From 44c280f65b12cc7063b2710f9605ccb10d8ac972 Mon Sep 17 00:00:00 2001 From: Roger Labbe Date: Mon, 1 Jan 2018 14:16:39 -0800 Subject: [PATCH] Added SciPy/NumPy/Matplotlib examples Added a few more examples for each package, and moved them to the preface to improve the flow of the g-h chapter. --- 00-Preface.ipynb | 854 +++++++++++++++++++++++++++++++++++++++++++- 01-g-h-filter.ipynb | 562 ++++------------------------- 2 files changed, 927 insertions(+), 489 deletions(-) diff --git a/00-Preface.ipynb b/00-Preface.ipynb index 0d2e681..f9351f3 100644 --- a/00-Preface.ipynb +++ b/00-Preface.ipynb @@ -25,7 +25,245 @@ "cell_type": "code", "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "#format the book\n", "from book_format import load_style\n", @@ -170,6 +408,620 @@ "Admittedly this is a cumbersome interface to a book. I am following in the footsteps of several other projects that are re-purposing Jupyter Notebook to generate entire books. I feel the slight annoyances have a huge payoff - instead of having to download a separate code base and run it in an IDE while you try to read a book, all of the code and text is in one place. If you want to alter the code, you may do so and immediately see the effects of your change. If you find a bug, you can make a fix, and push it back to my repository so that everyone in the world benefits. And, of course, you will never encounter a problem I face all the time with traditional books - the book and the code are out of sync with each other, and you are left scratching your head as to which source to trust." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Jupyter\n", + "\n", + "First, some words about using Jupyter Notebooks with this book. This book is interactive. If you want to run code examples, and especially if you want to see animated plots, you will need to run the code cells. I cannot teach you everything about Jupyter Notebooks. However, a few things trip readers up. You can go to http://jupyter.org/ for detailed documentation.\n", + "\n", + "First, you must always run the topmost code cell, the one with the comment `#format the book`. It is directly above. This does not just set up formatting, which you might not care about, but it also loads some necessary modules and makes some global settings regarding plotting and printing. So, always run this cell unless you are just passively reading. The import from `__future__` helps Python 2.7 work like Python 3.X. Division of integers will return a `float` (`3/10 == 0.3`) instead of an `int` (`3/10 == 0`), and printing requires parens: `print(3)`, not `print 3`. The line\n", + "\n", + "```python\n", + "%matplotlib inline\n", + "```\n", + "causes plots to be displayed inside the notebook. Matplotlib is a plotting package which is described below. For reasons I don't understand the default behavior of Jupyter Notebooks is to generate plots in an external window. \n", + "\n", + "The percent sign in `%matplotlib` is used for IPython *magic* - these are commands to the kernel to do things that are not part of the Python language. There are many useful magic commands, and you can read about them here: http://ipython.readthedocs.io/en/stable/interactive/magics.html \n", + "\n", + "Running the code inside a cell is easy. Click on it so that it has focus (a box will be drawn around it), and then press CTRL-Enter. \n", + "\n", + "Second, cells must be run in order. I break problems up over several cells; if you try to just skip down and run the tenth code cell it almost certainly won't work. If you haven't run anything yet just choose *Run All Above* from the **Cell** menu item. That's the easiest way to ensure everything has been run.\n", + "\n", + "Once cells are run you can often jump around and rerun cells in different orders, but not always. I'm trying to fix this, but there is a tradeoff. I'll define a variable in cell 10 (say), and then run code that modifies that variable in cells 11 and 12. If you go back and run cell 11 again the variable will have the value that was set in cell 12, and the code expects the value that was set in cell 10. So, occasionally you'll get weird results if you run cells out of order. My advise is to backtrack a bit, and run cells in order again to get back to a proper state. It's annoying, but the interactive aspect of Jupyter notebooks more than makes up for it. Better yet, submit an issue on GitHub so I know about the problem and fix it!\n", + "\n", + "Finally, some readers have reported problems with the animated plotting features in some browsers. I have not been able to reproduce this. In parts of the book I use the `%matplotlib notebook` magic, which enables interactive plotting. If these plots are not working for you, try changing this to read `%matplotlib inline`. You will lose the animated plotting, but it seems to work on all platforms and browsers." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## SciPy, NumPy, and Matplotlib\n", + "\n", + "SciPy is a open source collection of software for mathematics. Included in SciPy are NumPy, which provides array objects, linear algebra, random numbers, and more. Matplotlib provides plotting of NumPy arrays. SciPy's modules duplicate some of the functionality in NumPy while adding features such as optimization, image processing, and more.\n", + "\n", + "To keep my efforts for this book managable I have elected to assume that you know how to program in Python, and that you also are familiar with these packages. Nonetheless, I will take a few moments to illustrate a few features of each; realistically you will have to find outside sources to teach you the details. The home page for SciPy, https://scipy.org, is the perfect starting point, though you will soon want to search for relevant tutorials and/or videos.\n", + "\n", + "NumPy, SciPy, and Matplotlib do not come with the default Python distribution; see the *Installation* Appendix if you do not have them installed.\n", + "\n", + "I use NumPy's array data structure throughout the book, so let's learn about them now. I will teach you enough to get started; refer to NumPy's documentation if you want to become an expert.\n", + "\n", + "`numpy.array` implements a one or more dimensional array. Its type is `numpy.ndarray`, and we will refer to this as an ndarray for short. You can construct it with any list-like object. The following constructs a 1-D array from a list:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "text/plain": [ + "array([1, 2, 3])" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import numpy as np\n", + "x = np.array([1, 2, 3])\n", + "print(type(x))\n", + "x" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It has become a industry standard to use `import numpy as np`. \n", + "\n", + "You can also use tuples:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([4, 5, 6])" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x = np.array((4,5,6))\n", + "x" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create multidimensional arrays with nested brackets:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[1 2 3]\n", + " [4 5 6]]\n" + ] + } + ], + "source": [ + "x = np.array([[1, 2, 3],\n", + " [4, 5, 6]])\n", + "print(x)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can create arrays of 3 or more dimensions, but we have no need for that here, and so I will not elaborate.\n", + "\n", + "By default the arrays use the data type of the values in the list; if there are multiple types then it will choose the type that most accurately represents all the values. So, for example, if your list contains a mix of `int` and `float` the data type of the array would be of type `float`. You can override this with the `dtype` parameter." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 1.0 2.0 3.0]\n" + ] + } + ], + "source": [ + "x = np.array([1, 2, 3], dtype=float)\n", + "print(x)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can access the array elements using subscript location:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "6\n" + ] + } + ], + "source": [ + "x = np.array([[1, 2, 3],\n", + " [4, 5, 6]])\n", + "\n", + "print(x[1,2])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can access a column or row by using slices. A colon (:) used as a subscript is shorthand for all data in that row or column. So `x[:,0]` returns an array of all data in the first column (the 0 specifies the first column):" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1, 4])" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x[:, 0]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can get the second row with:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([4, 5, 6])" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x[1, :]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Get the last two elements of the second row with:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([5, 6])" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x[1, 1:]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As with Python `list`s, you can use negative indexes to refer to the end of the array. -1 refers to the last index. So another way to get the last two elements of the second (last) row would be:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([5, 6])" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x[-1, -2:]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can perform matrix addition with the `+` operator, but matrix multiplication requires the `dot` method or function. The `*` operator performs element-wise multiplication, which is **not** what you want for linear algebra." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "abddition:\n", + " [[ 2.0 4.0]\n", + " [ 6.0 8.0]]\n", + "\n", + "element-wise multiplication\n", + " [[ 1.0 4.0]\n", + " [ 9.0 16.0]]\n", + "\n", + "multiplication\n", + " [[ 7.0 10.0]\n", + " [ 15.0 22.0]]\n", + "\n", + "dot is also a member of np.array\n", + " [[ 7.0 10.0]\n", + " [ 15.0 22.0]]\n" + ] + } + ], + "source": [ + "x = np.array([[1., 2.],\n", + " [3., 4.]])\n", + "print('abddition:\\n', x + x)\n", + "print('\\nelement-wise multiplication\\n', x * x)\n", + "print('\\nmultiplication\\n', np.dot(x, x))\n", + "print('\\ndot is also a member of np.array\\n', x.dot(x))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Python 3.5 introduced the `@` operator for matrix multiplication.\n", + "\n", + "```python\n", + "x @ x\n", + "\n", + "[[ 7.0 10.0]\n", + " [ 15.0 22.0]]\n", + "```\n", + "\n", + "This will only work is you are running Python 3.5 or later. So, as much as I prefer this notation to `np.dot(x, x)` I will not use it in this book." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can get the transpose with `.T`, and the inverse with `numpy.linalg.inv`. The SciPy package also provides the inverse function." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "transpose\n", + " [[ 1.0 3.0]\n", + " [ 2.0 4.0]]\n", + "\n", + "NumPy ninverse\n", + " [[ -2.0 1.0]\n", + " [ 1.5 -0.5]]\n", + "\n", + "SciPy inverse\n", + " [[ -2.0 1.0]\n", + " [ 1.5 -0.5]]\n" + ] + } + ], + "source": [ + "import scipy.linalg as linalg\n", + "print('transpose\\n', x.T)\n", + "print('\\nNumPy ninverse\\n', np.linalg.inv(x))\n", + "print('\\nSciPy inverse\\n', linalg.inv(x))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are helper functions like `zeros` to create a matrix of all zeros, `ones` to get all ones, and `eye` to get the identity matrix. If you want a multidimensional array, use a tuple to specify the shape." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "zeros\n", + " [ 0.0 0.0 0.0 0.0 0.0 0.0 0.0]\n", + "\n", + "zeros(3x2)\n", + " [[ 0.0 0.0]\n", + " [ 0.0 0.0]\n", + " [ 0.0 0.0]]\n", + "\n", + "eye\n", + " [[ 1.0 0.0 0.0]\n", + " [ 0.0 1.0 0.0]\n", + " [ 0.0 0.0 1.0]]\n" + ] + } + ], + "source": [ + "print('zeros\\n', np.zeros(7))\n", + "print('\\nzeros(3x2)\\n', np.zeros((3, 2)))\n", + "print('\\neye\\n', np.eye(3))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We have functions to create equally spaced data. `arange` works much like Python's `range` function, except it returns a NumPy array. `linspace` works slightly differently, you call it with `linspace(start, stop, num)`, where `num` is the length of the array that you want." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 0.0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9,\n", + " 1.0, 1.1, 1.2, 1.3, 1.4, 1.5, 1.6, 1.7, 1.8, 1.9])" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.arange(0, 2, 0.1)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 0.0, 0.105, 0.211, 0.316, 0.421, 0.526, 0.632, 0.737,\n", + " 0.842, 0.947, 1.05, 1.16, 1.26, 1.37, 1.47, 1.58,\n", + " 1.68, 1.79, 1.89, 2.0])" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.linspace(0, 2, 20)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now let's plot some data. For the most part it is very simple. Matplotlib contains a plotting library `pyplot`. It is industry standard to import it as `plt`. Once imported, plot numbers by calling `plt.plot` with a list or array of numbers. If you make multiple calls it will plot multiple series, each with a different color." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "a = np.array([6, 3, 5, 2, 4, 1])\n", + "plt.plot([1, 4, 2, 5, 3, 6])\n", + "plt.plot(a)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The output `[]` is because `plt.plot` returns the object that was just created. Ordinarily we do not want to see that, so I add a `;` to my last plotting command to suppress that output.\n", + "\n", + "By default `plot` assumes that the x-series is incremented by one. You can provide your own x-series by passing in both x and y." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "plt.plot(np.arange(0,1, 0.1), [1,4,3,2,6,4,7,3,4,5]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are many more features to these packages which I use in this book. Normally I will introduce them without explanation, trusting that you can infer the usage from context, or search online for an explanation. As always, if you are unsure, create a new cell in the Notebook or fire up a Python console and experiment!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise - Create arrays\n", + "\n", + "I want you to create a NumPy array of 10 elements with each element containing 1/10. There are several ways to do this; try to implement as many as you can think of. " + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# your solution" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Solution\n", + "\n", + "Here are three ways to do this. The first one is the one I want you to know. I used the '/' operator to divide all of the elements of the array with 10. We will shortly use this to convert the units of an array from meters to km." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1]\n", + "[ 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1]\n", + "[ 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1]\n" + ] + } + ], + "source": [ + "print(np.ones(10) / 10.)\n", + "print(np.array([.1, .1, .1, .1, .1, .1, .1, .1, .1, .1]))\n", + "print(np.array([.1]*10))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here is one I haven't covered yet. The function `numpy.asarray()` will convert its argument to an ndarray if it isn't already one. If it is, the data is unchanged. This is a handy way to write a function that can accept either Python lists or ndarrays, and it is very efficient if the type is already ndarray as nothing new is created." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 0.1 0.2 0.3]\n", + "[ 0.4 0.5 0.6]\n" + ] + } + ], + "source": [ + "def one_tenth(x):\n", + " x = np.asarray(x)\n", + " return x / 10.\n", + "\n", + "print(one_tenth([1, 2, 3])) # I work!\n", + "print(one_tenth(np.array([4, 5, 6]))) # so do I!" + ] + }, { "cell_type": "markdown", "metadata": {}, diff --git a/01-g-h-filter.ipynb b/01-g-h-filter.ipynb index e59bb37..40c3678 100644 --- a/01-g-h-filter.ipynb +++ b/01-g-h-filter.ipynb @@ -269,24 +269,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Before we continue, some words about using Jupyter Notebooks with this book. This book is interactive. If you want to run code examples, and especially if you want to see animated plots, you will need to run the code cells. I cannot teach you everything about Jupyter Notebooks. However, a few things trip readers up. You can go to http://jupyter.org/ for detailed documentation.\n", - "\n", - "First, you must always run the topmost code cell, the one with the comment `#format the book`. It is directly above. This does not just set up formatting, which you might not care about, but it also loads some necessary modules and makes some global settings regarding plotting and printing. So, always run this cell unless you are just passively reading. The import from `__future__` helps Python 2.7 work like Python 3.X. Division of integers will return a `float` (`3/10 == 0.3`) instead of an `int` (`3/10 == 0`), and printing requires parens: `print(3)`, not `print 3`. The line\n", - "\n", - "```python\n", - "%matplotlib inline\n", - "```\n", - "causes plots to be displayed inside the noteboook. For reasons I don't understand the default behavior of Jupyter Notebooks is to generate plots in an external window. \n", - "\n", - "The percent sign in `%matplotlib` is used for IPython *magic* - these are commands to the kernel to do things that are not part of the Python language. There are many useful magic commands, and you can read about them here: http://ipython.readthedocs.io/en/stable/interactive/magics.html \n", - "\n", - "Running the code inside a cell is easy. Click on it so that it has focus (a box will be drawn around it), and then press CTRL-Enter. \n", - "\n", - "Second, cells must be run in order. I break problems up over several cells; if you try to just skip down and run the tenth code cell it almost certainly won't work. If you haven't run anything yet just choose *Run All Above* from the **Cell** menu item. That's the easiest way to ensure everything has been run.\n", - "\n", - "Once cells are run you can often jump around and rerun cells in different orders, but not always. I'm trying to fix this, but there is a tradeoff. I'll define a variable in cell 10 (say), and then run code that modifies that variable in cells 11 and 12. If you go back and run cell 11 again the variable will have the value that was set in cell 12, and the code expects the value that was set in cell 10. So, occasionally you'll get weird results if you run cells out of order. My advise is to backtrack a bit, and run cells in order again to get back to a proper state. It's annoying, but the interactive aspect of Jupyter notebooks more than makes up for it. Better yet, submit an issue on GitHub so I know about the problem and fix it!\n", - "\n", - "Finally, some readers have reported problems with the animated plotting features in some browsers. I have not been able to reproduce this. In parts of the book I use the `%matplotlib notebook` magic, which enables interactive plotting. If these plots are not working for you, try changing this to read `%matplotlib inline`. You will lose the animated plotting, but it seems to work on all platforms and browsers." + "Before we start, be sure you understand how to use Jupyter Notebooks, and are familiar with the SciPy, NumPy, and Matplotlib packages, as they are used throughout this book. The Preface contains an introduction to these packages." ] }, { @@ -345,7 +328,7 @@ "data": { "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -449,7 +432,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Average of measurements is 165.0435\n" + "Average of measurements is 165.0009\n" ] } ], @@ -480,7 +463,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Average of measurements is 165.0482\n" + "Average of measurements is 164.9544\n" ] } ], @@ -512,7 +495,7 @@ "data": { "image/png": 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SF6JAkwJCCJFjmjs1Z06nOQBM3DmRzec3K5xR7lOpVHSs0pGtvlsJez+Mdxu+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//RZ/+9vf0K9fPyQkJOCPP/5AZGQk2rZti5s3b2Lt2rVQKpUYNGhQjccuLi7G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\nyRPt379fNTU18vLy0tKlS1VcXEzAGUH/9l5JUkh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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -614,7 +597,7 @@ "source": [ "That doesn't look very convincing. In fact, we can see that there is no horizontal line that we could draw that is inside all of the error bars.\n", "\n", - "Now, let's assume we gained weight. How much? I don't know, but numpy does! We want to draw a line through the measurements that looks 'about' right. numpy has functions that will do this according to a rule called \"least squares fit\". Let's not worry about the details of that computation, or why we are writing our own filter if numpy provides one, and plot the results." + "Now, let's assume we gained weight. How much? I don't know, but NumPy does! We want to draw a line through the measurements that looks 'about' right. NumPy has functions that will do this according to a rule called \"least squares fit\". Let's not worry about the details of that computation, or why we are writing our own filter if NumPy provides one, and plot the results." ] }, { @@ -626,7 +609,7 @@ "data": { "image/png": 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LxMbGok+fPnqlNxMSEiAIAo4fP45x48ZhwIABAIAnnngCM2fOxNChQ9GpU6cW\n2zBw4EBkZGQgICAAY8eORb9+/cx+fbTErFdPx44dMX/+fMyfPx8AUF5ejurqagQEBFi8YURE7cHc\naV1t5bTTuqg+UZBCYTzQvHKlfvTTFHckCgoOuRcoa/mw4CEDgG4BbbuPdnZnoqYZu84ilDVjqY3M\nrXMOANnZ2VCr1ZDJZIiLi7NSyxyMA/1hqzkBAfrvi25ubgCA6upqAMBzzz2HlJQUvPfee1izZg3e\nffddeHh46K2vbCCXyw1uq62txe+//47KykqIoojQ0KbvX2FhYQBg8nTXO9vd0PaGdgP162N//fVX\no7FY6e3fO8OHD8dnn32Gd955B8888wxqamoQExODpUuX4sknnzTahr1792LVqlXYvn07li9fjg4d\nOmDSpElYt26dwf+L1mjTn3N8fX31hnyJiBxNW6Z1tfZ65KDKy5sPNq9eBTQm9G+HDsYz0kZEAJ06\nAbc/LDUYqBUR+sYxKMpVBteRCgDkvu4YGOVvkVttLw2Jmu68p4ZETVun92VQSkRW5+vri2effRbb\nt2/HggULsGvXLkybNg1+fn5N9lUYqK+sUCjg6uqKDh06wMXFBRKJBIWFhU32u379OgBYtCZqYGAg\nPDw8sHPnTqPPN5g4cSImTpyImpoanD59GmvXrsW0adMQGRmpW/9q6PgNGzZgw4YNuHLlCg4ePIjF\nixejuLgYmZmZFrkHJ51fQERkGnOndYkQdVlOQ3zcIMC8aYVOO63L0anV9dliDQWaDV8VFS2fRyqt\nDyibW7vp62t25lmpREDqhGgk7zkHAdAL4BrOlDoh2qGmubaYqAlA+ud5iI+WO9R9EZFjmjt3LrZs\n2YIpU6bg5s2bmDNnjsH9PvnkE7z55pu6abuVlZX4/PPPMWzYMEilUnh5eWHQoEH45JNPsH79enh4\neAAAtFot9uzZg86dO6NHjx4Amo7Utsb48eOxZs0aBAQEICoqyqRj3NzcMGLECPj5+eHw4cP46aef\njAakjUVERGDOnDk4evSoRaup8JMREd3VzJ3WdatWg+iUwwCArxeMhKcr30btXkOiIMV142s3CwtN\ny+Lo799yoiAX6/xMJMaGYuv0vkg9mKtX+kXuoNNbz+SXobDc+OwEEUBhuQpn8ssw2MGmIROR4+nR\nowcSExNx6NAhPPDAA0anbUulUsTHx2P+/PnQarV44403UFFRgfT0dN0+a9euRXx8PEaNGoUFCxbA\n1dUVW7ZsQU5ODj788EPdutTY2FgAwLZt2+Dt7Q13d3dERUUZnKprzMsvv4wDBw5g+PDh+Otf/4re\nvXtDq9XiypUrOHLkCF555RXDFYC9AAAgAElEQVQMGjQIKSkpuHr1KsaMGYPOnTvj5s2b2LhxI2Qy\nGUaMGGHw3OXl5Rg1ahSmTZuGnj17wtvbG2fPnkVmZiYmT55schtbwk9SRETk2KqrDSYKcrt0GUfP\n/xdhFSXwWFfT4mng6mo80AwPr/+ycQmExNhQDL0nEL3SjgAAUkYE4NmEQQ45glhcadpUeVP3o9Zp\nS3mUUeuPmz1LhOvoyZ5NnToVhw4dMjo6CgBz5syBSqXC3LlzUVxcjJiYGHz55Zd6pS5HjBiBY8eO\nITU1FTNmzIBWq0VcXBwOHjyI8ePH6/aLiorChg0bsHHjRowcORJ1dXXYtWtXi5lvG/Py8sLJkyfx\n+uuvY9u2bcjPz4eHhwciIiIwduxYREZGAgAGDRqEH374AYsWLUJJSQn8/PzQv39/HDt2DDExMQbP\n7e7ujkGDBuGDDz7ApUuXoFarERERgUWLFmHhwoUmt7ElDEiJiMh+abX1iYKMTaMtKABKSgweKgXQ\nrfEGudx4sBkRAQQFARJJe9xVmzQOPmOC3RwyGAWAYG/Tpsqbul97cMbalm1ZR994pN6c6xG1l7S0\nNKSlpTXZPmPGDINB38GDBxEWFtbs6J9EIkFKSgpSUlKavfYDDzyAo0dbfs3PmzcP8+bNa7L9+PHj\nBvfPyMhoss3LywsrV67EypUrjV7n4YcfxsMPP9xsWyIjIyE2mi3k5uaGrVu3NnuMJTAgJSIi26mo\naD7YvHq1fn1nS7y8mgSaNaFhmJFVhOs+gTi0fho8vZ0jW6SzGBjlj1Bfd4dK1OSMtS1bUx6lrdcj\nsic1NTU4d+4czpw5g08//RRvv/02q4e0M7PfFbp27YpPP/3U4LzqnJwcPPLII7h48aJFGkdERA6s\ncaIgQ8HmlSv1mWtbIpUCYWHGs9JGRAB+fk0SBdXVanDq/9Wv970zay3ZniMmanLG2patKY9C5EwK\nCwsxZMgQ+Pj44H/+53/w0ksv2bpJdx2z3+kuXbqEmhrDUzRUKhUuX77c5kYREVH7qtP+EQ7kFteg\nv1ZsPhAQRUCpbD7YvH7dtERBHTs2XwYlNNRqiYLIthwtURNrWxI5nzunqbZ1PzJfq37DC0bS1V+8\neBHe3t5tahCRMzB3nVFbMUkEtUVmTiFSD+bqHq84ocT7Px1Fan9/JEpvGK+7aUqaelfXpqOZjR/b\nQaIgsq07EzVlJA3AsO5BdjUySkRE1mNSQLp7927s3r1b9zg5ORk+Pj56+1RXVyM7O9to2mAiSzB7\nFMdG2rLOqLXXIzJZQ6KgggJkZl9D8kXX+oHMRn9sVJRXI/nodWz9bA0S/++U8XOFhDQ/ldZBEgWR\nbTV+Hx8Y5W+X7+tERGQdJgWkt27dQsntLIaCIODmzZtNpu26ublh6tSpejV4iCzJ4CjO+WN2Oa3L\n3HVGIkTddLUQHzez0+i3xzqj1oz66q2d+rLUrGM56tsGFRXGp9FeuaJLFFQnSJD+/A6I3oFN1l+K\nggSCqEV6wguIj/KFNCK8abDZuTPXZhIREVGbmPQpNjk5GcnJyQDq6+UcOHCA6yCoXWXmFCJ5z7km\nmRgV5Sok7zmHrdP72lVQau46o1u1GkSn1Cdf+XrBSHi62t96uTaP+lbXmX09MkCtrl+baSzYNDVR\nkESCM/eNRKFPkNFdREGCQs+OOPPuHgzuZnqRbmthvUQiItvhciSyFrM/9ebnt98PIhFQP003/fM8\ng2UBRNRnY0z/PA/x0XJO87Kitoz6+ntI4CpzNft6dx1RBMrKjAeaV64AhYX1U25b0pAoyFjdzbAw\nFOcUAR+db/FUxZXtN/28OayXSERkO1yORNbS6k98xcXFuHz5MqoNJLUYPnx4mxpF1NiZ/DIUlht/\nAxQBFJarcCa/zC5GcZxVW0Z9t46XY1C/+6zVNMehUtUHmYYCzYZtt261fJ6GREHGkgWFhwMmJJgL\n9jbtDwym7mdtrJdIRGQ7zrgcieyD2T1dWFiIp59+Gl9//XWT50RRhCAIqKszb2oeUXNMHZ2xl1Ec\nuktptUBRUfPBZnGxaecKDm6+DEpwsEUSBQ2M8keorzsU5SqDMxAE1JffGBjl3+ZrWQLrJRIR2Y4z\nLkci+2D2T8acOXPw008/4Y033kDv3r3hxoQWZGWONopDTqqyEigogOS3fDx5PhNhFSVwnflRfYKg\nhqBTrW75PJ6ezWel7dwZcG+fn2WpREDqhGgk7zkHAdALShv+jp06IZpT4YmIiAxIS0tDenp6q+qT\nZmRkICkpCWfPnkX//v2b3XfLli3w9PTEjBkzWtlS+2Z2QHrixAmsX78eSUlJ1mgPUROONopDDkij\naTlR0M2bAAB3AGsbjruzGopEAoSFGQ82IyLq13YaqeVsC4mxodg6vS9SD+bqrbOU+7rbZQZrIiJy\nDI1L9Z3JL3PK+sKzZs1CYmKi1a+zZcsWBAYGMiBtIAgCwsPDrdEWIoM4ikNtIorAjRvNJwq6ft20\nREF+ftCGh+PrW+4o9A7EE1MegGtUpF6iIMhk1r4ji0uMDcXQewLRK+0IACBlRACeTRjE1xQREbXK\nnaX6Zuw6i1An/ENn586d0blzZ1s3w+GZvQjp8ccfxxdffGGNthAZ1TCKE+yjP0Vc7utudyVfqJ2p\nVMCvvwJffw3s3g2sXAnMng0kJADR0fXJfQICgPvuAyZOBObMAdatAz76CPjuu/opt1ptfSDZtSsw\nYgTw9NPA0qXA3/8OHDoE5OTUl1K5cQOqH85h5pRULEt4EZpXFwLTpgEPPAB06eKQwWiDxsFnTLAb\ng1EiImqVhlJ9d2Y3byjVl5lT2G5tyc3NhSAI2Ldvn27bjz/+CEEQEBMTo7fvI488gn79+uke7927\nF4MHD4aXlxc6dOiAhIQE/PTTT3rHpKWlQbhj1lNNTQ1eeeUVyOVyeHp6Yvjw4fjxxx8RGRlpcISz\nsrISycnJCAwMREBAACZPnozr16/rno+MjERubi5OnDgBQRAgCAIiIyMBAFqtFqtWrcK9994LDw8P\n+Pn5oXfv3ti4cWNr/8tswqQR0nPnzum+f+KJJzB79mxotVpMmDABAQFNs5r27dvXci0knbu9/hNH\nce5CWm19IqA7RzUbPy4qMu1cwcHGS6BERAAhIRZJFERERHS3srdSfTExMQgNDUVWVhYef/xxAEBW\nVhY8PDyQl5eH69evIywsDBqNBidOnMDzzz8PAFizZg2WLVuGpKQkLFu2DLW1tXjzzTcxbNgwnDlz\nBtHR0UavmZSUhL1792LhwoUYPXo08vLyMGnSJFRUVBjcf9asWXj44Yfxr3/9CwUFBXj11Vcxffp0\nHDt2DADw6aefYsqUKfD19cWWLVsAQJfDZ926dUhLS8OyZcswfPhwqNVq/PLLL7h5e5mRozApIO3f\nv79e9C+KIjZv3ox3331Xbz9m2bUu1n/iKI7T+f335oPNggKgtrbl8zQkCjJWBqVzZ8DDwyJNvhvW\nxBAREbWGPZbqGzNmDLKysnSPs7KyMH36dOzfvx9ZWVl45plncObMGVRUVGDs2LEoKChAamoq5syZ\ng3feeUd3XHx8PLp374709HTs3bvX4LXy8vLw4YcfYtGiRVi7dq3uuJCQEDz55JMGj0lMTNS7TllZ\nGRYuXAiFQgG5XI777rsPHh4e8PHxwf3336937LfffotevXohLS1Nty0hIcHs/yNbMykg3bVrl7Xb\nQSZg/SdyKBoNQitKEFZRgoDMn4GjXzVdu3njRsvnaUgUZCzYjIgA/P3bJVHQ3bImhoiIqDXssVTf\nmDFjsGfPHuTn5yM0NBTffPMNkpOToVQq8dVXX+GZZ55BVlYW3Nzc8MADD+Cf//wnNBoNnnnmGWg0\nfwzOuLu7Y8SIEQZLXzY4ceIEgPoZpY1NmTIFTz/9tMFjHnnkEb3HvXv3BgBcvnwZcrm82XsbOHAg\nvvzyS7zwwguYOHEiBg8eDB8fn2aPsUcmRRzPPvustdtBJmD9J7IbolifdbaZREEe16/jlCmzJfz8\nmp9KayeJghrWxNw5DalhTQzXMlNrmbscQ2z0U5j8hQKuh4+adT17W45BRM7DHkv1jR07FkD9yGhU\nVBTUajVGjx6NoqIirFy5Uvfc0KFD4eHhgaLbS4EGDBhg8HySZpb3KJVKAEBISIjedhcXF4PLHAE0\n2d4wHbe6urqlW8Nrr70GLy8v7NmzB++99x6kUimGDx+ON954o8VSMvaEEQoRNVVT80d9TUMBZ0FB\n/XTbZggAaiUuUHgHwK9bZ/jERDcNNsPDAQf4S569rYkh59KW5Rhl1Vqg2rxj7XE5BhE5B3ss1de5\nc2f06NEDWVlZiIyMRP/+/eHn54cxY8bghRdewPfff4/Tp08jPT0dABAYGAgA2L9/P7p06WLWtRqC\ny6KiInTq1Em3XaPR6IJVS3JxccH8+fMxf/583Lx5E1lZWViyZAkSEhJQUFAAT09Pi1/TGswOSJ97\n7jmjz0kkEvj5+WHAgAGYNGkSXF1d29Q4IrICrRYoKWk+2FQoTDtXUJDRkc1b8jDEbDkPUZBg7+Nh\nGNTvPuvelxXZ45oYch7mLscAALVaDREiBAiQmTmDgMsxiMha7LVU39ixY/Hxxx8jPDwcDz/8MACg\nR48eiIiIQEpKCtRqtW4kNSEhAS4uLvjtt9/w2GOPmXWd4cOHA6jP0Ns4yev+/fv1pv+ay83NrcUR\nUz8/P0yZMgXXrl3Dyy+/jEuXLjWbfMmemP1b6euvv0Z5eTlu3rypG35WKpXQaDTw8/ODKIp4++23\nce+99+L48eNNhqyJyMoaJwoyVHPz6tX6EdCWeHgYX7NpSqKgWg1E4WfL3ZcN2eOaGHIe5i7HAIDs\n7Gyo1WrIZDLExcVZqWVEROZrKNWXejBXr/SL3IY5F8aMGYMtW7agtLQUGzZs0Nu+a9cudOzYUVfy\nJTIyEitWrMDSpUtx8eJFJCYmomPHjigqKsKZM2fg5eWlG029U0xMDJ588km89dZbkEqlGD16NHJz\nc/HWW2/B19e32em+zenVqxc++ugj7N27F127doW7uzt69eqFCRMmIDY2Fv3790dQUBAuX76MDRs2\noEuXLujevXurrmULZgekBw4cwKRJk7B161ZMmTIFUqkUdXV12LdvHxYtWoR9+/ZBo9Fg8uTJWLJk\nCXbs2GGNdhPdnTQaoLDQeLBZUACUlbV8HkGoX5tpKNBs2BYQ0C6JghyBPa6JISIisld3lurLSBpg\n06z0o0ePhkQigYeHBwYPHqzbPnbsWOzatQujRo3SCxZfe+01REdHY+PGjfjwww9RU1MDuVyOAQMG\n6ErDGLNr1y6EhoZix44d+Nvf/oY+ffrg448/RmJiIvz8/FrV/vT0dBQWFmL27NmorKxEly5dcOnS\nJYwaNQoHDhzA9u3bUVFRAblcjvj4eCxfvtzs2TO2ZHZAOn/+fCxYsABTp07VbZNKpfjzn/+MoqIi\nzJ8/H9988w0WLVqE9evXW7SxRE5NFOFTUwXh52yg8LrhqbTXrgGmJAry9W2+DEqnTnaRKMhR2OOa\nGCIiInvWOPgcGOVv0xwLfn5+BstSTps2DdOmTTN4zMSJEzFx4sRmz5uWlqZXcgWon1771ltv4a23\n3tJt++6771BeXq6XaGjGjBmYMWNGk3OOHDkSoqj/aaNLly44fPhwk30b1o86OrMD0rNnz2L58uUG\nn4uNjcWSJUsAAH369EFpaWnbWkfkTBoSBRkY2XS/UoCc3/LRobYa2NjCeVxc6qfLGstKGx5eH5CS\nxdjrmhgie9WWzMGj1h83u0wZMwcTWR9f16b56quvcOrUKfTr1w8eHh7Izs7G66+/ju7du2Py5Mm2\nbp5dMjsg9fHxwddff40xY8Y0ee7YsWO62jfV1dXw9vZuewuJHIEo6icKMpQwqJlEQaIgwYXOMSju\n0BHBUi0GulZDGhFueJQzJASQStvx5giwzzUxRPaqLZmDG7++zLkeEVkXX9em8fHxwZEjR7BhwwZU\nVlYiMDAQ48aNw9q1a+HuzqU9hpgdkE6bNg1vvPEGRFHE448/jpCQEBQVFWHv3r146623MG/ePADA\njz/+iD/96U8WbzCRTVRVGZ5C2/h7UxIFubs3GdXM7NgdaUo/KGr/2C2UQY5dsrc1MUT2qjWZg9t6\nPSKyLr6uTTNo0CB88803tm6GQzG7p9euXYvCwkKsXbsWr7/+um67KIp48sknsWbNGgDA4MGDkZCQ\nYNI5KysrsXLlSpw/fx4//fQTSktLkZqa2mRONlCf6n7Tpk3YtWsXfv31V7i5uSE6Ohrr16/HkCFD\n9PZbs2YNdu3ahcLCQkRFReHFF1/ESy+9ZO4tk7Orq/sjUZCxZEGmJgoKDTWelTY8HAgM1EsUlJlT\niOQ955qsS1SUq5C85xy2Tu/rsEFpnfaPu8otrkF/regUgZs9rYkhsletyRxMRPaNr2uyFrMDUldX\nV/zrX//C8uXLceLECSiVSgQEBGD48OF6tW4aavmYQqlUYtu2bYiLi8Ojjz6K7du3G9yvrq4OkyZN\nwjfffIOFCxdiyJAhqKqqwo8//oiqqiq9fV944QV88MEHWLlyJQYMGIDDhw9j3rx5qKys1K1zpbuA\nKALl5c1npb161bREQd7eQJcuxrPSduoEmFF7t04rIv3zPINJckTUr01M/zwP8dFyhwt6MnMKkXow\nV/d4xQkl3j9/jKO+RERERKSn1WPhf/rTnyw2JbdLly64ceMGBEFAaWmp0YB006ZNOHToEL799lvc\nf//9uu0NBW4b5ObmYseOHVi9ejVeffVVAPUZq5RKJVatWoXnn38e/v7MhukUamsNJwpq/LiysuXz\nuLjUB5TGEgVFRFg8UdCZ/DIUlhtfiyECKCxX4Ux+GQZ3C7Dota3JmUd9iYiIiMiy7GJytmBircON\nGzdi+PDhesGoIZ999hlEUURSUpLe9qSkJLz//vvIzMw0muKZ7IgoAqWleoGmLP8SNmf+gE4VJYjZ\noQSUyvr9WhIQYDzQjIgA5PJ2TxRUXGlaYgBT97MHzjzqS0RE5Mzq6uogZdJEshBDZXaMMSkglUql\nOHXqFAYOHAiJRNJsACkIAjQay2fFKigowKVLlzBhwgQsWbIEO3bsgFKpxL333ouFCxfi2Wef1e2b\nk5ODoKAgyOVyvXP07t1b93xzcnNzodVqLX4P7U2l+eMeLly4AHcXSTN7tz+huhquRUWQFRbCVaGo\n/7eoCDKFAq6FhZAVFUFyR6IgGYDxd5xH6+oKtVyO2tDQ+n9DQqAODUWtXF7/b0gIRA8P4w0pLa3/\nameVxaYFmpXFV5Gd7RgllC4UqUwa9f0w6wx6hThmpjl7f121VuP7Uqs1yM7OtmFrqCVqtVr3L/vK\nvrGvHIcz9ZVEIkFERITJ+wcFBeHatWvo1KkTg1Jqs7q6Oly7dg3BwcEm7W9SQJqSkoLOnTvrvjd1\nRNOSrl27BgDYvXs3OnfujM2bN8PX1xfvv/8+ZsyYgdraWsyePRtA/ZpUQ1Nyvby84OrqCqVS2ey1\nNBqNWVG9vVJr/hinUqs1kIrt2G91dZAplXBVKOq/iorqvxoeKxSQlZebdKrawEDU3g40q4NDsL3Y\nC9e9g/D8xHshhMmh6dhRL1GQQbd/ydiT7h0lCPCQQFlt/I8fAR4SdO8o0f2StHelv9e2vNPt/dT+\njvkLz6avKytqfF8AHOZnjthXjoR95Tgcva/MDSrd3d0RHByMwsJCiKbMPCNqQXBwsMllbkwKSFNT\nU3XfG8p82x4aRixVKhX+85//oEuXLgCA+Ph49O/fHytWrNAFpEDz04BbCqhdXFwgkTj+qEed8Eeg\nI5O5QGbBkRxJZeUfo5oKRf2oZsO/hYWQlZRAMGGkvM7TUzeyqZbL/xjVvP1YHRwMsVGiIJVGi137\nrgMAnu4ZDG8PV8gsdlftSwZgdr+OeP0b438gmd2vI9zNSJRka4EdTPtDTmAHV8hkjtlz1nxdWdK/\nf6nEv3/53eT9GxcwfymzFBIz//A4sWcHTOzJ2tPtpfGHZUd9Ld0t2FeOw5n6qjWfY93d3XUDUETt\nyS7WkJoiIKA+qUvPnj11wShQH1wmJCRg7dq1KC4uRnBwMAICAnD+/Pkm56iqqkJtbW2LCY1iYmKc\nIiC9VasBbgdvvXr1gqerid1dWwtcu2Y8SZCpiYKkUqBzZ+MlUCIiIPX1hYcgoJkJtUbvSSZzQVxc\nnIlH2qe4OCAysj4jbeOi0Y5ahzRWK+LdH49BUa4yuI5UACD3dceTYwc67BrSVr+u2tmx4v+Dstq0\nWQh3uqEyf8mCt38w4uJ6tOp6ZL7s7Gyo1WrIZDKHfx90duwrx+FMfaXValFpymc1IjvQqk9Sv/zy\nC9LT03H8+HEolUqcPn0affv2RXp6OoYPH45Ro0ZZup3o1q0bPD09DT7XMLWgIYjs1asXPvroIygU\nCr11pBcuXAAAxMbGWrx9DsNAoqAmwaZCYV6iICPBJkJDW0wUtP3kRWw/mW968xuFOclfKOB6+KjJ\nxwLArGFRdldDKzE2FEPvCUSvtCMAgIykARjWPcghAzapREDqhGgk7zkHAdALShvuJnVCtEPem6Np\nTQFztVoNESIECGaPDjhqAXMiIiKyLbM/QZw/fx7Dhg2Dt7c3Ro4ciY8//lj33O+//4733nvPKgGp\ni4sLJk6ciP379+PSpUuIjIwEUB+MZmZmolu3bggMDAQATJw4EcuWLcPu3buxaNEi3TkyMjLg4eGB\nxMREi7fPXkWWXcMLp/fB7czbwNWC+uBTZUIyHTe35oPN8HDAy6vN7atUaaCoaF0W2bJqLVBt3rGV\nKssn3LKExgHawCh/hw7YEmNDsXV63yajvnIHHfV1VK0pYO5MowNERETkGMwOSBcvXozevXvjq6++\ngqurK/bu3at7buDAgThw4ECrGnLo0CFUVVXpphfk5eVh//79AICHHnoInp6eWLlyJQ4dOoTExESk\npaXBx8cH27dvR3Z2tl5gHBMTg5kzZyI1NRVSqRQDBgzAkSNHsG3bNqxatequqUFapxVRJ5HCTVOL\nM7/ewMCrv0Eq3p6KFxraNNhsHHAGBbWcKMgCOIrjnO4c9U0ZEYBnEwY5dKBNRERERJZn9qfzb7/9\nFnv27IGnp2eTTLQhISFQKBStakhycjIuX76se7xv3z7s27cPAJCfn4/IyEh069YNJ0+exOLFi/GX\nv/wFarUaffr0wcGDBzF+vH4xkC1btqBTp07YtGkTFAoFIiMjsXHjRrz00kutap+jycy5vS7RT455\njywEAIS6CUgdHobEB/5UPwJqBziK47waB58xwW4MRomIiIioCbMDUlEU4Wok6+eNGzfg1spA59Kl\nSybtFxsbiy+++KLF/WQyGdLS0myWFdiWMnMKkbznXJOkMooaEclfXcPWkBBOmyQiIiIiIpszO5Vs\n79698emnnxp8LjMzE/369Wtzo6j16rQi0j/PM5jhtGFb+ud5qNOyxhQREREREdmW2SOk8+bNw7Rp\n0+Dl5YWnn34aAHDlyhUcO3YMO3fu1K37JNs4k1+GwnLjiX5EAIXlKpzJL8PgbgHt1zAiIiIiIqI7\nmB2QTp06Fb/99hvS0tLwzjvvAAAee+wxuLi4ID09HRMmTLB4I8l0xZWmZZ01dT8iIiIiIiJraVXK\n0SVLluCZZ57B4cOHUVRUhMDAQCQkJKBLly6Wbh+ZKdjbtIy1pu5HRERERERkLa2ugdG5c2fMnDnT\nkm0hCxgY5Y9QX3coylUG15EKqK8HOTDq7ih9Q0RERERE9svsgHTAgAGIj4/HmDFj8MADD7Q6qy5Z\nh1QiIHVCNJL3nIMA6AWlDUU3UidEswQH0W3bT17E9pP5Ju8vNnpVjVp/HALMey3NGhZldqkjIiIi\nImdldkAaGhqKLVu24PXXX4e7uzuGDh2KsWPHYuzYscywaycSY0OxdXrf+jqkFTW67XJfd6ROiGbJ\nF6JGKlUaKCpat6a68evLnOsRERERUT2zA9KDBw+irq4O33//PbKysnD06FGkpKRgyZIl6NixI0aP\nHo2PP/7YGm0lMyTGhmLoPYHolXYEAJCRNADDugdxZJToDt7uLpD7tN+aam/3Vq+UICIiInI6rfpk\nJJVKMWTIEAwZMgQpKSk4c+YMUlJScOTIERw4cMDSbaRWahx8DozyZzBKZMCsYV05hZaIiIjIRloV\nkCoUCmRlZeGrr77C0aNHUVhYiPDwcCQlJWHs2LGWbiMRERERERE5IbMD0l69eiEvLw8dO3bEyJEj\nsWzZMowZMwbdu3e3RvuIiIiIiIjISZkdkObm5sLDwwNTpkxBYmIiRo8eDR8fH2u0jYiIiIiIiJyY\n2QHpDz/8gKysLGRlZWHatGnQaDTo378/4uPjER8fj8GDB0MqlVqjrUREREREROREJOYe0LdvXyxc\nuBBHjhzBjRs3cOjQIQwfPhxffPEFRowYAX9/f2u0k4iIiIiIiJxMm+oPKBQKXLp0CZcvX0ZBQQFE\nUURVVZWl2kbksLafvIjtJ/NN3l+EqPt+1PrjEGBeRuRZw6KYKZaIiIiIHI7ZAemBAwd0U3YvXrwI\nURTRo0cPPPHEExgzZgxGjx5tjXYSOZRKlQaKClWrji2qqGnV9YiIiIiIHI3ZAenjjz+O0NBQjBkz\nBsuWLcPYsWPRqVMna7SNyGF5u7tA7uPerteztraM+iZ/oYDr4aNmXY+jvkRERETOz+xPsTk5OYiO\njrZGW4icxqxhXZ0umGrLqG9ZtRaoNu9YjvoSEREROT+zA1IGo0R3p9aM+qrVaogQIUCATCYz+3pE\nRERE5Nz4iY+ITNKaUd/s7Gyo1WrIZDLExcVZqWVERERE5KjMLvtCREREREREZAkMSImIiIiIiMgm\nGJASERERERGRTTAgJSIiIiIiIptgQEpEREREREQ2wYCUiIiIiIiIbIJlXxzI9pMXsf1kvsn7ixB1\n349afxwCBLOuN2tYlHcZop4AABJdSURBVNllPoiIiIiIiEzFgNSBVKo0UFSoWnVsUUVNq65HRERE\nRERkLQxIHYi3uwvkPu7tej0iIiIiIiJrYcThQGYN68optERERERE5DSY1IiIiIiIiIhsggEpERER\nERER2QQDUiIiIiIiIrIJBqRERERERERkEwxIiYiIiIiIyCYYkBIREREREZFNMCAlIiIiIiIim7CL\ngLSyshILFy7Egw8+iKCgIAiCgLS0tCb7zZgxA4IgNPnq2bNnk33VajXS09MRGRkJNzc39OzZE5s2\nbWqHuyEiIiIiIiJTuNi6AQCgVCqxbds2xMXF4dFHH8X27duN7uvh4YFjx4412XanF154AR988AFW\nrlyJAQMG4PDhw5g3bx4qKyuxZMkSi98DERERERERmccuAtIuXbrgxo0bEAQBpaWlzQakEokE999/\nf7Pny83NxY4dO7B69Wq8+uqrAICRI0dCqVRi1apVeP755+Hv72/ReyAiIiIiIiLz2MWU3Yapt5by\n2WefQRRFJCUl6W1PSkpCdXU1MjMzLXYtIiIiIiIiah27GCE1R3V1NeRyOUpKShAaGopHH30UK1as\n0BvxzMnJQVBQEORyud6xvXv31j3fnNzcXGi1Wss3nixCrVbr/s3OzrZxa6g57CvHwv5yHOwrx8G+\nchzO1FcSiQQRERG2bgaRSRwqII2Li0NcXBxiY2MBACdOnMDf/vY3HD16FGfPnkWHDh0A1K9JNTQl\n18vLC66urlAqlc1eR6PRoK6uzvI3QBbX8MuD7B/7yrGwvxwH+8pxsK8ch6P3lVQqtXUTiEzmUAHp\nX//6V73H8fHxuO+++zBlyhS8//77es83NwW4penBLi4ukEjsYjYzGdD4l4RMJrNhS6gl7CvHwv5y\nHOwrx8G+chzO1Ff8HEuOxKECUkMmTZoELy8vnD59WrctICAA58+fb7JvVVUVamtrW0xoFBMTwxey\nHcvOzoZarYZMJkNcXJytm0PNYF85FvaX42BfOQ72leNwpr7SarWorKy0dTOITOIUUZcoinoBZK9e\nvVBSUgKFQqG334ULFwBAN+WXiIiIiIiIbMfhA9L9+/fj1q1beqVgJk6cCEEQsHv3br19MzIy4OHh\ngcTExPZuJhEREREREd3BbqbsHjp0CFVVVbrpBXl5edi/fz8A4KGHHkJJSQmmTZuGP//5z7jnnnsg\nCAJOnDiBDRs2ICYmBrNmzdKdKyYmBjNnzkRqaiqkUikGDBiAI0eOYNu2bVi1ahVrkBIREREREdkB\nuwlIk5OTcfnyZd3jffv2Yd++fQCA/Px8+Pr6IiQkBG+//TaKiopQV1eHLl26YO7cuViyZAm8vLz0\nzrdlyxZ06tQJmzZtgkKhQGRkJDZu3IiXXnqpXe+LiIiIiIiIDLObgPTSpUst7vPJJ5+YfD6ZTIa0\ntDSkpaW1vlFERERERERkNQ6/hpSIiIiIiIgcEwNSIiIiIiIisgkGpERERERERGQTDEiJiIiIiIjI\nJhiQEhERERERkU0wICUiIiIiIiKbYEBKRERERERENsGAlIiIiIiIiGyCASkRERERERHZBANSIiIi\nIiIisgkGpERERERERGQTDEiJiIiIiIjIJhiQEhERERERkU0wICUiIiIiIiKbYEBKRERERERENuFi\n6wbYmiiKTbZptVobtIRMJZFIIJVKIZFI2Fd2jn3lWNhfjoN95TjYV47DmfrKUPsNfeYlsgeCeJf/\ndGo0GlRVVdm6GUREREREVuPl5QUXl7t+LIrsEKfsEhERERERkU0wICUiIiIiIiKbYEBKRET/v717\nj6my/uMA/j7c5ZCAXHQni0NYIabDFUYZSskRQU4ijCG5BNnKEFTKEoiSq8sxbZCZ08x5C0i5bSK0\nUshqQ2cCJRkzuSRRXATkJmRwnt8fvzwDOSQ/+8GXOO/Xxh98nu959n72cPl+nisRERGREHp/D6lG\noxlx47dMJoNMJhOUiIiIiIjo/kmSNOIhRgYGBjAw4Lkomnz0viElIiIiIiIiMXiYhIiIiIiIiITQ\n+4a0p6cH0dHRUCgUMDMzg6urK7Kzs0XHoruUlJQgPDwczs7OkMvlePDBB7Fq1SpcunRJdDQag4MH\nD0Imk8HCwkJ0FNLh22+/ha+vL6ytrTFt2jQ8+uijSElJER2L7lJRUQF/f38oFAqYm5vD2dkZycnJ\nuHXrluhoeq27uxvbtm3D8uXLYWdnB5lMhsTERJ1jy8vL4eXlBQsLC1hZWSEgIAC1tbUTG1iPjWVf\nDQ4O4v3338eKFSswe/ZsmJubY+7cuYiNjcXNmzfFBCea4vS+IQ0ICMCRI0eQkJCA4uJiuLm5ISQk\nBJmZmaKj0RD79u1DfX09tmzZgqKiImRkZKClpQXu7u4oKSkRHY/+RmNjI958800oFArRUUiHzMxM\nLF26FJaWljh69CiKiooQExPDF6hPMleuXMGzzz6L+vp6pKeno7CwEGvWrEFycjJCQkJEx9NrbW1t\nOHDgAP744w/4+/uPOq66uhqenp64ffs2Tpw4gUOHDuHq1avw8PBAa2vrBCbWX2PZV319fUhMTISD\ngwPS09NRVFSEV155BQcOHMDixYvR19c3wamJ9ICkx06fPi0BkDIzM4fVVSqVpFAopIGBAUHJ6G7N\nzc0jat3d3dLMmTOlZcuWCUhEY+Xn5yep1WopNDRUksvlouPQEL/++qskl8uliIgI0VHoHuLj4yUA\n0rVr14bVX331VQmA1N7eLigZaTQaSaPRSJIkSa2trRIAKSEhYcS4oKAgydbWVurs7NTW6uvrJWNj\nY2nbtm0TFVevjWVfDQwMSDdu3Bjx2ZMnT0oApGPHjk1EVCK9otdnSPPz82FhYYGgoKBh9fXr1+O3\n337DhQsXBCWju9nb24+oWVhYwMXFBQ0NDQIS0VgcP34c586dw0cffSQ6Culw8OBB9Pb2IiYmRnQU\nugdjY2MAgKWl5bC6lZUVDAwMYGJiIiIWYWxP5h8YGEBhYSECAwMxffp0bd3BwQHPP/888vPzxzsm\nYWz7ytDQEDY2NiPqixYtAgDOOYjGgV43pFVVVZg7dy6MjIyG1RcsWKBdTpNXZ2cnysvLMW/ePNFR\nSIeWlhZER0dj586dmD17tug4pMPXX3+NGTNmoLq6Gq6urjAyMoK9vT1ee+01dHV1iY5HQ4SGhsLK\nygoRERGora1Fd3c3CgsLsX//fkRGRkIul4uOSH+jpqYGfX192vnFUAsWLMC1a9fQ398vIBmN1Z3b\ngzjnIPr/0+uGtK2tDTNmzBhRv1Nra2ub6Ej0P4iMjERvby/i4+NFRyEdNm7ciMcffxwRERGio9Ao\nGhsbcevWLQQFBSE4OBhnzpzBW2+9haNHj8LX15f3kU4iSqUSZWVlqKqqgpOTE6ZPnw61Wo3Q0FBk\nZGSIjkf3cGc+MdqcQ5IkdHR0THQsGqPGxkbExsbiqaeegp+fn+g4RFOO0b2HTG1/d+nGvS7rIHHe\nffddfPrpp9izZw+efPJJ0XHoLrm5uTh16hQqKir4ezSJaTQa9Pf3IyEhAbGxsQAAT09PmJiYIDo6\nGmfPnoWXl5fglAQA9fX1UKvVmDlzJnJycmBnZ4cLFy4gNTUVPT09+OSTT0RHpDHgnOPfp729XXuA\n7rPPPoOBgV6fyyEaF3rdkNrY2Og8C9re3g5A95FMEi8pKQmpqanYsWMHoqKiRMehu/T09CAyMhKb\nNm2CQqHQPib/9u3bAICbN2/C2NiYlxhOAjY2Nvj555/h7e09rO7j44Po6GjtKypIvNjYWHR1daGy\nslL7u7NkyRLY2toiPDwc69atw9KlSwWnpNHcuSdxtDmHTCaDlZXVRMeie+jo6IBKpUJjYyNKSkrw\nyCOPiI5ENCXp9WGe+fPn46effsLAwMCw+uXLlwEATzzxhIhY9DeSkpKQmJiIxMREvP3226LjkA43\nbtxAc3Mzdu/eDWtra+1XVlYWent7YW1tjbVr14qOSYDO+9kAaC/V5ZmAyaOyshIuLi4jDuS4ubkB\n4DMPJjsnJydMmzZNO78Y6vLly5gzZw7MzMwEJKPRdHR0wMvLC3V1dfjyyy9H/XtJRP+cXs82Vq9e\njZ6eHuTm5g6rHzlyBAqFAk8//bSgZKRLSkoKEhMT8c477yAhIUF0HBrFrFmzUFpaOuLL29sbZmZm\nKC0tRWpqquiYBCAwMBAAUFxcPKxeVFQEAHB3d5/wTKSbQqHAjz/+iJ6enmH1srIyAOCDwyY5IyMj\nqNVq5OXlobu7W1u/fv06SktLERAQIDAd3e1OM1pbW4svvvgCCxcuFB2JaErT60t2fXx8oFKpEBER\nga6uLsyZMwdZWVn4/PPPcfz4cRgaGoqOSH/ZvXs3tm/fjhUrVmDlypU4f/78sOWcOE8eZmZm8PT0\nHFE/fPgwDA0NdS4jMZYvXw61Wo3k5GRoNBq4u7vju+++Q1JSEvz8/PDcc8+Jjkh/iY6Ohr+/P1Qq\nFV5//XXY2tri/PnzeO+99+Di4gIfHx/REfVacXExent7tc3mlStXkJOTAwDw9fWFubk5kpKS4Obm\nBj8/P8TGxqK/vx/bt2+Hra0ttm7dKjK+XrnXvpLJZPD29kZFRQXS09MxMDAwbM5hZ2cHJycnIdmJ\npiqZpOePUezp6UF8fDxOnDiB9vZ2ODs7Iy4uDmvWrBEdjYbw9PTEuXPnRl2u5z/G/wphYWHIyckZ\ncYaHxOrr60NSUhIyMzPx+++/Q6FQYO3atUhISICpqanoeDREaWkpdu7ciR9++AGdnZ146KGHoFar\nERcXp/O9iTRxlEolfvnlF53L6urqoFQqAQCXLl1CTEwMysrKYGRkhBdeeAG7du1igzOB7rWvAMDR\n0XHUz4eGhuLw4cPjEY1Ib+l9Q0pERERERERi6PU9pERERERERCQOG1IiIiIiIiISgg0pERERERER\nCcGGlIiIiIiIiIRgQ0pERERERERCsCElIiIiIiIiIdiQEhERERERkRBsSImIiIiIiEgINqRERDQu\nEhMTIZPJRMcgIiKiSYwNKREREREREQnBhpSIiIiIiIiEYENKRET/2OnTp+Hq6gpTU1M4Ojpi165d\nI8bs3bsXS5Ysgb29PeRyOebPn4+0tDT8+eef2jEpKSkwMjJCQ0PDiM+Hh4fDxsYG/f3947otRERE\nNHGMRAcgIqJ/t7Nnz2LVqlV45plnkJ2djcHBQaSlpaG5uXnYuJqaGrz00ktwdHSEiYkJvv/+e+zY\nsQPV1dU4dOgQAGDDhg3YsWMH9u/fj9TUVO1n29vbkZ2djaioKJiZmU3o9hEREdH4kUmSJIkOQURE\n/17u7u5oaGhATU2Ntlns7u6GUqlEe3s7dP2b0Wg00Gg0yMrKwvr169Ha2gpra2sAQFhYGIqLi9HQ\n0AATExMAQFpaGuLi4lBTUwOlUjlh20ZERETji5fsEhHRfevt7cXFixcREBAw7MzlAw88ALVaPWxs\nRUUFXnzxRdjY2MDQ0BDGxsZYt24dBgcHcfXqVe24LVu2oKWlBSdPngTw3+Z13759WLlyJZtRIiKi\nKYYNKRER3beOjg5oNBrMmjVrxLKhtevXr8PDwwONjY3IyMjAN998g4sXL2Lv3r0AgL6+Pu3YhQsX\nwsPDQ7ussLAQ9fX1iIqKGuetISIioonGe0iJiOi+WVtbQyaToampacSyobWCggL09vYiLy8PDg4O\n2nplZaXO9W7evBlBQUEoLy/Hhx9+iMceewwqler/vwFEREQkFM+QEhHRfZPL5Vi0aBHy8vKGPf22\nu7sbp06d0n4vk8kAAKamptqaJEn4+OOPda539erVePjhh7F161acOXMGGzdu1K6DiIiIpg42pERE\n9I+kpKSgqakJKpUKBQUFyM3NxbJlyyCXy7VjVCoVTExMEBISguLiYuTn58Pb2xsdHR0612loaIjI\nyEh89dVXMDc3R1hY2ARtDREREU0kNqRERPSP3GlEu7q6EBwcjDfeeAOBgYEIDw/XjnF2dkZubi46\nOjoQEBCATZs2wdXVFR988MGo6w0ODgYAvPzyy7C0tBz37SAiIqKJx9e+EBHRpLRnzx5s3rwZVVVV\nmDdvnug4RERENA7YkBIR0aRSUVGBuro6bNiwAYsXL0ZBQYHoSERERDRO2JASEdGkolQq0dTUBA8P\nDxw7dkznK2WIiIhoamBDSkRERERERELwoUZEREREREQkBBtSIiIiIiIiEoINKREREREREQnBhpSI\niIiIiIiEYENKREREREREQrAhJSIiIiIiIiHYkBIREREREZEQbEiJiIiIiIhIiP8AkDcL5lA4LI4A\nAAAASUVORK5CYII=\n", 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XOz0mIYQQQvSSy5fNhUVGhvnPwYPg4NrzDnl62gqLtDSYMQN6+ZepQrg71YXG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\ncbkol8i56FWSc+2RnGuP5Fx73CXnch+NXuRq99H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+Wloajh8/jg0bNti0vuzsbMTGxppdRaurq8Phw4cBSGNau3fvblbn2LFjqK6u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\nqPVkjaysLBEUFCQGDx5siPe8efMs2pf3bi0Pk6cmtn37dgFAfPnllyb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IDg7GypUrMX78eJSVleGZZ56xOX9iYiLOnDmDb775xq7lHT16FNHR0aqrZKWl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\n5aoJbkvLzBTDjwNi5D0LsXiylJaWhtWrV6N9+/Z48cUX8e2331a4rou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TY7xtD2NuWxhv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\nEZEW/w/EmKk6xB4sQwAAAABJRU5ErkJggg==\n", 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z+fjjjwHo0qULw4YN09e1atWKLVu20Ldv30K37LlfbPLDgy2g0BGwUtm4EcaM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qOj6d69O+np6Tp133jjDWbOnMmoUaP4/vvvCQoKYuzYsXz44YdlfToVys4TV3hudixTY6/z2a+3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\n4eGF6oWEhKDRaArdGjVqVGS7J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XLjF//nx27NjBa6+9BkDJkiX5+++/zUxT3ITDsYl8/9cJfth6kkspGbg4KTKs157m6F/G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\naKFNr+et8O3hUfDvX1HKiEE/7r/vYyGXbnM3MytXW0p6JpODjrPi0KV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zOejm5ob58+dT3vGEio0NU6lUuH//Pu7du8cd4QQHB2PBggUme86mpiacP38e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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -3487,403 +3470,6 @@ "So, the algorithm is simple. The state is initialized with $\\mathbf{x_0}$, the initial estimate. We then enter a loop, predicting the state for time or step $k$ from the values from time (or step) $k-1$. We then get the measurement $z_k$ and choose some intermediate point between the measurements and prediction, creating the estimate $\\mathbf{x}_k$." ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## NumPy arrays\n", - "\n", - "I use NumPy's array data structure throughout the book, so let's learn about them now. I will teach you enough to get started; refer to NumPy's documentation if you want to become an expert.\n", - "\n", - "`numpy.array` implements a one or more dimensional array. Its type is `numpy.ndarray`, and we will refer to this as an ndarray for short. You can construct it with any list-like object. The following constructs a 1-D array from a list:" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - }, - { - "data": { - "text/plain": [ - "array([1, 2, 3])" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import numpy as np\n", - "x = np.array([1, 2, 3])\n", - "print(type(x))\n", - "x" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "You can also use tuples:" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([4, 5, 6])" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "x = np.array((4,5,6))\n", - "x" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[1 2 3]\n", - " [4 5 6]]\n" - ] - } - ], - "source": [ - "x = np.array([[1, 2, 3],\n", - " [4, 5, 6]])\n", - "print(x)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "You can create arrays of 3 or more dimensions, but we have no need for that here, and so I will not elaborate.\n", - "\n", - "By default the arrays use the data type of the values in the list; if there are multiple types then it will choose the type that most accurately represents all the values. So, for example, if your list contains a mix of `int` and `float` the data type of the array would be of type `float`. You can override this with the `dtype` parameter." - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[ 1.0 2.0 3.0]\n" - ] - } - ], - "source": [ - "x = np.array([1, 2, 3], dtype=float)\n", - "print(x)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "You can access the array elements using subscript location:" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "6\n" - ] - } - ], - "source": [ - "x = np.array([[1, 2, 3],\n", - " [4, 5, 6]])\n", - "\n", - "print(x[1,2])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "You can access a column or row by using slices. A colon (:) used as a subscript is shorthand for all data in that row or column. So `x[:,0]` returns an array of all data in the first column (the 0 specifies the first column):" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([1, 4])" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "x[:, 0]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can get the second row with:" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([4, 5, 6])" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "x[1, :]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "You can perform matrix addition with the `+` operator, but matrix multiplication requires the `dot` method or function. The `*` operator performs element-wise multiplication, which is **not** what you want for linear algebra." - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "abddition:\n", - " [[ 2.0 4.0]\n", - " [ 6.0 8.0]]\n", - "\n", - "element-wise multiplication\n", - " [[ 1.0 4.0]\n", - " [ 9.0 16.0]]\n", - "\n", - "multiplication\n", - " [[ 7.0 10.0]\n", - " [ 15.0 22.0]]\n", - "\n", - "dot is also a member of np.array\n", - " [[ 7.0 10.0]\n", - " [ 15.0 22.0]]\n" - ] - } - ], - "source": [ - "x = np.array([[1., 2.],\n", - " [3., 4.]])\n", - "print('abddition:\\n', x+x)\n", - "print('\\nelement-wise multiplication\\n', x*x)\n", - "print('\\nmultiplication\\n', np.dot(x,x))\n", - "print('\\ndot is also a member of np.array\\n', x.dot(x))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "You can get the transpose with `.T`, and the inverse with `numpy.linalg.inv`." - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "transpose\n", - " [[ 1.0 3.0]\n", - " [ 2.0 4.0]]\n", - "\n", - "inverse\n", - " [[ -2.0 1.0]\n", - " [ 1.5 -0.5]]\n" - ] - } - ], - "source": [ - "print('transpose\\n', x.T)\n", - "print('\\ninverse\\n', np.linalg.inv(x))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Finally, there are helper functions like `zeros` to create a matrix of all zeros, `ones` to get all ones, and `eye` to get the identity matrix. If you want a multidimensional array, use a tuple to specify the shape." - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "zeros\n", - " [ 0.0 0.0 0.0 0.0 0.0 0.0 0.0]\n", - "\n", - "zeros(3x2)\n", - " [[ 0.0 0.0]\n", - " [ 0.0 0.0]\n", - " [ 0.0 0.0]]\n", - "\n", - "eye\n", - " [[ 1.0 0.0 0.0]\n", - " [ 0.0 1.0 0.0]\n", - " [ 0.0 0.0 1.0]]\n" - ] - } - ], - "source": [ - "print('zeros\\n', np.zeros(7))\n", - "print('\\nzeros(3x2)\\n', np.zeros((3, 2)))\n", - "print('\\neye\\n', np.eye(3))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "NumPy is part of the SciPy package. Both are well documented. You can find a tutorial and links to the full documentation at the following location:\n", - "\n", - "https://docs.scipy.org/doc/numpy-dev/user/quickstart.html" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Exercise - Create arrays\n", - "\n", - "I want you to create a NumPy array of 10 elements with each element containing 1/10. There are several ways to do this; try to implement as many as you can think of. " - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# your solution" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Solution\n", - "\n", - "Here are three ways to do this. The first one is the one I want you to know. I used the '/' operator to divide all of the elements of the array with 10. We will shortly use this to convert the units of an array from meters to km." - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[ 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1]\n", - "[ 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1]\n", - "[ 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1]\n" - ] - } - ], - "source": [ - "print(np.ones(10) / 10.)\n", - "print(np.array([.1, .1, .1, .1, .1, .1, .1, .1, .1, .1]))\n", - "print(np.array([.1]*10))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Here is one I haven't covered yet. The function `numpy.asarray()` will convert its argument to an ndarray if it isn't already one. If it is, the data is unchanged. This is a handy way to write a function that can accept either Python lists or ndarrays, and it is very efficient if the type is already ndarray as nothing new is created." - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[ 0.1 0.2 0.3]\n", - "[ 0.4 0.5 0.6]\n" - ] - } - ], - "source": [ - "def one_tenth(x):\n", - " x = np.asarray(x)\n", - " return x / 10.\n", - "\n", - "print(one_tenth([1, 2, 3])) # I work!\n", - "print(one_tenth(np.array([4, 5, 6]))) # so do I!" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -3916,7 +3502,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 22, "metadata": { "collapsed": true }, @@ -3936,14 +3522,14 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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zM7Nij0hKO1i0fv36rF27lpycHPLy8qSCqRDlTBIQIUSJRSZm8NLyo/jWseHT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\njEceeYQ1a9ag1+uJi4tj165ddz3vP6+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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -4010,7 +3596,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 24, "metadata": { "collapsed": true }, @@ -4028,16 +3614,16 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 25, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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s3H+BM6nZOFiZ82wTP/o186O+j/zxIIQomXsKNDRN81ZKJV572QuIMl2VhBBl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\n", 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EZHAwNpPcomsYKNDW257ZfRvRNcCZd6aNZ/OOTTz/44/YWZgA4O7uTseOHdmz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\n7BgnJyd69erF+vXriY6OlkR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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -4065,14 +3651,14 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { - "image/png": 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cg1gZ73zmc7vLooaMl4EIkSD11Gfi52nMlIgCes5f5uOfX/Fn8E40NSt4a6FZ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\nTylKRJhZ+ejZevnwvodmjX9FYV+sfiw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fFBZGbUmM3/nlPoexr6rO5nL8tpeqPb0I6ZlZ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\n", 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TJJJkyL+U1FShsispqwEKvgQAdOzQAXl544S+6/fvb0D+mgPBdplfgIw2bZDdMQM4wC/n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\noJpYcw8t0tB54ZjfTE1Osjq8SSK6IVH79GRufL+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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -4099,7 +3685,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 27, "metadata": { "collapsed": true }, @@ -4117,14 +3703,14 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { - "image/png": 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xsTF6enovXS+peLxQnJHHIyO7hBDVH/9sCzwCBPANYCeEGKwoyk9AkBBi/eN8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Q6LcqEohEQVDO3oYTGxeScnY/V5Nvsv9ePt27d6ddu3bafEuVKkV4eDh///03YWFhmJub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\nLYmNjcXZ2dDwtHPnToKDg3FwcCA7OxsrKytCQkKYMWMG3t7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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -4160,7 +3746,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 29, "metadata": { "collapsed": true }, @@ -4178,14 +3764,14 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 30, "metadata": {}, "outputs": [ { "data": { - "image/png": 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IyEhYWFhg8uTJUpE9GRVD69atAQDu7u4IDg5G06ZNkZWVhUOHDgEA2rZtW5nq\nKRTp2UJsvRGCdsa6GNDiow+IspIAu6zbYOguT2y5nwRlAYfYDDHWj2wBm055Yy0bRrfEgO13sOri\nU+yb1K7Q6SCJa8SXpoqO+0bg6tMYjGtbB7uWzwI+RCI+6hU0NDQAAC21N6H19et8AkcNVWVM6myM\n3bdeIiwuDQ1raQIAfv/9dzx48ADGxsZYunQpsrKy8PdFH+So68E8IwjKSr1l86UVQWRkJFxdXUFE\n6N+/P4yNjYs/qLIoa5x+yQdAHQBt87drAAgB0AzAJgDL8suXAdiYvz0IwFUAHIDOAHw+l8lyA8mO\na9eukampKZ+bokaNGvTnn39K5cooDpb3pPLx8/MjAKSqqkqLFy+mo0eP0sKFCwkAaWpqUkpKSqll\nOjo6kqqqqlTuEi0tLfLw8JDDGZSM1NRUevHiRZnOpzKRxTViZWXF93GfPn3I0NCQAFDNmjUpPj5e\nRppWfbZef0HGtk704E1iofsfvkmkhsud6Ds7Z/J5lVBg/z+3X5KxrRM5P35XYJ93WDx133iT5p94\nSCJR4ffI6KRMam7nStb771NKSgoBIGVlZUpM/KiPl5cXASAzMzO+LDYli8x/d6Fl5wKJiEgoFJKm\npiYBoMDAvLL07Fz6bpUT1bbZSOYWFiX/UkqJWCymZcuWkUAg4K99gUBAS5YsKdWzoaQoRG4gIooG\nEJ2/ncpxXDCAegCGA+iVX+0ogNsAbPPLjxERAfDmOE6H47g6+XIKIK803t8Kenp6OHXqFJ4/f47s\n7Gw0btwYGhoaePDgQallsb6oPHbu3AkAGDVqFO8s3axZM7i7u+Px48dwcHDADz/8UGJ5CQkJsLGx\nQU5ODnr16oX27dvj9u3b8Pf3x8iRI3H58mWoqanJ5VwKIysrCzt27MCVK1eQnZ0NVVVVDBw4EIsW\nLUL16tUrTI/yUp5rZN68eUhOTsb169dx8+ZNAICZmRnWrl2L8PBwhIeHy0rNKktipgh7b8ejS301\niGPD4B9beL0N3+tBW10AQcIr+CdIT720qUYw01HGCscAVEuNRA1VAYRiwpmgdFx4no4aqhwuB76D\nSnYyJrTQLCB7k1cScoRCTGgEvHjxAh07doSvry9GjRqFefPmIT09nZ/+6dy5s9RvwtJIDY7+kehj\nkAl15CItLQ1KSkrIyMiAv78/zgalISUHSLp9GBkp0XK75166dAkbNmyAQCBAr169IBAI4OHhgb//\n/htKSkoYO3asTNszNzcvtwyZzgNwHGcCoA0AHwC1JQYIEUVzHCdZrF0PQOQnh0XllxVqrDDKj0Ag\n+GIODYbik5WVN8eur68vVS5e5sUAAAAgAElEQVT5PzMzs1TyXF1dkZ2djW7dumHTpk3gOA5jxozB\npEmTEBoaCk9PT/Tp00c2yhcDEWH58uXw9PQEANSpUwcxMTG4dOkS3r59iz179sh89YYiUq1aNaxb\ntw4///wzXr58CT09PTRr1qzCzl0oFCImJgaamprQ0dEp/oBK4PSzNIjEgE0hRsSnmOgUvYpFScBh\nTnst2N5MxLHHqRjVuDq2+yYj7IMQfUzUMbV1DRwJTMO55+mor6WEHkbV+GO932bB9102Jn6nCUPN\nvMfnL7/8gp9++gm3b9/G7du3+bp169YtMD07zFwDbq8ycfVlJsY3rw4jIyNERETg8uXL6DNoBC6F\nZMAg+x3evH2O7+ToUH3q1CkAedNQw4YNAwBcvXoVdnZ2OHXqlMyNFZlQ1iGZzz8ANAE8ADAq//+k\nz/Z/yP/rDKD7J+U3AbT7tC6bBlIs2DRQ5XPq1CkCQCYmJnT58mXy8/MjT09PUlNTIwAUGhpaKnm/\n/vorAaB169ZJlf/0008EgHbs2CFL9b+Ij48PPwX16NEjIiJ6+vQp6evrEwByd3evMF3KSlmuEbFY\nTB4eHrRz5046ffo0paeny0m74vXYvHkzGRgY8FMCAwcOpLCwsBLLSEtLI19fX3rx4oVMphHevHlD\np0+fJmdnZ8rMzCQiouPeb8jY1onWOwcVe3xJ+mPD1WAytnWixitdqOWaa+TyybRQdq6IrPZ6kfnv\nLvx0U1JGDnVYd4MGbr9DuUKRlKxnz56RtbU1GRgYUP369Wn+/PkUHR1daLs/HfOjlmuuUVpWLu3f\nf4CUatQijSbdyWLmdjJeeomU9eoRAHJxcSn2PMuKZPo3NTWVL8vJyeH7X9ZTQbKYBpKVoaIC4BqA\nxZ+UvQBQhz76tbzI394HYEJh9SQfZqwoFsxYqXyys7OpVatWBICUlJSobt26/I1l8uTJpZZ3+PBh\nAkCtWrXiHwaJiYm8XDc3N1mfQpFs2rSJANCsWbOkyhcvXkwAaPXq1RWmS1kp7TUSHR1NHTt2lPIX\n0tfXpxs3bshRy8JZu3Ytr0OdOnX4B1n9+vUpIaGgz8eniEQiWr16NdWoUYOX0b59e3r48GGZdMnJ\nyaGZM2dK+VLUrFmT/jhwgUyXOdGUQz6U85mhUBgl6Y/MHCEN3nmHJh30oeikzAL7E9Oyqecmd2pn\nf4OiPmTQ8vOPyXSZEz2OLN9z6cGbRDK2daIhO+9Sh3U3yNjWiYxtnajBYkfS7jKOdHV16eDBg+Vq\nozgaNmxIAOjSpUt8maurK9/vskYhjBXkOcoeA7D9s/LNkHaw3ZS/PRjSDra+n8tkxopiwYwVxSA2\nNpbGjRtHSkpKvGPtr7/+StnZ2aWWlZ6eTvXq5b3BGRkZ0fjx46lWrVoEgFq3bk0iUfEPBFmxe/du\nAkAjRoyQKre2tiYAtGnTJrnr8OrVK3JxcaHHjx+X6a2ytNeIpaUlASADAwOaOXMmtW3blgCQhoYG\nRUVFlbr9spKSksI7eZ48eZLEYjHFxsZS+/btCQBt2LDhi8evXr2aNyqaNWtGOjo6BIB0dXUpMjKy\n1PpIRvyUlZVp0KBB1LJlS1Kr35yMlpynvpuuUXp2bonklLQ/iuvr0Pcp1MLOlXpsdCdjWyeyv/Ks\nRO0Xx6xj/mS5yZ0WnnpER73CySs4ii5fcSJXV9cKGWHbuHEjfw9ZtGgRLVmyhLS0tAgA2dvby7w9\nRTFWuuf/WB8DCMj/DAKgnz/FE5r/V48+GjcOAMIAPAHQ/nOZzFhRLJixoljcvHmTzp49W+6b2pMn\nT8jCwkLq7b59+/YUEREhI01Lxtu3b0lZWZkfRXnw4AGtX7+eBAIBcRxXqumI0pKYmEjDhw+X+g46\ndepU6mm10lwjgYGBBIC0tbXp/fv3RJQ3QjFo0CACQGvXri31eZQVDw8P3kD9lJMnTxIAGjRoUJHH\npqam8iMqkjf09PR0+uGHHwgALV++vFS6pKWlUfXq1QkA3b17l4iIgt4lUcOl56nujH9o4rRZxUj4\niCzvWbdfxJLpMifqtuFmiY0lRSc3N5fGjRsn9bsHQKNGjSrTy09xKMpqIM98A6QwCnjoEREB+Lm8\n7TIY3ypaWlrQ0tLiYzqUlRYtWiA4OBgeHh6IiIhA48aN0amT7EORF0fdunWxadMmLF68GH/88Qf+\n+OMPfp+9vT3MzOSXot7Kygpubm5QV1dH165dERAQAB8fH/Tt2xdBQUGoVq1a8UJKyYsXLwAAlpaW\nMDDIW3cgEAgwevRouLi48PsrAslvKD4+HiKRCEpKeXlzYmNjpfYXxrNnz5CamormzZvzTpoaGhpY\nuHAh3Nzc4OXlVSpdwsPDkZ6ejkaNGqF79+6I+pCBqYf9UENDDa/32iHYQjZRZ0uLpUUtnJjZGbW1\n1BUysmtZUFZWxsmTJ7FgwQJcuXIFRITBgwejW7duCuvM/nV88wyGAhMeHo7379/DwsICenp6xR9Q\ngQgEAvTuLd/AUyVh0aJFaNGiBRwcHPDy5UuYmJhg7ty5GDRokNzafPDgAdzc3KCtrY3AwEAYGxsj\nJSUFXbp0QVBQEM6cOYMpU6bIvF0jo7yHro+PD9LT0/ml2bdu3QKQlxW9omjbti3MzMzw6tUrTJky\nBQsWLMDz5895g3HMmDFFHivJ2xYdHY3MzEzesHv16pXU/pJSq1YtcByHiLcxcLj2BP89jEVmjghD\nq4cjIDUOhoYdy3KKMqGzmX7xlRScmJgY3LhxAwDQt29fGBoaokuXLujSpUsla1ZCyjokI88PmwZS\nLNg0UNkICwujXr168UOsampqNGfOHMrKyiqXXNYfsmHfvn0EgCZOnChVLpnPnzdvXolllaZPxGIx\n7yzdrFkzsre356eilJSUKCQkpFTnUV5u3LjBryr79DNs2DASCoVFHicWi6lNmzYEgPr3708uLi60\na9cu3vfh1KlTpdIjKT2HOk5dRfXn/UvGtk7UaaUjTf/NntfN0dGxxLLYNfIRsVhMdnZ2/FQr8n2C\nVq1aJZcAcIWhED4r8vgoqrHy9u1bmj9/PpmYmFCDBg1oxowZcp1PVxTYhV96UlNTydjYmHdia926\nNXEcRwBoypQp5ZLN+kM2nDt3jvfX+PSmPXHiRAJAa9asKbGs0vbJ8+fP+d+H5KOiokLHjh0r1TnI\nisePH9PUqVOpefPm1L17d9q3bx/l5hbvn+Hv70/a2toFDB0rK6tSOWnvuhlCzVZdJWNbJzKZspnU\nGnwnJe/nn39mUbfLyKFDhwgAcRxHAwcOpIEDB/L3InmvOpIgC2OFozynV4UiOTmZV6q0Q4nyIioq\nCl26dEFUVJRUub6+Pu7duyeV2fhr4/N064zi+eeffzB37ly0bNkSt2/fhq6uLvz9/dG1a1cIhUK8\nevUKJiYmZZLN+kM2ZGZmwsjICPHx8Rg5ciTGjx+PO3fuwMHBAQKBACEhIWjYsGGJZJWlTzIzM+Ho\n6IjAwEDUrl0b1tbWVTK5aEREBBwcHHD//n3o6OjA2toaY8eO5f1fisMzNB4TD/rgh6a1sbivBUx0\n8vwpPD09oampifHjx6Nbt26l0oldIx9p2bIlnjx5gv3792PGjBkAgAMHDmDmzJlo0aIFnjx5Incd\nkpOT+W1tbe2yOcWU1cqR50cRR1YkwbI6depEvr6+FBAQwHu9jxo1qrLVkysleUsRi8UUEBBAnp6e\nVS6vizyYPHkyAaA9e/ZIlUtWfJw+fbrMstlbo+xwdXUldXX1AiMDu3btKpUc1idlQygSU/9tHtR9\n403KzCl6yqm0sP74iCRmzaerBzMyMgj5+YAqAoVYDaTIiEQiODs7w8XFBRzHYdCgQRg0aFCJLf5P\nuXjxIgBg//79+O677wAAR48eRb169XD58mUpT/pvjXv37mHmzJkIDg4GAGhqamLJkiWws7ODQCCo\nZO0qB8mIYFhYGF8mFot550NFDWf+rdG/f38EBQXhf//7H4KDg1G/fn1Mnz4dbdq0qWzVvgnO+kfi\neUwqHKzbQl3l27x/ypv69esjIiICnp6e6NevHwDg7t27AFClRvK+WmMlMzMTw4YNg5ubG1+2d+9e\n9OvXD5cuXYK6unqp5OXm5gLIexBLqF69OjiOg0gkglgs/iaNlZcvX6J///5IT09H7dq1YWhoiMDA\nQPzxxx9QVlbGypUri5VBRHjx4gWSk5PRvHlzqe+4qmJtbY1du3Zh586d0NHRQYcOHXD48GE8f/4c\nhoaG6NWrV2Wr+M1CRMjIyEC1atUgEAhgamqKv/76q7LV+uZIyxZiy/UQtDfWxaDvDCtbna+WGTNm\nwM7ODuPGjcPcuXPBcRz27NnD76sylHVIRp4fWUwDrVy5kgBQrVq1aP369bRu3TqqWbNmmcN3jx07\nlgDQ6NGj6cOHD5SamkrTp08nANS7d+8y61kV+NKQ6vz58wkADR8+nA8mdP78eQJAOjo6lJGR8UXZ\n/v7+/IoC5Dujrlq1qkIjqMqLpUuXFpheUFNTo6tXr5ZLLhviLhsikYi2bNlCDRo0IACkp6dHtra2\nxf5GSwLrk9KzyTUvN09AxAeZy/7W+iMpKYmSk5ML3ZednU1Dhw4tcC8aMmRIuVcmlkY/thqoCOrU\nqUMA6NatW3yZm5sbAaAGDRqUWt7jx4/56IrKysp8/gwVFRU+2uLXypcufEl+k8+TzUlyTwQGBhYp\nNyIigg/PraenRy1atOAvJDs7O5meQ2UgFovp6tWrZGVlRT179qR58+bR8+fPyy33W7sRy4pffvlF\naummZHvAgAEFVpoIhUJydXWlrVu30unTp4s1aFiflI7IxHQy/92FFp56JBf530p/eHh4UJcuXfjf\nco8ePej+/fsF6onFYnJzc6OFCxfSwoUL6caNGxW2bJmIGStFIhaL+aVZkiRtRHnLSSU3qrLg7+9P\nffr04X8YXbt2JQ8PjzLJqkp86cLv168fAaB9+/bxZUlJSbxh9+bNmyLl2traEgDq168f/zC4fPky\nAaAaNWpIZQRlfORbuRHLkvDwcOI4jpSVlcnR0ZFEIhF5enqSnp4eAZBKIBgeHk7NmzeXegutVasW\n3blzp0j531KfhIWF0alTp8jV1bXModnnn3hIjVe60NsP5R/VKoxvoT/u3bvHvzSrqqry2+rq6vTg\nwYPKVk8KWRgrX6X3I8dxvBPskSNH+HLJtmRfaWnXrh3c3NyQlpaGlJQU3Lt3Dz179iyvulWaiRMn\nAgB+++037NixAxcuXMCQIUOQnp6OHj168NE6C+P+/fsAgIULF/LRL4cOHYrmzZsjNTUVQUFB8j8B\nRqWQmJiIXbt2YdGiRdi5cycSEhLk2p6bmxuICMOHD8fo0aMhEAjQrVs3zJo1CwBw7do1AHkvbyNH\njsSzZ8/QoEEDzJ07F61bt0ZcXByGDh1aIj1zc3Nx7tw5rFmzBnv37kViYqJcz62iyMzMhI2NDRo2\nbIjx48djwIABMDY25r+7AvVzRBiy6y4G7biLP648g+vTGCSm5+BhxAdcDnyHn3qYoa6O7NMZfCus\nXr0aOTk5mDZtGhITExEfHw9ra2tkZWVh7dq1la2e7CmrlSPPjyymgY4ePcq/FfXq1YvPcgqA/vvv\nvzLL/Rb50luKUCikMWPGFJgPNTAwoGfPvpyhdNiwYQWWiaanp5Ouri4BoBcvXsj0PL4Wqvpb4+3b\nt/kop5JPjRo16ObNmwXqOjs708CBA6lRo0b0ww8/kKOjY5mGryWBsQYPHixVvmjRIgJAtra2RPQx\nsV+dOnX4+49QKOTvH9u2bStUvqRPQkNDqVGjRlLnVr16dT7RX1Vm5syZvN/VkCFDqGnTpvybfGHX\n6m73UDK2daLRe+5R45UuZGzrRMa2TtR01VXqsO4GpWXJLylgVb9GikMkEvHZ1xMSEvjyyMhI3vdP\nkWDTQF9ALBbT+vXrpWIoqKurF5vyvLKJi4ujpUuXUqNGjcjIyIh+/PHHSn9oF3fhi0QiOnPmDI0a\nNYr69u1La9asoZiYmGLlnjp1igCQlpYW7dixg5ycnKhv374EgNq1a1chc6oZGRn0/v37KuXQW5Vv\nxKmpqfzUS8+ePWnjxo18SgIdHR0pJ8FNmzYVMIIB0IoVK0rdbnR0NO+nsmPHDoqJiaFTp06RhoYG\nAeDn+Q8cOFBoCP5t27YRAJozZ06h8v38/MjX15cPo29ubk7Lli2j3r178w/4is5mLUvi4uJIRUWF\nBAIBPXqU52ciEonIysqKANCCBQuk66dmUXM7V5pxNO93mp0rIr/wBNrtHkrTj/iSW1Dx94fyUJWv\nkZIgFov5Z9vr16/58mfPnvE+gIoEM1ZKQEJCAp09e5YcHR2lLFBFIDc3l06cOEFjx46lESNG0IYN\nGwq8lQF5qeS/5Kgqb+R14YtEokLTlOvq6sp9zjU6Opqsra1JRUWFd7retWtXhTqdlZWqfCOWjHh2\n6NCBNxBFIhHvJHjgwAEiykttITEu1q1bR0+ePKGtW7fyb5NlcVRet25docbPpEmT+H6/fv06ASBj\nY2Pe300sFtPgwYMJQJEvO35+fnTw4EECQIaGhnxgRLFYzOf9Wbt2bal1VhQ8PT35l4hPcXFxKXRF\n5MoLT8hsuTO9jK0cv7OqfI2UlPHjxxMAsrS0JD8/P/L29qbOnTsTAJo+fXplqycFM1aqMFlZWfwo\nwuefpk2b0t27dykwMJC/Sfbt27fSdJXnhS8SiejUqVM0bNgwsrS0pGXLllFkZCQFBATQb7/9Rj/9\n9BMdOnRIKvpieUlNTaXGjRsTkJcv49MpiXXr1smsHXlRlW/E69evJwC0ZMkSqfJly5YR8DEfz549\ne/gl8Z8ydepUAkB//vlnmdo/efIkde7cmXR0dKhFixa0c+dOqWR9QqGQzM3NCQB99913tGbNGj5S\ntbq6Or17965QuX5+fmRvb08AaMyYMVL79u7dSwBo6tSpJdJRLBbT7RexlJ795WmS3NxcioiIqJCI\n0aGhofx03YcPH5car1mzhgDQhAkTPtZ9n0pmy51p1cUncterKKryNVJSwsLCyMDAoMDzo169emUe\nxcvJyaHjx4/ThAkTaNy4cXTkyBGZLG9mxkoVRpLZ1cDAgHbu3EmHDx/m3/IHDBjA10tISODfMCsr\njH1FX/irV68ucAE2bNhQarizPDg4OPBG4atXr0gkEvFv/NWrVy8yXoGiIO/+CAwMpJ9//pmGDh1K\nixcvluk0pCR5oIWFBW+AZmZm8v4Pkky9W7duLfQNccmSJQSAVq1aJTOdPufJkydUr149qd+fhobG\nF/1O/Pz86PDhw/zKIcm969NRmZIawid83pCxrRPZFfGwF4vFtHnzZqpduzYBeZmaraysijSkZEXP\nnj0JALVs2ZJ2795NCxYs4O9Nn66mmn7Ej5rbuVJ8asXE8CiMb8FYISJ68+YNzZ07l0xNTcnMzIx+\n+eUXevv2bZlkpaenU48ePQrcezt06FDuZzEzVqoYQqGQ/Pz8yMvLi5o1a0YA6PLly/x+yQ1SRUWF\nt2YzMzP5ucnExESZ6ZKVlUXXrl2jCxcuFOtfUpEX/s2bN/kb8Ny5c2nr1q38g+z777+XSRujR48m\noGDG0Q4dOhAAun79ukzakRfy7I/9+/fzy/4lHxUVFTp//rxM5GdnZ5OpqSkBIBMTE5o+fTqZmZkR\nADIyMuJ/9w8fPuQdBb29vYkoz4jS19cnAIU648qSjIwMOnr0KNna2tLOnTspLi7ui/UlPivt2rXj\nz23RokXUtWtXAkDVqlWjqKioYtt9EZNCFr+7UKMVztR4pQslpBVcGiwJeAmAatasyed+sbCwoLS0\ntDKfc3G8fPmSjIyMCjzMli9fzte5HxZPxrZO5HArVG56lIRvxViRJatWrSKJc/mOHTvIwcGB7++F\nCxeWSzYzVqoQFy9elLrQJQ+EsLAwvs60adP4/WFhYZSZmcmvVmjbtq3MdHF0dKRatWpJPYwWLVok\nNRz+KRV54U+YMIEA6aBw8fHxfNyWV69eyayNrVu38mVisZgsLCwIgMLHzpFXf0RGRvJvyrNnzyZH\nR0eytrbmh/9lNeIUHBzMT7V8OnL29OlTqXoSoxIAP4oAgPr06aNwvkWSPgkPD+eNa8lHS0uLXFxc\nipWRkS2kvltvUzv763TvZRwZ2zrR9hshUnUSEhL4l5czZ86QWCymN2/e8G1+njhT1qSmptLevXtp\n6tSptHDhQvL19eX3iURiGrrrLnX5002mSQnLAjNWSo/k+fRpgE9/f3/ej7A815zCGCsADgGIBfD0\nkzI9ADcAhOb/1c0v5wDsBPASwGMAbT+X97UZK56enrxjoLGxMTVp0oS/kfXv35//Eaxdu5YvV1ZW\n5m9KAoGg3CHaJfj6+vK6tGjRgr7//nv+zUziL/A5FXnhS1aGuLq6SpW3bduWANC9e/fK3caZM2cI\nAOnr65OjoyM9f/6cTxtgaGhIOTk55W6jKMRiMZ06dYr69etHLVu2JBsbG6kbfkmQV39IVt+MHj2a\nLxOLxdStWzcCQMeOHZNZW5IIsQ4ODnT16tUChrJYLKbA13E0aMl2qjv5bzJacoF0mnWnOXPmKGSw\nwE/7RCgU0pUrV+jPP/+kw4cPl9jIW37+MRnbOpHHi1giIpp+xJfarL1OGdkfvxuJQ2vXrl2ljt2/\nfz8BoLFjx8rojErPxUdRZGzrROcfRlaaDhKYsVJ6qlWrRoD0UuisrCz+mVTUy2xJUCRjpSeAtp8Z\nK5sALMvfXgZgY/72IABX842WzgB8Ppf3tRkrkrwM8+bNI5FIRGKxmObNm8f/CMzNzaXy43waPbNt\n27YyM1SIPo4qzJ49mzeSnJ2dCchb7laYM1VFXvg///wzASAbGxtev8ePH5NAICAVFRWKjY0tdxtC\noZAGDhxYYDhbIBDQ2bNnyy2/KMRiMc2ePbtAu0pKSnTmzJkSy5FXf0giCi9etY5uBsfQf96vKTwu\njWbNmkVA0TFGZElqVi6tvfKMum24ycflGLjdg7r+eZ3a/HGN4irRD+JLlLdPnALfkbGtE/3pEsSX\n+bxKIGNbJzrmFc6Xubu7EwBq0qSJ1Jvuhg0bCMhb2VQZvE/OpM5/utHgnXdIJCr8DTwkJITmzJlD\nLVu2pO7du5ODg0OZI+AWBzNWSo/kpcTe3p4vkyzZb9myZblky8JY4SjPgCg3HMeZAHAiohb5/78A\n0IuIojmOqwPgNhE15jhuX/72yc/rSWQlJyfzSoWGhspEv8qkf//+SExMxMWLF/mU3EKhED169IBQ\nKOTrVa9eHdOnT8fEiRORmZkJkUiEGjVqyFQXKysrhIeH499//0VD88YQEkFdicPgwYMRFxeHCxcu\noH79+jJtszSEh4fDxsYGubm5MDc3R4MGDXDv3j1kZ2dj2LBhWLVqlUzayc3NxdmzZ+Hi4oKkpCQ0\nbdoUEydORKtWrUBEyBISqqmUPsCzSCRCTk4O1NXVwXGc1D6/hwFYaLcB1QzN0LnfCOjVrIUM/wu4\ndPYktLW14eTkVKJs4OFJufj3cRpyRARJE5kZGRDlZKOBrjoa19VFvRpKqFdDGfoaAgg+0+NzUrLF\nOBecjgev4/AujSBQl856LYx9hZSnt7D6xyGw7NCydF9IKRCJCRu9khAQk4PWhqpoX1cN7eqoQb+a\nEiKShfjtZgJa11aDbVftAt9tVSY2XYRf3RJQr4Yy7HvpQlmQd25EhN9vfUBythg7++tDScAhNzcX\nQ4YMQWJiIkaPHo0xY8YgNDQUmzZtQlpaGrZs2QJLS8sK1T85W4zVHomIzxDjD0tdNNRVKVDnyZMn\nmDdvHjIyMqTKO3XqhO3bt0NZWbmi1GUUwZ07d7BkyRIAgLm5OZSVlREcHAwAsLe3x4ABA8os29zc\nnN/W1tYu08Urz19IbYkBkm+wGOSX1wMQ+Um9qPyyaHylaGpqIjExEZGRkbyxEhMTA6FQCBUVFeza\ntQtisRjNmzeHhoYGAPB/ZY2uri4ik7Jx/FkmokLioKbMYVUbMRITE6GkpAQtLS25tFtSTE1NsWHD\nBqxduxahoaG8sdqnTx8sXbq0QP2oqChcv34dKSkpaNasGXr37g0VlYI3y89RUVGBtbU1rK2tC+xz\neZmJY49TYd1CE0MtNIp92ANAWloa/vnnHzg7OyM9PR3169fHpEmTMHLkSPhFZ+NYYBpi0gxRZ+oO\nAEAIByARMGozBRYvQhDy+AF8fX2LTd+QmSvG3/eTkZErhpG2MjKzsvDqVTgyMzPBKavhdVpdeMWl\n8vW1VDms6K6LRnqFfyciMWGrdzKex+egoa42Yp67IyHsCZRS38Okbk1ECLWhZt4Vet9Px643wM30\nRMxqq4V6WrK/dRx5nIqHMTmY2aYG+jeU/v0baSvDpoUmjj5Og/vrLPQxrVph2l++fImzZ88iNDQU\n+vr6GDJkCHr27AmhGNjukwwQsLCTNm+oAHlpQ4Y31sDm+8nweZuNrg3UoaKiAltbW6xYsQLnzp3D\nuXPn+Pq9e/dGjx49KvS80nPEWHf3A2LTRPi9R+GGChFhw4YNyMjIgKWlJSZNmoTo6Ghs27YNPj4+\ncHZ2xvDhwytUb0ZBevbsiRUrVmD37t38fbd69eqYNWtWuQwVmVHWIZnPPwBMID0NlPTZ/g/5f50B\ndP+k/CaAdp/W/dqmgSS+KPXq1aMDBw7QiRMn+AzDFTVsmysUkcvjd9R77XkytnUio18vUsdlJ8jY\n1oka9ckLLjRq1KhCj62MIdWMjAy6dOkSHT16tMgAYNu3b+f9bSSfJk2aUGRk2efMc4Qi6rTejZqt\nukrGtk406aAPxaZ8eeohOzubzz6NfIdlyfaPdjvJbLkzDdx+h3rP20QaFl1p1WYHys4V0a3n76nx\nShcyX/gfKWnVopMnTxar36LTj8jU1omOutyjtLQ0ql+/Pu+AOmjQINLU1CSBhjZ1GjqRjnu/pu4b\nb1L7dTcoMrHwODUbrp+sXAcAACAASURBVAaTsa0TnfHLi8sQERHBL1GVfAYPHkwPQiJpp1sItV17\nnVqsdqVbz9+X/sv9Aoc9X5GxrROtvVJ0igaRSEzj992nZquu0pt42cXdkQVfukauXLki9ZuQfBYs\nXEjzTzwkY1sncgosfNmxUCSm3ptv0ZCdd6Wmfby9vWns2LHUsGFD6ty5M/3zzz+Umyu/8PWFkZqV\nSyMcPKnRCucv/h5CQkL4aeZPE8tKUiDII4YUmwYqOxkZGXTjxg26fv26zPzDFMZnhQo3Vl4AqJO/\nXQfAi/ztfQAmFFZP8vnajJX09HTq3r17gZuVubm5XGIjREREUEhIiJRD1K9nAsjY1om6/OVGlnP+\nJKXqugRwVPen/1Ft643UuHHjItfnK+KF7+3tzX+PNjY2tHbtWmrYsCG/WqSsXAp4S8a2TnTjWQz9\ne/81WfzuQu3sb9CdkKJ9ZY4fP05AXhTcR48ekVAopEOHDpFG055ktPQSDd/lQalZuXwcDnNzc96g\n+t95N2qw4DTVm3uEPB59OZ6JxIHx1yO3yM/Pj3eqbNWqFb9kNSoqis+t5OvrS6HvU6jFalfqt9WD\nkjOlHYddn0aTsa0TLTv3uEBbQUFB5OrqSi9fvpQqj0xMp/7bPMh0mRMdvPtKJqtybgbHkOkyJ5p+\nxI+ERfg7SIj6kEEt7Fxp9J57xdatSIq6RrKysvjAXZMnTyZ3d3fauHEjqaqqko7lVDK2daLd7l9e\n5iuJu3Iv9MvLpyuSzBwhjdvnRWbLncn1afQX6z569IgAkJmZmdTv5erVq4U6C8sCRbxnfcsourGy\nGdIOtpvytwdD2sHW93NZX5uxQpR30zpw4AANGTKE+vfvT3///bfMg4/5+PhIveEbGRnR4cOHKTg6\nmUyWOdHqS09JKBKTWCym69ev08yZM8lylj0Z2zrRw1dFvxkp4oU/ffp0AkCLFi3iy+Li4vglzp8/\nZEvK8N2eZLnJnXcSDI5Opj5/3yaTZU70p3NQocnXpkyZUsAB9cLDKDL+7TLVnvAXnT53kYikg58p\nKyuTiYlJ3khMLVMyX+pIrf+4RoGRHwrIJyJ6E59OzfMf0t4+vuTn58c7I2/evFmqrmS5cd26dUlb\nW5vaDBhPprZXaNJBH8oV5oW4fxWXRi3sXGnorrulXmaalpVLM4/6kbGtE9k6BlJ2btnzKj17m0zN\nVl2lQTvulDix3bkHkRUSy0MsFlPo+xTKyi3++ynqGpE8kJs3by71oB6xdBsZ2zqR5eI9xRp8mTlC\namd/gyYd9CEiorcfMujf+69p2mFf+m61K835z18uI01hYWG0cOFC6tq1Kw0aNIhOnDhBIpGIIhPT\nyfr/7Z13WNRYF4d/oYogICJ2ARsWFrCsinXtDbt8uquuBdeCnVWxt7Urdl17w95QqYqColIERETp\nUkRUBEF6m5nz/TFMllGQ4sAMkvd58kBukpuTubnJyb2nHPciveUOdCug5NgxOTk5pK2tTYAwnYJA\nIKCUlBTW82/58uUSl12SzyyBQEDx8fGUlJQkkfqqI5JQVspuQVgEDMNcAuAFwIBhmHcMw1gA2AZg\nAMMwEQAGFKwDgBOAKAhdl48DsJSEDLKOsrIyLCwsYG9vDxcXF1hZWUnUPiQ0NBT9+vXDs2fPUKtW\nLdSvXx9v377FtGnTsOjkA6gpK2BR/5aQl2PAMAwGDBiAY8eO4dbuZVBWkMPVgASJyVIZxMUJzZ76\n9OnDlmlra8PIyEhse1l4/jYFL+K+YFp3fcgV2A60rq8O+3k9MOHXJjjqEYXeO91x1jMGeTwBe5y8\nvDwAICcnBwBw3f8dFl99AcUvsfh0fT1qKgm316hRA25ubhgzZgwEAgFiYmKgrq6Ovy3Gw8mqP1SV\nFTD+qDfW3X6FN4kZbP35fAEWXA4AwwB7J5hAvkA2HR2hGVhAQAC7L5/Ph6OjIwDg/fv3SE1NRYDL\nZXxy2g+P8ESsu/MaWXk8zLb1h7w8g8MTO6CGonyZfidVZQUcmdQRc/s0x2XfOEw64QPfmGTRR0qp\neRadDIuzvqhVQxEnp/wKVeXS2cGMbt8IQ3+pjz2u4XAP/VSmc5aWuOQsTDnti/67PdBzuzuOPHqD\ntJz8MteTlpYGANDV1WWNgl1efUSAXAtkRXhD97NPicbCNRTlMa27HjzCEzFwzyN02+aG1bdeIfxT\nOvq01oF7aCL6736ELU4hSM0uu4xF4eXlBRMTE+zduxeenp5wcnLCxKkz0GPuTvS1eQS/mBTsGGuE\nkSaNSqxLWVkZq1atAgDMmDEDjRs3RsOGDfHw4UNoa2tj/vz5EpG5Irhx4wbatm2LRo0aQVtbG717\n98bz58+lLVb1pLxaTkUuP+PISkUjGmkYPXo0ZWZmEp/Ppx07dpBSQwPStXag/feLn2JYdi2QWq92\npi9ZRccXkcWRFVFclMJJ6N68eUNKSkrEMEy57FbmXvAnw3UuxX7h+8cm0/+OeJKutQP12P6Abj6P\nIz5fQLbXbpNKi85Uf+BMGrDFnvSsHch0xUViFJRJXV29yHnfpKQkCgkJEct59DE1mxZfDqCWK51Y\nexm3kATaXmBXIrJrELXHmzdv2Jg5FhYWdPbsWTaRGcMwdP78efr48SPt27dPaDPQZxrpWjuwI0Wi\neB4/gt3zd9RurQvpWjtQrx1utNc1nN5+Fv/Kz8/PJycnJzp48CA5OTnRy7fJNOWUD+laO1Dnza70\nKr7s/Tw5I5cG7/UgveXCaRRJBYnL4/Hp34eRZLDaidqucabd98Jo4nFv0rV2IMO1LrTVKYQSUrO/\nOa64PhITE0MMw5CioiJ5e3uTX8xnarXKkfRnHiZGQZmOHj1aKrm+ZOZRP5uHNP6oJx19FEkRCWns\nNX9Mzaal116Q3nIHMtlwl04/iaLkIiLflgaBQEB8Pp+NsD18+HByvnuPLLadpSYLhDZuY3fcpvdf\nsspc7/79+6l+/frsyG+fPn3o9evibZTKA5/PJ2dnZ5oyZQrNmjWLQkJCyl2XKDUEIEwmK4p7VatW\nrXIl0qzOyJTrsiQp7LqsoaEhTVGqDAYGBggPD4efnx86duwIQOgerTdtDxjNBnCz6oWW+k2LPPZV\nfCrMDjzBGrO2sOih/812Pz8/AECnTp1+WE4iQkhICNLS0mBoaAg1NbWSDyqCkJAQGBsbIz8/H6am\npmjdujXs7Ozw5csXmJub4+rVq2Wq7/2XbPTc4Q6LHvpYObTNd+X3iEjCdudQBH9Ig3oNBaTlCN3P\nScBH3qdo5MQGIvXJBRAvD0ePHsXMmTPLJEtiei4uPXuL896x+JSeCwAY36kJto8TjhoVbo9jx45h\n9uzZ34xqfP0bDB06FM7OLhiy6RqC02vg7wGtML9fS5SWvLw8ODo6IjY2Fi1btsSgQYNYd9PMXB5c\nXn3Ejefv4PnmMwCgs54W2jZUh2JeKk7u2453IQEAw0DDdDxU2/aGmpIc5vVrhSmmelBRKtvIjojs\nPD6W33yJ2y/eY3C7+tj1P2OolXJ0pigC3qZgxc0ghH5Mx8C29bBhZDs00BB6HQW9S8URjzdwDvoA\nBTk5LB7QCrN6NWNH4L7uI0QEzzefEZGQjpNXbiH07ScoaOhAWUcPvPTP+HDub+g10MbLly+hqqpa\nbpkL8/p9KjY5hMArStgG9dSV0byOCvKTYpHxLgwGqtmYOukPmJiYFHl8/JdsjD/qhXcp2SBePiDg\nQUtTHXwBIS2Hh0aKWfA7vgIjerbHtWvXyiVjfn4+oqOjoa6ujvr165f7WosiNTUVZmZmePLkiVj5\nqlWr8M8//5TJ3Z2IYGhoiODgYKxZswZr1qxBdnY2Jk+ejDt37sDCwgInTpyQqPw/M6mpqez/5XVd\n5pSVn4QOHTogICAA9vb2MDMzAwA4P4/CnKshSL5/FLGuZ1G7du1ijx9z+ClSsvLxwKo3+wAWISll\nxdfXFzNmzMDLly8BCF26rayssG7dOsjJlX1G8ubNm5g2bRo71A4A/fv3x/Xr18t832xzDsUxjzfw\nWNYHjWuX7DYuEBDsX76HR3gSDOqrwbCBGtxvnsP5M6eQkJAAY2NjLFmyBMOGDSvzdYnI4wng8voj\nAt6mYOkgA9RUEr6Iv26P4OBgnDx5EvHx8YiLi4OnpydWrVqFTZs2sXWNGTMGdnZ2OHLsBAz7jIRp\nszrftHNx+Pv7Y9SoUXj37h1b1qJFC9jb26N169Zi+75LyYLd83jcDf6IqMRMZOXxxSvj5SL12S1o\nfPBF+OtAKCkplfl3KQwR4eSTaGx1DoW+tiqOTe6IZnXLrgA/CEnAX+f8oFOrBjaMbIdB7Yp+kcYk\nZWK7SyicX31E71Z1sft/xqijpizWJpGfMrD6VhC8o5IBAMoKclDIS0dyXATykt8j1fs6+nU1wbFj\nx6Crq1v+iy8CIsKz6GS8iPuCZ+HvcP9ZMKBRH4yCEnJiA5FwdR02/7MBK1euFDsul8fH/454ISox\nE32byOHc+QvQadAI5uMngMcn9G2tg/RQT4wbNxYDBgzAvXv3JCq3JJg+fTpOnz6NevXqYciQIUhO\nToajoyP4fD5u3bpVJvfoxMRE6OjosGEnROEQAgIC0KFDBzRr1gxv3rypqEv56ZCEsiL1KZ+iFm4a\nSEhZhra3bt1KKAjnf/36dXJzc6NWc09Qo9mnqN/AwSUeb/f8nVio78JIYhooJiaG1NXVCRAmXxO5\nbuM7Yf4fhyfSDpcQSkj7dthdRFpaGl24cIEOHjxY5rD1IjJz88lo/V2ac96vXMdXNt9rj3v37rGp\nBJ48eUJ8Pp+uXbtG8vLyJCcnV+bM1RkZGWxenjZt2pClpSWbeLB58+bfdZe9fPkKyamoUyvTgXTV\nJ5pOPYmi2E8pZGBgQAAkGi34aUQitd94jwzXulDIh7IZrge/Fxr5mu1/TGnZJadaEAgEZOsVQy1X\nOVHnza7k9SaJfH196Yn3M9p1N5RarHSkX9a5kK1XDH1Ky2H78ZcvX8jf3/+HXOtLi0AgYFNUdOj0\nK83afoZ0rR1I28yKAJCnp6fY/qJQ/y6vPlBqairVrFmTAJC9vT0RCfuZKCNvcf1VmqSmprJTwCEh\nIWwfEaWQKJzJvrT1oSAMQeHw866urqzBNEfpkSlvIEku1V1Zyc7j0YyzvtTP5iH5xZQu03JGRgZ1\n6dKFVQBUWpqSrrUD1es6qlTzwjn5POr4zz2yOPPtS1ASysqSJUsIAA0ZMoSNtXD79m0ChIneCmeL\nzc7j0brbr9hw661XO5PN3dBvXiQCgYBexn2htbeC6K+zvt+45pYWW68Y0rV2IN/ozyXvLAN8rz34\nfD4NGjSIvQ9EiQkB0MKFC8t8rjNnzhAAat++PZszKTMzk3UTL5w1/GtE8YWWLVsmVr506dJvwnpL\ngrjkTDLecJcmnfAu9TGf0nKo29YH1HmzK30swhble7yOT6U+O91Jf7kDzT7+gLpsFMbmWXw5oMTY\nPBVNYGAgq7SK+tb+++Gka+1AGj0m0l9//cXue80v7ptQ/6tWrWLvGwMDA6pVqxYBoLp165aYpV0a\nREREsB6QRP/1EVH27rZt25a5zgEDBhAgzN/m7e1NLi4ubLLTwolWOUpGZryBOCRHZi4P00774n5I\nAlKz82F+xBM774aKeZ8UhaqqKtzc3GBjYwPTbt3RYOBfqEWZ8Lq8D23bti3xvMoK8pjwa1M8CE1A\nXHJWifuXFW9vbwDAwoUL2ZDyI0aMQOvWrZGWlobQ0FAA/9nPnPGMwbTueri7qBf6tdHBfrdI9N75\nEKefRuNDajZOPI7CkH2PMfzgE1zyjYNb6CfMtvUv8Xf6GoGAcPppNIwaa6CjbvHTZFUFOTk52NnZ\nwdraGlpaWuDxeGjatClsbGywe/fuMtcXHh4OQNhWoqHwmjVrYujQoQCAsLAwsf0/fPiA7du3Y/bs\n2QgKCgIAPHr0CAKBsF0EAgEePXoEAGjSpEn5LrIYGteuiXl9WuBxRBKeRCSVuH9OPh8zbf3wOTMX\nJ/78FfXUS051UJi2DdVhP78HRpo0gnNkNuQY4OKMLtg93gR1aymX9zIkwsePHwEA7dq1Y21i5vVt\ngc7aPGh2/x3BOcJp0tfvU7HKLgimzepg6UAD9viNGzdi3bp1UFdXR1hYGNLT09GtWze4ubmhXr16\nlX9BJdCwYUOoqqri7du38PX1Zctv3rwJAGjVqlWZ69y9ezdq166Nu3fvomvXrhg8eDDCw8NhaGgI\nKysricnOUUrKq+VU5FJdR1ZSs/No7OGnpL/cgW74x1Fadh4bzG3IXo9SDW9n5/For6vwC8rxZdkC\nzsWnZJH+cgfa6iRuQS+JkZVhw4YRADp06BBblpGRQRoaGgSAwsIj6JB7BLVY6UidN38bhC0wLoV+\nP+bFjrboWjvQyINP6Lx3DH3JyqPrBV+HCy89L9P0mWj6y+55yfEiZIXStgefz6fMzMwf8pQ5cuQI\nAaCePXsSny+Mp5Kfn0+//PILARBLwOjo6Mhmbv166dWrF23dupWdStDS0qqQ7Mk5+TzqtvUBDd1X\nfEI9IuGonCh6rHPQjwVmFAgEdOWeJ3l6l28asiKIi4tjk3+KPGJ4PB4NMxtBOv/bSHrW9nTnRTz1\n3O5GnTe7FjsSlJGRQf7+/hQVFVWZ4peLhQsXEgBSVVWlYcOGkampKXv/PXjw4Jv94+Li6NKlS2Rn\nZ1fsvfjmzRuytLQkAwMDMjIyovXr11e795Ik4KaBviIoKIh27txJu3bt+iGXNWmQkplLww88puYr\nHL8JvX331Qfq+M89arnSibY4BtOjsE/fTHnEp2TRducQar/xHulaO9CkE97leknNOudHxhvuUnoh\n911JKCuiKK8aGhq0f/9+sre3p759+xIA+rVzZ1p4SfjimHPej1Iyi3a7FAgE9CjsEx14EE7hH9O+\n2X7ggVBJ2+5cctsLBAI66BZBessdyGz/4x8KbFbZVKYreUpKCmtr1KtXL9q4cSP9+uuvBIDq16/P\nTumlpKSwUwVDhgyh/fv308CBA4tUXDQ0NOjhw4cVJvPN50LF9XsBy/YVTImUFD22tMiie78ow7qK\nigqNHDmSncJQ09Smvjvuk661AzVf4Uh+MVVj+rMksrOzaezYsWL3mpKSEh04cEBsPx6PR/Pnz2fd\n/lEwFX327FkpSf7zwykrBfB4PDbOSOHF0tKS/RqUZRLTc2jQnkfUcqUTub4uej44KT2H5pz3I73l\nwlEFveUONGjPI1px8yXNOe9HzVY4kv5yB5p5zpeeRiaW+2s64G3KNw9xSTyIeTwemZubf9NGWlpa\n9PfZR6Rr7UD77of/0CiAQCCg5TeEhoLnvGK+2Z6bm0vJycmUnp1Hs239SNfageZffE5ZuWWL4FpZ\nfPz4kWxsbGjJkiV0+vRpNiZLZb8Y79+/zyosokVbW5u8vf+zDTl69Cir0IjakM/ns3ZUkyZNosWL\nF9OBAwcoObl0dljlhc8X0JC9HtR924Mio88e93jD2paU5X67efMm9ezZk7S0tMjQ0JD27NnDGhjL\norKSnp5OY8aMEWu3Ro0akbu7O73/kkUjDj6hy89ipS2mxHnx4gUtWbKEVq9eTZ8+feswsGHDBgJA\n8vLyNGTIEDbqN8Mw5OHhIQWJf344ZaWAnTt3EgCqUaMGTZs2jaZMmUJKSkoEgA4ePFiGn7TySc7I\npYG7H5HBaqfv5p8RkZadRx7hn2ivazhNPulDhmtdyGj9XdriGPxNMK7yMvWUj9joiqQexHw+ny5f\nvkwjR46kPn360MqVK+mgyws2P40kAnvl8/g07fQz0l8uDKKWncejhIQEmjJlCikrK5OCZgPSnX2c\n9Kzt6eijSIkFE5M0169fZ4NQFX7RBAUFSeXFmJycTIcOHaJly5bR8ePHKS1NfGRr3bp1BIBWrFgh\nVr548WICQFu2bKlMcelR2CfStXagE4//m74QCAS0xSmYHcErTRh9Ebt37y5ylOh///sfCQQCmVBW\n0tPT6fjx4zR79mxavXo1O7ocFhZGly5dort377JG0j87xbVHXl4e1alThwCQs7MzW/7333+zQTU5\nJA+nrBQgyrFiZ2fHlommHdq0aVOqOqRBanYeme1/TC1XOdGTciYp4/MFEk/o9uKr0ZWKehC7hSSQ\n/nIHmnrqv5w1kiAzN5+GH3j8n32L1TVq+NdRqvfHdmqy8DI1XnCRauga065duyR2Tkny9u1bVtke\nOnQobdq0iYyNjQkAtWrVinx8fKT+Yvyaq1evsp4jIu+TtLQ01s359u3blS7TxOPeZLLhLqVm51E+\nj09/F9h/rbJ7WaY+8/nzZ1Zx3L59O71//56uXbvGTnu5ublJXVkJCwujJk2aiClSDMOI5auqThTX\nHrGxsQSAdHR0xD5UgoKCCAC1aNGiMsWsNnDeQACbYwUAGwyt8P9RUVHSEKtEsvJ4sDjji5APafh3\nYgd0b6Fdrnrk5Bg2V4ykMG6iib6tdXD8cRQycnkSrVtE0LtUzL34HG0bquPgHx2gIC+5W7GmkgJs\nLbpgx1gj9NRIQVqgK5SzPqFL507oZ6yP+a2ykBMbiI0bNyIjI6PkCiuZs2fPIi8vD6NHj4aDgwNW\nrVoFb29vNG3aFOHh4TKZm2TkyJHQ19dHWFgYDAwMMHHiRBgYGCAqKgqtWrVivYcqk+VDWiMlKx97\nXSMwy9ZfmLOpfyv8M9KwTH3m3r17yMnJQZ8+fbBs2TI0aNAA48aNw7x58wAAt2/frqhLKBVEhIkT\nJyIuLg5GRkawsbHBtGnTQERYvHgx/P39pSqfLKGlpQVFRUUkJiaKvRt8fHwAAA0aNJCWaBwlUOWV\nFTk5OTYKpJOTE1vu7OwMANDX/zZ8vLTJ5fExy9Yf/rEp2DvBBP3ayJ4r4MJ+LfElKx9nPWMkWi8R\nITDuC6af9UXtmko4NbX0CezKgoaKIv73axNkPLuBlAfHsKZfI9xe2Benp3XGsrkWaN++PdLS0vDs\n2bNy1Z+YmIiDBw9i7dq1uHnzJvLzJZNADhBP0igKEV6jRg1069YNwH9uqbKEkpISnJ2d0bZtW8TH\nx+PixYv48OEDfvnlFzg5ObGh+SsTw0YaGGnSEKeeRsMt7BM2jTLEwv4tyxR2HRAmhwQAFRUVsfKa\nNYWRjnm8ilHoS8vLly/h5+eHOnXq4MmTJ7CyssKpU6fYBIEnT56UqnyyhJqaGsaPHw8iQv/+/WFj\nY4OVK1diwYIFAIRRcDlkk8p/glQAlpaWsLa2xoQJEzBp0iTw+XxcuHCB3SZpvN58RkJaDkYYNyx1\nyHIR+XwB5l0MwOOIJOwYZwQzo4Y/JEteXh74fP43D9IfxbiJJvoVjK78MkATNRVL1muTM/PwPDYF\njbVU0EijBu463sGlS5eQlpaGdqb9UKf9QLhHpSEqMRMaKoq4OKMLdGqVLbZFWRHFBsnMzGTLiIhd\nF20vC1euXMHUqVPZLMuAMDfT3bt3JRI+XRQTws7ODpaWlpCXl0dKSgoePHgAABIP0S4pDAwMEBQU\nBA8PD0RHR6N58+bo2bNnmZUDSbJkoAHeJmdhZs9mGPJL+b6a+/TpA3l5ebi4uODKlSswNzeHv78/\nDh48CAAYOHCgJEUuM+/fvwcAGBsbo1atWmx5jx49cODAAXY7h5A9e/YgKCgIgYGBWLJkCVs+bdo0\n/Pnnn1KUjOO7lHf+qCKXstqs5Ofn05QpU74xfps5c6bEvYE+Z+TSL+uEWWZHH3pSptDePP5/sR3O\nPI3+ITnCw8Np9OjRrPtd165d6d69ez9U59cExgltV5afe1jifHwej08jDz4Ri4PSeJ4t1Zu0kxpM\nO0C61g7UdNkdGr77Pp33jqHP5cwKW1YuXrzIzlHb29tTVFQULVq0iHW9LavBYUREBBsVdvDgwbRi\nxQrWLqNr164SMdj99OkT631jbGxMM2fOpIYNGxIA6tSpEz179kwmbFZycnLo+vXrtHPnTrKzs/up\njTdFUXdR4A4r+r93797E4/GkarMSHR3NOhiI4qHw+XwaMWIEAaCVK1dKRS5pUlJ75Obm0oULF2jG\njBk0f/58evTokcwa2/8McFmXvyIwMBDOzs5gGAZmZmZo164dAOCQeyTuvHiPPL4AeTw+0jKykJ3H\ng2p+Kia0U8WSKaNK/YW9yi4Il33jYDWgFU48jkJ6Dg8WPfWxsF9LNtFcUQgEBOsbL3HN/x2sB7fG\nnN+al/q6vubt27fo2LEjkpKEUToVFBTA4/EgJycHR0dHDB48uNx1f43FGV/4vEnE4aHa6GXaudj9\nbO6F4YBbJNYNb4vQF744cv46atZtghYmXaFcowY+B7ohyPEsuhi3wdOnTyUmX0nweDwMHjyYHZUQ\nIScnh8uXL8Pc3LxU9aSmpiIlJQWHDh3Crl278Mcff7Cjd1++fEHz5s2RnJyM58+fo3379j8st4eH\nB8zNzfHp0ye2zNjYGPb29khISAAgmSzY5cXf3x8jR45EfHw8W6anpwd7e3sYGhpWujw8Hg8uLi4I\nDw9H06ZNMXz4cCgrSy6KLBFh//792LNnD2JjY6GhoYHp06fjn3/+gaqqqkQzk5cHUaLKWrVqYdiw\nYXj16hVevXqFmjVrIjg4WGZH4yoKabcHhzjVJpFhXFwcnTlzhmxtbSkhIaFMGp1fzGc22umcc8+o\n7fRtpDVoHmkNmEONLIXJvQxm7qdnER9KrOt1fCrpL3egdbdfEZHQ7XjpNaGHQbetD+je649FaucC\ngYDW3AoiXWsHsrkXVib5i2LevHkEgPr06UPv37+njIwMNnqjsbGxRL8Q/htdcS92H+83SaS/3IGW\nXH1BRERDhgwhAHT48GF2n7S0NNZ7Ijo6WmLylYbs7Gzatm0btWvXjurXr09mZmb06NGjUh0bHx9P\n48aNY0ewlJWVCQCdOXNGbL+hQ4cSALp586ZE5b527Rrt27eP7t+/z44SStvzJDMzk01u2K5dO5o/\nfz4bcExXV5dygCMOFwAAIABJREFUcytn1ExEaGgotWzZUmxUtUGDBmJxYCSFQCCg9PR04vGEbs9x\ncXG0Zs0a+u2332jcuHHk5yedZJhfvnyhwYMHi/0GOjo65OrqKhV5pI20+wiHONXCdXnp0qVikQYV\nFRVLHbMhn8enIXs9qOuW+5SRk08rV65kh/9tbGxoh80eatRvCjVecJF0rR3I8oI/RSdmFFmXQCAg\n8yOeZLLhLn3JFB/u9n6TRP1sHpKutQOZH/GkgLcpYsdtdhTGdtjsGCwRRUL0Yij8MM7JySFVVVUC\nUGaFriTG7r1HLVc40DW/b7PFfsnMI9Mt96n3DjfKKIjLIgpzff/+/SLlfv78eZllyM7Opl27dlH7\n9u1JT0+Pxo8fX+EvhoyMDFZmeXl59gWNAhdiUVsmJiayaQNevnxZoTIRSf9BfPbsWQLEkxtmZ2ez\n2ZRv3LhRabLweDxWUWnWrBnNnTuXTQWgra39TTwYSeLu7s72ucKLjY1NhZ2zJF68eEGnTp2iO3fu\nUE6OdJMpShNp95HvERsbS6dPnyZbW9sig9b9jFQLZQUAycnJ0fDhw8WyyV66dKnEH+jM02ixHDmi\nef/CX9WPHz8mRqkmNRo0k9qscSbDtS70OPzbmCf2gfGka+1A571jijxXHo9PZz2jqUNBuHvL80LF\nZ/e9MNK1dqDVdkESG/Fo06YNASB3d3e2LC0tjY0FkZSUJJHziLj/2IeG7bpLutYOZH09kLLzhF+V\nAoGALC/4U/MVjvSikIImGuUZPnw4+5UtyrCsoaHBRmItLXl5edSvX79vXgqKiopigZ0kzb///svG\n6omLiyOBQMBGakWBjcqCBQuoUaNGbPTW8pKfn0/Ozs506tQpevbs2XfvFWk/iFevXk0AaPXq1WLl\nonbfvn17pcni5OREAEhfX5+9r/Lz89mopMeOHauQ8+bl5bHPk6FDh9LmzZtp/PjxxDAMAShVpnOO\nikPafaQo+Hw+LVy4kOTk5MTsn3bu3Clt0SqcKq2sABgMIAxAJIDlhbd9raxcvHiRveh9+/YRAOrS\npct3f5xPaTlkuM5FLEeOyDCycNKqrKwsNoBSXHImDdrziJqvcKQrz97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GEQDatWsXu+3d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\ncMoKBwcHBwcHh0zzf1/+g6YDc/1fAAAAAElFTkSuQmCC\n", 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wAywtLVGrVi0MGTKEX0bKz6PoZPzmGAqrpnWwcUQbCBQqMfBYHsqKCrCbao5x\ndn746XggzvzYBa0MNGXah5qaGlq0aIGnT59i//79+Pnnn0FE2LVrFwCgY8eOuPE0Dge8X+Heq0SI\nJIQ66ioY2lYfXs/jMWL3bfzSrxnm9mgsl2tU6ZTXyqnI49OZFU1NTVkaeV8lK1asIADUrl07CggI\noNevX9PkyZMJAHXp0uWLZLOZlapFWccjOjqaj/swduxY2r17N/9LXE9Pj7KysipQ22+D0oyJ74t4\n6rP1Ft1+8b7c/dy9e5cAkL6+PmVmZvLl0lgfc+fOLbNM6bKSuro6jR8/ng+sKA1aJj3U1NTo+PHj\nJcpbvXp1gfgrenp6/EzKq1evim37IT2bLDddp65/Xivz0k9+ZPXMepuUQV3+vEadNnpQZGL5YyN9\njiNHjvDXqn379nxqEAB0wtGNmq1ypW621+kv1yd0PyKRxOLc5fwP6dk07/h9MlrmTGP23qY3CbLX\nTZZ8M8tArVu3lu2V+wp5//49mZiYFJpqVVVVLbA0VB6YsVK1KOt4bN68mQDQsGHD+DKRSMQH6Tp/\n/nxFqPlNUdKYnLgTQY1XuJDRMucSA49JJBLKyMggsbjw8kf+XFfdunUjBwcHWrRoER+sbebMmTR0\n6FCaPn063bhxo0S9o6Oj+XxV0iiqEomEDA0NeQNl3rx5vHGroKBADx48KFamSCSi5cuXFwiEZ2pq\nSrd9felSUBSN2O1D/zsbTDFJmQXaicUSmu5wl5qsdKHAiMQSdS8OWT6znsWmUOu1V2nqwbslVy4H\n27dv56PgAqC6devS0aPHaHpeVN1Pr5MUiURC5+9HUqs1V6nVmqt05eHbIuuVxJuEdHr5LrXkil9A\nlckNVNH8+OOP8lahwvD398eqVauwdOlSuLu7F8gfUhbq1KkDX19fLFiwAPr6+tDW1saoUaNw+/Zt\nWFpaylhrRnUiJiYGANClSxe+TCAQ4LvvvitwnlF6kjOEuB/xAWf9I/GX6xNsvZOEKy8ykJxRMHuv\nSCzBeqdQrLz4EJZN6mBcR0PcevYeyZmFs/wSEQ4cOIAWLVqgRo0a0NbWho2NDZKTk/k6HMfhxIkT\nqFOnDnx8fGBtbY0dO3ZAIpFAVVUVBw8ehLOzMw4fPozevXtjyZIlxb6PZ8+eQSKRoFOnTmjWrBmA\n3J2F0dHRAHJ39OzevRvXrl3DrFmz+GzCxSEQCPDXX3/h7du38PT0RGBQELac9sC6OzlYeDoYSRlC\nOAa/Ra+/b2Gbx3OkZ+fGCdl98wVuPnuPNd+3QvuGVSdnUjM9DfzUszG8nr/Ho+jkkhuUkUWLFiE6\nOhrXrl3DzZs3ERkZCd0OfXEuzV/hAAAgAElEQVTz2Xv80q8Z6mmqFtmO4ziM6mCIKwut0ERXHTan\ngxH6tmz6JWcIMcbOFwN2eGG/10tIJFRkvcT0HKy6+BCbrjwt8/uTFRxR0crJk+TkZF6phQsX4uDB\ng3IN8FURSCQSzJ07l1/LldKnTx84OjqiZs2actErOjoaGRkZaNSoERQVc12aAgICAOSuoTLkT1nH\nw8HBATNnzoSZmRnu3LkDVVVVJCQkoFWrVoiLi8OtW7dYoLpSkpieg5F7biMiIYMvE3AERVEmsgU1\noCzgMKC1PsZ3bIA29TWx4HQQvJ6/h7VlI6wc3AKP3qZgxO7b2Dy6LcZ1alBA9p9//olVq1YBABQV\nFflgX9999x28vb2hrPwxEFp8fDwcHBwQFBQEHR0dODs7IyIiAn379sXs2bPx6NEj2NraIicnp9jx\nff78OZo3b45atWohIiICWlpa8PT0RM+ePQEAM2bMgIODAwDAxcUFQ4cORd++feHh4VHitZJICNee\nxGHHtTA8jklB47o1sahvMwxpo4/opExsuvoULiEx0NVQwWhzQ9h5vsSIdvWxbZzZFyfIk/UzKzlT\nCMtNN9CrhS52TWwvE5mfIyNHhL5bPVFLTQnOC7pBUVDynEJCWjaG/OMDVSUFOC3oBg3V0gUEXXw2\nGI7Bb2HRWAfeYfHo1qQOto0zg26tXANJIiGcCYiE7dWnSMozxHdOaIfh7eqX6T3lN7g1NTXLN7jl\nnZKpyONbCLcvTXSlqqpKCxYsoJUrV/KpxhctWlTp+gQGBpKFhQU/FVm/fn2yt7cnIrYMVNUo63ik\npaXxyfQaNGhAY8eOJR0dHQJAHTt2ZKEBysBRv9dktMyZtns8o8Me98modUcCl7sEo6RrQroDf6aW\nK53IaJkzNVnpQo1XuNDJuxF8e4lEQt0336DJ9ncKyE1MTCQ1NTUCQPb29iQUCikwMJAPcV+cr4jU\nj8XAwKBACPeVK1eWKneMlZUVv1SzZcsWGjduHP8ccHR05OtJQyHMmjWrWHk5IjGdC4ikvltvkdEy\nZ+q++Qadvx9JInHhz1nA6wQa/q8PGS1zpv7bPCk9W1is7NJSEc+sP10eU6PlzhQRX7H+IX+6Piaj\nZc7k/yqhTO3uvUogkxUuNO/E/VLd0x6hsWS0zJn+dntKEomETt6NoOarXan97+7kERpLodHJNHJ3\n7tiMtfOlx29z/2+99mqZEz5+Ez4rXyudOnUiAHT48GG+zN/fnwBQrVq1SCiUzU1bGsLDw0lTU5OP\nj1CvXj3+YWVvb8+MlSpGSeMhEolo586d1KpVK9LU1KQuXbrQ5s2bqXnz5gX8mbp27UrR0dGVqHn1\nZ6ydL/XbdovEYjG1atWKAFCLFi3I2tqavvvuu9z4JzXU6dD1EPrf2WDyexlfSMbfbk+p0XJnikv5\n6Itw+fJlAnKz2+Znx44dBICmTp36WZ1cXV0JAPXo0aNA+cmTJwnIzfZcHOHh4UX6u0mN2+XLl9PI\nkSP5ss999tKzhXTQO5y6/nmNNz4uBEaWuPVYIpHQrWfvKC65aN+M8lARz6zY5ExqutKVVl0Mkanc\n/DyLTaHGK1xoyX/B5Wq/52ZufqOjvq+KrfchPZs6bvSgAds9KVv4cXzC4lJp0A4vMlrmTI2WO1OH\n393pXEAkb/y8jk8j09+u0IR9fryzb2lgxko1RmoQ5E/vLZFI+CBBCQlls6q/hPnz5xMAGjRoEKWk\npJBEIqGdO3cSADI0NKQ7d+4wY6UKUdyDWCKR8LvAPj1+//13unXrFh07dozu3bvHZlTKyNukDDJe\n7kz/XHtOnp6e/GxGWloa+fv7071792j48OEEgDZs2PBZOc9jU8homTMd8gnny1xcXPiZrvzY2toS\nAJo+ffrn9Xr7lgQCAQkEAgoICCCi3ER5PXr0IAC0cePGEt9beno6HTp0iObNm0erVq0iT09PfleQ\n9FBUVKS9e/cW2f7m0zgy3+CR+yt8ry/deBIn189XScZKVFQULV26lDp16kRWVla0c+fOz8aWyc+y\ncw+o2SpXep8q+x10EomExtr5ktl6t3LvhJI6KTdd6UohkZ///lx0Oogar3ApMlZLllBEm68+oXWX\nH9GH9MJ6SGPg2Hu9LLVezFipxkgfJJs3b+bLpA8sPT29Ss0Y3LZtWwJA3t7efJlYLOa3HF64cIEZ\nK1WI4h7EPj4+/AzZ2bNnKS4ujjc8lZSUKDY2tpK1/Xqw93pJRsucKfx9Gr/ldNy4cUT0cUx2797N\n78opjoE7vGjE7o+79FJTU/kdIevXr6eYmBhycXHhl4YvXrxYrLyZM2fyEWEtLS1JV1eXgNyMvOUN\n/icSicjJyYlWr15NW7dupcjIwtFcM3NEtP5yKD+TUtali4qiuHvkyZMnVLdu3ULGvIWFBaWnF7/E\n8/JdKhkvd6YtV5/KVF+JREIn7uQaAfmXDctDYlo2df3zGlnZ3qDkzI/B5sRiMT179owOuedued7q\n/qzcus4+4k9NV7rS47fJpWrzzewG+hqRZihdunQpBg8ejPHjx2PkyJEAgAULFlSqQ7HUmTc2NpYv\nS09PR2pqKoDc4EWM6sHly5cBAHPnzsXYsWOhq6sLGxsbDB48GEKhEFeuXJGzhtUXp5AYtK5fC43q\n1ETTpk0BALdu3eKdByUSCX/9mzRpUqysYWYGCHqThMjEXEdddXV1Pm/O2rVroa+vjyFDhiA+Ph4D\nBgzA999/X6y8f//9F7NmzeJzgr179w6tW7eGh4cHdHV1y/V+BQIBhg4dig0bNmDx4sUwNDQscD4s\nLhUjdt+Gw+1XmG5hDMf5luhoXLtcfVUmCxcuxPv379GjRw94eHjg9OnTMDQ0hK+vL3bv3l1sW5O6\n6hhgWg9H/V4jLbtgtuOY5Ez8fDIQO649z50JKAWRiRnYdT0MfbZ5YuXFhzA30sb4jg1KblgM2jWV\nsWtSB7xNysTQf3yw9NwDLNvvhGZd+qJlh874zfExkBQN4/Ty7ezhOA5/jWqDWmpK+OVMMLKE4i/S\nt7RUiwi2XyMjRoyAra0tVq9eXeALZM6cOVi+fHml6jJu3Dj4+flh0aJFkEgk0NfXx59//omMjAxY\nWVmhTp06laoPo/wUlUoeAFRUVAqclzcxMTE4fPgwwsPD0ahRI0ybNg3165dth0Fl8iYhAw8ik7Bi\nUAsAudvAO3TogMDAQLRt2xZdu3bFo0ePEBoaipo1a2L69OnFyvveTB+2V5/i8oO3+LlXrmEze/Zs\nGBgYYMuWLQgODoaenh6mT5+OxYsXl/jjRVVVFfb29ti4cSNCQkJQp04dtGvX7ot31RQFEeHE3TfY\n4PwY6iqKcJjeEb1b6Mm8n4ogMTER7u7uUFZWxoULF1C7dq5xpaqqihEjRuD06dMlbvee27MxrobG\n4tTdN5jd3QREhP8CorDB+THSc0RwIUDAcVjQp+lnZVx5GINDt1/j3utEAMB3jWpjtpUJvjczgIIM\notGaG2nj30ntcdo/Eq4PopAmVAB6/4oGvQGSiPD2yBqMtY+Au7s7+vTpU2b5Ouoq2DKmLWYc9sfS\ncyFYPqgFDLQq+EdteadkKvL4FpaBpMTGxtKhQ4do3759FBYWJhcdMjIyqFu3boWmRbW0tCgoKIg5\n2FYxihsPd3d3AkC1a9cmHx8fEovF9N9//5FAICAFBYUCPlLy4sqVKwUChiFvV5yzs3Ol9C+RSMgn\n7H2ZIpL+eyOMjJY5F2jz6tWrAhFHAZC2tja5u7uXSuboPbep/zbPMutfFCKxhPxextOqiyFkuek6\nzTx8j9wexZQrr05xZGSLaNHpIDJa5kxTD94t4CRclfjcPRIZGcnfH/mX2gMCAggANWvWrFTyx+/z\npc5/XKOI+HT64eBdMlrmTOPsfOnV+zT65Uzu9TlShJOrUCSmdZcfkdEyZ+q15Sb9eyOswqPP9ujZ\nkxQ19WjM4r/o98uP6HxABJ/4tmfPnl8kW+osbrLChX4+cZ/ufyaYnyyWgap8nBVNTdnmY2AUTWZm\nJvbv34+zZ88iPT0dPXr0wKJFi9CoUSMWZ6WKUdx4SCQSDB48GG5ubgByp/KlsykLFy7Ejh07StUH\nESE1W4RapYzXUFpSUlLQsGFDJCcnY9CgQRg6dCiuXLkCZ2dnqKurIzIyElpaWjLt81N8X8Rj0oG7\nAIAmuuro2awuejbXRadG2lBRLHoGY+AOL9RUUcT5nywKlIvFYri7u+Pq1avQ0dHB4sWLoa6uXio9\njvq9xhrHULgt6o7m9QrnyCkNwZFJuBQUDdeHMXiXmg1VJQVYNK6Dh9HJeJ+ajTrqKhhtXh/jOjZA\n47ql0+tzRCSk48dj9/EsLhWL+zbDz72ayGQWoCL43D0ikUjQpEkTvHr1Ctu2bcOiRYuQlZWFKVOm\n4MKFC5g5cyYOHDhQonzP5+8xzeEeFBU4KAkUsHxQC0ztYgQFBQ4isQRzjwfmxpgZ3w4j2ufOGCam\n52D+yUD4vkzADEtjrBrcslQxVL4UZWVlCIVCJCYmQls7N9heUlIStLW1oaioWCBfWHmI+pCBo34R\nOHXvDVKzRDBroIWd49vBuM7HWGGyiLPCjBXkPphv374NZ2dnEBEGDRqEHj16VMgUanWEGStVi5LG\nIzMzE+vXr8eBAweQkJAAIyMj2NjYYNGiRXifloNjfhFQUOBQS1URtVSVoKGqCEWBAl7FpyEsLg3P\n36XhRVwq0nPE0KulAjNDLZg10EK7BlpoY6j5RQbMoUOHYG1tDUtLS3h7e4PjOBARevXqBU9PT+zb\ntw9z5swpt/zSsPhsMDxC47Cwb1N4Pn+Pu+GJyBFLoK6iiK3jzDCgVb0C9cPiUtFvuxfWfW+K6ZaN\nipRZnnskPi0bnf+8jrk9TLBkQAu+POpDBm4+fQdzo9owNahVZNvE9BxsdH6MC0HRUFFUQK/muhjS\nVh99WuqihrIiRGIJbj17jzMBkbjx9B3EEsJvQ00xs1vR+pfEjadxWHQ6GBzHYeeEdujZvHx+MJVF\nceNx+PBhzJgxAwBQv359pKWlITk5GTVr1kRAQABatGhRqM2nEBGmHrwHAPhjZGsY6RQM4pklFGPG\nIX/ce52IfVPMYaClhjnHAvAuNRt/jmyDMeaGRYmtEGrXro0PHz4gJCQEbdq0AQA8evQIbdq0gZaW\nFj58+CCTftKzRbgQGIWLQdE4MasL1JQ/Gv6yMFa+eZ8VkUiEyZMn4+zZs3zZ5s2bMXz4cJw9e7ZA\n1EgGozqgpqaGTZs24a+//kJWVhZUVVXBcRwiEzMw6cAdRH/IxGeiaqOOugqa1K2BtrUyQekfIFSq\ng+dxArg/jgMAqCop4MSsLjA3Kl849Pyh/6U/BjiOQ5cuXeDp6Vnhof/Ts0W4+igWw9sZYJaVCWZZ\nmSAjRwS/lwn453oYFpwKwolZndEpn6OoU0gMFDhgcFt9mepSR10Flk3q4PKDt1jQuyncQmNx7n4U\nfF7EQ/obsp+pHmx6N0Ubw9wfbUQEx+C3+N35MVKzhLDp3QRzejSGukrBR7miQAF9TfXQ11QP71Kz\nsPLCQ2y68gSdG9VG6/ql/wGYkSPCnpsv8e/NFzDVr4V9U83RoHYNmV0DeTB9+nSIRCKsW7eOTyvQ\noUMH/Pvvv6UyVIDcz+zxWZ0/e15VSQD7aR0xyf4Ofj4ZCAWOg6aaEv77sSvMGlTszOGnTJgwAXv3\n7sWkSZPwxx9/gOM4PlLyhAkTZNZPTRVFTO1qjKldjWUmMz/f/MzKli1bsHTpUmhoaODHH3+EgoIC\n9u3bh+TkZKxfvx5r1qwplZz4+HiIxWLo6up+dTMybGalalGe8XjxLhWTD9xFllCCo9bfoU19TaTl\niJCSKURqlgjZIgmMatfAs4eBGDFiBOLi4vi2jRo1wqnzjsiuWQ8rLjxETRUBnBdYQVmx7FPYly9f\nxvDhw2FiYoLg4GBoaGggLS0NHTp0QFhYGM6dO4fRo0cXaPPgwQOEhYXB2NgY5ubmX3R/XQiMwuKz\nD/Df3K4FDBIgd7ZizF5fxKdl4/xPFmiqpwEiQp+tnqinqYqTs7t8Rmr575Fz96Pwv/8eoKayAOk5\nYtTXUsMYc0MMbF0PbqGxcPB5hZQsEXo2r4spnY1w7E4EPJ+/R7sGWrAd3bbUy0cf0nMwcGfuUpbL\nAqsCv3qLIjNHjON3IrDP6yXi03IwuoMh/hjZGqpK1SPtyafjkZycjPv370NNTQ2dOnXi0xmEhYVB\nTU0NRkZGFfLcTkzPweQDd1FLVRG7JrWHrkbReX7Ki1AoxH///YerV6+C4zgMGTIEo0aN4lOlAMC7\nd+/QrVs3hIWFFWjbtGlTeHt7Q09Pds7RmZmZ8PHxgVgshoWFBWrVyp0ZZOH2ZUCTJk0KhZWWOinW\nr1+/xPa+vr7UtWtX3sHOzMyMrly5UpEqVzrMwbZqUdbxeBiVRO1/dyfzDR70JObzcRFSUlL4MPxm\nZma0aNEiatasGQEgExMTEgqFdO1xbojuXdefl0t3oVDIR9LV09Oj8ePHk76+PgGgxo0bU07Ox7gQ\nUVFRhRy/zc3N6eXL0gej+pTJ9neom+31zwYse5OQTh03elDXP6/R26QMehiVVKrYF5+OSWZmJoWF\nhdGHDx+KbZeSmUPDdnnTwlOB5BP2vlBU0JTMHPr3Rhi1W+9GRsucqeVvV+iQT3iRoetLwvv5ezJa\n5lxsBNbMHBHZe73kA7xNsverMrFTyoJ0PCQSCa1bt66AQ3fDhg3J1dW10nQpS6TXspCSklLgu0d6\n9OzZs1C8mMTERPrjjz+oa9eu1LVrV9q4cSMlJn5ZZutPOXz4MNWuXZvXo2bNmrRp0yaSSCQsKJws\nUFFRIQCUnPzxIZ6Tk8Nf8KLStEsJCgri83moqamRuro6IS+NuoeHR4XrXlkwY6VqUZbx8H+VQK3X\nXCWLv65T+Pu0YutK81V99913fLqHjIwM3qC/fPkyERH9dDyAmq5yLVHe53j58mWh6Kht2rQpsBtO\nLBbzdbS0tGjo0KF8gLQmTZoUyIFTWqQRaLeVEAzrUXQStVpzlfpv86Tl50Oo8QoXSiwhoqh0TIRC\nIa1atYpPXyEQCGjcuHFfHIwvLUtIl4OjKaqMOVk+ZYNTbgC3a48L6iORSMgxOJq++yPXSJmwz4/u\nhle8kZKenk4HDhwga2trsrGxIV9fX5nIlY7Hli1b+M9Yx44dydjYmA+QGBgYKJO+5MWvv/7K/6je\nvn07bd26lY+MvmbNmkrV5erVq/x1btu2LXXu3Jn//8CBA1XHWAHgAOAdgEf5ymoD8AAQlvdXO6+c\nA/APgBcAQgB0+FReZRorZmZmfA4cKcePHy/VNrYxY8YQAJowYQKlpaVRVlYWn+zr0xwf1RlmrFQt\nSjse7qGx1GL1Feq55WapvuSWLl3KR1DNz7x58wgAbdu2jYiI4pIzqfXaqzRxv1+5Q6pLJBLy8fGh\nI0eOkLe3dyE50tlNAwMDev/+PRERJScnU9OmTQkAnTlzpsx9SvOmvI4v2cjyCXtPTVa6kNEyZ5ru\ncLfE+tIxmTt3Lv+QNjQ0JIFAQACoVatWlJkp/22+WUIRDdjuSR1+d6d3Kbkh48PiUmnifj8yWuZM\nQ/7xIt8XhfMZVQSRkZH8eOY/Fi5c+MWh+v39/cnPz4+P5Hv69GkiyjWCZ8yYQQBoypQpsngbckNq\nvN+58zEp5vXr1/nZo/KQnJxMtra21K1bN7K0tKSNGzeWKvVLnz59CACtWrWKL9u3bx//PVqVjJXu\nADp8YqxsBrA87/VyALZ5rwcDuJJntHQBcPdTeZVprDg4OPCzIcOGDaORI0fyD5jdu3cX21Y6ZZ5/\nWjo1NZUUFHKzsGZlyT5/hDxgxkrVoqTxEIsltMPjORktc6ah/3iXOhbG3r17CQB169aNn1HMzs6m\nFi1a8GkXpBzzy80+/F9A4RDsskD6i3j+/PkFylevXk0AaOXKlWWSJ5FIqO/WWzR6z+1St7kUFEWN\nljuTa8jbEuv6+/uTk5MTKSgokKKiIl27do2IiCIiIqhx48YEgI4ePVomnWVBbGwsbdiwgYYPH07W\n1tZ08+ZNehabQk1XudI0h7u06coTarLShdqsvUpHfV+Va3mpvAwePJiA3ESQO3fupF9//ZWUlZUJ\nAF26dOmLZPv7+9OlS5f45cb8xk9gYCDfb3VFLBbzxl3+75nExEQ+blFZiY+PLxQ3SLo8GxMTU2xb\n6fJPVFQUXyYUCklJSYkAyMRYkcluICLy4jjO+JPi4QB65r0+AuAWgGV55UeJiADc4ThOi+M4fSIq\nchuA1FGqomjdujWsra1x5MgRPlS2goICpkyZgk6dOhXbvzSqpI+PDxITcyMRvnv3DhKJBIqKiggK\nCirg6FTdqeix+FYQi8UIDg5GQkICGjdujMaNGxeqQ0Tw9vbG5cuXER8fDxMTE4wfPx7Nmzfn6xQ1\nHplCCXb5p+De22x0b6iKH81V8ObZI7wpQZ/MzEw0bdoU6urq8PHxQfv27dGxY0d4e3sjLCwMenp6\nqFevHt9nMwGhuY4S1juGoHbWW9RSkW28iPT0dACAp6cn/P39eefHGzduAACys7MLvH+hUAhvb2+8\nefMGenp66NWrV4Eovi8/CBH2Lg0/dtAo9ee4PoDDw+qiRnY0AgKiS6wfEhICiUSCrl27QlNTk+9n\n2LBh2L59O86fP4+WLVuWqm9Z8PTpU8yfP7+Ac6ODgwOmTJmCyYNn49CD97j17D16GaliShsNaCrF\nIygwvlJ0i4+Ph6urK5SVlbFjxw7o6OjAwsICQqEQ//zzD7Zt2/bFEY01NDSgoKCA+Ph4uLm58ZG4\nXV1dAeTGH6nOz7SmTZsiLCwMv/32G8aNGwcAOHLkCH+urO9t27ZtePz4MYyNjTFv3jwIBALY2dkh\nLCwMc+fOxerVqz/bVkNDA4mJiTh37hwsLS0BAC9evIBQKESNGrLZPVaR36R6UgOEiGI4jpNuzK8P\nIDJfvai8sords/gZOI7DTz/9hNGjR8PPzw9EhC5duqBevXoltu3VqxfOnDmDjRs34tdff4WSkhL+\n/fdfAECPHj2+KkOFIRuePHmClStXIioqii/r0qULNm7cWGDn265du3Ds2DH+/9DQULi6umLjxo3o\n27dvkbJj0kSw9U3C21QxppupY0iTGsXucMjKysK+ffvg6OiI1NRU6OjooHfv3rh58yZCQkIQEhIC\nANDR0cHWrVuhpPQxvooCx+HHDrWw5FoCjoSkYkEn2e7a69mzJ9TV1fHw4UMsWbIE3bt3x7179+Dr\n6wtlZWX079+frxseHo5ffvkFb9++5cu0tbWxZcsWmJmZAQA8IzKhpAB0NSy8GyMxMRHOzs4IDw+H\nnp4ehg4digYNcvOz1FAqvREmTWkg/eEiJSEhAUDhFAgVCRFh7dq1SE5Ohrm5OUaNGoWXL1/i2LFj\nOH78OPZadsMMs5ZorK2IFnUqPzyD9Brp6+tDR0eHL2/VqhWAj9fsS6hVqxa6desGLy8v2NjYYMqU\nKfjw4QMcHBwAAEOGDPniPuTJlClTsHbtWmzZsgVXrlyBWCzGkydP+HNlRRpIct26dfw4NGzYEGPH\njoW7uztWrVr12efJkCFDsGfPHqxfvx7Tpk2DiooK//waNGhQed5eYco7JfPpAcAYBZeBkj45/yHv\nrwuAbvnKrwMwz1+3uoTbj4uLIxMTk0LTZrq6unILnV8RsGUg2ZCQkMAvHRoZGdGIESN4p+wBAwbw\n9aShv5WUlMjW1pa8vLxozpw5vLOpt7d3ofEIi0ulNmuvktl6N/IJe1+iLhKJhAYOHMh/ZqWO4gDo\nhx9+IHt7e1q9ejUdPXqU0tPTSSKR0N27d+nMmTMUFBTEy9ly9WmFLQc5OzuTqqpqgXtLUVGR9z8g\nyp1qlt6DzZs3p19++YU6dOjAh75PSkqiHJGY2v/uTvOO3y/Uh7e3N5/tWHoIBAI6cuRImXT19/cn\nb29v0tLSIgC0YMECun//Pu3Zs4e/tl5eXl98TUrL/fv3+SWQ/L4y0mW0GTNmVJouRZGSksLv0JE6\n1UokEt6fpKSs1SUhfWZFRETwTrX5j+HDh/NO5CWRnZ1NQUFB9Pjx4y/2pZE1f//9N9WsWZN/Xxoa\nGvTvv/+WS5ZUTn5n8LS0NF52/vQEn5KZmUn9+vUrdJ3bt29PiYmJVcdnhYo2Vp4B0M97rQ/gWd7r\nfQAmFlVPelQXY4WI6P3797RixQoyNTWl5s2bk42NDb1580beapWK6OhoCgsLK/ZDSFTQWBGLxXTp\n0iWaOHEiff/992Rra1sqBywG0bZt23jna+luljdv3pCGhgYBoIcPHxIR0f/+9z8CQDY2NnxbiURC\n5ubmBIC2bNlSyFjZ6v6MGi0vnfMo0UdHvNq1a5OfX66jrIuLC+8z8OzZxx0zYWFh1L59+wIPIUtL\nS4qKiqIsoYgm29+hRsud6XJwdJF9ZWZm0pkzZ+ivv/6iM2fOlMmXK/zVa/pptS31mLOeJizfRhe8\nQ+htUgbvW+Hs7EwAyKRJU4qOT6aYpEwSCoX8lk47OzvyCI0tcgdMdnY2v226d+/eZGdnR5MnT+aN\nooiI4rcr50d6j5w8eZL3Wct/zJ49+4ucke/evUv79u2jCxculMpR183Njfc/ys+ZM2cIAH3//ffl\n0kWWLFy4kDfKhw4dSm3btuWvfXBw8BfJzv/MSkpKom3bttGwYcNo/PjxdO7cuWJ3eebHzs6O9PT0\n+HFs2bIl3bhx44t0kzXJycnk4uJCrq6ulJqaWm45/fv35/3EhEIhiUQiWrZsGQGgrl27ltheKBTS\nf//9R5MnT6YJEyaQg4MD/1mt6sbKFhR0sN2c93oICjrY3vtUVnUyVqoj9+/fJwsLC/4GbNCgAR08\nePCz9aU3vkgkookTJxZ6ENevX/+rmkmqKKZPn04AaO/evQXKR40aRQDoxIkTRET8jpItW7YUqDdy\n5EhC3m6dT42VMXtv0/g9rZYAACAASURBVLBd3qXWZfny5QSAli5dWqBcOr5S5/KsrCx+5kJXV5eG\nDx9O2traBIDatWtHYrGY0rOFNHavL5mscCG3RwUd8e7fv08GBgaFPi8BAQHkGvKWfjh4lxaeCqRt\n7s/o/P1ICnidQC/fpdKZe29o3on71HZdbnyRT48mK12o658e1HLFJWrwy7kC5zr/cY36rTpMNZpZ\n0MIly+mn4wHU4Xf3Qkn9HB0dCQCZmpoWMNilu/w2btxY6uuZ/8vRz8+Pxo8fT6amptSnTx86ceJE\nuQ2V+Ph46tGjR4HrV7du3RJDI8TExJBAICCBQEABAQFElDuW0l0b69atK5c+siQ7O5tmzJhBHMfx\n761OnTp08eLFL5Yti9ngw4cP83o1atSI6tatSwBIRUWlwOzi14Knpye/uURXV5c35DmO++K4NFXG\nwZbjuFPIdaatw3FcFIC1ADYBOMtx3EwAbwCMzavuitwdQS8AZACYIQsdGKXj5cuX6NWrF1JSUlCz\nZk0+edzMmTMBANbW1p9te/LkSZw6dQoaGhr47bffUL9+fezYsQP+/v746aef4OHhUVlvo1oi9YO6\nd+8e5s6dCyDXMTQoKKjAeQsLC9jZ2WH//v2YPHky9PX14e/vzzsGSvN7SMnIESHoTRJmWZmUWhep\n/4nUkVWK9H/peUdHR4SHh6N58+bw9/eHhoYGEhIS0LZtWwQHB+PGjRvo27cvDk7viKkH72H+ySDs\n/8EcPZvrIjMzE0OHDkVMTAxat26N/v37w83NDS+SJBi52wcKuk1QPy+tvOODt8j9LfMRXQ0V9DfV\nQ/dmddG5UW2kZYvwOj4NB05egOf9UDxXUIUiJ0F2egpqq6ti+a+LoKykhDvhCbganIS6I1fCEQTu\nUSymWRhD6ZOkcbGxsQByo5xKneUBoHPnzjh37hx/vqx06dIFp0+fLlfbT5k6dSo8PT2hra2NoUOH\nIiQkBA8ePMDw4cPx9OlT3rfmU+rVq4fp06fj4MGD6Ny5MywtLREWFoaYmBhoaWlVeP6l0qCsrAwH\nBwesWbMGd+7cgYaGBvr06VOpvj2fg4iwYcMGAMCOHTtgY2MDkUgEa2trHD9+HFu2bMGJEyfkrKVs\n6d69OxwdHfHLL7/w0W4bNWqEzZs3y87v5Esor5VTkUd5ZlbEYjG5uLjQ/PnzacGCBeTm5lbqqb5v\niZ9++okA0JAhQyg1NZXEYjG/PNGwYcMil4Skv1Kka5J2dnb8ufj4eH5NPjq66GUARi5Pnjzhf0Va\nW1vTvn37yMrKKncZw8SEv/aZmZnUsmVLwv/bO++wKI43jn/3aCJFRMUGIqCiiIotFuy9gBoNltg1\nGlvsihU10cRCrLEm9oIFVKSoQcUSERuCoqKiAmJDQDocx937++O4/XFSpNxxh8znefbRm52dee+G\n2X135i0AaWtr867DAGjkyJG53hqvPoshc2dvuvYsptCyyGwaKlSoQAcOHKCoqCjatGkTcRxHmpqa\n/FguWbKEANDy5cvlrp8+fToBIFdXV74sITWT+m6+Tg2W+tLN8E909OhRAqRBooRCIb34mEw/HbhD\n5s7eVHvaQZqz7RSJslc7EpJSaPxMZzKysSf9pj1J39SaJv/8c65lbdnqFAC5qKSANLDckiVLpFtA\nnICMrb+jX88+oFH/BNLrPALYBQQE8G/zsn369PR03uZl9+7dhf49lWHXFRYWRoA0EqjMJVQsFpOD\ngwMBXw/8lZ6eThMnTuTflpG9jXHnzh2FyqmOlHQ8Pnz4QADI0NBQ7p746NEjAkB169ZVhJhqiVgs\npqdPn9KTJ0++aiJQWNRqG0iRR1GVlbS0NOrdu3eu7QlHR8diRbpUBJ8/f6ZTp07RsWPHvuqjXpo0\nbtxYzqiNSPrHKVvifPXqVa5rZBNfdhO/cUN+u0G2TRAaGqp0+cs6O3bskFv2RrbdyJcPkLdv35KD\ngwNfV1dXl3755RdKT0/PdSP+3fcJ1VviQ6nCwhkMyvj5559zzRl8sf2xZcsWAkB9+/blyyQSCR+h\n8vDhw3JtxqUIqefGq1RviQ81cD5LZrNPkoXzOX6Lxmb5eeq/YBtxWjr022+/8dcNGDBAbptI9v8e\nPXrwWyiPHz/mFawLFy6QRCKhmzdv8jY/OQ8jI6Ov2hZIJBJ+O9TIyIgGDx5MpqamBIBq1qxZpP1/\nZSgrZ86cIQDUp08fufLDhw8TAHJycipUO+/evaMLFy7w4efLAyUdD1m8LA0NDbn7t5eXFwHSdBSM\nwsOUlWxkFu5VqlShlStXkouLC7+vXpR9Z0WxZcsWOe8KTU1NcnZ2VosbxXfffUeAfICvhIQEXt61\n5x7QoO3/0aFbEZSULs3TIpv4Mo+UocOGUeibePIMfksue71Iz6YLVWvdn47deklnH0TTlbCPdD8y\nnsJjkulTcgb/9syQ8uTJE3J2dqYxY8bQhg0bKDY2/4ih79+/pwcPHsilg/jyRuy47QY57Sx6mHKx\nWEx79uyhVq1akYmJCXXs2JFOnjwpV+fjx498Sorhw4fT3r17ydHRkQBQpUqV8nygf0xKp1+9HpPT\nWneq3O0nsnZaSK4XntLf11/Sh88pfBj9I0eOEBHRnTt3+LdYmX1FSEgIH2jK39+fiIi2bt1KQO7I\no7Kw4wMHDiQXFxf6559/+N8rISGBHj58yEfB/ZIPHz5Qp06d5BQda2trevgw//w5eaEMZeXu3bu8\njUrO33nSpEkEgObMmaPQ/r4lFDEeAwcOJADUpk0b8vLyosOHD/PK7B9//KEgScsHTFnJRpYPQXZT\nIyLy9fXlDaMKy4k7UbTl0nOK+0oekIKQRU0EQJ06daLevXvzb8dbtmwpdruKQhYZ1MzMjE6dOkXX\nrl3jrcBbDJlO5s7efBKzRsvP0yKPEDr+bwD9F3iHDvx7j6r1nUG1p+7L0+gxv6PJigv0h+9TepdQ\nsrwm3zoSiYQyMjK+qtTKeTqkZpJFIfLdlITjx4/zkShlh66u7leN7lJTU/lw5y1btqQlS5bwq3Mm\nJiZ8sjXZ3+TkyZPlrp8zZ46cMagswu73338vV0+2QpQzTUBqaipNmTKFV7Q0NDTIyckpX6UlKCiI\njh49SteuXSvW9rEylBWJRMJ7YTVp0oTWrVvHG0BzHMd7jzFyo4jxePXqldwqn+ywt7fPlSgwP96/\nf0/Hjx8nDw8PuReO8gZTVkg+7HDOjK0JCQm85XZh2H0tnH+4Wi/zpRWeocVKGiZ7S8upeR87dozf\n51T16kpqamqemTqr2nYky0XeNOqfQMrMElNQZDwtOBVM1st8ydzZm6wWSX+bBku8yXzkGtJv2ou0\nqtYhvRoW1LB1J9I0qkmaRjVI09iUtGs1pFqtetK2c4G0eN8Fclx7jiwWeZPVYh+a6RZEIW8KzkRb\n3khJSaH58+fzq4H16tWjnTt35vu3kvNGfDH0PZk7e1PgS+XmcwkPD6clS5bQyJEjaeXKlYV2z791\n6xa/xSg7qlWrJpfP5K+//spTCZG5Ea9bt46IpLlkNDQ0iOM42rx5M0VFRdG+fft4d+uc7q4yzymO\n46hBgwakqakpVchbtCh0fI2ioKxYRGFhYWRmZib3+2loaMjZjTFyU5zxSE1NpT179tDw4cNp3Lhx\n5OXlRR8+fKAVK1ZQhw4dqEePHrRjx45CuY5LJBJydnbm/+5ktkc7duwo7lcq0zBlJRuZMWJO91vZ\nDbBFixZfvX7XVamiMu3ofXr6PpHmnQwmq8U+ZLXYh+aeCKbI2MJp0UT/z5GQ09hULBbzN9SS+MEr\nirS0NNq4cSO1a9eO7OzsaNzspWSz3Jd6b7rGb/3ISEzPpF/drtEve6/QtWcxlCHKIrFYTIGBgXTp\n0iXas2cPAdJgROvWrSM3NzfenkH2nQGQtnFN6jx7K9m4nCdzZ2/6YedN8gx+S0KR8reIhEIhbd26\nlVq1akUWFhbk5OREt29/PTldaZCVlSXnmpozRseyZcvyvCbnjXiFZyhZL/OlDJFiDOGUQUpKCh04\ncIBcXFzowIEDlJIib+waHR3NG4H+9ttvFBISQuvWrSOBQEAcx1F4eDhfd9WqVXna2UyfPp2vExwc\nTABIX1+fdzGNiIjgl/BLmncmL5QZODE1NZX27dtHv/zyC/3222952pUx5CnqeLx//55/juQ8hgwZ\nUizldtOmTbyy3KtXL7K3t+fb9PHxKXJ7ZR2mrGQjS20PSCOB9ujRg//8pQHgl+zMVlSmH70vZ1sR\n/TmNVp4LpYbLzlPXDf4kLmSCL5kBq4eHB18mi0j6pWW5OvAhMZ3a/X6JvlvjR2/zWUkqaOLLoqDm\nfGOQeVkA0iRYPXr04B9GM+ctpL+vv6SO666QubM3tVrtR39eDFPaFlFWVhb1798/101IU1OTPD09\nldJnUZAZUVavXp0CAwMpKyuLDh48SBzHkZaWllw0SRk5x6PXxms06p/AXHXKGuvXr89TCckrHsiJ\nEyeoQ4cOZGJiQq1bt6a9e/fKrUJt376dANDo0aPlrnNxcSEANH/+fIXLz6I8qxdFHY/hw4cTIM0Q\nvGvXLvr999+pUqVKBOSOi/Q1JBIJvxqWMzu4TNHu3r17kdorLp8+fSrQHq40YcpKNhKJhFxcXOT2\n1bW1tWnNmjUFbrvkp6jk5ExQNJk7e9P154VzC5W5ARsaGtKyZcvo999/54PrzJo1q1BtlJTLTz/Q\n775PKDa54EihyRki6rv5OtksP0+hb/P/rQua+DKD3atXr/JlOb1MZG+2169fJ0DqbpqUlERisYSu\nhH2k8fvvUN1F3mS52IfmnHiQK3BXSTl58iTJjK9PnjxJoaGhvHy1a9dWypZAUZAFgFuzZo1cucxN\n3HmHO810C6LEHCtesvGIScogc2dv2u7/bQTkO3/+PPXv35+sra2pT58+xVYmDx48SACoa9eucuUT\nJkzIVwEqKUxZUS+KMh7JycmkqalJAoGAXr9+zZcfOXKEN7AtCp8/f+btunLaP0VGRvL2WsrE39+f\nWrduzd+D27RpU6qpHvKCKStf8OHDBzp69CgdO3YsX0M6Gfv/e0Xmzt4041hQgd4qGaIsav7rvzT5\nUOH+8DMzM/kImDmPDh06UFJSUpG+T3H4nCqkZqukUT9tV1ygf268yqUApApFdODma7Jfe5ksF/vQ\nlbCPBbZZ0MSfNm0aAaAffviBf/BbW1vze7Q5DdFky6xBQUFybUTGptKqc4/J3NmblpwumhfG1xg2\nbBgBoE2bNvFlYrGYrKysCAD9999/Cu2vqMjilaxYsUKuvF3fH6j6j2t5O6pV5x7z52TjcS74LZk7\ne9ODKGYDlJP4+Hjeu2327Nl08+ZNWr16Nb+69+TJE4X3yZQV9aIo4xEdHU2ANIRAzpdbmau8paVl\nkfoWiUR8np2cdlSyVAfKdHu+efMm/9Kuq6vLzwNtbW05O7HSRhHKimLzuquY6tWr48cff8SIESP4\ndOB5kSESY6Pfc3SsXxWbhjaDpkb+P4OOpgaGtjKD35OPeJ+Y/lUZtLS0cPLkSfj5+WHGjBmYMmUK\nTp8+DX9/fxgYGBTrexWFzZdeICldhB0jW8DOzAi/eT9Bn83X4f8sBnEpQmz0ew77tVew4txjVDes\ngAPjW6OrtcnXG86HmTNnQldXF+7u7rCwsECbNm3w7NkzAIC9vT2fHjwuLg4REREAgGrVqsm1UadK\nRbg42mBKZyscvR2Fw7ciii3Pl2RkZAAAjI2N+TKBQAAjIyO586rC0dERALBlyxacO3cOr968x4CV\nh/HWdjS0q9bB8j5WGPFdHRy8FYFnH5Llrr31Kg4GOpqwrWWoAsnVl8qVK2P79u3gOA6bN2+Gvb09\nli1bBrFYjBUrVqBRo0aqFpGhRtSoUQM1atRAfHw83N3dAUhf4nft2gUAsLOzK1J7mpqaGDt2LABp\nNuL169fDxcUFkyZNAlBwlPCSsnLlSohEIkycOBGxsbGIjY3F2LFjkZmZiV9//VVp/ZYKxdVylHko\nOzfQqXtvyNzZmwLCC7efFxWXSnUXedOfRXAPzcwSk1fIW/L/yqqFInn2IYksF/vQsjNSl0aJREKX\nnnygLhv8pR49i33I3Nmbfjp4l+6+Lnzywa+9pfj7+/MrFchhWFuhQgVasmQJ7d69m09S1qNHj3zb\nyRJLaPz+O2S52IduFiJzcGGQBTWztbWlqKgokkgkdOjQId4AU9XuhGKxmPoNGUEVG3Ui455TyXTG\nEaqzwJOMe06hNRukq0HxKdLVsqG7AkgikfDj0WWDP0088O1HIy0ut27doh9//JFatmxJgwYNovPn\nzyutL7ayol4UdTxk7vPIXgWX2R4KBAK6efNmkftPSEigtm3b5lphd3JyUtrWs0Qi4b2PciaXff/+\nPX8/VhQZGRm0d+9eGjhwIDk4ONC2bdtyGc7nRBErKxwRqUBFKpjExEReqEqVKim8/cE7biIhTYTL\n8zqD47hCXTNu/x08eZeEm4u65coxkpOEtEy43XmDQ7ci8D4xA9qaAlya0xl1qlTM95ozD6IR8iYR\nP3W0gGnl/OsVBBFhzL47eBidiKvzu6CynjZ/LjNLgiOBkYj+nI4f25ihnknRVnju3bsHQJpDJT8k\nEgnu37+P5ORk2NnZYfny5dixY4dcHXNzc/j7+8PCwiLfdpIzRBi8IwCfUoTwnG4P8yp6RZI1V3vJ\nyWjevDlevnzJr6jEx8cDAFavXo2lS5eWqP3iEh6TjD3XX+H263hExqVJC0UZyIx+jNrxD7BoyigM\nGTKEr3/0diSWngnF1hHNUUv0DrFpYkzxjcVyBxtM7JD/78koHQozRxilR1HHQyKRwMXFBa6urhAK\nhQCkK8Dbt2+Hk5PTV67OG5FIhLNnz8LPzw9aWlr4/vvv0b1790I/c4oKEcHAwACpqakIDw+HlZUV\nAODp06ewsbGBkZERPn/+XOJ+UlJS0Lt3bwQEBMiVN27cGP7+/rlWzgEgMTGR/3+lSpWK9QOUO2Ul\n7EMS+my+gaX9GmFSp8Infrv89CMmHryHHSNboF+TmrnOR39Ow65rL+Fx/y3SRWLY16uCH1qaYumZ\nUNjXq4q/x+Q9acJjUtBv6w1kZkmgpcFhWGszzOhaHzUqFS2Zl9+Tj5h06B5WOtpgnL1iH17FuRET\nEa5fvw43NzckJyejffv2GDNmTKG2wiLjUjFw+01U09fB6WntYVBBq9iyA8Dbt28xd+5ceHh4QCwW\no3bt2pg7dy4yMjJw+PBhxMbGomXLlli4cCG6detWor6+hkRCOHQrAn+cD4OWhgDtrKqgjYUx2lhU\nQaOaBvluSYolhIHb/8OnZCFcuxni9lsh/rqbhPOzOqJRTbYNpGqYsqJeFHc84uLicOvWLVSoUAEd\nO3aEjo6OMsRTGmPGjMHhw4fRrl07uLq6gogwd+5c3LlzBxMmTMDevXtL3IeLiwt+++03mJqawsXF\nBTo6Ovj999/x7NkzTJo0CXv27Ml1DVNWisEKz1C43XmDwCXdYZxj9eFriCWETuv9YV6lIo5Nait3\n7uWnFAzbHYikdBEG2tXChA4W/ANkx9VwrL/wDAfGt0aXL2xDxBKC064AvIpNxaEJ3+H43Tc4efcN\nBAIOI9vUwfDWdWCoqwkdDQ5X/C7C84wHMoVCdO/eHaNGjeLtQYRZYvTadB3aGgL4zupY4MpPcVD0\njVgkEkEoFEJfXz/fOgHhsRi97w66WlfD32NaKeRtJCUlBYmJiahatSr69++Py5cvy53nOA5HjhzB\njz/+WOK+8uJjUgbmnwrBjRex6GJdDet/aAoTg8IrpfcjP2PIzgAMsq6IhAwJQj6JcX9ZTwgEynlT\nYxQepqyoF+V1PKKiotCuXTu8e/dOrtzU1BS3bt2CqalpifuwtLTE69evcfnyZf7lTrZ6o6enh6Sk\nJAgE8s8gRSgrmiWQucyRninG6Qdv0bdJjSIpKgCgIeDwY5s62HDxGV5+SoFVNemDNiouDSP/vg2A\n4DurQ64tlokdLHDqXjRWeT1BO6sq0NH8fyr6gwERCIpKwMahzdDU1AhNTY0wtbMVtl15gUO3IrH/\nZkSOljRBNZ2Q9fkDLhy4hI279uHaeU9Ur14d+29GIDIuDYcnfqdQReXz589Yu3Ytjhw5grS0NHTt\n2hVLliwp9g3g7du3cHZ2xqlTp5CZmYkmTZpg2bJlMDQ0xLFjx5CYmIi2bdti0qRJaF+vKpb2a4Rf\nvZ/g1L1oDG1tVuT+xBLC84/JuB/5GUFRnxEU+RmR8WmoICAkWQ6DWR1HNG1YD9a1qyAt5Dx2bfgV\ns2fPxpAhQxT+RuX76D2WnHmEDJEYvw2yxag2dYqsgLU0rwynlqY4ExSNClocOllXZ4oKg8HgqVOn\nDu7evQtXV1f4+PiA4zg4ODhg3rx5qFkz945AcZBtJTVs2JAvs7KygoaGBlJTU5GZmYkKFYq2M1AY\nytXKyql7b7DA/SFOTG6LNpZVinz9p2Qh2q+9jNFt68LF0QbvEtIxdPctpAizcHxyWzSskfdy/NVn\nMRi3/y6c+zTE1C7SfcSouDT03nwdbS2NsW9c61wPrsi4VDyISoDPRT+ccD+NigZGsO/cDbEwQGRG\nBZBEDOPMj1g2ui9cPEPRzqoq/hmruLeIpKQk2NvbIzQ0VK5cW1sbFy5cQNeuXYvUXnx8PFq1aoXX\nr1/z7WRmZuZZt3r16rhy5QoaNmyE4X8HIux9Ei7N7QwTw8JPAP+wGMx0e4BkYRYAoKq+NlqaV4ZV\nNX14nPPFq+gPsGneGvpVaiA8JgUisQRc1H1End+NS2eOoXPnzkX6fgXhGfwWs44Ho6lpJWwaZscr\nusXhU7IQnddfRpqI8NsgW4xua64wORnFp7y+yasrbDyUR69eveDn54f58+dj/fr1AICNGzdi/vz5\nsLW1xaNHj3Jdo4iVlW/KdflrHLsTBatqevjOwvjrlfOgmoEO+tjWhPv9N4iKS8OPfwciMU2EwxPa\n5KuoAEAXaxP0tKmObVde4H1iOogIzh4PoSng8PvgJnm+YZtX0cOg5rXxwP0vJN/3wtapDvBYOQ7X\nVg7B4eFWSAp0R2yWDuadCkGmWIJl/RXrjrljxw6EhobC2toa//zzD86ePcu7wM2ePRtFVXJ37dqF\n169fw87ODq9evUJycjJGjhwJQLr9snLlShw7dgzt2rXDx48f8dNPP0Eg4LB2cBNkZEmw4tzjQvdF\nRFh3IQxV9LWxaVgzXF/QFXeX9sDu0a2wsE9DmMUEINZrA0abJcJnZkf859wNEztYQFyrCWr9tBM7\nH6Th5aeUIn2/gmTZefUlGtYwgMfU9iVSVADp3+CPtvoQcECn+vm75zNKRnp6Oo4cOYIlS5Zg+/bt\niIuLU7VIDIZa4OzsDI7j4OrqigYNGsDW1hbz588HACxZskR5HRfXjUiZR043J0VFNH3yLpHMnb3p\n7+svS9RO4MtYMnf2psYuF6jR8vN0L6JwLsBRcalUf6kvzTgWREcDI8nc2ZuO3Y786nV16tQhABQW\nFsaXSSQSaShoTkAeAWF07VnhousWBZnbnaenJ+8GmJGRQUZGRgRALtJjYZDlvzlz5gxfJks2hxzB\nk5KSksjQ0JAA8Dlh/rrygsydven8o/eF6uvG809k7uxNJ+/mnWxv165dBIDq169PT58+JZFIRLt2\n7SJBRSMy6T2FrJf6ksUib5pz4gFFxObvjqcIWYrD3bt36dJ/6pHb6FskNDSUzyMkO/T09OjcuXP5\nXsNcl9ULNh7K5fjx43xkdmQH1CsoLUG5CAp3IfSDQto5djsK2poC/NCyZAZG31kYw7q6AURiCfaO\nbY2W5oVbpTEzroipna3gFfIOv3o/hn29KhheCDuMFi1aAAB27tzJr2a4ubkhMTERtWvVxKA29dGp\nQW5XsZIiEokAALq6unyZpqYmtLSknjlZWVlFak92XVpaGl8WGxsr1zYAGBgYwNxcurUhe5ud3MkS\nNjUN4eIZisR00Vf72nfzNarqa8OxWa08z48ePRq2trZ48eIFGjVqBH19fUyZMgWStAQs6GGFG87d\nMMHeAj4P36Pbn9ewyOMhoj+n5dnW1/jnv1eoqq+DAXZ5y1JcKumo/dQtk4jFYnz//feIjo6Gra0t\nVqxYge7duyM1NRXDhg3D+/fvVS0ig6Fyhg0bhsjISAQEBODGjRuIjo7GlClTlNqn2t/x9t98XeI2\n0jKzcPbBW/RvUhNGFYtmWPslHMdh77hW8JnZEe2simb3MrWLFUwr64IDh7WDmxbKwHLevHkQCATY\nsmULbG1tYW9vz2+fLFiwIJfVtaLo1asXAGD58uX48OEDhEIhVqxYgU+fPsHKygqWloV3+waAAQMG\nAACWLl0Kf39/REREICEhAQCgp6eHevXqAQCuXr2KR48eoWLFirwBl5aGAOuGNEVsihB/+D4tsJ+X\nn1JwJSwGo9qao4KWRp51KlasCH9/f/z000/Q1dWFUChE/fr1sXfvXsybNw/VDHSwzMEG1xd2xag2\ndXA66C26ul7FKq/HEIklhf7O4THJuPrsE8a0M5czrGaoL/7+/njx4gXMzc1x9+5drFy5En5+fujX\nrx/S09Nx6NAhVYvIYKgFWlpaaNeuHTp06CD3Uqss1N4bKCgqAcFvEmBnZsSXZWVlwdPTExcuXIBA\nIICDgwP69+8PgUCAfx9/QPCbBBjraaNyRW0Y62nj0dtEJAuzMOK7OkXq+/Hjx/D29oZEIkHfvn35\nsMvFDdxWQUsDx35qi6QMEcyMC9dGhw4d4ObmhhkzZuDJkycApKsdCxcuxMyZM4slR2GYNWsWDh06\nhNu3b8PR0REaGhoQi8UAgD/++KPIStLEiRNx6NAh3Lt3L1csk9TUVNSrVw916tTBrVu3AADTpk2D\noeH/7YCamFbCpI6W2H39FQbY1UJ7q7ztNfbffA1tDQFGtinY8LRq1ar4+++/sWPHDqSnp8PAwCCX\n8ljdsAJWDbTFo2MpxAAAIABJREFUz9keWvtvRuBTshBbhjeHRiG8cPbdjIC2pgAj2xTt746hOmQp\nITp16sR7NHAch549e8LX1xeRkZEqlE4x/Pvvv1i3bh3u3r0LY2NjjB49GosWLYKeXskCMDIYSqW4\n+0fKPHLub9m6XKCZbv9PfJeSkkKdOnXKFca4d58+tPnfp2Tu7E11F3nzCeBkR48/rxaYgTknYrGY\nT9CX8xgzZozKsvRmZGTQ5cuXydfXl+Lj40ulz9evX9OwYcP4EM4tWrQodiZcIqk9yrJly8jKyoqq\nVq1KAwYMoJ07d1K9evXkQvXPmjUrz985TZhFndZfoQ7rLueZUfpzqpAaLjtP808G5zqnCHZlZ+le\neCqExOKC/5biUoTUYKkvObuHKFwOdd6Pf/78OS1cuJCcnJxo0aJFvN1RWeHatWsEgGrWrMmnYhCL\nxdSlSxcCQBs3bszzOnUek5zIMgl/ebRv354yMgrO0l6WKCvjUV4oF1mXf/V6TFaLfeh9QjoRES1Y\nsIAAUI0aNWjt2rW0evVqqlKlKlXuPpnMnb1p9vEHJBSJKTE9kx69fk9z12ylVgPGUftejrR+/fpC\n5YLZvn07/+CcMGECTZ48mc9e+ccffxRljJRGVFQUjRs3jgwMDEhLS4t69+5NAQEBedYNDw+nDRs2\n0K+//krXrl0rtNIm49atW3Tjxg1FiJ0nYrGYAgMD6eLFixQTU7Cx8L2IeGqw1Jcctt6gpPRMuXM7\n/KXKxJN3Jc/3kzO1e05cL4aRubM3rTwXWuDvuO3yczJ39qZnHxSfaVtdb8THjx/nFducyqeHh4eq\nRSs0EomEz2NVp04dmj59OjVv3pwAkKGhYb7Z3NV1THIiFArJxMSEANDixYvp48eP5O/vzxsT79+/\nX9UiKoyyMB7liXKhrETGSpMIbrgQRhKJhKpWrUoA6NatW0RElCHKoiGu0gR9dQfN4d94Y2JiqGHD\nhrneIBo1apTvDUeGLInVkSNH+DIvLy8CQGZmZoUbnRISHx9PHz58yPOB+O7dO6pdu3au76alpUVX\nr16Vq7ty5UriOE6uXs+ePSk5ObnQsqjbxL/89ANZLfahobsCKD0zi4ikiSPb/n6JRuy5Vex2ExMT\nac6cOWRsbEwAyM7Ojtzc3OTqSCQSWnkulMydvenPi2F5tpMhyqJWq/1o9F7leOyo23gQSedbhQoV\nCACNHDmSjhw5QsOGDeM9aUprNVARvHr1imxsbOTmTNWqVXPNrZyo45h8yX///UcAyNraWu6+IvOO\nGzx4sAqlUyxlYTzKE2XaG4jjuD4cxz3jOC6c47hF+dWrU6UiejSqjqO3I5Gakcl7kLRs2RIpwixM\nOHAX9z4RPvvvRcy/u/mInitWrEBYWBhsbGzg4eEBDw8PNGzYEE+fPsWqVasKlE0WuKx///58Wd++\nfQEAb968KbInTFEICgpCly5dYGxsjBo1aqBJkyY4d+6cXB1XV1e8ffsWbdu2xfPnz/Hp0ydMmDAB\nIpEICxcu5Ot5enpi5cqV4DgOI0eOxKxZs2BsbAw/Pz+5emWNbg2r48+hzXAnIh4zjgVBJJbgfOgH\nvE/MKHZSP6FQiJ49e2LTpk18osPg4GCMGDECW7duRVJSEiIjI5GVlYXl/W0wtJUptl4Jx19XXiAz\nS97o1ivkHT4lC8tVgsFTp04hIyMDvXv3xpEjRzBy5Ei4ubmhc+fOSE1NxenTp1UtYqGxsLDAw4cP\n4evrC1dXV7i5uSEqKkqhgQJVgczmTEtLS84+S+apJzvPYKglxdVySnIA0ADwEoAlAG0AIQBsZOe/\n0MIoIFwa22T+yWCycnKmaoOXU6vlZ6jhsvNkudiHJq7eQwCoTZs2vCYniwfy8OFDviwoKIgAUJUq\nVQrUAm1tbQkAHT58mC/z9PTkl4aVRVhYGBkYGBAA0tHR4f/PcRx5eXnx9aytrQkA/ffff3xZamoq\nVaxYkQDwWym9e/cmALR+/Xq+XnBwMAEgXV1dSk1NLZRc6vqWcuhWBJk7e9MstyAa8Nd/1GWD/1dt\nSfLjwIED/PjeuXOHMjIyaOPGjQSANDU1SUNDgwBQtWrVaO3atZQpyqLpR++TubM32bpcoCmH7tAI\n5w1kUrsO1Ry3hSym7aVDhw5/veNioI7jsWLFCgJAzs7OcuWzZ88mAPT777+rSLLSQR3H5EvS0tKo\ncuXKBIBcXV1JKBTSo0ePeJuxguJklDWUPR4PHjwgV1dX2rp1K0VERCitn28FRaysqMob6DsA4UT0\nCgA4jjsOYCCAJ19WvHfvHjSJYFVZE6fuR0PTsj00Y6IQGXoPxhUA3feh2HvVEwDw/fff4969eyAi\nJCcnA5DG6pCFXk5KSuL/lZXlhYODA0JDQzF+/HgcP34cmpqauHDhAgBg4MCBBV5bElatWoXk5GR0\n6tQJq1atgo6ODnbt2oVDhw5h7ty5qFGjBgAgIyMDABAWFsbnsMnIyIBEIn3DDw4ORuXKlREWFgYA\nMDMzk5O5atWqiI2NxaVLl1CrVuHjfyjrexeXRprAiMb6cAuWJu2aaGeAoKD7xWrr2LFjAIDhw4eD\n4zg8evQIrVq14tMCCAQCGBsb49OnT1i0aBGePn2KqdOnw1bfCLffpuPCg1cg7UaoMGIrOA1NfLqw\nDWN2XMS9e3cxevRohX3nnKjTeMiyaR8+fBi9evWCoaEhEhIS+N9VT09PreRVFur+HSdNmoT169dj\n/vz5WLBggezlEfXq1YOtra3ay19UFP19RCIRVqxYAT8/P75s9uzZ+OmnnzBp0iSF9vUtUb9+/RK3\noaptoNoA3uT4HJ1dliccx+HXzsbY61gNxwbXwECdx0j02YBnbmvw+KonKlSogDlz5qB79+58/aZN\nmwIA9u3bB7FYDLFYzKfHlp3Lj++//x5Dhw5FVlYWfHx84OnpCaFQCAcHBz7GiTKQTaypU6dCX18f\nWlpa+Pnnn6Gjo4MXL17w+RXs7e0BAJs3b0ZERAQ+f/6M9evXIyMjA40bN0blypUBgM+weePGDb6P\np0+fIjY2Frq6ujA2Ll7aAXVicMOKGNJQD6aGGuhSt/jJs2TL4jKFDwB8fX35/EWrVq3ChQsXsG7d\nOgDSwHzJiYloVUsH1on3ELH5R6R7r0G7KkK0raWFSb2kbu579uxBSopiQverM/b29rCwsMC7d+8w\naNAgzJw5E99//z1iYmJQv359tG3b9uuNMJSOk5MT1qxZg/r164OIoKenhyFDhmDnzp1KST73rbFn\nzx74+flBV1cXAwcORI8ePfjyL7O4MxRMcZdkSnIAcALwT47PowFsk33+chsoL2JjY8nDw4NOnz6d\nZ72LFy/yhqW1atXiQwMLBALy8/Mr1NLV06dPacOGDbR+/Xq57SRl0aBBAwIgZ8gXGxvLe1jIjGLf\nvXuXKxw4sj0vcl7r7e3NbyMNHjyYfv75Zz6U/S+//FJoucrCEndRPZy+RObSWatWLfL396e4uDhq\n0qRJnltmHTp0IADk7e1NRETjxo3jl9Zz0r59ez5lgSJR1/GIiooie3t7ub/Jzp0709u3b1UtmtJR\n1zEpCKFQWOJ5o64oYzxEIhG/jXbt2jW+fNOmTQSAunTpotD+viXKrDcQgHYALub4vBjAYtnnwigr\nhcHd3Z3q1q3L3zgtLCzo9OnTJWpTmSxevJgAkI2NDV26dInu3LlDvXr1IgDUp08fubpRUVE0fvx4\nMjQ0JG1tberTpw/vIZWTtWvX8vYWssPR0ZHS0tIKLVdZvBEXlczMTF4J+fIYNGgQX08ikfBeZpcv\nXyYiovHjx+eyDSL6f36lgnLKFAd1H4+QkBA6e/YsPXr0SNWilBrqPiblDWWMx8ePHwkAGRkZyZWH\nh4cTADI1NVVof98SZVlZ0QTwCoAF/m9g21h2XlHKChFRVlYWPXr0iEJDQ/ONnaEuxMXFUaNGjXI9\nLCtXrkyhoaHFbvfNmze0bds2Wr9+Pd25c6fI15eXG3FKSgotXbqUzMzMqEKFCrxSYmhoSAcOHKCQ\nkBCaOnUqASATExMSCoVEROTh4cGXXb58mRITE8nV1ZUAkL6+fqFi+xSF8jIeZQk2JuqFMsYjMzOT\nX5kODAzky3fs2EEAqEOHDgrt71uizCorJFVY+gF4DqlX0NKc5xSprJQ14uPjadmyZdS4cWOqX78+\nTZkyhV6+LFmm6JJSXm/EEomEhg4dmkt51NDQIHd3d75eVlYWdevWLc9Vmc2bNytcLnUYD5FIRBs2\nbCBLS0viOI4aNGhAW7ZsUfsXAmWhDmPC+D/KGo+5c+fyqyuzZs2icePG8dv0R48eVXh/3wqKUFY4\nkioOakViYiIvVKVKlVQpCgP/N/xt1aqViiUpfcRiMfbt24eDBw8iJiYGzZs3x9y5c9GmTRu5eunp\n6Vi7di3279+Pjx8/olmzZliwYAGcnJwULpM6jMfYsWPzTOo3bdo0bN++XQUSqRZ1GBPG/1HWeKSn\np8PJyQk+Pj5y5fPnz8f69esLlZy2PCJzDgGASpUqFetHYsoK46uwG7F6oerxCAoKQsuWLaGrqws3\nNzf07t0bnp6eGD16NEQiEZ49e4YGDRqoRDZVoeoxYcijzPEgIgQEBODy5cvQ1tbGoEGD+AzxjLxR\nhLKi9lmXGQyGeuHr6wtAuroycOBAAMCwYcPg7e2NI0eOwNfXt9wpK4zyA8dxsLe350NIMEoHpqww\n1JKAgAAcPXoUCQkJaNu2LcaMGcNW2dQcdVylZTAY3wYqyw3EYOQFEWHevHmwt7fHjh07cOzYMcyc\nORONGzfGixcvVC0eA0C/fv0AAAcPHsSZM2eQnp6O48eP4+TJk3LnGQwGQ1EwZYWhVly8eBEbN26E\ntrY2Fi5ciD179qBFixZ4+/YtJkyYoGrxGABatGiBsWPHIj09HYMHD0bFihUxYsQIiEQiTJ8+nW0B\nMRgMhcO2gRhqxf79+wEALi4uWLp0KQBg6NChMDMzw3///Yfw8HDUq1dPlSIyAOzduxdNmjTBzp07\nERERgXr16mHGjBmYNm2aqkVjMBjfIGxlhaFWxMTEAJC+vcuoVKkSr6DIzjNUi4aGBubNm4fw8HBk\nZWUhLCwMM2bMgEDAbikMBkPxsDsLQ62ws5MmANy7dy+fVPDu3bsIDg6Gjo6OnIugWCzGwYMH0bNn\nT7Rq1QpTp07lM00rE4lEwrvsNm/eHOPHj0dwcLDS+2UwGIzyCtsGYqgV06dPx+7du+Hh4QFra2tY\nWVnh8uXLICJMnDiRzxQtkUgwfPhwuLu789fev38fBw8exPnz59G5c2elyEdEmDRpEvbt28eXBQcH\n4+jRo/Dw8ICjo6NS+mUwGIzyDFNWGGpFvXr14OXlhXHjxiE8PBzh4eEQCAQYP348Nm7cyNc7ffo0\n3N3dUalSJbi6usLa2hpbt26Fu7s7Jk+ejKdPnyplS+Ly5cvYt28fKlasiA0bNqB58+b4+++/sX//\nfkyePBmRkZHQ1tZWeL8MRnmEiBAfH8+vshYWfX19AMCnT5+UIRajAAQCAYyNjRUezZcpKwy1o3v3\n7nj9+jWuX7+OhIQEtG7dGmZmZnJ1Tpw4AQBYuXIlfvrpJwBA27ZtERAQgOfPnyM4OFjO7kVRyPpd\nsGABb0zatm1b3Lp1C2FhYbhx4wa6d++u8H4ZjPJIfHw89PT0UKFChSJdV7FiRQCAnp6eMsRiFEBG\nRgbi4+NRpUoVhbbLlBWGWqKpqYlu3brlez4lJQUAULt2bb5MS0sL1atXx7t37/jziiY1NRUAUKtW\nLb6M4zjUqlULYWFhSuuXwSiPSCSSIisqDNVSoUIFJCcnK7xdZmDLKJN06NABALBx40Z8/vwZAHDm\nzBk8ePAAenp6vKGuounYsSMAYNu2bfj48SMAwM/PD1evXoWWllauBIcMBoPBKDlMWWGUSX7++WfU\nrFkTgYGBqF27NiwsLDB48GAAwLx582BoaKiUfkePHg0rKyuEhoaiTp06sLS0RK9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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -4223,7 +3809,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 31, "metadata": { "collapsed": true }, @@ -4241,14 +3827,14 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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ONGzY0N4h3pTTlzJYsfcsq/+MJSkjlwa13Jk6oDkjO4UQ4Oli7/CEKHeSkAgh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\nj+jo6DJPL7x7927Onj1L48aNWbFiBQ4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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -4298,7 +3884,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 33, "metadata": { "collapsed": true }, @@ -4316,7 +3902,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 34, "metadata": { "scrolled": false }, @@ -4325,7 +3911,7 @@ "data": { "image/png": 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LhY6vg6MvbJoMuZlVcv2SlDQUdDdDRMURQqC1NKGxc/HDRjd52FlgaWpc4YCk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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -4357,14 +3943,14 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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RQwYPZuOmTZxKSOCTOXNo2rQpiGCz2Rg0aBB5efk89ugjTP/gA67p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\ntxplCfLCwkKyqnpiF2dfqeyIleKcCFrElLGxez/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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -4399,14 +3985,14 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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/Z/bs2cQkZ/D84v1sPRnDk02NvOz0Nably8EzCPp+Bs0GgUG+wwghdJJoCCEc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\nC1dTzMSlmolPNROXoi9fTS0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YuzwwFJ7detPDKeo08R9++CGVK+vTPbzwwgvMmjWLSZMm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\nX/N662xmf5vGl3SkS0Brjr74qCWxNgUtg928aH8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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -4444,14 +4030,14 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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V3yEKOVGZQ9cFEBcOv39p6tEIgiAIxZQxZipeBQYArSVJCv7vo0PWTWXwfp05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\nUDMTxzIPYSs8w9ABfYjp0I5Qfx8WLZjDkR8O0Pn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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -4489,13 +4075,13 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "e2221e31cf4d4600bc33c6cc1f23592d", + "model_id": "30ca2a57b74e4ce0bc389ef82e37922f", "version_major": 2, "version_minor": 0 }, @@ -4540,14 +4126,14 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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+vqxfv/61MkIgNsrl4cOH6d+/P9myZUPTNBo3bswff/xB27Ztba3eKxEQEMB/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\nqWwcO3YMZ8+eRcOGDXHt2jUkJCQgLi4O1tbW+P333xEVFSW1iBxOlYU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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -4574,14 +4160,14 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": 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cZOHeS2TmFlDP15GwxmVpWK7UQyVQlB6fvE6K1yvfa+Zxbdu2jbZt2xbpy21p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\nnTsTEhJC8eLF6d69O9bW1mzZsoXg4GBsbGzw8vKicuXKpKSkcOHCBSw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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -4637,14 +4223,14 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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1BqaZFaMMVOaCvqmtEYfNwplFmsN9u/86w8E4H39kW9lgam7y8sKCvBcuTLKj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\nLOGQFJQCrIvtyMyik1kJSKX7HXG3tSe8uUg9RRf/gZ4kcwuLHHlpgv7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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -4686,7 +4272,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 42, "metadata": { "scrolled": true }, @@ -4695,7 +4281,7 @@ "data": { "image/png": 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yzjvvAIljrURHRyMiFCxYkEOHDuHr6/vEcYaFhdG8eXN27dqVYv6oUaMYO3bs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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -4717,7 +4303,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 43, "metadata": { "scrolled": true }, @@ -4726,7 +4312,7 @@ "data": { "image/png": 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yaNGiLJHxeTEajTJz5kwpUKCAkBh7ShwdHcXd3T3Txvjjjz/EwsJCAMmXL5/Y2toKIHZ2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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -4750,14 +4336,14 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": 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UXRG585jicyv27xWl1C5iVlwup0J30mgsytKlS/Hz86NOnTrs37+fHDly8PDh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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -4781,7 +4367,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 45, "metadata": { "collapsed": true }, @@ -4798,14 +4384,14 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "image/png": 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lZaVtd3d3B/SdDR9WREQE6enpVKtWjQ4dOgD60R6vv/46AKdPn37o5ygPmZmZ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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -4827,14 +4413,14 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "image/png": 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ztbWlQYMGeXa8Dh06cPjwYYYMGYKTkxPu7u6MHj2amJgY6tWrR6lSpfIslnvRiYmmaZqm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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -4880,7 +4466,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 48, "metadata": { "collapsed": true }, @@ -4901,7 +4487,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 49, "metadata": {}, "outputs": [ { @@ -4910,7 +4496,7 @@ "(0.96, 0.24)" ] }, - "execution_count": 62, + "execution_count": 49, "metadata": {}, "output_type": "execute_result" } @@ -4928,7 +4514,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 50, "metadata": {}, "outputs": [ { @@ -4952,7 +4538,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 51, "metadata": {}, "outputs": [ { @@ -4976,7 +4562,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 52, "metadata": {}, "outputs": [ { @@ -5003,7 +4589,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 53, "metadata": {}, "outputs": [ {