{ "cells": [ { "cell_type": "markdown", "id": "50ff959e-479f-4278-96e3-1fc51c03f6cd", "metadata": {}, "source": [ "# Графики и карты\n", "\n", "Самым популярным модулем для построения графиков в Python является [`matplotlib`](https://matplotlib.org/stable/) мы будем рассматривать именно её, но есть и другие, в частности [`plotnine`](https://plotnine.org/) и [`plotly`](https://plotly.com/python/).\n", "\n", "## Глобальный холст pyplot, объекты Figure и Axis\n", "\n", "### Бекенды\n", "\n", "Модуль `matplotlib` предоставляет стандартное API для построение графиков и, так называемые, бекенды, которые отвечают за вывод результатов пользователю.\n", "\n", "Они бывают как интерактивные (открываются в отдельном окне, позволяют заимодействовать с графиком), так и неинтерактивные, результатом работы которых является растровое или вектороное изображение. В средах использующих IPython (например Spyder и Jupyter) имеется дополнительный бекенд `inline`, для вывода графиков в среду. Неинтерактивные бекенды удобны для создания большого числа графиков.\n", "\n", "Выбор бекенда осуществляется в настройках среды или в коде: " ] }, { "cell_type": "markdown", "id": "831f51fa-fa42-404f-9446-719a0a001b76", "metadata": {}, "source": [ "```python\n", "import matplotlib\n", "matplotlib.use('Qt5Agg') # Устанавливаем backend явно\n", "```" ] }, { "cell_type": "markdown", "id": "1a28f3b7-f20a-4182-96af-89aa0925c172", "metadata": {}, "source": [ "### Глобальный объект pyplot\n", "\n", "Модуль `matplotlib` содержит глобальный объект `pyplot`, который выступает в роли стандартного холста и в большинстве примеров импортируется как `plt`: " ] }, { "cell_type": "code", "execution_count": 2, "id": "72f491b7-a895-4164-a881-10f5929baaf5", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# рисуем\n", "plt.plot([1,2,3],[5,3,7])\n", "\n", "# отображаем или сохраняем\n", "plt.show()\n", "# plt.savefig('filename.png')" ] }, { "cell_type": "markdown", "id": "fc785db6-60cd-418b-8264-ff165de2793b", "metadata": {}, "source": [ "Для сохранение графиков целесообразно использовать векторные форматы, такие как: `.svg`, `.eps` или растровые без потерь: `.png`, `.tiff`.\n", "\n", "При запуске по отдельным ячейкам среда (например Spyder или Jupyter) автоматически вызывает `plt.show()`, если в ячейке были вызовы функций рисования, но результат не был отображен или сохранен явно (через `show()` или `savefig()`).\n", "\n", "После отображения или сохранения изображения в файл глобальный объект `pyplot` очищается.\n", "\n", "### Рисование с использованием объекта plt" ] }, { "cell_type": "code", "execution_count": 3, "id": "22a336f7-4b8e-457e-8620-88daf26322f4", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "t = np.arange(0.0, 2.0+0.01, 0.01)\n", "v = 1 + np.sin(2*np.pi*t)\n", "\n", "plt.plot(t, v, color=\"blue\", label=\"v(t)\")\n", "plt.xlabel('Время, с')\n", "plt.ylabel('Значение, мВ')\n", "plt.title('Зависимость напряжения от времени')\n", "plt.grid()\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "1cf00a20-0ee5-4c96-b430-a23dff76c302", "metadata": {}, "source": [ "### Рисование с использованием объектов Axis и Figure" ] }, { "cell_type": "code", "execution_count": 4, "id": "df7d1c44-1eb7-4625-b043-955cad18fbbd", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "t = np.arange(0.0, 2.0+0.01, 0.01)\n", "v = 1 + np.sin(2*np.pi*t)\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot()\n", "ax.plot(t, v, color=\"blue\", label=\"v(t)\")\n", "ax.set_xlabel('Время, с')\n", "ax.set_ylabel('Значение, мВ')\n", "ax.set_title('Зависимость напряжения от времени')\n", "ax.grid()\n", "ax.legend();" ] }, { "cell_type": "markdown", "id": "8e709356-20dc-40db-894d-510a1e2f7eee", "metadata": {}, "source": [ "## Построение графиков X-Y\n", "\n", "### Анатомия графика\n", "\n", "![Анотомия графика](_images/anatomy.png \"Анотомия графика\")\n" ] }, { "cell_type": "markdown", "id": "c645a6f6-c892-498e-8a9f-388af904f7c7", "metadata": {}, "source": [ "### Популярные типы графиков для точек\n", "| Метод | Назначение |\n", "| ----- | ---------- |\n", "| `plot(x, y)` | Кривая |\n", "| `scatter(x, y)` | Точки |\n", "| `errorbar(x, y, yerr, xerr)` | Точки с усами ошибок |" ] }, { "cell_type": "code", "execution_count": 5, "id": "1b43fc5a-bd2c-452d-91c4-9cc00fef64a0", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "t = np.arange(0.0, 2.0+0.01, 0.01)\n", "v = 1 + np.sin(2*np.pi*t)\n", "\n", "t2 = np.arange(0.0, 2.0+0.1, 0.1)\n", "v2 = 1 + np.sin(2*np.pi*t2) + np.random.random(t2.shape)-0.5\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot()\n", "ax.plot(t, v, color=\"blue\", label=\"v(t)\")\n", "ax.scatter(t2, v2, color=\"red\", label=\"v[t]\", zorder=2.5)\n", "ax.errorbar(t2, v2, 0.5 + 0.5*(np.random.random(t2.shape)-0.5), linestyle=\"\", color=\"red\", capsize=2)\n", "ax.set_xlabel('Время, с')\n", "ax.set_ylabel('Значение, мВ')\n", "ax.set_title('Зависимость напряжения от времени')\n", "ax.grid()\n", "ax.legend();" ] }, { "cell_type": "markdown", "id": "ba99de1d-7aa1-44a4-8a7b-9422ef07a726", "metadata": {}, "source": [ "#### Некоторые аргументы plot и scatter\n", "\n", "| Аргумент | Назначение | Примеры значений |\n", "| -------- | ---------- | ---------------- |\n", "| `color` | Цвет линии | `\"black\"`, `\"#f000f0\"` |\n", "| `label` | Текст в легенде | `\"синус икс\"` |\n", "| `linestyle` | Стиль линии | `\"\"`, `\"-\"`, `\"--\"`, `\"dotted\"` |\n", "| `linewidth` | Ширина линии | `6.5` |\n", "| `marker` | Форма маркера | `\"\"`, `\"+\"`, `\"o\"`, `\"4\"` |\n", "| `markerfacecolor` | Цвет маркера | `\"black\"`, `\"#f000f0\"` |\n", "| `markeredgecolor` | Цвет обводки маркера | `\"black\"`, `\"#f000f0\"` |\n", "| `markeredgewidth` | Ширина обводки маркера | `0.5` |\n", "| `markersize` | Размер маркера | `2.5` |\n", "\n", "#### Вспомогательные функции - надписи и подписи\n", "| Функция | Назначение | Пример использования |\n", "| ------- | ---------- | -------------------- |\n", "| `ax.set_xlabel` | Подпись оси X | `ax.set_xlabel(\"Подпись Х\")` |\n", "| `ax.set_ylabel` | Подпись оси Y | `ax.set_ylabel(\"Подпись Y\")` |\n", "| `ax.set_title` | Заголовок графика | `ax.set_title(\"Заголовок\")` |\n", "| `ax.legend` | Показать легенду | `ax.legend(loc='upper left')` |\n", "| `ax.annotate` | Добавить аннотацию к точке xy | `ax.annotate('Максимум', xy=(2, 1))` |\n", "\n", "В тексте можно использовать команды на TeXе окружая их знаками долларов: `$4\\pi^2$`.\n", "\n", "#### Вспомогательные функции - оси\n", "\n", "| Функция | Назначение | Пример использования |\n", "| ------- | ---------- | -------------------- |\n", "| `ax.set_xlim` | Границы по оси X | `ax.set_xlim(-4.0, 4.0)` |\n", "| `ax.set_ylim` | Границы по оси Y | `ax.set_ylim(-3.0, 10.0)` |\n", "| `ax.set_xticks` | Отсчеты по оси X | `ax.set_xticks([1, 2, 3, 4, 5])` |\n", "| `ax.set_yticks` | Отсчеты по оси Y | `ax.set_yticks([1,2,3,], ['1a','2a','3a'])` |\n", "| `ax.grid` | Включить сетку | `ax.grid(True)` |\n", "| `ax.hlines` | Горизонтальные линии | `ax.hlines(3, -10, 10)` |\n", "| `ax.vlines` | Вертикальные линии | `ax.vlines(3, -10, 10)` |\n", "\n", "#### Линия тренда" ] }, { "cell_type": "code", "execution_count": 6, "id": "9ddc52a7-9398-465a-a1f8-b5d59f3fc375", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot()\n", "\n", "x = np.random.random(100)\n", "y = 3*x + x*x*np.random.normal(1, 0.5, x.shape)\n", "ax.scatter(x, y, alpha=0.5)\n", "\n", "m, b = np.polyfit(x, y, deg=1)\n", "\n", "ax.axline(xy1=(0, b), slope=m, color='r', label=f'$y = {m:.2f}x {b:+.2f}$')\n", "\n", "a2, a1, a0 = np.polyfit(x, y, deg=2)\n", "\n", "def foo(x):\n", " return a2*x**2 + a1*x + a0\n", "\n", "q = np.linspace(0,1,20)\n", "\n", "ax.plot(q,foo(q), color='b', label=f'$y = {a2:.2f}x^2 {a1:+.2f}x {a0:+.2f}$')\n", "\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "3b6783fa-95e3-4037-81e9-2fe6a0dbbff1", "metadata": {}, "source": [ "## Построение теплокарт и контуров\n", "\n", "| Метод | Назначение | Пример |\n", "| ----- | ---------- | ------ |\n", "| `plt.imshow` | Рисование теплокарты | `plt.imshow(data, extent=[-3, 3, -3, 3], vmin=-1, vmax=1)` |\n", "| `plt.contour` | Рисование контуров (линии) | `cnt_data = plt.contour(data, levels = [1,2,3], colors = 'white')` |\n", "| `plt.contourf` | Рисование контуров (заливка) | `cnt_data = plt.contour(data, levels = [1,2,3], colors = 'white')` |" ] }, { "cell_type": "markdown", "id": "1de00188-d14b-4d27-b472-ce3f0df00d23", "metadata": {}, "source": [ "Для построения теплокарты необходимо иметь двумерный массив с данными и его `extent` - привязку углов массива к координатам." ] }, { "cell_type": "code", "execution_count": 7, "id": "70be6b3a-385b-44fc-a961-03cf23d9225b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = np.random.random((6,6))\n", "\n", "data[0,0] = 2\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot()\n", "\n", "im = ax.imshow(data, extent=[-3, 3, -3, 3], vmin=-1, vmax=2, origin='lower', cmap='YlGnBu')\n", "fig.colorbar(im);" ] }, { "cell_type": "markdown", "id": "428ef2b4-3ae0-4d33-a810-e23696cc30cc", "metadata": {}, "source": [ "Для построения контуров необходимо иметь: два одномерных массива с равномерными интервалами между точками и двумерный массив с данными. Ключевые методы `plt.contour` и `plt.contourf`." ] }, { "cell_type": "code", "execution_count": 8, "id": "12333683-8e37-4bfb-9715-e05e068c1474", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Источник данных — функция двух переменных\n", "def f(x, y):\n", " return (1 - x / 2 + x ** 5 + y ** 3) * np.exp(-x ** 2 -y ** 2)\n", "\n", "# Создаем массивы для осей:\n", "n = 256\n", "x = np.linspace(-3, 3, n)\n", "y = np.linspace(-3, 3, n)\n", "\n", "# Делаем мешгрид\n", "gridX, gridY = np.meshgrid(x, y)\n", "data = f(gridX, gridY)\n", "\n", "#Раскрашивание контуров цветами (палитра 'jet')\n", "cntrf = plt.contourf(gridX, gridY, data, 8, alpha=.75, cmap='jet')\n", "\n", "#Разграничение контуров линиями \n", "cntr = plt.contour(gridX, gridY, data, 8, colors='black')\n", "\n", "#Добавляем подписи на контуры\n", "plt.clabel(cntr, inline=1, fontsize=10)\n", "\n", "#Добавляем цветовую легенду\n", "plt.colorbar(cntrf);" ] }, { "cell_type": "markdown", "id": "23db8f35-6979-49a3-846c-8f676d49b7a2", "metadata": {}, "source": [ "### Управление расположением цветовой шкалы" ] }, { "cell_type": "code", "execution_count": 9, "id": "4bb510b1-89d2-489d-b464-c62de10c36eb", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mpl_toolkits.axes_grid1 import make_axes_locatable\n", "\n", "data = np.random.random((6,6))\n", "data[0,0] = 2\n", "fig = plt.figure()\n", "ax = fig.add_subplot()\n", "im = ax.imshow(data, extent=[-3, 3, -3, 3], vmin=-2, vmax=2, origin='lower', cmap='magma')\n", "\n", "# находим нашу систему коордит в рамках Figure\n", "divider = make_axes_locatable(ax)\n", "# определяем новую область для рисования цветовой шкалы\n", "color_ax = divider.append_axes(\"bottom\", size=\"8%\", pad=\"10%\")\n", "# добавляем к фигуре новую область для цветовой шкалы\n", "fig.add_axes(color_ax)\n", "#рисуем шкалу\n", "fig.colorbar(im, cax=color_ax, orientation=\"horizontal\");" ] }, { "cell_type": "markdown", "id": "51d2c9bb-b567-492a-882a-d9d74bda7894", "metadata": {}, "source": [ "## Построение гистограмм и столбчатых диаграмм\n", "\n", "| Метод | Назначение | Пример |\n", "| ----- | ---------- | ------ |\n", "| `plt.hist` | Гистограмма | `plt.hist(x, np.arange(0,3,1/5))` |\n", "| `plt.bar` | Столбчатая диаграмма | `plt.bar(ind, values, width)` |\n" ] }, { "cell_type": "code", "execution_count": 10, "id": "1cb9d447-0817-4129-9745-dbbddfc39e5f", "metadata": {}, "outputs": [ { "data": { "image/png": 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2RERERNR8ly9cxpFvjwi1Po/0kZTGNhL+mAB3b3fjumJQ8NNbP0lMRM6CjQ0RERFRKzn0zSEYagzGdVetK265/xaJiazPO9AbcSlxQi3vX3moLKmUlIicBRsbIiIiolZy4D8HhPXI2yLh1dZLUhrbSZyZCFcPV+O6ocaAXxb8IjEROQM2NkRERESt4PLFyzix8YRQi7kvppGt7Zt/Z3/0fri3UNu9aDdqq2slJSJnwMaGiIiIqBUcXnMY9bX1xnVXrSt63tFTYiLbSpyZKKxfPn/Z7Pk9RNbExoaIiIioFZgOQ4sYHwGtn1ZSGtvreEtHRIyPEGo7390JpZ4zdpJtsLEhIiIisrErl67geOZxoeaow9BulPi/4lWbC0cv4PC3hyWlIUfHxoaIiIjIxg6vNR+G1uvOXhITtY7wMeEI6hMk1Ha8s0NSGnJ0bGyIiIiIbOzAlybD0MZFQOvvuMPQrtFoNGZXbQq2FqBoV5GkROTI2NgQERER2dCVcvNhaNH3RktK0/piH4iFX4ifUPvlA079TNbHxoaIiIjIho58d0R8KKeHK3rd5fjD0K5x9XDFwGcHCrV9K/eh8iwf2EnWxcaGiIiIyIYOrxFvlu8+tjs8AzwlpZEj7ok4uGqvP7CzvrYeOYtzJCYiR8TGhoiIiMhG6vR1OLb+mFCLujtKUhp5vAO90Xuq+QM7DbWGRl5BZDk2NkREREQ2cnLzSdRU1lwvaODQD+W8mUHPDRLWK4srcfCrg5LSkCNiY0NERERkI4fXisPQugzuAt8gX0lp5OrUvxNCh4QKNU4iQNbExoaIiFRl4cKFCA8Ph6enJ+Li4rB169ZGt922bRuGDBmC9u3bw8vLC1FRUXj33XfNtvvqq68QExMDrVaLmJgYrF692paHQAQAUBQFR9YeEWrONGlAQxL+mCCsF24vxJmcM5LSkKNhY0NERKqRkZGB1NRUzJ49G7m5uRg2bBgmTJiAgoKCBrf38fHBs88+iy1btuDgwYN4+eWX8fLLL2Px4sXGbXbs2IEpU6Zg2rRp2LNnD6ZNm4b7778fP//8c2sdFjmpkrwS6E7rhJqzNzZRd0fBr7M49fOu+bskpSFHo1EURZEd4kY6nQ4BAQEoLy+Hv7+/7DjkCDQa2QnkUdevN9kB2e/BCQkJGDBgABYtWmSsRUdHY9KkSUhPT2/SPiZPngwfHx98/vnnAIApU6ZAp9Nh/fr1xm3Gjx+Ptm3bYsWKFU3ap+yfC9mnzWmbkf1qtnG9XUQ7PHvkWWic+bwEYMs/t2DTy5uM626ebphZNBNe7bwkpiK1suT9l1dsiIhIFWpqapCTk4Pk5GShnpycjO3btzdpH7m5udi+fTtGjBhhrO3YscNsn+PGjbvpPvV6PXQ6nbAQWcr0/pqed/V0+qYGAAY8PgAu7tf/BK27Uoe8pXnyApHDYGNDRESqUFZWBoPBgKCgIKEeFBSEkpKSm762S5cu0Gq1iI+Px4wZM/D4448bv1ZSUmLxPtPT0xEQEGBcQkNDG92WqCHlheUoyRX/jTn7MLRrfIN8ET05WqjlfJgDlQ0iIjvExoaIiFTF9BNtRVF+91PurVu3Yvfu3fjwww8xb948syFmlu5z1qxZKC8vNy6FhYUWHgU5uyPfipMGeLXzQtchXSWlUZ/4p+OF9fNHziP/x3xJachRuMkOQEREBACBgYFwdXU1u5JSWlpqdsXFVHh4OACgd+/eOHv2LNLS0vDggw8CAIKDgy3ep1arhVarbc5hEAEwb2wib4+Eixs/T74mbHgYOsR0wLkD54y13Yt2o/uY7hJTkb3jbxgREamCh4cH4uLikJWVJdSzsrKQlJTU5P0oigK9Xm9cT0xMNNtnZmamRfskskRtdS3yN4lXH5z1oZyN0Wg0ZldtDn1zCLoi3s9GzccrNkREpBozZ87EtGnTEB8fj8TERCxevBgFBQVISUkBcHWIWFFREZYtWwYAWLBgAbp27YqoqCgAV59r8/bbb+O5554z7vP555/H8OHD8eabb2LixIlYs2YNNm7ciG3btrX+AZJTyN+UD4PeYFzXuGrQI7mHxETq1GdaH2z8y0bUVtcCABSDgl8/+RUj/z5SbjCyW2xsiIhINaZMmYLz58/jtddeQ3FxMWJjY7Fu3TqEhYUBAIqLi4Vn2tTX12PWrFnIz8+Hm5sbevTogTfeeANPPfWUcZukpCSsXLkSL7/8Mv72t7+hR48eyMjIQEJCgtn3J7KGo+uOCutdh3SFZxtPSWnUyzPAE70f6o1fP/7VWPv1418xfPZwDtujZuFzbMjxOfPUmur69SY7wPfghvHnQk2lKAre7/4+Lp28ZKyNeWMMhv5lqLxQKlacW4zFAxYLtQe/fZBD98iIz7EhIiIikqDsUJnQ1ABA5G2RcsLYgU79OyFkYIhQy1mcIykN2Ts2NkRERERWYjoMzb+LPzrGdpSUxj7EPRknrB/9/ignEaBmYWNDREREZCXH1h0T1iNui/jd5zA5u9gHYuHh62FcV+oV5P4rV2IisldsbIiIiIisQF+hx6mtp4Qah6H9Pg9fD8ROjRVquZ/kot5QLykR2Ss2NkRERERWkP/ffNTXXv9j3MXdBeGjwyUmsh+mw9HKC8pxPPO4pDRkr9jYEBEREVmB6f01YcPDoPXTSkpjX0LiQtBpQCehduM00ERNwcaGiIiIqIUURTFrbDgMzTIDnhggrB9eexgVxRWS0pA9YmNDRERE1ELn9p9DRZH4R3jEhAhJaexT76m94e7tblxXDAp++/w3iYnI3rCxISIiImqhYxvE2dACugYgMCpQUhr7pPXX4pb7bxFquZ/mQmXPkicVY2NDRERE1ELHN4g3uvcY14PTPDdD/+n9hfXzR86j8KdCSWnI3rCxISIiImqB2upanNoiTvMcMZ7D0JojdEgo2vdsL9RyP+Uzbahp2NgQERERtcDJ7JMw6A3GdY2rBuFjOM1zc2g0GvT7Qz+htn/Vfuh1ejmByK6wsSEiIiJqAdNhaF0Gd4FngKekNPav36P9oHG9PoyvtroW+1ftl5iI7AUbGyIiIqIWOPaDOHFAj3E9JCVxDL7Bvuh5e0+hxuFo1BRsbIiIiIia6dKpSzh/+LxQ4/01LWc6icDpnadx7sA5SWnIXrCxISIiImom02FoXu290GlAJ0lpHEfEhAj4BPkItbwleXLCkN1gY0NERETUTGbTPI/tARdX/nnVUq7uruj7SF+h9tvnv6G+rl5SIrIH/M0jIiIiagZDrQEnNp4Qary/xnr6Pio2NpUllTieebyRrYnY2BARERE1S9EvRWbTELOxsZ6Ot3REyMAQocbhaHQzFjU2aWlp0Gg0whIcHGz8uqIoSEtLQ0hICLy8vDBy5Ejs38/p+YiIiMjxmF496Ni7I/w6+UlK45j6PdZPWD+85jAuX7gsJwypnsVXbG655RYUFxcbl7179xq/9tZbb2Hu3LmYP38+du3aheDgYIwdOxYVFRVWDU1EREQk24ksk2FoybxaY22xD8TC1cPVuG6oMWDfyn0SE5GaWdzYuLm5ITg42Lh06NABwNWrNfPmzcPs2bMxefJkxMbGYunSpaiursby5cutHpyIiIhIliuXrqDo5yKhxsbG+rzaeaHXxF5CjcPRqDEWNzZHjx5FSEgIwsPD8cADD+DEiaufVuTn56OkpATJycnGbbVaLUaMGIHt27c3uj+9Xg+dTicsRERERGqW/2M+lHrFuO6qdUXXYV0lJnJcpsPRzuw6g9L9pXLCkKpZ1NgkJCRg2bJl2LBhAz7++GOUlJQgKSkJ58+fR0lJCQAgKChIeE1QUJDxaw1JT09HQECAcQkNDW3GYRARERG1nuNZ4v01YcPC4O7lLimNY+uR3AO+wb5Cbc+yPZLSkJpZ1NhMmDAB99xzD3r37o1bb70V33//PQBg6dKlxm00Go3wGkVRzGo3mjVrFsrLy41LYWGhJZGIiIiIWt2JTPH+mu7J3SUlcXwubi7oM62PUNv7772oN/CZNiRq0XTPPj4+6N27N44ePWqcHc306kxpaanZVZwbabVa+Pv7CwsRERGRWl04fgEXT1wUary/xrZMG5uKogqc3HxSThhSrRY1Nnq9HgcPHkSnTp0QHh6O4OBgZGVlGb9eU1OD7OxsJCUltTgoERERkRqYzobm09EHQb0b/xCXWi6odxCC+oo/498+/01SGlIrixqbP/3pT8jOzkZ+fj5+/vln3HvvvdDpdHj00Ueh0WiQmpqKOXPmYPXq1di3bx8ee+wxeHt7Y+rUqbbKT0RERNSqTJ9f031sd2hcGh92T9bR95G+wvrBrw6itrpWUhpSI4sam9OnT+PBBx9Er169MHnyZHh4eGDnzp0ICwsDALz44otITU3FM888g/j4eBQVFSEzMxN+fnxYFREREdm/+rp65P+YL9Q4DK11xD4YKzSQNZU1OPTNIYmJSG3cLNl45cqVN/26RqNBWloa0tLSWpKJHNFNJpAgIiKyF0W7iqAv1wu17mM5cUBr8Ovkh+5ju+P4hutXzH77/Df0ntpbYipSkxbdY0NERETkTEzvr+kY2xF+nTgypbWYTiJwPPM4KksqJaUhtWFjQ0RERNREpo0Nr9a0rqhJUXD3uf68IKVewd4VeyUmIjVhY0NERETUBPoKPU7vPC3U2Ni0Lg8fD8TcEyPU9n7BxoauYmNDRERE1AQnN59Efd31h0K6ergibHiYxETOyXQ4WvGvxSg7XCYpDakJGxsiIiKiJjAdhhaaFAoPHw9JaZxXt1Hd4BvsK9T2rdgnKQ2pCRsbIiIioibg/TXq4OLqglum3CLU9i7fC0VRJCUitWBjQ0RERPQ7dKd1KDskDnfqfisbG1lMp3i+cPQCin8tlpSG1IKNDREREdHvOLFRvFrj2dYTneI6SUpDIQND0LZHW6G2dzknEXB2bGyIiIiIfofpMLTw0eFwceWfUbJoNBrEPhgr1Pav3I96Q30jryBnwN9IIiJSlYULFyI8PByenp6Ii4vD1q1bG93266+/xtixY9GhQwf4+/sjMTERGzZsELZZsmQJNBqN2XLlyhVbHwo5CKVeMbtiw/tr5DMdjlZxpgIFWwskpSE1YGNDRESqkZGRgdTUVMyePRu5ubkYNmwYJkyYgIKChv9Y2bJlC8aOHYt169YhJycHo0aNwp133onc3FxhO39/fxQXFwuLp6dnaxwSOYCze8+iqrRKqPUY20NSGrqmQ3QHBPUNEmocjubc2NgQEZFqzJ07F9OnT8fjjz+O6OhozJs3D6GhoVi0aFGD28+bNw8vvvgiBg4ciMjISMyZMweRkZH49ttvhe00Gg2Cg4OFhaipTIehte3eFm27t21ka2pNpldtDvznAAw1BklpSDY2NkREpAo1NTXIyclBcnKyUE9OTsb27dubtI/6+npUVFSgXbt2Qr2yshJhYWHo0qUL7rjjDrMrOqb0ej10Op2wkPPiMDT1in1AvM/mysUrOPHfE41sTY6OjQ0REalCWVkZDAYDgoLEoSVBQUEoKSlp0j7eeecdVFVV4f777zfWoqKisGTJEqxduxYrVqyAp6cnhgwZgqNHjza6n/T0dAQEBBiX0NDQ5h0U2b06fR1ObTkl1DjNs3oEdA1AaJL4+7k/Y7+kNCQbGxsiIlIVjUYjrCuKYlZryIoVK5CWloaMjAx07NjRWB88eDAefvhh9O3bF8OGDcOqVavQs2dPfPDBB43ua9asWSgvLzcuhYWFzT8gsmuF2wtRd7nuekFzdUY0Uo+Y+2OE9UPfHEKdvq6RrcmRsbEhIiJVCAwMhKurq9nVmdLSUrOrOKYyMjIwffp0rFq1CrfeeutNt3VxccHAgQNvesVGq9XC399fWMg5mQ5DC4kLgVc7L0lpqCEx94qNjb5cb3ZfFDkHNjZERKQKHh4eiIuLQ1ZWllDPyspCUlJSo69bsWIFHnvsMSxfvhy33377734fRVGQl5eHTp34cEX6ffkb84X18Ft5tUZt/Dv7o+vQrkJt/yoOR3NGbrIDEBERXTNz5kxMmzYN8fHxSExMxOLFi1FQUICUlBQAV4eIFRUVYdmyZQCuNjWPPPII3nvvPQwePNh4tcfLywsBAQEAgFdffRWDBw9GZGQkdDod3n//feTl5WHBggVyDpLsxuWLl3Fm9xmhxvtr1Cnm/hgUbLs+LfzhNYdRd6UObp78U9eZ8IoNERGpxpQpUzBv3jy89tpr6NevH7Zs2YJ169YhLCwMAFBcXCw80+ajjz5CXV0dZsyYgU6dOhmX559/3rjNpUuX8OSTTyI6OhrJyckoKirCli1bMGjQoFY/PrIvJzedhFKvGNfdPN3QdUjXm7yCZIm5Jwa44VY8vU6P45nH5QUiKTSKoii/v1nr0el0CAgIQHl5Occ0O5Im3PhLNqCuX2+yA3wPbhh/Ls7p+2e+x+5Fu43r3cd2x7TMaRIT0c0sGbFEmMGu90O9MfmLyRITkTVY8v7LKzZEREREDTB7fg2Hoama6exoh9ccRu3lWklpSAY2NkREREQmLp26hAtHLwg1NjbqZjocraayBsc3cDiaM2FjQ0RERGTC9GqNV3svBPcLlpSGmsI32Bdhw8OE2qHVhySlIRnY2BARERGZMJ3mufuY7tC48H5RtYueHC2sH157GIZag6Q01NrY2BARERHdQKlXcOK/4hUbPr/GPkTdHSWsX7l0BSc3nZQThlodGxsiIiKiG5zdexbV56qFGu+vsQ8BoQHoPKizUDv49UFJaai1sbEhIiIiuoHp/TVtu7dF2/C2ktKQpaImi1dtDn1zCPWGeklpqDWxsSFyZBqN3IWIyA6Z3l/DYWj2xfQ+m6qzVTi947SkNNSa2NgQERER/Z86fZ3wkEeAw9DsTfvI9ujYu6NQO/DVAUlpqDWxsSEiIiL6P6d3nkZt9Q0PddQA4aN4xcbemF61OfT1ISiKIikNtRY2NkRERET/J/+/4jC04H7B8A70lpSGmsu0sSkvKEfxr8WS0lBrYWNDRERE9H9MJw7gMDT71LF3R7SLaCfUODua42NjQ0RERATgSvkVFP1SJNTY2NgnjUZj9kybI2uPSEpDrYWNDRERERGAU9mnoBiu34fh6uGKrkO7SkxELdFrYi9hvXRfKS6euCgpDbUGNjZEREREMB+GFjokFO7e7pLSUEt1GdwF3h3E+6MOrz0sKQ21BjY2REREROD9NY7GxdUFPe/oKdQOr2Fj48jY2BAREZHTqzhTgbKDZUItfAynebZ3psPRTm09hcsXLktKQ7bGxoaIiIic3on/ildrtAFahMSFSEpD1tJjbA+4ebkZ1xWDgqPrjkpMRLbExoaIiIicnunza7qN7AYXN/6ZZO/cvd3RY2wPocbhaI6Lv7FERETk1BRFMbu/hsPQHEfPu8T7bI79cAx1+jpJaciW2NgQERGRUzt/5DwqiiqEGicOcBw97+gJaK6v11TW4OSmk9LykO2wsSEiIiKnZjoMzbeTLwKjAiWlIWvzDfJFaGKoUDu05pCkNGRLbGyIiIjIqZk2Nt3HdIdGo2lka7JHprOjHf3uKBRFaWRrsldsbIiIiMhp1Rvqkb9JbGx4f43jMX2eje60DqV7SyWlIVthY0NEREROqyS3BFcuXhFqbGwcT2B0INqEtxFqR747IicM2QwbGyIiInJaps+vad+zPQJCAySlIVvRaDSIvD1SqB39ns+zcTQtamzS09Oh0WiQmppqrCmKgrS0NISEhMDLywsjR47E/v37W5qTiIiIyOpM76/h1RrH1fN2cTha4Y5CVJdVS0pDttDsxmbXrl1YvHgx+vTpI9TfeustzJ07F/Pnz8euXbsQHByMsWPHoqKiopE9EREREbW+On0dCrYVCDU2No6r28hucPd2v15Qrj7ThhxHsxqbyspKPPTQQ/j444/Rtm1bY11RFMybNw+zZ8/G5MmTERsbi6VLl6K6uhrLly+3WmgiIiKiljq94zTqLt/woEYNED6KjY2jcvN0M3s+Ee+zcSzNamxmzJiB22+/HbfeeqtQz8/PR0lJCZKTk401rVaLESNGYPv27Q3uS6/XQ6fTCQsRERGRrZneX9NpQCd4tfOSlIZaQ+Qd4n02xzcch6HWICkNWZvFjc3KlSvx66+/Ij093exrJSUlAICgoCChHhQUZPyaqfT0dAQEBBiX0NDQBrcjIiIisibeX+N8Im8TG5srl66gcHuhpDRkbRY1NoWFhXj++efxxRdfwNPTs9HtTB9qpShKow+6mjVrFsrLy41LYSH/cREREZFt6Sv0KPqlSKiFj2Zj4+j8O/sjuF+wUOPsaI7DosYmJycHpaWliIuLg5ubG9zc3JCdnY33338fbm5uxis1pldnSktLza7iXKPVauHv7y8sRERERLZ0asspKIbrT553cXdB16FdJSai1mI6HI332TgOixqbMWPGYO/evcjLyzMu8fHxeOihh5CXl4fu3bsjODgYWVlZxtfU1NQgOzsbSUlJVg9PRERE1Bz5P4rD0LoM7gIPHw9Jaag1mU77XHawDJdOXZIThqzKzZKN/fz8EBsbK9R8fHzQvn17Yz01NRVz5sxBZGQkIiMjMWfOHHh7e2Pq1KnWS01ERETUAry/xnmFDAyBV3svXD5/2Vg7tv4Y4lPiJaYia2jRAzob8uKLLyI1NRXPPPMM4uPjUVRUhMzMTPj5+Vn7WxERERFZrLqsGmf3nBVqvL/Gebi4uiBiXIRQO7aez7NxBBZdsWnI5s2bhXWNRoO0tDSkpaW1dNdEREREVpe/Sbxa4+7tji4JXSSlIRkiJkRg7/K9xvUT/z2BOn0d3LQt/tOYJLL6FRsiIiIiNTMdhhY2PAyuHq6S0pAMPZJ7COu1VbUo2FYgKQ1ZCxsbIiIiciqmEwd0G91NThCSxqejD0LiQ4Qah6PZPzY2RESkKgsXLkR4eDg8PT0RFxeHrVu3Nrrt119/jbFjx6JDhw7w9/dHYmIiNmzYYLbdV199hZiYGGi1WsTExGD16tW2PARSsfLCclw4ekGodR/TXVIakiligsl9Nj+wsbF3bGyIiEg1MjIykJqaitmzZyM3NxfDhg3DhAkTUFDQ8BCRLVu2YOzYsVi3bh1ycnIwatQo3HnnncjNzTVus2PHDkyZMgXTpk3Dnj17MG3aNNx///34+eefW+uwSEVMr9Z4tvVEUN+Gn7VHjs20sTm3/xzKC8slpSFr0CiKovz+Zq1Hp9MhICAA5eXlfFinI9FoZCf4XRpY/qugQP3HJZW63l6oCWS/ByckJGDAgAFYtGiRsRYdHY1JkyYhPT29Sfu45ZZbMGXKFLzyyisAgClTpkCn02H9+vXGbcaPH4+2bdtixYoVTdqn7J8LWc83j36DPcv2GNejJ0fj/q/ul5iIZKk31OPtjm/j8oXr0z7f8dEdiHsyTmIqMmXJ+y+v2BARkSrU1NQgJycHycnJQj05ORnbt29v0j7q6+tRUVGBdu3aGWs7duww2+e4ceNuuk+9Xg+dTicsZP8URTG/v2ZUNzlhSDoXVxezSQR4n419Y2NDRESqUFZWBoPBgKAgcVhQUFAQSkpKmrSPd955B1VVVbj//uufwJeUlFi8z/T0dAQEBBiX0NBQC46E1OrCsQvQnRabVD6Y07mZDkc7sfEEDDUGSWmopdjYEBGRqmhMhq4qimJWa8iKFSuQlpaGjIwMdOzYsUX7nDVrFsrLy41LYWGhBUdAamV6tcY32BeBUYGS0pAa9BgnXrGpqaxB4Xb+vtsrNjZERKQKgYGBcHV1NbuSUlpaanbFxVRGRgamT5+OVatW4dZbbxW+FhwcbPE+tVot/P39hYXs38kfTwrr4aPDm9Q0k+PyDfJFpwGdhNqxDRyOZq/Y2BARkSp4eHggLi4OWVlZQj0rKwtJSUmNvm7FihV47LHHsHz5ctx+++1mX09MTDTbZ2Zm5k33SY5HURTkb+Lza8hcj/HiVZvjPxyXlIRayk12ACIiomtmzpyJadOmIT4+HomJiVi8eDEKCgqQkpIC4OoQsaKiIixbtgzA1abmkUcewXvvvYfBgwcbr8x4eXkhICAAAPD8889j+PDhePPNNzFx4kSsWbMGGzduxLZt2+QcJElxbv85VJ+rFmrho3l/DQER4yKwbc7194OSvBJUnq2Eb5CvxFTUHLxiQ0REqjFlyhTMmzcPr732Gvr164ctW7Zg3bp1CAsLAwAUFxcLz7T56KOPUFdXhxkzZqBTp07G5fnnnzduk5SUhJUrV+Kzzz5Dnz59sGTJEmRkZCAhIaHVj4/kMb2/pk23Nmgb3lZSGlKTLold4OHnIdSOZ/KqjT3ic2yoddjBGGY+x8YG1PX2Qk3A9+CG8edi/1ZOWonDaw4b1/v9oR8mfjpRYiJSE9N/H70f6o3JX0yWmIiu4XNsiIiIiP5PvaEeJzefFGrhozgMja6LGC9O+3x8w3Eo9fxwzt6wsSEiIiKHVpJbAn25XqjxwZx0I9Npn6vLqlGcWywpDTUXGxsiIiJyaKb317Tv1R7+nTmkkK5rG94W7SLbCbXjG3ifjb1hY0NEREQO7eSmk8I6Z0OjhphetWFjY3/Y2BAREZHDMtQYcGrrKaHGYWjUENP7bAq3F0Kv0zeyNakRGxsiIiJyWEW7ilBbVSvUOHEANaTbyG5w9XA1rtfX1ZsNYyR1Y2NDREREDst0GFpQnyB4B3rLCUOq5uHjga5Duwo1Ps/GvrCxISIiIodl+ol7t9Hd5AQhu8D7bOwbGxsiIiJySHVX6lC4vVCocRga3YxpY3PxxEVcOH5BUhqyFBsbIiIickiFOwph0BuM6xoXDcKGh0lMRGoX1DsIPkE+Qo1XbewHGxsiIiJySKbD0DoN6ATPNp6S0pA90Lho0COZw9HsFRsbIiIickimEwfw/hpqCtPGJv/HfBhqDY1sTWrCxoaIiIgcTk1lDYp+LhJqvL+GmqL72O7Cek1lDU7vOC0pDVmCjQ0RERE5nIKfClBfV29cd3FzMZvKl6ghvkG+CO4XLNQ47bN9YGNDREREDsf0/prOCZ3h4eshKQ3ZG077bJ/Y2BAREZHDMbu/ZlQ3KTnIPpneZ3Mm5wyqy6olpaGmYmNDREREDuXKpSsozikWauGjeX8NNV3okFC4e7tfLyjAiY0n5AWiJmFjQ0RERA7l1JZTUOoV47qr1hVdBneRmIjsjZvWDd1GdhNqHI6mfmxsiIiIyKGY3l8TmhQKdy/3RrYmapjZfTaZx6EoSiNbkxqwsSGyAg0UixciIrIN08aGw9CoOUwbm4ozFTi3/5ykNNQUbGyIiIjIYVSdq0Lp3lKhxsaGmqN9z/YICAsQasc2HJOUhpqCjQ0RERE5jJObTwrr7j7uCBkYIicM2TWNRmM2Oxrvs1E3NjZERETkMEyHoYUND4Oru6ukNGTvTIejndpyCrXVtZLS0O9hY0NEREQO4+SPJ4V1DkOjlug+pjs0rhrjukFvwKktpyQmopthY0NEREQOQXdah/NHzgs1PpiTWsKzjSe6JIhThfM+G/ViY0NEREQOIX+TOAzNs40ngvsFS0pDjsJs2mfeZ6NabGyIiIjIIZgOQ+s2shtcXPmnDrWMaWNTdrAM5YXlktLQzfC3nYiIiOyeoihmEwd0G91NThhyKCHxIfBq5yXUeNVGndjYEBERkd27eOIiygvET9E5cQBZg4urC7rf2l2osbFRJzY2REREZPfy/yterfHp6IMOMR0kpSFH0z1ZbGxObDyB+rp6SWmoMWxsiIiIyO6ZNjbho8Oh0Wga2ZrIMhHjIoT1K5eu4PTPpyWlocawsSEiIiK7ptSb318TPobD0Mh6/Lv4o2NsR6F27AdO+6w2FjU2ixYtQp8+feDv7w9/f38kJiZi/fr1xq8rioK0tDSEhITAy8sLI0eOxP79+60emoiIiOias3vPorqsWqixsSFri5ggXrU5/gPvs1EbixqbLl264I033sDu3buxe/dujB49GhMnTjQ2L2+99Rbmzp2L+fPnY9euXQgODsbYsWNRUVFhk/BEREREpsPQ2oS3QdvwtpLSkKOKGC82Nmd2n0FVaZWkNNQQixqbO++8E7fddht69uyJnj174p///Cd8fX2xc+dOKIqCefPmYfbs2Zg8eTJiY2OxdOlSVFdXY/ny5bbKT0RERE7uxMYTwjqv1pAthA4JhbuPu1A7nsmrNmrS7HtsDAYDVq5ciaqqKiQmJiI/Px8lJSVITk42bqPVajFixAhs37690f3o9XrodDphISIiImoKQ40Bp7acEmqmU/MSWYOb1g3dx4j/tnifjbpY3Njs3bsXvr6+0Gq1SElJwerVqxETE4OSkhIAQFBQkLB9UFCQ8WsNSU9PR0BAgHEJDQ21NBI5CA0UixdH4czHTkTUEkW/FKG2qlao8fk1ZCs9xvcQ1o9vOA6lnudktbC4senVqxfy8vKwc+dOPP3003j00Udx4MAB49dNp1ZUFOWm0y3OmjUL5eXlxqWwsNDSSEREROSkTvxXHIYW1CcIPh18JKUhR2d6n011WTXO5JyRlIZMWdzYeHh4ICIiAvHx8UhPT0ffvn3x3nvvITg4GADMrs6UlpaaXcW5kVarNc6ydm0hIiIiagqz59fw/hqyobbhbdG+V3uhxuFo6tHi59goigK9Xo/w8HAEBwcjKyvL+LWamhpkZ2cjKSmppd+GiIicxMKFCxEeHg5PT0/ExcVh69atjW5bXFyMqVOnolevXnBxcUFqaqrZNkuWLIFGozFbrly5YsOjoNZQU1WD0zvFhySysSFbM71qc2w9Gxu1sKixeemll7B161acPHkSe/fuxezZs7F582Y89NBD0Gg0SE1NxZw5c7B69Wrs27cPjz32GLy9vTF16lRb5SciIgeSkZGB1NRUzJ49G7m5uRg2bBgmTJiAgoKCBrfX6/Xo0KEDZs+ejb59+za6X39/fxQXFwuLp6enrQ6DWknB1gLU19Yb113cXBA2PExiInIGpo1N0c9FuHzhsqQ0dCM3SzY+e/Yspk2bhuLiYgQEBKBPnz744YcfMHbsWADAiy++iMuXL+OZZ57BxYsXkZCQgMzMTPj5+dkkPBEROZa5c+di+vTpePzxxwEA8+bNw4YNG7Bo0SKkp6ebbd+tWze89957AIB//etfje5Xo9EYh0yT4zCd5rnzoM7Q+mklpSFnETYiDG6ebqi7UgcAUOoVHNtwDL0f7C05GVnU2Hz66ac3/bpGo0FaWhrS0tJakomIiJxQTU0NcnJy8Ne//lWoJycn3/SxAU1RWVmJsLAwGAwG9OvXD6+//jr69+/f6PZ6vR56vd64zkcRqNOJLJPn19zKYWhke+5e7ggfHY6j644aa0e/P8rGRgVafI8NERGRNZSVlcFgMFj82IDfExUVhSVLlmDt2rVYsWIFPD09MWTIEBw9erTR1/BRBOpXUVyBs7+dFWo9kns0sjWRdUXeHimsH/vhGOoN9Y1sTa2FjQ0REamKpY8N+D2DBw/Gww8/jL59+2LYsGFYtWoVevbsiQ8++KDR1/BRBOpnOgxN669F50GdJaUhZxN5m9jYXD5/GUW/FElKQ9ewsSEiIlUIDAyEq6urxY8NsJSLiwsGDhx40ys2fBSB+pkOQ+s2qhtc3V0lpSFn06ZbG3SI6SDUjn7f+HsKtQ42NkREpAoeHh6Ii4sTHhsAAFlZWVZ9bICiKMjLy0OnTp2stk9qXYqimDU2HIZGrc10OBobG/ksmjyA7FwLhnIQEbWGmTNnYtq0aYiPj0diYiIWL16MgoICpKSkALg6RKyoqAjLli0zviYvLw/A1QkCzp07h7y8PHh4eCAmJgYA8Oqrr2Lw4MGIjIyETqfD+++/j7y8PCxYsKDVj4+so3RfKSpLKoVa97HdJaUhZxV5eyS2/7/rE5uU5JVAV6SDf2de4ZWFjQ0REanGlClTcP78ebz22msoLi5GbGws1q1bh7Cwq88mKS4uNnumzY2zm+Xk5GD58uUICwvDyZMnAQCXLl3Ck08+iZKSEgQEBKB///7YsmULBg0a1GrHRdZ1PPO4sN6mWxu0i2gnKQ05q9CkUGgDtNCXX59B8dj6Yxjw+ACJqZybRlEURXaIG+l0OgQEBKC8vJxjmq1N5VdsNLD8n6IC6x1TS75/S7PLPnabUdfbCzUB34Mbxp+Lunwx/gsc33C9uRnw5ADc+dGdEhORs/rPlP9g/6r9xvWoSVGYsnqKxESOx5L3X95jQ0RERHaj7kodTmWfEmo9xvL+GpLD9D6b41nHUaevk5SG2NgQERGR3Sj4qcD4xHcA0LhoED6aD+YkOSLGR+DGARS1VbU4teVU4y8gm2JjQ0RERHbD9P6akIEh8GrnJSkNOTufjj7oPFB8ftKRb49ISkNsbMhhaKBYvBARkX258d4agLOhkXw97+oprB9eexgqu4XdabCxISIiIrugK9Lh7J6zQi1iXISkNERX9bqrl7BefqocpXtLJaVxbmxsiIiIyC4c++GYsO7ZxhNdBneRlIboqo6xHdGmWxuhdnjtYTlhnBwbGyIiIrILx9aJjU2P5B5wceOfMiSXRqMxH462ho2NDHw3ICIiItUz1BhwPEu8vybiNg5DI3UwHY52ZvcZ6Ip0ktI4LzY2REREpHqF2wtRU1Ej1CLGs7EhdQgbHgZtgFaoHfmOs6O1NjY2REREpHpH1x0V1jvFdYJvkK+kNEQiV3dXRN4mPqzzyFo2Nq2NjQ0RERGp3rH14v01ERN4tYbUxXQ42on/nkBNZU0jW5MtsLEhIiIiVSsvLEfpPnH6XNNPx4lkixgfIUxmYdAbzB4oS7bFxoaIiIhUzfRqjVc7L3Qe1LmRrYnk8GzjibARYULt0DeHJKVxTmxsiIiISNVM76/pMa4HXFz5JwypT6+J4nC0I98egaHGICmN8+G7AhHZjkYjbyEih1B3pQ4nNp4QahyGRmoVNSlKWL9y6QpObj4pJ4wTYmNDREREqpX/Yz5qq2qvFzRXr9gQqVFAaIDZMMmDXx+UlMb5sLEhIiIi1Tq0RrxHITQpFD4dfCSlIfp90fdEC+uHvjmEekO9pDTOhY0NERERqZJSr5g9C8T0HgYitYm6WxyOVnW2CoXbCyWlcS5sbIiIiEiVinYVobKkUqhFTYxqZGsidWgf2R4de3cUahyO1jrY2BAREZEqHV5zWFgPjApE+57tJaUhajqz4WhfH4KiKJLSOA82NkQOQAPF4oWISO1MGxsOQyN7ET1ZbGzKC8pRnFMsKY3zYGNDREREqnPh2AWcO3BOqLGxIXvRMbYj2kW0E2ocjmZ7bGyIiIhIdUxnQ/MJ8kGXhC6S0hBZRqPRmA1HO/CfAxyOZmNsbIiIiEh1TIeh9byzJzQufPgu2Q/TxubC0QsoySuRlMY5sLEhIiIiVak6V4XCn8TpcTkbGtmbkPgQtAlvI9T2Z+yXE8ZJsLEhIiIiVTm0+hCU+utDdty93RE+JlxiIiLLaTQa3HL/LUJtf8Z+DkezITY2REREpCqmn2pH3h4Jdy93SWmIms+0sbl08hLO7DojKY3jY2NDREREqlF5thInN58UardMuaXhjYlULrh/sNnsaPtXcTiarbCxISIiItU4+NVBcRiajzsiJ0RKTETUfBqNxqwx379qv/BvnKyHjQ0RERGphumn2b3u6gV3bw5DI/tl2tjoCnU4vfO0pDSOjY0NERERqULFmQqc2nJKqJneo0BkbzrGdkRgdKBQ25exT1Iax8bGhoiIiFThwFcHgBtG6Hj4eSBifIS8QERW0NBwtANfHkC9oV5SIsfFxoaIiIhUwXQ2tKiJUXDzdJOUhsh6YqfECuuVxeaTZFDLsbEhIiIi6coLy80eyhlzf4ykNETWFRgViOB+wUJt77/3SkrjuNjYEBERkXSmV2u0AVr0SO4hKQ2R9fV+uLewfuA/B1B7uVZSGsfExoaIiIikUhQFe5buEWpRk6LgpuUwNHIcsQ/EAprr6zUVNTjy3RF5gRwQGxsiIiKSqiS3BKX7SoVa30f7SkpDZBv+nf0RPjpcqO39gsPRrImNDREREUmVtyRPWA8IC0C3Ed2kZCGypd4PicPRjq4/iurz1ZLSOB42NkRERCSNocaAvcvFT637PtIXGhdNI68gsl/Rk6OFmf7qa+tx4MsDEhM5Fosam/T0dAwcOBB+fn7o2LEjJk2ahMOHDwvbKIqCtLQ0hISEwMvLCyNHjsT+/fsb2SMREZFo4cKFCA8Ph6enJ+Li4rB169ZGty0uLsbUqVPRq1cvuLi4IDU1tcHtvvrqK8TExECr1SImJgarV6+2UXqy1JHvj+Dy+ctCre8jHIZGjskzwBO97uol1Dg7mvVY1NhkZ2djxowZ2LlzJ7KyslBXV4fk5GRUVVUZt3nrrbcwd+5czJ8/H7t27UJwcDDGjh2LiooKq4cnIiLHkpGRgdTUVMyePRu5ubkYNmwYJkyYgIKCgga31+v16NChA2bPno2+fRv+Y3jHjh2YMmUKpk2bhj179mDatGm4//778fPPP9vyUKiJTCcN6Dq0K9pFtJOUhsj2TIejFWwrwMX8i5LSOBaNoijK72/WsHPnzqFjx47Izs7G8OHDoSgKQkJCkJqair/85S8Arp50goKC8Oabb+Kpp54y24der4derzeu63Q6hIaGory8HP7+/s2NRg3RqPuyvgaW/1NUbpheRObr7Tm7w2r+W5tT0+l0CAgIkPYenJCQgAEDBmDRokXGWnR0NCZNmoT09PSbvnbkyJHo168f5s2bJ9SnTJkCnU6H9evXG2vjx49H27ZtsWLFiiblkv1zcVRV56owN2Qu6uuuP4H9zk/uxIDpAySmIrItQ40B73R6B5cvXL9SOfLVkRjxygh5oVTMkvffFt1jU15eDgBo1+7qJyv5+fkoKSlBcnKycRutVosRI0Zg+/btDe4jPT0dAQEBxiU0NLQlkaiFNFAsXsi+8f85qUVNTQ1ycnKEcwgAJCcnN3oOaYodO3aY7XPcuHE33ader4dOpxMWsr69y/cKTY2blxtuue8WiYmIbM/VwxW3PCD+O89bkgelnufXlmp2Y6MoCmbOnImhQ4ciNjYWAFBSUgIACAoKErYNCgoyfs3UrFmzUF5eblwKCwsb3I6IiBxbWVkZDAaDReeQpigpKbF4n/zQzfYURcGvi38VatGTo6H110pKRNR6+j3WT1i/lH8JBdsaHnJLTdfsxubZZ5/Fb7/91uBlfI3JkCdFUcxq12i1Wvj7+wsLERE5L0vOIbbaJz90s71TW07h3IFzQq3f//STE4aolYXEh6BDTAehZjrtOVmuWY3Nc889h7Vr12LTpk3o0qWLsR4cHAwAZp+ClZaWmn1aRkREdKPAwEC4urpa/RwSHBxs8T75oZvt7V64W1hv37O92cMLiRyVRqNB38fECU/2r9qPmsoaSYkcg0WNjaIoePbZZ/H111/jxx9/RHi4+AYUHh6O4OBgZGVlGWs1NTXIzs5GUlKSdRITEZFD8vDwQFxcnHAOAYCsrKwWnUMSExPN9pmZmcnzkkQVxRU4+PVBoRb/dHyLr8wR2ZM+D/cRntdUW1WLA1/xmTYt4fb7m1w3Y8YMLF++HGvWrIGfn5/xE7CAgAB4eXlBo9EgNTUVc+bMQWRkJCIjIzFnzhx4e3tj6tSpNjkAIiJyHDNnzsS0adMQHx+PxMRELF68GAUFBUhJSQFwdYhYUVERli1bZnxNXl4eAKCyshLnzp1DXl4ePDw8EBMTAwB4/vnnMXz4cLz55puYOHEi1qxZg40bN2Lbtm2tfnx0Ve6nuWaTBvR9lM+uIefi18kPEeMjcHTdUWNtz5I96PdoP3mh7JxFjc216TdHjhwp1D/77DM89thjAIAXX3wRly9fxjPPPIOLFy8iISEBmZmZ8PPzs0pgUjdOO0xELTFlyhScP38er732GoqLixEbG4t169YhLCwMwNUHcpo+06Z///7G/87JycHy5csRFhaGkydPAgCSkpKwcuVKvPzyy/jb3/6GHj16ICMjAwkJCa12XHRdfV09cj7KEWqxD8bCq62XpERE8vT7n35CY3Ny80lczL+ItuFtJaayXy16jo0t8FkBNtSES/x8FkzzXu/M2VVLXW9tdoPvwQ3jz8V6Dn1zCBl3Zwi1J3Y/gZC4EEmJiOSp09fhnU7v4MrFK8ba8FeGY9SroySmUpdWe44NERERkSV2LdglrHce1JlNDTktN60bek/tLdTyPstDvaG+kVfQzbCxISIiolZx9rezOLHxhFCLfyZeUhoidej/h/7Cuq5QhxNZJxrZmm6GjQ0RERG1ih3v7BDWvQO9ccv9tzSyNZFz6DSgE4L7Bwu1Xz/5tZGt6WbY2BAREZHN6U7rsHf5XqE28NmBcPdyl5SISD0GPD5AWD+85jCqSqskpbFfbGyIiIjI5n5+/2dximdPNwx8ZqDERETq0Xtqb7h5Xp+suL6uHns+3yMxkX1iY0NEREQ2pdfpzaZ47vc//eDTwUdSIiJ18WzjiZj7YoRa7ie5UNnkxarHxoaIiIhsKufjHOh1+usFDTD4hcHyAhGpkOlwtLJDZSjcXigpjX1iY0NEREQ2Y6gx4Od5Pwu1qElRaB/ZXlIiInXqOqwr2kW2E2q/fsxJBCzBxoaIiIhsZs/ne6A7rRNqSX9OkpSGSL00Go3ZVZv9Gftx+eJlSYnsDxsbImoRDRSLFyJyDoZaA7b+c6tQCx0SitDEUEmJiNSt76N94eJ2/c/zuit1+O3z3yQmsi9sbIiIiMgm9i7fi0v5l4TaiFdGyAlDZAd8g3wRdXeUUMv5KIeTCDQRGxsiIiKyuvq6erOrNZ0TOqP72O6SEhHZh7in4oT1cwfOofAnTiLQFGxsiIiIyOr2ZezDhaMXhNqIV0ZAo9FISkRkH8JHhaNdhDiJgOl06dQwNjZERERkVfWGemz9h3i1plNcJ0RMiJCUiMh+aFw0GPCkySQCX+5H9flqSYnsBxsbIiIisqr9GftRdqhMqPFqDVHT9XusH1w9XI3rBr0Be5bukZjIPrCxISIiIqsx1Bqw+e+bhVpwv2D0vLOnnEBEdsingw+iJ0cLNU4i8PvY2BAREZHV5C3Jw4VjJvfWpPFqDZGl4lLESQTOHzmPk5tOygljJ9jYEBERkVXUXalD9qvZQq3zoM7odVcvSYmI7FfY8DAERgcKtV0Ld0lKYx/Y2BAREZFV7Fq0CxVFFUJt9JzRvFpD1AwajQbxT8cLtUPfHIKuSCcpkfqxsSEiIqIW01fosW3ONqEWPjoc3cfwuTVEzdX3kb5w93Y3risGBb9+/KvEROrGxoaIiIhabOe7O1FdJk5HO/qfoyWlIXIMngGe6P1wb6GWszgHhlqDpETqxsaGiIiIWqSqtArb/992odbzzp7oMriLpEREjmPg0wOF9criShxec1hSGnVjY0NEREQtkv16Nmoqa64XNMDof/BqDZE1BPcLRmhSqFDbvWi3pDTqxsaGiIiImu3CsQvI+TBHqPWd1hdBfYIkJSJyPPHPiJMI5P+Yj3MHz0lKo15sbIiIiKjZfpz9I+rr6o3rrlpXjHp9lMRERI4n5t4YeAd6C7VdCzj1syk2NkRERNQsRbuKsH/VfqE26LlBCOgaICkRkWNy07phwBMDhNqepXug1+klJVInNjZERERkMUVRsPHFjULNs40nhs0aJikRkWOLT4mHxuX6M6FqKmuQtzRPXiAVYmNDREREFjv6/VGc3HxSqA2dNRRe7bzkBCJycAFdAxA1KUqo7Zq/C0q9IimR+rCxISIiIovU19Uj68UsoeYf6o9Bzw2SlIjIOQx8Vpz6+fyR8zix8YSkNOrDxoaIiIgs8uunv6LsYJlQG/3P0XD3cm/kFURkDd1GdkOHWzoItV/m/yIpjfqwsSEiIqIm01fosfnvm4VacP9g9Hmoj5xARE5Eo9Fg0LPildEj3x3BxRMXJSVSFzY2RERE1GTb/992VJ2tEmrJbycLNzUTke30ebgPtAHa6wUF+GUBr9oAbGxal0YjdyEiImoBXZEOO97ZIdQib49E+OhwSYmInI+Hrwf6/U8/oZb7SS70FZz6mY0NERERNcmmlzehtrrWuK5x0WDsW2MlJiJyTgnPJQA3fGat1+mxZ+keeYFUgo0NERER/a7i3GKzZ2YMeGIAOsR0aPgFRGQzbbu3Ra+7egm1n9//2emnfmZjQ0RERDelKAoy/zcTuOFvJg9fD4x8daSsSEROb3DqYGH9wtELOLr+qKQ06sDGhoiIiG7qyHdHcHLTSaE2dNZQ+Ab5yglERAgbEYagPkFC7ed5P0tKow5sbIiIiKhRhloDsv5s/jDOwS8MbuQVRNQaNBoNElIThNqJjSdQuq9UUiL52NgQERFRo3Z/uBvnD58XamPmjOHDOIlUoPeDveHdwVuo7Xxvp6Q08rGxISIiVVm4cCHCw8Ph6emJuLg4bN269abbZ2dnIy4uDp6enujevTs+/PBD4etLliyBRqMxW65cuWLLw3AIly9eRnZatlALiQ9B76m9JSUiohu5ebohPiVeqP32+W+oPFspKZFcbGyIiEg1MjIykJqaitmzZyM3NxfDhg3DhAkTUFBQ0OD2+fn5uO222zBs2DDk5ubipZdewh//+Ed89dVXwnb+/v4oLi4WFk9Pz9Y4JLuW/Vo2Ll+4LNSS5/JhnERqMvCZgXD1cDWuG/QG7FqwS2IiedjYEBGRasydOxfTp0/H448/jujoaMybNw+hoaFYtGhRg9t/+OGH6Nq1K+bNm4fo6Gg8/vjj+MMf/oC3335b2E6j0SA4OFhY6ObOHzmPXfPFP45i7o1B2LAwSYmIqCG+wb7o/bB4FXXXwl3CM6ecBRsbIiJShZqaGuTk5CA5OVmoJycnY/v27Q2+ZseOHWbbjxs3Drt370Zt7fWTemVlJcLCwtClSxfccccdyM3NvWkWvV4PnU4nLM4m689ZqK+rN667erji1jdvlZiIiBqTODNRWL98/rLZc6ecARsbIiJShbKyMhgMBgQFidOXBgUFoaSkpMHXlJSUNLh9XV0dysrKAABRUVFYsmQJ1q5dixUrVsDT0xNDhgzB0aONP+8hPT0dAQEBxiU0NLSFR2df8n/Mx+G1h4VaQmoC2nZvKykREd1Mx1s6ImJChFDbOXcn6g31jbzCMbGxISIiVdFoxPs3FEUxq/3e9jfWBw8ejIcffhh9+/bFsGHDsGrVKvTs2RMffPBBo/ucNWsWysvLjUthYWFzD8fu1NfV44fUH4SadwdvDJ89XFIiImqKpD8lCesXjl3AkW+PSEojh8WNzZYtW3DnnXciJCQEGo0G33zzjfB1RVGQlpaGkJAQeHl5YeTIkdi/f7+18hIRkYMKDAyEq6ur2dWZ0tJSs6sy1wQHBze4vZubG9q3b9/ga1xcXDBw4MCbXrHRarXw9/cXFmeRszgHpXvF52CMen0UtP5aSYmIqCm6jeqG4P7i/YM/vfWT8cMeZ2BxY1NVVYW+ffti/vz5DX79rbfewty5czF//nzs2rULwcHBGDt2LCoqKlocloiIHJeHhwfi4uKQlSU+DDIrKwtJSUkNviYxMdFs+8zMTMTHx8PdveHnrCiKgry8PHTq1Mk6wR3I5QuXselvm4RaUJ8gDHh8gKRERNRUGo3G7KrN6R2nUbC14VklHZHFjc2ECRPwj3/8A5MnTzb7mqIomDdvHmbPno3JkycjNjYWS5cuRXV1NZYvX26VwERE5LhmzpyJTz75BP/6179w8OBBvPDCCygoKEBKSgqAq0PEHnnkEeP2KSkpOHXqFGbOnImDBw/iX//6Fz799FP86U9/Mm7z6quvYsOGDThx4gTy8vIwffp05OXlGfdJ121O22w2vfP498bDxZUj14nsQcx9MQjoGiDUts65+bPAHIlV36ny8/NRUlIizFCj1WoxYsSIRme04cwzRER0zZQpUzBv3jy89tpr6NevH7Zs2YJ169YhLOzqFMPFxcXCM23Cw8Oxbt06bN68Gf369cPrr7+O999/H/fcc49xm0uXLuHJJ59EdHQ0kpOTUVRUhC1btmDQoEGtfnxqVrq/FLsWmk/v3G1kNzmBiMhiru6uSPqzeNXm+IbjKP61WFKi1qVRWjDwTqPRYPXq1Zg0aRIAYPv27RgyZAiKiooQEhJi3O7JJ5/EqVOnsGHDBrN9pKWl4dVXXzWrl5eXO96Y5pvc/KoWGlj+z0HB9eNqyetlfu+Wvp7Zm/96h2TH45l1Oh0CAgIc8z24BRz956IoCj4f+zny/5tvrLl5umHGwRlo062NvGBEZLHay7V4r9t7qCqtMtZi7o3BfV/eJzFV81ny/muTa8uWzGjjzDPPEBERqcGBLw8ITQ0AJP05iU0NkR1y93LH4BcGC7UDXx1A2aEySYlaj1Ubm2tPcrZkRhtnnnmGiIhINn2FHhteEEdU+If6Y8hfhkhKREQtFf90vDiToQL89OZP8gK1Eqs2NuHh4QgODhZmqKmpqUF2dnajM9oQERGRPFte34KKM+LMpePeHQcPHw9JiYiopTwDPDHw2YFC7bcvfsPF/IuSErUOixubyspK5OXlIS8vD8DVCQPy8vJQUFAAjUaD1NRUzJkzB6tXr8a+ffvw2GOPwdvbG1OnTrV2diIiImqBcwfOYee7O4Vaj+QeiJ4cLSkREVnL4OcHw83LzbheX1ePLf/YIjGR7Vnc2OzevRv9+/dH//79AVydmrN///545ZVXAAAvvvgiUlNT8cwzzyA+Ph5FRUXIzMyEn5+fdZMTERFRsymKgnUz1qG+rt5Yc3F3wYQPJjR6XywR2Q+fjj6IT4kXanuW7sGFYxckJbI9ixubkSNHQlEUs2XJkiUArk4ckJaWhuLiYly5cgXZ2dmIjY21dm4iIiJqgbwleTi5+aRQS/pzEtr3bC8nEBFZ3ZC/DIG79/WHFSsGBdmvZktMZFt84hYREZGTqTxbicz/zRRqAV0DMOylYZISEZEt+Ab5mt1rs3f5Xpw7eE5SIttiY0NERORkNqRuwJWLV4Ta7Ytu54QBRA5oyJ+HwMP3+u+2Uu+4V23Y2BARETmRI98fwb6V+4Ra7AOxiLwtUlIiIrIl70BvJDyfINT2r9qPs7+dlZTIdtjYEBEROQm9To/vn/5eqHm29cS4eeMkJSKi1pD4v4lmz7XJ/FMmFEWRF8oG2NiokAaKxYs1XkskA//NErWeH1J/gK5QJ9SS30mGb5CvpERE1Bq82noh8U+JQu1E1gkc++GYpES2wcaGiIjICRxacwh5n+UJtfDR4ej3WD8peYiodSXOTIRfiPj4law/ZQlTvts7NjZEREQOrqq0Ct8+8a1Q8/DzwF2f3sVn1hA5CQ8fD4yeM1qonTtwDr9+8qukRNbHxoaIiMiBKYqCb5/4FtXnqoX6+PfGo023NnJCEZEUfaf1RXD/YKG26ZVN0Ov0khJZFxsbIiIiB7b7w904vPawUOs1sReHoBE5IY2LBsnvJAu16nPV2PzqZjmBrIyNDRERkYMq2lWEDakbhJp3B2/cufhODkEjclLho8LR665eQu3neT+j+NdiSYmsh40NEdktzqhG1Ljq89X48r4vYagxCPW7PrkLPh19JKUiIjUY+/ZYuGpdjetK/dUhq/Y+kQAbGyIiIgej1Cv45pFvUH6qXKgn/m+i2Se1ROR82ke2x/CXhwu14l+L8fP7P0tKZB1sbIiIiBzMpr9vwtF1R4Va16FdMSZ9jKRERKQ2Q14cgg4xHYTapr9twqWTl+QEsgI2NkRERA7k109/xdZ/bBVqPh19cG/GvXB1d23kVUTkbFw9XHHnx3cKtdrqWqydvhb1BvscksbGhoiIyEEc23AM3z31nVDTuGhwz8p7zB7MR0QUmhSK+KfjhVr+j/nY9sY2SYlaho0NERGRAyjOLcaX934JxSBOknHbgtsQPipcUioiUrsx6WPg38VfqG1+ZTMKthVIStR8bGyIiIjsXEleCT4f+zlqKmuE+pC/DEF8SnwjryIiAjwDPDF5+WRoXK5PAa/UK/jqwa9Qfb76Jq9UHzY2REREduxMzhksHb0Ul89fFuqxD8ZizBxOFkBEvy9sWBhGpI0QarrTOnzzyDd2NQU0GxsiIiI7dfrn01g2ZhmuXLwi1LuN7IaJn00UPoElIrqZYS8NQ/hocdjq0XVHse7ZdVAU+3gOHBsbIiIiO7T/y/1YOmop9OV6od5tZDc8+N2DcNO6SUpGRPbIxdUFd39xN7w7eAv1nI9ysHXO1kZepS5sbIiIiOyIUq9g09834T/3/wd1l+uEr3W/tTumfj8VHj4ektIRkT3z6+SH+7+6H65acWr4TS9vQu5nuZJSNR0bGxvQaBpZoDS6EBER/Z7qsmpkTM7Alte2mH0tYnwEHlj7ANy93SUkIyJHETYsDJO/mAyYjGT99vFvsWvRLjmhmoiNDRERkR04vPYwFt6yEIfXHDb7Wv/H++OBNQ/A3YtNDRG1XMy9MRj/3nihptQrWPfMOvz48o+qveeGA3CJiIhUrLKkEhv/shF7lu0x+5rGVYNx747DoGcHQaPhRAFEZD0JzyWgoqgCP735k1Df+s+t0J3W4fZFt6vuwxQ2NkRERCpUW12LHXN34Kc3fzJ7Pg0AeLXzwr0Z96L7rd0lpCMiZzAmfQzcPN2Q/Wq2UN+zdA9O7zyNu5fdjc6DOktKZ46NDRERkYroK/T49ZNfseOdHagoqmhwm5539MSdH98J32DfVk5HRM5Eo9FgZNpI+HX2w/cp30Opvz4E7fzh8/g06VMMnTUUQ/86VBWTlrCxISIiUoFLpy5h94e7kfNhDq5cutLgNlp/Lca/Nx59H+3LoWdE1GrinoiDb7Av/jNFnI1RMSjY+o+tyPkoB0NeHIL4p+OlNjgaRWV3/+h0OgQEBKC8vBz+/v6y4zRLc841yg1TTzRnlrRrr2/Ja2W/ntnlvN6Zs9uMut5WLeII78G2YKufS211LQ59cwh5n+XhxH9PoNF/0hqg32P9MPofo+EX4me1709EZIlzB8/hm0e+wZndZxr8unegN3o/3Bu9p/ZGSHyIVT6AseT9l42NDbCxad7rmV3O6505u82o623VIo7wHmwL1vy5XCm/gqPfH8XBrw7i6PqjZs+iMdX91u4Y+/ZYBPcNbtH3JSKyBkOtAdve2IYtr21BfV19o9u1i2iHHuN6oOuwrggbFtbsD2Usef/lUDQiIiIbUhQFJXklOPbDMRxbfwyF2wuhGH6/+e01sReS/pyErkO6tkJKIqKmcXV3xYi/jUCvu3rhx5d+xNF1Rxvc7sKxC7hw7AJ2Lbj67Jt2Ee0QMSECE96fYLNsbGyIiIhs5EzOGay4YwUqSyqbtL02QIveU3sj4Y8JCIwKtHE6IqLmC+4bjKnfT0XRL0XIfjW70QbnmgvHLqDsYJlNM7GxISIispH2ke1RXVZ90200rhqEjw5Hv//ph6hJUap7LgQR0c10HtQZU7+finMHz2Hv8r3Yt3wfLp642OC2XYfZ9go0GxsiclqqvUeHHIbWX4vQIaE4lX1KqLt6uCJ8TDii74lG1MQoeAd6S0pIRGQdHaI7YPTrozHqtVE4s/sM8v+bj4KtBSjYVgC9Tg8ACBseZtMMLjbdOxERkYUWLlyI8PBweHp6Ii4uDlu3br3p9tnZ2YiLi4Onpye6d++ODz/80Gybr776CjExMdBqtYiJicHq1attFd9MxPgIAEDb7m0xcMZAPPjdg3jxwot4aN1DGDB9AJsaInIoGo0GnQd2xtC/DsXU76fixQsv4slfn8T498bb/GGevGJDRESqkZGRgdTUVCxcuBBDhgzBRx99hAkTJuDAgQPo2tV8CEN+fj5uu+02PPHEE/jiiy/w008/4ZlnnkGHDh1wzz33AAB27NiBKVOm4PXXX8fdd9+N1atX4/7778e2bduQkJBg82Pq91g/RN8TjfaR7W3+vYiI1MbF1QWd+ndCp/6dbP69ON2zDXC65+a9ntnlvJ7Zm//6xjdS1duqRWS/ByckJGDAgAFYtGiRsRYdHY1JkyYhPT3dbPu//OUvWLt2LQ4ePGispaSkYM+ePdixYwcAYMqUKdDpdFi/fr1xm/Hjx6Nt27ZYsWJFk3LJ/rkQETkrS95/ORSNiIhUoaamBjk5OUhOThbqycnJ2L59e4Ov2bFjh9n248aNw+7du1FbW3vTbRrbJwDo9XrodDphISIidWNjQ0REqlBWVgaDwYCgoCChHhQUhJKSkgZfU1JS0uD2dXV1KCsru+k2je0TANLT0xEQEGBcQkNDm3NIRETUipyvsdFobL8QEVGzaUzeRxVFMav93vamdUv3OWvWLJSXlxuXwsLCJucnIiI5OHkAERGpQmBgIFxdXc2upJSWlppdcbkmODi4we3d3NzQvn37m27T2D4BQKvVQqvVNucwiIhIEue7YkNERKrk4eGBuLg4ZGVlCfWsrCwkJSU1+JrExESz7TMzMxEfHw93d/ebbtPYPomIyD7xig0REanGzJkzMW3aNMTHxyMxMRGLFy9GQUEBUlJSAFwdIlZUVIRly5YBuDoD2vz58zFz5kw88cQT2LFjBz799FNhtrPnn38ew4cPx5tvvomJEydizZo12LhxI7Zt2yblGImIyDbY2BARkWpMmTIF58+fx2uvvYbi4mLExsZi3bp1CAu7+rTq4uJiFBQUGLcPDw/HunXr8MILL2DBggUICQnB+++/b3yGDQAkJSVh5cqVePnll/G3v/0NPXr0QEZGRqs8w4aIiFqP8z3HphVu7nfm53owe+t/75a+ntmb//rGN1LV26pF+LyWhvHnQkQkhyXvvw55xebmvUvjf3BY648lInJyTfwAhY0VERGR9XDyACIiIiIisns2a2wWLlyI8PBweHp6Ii4uDlu3brXVtyIiIiIiIidnk8YmIyMDqampmD17NnJzczFs2DBMmDBBuOGTiIiIiIjIWmxyj83cuXMxffp0PP744wCAefPmYcOGDVi0aBHS09OFbfV6PfR6vXG9vLwcwNUbhVqbroH/svy1sl/P7HJez+xyXi87e0vZ6Pu34P3z2nuvyuaVke7az0PGuYmIyJlZcl6y+qxoNTU18Pb2xpdffom7777bWH/++eeRl5eH7OxsYfu0tDS8+uqr1oxAREQtVFhYiC5dusiOoRqnT59GaGio7BhERE6rKeclq1+xKSsrg8FgQFBQkFAPCgpCSUmJ2fazZs3CzJkzjev19fW4cOEC2rdvD00zpmbW6XQIDQ1FYWGhQ0zJyeNRNx6Pujna8QC2PyZFUVBRUYGQkBCr79uehYSEoLCwEH5+fjw33cARj4vHZD8c8bh4TOYsOS/ZbLpn0zd+RVEaPBlotVpotVqh1qZNmxZ/f39/f4f5BwHweNSOx6NujnY8gG2PKSAgwCb7tWcuLi5WuYLliP8WAcc8Lh6T/XDE4+IxiZp6XrL65AGBgYFwdXU1uzpTWlpqdhWHiIiIiIjIGqze2Hh4eCAuLg5ZWVlCPSsrC0lJSdb+dkRERERERLYZijZz5kxMmzYN8fHxSExMxOLFi1FQUICUlBRbfDuBVqvF3//+d7PhbfaKx6NuPB51c7TjARzzmJyBo/5/c8Tj4jHZD0c8Lh5Ty1h9VrRrFi5ciLfeegvFxcWIjY3Fu+++i+HDh9viWxERERERkZOzWWNDRERERETUWqx+jw0REREREVFrY2NDRERERER2j40NERERERHZPTY2RERERERk9xy6sbnrrrvQtWtXeHp6olOnTpg2bRrOnDkjO1aznDx5EtOnT0d4eDi8vLzQo0cP/P3vf0dNTY3saM32z3/+E0lJSfD29kabNm1kx2mWhQsXIjw8HJ6enoiLi8PWrVtlR2qWLVu24M4770RISAg0Gg2++eYb2ZFaJD09HQMHDoSfnx86duyISZMm4fDhw7JjNduiRYvQp08f41ObExMTsX79etmxqJkc6dx0jSOeowDHOE8BjnOuusbRzlmA4523ADnnLodubEaNGoVVq1bh8OHD+Oqrr3D8+HHce++9smM1y6FDh1BfX4+PPvoI+/fvx7vvvosPP/wQL730kuxozVZTU4P77rsPTz/9tOwozZKRkYHU1FTMnj0bubm5GDZsGCZMmICCggLZ0SxWVVWFvn37Yv78+bKjWEV2djZmzJiBnTt3IisrC3V1dUhOTkZVVZXsaM3SpUsXvPHGG9i9ezd2796N0aNHY+LEidi/f7/saNQMjnRuusYRz1GA/Z+nAMc6V13jaOcswPHOW4Ckc5fiRNasWaNoNBqlpqZGdhSreOutt5Tw8HDZMVrss88+UwICAmTHsNigQYOUlJQUoRYVFaX89a9/lZTIOgAoq1evlh3DqkpLSxUASnZ2tuwoVtO2bVvlk08+kR2DrMDRzk3XOMo5SlHs9zylKI57rrrGEc9ZiuKY5y1Fsf25y6Gv2NzowoUL+Pe//42kpCS4u7vLjmMV5eXlaNeunewYTqmmpgY5OTlITk4W6snJydi+fbukVNSY8vJyAHCI3xeDwYCVK1eiqqoKiYmJsuNQCzniuekanqPk47nKfjnSeQtovXOXwzc2f/nLX+Dj44P27dujoKAAa9askR3JKo4fP44PPvgAKSkpsqM4pbKyMhgMBgQFBQn1oKAglJSUSEpFDVEUBTNnzsTQoUMRGxsrO06z7d27F76+vtBqtUhJScHq1asRExMjOxY1k6Oem67hOUodeK6yT45y3gJa/9xld41NWloaNBrNTZfdu3cbt//zn/+M3NxcZGZmwtXVFY888ggURZF4BCJLjwcAzpw5g/Hjx+O+++7D448/Lil5w5pzPPZMo9EI64qimNVIrmeffRa//fYbVqxYITtKi/Tq1Qt5eXnYuXMnnn76aTz66KM4cOCA7Fj0fxzt3HSNo52jAOc7TwE8V9kbRzlvAa1/7nKz2Z5t5Nlnn8UDDzxw0226detm/O/AwEAEBgaiZ8+eiI6ORmhoKHbu3KmaIRyWHs+ZM2cwatQoJCYmYvHixTZOZzlLj8deBQYGwtXV1ewTr9LSUrNPxkie5557DmvXrsWWLVvQpUsX2XFaxMPDAxEREQCA+Ph47Nq1C++99x4++ugjyckIcLxz0zWOdo4CnOc8BfBcZY8c6bwFtP65y+4am2sng+a49mmYXq+3ZqQWseR4ioqKMGrUKMTFxeGzzz6Di4v6Lri15P+PPfHw8EBcXByysrJw9913G+tZWVmYOHGixGQEXP1df+6557B69Wps3rwZ4eHhsiNZnaIoqnovc3aOdm66xtHOUYDznKcAnqvsiTOctwDbn7vsrrFpql9++QW//PILhg4dirZt2+LEiRN45ZVX0KNHD9V9ItYUZ86cwciRI9G1a1e8/fbbOHfunPFrwcHBEpM1X0FBAS5cuICCggIYDAbk5eUBACIiIuDr6ys3XBPMnDkT06ZNQ3x8vPHTyYKCArscU15ZWYljx44Z1/Pz85GXl4d27dqha9euEpM1z4wZM7B8+XKsWbMGfn5+xk8rAwIC4OXlJTmd5V566SVMmDABoaGhqKiowMqVK7F582b88MMPsqORhRzt3HSNI56jAPs/TwGOda66xtHOWYDjnbcASecum823Jtlvv/2mjBo1SmnXrp2i1WqVbt26KSkpKcrp06dlR2uWzz77TAHQ4GKvHn300QaPZ9OmTbKjNdmCBQuUsLAwxcPDQxkwYIDdTsu4adOmBv9fPProo7KjNUtjvyufffaZ7GjN8oc//MH476xDhw7KmDFjlMzMTNmxqBkc7dx0jSOeoxTFMc5TiuI456prHO2cpSiOd95SFDnnLo2iqPBuRSIiIiIiIguocwAsERERERGRBdjYEBERERGR3WNjQ0REREREdo+NDRERERER2T02NkREREREZPfY2BARERERkd1jY0NERERERHaPjQ0REREREdk9NjZERERERGT32NgQEREREZHdY2NDRERERER27/8DfRC+2qm5MnMAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = np.random.normal(0,1,300)\n", "\n", "fig = plt.figure(figsize=(10,5))\n", "ax = fig.add_subplot(1,2,1)\n", "\n", "# Простая гистограмма\n", "ax.hist(data, bins=10, color=\"red\");\n", "\n", "# Расчитанная гистограмма, hist - значение в столбце, bin_edges - границы столбцов\n", "hist, bin_edges = np.histogram(data, bins=20)\n", "ax.bar(bin_edges[:-1], hist, 0.25, color=\"blue\")\n", "\n", "import scipy\n", "\n", "# Ядерная оценка плотности\n", "kde = scipy.stats.gaussian_kde(data)\n", "xtx = np.linspace(-3,3,100)\n", "\n", "ax2 = fig.add_subplot(1,2,2)\n", "\n", "ax2.plot(xtx, kde(xtx), color=\"purple\", linewidth=3);" ] }, { "cell_type": "code", "execution_count": 11, "id": "e46cfa32-e76e-4367-a395-8e8cc8e2d872", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t = np.arange(0.0, 1.0+0.1, 0.1)\n", "v = 1 + np.sin(2*np.pi*t)\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot()\n", "\n", "ax.bar(t,v,0.09);" ] }, { "cell_type": "markdown", "id": "d02c84e9-cfd5-4afc-b22c-547de8149827", "metadata": {}, "source": [ "## Специальные виды графиков\n", "\n", "### Диаграммы потоков" ] }, { "cell_type": "code", "execution_count": 12, "id": "2cd1feaf-ea5a-4103-bf8d-399efbf97094", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "from findiff import FinDiff, Gradient, Divergence, Laplacian\n", "import matplotlib.pyplot as plt\n", "\n", "borders = [-2*np.pi, 2*np.pi, -2*np.pi, 2*np.pi]\n", "\n", "x = np.linspace(-2*np.pi, 2*np.pi, 30)\n", "dx = x[1]-x[0]\n", "y = np.linspace(-2*np.pi, 2*np.pi, 30)\n", "dy = y[1]-y[0]\n", "\n", "X, Y = np.meshgrid(x, y, indexing='ij')\n", "f = Y*np.sin(1/2*X) + np.cos(Y/4)\n", "\n", "grad = Gradient(h=[dx, dy])\n", "grad_f = grad(f)\n", "\n", "fig = plt.figure(figsize=(12,4))\n", "ax = fig.add_subplot(1,2,1)\n", "\n", "im = ax.imshow(f.T , origin='lower', extent=borders, cmap=\"magma_r\")\n", "fig.colorbar(im)\n", "ax.quiver(X,Y,grad_f[0],grad_f[1], color=\"green\")\n", "\n", "d_dx = FinDiff(0, dx, 1)\n", "d_dy = FinDiff(1, dy, 1)\n", "\n", "ax2 = fig.add_subplot(1,2,2)\n", "ax2.streamplot(x,y,grad_f[0].T,grad_f[1].T);" ] }, { "cell_type": "markdown", "id": "fbe411e4-4eae-4bb1-96bb-853ac5bd06bb", "metadata": {}, "source": [ "### Логорифмические оси и полярные координаты\n", "\n", "| Функция | Назначение | Пример использования |\n", "| ------- | ---------- | -------------------- |\n", "| `ax.set_xscale` | Масштаб по оси X | `ax.set_xscale(\"log\")` |\n", "| `ax.set_yscale` | Масштаб по оси Y | `ax.set_yscale(\"linear\")` |\n", "| | Создать систему полярных координат | `fig.add_subplot(projection='polar')` |\n" ] }, { "cell_type": "code", "execution_count": 13, "id": "f9edb7a4-2884-45e3-a6fe-bc45137eea7b", "metadata": {}, "outputs": [ { "data": { "image/png": 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/+ZPYRoCXBM8vScKau8dix/cV+MeJCtzo1GLZ1pP47b0p+NGMGMp3H8THZ6pR2tCFAE8xfr88jfNr9NyiBBwvbcLnRbX45YLxiAty3MEhtGh3AKVGi5f3XYJWx+LBqVF4aWmyzf9BeUpE+PNDk7Bq+yl8fKYa96SFY35iqE2vQQhXf8krxY2mboT4SPHK/ak2H99TIsL7T0zHQ++cRFljF/70bYnD74AQ4kxUGh3q2ntx01AmsbKpE2euCfB2eQGq23rRrRqqZKL+Z5O/p9iwKNffMY8LkKG6uBCrly+Bt6d5OcDEvgK8JPj1kkSsmBKOn7+XjxudWry07xIOXq3HH1dOQtgg1VDcVWefGlvySgEAzy6agAAv7mU+p8YGmO627/6hChuXJtsqzBHRot0B3suvQGVLD0J9pNi0PNVudyJmjg3Ck7PH4P0TlXhx7yUceG6uUx++RNxD4c02bM8vBwBsXjER/p72qYns7ynBH1dOwsq3C/BpYQ1+NDOW8tvJqNbRo0Z5owJFzQyqj1egpr0PVYZFel177yB5zgIA+kNkjCUTYwM9ERvoibggT0T6SVFdXIRH71uEMP/+dw/VajVybwJSyj93OrGBnvhlqhaN/il4/VAZjl5rQvZfjuPV5alYPiWK7/CcwjvHbqClW4WxwV54bGas1eP9ZGYsjpc24bPCGvxndqLZ1c+sRYt2O6tr78Vbh/UbT19amgwfO+eav7AkCUdKGlHZ0oPff3OV7jYSXvWptXj+0wtgWeDBaVF2L0uaHheAh9Kj8VlhDX735RV8sX42hPRxPXFRWh2LemMKi2ExXmVIZbnZ0g2FqVyiELh+fUB/mVhgWJR7Idpfik55Be6Zk4H4EF9EB3gM2ACqVquRW1OEQCvuQhJ+CBjgZ7PHYEFyODZ8cgGXajvw/z4+jxuNXZwrdI0WzV1KvJdfAQB4MScJYhtUJFqQFIpQHykaO5U4VNyApRO5FxWxBC3a7ez/covRq9Zi+pgALJ9i/zrSHhIh/vzwZDzy7kl8WliDnInhWJBEJaEIP147cA3lzd0I85Xid/fZPi1mML+5JwkHLtfjUm0HPjlbjR/NsP6uCiG2pNWxaOlSorFTicbOPjR1KtGouPV1g6IPVY1C/OcPh4atyAIAId4SeDNKTB4biThDNRbj3fMQH6lpsaY/Ybgc8yeEuPXBhqNdQpgPPl93F7YcKsXWIzfwt8NlaOpS4fcPpLntDYx/FlRCqdFhcow/FtvoxpFIKMDDGdHYeuQGPjpdRYv20aDgRjO+uSiHgAE23c9904Olpo8JxM9mx2PH9xV4ce8l5D0XSDv3icOdqWzFjhP6uxt/eHCSw+ZgiI8Uzy6egP/55ir+9G0JctLC7ZaSQ8jt+tRa/QK8sw+NCiXqO3pwskqA/H1X0NytQqNCiaYuJVq6lGaU6GMAsJAIBYgO9NCnsATqDxbSp7N4ISbQA2KGRW5uLpYunUiLcQJAX1Xu+SVJiPT3wH99cRkfna5Ca7cSf310qtuV1+xWarDr5E0AwH/MG2vTddgjGTHYeuQGCm60oK1bZVWevLlo0W4naq0Or3x1BQDwk1lxSIn0dej1f52diCMljShv7samb67gjUemOPT6xL31qm6lxTycHo2sJMduiv5pZhz2nKlCaUMXXj9Yiv95IM2h1yejB8sCil412tr6+t0N1y/OjXfI9V8rBj3dUwDU1g58lAGCvKUI9dH/CfGRItRHhlBfKQI9RCi7XIgVS7IQHeQz7B1StVptw2dLRpMfz4xDkJcEz3x0HgeuNODxf5zG3x/PcKuS0HvOVKOjV434YC8sTgm36dhxQV5IjvBFsVyB70oa8VB6tE3HHwwt2u1k18mbKG3oQqCXBBsWT3D49Y1pMg+9U4DPz9XiqbvjkRpJ9VuJY/zrh5uobOlBuK8Mv70vxeHXFwsFeOX+VDz29x/wrx9u4tEZMTT/ST9aHYuWbv2i+/a7401dtxbijYo+NHQIoT51xOxxJSKBaSEe7C1Bb0s90tMmIMLfA6E+Mv3i3FeKIC/pkItxtVoN7U0g0t/DbVMaiG3ckxaBf/5Mgp/vOosfKlqx6t1T2L1mpkPuCvNNrdVhx/f6T3ufnjPWLv+WslPCUCxX4OCVelq0u6qmTqWptNALSxJ5+2g+PS4A902KxNcX6rD1SBm2/TidlziIe+lTa/HucX21mOcWJ/BWweiuccG4b1IEvrkox+++vIJP12a69WYsd3ErRUWJps4+091w08Lc8D3zUlQAYwlEX5mo393wfnfHDQvxEB8ZfGWiO/LIc7F0/lhKXSG8yRwXhI9/MQuP/+MMiuUK/OLDQnz41EyHVTzhy5FrTaht70WwtwQPTrNPFZ3s1DD89bvrOH69Cb0qLTwk9k0/okW7Hfzx2xJ0KjWYFO2HRzK4H9NuC+uzxuHrC3X49+V6XG/oREIYnRRJ7OuTs9Vo6lQiyt8DK6ba/87DcF6+NxnfFTfi7M02fHG+lvd4iPlm/t8hCKXmHVrCgoVGI8TGwu/QM2T98YGMKSoh3lLTQty4KA/xliLQU4QrZwvw8LIl8KHa5MSFpUb6YffTM7FyWwFOV7Tit19cwh9XThrVNzI+KdSnpT2cEWO3XP6UCH0lppq2Xhy/3oQlqbZNwbkTLdpt7EJ1Oz4rrAEAbLrffjXZzZUU7oslqWE4cKUBW4+UYcujU3mNh4xuKo0O7xy9AQBYO28s73dyIvw88MsF4/HnA9fwf7kluCc1wu53QgjwzTff4D//8z+h0+nwm9/8BmvWrLF4jG6lFgIMliM+FAbQ6hfst6eo3Hk33JSi4iNFoJcEomHKv6nVatRfhttt3iOj04QwH7z52FT8bOcZfHK2BuNCvPGLebY7nd2ZtCuB/OvNAGDXm6cMw2BRchh2FlTi++vNtGh3NW8bFiwPTo3CVCc52OVXCxJw4EoDvrpQh2cXTcCYYMcduUvcy+fnalDX0YdQHyke5vlTJqM1c+Lx0ekq1LT14rNzNVg9K47vkEY1jUaDDRs24MiRI/D19cW0adPw4IMPIjAw0KJx9j9zN3x8zNvAr9FocPToUcyfPx8hvp7w9RCN6juIhHA1PzEU/31fCl75+ir+8G0JxgR72X2hyYcfmhjoWGBmfCDi7bzmyRwXhJ0FlThZ3mLX6wD649GIjdxs6caBq/UAgP+Y7zy/vaZF+SErMQQ6Fth2tIzvcMgopdHqsM3wS+vP5451mruTUpEQa+6OBwD84/sK6MxLZCYcnT59GqmpqYiKioKPjw+WLl2KAwcOWDxOXJAXxgSb9ycuyBMhHkBckCf8PMW0YCdkGI/fNQarZ8WBZYFnPz6Py7UdfIdkUzodi1ON+uXtqun2v3k0Mz4QDAOUNXahqVNp12vRot2G/vF9BVgWmJ8Y4nS5479ckAAA+PxcLWraeniOhoxGX12oQ1VrDwK9JDY5JtqWHs6Iga9MhIrmbhwqbuA7HKd2/PhxLFu2DJGRkWAYBl988cWANtu2bUN8fDxkMhnS09ORn59v+l5dXR2iom5t+oqOjkbtICUPCSH8YBgGv1uWgjkJwehVa/H0rrPo6B09pUNPVbSiVcnARyZCTpr9Dz3y95QgOVz/qeApO99tp0W7jbT3qPDJWX0u+9NzxvIczUDpcQGYPT4IGh2Ld47d4DscMspodSzeOqL/FGfNnHh4Spwr885LKsKPDWkxxuOsyeC6u7sxefJkvPXWW4N+f8+ePXj22Wfx8ssvo6ioCHPmzEFOTg6qqqoAACw78JMMuvNNiHMRCQV467FpiA/2gryjD5u/vcZ3SDaz/5I+42FpWrjD9jDNGhsEAHZPkXGun6wubPfpKvSqtUiO8MVd44L4DmdQv1qQgBNlLfjkTA1+tSABYb5UDYHYxr8vy1He1A0/D7HT5ow/cdcYvJdfjtOVrbhQ3Y7JMf58h+SUcnJykJOTM+T333jjDTz11FOmzaVbtmzBgQMH8Pbbb2Pz5s2Iiorqd2e9pqYGM2fOHHI8pVIJpfLWR8oKhQKAfhOouQcHGdvZ+qAha8fl2t+Sfua2NafdcG3s9Rrzha/nY4/rch3TUwRsfiAFP9pxBnvP1SE0mcFiC8Zwynmq1eHg1UYAQHZSkMP+fmfE+eEfJ4BTN5o5/3s3By3abUCl0eGfBZUAgKfnxDvtXaVZY4MwY0wgTle24t1j5fjvZY4/9IaMPjodi7cO6++yPzl7DHyc9LS9MF8Zlk2OxOfnavH3/HK89dg0vkNyOSqVCoWFhXjxxRf7PZ6dnY2CggIAwIwZM3D58mXU1tbC19cXubm5+O///u8hx9y8eTM2bdo04PGDBw/C09PTovjy8vIsau+ocbn2t6SfuW3NaTdcG3u9xnzh6/nY47pcx5wTJsDxegH2lAsQ/20epBbenHameVrSzqC9VwgvEYuOskLkOiixoEcDMBCivLkHe77MhY8FPwZ7esxPWaZFuw18faEODQolwnyluG9SJN/hDOuXC8bjp/84jd2nb2Jd1jgEe0v5Dom4uEPFDSip74S3VIQn74rnO5xhrbl7LD4/V4t/X65HTVsPogMsWxS6u+bmZmi1WoSFhfV7PCwsDPX1+o+kRSIRXn/9dWRlZUGn0+GFF15AUNDQnz5u3LgRGzZsMH2tUCgQExOD7Oxs+PqaVz1GrVYjLy8PixcvtukhRtaOy7W/Jf3MbWtOu+Ha2Os15gtfz8ce17V2zHlKDe59qwC17X04z8Zh09JUm1/XUfO04MsrAGoxOZDFPdmO/bsNS25GSoQPgixcVxk/XTQHLdqtxLIs/p6vP/3x8bvG8F6XeiRzEoIxOcYfF6rb8V5+BV7MSeI7JOLCWJbFm4a77D/NjIOfp3P/ME+J9MXs8UE4UdaC909U4r/uo0+buLjz00SWZfs9dv/99+P+++83ayypVAqpdOAPObFYbPEPXC59HDEu1/6W9DO3rTnthmtjr9eYL3w9H3tcl+uY/mIxfr88FU/+sxC7z9RiRXospo8xv0Srs8xTjVaHvOImAMDkINbhf7cLUrhterUkRlq0W+lEWQtK6jvhKRHixzOcM5f3dgzD4FdZ47Fm11n864eb+H8LE+iwGcLZmco2XKrtgIdYiKfudu677EZr5ozFibIW7DlTjf+3KAG+TprO44yCg4MhFApNd9WNGhsbB9x9txbltDtZrjDltDvtdW0x5sw4X8wM0eGHJgFe+PQCvlqfOWLZXmebpwU3WtDarYK/hxgJfhqXmauU0+5Axrvsj2TEOP1dRqMFSaGICfRAdWsvci/JsTKdjnYn3Hx8Wl8x5P7JkRZ/JMiX+RNCkBDqjeuNXfj4dBV+Ptd5zlRwdhKJBOnp6cjLy8OKFStMj+fl5WH58uVWjb1161Zs3boVWsOpppTT7ly5wlxicgWU037LA2OA4nYGFS09eP4feciJ0dn8uvacp5+UCwAIkOyjhJBxnblKOe0OUtrQiWOlTRAwwM9mu8ZdRgAQCBg8Oj0Wfz5wDR+fqaJFO+Gko0eN/ZfkAIBHZzjH6afmYBgGa+bE4zd7L+H9E5V4cnY8xMMcZe9uurq6UFZ26xC2iooKnD9/HoGBgYiNjcWGDRuwevVqZGRkIDMzE9u3b0dVVRXWrl1r1XXXr1+P9evXQ6FQwM/Pj3LanSxXmHLanfe6thjTOMYry9Ow4bMryG8S439Wz4X/MDcjnWmesiyLP76eD6APP10wGaqbRS4zVymn3UHeM9xlX5Iajtgg19rQ9lB6NN7IK8WZyjaUNXZhfKg33yERF/PlhVooNTokhftgiouVT1w+JQp/PnAN8o4+5F6SY/mUqJE7uYmzZ88iKyvL9LVxk+jjjz+OnTt3YtWqVWhpacGrr74KuVyOtLQ05ObmIi7OtumBlNPuPLnCXGNyBZTT3t+9EyPx3olqXJUrsPNUFZ5fMvK+N2eYp2WNnajr6INEJMBdCSE4etN15irltDtAU6cSXxTVAdDnyLqaMF8ZshJDcai4AXvOVOHle2lDHjEfy7L46HQ1AP0x0c5a5nQoMrEQP80cgzfySvFefgXunxzpcs/BXubPnz/oAUm3W7duHdatW2fXOCin3XlyhS2NyRVQTvvgY2i1Gvwqayz+Y/d5vH+iEj+dGYNAL4nV17X3PD1sOOl6elwAxAxrdlzOgHLaHWBfUQ1UWh2mxPgjPS6A73A4+dGMGBwqbsDec7X49ZJESEW0IZWY52JNB4rlCkhEAqyY6pp3qX8yKw5vHSnDpdoOXKlTIC3Kj++Q3BrltFvXj3LauaGc9oFjsCwQ7SVETbcWL+06jPvjhs9td4Z5+vlVfT57iKbR9LirzFXKabczlmWxt1B/4t8jGa6Ty3uneRNCEOYrRYNCiUNXG3HvJG7lioj7+fiM/i57Tlo4/D0Hvwvj7AK9JFicHIb9l+TYe66GFu08o5x2bv0op50bymkffgyP8U34xYdFKGgS4X9Xzxm00ICzzNNelRbPnzkCQIef3z8HYwKkLjVXKafdzq7UKXCtoRMSkcClF7oioQCPZMTgzcNl+PhMlUs/F+I43UoNvjqv/6X10emxPEdjnZXpUdh/SY4vz9dhY06y05+z4E4op905coWtickVUE774GNkp0ZgcnQ5LtR0YEfB8Cm0fM/T78vboNLoEOknQ3KkPzQajcVx8Yly2u3ss8IaAPoNqH4ezj8hhmNctOdfb0Z1aw9iAl1rQy1xvG8u1qFbpcWYIE/MGmv+ARzOaG5CCIK9pWjuUuLotUZkp4bzHRIxoJx258gV5hKTK6Cc9pHH+FXWWKz5oAgfnLqJJzNjEeIjHbGPtTFymadHDPnscxKCoNFoXG6uUk67Hak0OnxpuMu4cppr5vLeLibQE3MSgpF/vRmfnK3Gf2Yn8h0ScXLG1JhV02NdfvOmSCjAiqmR+Ht+Bfaeq6FFO48op926fpTTzg3ltA89BssCY7yFqOzSYeMHR/DgmMFz2/mep9+eFwJg4KWoQm7uTU5x8Yly2u3oyLVGtPWoEeojxZyEEL7DsYlV02NMi/b/tzABIqpZTYZwrb4TRVXtEAkYPDRK6vuvTI/G3/MrcLikEa3dqiErJRD7opx2bv0op50bymk3bwzfCc342a5zONsixl+fmgcvqWjEPtbEaOk8be7RovHkcQgY4JcPL4KPTOxyc5Vy2u3ImBqzYloUhALXvstotDglDIFeEjQolDhW2oSFybY9jpyMHh+f0Z+Auig5bMBHpa4qKdwXaVG+uFyrwFfna/GECx2UNppRTjv/ucLWxuQKKKd9+DGyksMxJsgTlS09OFjSPGjxDT7n6fnadgBASqQvAn08B3zfFeaqJTHSLVULtHQpcaSkEQDw0LTRcZcRAKQiIR40lO0z1t4m5E59ai32FelTw1a50Amo5lhp+Pe891wtz5EQQojzYBgGj0zXv9/vOeN864MzFa0AgIw4195fZS5atFvgqwt10OhYTIr2Q0KYD9/h2JTxGPoj1xrRoOjjORrijA5cqUd7jxqRfjLMHSWpYUb3T46ESMDgUm0HrtV38h0OIYQ4jYemRUMoYFB4sw3XG5zr/fFMpX7RPiPePRbtlB5jAWNqzMpRdJfdaHyoD6aPCcCZyjZ8VliD9Vnj+Q6JOJmPDZ/CPJwRM2pSw4yCvKXISgpF3tUG7D1Xg5eWJvMdktuj6jH8V+XgGpMroOox5o8R4CFE1oRgHCppwkc/3MTGnESLr2uPedrS2YNrhl8ipkT5DOjrKnOVqsfYQUm9AlfqFBALGdw/OZLvcOxi1fRYnKlsw97CGqybP87lK4MQ26lt78XJ8hYwDEwflY42D6VHI+9qA/YV1eKFJYm0IdvBqHqMdf2oegw3VD3GvDHiwQAQYs/pSqRqb+D2Iy34mqf/+OoYWFaIYBmLM/nfcb4W36h6jB3sNdxlX5gUhoBRWl3inrRwvLzvEsqbu3FVrkBqJJ0QSfT2X6wDAMwYE4gofw+eo7GPrMRQBHiK0dSpRH5ZM7ISQ/kOya1Q9Rhu/ah6DDdUPcayMbK1Onz1ej4aOpUQj5mGnLRw3uepLigeQBXmpURh6dI0i6/lLKh6jI1ptDrsK9IvWlaOkjJ3g/GWipCVGIpvr9Tj6wtyWrQTk68vyAEA943ST5kAQCISYPmUKOwsqMTewhpatPOMqsdQ9RhHoOox5o0hFutTI986UoZPz9Xh/qkxI/axJkZz2hVV6xe7M+ODh4jZNeYqVY+xsePXm9DcpUSQlwTzE0fXBrw73Tc5AoD+1EuWZXmOhjiDyuZuXKrtgIABctJG9+FDxtrzB682oKPHNfIhCSHEEYzlHr8v05+gzie1DrhY2wEAmO4mm1ABWrSbZW+hvgzc8ilREI/yPNcFSaHwEAtR09aLCzUdfIdDnMD+S/q77HeNC0aw9+iozT6U1EhfJIb5QKXR4ZtLdXyHQwghTiM2yBOzxweBZYFPDSnDfKnqAtRaFsHeUowJsmzviyuj9JgRdPSqkXe1AQCwMj2K52jsz1MiwqKUMHx9oQ7fXKjDlBh/vkMiPPv6gn7xuszwKcxoxjAMVqZH4f9yS7C3sAY/nhnHd0hui6rHUPUYe6LqMdzGeGhqJE6UtWDfuRr84q4os69r63la0akvlDEt1g8ajYbTtZwFVY+xoUNXG6DS6jAhzNttcrzvmxSBry/UYf8lOV5amgzBKCvvR8xX1tiFkvpOiAQMlqSO7tQYowemRGHzv0twrqodde29iBylG2+dDVWPsa4fVY/hhqrHWDaGWgsIGSGq23rx4VeHEO7Jzzyt6dZnPUi75MjNHfxTUVeZq3atHnP8+HH8+c9/RmFhIeRyOfbt24cHHnhgyPZHjx5FVlbWgMeLi4uRlJRk6eUd7t+X9akB904cvRvw7jRvQgh8pCLIO/pwrqoNGWPcJ1+M9PeNoWrMnIRg+HuOzqpJdwr1lWF6XCBOV7bi28v1+Nnd8XyH5Baoegy3flQ9hhuqHsN9jK9bC5Ff1gJVSCLQfY2Xefo/RYcBAA9mzcDd44M4PxdnYNfqMd3d3Zg8eTKefPJJrFy50ux+165d6/cGHBLi/Bs6FX1qHC9tBgAsnegedxkBQCYWYnFKGD4vqsU3F+W0aHdTLMvim4uGqjGT3OeXVgDImRiO05Wt+PdlOS3aeULVY6h6jCNQ9RjLx1iUEo78shbkl7XixxGOn6edfWo09+kzAKbEBrr8XLVr9ZicnBz8/ve/x4MPPmhRv9DQUISHh5v+CIVCSy/tcIeLG6HS6jA+1BsJYT58h+NQxioy+y/JodVRFRl3dK2hE2WNXZAIBVicGsZ3OA51j6FKztmbbWhQ9PEcDSGEOI8FSfpyuIVV7ejRjNDYDq7K9aegRvnLRu25OUNxWE771KlT0dfXh5SUFPz2t78dNGXGSKlUQqlUmr42fnRgycYkY/vb/2sp44EyS1JCednQwOdmiplx/vDzEKGpU4mTZY2YyaGkkqttBrmTu8f/ZZG+OsDchCB4CEfHhi1zBXuKMDXGD0XVHci9WIufzIy1eAxr4nfVOUcIGf1iAj0xIcwbpQ1dKGl3/J63K3X6NWFKhHnpc6OJ3RftERER2L59O9LT06FUKvHBBx9g4cKFOHr0KObOnTton82bN2PTpk0DHueyMQngthmhTwscKRECYODVWorc3FKLx7AVvjZTJHkL8EOvAG/vP42WsTrO47jKZpChuGP8LAt8el4//yO19cjNzbV9YGbi6/WPEzAoghD/On4VgS2XOY/DJX5LNiYRQoijLUgKQ2lDFy638bFo199pT42kRbvNJSYmIjEx0fR1ZmYmqqur8dprrw25aN+4cSM2bNhg+lqhUCAmJsaijUmAdZsR9l+qh+b0RYwJ8sSah2aDYRw/MfneTOFT1owf/nkOxV1SZC+ZB5GFNer5jt9a7hz/lToFmk+dgkwswIZVC+AldXyhKb5f/8ntvfji9XyUdwowY26WxTXqrYnfko1JhBDiaAuTQ/HOsRsobmeg0ergyLfoK3L9+2NqpHulLQM8lXycNWsWPvzwwyG/L5VKIZUO/AHpiM08RgeLGwEASydGQCLhN2eKr80UcyeEIdBLgtZuFc5WKzAngdvmYVfZDDIUd4z/31f1839hUhj8vfktecjX6z8mRIzJ0X64UNOBw6UtnGu2c91Q6e6oTjvVabcnqtNu3Rhp4V7w8xCho1eDs5UtmDVu+PWBreZpj0qD8qZuAMCEEI9RMVedvk57UVERIiKc96CWHpUGR0qaAOgX7e5KJBQgJy0c//qhCl9fqOO8aCeuhWVZfHPBWDXGfec/AORMjMCFmg78+1I9HbRkZ1Sn3bp+VKedG6rTzn2M8V4CFPYKsPNgIVrjzEuhtXaeVnQCLETwE7M4f/I4ztvgWnyza532rq4ulJWVmb6uqKjA+fPnERgYiNjYWGzcuBG1tbXYtWsXAGDLli0YM2YMUlNToVKp8OGHH2Lv3r3Yu3evpZd2mGPXmtCr1iIm0MMtc6Zud9+kSPzrhyp8e7kev39gIiQiiwsOERdTVN2O2vZeeEmEyDJUCXBXOWnh+MO/S3CyvAWt3SoEulmlAkeiOu3c+lGddm6oTrv1Y6iLalD4+VXcVPtg6dLZNhl/pHa7TlUBl0sQ7c0O2cbV5qpd67SfPXu2X+UXY+75448/jp07d0Iul6Oqqsr0fZVKhV//+teora2Fh4cHUlNTsX//fixdutTSSztM7uV6AEBOWgQvuezOZEZ8IEJ8pGjqVOL7siYsSHKv0n/uyHiXfVFKGGRi5y/Nak9xQV5IifDFVbkCeVfrsWq65VVkCDdUp53qtDsC1WnnPsb8pDAIcAVlTd2o71QjJnDkT8asnafF9V0AgGivkcdylblq1zrt8+fPB8uyA/7s3LkTALBz504cPXrU1P6FF15AWVkZent70draivz8fKdesPeptThc3ABAf5fN3QkFDO41pAgZD9ohoxfLsqZTgN3tQKWhGA9Wy71Uz3MkhBDiPPw8xIg37AU9XNLokGteru0AAMR4uef5MZTrcIfjpU3oVmkR6SfDlBh/vsNxCsZfXg6XNEKj5V76kTi/S7UdkHf0wUsixJyEYL7DcQo5hl9aT5Q1o6PHNTY2EUKII6QE6NcEJ8qa7X4ttVaHskb9nfYoWrQTAPi3ITXmHkqNMUmPC0CApxjtPWqcqWzjOxxiRwev6D9lmpcY4vapMUbjQryRGOYDjY5FnuFTOEIIIUC8j37xXFTdDpa170K6qrUHGh0LT4kQAW66vYgW7bdRarQ4dFX/Q9n4kTjRV5Ex5rLnXaVFy2hm/PtdnEJ7F26XY3g/+PclShEjhBCjGC9AJGDQ1KlEXUefXa9lvMs+NtgL7npPlRbttzlR1oxOpQahPlJMiw3gOxynkp1qWLQX19v9t2nCj5st3bjW0AmhgMGCRFq0385Y+jX/ejMUfZQiQwghACARAknh+sT2oir7fhJ/o+nWot1d0aL9NsaNZjlp4RAI3PTXuCHMSQiGVCRAdWsvSuo7+Q6H2IHxLvvM+ED4eTr/jntHSgj1xrgQL6i0OhwudsyGK0IIcQVTYvwAAEVV7Xa9zo1G/aFKY0Pcd9HOy+FKzkit1ZkWLTlufKDSUDwlIsxJCMGh4gbkXW1AcoR7168fjQ4a5n82pcYMwDAMlk6MwJuHy5B7SY4HpkbxHdKoRyei0omo9kQnolo/hrFtWoQ3AODczdYh+9tinl5v1NczHxMoBXqGHsvV5qrTn4jqjM5UtKKjV41ALwmmjwnkOxynlJ0ShkPFDTh4tR7PLEzgOxxiQ63dKpytbAWgr89OBlqSGo43D5fh+PUm9Km1tFHXxuhEVOv60Ymo3NCJqNaP0VV5CYAIl2ra8dU3uRjuDEau85RlgVK5EACD+tILiPAceSxXmat2PRF1tDpk+Mh7QVIohJQaM6gFyaFgGOByrQJ17b2I9PfgOyRiI98VN0DHAikRvogOsGyh5C5SI30R4SeDvKMPBTea6aAxG6MTUbn1oxNRuaETUa0fw9jnR8sWYWvpCbT1qBE3ZTYmR/txHn+odo2dSvSdOgYBAzx670IcO/IdnYjqrliWRV6xPp99UTL9IB5KsLcUGXEBOFPZhkPFDfhp5hi+QyI2YkwNM244JgMxDINFyWH44NRN5F1tpEW7ndGJqHQiqiPQiajWjyGRSDA1NgCHSxpxqa4TGfFDn/HBdZ7ebNMfqhQb6AkvD6lZY7nKXLXriaij0fXGLlS39kIiFNCBMiMwlgI01vMmrq9XpcXx600AqNTjSIypQ98VN0CnoypKhBACAFMNh1HaazPqDUO5x/Gh3nYZ31XQoh3AIcOBKXeND4KXlD58GM7iFH296lPlLejodY1NHmR435c1o0+tQ5S/B1Jog/GwZo0NhJdEiMZOJS7XdfAdDiGEOIWphjLZRdX2Kft4o0lfOWZcCC3a3Z7xQCVKjRlZfLAXEkK9odGxOHqNSt+NBnlX9alhi1PC6BTgEUhFQsydEALg1vsGIYS4u0kxfmAYoLq1F02dSpuPb6zRTot2N9fcpURRdTsAYGFyKL/BuAhTigwtWlyeVsfiO8MmbCr1aB7jL/d5VK+dEEIAAL4yMRIMqSvnDWsqWzKmx4yj9Bj3drikESwLpEX5IsKPqqGYw7hoP3atCUqNludoiDXOVbWhpVsFX5kI0+Op1Kk5spJCIWCAYrkCte29fIdDCCFOYWqMIUXGxiejdis1qOvoAwCMc+ODlQBatFNqDAeTo/0R6iNFl1KDkzda+A6HWMFYNWZhchjEQrd/OzBLoJcE6XH6H07fFdOnTYQQAgBTY/0B2H4zarkhnz3YWwJ/T4lNx3Y1bv1Tuk+tRf71ZgC0aLeEQMCYqmjkUYqMy2JZFgev3MpnJ+YzpcjQ/CeEEAC3NqNeqGmH1obVtYz57GPdPJ8dcPNF+8kbLehVaxHuK0NqJFXNsMTi2xbtVPrONZU1dqGypQcSocC0uZKYx/hL66nyFnT2URUlQggZH+oNb6kIPSotShs6bTYubUK9xa0X7XmGj7YXpYRS1QwL3TUuyFT67mItlb5zRcaNxLPHB8GbSp1aZFyIN+KDvaDWsqZP6wghxJ0JBQwSw30A6M+/sZXq1h4AwJggOq3bbRftOh1rykddSKkxFpOKhJifqK+2YywZSFyLMbXDWHufWGaRodoUlX4khBC9scH6jaLlTbZbtNe16zehRvpTsRC3vb12ua4DDQolPCVCZI4N4jscl7QoJRT7L8lxuKQJzy9J4jscYoHmLiUu1LQDoFKnXC1KDsPf8ytw+FojNFodRLSR16bUajXUavNSj4ztzG1vSQzWjMu1vyX9zG1rTrvh2tjrNeYLX8/HHte1xZhcxhisT1ygfmFd1tDZ73Fr5mlNm/5Oe5i3uN/7wlBjudpctSROt120HzLUWJ6bEAKZWMhzNK5p3oRQMIbSd3XtvfRbsAs5eq3JVOo0zFfGdzguKT0uAP6eYrT3qHGuqh0zqGSmVbZu3YqtW7dCq9WXkT148CA8PS37ODwvL88eoVk9Ltf+lvQzt6057YZrY6/XmC98PR97XNcWY3IZ4/Y+ba0MACHOl8uRm1vDeXxjOy0L1HcIATAoOVcA+WXzx3KVudrT02N2W/ddtJtK3dFdRq4CvSSYGuOPc1XtOHKtET+eGcd3SMRMR0r0v7QuSKT5z5VIKEBWYij2FdXiUHEDLdqttH79eqxfvx4KhQJ+fn7Izs6Gr695BQLUajXy8vKwePFiiMVim8Vk7bhc+1vSz9y25rQbro29XmO+8PV87HFdW4zJZYzB+kxo7MKOawVoU4uQk5Nt2i/IdZ7WtfdCdyofYiGDVffnQCBgRhzL1eaqQqEwu61bLtpr23txVa4AwwALkmjRYo2FyWE4V9WOw8W0aHcVaq0Ox0ubAAALaD+HVRYlh+kX7Vcb8NLSZL7DGVXEYrHFP3C59HHEuFz7W9LP3LbmtBuujb1eY77w9XzscV1bjGntv7txYX4QChh0q7Ro69MN+CTX0nna2K2vQhPh5wGpVDJoG1s+Fz5YEqNbJmEeNmxATY8NQJC3lOdoXFuW4U7tiRvN6FPT6aiu4ExlKzqVGgR7SzApyo/vcFza3AnBEAsZlDd3m8qSEUKIu5KIBIgJ0KfK2uI9sbZNf+p0pD+lcQJuumjPM+SzL6IDZayWHOGDCD8Z+tQ6Oh3VRRw2zP/5iaEQCKjUqTV8ZGLMMmxkpyoyhBBy6xAk40mm1qht1y/ao/yp3CPghov2bqUGpwyLy4WUGmM1hmGQZXgdDxvypIlzO3zNkM9O898mjKej0vwnhJDbyz7actFOd9oBN1y0nyhrhkqrQ0ygB8aH0ulatrDwtkU7y9LpqM6ssrkb5U3dEAkYzEkI5jucUcH4y8/Zm23o6HWNEmOEEGIvpjvtzdanx9QZF+0BVJ0OcMNF+5Frt6pm0CmotnHXuGBIRQLUtveitIHyep2Z8W7wjPhA+Micf4OOK4gJ9MT4UG9odSzyrzfxHQ4hhPBqbIjt7rQbF+1UUlrPrRbtLMviSIn+h2oWpQbYjIdEiLvG6fN6KUXAuRn/fig1xrYWUIoYIYQAuLVor2nrgVLDvUAFy7K3bUSlRTvgZov2q3IF6hV9kIkFps1jxDZuLVpoM56z6lJq8EOFfj8HLdpta35iCADg2LUm6HSUIkYIcV8h3lL4SEXQscDNFvMPDrqToleDbpV+0R9Fi3YAbrZoNx4oM3tcMJ2CamPGTy4Kb7ahvUfFczRkMN9fb4Jay2JMkKcp55DYxvQxgfCRitDSrcKFmna+wyGEEN4wDHNbigz3lNmadv2CP8hLQms2A/datF+j1Bh7iQ7wRGKYD3QscKyU8nqd0a3UGCp1amtioQBzJug39hrfZwghxF0ZbwzdsCKvva69DwBtQr2d2yza27pVKKpqA0CLdnuh0o/OS6djcdiwn4NSY+zDeNDYEZr/hBA3Z4uyj7Vt+jvtkX60aDdym0X7sdIm6FggKdyHcqPsZGGyftFy9FoTNFodz9GQ212u60BzlxJeEiFmxAfyHc6oNN+waL9U24FGRR/P0RBCCH9sUfaxroPutN/JbRbtxru/dJfdfqbG+MPPQ4yOXjWKqtv5Dofc5jvDKahzEkIgEbnNP3uHCvGRYlK0HwD9L66EEOKubi/7yPX8FqocM5Bb/PTWaHWmPGtKDbAfkVBgqqJBKTLOxXQ+QTLNf3sypsjQ/CeEuLP4YC8wDNDRq0ZrN7fiFLdOQ6VFu5FbLNov1HSgo1cNPw8xpsb48x3OqGYq/VhMixZn0dipxMWaDgC3ShMS+zDO/+/LmqHSUIoYIcQ9ycRCUy56eTO3vHZatA/kFov2o6XNAIC5E0IgErrFU+bNvAkhEDDAtYZO0z84wq9jhvk/KdoPoT4ynqMZ3SZG+SHYW4oupQaFho3vhBDijqwp+6jU6NDUqQQARPrTzy0jt1jBGvNLFyTRXUZ78/eUID0uAADl9ToLU6nTREqNsTeBgDF9mnH0WjPP0fBnxYoVCAgIwEMPPcR3KIQQnowzbkblUEGm3rAJVSYWINBLYtO4XNmoX7S3KYGShi4wDDBvAi1aHMG42df4CQfhj0YHFNzQn4K6kPLZHcL4y9FRNz6v4JlnnsGuXbv4DoMQwqN4Q9nHyhYOi3ZDBa5IPw8wDGPTuFzZqF+0X23X/2VPjfGn39YcxLhoOVXRCsMJxIQn5Z0MulVaBHtLkRbpx3c4bmHOhGCIBAzKm3vQ7KaVH7OysuDj48N3GIQQHoX5SgHAlOZiCePm1SBvWrfdzuJF+/Hjx7Fs2TJERkaCYRh88cUXI/Y5duwY0tPTIZPJMHbsWLzzzjtcYuXkapt+0U5VYxwnKdwHEX4y9Kl1KFPQb8h8umKY//MTQyAQ0N+FI/jKxMgYo08RM77+zsSc9/Bt27YhPj4eMpkM6enpyM/Pd3yghBCXFmLYQ9XUxX3RTjdb+7N40d7d3Y3JkyfjrbfeMqt9RUUFli5dijlz5qCoqAgvvfQSnnnmGezdu9fiYC2lVGtR2qH/oUn12R2HYRjTQTNXnXDR4k6KDZ80UT67YxlvEjjj/B/pPXzPnj149tln8fLLL6OoqAhz5sxBTk4OqqqqTG3S09ORlpY24E9dXZ2jngYhxMmF+ty6025prfbWHjUAWrTfSWRph5ycHOTk5Jjd/p133kFsbCy2bNkCAEhOTsbZs2fx2muvYeXKlZZe3iKnK9ug0jEI85EiJcLXrtci/S1ICsVHp6twpZ3hfLACsU5Vaw8aehmIBAzmTAjmOxy3siApFP+XW4IyBYMelQZ+YjHfIZmM9B7+xhtv4KmnnsKaNWsAAFu2bMGBAwfw9ttvY/PmzQCAwsJCm8WjVCqhVN66E6dQKAAAarUaarXarDGM7cxtby5rx+Xa35J+5rY1p91wbez1GvOFr+djj+vaYkwuY4zUx0+qvy/cp9ahvbvPrPGN32/u1Lf3l4kG9Bnpuq42Vy2J0+JFu6VOnjyJ7Ozsfo8tWbIEO3bsgFqthniQH2a2eBMHgO9KGgAAc8YHQqPRcAmfV6428W43I84XYiGDViVwTd6BpEh/vkOymCu//gBwuFg//6fF+MFD6HrPw5Vf/1h/KaL8Zaht70N+aROWpEVY1J+v56xSqVBYWIgXX3yx3+PZ2dkoKCiwyzU3b96MTZs2DXj84MGD8PT0tGisvLw8W4Vl03G59rekn7ltzWk3XBt7vcZ84ev52OO6thiTyxjD9ZEJhejTMvjywBGEepg/fkl5NQAB5DfLkJt7nVOsrjJXe3p6zG5r90V7fX09wsLC+j0WFhYGjUaD5uZmREQM/GFmizdxlgW+vSAEwMCvpwa5udWc4ncGrjLx7jTOW4CSDgHeyz2JBZGue7fdVV//z4sFAAQIZ1uQm5vLdzicuerrP1YqQC0E2H3kArRVRRb1teRN3Jaam5uh1WoHfc+ur683e5wlS5bg3Llz6O7uRnR0NPbt24fp06cP2nbjxo3YsGGD6WuFQoGYmBhkZ2fD19e8T0jVajXy8vKwePHiQW8EcWXtuFz7W9LP3LbmtBuujb1eY77w9XzscV1bjMllDHP6bCn9HhUtPZgwKQPt18+aPU8lvkFASxvuzpiMpVMiLbquq81V441pc9h90Q5gQLkeY7rEUGV8bPEmzrIsfBOasOvQOaxdMR/+Xq53oparTbw71ftWYPOB66hngrB06Qy+w7GYK7/+vSotnj99BIAOa+7NRLKLftLhqq8/AIRWNMM37wx+fm8mUqL8LepryZu4PQz2nm1J2bUDBw6Y3VYqlUIqlZrdnhDiOoJ9pKho6UFzt8qiBWebIac9gHLa+7H7oj08PHzAHZrGxkaIRCIEBQUN2meoN3GxWGzRD+85E0LRWaaDv5eHS/7QN7L0eTuLhclh2HzgOgqrOtCnBXxkrvccANd8/Y+XtUKl1SFQyiIpws/l4r+dK77+AJARH4zGaBYpUf4Wx8/X8w0ODoZQKBz0PfvOu++2tnXrVmzduhVarb5OLKXHUHqMI1B6jPVjDNdH06n/xPf7wkuYH2H++PWtnQAYFBedRtfg2TGUHmMPmZmZ+Prrr/s9dvDgQWRkZLjkD2JivrggT4TKWDT2Ad9fb0bORMvyegl3R641AgBS/C27Q0rcm0QiQXp6OvLy8rBixQrT43l5eVi+fLldr71+/XqsX78eCoUCfn5+lB5D6TF2Rekx1o9hTp9CtgRFLVUIiooHdOVmzdODB/PQoxMAYHFfdhai/D0GtKH0GDN1dXWhrKzM9HVFRQXOnz+PwMBAxMbGYuPGjaitrTWdhrd27Vq89dZb2LBhA55++mmcPHkSO3bswEcffWTppYkLSg5g0ShncORaIy3aHYRlWRwp0Z/GmRLgunsJiH2M9B6+YcMGrF69GhkZGcjMzMT27dtRVVWFtWvXOjROLp+w2OtTGWvH5drfkn7mtjWn3XBtXPWTr6Hw9XzscV1bjGnrf3fhhgV3a48GkJk3vlIHqLX6n11hfl4Qi4WcYnWVuWpJjBYv2s+ePYusrCzT18bc88cffxw7d+6EXC7vV883Pj4eubm5eO6557B161ZERkbib3/7m93LPRLnkOrP4pgcOHKtCTodSwf8OMD1xi7UtvdCKhIgwdf1qiYR+xrpPXzVqlVoaWnBq6++CrlcjrS0NOTm5iIuLo6vkAkhLirEW5/q3NylBGTm9ekyFM+SiQXwkAy+YHdXFi/a58+fP2zd7Z07dw54bN68eTh37pyllyKjwDhfFp4SIZo6lbgqVyAtyo/vkEa9wyX61JhZ8YGQCM2v+EHcw0jv4QCwbt06rFu3zkERDY7qtFOddnuiOu3Wj2FOn0BP/TKzQaEEgs2bp91qY18Jp7noanPVqeq0E/cmEgCzxwUhr7gRh0saadHuAEcMi/b5icFACy3aiWugjajW9aONqNzQRlTrxxiuT003AIhQ19oJjDVv/C6N/hN5gaZ32HLFtBGVEDuYNyEYecWNOHKtEc8sTOA7nFGto1eNszfbAOhf90sneQ6IEDPRRlRu/WgjKje0EdX6Mczp09SpxJ8vHkO3hoGOBZZkjzxPT//rEAAgPiIYS5emW3xdV5urTlennbi3eROCAQDnq9vR0qVEkDfVZLaX7683Q6tjMT7UGzEBnrjEd0CEcEQbUWkjqiPQRlTrxxiuT5i/CAIG0LH6XHVzxu8ybMUK8pZatdHUVeaqXTeiEmKpcF8ZkiN8USxX4FhpEx6cFs13SKOWMZ89KzGE50gIsQ7ltFNOuz1RTrv1Y5jbJ9BLguYuFRRq8+Zpl1qfHuPvIaKc9jvQop04xIKkEBTLFThyjRbt9qLTsThWali0J4XyHA0hlqGcduv6UU47N5TTbv0YI/WR6oQAGHSqGPNy2tUCAEBTTQVyc8s5X9dV5irltBOnk5UYiq1HbuDYtUZotDqIhAK+Qxp1LtV2oLlLBW+pCBlxgQCr5TskQsxGOe3c+lFOOzeU0279GOb22dtciNrrLehQw6x5+veS7wAAs6ZOxNLpA2/yUU47IXY2NTYA/p5itPeoca6qHTPiA/kOadQxnoI6JyEYEpEAajUt2onropx2yml3BMppt36MkfqE+uoPWOo0N6fdkB4T4utBOe13oNudxCGEAgbzJujzrI1518S2TPnslBpDCCHESYT46ItPKFTmHa7YbdiIGuglsVdILovutBOHWZgchi/P1+G74ga8mJPEdzijSoOiDxdrOsAw+lQkQlwdbUSljaj2RBtRrR/D7I2ohgOWOs3eiKr/f1+pgDai3oEW7cRh5iWEQChgcL2xC1UtPYgNsmyTGRma8UClydH+prsahLgS2ohqXT/aiMoNbUS1foyR+tQ0MwCEUJixEVWrA3q1+qVpYcExXBsmc4Q2ohJiR36eYmTEBeCHilZ8V9KAJ2fH8x3SqHGoWL9oX0ipMcRF0UZUbv1oIyo3tBHV+jHM7RNU0Yp/Xj+LTjM2ota1dQE/FEDAACuX5UAoGJhSQxtRCXGQRclh+KGiFYdLGmnRbiN9ai1OlDUD0KcgETIa0EZU2ojqCLQR1foxRuoTEeAFAOgwYyNql4oFAPh5iCGTDp/TThtRCbGzBcn6O8GnylvQpdTwHM3ocLK8Bb1qLSL9ZEiO8OE7HEIIIcQk1JCyqdQy6FEN/3O/tVuf302bUAdHi3biUONCvBEf7AW1lkV+aRPf4YwK3xU3AND/QsQw5u3OJ4QQQhzBWyqCTKxfbjZ3qYZt29aj/36Ap/PfIecDLdqJwy0w5F1/R6UfrcayLA6b8tkpNYYQQohzYRgGwd76u+0jLdpbu/Xfpzvtg6OcduJwC5NCseP7ChwpaYRWxw660YSYp1jeibqOPsjEAmSOC+I7HEJshko+UslHe6KSj9aPYUmfYC8xatp6Ud/eM2z75s4+AICfTMS5pKOrzVUq+Uic2vT4QPhIRWjpVuFCTTumxQbwHZLLOlyiT425e3wIZGIhz9EQwh2VfLSuH5V85IZKPlo/hjl9dD0CAALkn70A1Jwfst2FCn27joYa5OZWWXVdV5mrVPKRODWxUIC5iSHYf1GOw8WNtGi3gjHFaGEylXokro1KPnLrRyUfuaGSj9aPYUmfk+rLuNhah5DosVianThkuwMfnwfqGzEtdQKWzhnL6bquNlep5CNxeouSQ7H/ohyHihvw6yVD/wMmQ2vuUuJ8dTuAW/sECBktqOQjlXx0BCr5aP0Y5vQJ9fUAALT0aIZt296rry4T7Oth1Tw1Ny5nQCUfidObNyEUAgYoqe9EbXsv3+G4pCMljWBZYGKUH8J8ZXyHQwghhAwqxLARtalLOWy71h5DyUeqHjMoWrQTXgR6SUxpMYcNJQuJZb4zVI2hu+yEEEKcWYiPvhrMiCUfqXrMsGjRTnhjPL2TSj9aTqnRIv+6vs79IjoFlRBCiBMz3WnvHPpOO8uyaKU67cOiRTvhjXHzZMGNlhFPSSP9/VDeim6VFqE+UqRGmrdZjxBCCOGD8c55S/fQd9p71VqotSwAwM+DFu2DoY2ohDcJod6ICfRAdWsvvr/ejOzUcL5DchmHb6saI6A692QUojrtVKfdnqhOu/VjWNJHItDp22pZ9PYpIRIOvGes6Lm1oBcxOqrTPghatBPeMAyDhUlh2FlQicMljbRoNxPLsvjOUJ99AZ2CSkYJqtNuXT+q084N1Wm3fgxz+qi0gHHJ+dX+byEbZPXZqtS3EQtYfHfokNXXdZW5SnXaictYmByKnQWV+K6kETodS3eNzXC9sQvVrb2QigS4e3ww3+EQYhNUp51bP6rTzg3Vabd+DEv6qFQqvHD6CFgwuDtrIUJ9pAPalDV2AecKIBaA8zzl+lz4RHXaicuYER8IL4kQTZ1KXKztwJQYf75Dcnp5V/V32TPHBcFDQqegktGJ6rRTnXZHoDrt1o9h9twTACodoGGZQdtrWH3KjERg/Ty1JC6+UZ124jKkIiHmJ+o3pB64Us9zNK7hoOF1yk6hdCJCCCGuwXiPqUefKzNAn0b/uIRWpkOil4bwbkmafvF54HI9WJblORrnVtfeiws1HWAYYHEK5bMTQghxDVLDinOoRXuv4XExrUyHRC8N4V1WYggkQgHKm7v1OW1kSMa77BlxAQgZJCeQEEIIcUbGxXifeohFu+FxyvocGi3aCe98ZGLMHh8EgFJkRnLgij6ffQlV2iGEEOJCpCOlx6iNd9rpE/eh0KKdOAXjIvRbWrQPqbVbhR8qWgDQop0QQohrkRgW40MdpmhMj6Gc9qFR9RjiFBalhEGw7xIu1ypQ09aD6ADL6jO7g0PFDdCxQGqkL2IC6fUhoxsdrkSHK9kTHa5k/RiWzlNjekx3n2rQPt1K/WNiAfd5amlczoAOVyIuJ9hbiowxgThd0YqDVxrws7vj+Q7J6Ry4rP8Ugu6yk9GIDleyrh8drsQNHa5k/Rjm9pEaTkE9e/4SvBouDvj++VoGgBASgfXz1JK4+EaHKxGXdE9qOE5XtOLbK/W0aL9Dl1KD/LJmAMA9abRoJ6MPHa7ErR8drsQNHa5k/RiWztPdZd8BAOLHJ2LpvLED2lz/rgyoKoeEDlcaEi3aidPITg3Dq99cxdnKVjR3KRHsTdVRjI5ea4RKo0N8sBcSQr35DocQu6PDlehwJUegw5WsH8PcPsZcdZVu8AOFVDrDeHS40pAo3Z84jegAT0yM8oOOBQ4ZTv0kerdXjWEYhudoCCGEEMuMdLiSqU47lXwcEi3aiVNZkqo/MIhKP96i1GhxpKQRwK3XhxBCCHElxuoxvSPVaaeSj0OiRTtxKsZ87RNlLejsc42d3/ZWUNaCLqUG4b4yTI725zscQgghxGLGO+29I9Rpp5KPQ6OXhjiV8aE+GBviBZVWhyPXmvgOxyl8a6gak50aBoGAUmMIIYS4HuNifKg67bcOV3JURK6HXhridIwlDSlFBtDqWOQV0ymohBBCXJtx0d6r1g36/V5atI+IXhridO4xLE6PljSafvN2V2cqW9HarYK/pxgz4gP5DocQQgjh5FZ6zAgnotJG1CFxWrRv27YN8fHxkMlkSE9PR35+/pBtjx49CoZhBvwpKSnhHDQZ3SZF+yHCT4ZulRYnDLXJ3ZXx04aFSWEQC+l3bEIIIa7pVnrMUBtRdf3akYEsfmn27NmDZ599Fi+//DKKioowZ84c5OTkoKqqath+165dg1wuN/1JSEjgHDQZ3RiGMaWCGPO53RHLsjhoKPVIByoRQghxZSNVj1Ga0mOoesxQLF60v/HGG3jqqaewZs0aJCcnY8uWLYiJicHbb789bL/Q0FCEh4eb/giF9PkHGVq2obThoeIGaLSD57+NdpdrFaht74WnRIg5CcF8h0MIIYRwNlL1mF6qHjMii05EValUKCwsxIsvvtjv8ezsbBQUFAzbd+rUqejr60NKSgp++9vfIisra8i2SqUSSqXS9LXxiFe1Wg212vwygMa2lvRxJu4c/9QoHwR6idHarcaxaw2Yy8Oile/X/4uiagDAvIRgCKGDeojNO0PhO35ruXP8rvqcCSFkKCOnx1BO+0gsWrQ3NzdDq9UiLKz/AS9hYWGorx88jSEiIgLbt29Heno6lEolPvjgAyxcuBBHjx7F3LlzB+2zefNmbNq0acDjBw8ehKenpyUhAwDy8vIs7uNM3DX+VB8B8rsFeDv3LLoS+Lvbzsfrr2OBzwqFABhEaeqQm1vLeSx3nT/Ogkv8PT09dojEtVhyk8Zev+BZOy7X/pb0M7etOe2Ga+Pqv0Tfia/nY4/r2mJMLmNYOk9Nd9rV2kH7mE5EFXCfp5bG5QwsiZNhWdbs5KG6ujpERUWhoKAAmZmZpsf/93//Fx988IHZm0uXLVsGhmHw1VdfDfr9we60x8TEoLm5Gb6+vuaGC7Vajby8PCxevBhisdjsfs7C3eMvqmrHI38/DU+JEKd+Mx8eDv71m8/X/1R5K1a/fxa+MhEKfjMfUpHlnxe6+/zhmzXxKxQKBAcHo6Ojw6L3PFe2detWbN26FVqtFqWlpdi9ezenmzSEEOfUpQZePqu/V/yXWRrcfuyIjgWeO6X/3v9maODtem/5nPX09OCxxx4z6/3eojvtwcHBEAqFA+6qNzY2Drj7PpxZs2bhww8/HPL7UqkUUql0wONisZjTD2+u/ZyFu8Y/fWwwYgM9UdXag6Nlrbh/cqQdohsZH6//N5f0G1DvnRQBb4+B/xYs4a7zx1lwid+Vny9X69evx/r166FQKODn54fs7Gyzf2Gx1y941o7Ltb8l/cxta0674dq4+i/Rd+Lr+djjurYYk8sYls7T/d/e+tRx/qJseEtvLUF7VVrg1HcA9Hfauc5Trs+FT8YUcHNYtGiXSCRIT09HXl4eVqxYYXo8Ly8Py5cvN3ucoqIiREREWHJp4oYYhsHyKZF483AZviyq5W3R7mh9ai1yL8sBAMunRPEcDSH84PrLjj1+SFs7riNuOJnb1px2w7Vx9V+i78TX87HHdW0xpj3/3YkFAMMALAuoWaZfn04V26+dtfPUkrj4ZkmMFi3aAWDDhg1YvXo1MjIykJmZie3bt6Oqqgpr164FAGzcuBG1tbXYtWsXAGDLli0YM2YMUlNToVKp8OGHH2Lv3r3Yu3evpZcmbmj5lCi8ebgMx0qb0NqtQqCXhO+Q7O7otUZ09mkQ4SfDjDF0oBIhhBDXxzCAh1iIHpV2QAUZ4yZUqUjQL22G9Gfxon3VqlVoaWnBq6++CrlcjrS0NOTm5iIuLg4AIJfL+9VsV6lU+PWvf43a2lp4eHggNTUV+/fvx9KlS233LMioNT7UG2lRvrhcq8D+S3KsnhXHd0h290VRHQDg/smRENC7FyGEkFHCtGi/o1a7cREvE1O9x+FYvGgHgHXr1mHdunWDfm/nzp39vn7hhRfwwgsvcLkMIQCAB6ZE4XKtAl8W1Y76RXtHrxqHSxoBUGoMIYSQ0cXDsCi/s+xjn9q4aKd6j8OhX2mI07tvUiQYBjh7sw3VraO7FN6By/VQaXWYEOaN5AgfvsMhhBBCbMZYBW6o9BgPWrQPixbtxOmF+8mQOTYIAPDVhTqeo7GvL87r67EvnxIFhqHUGEIIIaPHUIt2utNuHlq0E5fwgCFV5MvztbDgaAGXUt/Rh5PlLQDgNpVyCCGEuA/jnfSeIXLaPSinfVj06hCXcM/EcEhEApQ2dKFY3sl3OHbx9YU6sCyQEReAmEA6VIYQQsjoYly096o0/R7vpTvtZqFFO3EJvjIxFiaFAtDfbR+NTKkxU2kDKiGEkNHn1qJ9qPQYWpYOh14d4jKWT9GnjHx1oQ463ehKkSlr7MSVOgVEAgb3TqSDxwghhIw+xpz2odNj6E77cGjRTlzG/MRQ+MhEkHf04XRlK9/h2NSX5/UbbOdOCHGLA6QIIYS4H0/Dor3vzjvtGh0ASo8ZCS3aicuQiYVYmqa/Cz2aUmRYljUt2o2fJhBCCCGjjXFRfmeddrrTbh5atBOXsnyqflH7zUX5gJw4V3Wmsg1VrT3wlAixOCWM73AIIYQQu/AconoM5bSbh14d4lJmxQchLsgTnX2aUXO3fdfJSgD6Mo+eEk6HFBNCCCFOz2OI9BiqHmMeWrQTlyIQMPjJzDgAwK6TN12+Znujog/fXq4HAKzOjOM5GkIIIcR+jHXYKT2GG1q0E5fzcEY0pCIBrsoVOFfVxnc4VvnodDU0OhbpcQFIjfTjOxxCCCHEboaqHnNrIyotS4dDrw5xOf6eEtOGzV0nb/IcDXdqrQ67T+vj/yndZSeEEDLKGe+kD0iPoTvtZqFFO3FJP80cAwDIvSRHU6eS32A4yrvagAaFEsHeEtyTFs53OITYRHV1NebPn4+UlBRMmjQJn376Kd8hEUKcxK077f1PRDVuRJXSon1YtGgnLiktyg9TY/2h1rL4+HQV3+FwYtyA+uj0WEhF9EZFRgeRSIQtW7bg6tWrOHToEJ577jl0d3fzHRYhxAl4DFXyUW28007L0uHQq0NcljGlZPfpKmi0Op6jsUxpQydOlbdCwACPzYzlOxxCbCYiIgJTpkwBAISGhiIwMBCtraPrMDRCCDdDHa5E6THmoUU7cVlLJ0YgyEsCeUcfDhU38B2ORT4w5OIvTglDpL8Hz9EQd3L8+HEsW7YMkZGRYBgGX3zxxYA227ZtQ3x8PGQyGdLT05Gfn8/pWmfPnoVOp0NMTIyVURNCRgPZUHXaNVTy0RxUFJq4LKlIiFXTY7Dt6A3sOnkT9xhOS3V2nX1qfH6uBgDwuCE3nxBH6e7uxuTJk/Hkk09i5cqVA76/Z88ePPvss9i2bRtmz56Nd999Fzk5Obh69SpiY/WfCqWnp0OpHLiX5ODBg4iM1G8Sb2lpwU9/+lO89957w8ajVCr7jaVQKAAAarUaarXarOdkbGdue3NZOy7X/pb0M7etOe2Ga2Ov15gvfD0fe1zXFmNyGYPLPBUz+jLNvSptv37GO+3G73Odp5bG5QwsiZMW7cSl/XhWHN45dgMFN1pQ1tiJ8aE+fIc0on1FtehWaTE+1BuZ44L4Doe4mZycHOTk5Az5/TfeeANPPfUU1qxZAwDYsmULDhw4gLfffhubN28GABQWFg57DaVSiRUrVmDjxo246667hm27efNmbNq0acDjBw8ehKen50hPp5+8vDyL2jtqXK79Lelnbltz2g3Xxl6vMV/4ej72uK4txuQyhiV9ThfkAxBBqdHhm/25EDD6xxXdQgAMzp05hXBP6+eppXHxqaenx+y2tGgnLi3K3wMLk8OQd7UBH5y8iU3L0/gOaVgsy5rKVK6eFQeGYXiOiJBbVCoVCgsL8eKLL/Z7PDs7GwUFBWaNwbIsnnjiCSxYsACrV68esf3GjRuxYcMG09cKhQIxMTHIzs6Gr6+vWddUq9XIy8vD4sWLIRaLzerjiHG59rekn7ltzWk3XBt7vcZ84ev52OO6thiTyxhc5uk9ixfg5bPHAQDzF2XDW6pfhv7m7CEAOiyYdzeunvme8zzl+lz4ZPx00Ry0aCcu76eZcci72oC952rx/D1JpjcBZ3TyRgvKGrvgJRHiwWlRfIdDSD/Nzc3QarUICwvr93hYWBjq6+vNGuPEiRPYs2cPJk2aZMqX/+CDDzBx4sRB20ulUkil0gGPi8Vii3/gcunjiHG59rekn7ltzWk3XBt7vcZ84ev52OO6thjT3v/ufDykYBiAZQENK4BYLIZOx6JPrTN939wxR2rjKnPVkhidd3VDiJlmjwvG2GAvlDd3Y9+5Gqx24jxx4132FdOi4CNz/jcT4p7u/ASIZVmzPxW6++67odNZX82Jctopp92eKKfd+jG4zFONRgMPsRA9Ki0UPX3wlwlM+ewAIGR0I45JOe2EuDCBgMFPZsXh1W+u4h8nKvGjGbEQCZ2vMFJlczfyDFVufurEv1gQ9xUcHAyhUDjgrnpjY+OAu++2tnXrVmzduhVarf4HOOW0U067I1BOu/VjWDpPBTp9/vrB744i0gvoVgPG5ej3R49AwFBO+1Bo0U5GhYczovHm4euoaO7GZ4U1eHSG89U+fz2vFFodi6zEEEwIc/4Ns8T9SCQSpKenIy8vDytWrDA9npeXh+XLl9v12uvXr8f69euhUCjg5+dHOe2U025XlNNu/Rhc5+mfi0+iq70PGbPuwpQYf8g7+oCzxyEWMliSvdiqecr1ufCJctqJ2/GRibE+azx+v78YWw5dxwNTo5yq3uvl2g58faEODAM8vySJ73CIG+vq6kJZWZnp64qKCpw/fx6BgYGIjY3Fhg0bsHr1amRkZCAzMxPbt29HVVUV1q5d69A4KaedctodgXLarR/D0nnqIdEvPdU6BmKxGGpWX/LVQyw0jUM57YOjRTsZNX4yKw7vn6hEbXsv/llQiV/MG8d3SCZ/OnANALB8ciRSIs27e0iIPZw9exZZWVmmr42VWx5//HHs3LkTq1atQktLC1599VXI5XKkpaUhNzcXcXFxDo2Tctopp92eKKfd+jG4zlMPsT59VdGrhFqtRmfPrUW7tfPU0ricAeW0E7ckEwvx3OIJ+PWnF7Dt6A08OiMWfh78/5ZdcKMZx0ubIBYy2LA4ke9wiJubP38+WJYdts26deuwbt06B0WkRznt1vWjnHZuKKfd+jEsnac9nQIAApw8XQhlOYtyBQCIoFX3mcainPbB0aKdjCorpkZh+/EbKG3owjvHbuA39/CbisKyLP74rf4u+2MzYhEbZNkihBB3QTnt3PpRTjs3lNNu/Rhc5+nnLZdQpmhGYuokLE2PwokbLcCVQgT7+WDx4umU0z4MWrSTUUUoYPD8kiQ8vess3j9RgSfuGoMwXxlv8Ry4Uo8L1e3wlAjxywUJvMVBiKuhnHbKaXcEymm3fgxL56m3VN9WrdN/rdbpy8nKJCLKaR+B89XFI8RKi5JDkR4XgD61Dn/97jpvcWi0OlMu+5q74xHiM/AAGUIIIcSdeEj0RSJ6DPXZe9X6/3o4UfEIZ0V32smowzAMfnNPEh559yT2nKnG03PGIj7Yy+Fx7D1Xg/KmbgR4ivH03LEOvz4hrow2otJGVHuijajWj8F1nkqF+jvrXX0qqNVqdPWqAABSEUMbUUdAi3YyKs2ID0RWYgiOXGvCawevYetj0xx6/T61Fn/J09/lX581nk4/JWQEtBHVun60EZUb2ohq/RiWzlN5jX4j6tVrZchVlqJQzgAQor2lkTaijoAW7WTUeuGeJBwtbcL+i3KsnduBidF+Drv2rpOVqFf0IdJPhp/McmypPEJcEW1E5daPNqJyQxtRrR+D6zy9kV+Fw3U3EB4di6VLU1D7fQVQeR3xsdFYvDiRNqIOgxbtZNRKjvDFA1OisK+oFr/94hI+WZsJqcj+OXM3W7rx5mH94TXPLZ7gVIc8EeIqaCMqbUR1BNqIav0Yls5TL8Mnz0oNC7FYDENqO7yktBF1JLQRlYxqv16SCD8PMS7UdOD33xTb/Xp9ai3WfngOnX0aTIv1x4PTou1+TUIIIcRVeBo2oho3oBr/K3PATTVXR3fayagW5e+BLaum4MmdZ/DBqZuYFuePFVPts5BmWRa//eIyiuUKBHlJsO3H6RAKGLtci5DRjjai0kZUe6KNqNaPwXWeGtbs6Fbq/4339Om/JxHSRtSR0KKdjHpZSaF4ZsF4/O1wGTZ+fgnJEb5ICjcvV9YSH5+pxmeFNRAwwJs/mopwP/7qwxPiamgjqnX9aCMqN7QR1foxLJ2nxS36jae19c3Izc1Fabl+Y2pVxXXkqUrNHpM2ohIySv2/RRNQVN2O/OvNWPtBIb761d3wtWFFl4s17fjdl1cAAM8vScJd44NtNjYh7oA2onLrRxtRuaGNqNaPwXWeela0Y2dpETx8/LB06SzkfXIRaKrH5LQULM6IpI2ow6BFO3ELQgGDvz46Fcve/B6VLT349ScX8O7qdDCM9ekrbd0q/MeH56DS6rA4JQxr51FNdkKsRRtRaSOqI9BGVOvHsHSe+njoDxrsVWshFouh1LIAAG+ZhDaijoA2ohK3EeglwbYfT4NEKMDBqw1493i51WNqdSye3XMete29GBPkidcfmWyTXwQIIYSQ0ch48mmfWmf4r2EjqpiWpCOhV4i4lckx/vjvZSkAgD99W4L9F+Wcx1Jrdfjf/cU4VtoEmViAt3+SbtOUG0IIIWS0MVaP6VFpAAC9hpqPHlQeeUSc0mO2bduGP//5z5DL5UhNTcWWLVswZ86cIdsfO3YMGzZswJUrVxAZGYkXXngBa9eu5Rw0Idb48cxYnLvZhs+LarF+9zl8eyUSryxLQZC31OwxrtR14PlPL+KqXJ+L9r8PTERyhO03txLirqh6DFWPsSeqHmP9GFznqVigT4fpUWn11WMMi3exwPp5amlczsCu1WP27NmDZ599Ftu2bcPs2bPx7rvvIicnB1evXkVsbOyA9hUVFVi6dCmefvppfPjhhzhx4gTWrVuHkJAQrFy50tLLE2I1hmHwh5WTEOYnw/bj5fj6Qh1OlDVj0/2puG9SxLDpLUqNFlsPl2Hb0RvQ6Fj4e4qx6f5ULJ8S5cBnQMjoQ9VjrOtH1WO4oeox1o9h6TztUgOACEqNDt/sz0VzmxAAg/OFp9F13fwxqXqMGd544w089dRTWLNmDQBgy5YtOHDgAN5++21s3rx5QPt33nkHsbGx2LJlCwAgOTkZZ8+exWuvvUaLdsIbiUiA39yThJy0cLzw2UWU1HfiVx8V4ZuLdfifB9IQ6jOwXOP56na88NkFlDZ0AQCWTgzHpvvTEOJj/h16QsjgqHoMt35UPYYbqh5j/Rhc56mGFeDls98BALIWZePPxQVAXx+y5sxGUqgnVY8ZhkWLdpVKhcLCQrz44ov9Hs/OzkZBQcGgfU6ePIns7Ox+jy1ZsgQ7duzQf0ziAi8oGb0mRfvjq1/eja1HyrD1SBkOXGlA/vVmBHtLwbIsenqEeK0kHwzDoKatBzoWCPaW4NXlaVg6MYLv8AkZtah6DFWPcQSqHmP9GJbOU5nw1tLz3rdOol7RBwDw9pBS9ZgRWLRob25uhlarRVhYWL/Hw8LCUF9fP2if+vr6QdtrNBo0NzcjImLgwkepVEKpVJq+Nv4WYkmOo7H97f91NRS/YzAAfjk/HouSgvHivsu4UteJqtYe03dblL2mtvdPisDLSxMR6CVx+uflKq//UNw5fld9zoQQMhKBgMGEMG+UNnShtl3/89VbKkIEHUg4Ik4bUe/M+WVZdtg84MHaD/a40ebNm7Fp06YBj3PJcQRcJ69pKBS/46yJBeqCAY1u4Pc8RUCoRzVOHat2fGBWcKXXfzDuGL8lOY6EEOJq9q2bjWsNnaav4wI94SMT0w2LEVi0aA8ODoZQKBxwV72xsXHA3XSj8PDwQduLRCIEBQUN2mfjxo3YsGGD6WuFQoGYmBiLchwB18truhPFzy+Kn1/uHL8lOY6EEOJqvKQiTIsN4DsMl2PRol0ikSA9PR15eXlYsWKF6fG8vDwsX7580D6ZmZn4+uuv+z128OBBZGRkDPmDTCqVQioduLnPEXmBzoji5xfFzy93jN+Vny8hhBD7sDg9ZsOGDVi9ejUyMjKQmZmJ7du3o6qqylR3fePGjaitrcWuXbsAAGvXrsVbb72FDRs24Omnn8bJkyexY8cOfPTRR7Z9JoQQQkYNqtNOddrtieq0Wz+GM85TS+NyBnat075q1Sq0tLTg1VdfhVwuR1paGnJzcxEXFwcAkMvlqKqqMrWPj49Hbm4unnvuOWzduhWRkZH429/+RuUeCSGEmFCdduv6UZ12bqhOu/VjOOM8teRafLNrnXYAWLduHdatWzfo93bu3DngsXnz5uHcuXNcLkUIIcQNUJ12bv2oTjs3VKfd+jGccZ5yfS58sluddkIIIcQRqE471Wl3BKrTbv0YzjhPLY2LT5bEKLBjHIQQQgghhBAboEU7IYQQQgghTs4l0mOMhzFZWrtYrVajp6cHCoXCJT4iuRPFzy+Kn1/uHL/xvc743udOuLzf22uuWDsu1/6W9DO3rTnthmvj6v8e78TX87HHdW0xJpcxnHGecn0ufLLk/d4lFu2dnfpTs2JiYniOhBBCHKezsxN+fn58h+FQ9H5PCHFH5rzfM6wL3MrR6XSoq6uDj48PGIYxu5/xJNXq6mqLTlJ1FhQ/vyh+frlz/CzLorOzE5GRkRAI3CuLkev7/fTp03HmzBmbx2PtuFz7W9LP3LbmtBuqjav/exyMveYMH9e1xZhcxnC2eQq43ly15P3eJe60CwQCREdHc+7v6+vrEn9xQ6H4+UXx88td43e3O+xGXN/vhUKhXeaJteNy7W9JP3PbmtNupDau/u/xdvaaM3xc1xZjchnDWecp4Fpz1dz3e/e6hUMIIWRUWr9+vVOOy7W/Jf3MbWtOO3u9js6Ir+dqj+vaYkwuY9A8dSyXSI/hynhIR0dHh8v8tnU7ip9fFD+/KH5CnAfNZ+IqRvNcHdV32qVSKX73u99BKpXyHQonFD+/KH5+UfyEOA+az8RVjOa5OqrvtBNCCCGEEDIajOo77YQQQgghhIwGtGgnhBBCCCHEydGinRBCCCGEECdHi3ZCCCGEEEKcnMst2rdt24b4+HjIZDKkp6cjPz9/2PbHjh1Deno6ZDIZxo4di3feeWdAm7179yIlJQVSqRQpKSnYt2+fvcK3KP7PP/8cixcvRkhICHx9fZGZmYkDBw70a7Nz504wDDPgT19fH+/xHz16dNDYSkpK+rVz1tf/iSeeGDT+1NRUUxtHvf7Hjx/HsmXLEBkZCYZh8MUXX4zYx9nmvqXPwdnmv6XxO+P8J8RRVqxYgYCAADz00EN8h0KIyTfffIPExEQkJCTgvffe4zsci7nUon3Pnj149tln8fLLL6OoqAhz5sxBTk4OqqqqBm1fUVGBpUuXYs6cOSgqKsJLL72EZ555Bnv37jW1OXnyJFatWoXVq1fjwoULWL16NR555BH88MMPvMd//PhxLF68GLm5uSgsLERWVhaWLVuGoqKifu18fX0hl8v7/ZHJZLzHb3Tt2rV+sSUkJJi+58yv/1//+td+cVdXVyMwMBAPP/xwv3aOeP27u7sxefJkvPXWW2a1d7a5z+U5ONv8tzR+I2eZ/4Q40jPPPINdu3bxHQYhJhqNBhs2bMDhw4dx7tw5/PGPf0RrayvfYVmGdSEzZsxg165d2++xpKQk9sUXXxy0/QsvvMAmJSX1e+wXv/gFO2vWLNPXjzzyCHvPPff0a7NkyRL20UcftVHUt1ga/2BSUlLYTZs2mb5+//33WT8/P1uFOCxL4z9y5AgLgG1raxtyTFd6/fft28cyDMNWVlaaHnPk628EgN23b9+wbZxt7t/JnOcwGD7n/+3Mid/Z5j8hjnbkyBF25cqVfIdBCMuyLHvixAn2gQceMH39zDPPsLt37+YxIsu5zJ12lUqFwsJCZGdn93s8OzsbBQUFg/Y5efLkgPZLlizB2bNnoVarh20z1JhccYn/TjqdDp2dnQgMDOz3eFdXF+Li4hAdHY377rtvwJ1IW7Am/qlTpyIiIgILFy7EkSNH+n3PlV7/HTt2YNGiRYiLi+v3uCNef0s509y3FT7nvzWcYf4TcjtzUr0sTUUlxN6snbd1dXWIiooyfR0dHY3a2lpHhG4zLrNob25uhlarRVhYWL/Hw8LCUF9fP2if+vr6QdtrNBo0NzcP22aoMbniEv+dXn/9dXR3d+ORRx4xPZaUlISdO3fiq6++wkcffQSZTIbZs2fj+vXrvMcfERGB7du3Y+/evfj888+RmJiIhQsX4vjx46Y2rvL6y+Vy/Pvf/8aaNWv6Pe6o199SzjT3bYXP+c+FM81/Qm43UqqXOamE6enpSEtLG/Cnrq7OUU+DuBlr5y07yFmiDMPYNWZbE/EdgKXufIFZlh32RR+s/Z2PWzqmNbhe66OPPsIrr7yCL7/8EqGhoabHZ82ahVmzZpm+nj17NqZNm4Y333wTf/vb32wXuIEl8ScmJiIxMdH0dWZmJqqrq/Haa69h7ty5nMa0Ftdr7dy5E/7+/njggQf6Pe7o198Szjb3reEs898Szjj/CQGAnJwc5OTkDPn9N954A0899ZTpJsWWLVtw4MABvP3229i8eTMAoLCw0CGxEmJk7byNiorqd2e9pqYGM2fOtHvctuQyd9qDg4MhFAoH3IFqbGwccKfKKDw8fND2IpEIQUFBw7YZakyuuMRvtGfPHjz11FP45JNPsGjRomHbCgQCTJ8+3eZ3Gq2J/3azZs3qF5srvP4sy+If//gHVq9eDYlEMmxbe73+lnKmuW8tZ5j/tsLX/CfEXLZIJSTE0cyZtzNmzMDly5dRW1uLzs5O5ObmYsmSJXyEy5nLLNolEgnS09ORl5fX7/G8vDzcddddg/bJzMwc0P7gwYPIyMiAWCwets1QY3LFJX5Af4fxiSeewO7du3HvvfeOeB2WZXH+/HlERERYHfPtuMZ/p6Kion6xOfvrD+hLJ5aVleGpp54a8Tr2ev0t5Uxz3xrOMv9tha/5T4i5bJHKCej3Zjz88MPIzc1FdHQ0zpw5Y+tQCTExZ96KRCK8/vrryMrKwtSpU/H888+bbmK5DB42v3L28ccfs2KxmN2xYwd79epV9tlnn2W9vLxM1TxefPFFdvXq1ab25eXlrKenJ/vcc8+xV69eZXfs2MGKxWL2s88+M7U5ceIEKxQK2T/84Q9scXEx+4c//IEViUTsqVOneI9/9+7drEgkYrdu3crK5XLTn/b2dlObV155hf3222/ZGzdusEVFReyTTz7JikQi9ocffuA9/r/85S/svn372NLSUvby5cvsiy++yAJg9+7da2rjzK+/0U9+8hN25syZg47pqNe/s7OTLSoqYouKilgA7BtvvMEWFRWxN2/eHDR2Z5v7XJ6Ds81/S+N3tvlPyGBwRyWk2tpaFgBbUFDQr93vf/97NjEx0cHRETI4d523LrVoZ1mW3bp1KxsXF8dKJBJ22rRp7LFjx0zfe/zxx9l58+b1a3/06FF26tSprEQiYceMGcO+/fbbA8b89NNP2cTERFYsFrNJSUn9fqjyGf+8efNYAAP+PP7446Y2zz77LBsbG8tKJBI2JCSEzc7OHjBp+Yr/j3/8Iztu3DhWJpOxAQEB7N13383u379/wJjO+vqzLMu2t7ezHh4e7Pbt2wcdz1Gvv7F84FBzwRXmvqXPwdnmv6XxO+P8J+ROdy5+lEolKxQK2c8//7xfu2eeeYadO3eug6MjZHDuOm8Zlh1kOy0hhBBCRj2GYbBv375+m+xnzpyJ9PR0bNu2zfRYSkoKli9fbtqISgif3HXeulz1GEIIIYRw19XVhbKyMtPXFRUVOH/+PAIDAxEbG4sNGzZg9erVyMjIQGZmJrZv346qqiqsXbuWx6iJu6N5C9CddkIIIcSNHD16FFlZWQMef/zxx7Fz504A+kNq/vSnP0EulyMtLQ1/+ctf+pUqJcTRaN7Sop0QQgghhBCn5zIlHwkhhBBCCHFXtGgnhBBCCCHEydGinRBCCCGEECdHi3ZCCCGEEEKcHC3aCSGEEEIIcXK0aCeEEEIIIcTJ0aKdEEIIIYQQJ0eLdkIIIYQQQpwcLdoJIYQQQghxcrRoJ4QQQgghxMnRop0QQgghhBAnR4t2QgghhBBCnBwt2gkhhBBCCHFy/x8aTd3DFIsBegAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t = np.linspace(0.0, 1.5, 50)\n", "v = 1 + np.sin(2*np.pi*t)\n", "\n", "fig = plt.figure(figsize=(9,3))\n", "ax = fig.add_subplot(1,2,1)\n", "ax.plot(t, v)\n", "ax.grid(True, which='both');\n", "\n", "ax = fig.add_subplot(1,2,2)\n", "ax.plot(t, v)\n", "ax.set_xscale('log')\n", "ax.set_yscale('log')\n", "ax.grid(True, which='both');" ] }, { "cell_type": "code", "execution_count": 14, "id": "ba6435eb-731e-4b15-af4a-b7b446a8b2bc", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "r = np.arange(0, 2, 0.01)\n", "theta = 2 * np.pi * r\n", "\n", "fig = plt.figure(figsize=(9,3))\n", "\n", "ax1 = fig.add_subplot(1,2,1)\n", "ax1.plot(theta, r)\n", "ax1.grid(True);\n", "\n", "ax2 = fig.add_subplot(1,2,2, projection='polar')\n", "ax2.plot(theta, r)\n", "ax2.set_rmax(2)\n", "ax2.set_rticks([0.5, 1, 1.5, 2])\n", "ax2.grid(True);" ] }, { "cell_type": "markdown", "id": "6c3ceebc-6aee-432b-ae6d-645da981d7b0", "metadata": {}, "source": [ "### Несколько систем координат на одном рисунке\n", "\n", "Для построения несолькоих систем координат будем использовать `matplotlib.gridspec`. " ] }, { "cell_type": "code", "execution_count": 15, "id": "765477bc-3508-42b8-867c-5e3c9ec6aebb", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Задаем сетку для деления 2 строки 3 столбца\n", "grsp = matplotlib.gridspec.GridSpec(2, 3)\n", "\n", "fig = plt.figure()\n", "\n", "# Получаем указатели на отельные оси с помощью слайсов\n", "axis1 = fig.add_subplot(grsp[0, :]) # Вся верхняя строка\n", "axis2 = fig.add_subplot(grsp[1, 0:2]) # Нижняя строка две левых клетки\n", "axis3 = fig.add_subplot(grsp[1, 2]) # Нижняя строка правый угол\n", "\n", "t = np.arange(0.0, 1.0+0.1, 0.01)\n", "v = 1 + np.sin(2*np.pi*t)\n", "\n", "axis1.plot(t,v)\n", "axis2.plot(t,v)\n", "axis3.plot(t,v)\n", "axis3.set_yticks([]);" ] }, { "cell_type": "markdown", "id": "82413d7f-e0aa-4639-88e1-f6f172cdddf7", "metadata": {}, "source": [ "## Карты\n", "\n", "Раньше для построения карт использовался модуль `basemap`, но он устарел и более не поддерживается. На замену ему пришел модуль `cartopy`.\n", "\n", "Для выбора нужной проекции используем [документацию](https://scitools.org.uk/cartopy/docs/latest/reference/projections.html#cartopy-projections). \n", "\n", "Рисование данных поверх карты выполняется обычными методами, например plot с добавлением параметра transform если координаты указаны, как долгота и широта в градусах." ] }, { "cell_type": "code", "execution_count": 18, "id": "a0b0e51b-4eaf-4326-9ea2-8bb68400ee0c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.ticker as mticker\n", "from cartopy import crs as ccrs\n", "\n", "fig = plt.figure()\n", "\n", "ax = fig.add_subplot(projection=ccrs.PlateCarree())\n", "\n", "ax.set_extent([-6, 3, 48, 58], crs=ccrs.PlateCarree())\n", "\n", "gl = ax.gridlines(draw_labels=True)\n", "gl.xlocator = mticker.FixedLocator(np.arange(-6.0,3.0,2.0))\n", "gl.ylocator = mticker.FixedLocator(np.arange(48.0,58.0,2.0))\n", "\n", "ax.scatter([-2],[52], transform=ccrs.PlateCarree())\n", "\n", "ax.coastlines(resolution='50m');" ] }, { "cell_type": "markdown", "id": "184b4312-2205-47f9-892f-919f6de8edc7", "metadata": {}, "source": [ "### Картографические данные Natural Earth\n", "\n", "Картографические данные cartopy берет из проекта [Natural Earth](https://www.naturalearthdata.com/). \n", "\n", "Какие именно картографические данные доступны см. [по ссылке] (https://github.com/nvkelso/natural-earth-vector) в наборах `cultural` и `physical`. Карты автоматически скачиваются по мере надобности, при этом в консоль выводится предупреждение DownloadWarning." ] }, { "cell_type": "code", "execution_count": 19, "id": "9a7a6adc-bb5e-45a8-b679-1047d34eaadc", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.ticker as mticker\n", "from cartopy import crs as ccrs\n", "import cartopy.feature\n", "\n", "fig = plt.figure()\n", "\n", "ax = fig.add_subplot(projection=ccrs.PlateCarree())\n", "\n", "ax.set_extent([-6, 3, 38, 48], crs=ccrs.PlateCarree())\n", "\n", "gl = ax.gridlines(draw_labels=True)\n", "gl.xlocator = mticker.FixedLocator(np.arange(-6.0,3.0,2.0))\n", "gl.ylocator = mticker.FixedLocator(np.arange(38.0,48.0,2.0))\n", "\n", "resol = '50m' # еще есть '110m' - самая грубая версия и '10m' - самая точная версия\n", "bodr = cartopy.feature.NaturalEarthFeature(category='cultural', \n", " name='admin_0_boundary_lines_land', scale=resol, facecolor='none', alpha=0.7)\n", "land = cartopy.feature.NaturalEarthFeature('physical', 'land', \\\n", " scale=resol, edgecolor='k', facecolor=cartopy.feature.COLORS['land'])\n", "ocean = cartopy.feature.NaturalEarthFeature('physical', 'ocean', \\\n", " scale=resol, edgecolor='none', facecolor=cartopy.feature.COLORS['water'])\n", "lakes = cartopy.feature.NaturalEarthFeature('physical', 'lakes', \\\n", " scale=resol, edgecolor='b', facecolor=cartopy.feature.COLORS['water'])\n", "rivers = cartopy.feature.NaturalEarthFeature('physical', 'rivers_lake_centerlines', \\\n", " scale=resol, edgecolor='b', facecolor='none')\n", "\n", "ax.add_feature(land)\n", "ax.add_feature(ocean)\n", "ax.add_feature(lakes)\n", "ax.add_feature(rivers)\n", "ax.add_feature(bodr, linestyle='--', alpha=1);" ] }, { "cell_type": "markdown", "id": "636f3c69-8299-4520-b058-5d0840861799", "metadata": {}, "source": [ "### Использование Tile-серверов в cartopy" ] }, { "cell_type": "markdown", "id": "c55756db-1eb7-4dd2-a820-e2af20c8d771", "metadata": {}, "source": [ "```python\n", "import matplotlib.pyplot as plt\n", "from cartopy import crs as ccrs\n", "from cartopy.io.img_tiles import GoogleWTS, OSM, GoogleTiles\n", "\n", "\n", "def make_map_from_url(url):\n", " class URLMAP(GoogleWTS):\n", " def _image_url(self, tile):\n", " x, y, z = tile\n", " return url.format(x=x,y=y,z=z)\n", " return URLMAP()\n", "\n", "#Спутниковые снимки\n", "\n", "#Спутник ESRI\n", "tiles_provider = make_map_from_url('https://server.arcgisonline.com/ArcGIS/rest/services/World_Imagery/MapServer/tile/{z}/{y}/{x}')\n", "\n", "#Спутник Yandex\n", "tiles_provider = make_map_from_url('https://core-sat.maps.yandex.net/tiles?l=sat&x={x}&y={y}&z={z}')\n", "\n", "#Карты\n", "\n", "#OpenStreetMap\n", "tiles_provider = OSM()\n", "\n", "#OpenStreetMap CycloSM\n", "tiles_provider = make_map_from_url('https://a.tile-cyclosm.openstreetmap.fr/cyclosm/{z}/{x}/{y}.png')\n", "\n", "#Карта Yandex\n", "tiles_provider = make_map_from_url('https://core-renderer-tiles.maps.yandex.net/tiles?l=map&x={x}&y={y}&z={z}&scale=2&lang=ru-RU')\n", "\n", "#Карта Google\n", "tiles_provider = GoogleTiles()\n", "\n", "#Карта ESRI Street\n", "tiles_provider = make_map_from_url('https://server.arcgisonline.com/ArcGIS/rest/services/World_Street_Map/MapServer/tile/{z}/{y}/{x}')\n", "\n", "#Карта ESRI Topo\n", "tiles_provider = make_map_from_url('https://server.arcgisonline.com/ArcGIS/rest/services/World_Topo_Map/MapServer/tile/{z}/{y}/{x}')\n", "\n", "#TopoMapper\n", "tiles_provider = make_map_from_url('https://proxy.nakarte.me/http/88.99.52.155/cgi-bin/tapp/tilecache.py/1.0.0/topomapper_v2/{z}/{x}/{y}.jpg')\n", "\n", "#Без глобального охвата\n", "\n", "#Генштаб 10km\n", "tiles_provider = make_map_from_url('https://c.tiles.nakarte.me/topo001m/{z}/{x}/{y}')\n", "\n", "#Генштаб 1km\n", "tiles_provider = make_map_from_url('https://b.tiles.nakarte.me/topo001m/{z}/{x}/{y}')\n", "\n", "#Прочее от ESRI\n", "\n", "#Рельеф с тенями\n", "tiles_provider = make_map_from_url('https://server.arcgisonline.com/ArcGIS/rest/services/World_Shaded_Relief/MapServer/tile/{z}/{y}/{x}')\n", "\n", "#Суша с тенями\n", "tiles_provider = make_map_from_url('https://server.arcgisonline.com/ArcGIS/rest/services/World_Terrain_Base/MapServer/tile/{z}/{y}/{x}')\n", "\n", "#Физическая карта\n", "tiles_provider = make_map_from_url('https://server.arcgisonline.com/ArcGIS/rest/services/World_Physical_Map/MapServer/tile/{z}/{y}/{x}')\n", "\n", "plt.figure(figsize=(10, 10))\n", "\n", "ax = plt.axes(projection=tiles_provider.crs)\n", "\n", "ax.set_extent([-6, 3, 38, 48], ccrs.PlateCarree())\n", "\n", "ax.add_image(tiles_provider, 6);\n", "```" ] }, { "cell_type": "markdown", "id": "03547ade-83e8-45f3-8d52-7964dc1e4241", "metadata": {}, "source": [ "### Некоторые приемы работы с cartopy" ] }, { "cell_type": "code", "execution_count": 20, "id": "0bf97eda-f33e-4b37-86f2-e6e9d99e6f8b", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.ticker as mticker\n", "from cartopy import crs as ccrs\n", "\n", "fig = plt.figure()\n", "\n", "ax = fig.add_subplot(projection=ccrs.PlateCarree())\n", "\n", "ax.set_extent([-6, 3, 48, 58], crs=ccrs.PlateCarree())\n", "\n", "# Скрытие части подписей по осям:\n", "gridlines = ax.gridlines(draw_labels=True)\n", "gridlines.top_labels = False\n", "gridlines.right_labels = False\n", "\n", "# Добавление теплокарты:\n", "data = np.random.random((6,6))\n", "im = ax.imshow(data, origin='upper', extent =[-6, 3, 48, 58], transform=ccrs.PlateCarree()) \n", "fig.colorbar(im, ax=ax)\n", "ax.coastlines(resolution='50m')\n", "\n", "#Добавление точки с подписью:\n", "chords = np.array([[0.1],[51.5]])\n", "\n", "ax.scatter(chords[0],chords[1], color=\"red\", transform=ccrs.PlateCarree())\n", "\n", "mpl_trans = ccrs.PlateCarree()._as_mpl_transform(ax)\n", "ax.annotate('LONDON',(chords[0,0]+0.2,chords[1,0]+0.2), color=\"red\", xycoords=mpl_trans);" ] }, { "cell_type": "markdown", "id": "c731a1ef-904a-4eb8-81d3-676a4e41617b", "metadata": {}, "source": [ "### Построение карт из NetCDF файлов" ] }, { "cell_type": "markdown", "id": "f9d4db50-4a35-40b1-9339-b13e840fc6e4", "metadata": {}, "source": [ "```python\n", "import netCDF4 as nc\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.ticker as mticker\n", "from cartopy import crs as ccrs\n", "\n", "# Добавляем encoding если 1. в Windows и 2. в пути к файлу есть русские буквы (и другие символы Unicode)\n", "ds = nc.Dataset(\"file.nc\", encoding=\"cp1251\") \n", "\n", "print(ds) # обзор структуры NetCDF файла\n", "\n", "data = ds['varname'][57,:,:] # получаем нужный срез нужной переменной\n", "\n", "#Задаем экстент по границам данных в файле\n", "ax.set_extent([ds['lon'][0], ds['lon'][-1], ds['lat'][0], ds['lat'][-1]], crs=ccrs.PlateCarree())\n", "```" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.7" } }, "nbformat": 4, "nbformat_minor": 5 }