.439999,61.889999,52.246407,5967800 -2015-12-08,61.689999,62.430000,61.520000,62.160000,52.474339,6664900 -2015-12-09,61.709999,62.540001,60.820000,61.180000,51.647045,8541600 -2015-12-10,61.130001,62.139999,61.009998,61.869999,52.229519,6623900 -2015-12-11,60.860001,61.189999,59.599998,59.820000,50.498955,11489300 -2015-12-14,60.040001,60.139999,58.610001,59.919998,50.583363,13406100 -2015-12-15,60.549999,60.680000,59.970001,59.980000,50.634026,7842100 -2015-12-16,60.320000,60.500000,59.509998,60.349998,50.946369,9281800 -2015-12-17,60.660000,60.830002,59.470001,59.520000,50.245689,9079400 -2015-12-18,59.200001,59.500000,58.270000,58.619999,49.485943,18099500 -2015-12-21,58.889999,59.619999,58.660000,59.540001,50.262585,7187500 -2015-12-22,59.939999,60.070000,59.279999,59.990002,50.642460,6501400 -2015-12-23,60.259998,60.369999,59.959999,60.340000,50.937923,4510200 -2015-12-24,60.369999,60.509998,60.169998,60.320000,50.921040,2204300 -2015-12-28,60.020000,60.330002,59.580002,60.189999,50.811302,4437200 -2015-12-29,60.459999,61.320000,60.349998,61.130001,51.604836,5477300 -2015-12-30,61.220001,61.400002,60.750000,60.820000,51.343140,3973900 -2015-12-31,60.650002,60.810001,60.020000,60.029999,50.676231,4960900 -2016-01-04,58.770000,58.830002,57.599998,58.259998,49.182049,13521500 -2016-01-05,58.790001,58.790001,57.980000,58.650002,49.511265,9617800 -2016-01-06,57.700001,58.529999,57.639999,58.130001,49.072281,8266300 -2016-01-07,56.880001,57.910000,56.160000,56.689999,47.856663,11140900 -2016-01-08,57.410000,57.730000,56.529999,56.630001,47.806023,10427000 -2016-01-11,57.000000,58.119999,56.779999,57.820000,48.810596,10757300 -2016-01-12,58.389999,59.529999,58.180000,59.459999,50.195042,12375800 -2016-01-13,59.799999,60.000000,57.799999,57.869999,48.852802,11303600 -2016-01-14,57.509998,59.430000,56.919998,58.980000,49.789837,11444100 -2016-01-15,57.070000,58.389999,56.750000,58.000000,48.962543,15246100 -2016-01-19,58.669998,59.389999,58.119999,58.549999,49.426838,12289000 -2016-01-20,57.570000,57.959999,54.939999,56.919998,48.050827,22786400 -2016-01-21,57.840000,59.380001,57.669998,59.029999,49.832047,20888500 -2016-01-22,57.549999,59.400002,57.410000,59.169998,49.950233,32820200 -2016-01-25,59.360001,59.380001,57.610001,57.709999,48.717728,13554300 -2016-01-26,57.919998,58.869999,57.799999,58.610001,49.477489,8898100 -2016-01-27,58.869999,58.959999,57.259998,57.630001,48.650196,12491300 -2016-01-28,58.290001,59.419998,58.000000,59.290001,50.051544,11832400 -2016-01-29,59.779999,60.880001,59.639999,60.770000,51.300934,13224400 -2016-02-01,60.660000,61.790001,60.270000,61.400002,51.832756,9529100 -2016-02-02,60.660000,60.900002,60.180000,60.700001,51.409283,9407400 -2016-02-03,60.880001,61.130001,58.500000,59.529999,50.418358,12254500 -2016-02-04,59.410000,59.450001,57.990002,58.290001,49.368153,13944900 -2016-02-05,58.099998,58.200001,54.250000,54.490002,46.149799,24529000 -2016-02-08,53.090000,54.470001,52.630001,54.139999,45.853367,21457500 -2016-02-09,53.189999,55.290001,53.169998,54.419998,46.090504,11605100 -2016-02-10,55.279999,56.349998,55.009998,55.139999,46.700306,11663900 -2016-02-11,53.889999,55.389999,53.549999,54.919998,46.513981,12106100 -2016-02-12,55.560001,56.040001,55.040001,55.860001,47.310104,8680200 -2016-02-16,56.790001,56.849998,55.980000,56.410000,47.775913,11594800 -2016-02-17,56.700001,57.660000,56.160000,57.630001,48.809185,11955200 -2016-02-18,57.570000,57.570000,56.669998,56.959999,48.241734,8494000 -2016-02-19,56.919998,57.860001,56.520000,57.669998,48.843071,9033600 -2016-02-22,58.630001,58.950001,58.169998,58.869999,49.859390,8390700 -2016-02-23,58.450001,58.900002,58.000000,58.459999,49.512154,7064100 -2016-02-24,57.209999,58.349998,56.279999,58.110001,49.215714,10780900 -2016-02-25,58.459999,58.750000,58.000000,58.750000,49.757759,6262100 -2016-02-26,59.000000,59.209999,57.919998,58.340000,49.410515,7473400 -2016-02-29,58.250000,59.150002,58.099998,58.209999,49.300411,7645100 -2016-03-01,58.770000,60.200001,58.500000,60.040001,50.850319,9183600 -2016-03-02,59.830002,60.000000,58.830002,59.560001,50.443783,8856400 -2016-03-03,59.119999,59.200001,58.200001,59.040001,50.003380,8261900 -2016-03-04,59.139999,59.189999,58.230000,58.700001,49.715405,8344800 -2016-03-07,58.439999,58.669998,57.310001,58.000000,49.122562,9199100 -2016-03-08,57.580002,58.230000,57.259998,57.599998,48.783787,8127400 -2016-03-09,57.779999,57.970001,56.790001,57.070000,48.334900,9734600 -2016-03-10,57.509998,57.860001,56.919998,57.520000,48.716030,7014500 -2016-03-11,58.099998,58.099998,56.570000,57.590000,48.775311,15497600 -2016-03-14,57.580002,58.779999,57.500000,58.650002,49.673065,9053300 -2016-03-15,58.320000,59.160000,58.169998,59.080002,50.037247,7428500 -2016-03-16,58.650002,59.820000,58.650002,59.669998,50.536945,8069400 -2016-03-17,59.470001,59.980000,59.369999,59.549999,50.435310,7734700 -2016-03-18,59.910000,60.450001,59.430000,59.700001,50.562347,14313600 -2016-03-21,59.560001,59.860001,59.020000,59.099998,50.054188,6487200 -2016-03-22,59.000000,59.549999,58.570000,59.380001,50.291332,8246800 -2016-03-23,59.139999,59.400002,58.689999,58.830002,49.825508,5794500 -2016-03-24,58.700001,58.790001,58.279999,58.360001,49.427448,5948300 -2016-03-28,58.560001,59.470001,58.400002,58.959999,49.935612,5791600 -2016-03-29,58.820000,59.740002,58.820000,59.549999,50.435310,6031400 -2016-03-30,60.000000,60.259998,59.509998,60.009998,50.824902,5723500 -2016-03-31,59.770000,60.209999,59.680000,59.700001,50.562347,5622800 -2016-04-01,59.610001,61.169998,59.410000,61.020000,51.680325,9401100 -2016-04-04,61.099998,61.180000,60.080002,60.250000,51.028172,5799900 -2016-04-05,59.880001,60.230000,59.439999,60.040001,50.850319,4994800 -2016-04-06,60.020000,60.910000,59.910000,60.830002,51.519394,5667300 -2016-04-07,60.590000,61.540001,60.540001,61.169998,51.807350,8239200 -2016-04-08,61.500000,61.639999,60.700001,61.040001,51.697250,5064900 -2016-04-11,61.220001,61.500000,60.779999,60.900002,51.578678,6103400 -2016-04-12,58.950001,59.680000,58.369999,59.500000,50.392967,17565800 -2016-04-13,60.320000,61.080002,59.750000,60.209999,50.994293,9898500 -2016-04-14,60.259998,60.400002,59.910000,60.130001,50.926529,5157400 -2016-04-15,60.240002,60.619999,60.009998,60.509998,51.248371,5965300 -2016-04-18,60.689999,61.070000,60.360001,60.889999,51.570210,7228600 -2016-04-19,61.160000,61.250000,60.480000,60.900002,51.578678,7283600 -2016-04-20,61.040001,61.430000,60.849998,60.900002,51.578678,5558800 -2016-04-21,60.900002,61.099998,60.480000,60.639999,51.358463,12799100 -2016-04-22,59.009998,59.099998,57.029999,57.680000,48.851528,29836700 -2016-04-25,57.619999,57.959999,57.580002,57.770000,48.927757,8428000 -2016-04-26,58.049999,58.669998,57.560001,57.720001,48.885410,8839100 -2016-04-27,57.509998,57.650002,56.619999,56.900002,48.190918,12390800 -2016-04-28,56.590000,57.360001,56.320000,56.419998,47.784389,9196600 -2016-04-29,56.020000,56.430000,55.290001,56.230000,47.623463,12133400 -2016-05-02,56.290001,57.369999,56.110001,57.360001,48.580517,8616200 -2016-05-03,56.700001,57.060001,56.139999,56.250000,47.807098,7854300 -2016-05-04,55.980000,56.650002,55.799999,56.389999,47.926071,6508500 -2016-05-05,56.369999,56.770000,56.009998,56.250000,47.807098,6215400 -2016-05-06,55.959999,56.320000,55.380001,56.310001,47.858097,6378700 -2016-05-09,56.320000,56.930000,56.230000,56.639999,48.138561,5976200 -2016-05-10,56.849998,57.599998,56.709999,57.490002,48.860985,7931200 -2016-05-11,57.130001,57.389999,56.090000,56.230000,47.790100,8118900 -2016-05-12,56.570000,56.790001,55.820000,56.299999,47.849590,6870300 -2016-05-13,56.430000,56.599998,55.730000,55.820000,47.441643,5466000 -2016-05-16,55.700001,55.770000,55.200001,55.529999,47.195160,9536200 -2016-05-17,55.380001,55.639999,54.509998,54.880001,46.642727,10530000 -2016-05-18,54.759998,55.169998,54.380001,54.799999,46.574734,7455200 -2016-05-19,54.430000,54.619999,54.189999,54.549999,46.362263,7582800 -2016-05-20,54.880001,55.369999,54.580002,54.619999,46.421757,8430800 -2016-05-23,54.619999,54.820000,54.290001,54.599998,46.404755,7352100 -2016-05-24,54.740002,55.619999,54.680000,55.439999,47.118675,7748700 -2016-05-25,55.200001,55.459999,54.950001,55.150002,46.872208,8115500 -2016-05-26,55.549999,55.869999,54.950001,55.290001,46.991184,9451700 -2016-05-27,55.360001,55.549999,55.099998,55.150002,46.872208,6631100 -2016-05-31,55.500000,55.500000,54.700001,54.889999,46.651222,12044000 -2016-06-01,54.759998,55.490002,54.720001,54.820000,46.591736,8761600 -2016-06-02,54.900002,55.000000,54.459999,54.619999,46.421757,8307500 -2016-06-03,54.709999,55.080002,54.400002,54.610001,46.413254,6649200 -2016-06-06,54.720001,55.869999,54.689999,55.590000,47.246159,9900900 -2016-06-07,55.650002,56.099998,55.279999,55.299999,46.999695,7173100 -2016-06-08,55.500000,55.500000,54.900002,55.220001,46.931698,7623900 -2016-06-09,55.150002,55.610001,55.060001,55.580002,47.237667,5927900 -2016-06-10,54.919998,55.200001,54.500000,54.869999,46.634228,8118700 -2016-06-13,54.790001,55.599998,54.759998,55.040001,46.778713,7908400 -2016-06-14,55.049999,55.580002,55.009998,55.570000,47.229172,8036500 -2016-06-15,55.639999,56.090000,55.270000,55.349998,47.042171,7447300 -2016-06-16,54.900002,55.590000,54.410000,55.529999,47.195160,7968000 -2016-06-17,55.610001,55.619999,55.040001,55.310001,47.008190,9503000 -2016-06-20,55.770000,56.279999,55.380001,55.380001,47.067688,7286700 -2016-06-21,55.520000,56.029999,55.450001,55.810001,47.433151,7445100 -2016-06-22,55.880001,55.980000,55.490002,55.610001,47.263165,7215400 -2016-06-23,55.980000,56.200001,55.900002,56.130001,47.705109,5569400 -2016-06-24,54.049999,55.570000,54.009998,54.680000,46.472744,14654700 -2016-06-27,54.200001,54.480000,53.410000,53.689999,45.631344,11631900 -2016-06-28,54.099998,54.900002,53.950001,54.849998,46.617229,8417000 -2016-06-29,55.419998,56.950001,55.360001,56.740002,48.223549,11103800 -2016-06-30,56.810001,57.189999,56.520000,57.119999,48.546497,10215200 -2016-07-01,57.040001,57.360001,56.849998,56.990002,48.436024,8330300 -2016-07-05,56.810001,56.959999,56.549999,56.770000,48.249046,7274200 -2016-07-06,56.520000,57.110001,56.320000,56.750000,48.232048,8474200 -2016-07-07,56.660000,57.000000,56.470001,56.910000,48.368031,6813300 -2016-07-08,56.919998,57.000000,56.360001,56.509998,48.028069,12655500 -2016-07-11,56.799999,56.919998,56.060001,56.320000,47.866592,10394400 -2016-07-12,56.650002,57.599998,56.509998,57.480000,48.852474,10998500 -2016-07-13,56.799999,57.259998,56.349998,56.480000,48.002586,12183600 -2016-07-14,57.000000,57.680000,56.970001,57.590000,48.945969,11353600 -2016-07-15,57.689999,57.740002,57.130001,57.410000,48.792988,8494000 -2016-07-18,57.590000,57.590000,56.849998,56.919998,48.376530,7614600 -2016-07-19,56.849998,57.139999,56.549999,56.759998,48.240547,8719800 -2016-07-20,57.000000,57.660000,56.709999,57.540001,48.903469,9446400 -2016-07-21,57.619999,57.669998,57.040001,57.599998,48.954475,16151700 -2016-07-22,57.599998,58.240002,57.200001,57.900002,49.209438,23899300 -2016-07-25,57.720001,58.090000,57.500000,57.950001,49.251930,10486000 -2016-07-26,58.580002,58.840000,58.200001,58.310001,49.557907,10106700 -2016-07-27,58.380001,58.400002,57.669998,57.849998,49.166935,6551800 -2016-07-28,57.880001,58.310001,57.740002,58.209999,49.472908,6830100 -2016-07-29,58.180000,58.430000,57.919998,58.049999,49.336929,6914900 -2016-08-01,58.000000,58.049999,57.430000,57.630001,48.979965,7997600 -2016-08-02,57.250000,57.340000,56.540001,56.730000,48.382957,7574600 -2016-08-03,56.459999,56.590000,55.720001,55.939999,47.709194,11484800 -2016-08-04,56.049999,56.290001,55.380001,55.419998,47.265709,11193700 -2016-08-05,55.799999,56.119999,55.520000,55.900002,47.675087,9206200 -2016-08-08,55.970001,55.990002,55.169998,55.360001,47.214535,9129300 -2016-08-09,55.389999,55.709999,55.180000,55.200001,47.078075,7136700 -2016-08-10,55.369999,55.709999,55.110001,55.619999,47.436275,6991100 -2016-08-11,55.750000,55.959999,55.459999,55.470001,47.308357,6191400 -2016-08-12,55.270000,55.750000,55.230000,55.470001,47.308357,5039800 -2016-08-15,55.650002,55.700001,55.180000,55.250000,47.120724,5968700 -2016-08-16,55.250000,55.570000,54.919998,55.369999,47.223068,5750900 -2016-08-17,55.770000,55.919998,55.430000,55.799999,47.589790,7410600 -2016-08-18,55.779999,55.900002,55.490002,55.529999,47.359524,5390800 -2016-08-19,55.459999,55.560001,54.849998,54.939999,46.856339,8981200 -2016-08-22,54.980000,55.919998,54.950001,55.849998,47.632450,8837800 -2016-08-23,56.169998,56.540001,56.000000,56.400002,48.101521,7827900 -2016-08-24,57.000000,57.980000,56.950001,57.090000,48.689991,13200500 -2016-08-25,57.040001,57.450001,56.900002,57.290001,48.860569,6686600 -2016-08-26,57.480000,57.830002,57.000000,57.290001,48.860569,6940500 -2016-08-29,57.220001,57.480000,56.610001,56.799999,48.442657,7026700 -2016-08-30,56.660000,56.750000,56.009998,56.400002,48.101521,6377700 -2016-08-31,56.310001,56.419998,55.910000,56.230000,47.956520,6996900 -2016-09-01,56.299999,56.560001,55.830002,56.310001,48.024761,6230100 -2016-09-02,56.520000,56.650002,55.990002,56.180000,47.913876,7441500 -2016-09-06,56.180000,56.419998,55.689999,56.020000,47.777424,6472900 -2016-09-07,56.189999,56.599998,56.119999,56.320000,48.033287,11428600 -2016-09-08,56.099998,56.150002,55.200001,55.299999,47.163376,12673600 -2016-09-09,55.139999,55.200001,54.299999,54.349998,46.353153,10658100 -2016-09-12,53.919998,54.790001,53.919998,54.709999,46.660175,11002500 -2016-09-13,54.389999,54.549999,53.750000,53.980000,46.037582,10050200 -2016-09-14,54.259998,54.349998,53.799999,53.900002,45.969364,6688400 -2016-09-15,53.959999,54.130001,53.540001,54.110001,46.148453,8076800 -2016-09-16,53.939999,54.090000,53.410000,53.740002,45.832901,10207800 -2016-09-19,53.959999,53.970001,52.900002,53.009998,45.210300,9231600 -2016-09-20,53.400002,53.439999,53.049999,53.299999,45.457634,8731500 -2016-09-21,53.430000,54.029999,53.279999,53.980000,46.037582,9213600 -2016-09-22,54.200001,54.599998,53.970001,54.389999,46.387264,9096700 -2016-09-23,54.000000,54.560001,54.000000,54.430000,46.421371,6945100 -2016-09-26,54.279999,54.340000,53.860001,54.040001,46.088760,7755600 -2016-09-27,54.000000,54.209999,53.820000,54.189999,46.216690,6463700 -2016-09-28,53.880001,54.080002,53.529999,53.980000,46.037582,8593500 -2016-09-29,53.880001,54.000000,52.910000,53.450001,45.585571,11993500 -2016-09-30,53.650002,54.389999,53.560001,54.139999,46.174057,13767800 -2016-10-03,54.099998,54.150002,53.669998,53.840000,45.918182,5478600 -2016-10-04,54.130001,54.130001,53.410000,53.529999,45.653801,6176400 -2016-10-05,53.500000,53.759998,53.279999,53.349998,45.500282,7451400 -2016-10-06,53.299999,53.480000,53.029999,53.139999,45.321171,6130300 -2016-10-07,53.369999,53.610001,53.000000,53.459999,45.594101,7279700 -2016-10-10,53.529999,53.599998,53.270000,53.299999,45.457634,7224300 -2016-10-11,53.130001,53.400002,52.740002,52.919998,45.133553,9720400 -2016-10-12,53.009998,53.470001,52.779999,53.160000,45.338238,6320500 -2016-10-13,52.880001,53.130001,52.669998,52.950001,45.159134,6958100 -2016-10-14,53.119999,53.369999,52.959999,53.080002,45.270000,6430100 -2016-10-17,52.939999,53.150002,52.689999,52.759998,44.997093,5223500 -2016-10-18,53.240002,53.320000,52.590000,52.610001,44.869167,6550400 -2016-10-19,52.910000,53.740002,52.900002,53.150002,45.329712,9095300 -2016-10-20,53.360001,53.740002,52.910000,53.590000,45.704967,9286800 -2016-10-21,53.419998,53.700001,53.250000,53.630001,45.739082,6767200 -2016-10-24,53.900002,54.459999,53.889999,54.180000,46.208153,6919700 -2016-10-25,54.099998,54.169998,53.500000,53.669998,45.773201,6052800 -2016-10-26,53.599998,53.840000,53.360001,53.630001,45.739082,5817800 -2016-10-27,53.599998,53.830002,53.130001,53.590000,45.704967,7900000 -2016-10-28,53.650002,53.840000,53.110001,53.529999,45.653801,6620300 -2016-10-31,53.700001,53.700001,53.060001,53.070000,45.261471,9142500 -2016-11-01,53.139999,53.209999,52.090000,52.500000,44.775360,15425800 -2016-11-02,52.340000,53.459999,52.310001,52.980000,45.184719,10851700 -2016-11-03,52.990002,53.000000,51.340000,51.770000,44.152763,21847300 -2016-11-04,51.430000,53.740002,50.840000,52.750000,44.988567,21956800 -2016-11-07,53.500000,54.680000,53.189999,54.490002,46.472553,14916800 -2016-11-08,54.400002,54.790001,54.119999,54.619999,46.583416,9352000 -2016-11-09,53.200001,54.820000,52.799999,54.580002,46.549297,13727800 -2016-11-10,54.639999,54.820000,53.509998,53.570000,45.687908,13621700 -2016-11-11,53.430000,53.990002,53.250000,53.930000,45.994930,8436400 -2016-11-14,53.930000,54.470001,53.500000,54.220001,46.242271,10489800 -2016-11-15,54.090000,54.689999,53.900002,54.590000,46.773495,9588000 -2016-11-16,54.330002,55.520000,54.259998,55.439999,47.501774,10779200 -2016-11-17,55.220001,55.900002,55.060001,55.849998,47.853092,8744500 -2016-11-18,55.720001,56.119999,55.419998,55.770000,47.784538,8741000 -2016-11-21,55.509998,56.160000,55.509998,56.099998,48.067284,8004000 -2016-11-22,56.320000,57.150002,55.880001,57.119999,48.941231,10268700 -2016-11-23,56.910000,57.639999,56.900002,57.590000,49.343937,8183600 -2016-11-25,57.700001,57.700001,57.259998,57.430000,49.206852,3228800 -2016-11-28,57.000000,57.860001,56.759998,57.590000,49.343937,8750900 -2016-11-29,57.639999,58.209999,57.500000,58.169998,49.840881,10582900 -2016-11-30,58.189999,58.250000,57.860001,57.970001,49.669533,9528000 -2016-12-01,57.340000,58.520000,57.200001,58.509998,50.132202,12381600 -2016-12-02,56.650002,57.750000,56.570000,57.209999,49.018353,16870000 -2016-12-05,56.959999,57.840000,56.959999,57.500000,49.266823,7701200 -2016-12-06,57.660000,57.700001,57.139999,57.439999,49.215427,7035700 -2016-12-07,57.540001,58.849998,57.450001,58.759998,50.346413,9094800 -2016-12-08,59.000000,59.250000,58.410000,58.650002,50.252163,7972500 -2016-12-09,58.919998,58.950001,58.430000,58.750000,50.337845,7091300 -2016-12-12,58.540001,58.790001,58.340000,58.770000,50.354980,7736200 -2016-12-13,58.990002,59.540001,58.660000,59.310001,50.817657,8878100 -2016-12-14,59.029999,59.250000,58.599998,58.750000,50.337845,9022900 -2016-12-15,57.970001,58.209999,57.520000,57.709999,49.446758,11837800 -2016-12-16,58.009998,58.070000,57.560001,57.660000,49.403915,10611500 -2016-12-19,57.439999,57.980000,57.439999,57.650002,49.395340,6433800 -2016-12-20,57.810001,58.060001,57.320000,57.700001,49.438187,4888300 -2016-12-21,57.500000,57.869999,57.410000,57.439999,49.215427,5380500 -2016-12-22,57.310001,57.400002,56.720001,57.110001,48.932663,6777700 -2016-12-23,57.290001,57.360001,56.889999,57.009998,48.846989,4298500 -2016-12-27,56.990002,57.389999,56.810001,56.860001,48.718460,4186200 -2016-12-28,56.799999,56.900002,56.250000,56.349998,48.281483,5548700 -2016-12-29,56.349998,56.470001,56.139999,56.320000,48.255787,3780900 -2016-12-30,56.279999,56.450001,55.400002,55.520000,47.570343,8344500 -2017-01-03,55.910000,55.950001,55.040001,55.349998,47.424675,7809300 -2017-01-04,55.560001,56.200001,55.380001,55.990002,47.973038,7796300 -2017-01-05,56.080002,56.529999,55.810001,56.459999,48.375740,7602300 -2017-01-06,56.630001,57.270000,56.080002,57.130001,48.949810,8587800 -2017-01-09,57.259998,58.340000,57.250000,58.200001,49.866600,12640500 -2017-01-10,58.220001,58.259998,57.830002,57.880001,49.592426,6671800 -2017-01-11,57.799999,58.119999,57.590000,58.099998,49.780930,6028000 -2017-01-12,58.000000,58.130001,57.639999,58.029999,49.720921,4733000 -2017-01-13,58.029999,58.099998,57.650002,57.849998,49.566704,4745600 -2017-01-17,57.619999,58.250000,57.410000,58.000000,49.695236,5734700 -2017-01-18,58.320000,58.580002,58.029999,58.450001,50.080795,7375700 -2017-01-19,58.310001,58.450001,57.720001,57.889999,49.600990,7850500 -2017-01-20,58.139999,58.200001,57.410000,57.660000,49.403915,7651600 -2017-01-23,57.419998,57.900002,57.150002,57.759998,49.489594,6814400 -2017-01-24,57.930000,58.500000,57.759998,58.439999,50.072224,10704100 -2017-01-25,58.669998,58.930000,58.450001,58.700001,50.294998,7117600 -2017-01-26,58.700001,59.000000,58.259998,58.459999,50.089378,12382400 -2017-01-27,55.750000,56.590000,55.650002,56.119999,48.084423,28884900 -2017-01-30,56.000000,56.240002,55.580002,55.900002,47.895931,13322000 -2017-01-31,55.799999,55.869999,54.880001,55.220001,47.313293,14308000 -2017-02-01,55.490002,55.500000,53.810001,53.900002,46.182293,18796900 -2017-02-02,54.040001,54.389999,53.849998,53.869999,46.156582,15289700 -2017-02-03,54.209999,55.099998,54.009998,55.060001,47.176201,14161700 -2017-02-06,55.009998,55.750000,54.900002,55.730000,47.750271,13029800 -2017-02-07,55.790001,55.840000,55.180000,55.240002,47.543709,9910500 -2017-02-08,55.189999,55.500000,55.099998,55.220001,47.526489,11681900 -2017-02-09,55.230000,56.119999,55.209999,55.810001,48.034294,11106800 -2017-02-10,55.730000,56.400002,55.560001,56.220001,48.387165,11179000 -2017-02-13,56.500000,56.660000,56.029999,56.110001,48.292492,8027900 -2017-02-14,56.020000,56.610001,56.020000,56.580002,48.697010,8865900 -2017-02-15,56.560001,56.880001,56.310001,56.860001,48.938004,6967200 -2017-02-16,56.959999,56.990002,56.529999,56.730000,48.826115,8524500 -2017-02-17,56.799999,57.570000,56.709999,57.349998,49.359718,11008400 -2017-02-21,57.410000,57.810001,57.400002,57.540001,49.523247,8289200 -2017-02-22,57.520000,57.849998,57.349998,57.570000,49.549072,7876600 -2017-02-23,57.599998,57.790001,57.389999,57.639999,49.609333,7178600 -2017-02-24,57.610001,57.709999,57.150002,57.480000,49.471611,7806200 -2017-02-27,57.240002,57.299999,56.660000,56.779999,48.869133,7702400 -2017-02-28,56.709999,57.060001,56.549999,56.869999,48.946602,8750700 -2017-03-01,57.270000,57.400002,56.939999,57.139999,49.178997,7198000 -2017-03-02,57.070000,57.189999,56.849998,57.119999,49.161774,6595400 -2017-03-03,56.700001,57.259998,56.700001,57.099998,49.144558,7735900 -2017-03-06,56.779999,56.810001,56.330002,56.680000,48.783077,9160000 -2017-03-07,56.580002,56.750000,56.020000,56.200001,48.369965,10890300 -2017-03-08,56.150002,56.349998,55.540001,55.740002,47.974045,13061600 -2017-03-09,55.750000,55.799999,54.810001,55.189999,47.500679,17844200 -2017-03-10,55.389999,55.400002,54.419998,54.529999,46.932617,13886400 -2017-03-13,54.570000,54.880001,54.400002,54.630001,47.018696,9090200 -2017-03-14,54.619999,54.740002,54.189999,54.270000,46.708851,7892900 -2017-03-15,54.389999,54.650002,54.090000,54.540001,46.941227,8712000 -2017-03-16,54.849998,54.990002,54.660000,54.799999,47.165001,8074300 -2017-03-17,55.040001,56.130001,54.950001,55.779999,48.008472,15822100 -2017-03-20,55.869999,56.049999,55.509998,55.810001,48.034294,7948400 -2017-03-21,56.049999,56.450001,55.490002,55.540001,47.801903,8030600 -2017-03-22,55.680000,56.040001,55.509998,55.889999,48.103138,8452100 -2017-03-23,56.150002,56.430000,55.779999,55.849998,48.068707,7357200 -2017-03-24,56.110001,57.380001,55.900002,56.810001,48.894966,15763000 -2017-03-27,56.660000,57.450001,56.459999,57.230000,49.256451,8861800 -2017-03-28,57.099998,57.520000,57.029999,57.349998,49.359718,8331600 -2017-03-29,57.169998,57.849998,57.130001,57.540001,49.523247,7001600 -2017-03-30,57.450001,58.299999,57.419998,58.160000,50.056873,8677900 -2017-03-31,58.110001,58.660000,58.060001,58.389999,50.254833,9156700 -2017-04-03,58.279999,58.470001,57.889999,58.439999,50.297863,8989000 -2017-04-04,58.369999,58.410000,58.009998,58.320000,50.194584,6474800 -2017-04-05,57.959999,59.270000,57.810001,58.220001,50.108509,13656200 -2017-04-06,58.130001,58.360001,57.730000,57.919998,49.850311,9112500 -2017-04-07,57.799999,58.250000,57.549999,58.020000,49.936371,6773800 -2017-04-10,58.000000,58.209999,57.730000,57.950001,49.876129,5266300 -2017-04-11,57.740002,58.160000,57.380001,57.880001,49.815891,5855100 -2017-04-12,57.880001,57.900002,57.480000,57.580002,49.557682,5450300 -2017-04-13,57.610001,57.790001,57.450001,57.509998,49.497433,4871700 -2017-04-17,57.680000,58.250000,57.680000,58.080002,49.988026,5626000 -2017-04-18,57.590000,58.480000,57.590000,58.349998,50.220406,5449300 -2017-04-19,58.599998,59.490002,58.500000,59.040001,50.814270,12000600 -2017-04-20,59.709999,60.340000,59.560001,60.080002,51.709377,12445900 -2017-04-21,60.200001,60.689999,60.150002,60.610001,52.165524,8800000 -2017-04-24,61.000000,61.380001,60.889999,61.110001,52.595871,10721300 -2017-04-25,60.650002,61.209999,59.919998,60.959999,52.466763,11031500 -2017-04-26,61.230000,61.750000,60.980000,61.560001,52.983170,8525400 -2017-04-27,61.630001,61.939999,61.189999,61.299999,52.759388,15285300 -2017-04-28,59.410000,60.180000,58.990002,60.060001,51.692158,25046100 -2017-05-01,60.000000,60.599998,59.759998,60.180000,51.795441,10910300 -2017-05-02,60.150002,60.520000,60.040001,60.500000,52.070850,9152100 -2017-05-03,60.520000,60.669998,60.259998,60.590000,52.148315,7706400 -2017-05-04,60.650002,60.849998,60.389999,60.830002,52.354881,6874300 -2017-05-05,60.950001,60.990002,60.580002,60.950001,52.458164,6443300 -2017-05-08,61.070000,61.070000,60.700001,60.939999,52.449547,5588400 -2017-05-09,60.580002,61.080002,60.570000,60.980000,52.700176,5806600 -2017-05-10,60.880001,60.980000,60.209999,60.660000,52.423618,7198400 -2017-05-11,60.450001,60.509998,60.029999,60.270000,52.086582,5516900 -2017-05-12,60.279999,60.340000,59.830002,59.930000,51.792751,5647500 -2017-05-15,60.419998,60.490002,60.130001,60.450001,52.242142,5904100 -2017-05-16,60.680000,60.700001,59.880001,59.980000,51.835960,6303500 -2017-05-17,59.970001,60.320000,59.549999,59.730000,51.619896,7581200 -2017-05-18,59.730000,59.939999,58.869999,59.820000,51.697689,8602400 -2017-05-19,59.939999,61.919998,59.939999,61.360001,53.028584,12531000 -2017-05-22,61.029999,61.720001,61.029999,61.230000,52.916233,6391600 -2017-05-23,61.400002,61.500000,60.860001,61.150002,52.847095,5622500 -2017-05-24,61.400002,62.000000,60.939999,61.889999,53.486614,7249300 -2017-05-25,62.009998,63.110001,61.900002,62.900002,54.359486,8931800 -2017-05-26,63.009998,63.419998,62.970001,63.299999,54.705162,6098000 -2017-05-30,63.070000,63.410000,63.009998,63.259998,54.670601,7094600 -2017-05-31,63.270000,63.610001,63.080002,63.610001,54.973076,7314600 -2017-06-01,63.509998,63.820000,63.349998,63.750000,55.094067,6058300 -2017-06-02,63.880001,64.680000,63.700001,64.570000,55.802727,7840400 -2017-06-05,64.849998,64.870003,64.180000,64.269997,55.543465,6808900 -2017-06-06,64.220001,64.349998,64.050003,64.160004,55.448399,5448400 -2017-06-07,64.129997,64.300003,63.340000,63.500000,54.878014,8365000 -2017-06-08,63.439999,63.580002,62.020000,62.240002,53.789093,11289300 -2017-06-09,62.369999,62.480000,61.869999,62.189999,53.745899,11240500 -2017-06-12,61.799999,61.990002,60.630001,61.290001,52.968082,11071600 -2017-06-13,61.119999,61.259998,60.590000,60.919998,52.648327,9384900 -2017-06-14,60.669998,60.820000,59.860001,60.270000,52.086582,9703300 -2017-06-15,59.919998,60.279999,59.509998,60.090000,51.931030,7516000 -2017-06-16,59.889999,60.160000,59.470001,60.139999,51.974228,11522400 -2017-06-19,60.349998,61.000000,60.110001,60.900002,52.631039,6778000 -2017-06-20,60.980000,61.000000,59.700001,59.860001,51.732254,6985700 -2017-06-21,60.000000,60.310001,59.709999,59.959999,51.818684,6027600 -2017-06-22,60.090000,60.099998,59.400002,59.509998,51.429783,5602000 -2017-06-23,59.759998,60.169998,59.580002,59.810001,51.689045,6469500 -2017-06-26,60.020000,60.150002,59.330002,59.639999,51.542118,5674600 -2017-06-27,59.540001,59.689999,58.810001,58.959999,50.954449,5652400 -2017-06-28,59.060001,59.250000,58.799999,59.180000,51.144588,5419200 -2017-06-29,59.169998,59.180000,57.959999,58.360001,50.435913,7421200 -2017-06-30,58.680000,58.950001,58.290001,58.310001,50.392708,8117100 -2017-07-03,58.900002,58.990002,58.250000,58.250000,50.340847,4575300 -2017-07-05,58.430000,58.500000,57.799999,57.939999,50.072945,7773600 -2017-07-06,57.799999,57.919998,57.400002,57.599998,49.779118,8886600 -2017-07-07,57.790001,58.360001,57.540001,58.040001,50.159370,7278300 -2017-07-10,58.180000,58.349998,57.750000,57.810001,49.960602,4832100 -2017-07-11,57.910000,58.080002,57.529999,57.900002,50.038368,5422300 -2017-07-12,58.209999,58.709999,58.020000,58.540001,50.591484,7141900 -2017-07-13,58.799999,58.869999,58.119999,58.380001,50.453197,8460200 -2017-07-14,58.400002,58.919998,58.279999,58.759998,50.781612,5441400 -2017-07-17,58.730000,58.869999,58.279999,58.330002,50.409996,6774500 -2017-07-18,58.119999,58.580002,57.689999,58.209999,50.306290,7857500 -2017-07-19,58.150002,58.410000,57.900002,58.110001,50.219860,8203600 -2017-07-20,58.410000,58.840000,58.000000,58.029999,50.150715,10546700 -2017-07-21,57.919998,58.259998,57.830002,57.980000,50.107506,6717200 -2017-07-24,58.000000,58.250000,57.930000,58.020000,50.142075,7442600 -2017-07-25,58.220001,58.840000,57.980000,58.549999,50.600117,7933100 -2017-07-26,58.799999,58.840000,57.779999,57.939999,50.072945,8775900 -2017-07-27,58.250000,59.660000,57.930000,59.500000,51.421135,23286700 -2017-07-28,55.230000,55.959999,53.410000,54.000000,46.667919,53454800 -2017-07-31,54.480000,54.680000,53.950001,53.980000,46.650635,20299400 -2017-08-01,54.570000,54.790001,53.970001,54.730000,47.298790,18120900 -2017-08-02,54.750000,55.450001,54.669998,55.430000,47.903748,14764900 -2017-08-03,55.639999,56.119999,55.500000,55.680000,48.119808,13331500 -2017-08-04,55.970001,56.049999,55.090000,55.439999,47.912388,9179800 -2017-08-07,55.599998,55.930000,55.419998,55.630001,48.076599,7253900 -2017-08-08,55.549999,55.580002,54.360001,54.520000,47.330021,11095300 -2017-08-09,54.430000,54.430000,53.299999,53.740002,46.652878,16717700 -2017-08-10,53.520000,53.750000,52.990002,53.070000,46.071224,13235300 -2017-08-11,53.049999,53.400002,53.049999,53.180000,46.166733,9235000 -2017-08-14,53.599998,53.599998,53.180000,53.220001,46.201458,7426500 -2017-08-15,53.410000,53.419998,52.889999,53.150002,46.140675,6674600 -2017-08-16,53.259998,53.919998,53.250000,53.500000,46.444527,7667100 -2017-08-17,53.320000,53.779999,52.990002,53.040001,46.045193,7451700 -2017-08-18,52.919998,53.090000,52.580002,52.700001,45.750031,10370500 -2017-08-21,53.139999,53.520000,52.799999,53.150002,46.140675,12753200 -2017-08-22,53.490002,54.740002,53.389999,54.450001,47.269238,14547600 -2017-08-23,53.959999,54.099998,53.650002,54.080002,46.948036,11838500 -2017-08-24,54.259998,54.450001,53.770000,53.939999,46.826500,8716700 -2017-08-25,54.619999,54.689999,54.189999,54.360001,47.191109,8601100 -2017-08-28,54.540001,54.580002,54.020000,54.400002,47.225830,6643700 -2017-08-29,54.040001,54.290001,54.000000,54.099998,46.965401,6212400 -2017-08-30,54.040001,54.619999,54.040001,54.520000,47.330021,5596600 -2017-08-31,54.680000,54.990002,54.570000,54.860001,47.625172,8245300 -2017-09-01,54.900002,55.160000,54.880001,54.930000,47.685936,7696300 -2017-09-05,54.950001,55.200001,54.599998,55.130001,47.859562,9160500 -2017-09-06,55.119999,55.279999,54.130001,54.310001,47.147705,11372300 -2017-09-07,54.419998,54.680000,53.250000,53.470001,46.418495,13801900 -2017-09-08,53.389999,53.779999,53.049999,53.490002,46.435848,11774500 -2017-09-11,53.790001,54.130001,53.610001,54.020000,46.895950,9314100 -2017-09-12,53.980000,54.049999,53.330002,53.540001,46.479256,10339400 -2017-09-13,53.549999,54.720001,53.490002,54.290001,47.130344,12787900 -2017-09-14,54.380001,54.709999,54.099998,54.529999,47.338688,8260800 -2017-09-15,54.439999,54.790001,54.160000,54.669998,47.460228,10744800 -2017-09-18,54.799999,54.970001,54.570000,54.689999,47.477589,6348400 -2017-09-19,54.840000,54.880001,54.560001,54.619999,47.416824,5187100 -2017-09-20,54.580002,55.180000,54.580002,55.150002,47.876934,7080000 -2017-09-21,55.049999,55.169998,54.860001,55.009998,47.755386,7178500 -2017-09-22,55.049999,55.200001,54.860001,55.090000,47.824848,6950000 -2017-09-25,54.980000,55.220001,54.700001,54.950001,47.703308,10242700 -2017-09-26,55.060001,55.220001,54.799999,55.130001,47.859562,8021900 -2017-09-27,55.250000,55.599998,54.959999,54.990002,47.738029,8671300 -2017-09-28,54.810001,55.080002,54.450001,54.500000,47.312645,7607500 -2017-09-29,54.310001,54.470001,53.360001,53.709999,46.626831,11944400 -2017-10-02,53.860001,54.040001,53.750000,53.810001,46.713646,5956000 -2017-10-03,54.000000,54.340000,53.900002,53.990002,46.869907,6137100 -2017-10-04,54.119999,54.200001,53.689999,53.930000,46.817818,5569100 -2017-10-05,54.060001,54.970001,53.919998,54.599998,47.399460,7994300 -2017-10-06,54.509998,55.450001,54.250000,55.169998,47.894279,10576300 -2017-10-09,55.369999,55.490002,54.959999,55.020000,47.764076,5822900 -2017-10-10,55.099998,55.849998,55.080002,55.419998,48.111320,6573900 -2017-10-11,55.459999,55.799999,55.259998,55.639999,48.302307,8881900 -2017-10-12,55.669998,56.270000,55.310001,55.970001,48.588791,7234300 -2017-10-13,56.000000,56.430000,55.610001,55.720001,48.371758,6231100 -2017-10-16,55.669998,55.799999,54.889999,54.910000,47.668575,7256900 -2017-10-17,54.860001,55.230000,54.290001,54.509998,47.321323,11227300 -2017-10-18,54.459999,55.430000,54.220001,55.209999,47.929020,8299500 -2017-10-19,55.080002,55.540001,54.900002,55.400002,48.093952,5720200 -2017-10-20,55.310001,55.400002,54.180000,54.570000,47.373417,11741100 -2017-10-23,54.770000,54.939999,54.180000,54.270000,47.112991,10111100 -2017-10-24,54.369999,54.560001,54.020000,54.279999,47.121662,7818500 -2017-10-25,54.240002,54.389999,53.660000,54.160000,47.017483,8281200 -2017-10-26,54.500000,55.750000,54.500000,54.910000,47.668575,12211400 -2017-10-27,54.830002,55.119999,54.680000,54.880001,47.642532,9922600 -2017-10-30,54.790001,55.230000,54.400002,55.169998,47.894279,6430900 -2017-10-31,55.160000,55.310001,54.700001,54.840000,47.607811,8857800 -2017-11-01,55.099998,55.590000,54.939999,55.130001,47.859562,7189800 -2017-11-02,55.150002,55.389999,54.770000,54.869999,47.633854,16879000 -2017-11-03,54.160000,56.939999,54.049999,56.029999,48.640877,28773800 -2017-11-06,55.990002,56.689999,55.630001,56.570000,49.109665,10835700 -2017-11-07,56.330002,57.290001,56.330002,57.220001,49.673939,11167400 -2017-11-08,57.029999,58.009998,57.000000,57.910000,50.272945,13533700 -2017-11-09,57.200001,57.660000,56.790001,57.360001,49.795479,14778900 -2017-11-10,57.360001,57.389999,56.540001,57.040001,49.517681,7930300 -2017-11-13,56.810001,57.139999,56.549999,56.639999,49.170441,7648200 -2017-11-14,56.470001,57.000000,56.410000,56.930000,49.422195,7758200 -2017-11-15,56.820000,57.060001,56.509998,56.700001,49.483269,8880500 -2017-11-16,56.919998,57.419998,56.750000,57.240002,49.954552,8310200 -2017-11-17,57.240002,57.430000,56.840000,56.930000,49.683998,6310800 -2017-11-20,56.669998,57.049999,56.580002,56.810001,49.579262,6360100 -2017-11-21,56.959999,57.560001,56.880001,57.259998,49.972000,6284300 -2017-11-22,57.070000,57.180000,56.799999,57.139999,49.867271,7308500 -2017-11-24,57.189999,57.189999,56.709999,56.799999,49.570549,3479000 -2017-11-27,56.830002,56.919998,55.750000,55.910000,48.793816,10580300 -2017-11-28,56.029999,56.720001,55.910000,56.660000,49.448368,9734400 -2017-11-29,56.709999,57.680000,56.700001,57.509998,50.190182,10017900 -2017-11-30,57.639999,58.139999,57.470001,57.820000,50.460735,11509200 -2017-12-01,57.500000,57.709999,56.459999,57.320000,50.024368,12756400 -2017-12-04,57.540001,59.189999,57.500000,58.759998,51.281082,13302100 -2017-12-05,59.250000,59.680000,58.910000,59.340000,51.787266,11295600 -2017-12-06,59.380001,59.830002,59.230000,59.279999,51.734898,8458200 -2017-12-07,59.119999,59.279999,58.759998,59.139999,51.612717,6033800 -2017-12-08,58.520000,58.849998,58.099998,58.610001,51.150177,9950500 -2017-12-11,58.389999,59.349998,58.290001,59.070000,51.551628,10286600 -2017-12-12,58.990002,59.360001,58.869999,59.270000,51.726166,6042900 -2017-12-13,59.439999,59.889999,59.299999,59.490002,51.918179,7726300 -2017-12-14,59.730000,60.049999,59.439999,59.700001,52.101448,8945900 -2017-12-15,59.250000,59.369999,58.160000,58.290001,50.870899,22595000 -2017-12-18,58.439999,58.790001,57.889999,58.029999,50.643990,8751600 -2017-12-19,58.130001,58.580002,57.930000,58.009998,50.626534,7945700 -2017-12-20,58.220001,58.290001,57.689999,57.730000,50.382187,7188700 -2017-12-21,57.939999,58.150002,57.490002,57.580002,50.251270,5974500 -2017-12-22,57.570000,57.910000,57.119999,57.299999,50.006901,7148700 -2017-12-26,57.270000,57.580002,57.049999,57.139999,49.867271,5546200 -2017-12-27,57.189999,57.650002,57.180000,57.270000,49.980728,4812200 -2017-12-28,57.470001,58.000000,57.299999,57.810001,50.451996,5044500 -2017-12-29,57.740002,57.970001,57.419998,57.430000,50.120358,5365600 -2018-01-02,57.950001,58.209999,57.480000,57.630001,50.294903,7216000 -2018-01-03,57.930000,58.959999,57.799999,58.709999,51.237450,7478400 -2018-01-04,58.990002,59.410000,58.730000,58.930000,51.429443,5775900 -2018-01-05,59.250000,59.689999,59.070000,59.610001,52.022888,6047700 -2018-01-08,59.480000,59.669998,58.560001,59.310001,51.761082,6335800 -2018-01-09,59.200001,59.470001,58.860001,59.180000,51.647629,5233400 -2018-01-10,60.000000,60.130001,58.860001,59.820000,52.206169,8656500 -2018-01-11,59.520000,60.020000,59.450001,60.000000,52.363243,5806300 -2018-01-12,60.400002,60.509998,59.650002,60.400002,52.712345,6989100 -2018-01-16,60.330002,61.099998,60.299999,60.560001,52.851971,8040700 -2018-01-17,61.000000,61.330002,60.520000,60.660000,52.939243,8433800 -2018-01-18,61.430000,61.439999,60.740002,61.090000,53.314518,9170900 -2018-01-19,61.209999,61.459999,60.950001,61.259998,53.462879,8361900 -2018-01-22,61.040001,61.470001,60.770000,61.410000,53.593803,11945800 -2018-01-23,61.320000,61.910000,61.139999,61.689999,53.838154,10806800 -2018-01-24,61.509998,61.939999,60.230000,60.830002,53.087612,11911900 -2018-01-25,61.029999,61.200001,60.400002,60.549999,52.843250,16225600 -2018-01-26,57.939999,58.169998,56.549999,57.990002,50.609085,51851700 -2018-01-29,57.549999,58.349998,56.910000,57.020000,49.762547,18899900 -2018-01-30,56.959999,57.540001,56.740002,57.189999,49.910904,14341200 -2018-01-31,57.230000,57.450001,56.700001,56.810001,49.579262,13118400 -2018-02-01,56.279999,56.419998,55.889999,56.000000,48.872364,14690100 -2018-02-02,55.900002,56.320000,55.700001,55.770000,48.671646,15358900 -2018-02-05,55.529999,56.259998,54.570000,54.689999,47.729111,16060000 -2018-02-06,53.689999,56.060001,53.560001,55.610001,48.532017,17415100 -2018-02-07,55.080002,55.430000,54.439999,54.459999,47.786171,13927000 -2018-02-08,54.500000,54.790001,53.750000,53.770000,47.180721,17736700 -2018-02-09,54.200001,55.060001,53.650002,54.580002,47.891464,19382000 -2018-02-12,54.860001,55.730000,54.549999,55.380001,48.593430,10969000 -2018-02-13,55.250000,55.720001,55.020000,55.669998,48.847893,10416400 -2018-02-14,55.470001,56.700001,55.290001,55.990002,49.128677,14190300 -2018-02-15,56.360001,56.830002,55.900002,56.580002,49.646378,10294900 -2018-02-16,56.650002,57.049999,56.340000,56.480000,49.558632,10151300 -2018-02-20,56.290001,56.540001,55.830002,55.970001,49.111134,9450900 -2018-02-21,55.930000,56.740002,55.860001,56.099998,49.225201,7851000 -2018-02-22,55.950001,56.139999,55.259998,55.400002,48.610985,10172400 -2018-02-23,55.650002,56.150002,54.799999,56.139999,49.260296,11394400 -2018-02-26,56.419998,57.349998,56.320000,57.169998,50.164078,8713800 -2018-02-27,57.290001,57.639999,56.560001,56.570000,49.637608,8821400 -2018-02-28,56.840000,57.919998,56.830002,57.099998,50.102646,11541100 -2018-03-01,57.000000,57.560001,55.830002,56.169998,49.286617,11127600 -2018-03-02,55.720001,57.200001,55.680000,56.930000,49.953484,11555100 -2018-03-05,56.830002,57.419998,56.680000,56.990002,50.006130,7835400 -2018-03-06,57.250000,57.250000,56.540001,57.029999,50.041229,8046800 -2018-03-07,56.619999,57.169998,56.619999,57.029999,50.041229,7044100 -2018-03-08,57.290001,57.799999,57.130001,57.470001,50.427299,7434700 -2018-03-09,57.669998,58.630001,57.669998,58.459999,51.295994,9539600 -2018-03-12,58.669998,59.680000,58.480000,59.400002,52.120796,10550300 -2018-03-13,59.700001,60.700001,58.889999,59.049999,51.813686,10411400 -2018-03-14,59.279999,59.720001,58.709999,58.830002,51.620647,6488500 -2018-03-15,58.930000,60.070000,58.820000,59.369999,52.094471,7377000 -2018-03-16,59.380001,59.650002,58.939999,59.000000,51.769825,13030900 -2018-03-19,58.700001,58.849998,57.799999,58.299999,51.155602,9350600 -2018-03-20,58.450001,58.980000,58.450001,58.660000,51.471470,5888400 -2018-03-21,58.750000,59.549999,58.389999,58.470001,51.304775,6569100 -2018-03-22,58.029999,58.720001,57.750000,57.770000,50.690552,6846500 -2018-03-23,57.779999,57.930000,56.310001,56.310001,49.409466,9476800 -2018-03-26,56.959999,58.000000,56.549999,57.799999,50.716877,8444900 -2018-03-27,58.099998,58.500000,57.139999,57.459999,50.418541,7562900 -2018-03-28,57.500000,58.099998,57.220001,57.900002,50.804619,9301900 -2018-03-29,57.259998,58.139999,56.830002,57.889999,50.795834,12015200 -2018-04-02,57.520000,57.730000,55.380001,56.240002,49.348049,16778300 -2018-04-03,56.549999,58.049999,56.450001,58.000000,50.892357,10908200 -2018-04-04,57.250000,58.970001,57.209999,58.830002,51.620647,7893100 -2018-04-05,59.000000,59.270000,58.860001,59.139999,51.892651,6305100 -2018-04-06,58.779999,59.139999,58.090000,58.340000,51.190693,8264500 -2018-04-09,58.540001,59.369999,58.419998,58.700001,51.506580,8023800 -2018-04-10,59.110001,59.490002,58.869999,59.410000,52.129574,6545000 -2018-04-11,59.189999,59.709999,59.000000,59.419998,52.138340,5508000 -2018-04-12,59.660000,60.119999,59.419998,59.430000,52.147125,6088200 -2018-04-13,59.000000,59.549999,58.959999,59.240002,51.980412,6689800 -2018-04-16,59.130001,59.689999,58.840000,59.430000,52.147125,6119200 -2018-04-17,59.750000,60.000000,59.400002,59.830002,52.498112,6139600 -2018-04-18,59.730000,59.830002,59.439999,59.500000,52.208538,5914200 -2018-04-19,59.419998,59.490002,58.730000,59.220001,51.962860,6280100 -2018-04-20,59.029999,59.180000,57.799999,58.000000,50.892357,12037600 -2018-04-23,58.009998,58.730000,57.689999,58.160000,51.032757,8444400 -2018-04-24,58.480000,58.660000,57.650002,57.810001,50.725647,7793600 -2018-04-25,58.270000,58.270000,57.290001,57.709999,50.637894,8367400 -2018-04-26,58.110001,60.180000,57.849998,59.380001,52.103245,14516600 -2018-04-27,58.070000,58.980000,57.500000,58.360001,51.208244,11975200 -2018-04-30,58.389999,58.509998,57.459999,57.570000,50.515060,7854600 -2018-05-01,57.669998,58.250000,57.439999,58.130001,51.006428,7257500 -2018-05-02,58.060001,58.090000,56.529999,56.700001,49.751663,7299100 -2018-05-03,56.520000,56.570000,55.540001,56.130001,49.251526,7152400 -2018-05-04,56.540001,57.930000,56.490002,57.680000,50.611576,9279200 -2018-05-07,58.990002,59.040001,57.270000,57.450001,50.409760,10630600 -2018-05-08,57.450001,57.709999,57.000000,57.669998,50.602798,7234000 -2018-05-09,57.430000,57.619999,56.790001,57.040001,50.311726,7015300 -2018-05-10,57.180000,57.700001,57.020000,57.650002,50.849773,6565800 -2018-05-11,57.720001,57.860001,57.070000,57.270000,50.514595,5843400 -2018-05-14,57.360001,57.509998,56.990002,57.130001,50.391121,5871800 -2018-05-15,57.000000,57.099998,56.349998,56.639999,49.958916,7415800 -2018-05-16,56.830002,57.330002,56.790001,57.150002,50.408752,4843900 -2018-05-17,57.200001,57.349998,56.980000,57.200001,50.452858,6110100 -2018-05-18,57.270000,57.389999,56.860001,57.160000,50.417572,7786000 -2018-05-21,57.400002,57.820000,57.259998,57.340000,50.576347,5379300 -2018-05-22,57.500000,57.619999,56.910000,56.959999,50.241154,5355600 -2018-05-23,56.799999,57.570000,56.759998,57.490002,50.708645,5339900 -2018-05-24,57.439999,57.740002,57.119999,57.680000,50.876228,5681600 -2018-05-25,57.680000,58.380001,57.580002,57.919998,51.087925,6783800 -2018-05-29,57.700001,57.880001,57.009998,57.230000,50.479321,6475900 -2018-05-30,57.430000,57.660000,57.150002,57.480000,50.699821,5762400 -2018-05-31,57.180000,57.470001,56.549999,56.669998,49.985367,9433000 -2018-06-01,56.840000,57.029999,56.610001,56.910000,50.197056,4967700 -2018-06-04,57.099998,57.200001,56.799999,57.070000,50.338184,7484100 -2018-06-05,56.689999,56.700001,55.279999,55.680000,49.112144,18278800 -2018-06-06,55.840000,57.180000,55.619999,57.169998,50.426392,13709800 -2018-06-07,57.290001,57.939999,57.090000,57.139999,50.399921,7919800 -2018-06-08,56.919998,57.060001,56.520000,56.599998,49.923630,8433500 -2018-06-11,56.610001,56.740002,56.270000,56.480000,49.817780,7181700 -2018-06-12,56.599998,56.900002,56.299999,56.480000,49.817780,8249700 -2018-06-13,56.509998,56.700001,56.180000,56.209999,49.579624,8283200 -2018-06-14,56.459999,57.070000,56.310001,57.020000,50.294086,11049700 -2018-06-15,57.040001,57.209999,56.459999,57.110001,50.373470,12408300 -2018-06-18,56.770000,57.320000,56.110001,57.220001,50.470486,9676900 -2018-06-19,56.650002,57.500000,56.340000,57.430000,50.655731,9965500 -2018-06-20,54.830002,55.009998,51.580002,52.220001,46.060272,62091100 -2018-06-21,52.290001,52.630001,50.360001,50.619999,44.649010,30723000 -2018-06-22,51.000000,51.720001,50.820000,51.240002,45.195881,24429600 -2018-06-25,51.160000,51.439999,50.209999,50.660000,44.684296,15578600 -2018-06-26,50.509998,50.630001,50.110001,50.380001,44.437328,12930600 -2018-06-27,50.520000,50.529999,49.840000,49.840000,43.961010,14576900 -2018-06-28,49.450001,49.480000,47.369999,48.540001,42.814358,33210100 -2018-06-29,48.080002,49.259998,48.080002,48.849998,43.087795,17413000 -2018-07-02,48.639999,49.099998,48.549999,49.060001,43.273018,9870900 -2018-07-03,49.150002,49.299999,48.759998,48.770000,43.017231,7517500 -2018-07-05,48.919998,49.029999,48.400002,48.610001,42.876110,9630500 -2018-07-06,48.900002,49.189999,48.580002,48.980000,43.202461,10712000 -2018-07-09,49.209999,50.049999,49.209999,49.900002,44.013954,12811700 -2018-07-10,50.080002,50.509998,49.959999,50.419998,44.472607,9038000 -2018-07-11,50.220001,50.480000,50.020000,50.139999,44.225628,9542400 -2018-07-12,50.360001,50.660000,50.200001,50.250000,44.322647,9339200 -2018-07-13,50.259998,51.650002,50.259998,51.619999,45.531048,21718400 -2018-07-16,51.549999,51.549999,50.689999,50.939999,44.931267,16974900 -2018-07-17,50.660000,51.299999,50.599998,51.279999,45.231163,11421300 -2018-07-18,51.340000,51.619999,51.000000,51.150002,45.116493,13549500 -2018-07-19,51.110001,51.490002,51.000000,51.340000,45.284073,11415600 -2018-07-20,51.060001,51.240002,50.750000,50.910000,44.904808,11024100 -2018-07-23,50.759998,51.270000,50.759998,51.189999,45.151768,8406800 -2018-07-24,51.299999,51.720001,51.060001,51.169998,45.134140,9921500 -2018-07-25,51.009998,51.720001,51.009998,51.619999,45.531048,11368000 -2018-07-26,51.680000,51.840000,51.340000,51.450001,45.381107,11114800 -2018-07-27,51.500000,52.599998,50.209999,52.150002,45.998543,15770300 -2018-07-30,52.200001,52.849998,51.759998,51.900002,45.778030,14448400 -2018-07-31,52.029999,52.689999,51.849998,52.389999,46.210236,9228200 -2018-08-01,52.240002,52.240002,51.250000,51.930000,45.804493,11952400 -2018-08-02,52.099998,52.349998,51.430000,51.680000,45.583988,13636400 -2018-08-03,51.700001,52.450001,51.580002,52.230000,46.069103,8246100 -2018-08-06,52.099998,52.270000,51.799999,52.070000,45.927979,6505800 -2018-08-07,52.080002,52.209999,51.799999,52.070000,45.927979,5869400 -2018-08-08,51.830002,51.930000,51.360001,51.549999,45.785870,7257200 -2018-08-09,51.529999,52.020000,51.320000,51.919998,46.114498,7175400 -2018-08-10,51.590000,51.630001,51.200001,51.509998,45.750332,10539300 -2018-08-13,51.619999,51.959999,51.470001,51.810001,46.016800,7911300 -2018-08-14,51.849998,52.740002,51.790001,52.590000,46.709572,9385400 -2018-08-15,52.310001,52.939999,52.299999,52.750000,46.851685,9566000 -2018-08-16,52.980000,53.360001,52.919998,53.040001,47.109257,8721200 -2018-08-17,52.950001,53.610001,52.950001,53.560001,47.571117,8166900 -2018-08-20,53.709999,54.160000,53.700001,53.919998,47.890854,9791200 -2018-08-21,54.169998,54.439999,53.950001,54.000000,47.961910,7990000 -2018-08-22,53.549999,53.639999,52.660000,52.820000,46.913853,10369600 -2018-08-23,52.759998,53.189999,52.560001,52.660000,46.771740,8567600 -2018-08-24,52.820000,52.919998,52.419998,52.750000,46.851685,9849800 -2018-08-27,52.990002,53.180000,52.810001,52.970001,47.047081,6443200 -2018-08-28,53.020000,53.470001,52.980000,53.049999,47.118145,7171900 -2018-08-29,53.070000,53.439999,52.720001,53.250000,47.295776,6604900 -2018-08-30,53.119999,53.410000,52.970001,53.099998,47.162548,5576400 -2018-08-31,52.459999,53.709999,52.450001,53.450001,47.473415,10892800 -2018-09-04,53.439999,53.689999,53.209999,53.529999,47.544472,8235200 -2018-09-05,53.470001,53.980000,53.290001,53.790001,47.775391,7966300 -2018-09-06,53.660000,54.349998,53.650002,54.209999,48.148430,7803400 -2018-09-07,54.200001,54.959999,54.160000,54.860001,48.725742,10231700 -2018-09-10,54.939999,55.110001,54.570000,54.970001,48.823456,8621000 -2018-09-11,54.830002,55.400002,54.770000,55.119999,48.956684,7873900 -2018-09-12,55.200001,55.200001,54.330002,54.970001,48.823456,7297300 -2018-09-13,55.119999,55.570000,54.740002,54.889999,48.752396,8566600 -2018-09-14,55.000000,55.000000,54.610001,54.750000,48.628048,6827700 -2018-09-17,54.700001,54.860001,54.279999,54.570000,48.468182,9277200 -2018-09-18,54.480000,55.279999,54.099998,55.070000,48.912266,7569600 -2018-09-19,55.220001,55.790001,54.900002,55.430000,49.232014,7451600 -2018-09-20,55.599998,56.730000,55.599998,56.430000,50.120205,10582600 -2018-09-21,56.549999,57.570000,56.520000,57.450001,51.026146,25800500 -2018-09-24,56.939999,57.360001,56.580002,56.689999,50.351124,10616000 -2018-09-25,56.980000,57.290001,56.830002,56.900002,50.537647,9445500 -2018-09-26,56.770000,57.840000,56.750000,57.270000,50.866287,7757300 -2018-09-27,57.099998,57.790001,57.099998,57.340000,50.928459,6606200 -2018-09-28,57.389999,57.389999,56.779999,56.840000,50.484360,8975900 -2018-10-01,56.910000,56.950001,55.529999,55.580002,49.365246,12726900 -2018-10-02,55.549999,56.009998,55.290001,55.590000,49.374126,12680800 -2018-10-03,55.799999,56.110001,55.459999,55.470001,49.267544,7383500 -2018-10-04,55.779999,56.080002,55.500000,55.889999,49.640579,9722000 -2018-10-05,55.950001,55.950001,55.310001,55.759998,49.525124,9734000 -2018-10-08,55.820000,56.750000,55.450001,56.540001,50.217899,9623900 -2018-10-09,56.830002,59.700001,56.810001,57.709999,51.257065,24855700 -2018-10-10,57.669998,57.869999,55.939999,56.009998,49.747162,14190500 -2018-10-11,55.700001,56.270000,54.709999,54.860001,48.725742,15316900 -2018-10-12,55.709999,56.779999,55.279999,56.450001,50.137970,13980500 -2018-10-15,56.369999,57.189999,56.310001,56.750000,50.404423,10175100 -2018-10-16,56.939999,58.009998,56.770000,57.810001,51.345894,11731400 -2018-10-17,57.900002,59.400002,57.779999,59.099998,52.491653,14631000 -2018-10-18,59.000000,59.529999,58.150002,58.639999,52.083088,12184700 -2018-10-19,58.389999,59.070000,58.389999,58.660000,52.100845,10180500 -2018-10-22,58.930000,59.360001,58.580002,58.900002,52.314011,8680200 -2018-10-23,58.360001,59.299999,58.209999,58.810001,52.234081,12834200 -2018-10-24,58.570000,59.279999,57.950001,58.060001,51.567940,12189700 -2018-10-25,58.290001,59.470001,57.700001,58.959999,52.367306,9569600 -2018-10-26,58.040001,58.360001,57.389999,58.070000,51.576817,13367600 -2018-10-29,58.680000,59.680000,57.700001,58.369999,51.843281,14412800 -2018-10-30,58.430000,58.869999,57.689999,58.590000,52.038681,14230100 -2018-10-31,58.980000,59.119999,58.209999,58.270000,51.754456,11560400 -2018-11-01,58.299999,59.070000,58.070000,58.630001,52.074211,18772400 -2018-11-02,61.990002,65.680000,61.900002,64.320000,57.127972,45573000 -2018-11-05,63.930000,65.129997,63.820000,64.480003,57.270081,23242600 -2018-11-06,64.300003,66.080002,64.250000,66.010002,58.628998,16065400 -2018-11-07,66.290001,68.209999,66.040001,68.160004,60.538597,16465000 -2018-11-08,67.779999,68.980003,67.629997,68.720001,61.035988,14081700 -2018-11-09,68.489998,68.959999,68.080002,68.599998,60.929390,8637200 -2018-11-12,68.440002,68.940002,67.800003,67.910004,60.316563,12789600 -2018-11-13,67.940002,68.279999,67.099998,67.410004,59.872463,16637000 -2018-11-14,67.300003,67.949997,66.730003,67.040001,59.863533,13350500 -2018-11-15,66.709999,67.760002,66.360001,67.620003,60.381432,15246500 -2018-11-16,67.300003,68.529999,67.089996,68.160004,60.863640,9287900 -2018-11-19,68.099998,68.470001,67.230003,67.910004,60.640408,10855400 -2018-11-20,67.389999,67.879997,66.760002,67.180000,59.988544,11208900 -2018-11-21,67.470001,67.980003,66.750000,66.769997,59.622414,10978100 -2018-11-23,66.239998,66.239998,65.260002,65.699997,58.666954,7779800 -2018-11-26,65.980003,66.120003,65.209999,65.690002,58.658051,13066800 -2018-11-27,65.459999,66.550003,65.309998,66.080002,59.006298,13169100 -2018-11-28,66.180000,66.989998,65.480003,66.820000,59.667088,12867600 -2018-11-29,66.680000,67.279999,66.120003,66.879997,59.720657,9605500 -2018-11-30,66.860001,67.379997,66.650002,66.720001,59.577778,27308900 -2018-12-03,67.370003,68.059998,66.660004,67.500000,60.274288,13834300 -2018-12-04,67.470001,68.150002,66.449997,66.650002,59.515270,13555100 -2018-12-06,66.129997,66.669998,65.589996,66.550003,59.425983,17222200 -2018-12-07,66.169998,66.639999,65.199997,65.470001,58.461586,11057500 -2018-12-10,65.470001,65.800003,64.449997,65.489998,58.479462,12148300 -2018-12-11,66.220001,66.919998,65.519997,65.919998,58.863419,10903100 -2018-12-12,66.000000,66.930000,66.000000,66.129997,59.050945,11115800 -2018-12-13,66.290001,67.220001,66.129997,66.910004,59.747437,10016200 -2018-12-14,64.440002,65.839996,63.580002,65.339996,58.345505,16834000 -2018-12-17,65.000000,65.629997,64.080002,64.470001,57.568638,15143100 -2018-12-18,64.769997,65.400002,64.550003,64.919998,57.970467,10523500 -2018-12-19,65.160004,65.900002,63.680000,64.059998,57.202530,14390100 -2018-12-20,63.610001,63.799999,61.450001,62.150002,55.496994,20264600 -2018-12-21,62.310001,63.209999,61.380001,61.389999,54.818340,23524900 -2018-12-24,61.480000,61.820000,60.419998,60.560001,54.077190,6323300 -2018-12-26,60.950001,63.230000,60.669998,63.080002,56.327431,16646200 -2018-12-27,62.619999,63.240002,61.619999,63.200001,56.434593,11308100 -2018-12-28,63.310001,64.120003,63.169998,63.389999,56.604256,7711900 -2018-12-31,63.770000,64.610001,63.660000,64.400002,57.506134,7689800 -2019-01-02,63.680000,64.370003,63.209999,64.320000,57.434696,10094000 -2019-01-03,63.459999,63.720001,61.400002,61.529999,54.943352,14390100 -2019-01-04,62.400002,64.250000,62.080002,63.570000,56.764980,12694400 -2019-01-07,63.349998,64.239998,62.740002,63.570000,56.764980,10337600 -2019-01-08,63.939999,64.290001,63.049999,63.619999,56.809635,10809700 -2019-01-09,63.650002,64.040001,62.950001,63.880001,57.041801,13080300 -2019-01-10,63.610001,64.389999,63.240002,64.190002,57.318619,10397600 -2019-01-11,62.290001,63.840000,61.669998,63.730000,56.907856,13805700 -2019-01-14,63.349998,64.059998,62.980000,63.369999,56.586388,9929600 -2019-01-15,63.580002,64.629997,63.450001,64.080002,57.220390,7930400 -2019-01-16,64.199997,64.820000,63.750000,63.770000,56.943577,8091300 -2019-01-17,63.680000,64.389999,63.599998,64.279999,57.398975,6767100 -2019-01-18,64.809998,64.809998,63.860001,64.699997,57.774017,9835200 -2019-01-22,64.900002,66.209999,64.750000,65.389999,58.390163,16414300 -2019-01-23,65.879997,66.699997,65.809998,66.430000,59.318829,12372400 -2019-01-24,66.610001,66.760002,62.930000,64.739998,57.809734,29719800 -2019-01-25,67.029999,67.690002,66.099998,67.089996,59.908169,21885800 -2019-01-28,66.190002,66.959999,65.910004,66.900002,59.738518,11537700 -2019-01-29,67.000000,67.500000,66.199997,67.040001,59.863533,10703400 -2019-01-30,67.110001,68.209999,67.050003,68.150002,60.854706,11702500 -2019-01-31,68.180000,69.489998,67.080002,68.139999,60.845760,24233300 -2019-02-01,68.589996,69.320000,68.000000,68.110001,60.818989,10309200 -2019-02-04,68.029999,68.110001,67.080002,67.580002,60.345722,13562400 -2019-02-05,67.760002,69.410004,67.639999,69.339996,61.917301,12781600 -2019-02-06,69.230003,69.389999,68.500000,68.849998,61.800617,10283400 -2019-02-07,68.599998,69.209999,68.480003,69.139999,62.060928,10109200 -2019-02-08,68.769997,69.820000,68.599998,69.750000,62.608463,8862000 -2019-02-11,70.000000,70.470001,69.849998,69.989998,62.823895,9229700 -2019-02-12,70.239998,70.459999,69.709999,69.750000,62.608463,8848900 -2019-02-13,69.809998,70.599998,69.800003,70.510002,63.290668,10264000 -2019-02-14,70.129997,71.540001,69.970001,70.839996,63.586880,9441100 -2019-02-15,71.150002,71.370003,70.190002,70.709999,63.470177,13924600 -2019-02-19,70.459999,70.599998,69.779999,70.199997,63.012409,9208400 -2019-02-20,70.230003,70.599998,70.050003,70.389999,63.182953,9671800 -2019-02-21,70.139999,70.930000,70.139999,70.699997,63.461208,10933500 -2019-02-22,70.760002,71.389999,70.750000,71.300003,63.999794,11311600 -2019-02-25,71.900002,72.070000,70.980003,71.050003,63.775383,12071200 -2019-02-26,71.000000,71.449997,70.919998,71.139999,63.856155,12302300 -2019-02-27,70.830002,71.129997,69.919998,70.150002,62.967525,13274800 -2019-02-28,70.139999,70.489998,69.779999,70.260002,63.066273,18956700 -2019-03-01,70.629997,71.110001,70.449997,70.849998,63.595867,8067700 -2019-03-04,70.989998,71.349998,70.370003,70.949997,63.685608,9219700 -2019-03-05,71.190002,71.889999,71.059998,71.580002,64.251129,10496100 -2019-03-06,71.809998,72.180000,71.160004,71.269997,63.972832,7666100 -2019-03-07,71.199997,71.360001,70.459999,70.610001,63.380424,7814700 -2019-03-08,70.150002,70.269997,69.029999,69.360001,62.258419,12363900 -2019-03-11,69.379997,70.010002,69.139999,69.680000,62.545654,11518300 -2019-03-12,69.739998,70.580002,69.690002,70.050003,62.877766,12751700 -2019-03-13,70.089996,70.900002,69.980003,70.099998,62.922646,13798600 -2019-03-14,70.190002,70.889999,70.190002,70.739998,63.497105,9249200 -2019-03-15,70.800003,71.209999,70.540001,70.669998,63.434273,13096900 -2019-03-18,70.779999,71.120003,70.440002,70.839996,63.586880,5682400 -2019-03-19,70.949997,71.699997,70.870003,71.379997,64.071594,7810700 -2019-03-20,71.800003,72.400002,71.339996,71.629997,64.295990,9512400 -2019-03-21,71.320000,72.440002,71.320000,72.260002,64.861504,8044400 -2019-03-22,72.050003,72.410004,71.690002,71.959999,64.592194,8022800 -2019-03-25,72.000000,72.480003,71.730003,72.300003,64.897400,6453800 -2019-03-26,72.720001,73.190002,72.330002,72.959999,65.489807,7624000 -2019-03-27,72.940002,73.260002,72.620003,72.739998,65.292336,7662700 -2019-03-28,72.970001,73.980003,72.889999,73.959999,66.387428,6709600 -2019-03-29,74.010002,74.480003,73.529999,74.339996,66.728523,9099500 -2019-04-01,74.760002,74.930000,73.730003,73.959999,66.387428,8108400 -2019-04-02,74.010002,74.449997,73.839996,74.269997,66.665695,5520900 -2019-04-03,74.559998,74.779999,73.870003,74.330002,66.719559,6755600 -2019-04-04,74.500000,74.669998,73.980003,74.349998,66.737495,5449800 -2019-04-05,74.349998,75.080002,74.349998,75.029999,67.347893,5346200 -2019-04-08,74.470001,75.300003,74.470001,75.199997,67.500465,5140400 -2019-04-09,74.870003,75.230003,74.800003,75.120003,67.428673,4905800 -2019-04-10,75.209999,75.820000,75.209999,75.480003,67.751808,6066300 -2019-04-11,75.750000,76.070000,75.650002,75.870003,68.101883,6042600 -2019-04-12,76.099998,76.949997,76.070000,76.650002,68.801994,5194800 -2019-04-15,76.669998,76.699997,76.080002,76.160004,68.362167,7632200 -2019-04-16,76.480003,76.559998,75.360001,75.699997,67.949272,8336600 -2019-04-17,75.610001,75.959999,74.800003,75.120003,67.428673,9439000 -2019-04-18,75.480003,76.260002,75.209999,76.059998,68.272408,6607800 -2019-04-22,75.709999,76.059998,75.209999,75.400002,67.679993,4883100 -2019-04-23,75.480003,76.059998,75.410004,75.989998,68.209579,5273900 -2019-04-24,76.050003,76.879997,75.910004,76.389999,68.568642,9347300 -2019-04-25,76.110001,77.230003,75.949997,77.110001,69.214890,11084500 -2019-04-26,76.949997,77.519997,75.059998,77.449997,69.520088,12550500 -2019-04-29,77.300003,77.669998,76.589996,76.910004,69.035370,5426800 -2019-04-30,77.000000,77.790001,76.690002,77.680000,69.726540,7384400 -2019-05-01,77.669998,78.150002,77.370003,77.519997,69.582932,6678000 -2019-05-02,77.660004,77.760002,76.750000,77.470001,69.538055,6247500 -2019-05-03,77.589996,78.400002,77.339996,78.050003,70.058685,4967900 -2019-05-06,77.199997,78.080002,77.019997,78.059998,70.067627,5607500 -2019-05-07,77.570000,78.739998,77.419998,77.959999,69.977875,8115800 -2019-05-08,77.580002,78.639999,77.120003,78.050003,70.383698,7799900 -2019-05-09,77.580002,78.230003,77.349998,77.900002,70.248398,7326600 -2019-05-10,77.629997,78.800003,77.160004,78.419998,70.717331,6448600 -2019-05-13,77.250000,77.779999,76.080002,76.680000,69.148247,9778500 -2019-05-14,76.750000,77.739998,76.680000,77.059998,69.490929,6870900 -2019-05-15,76.690002,77.940002,76.529999,77.760002,70.122169,5415500 -2019-05-16,77.660004,79.239998,77.570000,78.900002,71.150177,6941800 -2019-05-17,78.519997,79.650002,78.370003,78.910004,71.159195,7379900 -2019-05-20,78.300003,78.419998,76.570000,76.660004,69.130211,11475000 -2019-05-21,77.050003,77.849998,76.750000,77.529999,69.914749,5808500 -2019-05-22,77.199997,77.720001,76.910004,77.250000,69.662254,5602300 -2019-05-23,76.879997,76.940002,75.690002,76.410004,68.904762,9213200 -2019-05-24,76.830002,77.059998,75.970001,76.150002,68.670303,5627600 -2019-05-28,76.360001,76.680000,75.320000,75.699997,68.264488,16205200 -2019-05-29,75.330002,75.489998,74.330002,75.279999,67.885757,10511600 -2019-05-30,75.650002,76.430000,75.629997,76.169998,68.688347,7178400 -2019-05-31,75.599998,76.320000,75.379997,76.059998,68.589142,7625700 -2019-06-03,76.120003,76.529999,75.650002,76.220001,68.733437,8122200 -2019-06-04,76.769997,78.760002,76.660004,78.519997,70.807510,11685000 -2019-06-05,78.790001,79.970001,78.660004,79.959999,72.106064,7437100 -2019-06-06,80.029999,81.629997,79.900002,81.400002,73.404633,10457200 -2019-06-07,81.599998,83.330002,81.510002,82.480003,74.378548,11278800 -2019-06-10,82.849998,82.860001,81.379997,81.930000,73.882568,8102800 -2019-06-11,82.300003,82.860001,81.849998,82.370003,74.279366,6226400 -2019-06-12,82.589996,83.669998,82.320000,82.930000,74.784332,6088800 -2019-06-13,83.330002,84.050003,83.019997,83.349998,75.163101,7156800 -2019-06-14,83.540001,84.610001,83.389999,84.239998,75.965668,9226500 -2019-06-17,84.650002,84.690002,82.889999,83.019997,74.865494,9313700 -2019-06-18,83.550003,84.110001,82.889999,82.919998,74.775322,10582600 -2019-06-19,83.080002,83.919998,82.080002,83.809998,75.577904,5401400 -2019-06-20,84.410004,84.830002,83.830002,84.690002,76.371468,5215800 -2019-06-21,84.430000,84.769997,83.809998,83.820000,75.586937,12610000 -2019-06-24,84.080002,84.559998,83.610001,83.650002,75.433632,6692500 -2019-06-25,84.199997,85.199997,83.959999,84.250000,75.974686,7312300 -2019-06-26,84.300003,84.300003,83.180000,83.379997,75.190147,7576400 -2019-06-27,83.550003,83.889999,83.209999,83.559998,75.352463,6084200 -2019-06-28,83.559998,83.959999,83.320000,83.830002,75.595955,6735300 -2019-07-01,84.620003,84.959999,84.029999,84.550003,76.245239,7935100 -2019-07-02,84.739998,85.589996,84.519997,85.510002,77.110939,6205800 -2019-07-03,86.040001,87.820000,85.980003,87.790001,79.166969,7818600 -2019-07-05,87.500000,87.889999,86.879997,87.790001,79.166969,5733100 -2019-07-08,87.599998,87.949997,87.180000,87.440002,78.851357,6359500 -2019-07-09,87.290001,87.650002,86.889999,87.230003,78.662018,5355400 -2019-07-10,87.419998,88.540001,87.419998,88.379997,79.699020,5293000 -2019-07-11,88.660004,89.290001,88.269997,89.070000,80.321274,6191400 -2019-07-12,89.279999,89.820000,88.849998,89.769997,80.952499,5628000 -2019-07-15,89.870003,90.339996,89.660004,90.160004,81.304207,6061300 -2019-07-16,90.220001,90.480003,89.589996,90.080002,81.232071,5591900 -2019-07-17,90.080002,90.379997,89.730003,90.250000,81.385361,4635900 -2019-07-18,90.330002,91.540001,89.949997,91.500000,82.512589,6470200 -2019-07-19,91.410004,91.610001,90.230003,90.300003,81.430435,10804800 -2019-07-22,90.519997,91.180000,90.050003,90.919998,81.989540,5636600 -2019-07-23,91.250000,91.360001,89.169998,90.110001,81.259109,7609200 -2019-07-24,89.900002,90.750000,89.680000,90.650002,81.746078,5388100 -2019-07-25,91.489998,91.550003,90.470001,90.980003,82.043648,8106300 -2019-07-26,96.400002,99.720001,95.209999,99.110001,89.375084,20846500 -2019-07-29,98.050003,98.940002,97.209999,98.019997,88.392151,11184500 -2019-07-30,97.500000,98.279999,96.519997,96.650002,87.156723,7248300 -2019-07-31,96.650002,96.650002,93.500000,94.690002,85.389252,9912100 -2019-08-01,95.000000,97.580002,94.580002,95.379997,86.011459,8342300 -2019-08-02,95.000000,96.040001,94.800003,95.510002,86.128723,6381700 -2019-08-05,94.510002,95.519997,93.029999,93.699997,84.496490,8917400 -2019-08-06,94.309998,95.709999,93.800003,95.339996,85.975403,7438000 -2019-08-07,94.599998,95.699997,94.169998,95.220001,86.192665,6414000 -2019-08-08,95.230003,96.410004,94.440002,96.269997,87.143097,7423600 -2019-08-09,96.150002,96.839996,95.419998,96.300003,87.170258,5209200 -2019-08-12,95.779999,96.019997,94.300003,94.910004,85.912025,5513800 -2019-08-13,94.519997,96.669998,94.209999,96.629997,87.468964,8915600 -2019-08-14,95.910004,97.019997,94.870003,94.919998,85.921074,9989500 -2019-08-15,95.500000,96.269997,94.610001,95.529999,86.473251,5559400 -2019-08-16,96.290001,96.830002,95.849998,96.519997,87.369392,4852200 -2019-08-19,97.230003,97.410004,96.220001,96.660004,87.496132,5324900 -2019-08-20,96.349998,97.120003,95.589996,95.629997,86.563782,6809100 -2019-08-21,96.269997,96.650002,95.730003,96.320000,87.188370,4740500 -2019-08-22,96.589996,96.849998,95.699997,96.489998,87.342232,5146200 -2019-08-23,96.410004,97.099998,94.389999,94.699997,85.721947,8076600 -2019-08-26,95.379997,96.500000,95.000000,96.500000,87.351303,5802600 -2019-08-27,96.699997,97.099998,96.029999,96.089996,86.980171,6539800 -2019-08-28,96.230003,97.209999,96.000000,97.070000,87.867249,4948800 -2019-08-29,97.849998,98.070000,97.059998,97.699997,88.437531,4514300 -2019-08-30,98.139999,98.139999,96.110001,96.559998,87.405602,5209500 -2019-09-03,96.419998,97.209999,96.050003,96.769997,87.595680,5150700 -2019-09-04,94.480003,96.330002,93.029999,96.110001,86.998268,12937000 -2019-09-05,96.540001,96.959999,95.169998,95.559998,86.500412,5514400 -2019-09-06,95.750000,96.339996,95.510002,95.739998,86.663338,3991800 -2019-09-09,95.800003,95.930000,93.739998,94.160004,85.233124,6523300 -2019-09-10,93.809998,93.879997,89.300003,90.349998,81.784355,12490900 -2019-09-11,90.180000,91.449997,89.610001,90.980003,82.354622,8406600 -2019-09-12,92.160004,93.320000,91.769997,92.059998,83.332230,6862200 -2019-09-13,92.150002,92.150002,90.320000,90.480003,81.902016,6972300 -2019-09-16,90.019997,90.449997,89.379997,89.419998,80.942513,6339200 -2019-09-17,89.669998,91.459999,89.650002,90.750000,82.146416,6493200 -2019-09-18,90.980003,91.360001,90.059998,90.959999,82.336533,4510700 -2019-09-19,90.989998,92.099998,90.300003,91.559998,82.879631,4843600 -2019-09-20,91.610001,92.080002,90.059998,90.070000,81.530907,10913800 -2019-09-23,90.320000,91.160004,89.930000,90.809998,82.200737,4532400 -2019-09-24,91.599998,91.769997,89.510002,89.919998,81.395103,5662600 -2019-09-25,89.940002,90.610001,89.019997,90.349998,81.784355,4764000 -2019-09-26,90.839996,91.150002,89.500000,89.800003,81.286491,5026400 -2019-09-27,90.300003,90.300003,87.790001,88.370003,79.992058,5987700 -2019-09-30,88.410004,88.559998,87.610001,88.419998,80.037315,6588300 -2019-10-01,88.629997,88.889999,86.449997,86.510002,78.308411,6719400 -2019-10-02,85.949997,86.010002,84.160004,84.320000,76.326027,9858200 -2019-10-03,84.300003,84.910004,83.610001,84.669998,76.642838,5989000 -2019-10-04,84.900002,85.970001,84.750000,85.919998,77.774330,5869000 -2019-10-07,85.709999,86.160004,85.489998,85.849998,77.710976,4382900 -2019-10-08,85.489998,86.330002,84.690002,84.910004,76.860077,6100400 -2019-10-09,85.370003,86.169998,85.279999,85.849998,77.710976,4427200 -2019-10-10,85.910004,86.070000,85.379997,85.959999,77.810539,3986000 -2019-10-11,87.019997,87.250000,86.260002,86.360001,78.172630,5611000 -2019-10-14,86.500000,87.680000,86.400002,86.620003,78.407974,4881000 -2019-10-15,87.000000,87.250000,85.760002,86.449997,78.254089,4695100 -2019-10-16,86.529999,86.830002,86.050003,86.709999,78.489441,3698700 -2019-10-17,86.879997,87.019997,86.160004,86.290001,78.109238,4359400 -2019-10-18,86.349998,86.750000,85.519997,86.029999,77.873909,4631200 -2019-10-21,86.000000,86.239998,85.080002,85.349998,77.258369,4861200 -2019-10-22,85.230003,85.349998,83.389999,83.459999,75.547539,5767500 -2019-10-23,84.309998,84.410004,82.129997,82.739998,74.895821,7136200 -2019-10-24,82.800003,83.529999,82.660004,83.180000,75.294090,4591100 -2019-10-25,83.209999,83.570000,82.629997,83.379997,75.475136,5235300 -2019-10-28,84.470001,84.980003,83.360001,83.599998,75.674301,6653400 -2019-10-29,83.809998,84.629997,83.639999,84.129997,76.154045,5699100 -2019-10-30,84.610001,84.699997,83.320000,84.190002,76.208344,8731300 -2019-10-31,86.709999,87.220001,83.279999,84.559998,76.543274,14008800 -2019-11-01,84.790001,85.309998,82.610001,83.209999,75.321259,10658500 -2019-11-04,83.300003,83.440002,81.900002,82.370003,74.560905,8271200 -2019-11-05,82.339996,82.339996,81.029999,81.889999,74.126389,7054400 -2019-11-06,82.080002,83.370003,82.000000,82.989998,75.122108,6365300 -2019-11-07,83.059998,83.290001,81.839996,81.949997,74.180710,7221400 -2019-11-08,82.190002,82.639999,81.449997,81.769997,74.017784,7054800 -2019-11-11,81.750000,82.529999,81.370003,82.430000,74.615196,5828200 -2019-11-12,82.690002,83.980003,82.610001,83.320000,75.797844,8551400 -2019-11-13,83.290001,84.290001,83.199997,83.940002,76.361862,7407900 -2019-11-14,84.099998,84.519997,83.800003,84.379997,76.762123,5285100 -2019-11-15,84.680000,84.940002,83.570000,84.209999,76.607483,7533000 -2019-11-18,83.919998,84.110001,83.250000,84.019997,76.434639,6432200 -2019-11-19,84.059998,84.279999,83.570000,83.660004,76.107140,6008400 -2019-11-20,83.540001,84.489998,82.980003,83.599998,76.052574,6248700 -2019-11-21,83.750000,84.040001,81.760002,82.300003,74.869934,8300500 -2019-11-22,82.690002,83.389999,82.660004,83.019997,75.524902,6080400 -2019-11-25,83.160004,84.000000,82.930000,83.750000,76.189034,5450400 -2019-11-26,84.129997,84.650002,84.000000,84.559998,76.925896,7651500 -2019-11-27,84.849998,85.809998,84.419998,85.769997,78.026657,7502400 -2019-11-29,85.910004,86.730003,85.250000,85.430000,77.717339,3857000 -2019-12-02,85.379997,85.769997,83.820000,84.570000,76.934982,6425800 -2019-12-03,84.029999,85.000000,83.820000,84.820000,77.162422,6049800 -2019-12-04,85.129997,85.540001,84.699997,85.400002,77.690056,5940300 -2019-12-05,85.440002,85.480003,84.320000,84.449997,76.825821,5170800 -2019-12-06,85.029999,86.529999,85.029999,86.320000,78.527023,8499800 -2019-12-09,86.309998,86.629997,85.959999,86.279999,78.490601,7164700 -2019-12-10,86.500000,87.470001,85.910004,86.040001,78.272270,7944800 -2019-12-11,86.260002,86.870003,85.849998,86.589996,78.772621,4921900 -2019-12-12,88.000000,88.889999,87.540001,88.209999,80.246376,10282100 -2019-12-13,88.019997,88.790001,87.580002,88.669998,80.664833,6714100 -2019-12-16,89.139999,89.300003,88.430000,88.779999,80.764908,6705600 -2019-12-17,88.870003,88.970001,87.470001,88.129997,80.173607,7296900 -2019-12-18,88.389999,88.849998,87.820000,87.989998,80.046242,5859200 -2019-12-19,87.830002,88.589996,87.580002,88.519997,80.528366,6022100 -2019-12-20,88.790001,89.000000,87.889999,88.459999,80.473793,14271500 -2019-12-23,88.620003,88.849998,88.180000,88.230003,80.264580,4349700 -2019-12-24,88.199997,88.599998,88.000000,88.519997,80.528366,1847800 -2019-12-26,88.730003,88.760002,87.790001,88.080002,80.128098,4177700 -2019-12-27,88.110001,88.459999,87.690002,88.129997,80.173607,4129300 -2019-12-30,88.010002,88.199997,87.059998,87.440002,79.545868,4655600 -2019-12-31,87.440002,87.989998,87.309998,87.919998,79.982544,4115600 -2020-01-02,88.120003,89.349998,88.050003,89.349998,81.283440,6473800 -2020-01-03,88.660004,89.099998,88.099998,88.830002,80.810394,4874100 -2020-01-06,88.110001,88.410004,87.470001,88.129997,80.173607,5409800 -2020-01-07,87.959999,88.029999,87.129997,87.860001,79.927963,6514700 -2020-01-08,87.940002,89.349998,87.779999,88.879997,80.855873,7296300 -2020-01-09,90.250000,91.160004,90.070000,90.529999,82.356911,9443500 -2020-01-10,90.800003,90.889999,89.629997,90.160004,82.020325,7097900 -2020-01-13,90.620003,91.720001,90.209999,91.080002,82.857262,7382500 -2020-01-14,91.190002,91.440002,90.860001,90.989998,82.775391,5855200 -2020-01-15,91.000000,92.059998,91.000000,91.540001,83.275742,6145300 -2020-01-16,91.989998,92.610001,91.629997,92.580002,84.221840,5180300 -2020-01-17,92.930000,93.750000,92.809998,93.620003,85.167953,6962800 -2020-01-21,92.830002,93.599998,92.190002,92.529999,84.176353,7094600 -2020-01-22,93.139999,93.750000,92.470001,92.529999,84.176353,6157400 -2020-01-23,91.919998,93.849998,90.739998,93.750000,85.286217,6100600 -2020-01-24,94.000000,94.129997,91.339996,92.029999,83.721481,7815500 -2020-01-27,88.629997,89.449997,87.550003,88.730003,80.719437,11066500 -2020-01-28,89.050003,89.190002,87.720001,88.599998,80.601166,11922400 -2020-01-29,88.150002,88.440002,85.599998,86.720001,78.890862,17678700 -2020-01-30,85.449997,86.589996,84.690002,85.839996,78.090324,12224900 -2020-01-31,85.790001,85.989998,84.519997,84.830002,77.171516,11693900 -2020-02-03,85.070000,86.790001,85.070000,86.010002,78.244987,9090600 -2020-02-04,87.139999,89.000000,86.620003,88.379997,80.401016,9997100 -2020-02-05,88.879997,89.199997,86.629997,87.559998,80.026291,9982700 -2020-02-06,87.650002,87.699997,86.150002,86.150002,78.737610,8901400 -2020-02-07,85.760002,86.620003,85.320000,86.419998,78.984367,8073900 -2020-02-10,86.430000,87.620003,86.169998,87.529999,79.998871,7289300 -2020-02-11,87.860001,88.230003,87.349998,87.510002,79.980598,5098500 -2020-02-12,87.709999,89.099998,87.389999,88.570000,80.949387,7747800 -2020-02-13,88.500000,90.510002,88.260002,89.930000,82.192375,8576600 -2020-02-14,90.180000,90.410004,88.989998,89.279999,81.598305,5686900 -2020-02-18,89.370003,89.470001,88.290001,89.230003,81.552612,5288800 -2020-02-19,89.489998,90.440002,89.300003,90.139999,82.384308,5210800 -2020-02-20,89.730003,90.250000,87.730003,88.599998,80.976807,5969200 -2020-02-21,88.000000,88.389999,87.000000,87.360001,79.843513,5800500 -2020-02-24,84.529999,86.050003,84.260002,84.519997,77.247864,8313600 -2020-02-25,85.019997,85.349998,81.669998,82.190002,75.118324,9404000 -2020-02-26,82.599998,83.239998,80.639999,80.669998,73.729103,10541500 -2020-02-27,78.830002,80.870003,77.360001,78.290001,71.553902,17120800 -2020-02-28,76.169998,78.809998,75.720001,78.430000,71.681824,19108600 -2020-03-02,77.919998,82.410004,77.660004,82.379997,75.291977,14258700 -2020-03-03,82.300003,82.620003,78.110001,78.599998,71.837212,12395900 -2020-03-04,79.290001,80.199997,77.879997,79.669998,72.815147,10999600 -2020-03-05,77.900002,77.900002,75.279999,76.190002,69.634575,12545300 -2020-03-06,73.459999,75.709999,72.050003,75.339996,68.857704,18080100 -2020-03-09,70.580002,74.029999,70.080002,70.830002,64.735756,15930300 -2020-03-10,72.559998,74.949997,70.029999,74.870003,68.428131,18414000 -2020-03-11,72.830002,74.269997,67.400002,68.300003,62.423435,17138000 -2020-03-12,62.950001,66.790001,61.459999,62.099998,56.756889,25170600 -2020-03-13,65.650002,70.180000,63.509998,69.919998,63.904045,19247200 -2020-03-16,60.630001,63.950001,58.110001,58.590000,53.548889,23354300 -2020-03-17,59.549999,59.619999,53.610001,58.980000,53.905327,25045200 -2020-03-18,55.549999,57.650002,50.020000,56.330002,51.483334,28770600 -2020-03-19,56.230000,63.360001,53.549999,61.410000,56.126255,25167400 -2020-03-20,62.299999,65.680000,57.910000,58.029999,53.037067,28420600 -2020-03-23,57.230000,57.439999,54.000000,56.549999,51.684410,24905800 -2020-03-24,62.610001,65.160004,61.000000,64.879997,59.297688,28286200 -2020-03-25,66.830002,69.639999,63.490002,65.809998,60.147675,22977200 -2020-03-26,66.709999,71.580002,66.250000,69.900002,63.885773,20997500 -2020-03-27,66.680000,68.250000,64.820000,66.339996,60.632069,18950500 -2020-03-30,66.559998,68.220001,64.580002,67.860001,62.021305,14199700 -2020-03-31,67.180000,68.320000,65.309998,65.739998,60.083698,20109800 -2020-04-01,63.000000,64.760002,61.580002,62.619999,57.232147,12880400 -2020-04-02,65.750000,68.699997,62.910000,65.000000,59.407364,18175000 -2020-04-03,64.470001,64.750000,60.900002,63.049999,57.625149,14676500 -2020-04-06,66.269997,68.339996,64.410004,67.790001,61.957321,18010800 -2020-04-07,71.570000,72.480003,68.330002,68.709999,62.798161,13799400 -2020-04-08,69.580002,71.919998,68.540001,71.570000,65.412079,10417600 -2020-04-09,71.199997,74.260002,70.139999,73.879997,67.523323,19748100 -2020-04-13,73.519997,73.599998,70.349998,71.760002,65.585732,11191800 -2020-04-14,73.690002,74.330002,72.660004,73.669998,67.331390,10912000 -2020-04-15,72.010002,73.180000,70.709999,72.550003,66.307770,10642500 -2020-04-16,73.110001,73.760002,71.349998,73.510002,67.185165,11946800 -2020-04-17,76.620003,77.389999,74.970001,77.099998,70.466278,14268400 -2020-04-20,76.019997,76.980003,75.080002,75.320000,68.839432,9684700 -2020-04-21,73.400002,73.959999,71.739998,72.720001,66.463142,10345800 -2020-04-22,74.550003,78.059998,74.430000,77.449997,70.786156,11347000 -2020-04-23,77.330002,77.669998,74.260002,75.150002,68.684067,15513400 -2020-04-24,75.750000,76.029999,74.209999,75.580002,69.077057,8456000 -2020-04-27,76.680000,78.040001,76.540001,77.739998,71.051208,8258500 -2020-04-28,78.669998,79.610001,76.959999,78.690002,71.919479,12801400 -2020-04-29,78.180000,78.750000,76.720001,76.860001,70.246925,24575500 -2020-04-30,76.830002,77.639999,75.190002,76.730003,70.128113,15186000 -2020-05-01,74.900002,75.879997,73.209999,73.790001,67.441078,11216700 -2020-05-04,72.580002,72.620003,71.260002,71.889999,65.704544,12921800 -2020-05-05,74.959999,75.080002,72.889999,72.900002,66.627647,12976000 -2020-05-06,73.769997,74.849998,72.860001,72.959999,66.682480,12740900 -2020-05-07,73.809998,76.029999,73.370003,76.000000,69.853462,13360500 -2020-05-08,77.250000,77.930000,75.760002,77.870003,71.572227,11917200 -2020-05-11,76.620003,77.180000,75.800003,75.870003,69.733978,9004500 -2020-05-12,76.000000,76.730003,74.339996,74.349998,68.336899,8549900 -2020-05-13,74.459999,75.750000,72.919998,73.620003,67.665970,11532700 -2020-05-14,72.320000,74.290001,70.650002,74.190002,68.189850,11932300 -2020-05-15,72.809998,74.639999,72.669998,74.160004,68.162285,9489100 -2020-05-18,76.860001,77.500000,76.199997,76.230003,70.064873,8903200 -2020-05-19,76.400002,77.220001,75.760002,75.860001,69.724785,6484900 -2020-05-20,77.230003,77.839996,76.519997,77.760002,71.471130,7790500 -2020-05-21,78.599998,79.379997,77.889999,78.050003,71.737679,10312600 -2020-05-22,77.900002,78.050003,76.519997,77.620003,71.342445,7653300 -2020-05-26,79.599998,79.919998,77.580002,77.760002,71.471130,8422200 -2020-05-27,78.980003,78.980003,77.389999,78.599998,72.243195,8245300 -2020-05-28,78.639999,80.059998,77.930000,78.540001,72.188042,8331400 -2020-05-29,78.620003,78.639999,77.260002,77.989998,71.682533,10043600 -2020-06-01,77.660004,78.650002,76.769997,78.320000,71.985840,7922000 -2020-06-02,77.970001,78.260002,76.790001,77.779999,71.489517,9521000 -2020-06-03,78.449997,79.949997,78.300003,79.580002,73.143951,9956700 -2020-06-04,79.309998,80.169998,78.470001,78.739998,72.371864,7667600 -2020-06-05,80.330002,82.330002,79.970001,82.139999,75.496887,12030800 -2020-06-08,83.080002,83.620003,82.180000,83.559998,76.802040,10229600 -2020-06-09,82.620003,83.220001,81.760002,82.370003,75.708290,7999800 -2020-06-10,79.879997,80.029999,78.199997,79.010002,72.620033,19683800 -2020-06-11,75.750000,76.790001,72.150002,72.570000,66.700867,26422200 -2020-06-12,75.000000,76.720001,73.809998,76.379997,70.202736,18529800 -2020-06-15,74.300003,77.910004,74.080002,76.959999,70.735825,14644700 -2020-06-16,78.790001,78.940002,76.389999,77.839996,71.544647,10890100 -2020-06-17,78.070000,78.290001,76.680000,77.099998,70.864502,6906700 -2020-06-18,76.720001,76.790001,75.800003,76.309998,70.138390,8486000 -2020-06-19,77.029999,77.379997,74.879997,75.400002,69.301994,12538600 -2020-06-22,74.900002,75.650002,73.919998,75.400002,69.301994,8238600 -2020-06-23,76.330002,76.370003,75.070000,75.489998,69.384705,8076600 -2020-06-24,74.900002,74.919998,72.000000,73.639999,67.684341,12306400 -2020-06-25,73.220001,74.110001,72.169998,73.849998,67.877350,8624800 -2020-06-26,73.629997,73.769997,71.250000,71.570000,65.781746,17627800 -2020-06-29,71.410004,73.500000,71.059998,73.480003,67.537277,8653000 -2020-06-30,73.580002,73.879997,72.809998,73.589996,67.638367,11324000 -2020-07-01,74.000000,74.690002,73.379997,74.029999,68.042786,6750000 -2020-07-02,75.040001,75.089996,73.639999,73.779999,67.813011,6544400 -2020-07-06,74.930000,75.480003,74.160004,75.440002,69.338768,7235300 -2020-07-07,75.129997,75.230003,74.000000,74.250000,68.245003,7515100 -2020-07-08,74.070000,74.500000,73.330002,74.139999,68.143898,7346200 -2020-07-09,73.730003,74.220001,71.930000,73.570000,67.619987,9618200 -2020-07-10,73.000000,74.559998,72.739998,74.290001,68.281761,7524200 -2020-07-13,74.559998,74.839996,72.489998,72.650002,66.774391,9464500 -2020-07-14,72.000000,72.970001,71.820000,72.730003,66.847939,8780900 -2020-07-15,74.459999,75.809998,73.959999,75.610001,69.494995,10300700 -2020-07-16,74.900002,75.139999,73.680000,74.389999,68.373672,6649300 -2020-07-17,74.430000,74.550003,73.209999,74.160004,68.162285,6087500 -2020-07-20,74.160004,75.220001,73.629997,74.959999,68.897560,8832700 -2020-07-21,75.779999,76.800003,75.269997,75.440002,69.338768,10637500 -2020-07-22,75.519997,77.330002,75.120003,77.239998,70.993179,9213100 -2020-07-23,76.879997,77.070000,74.900002,75.360001,69.265213,7795100 -2020-07-24,75.279999,76.000000,75.110001,75.779999,69.651253,5673400 -2020-07-27,75.889999,76.709999,75.540001,76.459999,70.276268,6771100 -2020-07-28,76.300003,76.389999,74.559998,74.639999,68.603462,12273400 -2020-07-29,77.559998,78.489998,76.900002,77.419998,71.158607,15261100 -2020-07-30,76.629997,76.980003,75.400002,76.639999,70.441696,7889800 -2020-07-31,76.239998,76.540001,75.480003,76.529999,70.340607,7423800 -2020-08-03,76.480003,76.599998,75.440002,75.500000,69.393921,7138300 -2020-08-04,75.370003,75.489998,74.760002,75.129997,69.053818,12792400 -2020-08-05,75.349998,75.989998,75.330002,75.779999,69.651253,7780800 -2020-08-06,75.199997,75.919998,74.940002,75.660004,69.919243,6764800 -2020-08-07,75.480003,75.930000,75.209999,75.790001,70.039398,6569300 -2020-08-10,75.820000,77.669998,75.809998,77.470001,71.591919,6604300 -2020-08-11,78.269997,79.980003,78.000000,78.870003,72.885681,10238500 -2020-08-12,79.589996,79.690002,78.669998,79.290001,73.273834,5378000 -2020-08-13,78.919998,79.639999,78.839996,79.019997,73.024315,4383400 -2020-08-14,78.540001,78.930000,78.019997,78.370003,72.423630,3771300 -2020-08-17,78.599998,78.959999,78.120003,78.949997,72.959610,5360400 -2020-08-18,79.150002,79.360001,78.349998,78.989998,72.996582,5272700 -2020-08-19,79.180000,79.389999,77.430000,77.629997,71.739784,6840600 -2020-08-20,77.029999,77.650002,76.459999,77.220001,71.360901,5099500 -2020-08-21,76.940002,77.269997,76.690002,77.070000,71.222267,5594100 -2020-08-24,77.709999,79.139999,77.250000,78.680000,72.710106,5867400 -2020-08-25,80.059998,83.070000,79.790001,82.720001,76.443581,17659500 -2020-08-26,82.419998,82.750000,81.879997,82.410004,76.157082,7934300 -2020-08-27,82.750000,83.639999,82.500000,83.410004,77.081230,9099200 -2020-08-28,83.790001,85.290001,83.430000,85.000000,78.550575,9303900 -2020-08-31,84.629997,85.360001,84.029999,84.470001,78.060791,6401600 -2020-09-01,84.699997,86.089996,84.230003,86.050003,79.520897,8166100 -2020-09-02,86.510002,88.750000,86.290001,88.349998,81.646385,11378900 -2020-09-03,88.599998,88.980003,85.690002,86.480003,79.918297,11036600 -2020-09-04,87.089996,87.779999,85.309998,86.269997,79.724205,10349400 -2020-09-08,85.269997,87.580002,84.769997,85.410004,78.929466,11083100 -2020-09-09,85.930000,86.830002,84.459999,85.860001,79.345314,6928700 -2020-09-10,85.800003,87.070000,84.529999,84.879997,78.439674,7552000 -2020-09-11,84.949997,85.849998,84.150002,85.269997,78.800087,7103300 -2020-09-14,85.750000,87.059998,85.639999,86.629997,80.056892,5535800 -2020-09-15,87.180000,88.250000,87.169998,87.709999,81.054962,8361900 -2020-09-16,88.000000,89.430000,87.750000,88.379997,81.674110,7146400 -2020-09-17,87.050003,87.320000,85.360001,86.750000,80.167786,7386600 -2020-09-18,86.809998,87.239998,84.599998,84.949997,78.504364,10113400 -2020-09-21,82.860001,83.949997,81.750000,83.889999,77.524788,7188800 -2020-09-22,84.050003,84.389999,83.180000,83.949997,77.580231,4465000 -2020-09-23,84.379997,84.900002,82.820000,82.989998,76.693085,6414700 -2020-09-24,82.629997,84.139999,81.919998,83.040001,76.739273,4881500 -2020-09-25,82.529999,84.690002,82.220001,84.300003,77.903687,5981500 -2020-09-28,85.519997,86.239998,84.989998,86.070000,79.539383,5976200 -2020-09-29,86.250000,86.250000,84.629997,84.800003,78.365738,4064000 -2020-09-30,86.629997,87.160004,85.470001,85.919998,79.400764,10134400 -2020-10-01,87.040001,87.449997,86.199997,86.739998,80.158531,7241200 -2020-10-02,85.150002,87.129997,85.089996,86.570000,80.001442,5602300 -2020-10-05,87.269997,88.680000,87.199997,88.470001,81.757286,7004800 -2020-10-06,88.650002,89.279999,86.800003,87.010002,80.408066,7951100 -2020-10-07,87.820000,88.980003,87.440002,88.449997,81.738815,5179300 -2020-10-08,88.459999,89.610001,88.410004,89.529999,82.736847,4958800 -2020-10-09,89.800003,90.330002,89.580002,90.010002,83.180443,6197700 -2020-10-12,90.459999,91.099998,89.930000,90.779999,83.892006,5909100 -2020-10-13,90.580002,90.849998,89.769997,90.160004,83.319061,5732000 -2020-10-14,90.169998,90.599998,88.559998,89.309998,82.533531,4760700 -2020-10-15,88.160004,88.870003,87.669998,88.830002,82.089973,5002200 -2020-10-16,89.389999,89.629997,88.440002,88.519997,81.803482,4721300 -2020-10-19,88.699997,89.570000,87.360001,87.599998,80.953293,5426600 -2020-10-20,88.680000,89.720001,88.040001,88.510002,81.794235,4939700 -2020-10-21,88.379997,89.160004,88.190002,88.269997,81.572456,4119200 -2020-10-22,88.019997,89.379997,87.699997,89.360001,82.579750,4257800 -2020-10-23,89.800003,90.959999,89.440002,90.800003,83.910492,7811500 -2020-10-26,90.029999,91.129997,88.650002,89.660004,82.857002,7756400 -2020-10-27,89.480003,90.349998,89.169998,90.050003,83.217407,8027500 -2020-10-28,88.650002,88.949997,86.610001,87.169998,80.555923,12738800 -2020-10-29,87.169998,89.110001,86.610001,88.300003,81.600197,8440000 -2020-10-30,87.750000,88.389999,85.629997,86.959999,80.361855,11400700 -2020-11-02,87.540001,87.769997,85.449997,85.970001,79.446968,8904900 -2020-11-03,86.779999,89.059998,86.180000,88.389999,81.683357,6910400 -2020-11-04,88.900002,91.290001,88.739998,89.790001,82.977127,10509400 -2020-11-05,90.690002,91.160004,89.900002,90.620003,83.744156,6169700 -2020-11-06,90.150002,91.199997,89.779999,90.650002,83.771896,6626100 -2020-11-09,97.320000,97.650002,95.639999,95.879997,88.605049,16225800 -2020-11-10,93.739998,95.269997,93.139999,93.919998,87.203041,10474700 -2020-11-11,94.110001,95.830002,94.019997,95.040001,88.242935,8296500 -2020-11-12,94.660004,94.760002,92.660004,93.529999,86.840927,7058400 -2020-11-13,94.379997,95.589996,93.699997,95.559998,88.725754,5516100 -2020-11-16,96.790001,97.809998,96.019997,97.779999,90.786964,9371300 -2020-11-17,97.209999,98.779999,96.809998,98.599998,91.548347,8722300 -2020-11-18,98.629997,99.330002,97.910004,97.910004,90.907684,6039500 -2020-11-19,97.239998,97.919998,96.860001,97.760002,90.768410,4252300 -2020-11-20,97.419998,97.540001,96.949997,97.010002,90.072060,4609700 -2020-11-23,97.620003,97.860001,96.419998,96.879997,89.951355,4803200 -2020-11-24,97.510002,98.720001,97.400002,98.300003,91.269791,6319900 -2020-11-25,98.500000,98.540001,97.940002,98.199997,91.176941,4027100 -2020-11-27,98.480003,98.980003,98.279999,98.660004,91.604065,2169700 -2020-11-30,98.199997,98.290001,96.959999,98.019997,91.009796,5197300 -2020-12-01,99.000000,99.260002,98.250000,98.820000,91.752602,4970000 -2020-12-02,98.510002,99.040001,98.209999,98.910004,91.836166,3377900 -2020-12-03,99.019997,101.000000,98.970001,100.110001,92.950356,6264100 -2020-12-04,101.349998,102.940002,101.070000,102.279999,94.965164,6952700 -2020-12-07,102.010002,102.220001,100.690002,101.410004,94.157372,4514800 -2020-12-08,100.370003,101.570000,100.010002,101.209999,93.971680,3911300 -2020-12-09,101.940002,102.209999,100.099998,100.400002,93.219604,6629900 -2020-12-10,103.510002,106.089996,102.750000,105.389999,97.852745,12939200 -2020-12-11,104.410004,104.779999,102.330002,103.000000,95.633644,6262600 -2020-12-14,103.830002,104.709999,103.250000,103.320000,95.930763,5156200 -2020-12-15,104.239998,104.860001,103.779999,104.180000,96.729263,5195200 -2020-12-16,104.099998,104.800003,102.720001,103.269997,95.884331,6409300 -2020-12-17,103.550003,104.040001,102.610001,103.209999,95.828629,4535700 -2020-12-18,103.330002,104.110001,102.949997,103.279999,95.893616,10215000 -2020-12-21,101.220001,103.150002,100.019997,102.940002,95.577950,7175900 -2020-12-22,102.120003,103.169998,101.889999,102.410004,95.085846,4302700 -2020-12-23,102.290001,102.690002,101.970001,102.059998,94.760895,3817300 -2020-12-24,102.300003,102.360001,101.680000,102.010002,94.714470,1949200 -2020-12-28,102.919998,104.379997,102.309998,104.339996,96.877823,5055200 -2020-12-29,104.889999,105.779999,104.470001,105.629997,98.075569,4780900 -2020-12-30,105.989998,106.620003,105.779999,105.970001,98.391251,3654100 -2020-12-31,106.000000,107.139999,105.620003,106.980003,99.329025,3566300 -2021-01-04,107.660004,107.750000,102.139999,103.099998,95.726501,8041500 -2021-01-05,102.919998,104.260002,102.800003,103.440002,96.042191,5721900 -2021-01-06,102.989998,105.209999,102.910004,104.190002,96.738548,5017200 -2021-01-07,104.489998,104.639999,102.949997,103.349998,95.958626,5057000 -2021-01-08,103.860001,105.760002,103.419998,105.669998,98.112717,5869700 -2021-01-11,105.099998,105.639999,104.269997,104.599998,97.119225,4257400 -2021-01-12,104.010002,104.320000,102.309998,102.820000,95.466530,4332600 -2021-01-13,102.320000,103.379997,101.489998,102.889999,95.531525,4804500 -2021-01-14,103.800003,104.190002,101.709999,101.820000,94.538048,4528300 -2021-01-15,101.379997,102.690002,101.209999,102.330002,95.011574,5522900 -2021-01-19,102.800003,103.599998,101.339996,102.540001,95.206551,6519600 -2021-01-20,102.410004,105.849998,102.199997,105.459999,97.917725,5844300 -2021-01-21,105.459999,105.489998,104.449997,104.580002,97.100655,5731500 -2021-01-22,104.160004,104.470001,103.059998,103.910004,96.478592,5231600 -2021-01-25,103.750000,103.949997,102.169998,103.449997,96.051460,5009000 -2021-01-26,103.400002,105.209999,103.239998,104.690002,97.202789,7195300 -2021-01-27,101.480003,101.779999,96.730003,97.870003,90.870552,18139500 -2021-01-28,98.940002,100.529999,98.099998,98.150002,91.130524,8868200 -2021-01-29,97.389999,97.790001,95.919998,96.809998,89.886360,8203000 -2021-02-01,96.989998,99.620003,96.919998,98.580002,91.529785,7206300 -2021-02-02,99.050003,102.480003,98.779999,101.650002,94.380203,6917700 -2021-02-03,101.250000,102.650002,100.809998,101.019997,93.795273,3934800 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