diff --git a/1_numpy_matplotlib_scipy_sympy/1-numpy_tutorial.ipynb b/1_numpy_matplotlib_scipy_sympy/1-numpy_tutorial.ipynb index ad6cf59..d3771df 100644 --- a/1_numpy_matplotlib_scipy_sympy/1-numpy_tutorial.ipynb +++ b/1_numpy_matplotlib_scipy_sympy/1-numpy_tutorial.ipynb @@ -4378,7 +4378,7 @@ " for col_idx, element in enumerate(row):\n", " print(\"col_idx\", col_idx, \"element\", element)\n", " \n", - " # update the matrix M: square each element\n", + " # 更新矩阵:对每个元素求平方\n", " M[row_idx, col_idx] = element ** 2" ] }, @@ -4400,7 +4400,7 @@ } ], "source": [ - "# each element in M is now squared\n", + "# 现在矩阵里的每一个元素都已经求得平方\n", "M" ] }, @@ -4408,14 +4408,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Vectorizing functions" + "## 向量化功能" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "As mentioned several times by now, to get good performance we should try to avoid looping over elements in our vectors and matrices, and instead use vectorized algorithms. The first step in converting a scalar algorithm to a vectorized algorithm is to make sure that the functions we write work with vector inputs." + "正如前面多次提到的,为了获得良好的性能,我们应该尽量避免对向量和矩阵中的元素进行循环,而应该使用向量化算法。将标量算法转换为向量化算法的第一步是确保我们编写的函数使用向量输入。" ] }, { @@ -4426,7 +4426,7 @@ "source": [ "def Theta(x):\n", " \"\"\"\n", - " Scalar implemenation of the Heaviside step function.\n", + " Heaviside阶跃函数的标量实现\n", " \"\"\"\n", " if x >= 0:\n", " return 1\n", @@ -4460,9 +4460,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "OK, that didn't work because we didn't write the `Theta` function so that it can handle a vector input... \n", + "这个操作并不可行因为我们没有写`Theta`函数去解决一个向量输入\n", "\n", - "To get a vectorized version of Theta we can use the Numpy function `vectorize`. In many cases it can automatically vectorize a function:" + "为了得到向量化的版本,我们可以使用Numpy函数`vectorize`。在许多情况下,它可以自动向量化一个函数:" ] }, { @@ -4498,7 +4498,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We can also implement the function to accept a vector input from the beginning (requires more effort but might give better performance):" + "我们也可以实现从一开始就接受矢量输入的函数(需要更多的计算,但可能会有更好的性能):" ] }, { @@ -4509,7 +4509,7 @@ "source": [ "def Theta(x):\n", " \"\"\"\n", - " Vector-aware implemenation of the Heaviside step function.\n", + " Heaviside阶跃函数的矢量感知实现。\n", " \"\"\"\n", " return 1 * (x >= 0)" ] @@ -4581,7 +4581,7 @@ } ], "source": [ - "# still works for scalars as well\n", + "# 同样适用于标量\n", "Theta(-1.2), Theta(2.6)" ] }, @@ -4589,14 +4589,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Using arrays in conditions" + "## 在条件中使用数组" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "When using arrays in conditions,for example `if` statements and other boolean expressions, one needs to use `any` or `all`, which requires that any or all elements in the array evalutes to `True`:" + "当在条件中使用数组时,例如`if`语句和其他布尔表达,一个需要用`any`或者`all`,这让数组任何或者所有元素都等于`True`。" ] }, { @@ -4685,14 +4685,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Type casting" + "## 类型转换" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Since Numpy arrays are *statically typed*, the type of an array does not change once created. But we can explicitly cast an array of some type to another using the `astype` functions (see also the similar `asarray` function). This always create a new array of new type:" + "因为Numpy数组是*静态类型*,数组的类型一旦创建就不会改变。但是我们可以用`astype`函数(参见类似的“asarray”函数)显式地转换一个数组的类型到其他的类型,这总是创建一个新类型的新数组。" ] }, { @@ -4785,7 +4785,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Further reading" + "## 进一步的阅读" ] }, { @@ -4794,14 +4794,14 @@ "source": [ "* http://numpy.scipy.org\n", "* http://scipy.org/Tentative_NumPy_Tutorial\n", - "* http://scipy.org/NumPy_for_Matlab_Users - A Numpy guide for MATLAB users." + "* http://scipy.org/NumPy_for_Matlab_Users - 一个针对MATLAB使用者的Numpy教程." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Versions" + "## 版本" ] }, { diff --git a/1_numpy_matplotlib_scipy_sympy/2-matplotlib_simple_tutorial.ipynb b/1_numpy_matplotlib_scipy_sympy/2-matplotlib_simple_tutorial.ipynb index 91c18f4..d1380ae 100644 --- a/1_numpy_matplotlib_scipy_sympy/2-matplotlib_simple_tutorial.ipynb +++ b/1_numpy_matplotlib_scipy_sympy/2-matplotlib_simple_tutorial.ipynb @@ -13,7 +13,7 @@ "metadata": {}, "source": [ "## 1. pyplot\n", - "matplotlib.pyplot is a collection of command style functions that make matplotlib work like MATLAB. Each pyplot function makes some change to a figure: e.g., creates a figure, creates a plotting area in a figure, plots some lines in a plotting area, decorates the plot with labels, etc. In matplotlib.pyplot various states are preserved across function calls, so that it keeps track of things like the current figure and plotting area, and the plotting functions are directed to the current axes (please note that “axes” here and in most places in the documentation refers to the axes part of a figure and not the strict mathematical term for more than one axis)." + "matplotlib.pyplot是一组命令风格的函数,它们使matplotlib的工作方式类似于MATLAB。每个pyplot函数都对图形进行一些更改:例如,创建图形,在图形中创建绘图区域,在绘图区域中绘制一些线,用标签装饰绘图,等等。在matplotlib。pyplot各种状态保存在函数调用,所以它跟踪当前图和绘图区域,和绘图功能是针对当前轴(请注意“axes”,在大多数地方的文档是指轴图的一部分,而不是严格的数学术语多个轴)。 " ] }, { @@ -35,9 +35,9 @@ } ], "source": [ - "# This line configures matplotlib to show figures embedded in the notebook, \n", - "# instead of opening a new window for each figure. More about that later. \n", - "# If you are using an old version of IPython, try using '%pylab inline' instead.\n", + "# 这一行配置matplotlib以显示嵌入在notebook中的图形,\n", + "# 而不是为每个图打开一个新窗口。稍后会详细介绍。\n", + "# 如果你是使用旧版本的IPython,尝试使用'%pylab inline'\n", "%matplotlib inline\n", "\n", "import matplotlib.pyplot as plt\n", @@ -84,7 +84,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "For every x, y pair of arguments, there is an optional third argument which is the format string that indicates the color and line type of the plot. The letters and symbols of the format string are from MATLAB, and you concatenate a color string with a line style string. The default format string is ‘b-‘, which is a solid blue line. For example, to plot the above with red circles, you would issue" + "对于每一对x、y参数,都有一个可选的第三个参数,它是表示图形的颜色和线条类型的格式字符串。格式字符串的字母和符号来自MATLAB,您可以将一个彩色字符串与一个行样式字符串连接起来。默认的格式字符串是' b- ',它是一条纯蓝色的线。例如,要用红色圆圈绘制上面的图形,您需要这样来设置:" ] }, { @@ -134,10 +134,10 @@ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", - "# evenly sampled time at 200ms intervals\n", + "# 以200ms间隔均匀采样时间\n", "t = np.arange(0., 5., 0.2)\n", "\n", - "# red dashes, blue squares and green triangles\n", + "# 红色的破折号,蓝色的正方形和绿色的三角形\n", "plt.plot(t, t, 'r--', \\\n", " t, t**2, 'bs', \\\n", " t, t**3, 'g^')\n", @@ -148,19 +148,18 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### [Controlling line properties](https://matplotlib.org/users/pyplot_tutorial.html#controlling-line-properties)\n", + "### [控制线条属性](https://matplotlib.org/users/pyplot_tutorial.html#controlling-line-properties)\n", "\n", - "Lines have many attributes that you can set: linewidth, dash style, antialiased, etc; see matplotlib.lines.Line2D. There are several ways to set line properties\n" + "线条有很多属性,你可以设置:线宽,折线样式,反锯齿,等等;看到matplotlib.lines.Line2D。设置行属性有几种方法\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Working with multiple figures and axes\n", + "### 处理多个图形和轴\n", "\n", - "MATLAB, and pyplot, have the concept of the current figure and the current axes. All plotting commands apply to the current axes. The function gca() returns the current axes (a matplotlib.axes.Axes instance), and gcf() returns the current figure (matplotlib.figure.Figure instance). Normally, you don’t have to worry about this, because it is all taken care of behind the scenes. Below is a script to create two subplots.\n", - "\n" + "MATLAB和pyplot都有当前图和当前轴的概念。所有绘图命令都适用于当前轴。函数gca()返回当前轴(matplotlib.axes)。而gcf()返回当前的图(matplotlib.figure)。图实例)。通常,您不必担心这个,因为它都是在后台处理的。下面是创建两个次要情节的脚本。" ] }, { @@ -209,12 +208,12 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 1, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -230,7 +229,7 @@ "import matplotlib.image as mpimg\n", "import numpy as np\n", "\n", - "# load image\n", + "# 加载图片\n", "img=mpimg.imread('example.png')\n", "\n", "imgplot = plt.imshow(img)\n" @@ -240,27 +239,27 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Applying pseudocolor schemes to image plots" + "### 应用伪彩色方案进行图像绘图" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 9, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -278,22 +277,23 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "array([0.5058824 , 0.5294118 , 0.57254905, ..., 0.64705884, 0.65882355,\n", + " 0.6745098 ], dtype=float32)" ] }, - "execution_count": 10, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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b3gscg+N/B1xp/Q5wfXvSlktKC8Tzokn4tsnkmjbq6eS6DJgS/fJ+T9LSHLZ2C9hivFX5fgEKo7D8Xqi7L9RURWzR7cfUilOe52ySv9aboCLDwA2TmHzcAGy39XzHqzB3gClsNrucW/u7cEcd3PEY7Hmv1e+1mCF5F0Zw12AEdAJbEBVj2SBG7Tdh1iAtbMnWsrY+ZnkOYHRmw1GoXYRxLa0w2QcFyd+9VBSFs0NunCB0m2nWYkynk2tifMHo7mFg20O2SCsIhlFgIxSfsPxOEoaSWir2n0r+RR+DDWchtwQmZ2DsBVie98Hs93aq8C5CWdoFa4/aJpgDvu4LuJ/QsMhKzRHg01Qm0rT+dRFW8QbXHrlus9DijWwjdLJtxI4gFUlz0hhV4A+gPAPZZzHiI2qen7UN7H0ExypjZBNwg+fX6o3ah1nEf7bFbvxyLyv/1Pqxh5BWJJCxEk5/BZbeBTxk3TTg3XXDnBU5Cqwqmj6/BGZAeq1N3Ta8zYLr1WHU1u0ErAP+DF4ctT5uxzIR41GeF8KpdPkSz8siMEhqU5PhXFxmCiksYuN3kpizJPcdnFthCCTl/xnYbLnSbAM5Yq7XYutBxEPlqHzpMlX2HDA3jsGg8gTEJdWHtfo9scZ1wDtgaw/8i1fbJHuT3xaSai2mNyq0WFmtsoqvwYiolHuCwZS84h8EPg/LX215TWFMToVyDNg6ni3B6R4qlGTuBbdLjFrDhvxdbUxgC2GCwIsXkz4SemsCuA8CWCkl5hpoXRtQmwm/3Ak0vixAEkJeTWLr9cDZYIj3FOHkA/6g+mGPl9Hrv/OQvcxgOnlsE+rx8o4n3VYDZjgs2nu1S2yY+AQhjviYibksNHml34cpCtswHUQrscsNJJ223+v1gH3/+oxpXPgi1TuQ5spmjFDeiokgArBeSQVOxoCXtQFgCXAF3Br7iFQfP/UGyy4HzH4Flq60Rk8OQEenVbUfOFcK9Um20rKuiNlttmFlLycMWo4nJoftgFfavWOjNk47fKyYtrHe7V0wP6mE7ToX+/vhpMuC8ywln8KQOe6XErHAROz0XEpwJXI/i8NpqLbtsAjYC933wOj91VKW4CwSWXNUYy97McIkRMpmYPF6e+DcgBNrWYYkLmsHEPJfirlPwD2rbC2+HXjI27EZaN0ItENjHWHQEcB6G2H2lkEADH1+CDhsj9+yGr561O+NwtOuexzz/lnaBjxghOpah7mMjVsRKTHD6yWdZE1yPf3UOP3NUfgZMB1fG8YtrYLWMZgYMhrQYFWCF0IiVhnSRIx5c9W8FXnv2wIBH9uB7aDriQnTBotHYeNRo+M7/P0rve7DwKIiXHMc45xKlsWu/bByP1z/Rip6zawexqdgqXC9bySA4tOYuDDoY9sO/CX89YgRp61UAAgVb6tzXzC9I78ONLqBaMOUgdSlYtGErIgd/pnVYtzXlVSI5002phOEauXkQwEYaACa+oA+h0QPWNNGCUhXB/Zw7Su9/D5/4HWEccx1m1XucDnrp1RDMQkUemx/e9D/5ictiO0XTTMEoRIUU8aLFAUimqTFW8Lm3JxfH/R8prBJMocN6DTw2DNw26uB5uqJ14otIhHOOmytivCKS5UBuAKhcsVfHU4Qxgig/ZT/llFJ7K3rsRbfC7vvC+N5P3DLzxFGBCEJ5LJT7w/KbK97dRjVde+oeuBrR21hnBsxRugIRiuGvB18w7x88Db0Ys/LFibOW0Zu9YGs7el4aIxyGHH60lF4/QSmoxWafQt074WmIecmMVovAtmBbXRNwNJ2OOWQmxxGiGTZregRVhFuWFrBiV7n6o3QvR8+7+VcSexnc2Bc3uuAL0HDC0Z/60kGtgCshfpvwOCU6bkbHyYmnXaTf0u4A6+A295nwy9gQBfQ8UoCuLsKuLOeChJy6TK4ocMzFdi72Qf5qFndiwCzRoXrvmm/F9dApz25398ewAQh2Qi0p0DM606vSr93waj67fUYZ+y6YDbD8Qegu91/O5NQIeiuWliJ7SUaz21FuL4FWkZjWOYnLRDPl0xzBIxOziWSTNNFKrUd2Li3+nddb/DrRcwYIzzhGDYPbtsJ1BvRuo+YYCsIYtlLeK9sImwJA4RqoLaGysLJWqA4CuUpyPZi1GoKs2zvgHIJMkFifhubhPdC133GtKzGMalvx9hmsdGnCMWv9F5rPO8dmBjXCZyBybdB4RW2oHZhi+Ogf5cNZxYjooe3G5PxCuDZGfcurIHWUujMpEtu9U+NgRgP6aLTUAB12Ob1pSF4fT9hzThkGSy9C9gN3aO2Tk8SuromYOlay6Q4ZHlv8a5sGbe8h0fd5VR63o6kYd3eX3UYV7QMXj0SG2uPt3dpChXqgo4XrM0dNRjBF97ydbC81/p6TtZ4SRF5QmEriNxaq460K3mcTn4R0x1o5+FKbMmd9YbIRCeZJiGixanA0slKOglMl2BpDevuKpF/xHL4BrY5tmNzVRx9nY+P/Ds6vRrZMmhtxjbeK+3lbw7BVZ8B7oXuGjg+ZJ9VAF/BSZoha4KVPja7fL51jAayZH7SAud50VQmaIYcNjSd5GoujlPgZ3GpUjvKzVHW3UNUGwvvgIrssuJVMPdEcJ8SVWex9bgDYxQ7CGlK9VgJnC7BUvlfN0DNqC3Q9veH5V5Ij1qgrQQ5rSzHAXYCi9th/RC0voZqa/WTUH4Gsrdh6oajhGJqN8Zy3Oy/26DwYWtE2zeMjhzENqMJbH3ICLDL69/kz0xSPdGlz5SaNlXTiTOt0AHC8D+HcZKNXubfPwN37sd2hZUYtR6zwtbdCusOw8rnTQV5ELhelqNTNgbayNblYbAYxua5KZjda/CbKm+xU5gho9P/ZmH5QWOqJkdNB9wHLJ3GfEzfbO/X4fCobf6nhr4D232HICcCNkdY+5u8PHXE56z98lrqwOux4io49E14tXcUg8AVUB6NXd7jDFR2aEkv0jdOYJMrddEtlODpGONZYl10AldjapkcobOXiiWnARXHci8VfeU3T8BVw0AzdK/GFo2w1Kmc7ly4EIId2Dxb8Qr4N7cBLfC2DzAPaYF4XjQpYgxUczdi8ByaVyGOYIM9Tbhypkkg7Dw2/wrY5N4zAP9nPfAWyD8RxEHGIQHjGwi4niRoledwUn48R4DmCH/2AqHr0lo8A7SdhaWPYm6gM2bdZ84XWs4r/GXgqbBiLn4Qzp2Fxe8kvIwe9O/gpnUrfPIDcPUr4Mg3bOH0YXS3nxBbe72odmw9tuG4yA6oGwikjtQlgotJS5AjuFBxnhCuhhqPIvDlGbh7FyZ7byTiAuwAroOrNsFr7zOC/lwRru2xjOswetvoRouGESgsMzWExnTxKJwZMa8wisCAQY9qu6jWHa6CwuvgTYNUogKxA2voVqgtYqu+k9BNyOB1K0EgRdjuw3TMsqCJkOw2yO2NBMLnuaNwLSfs/V/FKOupM2EsUh3Fvg9jO5/Am1Dl6VRRDjfD3HbINdn4DXmVZQQScD5FpKSODqP4nKqDwy/AuvvthRqfczzlDbib0K9P+yCDKes/DM8Wbe42Y/NtDu+jVxMK60tOqeLu8kuXBfEUURTOWotYYteFUJkUUiOmRZyefsuPuI5QmY1DRbHXjM0TWZG7CdfLN11QvzMY4Tnp+XQDP/4kFeBikfD4bEvqLPdOQWWWSnH7GOTuAQ5BxwhGzfrhm39n7etwHee5s7YYNwxgFtwnsdXSj7FTQoU7I1OoM2ah5H+9Xo8mTDclzysxHnIUIG99NkPMeyEMpOrSOKnPC0k+qZei8gU4NQKtT2IsYLMPhHS/Owyk/focPDcEXyoaja144I7b3yRQM2KvSmqeLLk60Kn33Eyyge72jncOSDrMSoyAYczCPUyw3RooYWl1TYM5gVnkh6j20wUYgJPPG9JnHKPPD3q/XbupZER4A0akf4XwHKiF2R6rhqT//ImA3omupgbMFXlzeJgFFudCcyGEiebZDoIJ0ZqCgChdB7SO2LPl+yC7F0oveL8PYgayz/tLo/6pTeN1wHrY9Htw+GBssKPA6SFYKsjGvKUFzvMl0zmMiRJBLBEQlyYiMIUgJBIfoVofV5t8z2GbpEP3KgbvZ/tgU79JvUcIhkgba5qnQ/0AU1nKbnMS+C8zUH/Q1sVxbD2J8NRgIqy4zzxG766Sm6Vj+iYPQkF6to+YGJsH2qZCHXEIi460CpugHUDT87A41f+9AZa/3Bo8/BTcnYd80dZBC8ZRP+V578ct+5h4B9Yxzd7XEBZctUd6UPX/FKFLqyHwsBIPtQF+EeO477gPCm/0Tmwiws65Re/aIvSOGt3bCFwjL7MGWD5puE+pEiSpNwCcgdmzUJs3FQhnCP/b66gWf9cQlpwGH7Q12MY17mPQ6Q05SBBS+dFOYYRjgog4cgr4w2rX03pCnP3t/dCwH/71agyn2QBf8wmlTUkqzQLVIQClJkmhY7TD7hNww2uA3XB1jalAewlPI2fgK7S9mOQ5hT27D/ipvOlzi0DtKqv34tXexodh9miUPQss7ScMElhD1y2yAh4tRYCW6w95v85LWhDbL5pmsQnoDjHUYvOyG+OGBFeSrlOWUw2udKVz/o44LnlwtmEMwEp/nzG4ZhkMjwQ4v0S1AWqOCIoziBGxVLwXEH+M0LNKNQaVtV+FoT53EBbfis20PRaHc0MROj8akYJkNNuIrfNJbEEIx423d7E8Aka9kR7jrQnTE4Kp8dYQBvmvYhz5YYzoX4mB508551qLLXrpHbUZqUySNsryro3sQoiTPkuYNmLNA7DplT5AnYT3w3HrnJuxza4Pa9M1S6iEpSr0mrvk6ZEw/B4Etpy1+vYU4coT1kdCZOS/YOOeLSJYtC7/ftIrOEZ487RgBrsBbLBXYBMGjJV7xOv7Va/XI3B6v/XRDa+BG8RCFgifXwivpC8Cd0Hhs9XRtaZJQPzEJiExXJv7NHD7CYcVD1h4P6lR1mJzUBLWXJKHOFitBbwrWGSBqaexGMmLfxqzKD4G544G4F3qmkpG8hr5Bhbt7BDUvRC6Tz6PxZ6dl7RAPC+apMxuwjg9GTch9JeSlFJ8Z5o0URR0aILwuugCfvFdcPITxt3RC2yC8e1h9JB+VVynyp4iAN7iLBYRHJC4Vi3qCf+dWqWlSpsAFq8CBuA/PWXr9CbCjqTAT7UYh3jUr49jBLyEx78E6mYcKC3D1Z/a9cXvhOlPGfFNDWaThJHIXaRZXGOg6Qbs+R3Ygk11ziLmEuMVDVBoCLVRfZbq2lLYWRGYewaun8BUDasxDnTKxb0l5on1xREbo9JZWDdMxSvnH0ZiMYvTGsb2jF1ex1sILmslJlnMzMBcH+T7oGMvtD4M54rGqZ4ZCmx/22etnkMYMZKRalMTHBj32NlfMYLc3QzH9ltd9gLvOAgnLwiGoXFPEU5X3Wjf9xFGeBnzBfUUt1+PEUSNxxymeunAKie85iy24UhXr7maGvmE5GogOFRK0HGXVaT8YY/A1AznngpiDcH9VvRiBzACWzTd8z+8YM/0e3ltB2HFEeYpLRDPi6YyIRlBTKrJ5LvG7kLjUAppghD1hT0+iama2Al/jDF9h4/CuoHQqQovOpnkIY4x1R1K3aVdVl5rM1jchFovW0gBiEXUCdz2cuBz8OfPWB7bsEk3RBCpKSKwrPRdkxghFScrIl5bxCjEK4BfxnaOBlj6OLzYZ6J6G/BXGPFd6fmuAhbfDhyG6RNWXzkvSdUnrmYm6VsISQCqCaYsu0p6RmreMWxDKD4PNzRgeg1fzUsnLfLR3FmDKO3EGLU7emBrDfx9ydryCoze9mNSuazLQtOc8voJ09hMeHbmvJ9rih6Rfcg2pd3+7ipi3IsYc9nYCccGggPcjuHc6Yer88BdcO0j1sgVWzwTKWbnMC5sPeHGeQS2XgeHDhqTK45QnmxpnJtU1ykV4jcwt3IIYqtNW5zlnN/TZpcayVuxOdcMnJ6CpZ3AGyHbge2sn45IV/LdkZTBISoh+vfMwNZFMPmU9Z843j5M0lkxb04/C8Tzokm6Hn1PrblamJOEdJUu3lT/polSS4RB2wwsvgf+3/vjeI9+oHkqYhpL5bWa8DRS3iLYEq3EUYlbHMRsE4cxLkT6VXERgkGXgBSE1ukAACAASURBVN993gjIRsI9cRchIqUYVxFILbBD/nszIZrmSlDYhx2vdxfwF8AG47T2+zOrMI7yVizubT/u6eehmxoJDindgEREUp1yqhe+kDjOJc/qntrhNroKhGz0Gbi7HVtpeaAZckMG9Ban3IehinaUrM3T2EKVdDCOjd8cYfdZ4X3UT4SrlLePuGbZb2VI7yIIQJu/vwpoXGJ+8ut9bE7h3Po9wHaPVLUWExeEERVMQ53xy1jgFrGHE9bmd6yFv+oJ6UpzTURUumf1mwhpnbfx9InYDPKELl6bxAAhgWldaDOcTp/9BDQegdknYmzk0gwx96eB556pePIC8I8zdixKD2FXkARZMV5ccvpfLBjy95vEeUH4VM9RLTZCALnl26vFWyRSEyEu/sxGePp+E5VSbxhh2UXodLyAvJ2URBjEjalMcQXyYluFTSTpiMQNy3HjMLZQb/M8DhHOSCLSKeHUJqEJPIahQKQq1KIo7PfMxfV0hR3p57E4pAMz1t4bcY7pdox6FCCXg+mhaGc9QWTEkeeT39KnpSqJdHykAlEfSY0hEXLQ+6N3CO4ZguWdVlkRsD4CT3uQCHA8iG2IazDJcZd/riFsQw3+/Imkz9b5e8M+tuJSZ/2vy8t70sdkm4/jwbPWpTpvqAFT10pZuR/YJE8tnamRTsoccS6FducGa/yBo1anQ1RvQlJ5eHCpKnQDhOeXbDLHbAgrBExQJL0jm5dQVSSf8sIbfQK6r4TjJ2IdqdxZgpNf90E4/UELBTDn7z5NOI+oeUWSfrjktMB5XjQJNgex4FLdZi3fPrKSFoE4pZQLOYGJWHP74Y+wydWILUKJmDoGQvAmYUalCki5WdVFXHBdcv0YxhG4412FIGsXT883Oka1BX+a8B0XcdJCmk3aPYGJ7pOExFuDAcdzwvG82TIorIVcj7X16iLc42U2Qsh326mImPVDgQE/nvSDJFAIEV7ccQqBETcuLimFl0kVIZ2uXPzxsXj7gI1DE8a09RJqkW2Ex04LRkz3E8Rcm1OOIJDjhPh71H93YTRMOFSNqT47gV/0eu/ECOYaIsL9MW/DBoC9cMwNLbQQE1DBYIS7G8OMTB1+vYOKDugY1YYhCCcMbTLiRvFPRzfRSxgj2wi1Srrhq53qB6Ek0tCLwn9OA397IqSfItUIrh5sTuz/oDEgIu4FqlUDjiwzlZUMbZecdKztpacsy+7EIrPmgL8ol8sfueD+SuCTRBiAt5fL5RMvledlQTzPEyKIFutKAnUigiXRI/VY0+IUl9rjn7dji/N3iHgSEod6knJEhDWhBIhXEN9ObBK2ErE6RNy/SnVAi5sJ5fkpIrqMuEURZXFvcifVM6rPjL/fiE1IEdZjSV8or0mgcSdGIQYxPGgnrO8xNUJ/CX6iHtqnrIzFtwP7YG4Ick7xhrC13Y4tlFTnBhHbJu2v0gW/xYHqeW1mU96WUf+eSnT7MB3nGmzzGfV+1rFTcl/Fm3eC2JzWEEgjqDaMiQurwzjuQcwIJLFc9RadyxPEdy2xaUlXW8LGtLEFzo267ha4oUiYuaUMFyU7QFi4PM5Bucfo6QDW56lFHAK/nDIKqRorj2FI3+xFrSMMXtPJsxLPx4n5KujZhtVQPmpVWvpKoBceHbF+EtqkncBu9mNrqcX7ZtMyc1AY8N9q3gRxSkIFI3rJaX44zyzLcphJ9Q5sGu3Jsuyhcrl8KHns/wM+XS6X/yrLstuAPwB+9qXyvSyIZ0YQJhExYdLEXeao5hLXYAPXiQ32UWwQ7/Jnt2PizSyxyBowbu83iCN3bwI2tWOj3k24uIwREZF2Y2yHghK70nHLa2wSSTfZ7+2pwa7LMu7xQCqqCInjMoLpObmyQxACqDakbU3exfuiMmt3w9cfgutfbffkHEIzZNNu6V8F7IKcsyCT7kve4b+1SIVuuFBtkuo20zERdyOiKa/DUarxu8oDb8NOTK9YIlA9wigK9yl1ioxDKwgd27D3tRg8HUeRIySBYcIopEhvaqfGYjQp+2pCVN9HHA9Nm/nYD2BcMROYRfIzBBF1qMWL45G3VBcnsM1pJwFzTftXm6o4+lQPrb4exDaSg8DdTdAwHgRYG7DGXf3eTqwZuqF41GMJtMLpZ8KXAAL+qnUmFcL1i7A18H5o/EtoPOEndJ6Er43YWIEdkdSZBDW/9DQvYvsrgaPlcrkXIMuy/4pZClLiuR74l/79ceBvL5bpZUE8ryDOvqrHFsIpwjnkCDZBbsL0WzuxRXX9KzFq8iD8+QnjLH6qE/h1eP0oHP6wEbQ7bsaih/dZHEd+C9Y95pn2Ax/AqO1ur0i/FwA2C9dixyAcJ0IsHYHlPwfLV1GJQl73KZvcqb94jmq1A8TEFAdXS/gni9sTNyE9pIivoDrTGCFoxetVArrh+ncBnVDzuD0/BDw9ADd0YtPlSULMrLH4ofWj9l2ipHSdqR5ZekyJlNKBKqXqhT4iHrSerUmezSXf92PxVlf4M4JnyQpdxFzkXV1IP2apniFOk04PO4VqSJMIkwIxTRPnYkv9UsDGTaJwJzYdDnu9hK4602Pvt6s9+4BaOPCC+7SrkdOuy9U5wGNw+Bvh5aWIXynhlFhdQ6h5UgOlPIFrsJgzN2PRsX5iCfSftfLFJYs7FwMsrvMgUL/d7rf2AD2B6R1LypNhVobcU8A/zMCPr8J2gLcTOKntkP+YvbPX+20z85W+a/fMZVmWpQe8f7xcLn88+b2C4G3AWrHtgjz2Y86F/wGzDTZkWdZaLpdPfadCLwvi+fIOePQebDDGgc/B4ZLNvaXvAu6zw6paW4A3wjXDMPkQJr9sAlbCLx7CVpoOqKqDdX8I63qwVfRvPRrSw9gMuRebAF+kEuzyVE8A2hu3YzN0CzZzBawbJ45s0Bbv1iRNNnEw2vk9fkgFMZBasyGIpDhUXUt1riJmu/y3oh7NgukhNMSr4NwHAkZ1tVe1cnY9BEs2AXRBljcOVJxmM6GKEOGWoQWCYxPXKUI/jDFiEqFFOOuS7ynRUDv7CA8dEWk9N4kRtpO4ezgBoRkmLNQKtJyqHNR3Y8l3BdPoSPq86OWn8LBu/95KEN19/vu1XvbpvQ5ruo7Axk1jy7Qbo+pHzBiznbBWaz6knkRQPd4p8qE+uZYj3IXXYye3rsCmvTYpIT5S9asQKXPEvCkm5bRRvcGDMTMFjOFUHbjyghfXxbE1Uq31M1/puxbbR8rl8pZLLOw3gD/JsuydwBNEzPXvmC4L4kkeYymH/feHYF0d8GFsFnwUWnsxFuVWYBoKOzCiIS5qXZJfKxGJZg4mH4fCzf7MBmLFQ2CGbrLzbFpnCQondiUNdCCUeQEj3KKYnXBVCwyNxgI5SVj008hP0teK00h1Wulo6RmJo4JLyYcez3duFHInvA8PweIlcHUrFPuMZm5WO/cQ5+lIP+fBH1JRdy6puwwVWtQioiKO0jEqFrTqn3KtqaiftlF5jPpfO9UGE4h9az2hA7/QIDVLtYsoxJCdJAi41vsgISJLRVTApss4lT2l4nI4h02bB4lNcb2/n73cOm3PzrBCrwSud0XgkzOWR6fXRd0uKBrJp1JqyBI3XPBPGdaacJ3lGlj7Wev7I4T1e9r7Tg5Wd96MjX8d8BaY/bipror+3MakTBnL6/1vDxYOgOPeQYJjeKyCTctgz4jxGuIt5ifNm7X9JCFwgG0BJ6tKKpcH8LAWWZYtAX66XC6/ZFMuD+JZxBHM2KAouMB1BLsG5nc7AIzZ2eGDnzD9TOv7cfcGf0am3z3Ao8Zs3v4haF2JuY6JjTuFzcRFQA8894BFV3+uBNfqqFitsAImujf683PJn/AhG0NcVrNSd1JxX/qdGk9kvRRR0ALTaRy63kYcTAdBSAqHMS75diquJrf3WfnLX41N/D7PbCuxclzWKxEi6xGCe5SRR7rYFJIkoilipDaLSKUbQdp2JeU1S4jNRSLimyBbzck9GYIgiL0MRMJIavjFSYnrEh6x4PUWwkibRXd0HbPEvigBo5sgkGuwTerU88ZVbiGEkM0Ao3CgZFyYyu0ioFNdWMi9cjH6eGkNlSOAafKHNU/xTOSdoSADDZANwcrtVu9egvimhkl2wckSrHiHNegA1ciOaeBN7SaBHCfipHRgbaiBCO79AUI34p1d9+44i+tCDvbS0rwQzz3AmizLXoYN9T/DjvWrpCzLlgGj5XK5hEXe/eTFMr08iGdGKF/k6jGN+dvNYSO3ErgVXnyDGZQn/FIBD+zahs3INmy0d8F/fjwOhDsGbOqDu/u8jEkCbb0SuBeuXQ10w7UPA+/HTPWPw4H9tlUtXUsQVClkxarthDM7Ta/UQ3AAKQY15bqmCa40tfbrOcFWIBaA8KBrkmfxrisk1pYzH4PGvDGZn8EL3YNR3M9h++sGTA6dA9qh6wVrms4DT4HVqe5NXM2o96nE3tRqnBo8SL7nLnguva89Uvo+cb0dxCGU6g8xzBJNNYwQp6GeuaC8lOgqEIeIbsnLHSCMQ+L06zF61u+fTxIH2F3vDe0kOMNr26mAODdsgA2fwHbvzUlFilSCZ2SzdqpnQUpbzV+BOi+MMScDQBcB5rwR2B7qH0XVSzeq50rusLEbTu0PXkVjUAf8zZC1uxmb2nWENHDtL2EK6V3Aks3A9bDYwXO3PVOx7k9TrQu/tDQ/nGe5XD6fZdl7iDNMP1kul5/Lsuz3gL3lcvkh4CeAP8iyrIyJ7b9ysXwvD+KpSQMhO+WJkRNX+RfmsHGcMCDksSDE4lKyK6lQpQ14vEoC18kiqs/yULnDGGvh+k+GqJzHc2g//Gugq8eY4Q7P64YDwEesvoM7DaHxxSR7WUi1gEUURJRqiODcxeQdNVl6wdSiPUcECckn9+mhMvMbPwQ0Qe69hs2YfcKeq633iPePYjpft9DTArlOWH4K8kkEI6EZFCBkkggxKXfab0cI05Qah15KgaQ2dmFdL1oijlHc56A/KycCIRUEz1EsYc0HQdlUhgx4i/xP0oGcJKSxaaAagQSB0Dji9Tw2E4iJSaBjNdV4u7Ve4EZiANuICDPya5Sv5Thm/xVHJ68LCKWkIshogqwH7rZXxSjkve1S+Qiv2Qvk91cbJbWhaw42Y7RaY9XsedJHol8YxKLhTwLtUGNljRPzeX7S/IHky+Xyl7EYNem1/zv5/nm+R5DV5UE8M0JJI3BbOgKT2ERcYyay9zTB18dtAi/XEbsd2O7+2/78Neu54fcPGcvYh5no2/25NMJIPTbTprCV0IXtOYe8DtvgLV1w4wfMmngzCUFYhS2AnZVpFF4WxCROrc2p67MsqGJmxdAepzrKFMT58RMEJk+7fBEi4GgHtliH/XCvZ6zpnUDnlJW7dBoL7Fvvxy8Mm0gn10cl1QkvQ95Ssup+r/DlCwmpfquMZv8T1ymM4kTyvjhF0ZRCkk+J4ITrk3qm72pqSQ+aBtmWnlSGo2Z/VuctbfZ7h7Ep1Qlcv8TirtapAfKOWIdxl7+A2W7FDg5jtOdxwsomYvlG4CBM3md1aqzBzlI/Crk3YJt5BwGhG/B8Xgu35eFk0eqpqIdS+8gwpn4vEPMq3eQFLZPGYGXSXxUYySzE4vEjRYpBywvEeF56+q6t7T+UdHkQzzJhrYTYLqVrlIHm12DrbuCDcP1fYgTuFwlZbT2w4mOYcvI3DfSpILgS7TXuEp/SlZnDY6IRMtBBzBj0EdOt6vzzstifDfZMBwalkh80BHHU3yp8QShyeZ4Q/XPYbB2G3/+YVUMTW/pSMSwCn3cS2MrZKajtIdx0fh94Oxx4xtbYaoKoMAVz48Yl/0weDhfNGLKROLdI3LOixw0SBD0VB9V1FxLS1NrNt7mfEmWlSSLegKJQSRsxSmA0U/iTys5h6mhhYFMgf+oVleqcdU/6Z9kCJSHLap1Cxm6pMW2STtqkHRY3Y5z8Kqpl1gYqpwNwO2GA3IHtxO2EvD/oBa2EwvsJ8aYIud/yshyGV+nAvfi52kALTA2FVWSaauRG6sigqZsndOdrvI2pr/rKpH8rvq6DatxZKkeItoQNaf7TgnvmS6fzhP+eWDfN7qHk2s0YhZrAMDi9BOGU2ffwL5mM/VbML3GAMJ3+KbGRSbsv/75BQibNAzMwOxBg5qtq3GJ/yC5kiogOcAQK/wcU3gErJonD2Bu9jIex2bXR3xFWREpMUVb3Y6z5WEB2ClRzVyIAitsrD6ciUHvI+ydPZfH1E8YoQVami8ZpbQCOF02N5bYHegkiLWOMrOGplVyES0amYcLT5LtZRCk8Z47QpkiUTGFIAs2LCMjCDtVuiVKDaHORakOEOtXJCl6VGp9miCmYw8RQibLSmZ4pQeNGr7Dk+TrCwUIb/zRGod6NAywJB/3XYRt7a9IRR6hW7qpiizCiJdFflQWb1z9HheNVnAWpVucI47gMgMLxioDKMWPYi9jrz48m74Bf2ILNZZZhxyAvsXu1of5I7aeXnhZ82y+eypjuTVRAAT3FxnViE28Q49R6iagO/x7b1fcTTsM3YJPuGs+/DiNOjsB+smg05kmMxogzk4qpjZDk57C5OViCfTttkt0O1I1Dax/mbzeHiVRa5QV/ecTr+ihmvTnq9bydiD4sCiG1wXo7tWKA6rWZJ2J9Tnpd24lAx/V4G/GLH7WHbvP6ixjqeJKOtdDQ44GKiTBmHQRTDAHIl74QL0uBILqTOnZiYdPEhaT60BzV8QtI7qV4Vxlypv05QXU6CHWiCGZqONLem0KSLtQACRpWIHS4IrCqk/IWwkHvtpH4og96J3RhY9qBTabXJp0nHcw7O+E3BmKTnqBadyOM1ZbkvuZEDTZgVxIo+AaCodAgTAC3wOwLEXlKG9gkFYBKxQal/lnhxaaHEqiPBWWW2unpcbjhdzClf+XueWCkgk0a8z6+DKFKP5B0eRDP/w48Ci+eheUvo7LlnRuKnbMO12/mYHLKBqgHV1luh2ua4OS4i1hP2Jxuwc/SPgu5EVvocvr4PEZrU89/qZ9qMMbVIaWAzdO12O7cAeRWegGDGLEWpgWqWZ96TIl5AJu5xzAOWuocsUGdVOTzDddB58HgHsSdFYio9TK0StuRvRI7tEuWqX7gX8G6K+FrJ6pF6zaAI0Y4hQg7gen2ZIRTf4gASQdY55/iThRMQoRdRp1vB1eC6uj0aUoDAdck36XSbqUab6rnckkdUviXrM3qLwU9krAgcVz7tWiZrk9Q5YlboYnTOLLBT9esgEAlxkt3X1F0+yHYQ5ha6UIwrxqk9yYwpeootqsNYotAO5CirMxijMUKf3e9ze9DhM42LUJ/QnnkPesjhLZM46c5P0UEYNkAJsevB2M1OrAJvwRaBsgTWN/5SwvE86JpFnjurMMnPDJ1D6H/KvozpRmbN2ewAZeI9R5gajyO0r2PiAADMSlasDBt1+ehs2iLcgeG4nFHpUrUnlMEI9lRbx5OClh7EriqE9NzyRx9koh+USLMwg0wNwO5FmIlSpEnRabYLTV6IFxVPXIcJI/j7bwJ6F7mDX2LV3wWozjrgU8Bh2D4w7YOdTrvV4FDJdtYNhBilrgGMTlKwiim4q6acphQKSuOqoiuuBh3wKrietQeOQ+ksCMR6TFCdJbFXZtJt9fjFMFByhNqiiDSsqhfCKUSfZtK2tSV3BfgvyMpRycEzJagViDXm/1Gqk/HH9wOdD1iHOlfYhNM8CMI8VzytTZfYaFk7m8jfDjnCOouwG8eWGVVWYlNoxbgp5owKWeKSiy/PY97lCSqjwIR0ewijqVXHzQAhVf4zQL+5Elsy70SamOOatOZv/S9miX/56XLgnhqgXQSR8rcjM2NBwl4jxT/wpSJE9iHqZAgRE8t7hIR3zOP7czritD6ctj8vL27goDf5AnA84PYRFw1FZbom1TpNmzxlLDZ8giG9RyNsGs5YN0SZxpq7Z25EewM99uICCIFb/xe+McHIsLRIOFnXCBQLCJKW/HOuYsI6VRKXgJYFBEQBNgXB9dJeK/IU1XBWFqwtSKOt4VwL9SCk6eUoi7J1zzVudVhdFz9MZ3c06eiuYngFpLPYa9THRG3UyK3xP0isXg1T8SBpkaTVFebYhxlEGomCKTm1ilC5zlMbDDNL0Dtagz+MeR/E5h+8gw2QX8HPjcEb7kfE701iWSVUkXU4DnCYCkOsxnb4WUJW0tg1YaIoJtzcNVa6OiBH6+x41XoxAIyq9zVsHWnRdOfwAio4F3XEYGxjxDTKAesqMEmUT++07q4/oUB+OnVlbgIcjtNpYNLSz/i1vYsyz6JqbhfLJfL1/m1Fgxu3Y1tZPeUy+XTWZZlmGP93djwv7NcLu+7WBkpAHsNYb/Z6vePYLo0sO5spHo/OunvyudZxms8X4UdE+zly8Ctz9ui1fEbutdCnBV2hLAAi7CPed02yL9uGpvAh4A2O7qhMWfHxAo9PXAfdHsjc+2YbnKOYO980Zx7wOpwzWpYd9TKXUFwa6uoHOlTiTAEhJ++KtjgHfWA1bH25dD7fHAEw5hKIo/ZMoYJS3aKN02xfvLm0fvi7lR92TrmCIB1HRHKTwCD1BYolYAYKTFk0mMOX/COiGXqLSsDiCJbpdjYFM+otkkMFf3pJWBRgjBJDSACKm5qnNgrly/CuDrtzqqYWF1gbsiRF7uwzfJhAkYh6MJgFDLnZ9PL83ERZhfdRQIHHQrDj7hFGQ+nMElgXQk6hJEeIyAUheiPVO0jqPMsNnY6y0p6Un4+eagXzFB0wiYRwBWN3N10hm3j0LrEOjd7nnlIP/pi+6eAPwE+nVx7P/DfyuXyR7Ise7///i2MB1rjf9swIMWF0Uu+JU1hnjB5DAaik2d3EKBnwUYgOAOpfsapDkYgwLO8JRTMewyTpOoxwnQ1EXVcEL0VnkeRcHbq8Ge00HIQu/kMZnz8SPJiiueZhe4vU4EhVc7R6Meoz+cx6r/Z3P3WnAXeAhv+0Axb7yDihk4TOte1GOHb8FqMtcth1oKCd14LNrkdY7SR2KBqsCMvNvnvQ97XbdjAHaYaxiJNAAQhbfJ6iKNcia3RFmzTEyHNEcYecYvCX6aaixSyJGiWjsRIOdQUNSBOVvDglEdJHRQUXKSVwJoPEJum8LJCtaV4Um2uggPPqK7rscnagFG8KX+51zu0G3LL4KYRzIT9Rpj7uON7U2ORKFgBckVYXgeshY798MlxYxqGvb2qq9Tpuqb6QgT47tDOI9O6do0mKI6E7rqNakZYv2eTPCtzVioDzgJXw7JlWDz5ZjhxhtYlrwJG4Pyhav3M951+xIlnuVx+Isuy7gsu/yTmzgR2vtjXMOL5k1hA0TLwdJZlzVmW/Vi5XP7vL1XGHHGGzNOEnknwFwh9mcRFSTxtGHFsIzjPWuzIit2EBTbVG+LXJfqvIbhfLThNLlmqx7FJu8mv0U/M4kWEry8E8RS79GYCUzSN6QIcelLugV8F/uMTkL0KGld5g26HukfCKC+VqhjeAW8zqwjqM4DpFVK87CPALXD1Y3buzCHCv7vT83rA27gPI8qyRouASqxu9D6/keoQaclZbqwhnGda/XrrMqv4saGwq6Vcosatsjb92hmq9yHpO1sIUTsNFp36VOu3iGtqwBKhFV1JYTyp7lWEXXtkbZqXLC7SazRjc0IBafLAbbDpYZjbCbkPQO7dkJOid5Zgy9WQHdgAPQVnijGMwraCrQd5Mston8Kumvza6RIsbUny76SCQ1MQmLbkfamCINS3mgeVsPSi0iP/Pyzb7B2w2ogl+APnDV0yL+lHnHh+h9SeEMRBIqD3Cr41bt4KzJ5elbIsezeGgmMJsavKaqeMU1gKhIilwA3rMYJGUgkZmGS81Gma4lxFSIf9HYl3IsiSxEYJPaPm/A6MMFd84yXX6U8LQ2dWiE2exWb7RmyBuR9gtgz6RuBtwOuegLduo2Lab3gk9IzS5QqaOgXcIchTySu6FpvkojgPw4sPwPItZrQqYN5Gqwhd1ySmd+nGBq7P+1T6SonQ4sLks6B+lNgtvaOIksT+MaBhxFxD1f+KXwrBEImzlcYBgkvUIpaUKwjZNNWh5bSHaLz0J4hRypnKn72G8PLS84Ukf1nzBRqX0ZwipjTcQuC1+v0h6QTuBTZA7jGv3GuSzLQL5oDfw/Caz8KzxTCMpYwDhPEtBcAL3SQR+yRx8OBSQQ7qMYrpVPMGzJX0pKuGhCOWumwNNu8UyqGC9xIn0Qic2WfXRgcCfrGkD7jCTfPzlf7pEc9KKpfLZXem/17f+zjwcYD2LCuvJDhETeDrqPZUEacirlAiYxu2oBTsQNxSitkTMVXSTi5jt/CM9ZjOXwtUkDupN4/jx0VMEayBCJYUgxOELkusj0zIV2KLTdSjGSZHjCDuB956wivQEX75sqBKypO4xiRGjOuxGa9dRSDL22G5N2Burz12G8Y5ChCwgzDMrMAWTBPh/y29cIr9LHofDPuz0gOKe5FxRRxjC1A7Hf7i3ymJaErcF2GDIOIpYF5Ec9TrmxLZMcLjSERRdVvk3SRommiM7DNKwoWqDT247nYLATLNEaywMFWTmFeRrGxq9CcIinwMGIfZUeP4bzgE9Bv9lVSRt0uVNqZtEa8ntELqvw8eYm6AihNQZfDqzBuNXMQgSbnOEsZQ/DJQWJl0svRG2u0E9dyBIT1GgWWDcH5qHg3kP+IGo++QhiSOZ1n2Y8CLfv0kF4mb9+2SIvxLbJYI30A44qQWvG+nH5M1XdCTdKHPYoR1j19bg3Ff4ppKmJ5PLo9CZMwkeUlHJw6nYdTPTRfLPAQvfjzUDZrsIgJ33uiNfJYQ20v2+ZhCMHV6jx0H1sG1S+Cvz1qdRwndWxEPPDjsDduNwWHkBpR6oLwZeBhqr4SBE7Yw+rxNA9i6Wo0RihbC9V9c5hxBi1PvFRFLcUDqCnFsGsdZ/11TimeUT2qkkUSRYszTMUxTLrkvAH1KSE8R75aScAAAIABJREFUHJp8D04RIvkMwfilxB4CnnOhj7bq3gURbmgYo2LtfqPLK7AbvvnxwFMWgXUvh5OPxHxQ/Xdj7unrD0LjSrh93H4fJtaDOEsRT+lnpcPWnMf7W3aCykJqJU4+7ISSi+HpmpK0UI9t1tl7sbm6ihDZF2FE/31+bz2Vs9z558A1V8AVtdCQBlu8lPRPU2x/CLNlfMQ/H0yuv8fPCNkGjF9M3wkRF2Sa2CgPYDRmjjCSPIYNcgtmmZKErAWc6s4kwmkTlIjfTHBa0qkLNygJR8SvSMBU5oiguzJAXCW5qgA0wfLbMT94BYdwqjv3YWKlP+aZ/5w3Sk7bolqyjk4DN0HxK9aWk5iBaxgTu3LL4LmjcO2X7Tleiy3iIaqBjwrKuA1WnrC2XtUJLzpuu97zq6H6AEgIQph6q0iXKI8hFSX1b2pJh7Bop3rFGuK0RggPHxE3BWAW5ykXQhE7EVmNi9A/rYQKWEieScJBTde1qU0SIPoUtpTiSUXMB7B5WLuEOEhIuKXnvTKitjVw1cvgyRfCgHP8eehugeOjgWWFwFvuBu4YgMXvhbs3YiuqDv7+frM3qc5pkkpBm1YqTY0CDTOwfJiwsmH1nnCIxcnksjC6BSC7HVOotWCc5U7ieJpxbHG2YotmM+YOPQr8zRmo/d9g2XEi3tWlpB9x4pll2X2YcWhZlmUngP8HI5r3Z1n2Lmzvuccf/zIGUzqKraef/24qcaHFVRO2k4C71BPIkJrkPX3miZiOmvgidBLJxUn2ErqzPAEST40kYBxZN8Ft6XhV6SGvSs3Gt2HbhVYjVFyjck5UgVDgQ+gCctjEFDRAFV9lBP8AcZyC1KenRlxUa8UW8hhGJBUTTJSilgpgM9sMV/UDn7Y2rCek/NmkDInGpeReqnuVJXaaOHtoH9UxTFW8mro1uoP1GEEQEYYQHUXvpZoRhytiI9G9mVAvSHUg1YzeTQ2PEFjzMwQxl+r6QmD3CmyoxPE5Dj0UgwcIDwMpxrdg49cNbIJtL1hesgdRB90r4VTft4LQJ4G5IuS+CPwSFVa56/5AN6lvZUT/dpjXXPLsFIToJS+DdqvimaM2BnK60Bisa8Giih3BCOb9cPIBWPEa78i7sIXY7W0dxYLzPOoVqVXvzwfxhB9p4lkul+/9Drf+92/zbJnvIojohalE+HK3EfAhcUGnMElWREyckBZZHbGIZBgYwMZ1B2Gx1u4sriUVGyVegUknJUJdpYUp7mo9rkhX0Ml6/96bvCyFbCemZNxLHPkpKp/DCFsDIXJPEGbdNWHlXk0gnaQ7HAObtG/294VQFxXS/NW5u9PAA+Yt1YadCfXN0ViU4qyFz1YZqTVbsVO0iHuw9dRDEnAnaZ5UHs8S+pwSwd3hecmVWwQcwsqtLm5L/iT2Ckp2IeRG4ywxVHFc5JUmiNsgYWxpTvKd83sypnRhEKPyOGSLCKLZ7h0j7w4FRshD7V1w5pFAMTEHvA5ad1nmhZHQa28Dcj+NnXTQ6vmvNBq1g+r5WUeo2YWx13cRVYXPY9DrN+KN6LD2HCEc3bSBjIERxjYv/wSwzwns49g82uwdtYZwgZOO4TGg+IyxTvOSfsQ5z/8ZaZpwpzxASD9i4FKDUeqlMo0thFsJLlXv9WG0TKb/fJLPdJKPCKgIcwV4jq2N9Jo4qicxKblCgeu8oDOEpVVueGMYIdyHzdjbiLNzZa0XaE+zX3HD6mMP34DRyW4iNOS6PPAuIrZjJ0ZtxIo1Jnm3YSDt/aEjnh4NN8VTBAcuQ4q4NjVDhhjpItWHO30MHiWIsO6nhEy6uC7MGKhNUOM8iY2bPA/VFeLcprB1mepk2/zeAAGXEhRLBFrzQh5V8pJqJPSG2hDEYaa6Sbn9sggy4TLnsDFvInaFvRj3WUdFGds4DGN7XRszgQH7HLxa+3K4cxojUq8gvM0aqPhIFl4ODc9HNDvN+xRuJeSJdMlzwH/BcIPspxrk3hbtIhkrvOhK2PwObM6O2f5wughLV3knKj7uGKE4P4ydvFBiHtMC8bxoSmEzAmBDiBRFYqcVc6UFPobhFO8ijNh1GOE8QCxcEUyJOlqwKdxG4roWLlRb6UVse3ECsgNbxbd6BU8QYEixAELzd2JW9C5iJch6IvlWbiwK5V0LV7fAxKjN5w0EZCbbgumlhN9JFXVixcVSOGyp/OEQv4Vm6iei8am/B/y6OHb1qdSooscQnCoY97T7gv6TOC6GGGzt+Vl1lXB3eWyRbiEMOMeJcZImQ+MgPd9xbN12YTrJ1Lgs0L7sHVMEXZNaucmvC+T/NBFsWlKpM2zVyl9Z2SVFTGBK1ld7AzZjO1KXBZt+sQ++PmWPr37eXCkrk+5dxOYqy9lve6XeBM2viGmiPhBGNTWGi5PPY+D6t4JNVm2kWP5CJmjstEbyYMafLq/7PjgwbuP0OrBFNoopS/+csCh2YRvCepj91HwGB/mnaW2f11QmYh6ImZOYLLFECCAtYomN4ixEBCGs4krKR5xnqiNKLeJ6R/mSlKO8dcDYKPDnA0Y31wmcKtzlIBEJp0hgrtqxBfFVbFIL4a1Gq5GiDnmgBXpHLcs3AR0bMVBowSux3St2KwG2lB5CVOs48EfVBLKIbS4ypAwTHoMXGuJqk89UnZJeGyPEaekItaBTqzXE3rGCcFSQRXmAEJNf692kAL0qU2oX6bUFUxvCGK02grMd8+ZLh5kgdhCGPMvDbNGOpl5bMmKxHyPya7BNq1agUO0M6wnKc8QLUHDjQc+4CdtQayDfZ20VA1jugewuH4QH4MUho593HsWkhy5gWT1MTFXp9tN5Lw8pzWXZJOWjPwEUBglAvqdCDUyWYpxlLOoC253bqeinOh8yWjkLFDykI9dhZ7fLY+BznvGtNrb1zGeaN9zTvKfLgnhmVC8wGTG0CQuaIdxb6hIuvZZsL3LVEwOWBmadIHZuiWgSy0RvLtznLgRXa+LeRzCL63RzD8zebwte4O6VwOL1GHt0GPg1bBV92jKeLfnClBWkH07PBH6vDePGrurEzHQbMI5XrNIBTITaSKgLJMfJsnA/TI4Gp1LC1nuff0pkdWa3sqC+3Z6v95W9UAgiqooNkEvyKSbvqj8PeZVXYgtdamON9SmCWNzu93ZR7bwlOtbsfbTfr58kONDVPj79nmcHYVUGyNybq9bZ7do8rHw+EB83AouvhPIJm6cVDFM/RuQk99Z5xp8hDroqeMU6Yel+aDgaru8TQON+TFxvg+lPOWE9SeVIX85NwXQ1vlWbwCoiELUkstqVxJE0rko4/cewNIcpnXuphMWrm4kxXISf8KEAAcNU3EZbV8OdvXCsBEv/CoMkKYao6/mPnYCrb7Q+6AByr8Z0pJec5k9sz7LsTizuRg74i3K5/JEL7l+FKVXkgfx+P/foO6bLgnhqwWiR6VPBHCYJCVTiiwikaI7iYrRiElM98FlCvEsjjgvTptRAdVARqTFTPF4OW5wyas0Q/vf5523S9I4GIyludwPQ/u8qDAg/8QmYG8AChGw28HgFYOnWzaUNsHQQJsehsBaWvpvwUwejCGuA7TD7WaiVnk24Hh26U8TYmc+FZkAbym4CyC7dZIqnFE2QfjWfPHMhOmKKMD50EegG4ciVUiD2BMZlrvN8jxNYc6kJBFWTCu4mQh0o1UMHEUpQNjrVXeodccCtSbmdwKYmTAfd4ZV2eX/pzdC408P9dcDsQavfNSKc00kB6vMewkniBGHZEhu2DbYcjcMvG/NwagBat9mFVvVniTgs/riVd+dDcKdEnjS+YgNwRQ2cL9lnZTn7DP5vLzL+x35m1RqqBlvjKTo9qQFqSJ5rsU6dLLnEUiICPjTHQLZAxZKZu4tqH8NLSvNDPLMsy2HnSNyBjc6eLMseKpfLh5LH/g1wf7lc/rMsy9ZjyKHul8r3siCeKZ4w1TFOJL+1IFJIhsZQetAc8AbgmlfBoSdM+riZ4GQkHd+NecrJkpsHGt3/mg1+4SaMCxBRegpWbA9CIQLSgy1eEek+wvKcwzZgiYcbcUA8sH4IZj3Y84YWzMp6n704OAAdeSi8G9MzibiKde4C7ofy70DtjRhhXe11PUWwVZPAH9nREanwIw5b3FuKWpBOWFhKqIYzyXikDUxjIQNGapgTsRSHeKEtQQakAjZLZbDWeIuxyxPehc3Y+pWKdxrbwKSzSw0gIppCge31rlvvdTo8Dusew1jbToLSrnQf9LttPGq3wDU74NgL0DUKtVKkQihttVHd5ZU4mnRokxWavQ2aPxv90lpDRSaexTQwVw94B4tQtxJ6Kx1/CpDVwuwsnC35YGiEMJB63RkoeFnaSDsIWMGUfZzyvu+A8BLpJPRZ6+DkTqPjmxRzTkT2YaDe3UAfxObwXcAfMU9p3jjPVwJHy+VyL4Dj0BWpMS1MmuEmbHq+ZLosiOcVxBE+ECJgNzbAncmfxPgdBLcjmMVtwDX3wPH7DYO+EbjhOvjcwYDibQPe9DIsgnLK4sp1J1WGdlMBGR7/UMxpEYppbPIJFuVwyoo+SphCh2xW3Pu6iUDPh4ANrvR7sQeW10DHa7CTFG8hTMGidm3A56H8Qchu9Ab5mfYViqYJvhs4+K2WWcFSjxCurcJuiniOEt5BEuHFVcvqnnKuvh4rx1doHFOOVr9F6Ca8/eoTYWwFUZK0IeIr3eoBvjXJKi9w/RTVEBzhRMcwJ5l2jCCsGYLpz0LhLsIiNuD9/xbvpF6gC67+PBx+HtZd6A855RhNsdkFz1wnqDVTAdQvXwunezBZuRnj2HqsvfVgqh3ZSeqB2k5oG4Csxs+NViFXQO15yJeq3bxk1XQ9VA6CnS9SOXNZxrICEcylIHetVoK1XwtX7/QiFCre/TpP91lRi51D5SimpphXi/t3RTyXZVm2N/n9cXf/VlrBt8bcuDDa2weBr2RZ9qtYc2+/WKGXBfG8thV2/RKxOjSBpfSEkMWH4PD7DC5UQ0SIWQnc8TbgPuh+pz23/hE4ftAWiqCOoxCx2KCaZdJvMNzNWv4He+8eXudV3fl/Xp2cY9myZF0sW5UsW/iOE49DiHFuJiGTkHANUEqgpaX8mNIy0BbK9ActQ38pTAc6lEJ5hoGmQMulpfBLSUnTpCGZ3GwSTIwT18axYluxI1uVLEvRxZIlHeuc+WOt71n7GIjNRPNM/vB+HvvonPOe/e53X9Ze67u+a+1Kt3/VP5azqZKazm5VdRqhtOFp/3yFV3UQw5Zq/fc96oAVwG2w5HLMy7oUm4C9BBj4HYJu9CV3NmzC1BXZfEplJE/+x+B4Mag5grKkvemcpsNEEEFq9iokVBxPCU45llOvqkKd53mzU8+vrAQI59tE8l4wxwZvl2hT8rCnDhGo5jSmtBtBPJxxP9GP1J1txMbxJWxsrr7bfl9ox8yVawlGv4TJ9bC+BdgBM0f8Wuyhc8uIBC2XEdmr11B9ANJroUkdl8MGZLe1+wr8vz5iJ+ACyBqA0w66NhLL9jRkEi4XOD9Y70egbcYSrhwmMrrUAh3QNAgtJ03WNfvtWEYQTzVonZHFaX8R1p/wuq4weKkyGRSiKoeTkjo/r3LO3vYT5XL50ud5s7cBf1Mulz+dZdnlwNezLLuoXC7/zK3gBSE8K2EhU9jMriWScM4SoMwiYBOsfyV84oxQlwcfh2f/FppegWls34GGW6HhCujaRkVT6LgPE1apC16OFamNJQwY76PizbgBW0MrgNdpNTqmdeh7JtPESNrize3FhMBVGBog51Y90PQ7kPscXHYdpibvw2byMUIl2IEF5HdjE3MFJixfjU3yDZjxoQgSSfMR4DbofzpOoez3x5JnWuZsrb8XzHCYn8Q1JQgTw5BOqg9JS0n041TDBBBCUwlHZNHK6SThrmNy2ghvshKmQ0wJqI40kyCV43CSary1BptGK4mArGmC8taL7c+TfbBZ0j9xnHAtNh6LrJGF27ySlcTxKwpXO0RQPsSgUPKWfkxAPkEcFDgCq+bBoWnM7JWJPX8JJtEWExrYSa98IcZ8198XJNd4uFn9vzIJNH3aP5ZTy3m/7Scjh00tMF8ZsoWfODVDzto8wD9hTk9hnke8T5RJvx2b7D9kDsqcme3HOHvOjXcBNwKUy+VHsyyrxTr+OD+jvDCEZwlTJTcQHmOpOTJFFav3OkLhHvfPttslTS8BroUfv8sGeu0fEMk4NQOuIEA82YhiZQsDkD0usnktXPYncJkErFa8a6yrgN8VeNcPT7insQ6bxjcuhe8PGFduO7D15cDfQcvbMHfuFIYX7cUW2Ajmtf2G3f/YMDQfhPnrvI82YQL04hr4t1KEQsnjsgdOfbL6NGVRE2cJMGeS8LTL2hNkssn/Xk+kqFMc9Rgm6weIdQZhzks7nUjq1r6k9+OEMiTOuUJp5dARH7Mj+Y00XE0L1Sn1QMFZuqdoTyLU12HrfSW2UYwRmnmvP+vmHsy98HbMGy7BeDXh8XkPcBvM7oWc8CSp0A9hm1qe4O6MYJvjCLZDDGHzcgccL5n3uw0MJFeSl44LsK1mxHvhtP9bQZz8dJIQpCegPBzCehA6FhO4xRCmZnfb4LURtuzyBd5RWgsJHrMkD4eK7vHXmTn7rO2VM1aeINLSn/XsiJ+jlOeEqvQYsCbLshdhQvOtOA02Kc9gUZN/k2XZi7HOfa4kYC8Q4ZnHhEFK+xCgpsOlxfE4RnUyw1lgDVxfi62IY3DhKwg2u0BTCFxmv99zAyawev2aSwi7VQJbwlz8G9k4kjQQC8Vd8o0PWHXC2dgCbXfYoq2FUAHfSFAIJNGKwDeh/4ue1fxFnt2+HqPArLf6WAY8UwqJIvN+EPikOUekdRaJdH14ux4hkqy8DVuv2SbCQbWF8MiJRCtcYgiuHMQWktLQ74LyEfg2NlN7qQ7zHKM6HkDaprTG1MmLD1Mv4Vxe6a862y4VplNEFiud4qn1rz13ishXLM1zmOrEGtJyfzwAF+aJ8yg2J4OpLDXOpM99w/pD3qqhE36w3gHiHBlxifqSRq3E5tTuoCHNv4iY83ngqT5ThaeA+n0hjHP77FUk3fFnIvuKdswJwsmYN3xS5HgusnuPEbkbeIW3SVEQWltLgVdC/T970vxuaOnDTK1676MROD4JS4rAd2H2BHNX5gA/LZfLp7Msex8GxuWAr5TL5R9nWfYxYGe5XL4D+CDwV1mWfQBTeX/dw81/ZnlhCM95hCktwSTiuTI4dGATYy82yGmUTg222O+DU9vtoyWvJ8KWPuwxye8HvmWHcl0EXNgA999t1f7yASrZ3SuuYakuI8QhPCSvWhAy/2vtWZqBwlLoUkbZWVj1InjwabhmMZS3e8ovAbayiZqBHfDsF22PWAA0KF5aeMBWTHpMEBjxDkwqfBPuGohzcKRAQxxuV4vtEVcAmzcBH/H+XECE2mnDUoRCGtaicKw1/tlLMOlbhGwMbh6Hmx+AmQ9bhvzD3vSlyfAqZl4aqgRqnpDTIt/LcTSYXNNAMIG6/PoDBKdXKJmggs7kvahoewgHmaztlcT+2f9laHs/tjnkMOwFb7AA4wlMO73Hx3QBtLwepu4g0oDr+JU2//0i4hyYDmCXO1xmsIl4P7aB1WNHtHwek3JifYwTmImUDHHs8v7dOu+4Q1Si1ppqYLaE7aoz1v4mH9fjfqpGBSgWDUOQVkco1fUQGuxm4L/ZfZfU2NHfbUDu3Xim3udZyswZR945m3ed8dkfJX/vA678eep8YQjPjOpjDqXhfAO+fxCudCrP/lvs64t/B/gWPDZgc3jV+4FamN1usrUWWCJ79ElgC2TjmLr1Wrg5hx0FuxSu/QKmQf1/xFkLEppa7RBCXTwaCdDUje28qobL/bdtwKXw1JdtDb5hKfBmyG7CFpXsTkmNPmvXNJH1ffUJWLsRk3bXYpMWgqR8D6amfQf+x7SdujGOoQFKIFLA9oXNwMZXYRqvPEdSeyT8Jwhv2ExyL0UuaTNLQ7NEis35M78XCu+Bv7wfnn2jbenaDBS6XSL44PJ1CUFxgkMVTiqtWXhmP6HsbyKI8N1EdJQoWBv8c1GdDiffycLF61lN4qb4AmZVtGDJFq8j1FhRFjyXalbvDfgD6NjlD3WAwAymkrE7gO0oB2H2JOQW20M+ewKa9mEp3hox8uo8YBrKJ6HnhGf6PxFRt8cIN0EtUHcRFXX80AkL7wU4XIIuIQB64BI8NelyfRkx3xO8k3HrwI5bCAHe7R1ei/mo3cToUAaTx5ibUqaafPwCKy8M4ak4Oi1EaVSzNkbHhqFjENa/DFstu4APwOZZjFPmmE7ua7B5AtNY78dWkWL1ujFnyyVEBhiVpRjIPUIQQpVUkqQ9cmhJZdIK7MNm8RH/vt/v2wlsh7U1kCthoKcO1ZY3RhIgiU9UE5YCay/CBGcNpvHIMzPozzMI3ANfnTY5KhpPDSYMbvCfN7zfP7jYny3V8iHilJWWXVqHvhNsIpgBqjVU4cdamHm7edMofGUH8BvwL0fgc8TeuMFvd5iA0rRWRN2RtZxGPgmylp9vBxFOniZuV9RYCxXKYiXZyTrCQp7ElPq2pP4O4QOHMQ7jDZipegPVKfHX+XjIS3gjQacQZqGM8gpyaKXiHcstjP5s0qY1jGmIidY16B9vAeqWwVNH7bM1/kwVlGABDO21qdSJjc3hou3VbCSA6Snon7TpuFbJUMUL07xOyywRiVCL7TKKOLjT2AdCES6sYW7KHGqe/yfKC0d4qhST1/8ELSMw8RFsAr4DG6G7qYq/rSTBUL4xaUCpa1krZRcRGbKTSrLEsZ3QcMB+018M03cGm4RLLoVTO2H+i4FeGDvp6couJfJw6vS0qzGtRNSQXlh1AptwWskyjcTjVNLG1dDe597PF2MCt55IO1XCGrcbm/n/BN86aV/vJhSGS4A/y2OawQbMvlVkiuxaXZwnJqk0/5RgKVtZGrm8PIs9ukXmvHhN0mKzGqgtwfUF+KsZbmyGrZfCfyRkTyO2pvuoPp9ogiDIp3CrlH5NmRr/bI93/zri4LhxzEoW6rDI7ysIPD0i+cLFmAS/HOrWY0LiEbj3qD3ulfswBsa3vHPXECn/LsNMCzkbhV/XYMJXiV4OEvHvrd7Aq7H5nMM2qAPWoKEj0KKGEocRFl4EtMDaKWg7EXB8Lc4zHbAD91qUYGbYrsny3sF9HhK8IChc3ESEnok+oU1RG/ttcOpR69cGHf3gwPKxI7Ev9MGc4JSVMqec0bktLwzheYoQDhCHCvmJbnUvwSZearN9G5uQo8Cd8EyfCblsHoxNm1xpxRbVVPKv84EwGxX80YWdt67Qs7ZmaJP2WecXtcB8mdtAg3bglJktwE54KdhsW0Vk5lVyCX0nU+gqf6at0NTn174ZE3xvXQ4nnglqyC5M3doGd520TEC3YUJiPfCDBcCniUOJpDkK9JP9qr6WhFL/CxxNn03fyYFWh0W3pMx6qY56Xyq5DT1T4RHVHYGvPgT/+GsWUCW8cwUB6UmDKfrw5gjFWKiKsEoITvguLP6uI2mOyAtKlCFy+BrgsnWwrdvuO3YCGmpg4mEYfzjkYC0GXz54EK75Apb2+z7vk1WEja8sSa/G4KF9ST+IJ3qYyN2qDUb4wqSZ8COYwtAIJpwb4FjRNWHsOiW8bfBIoNywVbenBKuP2BHWzLNnmvJb9xRh01Frzvx1MNYNLS+CljrMWSQnlZQXsQfUCRug9lG7z9A0tCg0ydeolNU0l8HzLuc1z3Mox+HQJ8MKkOVw1L9uBeofDwdILTB1FN7gpuQTJROS64HNOWh4C2z2Bd4lpvUOYhdrxwZFqWTkfKrDtMM2QhNIA7a0goVViqiolazVrM+EZxaxBXM/oXlK64PAERdgpuEUlkIphzmImDI7thdjCuzCTPUBEzRKA/dHwO/VYAlEbkjaVUr+jRPCXWqeeLbjhItc7ZbmKa0zbbMimVIMVFlCVMRcL2LP0ADcBG/ohjd8FP7rt639ShfXTOTdEN1JXZ0S4uEnabrSZluxftFZ9cOYSXs/huBcgmHjX++2R9+CZVQiD/npOOxNYbWNmEK47Qhc8SnIvR874G2USD2Xw4DmRUSUxCCGk+4mcM/DBOlXUmYlMAI1T9tztwxBbp7joQ3Wjplp5+EOWPUt64BjZgG1Yw5KFsDM09icLpqzsThgXb4KLJ+CaxEN63zsNhL+BhXRIRSZVAC6zjhqZZhKKHPHYsNX5budxxyW88LzucuJsjFU5TQQBHk18LrLMW3rvZhk/QIcK9nm/6NpeOkb4eJ6mPiaDdyeSdioONsthK13LTZxtVLl/azDpO5hgr/yWqoxPwkPaY4SFiVCcyO5VtrabHJtSrCUM2s8+Vxkxz0YPCF7cxtw9fHYAHYBd8F3TthCu89v8QOg4+XAxwkTXdyflAiZFgnO1DbWPz27FrjMcWFms8k/qX7SUPVPfZ/WJyb72gL87Qx/+EHgVfAfhoPJswgTGIOY0NKmKQ1UinFKfhA1SdEwumaYiL+4BKMgPVgMZ9VNWCYlauDUtKE8XTXQWor8KjlMscxhAvjqz0LhlX7zCWyD065+GdWc5UexMRXrv4FKlnj6iTT4PTDytLW7fNI898eA5UMw30PasxfBqgLMyPu1Hhp2WeKOggf7F5bB7JNmwp8qmdxeBrS5Q+jHo5AbhfU6rnY1VQ6kinKgItx/KdQthImT/nVKHt4Mq7YRmHiB6nRm/7ulzHmz/WxlIcZ2+S5mrQ8QmcNfNwwP9sE1t2LC8H3Q8ZdGKu4BXuqLXoupFzg8DVd/Chq+gAlGTYYWTLCkHDjZciPYQHUSpOhU8MklLI1L16f2YxHbdtdj6oGEidIY1RLbdyMmJb5HpIMaw86DaQR+EVto8o7swfKA9sETJwJjugpTMjteAvwxpmJAtYYsk1sTMWWQTyXXjyfvpQ2n9QhghMgHUCL4sLNEKjaZ9xPAwgK0zgSwWIVxAAAgAElEQVQMApbUYgpzYA3V8KU/LvHgLcZw0Zp0BaqS+nRBcmuoTrqcPrIsUOUKrceE3juAU0UbjlFM5q3Uj/PAtF17qhQpMAWhC2td6l0z/j3o6sLCZiE4nWPY+As/lMNohvBoaWNtJbibE+Ywmpz0Yz62wPJHTKAP+7M3HQXm2fs2F07PlHxT8U14aNKVtVJwezsABqBc9CxWytCkeTtCbPiCIbQxyipxIbnkANXrpBZTNhS65TgrH+H5FyX6fYGWF4TwlGd4AUbPeQxbQAeAPd1wzS9iINVD2EJ9LbT+g2mmbAQ+ERl6tGbvA970ZUwDdS82g/4qsrxufoCw+QaJNDzCOxUuJ7sSfy8BK1VHq1d0lgKm0QrR34KtvMP+sJ+HPQ/AxgWYJiIHmLg6Es57sXT5k/CDx82rPoyZoL+xDFOf3uP3PVOiQDVrXO2UVFCgyjzM/lNIIQTRUpqp7GNpoNJopYmqpJsJmKDUewnzSSJIfbYE74Vr3gvXvBH+4/aInVvhlygPr/xZGmspvaq+iK3jFmweyeeyhkBOxNZZiQ392jzQCvM7gG4TrPVEpFLDPJictqkjf09LDRYY/yofm3q/yaRXLu/8Vdi81SaqCjoJAqq+vwE67iUSrrZD4ekwSk4VYX4NtC20OoYGYHnejsgYOggt86BlEzaHF8GSg9h8OuQQwDrX1rVj1GMLr0icpaI5J/hFc7sGs/50vo1SU7UQVovWRAtzV85rns9dCvPhsgbID5hgeDWRbWcWTFscx7SvceCdcO0DmEMF0zQbMThQVhFA/05o24kN7gCRAWOEOPlQq1Gez5XYihUupSMaIdQPZdWR5iYHUBobKGxRjHCFskxhkuCD8FjR2nxs0jOIvxtbuQf92UR3uctehx4INtQ7geWv9+uuoOLI4oIClGcCVpCkkSDLn/FviOrkySoK/ZkgzrHQRiEtVXiqtFhhvBKu6ecQoGUu6SeIjaYW+B78j9vhL38ljpruwsb1CapZYikSABHP8NJNUN5tnx0guKBKZjKJDe+g37IyP1rNRJ5fA0Mn45C43DS0LIXmgWArVfrie1h+w4OEfT9odbHU676OOPNHkUUilC7wB5wijr/Y4dc2mCLbtA5mu53W1EFlc21ZY79pUvqoLoI+AIFbt0NuNxGmlbIBSphtL4zeeaUUCYxEEVK1/qrosykiH+QoQdGaK5zyvMPoHEoJWAGtA8YGGcCygY0AFyuRQSPwIWxydWNE7/3AN+yjKYKqprSECyBMRVE1coRUlqe7MflxOzZBJSQnCDM95WYWsMWh+He8bY8TmpjM9GNEuOhd8MTjYXbXeVVs8Lrfi3lrVe/92GTfZR+PYM7R5ddh5tImr0jgXv1McH1Sj4ranTqCJMQguK3SDLUIJW3Ec5VAFbVqgAAlpwj7Wp5kPUcvFo3TwE8KahXd943wmw/BTVfD7/rl0iCfIJQ4j4isPGLeu5h6yNphRV/4Z5oWwe5R6+Z64KXiKclUOWBcxSJQtwJaivDMdBzPMjMATe3Q2edE/CK8VFJcpHFp7RdhWOclPnZ7sM1tLxFnvhebZ9L8lfLrakIIroSmx4BOyL2dOAkwh80pCdJBQqMdJ5x/2ujyRPqkWioe8krY82v9vSIWlhFhpLIOIDYMxbk2E1nIhaX0Y8J4rsp5zfO5y/Q0/OiHkZFHYbtF4LE+aP6UjVHbYjh8ArreArTCVx62udFAyASxKwYxGue1j2B41CDVxylqIkgzFLn9EWzwpZGmkTjS4GTzpbadsJmXEJyNGq9/O6Y9NsDQ48Fe2Yetgf8Epr3kgH+3Ehp7rK4DWKKIfvjR0RCca5f5c9xO5LiTk0Za8QzV8ZCDVJ9xAZUck5VFVvDrdiT9o/Ro0qJTSpa8yjL507hK1Sdy5UoiwSZUO5GUS0BjMwtshLZb4Iu3wIeJqMh5RBZ8CJJCCxFh+q3tcPMbIeuFa3phdsAcJYoo7diEecYl1MetHwsjUNCuVgvLc1QI7kOTMNZnwneXmq7n7PPxvQlzFincVWBlC34QEqGpdRI58vR5Iyb9tdm3YmqucGIFIYxjD6MxEv6cRhboxERnZrCVOKoFQtCOEpECegVbD9qEW4i51ezt7sE2BGWsloPyIHPHVTqveZ69jGIKzBP+tyzrNQTt5CjQfMIVLU9+2I4pQIcI61FrU+v2oodhyRpi4qVk4DEihY/CNd5JNQUpNT3riBTnKmnCSeE/MsdK2CSrAfYamVg8crx964DCa7AdYA/wYI8tvlGMCFmE/oftN9cCHS+D4z+E8aM2j5sUcz9ECMk+wqyGwKP0PMNQHvD8lb+I4cJaTEWC/D3tv5vnjZZDLPXeS5tPHyyd8GK/C1YYJARGGkKUOu/y3p4/g6br4M/vszMSRr2LN2N4ZgqhKqp0CnM8Lrjd4J/cyyGXhw1HIVuICa33EqrsABEYP0UkWlXfqU/8pcE98c0Q8yTvz3k/RjT9JoZ1FjENU8CtBKnufYTYbEoEC2Q1pn0Kf5f27/OILUSwg4SWoKcURmkm8iIox2aeiAzr9+9K2OJTLkBh7qnzUGwCnQ0tbL6X0HpqiNT0c1HOC8+zF1nStZj86CbyK9ZjppfSeRahciBQGzaWioMex+aIFLGKZdhJhDS2E6tukMAuBaal8d4qWlh1XvkokRsNgtkN1c4SmWwP2QMplwPY+tyHLXDWYAviKv97FtMYhoHvWhUTwObV1t4li2CJhM4jBCVJgnzcokgmps1x9qVp6DgYyfJV8sDH/wGa3uHPpBAfCZF0IWpTEAnXMcKKUymNnVRfqkjYypTUgk0xTzkdhItmC+CKSdgNdR+Hmz5qiraszlnMQJC1IWgXbP3e5l246WFr5nqg/iQU3uydv8MvXok5fcYxU2WCiFg7QMWr3OIC9dCk3a9pHsxOmmBmkfdRn9d7HTZoFxOUgUZM6q9yG/jBUjw73m8avzp/3eevf4fh2kcws/6alfCvbp1I20jPV5Z5jt/3DwhTTvN/N5HIszcZJx0cpbUg6ykNRc5jc1+OVcEEmvvetOddzse2n73I5Jbzrx3r/xlCiQKbOweB9x2yH3gu4go+D6EoaF0fAJaIX1fnP1A0iDh28hC2E5FO00QoisxJ4Xp7CXwhT5ARL/E6Gvz7O+1BDnWHsgGxljqAwlv8wVd4W4qYLX+Xvf6oFJvAYweD5dQ+ao8yXxJx1vh+cqpD+IukOMhqro2fsA+4UsH0SnUkqpGE3gzVWX0k7ESjkuYEYfZpUFM6VEr7UgiPvksbPQXMnzJhM26NvOYL0PseW/N5bJ6MEJAryass2wHMn6OyFNj08dgrpbhtBLrehmmkOSIsrZA83zIjoMuvw0qL7KmYvvI878PG8eXYvFhJUNwmwPLrjsD4TDRAE1y4Z7M3vp3Isj1CaO3HemwxtGKbpzYkbfJi9vcT1s8OwuQeJqCqHn8/z9su77raK4tAUIK04E2Ec2wCMwXkVJrLfJ7nNc/nLmVi/ggP9Ii1igkPIa9mT0Ku1sZqlOC7K85Xi0fK5ZW3Yg4mTQB5lVK2tTS5XmzRNBOCUwTSBv/8KmzCbcNUmn0E/qdzXP7aGzPiESBeVV0NDJZsU3g7BK/mGxhPUxrQJDzzsDVJKUQVoz1F8OoXTIb/SlTMNApHCYD16KmCMov5t648SoRc6gY5wh0tdrqcERqkfgL/VA7JVPNOnUJpBFMv1VyjM93mUwAlw48HMRrWMvjVSej7YGy0N2CadT8xf+TjEHKSbhQrMJmkIgV5EGj+JrzhMMZPVLDESkKjaodCLVzYk/SVnlFQhn63i9DwZF4rZRynYcwBcgkjfS9B+tdEarlxPMW9P0CvX99DpEQUxUwY7CS2MIb8uwnCsShVXZtuHpPnu71zhHMr4UkrwRKQJ7beP+8gzL7t/txvYm4xz/MOo+cuZ3JhFxBe1TWEsqMNODcPGI4TD6aozvCmOV3AZeI4ZkKNYxO9hRB8w5j0vY4wv4Rj5QhcdBwjoOexSXU7tjC+ie3+67EJ5JJ77HvQ0AynhoMZ0gn8uBQJGXK/5ff+3V+Fk1+3i3owgH+nWVBSRITttRHh8XKoax9Q34maWcTmt7TylJ4ppbEfDBfZQmie+tdACDiZlNp4pNammK+EYIoPyBSYwRapIBGRtBXyKiF8QY1nrnBwccLHbBR4O3zoEfjTfwhj4SYsV0fJh2rcb1/j/SAZ3UkI0pQKq0edBf7pUXid8sXu9or2E+dCOYNg5gQUNhJ58byy8oB5+anF5lenjSObsLk1jWV6B8MMBfJ3YdZGL6ZRSlPt838rk74SsVW74hZiEsi52U2cKdTj373Yr9+JCdUOTMMexBZPF+Fk2OeddpTQrAcJ4fqBpJPr/LvH4JmnofNhJ/nPVTmveZ69yPKRlXc7Njdfi43pKBHYQBfQC20vgenH7fcy2VI8HK9vqOSk5jECo2nBJvQWbLL0ErjOJBbN04KtrLu8EaIBdBMm127/7SBsOwFbXbCPYLHFPZjAc8YJFzbD8WH3/HZiE3js6yFw7rXfP9EXScHnYQqtTH/J9iLBctF79YV8XPK/9GG3EDNG/TUCZhpuJLDL9McyyecRzARpnxKmurGcRmnUkhwlIoaT1K3rU95oruTCtBQ4aTEZ0D+HD90DXz9p6/83XwIrH7fUm0OE8JwklMNGgp2WKrlqaq0/+hTYSX9fx3BqhTZ1UqGqbRs2WVjop1qjnISs2W8uNsN+AipSzoBt2EbejGmUDxEnZvb73zJ9u4jjLsRueLff906sIRswobYHm8tr/NqvYTjpFBYF9Xa/3yAcvjWm+jFg7bu8vVOYItCLTdoN2LivJKyuCe+PfRgdS1rNsP1kBCimDtXnU85rnmcvwp80oZ8gTmB8AFuz8vkMAf+5G/5LDXAzrHs8vKzTmLARXAnhWLh2u/1xvDscwNcDuZdhq1AOoM/A0Jc9Q89HMM7bdV6xwtq0YD6BrcYGONRn9L6npuHgXnj1YmvUmmKssRGgNGzCLnsXsBcmvgl1HyFIio9bBwh2EvtD7yUYFQSizUbPm/ajYEspI+prCRDJpm0DsHWW0LyFD+iZJURlYktwSisQLUmCUETrWaqFY6rVl6jOAaDYSzmdJHS1Mwi3GAf+CXKv8GZ2wy8vgq+Ohvat9SZNu4tqY0JjAQFxiFAw8aSjF83AHuNzFgAm4akTHp4uYSjtWbtYI3AYJkahThhkB9Vm7CAmsaaJoI9BTBh1+zOuwoSoO+VmuyF3OcGrdRjh+KciWGAWmC8P/z44/AB0PUTslBupCPAudRSWa7biHc9hAviKpO/1bPLqirr223CvK9FCcRYRNN45KefDM89exnHPKDZWDxFaghyDR4hTUWvBtrmVFmBzj18vh7d+m0KZ9MMPuq3uHJbdPHs/JqVzwJ1w7N2GoQk/u34/tsoU8rYPwzMdcC8/bcka2ACzfeaBrZ32xXYFzNxh9SnP5ACepP1Sazvboe6/YTNvAuPYHIYfnQzIYtD7ps0vUaIKyTdx1o8RMl2mqPpqA9W8ZZmuEiY7gK0KuUu1QZnY+lsOC4HRAg0lWOWwEMdUDjUFCGwhnE8LMIkl8FVAZfp+yt9LUGlQ18Evfxx+8FE/O+fd8Ge32ole2mAURdtMxLqrCO6QYqx+nPF/ddpdei3vpdT3AUxppDWpQObyrEU19QCrREqvJSKJJK0XYJNCjrWPeT1dwJBnk78ME6zLgG6PRZcJjo/TICzZRPD01mAC+RhwELoW23hUGAFfwObcd6iYeBOTNkRdXyGwSjl9pD1qg9BinLVnmRi2JmmtaZ1JEZ2zcl7zfO4iZ906zJE9SkTr6UAv4fDr8Hm4B9gHHdfB7H0hmMTSSP8B0G1y8tXAxndjmUiGgM/BsYdNbiksuRIAswtz4rQSh13lsAUx4GenD9lNG4EnpuHiZt/Ip6rPZZsl8Hu2eH2fxjSTGUy93A0csAkoGo5CTWV+629ZzhBhidNebWp5i3GymurgH5WKCX8fsTjkrTtMpDAv+kDJwbUUe9AZwhu70T9fQ6wmwRFSlUuEuiRzXFiCBJHgAAU1FJO65KX/NbjsEyYceAg2LoY1J0y+pEiDuN4k/XcmRKvPckCTjrHY6184L5a8J+maR0SdpdSFfoMTN8/DNLeN2GRsI1gFrdic0kS7HfZPWnUvnQU2ey7XIQzM1Tjo5IFWTL3bh5nXnvV5bBpqd0PhC3bN7HbsaI82yGk8BVetoeI8qqvzhCJdfo8RzHwSzU4ljVZyXES4e2p8iGk2Z2UOeZ5Zlt0I/AU2zF8ql8ufPOP7z2AxKGCjs6RcLjfyHOWswjPLsk4MQVmKPc6t5XL5L7Isa8aw+i5smb2lXC4/m2VZ5o18NTb0v14ul5+TvJARwR4HqDZH06KokgJw6gTMHwbWQd994XGGUFCEwdQAhwbgl96PqaqD2AT9MvzVw7FzriGSrbeBCbZh4uC5GwiV5h4iU8SBwPdHhuGa3wJui0i8RgzqGgSuXGZtpo0IeRnBFlURjvvJg13e7rsJzUn/5DGHkHeKsGkjAkwa/bNsnoW70oYtjk5/tkVJRSJQtvmPGgjvbUpbklonYdBIcMVyxOCl5mwRKBTgyZkQkqkqiN9H6esEE2jq5pPr5VxaADxg5jsA74EbPm6OauF5HcRGoflUoPrW0pzm4Tz+38E2yR3EAfM5YNh/L6+zOK/OxLj/pEc95jGYp0QcKChqxD5sl38x8E14dqd1zUuVK3YPEVk0ToUzW/4hZJdiGqdnVqrQ4krQMENgklOQ+zWqIQXtpMPJmIl2V/K/D/l30kKkQqbiYzDeq1u05rRW51xRnAPhmWVZDjtK73qsBx/LsuwOP/QNgHK5/IHk+t/GuB7PWc5F8zwNfLBcLu/Ksqwe+FGWZfcCvw78z3K5/Mksyz6MRdF9CKMcryGo318gTlr/qSWHzYtRbBfuIrjKU4TmViRw9/kv8h+vDKtOa3WIiGEewgTLqoWYONck2ga0wm98EJt0IjNfRLhnZRMXMXBc1I3VGBjrNuKEZyO/DiisoIIvrK2BQyWTjZd4ddzk9W+h+vgK1zqXLIAlS6lQgW6cwqRAc/JQ1xIgp7ITjRHn9MrjK4F2pjdJi0MansI0JRD3EM4dlVLyew2GzPYUQJQ0StW8WSyz0lFs45hHdSCCzMISIe3SJCJnepprCFzjBh+PRvjNdrirzy5RbgMhCrKwIQ6IgwjvbAOu/H1//tsJ09xJss9Mw3JxzhRYXwP0w/9/0u7RBWb+1mGStJEQnMJftvhNN0LTMDQdwPiscqCJZyqte9gUirqd0DHr7dqEzQHRlsYxc/0wgS1rPEVwFxwiDNmxy2efhKZXeV1riDOuitiCFOdXQLtvbkqNoKHTkKXBCs+7zJ3D6GXAwXK53AOQZdnfYytx38+4/m3YkZDPWc4qPMvl8r8B/+Z/j2dZ9iS2nG8CrvHLvgo8iAnPm4Cv+ZnHP8iyrDHLsl/wen5q0e416xXrb/FzIdaWuNljT/uZQ+ts3BVZBDY/polkRvVYEtc6AatKT9eCmaFr/FUedMWB1xNJPV5PkCW/5jdaDRw0U3HjCuJcm9tNMy5iMqgbw2xfrdRzMmsLTsvZCRyAH++FC1/l97iZ4AouTR6+x9u60tsg77cmeBrpIwAQIk5fNm3KW5JGKZ6mTmPTwlGn5wi7TNEnwgFUH4TzZJZq6lG+VC0oU8BROOtM0mZJPW1iqcpYh8VK/lHJEhBvBV4J1/8NvO818K1/DraCFrlkboNXIcWxgFnZXI95sfdF22ZH43giFmGTbREmbfss18IgfjDbYh+XRUQsv55xP6GJKrxRjpw9MLY3Du+bBHIDHi25ANaK7zmISegHMMfiFCYwITbIlDMqEyxlQ0jDyNszNGnuiI4gvLo+uVabpTZdDIfNj8beqKkhdGfOyrlpnouzLNuZvL+1XC7fmrzvIOKowLbxn6rQZVm2AngR1UdE/tTyc2GeWZZ1YersDmBpIhD7iVwtP62hHbgATup6N0a8YD6RPwJMMWnFnI6LCAxbc+AAPpmn7E6KJMwRUJRgpnpsMHuB9fd4ZTNeuaglU0QasBRjqyWSXegp92HcziF49ohdMgZMHIEFR2yxSuGYBDYughWj7jQUqN/ujTxdMtV4l9XdAkFhmUd4oSVY8N/1E+fca/bKuy1tMvV0axEVCG+RgFPVqd9IQIl3mU+uTVPzyZmjV3nclQdSbaopub1binbrvjIpF1DtxU+hBN0/9crLMzZWsg3sGezUytvhfa8GVsLNnsPuT5+szhioMnvG322ridyuS7FZW2+Pcwx3FCkSwTX1/iORV6ULTINU3H7O+6UFE3Diin7Mjs5oaMb4kvfC/r0Rxq55fljtugSDmoaIiAAnxx/f7QEQCwnNMN1IJfiE0YpTqw12P5EUvMbrnUz6tz6pr5GIOnJcqG009lzJbZhD0/3cwzNPlMvlS+form8FbiuXy2cV2+csPLMsWwj8A/D+crk8ZtCmlXK5XM6yrPzztNB3hlsBLs1n5c/UYjNUBOXXEqRtMCnqpvX1PZiQaQEuh8bPRt4PzZtUYevFs/I8AIUtBO6jRTxD5F/UBEylsDK6K+PQFHAzjH/Z6r9yEZwaNbiozQPwOyftnt8fNe78VWDbTvIc5DBN8giUn4S2VxAE6FQz1LYujW2YwA3lhIFqAShiurSHKeJYyRRQFhVEGqiwNm0k0j7VsRCrJYcJSEXYNBIp6FJhK1BZtnItpomeTmJP083hzAWzj4jBfh3BxWpYAFwAtWMWhylyuLDdemh80pqbohR63PS1ciqgeEyDwGrL7XnjQaMsVaIUPJRtjDgGq2UTHvmAjZ9McBHYxzEPQc73mmFoOgYzD9vvlxI5s/MYGtEDJuBGgM/D/mFYr4xePQbNbgLWnPRnGIVMKgwEZUzzJoVTpuDwUeiqIxQKbcTaDHW9FpbyGjguO/t0aJtTyU/nLDpz7hxGx6gGopYR+bbPLG/FAnXPWs5JeGZZlscE59+Wy2UdPDAgczzLsl8Ajv9vNNRKG6ZtyTmhDqulOk2WMC9hlAA9Npd6ibUvJswktn47/bXwImxWNlLNH5M5DtX8RWl2e7xSRX60A62wfIVXvhJqv2Zytc1BtscmI32jFJAKEqz7jWEme42Tutuo5tWkOGWqFU4RgD8EreRMjTIlPOq9zGVtEjKjBQTKcy7tIyvY5lGeCTP8VCmEMgTUIe1WWi9JX0pbHSVCnkpe3+lSrEA9Y57AmC8BLv5V4H/CTJ/95pkS5CcjjVuP90kB6/iNwE3wm3lgB3x1ZySYkVwgvWUPJmykpgoWKWChmRp7hWy2w1qng9z7tNPaFBsvuEecMjev9xy0+XAFHl32ZTu4rYBxbRXkJR9NO95fftj9esEkPvdLe816bwDaRFQVyKvnkA2tTbaGSjq7iSfhVDfMF+dIYyLNNHU0qK7EChHULR1DCvcLkKr0GLAmy7IXYSPzVozZVlWyLFsPNGEejrOWc/G2Z8CXgSfL5fKfJ1/dgR0L80l//W7y+fsclN0CjD4X3gnYIB3AJMxRAjhJvUCzRDIEsb7bgUlbJweIeVtMqlVykRyw4WnIPUbwKoWlQTU5UqZ6nkjl1EIw7jf6dTd4G75qE+Ya10DvwybTJkJOrl/sv1HGEmFfQ8SRIIPYVpPiVTXJ9cIWIQLWpRHqe01+CHVLz5PiG3XYueqnfXaqr5XdpyAJe4FVlLlNLm0x1RS1eqCamiQhKq2mnshhSclB7VIQwsULlQfxLcBnNnhHexqkgmuby6UGnoYLL4ALTwAL4fRx+EP41nsjE7xyV0g+K5qt1oegGdg2ClsniVMv1deKFlLeTEESC6ikMlwJQUnqIk6raya4mUdMGR4Gcq+y+zxVhNoBWN5sj1vCptYspmw3A1xuOQ5GsfvUXUFlvWzBz5BLTe56Ap7Ruc0a3wPwzElYfoW1t/Z2mP8yAp6RZSDpd8xvIAxctCcf6yVSRmphiSCc78KmUeamzJHmWS6XT2dZ9j6MI5MDvlIul3+cZdnHgJ3lcvkOv/StwN+7v+as5Vw0zyuBXwX2ZFn2hH/2h5jQ/HaWZe/CxNpb/Lu7ML/2QWw433nWO5SwxZMz4LxBSVvzRNycFugQoRV5RMbWeXDndMgR5VcQoVyf564jFr68jvqBFou4hIp+ERUHbOHvwrCtIf/NnbDtacfTR+2jzdjE7/fHWgeGWymhAt6oI1SERt1r/F6dBMirvtFKl5NGacEkNCVsZXJDaAxyAMljImmeeaW5SUv/xmmbDbVOJ9LUKI9F5g3BKBoP4WrCwrRLiTojRkAJE5A7/Jo2f85lWE6AS4jNSpzGtWupCG6+au3jJLDQ2pQ1+Hsvpyft8gsa4O1jHP5UHK+ezoGfhn/24ulcX2UOGtYRSYhfi7kOUreyEg40A1thlZx7KYMgtZ567CbZImjZ4PV/I3IaUwPLXZlOnUabAHZH+oUJoO6AjcGxaevCrmXJg8l5pw1Sc2jK+v37J+2ey3cCt0LdnxCe+RKxGdcSzgZBMJMEg6BExMi3EUrFDrhrcs6omXPK8yyXy3dhsin97I/OeH/Lz1PnuXjbt2NUzJ9W/v1Pub7MOWIGlTJBJY1bgziEIilLlVSa8CIRilSPaYTXAneH8jOCzeURbIK1Axe+HiO8p0kLBIKViPBAaXxQiaaoCI86zMXVhQnuXfZ9I6YpbCHW/yy2IOpLDhes938KvD+MgaFSj8EEqZtUlcTLapPMWGV7F74mqEOx0SPJMxUJ3Eue2QrmWYJat8eGJuOMJ3ERO2dgxYwtdI1BMflbDzpJdXKQIpZzcoE/b7bEPn/dSRdwSzBBOAInS7BwgZ+r61rwJPALSzDBOAIzk8YR5QLz2k95puaG0/Z6eiyw6CsmK5yhDy2G4gl7Kzm9yptft9g/7MIEhPGZmhkAACAASURBVOhlXd5f4pEKB7qaKMJ/Zfun86afONpC2l8R2A7PHIHl67C5+zV4ati0zF6gcMIOdRv3M9gHfOjnX2X3v3iISIbcaH93OD2rsjtUHHSYtK0nrCZX0gsDptHs3w3r93kI+whhVYnRINxaERqivfQl/QWBpbdjIXu7YeYjc5cL+Xw+z3MpC+yIgxxQ93KCr7QCm8gT2OTZjB1QrmgImbNbYOndpsiNEP4WzfNOiEORziT9CdfRghCQA5EoQ6nUUv7bvfDUDwOW3Y85fhXMUfdicwI1LSOy1QhHk/kzhu3YCqeSquyJFhgjjr/owSbvGCbgNhCpgiYJikmf/93h10hbkHaiZAHiB8ohIAGrzz2Ciz1EBh/hkQNELKzq3e3XdWIqH5j29pLjkdElD+SPh2afB05OWruHSqHVcDzggENAywws8J1EuOaI5+IbJkzr3qRvfwT/WUKkE4MhyiXXuBcSatkInJ4xHJXFwAnvsJOWOk4gaeqEE6/yWsKclcNNR+/mCYx8BSx/BUw8AHW18ONhuPDFwMWw/DE4dhCeOhmw+kP42YYXUUngXb4bshUEo38pYWLtJtJtaWPTfIJKVvghH7a7gPW73SKSZzVdDwUsRWIvEekl2ttGex7eiTnAZonMTTfAG+6Dpx5g7sr58MyzlDI0fByLS3Kg+vvfDo6e8kFI5snSfsdF2K53icmKI15dGghTDzT8FgaKHiBMmylCwxCetQATdGfidRJgShR6C/xgd/iO2jGtswtoWUTFBZt1YMKnizj/RYvsgDd2D+ZBUOaOvyPChSQgL/LrRYquxczJDQRrIO+/68HSqEtbEnm+1p5l6NbInyvLrh5bd6mljd8q1+dObR32pSIzXR52RcUcwDagZiIXQIotC4ZI2dSKalF9omn1E5unGpTSbTQplOi6n0joqfODlvq9uACmZmC+PGUQu+mMfT/jQjs7bQ4yYbUpTNHp7WwgBI5gFVkV2oRk8h6193VX2S0vlMZ+CBiMQw5asSHNAV3Kp+Cc5BKQm/BnvIRqCCHFI0SRkvPxbcBrVsJf9HBjM9zYBeVP240apJy0EhEq+OvV3ncfo9phK76vFArBEkoivhHWTnGOLpezlPPHcJxDOYkN1H/AJsttkXe1Bc8Co391/sVubAAdqK/BdlZFFQoi3AJ+1gUR+C5njRZiyjMsYFrFHURSkBuIlPWfg+/stvl7WR6OF6GpBm6Ug0CAvRj6En7yoot8f9D+npn2bPIfhuOjMLzX2t22yftDbf4m3DtgyusqCfkuqncXMBV4gnC4yRHk1JmWhTB1MvaPM2ORU7+ZfE2zk9CktkM4TdSP6uw8wVCQGZs6GSSt0+ghQTIpXCKNX9ShcYIE6VpUJWm1TExF1GiDErSh9l5w2heiQwZc4H872KOz5ScwaEBwhNos4VnE4AhBKmI46Pkl+NXnvX6tYlkEg7iz89RopA/QGU2dUDnqZP+jNq9LuENrKyZhe4Dd8NRuWKt4XZneYg20Aq8pAMvgPT3wu6Z1ZzVjkeh7DzY/NaZ423VMyXoCGhJ1ZRGRnq5IOFA7/flWMzfCE84Lz7OWPLZzdWCDfgtcL2GgBSuTBIJKs5/KJPulZvjusM0b+SzagewjVONCKY9CUrZImMrjwGfg2Uft4yWridMDdwEPwZsWWwQR7bBkCGZPQm8JxgfgogHIXuH3GySEXye2IJc41cedLAU/l4guKO6OZCIsIkzGFmuj0mJWBI8Wt7RZCQ19L0eABFEzcC2U7vjJiE05koUbpxS/EkSCzBoC05OzSJqmCNeCWRQVox1NPNQiEW454X/fj21y0kpvw04UFbn7G1jsmuLflWZLSiSYQBAnd8TrHvV/9SW797/NeL/MeHtmqk1WCNNFzrgzvU3imaYBBNo4BL2k2lonnHoY5v8KIWjd0phfA20l+9kujFOzFSxFxQCsH4f7d5sBcXwSluwjUsPtt25YW0NAMLrnMGYF/MsM3PgmI5S2lKBuzHb+X7Y6JkpQpzmjnI71WESdvPcLiMPj1vs95F1X0pAicexHSgN8PuV8Ps9zKCKIabGL2AuhkWjRpbikBq0G+DVY9dkI3W4ErmnHPniAiNCQ57wE5WJUqTESdCgLsaJNNGMzuw3oh/nNcPhIMI8e8ftuXO1/HCWOdMwRzgkaIT9sZtEjGHY0bK9T7w9naeXZ3HGkBOTgdQp/lVMjT5C7i1RjtzKVc8BmmOfEjDwma9RfUG39pf1SMZVFIm+lYvs/cwSWS9PrJBxXSjTR5XU8gGliVxPSW1jqZkIojWJRBRICYJi1Fvisfw+xYUjKj2BjLbZB6vzThtNHOEkgImzS/KLqCJntcg5ps6ohhPNSqo/BSLWlLnuG+ZcTHqJuGDvicEg9rCrC/ZORsqDu5QSkdLjCSWeJhOQ4lfO1OvcSME8a8dXq7bwV2PN++P218IGnLG7/FVjS3KuhTsdMC2ro93+KcVcghOAZrUMFjXQTR5kOWv/PJCSI513Oa55nKTI3JJymqCbqynRKOWurCbd2J3AtvP6zZm3Lwr+3Dxo/HZiefiqHkqx0VSu2RyPuV8gTXll5mp1SwnBCj5sHndMugDqJxVhLJPOox1ON+/OtwPK8LG6AG8ZgPGC6PIQW5+aifA9jQJsWsCa9BJveSxKmqcR033ZbwyIuaLORYigkQwqVFIq1ckwVCI3EF9Vy7UD9RPSUHCbbMU3nrzGW3QS2iX0YE5jCCVLBIHK8TF8Jr5S/mnISZwl2ghZ3C9UcWcEYeSJxirSkMwMTBHekm3Y+ea9dpR+bG8JAIKJ5hGse8D55D2a63wfPdJvMXTdpfqxDJWvSkFfd1ILl3WyFY6NmVT8APFGCixVvXAusg/U6O11OM/XVbPL3dqD0lLXrCkyDX9sMtw1XB/3XYBrmyqRfFhFCWbh8r/X7xJNQ86R9NIyfL0a1MfC8ynlv+zmU+cA4PPNDWP4qfjKeLvVoKnTMExKTo5KoQX4ezV85hFN6Y+pkluImwVoiMoqPuwbcdR92eFyRyvGxy/vg/lL4ZH40bRNnq1K8yWEh4avJru6WSZ9yPi+B2UeTc8Lk4Xb7WWt9GsJcl1AUjUWm+wjhKEl3bk9U0YytkZR4IMVKa05zNodT+SYhV+PtXkRI31Szmya8dursQ5gA2UblKAtK2C7XhWlA8san4Y0exVIRlONJnannX30lrXGUOMF0hhCC0rxTupXaqe/14KkZLuoOfl+xPO4DLvfP1TZRh/Sq+bsUo959Gn5ctOrFKCt7zEE7Rp0cB1bebq8Nb4OOy62eNTtdPh72+wp+qsW0e60L7X5QLezvI+CWjwLXDVs7L/Hf1xLWTDuRZ7UI/BdgGMqjRgmemQwnfxp9+n9EeJ7XPM9SZoE1sHwTcZ6QZlctkeO/A5sczfzkwe69cOFiyJ+IzVRapaLWhogMYRBrXzLmTF5xPdClCtqwxe3CaVNCxxhVnfIMi9YhIZfDSd0LvfLj5jDqAnDm8vaQByWoFo5TsX9MQOCM0oCk9UhQyIQWL1SCw/u6qcZO8JRyB5G6Uk5iqBagU2BJkUpQOhEbTiZVWRqkaEjq0DwmPKW96Lm2EWeJizP6dkwtllNpKvm7OXmvjE39VGuJQ0RGbAlBxawrPlvvU2+9eLVQneJLdQsKwK/rwyhzr02uLWJzV4e9dRP80VEs/m41bHgysoBpz+skDjJciQmli1+CzWsP0tjg3Tg0DS3TBE5f6/0gbDLFHIXxS1sVTAKWPUpFGrqcnFoERczMP2oQ1zgWETuM/dtP0ANTRTfHHJbzmOdZymkqiRgYxugtGnQ5JmRfalGotGKOhceBP4ZL3hsna6TKSYlwFkomq1qxfETX0XrK1WDm1hVUh6ZMQEuSQGJ2r8sveavGqfZ+5qi+Yx1wfQELJxyuHEAu2LcRYiZirykh4NQ0zE9NSQgyfx/mfJHAUsy6NNIiHC8FcwqqYSwIxET9pvtKmZIszqudqXYg7VCwxbBXcimmWvW7BpNqTtIsb8O8tfpdjQ+MNFaxHwqYMHsI+H8IzPNeIjJo3Bu7UEDMFCw8HWNQwN/jJP0CNPhymJkMYXKEyEmnhB+DhIdZuUnTbBjaKERTOhxfiWyxfFN0/Ey3EfjX1sD+kg1d/+Nw42r/0UQSkr4a0wz32zlFizDFcf1qgqAPoRIWsTkhy0SahKw2zWtZBBoT98RPfK/azydFVrlgpG2mrK05E57nNc9zKFqdvUSCiVaqgXBpNxpJeXqHgIcxetEGeN1r4O/+OTzTYm1ojkjeNBI0wtRJqjjoZuwAx0JF3fMiU7AHWxSTkQ2n/2lY+jRkeSykZR2RGLd8HLJlwEh13Lirv0NuClWS4kj7dhxv/gI7c6YWWwurPkpIs6JdP+QzuB+LmdZk11pIFUIpJYIypWCfGWiVauWyevG6Ml8pZU9MkunHape0xn1YZNYG4FHI7ieI+2rcEKZ2DWBa/h4idZ+8yxK0Mk+vJig5M5ibWk4haVqnJ+EChXkCp8ZiBxD/dBIj4edmAhLShNmPTYpLk4fXyZbSRvdhGtqvEaGbHglUgQIusd/lFkNT0c47yn7Fxq2g89i7TVmdwPaZiYNQ1wfPTMLyhZCbJk5BKBmF73AxycKjnVdmREpnFV6dbqazVGeN1/XyuCdReyrTyassPMHKGu45K+eF5zmUMqbdjWKjogQZouoIgxLm6eTlZz9rdDJpmH1E4EXq9NCr5kY/EcAji6+HEBRioTQDV96PLRwlJOnCtJEpTDg+HgE5Up5birDlaSis8hu24WZ7LaZmJ4vZNZk9eH5ff7zKKYUCZluhdMR+NYjRmuQYg1AaRqLmigIsR1COYN40EvJlQVKPXlNYsQ9boNLSdXx3i+9Ew0WXhSlfU+T9HLax5TEq0m6Cq6nVV+f9Ki22SGj7UnVEa5DGKkEhwYBf30sIAwnz2bHAT7U76v1+f0AN+g1Ex477wxYxnNCdYENPQoti2fvhHz2nwY2v8t9sjmsrTs0pePZrHnE27ue7H8C82nuwjaMD5h+CNZ4r4R7g6klY7lFiM91QKNp1DAKboHMndgKs5kk6IbRutEHJsZQOfq3VUzkpQSbId+FYX6Tv1L6RWijC4bWfiQo8p/LuvNl+liJ8S5QPZYhpIEZNWuYgNqFX2GmV35iOzX0GC2vrINZcSn9LEQDBXOIXywErWmZFC9tM5JyWN0dhc71UhHoPgf3IeXuZVF4t4kpyiwuoaJ6MQS7assjbXJUAxTG/mSPVQS8SfFI+ZUrlCOWpnkiKIyaPUgIc81api1OYT76FGarTCyiqMq8fFiPD33yNnb7TRleLLc6HYOa+kG1tky5wBb4K35a2r4ET6Kp6hSmnoKweQNZJKybwHoPyCWtKL7Zxiv+e+oXANojNK7wNB/yiAQyfLWICbtDhjjGY7TPZq7BvHici1pRko5UKu6LpldD/PVf2+iDfB01bvRFS5bqgoQBrum2P3ga8IQ+8GQp/bfWkuUdzLyN2XE0MmVXKvakHbMcaL7qeWBn7vJ3tVGLjxx6tpg9PUJ0jRGWGam3zTLjseZXz3vZzKBk2gH3Y4N/vnytvpzzTjg3SBxM7LX6880k7JEmE7ocw/q8EoBaJgk98fgJhuelV1BxxnPNAYYTwnKdq3BYYujuOFpITuo3kJAnRllohhGX6zz1BK2zRPvN40O3oo5p/WF99JAkEvDhDrD0pV1oXWgBSKkQHHcKEqoQk3n+9xJqTgiLFJQ2FB8vToTrnS6Kmqoc0ySkY+2gljwrrMQV0BdA6CZ1HLK8lVxNp60T3kRASYT31kqdhn8J0Fbe/FbgH7ioFeSOVvxoRwX4Vdsa3gb8hwmcFH8lR1QZZi108Zm+5GIsXP/RNWPVlzBl4HSHku7Dd9SZo2wH9o8HMKnwa6t7i7X4Evj8JV9ZAy2q4OcV9+73DbvZrU3aAYAuI+PqlBGMDqrm5ysqlTWaU2DlHgM9Fgi4naFT6S0MhBaREpH1IIbE5KefN9rOX6X544otw8Qq494gNwibgawMw7jwymdxykOaBwSdDMZOi00M1TqPgIGmYqSk/SfCp5bRXRjQJ02vvx5B6aRTC6oo2n7dhFuZqTAGQ76CSnWwFsNCzAlVM9tNwchgWLoH6Mbv4eph63KouABOjUNeDLYQC0Br4v+AqWchSOvLYOkgVs5RBk/ifyPuzS4mRoicHdQO2T015EwQ3pnuIvMUA+SLUFmG+MsunHLDpnwxQGSMw593AZtGrPgN8Fcon7dTP2WnHa+dhVoDI2SkG0UIIWoVrrrFGT0zGfJAFmNI3JUglzB7bDpt3YVDN3d4xnZgwrcGgmnEY64amxcBGqH3A6twBrLrTn2MC21X3EcESPcB7oO1LMHuiQvuk89tw/S3WqCv3EpLoIn/mb8GeL9tUaujGkj9uIDz8r/XrFVKpSVirG2AKiZJ69Fgfzh617hRMO7/d2vrjyfB7ynAQUUH+z0l/zDcTENdRjDUwp8rieeH53KUXO6qu7Yjt5EPYGhLVTFqP/kkoyIJLBUkfNp/So3LkXJQ5D5E9TMJDMgrMOhN1kBswZ4dmhLSfw3DhAWg9Ejk7R7B0ZxedMDpQJNO4ADPXT/u/Nljo+GeByoFdOlyyBpvf696VCLzmCBqSQqdnnk3eyyQdoTqXpUwpKfAyWc+M6lMmNT1q6kCCak47mBCUUJ/FhGjBK1gGNC2E/UWPvPoUFkbTD+u/ANs+a9ctBY5Pw5Kt2MC9ETJ3COb6IScsT5ECPYR6I6ykaPVyyBv7CvuNzE4psFKMz6R+ql/7Af478PcYN3MouSiHTY5uu67BtbhUaTt8O3R9mshm32zX0OzPNgy8B3IPwbKHbbwLSoD9TkxrncGE/yTwlzB01OToLuCltdgZWp2W+7YeyHZbvU8VPat8uyXcz+GJpva6AbfTE5a5Nnr4aGyWR4D1s3BoNCijilhWfhL1UYvXq7wi0kChGnZ93uV8eObZyzS2Hg4SUTsyUVNmkgRf6jmXSalrcoRJKCxO1EOZoBPEmd5jZ/xW1hlA3SJsV095GmrIXrs4hwmJHdhCePaEOwWKBMhaKRKgAqYOQ6EBimOwqzrqUhQQCcrCcHVy/cnk71TzTv1rwqY0/3T0kRwAXcQJI7PeVzNEO5QLZTdBRxG2LO1U49Wa1Fsi4ODJk7A+D3wR+PcLgIWWi/O/DrN1N/zgAc+QXoOZG0ua4ZvDZgdrp5S0k/ojYbbUH0qdpAalg0gIfjk2tAGIAqvFrs342YehqQfTPu+jmgbh0VVrl3kFPdakTVToxnTtwsz2XXi2Y/+dyJrjwBaPJJKZNYudxvkn0PUyjCf6iM2nRmyD7gFG++DaRUA/NCwy2tehgdCuawCugsIlwJ+ZhtuJCeiOESzLUj1wJ+Qf97WwwjeC3qAn6wgZwT3yzxUx62YIq1eUWik5mgdzVs5rns9dMsIU1LrQRJc2KPM89SrPJp/XEhzhQYLrO0RoBWm4shy+k0RGNJnqg9j8apLW8G2CF1dP8P4WWT3Hkt+NA61HYZUatgDCu37UW3ASOAEnZ2BhG2wag06o/Zqtf0/3ywTV1BCo5sTLiUPyXt9JQZYchzC7xVBJPezC/3JJPTlMy3gnJgcGk/sLwRD0dgWVHC3UUO0Mrxy3zGl48LglHZi/BD5wnC0PmFBY1QZ8AugaDimfcmbdQVLhLGpFS/LXE/lPu6kIW2GdqYdYnFXRUdOQ9iIWCvmm3we+jplCaV4B8Y83Yg1fCtkAXFS0Ph0FI8Rfjalzk5gQFh7b7jc5QmzMMh8esa569ocWUdkGbM7Ds0V7tE6/LZ2YIL4Cso9Zl+XaMexoow/GLLAFVrUkg5V6/1bC8rf5gw8A++Cp0cAw2+3RKlGvgwQXepLAzUd8aKXwqB/npJx3GJ29pLktpHlpsou2J+Fam/yt36b+hBImzEawXdHD0Csgt34juCgN0qgldtNNAH9KpDWTu7EP80qtA7ZDbiG0nITlefjHoq2JqyAY6FJ7Ts54gNFieLbPpFEf0PmMzb5eWzjiuctaTPFbCSNtAlrs0pjVL8Iv5euA8HPJFG/0Jr4h788oukF90hFLvYJHoPfzccoGhGYpgayfyrwb93Goxxs9AszOwG8B/9oHhfaKZ74V4F0Eu0AJKNRwSXSBcL6Dlkc9XUAejj0JHaIqLLBOKk+HUioZVYqfV8EPEME5I8APHoXL9mPjvI2I5RepV3H0jqU0LYOXDsKeafjWSbj5Y8AfYcT9iwgqVp/3d5t3kDLR1AMHbf4sBV63gsru2DQLTbJiRGBWdN1VkFtJZGoawSZ2uz/URcQxwyVMUArzaqXiRHr2voCS9/hPxbxIo6Xrk88FOWtz0udzxvU87zD6+cooMRAyO6UtSSNKIw5nCTNBQUhT2ASQsJEZO5xcmyO4ixIAEgbNQPYnmFATaVQ29HepqKYzfbaWdgBvLsbhmHkIO3cKO3OnhCXY7emD34NTd8D8eRgN6p3AZ6DpNbD7nyMoB0KeCDITraoDE9x0EItTGtkwQVhdhAnAFYRNJYGUuk7rCDVdElvSeKXdppugK8nBAhGvoL7VAqvzplCPJQb5OGYPXtBgnfffTfg1zGIc0KVEKKNwFqncIn5D4BcCeEu+xrT7NlgnZTVQ9I7UZptuRppD6mvJFCmvl70bOzP2YmwiHSBUapHNWwgibC3MO2iP8aOj8NLfwxJ8K5fnxd5m8T83YJNH5sFV0DWLA6re2A3EebQD3ke9/k/CT4JSzrJ27wflsS0SrBWpkcJ3JoDtkZIg1SQnibB+OQdTGm+6+Ui2p3zqOSlzhHlmWXYjNho54EvlcvmTP+WatwC3YGJ7d7lc/uXnqvMFITzFR6wh8uCe6bgQ0C8NIp98R/J5jji0UFm5i0QmM6fcVa4fJU4RUEL0m/APfkB4YRTZsZ0KR+UxjFayoGTCowuoWwplJVrQDEztxgP22RSWD4VdwJuwxMedcE0HsSiU3KOY1AfBw5IE0zUp31GCMQV0FXefMprVucIX09joJOTo2gV2uJc+liI+QlAz1VWN2NpWqgKmMVv41zEKUc2YhdDc48+wgeo8q0ovlao0haQ9jsdkNR7rvcxT4mnSeGKRw6Xq/BxQDf2kReamvp8BtvXB1mNEcl9xciR0hBfNwybRrP12oz//oZPufX8jQQPZ4n8LmlhP2MLCR/u9z7QoRDta6f2kEwQOEKkO5cxSlg7NkZTvKe9OOzEHCuF4klIry6+OwIQFz0KMtf5Wf54ZjfS8yxxpnlmW5bAcZtdj2NljWZbdUS6X9yXXrAH+ALiyXC4/m2U6fOtnlxeE8LwAmx+yzDRg4iCmRHBhVAojz1GNW+WT3+iEghls41U+CSlaCgffR/CKa4HsF7HzWT6C4UfNmMb011TM8aH7nHZTC42TScKRTR6eeYTA4ST8xA53L/BTnuSh5VtEhvxfIbSuEuHRSrEf2VC5Mz6XEJ1Nvkt5l7nkt6lQnqB6RaT3U2fWVJ/9pkUmx1LB+08OBwlWgON9sKTV+0Rc3r6k/rf5IMwjjqeQFpmmodMAus04owQlMi9mYGwUGiaAYbNUNUdUUsGZ8mU1PGl3TgA8CbwEk4b7iNBL4STj9gzHB4I+OeF90QqmRY9joZvb/QYbsY14HwHsS10fxybrCAEktlEdZSccy+lYLKVa3RMOJV6YbGs5CqQmzgLfqJ4uEpCCRxdQlRmxMlUKVG9I8k3AHFvac1PZy4CD5XK5B8CPRb+JsAkAfgP4fLlcfhagXC4fP1ulLwjhOZ/IsyCLQutaczQltEtp0qJV0Qau1JYjyffSiKTEiGPYiq2LTqwnr4I4CvOSpDFppNB7oGUblL9nPyx228LZA/zSIJF9RKtJ6vEQZg/m7SspVxWwcA+mrklrIHkAqd2a4alESOkHMsPP9L6pU6QNy6GVgssQmKJW1Aym3WyFurvjZI0c4XTSLaW5iwO4D1vfdwPvOIxxFldQfVTH5f7Mn8fwRcEOep4G/1uansKoJsyDXBgmOGhT0LAOeBXQUx0J89PKmVqoZBOEMs4hb1czEfsrjDIpk9gQXudNWe/9M1OC/H2QHcZgC2UN2+j9oUg1T9pCvd9nnT1D5fhXqE7wolC4Rr/RQcIzOui/f/G/sy/+YjLCYKXNTgFfgpk7wiRPWS3apzSNhGUq2lSGQuWkAULJmbMyd1SlDqyXVY4ScYMqawGyLPs+9si3lMvlf3muSl8QwjMjBknRfenET3ljmtQyHRVCKH5Z6mxKedqyfqR8ifc3jsnIKWzNveFlftF6zNSEwIlSraHV5GBft0GOE5hiNfY4NOSpznafeUr7wnCVM6QL96zvIzCGFiIzrkyw1PacTt6fKUxTVQoCJE49TBDx3xA4aCNB2pQ7PYUJ3gzNd8dPJTAVfCBhKohYMv+AX/PEKFy8HxOU9ZgTJo/xPj+TtEmOGFEm6qmOX5d0niToEYoykqBZB9xT/dipUg3B+VQ5U4nnzPcS9squIsfLSnvtAmqHY9PupPpoqZZe4LcxD/sWax8bMbxTsEWPP98xQhvVgqjzvushFkAfASynnnSp0jP/auT4eYTDaqNft99+V5gHjdMhT0f5SQ1czAvt3+PJrRLYGaiGpp93KXOuR3oszrJsZ/L+1nK5fOvPebcLsL3+GmxUHs6ybGO5XB55rh/8Xy+nibOqtXYhBgyq6TNauPruzLBFyZSR5POdBG6eLnDliQD41UWYBLzab/AQ8P8SE/hOTMDcDrSZYNiNrYUiNq/vBG7+oVNHKo1zQnzSSGU2mweUj0K2GeMUdmELTLiEKFKpwFQsuHAz4YK6lXBMCUEtKHWsNGN1ggKUU7VcVCHV2W6K0i4iTZ02Ky2igaRqedplLdYCDx6Fax7yDqvDtM7f9nus9AuHkwEBE6p6Rk2QRYTmrCIvD5gw+nAIAD1GAzr3mgAAIABJREFUqqAnTvuqeaMyhQ+7O5+ACnxRMYMVw95qlbVNwGF3cC1ZCPmTNic2Ygf95aYhdwdhco9harkLYOqJg9VWUo1Xa0OZxZb2NLZJaBfoIo6d1mQUDnaQSH4itfIheGp75LRWX8nfoD1X+5P6R8qHwuNTOE3T9f+Cw+hEuVy+9Dm+l8tNZRmR2kHlKLCjXC4XgaezLHsKG6XHflalLwjheQqzWFOeYjqhhbVoQ5UMEU6l+SMYJ6WlTCR19RIn3Cpn7v9i793D47qre+/P1khjSWPJsmTJihzZRrZjR7GxSZz7PW9CSAiXlJQ0kEJpC31pKb290J5De0p54ZS2L6c8FBpKQykUCHBSUkJIGpLXaS7kZuPEtXHs2JHt2FYly1YkWRrLM56Z88d3rVl7REhCUZ+6POzn0TOay977t3+X9Vvru75rrYVERqX7xqF5HC4cQFJxOcG2n0Y7/70Io9sGb5gDVx+P9o3Zc/QDfYPQ6mF+3lLHtVrDwlrls+5pOLgPFm22+6Zxrg5CcDiR1W0p97DOPLwz0ma6C0tXLdyT5iZ9Og+pHw7idcKac6DxyVho7nF1WZeCI6vBCh7N6vBe2yZYsknNyB1BQqKNqHfkWJ+b62kN27U/3/3cMbKKcAtfqQHYMf7iZnvDjPeOXMxc8NX3nWgsOtFE8cPBXu+7Egwd1xy72OCdQSR3M81QylvylOvRpnwbMnn67doOVWxHJtBSYsL7cx60PnKKlJOZOwmH5iiRvu9+hLOWkOjwOMy7gH1SKNLKifsL3PfmXewC03MoQAyJ92lao59VnufsXGwjsCJJklehXvwFlAIjffwTWtlfSJJkATLjB3iJ46QQns7FTGOdafPbD1/f3p9pLdUFaZqS4pvsCiJHrIdep+k1y4HfIbjV9CAheS6iknjDhu0ivtUaTcUX3xSa+w+i+dzqDhuGgHol3G0owLzw7B4rQ6Ysi37RXDS0jk34LuACxQWJ7wgueP2h084hf3XKiwtfTzjiO4uvEOfw7yVSL/0JAToX1ZGdT9am73PMyzctz0vcgtb/Lvu/25rjNMec43ru8feU5HUEOJ2GPtJxpZ4I4+zUhTdbNy8CdtfyYSG0qLR32LvMlcmGGd83QNQmWU3s8Gnum3dARoJzBXAsH4jLsnlQGldXz7cGlXbr/dZHYN0jkLvP2t1AYMIeYzxKbJLfsL44inamIbShX0lQt46iMTT1sPAIZBdA5TFLEn5/FXbnUcKwST93GtN2s9zpSWmIzPvIIRqvQvNyWPMrPmYJ86xUKieSJHkfWtUZ4O8qlcoPkiT5CLCpUqncad+9NkkS3+c/UKlUjrzUdU8K4VkhhJ2bVBCZgnxXdGeRUxUdL69DG2s3Wpie7GMTEf1zAZpX96Heu5oAxf97A3ANrNsMQwfgX+6Ey9ajSekXPYrq7axEGB3w/CAstpouS5EsHSEVkGKUGk6MQr2tHNNi2oh0kfOA4jjkrkGL4mFUkmKE2kTQDtKOEYmjfaa6p9rzo6VDjZwR301oSthni6zhLQh/dO3014hsVk5R6NMlfDs+TjgS0hudMw860QIcJpCAFgwTdqL4LsRkcDux1frMhYn/QYSdHUED2ks1zrtq0r4G+EJUwXWhmSbG+77iSEWadJA+chCZiM4EPkVMuudSJxl7oN+uvT31rM+Pp5ya71F7HSpyxsfePZDfo3lw2lpEqIHQCNoRGNkO/AYMFY3O6un8thAhXvuRmT4EW7epqy7LxpRxxdT3mrSg873Yb50mbqRRoTRkU0Log/sQnDQya8csqbGVSuVuFPSb/ux/pP6vAL9rf6/oOCmEZweC+TLUJvToRXNiIZa1fC0a/YVE2i+3CeuQJrKDKpP+bx/RAu9EVLtHkEXUinD0Zvucj0Hpg5pMDZgyczXSOnuRBuomURFYCsduU3bvvZMhvFdbU1rsr2rzDKIfAzQrf2cPYaV6isXcDsJV24PKUuzURQv7YnKWgOw8u2nafvJQqm7CjPXsDnuRUdJm/QaBeTgJ1k39DOJjbkGbha+eC/T2CcIymAmz+Pujqd/MQ7K9D/i58xF52/PTedudKuFYrX/ngtO9UgXrnzUogccYoVW3IaF7a1zSX8szLuXHTG0rLVjbIdK6eVYaT/G2yF5HgH2wsazxN18i3d7kuQTjYYXS0R1EQ7KSyB/QD+T8zQBC5RwH7USbzHYVkGuzx53OQ9eQXeQCu+gAVeemW/cUlPt2/HikY9xI1PgqERVv3CnfnnoOh2J9w/f/W638MattTDxTyDz4A6+O+JMcP4swevnjlAXwN/1ogS4l4m2dw5ZemW5vryHI5OcTySk9k9Ef9vHu9w6El/ERWH8/tL4VeAI27JPsmf8bumbGylwcBc6ah0y07UjgOIvePb+n6qvNk6o98xyS5b0ENLUZuGyEyK7AcuDpKsWlqRma82qu7weMoMl4i93/1sXw189DH2SbIdsBNEPG1YI6pA2Z1rXR6mWfOQwZdziZNCuVITON1I991KZcmul5q0NOs08jDRiqdtt57fCl0VpOew4tPF9Ybv46GuC+p27sy71oF/sGEe7oh5MLfazdpnbttxvttH9MaNXegZZ/8OFyCG+oZV3MNMv90d0ZmWaIrQUNasHa6SGsTpsC7QzN0DcJTadC/oCalF1ASKMywr7v1SkdSPZ2N6t0SguWGGUFUW10NbVJDAxjOqMOjpSjO6rWBmgejNiDPaemZ0CRTSW4tkEPteYpeMN+a5Nr1Rl71jlE2eshtIkah7Za+W2dY0GeYnGpvffEN5PMjr3Nz2LbX/aYixapAzAOtqQJZ07RaSR2f9ecnIPpqlkDwLnQPRBk0XYzFy1yp3kfXOUcw53Aehh9yMyYtWgSnokm0g6CNrMNOAhnnQ75Z3TbdYT57ebMMATBfRg43SZaZ0HPtAR4RvcbwtI/TsLYUzB/OZabsVEX7CHsLXfT7wT2quxxWU2iaM0tAXXHlQ+zUNYlJoD5nQjXdODKNU2HBpxA6wtpmAiF9AV6PUx8PkxdrPs9Fj8d6OQWbY7wf/3zQ3DVQ8LeuBlBIQ5mu03oF0hHRYD67XIUwDBKaISgzfN/Al8I2AZqU6Wlhahf3uGfqjAiMNvkA/alRwQ5i2FmIMIq6BiC0oEouzR12DRJj+a5APgidDfAkaKV8QA6lkDHOGa/Q2kSMnvtuq1E+NZRJFQzimiratIlqrkRqlbGtK7TsRw6/hbNl62omOEpzbAnH8lalwCvaoVDE9CVhRMFhc96xYNjhfDgO6f0xEQKXy9Akye8MUYJc4n0Nj/hcRJrnrMWw/8THR4bl57pEKvTwxkc8/N0Lu7iTnuRqk80GRQQdO6xIhJK3Rb2eyNagEbOLqIwRM5GE+VdaHJdiTSbbkIiDMiaX4rWRy+R7MbnWNUZUgJJrUa9N5PbH8+1Naf8UELC8avPqo1uMpYQLnk1SojbqHsuISAvrImjwMTxwFVHIDzV7mlzkM9ZAL5x5ez1fGrThAOs12bhIYzl1J8PjVM1SZ22nCq1UFVJfTx/ldqkot4md8q4xHOKVqf1TRr4dm/PSpi4I7TOmUqLK9vOE/euTlM4/fOlEAXmRtFc8nnpXFOPkjLPt+dcbZpr6QzdUhlEYz6udlaTpbizKcXFzTj53RvnGLfxQA8WQ6PXCcT8aLaObjYMuhFp+UPImgHghO55JhHWySR0NQMLTHCeqv9ZDk1ZmNsub1drl4R5fbNMoaYufc/cGX+e5eAnPNxh9HJ//0nHyaF5niAmiXuEpqldtEUiLvM4YXLORLaxzya+rclxFBiB5+/UmrtqBFgLi65MXb8N6IWLdyEptAGZK/cTkIBHAa1BC6dDRTA7LJOO03M8wXcbxId5kOTdHZrdCih9N2RpIwrrXFQiKqz9d+BtXfA7h/R8nheuCHwBHh+XQpEOEHDfiQP4U6QEyaD1k5ufaVdqnT2nR1HNQ4J6h/3eIxK6tWk8TC0jwkkAJXVNDZ7mpam8GwtlyLYhTPWN1GZwcRYASPPytoHMzN32gEvsM58nNwF3CteuCpbU4f3j3e/BOtPUGjDOTV+3nBjMIhI270Wb714itVw6DngAFrejUEw3tR1aWIVkElY81b2hPni+ETgA2gg0LYbG52MnWgGNj+nfdqxaaW/qgf1BGq0syqj11y7VcUqGgaKNWDYLC+3/fyvDKY1ojk6nBiRdMqZbnyeNCKw6Yr/bYQ82jQTnCTTiz7/IKPw7jpNY83xZ4ZkkSSMq7jvHfn97pVL5Y+NMfQ2tle8Dv1ipVApJkswBvgSchXr4xkqlsvclb1JCK8vNRz/cgeCudlfN0sLSKSxu5puJXhUKlsZsMylHgeNkPjBGAuc6IllDi85jGAlTD794FGUPHzQtoayp4+Rih7i2IOwxVwU0Tyirkgvrtsjb4HS9oaJ+OpaH+SusPO1fHJLn+9Nw7EN6jn5Eh7qDkKV+2evss3G7phtPeZDZ5wvW+8yjoZys6gvRQ0vvJxxzpjF6KLWjKVOpoYJIqOwybwWRtcfPAyIQ4T3A/0doo14cyIWoa8RtCCdNb6juVHkPsDwosGlc04W4t8cfsUTtdHMv8gqA36MWTz1obb0cefQ32ffOzRpHc2gNmiP7Ce05Y+fdjKLW7rbP99uNu4m0fT4+BYDD8pTWz4WGCRirTQlK3kpjewYPhxQ8OmwESh+DzAJIlqCcQsfRhrVsLiyYRkt6AYFhjhHm94nU9wfsFbQo9hJqv2Njrl7P0vFTkEn+OHBFpVKZTJKkAXgkSZJ7kEv/LyuVyteSJPksysh4i72+UKlUlidJ8gsoK+aNL3mHhGplwqqQ9AmQSb1OEbjTEQLzcoHq544iKZNHJvmuqGVEHzJtniBMpkakZbkd2kLUrnHMySk1RWCH8j2sHIUz5sL8lXDWfhGzi4TXvgDkdmEax249awpcc8V32i69EKVom18Hx7ZA06tQzPfNwLXQ1A68V1PX/QRpLcshr3TIJKSiPvYhwfTN1AX2q8Ge+9JrgWWA7jqilnpDXPS086HzsWALgHZWNwp8j3PI2rPdzUEKY1MPIVwKCIZYl3ogf/V71iGJ4aayRfRU7fB+de/DMxaaTwfvh/TXvs+6L6qc+uyM9cAbrOFmlbABqfkb1YbHd8N577Cb7LK2TSAC+kJig/Lw12Hgc4hQvBemnoJcA1SKkHjQQs6u4dg8QKWsH9hD9M1oc9adjI4L96Nx7oSKVVttKlv/PWEP+EHUuBfKalviiwDC4XPY3rsTyEVF2jxvNBreAaqaZ2XgxVX/f8/xysMz/1OOlxWexn8yP27VwKggceMs/S+iPHi3oGwlH7bPbwc+nSRJYtd58cOJgunUWe4ZdmLyKLFS1yMVCzSpnO/oqkUaB7MVfPFqeHgbmn1ub7pnwKXYPrvnRfbagaSJcxK/oN89ezy85E9PwjpLy9RHlLWoOpC3Ijv3ybI02imqkSlN7TAyWlvitzAK2QZb6GVrxy+hrOZZuPAt8IN/DIeNa1VpVo8LUFfC+zHmkm0kPEIw19frOZMWMQCaxgkNtJOwd9Mq403Q8Vgop27ulgj6ku95DUR0mMPLdBKWQRntRDcAf05whNyMdSyvH1Ec5lGbBh4kkH65NqmMdx/Urr90iKZvXP55FillfN7a4LtOaxcMHKpCQA/vNtTAPdIej+6E9vSNPCjhoL1+Afgg5P4IKrv1UatToNoJwDgPcAISC7UqFqoBhp7wZh7EZHONfY394ALpJE0jUBqFwmPQ9BqkoS8BmAvzJ+FxU3P7C6LRecdNA82DJqGH7GFcoLqG6tjmGFWTPx3vPBvHf3HN0/PhfR/pbJ9BhIqxSqXi+v0Bgvm2CDNIjNk/jsTQ4RnXfA8aShZ3oImRo7bj/xQ2WDyYKxntwBnXENQhS0xcxXuKdnd/9YIr+yUTS5+HjCenaEy9upOkFwnRDDLTGhCs44BdRj91Z2U/ljdyVJ+5olGHuHXVhA8NCDfbRVxgJfCYfruIiJwsGQm6ss/4rQAfQc6Vi+CMM+GM2+Gdo2ghuKt/BfKEtRNkU+8XB/OOEna2sxogJNxMbuV+O995owB9wWlNK4duQaf9fYuo9bjPn0cwxD0saRAJl8uRWetr0THZNnv/DUIb9Kwb1+j/h/fUOolmapPpI0tgsp5walqPRdPnCEfPKV1Ib5gUYD4KB3cHMaDKqXWiZIt1iqd8O0Itnuna5GPAr0LyR1D0RjtA7bHybSDtzsS7OYV8aDwZ09mOj3zB7nE2Yfav1bUyj8L4M9DkzsL9QGYCWtvhzFG10+dZvT1zthGoh8ohedfrm6ktYmhYaH0dsACOPas+ehyl8ZuN46eB51mpVErAuiRJ2hDUtuonvbFlPfkcwPr2pFKtcT6OFpKRA6/wFemmTA9aYLcTmJRhT1ODkX+wtU5CzRWojtMhuQke/yws2qJ5esZNBDkTwtbsQMJiGi3oHDJ5+oCPaNFdSW1m7VwdNJZDBneChNkoEeRdXwftxh1qB9bAtDkAyohQnTPCZKloZIIyLC7aNb6MtNhrkSe4hBbvYKoxvpjTlC/fVNIauUs9ZjyI27kz3eXurAM4Dj8/D24brw2Td5mRDtf0W7ZhvElneLdQuzC+i9S+HFGixDvyUoS9uh3uYGULYkRcLgQu7V1PswGcLlpOfe6P5UK2F7j4rWg3vNPu/W4TXs9PVPHJrWi/KkNsNCPUmuk9RAjskL33uNQhe77VOrfBnU4GoxwrmpArQFVAVSYk4G7XPpkjleXdgtH3boKlF1l7BokyskcVArwfaH4Ijj4Ei25Bgq53NMJMvU9zhyxNkgXj77PnPJIPC7Axb0mh8xbKOxAlNoeorfn0kxw/DcLTj0qlMpYkyQPIB92WJEm9aZ/pLCUH0Vw8kCRJPRrjl4wRPfYC8Hq0yjqIguIXoQHzmMc2wqQowrGnRAup7NPHudOBfmjNAn2w9EG9pxlxT26HC5ej1dSLJrV7xBup1uSmjLTFC6w9rq0tBdZC507ILKfK+ywUBR91NcOhvJq3FGRC7UITqhmYLOs+g3b//fpdtg4OleHIZCTa6IVqTg82A/8P8Kcw8Qlo/RyRdcdxYhd+RwgB6tqMR+aknWyeFidNB2tGiyEt/dIlMkl91wkt47WZi1x58agit7hBE6RjASHJnE/kll8D0sh6kLfa67HkkAWwl1qGAAi7ewq+WQ6owB3ZhdRloRb79PcQ5IOr1iJB/GX78lYnFZ/Q+I0Bu0IxLPrFp4j0gR6e43CD05GKSFh5KKVDRCVo9Rr37cCwpvmiKgXHtLwkC+UCNMNQPsLty9g9+2DpTUSCkf2I1jQu31UD8Gbb+FqOI9jmLrQ2HLtwz58rKhAV3xyD8UCUIlF/eBeRNMWdV7OFecJ/bbM9SZJOoGiCswlF3v4Z0v9uQB73dyLkCrRvvxMthRuADS+Jd6KxeP6AxnTqsMax+TC07NG47cUWx6Dm5blIzuWBlsnQfJqfgdbdwB5gUZ3Adsfvyggn3U9tbWLPTuNajR+eyWgvmhgrqGpkmYVwxJJPLOuBsUGT73nNsX5gTR2R3MEXki0YGpBg3awwy6nx4B9mG2CqGIkkVl2KNpF2BHJ8Eo68Bzo+Zh3hprYLSKdueQocz2Q/Zs+RzpHZSCTihYgpdDUNwpx3UNDVtiuge7fVBbefupbpCmwHWleDwGnzCM+Rs/ldkHYQ4+T9XSActy4sc9afg8j26YdnL418kmmMM93UmcqLy383Zq5aiMAoj3j6LAihOgzUa2KOwffLwaVdNM/aOkzUHGkjUgBOE9gtVBN11OQK8OAH9N2hIizyRrXbSZP5CAppU5OypKaqYyJuvh+x6x6MjHl7QfO3G5IP2u++XAcnUpLpM/C9344KsM6+8g3R4Y10HINPk5bh+F3x+CzKzp8CzfMU4IuGe9YB36hUKndZ9pGvJUnyUeApBLNjr/+QJMluNAa/8HI32A9cSK2HuCH1l53xfi+S4A4rrbBzjiIM6YrfBP6gDOdkYaQgcX4+EVrnZpKbXe4id47PQSL3VgEt9KVEdawcjH1Jyt+xQehaAGOG6LZ5ezoJnpBHPz2BYICM3acIXADT96hjh4DGInSthNxvIwHbg4Tu24HV0Ho9vHAHTHwIWpegqJoea7s7Td1WddaAkxuLRICBH+12vmue7u1OHy6AIQTDNdD/OYPPCG69O/GdiN6CZeVbiQRNmovrYGN6A3CB6jk8/fMpohRoL3JJXq59ML1YvXneBdVIHMLib0y9ng2RrWgX2qBe1UMV63wuL8hgTHK1D1OWzyZqsPtG4BuAP4dHx5XRpPg7e4aFdu4vI4qW7TodENlUGgnBeYQqbt+ZusUIsHS3PdhW4DzrG0sPllezVQB2PYK6ltuJLIf63XHzzjIZIpDN2WtgiWvsUYZTj+VxGz61XEmdVeE5M9LhJDpeibf9XxGzbebnA6g2yMzPp4Gf/3Ea4VDKTBPLYa1GouTGPKR0uMU6QuyGG7EUc3fA4nOBbEE8AOzEEYTY5tDkLVE7SxpgIuXW8oW4yID3apRLIyy7XL9pGoQf7KxGzvGGudDqDS4SMdFZJPU7CODNpH7jPZBrh/lnAq9FGvKKVMd8RNWK84OwaD3Mfz8c8Qw/XmDMHRauwrrZnebE5lIdOxMgJNUPpRf53vmOGarg5vlEmpq0/8c1UOxxM56m1h1yru26je0XSGu4bps6jOKToUCVL/nN4g/Da25s+2OSevXvi8j6bAY6PoQ2xhFUKngtVEMTmQt3mUftqJqxDzjLI56mYMcorGq2vnFw1z3wR+z5LP6dPOEsPI5gIQvkOJi3bEQ9aM6cbQ1NsnC0UNUgeo5Hxro6f6BLkbmzI9WGbsn0G3ZDdi6BNWwG3tKsRlbKyi4ypWfJ2KnOyS3Ye9d0h+zVSQHpjdNdBXUEIjQrx39xzfM//HCb3oWmWymueKQ1iG40v6YJaNTpin6MAIv/GPhTKIyH4uKpOd33sYZQDHzNWmgwkKIcOSvDM3e7mXYrsBzOWA1nFFFW8E60MFwouDZykHCzecjfa9X43MeQB+qcHqgM6vpPoAVki3L+6VB+xu59BDreDlNfgVw/Ioi9hxDMLoQ8ymWm7eqM8TTRcYrQBIvU2rZuDvamfj8Np10OLQ/EJd2p7E7jHJB5C4FbOx/Dhbtn3vUjzbR3bNj7q4+qk40VsPG1EdEEIfd9/rhl7Dx1b2O6na9bgJxUnnXqUqDJDdA22DOgUCobrxKSUdWs993Qd5gIc+xAu6hr0yCw91LEE3V817XuW1Fdow9D+7DJ1jPt+nPsGpWCNMkRnV+cDLihgP3jtIdpwum5XM+WdVZFkcBED+dhQWttVF5DkAZWE9U+HON1hoFDom4QuRY6RghXJzb9xMdPAUn+P/xIA/kezeYmXwtR1se5i0N2Tg8B93hNc8faCibA0qyYC6iFNt3USLdhIVFpeAkWAueRH+3U8mHOQzPYQwaXE44D92b3IKFhcc08TdRR70bC4Gqgvp2q2HZv8wVA0gVXH4InoONdKLLlQZ2XuwQJ5Q4i89NKakmM7iiaJmKkja9Ikdrcny44/fu0FlhEgEzaK98HnQ9oPfricpkI0ky5FiXyAAlgt6fTHhv3OBtVsGqXuqbsv+kB3ggvnBvedZfx6TkEL57wmNTlegG+avfciibdgma0JBqBA/AJAqvMiCix5hxCi8tDdj1hGjklzR2cLSg8ZD8G5BPqmWv/nwfeCk3bkTR6jX13nEhVtRd4GkoHLFtTHhrMGc40Ep63onl0JhFuBgGXXIWeJw8sWKzng4jftUFrI+IRsP+70ZrzElfDSA9w5p3vzylf7uwdP9M8X/pwa87x9h5qI/I60AbeSpQjbkyd20bAef65mxQevbkdbei9SLkolQP6c6wGYuBbMJMwb5zN+wmQx0NnPHyzgISQhzumCeUWHso8+839yKvrHm+3O+cDk6PwSQQ1nAn8eg+wQOnX/umQGnw1Sm1mXvzKJCRXooXxQSR4XTg5fune7W6CF+pk5jzhPMsQFK2vqGSwa/4dzQRLwDutR7L/QfvIscYGtAmd5tidSzjv1HRCEtdsG1J9lU393jXkFcD7gdfKU5lepDODBLx5ae9/mpXVDFz2KjQhXGNcApplFif5FwW187i1fzm8btz66QCRQgtqsSPfZG9AaurdhKPOgw58Ix2D556C7vsh93oiGAMi4YFLMSAzT31TMWipDJG7tYGI9+9DgtjDNZ3H2WOdwQmdWD8EbeZUXRiGSNku6c73edSmHoDQ+n2Y3GE/m472k91hVPfyP/mPPxrQ/HUzuZj634Wox407lWclIbPGkLDchpSIXWjO9RCCsc+usQV5TT0X78x2QCg+7lsZgXAr5wg3sptpw2hxNxNArKtjebRYykSVaNe+egnp/y+jQpC/SXjHjw3aD1dJaLoz5U2wcTdMTELyKmRa3gD8fp0cSF4O9MuEh3cNkWnagWSnURkBvJrlZ4U4s/daf+7FrvEEtWnjr5BF2m3924+U7+sR3aKKE7cQWhREzgE3EzzSyDceT7Zx1L5bA3wM+BX49oGI3nT0wT2Z/t5vAaGV+l/W2smf2H122D1Pca2zDf6uIN7pPnv4owgXfQ2B1bp9WqCKGSqvIPCH9ux3E04y38zSDIKMha86TWuLtaWPwK6mkLXxBFXOrndL9TiONuQcESPrg3E7cog5kLkPe4hJedvdodgS3Q9hYLkhklYwXMn25Cpjqb5PG2azcpRfwd9/0nFSaJ7OrHGWh+OOLjyH0AL1AVyKFDjHrzYhuTRh37UjueQ86zKasyNII3IL0ReWD7zLxkbEvey2LwtlAmg9k5DsnWhyOjPfBELFtIXEATenrOwnwgzfkIXJQmB7G5AQa0GCsAU5g37eRHxTHzQO6GH6tb52AWetQLDAt4CFZTk93tYONwikm/iFkHWkAAAgAElEQVQ8tD6MnFBvIrTPUaLQ+mMoMuRhqnUUciuhZWfIWVbaQLg2ZI6oRW+HP/mGOvCF49rAzpqb6tipVH8dJCKd3AFUss/bbTK4OesaaS96pl+Bbz4WGk96zfiml+b41xGJoHxB+5CtAdG/GomJRTdwAP5hQqU9DKd+YY8Vq+tHUmInwqIn0KTaR/BjL0a7xm1E0iHfQHw3PkCV9Tx1HDoaqM1k5bxcP2dY95g4rszthdEZdFeHCR4nAic8Css3aDfhXTM+kYf6fqifhLmTik/v1drZkeovD+Jy8oMLV4ew/RZjhF/S1/CsHCe5t/2k0DxdKDok52aYC9AOYh722DkbiRy1D6MN9ypEfTzbfvMEIglPULuOnVnSSq226a9TKFs3JZgqS1Bv/Dw8/n4UJukNcWK9CwHj6u2ze1eG4/MqzWnEGlUo6GHnm9ToUeMLnrkJpPa98CxV2swKNLu/LsJ5N7D1u9boK1Auq8uBfx6FbA/8LbR+BbgYJv4Rmf8bCCfNdQhXfSvw34hqjmNAr67fYX9VgZm2y6aRmtmvPhkELnZvRpt97zkJ3OnmnmcHr4tImi2yz9z2c0LvXwHvhvseCEU+ZckCtVpY2svu1oo32RXm7HqiiJoLOfbCn0xIW59W24b2aGPOLdHvSg8gwfQ0UQzQhdyliNz/ZSIkxFVkn9zGHZo6rr8jwAvep3XWD1h76rPytO9CibxP172zr4Jsu/aaPqzf9iKyoKvXHhYMcmx6lic3tep98lqqufp2OKWrmhxqOnWp9OGxIt5kN+UdZfH+72OWDjfbX+7vFRxJkrwuSZKdSZLsTpLkD17k+19KkmQkSZKn7e9XX+6aJ4XwhFqLLYMWbjeaByUkAB3rdMZQd+q3w0jWuAJYQvOml0hT2U/4TtzssyjQGn4pGBnabJgRpCwOAUfuJMBVj1AaV4P2lqUA3oUUlGGQ8BhCqpKH57Ujm/gU04EXZbUIrjMH6zMEYfIvgScHgXo4IyvC9sXA+2DR6bpkYZM9/JvQjvKLwG8NSji8rR/ua6X1QTvvU8DHETPAwveqBM2LUE6sPwOuD05jO0jy9FtHtRPeO2ejWwBDNaOQswzcY94Z/Vk10V3NdywuzUG9FCX8eDNsMKdUOsGHC8TMjFeI9eSTOy1Mm0F5ObuRW3kp2u3eW9bG4jjQgJS5fnumYw/ZPdO7bTp2/TpkhbhNnWaTewTSVDRq2tozCJSO23meP7QdXaBSkPDcSuRitTyg2QW273p+B3dA9tq95th9t/HD0WTUQ2WzXqux6qo84MPm/s4088SdQr5W8+oavOJL+rFn7ZgF4Wkc9c+gTAj9wE1JkvS/yE+/XqlU1tnfrS933ZNCeCaEqeUWnvszHCJyn0Oe0B4tORGdSEnxIKD00Yjm0DgxwG7ypYm9OSIxh5Pymdbrpfa3FAsxdPswi6TLBPCgnMpPoKwp+9G8ZwytfOfgNRKFurCbcKoWMpBcZPJmqz3sLcispk0t+FvC0XEt5ObqPt/bhmoOXYM0mG8iNsCl2+GdExKk/xNheW+1hn4EeWnvs2asIeL6e6DrVVrH2QbgfWhhOm7rrm7TqLaWVWa3GsHkGYY8eYnvVj6QLpV9RbrG2Y602RuAy+Gfn4oyJT5uDtekjxdbQzN/U4eUa64BuurUhkeBDyCvl++yI/CDstUamgPstphyDy9129W97jcic9xpQlAb5pgnNtBiIDmugGfqCNOqA0vC0Rhzxzcg9+i0E6kSS8jqeKf9fx9M/B6RpabZvnPtdhgU8ulJT8bsywXQVktwSPepP7YLSkcjstaUtLB9yVjsH+eYvUzy5wC7K5XKQKVSKaCoyDf9pM07KYQn1ALSTkt0vjcEETetOfrhFmFz6g9iF3S+coGY3+m13EDg/r4w8+jk7BxYOg+WroZ1VyIhApKQE7p46Un463HJJ7duR5C8fMFjhkewukQEGPtcHoUAnlAdmU5gtdbGsceQV2saE7R7gXpYdlrwAOuAVt1zGdJ8+QLaSc4lyHgbULq3NyCz8n1osX8brZYtdt4nkNB1XuG1MhG5HDmsmglIwWlQJgD7oTbJitOOxgiN1bOn5wn2NWinmUDa9++o7VOvgX8a1Fp369dv64vanclpr7sfvkn6hulh561eWK1Qlvb9CaIGrwVSFIa1IfVD1UO+dB5RutkTaYyZ1tiMNjuXJt4HjjVOwXNefzmjzShpUPKadqxP+ux1uT/BCV2nHe3a7qkfg4PPwH074b5xAru2rFelv7fp4mD/RViG7VQHVhOc2QCdsDhka+9WtEeOEg6jIWrXnGPJBwlMdJrI8jhrx+yY7YuopYKns8Clj7ckSfKvSZLcniRJ74t8X3OcFA4jsLSB1O56bh5UyeoEpuUC1D1+LhAhwgN9o/b5PJ66lnsGncLpFpFrOI0Q9I5lyNztJczULyMO4x+pWsY0UrCcbtlJ4HPzfYW7hnEECdC7gN/C7rYcrt4MRWhaCS/stFIKv4wWxuF8ZP5ejySz7QT9QG4hvDAMB8vQ9nHIufbmntqidcrnkOnfjITph4FX1yn1zkZr07fsvDqCyvBmtIhdI3YpNg5cBJmctTNDlL/tt3M9esh3wHYkuDMIM85ah30WuB22XqPHS+co8cPlk48r/DBFiVR3pzmeQBAXdyFToY3AeSyDkBPEO+qIuHvbWQt7FLFTGodMA2QuIbigzvOZY+PrUUd5JW6fmoTcHD3rsUFR5uZbXETi5MpOqFKJRkbFyzpITKgGCWyf81Ut2BJyZK6HdY/aOBb1TBNboPX9BKD/nQJ0H4KzmoEFMD0IcxuhP8+RnbUpOccIU97v6cqeM+Ea0NCnN6tZOV65w2hBkiSbUu8/Z1nbfpzj28BtlUrleJIkv4YIg1e81AknhfBMR4DAi0cLziQ9Q8BLvYTx4fLJtT/jN1dTO+2jmuaw6tfwReraSbVNbp5fZB863aOINu83wjdHpZj1ERj9nYTStRclS1hahzS6DiQ89iLt8PkJWNwNzIXF/bB2O9wEbR9GAuxMa9xtwG+OAfXCSvvzIlivh1w3cK8wsFbnjd6LhOHNhLDYS0RJjaEN4Bagr6yF3oZM2osR7umRB0mzKATTaBN5lFpS7s3UenFG7D4jSJCsRRptI5JM1QQA1uG/Y895IXxvdyAaae3RD5cVvonOVDx8bqQFZo0ZmqYAjVobPXrKdtJHMY3QSY7o+2PPWFuy+mnHQiIlTidBZyvaeQ5dNMKxYWlzK49Di+HDhTJkx0xwupezEcQ3PawxfJqY0IMwUYyInzkgjd0dYDnktNoOlX+M+b8T+DkPiuglamRN5KGUt3ktdoazEpxt5xXA3Rfhm9JaIhl2muLq2OhsHa/QH3S4Uqmsf4nvDxIMZajNAgdApVJJow23IlvtJY+TQnimtYO0AHVNsoHaTGvur9mJ5sxa+90W+z+dpMfhojUElrmfyAnbgLzuC1P/V6s7urrrmXx85Q7B1B8FibgFOM34UUNbIrF4HjlBAZb6rDqSut6wNXqxedOZWy2FnLwWJr4LrXcDP2e//d+j0iaTPrh0QL/ttwYMAdshU1KnVPJWXeHTCN25lFDF3cvtEQRDSKNst/Z4p7uX+Lo8/Gk7NC2A319AcGEmdcFnHpCw3G/XXUuEsR4nTPcBGzR3spyLhM9WGDo1uLdlIhfnzMM1GxeGM7WcutT3LnxLqfOq6tI9doJPLHdgHdVPWiHMlzKww+r+LYDSYZunDr8MEURlqJXgtlEVkYwro6FciApQ0oJ23nmoD+u7dO7EIY1FhtDe7Vlae+DUwXD4V7l8RXt9IySfgf35qJy99TZYs9J+fxsaa+8LXxDN4Qfst9eFBAyeZi/Mr0PzeIX99RAbagv89vX8xMcscuQ3Aius7tpBlKzobekfJElySqVS+Td7+0ZeQUrnk0J4OrUPggrRkfrf+XpuIkAkCXHgug2txTGE/busWkLUL2pB69oXZxZNlm67dpaU4LzYvrwO+MUs1cS0/zYBvx/VNa5aAMcOw9OjsG5MdblvKmq0bre2zwPOzos9xAHCzNpgDe0dhHX1wBkw90xYuRmug9ZH4Mge6NiBTOZft4f9hUmY2w9/v117ZBEJx2H4wR7LiO4CKm8dstQevhGpVobsHxmGjlHrSC+O1Gz/O99yFyjD0Cgs8yziz8HjA3DeYpnuvpJ9B3JcZBRp0N1I2FxuA/Gr9ixvhrv3hUPYhaJj0T/KavtRpqHLrTSc49edhphQQ8TE8bSBbXqOzn0pz34GKGiMOxaq7UcO27U8pVwrUZPJtU3HMLfqtdXi8zNDkUYx65LoXLTJ9EAVLD5IZNH3jawO2g4Dn4ELc2gcFxJYshP4b0Tmz0491iIswdcQvPB5mL8E5UK4AOljdWhscvC6tObscc3unLKObPKaVp6Ipkjk+fTOn6VjNjjwVtHifUiXzwB/V6lUfpAkyUeATZVK5U7g/UmSvBFhJqPAL73cdU8a4WnQUJXjO4UG3KMGIbLD+biV0Zz1MfQkNj1oTpTQonwQwZb9RLrIK9Ccd9yziGTGsTI0dSDgvoyVrlsAnIBnDskzOwjnnQpDB6DbrJ5qdp950NECrxuFReMqWLgdycnXrdQPjzwGHT1IYO3SOawDSaF6mXADwLug4TNw7DvQdI40nsxdSHjSqA+vflL4FsASaNwkBREI8HcECbfNROhgG/AIdKTj7dL8H7fTwFzUp8LeAVjWpjYyZrnmgPO64OuHYiBdcHYjrWQQbUINSIueAN4OG5+KPMOuaTpOCbWC07XHma/M+N/lTBqfqzEjn7N+d5pUN5HZPqcTPMPf8wdgsRl7TQuI4AJgsQdGNBB5W53G5YdjRiuAIZjYLSHqbaze1ylHHVCtXLnN/lwol2BiHFpdQ4YYoz6CNrXZnu9My/40DavGEcPiMSuDsg1BLYtdXRyCttHI6nI0dQ/vyDTxup3aHAVzqKWtzZIbejajMyuVyt1EEjD/7H+k/v9viO38io+TQngmBCWpnSj14slB3N/g4ziG5tkEkjFLiGQGR+0aB4nERqvsWj4Pe5EQfY6IVlxEYJ5Nl6JJ+FG7WXEQboHSx7ROOol43lIeVi2BhfuU4Wv4MHQXgffAmjvhTTsl24aBh7+TmpuDcK17QJcC33seLvTC3n1w7gBkoPVBOLZNJ2XeY4385zy8bgyYC6ddAuc+JPxyPyx7IxE9YOp75TgkC3XpygGZdCxH2vWV1jEbCUE7BxiS82nRAvt+zwD8X25f7gNOhfol1tNroePboc0ViXQ708BbgEusZN5lsGO3+tEtCz8lTSObeWRSv3ux7/xI05gcpXAroxFFDM0vImrYFIIRPDqjR8++BsGYO1GV0CbngxqJOI9d2DXP5Qga6SUy0XiE2E6q8EWrNWysbFmn2tHG1Ik0yNY6JDyHdF4JCnljPAyb9V6E3tdq7s+/Bm2EnsTlOJHN+Fx7xp1E1YR7gP8bWQLOJaURmBREcIF1XI4qk0MYRqvqGI0RAjLd8T5w6fyrs3T8J0ZfvuxxUgjPYygvRho2SketOWnXNzoPK/b5m0GL0TUXB7LdKnOs1Hl1nuPCtd0OArucvx4Jj6uJaJtbofQXkVg2Z174XBFKw8ARIywvNMG51P764Oqdass9aPL/DoqIegwJ3jccRJJ8J3D2o5B9NbAATpuEwUNwPTTthYlnoLUX7QT3Ay0TcKFlOr+wFe6ZkDrdZo28Vw93bFylSnz3SRqgVITMbiIctJ9qlBAg2TgO7WaCHvusokP5gLvAuon46AGoXyCZ6qzypcjJ1ouEy5eB20bhQfiX3frIEyy5pvlK1lvay/tSlqE7PQqEIPX5MACc9QiR0aSXyDBlO3Xra6DxqfABneZ49xHYcdzybzRbP92PBNhOhNO4NukxwBchYeYUrzrocrO3iObZNJau0CycZyfkKNplpv2ozuvBNMdrYf52QguEiCDaSmBWS9F82EDkGQUJ1vuBNx+gWqe9l1D/Xd2bsGtVJoLX67y+TOr/NJ7f9jKD82McLo9P1uOkEJ4+Zp6cxsnyrm1UzRxiXIf44WQhblm0IKvEN9Djdp7vsyXCrG8jSL450Mo4gDIUTSOpvAky88yq8tizbfB8Udd5ftIE/6hpBA1oIa2E7KnQe0D3dcfWdjTXl2MPMYBWxteBX9xtrWqDyw7DjrIW59/D0HehuxEtim8Bmw/Buw7B3D74aD18bTSSlGSAL2pNr3MT1XaSjCePGIHCIGSfQIKggIRKP0qT1gaMQtMG69TnRuVs+EOLvfy3Ad3gsjFhmPdbx/YjTebdMPRkWMqnvUpy5Ig1Lx3WN1PDqPsRnzUQVqEL3xcTvGlL0ylN05jV/UXgr5Fm1YxlPiGkch9c8JTGaQVwbNTM9k5oOQBNC3XxyiQkB9Fg3m/X8igi90zuUj9znTX0ILAQpmxOZJqtc6oxjSdEJRvVA06UIZePxFj5cSjdpu59w+pUB3oYrIfFbgEegI2DEW++ph34CnJM9QJv7qYKE3guRlftXYvJojBRCj/MGfNOdtwkzXGdpeNnmufLHJ6V2jl8LjzT5ldagPrnbiE459PHspVarNSj39xE9/HOo7XiOHv2EvvyLYT6spJqdu8f7IMz9qHJ/hQstnrji/ehyV8H83+JoCQV4eCByJ28FCmEi4gFXU1JM2DXfTIP55xAZWdXwwX/Cm3QOgil7yJtqRPYCgf/AhZdCrz6MHCqkoF82R62UzdaN0qkz3NV3b0pBcimWedFtOh22m/tmRizxi+rgz88lWoxnVPaVaSF3eqrS+Gv3y8lyuuauQAbB04bDVg1jVO6eZ12Er2YCZ/GM/2YGWTiGqdHjU3Z+0LqPfcAXe1wvvEo3RQdpRrzu2g5PLE72lU5rAxWi9aiHbJD0WAMWt/44Y33+eMcum8hTu8XofKUWfeX2DkrkICqHNJvn6CaZKaE+KSlor7qQMlEFs+x++4kJvYQEfFm0SFnj8H38nq0NY559SO4phqd3igJPTdrhHkUWz/het+JeB4ftDSf0L32znedJbP9JM9Id3IIzznEokrPPbcMIDSIOsIRkPakYp+1ocxhZulUHUIQu7cvXF+orn1WK/+dR2128DXAE8bjdFvwI4Rm6jdw73I30mDfC4s+DosWdIl60noaa048K+3wFnjhY7A1D2uyRI7NJ4DugnE/p+HVfbBzAG6QqXboAHQZAXrRSvv9mglIJqF+Mdz8vLiYW5Bqey4y5YpI5dtJUEo8yscJ3hmiWF2jYuY3ok3mqiGQWTkNJx7V4irY4vJaTW2CikHr00Np04f7FTwYIR0k4uMFtQLSx6tI5CJwS2LmMT3j//RYY/9vzcOa74+KoeBlfB62171UuTo/tw++XjRrfg6x07og2Y6E505kHWwkPNRHU79tQLuHbXxJD3Q548A7i3pI6uHuPDwNxzZVu5SpYvhq2kATfJAo99GJLAc3tZxGUgT6YNk2fbVjHFY1IK3z1YvRBm1H0qg21Bv9jLnQPAr1rfq+wQZ5pkfP8bBWIpRrFo+TWXieFOGZL9YI11gcaknj0Z5jwbneZYKj7flgh9B82kVwPfNIfowQWIrTEbuXIIFzEzJhHBxtQUKo3RagE1C32w222etugq4zZp/tBxZ06QKtWSg8G424FOZ/yCaHx4VuRhNwF0SMzQmZfJ3AB6HLq3H1oVTt+5AP8cTzalj9afr9QeS1X6t70aIO+MEwHNuJhITjcym2ecEXe09gws1gHv02KBySEDhRUCc+TGhKK6V1DhLOWB/bOvQMzoxJ04heLEy5LvXnh+PdaQruzMPNehfKx4m55AL4IKignnPXXItzupZr69dITm3Awmzb0QTrtAs6RrwB0a5dA/TJaOD8sT0wNUpECnk4WhvCROvbgRPyDnmEAIpASsw7n47tr9LI/B5uvbgW4IvDYo49ZHkh9v3twA9svpAO2O+293N1sXqP5ZqMoPVhghu8C83ZB1B8zu0o/cbHX3xsftxj9kLb/2OOk0LzdG3B8Uio5metqWnm3/cQeTu7iSQ/eXvdTmQEKgNr5lItW/vsk8rc9h5g/k3wwm0mXI8gh8sVpJJ6tuqfVYegQ9d7IQ/zXe2ZKQVcuu+3vyuBsw9By6HQRvYTqtBKo/a5OXQUCaI24PFDcF6jhGJTs4iieeRx+nNphdlmhAE8YQ/afwg6D8Fpr4YHt8FXy9IKe5CQeELNa/JgZOdyOe90yjYIM+1bT4W1B2xPeABgr565Hy2s6YI0W0/4u0KMmI+h9eWMFjCYoiTZ4Q4ityZmestnHmk54XPAz3FFyOV/acZ5bl3MoXbD/P5OOOsO5CUfIXZYhzUM5zntEuh8SJDmFQ9Bx/lEsoRG5KF+DmmfVyJ+5YQ1akhMhywyvekl6CDXWict8hYRoa8jxtN1/Gpcl/Pcmkf2SRg2jRFxM56rceZOkZET/2jZtNaVqG7SEPC1AegcCIyrNBip8xonIhvUFmurZ5xKmwKkOn+/GllymstPeJzk6TxPDuHZhMZzBZrkK9CcafVUZTko7dPYePatrjr74TV2kX1oZ8/BWVNEHLoTjY/C3jvC7LsN+PWVMP8cmD8Kx3ZDkyewAHNztqklnYeqrv9vADfvgZzXBEnjCtNqZ2YlQZj+aupBdyPN4v1oQrabcPFoH8+gczuWrPd5WJeVRtKM1KBmnZ/9FBx6CLo67FkfRvk6PwlccgBYD287AP84qL6x51p3OqHSt6FONQdHZRCSU4mogrFIHDQ1CrkfFOCMVmibULo0DxuspgeCxa+H6e8EVgjhlGUYFpm0c+syHVlWjQKi1jr0HBe+X6UhnLQwTS+04/FYP8TfLmPFy94By55CQm8AaeMeYjOHalbu+a+Hn98Cdx+AxsfgikvsN242tyIL5EakoVtSzInjElyZNjQPVyFMegXSVLuBrEUUMSaN/m5gBCpFSCypdBpSTG6yip8Po/C1dNzkdiL81gVai5xOvne3brU2n3aONIl7CRPDcY7jaAPw+GcX/J63Ns0Dzqi91fy2U5D5FME9/AmPk9lsPymE5+L58Gu/RiSUWEJUdvuSHDW+Ya/GvJ3XoZ71kLMykdPQVQ7QhLodPpqv9ZsUgX/6sDb+ZuCMX0HY5pD9aKoMpxjK1AYshWWvh2VZlMJtDlo0rs60APttbjUjTc+dENdZOweQt3Mz1SiU7jkw9Qjk/kDns8Ua5JO/025QQEz/ViRg3wVdt8KRO6DjIrTwB+38C0ahfi+wHN7SCH81IKrMzXbdnUhb2kgAiKsg8cQeWGcPqt899V9uA3DGXNg5EfXep5HAuNbOeSd0fidKJkEsgKk85HqgbvCHPeU+XP45qe9d43RGVYcl1/j2gXD2OSbo93PHURojdQaNy5Z9wLJzUCDee1G0lqt3Wesn3z1ycO2VWLF0dOMckXDWce+UidTaTBRNcudRA9oEjwJv8Q0a+P6hakmUY5PQ5B43LPtS2Sqz3AZN+xFk4zADSEv0VEfbCC9rSf96IunGPZB9DbD+yUgF74Iwj+bRCCFMV9v3V6DxdWXEIYtHCS5gEfi86HGzcfzMYfRKjhYkXHww3bOTAz6jHMBV4McF1j3IzHE7cJqoHJm276bhH/KSE86DziH8ZwDJmv8BMr9cRbnDrn+fsUmzrbB+QourLXXPNCn4ODBu/qLtaAK+iaiNjJ3zDmRmG67IX8CR90PuU2p/IW8ecKcH3Yq066WILb2oHi4ITbjuM2gCr0VYxW6ES9x8CLIndOL7kDa51/ppPdpoNsDTe2CdB/avJHhdZaAXSqNhYiuXZ33Eptc3QzEv091JubaZedSQHxkkG5bxw4IzTT2aebg/AuDi3wb+0omN9VyXHOI2It/FBUDrciIL9u1w3wE1O83e8PuOAPcV4YrlkHkAQSJfRyRy7w9vuEtoy/dZ1bRcag8TpQoclPUIjynrkG8BH0KTZAUIWzRHjXvmOmWJVRtaB8+WNe0bkTwvPgJn70CarofgdlCt/VTYV+NHJ9sMK/KRHnTePjP5XR23Zyltg8xc1cbaB6zxwnIXEIJ/q/q1yuPKEXWQN8Nze2a3bvvPqEovdzjyO0KE+HnYmnuI3Fw4gAbKUyM1o4njeIwz7R2XstPOJbzxPrFuQpt08gGk0gzZ/S9CE70yIQ8o9VVc6NA+3WLjHs2dDs/zWKeSClUHR5kIJ/oWWsyd9roScfmsnYvXw8ZNcPZ+yJpDqHAYshtQFNADwO+hdnCq4uCnlJpn/qh4f5l9KFplDlqIJayO0ahKzb6tEZ58VqahJx7uhDV7CI2ibP2Zyjzk66sM5kpvhDN6ED9wUg/sCQYMCjibSEWaduyMoTFJRwr9qKgi1xadPlgASxRpnuDKIZJToe2A1v6616NNwhOP1AF/BVd9GRr/MaicLt8g9uiHgbWXw/wHUaKSNiQcfBNZZn9biWwwHiMMgTP2EQC+e6APUosNllGDL2xFzpl6OLZZ7d5pv8shs9kgkYy6jQ5g2alorp+L5qxHFLWhcTwK2YXQOGyCs13PkW0WG2kMWdTj4zJ0lgBdZtOPAQ2T0hvW+nPtsjcemeLRS+P22Qg60TaVZXMsgreateTff/xM83wlR8Ver0GAeyca1a32uXsUVxDV4Rwob7Tf7kWS8Hz7fAoJtd+At62giucc/KTwzh5g/q/AxQ9ifBDCzjynB/5+0MjBJ6AwoRNWw+hDEgybEFxUHoe+cc3bEcySOw5tg3DZODIHXaMeRU70QftzFWgl9GxCGMIc4ABk8jCxB1oPIIz0DuDn26LPLlwMTz4Pb4VMQTWK8vdDdx1axJvtnNXAnx8GlsI5l0D/Q9JMNwOtkPkAmui7CNtuFxIWpqplMOG1G6oRRpXBMBVHCbxtGdzYAw8OBrd2mpDX3ccjajNtkr/Y0UjIpQbsXu4JTubCQwNcu43IB7gZbVRFJBnPBX8d5RsAACAASURBVG6Ai8dh8H7JMc+JkGYCjCILZMWlsOjDyBTZRRSCa7A+8lRDA1RJ7Oy391YJgE1EToFpqml4N4zDFcP2+5vRMzhB/SOEo9E3LlfNx0SvPeQOn6uJsDrXhvvQ2vCEJy3Qaslljxy24qVzITdPAvS5oqaf+wm9Qzrmwt2TkVOCJcgZsYqoMtqG4K2fQ4lstxObb6Nylk7PguCEk194nhRUJRI0CTajQWggiN69xC7m4SmNaPRXEI6Wx1BIm2focG31TALHKgbW/eZmZH64PNpMJECsDEae6coE/A2aYFfBqsvVpLcS5Tn6gTfMgV8+HW78FXjzLXBZHRGudlo7LK6LNGD70f/ulS2aaTqNBFS7zKcB4Oki2kSGgIeeJfS5Rgl5I6e3vkURks9/Fy3gATh4D7K/nsnbhXfA3HPg1xdHaVrnpF5ANQfn3kmqTHPHy44CE6PAQ2aM348kYtpx4Cri+9X1Ll9Ae1+3DZdDYtNE0t30kebwQghbHgf+9RA8/ixMDkSJj3YUNfSoXfAgmh/+/DcJZvSjYca1XQPdAjz9YeB0NH9uRsIqS/BiG5Gg9GihKXv/LpRoeqW1acQuPqEbvAaUdqIHOMOXXT08t1lQwe1ECdlRIlu9NdgZBWxAm+IGlFPWnEIcpVoKpOCht93QsVrWzLFJKy54aqQwWIuVFnGPXlnfLUPZwXgbEpxbEK49SlSBa7FndifnIvVJbo6Uitk43Nv+cn//WcfJoXk6RuS7uHurPUbYshHRh4ThIBpsT1/dgJwyzYSzyHfwuV2iCgE8FU5PViMhc7Pdpw5NkHcgYVkE7ipUKT6MAB/pgtMPyWodhtM8JrQRkaTdidKGAHaPzvn+aGRk7yRMLTOzAOYvhEM7pTyXRrUmfH+Y+i7kcvZM2e1wXg8auml5ii1DU1MjdH4FDm2CrrUWDdOLKALrC/D6MaplPz7aAy8MaiEaVua0q6VLrE+GoXUOjB4Pxbn1TuCSuXBVF5w4FBjI+UQ5gBtgzR/UJqguEbk4PMrLfQ8zQzFdtEzP+PxvvgPN35HcP+tB+3AptdrgXkL6tiAI450KDe3eUwuHpyEJR4v2A0M7Yd1roPsdSAu93r54hAhz8vylB9CcHEf4tAPEvqkYcjL/HfZgN4PM9Um9fkFj909PGsy8p1oNhOP5WjbcCmBkj/6/AHnemUMoAM3Upvj1dbIOmh6F58qwzBJ6L8TqceWI1GR1qn46VUSdvNb68w/tet32/F5v5gjQI4fuivulrBcJ1tdsHD/DPF/ucKztOrSbeUSMg5TvRRNyCM2qISIDTIP95jfQqG2lliPDYc2UcaAAyxpgtAjHnoSmS9CK3oeEyD67dj8SrCX77AqkTTx7SIu0Gwkl55AMIE3Asdo2pNXl0OJ2aXA/Wmxb0UJ/LZKWG1Xj5uv22DcQ0ZrrMWv1XnuevYiPd2ErcEJRRa+ehswhxaG3QNNtUNiiuPoqjns/cLQgXt8KYHEfzO+Hd2zX5vAAMsF67IYepTIN84bV3GYQZsoOpZDyMfLnc+ytoXaP8H2waTns2x2RhM7hnYl7ph1K6c+L1p1nXW796PHg+wjnjHNp6wh7fAi4CjKfC6GdjqtPe/o91PdpoO1LcN5tSIA6qf4JIguTp/e7HJFbPQJpBbALDu6MtxkXRl5qmrnw7LOiiD2pDb2dIJn0WvPdeZ+1ymvLGqAyblmyBhEQOpbqTGN8VOGG42pzpQzLVuomXVuhqxHd9FH4Xhmyx3UZD6zr3wKZPwc2KhnKEHDpx3XfynAgaQNU83AzSDWqdFaOk91sPzmEZ0JkiGlDQLvbc2UCvC+iWX8lteFHJbSonUnsuekagL8uw29m4YOFajje2fPguWdg2TokvPaqpHDHXKhsgaQfSa17kUC/3trlJorH8C4lKBteNG0eMmE8ggS0uG+151ilcw59A7omdL3HD6j5I8hkOmM1nOHhU+OqBd+Yh9Y7CM9XfkKLsWtMNzrDPN/o+tlbdMGpr0Du9dbW++HI56HjE8DvGremvgsuBNYckupwkFoCpXVzu3U9u4B/K6tv70BeNw9e34AcLj1wYwPsKMKqtcAROHYAyIWfxbn5M/mZ6cWSTX1mHHwuXo80va9bGz07kpd1dGlToDaGc7lVnkhd351Sfjg7LEPUL/+XInT/Eaz6Jqqx9CaE/91j//chwel9ZhpcYVxTeCmQfbt9/7oswmxPQOV59dd+ZbpqK2raDhLnjSLFeRmw8HgQULqbCWjAOWFuumdUA4teAhZqhmSF/W4emjdZ4HHlnckjZMx8S9UorMVPwNaiHrcDDf2iYSmctxMEA+9HX4rOjpiN42fC8+UO97RbCjQOpt67zeIrzbWcAULjcH5iHk3m/YQ5uR94pKDFdQHKlvRR8/z+nTLj+KTdOqnJefan7DoOEzhdxSPYPFHG12HoKVEmH7FmLgNuHEaacB3wp8Ct8L8nJfcaH4KulZqItzypx7rCmnW7XbaaIzKHBPEWKVAtRRh5BNofge6PwaK5wP+agHdP68x1B2BeXo35X8AGyN0Ope9A5nR1W4fbhF8dFatgsa361lb47IQa8WmCEBsv8m95VFIfwgNB2s08JDgnEEzQByX3Hl9hOTE7YdkW6P6k9hUnSJAa5rTV6/f1rHnrrkdWxEbC43RlqnFDqZM9B4HBD8wJuCBFJsAit/FH81eHEtyUH3sKVpwLHe9Hte3fj7TQrQQvdCHV0EnXZnOvQYLsZtCgWuXKW6kmqH66GA4sR6ySOmgsi0vfCmTWm1c8T5DzHf52r9qE2lQZVranY5PQtIRQDZ3xYerhw5sEE1+A9p+G1NdLgY6iDJGD1OZ49uRJzsDqpFaIzlKAUTU882Q9XrHwtMLxm4CDlUrlOqsH8jW0KX0f+MVKpVJIkmQO8ueehTapGyuVyt6XvPghlMwiTXlxr/oRODKpOdqPBnZZA5qHHnbok2eLva4gzLZeZIOBIjLG4F8OW72tCyApQm4XrLkSrSqHBh4hzLT1BF/EwL+9Hw+r3mmqHtXJESRAmoFtcsA4utAIPGtC5WwiJ8cAkke9wNAgTA8GtW6/dfwgEZ66Ftg8CW/4XWB/AT74LMxt1gWuJFSJZZC5mwgLvdT6YofdtL0MF+V18dfVwc1ladFeJrlhhvl8HK20PmJFudaHPdANGoP+19p3d6HImTepA3K3iIHF52Hrpqhd5Jqf46QZ67PrgNaPoxXqFC/POuIa/4y4zMqkRegMImH73qjeOzOM0w9/BJfLjoOaT4/tQNunYM0GNPPPJfi442hjtYppyWo4bReaID3AKa1UQYHvTGiuboHSUxHYM0iUfFpRVr+sR3N/ySa1qdU2wSq00oEg1FZgEZSGbVPw+PpBpU5sPA5dWaqO1K27dd1eNBXceefPO40E9xpdlscxRxKRNNx/e5TYO2Zb2P20aJ6/hWIxfLP+M+AvK5XK15Ik+Szaj2+x1xcqlcryJEl+wX5340te2aJeprYFNbINdVzXSmjfqTHvOh26FiFiXnqx+ogutPeWb5EeAoO00E0a4DInsG/VPTcDF9+l35b2QOZVCHu9AHlx70I8SwfDxmHpq4BFsMzCWM52DcApHY6el8If4zXHmpEMsJI4zCN8Edvs1WXTgDX/aiy6aiXV0JnSsARz5/8Luc0ojMo96B1IcHlikzuBDVC6EzKbkRBdCjwKx34Dmq4HriiLEPjevGGbeha34Ftd638A4dC7kES5Cg3cfnvIS4HzIWlHTn6n04zZg34ZRSS9FdZcD2u+APft1umOrbrX94q1wG/bF+64KyEhdTOiJuWprTlsqe8aJyHx9HvNsGoebB+P8G1XUO0xgVj8aYcSBBY6BRzZBpddBvz/aBdw6bEDmdOuRncj7f7XQEvtMDwzUc1sVXnEktLYaWfNpVqP6IU8XGvzuMuuNbGTAEI7CQel81rHQgOslNWskaJutxLr/wmNu/sqi0hAewyFM+h8qLJo+ngoPtQmKvewz2m0xGZTeP5UxLYnSXIq8HqE7vxukiQJsjbfZj/5IqoAfgsSSx+2z28HPp0kSVKpVCr8qKMIzIP9hyN3Qsd6qGwCehQ2eOmTaBu0sMaqJwIkTN3ecDDfJ5iD6Tlgq5WhWEm1IHVuCVzsBONmyKS1mgepSrVj10PT24F7Ye9hTdJdeyI1pvuO6hD47qyTRqIseR+xq38Ii4Yxx9OFLjX26/4v5HVdRw06GqBUJDxJhgl7WHvHd2BNBvhWnWraNgCnN8PSvISceYgz9wKb4dhXoOlK4IiUoPMeRAsrlw/yd05tcXi5UlaCiVZrY5Xz5+ZkHzJniyg35BsLopB59uOcassDZG8DboPcauB9cNVR4KvwwjOWTHo5ggFWI4vhPmvTUcsfsJbwUhi17fkyLJ6r9rjJ35SxPntE11v4qYiAcaqLkz184aex0PT/vj+WgY2H4ezfQzZWh/WVhzVadBbdNtBZc+5NTqgdPcCWqN7qnPJuh6XWwvyduvmzw/q+qx1anU+ZI4JI3Ek5pvs7ujWd+pnHjDBtNxsIUks3sWl5+LrjrvvQ3rTevnNkrLsOVllnjREc3gIhSGfj+GlxGH0SwXK+rDqAsUqlYixfDhDMSKMFV6vWjdvvD//Iq7cB74ZVu1GUwgiwGhIPheyEXD/SYjwksoRGeMRaZabw3mEJtWmCS+yTHjTYFw9RQyWpaoqjMJS3igKfCZOkdFyTrfSVgNDcY9xpD+yBQ9n1yMF0NhJGrQRe6oTJAppxnorOF91emLBectpkrk5h9lP2ALk5VDG2zBxl7bnsVBUr40HgvrJoQw66NXXBq09Aw6j6uR/YAE33IltsEZy3HKm2C+okIQcJdntdhHEndVaHZy/SAk8loBbn1PjxDwV1yh3mHc5rTFutqxeixdm8DU77ADL132fOaFvgbAH+kgDYRq3W+TzgfJUH8b5yrjbF0LqyEKrlNuA6uHA1HNhWG0Lozo50mGg6Cskjfo36Sp39v/d+WDqAMJRv2QmexeQo4nWuss8rE3JAloAHYOJLqbD5BZBrhJKFkq4ZgB+MwhkL4DQLGf7+HnVnl2ubEFLXGA5kIpG8CzCnqCYN1unGSGjIq4mDRAa9EXu2PjvHCxveb+30zIilsjTl1Xbdh4tqt+ssK5i9Y7Y02SRJXofqMWaAWyuVysd/xO/egpS+syuVyqaXuubLCs8kSa4DDlUqle8nSXLZj93qH33d96DMcCzOAp9AE+9cOLYFils0sKvmIvPZZ/dSglf3HNo691Itl9uCBt8n+T5iJx21183jMP1U5KidGq+NcmkhkIBeNBnOa0azxbVfx1WH0YJ4Qm2v5snz0FH3OPgKdKDIb+ikftNUWtNhN2a/5rKEBu3JOEwYJw1AFhbvhxfugPm77HrrgZY81Nfrx6dnobcgAXsuWvD32F+n9emJMtTXwcPl2PI7YdUz9jYD/6e9d4+S+6rufD+/LlWpuktqtbrVUtOtRyNLtpHtsbBlbIyJjS8QMARChkAgj0sud1jhkpWQyeS18piESeYyc+8kmUxYZJgQQhJeyQ0EB/AEOzYGgzEWxoqELFmyLFlST0v9cD9L3dWq+t0/9v7WPtUmtrHauE36rFWrXr/H+Z3HPnt/93fvc24emIf2T2Fa5jF/nkuwWbif2GXyGnumTJ6atVB4NfR+MazPIaC6ALs/i81AaVL+ebjRGuFYBnZfCbf/SdAYFV7dD5ydD8bVCDA7Cj2jUJjG8JFfhLf+Onx8KBYFaU0q8vLLD6SmaBDUqgVMoR78bcweO0YQHDuwRMc3AJkPgpPYYDwM/JXde+sGmBuFx0ZNYy68Aa7YBxThsgnb7rj9dXbe1dOWiq65K2IaxizbeaQlhILCBgvznQPab8Dm0Wfh00OGMEDr5ooKk9fWVlcReULqmA4gJ9EhLGd44dctSm/tXeFu6NkG7zzBBZel0jzdX/MBDGA6BdyfZdmteZ4fXHTcWgyevO+JV3lieTqa58uAN2RZdgueKQ6T4F1Zlq1y7XMzQc89jYmCU1mWrcKG7Njii+Z5/iEsJoM9m7KcV9HcfrW9Cu1HoHgKajNQusN2chzHJkXPZqBoe5QXsM49TgD9ygQkk3od4bHtIcbaBCbrBoDKHkygpJ6dEcJMcrPIYgyxyTBLLNva8KzPby7qyjQ2CnWubMU5TBAf8u87/fzLCcfVFkIKFAguySRBpNRvtyb5Gq8kXMurZqLRPRqpOZHfii1GU5i2OgesWWXsBEmrPijsgMJVwH5oPwYPz8PFklDK4CNV5wpv8H7M9N7m95vEBPW7bZ/46b1BazkOdFVh277QNI4k/XqQqM6VwLEvB+xdwBSqIs3AKoaT5tzkXTcwBJXP+EXeAm//BNx+JhZWmVRa26SFSqjK+67uk+Fy9g7Y+F5CYs1igNaPttHM1P64Y8gHgc/A2apHWc3ZZFr/Ijj7EGwUO8Cz11T3QeHzxvGse1jr7ChUthC7AWjxBVMmvNSBQg+UtkBJY/qD8KXxJjIEROo+PbvMfgU5efwFBzE9YZJIMfFx4CevtQN2vxt4h9dJZsUSlCUy218CHM3z/BhAlmWfxODFg4uO+w+Yj+aXns5Fn1J4pvsZu+b57/I8//Esy/4GM7Y+iaFTMlxu9e/3+v93PineiQWqfP1jkQVL+QfAI1AS3f1OgFNBJN6FyZuXF7GZ1YaNiGuxiXuQoC+VCMkqc18AkbDONgweKBJ2v7Q+RVhIs9rkFTjm574em2GrsQzyZ89G7P0QkR1YGW2KmKCRMNzk722ESdyLCUSFq0pQrekgjLQynBoi24E5MErSnWq2ET1T4WArY1rozppJqH5MuM95+zxaix0YF4Cv2WZllSpN6k/nPGZSV7zNNdOkbeN11n3c83/uALR/EPh/YPD34GEXlp2Y0+64V0PJyhUtK3Own0g1ehGtKeuu9PMOEtjbhH/f4Y9TmcCEWMHq8Ko74Zt/Hj4tCCEth5K0sgVaEy/r+I2XEFzkn/YKvxuaO2GeHze7d5/d+5HxkLFTM562bsSab+N9fqPjwBXQswMeOwpbe4x9Iaihklo1WqALwDxUfFgUrvU++Ig3xBk4PW7VGCeGvRKlpM8oJUTaZhlbYxU1LSfnrcBPKkgkXTzEfb7A8l04jDZkWZaa2B9y5UylCSV6OYVJiGbJsuwqYEue55/PsmxphOeTlF8BPpll2e9ikP6H/fcPA3+ZZdlRrJ9+7KkuJCxpD46pdRMZYxaw0T/oV5M2eAzrzV2EQLqRwN62YD0vL80uIivENIZL6rPUCLl5p7GZ2EuEbkpojRNCtBt4QQkeq9n9X9BpTgEJ+40Xw0YffhfPQF61ZCMbdbE+uHjYNtpSgHUPJvzO13z/mLJtDCaVuQCsEUdojmaYpmZzHTu3QetWsonwY9V5u/aLgEGnjZf9f7EXNMN63QIYck3vBujb7zim+FXHMGG/FmjvhK9PuXv3vNGmvmbXaRe36/8C/iNc/Htw/IRjzDTjFZoyoUI4r6VI17BRL6hRw6Dk3b2ZWCMP+iM84sddMQ9tD8FuoPIR4G1wdSdc/Vdw57jvfkJrRicJT7V2asYvgEUfKay3jmV2at/oR8zYs++3Nvj2UavXLiJArbNubbNtlFhQxV4ow9YFe5gjJLlr5CbXmJjzfluNCe5pzPC834/bBQyZ4JTWDJG4SY4g/BIQG3FKqE4Qmr7KWgilYBORT/fTyYUuoHwXZvtonud7nul9sixrw5jR7/huzvuuhGee518CvuSfj2Hq8OJj5oAf/W6u29EF1/wrwrvThS1trySASWlkEnJbMAFXwwaR7KsCNlhkz8tG7yY0twamxmQl28SsDcP6wNLXjGHmp1bQzD3YpRI8XoP1SuY4YfvSNmfYnHmZm806Q1O4MQeZe11ZhZl0c5aRvbPNHrow7lpj2VIlMWPC2ENLOYOBIj8y7tfyzDz5WZrbIOzH1tkpYl+SBQJ3LWPs651T9rlddSrb/bbXDIkewZbEr0ek3xzQ6QtS9VtQ+QcM95wggGbmAqQ53Yh9dTowqeXOvcfeBVtfAYOvhEc+HMmcipjJPeddrHgEQcdaT6/3rt29Bg45MlEhuLPH/NGlFO/19z347sB3QfsQzYQeN/8trP5EaKHdhDlbTF4QAuVasGcVwXEYVyXPW81vbxgscy9M3Wvndvlz9GMa99Q8dO6EdikAQ97H4hcNAbtg90uJKDrFcE5520qYFjBXh2MQ+SmHXEfg/jPGsqsSzvkyoYEq9/JigrtYJBriw94uO/HpIWrgWszq+XWg9KPA37AUZYkcRoISVVKYEaz2lwNfMiIRfcCtWZa94cmcRssjwqgX+B2CUCgBKcG5zo9Tphkt/1fSGqDciQ0ohcltw4XiGs/N2YlBuGcwDv+cZx5eg5EBxmBjBTaeoJlAQ/ZIaQaY8IG5CpgxO0i25As2+rEiIPT5NdZYKN4EsD4RpGDHZ+7hzpxJP1qDyZqpYJWGjdYHiHCcezC27ZVTUEzM8Qfgo/Ow59owr6SxaV6K4dQHDLwSC638qSkL0dRQ2DADN9dM+pSAH4DOvcARaFeSZ6DSbb/RwCRZBy74V8Hr/Dk/1bAm6PV+qWOL0ik4OQlbfTfJLuxxtxMmo6zRcSLKtR+DE+XcL7wW8tsiWfsPYs11koADlaTrXq9uG7Gm3DSCket6gTfBy34cKh+L9AipgwhC+xVdcmAzNpSOA/8Z+I/ep6yCbzaMXnUQ8juCK9+z2XZAHQHWb4POEUw7vZRYMdR5k5g1NQF80eu5I3kIWUVtXgfR2NzhmG22z+dOmSI6SSRpkVYtgEf+y1l/7m5as19pAS1gzyKUqYnlT2Opxja+hJZdOS+gLCFV6X5gpwf2nMasYdEsyfN8EsNZAMiy7EsYPHlh3vbvSenM4KZ2rDplA0FXdWOdMOwHddnOjSUZHfJTrcE0PB+0A6kASx4vW0VsctyDiRAx2kexodLj5wzQTFTLeWKvhVFYpYFxykZY1m3JEilD/nCAbYWhCJWp4l6JcYsHv6ZmXThQjZDCYi1IoFKdtnn1tCncAEYMP+7NUqfFXXq5n6qYY4noCkGeVnRI7x1wwx3Q/jngp86aVCoC7d3QvgYum7HX6Zo1lTzJSr4yTKT9a6pl5/3VZZuFHyOCFYTzVoFN8LKi/fbVv7YJ/Hr/awETcqLy3uC3FXRdJGKtj9/mGf9Wm5e9jchQKGrvHLFVxzpMoVOCri3jxuAaOQFXl4F3w+7DcGxvBJNBq9YpLLYA5nATTe4XgH/ri8foWROII8C9kZqhA+BtsPGMozl7gS0wdhh60rDXDizZyGEM5N9DOCEHCM1T0nwak2iScgXMUrnU3u8+EyNdLoEFWtNHSF4LBZC/VKSPM4TwxNuwCObpeDOxTQMDRGLcCytLFZ7plMmfxchiBeDP8jz/dpZl7wP25nl+6zO57vIQnlQwrwVYpqDLsG6bxFwDHodXmrD/WeOvbVh3X4IJUHW7JrHvM855rEOHMam1CRu5iosYjnufr9r2Enk1JvwIAfqsI/Z6mQcYh3Xu8pwjBGUngZWmo3ICs5/midj7NFpqzP+rYSBVHQMDdS01l1gANUxb6YGr5TAbh/yE0ZjGFjyevRc4Zv6j9h1w/KgFCnV/BnZ9Bjovx/Cynx6H9hlvs0thYA4GjhtsMYIBiCJnFzBhKsvgXMMDs7ugPG6kj/3+jOLGnMSkY6fhpuPADzl+fNa93/Jh4dUudMBcNWRLD6b5SX73vBzm7giHinaOPhnNwRYip69crGreXnwYHAPeCGv32rUEF2v907pWB37lx4EbofYGKP0M8H+30bQ2bvWb3wf7x0PotG/D9J27MVzw9XaxHknmG71f92GCcyc2tPcScNMOYpWRZaZFLA2LavN+uscOOUMwUASvL3bG6LsgcvwWEpTSWLuIxfh/nIF/c9w75T7ghTMYgXhpylKR5PM8/wIWJJz+9lv/zLE3PZ1rLhPhCYEwF2hmnuE8NjNPY9JKWp+W2GGsK0/Z/7nzEyeIJWvYL6m4zxGC5tNLZEkSNjoNXFsNm3FTUq2qn3eICLSvEPwYCJpAGgNYSH6XU0Yq4OJRrCBv2d4F23FDP2WaFIOE5nmEpkd79q6g8byqH3qG4ewkTE+GotJ9FAbbYEvDTv0ssOsAFN4Du38PeG3NHB+7T3mlVpl2PQAMzJhD6gQmGMVI0MRt7wBm4GrHbgdmLOeZkq2I4D0B2Rz8UBs28X4KNr4PjsybvBDEfRLz9FcwDbWByZRDJEk9jsDWbjg03kpokLkvy1e5NMb9+34MRbgUbME6CNxgit4wEU2kZFryP/67n7L6sgCl9+Dmui/UX69a5e6xzF1pGCO9mHNpAhOOBQw47fU+nCQy0ov54VxZTlqS49IcdtFJwr4Wli+Tv+wP1gFfcj5rP630PY0FffYuaa7HYhXoOJJ34d/SC859Htpfi+l1P3aaiJe5sPJ9EZ757Jcq8I+W6qyCaV8pCD5G7CU9RQijCaDrLBQ92bE0s0VJIpoxY/IoH8bMqi3+eZbQDjW6RrCZK2+ikPUCEcOta2pJniWC8lOXbcrwTsEjjd5y8ozjtu2szCrBu00qTQPqo/bqwTOBT2L47xEb+PIXffWEXUfm7jFid4jxhk2mXVggwvCM6QsHh2DPh6Hvw9D5yinbGuX1wMVyMbgz66ISbKvZ/u3na1Z/WWvnzzpTYM6I94pNHSdyEIjsrfx0c2Z6X0fYAgMdsNUv2V0NwkBhDXTNBOWWIeBGgyKE2eH/iYpT9yaexbDR00mzrQXqQ1DYZAeufwms/YZVV7S5frsFL38PkYpuwC+WtZnT7iDN3AcctPtLEPV0YJ75k5j2fon3/X2EpbKNINWME3SBYxY5NyhUTnGX/djY7MHwDVlEcql/wg7vwmSy2kXjSma7rHwt0DouDRKoJ793+O+rPdJFWwAAIABJREFU/f1u4DVFPPftQSgspk8+s/L9Ep757JbJBvylf5YAU/ROqsFBxJ1D4IVpTLtGgo7TiNAkbRC7wD1A4IyyQ8qEx1MS6whBStay65hdfT5kaBuwMBqwbM3j0ytr7Nr1yYAIsx0EWV7POAusNnO7VAf82p1Ff/4q1BbikUeAI6NW3av2Wszx+ktg/nAkcRj0d/El5wgG1hZs4HfNwO4i/HAvnBsyIftZTBjtugN6fhEqr2jAK6ux8VhFLIFVRn1a2/A9nzCByhycq9lN78bToPv7BkyyVP3ZJ4DPwMZ+2wFlAY9R76G58GR1KDpRvDZjXdXvf08tmOzpJjTOMUwOiUarqEZpS2NEAuJpoOKLD2uB66DxjYhTeC1w8QZM+F1FYAePeAPPNkzQHbM+o9s6WT7PIsRKVcQ84hBQkOzkOgHH48e7gO3F7yuMW07RTmJuKNjiU3bd438bsHuKHgkL7iIMI02RkrdZjz9Gc/tkwQQlAm8V3NRBJNr5Q5a0rAjPpyoTWKadFLVWmIfIdRA5JgtY51UJRjQ0Mcfcl8hMVn4XTdDqXBXa1zlPsUgr01ruaAnNgh0HkMmklzaJ1aHQsIQdw4RZOFdthaFmZwKmnPNb9R/1DEkQGlmDJtgkBELrRG3ShHKpbvcs+2lHsAX/fuAHG3DdMauLMjnJslZkiGIBJGhuutwu8u15mBiySXPZGrisAo+dsfWlCvTfBdW7fI+3PdhEvr4Br6jahbdhtKt6zRgO5xsRunMtNvEuBT4Itd80WO+afrh/yE49AVzzasjeAhf9BdTGoVQm9gSv09zLStupjwBbV9PcnC/7mmmo64vQtgCVIlTq0NmwdlebiMd9CZ4rcxuxo6kLo37gRzqgXrUIK96PSeMrvSEf9N/ejQnRU0SUVhG4CrKD8MApO2V6FDa+A9MQRQUoENtdy9p50NvpIqzxnRBfgYCKCt4uBUxo3411+pXeOGU7b/AXYVBeny3e6WuxxlfUUS8R4yoh3INZB6mFJ3qfrKdeYmVYUwLOw981+OAfxk6lF1qWez7P7CmCf74nZc+qLN+7nieyk5VpSKWEdbTAc62IimyQJtcwDS2NCmkjvIfy6/Qm/0tJhcjVoY4rY6uxBBnYmOpUCrE2qM37Nq8Ox+YNs+amGq3ytoppPfswobHb69BetOQfRVxz1TWK2ARTwmFVyCvx8KTJFMGoP7wDGLJJX8MWCqZhrJHsWYMdM7YQCkVPP0wNWf00Z5WjtNBhEYYnsIkhZ0I3Ns8H12GWwyuB9pIJUfWHuD3HsCQf+0woy/lSBV61Ac6OhrHQ9wb/cCfN1WZqPrRKaU9q11IRC6z7XbtgrRGWq7aNyDrgsaoNoT5Fj23ChMpR4BFL77cFKOzxThrHeKw3+/EXe8c81LBUOa8ldo7rwDC/38GE3F8Bv+fCdzXMeib4vrd548mbVfJ7FQlH0DoM61xr18y/Bdk2zKvd4Z0zSODn/9br+m5M61QGj/+TUDRkMfUQYcVriX2/Uuhpg1sU52utaZo622L7FdHSgCYrZabKV9caWvAB+OaFENcBtmRZ/vNP47hfWoJ7PZOyPDTPBoHOS0WYpTVHoxw6EhxzyX96d+Fba4TZKlkhL6G0uQrONBL2poHjONzW6eREAUHyaXWZNtOUttNQUrYnZ2Zn7pXvFBzggn1tI3IIy5tb8byjFdlYJXvPNNjVDlo8iGtePAalR20ObQGbVP1Q6PJ0bA5n9Cik74T/tgN6VIEhYCQEuxhSx/yvDtekb8CUm+xKqO8zIXsQOD4JN70Pzyy/CmaTSVfG1N9pTFty5twpIr7hsVGb+1dgSlzxVhf0P+gPdR907ofOpI8FgZSKwBswQfY5GLsnEoYMYnH0mecH2Nrh/bMTuAdqJ2D4G1afrd0w+CLvp0NYlM+r8RT2uP1aNtOlF6MSfYCINBME9EuYpv1G4K+h8D6ofcO3/dWYFW9KjPR+WnPDKVxqH3DEx6h8o/L66H2f4d+Fbq/Hb2CLTsXbro6H8gJTVRN6SjfVqYCMKb8JZtbQh7Fe5jw3QtkwKDBoZrbm1/DAirzatP5e9g542a3wgTTm/hmW5a55LgvhmecwNRmevslqooDOBLRZBtbOt8pPkcCL2Ie55LqyyqWcNpP5piqkLizwS7iOootkb0tIK0GiWNySxsW4ZDOB4gKREd/ThmVVY1xdJjCnB5tIqdkktUomYJ1IVqI6yivfazsuHsRJzauJbUkExHYRDhrtrSRvgepbh75jhuFK1mnzzdV+7Qe8Sn37DCO9Zru12/57MYFTB/PM02olKKzW77911vqxgO3OSQOmF4I/OQsUR6HzNr/GNdg+4WK8N6BQNm296Wm+w47teR30HIDZE9ZEjy/Aeoi92Idh/xdtTMnX0ovDBNPYHsFv9IfvwyR650aa4PSQP+uHaPKWvup808u6Mc9MF6Z51qH+DRfwl2DSfDWtPKBZf8ZOwgQa87EwAfUZc5A1+0zEeC1GvVC4hBj4otVdBbS3eW4DMVcIq2AOmKnBmvNOe3NTqQhG+/P3qQa0STg2TEsoYHh2YTygNeGwH+kE1kAmYvAzLzmt2a6WW1kWwvM8QR9pEL4bCOEny0G+I9ErJDgVlFQGSm2Wc7DggqNdSRRKyUHCV6XpFgiTRoO5nty8kXyvEOl4pJF2ESGhIgZqcs8m93RnQrPIdamHkQZbJsJb5GWSwB1PPneGQ2A1Xi8nRzcFe6q5S5MuJteWA60PBtpgYMQm7TAR4i8COv5on16AtsPww6vhiiI8MgMX3QO8aq51xco6YftUxDy6KjFJsJbOLUTeajVhF5CPu0J0Hxy6y37rE1iL+WkqmzCT/WcsGbKgw+sutwQa9bv8JpuBj8NjD1k1tiddMIstPjdtw1La9GKrxnUKtXTt6mtYRNJPAP8NE6B/Ghz1wXFPH/gVf8AdpkwOriW2SBaMIZqaBrUWz2EihUXZNco5IvxqgqCq7bN7UIdzJ6D9MGYuiJZ3ruHjvBaLsTRW+Q7yRowDGu7s85szB+Vaq9dG4yh14AqT3oIHkaTayYWVFc3zKYomphZiWTSSVW5cNEnQrsQ1538ZX927oeQgfEHCSsIi1Q7F6xQONE+Y1gJFJcF1bFfyWeBpCqhq5de9ZPbLDJea7NFAzQeQqY7Vu1lHjb8OQrgrbAaCJF83s3TXkK/SUrdFUBTwWyQ8s/Lu6/r15HMJGIDCaRiYN0EqXOyxajy6Ern/zTz8aD/MDWFe5Btqhns2XEPhvJm+nyLof9d7EuE2zH4ndkuZxeRE5hjwtCs+ZYxNUBuPbqqsxhK8/DXsb0Tiqy14BqcO465yI/AJS/smKqS6/xhwWT9sfBORseNy4IWlSORytmob+Y1gwrUbE1wHgZ229dPffctStF1/h10me6+18eCLidh+9UeRyK6vIutmGhuP45iVUIT6OBR2Etn7HeZphioPQnsZwzpTel37Vqg/BmtcAx1J7n+C4HAt+DX7vb+YgYenLBruuI+lMVqTzKjO4jf3AB/DEt0sYYTRirf9KYpik7PVRkcRbq4imdHnlJ98ErINBFlNamiBiH4pERiRVseU8iQssZycvxgo1QyT11Gag8yeLmJ715TzWU5eEqzCdReb+FKdG4SmmcbBpUuv6pdex6Oe5oZcM9zlxxQxaSrhWPLzZUqXk2ulkEQDm2QVAs5wQb11AbYKQymYZ/svvF5FiH2byrXQPkvnTYpdVQ03vxaCCWATTJ+CjW2GVZdxvHg6tp06iBHXpxqxgPYBlV8GboPTe2PbqhqheI1XYe0H4NIPWl+p2TtluqyFy67HhOsmO8Z2BgRYZRrbV2qW7HgPpnG2YRDB3ZiwGbP2uBnjv/fgGOsbgX+P4asprUfjR4u1+nsojqktQP0MtGPtVT8DBWmO6jslKbgci2i6B1t8hzCTXVZzA3i0Ae/DItV0jWH/b60/w+9gxP9yw9gSv0nLJoDNeou8L0w1TQjaDcZDW3ax7c9KWRbCMytBthHogmzYI0pSwaVQEY/2yWQSz2EDWC2s2SHMMDXNJTg1YFIsLtHimtqmtEQJX83KBpEcOQVYpbGK3FcgBlUq3HWcwmCkCUioqA7iq0pQSoOUGg6R47MXBk8QWnEPIchLRFIOPYs0UWnSMuurxCQvJ8ds8etIqPbZf+sPQ/+CKWbzEHGPWYdxP2dqUFoFrLIJfTcm3O8morNq1jznGg6vYHWZbURI/XZMQ+zA7rMZbC/6f4CH90aOz2kioGyLN/vGDpr0oPX3EbGGN2PUoj6sbttwYr+Xx6csKmocyzLVhwlNJWmRufRKO6bzenj7pzDtfjOmaXcR6rT6Wu0s2h3eXydobpPRtKI9/Ke0zdu/k8DH9RxDXqf7/JmuwuCFtd6JnW1wpGHC1el29SoUZPmI9LsJWHOxV2gGeoeswTWHit6oShwgnE0LQZNXdzUmQB9mKcqK2f5UJSPAKrnCRRhWOY0NlFQllXOnTuBpwvqE6Wh1F81HHmgIk1vnSQuU6iJNLKV4SIjJwaSBI/J9CtLKDOsmMEwIgdhDkMQhhFsvrXirrqn7yE0t4ToHs27aFiYx81gLgp5TcmEtBmSm9da9JKQXe9rwe2k3Tmnrm+HaR+3rDuDQGbj0NNBZtiTABWim3+uaiqgYSTfnRDUx6brtyQQxJ4cIjLtht2S9x+oPf97+F3R4RdJc7av9HlqsXg+1v4XSizEKj8zf64HSdiw5TNkihe7HNLWrsExBvZhULmJ4hRZhtXEJ87INYmbzGUxYiZc5TOy3NUCTYjTruWN6nFpX8jGrxGBMEOncy/4+TySFKWFC932+cV4FE/SH1Pcb7IZX3BUWWYcLzor352o8hyxEXog1wQNVKFGnv28nlIGdyZiRxcN9xMZNF1ZWwjOfbpGmJL5bkWQU+btwxyKxd5COkTan8yVAhQ2VCaxG2pvOlaYnQaLlTlpoFwG+Cr9MyYZyCkm7lQYnISPtV/zUVIhKs069Xou1T5n/Hcm5NSK++VuuyL0QExgp0T/FccFMNAn1VAik7Z4SUyW09bmNSE61EBzTq7thWiGFL0qeV17ejd3mUTlB4L2J16Z+wjz9Wp9k2W/zS6VBZ/OT0PcxO2/QH2NjN7ZAqi2dfjU8aXKjdC2Ufs9P2IFN9jUdtORROHcW/o1X6DcIQd/m1+vCBKuiwbZgmOC0/9ZnW1kXJ6H0Wkzw1YC9cHvVvm5+NFIoCB5/zZDJ3MOjcEvB08XOwePjsH6YgBLq3n9Sxxe8L/pgvcYkGG/1pWDTu8vqfyO+YRcxLiWQ+7yhOWDBDQ0sL+ekN74yrcwBG3zynJuyeshZ0d5tbfj4OKwXuH1hZcVsf7pFzopZQkhIAMrUltksE1RZ31MNVf/pXWZ2ndi1UtEToiF1EpFKZWwSimoj5rY8ihAxf2AD+CRBISkQoUbCC8cJJ5KeS8fPElvXykxOHQldhGe26vdOTe5pu04vhElVIwIMdC2pculLAlUTKfX8apESkFhIriWtesHm8EHs2DrYPgI3j8P6DstQRRkTUKugezy0wRFs0k5A/YA1hSxbKfXyuqtbTntV+9xb1aeMxSlWK+ukAFwCfe/GBIOcNtcAGz3u/lzVgcVRmGlYxNB2zBTf4m1wJ+YcOpb0H8SCqEUXq9M00LeHZmLjqRN22CV+mb20Ms/mgb9fCEFKB02LZP00oRBofCpPgFINLBAb8e3EKFL7sQUMgDOWJew/VeOcdk+kPfoYbNhOc0951sAqp11sWGW5XfPHIPMbVsa909ZA8aDVtbMTzk8B5+GRKavj+kdYqrIiPJ+qnCdAKy3Jjqs1BYcmsDQ/DWKZuBDam4SeTNAmHoOt1KKKSKBI85JAIzmvmxB2Mq+V30uarUD8lPPZQSSKTXFFkmeVJiqnkjiZKhJYgglSj6wWj32ejXwTsZNoqslKQCo8R+2rBCxlQqMGm81qn3lCy1T7SWt37VRIxTfP+Bp1GxR0z1Xy2rk5OGj1bS4As/aaIyDlNOuPbtNP7KOXdQO/DbyTpuOk9mjsg9a3CRN+VxGhlOJZ6rMepn2VCfh7sGTGRcwppOD4OzBBJEeLwpYk6eSYbAPuNy23z1PV1x6K4aK19IfcjzI1E8N0khhqJTD2QQMYgscWYKuw1QU8TpZWKpsUCOUJKPqzN0nqPRjv8lJXY2do5sGtPEaIAFGM5rBBtMGOHQZecNy8eXNA5xxNh1AfpoEeAZgy4T0L4YK/sLJCkn86RaRfeXiF9fQRAHlCkG5qlPJgTyTnNtn1hANHQktaq8z/XgLTlIBMSaXyapYIYZyawSVazegUoNFnYazSniVPXGNsCs5UWqR1lbNBYUnpwlGxwI/9wMsK2CCWGSU+zlDSNqp/hVbaSipkhYPJOSTsV9iwKFCOLWv9OYnBhwX1UV6FbKtfeAZY4yF9NdP+7qCJcVfWmJOw0Ailt7TOMMDaPJR2QM8QYUa71nd63BXzNdB3DRZldIW3lY6/CCP+/pO76q8Axs/G3vB/DHwKzs1A+w8A/x7yh9xjnubOTDHhtI/LwKTlHuh7sbf5UYc3PTw367f6DM9A3zpr8kmgbzOsr2IRSXfDI9Xk2nUXpotDKOWAkjU1ji0Mu/zzCUzwd0F4DkexcEvHB7YcNI/6ODAw6jf0PgIjwCunqxxPpbKDsnN2vVUb7djyWWvHQTyRth+/RGVF83y6RS2lgSH8UeC1NFN5i8vJu4rMTWmoqQNKg1CedIXHSRguxiUX/L6pCSxPuzRP1VvanBwtU/6fsE9oJbqLGaAFQL+lfFNF5VQJ4qs0DV80hv3vphX6dSysUeZ2es9eQtNOzfQUFlGdpe0kZPwWOMC15E6PotIacWABbr4beLtc52VsYs5YdItis2uEI60MDLlPa7UTzR23LA3S1PpqR20bXurAtTCwBRMcfZiglPd4C/CSThidsnp+vWGe83dhfKIhbMXZB7XDds3DwMkvR16Ny4fgJqWeUuCDFjE5TIZoep1Lr6C5WOVO+h9uQN8Ou0Z7P7SPwdSj0PlS28KZqm2B1X6n3fQiBXD4uNoEJpSERYt6JyH5x4RV0+Xt8B4/cRp7QPAkCWUTmH2NSNyyDotEQH0/bveaBtZNhZVTqBrZVjzVsakg8o8SWx4Xxp0CtQSxmaxgnk+vZFjHS/CJVyl8UNin4t01eKsEJlkmiLwSjqlAkDBZTJyXmS6hBYFdpuGcMnchBAuEt7/JL6GVwpRiYt2EEBTHVP+VCDNZntE0GF9F93Kh24c5rZn1w5RBShCAopFUfzm21M4ph0/3l6albDvC9zxuv2nq+7OqO1ATfRR4u/Zr0lYm3ig7sYnXhwkAOdcUYjRJbLVcIzYYe7NpoPT6c73F61bAMMDtSbtVgKkpe567iXH1taRdPd1b6Th8wRfRCQxXbeD+kzKtC5AYEhA7CuzEhIdSHq61vYNKc9C3FsaOQtdRKPxrO638KDxyrwvKBWh/HebMOWr1qx+AQodRtTrAFoVjxCZr816fz8EjR31/PfE7NTb+i9fv9cfspsPA/LHIUUvD3tXnwuWPQX0ojLw0RkQugE4Cm1awUh3fiQY/4D1YvtsLLCve9qdbUrwwxdggBE4voX0KG5QQmkjOlzY3iQkDaataOXtoMf9ahHZK3UkxU3kxIEx53V+mtLQCObk6CIqPBI4cTSmnNNV65aySYNUErhJYqSCDDhu0u2ewSatAbQnE1DElD7EWF5n1elZFMqVasBYDadkiUQrnqwFboPdwbNTWCabw1KagOOUgJXYB9dsgtmvlA5jQOOnXeqUfKtP0J7yuSsZ5ijBjX0VosalzsYQRh+s10/7vwQSoYksfwIT2G4GvwaF5g0YVdHMvEQXZstiqPRVsrbFwkoA3RryuI3BuHtrXQs8eTMv1fahKr4OLxDft8yzstwG74MEDvglp1fSAOtBZ8XZfZ23drNMjyaKl/qsCxyA/7IEGL0nq2U2EJ3fRFPanD8RQ7MXGU+cATQirdJLm3BDzrQfC2ipafbUon5uBdh24BGUF83yqIgEkz7m8Bz2E82UtwW+TtplyHzV5NPGkKUGrqSr8VFQjknMlsOUcEM6ngam6DmKYeonASXWs8EZRpNJwqTHCFFdCC8961Lz/eFIvTZQ2gmcq/FUwgk+02qgn7BVNC1onvtoBYrJJi0k9x3pGte1Jb8dK8l+dcE7U4rFPYIE4D56B3X+PkbbX+3l5IzT3PZiAvQoTCFoIRcQW5i3H1yaMH3kdoT2v6TCcQrHYq9bAmhkj5h+smZb5Wah90VMF/oJf7yLMNv//oH4mlPsqpm1u9r+HcO7kDxCLWOqY6cU0ZLH3BYH4eGx/kYWDHnsUrrsSw08PYIvndprbqLRvoplYuQ+TsZcAW4uW5Lm58+i830OLb9V1AO1PJd5mh6Xha7bnm7BUdVI85GhqA+6Fgd9I+l/zaAIbp2KniFqmca7FSpq/GxW1hlWv/ZdYkrKUZnuWZa8B/itW4z/N8/z9i/7/GUxnrmM407vyPD/4hAslZXkIT7WQllJ18CytnZ0C6kVatz1SuFoapZMSviVsNYDkjIEQXG3J73OE8NYAERdyhHA0qd7ylq9Njm9gZt0E4TLuJVys08n5xeSzjhe5X9JJlBxhhW5+N+Z9hZYZqXbSpE8ZCBD5QbWPgrz4jeR/1UeRT9CqOev+nfZIxwl0YBzgvcBXcQLiGtNA24HyeDhuZJpXknvIwdeDaZAzNedjisBdNiHJnAGJjMJUDe4fh48A/wBjo5FJvvJOzCFzhkjPVQH2QGHEKpsmSBbEOYSFdv/El52zqXEhy6dKq4NROQA8+uYrD8HLNwOn4C/3wU+ehodH4dTh8IFeWsRS2zm9qm+TCfTDwMICXLSZgKK2EwJyFvgFKCxgF7s+6acycAuWwGQbpuFLM0wXyQ5sgVmg1SrReJcyIBhHc0NlMQ/Y85WeBA4toa29FMIzy7IClkDwVZj9cn+WZbcuEo4fz/P8T/z4NwC/D7zmya67PIQntMZYC7fThBbuJgEqzWiEWHWrJPuhEvntUo6mNBtoNZvT2GMV8QIhBLImiig+qRZbIASLhJs0SmkmW/y3VPCqrhLyqr+Ev4S9fmNRO6w1j/RB4FKZY8I3ZWJ2E0JKC0bqjJMgrCefIfqjTCtnVP/5olTYBrtORDrKGvDYKdj6m8B/q1pCUO0Nn7VBRyOezUMSqQPrS5EyLes2Z8YaYRiOy5w7awlIpoErh+AuePw3g3RxcQf0vBp6riUic6TRK7ZfVsH7Ye27AuMbJ7YQOoC16WeAt96NefLV/9IWNxGbmGtRHILHJ02pfvgUXPxC+MFH7Z4Xz0HnDPR1wP4q/I8F2PlFuOlfYxITKJwx7XcBbLwIZqlhK5TSz60DHvLPh4l9v6atDmzyB/hVf6WLuiwtiQ7XLM/NQGkBi6N3Cl2t6qjSfHRZL77jZ8GE/Z3etGuB16zDEpR8jAsuS0hVeglwNM/zYwBZln0SA26awjPP86nk+Irf/knL8hCe8mJDq4YkjXI1IWDS0MVUgHleyKbwkeCoJ9ci+a+P1tRu0lKh1XwXtpkOPP2nLDc6D0y7SR1WokStxWalr9ItJH5o1UQVtlkkTERNXN1bmq6bb1WgNgSlG4kQTmGTwoPFA9JCovaRxlJfdD85jfTMEs6pI82deJ0d0FM1h8sVmFJz9C/g5v3Y7pKv8aS6ecM0ybwa1kCR2A8pOw9rVpkb+iQwXoNj47ap0pEqLEB+ALI/8vb6KKzfDPw0bLwF29L3Uq/3Lm+LQ8RCJm3+Xnj8z+32+/zQOhGtqPV7DPhKFa7/Wyi82PuwCxOaSniqRdnbdv0OO65n3i6yscP/H4C+Q1AfhSvWwIMz3uX3eKN9BfpWQ8e8T4ctmMm+BRPM85hUv92uW69im9b1eX+0AUcgn4HsbZiwPYlp3q/0tv6gP9hJS/M3Rqxd6vLZeRs6N18Cdx8OX1SVgL3ftgCXzhmEPO5Negy4cxJu/mWWRHjC09Y8N2RZtjf5/qE8zz+UfNeaqHIKa5WWkmXZe7C8/CUMdHrSsjyE53mCDqKwC2g1VYUVqpcl2IRPSmtKBYEcQPLUy5mkyB4IQrScJQLBpBmmmu8crThhW3Jd3VMDWbH20lI1cVOqUspZrRF88rnkHmn0kZxeYpX7s530Q0syt5XpSaYXhBdknsDRJKylYaeOB+GrWtRUHy1gc8l3b/NuD2K5B5Mrx4DHvwXl10L766rw8qonN6m2xmFOYCn2e6sW/niwBqfg8SEb5UUi7cEuoHIJptpNY5zR094u7pRp7mKq8QBhdgsiqMP6DTA76mwFAm7tx9r0GLEP1Enghm/ZMVkJUw9lYaQwj0MBDGIa4QSR2WSLHV9wZeAnu+Cbp2jBDYfnw0hoIcPLknE+cb2KJUkGG2O+4J6dsSpcdjeRmFkLx99D/f3GxX1swWjBgs+lbKbkFEZC25Qho24/BOyshp5wgCTBmWvRF1pSFt9TlNGl2IYjz/MPAB/IsuztWIDu//5kxy8P4QkhVOQMEsaSxoKnWhKE0JSwmU6OkTCU97mBCQ45XiQMF+M4KUdTmmyKyWoCih2ekpWVbEJ0IOGeYwSlaYHAHBuEGa/7aITKM6p6qQ4C7P2+5xo2N5vkBIF3I/5dYL80YAF8Zwj4Q0JTM6MPm/Sebq1lQcOvLS5tL03if6kIl45DfcEOuQHT6saA0ufhks+HljKJybweApmQ33CBVgqogry6MGVq52Eo3YZlfZczRsT/TYRTSd79KzBH0e3+3IrC2Q68P5IHCbIeILYlOkY40TUMtyo0SBiwqHX77OBvNmz7jzGMBnXLQ9DzImJhViROA64ewtS5zVbPPknug0mfa4Et07R05oC5GUsqkleN7adE90WwcXQjJsQv8fMP220PL1jdThKolahIqe/o7zwVgbRNwaJe8USLAAAfaElEQVTbMeVeTXyIMCJ6oFXHu8CyRA6j0wRgB9bap5/k+E9iOvqTluUhPDNabQdpYaknXZqPJrESZSwk/6UmuoSwNBvPEdkUBqI1TfLE6CQJLgE5IsYXiOgkUYnkuBKZ/bifL2EowS27RyavZqzwWPlEphddH1odZwVatgxp74b+cd+SYpffe4HIhA8hIH33yeaMSXFfCe1OWq0AzQrhrApPVH+llKxtdr3LpmB2xuZ/EXOSp+vetHeHBJLWCMUYaDsgMYBESFAQ1n7g6g9iGeS3EX0vR44WGNVNTI1OTBrKY34JVF4BV3m2+YIfUgbehvmfJgjH8pQf05T2goa6sIdda597DgcOKNTgZeN+8jiMDYU23WRv7bPzx/Y6nqjVIqXIOb2oPhqhn3nVHql+yrr3chw2KGDi4hIC/mnY291e9VOEz1XDRaSXAraRp4qmxI3YMDtIxJtoiMxhSfRv+RxLUpYQ87wf2Jll2QsxofljwNvTA7Is25nn+RH/+jo86PTJyvIQnoJmZf5KcxMG10P0soQiBO4o03Gxx1banoSAIAAJWx0rL7pMa2lr0qpEOBdABOEc0rGThPYmM1wCLxWmqqfI1xUCG015lkoFBq0MAj13gu2ewbS9izTSpIWx6HjBHGuT31Keaxo0oOfQ/fV9PvkuuhOLfpuFyjqzqGcnbRSmwWELmEazDtPy1vpnQbODRJdVVhNEeCeM334Ujo/D4GHgB5KLDxNMbmGFypLc4/9L0wfTFGcDoZnDlO6+okUJ3Uhza6Rm8xwHuubh5Cm49AARcbTLr1+BwS3wf3wFjs+bsjsJYZ3sgp4x+Oq83Wu3+LVdVs/hUejyMVDQAiYM3IXoFKbc9Xu9K0DfNhg44ekCjnqGLbFXtHius0c+TgwBrdsTtLLV5pJTi9gadamf9xnrBt7s3VLw72rWc9r6ZAnKUmieeZ6fz7LsZ7H9TQvAn+V5/u0sy94H7M3z/FbgZ7MsEzL8OE9hssNyEZ4qqVc5WS2bK7wEhrSzNsLxM0ski5WATD3aoqhIi9NvEm4pTUP3Sfmb6chSYo5pAhtMSe1yMqkOMiNTp1BKj5pNrp3ipwvJMYsdV64iPDITEOVFJ4mM6NKQpdnOE0I8bUfVO3WEKWZf7aSFSHa12knqhsqQvwujnYBKt20+KZuwNt86QWVkNA2Fou1pVMJzODsFZuA4TfrWAqb5DH4U0ynAzHBFnPVj/TNE5LTT1hayIKCJce9Ofi5i23+U/ZIjmKZ22Jv2KCYoFoDevdDzJm+fQUwqFTCj8PUwOAlvvMOObzpBa8B2eNlJ087Z5e16AFgbTLUeRaOJNrTJv99mDrKrTkGpH7gS+rYDH431ow+oaJxpMfaxd4IghmitFoyvW0m3kPLeiQnO0163fV6dQ97Ue2hNZfsRlqYsJc8zz/MvAF9Y9NtvJZ+fzi7HLWX5CE9N8klC+5RdAK08M2mR4qco41KaOk0xZJqZ0t7kkBGAI9M6DbOUGShOZ0qWF2E9NclrhKkogafRKNRbmluqdULQqyqYCpnSnPRaINLoQYvgmvMq9kOYrT3JM0gdSDM3pTCHJIbaVhitHCsy59V+KY1Jwnk6uR5embnkf1kHJaPC6P71hp2a7ldVXIhJnNJoT8/AwJl4lAPA9CS89YgfcD8mBQ8RjIG7CTxUSVhGCMzYwdTBNsMpU3qxyrUEBDni3wWeDQM9cuLUMIrOPQTWXoaNG2BkFMM5t2OYRBHog6Kiq3yhO1c1eb9TbQimDJT9OMENFShd7vd5ABPa87bHU18ZHq7CxChcKkxAiXc+F+a+jBrpBypa/1O4vRdjTyjXihKGNTChqliUSYJfvxTl+yI8M8uy4wRCdz7P8z1ZlnVjmw0MYt33ljzPH8+yLMOY/Ldg3f2OPM8f+E7XbZZ0iVHGd5nCcvVJFZFGpQQRKcFawL1mgXBI/ZfiYSmOKeGqmZP22BytBGQIcrmEdarJkRxXpRn10RIWKS1OWuQCIcyVqENtIAE/Qmi4SlFHOFy68N9PEh4W0SMhFhLVtbqoDaQlqy0VfimYQrlCZe+pbVKNVXQdLVzqOwlW13rz+dBs1K1qHnnV1TwFTOvrh2YykTK2loypAW7wg+TMa/MTNMPVlhJeEkKr4QvfgFuKsL0RBoVyY2ht2YVpj3N+uqz1a4DLHsGk3Qimop2Ac/ug/Q3+QNthYRQe3wed+7CIILeAShvwIHrgKkscUnzUm1e8qRNEToQJqE/CkUm4dMw887NA3xmDRooYXayMkz7GvU8KwKfhsaOxpqmN09S5Qgkg4H3waNvkuG5sMdH3CQzjVTMvZUjlUmmez0b5bjTPV+R5Ppp8/1XgH/M8f3+WZaLi/gpGJ97pr2sxr9UTOFUtRYJJtpt6QMkihCtpFU6FlDA8CQBpfmkCDPEsFpLz+0nUHWLWSJhJEAsRd0wK+M7mveqhcyXghMA7FtjUAjQypd1BLPeql1SCFDOFlsihviLMLcSa08RnpbWKspRCFRJ6i+lTcgJpsRI9Su2YBiiII9uJSTGPrGnhvGKp2iSImA8lO4V+FeUqjWee6C5VcxzYOg5cao/ncKX142v9ZseI0NdthKtYMMhOIkub9+Ut/VAfgvXboOtEaE0iRID5XPZj/+3GtLC3AFf3A2/1Cp7A7NrXQvtLCefcpbD7mD/05TD7eaj4/R+ehIt7CGlUsWcbUMaN1BHm41lO+NPz9ujaUAEiD7RQoIEHibR6n4gUnynkn06rUvJfzZtTCq/8V0olIH+u1lQN11u8nZbCdP9+zuf5RuAm//xR4EuY8Hwj8Bd5nufA17Ms68qy7AV5nv+vf/ZK4oiMEOC2zHTx9aStKfJI3mkJPdF8NFHSuHVpXWPJd5lL0rikfQrvk7CS/ShtKgWHJHhSPDDFR1OvL8l1pR01CF5indjRs5LcT+d1E04qiNjjdTAos9nNweZ5qTNtsYdYmrlgEpJn1nNIw9bs0ESW8JWw1eKlhcmJ+fWqpdIsN1r9XelnrZla30QWWIwqTAOPnDFcV46dI2Cm+c3EZn4yca/FNE1ZKqrjuqTO1wCfNpm3tW55NxeGgiaq+nRiWf4+R/BAy2BbVdyBab4nCMLtsL/v8PdBTOr1QuVNXucF++vhw3BxG01K3UVKJ6dABWmPvlj1E9zK7HLo87myW5JRC/0sTooFPgzHJ+2nncQUSAkK6VBrwxYnGS06vsMfcxcxZYaJNf8KLMHUUpntuvdyLU9XeObAF7Msy4H/7uz9TYlAHKa5t+V3ZPMPAP+88GzQGoctzVFmrbSZOWzwdyT/STClHnXhlNICi8n1JJh1vExQmbnCr9L/u5JjVCTcUzN7sbkvCtQ6wmSXoGoQeygp8kcCVVivNFo5dWQyL8Q9Z0ddAVyHCQuZztIgpWk2aDXR1Q7yRmuGyDG1+HkkVPVbF60whwSpcyDzBfvYDlTcCZQKz/RyWu/UrGq2zjVQd4fYg9ggu+hgDIMy8PEGvP0PMI7OtcTCc4/fYDORYV/WjNp/B9Bpw2WrBCwBTavZp/yy12Jd+PNt8IUGXPb/0rrJHIRkvxNTBfcQNvW9RMRWB3RN+tC6wc89DLNnvD8VXFEjCJm9rQp+z0Es4YlrreAVXE1AXPfRxDpHMNhBRpn6QnD+FkyTfYRY8zXENxFwuNhfci2IwZYQApakfL9onjfkeX46y7KNwO1Zlh1K/8zzPHfB+rRLlmXvwtLTsnUVrY4MaaIpnUiDU7aURniBJ26RKk0UwkbsIrZKlZCoEpmLUjNas1yYqWZSqtGJJwmRyV6CXr8Lt5UZrHpLIIpclwplSRLhjRKYGuFqh27gGFTkSCpiI38L4XVOVTwtJFocpB2Xk2P0bAvJb/OEKqg2KRI4nBYyqSk+2rNN0D4H+SRMN2JtaiSHSSmGVlJDp3+nEwplyxilqk1V7ZwRfx0HDo/Dz30ZesS8wJ/9ZkKtlXAfoHVReDVcrQW3HwYmoTYerCsxxhwxYPBKGNvnCnwvpqJdjwnvY94Hs7Y1SEkS/q2YAD0MDMPjDVj/Jss0z1xyXtG7Q5poG0bufwSTXtVYF1dD8EvVuMN+rV3eiA/AX/6JaYuXJ+2s7tRwlW9KcLB0BwilXeuDulprsdAbHb/UDp7nveaZ5/lpfz+bZdlnsED7MzLHsyx7AXDWDz/N02Dzu/b6IYA95Sxvyfyu3pXGqVknbos0HQhVRf+nRHQJIQmdlGIDgYJrYqXHdGCDMc0qo9kkEC8VrhL4KcUonchj/rnfW0P3kBYpj720zh5Cc0ypVynMMI1NehHFtxFCXLYUhABPvTBqX0EjCk1J20OCJ9VkJdBTD4NY1cJ5iwRMklRJgrK9zULcGxg1Kff+yDqg0pacMAf18biGIh87MBn4I5gpfRKTTT2Krjqa1KufVgxAvF65+Y95PXVcOSJgJb80vMoA66DnF+GH/wgbC849be4E6m1caoNzk1DaC4VDwO/S1IjXT0H9M1DYQEBKWB0Lm2ndhO8RTBB2AYfDkJgF1stTcy2hTnYRUNY+k+2pdgmx/q7DlORhb1utt2kAnSBkIWpao9NgKfXtGUzGp+jShZTnvbc9y7IK0Jbn+bR/fjW2q/WtGJH0/f7+WT9FhNNPYt06+aR4J1iEUWqmy+SVEJigFc1Wz4kTKRtEk7+cXAtaTd+UuyjTO03QUcVGlfDP1NMujU0TULHfYwT+qYmql2wa3XMaE4wSinKQaZvXVNsUJ1VCVYuA1IAF2+qh41FLzEGZSFQhAasiGGKMEJpqpyFaBWSK26qdIPDnCgHMqE9ScqBglxJkG6AwDsVG4mNbC1kdCj47s1QN0uLhWnKhG3o9i12dWHcO+ecF764RgLswM/mQX28bAZmcSa47n1zkFn9+8UULQclNKTwaIrNfhspB/3MYE5oauyK0e0RT+wTko7B/Bra/1wIH6IOzh11zG7XhtbEb6IZzRz1SbB2xX/sssWHecAi5IjDWgJ4FAutNd4Udga8fsLoLShdqoSGprPCdBFMPIvNdanD1Jd/VLvK5nsSG9RHvE60FF1q+H7bh2AR8xhhIrMLy3v3PLMvuB/46y7J3YpbBW/z4L2BD8ijWTz/9lHdI6SQQTodUE5TnW9qnhOl08lmx52lopq4pgQBPJH9r0qe2ZUdyXJosQ0UmsBw70mx0D+GLqZOlSPAMdV3tYy5u4GJKlUZPiq9q9A7bgN2D71+UUo8WknOkKSqMRPUHm6TSIKU9y4kklQVagxa2JP+rSAAqaEBt6fBLKb2WHGa6rt41U1PCZbUVJlZzHSEIEDf797+pQuPLdulrgEFtG9JLZPPf5K8JP+g+v9cWS37cmVQJIHO3+wjJOjlqMjObIBbR1KHoziHqkK2FTY+6VT0JhybNf3QSePk6gzX2P2pCdAK4TJbALKY27vHr7wIG4bIz3tebMRxB6fGUDmqLf/4vRnt6PbEmD2MowAAxlLUpq6aHjKqL/P24PX6zu4R6SU+oJudNe3MvUV6Q57/w9Bx4V36H38eA/+07/J5jGZmffklbKeVppp50aX4ynaE17ZwEqRi7mqjinEjolpPrJRpcc7KKv1mklUmsMLqUrrMYm50lTPEKoanquSCysqesAmmTCqSWyaklXBqnhKIEwRYYPpFoDXVMHZjHZnlqmmtWCO+V+S6BlWLOKmrDlNMKsTtjyiOVsJfWKwaCTH09hxaZ9Pn0WYtFPTl3HXS56V7HFMTFkbS3++22EOvnNESeTReOTGIaqKyaOiY8PRGMsr5pKBSA+nysGfIiS2iXKpi0nSUwBV/E89sge6Hdb+MaO6F7Hl4OFJwe9fVJuG4dXOHJQAYaxlAonLSb1w9D4QZvt+2Yh+D1vnncdoxDVcFggyJmQz8IjMLwvfY8OzBCwDChsSpfgIRfaiSpnOCJIZskx2rKiHmnIkNqqcr3g8Po2S0KPxSpWr2VmrUy1TXRF5L/FKIiYSd+qLz4ErLQOkJSQV0nOIDyiPYRI6NBayLhFCNVBos07h6C1J4eP0+4k6WZTRL2J7SymKUSFAkwTnZYW4TztQGlCUzr6SNCTjUr1G7SmCu0JjheSF4pTSvVyMuEBEkddBKYyqmaOqGKWH+MEQtPmYBDFgjgLFV/5PjzokTwMgBkHQtl6AJu2YYt8w/A2Cl/RmW0kOdHfagVZxvwOdsiWJndILpRmfsGMW3xNKbs1SGyTlUxAdZFU4g2gMIpO/Bhx3dPYnzR8lBilEya170buKjojz8PfddCQZKrgHkHJrCxMuwPfyXws16HP7Z7337KhsBxr8o8wWqDVsNF62SKvEAsHmqHNHELyXEVbMgqKlpdeRLbSOBCy/Ne8/yelFWEmSzNJHXISLMUPilNMA19lAY3nZwvR4vetUxqcosTqXM1gqTGKE8jtApFjR6llVNdUy976nCBECbCdNNnqCfHSSKkjqRG8nu63PdC6VGD7naBzZLtyTFpXVR/eUAk/CCEuzDWlMmgeklN0WIht2sqXNNnVNGCIlNUdrH6WapQEZNUaXsV41ri+2svuDSbj5rvSyfgpl7IT/lp0tLnMKGjRNuyPUetXo837O80MlW31nAq9MP0UKvC3mzHg0nfdAObDKtlzihaWvMUZv8PRL6bMpaneB8WUz8GbFWikBuJvHhfNw++lNxOoG8fEWZ6BL49Y4r0EW+f6/1+J2nVFFVt6SQyhhRApmHc5//1AaVthDNKfX/ML3wDzpvx/z4I712i5CArmudTFZm/PdiSKX6EelgeXAm+VGiNE4mHNYvmkmMlNBeIySMSsibxXPIdf5dTSKZYLxHpIYEt7UxCvIcQuFriJdjTkZmay8rNNkRoWj3EAFVKPGG6EDO4DjevgwcnjUy7voeYqWIBEMc221XwghYjSYgUghCurEVNi5g0RwlcYZVpcha1yWpat+4Vg2CxlisNXIItZQSU7ZBd/lpNIAZCI+Qv6QEYtp0+jjdg4AjJnhbEuNA4GLb7C0WRf0aCukIo6GyHCU8l16kkxH2Y4BTLoEFwfTwsqX01XDXfmnu7TBDuj3j9dxdtw7c+vCIfxxbwnTRDc+uYkO/ESdUdUPsAlP6DPfxlwGUVmDpjiflnG3b9nf5MfW2YRFVE2C5ikXanFddgudTf5vWQNSDgVOGld/rxP4e5iM94Q12CAa1LIDxzWo3G5VaWh/CEwPkkqIQZanWT2ShhWscEjiYeRAeP0Aq8SPspEVmXJCiKybHSvFKbZZawjVNNEkIQyJml0JSUhZwK0U7/TQIlpeVIlUppVjKbFd6p6wm+cO1xAd9KYggKa4m9uPV80rxTxkHKQFDb4W2bQhtyUgnbVB+kzjWZlwIDhVfKnpYg1nOp7dQvvcl5klpaLOYg2wY3Cz6R8HatvDYaKVSbpQMaM4QXo0wr5UzqqmONpVfAwl0m/9M98cROGwcGHki8yF2YlKtjwjmFmwRBuWf/3IwJ0LkkmfSrfKM35Ue7B7h2IdCZrXL8zdHMWlw/HFE/EvRrZ+DifiJq6jrgt6HzbqtjpQ12e8qkihyDvcCfYh4h4czDhHLg+QNo+IMXsPmkMGmN+R4slvAE8AngrzA+azofL7B8v5Dkn92Smm+aOIeIbWnl7JCGJy1nkBAiuo6EhoB8CQmZrSnAs5Ynpo+TZjiR/C6NQveAwC91PS2R8sBCK9wgQVyhNSxU10q9zBKimkB6dqlFfckxu+Cak7DjjJuC4oroOml8v3C/xV78tH2kpUkzVmKTWvK/2h8iw1Ra0qivZgbh5FnnaN0PqY3oqzbCsae29eds0qPaaCZtLvkxI15NzhhvtKx7iU2RLiCqg4Ib9tsaPYQ5WPRIG4vwyIIdNuBVmIDQ2NJFuofA2R+ER0bhosuhvdfaqzAfzc0cvGYbbD/hqfVoNXDYhLHaH4h7tPlxU5j22QVctA7bWriCzZUdtM4Tbcsi56eYHH1Wl7E/tPduIPt1b5sTWAC/aE+aP2o7LT7KVrUHyy3wEb+vlJ0lKiuY51OVKpaqZhux81+D0Bw0wVNnkryoMpH7sVV6nlbK0jpiUsopJcEA4THWpNJkSz3PbYQzQKGfEGoKRKJhCBNZjAEJ+DohhOS0qRMOLnEchXOSHL+aVoGqe7mWp2CfltAdLRDSqOVpl/aWYq8qaRKQOq2aqMxp1Usa7mJhvPhYXVeaZgetiZ5F5ZJHIqWjTXp9R5L/RDFrC0GZViFzzY4JfylwGFopUb4Q5aORXDiFcmsLgRcCFDZBjxak00RKK2mcZUwaluGi1cAReHw+1qUmk2vS8m2ewmg9ghy2+zHN9IQab9OQrYPTk1afLcBFN/iJ92HzRnNkCGNcX49pxalKrn6cA7qh5x3E9iRgF5czT+2ezpP7MHrUZiwj8isxD9h9wF6M1X0Drf1+AWXFYfR0SkaY0cLY1tE6sdNtJUQZSp0aEoqdGNAjMruI7Cn22EFkFpfGpyLbCUKYaSWXKa1JXkt+E36oOkkg6HoS/iLVpXio0HzdR/WUFi1gr5MwF9cm96nEY7ETE0zSxotEfk9NhNSpNkJz+4gWPFIaszivqZBP2RASdGovLRpKGZj+nkIkix1iagvBErqOFioJzfQaBTtc8uGiIs2EkxNnsAV5EHO8pIx3PWMVGDLBdNVk+O8UR6ChtYBtwVtS+jj1RQdB21J79wIHTahnHbbJHNMwNR9rUgGYaMQQl+OoshrG5l1A34AJaMeB80m79FVA9mrgGORHIduBqa3jwG32fm4vtG8HXkQr3Uw3vx7rx09gGOVhYq9I5Y7QIqd2msZwgzd7X7zYnpNhb2esTlyOqelLVFbM9qcqRQIYFxFewkRYWpHwDFSIKJ0FbKUU+VyAUEoGF16j2dBIztW7THhNYM9Y1NQopb0VaNX6JOzqBN4qzFbnSSuoJ+cLg1VoZC82EAcWPb+eYQGz2eSt1qCewLaR9cN278dmWIILgh8vIE9FbdlJq4avPpEQO+5tKrNUHneF4og7pP/TvpOgksBNk5NA0JcEK4iEmDqq0rBXCU/vg8IamPItfCcXYPMJWP9ibzplwriEEP7XYlqT7HyPIrsUI7BvI7pVcvFlRUx7LVtbs5OAYXYSyWiSBTrTuKpGc1b9moLGB72rdBp6LOGx13jb99j1tvZi4Sde/weAq+tEYpAx4AvQ/nNeXyVBOUBkMQbTFO90x5KA3DlMpT3pbSSanRa3G4md8KaB22D/AbjiPwO/73UWDHI3S1KWe3hmZpz257gSWTbN0gUmPFtlA0ZuWc5lpY4XXpZ7/eD5UcdteZ73PvVh/3zJsux/Ys/6VGU0z/PXXMi9nklZLsJz71Lsu/xslpU6Lk1Z7nVc7vWD50cd/yWUtqc+ZKWslJWyUlbK4rIiPFfKSlkpK+UZlOUiPD/0XFfgaZSVOi5NWe51XO71g+dHHb/vy7LAPFfKSlkpK+X5VpaL5rlSVspKWSnPq/KcC88sy16TZdnhLMuO+hbGz1U9/izLsrNZlh1IfuvOsuz2LMuO+Pt6/z3LsuyPvM7/lGXZVd+D+m3JsuyuLMsOZln27SzLfn4Z1rGcZdk3sizb53X8Hf/9hVmW3ed1+VSWZSX/fbV/P+r/Dz7bdUzqWsiy7FtZln1uOdYxy7LjWZbtz7LswSzL9vpvy6avV8pzLDyzLCsAH8CiY3cBb8uybNdzVJ0/BxZzxX4V25t+J/CP/h1a96Z/F7Y3/bNdzgO/mOf5LiwFxHu8rZZTHeeBm/M8vxKLkH5NlmXXAf8J+IM8z3cAjwPv9OPfCTzuv/+BH/e9Kj8PPJR8X451fEWe57sTWtJy6uuVkuf5c/YCXgr8Q/L914Bfew7rMwgcSL4fBl7gn18AHPbP/x1423c67ntY188Cr1qudcTiWR7A4lVGgVWL+xxLLPRS/7zKj8u+B3XbjAmfm7HscNkyrONxYMOi35ZlX/9LfT3XZvsA33mP9+VSvtu96b8nxU3HF2OBdsuqjm4OP4jtpno7tv/jRJ7n579DPZp19P8niWTuz2b5Q+CXiQDYnmVYxxz4YpZl3/RtumGZ9fW/9LI8YtufByXPv/u96Z+NkmXZGuBvgffmeT7lG/MBy6OOeZ7Xgd1ZlnVhUdiXPpf1WVyyLHs9cDbP829mWXbTc12fJyk35Hl+OsuyjcDtWZYdSv9cDn39L70815rnaZ7GHu/PYTnje9LzTPamX+qSZVkRE5wfy/P808uxjip5nk9g+cRfCnRlWaaFOq1Hs47+/zpih/tnq7wMeEOWZceBT2Km+39dZnUkz/PT/n4WW4RewjLt63+p5bkWnvcDO93TWQJ+DEvqv1yK9qaHJ+5N/1Pu5byOp7M3/QWWzFTMDwMP5Xn++8u0jr2ucZJlWTuGyT6ECdE3/zN1VN3fDNyZO2j3bJU8z38tz/PNeZ4PYuPtzjzPf3w51THLskqWZWv1GXg1lhtp2fT1SuG5dRj5GLwFeBjDxn79OazHJ4D/hWXBOoV5WXswx8IRbAfXbj82w1gCj2DpYPd8D+p3A4aD/RO2weyD3nbLqY7/CviW1/EA8Fv++3bgG8BR4G+A1f572b8f9f+3f4/7/Cbgc8utjl6Xff76tubFcurrlVe+EmG0UlbKSlkpz6Q812b7SlkpK2WlPC/LivBcKStlpayUZ1BWhOdKWSkrZaU8g7IiPFfKSlkpK+UZlBXhuVJWykpZKc+grAjPlbJSVspKeQZlRXiulJWyUlbKMygrwnOlrJSVslKeQfn/AYgmnUmXHktHAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -305,7 +305,7 @@ } ], "source": [ - "# use 'hot' color map\n", + "# 运用你'hot'彩色地图\n", "plt.imshow(lum_img, cmap=\"hot\")\n", "plt.colorbar()" ] @@ -314,12 +314,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Examining a specific data range\n" + "### 检查特定的数据范围" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -405,17 +405,17 @@ " 0.9375 , 0.94140625, 0.9453125 , 0.94921875, 0.953125 ,\n", " 0.95703125, 0.9609375 , 0.96484375, 0.96875 , 0.97265625,\n", " 0.9765625 , 0.98046875, 0.984375 , 0.98828125, 0.9921875 ,\n", - " 0.99609375, 1. ]),\n", + " 0.99609375, 1. ], dtype=float32),\n", " )" ] }, - "execution_count": 11, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -459,7 +459,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2" + "version": "3.6.8" } }, "nbformat": 4, diff --git a/1_numpy_matplotlib_scipy_sympy/3-ipython_notebook.ipynb b/1_numpy_matplotlib_scipy_sympy/3-ipython_notebook.ipynb index 1016538..503ee4a 100644 --- a/1_numpy_matplotlib_scipy_sympy/3-ipython_notebook.ipynb +++ b/1_numpy_matplotlib_scipy_sympy/3-ipython_notebook.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# 1.1. Introducing IPython and the Jupyter Notebook" + "# 1.1. 介绍IPython和Jupyter笔记本" ] }, { @@ -330,7 +330,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2" + "version": "3.6.8" } }, "nbformat": 4, diff --git a/1_numpy_matplotlib_scipy_sympy/4-scipy_tutorial.ipynb b/1_numpy_matplotlib_scipy_sympy/4-scipy_tutorial.ipynb index bfbf932..dc332a8 100644 --- a/1_numpy_matplotlib_scipy_sympy/4-scipy_tutorial.ipynb +++ b/1_numpy_matplotlib_scipy_sympy/4-scipy_tutorial.ipynb @@ -13,9 +13,9 @@ "source": [ "J.R. Johansson (jrjohansson at gmail.com)\n", "\n", - "The latest version of this [IPython notebook](http://ipython.org/notebook.html) lecture is available at [http://github.com/jrjohansson/scientific-python-lectures](http://github.com/jrjohansson/scientific-python-lectures).\n", + "最新的[IPython notebook](http://ipython.org/notebook.html) 课程可以在这里找到: [http://github.com/jrjohansson/scientific-python-lectures](http://github.com/jrjohansson/scientific-python-lectures).\n", "\n", - "The other notebooks in this lecture series are indexed at [http://jrjohansson.github.io](http://jrjohansson.github.io)." + "其他的这个课程系列的笔记在这里[http://jrjohansson.github.io](http://jrjohansson.github.io)." ] }, { @@ -24,7 +24,7 @@ "metadata": {}, "outputs": [], "source": [ - "# what is this line all about? Answer in lecture 4\n", + "# 这一行的作用会在第四节讲到\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "from IPython.display import Image" @@ -34,14 +34,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Introduction" + "## 简介" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The SciPy framework builds on top of the low-level NumPy framework for multidimensional arrays, and provides a large number of higher-level scientific algorithms. Some of the topics that SciPy covers are:\n", + "SciPy框架建立在用于多维数组的低级NumPy框架之上,并提供了大量的高级科学算法。SciPy涵盖的一些主题是:\n", "\n", "* Special functions ([scipy.special](http://docs.scipy.org/doc/scipy/reference/special.html))\n", "* Integration ([scipy.integrate](http://docs.scipy.org/doc/scipy/reference/integrate.html))\n", @@ -55,11 +55,11 @@ "* Multi-dimensional image processing ([scipy.ndimage](http://docs.scipy.org/doc/scipy/reference/ndimage.html))\n", "* File IO ([scipy.io](http://docs.scipy.org/doc/scipy/reference/io.html))\n", "\n", - "Each of these submodules provides a number of functions and classes that can be used to solve problems in their respective topics.\n", + "这些子模块中的每一个都提供了许多可用于解决各自主题中的问题的函数和类。\n", "\n", - "In this lecture we will look at how to use some of these subpackages.\n", + "在这节课中,我们将看看如何使用这些子包。\n", "\n", - "To access the SciPy package in a Python program, we start by importing everything from the `scipy` module." + "为了在Python程序中获得这些SciPy程序包,我们首先从调用`scipy`模块开始。" ] }, { @@ -75,7 +75,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "If we only need to use part of the SciPy framework we can selectively include only those modules we are interested in. For example, to include the linear algebra package under the name `la`, we can do:" + "如果我们只使用SciPy框架的一部分,我们可以选择性地包含那些我们感兴趣的模块。例如,为了将线性代数包包含在`la`名词下,我们可以这样做:" ] }, { @@ -91,16 +91,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Special functions" + "## 特殊功能" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "A large number of mathematical special functions are important for many computional physics problems. SciPy provides implementations of a very extensive set of special functions. For details, see the list of functions in the reference documention at http://docs.scipy.org/doc/scipy/reference/special.html#module-scipy.special. \n", + "有很多数学的特殊函数对于很多计算物理问题都很重要。SciPy提供了一组非常广泛的特殊函数的实现。有关具体的细节,参见参考文档中的函数列表http://docs.scipy.org/doc/scipy/reference/special.html#module-scipy.special. \n", "\n", - "To demonstrate the typical usage of special functions we will look in more detail at the Bessel functions:" + "为了演示特殊函数的典型用法我们将会将会更多的讲到贝塞尔函数的细节:" ] }, { @@ -109,12 +109,9 @@ "metadata": {}, "outputs": [], "source": [ - "#\n", - "# The scipy.special module includes a large number of Bessel-functions\n", - "# Here we will use the functions jn and yn, which are the Bessel functions \n", - "# of the first and second kind and real-valued order. We also include the \n", - "# function jn_zeros and yn_zeros that gives the zeroes of the functions jn\n", - "# and yn.\n", + "# scipy.special模块包含了一系列的贝塞尔函数\n", + "# 在这里我们将会运用函数jn和yn,它们是第一类和第二类实值阶的贝塞尔函数。 \n", + "# 我们同样包含了函数jn_zeros和yn_zeros,它们给出了函数jn和yn的零点\n", "#\n", "from scipy.special import jn, yn, jn_zeros, yn_zeros" ] @@ -137,11 +134,11 @@ "n = 0 # order\n", "x = 0.0\n", "\n", - "# Bessel function of first kind\n", + "# 第一类贝塞尔函数\n", "print \"J_%d(%f) = %f\" % (n, x, jn(n, x))\n", "\n", "x = 1.0\n", - "# Bessel function of second kind\n", + "# 第二类贝塞尔函数\n", "print \"Y_%d(%f) = %f\" % (n, x, yn(n, x))" ] }, @@ -187,9 +184,9 @@ } ], "source": [ - "# zeros of Bessel functions\n", - "n = 0 # order\n", - "m = 4 # number of roots to compute\n", + "# 贝塞尔函数的零点\n", + "n = 0 # 阶数\n", + "m = 4 # 需要计算的根的数量\n", "jn_zeros(n, m)" ] }, @@ -197,26 +194,25 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Integration" + "## 积分" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Numerical integration: quadrature" + "### 数值积分:求积" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Numerical evaluation of a function of the type\n", + "该类型函数的数值计算\n", "\n", "$\\displaystyle \\int_a^b f(x) dx$\n", "\n", - "is called *numerical quadrature*, or simply *quadature*. SciPy provides a series of functions for different kind of quadrature, for example the `quad`, `dblquad` and `tplquad` for single, double and triple integrals, respectively.\n", - "\n" + "被称做*数值求积*,或者简单的讲*求积*。SciPy为不同形式的求积提供了一系列的函数,例如`quad`, `dblquad`和`tplquad`分别针对单,二重,三重积分。\n" ] }, { @@ -232,9 +228,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The `quad` function takes a large number of optional arguments, which can be used to fine-tune the behaviour of the function (try `help(quad)` for details).\n", + "`quad` 函数提供了很多的可选参数,这可以被用作调整函数的行为(尝试用`help(quad)`来查看更多细节)\n", "\n", - "The basic usage is as follows:" + "常用的方法如下:" ] }, { @@ -243,7 +239,7 @@ "metadata": {}, "outputs": [], "source": [ - "# define a simple function for the integrand\n", + "# 定义一个简单的被积函数\n", "def f(x):\n", " return x" ] @@ -262,8 +258,8 @@ } ], "source": [ - "x_lower = 0 # the lower limit of x\n", - "x_upper = 1 # the upper limit of x\n", + "x_lower = 0 # x的下限\n", + "x_upper = 1 # x的上限\n", "\n", "val, abserr = quad(f, x_lower, x_upper)\n", "\n", @@ -274,7 +270,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "If we need to pass extra arguments to integrand function we can use the `args` keyword argument:" + "如果我们需要去传递额外的参数到被积函数中我们可以用`args`关键字参数:" ] }, { @@ -293,13 +289,13 @@ "source": [ "def integrand(x, n):\n", " \"\"\"\n", - " Bessel function of first kind and order n. \n", + " 一阶n的贝塞尔函数\n", " \"\"\"\n", " return jn(n, x)\n", "\n", "\n", - "x_lower = 0 # the lower limit of x\n", - "x_upper = 10 # the upper limit of x\n", + "x_lower = 0 # x的下限\n", + "x_upper = 10 # x的上限\n", "\n", "val, abserr = quad(integrand, x_lower, x_upper, args=(3,))\n", "\n", @@ -310,7 +306,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "For simple functions we can use a lambda function (name-less function) instead of explicitly defining a function for the integrand:" + "对于简单的函数,我们可以使用lambda函数(没有名称的函数)而不是显式地为被积函数定义函数:" ] }, { @@ -340,9 +336,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "As show in the example above, we can also use 'Inf' or '-Inf' as integral limits.\n", + "正如下面的例子所示,我们也可以用'Inf'和'-Inf'作为积分限制\n", "\n", - "Higher-dimensional integration works in the same way:" + "高维积分的工作方式相同:" ] }, { @@ -376,25 +372,27 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Note how we had to pass lambda functions for the limits for the y integration, since these in general can be functions of x." + "注意我们是如何通过函数来求y积分的极限的,因为这些可以是关于x的函数。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Ordinary differential equations (ODEs)" + "## 常微分方程 (ODEs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "SciPy provides two different ways to solve ODEs: An API based on the function `odeint`, and object-oriented API based on the class `ode`. Usually `odeint` is easier to get started with, but the `ode` class offers some finer level of control.\n", + "SciPy提供了两个不同的方式去求解ODE方程:一个基于方程`odeint`的API和面向对象的API基于类`ode`。\n", + "\n", + "通常`odeint`更容易上手,但是`ode`类提供了一些更好级别的控制。\n", "\n", - "Here we will use the `odeint` functions. For more information about the class `ode`, try `help(ode)`. It does pretty much the same thing as `odeint`, but in an object-oriented fashion.\n", + "在这里我们将会用`odeint`方程。对于更多关于`ode`类的信息,尝试`help(ode)`。它和`odeint`所做的事情基本相同,但是以面向对象的方式。\n", "\n", - "To use `odeint`, first import it from the `scipy.integrate` module" + "为了使用`odeint`,首先从`scipy.integrate`模块中导入它。" ] }, { @@ -410,39 +408,39 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "A system of ODEs are usually formulated on standard form before it is attacked numerically. The standard form is:\n", + "常微分方程系统通常在受到数值攻击之前以标准形式形成。标准的形式是:\n", "\n", "$y' = f(y, t)$\n", "\n", - "where \n", + "在这里\n", "\n", "$y = [y_1(t), y_2(t), ..., y_n(t)]$ \n", "\n", - "and $f$ is some function that gives the derivatives of the function $y_i(t)$. To solve an ODE we need to know the function $f$ and an initial condition, $y(0)$.\n", + "而且$f$是一些给出方程$y_i(t)$导数的方程。为了求解一个常微分方程我们需要知道方程$f$和一个初始条件$y(0)$。\n", "\n", - "Note that higher-order ODEs can always be written in this form by introducing new variables for the intermediate derivatives.\n", + "注意,通过为中间导数引入新的变量,高阶ode总是可以写成这种形式。\n", "\n", - "Once we have defined the Python function `f` and array `y_0` (that is $f$ and $y(0)$ in the mathematical formulation), we can use the `odeint` function as:\n", + "一旦我们定义了Python函数`f`和数组`y_0`(也就是$f$和$y(0)$的数学表示),我们可以这样运用`odeint`函数:\n", "\n", " y_t = odeint(f, y_0, t)\n", "\n", - "where `t` is and array with time-coordinates for which to solve the ODE problem. `y_t` is an array with one row for each point in time in `t`, where each column corresponds to a solution `y_i(t)` at that point in time. \n", + "在这里`t`是一个具有时间坐标的数组,用来解决偏微分问题。`y_t`是仅有一行的数组对于每一个点在时间`t`,每一列对应于在那个时间点上的解`y_i(t)`。\n", "\n", - "We will see how we can implement `f` and `y_0` in Python code in the examples below." + "我们将会在下面的例子中看到如何将`f`和`y_0`应用在我们的Python代码中。\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "#### Example: double pendulum" + "#### 例子:双摆" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Let's consider a physical example: The double compound pendulum, described in some detail here: http://en.wikipedia.org/wiki/Double_pendulum" + "我们来考虑一个物理问题:双摆问题,具体的描述如下:http://en.wikipedia.org/wiki/Double_pendulum" ] }, { @@ -472,7 +470,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The equations of motion of the pendulum are given on the wiki page:\n", + "在维基上给出的双摆运动方程如下:\n", "\n", "${\\dot \\theta_1} = \\frac{6}{m\\ell^2} \\frac{ 2 p_{\\theta_1} - 3 \\cos(\\theta_1-\\theta_2) p_{\\theta_2}}{16 - 9 \\cos^2(\\theta_1-\\theta_2)}$\n", "\n", @@ -482,7 +480,7 @@ "\n", "${\\dot p_{\\theta_2}} = -\\frac{1}{2} m \\ell^2 \\left [ -{\\dot \\theta_1} {\\dot \\theta_2} \\sin (\\theta_1-\\theta_2) + \\frac{g}{\\ell} \\sin \\theta_2 \\right]$\n", "\n", - "To make the Python code simpler to follow, let's introduce new variable names and the vector notation: $x = [\\theta_1, \\theta_2, p_{\\theta_1}, p_{\\theta_2}]$\n", + "为了让Python代码更加简单容易理解,我们建立新的变量名字和向量标记: $x = [\\theta_1, \\theta_2, p_{\\theta_1}, p_{\\theta_2}]$\n", "\n", "${\\dot x_1} = \\frac{6}{m\\ell^2} \\frac{ 2 x_3 - 3 \\cos(x_1-x_2) x_4}{16 - 9 \\cos^2(x_1-x_2)}$\n", "\n", @@ -505,7 +503,7 @@ "\n", "def dx(x, t):\n", " \"\"\"\n", - " The right-hand side of the pendulum ODE\n", + " 双摆常微分方程的右侧\n", " \"\"\"\n", " x1, x2, x3, x4 = x[0], x[1], x[2], x[3]\n", " \n", @@ -523,7 +521,7 @@ "metadata": {}, "outputs": [], "source": [ - "# choose an initial state\n", + "# 选择一个初始状态\n", "x0 = [pi/4, pi/2, 0, 0]" ] }, @@ -533,7 +531,7 @@ "metadata": {}, "outputs": [], "source": [ - "# time coodinate to solve the ODE for: from 0 to 10 seconds\n", + "# 解决常微分方程的坐标:从0到10秒\n", "t = linspace(0, 10, 250)" ] }, @@ -543,7 +541,7 @@ "metadata": {}, "outputs": [], "source": [ - "# solve the ODE problem\n", + "# 解决常微分方程\n", "x = odeint(dx, x0, t)" ] }, @@ -564,7 +562,7 @@ } ], "source": [ - "# plot the angles as a function of time\n", + "# 把角度作为时间的函数画出来\n", "\n", "fig, axes = plt.subplots(1,2, figsize=(12,4))\n", "axes[0].plot(t, x[:, 0], 'r', label=\"theta1\")\n", @@ -587,7 +585,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Simple annimation of the pendulum motion. We will see how to make better animation in Lecture 4." + "简单的双摆运动模拟动画,我们将在第四节课看到如何制作更好的动画" ] }, { @@ -653,26 +651,26 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "#### Example: Damped harmonic oscillator" + "#### 例子:阻尼谐振子" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "ODE problems are important in computational physics, so we will look at one more example: the damped harmonic oscillation. This problem is well described on the wiki page: http://en.wikipedia.org/wiki/Damping\n", + "常微分方程在计算物理中是非常重要的,因此我们将会再看一个例子:阻尼谐振子。这个问题在wiki网页被有着很好的介绍:http://en.wikipedia.org/wiki/Damping\n", "\n", - "The equation of motion for the damped oscillator is:\n", + "阻尼谐振子的运动方程是:\n", "\n", "$\\displaystyle \\frac{\\mathrm{d}^2x}{\\mathrm{d}t^2} + 2\\zeta\\omega_0\\frac{\\mathrm{d}x}{\\mathrm{d}t} + \\omega^2_0 x = 0$\n", "\n", - "where $x$ is the position of the oscillator, $\\omega_0$ is the frequency, and $\\zeta$ is the damping ratio. To write this second-order ODE on standard form we introduce $p = \\frac{\\mathrm{d}x}{\\mathrm{d}t}$:\n", + "在这里$x$是振荡器的位置, $\\omega_0$是频率,而且$\\zeta$是阻尼系数。为了以我们介绍的标准形式写这个二阶常微分方程$p = \\frac{\\mathrm{d}x}{\\mathrm{d}t}$:\n", "\n", "$\\displaystyle \\frac{\\mathrm{d}p}{\\mathrm{d}t} = - 2\\zeta\\omega_0 p - \\omega^2_0 x$\n", "\n", "$\\displaystyle \\frac{\\mathrm{d}x}{\\mathrm{d}t} = p$\n", "\n", - "In the implementation of this example we will add extra arguments to the RHS function for the ODE, rather than using global variables as we did in the previous example. As a consequence of the extra arguments to the RHS, we need to pass an keyword argument `args` to the `odeint` function:" + "在这个例子的应用中我们将为ODE的RHS方程添加额外的参数,而不是像我们在之前的例子中使用的全局变量。作为额外参数到RHS的结果,我们需要传递一个关键字参数`args`到`odeint`函数:" ] }, { @@ -683,7 +681,7 @@ "source": [ "def dy(y, t, zeta, w0):\n", " \"\"\"\n", - " The right-hand side of the damped oscillator ODE\n", + " 阻尼谐振子方程的右侧\n", " \"\"\"\n", " x, p = y[0], y[1]\n", " \n", @@ -699,7 +697,7 @@ "metadata": {}, "outputs": [], "source": [ - "# initial state: \n", + "# 初始状态: \n", "y0 = [1.0, 0.0]" ] }, @@ -709,7 +707,7 @@ "metadata": {}, "outputs": [], "source": [ - "# time coodinate to solve the ODE for\n", + "# 为了求解常微分方程的时间坐标\n", "t = linspace(0, 10, 1000)\n", "w0 = 2*pi*1.0" ] @@ -720,12 +718,12 @@ "metadata": {}, "outputs": [], "source": [ - "# solve the ODE problem for three different values of the damping ratio\n", + "# 求解阻尼比的三个不同值的ODE问题\n", "\n", - "y1 = odeint(dy, y0, t, args=(0.0, w0)) # undamped\n", - "y2 = odeint(dy, y0, t, args=(0.2, w0)) # under damped\n", - "y3 = odeint(dy, y0, t, args=(1.0, w0)) # critial damping\n", - "y4 = odeint(dy, y0, t, args=(5.0, w0)) # over damped" + "y1 = odeint(dy, y0, t, args=(0.0, w0)) # 零阻尼\n", + "y2 = odeint(dy, y0, t, args=(0.2, w0)) # 欠阻尼\n", + "y3 = odeint(dy, y0, t, args=(1.0, w0)) # 临界阻尼\n", + "y4 = odeint(dy, y0, t, args=(5.0, w0)) # 过阻尼" ] }, { @@ -757,16 +755,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Fourier transform" + "## 傅立叶转换" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Fourier transforms are one of the universal tools in computational physics, which appear over and over again in different contexts. SciPy provides functions for accessing the classic [FFTPACK](http://www.netlib.org/fftpack/) library from NetLib, which is an efficient and well tested FFT library written in FORTRAN. The SciPy API has a few additional convenience functions, but overall the API is closely related to the original FORTRAN library.\n", + "傅里叶变换是计算物理中的通用工具之一,它在不同的环境中反复出现。SciPy提供了从NetLib访问经典库[FFTPACK](http://www.netlib.org/fftpack/)的函数,NetLib是用FORTRAN编写的高效且经过良好测试的FFT库。SciPy的API有一些额外的便利函数,但是总的来说API是接近于原来的FORTRAN函数库的。\n", "\n", - "To use the `fftpack` module in a python program, include it using:" + "为了在python程序中使用`fftpack`模块,我们需要这样包含它:" ] }, { @@ -783,7 +781,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "To demonstrate how to do a fast Fourier transform with SciPy, let's look at the FFT of the solution to the damped oscillator from the previous section:" + "为了演示如何用SciPy进行快速傅立叶变换,我们先看以前章节中阻尼谐振子的傅立叶变换结果:" ] }, { @@ -795,11 +793,11 @@ "N = len(t)\n", "dt = t[1]-t[0]\n", "\n", - "# calculate the fast fourier transform\n", - "# y2 is the solution to the under-damped oscillator from the previous section\n", + "# 计算快速傅立叶变换\n", + "# y2是以前章节中欠阻尼谐阵子中的解\n", "F = fft(y2[:,0]) \n", "\n", - "# calculate the frequencies for the components in F\n", + "# 计算F中组成的频率\n", "w = fftfreq(N, dt)" ] }, @@ -828,7 +826,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Since the signal is real, the spectrum is symmetric. We therefore only need to plot the part that corresponds to the postive frequencies. To extract that part of the `w` and `F` we can use some of the indexing tricks for NumPy arrays that we saw in Lecture 2:" + "因为信号是在真实的,所以频谱是对称的。我们因此仅仅需要正频率。为了提取`w`和`F`的部分,我们可以用一些我们在第二节课看到的NumPy索引技巧。" ] }, { @@ -837,7 +835,7 @@ "metadata": {}, "outputs": [], "source": [ - "indices = where(w > 0) # select only indices for elements that corresponds to positive frequencies\n", + "indices = where(w > 0) # 仅仅选取对应正频率的元素索引\n", "w_pos = w[indices]\n", "F_pos = F[indices]" ] @@ -868,44 +866,43 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "As expected, we now see a peak in the spectrum that is centered around 1, which is the frequency we used in the damped oscillator example." + "和预期的一样,我们现在在频谱图上看到峰值中心在1左右,这也是我们在阻尼谐振子例子中的频率。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Linear algebra" + "## 线性代数" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The linear algebra module contains a lot of matrix related functions, including linear equation solving, eigenvalue solvers, matrix functions (for example matrix-exponentiation), a number of different decompositions (SVD, LU, cholesky), etc. \n", + "线性代数模块包含了许多矩阵相关的函数,包括线性函数求解,特征值,矩阵方程(例如矩阵求幂)和许多不同的分解(SVD,LU,cholesky)等。\n", "\n", - "Detailed documetation is available at: http://docs.scipy.org/doc/scipy/reference/linalg.html\n", + "详细的教程可以在这里找到:http://docs.scipy.org/doc/scipy/reference/linalg.html\n", "\n", - "Here we will look at how to use some of these functions:\n", - "\n" + "在这里我们将会看到如何去用这些函数:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Linear equation systems" + "### 线性代数系统" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Linear equation systems on the matrix form\n", + "矩阵形式的线性代数系统\n", "\n", "$A x = b$\n", "\n", - "where $A$ is a matrix and $x,b$ are vectors can be solved like:" + "在这里$A$是一个矩阵而$x,b$是向量,可以以这样的方式来解决:" ] }, { @@ -967,7 +964,7 @@ } ], "source": [ - "# check\n", + "# 检查\n", "np.dot(A, x) - b" ] }, @@ -975,11 +972,11 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We can also do the same with\n", + "我们也可以这样来做\n", "\n", "$A X = B$\n", "\n", - "where $A, B, X$ are matrices:" + "在这里$A, B, X$是矩阵:" ] }, { @@ -1040,7 +1037,7 @@ } ], "source": [ - "# check\n", + "# 检查\n", "norm(dot(A, X) - B)" ] }, @@ -1048,20 +1045,20 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Eigenvalues and eigenvectors" + "### 特征值和特征向量" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The eigenvalue problem for a matrix $A$:\n", + "矩阵$A$的特征值问题:\n", "\n", "$\\displaystyle A v_n = \\lambda_n v_n$\n", "\n", - "where $v_n$ is the $n$th eigenvector and $\\lambda_n$ is the $n$th eigenvalue.\n", + "在这里$v_n$是第$n$个特征向量而$\\lambda_n$是第$n$个特征值。\n", "\n", - "To calculate eigenvalues of a matrix, use the `eigvals` and for calculating both eigenvalues and eigenvectors, use the function `eig`:" + "为了计算矩阵的特征值,用`eigvals`。而对于计算特征值和特征向量,用函数`eig`:" ] }, { @@ -1148,7 +1145,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The eigenvectors corresponding to the $n$th eigenvalue (stored in `evals[n]`) is the $n$th *column* in `evecs`, i.e., `evecs[:,n]`. To verify this, let's try mutiplying eigenvectors with the matrix and compare to the product of the eigenvector and the eigenvalue:" + "特征向量对应着第$n$个特征值(以`evals[n]`的形式存储)是`evecs`的第$n$列,例如`evecs[:,n]`。为了验证这个,我们一起尝试去用特征向量乘以矩阵A并与特征向量和特征值的乘积的对比:" ] }, { @@ -1177,14 +1174,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "There are also more specialized eigensolvers, like the `eigh` for Hermitian matrices. " + "也有一些更专业的特征求解器,例如用于Hermitian矩阵的`eigh`。 " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Matrix operations" + "### 矩阵操作" ] }, { @@ -1206,7 +1203,7 @@ } ], "source": [ - "# the matrix inverse\n", + "# 矩阵求逆\n", "inv(A)" ] }, @@ -1227,7 +1224,7 @@ } ], "source": [ - "# determinant\n", + "# 行列式\n", "det(A)" ] }, @@ -1248,7 +1245,7 @@ } ], "source": [ - "# norms of various orders\n", + "# 不同阶的范数\n", "norm(A, ord=2), norm(A, ord=Inf)" ] }, @@ -1256,20 +1253,20 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Sparse matrices" + "### 稀疏矩阵" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Sparse matrices are often useful in numerical simulations dealing with large systems, if the problem can be described in matrix form where the matrices or vectors mostly contains zeros. Scipy has a good support for sparse matrices, with basic linear algebra operations (such as equation solving, eigenvalue calculations, etc).\n", + "如果问题可以用矩阵形式描述,其中矩阵或向量大多包含0,那么稀疏矩阵在处理大型系统的数值模拟中通常是有用的。Scipy对稀疏矩阵有很好的支持,可以进行基本的线性代数运算(比如方程求解、特征值计算等)。\n", "\n", - "There are many possible strategies for storing sparse matrices in an efficient way. Some of the most common are the so-called coordinate form (COO), list of list (LIL) form, and compressed-sparse column CSC (and row, CSR). Each format has some advantanges and disadvantages. Most computational algorithms (equation solving, matrix-matrix multiplication, etc) can be efficiently implemented using CSR or CSC formats, but they are not so intuitive and not so easy to initialize. So often a sparse matrix is initially created in COO or LIL format (where we can efficiently add elements to the sparse matrix data), and then converted to CSC or CSR before used in real calcalations.\n", + "有许多可能的策略去有效地存储稀疏矩阵。最常见的是所谓的坐标形式(COO)、列表的列表形式(LIL)和压缩稀疏列CSC(和行,CSR)。每种格式都有一些优点和缺点。大多数计算算法(方程求解、矩阵-矩阵乘法等)可以使用CSR或CSC格式有效地实现,但它们不那么直观,也不那么容易初始化。因此,稀疏矩阵通常最初以COO或LIL格式创建(在这种格式中,我们可以有效地向稀疏矩阵数据添加元素),然后在实际计算中使用之前转换为CSC或CSR。\n", "\n", - "For more information about these sparse formats, see e.g. http://en.wikipedia.org/wiki/Sparse_matrix\n", + "更多的关于稀疏格式的信息可以参考http://en.wikipedia.org/wiki/Sparse_matrix\n", "\n", - "When we create a sparse matrix we have to choose which format it should be stored in. For example, " + "当我们创造一个稀疏矩阵时我们需要去选择他们应该以何种格式来存储。例如:" ] }, { @@ -1301,7 +1298,7 @@ } ], "source": [ - "# dense matrix\n", + "# 稠密矩阵\n", "M = array([[1,0,0,0], [0,3,0,0], [0,1,1,0], [1,0,0,1]]); M" ] }, @@ -1323,7 +1320,7 @@ } ], "source": [ - "# convert from dense to sparse\n", + "# 从稠密转向稀疏\n", "A = csr_matrix(M); A" ] }, @@ -1347,7 +1344,7 @@ } ], "source": [ - "# convert from sparse to dense\n", + "# 从稀疏转向稠密\n", "A.todense()" ] }, @@ -1355,7 +1352,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "More efficient way to create sparse matrices: create an empty matrix and populate with using matrix indexing (avoids creating a potentially large dense matrix)" + "创建稀疏矩阵更有效的方法:创建一个空的矩阵并用矩阵索引填充(避免创建一个潜在的大型稠密矩阵)" ] }, { @@ -1376,7 +1373,7 @@ } ], "source": [ - "A = lil_matrix((4,4)) # empty 4x4 sparse matrix\n", + "A = lil_matrix((4,4)) # 空的4×4稀疏矩阵\n", "A[0,0] = 1\n", "A[1,1] = 3\n", "A[2,2] = A[2,1] = 1\n", @@ -1411,7 +1408,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Converting between different sparse matrix formats:" + "在不同的稀疏矩阵格式中转换:" ] }, { @@ -1481,7 +1478,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We can compute with sparse matrices like with dense matrices:" + "我们可以像计算稠密矩阵那样计算稀疏矩阵:" ] }, { @@ -1619,7 +1616,7 @@ } ], "source": [ - "# sparse matrix - dense vector multiplication\n", + "# 稀疏矩阵-稠密向量乘法\n", "A * v" ] }, @@ -1643,7 +1640,7 @@ } ], "source": [ - "# same result with dense matrix - dense vector multiplcation\n", + "# 和稠密矩阵一样的结果-稠密向量乘法\n", "A.todense() * v" ] }, @@ -1651,16 +1648,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Optimization" + "## 优化" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Optimization (finding minima or maxima of a function) is a large field in mathematics, and optimization of complicated functions or in many variables can be rather involved. Here we will only look at a few very simple cases. For a more detailed introduction to optimization with SciPy see: http://scipy-lectures.github.com/advanced/mathematical_optimization/index.html\n", + "优化(找出方程的最大值或最小值)是数学中的一块大的领域,而复杂函数或多变量函数的最优化是相当复杂的。在这里我们将会看一些非常简单的例子。对于有关利用SciPy实现最优化的更详细的内容参考:http://scipy-lectures.github.com/advanced/mathematical_optimization/index.html\n", "\n", - "To use the optimization module in scipy first include the `optimize` module:" + "为了在SciPy中是有最优化模块我们首先需要包含`optimize`模块:" ] }, { @@ -1676,14 +1673,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Finding a minima" + "### 找到最小值" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Let's first look at how to find the minima of a simple function of a single variable:" + "我们先看如何找到简单的单变量方程的最小值。" ] }, { @@ -1722,7 +1719,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We can use the `fmin_bfgs` function to find the minima of a function:" + "我们可以用`fmin_bfgs`函数找到方程的最小值:" ] }, { @@ -1792,7 +1789,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We can also use the `brent` or `fminbound` functions. They have a bit different syntax and use different algorithms. " + "我们也可以用`brent`或`fminbound`函数。他们有一点句法上的不同而且用了不同的算法。" ] }, { @@ -1839,14 +1836,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Finding a solution to a function" + "### 找到一个方程的解" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "To find the root for a function of the form $f(x) = 0$ we can use the `fsolve` function. It requires an initial guess: " + "为了找到一个$f(x) = 0$形式的方程的跟,我们可以用`fsolve`方程。它需要一个初始假设:" ] }, { @@ -1857,7 +1854,7 @@ "source": [ "omega_c = 3.0\n", "def f(omega):\n", - " # a transcendental equation: resonance frequencies of a low-Q SQUID terminated microwave resonator\n", + " # 一个先验证方程:一个low-Q SQUID的终止微波共振器的共振频率\n", " return tan(2*pi*omega) - omega_c/omega" ] }, @@ -1889,7 +1886,7 @@ "x = linspace(0, 3, 1000)\n", "y = f(x)\n", "mask = where(abs(y) > 50)\n", - "x[mask] = y[mask] = NaN # get rid of vertical line when the function flip sign\n", + "x[mask] = y[mask] = NaN # 当函数翻转符号时去掉竖线\n", "ax.plot(x, y)\n", "ax.plot([0, 3], [0, 0], 'k')\n", "ax.set_ylim(-5,5);" @@ -1959,14 +1956,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Interpolation" + "## 插值" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Interpolation is simple and convenient in scipy: The `interp1d` function, when given arrays describing X and Y data, returns and object that behaves like a function that can be called for an arbitrary value of x (in the range covered by X), and it returns the corresponding interpolated y value:" + "插值在scipy中是简单而方便的:当给定描述X和Y数据的数组时,`interp1d`函数返回的对象就像函数一样,可以调用任意的X值(在X覆盖的区域内),而且他返回的相应的经过插值得到的y。" ] }, { @@ -1997,7 +1994,7 @@ "n = arange(0, 10) \n", "x = linspace(0, 9, 100)\n", "\n", - "y_meas = f(n) + 0.1 * randn(len(n)) # simulate measurement with noise\n", + "y_meas = f(n) + 0.1 * randn(len(n)) # 带噪声模拟测量\n", "y_real = f(x)\n", "\n", "linear_interpolation = interp1d(n, y_meas)\n", @@ -2036,16 +2033,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Statistics" + "## 统计" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The `scipy.stats` module contains a large number of statistical distributions, statistical functions and tests. For a complete documentation of its features, see http://docs.scipy.org/doc/scipy/reference/stats.html.\n", + "`scipy.stats`模块包含了许多统计分布,统计函数和测试。对于它完整特征的文档描述可以参考:http://docs.scipy.org/doc/scipy/reference/stats.html.\n", "\n", - "There is also a very powerful python package for statistical modelling called statsmodels. See http://statsmodels.sourceforge.net for more details." + "也有一个对于统计建模同样非常有用的python包叫做statsmodels。参考http://statsmodels.sourceforge.net" ] }, { @@ -2063,9 +2060,9 @@ "metadata": {}, "outputs": [], "source": [ - "# create a (discreet) random variable with poissionian distribution\n", + "# 创建一个(离散的)具有泊松分布的随机变量\n", "\n", - "X = stats.poisson(3.5) # photon distribution for a coherent state with n=3.5 photons" + "X = stats.poisson(3.5) # n=3.5光子时相干态的光子分布" ] }, { @@ -2089,13 +2086,13 @@ "\n", "fig, axes = plt.subplots(3,1, sharex=True)\n", "\n", - "# plot the probability mass function (PMF)\n", + "# 画出概率密度函数(PMF)\n", "axes[0].step(n, X.pmf(n))\n", "\n", - "# plot the commulative distribution function (CDF)\n", + "# 画出累积分布函数(CDF)\n", "axes[1].step(n, X.cdf(n))\n", "\n", - "# plot histogram of 1000 random realizations of the stochastic variable X\n", + "# 绘制1000个随机变量X的随机实现的直方图\n", "axes[2].hist(X.rvs(size=1000));" ] }, @@ -2105,7 +2102,7 @@ "metadata": {}, "outputs": [], "source": [ - "# create a (continous) random variable with normal distribution\n", + "# 创建一个(连续的)正态分布的随机变量\n", "Y = stats.norm()" ] }, @@ -2130,13 +2127,13 @@ "\n", "fig, axes = plt.subplots(3,1, sharex=True)\n", "\n", - "# plot the probability distribution function (PDF)\n", + "# 画出概率密度函数 (PDF)\n", "axes[0].plot(x, Y.pdf(x))\n", "\n", - "# plot the commulative distributin function (CDF)\n", + "# 画出累积分布函数(CDF)\n", "axes[1].plot(x, Y.cdf(x));\n", "\n", - "# plot histogram of 1000 random realizations of the stochastic variable Y\n", + "# 绘制随机变量Y的1000个随机实现的直方图\n", "axes[2].hist(Y.rvs(size=1000), bins=50);" ] }, @@ -2144,7 +2141,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Statistics:" + "统计:" ] }, { @@ -2164,7 +2161,7 @@ } ], "source": [ - "X.mean(), X.std(), X.var() # poission distribution" + "X.mean(), X.std(), X.var() # 泊松分布" ] }, { @@ -2184,21 +2181,21 @@ } ], "source": [ - "Y.mean(), Y.std(), Y.var() # normal distribution" + "Y.mean(), Y.std(), Y.var() # 正态分布" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Statistical tests" + "### 统计测试" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Test if two sets of (independent) random data comes from the same distribution:" + "测试是否两组独立的随机变量来自同样的分布:" ] }, { @@ -2226,14 +2223,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Since the p value is very large we cannot reject the hypothesis that the two sets of random data have *different* means." + "因为p值非常的大所以我们不能否定两组数据具有*不同的*均值假设。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "To test if the mean of a single sample of data has mean 0.1 (the true mean is 0.0):" + "检验单个样本数据的均值是否为0.1(真实均值为0.0):" ] }, { @@ -2260,7 +2257,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Low p-value means that we can reject the hypothesis that the mean of Y is 0.1." + "低P值意味着我们可以拒绝Y均值是0.1的假设。" ] }, { @@ -2307,23 +2304,23 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Further reading" + "## 进一步的阅读" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "* http://www.scipy.org - The official web page for the SciPy project.\n", - "* http://docs.scipy.org/doc/scipy/reference/tutorial/index.html - A tutorial on how to get started using SciPy. \n", - "* https://github.com/scipy/scipy/ - The SciPy source code. " + "* http://www.scipy.org - SciPy项目官方网站.\n", + "* http://docs.scipy.org/doc/scipy/reference/tutorial/index.html - 关于如何开始使用SciPy的教程. \n", + "* https://github.com/scipy/scipy/ - SciPy源码. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Versions" + "## 版本" ] }, { @@ -2415,7 +2412,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2" + "version": "3.6.8" } }, "nbformat": 4, diff --git a/1_numpy_matplotlib_scipy_sympy/5-sympy_tutorial.ipynb b/1_numpy_matplotlib_scipy_sympy/5-sympy_tutorial.ipynb index c4de80e..2facea3 100644 --- a/1_numpy_matplotlib_scipy_sympy/5-sympy_tutorial.ipynb +++ b/1_numpy_matplotlib_scipy_sympy/5-sympy_tutorial.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Sympy - Symbolic algebra in Python" + "# Sympy - Python中的符号代数" ] }, { @@ -13,14 +13,14 @@ "source": [ "J.R. Johansson (jrjohansson at gmail.com)\n", "\n", - "The latest version of this [IPython notebook](http://ipython.org/notebook.html) lecture is available at [http://github.com/jrjohansson/scientific-python-lectures](http://github.com/jrjohansson/scientific-python-lectures).\n", + "这门课的最新版本[IPython notebook](http://ipython.org/notebook.html) 可以在这里获得[http://github.com/jrjohansson/scientific-python-lectures](http://github.com/jrjohansson/scientific-python-lectures).\n", "\n", - "The other notebooks in this lecture series are indexed at [http://jrjohansson.github.io](http://jrjohansson.github.io)." + "这节课其他的参考书可以在这里找到[http://jrjohansson.github.io](http://jrjohansson.github.io) 。" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -32,28 +32,28 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Introduction" + "## 简介" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "There are two notable Computer Algebra Systems (CAS) for Python:\n", + "有两个值得注意的Python计算机代数系统(CAS):\n", "\n", - "* [SymPy](http://sympy.org/en/index.html) - A python module that can be used in any Python program, or in an IPython session, that provides powerful CAS features. \n", - "* [Sage](http://www.sagemath.org/) - Sage is a full-featured and very powerful CAS enviroment that aims to provide an open source system that competes with Mathematica and Maple. Sage is not a regular Python module, but rather a CAS environment that uses Python as its programming language.\n", + "* [SymPy](http://sympy.org/en/index.html) - 这是一个python模块可以被用在任意的Python程序或者是IPython会话中,它提供了强大的计算机代数系统(CAS)特征。\n", + "* [Sage](http://www.sagemath.org/) - Sage 是一个全功能的且非常强大的CAS环境,它的目的是提供一个与Mathematica和Maple竞争的开源系统。Sage并不是一个常规的Python模块,而是一个CAS环境用Python作为其编程语言。\n", "\n", - "Sage is in some aspects more powerful than SymPy, but both offer very comprehensive CAS functionality. The advantage of SymPy is that it is a regular Python module and integrates well with the IPython notebook. \n", + "Sage在某些方面比SymPy更加强大,但是他们都提供非常完善的CAS功能。SymPy的优点是,它是一个常规的Python模块而且和IPython notebook集成的很好。\n", "\n", - "In this lecture we will therefore look at how to use SymPy with IPython notebooks. If you are interested in an open source CAS environment I also recommend to read more about Sage.\n", + "在这个课上我们将会学会如何运用SymPy和IPython notebooks。如果你对CAS开源环境感兴趣,我也推荐你去阅读更多关于Sage的内容。\n", "\n", - "To get started using SymPy in a Python program or notebook, import the module `sympy`:" + "为了开始在Python程序或笔记本中使用SymPy,首先导入模块`sympy`:" ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -64,20 +64,20 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "To get nice-looking $\\LaTeX$ formatted output run:" + "为了得到一个看起来更好的$\\LaTeX$格式输出运行:" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "init_printing()\n", "\n", - "# or with older versions of sympy/ipython, load the IPython extension\n", + "# 或者使用较旧版本的sympy/ipython,加载ipython扩展\n", "#%load_ext sympy.interactive.ipythonprinting\n", - "# or\n", + "# 或者\n", "#%load_ext sympyprinting" ] }, @@ -85,19 +85,19 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Symbolic variables" + "## 符号变量" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "In SymPy we need to create symbols for the variables we want to work with. We can create a new symbol using the `Symbol` class:" + "在SymPy中我们需要为需要处理的变量创造符号。我们可以创建一个新的符号用`Symbol`类:" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -106,21 +106,21 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAEoAAAAYCAYAAABdlmuNAAAABHNCSVQICAgIfAhkiAAAA4NJREFUWIXt2F2IVVUUB/DfWA+KSqJFQlE9SBZF3IwgysLCaaAeinyohMo+IIwoCIOMoqGojCJHooJeGuklRcGohyyjELNIMwcnLOhDMjBmKCn6mKS0h7VPHk/n3HvPdEdlmD9s9r1rr3X2Ov+71tpr367e3l4TaI1Jx9qB4wjLsQ2/YBhv4vxscYKow1iAl3AprsJf2ISZVBO1GkOYOvb+HTVchEO4q2K9B69iELtwC07BZZQTdXFSWoHfOuzsscSn2IAnMK0N/emCn/2UE/WkyNOXO+Tg8YSnMRv3taG7CjvxEf8l6mwsxFr80UEHq7BEpMOCo7AXfIIvcLfm9fl5zMci/K1E+Q50YU2J8TvipRYV5F3oT2sr6vn9v3Bt2rOdcWHO7nWcge6K567EzaKgf5MJTywoLRQMflzygAexQ+T4hqQHz+E2vIKHWr9fx/CzKA9L8TnW5dbOwY3YgncxkFv7MM3d2Fh45qpkd6WIvH+Rj6ipaGC38iI+gNdwrij28DAeEKm6tNWbdRhbRJQTP1xvbuxI8n48joM5u21pvqLwvBdxOxaLAj47jWkcSdRpOAH7mjj3KEbwGO4VhX+jIO5gE7uxQiPNOwvyeRVyIhJHRPrlcY846d4THGRjGUem3qw072/i2F70iRR7AVtxAw40scmwB2dWrL1fIlstin0zZEQNFOTzRMM4WGH3E04tyLqabZQnKjvlJrdwbjj3+U783kI/Qx9mFGQNXCdI2VNYK4uGIhr4FV/lZNMxR9StPyvspqh5queJGkrzrDLFhMWieP8g8vd+7demvhLZEkFUPz5o8zkZZogI3SpOtgwNER1VRE9Ktt/W2Sxfo/aJaJlboXuNeKFBXIAvxXWgSn+s0SztqCZqruZEliJP1CFsxskidPOYL47f78WdaBiPiIh8ps6GHURVIc9u/Lsq7C5Jc1ldrESx4Vyf5p6CQ2+J06Lb4VNxHbaL1Lm8zqYdQlVEzUzzeTi9xO5q0QO+UWezMqKGcGv6Pgdvi2jrwdcF/eVpfrbOph1CQ7QkxchZix9F63JTYe0kXC9++L11Nit25gdE0X1KtP2fiaJdhU1aHKst0J/GaNCokK9RfgUjAmCyOJBqoexiuBLfiY52PGGKyID1oquvhTKiRkSnvd34+uPuLHEfXTYa42LqZdicxnjCbnEPHBUm/jNvExNEtYl/AHrLvxTF7fOwAAAAAElFTkSuQmCC\n", "text/latex": [ - "$$\\left(x + \\pi\\right)^{2}$$" + "$\\displaystyle \\left(x + \\pi\\right)^{2}$" ], "text/plain": [ " 2\n", "(x + π) " ] }, - "execution_count": 4, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -131,17 +131,17 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ - "# alternative way of defining symbols\n", + "# 定义符号的可替代的方式\n", "a, b, c = symbols(\"a, b, c\")" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -150,7 +150,7 @@ "sympy.core.symbol.Symbol" ] }, - "execution_count": 6, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -163,12 +163,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We can add assumptions to symbols when we create them:" + "我们可以给符号加上假设当我们创造他们的时候:" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -177,7 +177,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -186,7 +186,7 @@ "False" ] }, - "execution_count": 8, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -197,7 +197,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -206,20 +206,19 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAACoAAAAPBAMAAABgjEDtAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA\nAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAv3aB7AAAAD3RSTlMA782r3SJ2ZjIQmUS7\nVIlAnjihAAAACXBIWXMAAA7EAAAOxAGVKw4bAAAAv0lEQVQYGWNg/GQs72z0hQEV8Acw5BcwNKIK\nMsxiAIkyo4mGg0XZJqAKR4BFOUCi0Q2c3QFwWaAJ3Iq5j0LXH+A9n8DAuvwxWAooysC4dn4B0wEG\n/gSGLRO4JUEaQKJMDgwMPGBROQYGMaAgRNQAKsrxq7zcHC66ACrK/hckBARgExbA1H4DiyFEmQ8w\nxCcwODEwTIOpZQGqZRdguHiSob+AYSUDA/caeZkV3Of/XGBgeJc2RWQCp1XeBKghaBQAM0c287zN\nvm0AAAAASUVORK5CYII=\n", "text/latex": [ - "$$\\mathrm{True}$$" + "$\\displaystyle \\text{True}$" ], "text/plain": [ "True" ] }, - "execution_count": 11, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -232,32 +231,32 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Complex numbers" + "### 复数" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The imaginary unit is denoted `I` in Sympy. " + "虚数单位在Sympy中被记做`I`。" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAACoAAAAQBAMAAACSDPCjAAAALVBMVEX///8AAAAAAAAAAAAAAAAA\nAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADAOrOgAAAADnRSTlMAVO8Qq5l2zWaJ3SK7RPx7\nN2kAAAAJcEhZcwAADsQAAA7EAZUrDhsAAABySURBVBgZY2DABCwHGBgYldHFWRoYTEIeQ0UZE5Ck\n2SgRNQsDmoRhwoRLWES5BcLhopzl5VXq5eUODAzMDM/gokAGzGWMIEdhmMvuYIBF1E5gAhbRe9wN\nDKxOzz2A5gABzFyWDggfQsJEkcWATtoA5wMA/Fcc5MixWvAAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/latex": [ - "$$1 + i$$" + "$\\displaystyle 1 + i$" ], "text/plain": [ "1 + ⅈ" ] }, - "execution_count": 12, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -268,20 +267,20 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAABgAAAAPBAMAAAAMihLoAAAAJFBMVEX///8AAAAAAAAAAAAAAAAA\nAAAAAAAAAAAAAAAAAAAAAAAAAADHJj5lAAAAC3RSTlMAEM3dMlTvq5l2ZtVdCTcAAAAJcEhZcwAA\nDsQAAA7EAZUrDhsAAAAqSURBVAgdY2DAClgTEcLi7RsRHAZOMjlCxiCgwkC2ATA3cJRtqoKxwTQA\nC0AL2ft3JesAAAAASUVORK5CYII=\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAB4AAAASCAYAAABM8m7ZAAAABHNCSVQICAgIfAhkiAAAALNJREFUSInt1L0OQUEQBeCPqNVKUYiOVu0FFHq1UqJU3HfwAgrvofAcEhJRqUSho7C3uUEuWT8JJznZyebsnMzuzBaSJPEJFCPn62GCBfY4YXZNWIpsPEYTB2zQuCWMXfEQdZQxuCeMXfE8rzB2xbnxN165jEBeXh2VPMg21xLHB85vYxl3nk30KL7mjd+G2B9INxAqYW1jGuIdRq8wbqGf2asFwjo1jn3VCQp3WE2Fv9dcZz7QH574iD8PAAAAAElFTkSuQmCC\n", "text/latex": [ - "$$-1$$" + "$\\displaystyle -1$" ], "text/plain": [ "-1" ] }, - "execution_count": 13, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -292,21 +291,21 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAEwAAAAbBAMAAAAkMnRXAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\n", + "image/png": "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\n", "text/latex": [ - "$$\\left(i x + 1\\right)^{2}$$" + "$\\displaystyle \\left(i x + 1\\right)^{2}$" ], "text/plain": [ " 2\n", "(ⅈ⋅x + 1) " ] }, - "execution_count": 14, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -319,19 +318,19 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Rational numbers" + "### 有理数" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "There are three different numerical types in SymPy: `Real`, `Rational`, `Integer`: " + "在SymPy中有三个不同的数学表达形式`Real`, `Rational`, `Integer`:" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -341,20 +340,20 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAAsAAAAqBAMAAACXcryGAAAAMFBMVEX///8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAv3aB7AAAAD3RSTlMAMpndu3bvImbNiRBUq0Qb3U6NAAAAkklEQVQYGWNgYGAQAmIgMAGTrClgqmIKmFoApjgKwNRWBjC1AEzxCICpXQxg6uzdu9+ugnVAtDN8AXOW/L8Bpski/oPAB6K0Tt0g9ACoMP//V5DyWVcLQNQFEAGnbrQqgnjeDPUPQDQDiwGYYvrOwMA7gYHrHwMD2wQGpt8MDEwMDMwTGBjYFRjaQMYUrdVmYAAAOF8pKUDr98cAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/latex": [ - "$$\\frac{4}{5}$$" + "$\\displaystyle \\frac{4}{5}$" ], "text/plain": [ "4/5" ] }, - "execution_count": 10, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -365,14 +364,14 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/latex": [ - "$$\\frac{41}{20}$$" + "$\\displaystyle \\frac{41}{20}$" ], "text/plain": [ "41\n", @@ -380,7 +379,7 @@ "20" ] }, - "execution_count": 11, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -391,14 +390,14 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/latex": [ - "$$\\frac{16}{25}$$" + "$\\displaystyle \\frac{16}{25}$" ], "text/plain": [ "16\n", @@ -406,7 +405,7 @@ "25" ] }, - "execution_count": 13, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -419,34 +418,34 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Numerical evaluation" + "## 数值评估" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "SymPy uses a library for artitrary precision as numerical backend, and has predefined SymPy expressions for a number of mathematical constants, such as: `pi`, `e`, `oo` for infinity.\n", + "SymPy使用任意精度的库作为数值后端,而且预定义了许多数学常数,例如:`pi`, `e`,和用`oo`代表无限。\n", "\n", - "To evaluate an expression numerically we can use the `evalf` function (or `N`). It takes an argument `n` which specifies the number of significant digits." + "为了数值地衡量一个表达,我们可以用`evalf`方程(或者`N`)。它使用了一个参数`n`确定了有效数字的数量。" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "image/png": 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"text/latex": [ - "$$\\left(x + 3.1416\\right)^{2}$$" + "$\\displaystyle 9.8696 \\left(0.31831 x + 1\\right)^{2}$" ], "text/plain": [ - " 2\n", - "(x + 3.1416) " + " 2\n", + "9.8696⋅(0.31831⋅x + 1) " ] }, - "execution_count": 14, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "N(y, 5) # same as evalf" + "N(y, 5) # 和evalf 一样" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "When we numerically evaluate algebraic expressions we often want to substitute a symbol with a numerical value. In SymPy we do that using the `subs` function:" + "当我们数值地衡量代数表达式,我们通常希望带入一个具有数值的符号。在SymPy中我们用`subs`方程来这样做:" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 31, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAFYAAAAbBAMAAAAUvmV2AAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\n", + "image/png": "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\n", "text/latex": [ - "$$\\left(1.5 + \\pi\\right)^{2}$$" + "$\\displaystyle \\left(1.5 + \\pi\\right)^{2}$" ], "text/plain": [ " 2\n", "(1.5 + π) " ] }, - "execution_count": 22, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -523,20 +522,20 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 32, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAKAAAAAPBAMAAACRq9klAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA\nAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAv3aB7AAAAD3RSTlMAIpm7MhCriUTv3c12\nVGZoascqAAAACXBIWXMAAA7EAAAOxAGVKw4bAAAC7klEQVQ4Ea2UTWhUVxiGnzuTOz+ZmWTMRqwL\nb2MbFREjNqCCJGRhoZvclQtpyRCo+JsMURwU0UvBhbqIUiKxRRxc6KILZ2PrQnAMlFJoyVBKoRu9\nbhRRoqLRmDG5vufcaTbdeuC+95z7fueZ7zs/g9O9dYD/Wu7Xtk3qt3ktWVnZCV//th661n4BTuVI\nA9Inj7birXPHH2zg/jEe8NVIpVJmN+l5KEzamGwUldVp743F8XgQ4pFquCVOB3RRWMK9zUbZ//pY\nh6vRW0jAYZ5HUVTiW7jM7p45xUDu2D3z+t0AJflFOquFEKeW8sleYKbBAkmPrbgjYz7W4ZdDRbgP\nq/kUUvADjA2Qj4EaqzlPBTSSmWK4lu7FrWarpF5zNnCbTGi+2oyPdSiZ0RHYQxm0GHf9/wHTOQGt\noJIzr/x0mJszQC3NEtsNwAKtEwMn+jilj5m6sbjpL2c4Oz0ADw3QCu4NFbBkYmk3Rewp0/xyOlBP\nGcbO6LPPVGr0ONTHpB5htaitkpO+M49bF9AKzonPlWt0y4RNlGHlNd9thlzR0ACt08eaAE43NbZZ\n6qdLy0B920EaAa1oeDzgn3PvAvWu6yE95UY+GzTZAFtOskph380pcF+YGLr1tDJUb3PxbwO0omF2\nsqPEzKQOhqeRToS/AM8DC2w5JF7yiPw7LVzNhOQ9I/EuH1TuZ8oCukZwiiQXs0XaFmFaUSugv/GT\ngKEFWidVMwf5Igw14vPLX2ZeC/ijMvxm796xS38aqXfOCTgs0igFTzhV29/Yv5yhdbI1EnOm1lTI\ncEmxumb5ZaAHSoBsbyx6t79UHmxhEO7xvU5EcUhrKFtraJ2ENqFmMkwWGdJ8PqmMH4hLHq7pbnXI\notMAJR0hD+qZW3TUnRuVniqzFN6TKrutXY4djydFzvs806E1wLtRtEBif3PU7LazbsTXVva/CWP5\nrnsb7Fq3npyuaZVM99oAxnsGoOfqz6F16Dqmo9U2oj8HVjUE/NjtA/9e98ZPxvCDAAAAAElFTkSu\nQmCC\n", + "image/png": "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\n", "text/latex": [ - "$$21.5443823618587$$" + "$\\displaystyle 21.5443823618587$" ], "text/plain": [ "21.5443823618587" ] }, - "execution_count": 23, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -549,26 +548,26 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The `subs` function can of course also be used to substitute Symbols and expressions:" + "`subs`当然也可以被用来代入符号和表达:" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 33, "metadata": {}, "outputs": [ { "data": { - "image/png": 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"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\n", "text/latex": [ - "$$\\left(a + 2 \\pi\\right)^{2}$$" + "$\\displaystyle \\left(a + 2 \\pi\\right)^{2}$" ], "text/plain": [ " 2\n", "(a + 2⋅π) " ] }, - "execution_count": 24, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } @@ -581,12 +580,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We can also combine numerical evolution of expressions with NumPy arrays:" + "我们也可以将表达式的数值演化和NumPy数组结合:" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ @@ -595,7 +594,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ @@ -604,7 +603,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -613,12 +612,12 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 37, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -638,7 +637,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "However, this kind of numerical evolution can be very slow, and there is a much more efficient way to do it: Use the function `lambdify` to \"compile\" a Sympy expression into a function that is much more efficient to evaluate numerically:" + "然而,这个类型的数值演化会是非常慢的,有一种非常有效的方式去做:使用函数`lambdify`去“编译”一个SymPy表达并代入函数再进行数值计算是非常高效的。" ] }, { @@ -647,8 +646,8 @@ "metadata": {}, "outputs": [], "source": [ - "f = lambdify([x], (x + pi)**2, 'numpy') # the first argument is a list of variables that\n", - " # f will be a function of: in this case only x -> f(x)" + "f = lambdify([x], (x + pi)**2, 'numpy') # 第一个参数是一个变量列表\n", + " # f将是以下函数的函数:本例中仅为x -> f(x)" ] }, { @@ -657,14 +656,14 @@ "metadata": {}, "outputs": [], "source": [ - "y_vec = f(x_vec) # now we can directly pass a numpy array and f(x) is efficiently evaluated" + "y_vec = f(x_vec) # 现在我们可以之间传入一个numpy数组而f(x)会被更有效地计算" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The speedup when using \"lambdified\" functions instead of direct numerical evaluation can be significant, often several orders of magnitude. Even in this simple example we get a significant speed up:" + "在使用“speedup”函数而不是直接的进行数值计算时的加速是非常重要的,通常相差几个数量级。即使实在简单的例子中我们也会得到一个明显的加速:" ] }, { @@ -710,28 +709,28 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Algebraic manipulations" + "## 代数操作" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "One of the main uses of an CAS is to perform algebraic manipulations of expressions. For example, we might want to expand a product, factor an expression, or simply an expression. The functions for doing these basic operations in SymPy are demonstrated in this section." + "CAS的一个主要用处是执行表达的代数操作。例如,我们可能想要展开一个乘积,一个表达式的因式,或者只是一个表达式。在本节中演示了在SymPy中进行这些基本操作的功能。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Expand and factor" + "### 展开和乘积" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The first steps in an algebraic manipulation " + "代数操作中的第一步:" ] }, { @@ -787,7 +786,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The `expand` function takes a number of keywords arguments which we can tell the functions what kind of expansions we want to have performed. For example, to expand trigonometric expressions, use the `trig=True` keyword argument:" + "`expand`函数有一些关键字参数,我们可以告诉函数我们想要执行什么样的扩展。例如,为了扩展三角函数表达式,用`trig=True`的关键字参数:" ] }, { @@ -842,14 +841,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "See `help(expand)` for a detailed explanation of the various types of expansions the `expand` functions can perform." + "有关`expand`函数可以执行的各种扩展类型的详细说明,请参见`help(expand)`。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The opposite a product expansion is of course factoring. The factor an expression in SymPy use the `factor` function: " + "与乘积展开相反的当然就是因式分解了。在SymPy中用`factor`函数来进行因式分解表达:" ] }, { @@ -880,16 +879,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Simplify" + "### 化简" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The `simplify` tries to simplify an expression into a nice looking expression, using various techniques. More specific alternatives to the `simplify` functions also exists: `trigsimp`, `powsimp`, `logcombine`, etc. \n", + "`simplify`尝试使用不同的技巧,去将表达简化到易懂的形式。也有很多可以替代`simplify`的函数:`trigsimp`, `powsimp`, `logcombine`等等。\n", "\n", - "The basic usages of these functions are as follows:" + "这些函数的基本用法如下:" ] }, { @@ -913,7 +912,7 @@ } ], "source": [ - "# simplify expands a product\n", + "# simplify 展开乘积\n", "simplify((x+1)*(x+2)*(x+3))" ] }, @@ -938,7 +937,7 @@ } ], "source": [ - "# simplify uses trigonometric identities\n", + "# simplify 使用三角恒等式\n", "simplify(sin(a)**2 + cos(a)**2)" ] }, @@ -972,14 +971,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### apart and together" + "### apart 和 together" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "To manipulate symbolic expressions of fractions, we can use the `apart` and `together` functions:" + "为了处理分数的符号表达式,我们可以用`apart`和`together`函数:" ] }, { @@ -1108,29 +1107,24 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Simplify usually combines fractions but does not factor: " + "简化通常结合分数但不分解:" ] }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 40, "metadata": {}, "outputs": [ { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAIIAAAAvBAMAAADdrw/+AAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\ngg==\n", - "text/latex": [ - "$$\\frac{2 a + 5}{\\left(a + 2\\right) \\left(a + 3\\right)}$$" - ], - "text/plain": [ - " 2⋅a + 5 \n", - "───────────────\n", - "(a + 2)⋅(a + 3)" - ] - }, - "execution_count": 47, - "metadata": {}, - "output_type": "execute_result" + "ename": "NameError", + "evalue": "name 'f2' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0msimplify\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mNameError\u001b[0m: name 'f2' is not defined" + ] } ], "source": [ @@ -1141,28 +1135,28 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Calculus" + "## 微积分" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "In addition to algebraic manipulations, the other main use of CAS is to do calculus, like derivatives and integrals of algebraic expressions." + "除了代数操作之外,CAS的另一个主要用途是做微积分,比如代数表达式的导数和积分。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Differentiation" + "### 微分" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Differentiation is usually simple. Use the `diff` function. The first argument is the expression to take the derivative of, and the second argument is the symbol by which to take the derivative:" + "微分通常是简单的,用`diff`函数。第一个参数是求导的表达式,第二个参数是求导的符号:" ] }, { @@ -1219,7 +1213,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "For higher order derivatives we can do:" + "对于高阶导数我们可以这样:" ] }, { @@ -1269,14 +1263,14 @@ } ], "source": [ - "diff(y**2, x, 2) # same as above" + "diff(y**2, x, 2) # 和上面的一样" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "To calculate the derivative of a multivariate expression, we can do:" + "为了计算多变量表达的导数,我们可以这样做:" ] }, { @@ -1332,14 +1326,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Integration" + "## 积分" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Integration is done in a similar fashion:" + "积分也是以同样的方式进行的:" ] }, { @@ -1398,7 +1392,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "By providing limits for the integration variable we can evaluate definite integrals:" + "通过提供积分变量的极限,我们可以计算定积分:" ] }, { @@ -1429,7 +1423,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "and also improper integrals" + "还有反常积分" ] }, { @@ -1454,28 +1448,28 @@ } ], "source": [ - "integrate(exp(-x**2), (x, -oo, oo))" + "(exp(-x**2), (x, -oo, oo))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Remember, `oo` is the SymPy notation for inifinity." + "记住,`oo`在SymPy中代表无穷。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Sums and products" + "### 加数和乘积" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "We can evaluate sums and products using the functions: 'Sum'" + "我们可以计算加数和乘积使用函数:'Sum'" ] }, { @@ -1572,7 +1566,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Products work much the same way:" + "乘积也是以类似的方式进行的:" ] }, { @@ -1607,14 +1601,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Limits" + "## 极限" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Limits can be evaluated using the `limit` function. For example, " + "极限可以用`limit`函数来计算。例如:" ] }, { @@ -1645,7 +1639,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We can use 'limit' to check the result of derivation using the `diff` function:" + "我们可以用`limit`去检查`diff`函数的推导结果:" ] }, { @@ -1747,7 +1741,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We can change the direction from which we approach the limiting point using the `dir` keywork argument:" + "我们可以改变方向,从我们接近极限点使用`dir`关键字参数:" ] }, { @@ -1802,14 +1796,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Series" + "## 序列" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Series expansion is also one of the most useful features of a CAS. In SymPy we can perform a series expansion of an expression using the `series` function:" + "系列扩展也是CAS最有用的特性之一。在SymPy中,我们可以用`series` 函数对表达式进行级数展开:" ] }, { @@ -1843,7 +1837,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "By default it expands the expression around $x=0$, but we can expand around any value of $x$ by explicitly include a value in the function call:" + "默认情况下,它在$x=0$附近扩展表达式,但是我们可以通过在函数调用中显式包含一个值来扩展$x$的任何值:" ] }, { @@ -1882,7 +1876,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "And we can explicitly define to which order the series expansion should be carried out:" + "可以明确定义级数展开的顺序为:" ] }, { @@ -2526,7 +2520,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2" + "version": "3.6.8" } }, "nbformat": 4,