{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "\n", "\n", "**15-448: Machine Learning in a Nutshell**, *CMU-Qatar* Spring'20\n", "\n", "**Gianni A. Di Caro**, www.giannidicaro.com\n", "\n", "Disclaimer: This notebook was prepared for teaching purposes. It can include material from different web sources. I'll happy to explicitly acknowledge a source if required. \n", "\n", "***" ] }, { "cell_type": "markdown", "metadata": { "toc": true }, "source": [ "

Table of Contents

\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "# Topic: A first introduction to the python ecosystem for ML\n", "***" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Outline\n", "\n", "The main goal of this lecture / notebook is to introduce the use of `Pandas` for reading and storing datasets to be used in a ML process cycle. The focus here will be on datsets in CSV format. \n", "\n", "`Pandas` builds on `NumPy`, such that they can import/use numpy's objects and, more importantly, they extend them to make data manipulation more flexible and effective. \n", "\n", "Therefore, we will first go through `numpy`, in particular numpy's `arrays` and then introduce Pandas' `Series` and `DataFrame` objects. \n", " \n", "The considered list of topics will be:\n", "\n", " - (Very) Short introduction to `NumPy`: from **lists** to **arrays**

\n", " \n", " - From `NumPy` to `Pandas`: from arrays to **labeled arrays**

\n", " \n", " - Datasets and **CSV** data files

\n", " \n", " - Basic Pandas methods for reading and inspecting datasets

\n", " \n", " - A simple example: read the data froma CSV file, display the data, select the features\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# From the limitations of Python's lists to `NumPy` " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pyhton's built-in lists are extremely flexible objects, however, they aren't appropriate for performing **element-wise operations,** which are very useful in ML! Instead, we have to *explicitly iterate* over the elements of the list.\n", "\n", "Let's see a few simple examples to appreciate the importance of this fact." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# this creates a list with the first n integers\n", "x = list(range(10))\n", "x" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For instance, if we want to multiply all the elements of the list by the same constant value, i.e., we want to apply a list-wise operation, we need to explicitly iterate over all the elements of the list, like in the example below." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[0, 2, 4, 6, 8, 10, 12, 14, 16, 18]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# this multiplies the list elements by the constant 2\n", "y = [2*e for e in x]\n", "y" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, in linear algebra and calculus, if we look at `x` as a **coordinate vector,** ${\\bf x} = [0,1,2,3,4,5,6,7,8,9]$, we are used to write something like:\n", "\n", "$$ {\\bf y} = 2{\\bf x} $$\n", "\n", "which is both more compact and more intuitive (at least from a mathematical point of view)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we try to write the same thing in python we would get a wrong result!" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y = x * 2 # this creates a new list that doubles the original one!\n", "y" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another example is the **sum of two coordinate vectors:**\n", " $$ z = y + z$$\n", " \n", "If for instance $x = [0,1,2,3,4,5,6,7,8,9]$ and $y = [1,2,3,4,5,6,7,8,9,10]$, $z$ is the vector that results from the element-wise sum of the two vectors: $z = [1,3,5,7,9,11,13,17,19]$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Unfortunately, adopting the algebraic notation in python doesn't really work, since the `+` operator is overloaded to work as a concatenation operator, as shown by the example below." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n" ] } ], "source": [ "x = list(range(10))\n", "y = list(range(1,11))\n", "z = x + y\n", "print(z)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Instead, the **element-wise sum of two vectors** (lists of numeric objects) requires to *iterate over the elements:*" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[1, 3, 5, 7, 9, 11, 13, 15, 17, 19]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "z = [x[i] + y[i] for i in range(len(x))]\n", "z" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sure, we can get the same result by using the `map()` built-in function, but we have to write the function that does the pairwise job:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1, 3, 5, 7, 9, 11, 13, 15, 17, 19]\n" ] } ], "source": [ "def add(a,b):\n", " return a+b\n", "\n", "z = map(add, x, y)\n", "print(list(z))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below a better version of the custom function `add()`, such that it can handle the sum of any number of vectors:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0, 2, 4, 6, 8, 10, 12, 14, 16, 18]\n" ] } ], "source": [ "def add(*x):\n", " return sum(x)\n", "\n", "z = map(add, x, y, [-1]*10)\n", "print(list(z))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Also the `zip()` function could be used, that it allows to write an even more compact code but still requiring to iterate over the elements:" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[1, 3, 5, 7, 9, 11, 13, 15, 17, 19]" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" } ], "source": [ "z = [sum(s) for s in zip(x, y)]\n", "z" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All these solutions available in *plain* python are feasible, but not really satisfactory!\n", "\n", "The situation is even worse when we try for instance to multiply two vectors/lists to get a **dot product:**\n", "\n", "$$ z = {\\bf x}\\cdot {\\bf y} $$\n", "\n", "where $z = \\sum_{i=0}^n x_i\\cdot y_i$ \n", "\n", "In the example case of ${\\bf x} = [0,1,2,3,4,5,6,7,8,9] $, ${\\bf y} = [1,2,3,4,5,6,7,8,9,10]$, $z=330$ " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Also in this case, if we try to mimic the algebraic notation in python, we get an error!" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "two lists cannot be multiplied!\n" ] } ], "source": [ "try:\n", " z = x * y\n", "except:\n", " print('two lists cannot be multiplied!')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Instead, again, an iteration is needed to obtain the desired result (e.g., using `zip()`):" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "330" ] }, "execution_count": 73, "metadata": {}, "output_type": "execute_result" } ], "source": [ "z = [s[0]*s[1] for s in zip(x, y)]\n", "sum(z)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# NumPy: Numerical computing in Python (beyond lists)\n", "\n", "The core functionalities of NumPy are the `ndarray` data structure, and `Ufuncs`, **Universal functions**. `ndarray` implements an *multi-dimensional* **array** object\n", "which is the core data container for all of the numpy operations. Universal functions are the functions which operate on ndarrays in an **element by element** fashion. \n", "\n", "https://numpy.org/devdocs/user/quickstart.html\n", "\n", "The numpy arrays are strided views on memory. They precisely allow to perform array-wise numerical operations.\n", "\n", "In order to perform array-wise operations, numpy's arrays should be **homogeneously typed**: all elements of a single array be of the same type (it is however possible to create arrays that aren't homogeneously typed)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Import statement for NumPy**" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "NumPy’s main object is the **multidimensional *array***. It is a **table of elements** (usually numbers), possibly all of the same type, indexed by a *tuple* of non-negative integers. \n", "\n", "In NumPy dimensions are also called **axes**." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "NumPy’s array class is called `ndarray`. It is also known by the *alias* `array`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`np.array(it)` is the main class method for creating an `ndarray` object directly, or creating it from other iterable types by **typecasting**." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "E.g., creation of an array object from a `list/tuple` sequence object using `np.array(seq)`:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9])" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x = np.array([0,1,2,3,4,5,6,7,8,9])\n", "x" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0 1 2 3 4 5 6 7 8 9] \n" ] } ], "source": [ "print(x, type(x))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Element-wise operations** can be now performed in linear algebra notation using array types!" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 0, 2, 4, 6, 8, 10, 12, 14, 16, 18])" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x * 2" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 1, 3, 5, 7, 9, 11, 13, 15, 17, 19])" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y = np.array( list(range(1,11)))\n", "z = x + y\n", "z" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "330" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "z = x * y\n", "sum(z)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Element-wise operations are done by the application of **universal function objects,** which are the second core component of numpy." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "For more information about the definition and use of arrays, you are kindly referred to the relatively large amount of resources available on the Internet. \n", "\n", "A good start is from the official website:\n", "https://numpy.org/devdocs/user/quickstart.html\n", "\n", "Below, only basic information about numpy's arrays is provided for the purpose of introducing Pandas's objects.\n", "***" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Arrays and indexing" ] }, { "attachments": { "image.png": { "image/png": "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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "Numpy's core data object is the `array`, which is mainly designed for **numerical processing.**\n", "\n", "A numpy's 1D array looks like the following:

\n", "\n", "

\n", "\n", "
\n", "\n", "A **numeric index is associated to each entry.**" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1 (5,)\n" ] } ], "source": [ "x = np.array([1, 3, 5, 7, 9])\n", "print(x.ndim, x.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Elements of the array are accessed using numeric **indexing and ranges**" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "7" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x[3]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([5, 7, 9])" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x[2:5]" ] }, { "attachments": { "image.png": { "image/png": "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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "A 2D array looks like:
\n", "
\n", "\n", "
\n", "\n", "where the **rows and columns are *numeric* indices**" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2 (3, 5)\n", "[[ 1 3 5 7 9]\n", " [ 2 4 6 8 10]\n", " [-1 -2 -3 -4 -5]]\n" ] } ], "source": [ "x = np.array([ [1, 3, 5, 7, 9], [2, 4, 6, 8, 10], [-1, -2, -3, -4, -5] ])\n", "print(x.ndim, x.shape)\n", "print(x)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The array `x` has two dimensions (`ndim` attribute), with 3 elements in dimension 0, and each of these elements have 5 elements, in dimension 1 (`shape` attribute)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Indexing and ranging can now be performed over **both dimensions** to access individual or groups of data, by row or by column." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "8" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x[1,3]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that with pythons' lists, the notation would have been `x[1][3]`" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x[0,2]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A **range** notation, `:`, allows to select a subset of rows or columns, or both" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 7, 8, -4])" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x[1:3 , 3]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using only one index selects one full row" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 2, 4, 6, 8, 10])" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x[1]" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([-2, -3, -4])" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x[2, 1:4]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "# Tabular data and CSV data formats\n", "\n", "Are the numpy arrays suitable to flexibly deal with datasets? Yes and no. \n", "\n", "Datasets are commonly stored in **tabular form**, that would make them suitable to be stored as two-dimensional numpy arrays. \n", "\n", "However, datasets also have **labels,** that are useful to refer to data, especially when manipulating them interactively.\n", "***" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's give a look into a typical example of dataset, considering the monthly evolution of the Amazon's stock market prices at Nasdaq.\n", "\n", "Data are stored in a **CSV file** dowloaded from Yahoo! Finance https://finance.yahoo.com/quote/AMZN/history?period1=1521362028&period2=1552898028&interval=1mo&filter=history&frequency=1mo" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Opening the file in Excel**\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Opening the file with a regular text editor**\n", "\n", "" ] }, { "attachments": { "image.png": { "image/png": "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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "The file is in **CSV format (Comma Separated Values)**, a quite flexible and compact data format which is around since long time. CSV is a format commonly used to hold in a file data that can be naturally represented in **tabular form** (e.g., excel-like): **M data records/rows, each consisting of (at most) N ordered fields/columns**\n", "\n", "
\n", "\n", "
\n", "

\n", "\n", "***" ] }, { "attachments": { "image.png": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABXYAAAJmCAYAAAD4udjhAAAgAElEQVR4AeydB5gUxdaGDzmDZJAoKDkHCYICigJivioGxN+cc7h6zTljzlkxYETxqoiiggGJCogiIBKWIBkkSPqfr7w9dPfM7s4uu8v0zlvPM093V1dXV711pmf669OniuzYsWOHkSAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQCAyBIpGpqU0FAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABBwBhF0MAQIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIBAxAgg7EZswGguBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAGEXWwAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgEDECCDsRmzAaC4EIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAYRdbAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQMQIFI9Ye2kuBCAAAQhAAAIQiCMwb948mzJlis2cOdMyMjKscuXK1qRJEzv00EOtSpUqceV3R8aYMWNsxowZtn37dttrr73ssMMOy7NmTJ8+3fVddTdu3Ng6deqUZ3VTEQQgAAEIQAACEIAABCCQmgSK7NixY0dqNo1WQQACEIAABCAAgawJbN261W6//Xa77bbbTOvhVKNGDVuwYIGVLFnS7dLfHn2KFi34l5bKlStnGzZsiDXxzz//tGrVqsW2d2WlfPny9tdff8WqWLp0qanvJAhAAAIQgAAEIAABCECg8BLAY7fwji09gwAEIACBAiYgj9H58+dnelaJi40aNbJ99tlntwiLmTYswjtOO+00e+WVVzLtwYoVK2z16tVWtWpVGzRokH3xxRduu3Xr1iYPWnn2FlSSN60/hbf9+3K6Hha1t2zZktMqKA8BCEAAAhCAAAQgAAEIRIwAwm7EBozmQgACEIBAahJ49dVXbfDgwUk1rmzZsiZhsW3bttahQwc74YQTrGLFikkdS6GdBGbNmmXDhg3bmfG/NfHdtm2bbd682S0loH7zzTf29ttvx8r++OOPNnr0aDv22GNjeaxAAAIQgAAEIAABCEAAAhCIEoGCfw8xSnRoKwQgAAEIQCBJApMmTUqypLnX8cePH29PP/20nXPOOdawYUO75ZZbbOPGjUnXkdcFFy5caGrTDz/8YCtXrszr6vOlvqFDh7p4tV7l8r6VR+769ett7dq19tFHH9k999xjNWvWtDlz5njFYkuFQiBBAAIQgAAEIAABCEAAAhCIKgE8dqM6crQbAhCAAAQKDYFVq1bZjTfeaCNGjHCfunXrFmjfFi9ebA0aNIiJpFrXZGSpnqZNmxZo4hVXXGG9e/d2eQp7MWDAAPdRRrdu3QJltdGsWbO4PDIgAAEIQAACEIAABCAAAQhEhQDCblRGinZCAAIQgECkCEhIvPnmm2Ntlhep4r1mZGQ4r9Jvv/3WwnFQJ0+ebJ07d3aes/Xr148dm98rmzZtiom6OpfaGoUkL2N/kpCbWZKI+8QTTzj2CtPQq1cv69mzZ2bFyYcABCAAAQhAAAIQgAAEIJDyBBB2U36IaCAEIAABCESRwF577WV9+/ZN2PQbbrjBli5dakOGDLFPP/00UGbJkiUu7uvYsWNNXqekxAR27NjhRHL/XoVcyCop7IU+JAhAAAIQgAAEIAABCEAAAoWBADF2C8Mo0gcIQAACEIgcAYmQH3/8sYsBW6JEiUD7Fef2rrvuCuSxESSwYcOGOI/nSpUqBQuxBQEIQAACEIAABCAAAQhAoBATwGO3EA8uXYMABCAAgdQmUKRIEbvyyiutefPmdthhhwUa+/DDD9vll19u5cqVC+Qn2li+fLmbHExewBI8y5cv7+LHNmrUyIoWLbhnuLu7Hcn01Qs7UbZs2UQos8xbs2aNTZ061TTpmsZM4R2KFSuW5TF5tXPz5s32448/2h9//GFt27a1Jk2a7HLV8npesGCB/frrr27CvKpVq7p6CzIMyC53ggogAAEIQAACEIAABCCQxgQQdtN48Ok6BCAAAQikBoGBAwe6Sb/GjBkTa5Di8b788st27rnnxvL8KxL4nnrqKfvwww9txowZJpEunCRennzyyXb77bdbtWrVArvfeustO/PMM91xEjv9SecOe79KhL7//vvt9NNP9xd1QuOutCNQWTYbn332mR133HEuHrDi5IZT9erVA0J248aNTXGLvSQx9pdffnGbNWrUsLlz52YrnKu8JrabOHGi/f777wHOpUuXttatW1v//v3tuuuus7DntXfe3C63b99ud9xxh33wwQdO1P37779jVcnjWxPF3XvvvZbTyfYWLVpk11xzjb3zzjvuQUCs0v+t6IGAbOPSSy+1UqVKhXezDQEIQAACEIAABCAAAQikCIGCc+NJkQ7TDAhAAAIQgEAqEpD4Gk7h+LvaLwH3iiuuMImWd955p02fPj0gNvrrkPfu008/bfvss48TB/37JFTKA3Xt2rXmFwy9Msr3f1R20qRJ3u48a0eswiRWfvrpJ1u9erVr119//RV3hCZ987d5ypQpgYng5s2bFztm2bJllqiOWAEze/bZZ61jx442fPhwJwKHxXMJ4hMmTLBbbrnFevToYf76/fXkZn3dunV2+OGH2/XXX+/OER4jeWe/8cYb1qFDB/M/EMjuXOqLvH1feeWVhKKujpfgLeH32muvza469kMAAhCAAAQgAAEIQAACu5EAwu5uhM+pIQABCEAAAh6Bbt26xU22pgnUwmLiV1995TxnE3msenWFlxJDzzrrLCd6evuqVKnirSa99B+TV+1I+uRmcV7E2R0rj9oyZcpkVyzh/lNOOcV5rUocTyYpLnL79u1t9uzZyRTPssyqVause/fu9tFHH2VZTjsVFkKT9ClUQ3ZJbZPHdaI+JQopIYGXBAEIQAACEIAABCAAAQikLgFCMaTu2NAyCEAAAhBIMwL77ruvKdyAl1auXOlCHTRs2NDLMsWx9SfFeR0yZIjpWJWTwKfwAfIiVTxYL8nDUx6++igNHjzYNm7caBKI5b0qz15/UmgBf1L82tNOOy2WlVftiFWYxMqRRx5pGRkZbtI0ecved999gaOuuuoqK1myZCwvtzFwJajKo9WfFMbhpptusi5duphi0cpT+plnnrHnn38+VkwCusI2DBs2LJaXm5XHHnvM1e8/VueUB6/CL2zZssVeeOEFGzdunCuSrMh/ww03BDyYZS9Dhw61Qw45xIVcWLhwofPs1vllQxLGSRCAAAQgAAEIQAACEIBA6hIosiPsCpS6baVlEIAABCAAgZQloHikDz74YKx9J554Yo4FPomE4Ri2etW/U6dOsXo1gZZev1eeRMQBAwbE9vlXtm7dan369DF5/XpJx6i+cFLsWMVV9ZJExLBw6+3zlvnRDq/uZJYKo6BJ4vxJQnVWYqS8d/3xhCV2K9auP0kkbdOmjf3888+xbMVAfu2116xChQqxPG9F4q68ob0kAVyCumLvhlMy51cfGjRo4DxxveMVH/mbb76JmzBNMZh17kTeuhJp69Sp41Xhlgrf4ffCVTgOhZoIJzEYOXKkC/fRqlWr8G62IQABCEAAAhCAAAQgAIEUIUAohhQZCJoBAQhAAAIQ8IurHg1NZOZPbdu2deLk+PHjMxV1Vb548eJ28803+w91k38FMnZhI1XasQtdSHioxHW/qKtJ5F588cWEoq4q0CRjCpvgJU149uSTT3qbOV7KE1fhFfxJk6cpLm44KVyE4jAnE25C4q9f1NVkeBrDRElhGY444ghD1E1EhzwIQAACEIAABCAAAQikDgGE3dQZC1oCAQhAAAJpTkCesuFUokSJcJYlyosrZBbnjSmRWJNy5VVKlXbkVX9Uj0RUf5IndqJx8Ze55JJL/Jv222+/BbZzsiFPWX/q2rWrKf5yZumAAw6w119/3STUZpVKlSpl/hjJemFrxIgRWR3CPghAAAIQgAAEIAABCEAgxQkg7Kb4ANE8CEAAAhBIHwKJJrVKNn5qIkoVK1aM8zRdu3ZtoqL5mpcq7Uimk2FRVjFts0v77LNPoMicOXMC2znZ+OOPPwLFTz755MB2og151/pjCycqo7x27doFdp100kn23HPPuTjLgR1sQAACEIAABCAAAQhAAAKRIMDkaZEYJhoJAQhAAALpQGDevHlx3axcuXJcXjhDcWOXLFliixcvdh+9yq+QAEqKRVtQKVXakdv+SkRXvGF/evjhh+MmUvPv13o4XMb8+fOdWKqQBjlNOtafNFlbXqUzzjjDvvjii1h1Cs+gvHvuuccuuugik9C7xx57xPazAgEIQAACEIAABCAAAQikNgGE3dQeH1oHAQhAAAJpRCCRsOt/fd6PQt69mtBr+PDhNmbMGNNkabsjpUo78qLvElX//vvvQFXvvPNOYDuZDY2FRNOyZcsmUzxWZuXKlbZ+/frYtlb23HPPwPaubJxwwgk2atQoFzPYX8+sWbPsggsusCuvvNJOPfVUu+yyy2zvvff2F2EdAhCAAAQgAAEIQAACEEhBAgi7KTgoNAkCEIAABNKTQFjYLV26tNWtWzcOhl7X79Wrl4XLxxXM54xUaUdedTPsLZvbejXRWU5FXZ1r0aJFcadMxmM77qAsMjQ5nEIyXHvttRYO/bFx40Z74oknXHiGW2+91a644gorWpSoXVngZBcEIAABCEAAAhCAAAR2KwGE3d2Kn5NDAAIQgAAE/iGgyazGjRsXwNG5c+e42KkZGRl24IEHxom6EuAaN25stWvXtho1aljx4v/8xL/xxhuBOvNqI1XakVf9UT2JJkmT92r58uWTPo1i3R555JFJl/cXLFOmjH/Tra9evdoS5ccVTDJDk6xdfPHFLuzCo48+ak899ZQL4+E/XF7LV199tSke82233ebfxToEIAABCEAAAhCAAAQgkEIEEHZTaDBoCgQgAAEIpC+B119/3aZPnx4A0LNnz8C2Ni688ELzT84loe7yyy93r9I3aNAgrvxnn30WFwM2rlAuMlKlHbloeqaHNGrUKG7fmWeeac2aNYvLz4+MOnXqxFW7fPlyJ9bH7djFjGrVqtlNN91k1113nX3wwQd255132sSJEwO1Ku9f//pX3KRrgUJsQAACEIAABCAAAQhAAAK7jQDv1+029JwYAhCAAAQg8A+BLVu22PXXXx+HQzFR/UlevV9//bU/y26//Xa79957LZGoGyiYgw2dJ6tUUO3Iqg35sU/hE2rVqhWoesGCBYHt/NyQZ244pvKkSZPy85TOs/voo4+2CRMm2NChQwOhFzQBn3+ytXxtCJVDAAIQgAAEIAABCEAAAjkmgLCbY2QcAAEIQAACEMhbAg888IDNnTs3UGn//v2tVatWgbxff/3V5MHpJXnratKrXU2qx5/0Cn5W4m5+tcPfht21rnAW/qTJ6Qoyhb1233vvvWxPr3AbmqxtV9Mll1ziQjT465k9e7Z/k3UIQAACEIAABCAAAQhAIIUIIOym0GDQFAhAAAIQSC8CK1assEGDBtm///3vQMeLFStmN9xwQyBPG4sXLw7kKY5uVpN0KQyDRNrsUthLdOvWrXFxV/115Fc7/OfYXesdOnQInPqll16ygvTa1aR4/jRq1CjLalK30aNH25AhQ/yH7NJ6OOyEvHZJEIAABCAAAQhAAAIQgEBqEkDYTc1xoVUQgAAEIFCICUhsHTZsmLVs2dLefPPNuJ4qtmnXrl3j8lXenxTCYcSIEf6s2Ppzzz1nAwYMMJXJLlWsWDFugrB33nkn08Pyqx2ZnrAAd0hkL1euXOyM4qdQBf64xrGdvhV5OH/11Vf22GOPJcXcd2hg9dxzzw1sb9q0yQYOHGjr1q0L5GvjxRdfdPs02Vl2SQKwRGMdk5lYq76OHDkyUFXbtm0D22xAAAIQgAAEIAABCEAAAqlDgMnTUmcsaAkEIAABCBQiAhL5zjrrrFiPNmzYYKtWrbKMjAybNm2abdu2LbbPv3LGGWfYlVde6c+KrdeoUcP23HNPV4eXqcm91q9fb8cff7yr88svv7S3337bXnjhBa9IUkvF6J0xY0asrNogz10Je8rXBFvyDD3ppJMsP9sRa8BuWhFf9V0Ti3lJk4q1b9/err76auvYsaMT5PfYYw9btmyZzZo1yySaKmTC77//7g7p1q2bhT1/vbqyWzZv3twJsBpHL8leJPQfe+yxtv/++9vq1avtySefNHlkJ5vGjRvnhGfZ5d13321nn322HXzwwaYJ4yT0Kpbvrbfeat99912gyi5dugS22YAABCAAAQhAAAIQgAAEUodAkR1ZBdFLnXbSEghAAAIQgEBKE7j00kvtwQcfzHUbS5Ys6Y4Pe2yGK9Q5dK5wKlr0n5dwMvPG9MovXLjQwnFctS+zer3jtLzmmmvsjjvucFmZld/VdvjPl9X6X3/9FedlvHHjRitdunSmh2lyMnnAemnp0qVOpPa2vaVEeMU39oRaLz/ZpcTRRB7XyZ5fImy/fv1MfUwmSWSuWbOmKfaxl8LjrEn2rrvuOm93Uks9ZHjmmWeSKkshCEAAAhCAAAQgAAEIQKDgCRCKoeCZc0YIQAACECiEBMqXL5+rXkmIlJg7c+ZMt8yuEk1wdfjhh8cVk6AbFnUViiEcvzfuwP9lyIOzXr16me12+X5RNL/akWUDCmin4hZPmTLFJGzmNFWqVMn23nvvnB4WKN+jRw/7/PPPrWrVqoH8RBuKiTt+/HjTZHtZpZ49e5onumdVztun8o8++qi3yRICEIAABCAAAQhAAAIQSEECCLspOCg0CQIQgAAEokfghBNOsPr162fa8BIlSlj16tWtSZMmJuHusssus3fffdcWLVpkjz/+uHslPtODQzv02r9CLSQSYiXetW7d2h544AEXL3WfffaJHS2vYHmNJkrKl5ip1/0TpcqVK9uRRx4Z2JUf7QicIIsN8ZSI6iWtazK5rJJ/kjiJt5mxUB2qT96qCnfQvXt3UxzizJLaovAL99xzj/32229WrVq1hEVzcn6FQBg7dqwdcMABVqRIkbj69CBBDwQk6sqm/HUnGmeFcPj+++/dZH3+GMLhiuWpPHz4cBe2oVSpUuHdbEMAAhCAAAQgAAEIQAACKUSAUAwpNBg0BQIQgAAEIJATAorTO3/+fCcm/vHHH05YVggAv+Cp+hQLVmEKJDhmJep551YM159//tmFIpBIKMFaMWa1nijlVzsSncufJw9i9U3Cp+L+ZidEanKwJUuWuCrEIith138eb13xkeVZrRAN8rRWHbVq1TLFxc3u3Kojt+fXGCvO8eLFi00issZDsX7DXuLq2+bNm7MdZ8VOnjp1qi1YsMBWrFhhErkVa1cfcSRBAAIQgAAEIAABCEAAAtEggLAbjXGilRCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEYgQIxRBDwQoEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAgWgQQNiNxjjRSghAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACMQIIuzEUrEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQiAYBhN1ojBOthAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAQI4CwG0PBCgQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBaBBA2I3GONFKCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIxAgi7MRSsQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCIBgGE3WiME62EAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIBAjgLAbQ8EKBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIFoEEDYjcY40UoIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAjECCLsxFKxAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIgGAYTdaIwTrYQABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgECOAsBtDwQoEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAgWgQQNiNxjjRSghAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACMQIIuzEUrEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQiAYBhN1ojBOthAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAQI4CwG0PBCgQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBaBBA2I3GONFKCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIxAgi7MRSsQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCIBgGE3WiME62EAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIBAjUDy2xgoEIAABCEAAAhCAAAQgAAEIQAACEEhBAuedd55NnjzZSpUqZUWLFrXKlStb9erVrW3bttarVy9r0aJFCraaJkEAAhDIXwIIu/nLl9ohAAEIQAACEIAABCAAAQhAAAIQyAMCRYoUseLFi9uOHTtsxYoVtnjxYluyZInNnTvXWrZs6UTe1q1bW4kSJfLgbFQBAQhAIPUJIOym/hjRQghAAAIQgAAEIAABCEAAAhCAAAT+R8ATeCXyrlmzxsaOHWtTp061GTNmWPfu3a1p06bWoEEDK1++PMwgAAEIFGoCCLuFenjpHAQgAAEIQAACEIAABCAAAQhAoPASKFasmBNwt2/fbuPHj7fvvvvOee4ecsgh1r59exeuoXTp0iYxmAQBCECgsBFA2C1sI0p/IAABCEAAAhCAAAQgAAEIQAACaUZAwm3JkiVdr3/99VebPn26NWzY0Pr27WsHH3yw1ahRA3E3zWyC7kIgHQgg7KbDKNNHCEAAAhCAAAQgAAEIQAACEIBAmhBQDF558ioG7xtvvGGffvqpC9EwcOBAq1+/fppQoJsQgEA6EEDYTYdRpo8QgAAEIAABCEAAAhCAAAQgAIE0ISDvXX22bdtm69evd5/Ro0fbtGnTTJOr9ejRw9q0aZMmNOgmBCBQmAkg7Bbm0aVvEIAABCAAAQhAAAIQgAAEIACBNCUgcVcTrCmtWLHCMjIybOHChTZ37lwn8ErkbdmypZUqVSpNCdFtCEAg6gQQdqM+grQfAhCAAAQgAAEIQAACEIAABCAAgSwJSODVZ926dTZu3DibPHmym2Rt//33t6ZNm1q9evWsQoUKWdbBTghAAAKpRgBhN9VGhPZAAAIQgAAEIAABCEAAAhCAAAQgkC8EFHu3XLlypji8kyZNsvHjx1urVq2sX79+1rlzZ6tevbrz4JW3LwkCEIBAqhNA2E31EaJ9EIAABCAAAQhAAAIQgAAEIAABCOQpAQm3JUqUcJ85c+bYww8/bHXr1rU+ffrYgAEDrFatWnl6PiqDAAQgkB8EEHbzgyp1QgACEIAABCAAAQhAAAIQgAAEIBAJAvLeldC7ZMkSe++992zMmDHWpUsXJ/A2atQoEn2gkRCAQHoSQNhNz3Gn1xCAAAQgAAEIQAACEIAABCAAAQiYOVFXwu727dtt7dq1tmbNGlu/fr3NnDnTTa7WrVs3a9eunSsHMAhAAAKpRABhN5VGg7ZAAAIQgAAEIAABCEAAAhCAAAQgsFsISNzVBGtKK1eutMWLF9u8efNMoRqmTZvmRN4WLVpYmTJldkv7OCkEIACBMAGE3TARtiEAAQhAAAIQgAAEIAABCEAAAhBIKQISXQsySeDVZ8OGDfbtt9/axIkTrW3btta7d29r3ry51alTxypUqFCQTeJcEIAABOIIIOzGISEDAhCAAAQgkHcE9Brf33//zat7eYeUmiAAAQhAAAIQSDMCJUuWtK1bt+6W/1NFixa1smXLmuLw/vjjj07glbDbr18/U4iG6tWrm9pX0MJzmpkA3YUABDIhUGSHrk4kCEAAAhCAAATyhcD111/vJuAoV65cvtRPpRCAAAQgAAEIQKCwE5BoKmE3VeQLtUfxeGvVqmW9evWyww47zGrXrl3Yh4H+QQACKUgAj90UHBSaBAEIQAAChYeAvHU3bdoUi9dWeHpGTyAAAQhAAAIQgEDBEZDnbKp4xUrU1Wfp0qU2cuRIGzdunHXq1Ml58TZp0qTgoHAmCEAg7Qkg7Ka9CQAAAhCAAATyk0CxYsXM++TneagbAhCAAAQgAAEIQKBgCEhg1v87eRCvWbPGTbS2du1amzVrlmlytX333dc6dOhgEqNJEIAABPKTAMJuftKlbghAAAIQgAAEIAABCEAAAhCAAAQKJQEJvN4ka6tWrbLFixfb7Nmz3eeXX35xk6w1a9bMCMlVKIefTkEgJQgg7KbEMNAICEAAAhCAAAQgAAEIQAACEIAABKJKQAJv+fLlbfPmzfb999/bhAkTrE2bNnbQQQc5gVfxeLVf5UgQgAAE8ooAV5S8Ikk9EIAABCAAAQhAAAIQgAAEIAABCKQ1AYVfKFOmjGMwY8YMmzx5sslrVxOs9enTx/bYY4+05kPnIQCBvCVAwJe85UltEIAABCAAAQhAAAIQgAAEIAABCEDATfYmodeLtauYvCQIQAACeUkAj928pEldEIAABCAAAQhAAAIQgAAEIAABCKQtge3bt9vff//tJldr27atHXLIIW5CterVq1vZsmXTlgsdhwAE8ocAwm7+cKVWCEAAAhCAAAQgAAEIQAACEIAABNKEwNatW23Tpk1WpUoV69y5s/s0bdrU9t57bwTdNLEBugmB3UEAYXd3UOecEIAABCAAAQhAAAIQgAAEIAABCESagEIrSNCVl648cvfaay9r2bKldezY0U2c5oVgiHQnaTwEIJDSBBB2U3p4aBwEIAABCESdwLZt29wffv3pJ0EAAhCAAAQgAAEI5JyABNTixYu7mLU5Pzrvj1B79B9PbZKHbrVq1axDhw528MEHOw/dvD8jNUIAAhBITABhNzEXciEAAQhAAAJ5QkCzIlesWNHKlSuXJ/VRCQQgAAEIQAACEEg3AkWKFHFhDuQZu7uTRN1ixeuNwL4AACAASURBVIq5T+3atW3//fe3ww47zGrWrLm7m8b5IQCBNCRQZIeuSiQIQAACEIAABPKFgGKtyaODBAEIQAACEIAABCCQcwISdUuUKGEXXnih/fTTT6aH5rsr6T/dli1b3GRo/fv3t/3228+qVq3qRF61kwQBCECgoAngsVvQxDkfBCAAAQikFYHSpUunVX/pLAQgAAEIQAACEMgPAvKS3R1+afIS1oP6UqVKWbt27axv377WrFkzq1WrFm9k5cdAUycEIJAjAgi7OcJFYQhAAAIQgAAEIAABCEAAAhCAAAQKmkBBi7qaH0GCriZF69Kli4uhK0G3SZMmxoP7gh59zgcBCGRGAGE3MzLkQwACEIAABCAAAQhAAAIQgAAEIJA2BCQeS9DVUoJugwYNrGXLlrbvvvta69atU2bytrQZEDoKAQhkSwBhN1tEFIAABCAAAQhAAAIQgAAEIAABCECgsBKQkKuQC8WLF7fKlStbtWrVrHPnztavXz9r2LBhYe02/YIABAoBAYTdQjCIdAECEIAABCAAAQhAAAIQgAAEIACB3BEoWrSo88atU6eO9enTxwYMGOA8dnNXG0dBAAIQKDgCCLsFx5ozQQACEIAABCAAAQhAAAIQgAAEIJACBOSlu23bNhd6oU2bNta/f38XcqFq1arOczcFmkgTIAABCGRLAGE3W0QUgAAEIAABCEAAAhCAAAQgAAEIQKAwEJCYq0nRypYt68It9O7d25o2bWq1a9e2cuXKFYYu0gcIQCCNCCDsptFg01UIQAACEIAABCAAAQhAAAIQgEC6EfC8cyXo1qxZ07p27Wrt2rWzFi1aOFG3VKlS6YaE/kIAAoWEAMJuIRlIugEBCEAAAhCAAAQgAAEIQAACEIDATgISdLdu3eri52pCtLp161rr1q2tW7du1rJly50FWYMABCAQUQIIuxEdOJoNAQhAAAIQgAAEIAABCEAAAhCAQDwBCbrbt2+3EiVKWPny5U2irrx0FUe3Xr168QeQAwEIQCCiBBB2IzpwNBsCEIAABCAAAQhAAAIQgAAEIACBeAJFixY1ibvy0O3bt68dfPDBTtyNL0kOBCAAgWgTQNiN9vjReghAAAIQgAAEIAABCEAAAhCAQNoT8MIuyFNX8XPlndu+fXurWrWqlSxZMu35AAACECicBBB2C+e40isIQAACEIAABCAAAQhAAAIQgEChJ7Bt2zbbuHGjVaxY0Tp16mT777+/NWnSxHnrli1bttD3nw5CAALpTQBhN73Hn95DAAIQgAAEIAABCEAAAhCAAAQiRUDeuRJ0N2/ebLVq1XKTobVp08ZNiNa8eXMXWzdSHaKxEIAABHJJAGE3l+A4DAIQgAAEIAABCEAAAhCAAAQgAIGCIyBBd8uWLaYYupoQrU6dOiZBt0ePHtasWbOCawhnggAEIJAiBBB2U2QgaAYEIAABCEAAAhCAAAQgAAEIQAACiQkodm6xYsVcyIUaNWpY9+7d7dBDD7XatWsnPoBcCEAAAmlAAGE3DQaZLkIAAhCAAAQgAAEIQAACEIAABKJMQMJu/fr17eijj7YDDzzQqlSpEuXu0HYIQAACeUKgyA69y0CCAAQgAAEIQAACEIAABCAAAQhAAAIpSmD69OlWrlw523PPPa1UqVIp2kqaBQEIQKBgCSDsFixvzgYBCEAAAhCAAAQgAAEIQAACEIBADglosjSFYiBBAAIQgMBOAgi7O1mwBgEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAgEgSKRqKVNBICEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAARiBBB2YyhYgQAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAQDQIIu9EYJ1oJAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQCBGAGE3hoIVCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAALRIICwG41xopUQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABGIEEHZjKFiBAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIBANAgi70RgnWgkBCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAIEYAYTeGghUIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAtEggLAbjXGilRCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEYgQQdmMoWIEABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgEA0CCLvRGCdaCQEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAgRgBhN4aCFQhAAAIQgAAEIAABCEAAAhCAAAQgkD8EduzYkT8VUysEIJC2BIqnbc/pOAQgAAEIQCAfCeiP+9SpU23Tpk1WtCjPUfMRNVVDAAIQgAAEIACBlCawdetWq1evntWvXz+l20njIACB6BEosoNHRtEbNVoMAQhAAAIpT2Dbtm1Wq1YtW758ecq3lQZCAAIQgAAEIAABCOQvgUsuucSGDh2avyehdghAIO0I4EKUdkNOhyEAAQhAoKAIlC5duqBOxXkgAAEIQAACEIAABFKYQIkSJVK4dTQNAhCIKgFCMUR15Gg3BCAAAQhEhsApp5xi559/vq1duzYybaah0SZQtmxZmzx5sl144YWuI48++qi1b9/eNmzYEO2O0fpIEShfvrx9/vnndt1117l2v/TSS9aoUSMXoiZSHaGxkSVQsWJFu/XWW23kyJHO9p5//nnTK/G8tBrZIY1Uw71QXIMHD7aMjIxItZ3GQgAC0SGAsBudsaKlEIAABCAQUQKKp7bvvvsiZkR0/KLYbHmLKxyIl9q2bWvdu3fHBj0gLAuEgOxwyZIlsXN17NjRWrZsiR3GiLCS3wRkg7Vr13an0QOvnj17OmF3+/bt+X1q6oeAFStWzD1E4A0ujAECEMhPAgi7+UmXuiEAAQhAAAJmtnnzZieyrV+/Hh4QKDACGzdujJ1LnrqayA8bjCFhpQAISNQI26FsEc/xAoDPKRwBvfq+ZcsWty4xV9dAbeOxi4EUBAHPY5cHCQVBm3NAIH0JEGM3fceenkMAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIRJYCwG9GBo9kQgAAEIAABCEAAAhCAAAQgAAEIQAACEIBA+hJA2E3fsafnEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQEQJIOxGdOBoNgQgAAEIQAACEIAABCAAAQhAAAIQgAAEIJC+BBB203fs6TkEIAABCEAAAhCAAAQgAAEIQAACEIAABCAQUQIIuxEdOJoNAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIpC8BhN30HXt6DgEIQAACEIAABCAAAQhAAAIQgAAEIAABCESUAMJuRAeOZkMAAhCAAAQgAAEIQAACEIAABCAAAQhAAALpSwBhN33Hnp5DAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACESWAsBvRgaPZEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQPoSQNhN37Gn5xCAAAQgAAEIQAACEIAABCAAAQhAAAIQgEBECSDsRnTgaDYEIAABCEAAAhCAAAQgAAEIQAACEIAABCCQvgQQdtN37Ok5BCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgEFECCLsRHTiaDQEIQAACEIAABCAAAQhAAAIQgAAEIAABCKQvAYTd9B17eg4BCEAAAhCAAAQgAAEIQAACEIAABCAAAQhElADCbkQHjmZDAAIQgAAEIAABCEAAAhCAAAQgAAEIQAAC6UsAYTd9x56eQwACEIAABCAAAQhAAAIQgAAEIAABCEAAAhElgLAb0YGj2RCAAAQgAAEIQAACEIAABCAAAQhAAAIQgED6EkDYTd+xp+cQgAAEIAABCEAAAhCAAAQgAAEIQAACEIBARAkg7EZ04Gg2BCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgkL4EEHbTd+zpOQQgAAEIQAACEIAABCAAAQhAAAIQgAAEIBBRAgi7ER04mg0BCEAAAhCAAAQgAAEIQAACEIAABCAAAQikLwGE3fQde3oOAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIRJQAwm5EB45mQwACEIAABCAAAQhAAAIQgAAEIAABCEAAAulLAGE3fceenkMAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIRJYCwG9GBo9kQgAAEIAABCEAAAhCAAAQgAAEIQAACEIBA+hJA2E3fsafnEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQEQJIOxGdOBoNgQgAAEIQAACEIAABCAAAQhAAAIQgAAEIJC+BBB203fs6TkEIAABCEAAAhCAAAQgAAEIQAACEIAABCAQUQIIuxEdOJoNAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIpC8BhN30HXt6DgEIQAACEIAABCAAAQhAAAIQgAAEIAABCESUAMJuRAeOZkMAAhCAAAQgAAEIQAACEIAABCAAAQhAAALpSwBhN33Hnp5DAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACESVQPKLtptkQgAAEIkNgy4YN9vu335mWiVKRokWtQq1aVq1xIytTuXKiIuRlQ2DjqlU2a/TnNn/8BFu3dJltWLnSSleqZLVatbDarVtZg65drXz1atnUwm4IQAACEIAABCAAAQhAAAIQgEB0CCDsRmesaCkEIBBBAls3bbL72nWyFXPmJtX6irVrWdezzrD9zjvXylWrmtQx6VxozaIM++zW2+2HF16y7Vu3xqN4858sibxHPTzUOp58YnwZciAAAQhAAAIQgAAEIAABCEAAAhEkQCiGCA4aTYYABKJDYNp77yct6qpXaxcvsVE332a3NdzbZnw4Mjod3Q0tnT3mS7u/XSf7/pnnEou6vjZtWrPGXh9ymr15+lm+XFYhAAEIQAACEIAABCAAAQhAAALRJYCwG92xo+UQgEAECMyfMClXrdyycaO9dvKptnja9FwdX9gP+n3ct/ZM/8NcyIVwX4uVLOnCMITztT3hxZftj+/GJ9pFHgQgAAEIQAACEIAABCAAAQhAIFIECMUQqeGisRCAQNQILJw8OdDk9oOOt65nnR7Lkyfp6gUL7ddRo23mR/+1HTt2xPZtXr/eRt9+lw1+49VYHitm6/9cbq+ccJJt27IlgKPVEYdb3+uvtVqtWlqxEiWc9/PIq66xya+9Hij3yY0329mj/hvIYyN1CBQpUiSuMf7vRdzOCGYULVrUfdcLW78iOBRxTU5kfypUGMZKdqeP+qj+6LN9+/ZC0be4gYx4RmG1Q/VLH88Ove+WZ4eF4XsWcdOLNb+w2mCsg6EVr7/YYAgMmxCAQCQIIOxGYphoJAQgEEUCO7Zvt4wpPwaa3vzQftb4gP0DedrY7/xz7ZdPR9lzA480HeelhZNy5/HrHV8Yl68NPtXWZiyOdU1/xo99+gnb97RTY3laUbziE195wf7esMGmvz8itu+3z7+wv5avIIZxjMjuX9EYli9f3v7++2/btm2bu/H3t0o3WsqP6g2XRIzixYtbiRIl3PL333+3kiVLWsWKFZ2w5u8r6wVPQHalsSlTpoxt2rQpYQMkPHniU8ICKZqp75b6tWXLFvv1119txowZtmbNGitXrpzVr1/f9t57b6tevbprvb5/pN1HQHao60KpUqVs8+bNCRsiG9S1MGqpWLFiVrp0afvrr79s3rx57rNs2TLXzzp16li9evWsUaNG7pq4YcMGrou7aYBlg2XLlnW/wboeeGKn1xzt966FXl7Ul7JNXf+975XXP/WVBAEIQCAqBBB2ozJStBMCEIgcgT9n/WbyuvWneh07+jcD680OOdjaHHO0/fjW27F8xdzVpGBFi3O5FpTfvhhjsz4bHeOjlZ4XXxgn6voL9L7y8oCwq32r589H2PVD2o3ruqnauHGj3XfffTZ37lwnQEkI9ZIE0Zo1a9rhhx9uXbp0yVR488qnwlI3w34hV0LaL7/8YjNnznSfWbNm2SmnnGKHHnqoEzpSoc3p3AYJnxI8X3jhBVu+fHkcCu1v2LChDR482NmiRNIoJH23ZIcjR4600aNH208//WQS0yTYKH+PPfawGjVqWI8ePWzgwIHWokULZ48IGrtndCWo/fDDDzZs2DBbtWpVTFTTeOiaqP2NGze2IUOGWKVKlWxroglDd0/TMz2rbFBt1zXwww8/tC+++MJmz55tK1ascLamfRJ81Z82bdpYv3797IADDjAd5wltmVbOjjwnoGvd66+/bl9++aVJYPd+iz0b1DWjc+fOdtxxx0XC/rIDJNvT7/GTTz4Z+8517NjR+vTpY02aNHH/R7Krg/0QgAAEUoEASkEqjAJtgAAECiWBcBiGUhUqWLUm+2TZ19IVKwT2h8MNBHaGNvTHe82ChbZk5kzbtHq1la9Rw2q2aGEVatYIlYzf1LFbN250O0qULRtfIEGO2rZ182YrUbp0UsKzO4e84XbssOJlysRuWhNUnWnW57ffFdinsAuH3nlbIC+8Ua9zRytarJht93k5rVqwwOp0aB8uyvZuICARVB4yutmfNGmSE251M+nlZ2RkWNWqVZ3o1LNnz5QXdr0b4SVLlpjavmjRIvvtt99s+vTpTtSVeC1vPIlp8s6TBxtp9xLQmGkcNEZ//PFHzDPcy1+5cqU1a9bMjjjiCJN3YRSEXQm3emAigeahhx5y3y955jZt2tR560rcXb16tU2bNs158s6ZM8cGDRrkHp54373dOyrpd3bZ29q1a92YLFy4MPYb6eVLHG3fvr0T1apUqZLywpraLTvTNW/EiBH23//+1/Rd0psKeqAgkVBCokRsXSdV5scff7TFixfbUUcd5QRf/W8gFRwBjZl+t6ZMmeLGSgK7kpeva4ME3xNOOCHSb9GoT/LSlT2OGjXKnnnmGffQbunSpa7/zZs3N32icK0vOOvgTBCAQCoTQNhN5dGhbRCAQKQJLJw0JdD+uh3axW7UAjt8G4of609V9mqYrWg67b337cv7h9qSaTPiPIRVV9mqVazbWWfaQddebYlEW4U1uKdVO1O8X6XabVrb5VMm+JsRt/7Rv/9jX973gBNAJJqe+u5wazHw0LhyXoYmgXu810G2cfVql1W3Ywe75Idvvd1JLeePn2Czv/wqULb3VVeYJkvLKql96vfmdetixTat3bkey2RltxCQV5YEzssvv9wJAHoVXjeRniggT5p169Y5D65Uv8nXTa9uBBcsWOC808aPH++ECgloEjMkrMnjTp67Et5SvT+7xSB2w0llcwpJcMstt9j8+fPduGgsZZd64PDqq6+68ZNNRmHMJMasX7/evv76a7vpppvcg4Tjjz/ejj76aCcMVqhQwdmpRAx5UL722mv21ltvOWFbAodCNKj/UejrbjCXfDul7FBeq7fddptJ2FXSOCg0gwTPt99+24nyURkbCWd6U0HX8FdeecV5vZ9xxhnuoZaug7Vq1XLXQYnZP//8s/MUlbfodddd5x7m7b///k741YM/UsEQkA3qOtG2bVv39oIn7MoG3333XZswYYKzx4JpTf6eRb/B33//vb333nvOFq+99lq7+eab3XVf+0gQgAAEokSAq1aURou2QgACkSKwIBQft26HDlm2X8LqvG+DYmeNpk0zPWbBhIk24vIrbd4332VaRjs2rFhpn995t016dZid+PKL1mj/HoHyG1atiom62rF0xs8uzm8R3+vw/gMUHuLrhx6J3fTLEzbjx5+yFHbHP/dCTNRVXVv+5x3srze7dbXfnyrUqmntjj3Gn5XpepnKewSEXb/Im+lB7CgQAhKPJJjts88+7tVH76Sex6FeI5fHaxREJgkZ8jaTEPjYY485jzO9ttqrVy+TSKE+Pv7440604TVjb6R3/1LCkV5zb9eunft4LVKehAx5Gsr+omCDEv0kxnz++ed2xRVXOGHs6aeftk6dOjkRTa/vy/NTSQ8bJPjKe/z555934VAefvhhu+qqq6xu3brO29JjwTL/CeiaINFdr4Lr4yXFH9dYffbZZ15WJJZ6MDJ27Fj34KBv375OsFYcXdmnvnP+txVatWpld911l7NT2e3111/vhF49cImKkB2JQcmmkRqX2rVr25577hkoKRv03jwpDEK7/nPIW1fXST1UuPDCC+3YY4+1oUOHEgIkMPJsQAACUSGAsBuVkaKdEIBApAgkmjitbqeshd0Pr/y3m9TL39EupwcnBPP2zfnqa3tmwOG2NZOJfrxy/uXqBQvttVNOtatm/Ggly5WL7VLIBn+SUCvP4cxCOIx9+FHbFppkxz+Zmb8urau+H4e/Fchuc/RRge3sNiSoTPNNgKbynU8dkq23rlfvlg0bvFW39Pc/sION3UYgLJrp5lGfqAhqAidv3WrVqtlpp51m3bp1c0J15cqVnaCmWH7aH+7nbgPOieMIyN4kInlJY+XZoJeX6kuJaQpp8s477zhhVqJu69at3cOT8MME9U9hQSTk6NV3vTIvj8kDDzzQ9Kq/6lL/SQVLIGyHUbNBj5a8PxUvV7GrFR9doRf0/UrUH+VJbNtvv/3s4osvdt7z8qbU9VTX0CjEE/b6HfVlot8o/5j5r5FR7ase2r388sv2ySefuJAL8iT3bDOqfaLdEIBAehPYOTtJenOg9xCAAATylEBOJk6TOPvJDTebvFr9qV7nTtby8MP8WW59wcRJ9vwRx8SJug3362aH33+PnTP6Ezvr049s4N13uDAM/gok7n526x3+LCtfvZoVL106kLduyZLAtrchT9fvnnrG24wt12Qsjq2HV377/Atbt3RZLFt/njsNGRzbTmZl/vc/WFg8bnHogGQOdZzktexPZfao5N9kPUUI6IbS/0mRZiXdDLVdnsYSyuQFuddeezmBrFy5ci6en9e3pCukYIET8MbIWxZ4A3bxhBJjJ06c6F7dl9dn165dndduZv1RvkQb2ariZiomql771+RWvI68i4OxC4d74+Vf7kJ1u+VQibENGjSw3r17u5i68tT1+hNukPJVXuEZunfv7kReTWioMA1eOIDwMWznHwFvnMLL/DtjwdasWOoffPCBszO9taAwSUrqLwkCEIBAFAngsRvFUaPNEIBAyhMIT5xWulIlq7p341i7N61da8t++dWWTJ9hX9x9ry2fPSe2TytlKle2Yx57OJCnDQmrzx9+VCCsQIkyZZyI2/28cwLeZk0OOtA6Dj7ZHuq6n62evyBW19Thb9mhd90e29ZKpTp72oo5c2N565Yuja37V75/5rlA2AZvX2ZCsPZPHva6V8wtFQqiaqO9AnnZbcwaPTpQRHzqd+kcyMtsQ2J2+M96lQYNMiseyXyJ5RJh5PHkfdRnCTb6yFPP89bzvG3CTJLpuG6wVb+39DxcvPr9Xj3J1FdYy4iRPILEJV08zTy7CNuG3wa1rpRbG9Rx3nm8pWfnfhssrHaVTL88cezQQw91r7Vrciqxyer7rmNUTpMFyUNSs8T/+eefLiZqMudMpTKe/XlL7xrlXQc9e1Sbd8UOvfq9JXYYbwViotis4pzMdVDl9WBCk2XquGXLlrnJMr1xij9DauZ4v8WyDbVdH8/+9F3Uuvd91HVM2zlNOs67Bnrrnm1758hNvTltR9TKi5XGR3HFf/rpJ/d2gibFFDMSBCAAgSgTQNiN8ujRdghAIGUJhCdOU/zc2xr8I+wqjEF4kjR/RxQ79qxPPrLarVv5s936l/cNDXi/KvPYpx+3DieeEFdWGQqn0Pc/19hbZ58X2y+hU17Cfi/dPerWDQq7S+KF3W1btrjYurGKfCtrMjJ8WztXNVnaT+++vzPjfyEUAhlJbGjiNH/au9cBpknRkkl/zp4dV0yT0hWGpBtGxXXVK/7Lly933k3ycNKs1cpXvEZ99Fq1hBvd6OkGRsfppjPZmxnvZkgxEVW/YnRqqfMq9mOlSpXca7byTFXdydzEFwb+mfVBN+3Jss2sjqjkyzZka7INzy402Z1ew5a4LfuTfegjscYLR6HjPMEjmb563qOq238e1aO6ZYd6ZVshLzw7T6bewlZGHreKp9uiRQsn0ib7XRRHiWrip4nXVI/GJyrJs0O13W8fCjWh65LfDtXP3NqhbF325V0HdS6dU/bp2blCDsjWdQ1Id3EtJ/2XvWlcxFZ2K1vU71QUktouG1R7V61a5Sb89GxDvweyP8Wp1W+xliqrvoqPjtHSE3uz6q/OI/uVXWtSTs/Wdf3V9VY2KPvT9VC2Ko7J1JvVOQvLPrHTd1ITZErYrVmzpukBmLzKZXMkCECg4Aj88ukoWzF7jrs+1WjW1OSMlKop0NamTaxJ34NSsqkIuyk5LDQKAhCIOoHwxGnqz5pFicVPr69Fixe3DiccbwffdINVaRjvUbpuyVL7auhDXnG37Hb2mZmKul7BRvv39FbdUvF/l8+Za7Vatojl71G3TmxdK4k8cKe++ZatWbgoUM7bUNt086A/zv408aVXzB/ftnTFitbmmJzF11V98ycEhd26Hdv7T5Pl+qIpUwP7y9eobvKgjnrSjaFuBuVZN3v2bJsyZYrNmzfPFixY4F6j1k2eJkCpV6+ei7HZsmVLq1OnjmVkZDhPKE3kJcEjq6Tx1Ec3hzpOr2j/+uuv9vvvv7sJwDZu3OjOoQlxmjZtajqHbpJ07mRvVLM6P/tSl4D3XZc4sWTJEps2bZrp1Wm94ipb0Y2yPO8UlqJx48bOBps1a+aEDZWTOFG/fn0n3mQlPHg2qIcVuiGXDWoSH9m6JqqTKCIb1yRLql+Cpl7nVv3pIq77rUR9rlGjhhOO9B3UJ7vkfcclSCkEg+KcSnxK5tjs6s7v/Z4dSohetGiRs4+ZM2c6W5EdSnTVa9ayQ9mI4g3rWiXxS7YkAUzXRQmxydihHizI9nSsrruyd9mhjpc96xzyfNZH4yDBNwoc83ucsqtf4yghUl6633zzjRMuNVYSKlP9e+zZfPzEtAAAIABJREFUoMTVhQsXuhjXc+bMcTa4dOlS1379Fusju1C/FPpESXak308vFnt2Nqhj9JsvG9d1VHGxdV3Ug11db/X726RJE3ceLb24xlnVm93YFJb9+q3Q79KwYcPcOF1++eVuUlONG6lwEdDcHpoA2vtuFq7eRb83mnD72QGHxzoih6YbF/0R206llSi1FWE3lSyHtkAAAoWCQKKJ05Lp2HljRlvD7l0zLfr9s8/Z374/oMVKlrSDb7gu0/LejswmQfP2a1mpbl3/pq1N4LH75X0PxMqUKl/eqjZuZPrBU9q+dav99edyk2jqJd1IfPvk096mW3Y547TAxG2BnZlsKIzEX8tXBPbWad8usJ3VRsaUHwO763XqFNiO6ob4SlB75pln7NVXX3UzPOtPrEQKCRny5Jk8ebJbqo/9+/e3q6++2j7++GNX/rbbbnN5ngdaZhwk6uoG8u6777YvvvjCeRlJuJV4JvFHM7VLdJN40bZtWzv77LPtmGOOccJSZnWSXzgISNSVyHr77bfb119/bRL65WUnG5SgoNnGv/zyS5cvgUazjl966aV25ZVXOg+2f//7325SJYlyWSXt/+ijj+yxxx5zQojKqn4JJdr3ww8/OCFI+QMHDrTzzjvPxZbNqs7CvE/fxZyIiRIfJRZphnh5WnvevqkuqHljKO9F2drNN99sEyZMcLaga5TsUMKtXrkePXq0y1eoCcUSPvfcc52dqK+XXHKJtW/f3tmSV2d4qeutzvP222+bJqSTsKbrrQQ5nUcC3nfffRerQ7YuO9Q1kZQ9AfF1/xm+/dYeeugh50158MEHO3Fcv0GpnGQHEgz1/bnzzjvdg099/yS06ndSv7Fjx451D030ndIDUNmGHjD861//MgmMJ554orOjrK6FqlNeukOHDnV2qO+s6vYeoOn3XnYuXvIMPvXUU93vsfane9IYiZ8efD/33HPWpk0bN7GfvHYl7Go/aSeBzevX25JpM2zpzJm29OeZ9udvs62Y3gKrWcNqtWppe/fuZfKyTLU07b337b2LLnVzcuitvgMuuyQu9FyqtTk/2vPbF2Psz19nuXuzPerVtZZHHJ5SNr5gwsRAt6v5QhUGdqTARpTairCbAgZDEyAAgcJFINHEaQqVUKJsGdu4cpVlTJvmwh5IAPan9y66xC785isrXqqUPzu2/ssnn8bWtdLhxEGmp5zZpb//2hBXpFjx4OVfP/z+JA9cf9JrKIunTY9ldT3zdCf+esKudqxdvDgg7M4e86WJhZfkkdzzogu8zaSXK37/Pa5s7dat4/Iyy/hj/PjArmRj8wYOSqENeerqBnjkyJH2wAMPmDyD9t9/fxsyZIjz1tErnxJqVEbCm7zW3nnnHfvwww/dzaNuQCWySfjNKnliz5tvvmkPP/ywu3EdPHiwHXLIIc4rTcKJks4hUUOCsc4jkeTTTz+1W2+91d3Ueu3N6lzsixYBeSdqzGUbEmFka6eddpp7UCDPSIX98DzKJVTIK022ofISP+Tx3bNnT+dNmdkNtfL1Udn777/f3n33XSdgXHPNNe6GXOfxvCz1YEHlVGbEiBH2/fff2+mnn27nn3++8x5X+0iJCYixvuvyxH/kkUect9+BBx7ovrtZiUyJayvYXD1EkLeiPPCeeOIJZw8XXXSR9enTxwmDskP1T4KORFlNKvfWW2/ZCy+84B4UyNtR3pKyH9lroqTjZT96gCHR7pNPPnEe4jfddJObIFFeufIOVxkJRIpPLFvXxEzjxo1zAt7//d//ZeuZnujchTVPrCVI6iNuepggvnpAqY/y9NsmUVRjp+1UTbIxPVh68skn3W9sw4YN3TWxVatWTlzVNUpJYqu8x/XbKPv4z3/+4x6Mqu/6LdbvqGwtUZKnqR6a6bp24403ugetBxxwgBOFO3To4H7PvXAOEn7Hjx/vhF8x1PVWx8gLX99z8UzHpGuFbEzffb2ZcM4557gHWOJP2klAnq6aIFkTOm9ctWrnjgRrDbruawPvutP26rlfgr0Fn6W2v33O+TFHEG1L6A3PKVLwLSvYMy6Z8bM91bd/4KS3LMuIm0w7UKCANxZOnhI4Y90OHQLbqbQRpbYG7+xTiSJtgQAEIBBRAuGJ0+TdesJLz7nXgrwu6QngqycOthVzd4qWChkw+bU3bN//G+IViy03rFhp4Tizbf51dGx/Vivrly2L212+Zo1AXqVsQjF8ee9Ob109te958YU27pHHAnVI2N2zbZtY3tdDg5O/tf3XMRYWkGOFs1jxM1IxCd8V96ydxRE7d0mMDofAaNC1y84CEVvTDbE8fvQK8D333ONuiC+44AI7+uijndggsTUsUEgAk1eKbuwefPBBJ/TK2zE7bzzdKEqI0w2rvNJuuOEG69atm/Mq8s7j3XB7IR90kzl8+HDnNaQyEnd1bm6eImZoWTRXdiEB66uvvnKCv14/P/PMM2Mil4QMTwzzhAp5kCscg2xQ4piXshMZJMbJU1zihIQMCWTyrJQHmieYqC7ZoWxQrzd37tzZnn/+eXv55ZedkCGvYNXj2ap3bpb/ENCDIHlV33vvvc5r97rrrnMPiFKdl+xQYREklMmDVt6P8sLV+MveJLZ6dqhrovojb129nq7+3nXXXTETyKqvqkOCnN5w+Pbbb51H+Mknn+xep5dXpM6jpHKyZy/kw7777mvPPvus+6it8lRXPemeJObq90sPAiV8i5/GUYLkypUrHdeTTjrJTWql73h214jdyVNjrgdcGucxY8ZYv3797KyzznK2qIen6qs/qS+6dnm/k6+88krMbvzlwusSZOWRfsstt7iwH/Lw1Rs4Cvshj3Ttlw2rPbI/XQvlFayHEGqb/ivogZjapwe76ZbERQ+p5NGsBy56ON2xY0cnrEtQJ/1DQI4ab5x2pmVMDb7llhmfP77/wZ474mi7dcUSZ3uJyq1f9qetnDfPbIdZ5Qb1k3JGSVRPMnnyUA2/3Vehdq1kDi1UZRZMnBToT9kqVVJK1FXj4sTSjhESdlO4rQi7AdNnAwIQgMCuEwhPnLZn+7YBUVdnqNe5k5392Sd2d/PWpsnUvPTDCy8mFHbnffed+T18FTtqr+7dvMOyXC6YNDmwv0SZMlZmjz0CeZo8zZ/WLd3psbtw0mST962X2g86zgm0YXF1bcZir4j7Yzjzvx/HtrXS6/JLAtvJbqxZuDBQVH8O9Uc9mfTLx58EipWqUMEa9ewRyIvShm4UdSP51FNPOQ9F3eBJ7NKNnDx65BUUFikkakhUk+ilG2fdQEuYC5fzOIitbrYVYuH11193N416df7www93XmcShMOefDpGryPLe003rrqBlVeShDy9Gi8hmRsoj3C0lxJbFANTooRs4YorrnAijIR8Cahh21BvtU+vpCsWrmKSSnhVucxsUHYuL0o9JJCnea9eveziiy+27t27O3iyc53Ln9QuiXuyQ60//vjjro09evRwQko6e6v5OfnXFUpF4pq8ruVVLS9niR7yQkz176vGeNSoUfbGG2+465XCzOjNBdmO2p7IDiViS1STJ6g8vGXDWdmhroO6Xuo6KJFMIWb0Cr1EIdmuzhO2Q7FTHFXZoQRdPRjTefRQTF6culZmZvf+sSns6/JSnT59uoup69maeB100EHO41rivH7TUlXY1TiqvZqES6Kurm+yQcXPlU3p2hi2DR2jB536vZb9Kia0whupj5nZhK6dEnVlQ/qOytNXwnfdunXdcboW6uMlnUMPYrt06eJsUG158cUX3bVU/wH0IM7j7R1T2JdiqBAt77//vhsTPYjUf5VUta3dMR7yzn3+yGNMoc8SJTlUbA395qqc8nRvUiTBJIeak+POJi1ix+V3HNVE7Wve75BE3SnUebpn86echK7zH5df65qIe/FP0wLV1+2Q/LwpgQPzeSNKbRWKxO8d5TMkqocABCBQmAmEJ06r17Fjwu5qgrSuZ5wW2Lfgh4mByca8neHQCNWb7JP0BGBzvx7rVeOWDbvFx/ENx9j1n+/L+4YGju91xWVuO07YXbxT2B19x92BYzTbaZ1c/nBvXhf0ckom/IR38p/efd9bdcvm/ftlGuoiUDAFN3QTKY8v3aDIk1bxB4877jh386Z83UgmujnUzYt3g3nEEUc4sVU3e7qxTJRUh15VVBw6TaSkWJE6jwQT74Y1fJyOkVeubio7derkXnOUN5tuKHXzrraTok9ADwkU11HxbuX9JIFhwIABTljLSoTxhFhN1qeQDRI2ZJcSzsI2KxuSLUt40+v1KquHFwrdoHzZYKIbcu1TGySsHXnkkc5u5Z2mOiQihT3Zoz8aue+BGEvonjp1qovXqVe3JeheeOGF7rXu3NdcMEdqLBVfXEKNvD8VhkbtV790rUtkH2qZJ/jq2nTGGWe4V+WVr2tbIjuU3SqWrjyCNdmkbFfXN6+e8DGqS3aoa6FE80GDBrkHYmqrBF7Zp9qYzkl8JKppvPS2iRfCRZ7W+q5rEkZvXMU3Fb+33jVKtvfSSy85O5INqg96ICW7SWQbypN9yn4k8svzW0nXQf1Gho/ReWRLeoChBwu9e/d2D1/klavroOoJH6Nt7VMbxFNe7HqYoRjoClWTbvan/up7J89+xcDu27evewAk5rJF0j8Ehp95bpyoqxi6//f+23Zjxny7a8Mau23lUjvn80+t0+CTXLxdHamJlxXLNlFSGDS/2FquWrVExfIsr3ab1tbr8kttnz69Tf/1D7r23y7Gbp6dICIVhd8arZtiHqZLZ/wcsIuS5cqlZLxmDXeU2qr2IuxG5EtKMyEAgWgQSDRxWt2OmT+JbD5wQKBjejo4PxRUXgX8HrTaTmZCNJXbummThWPzNusf/wS7fPVqVrx06VhbNq5e7Y5d+fs8++mdd2P5+rOkiROUKtXeM5avFc9jd+nMX1xcK2+n/lgfeudt3maOl5rEwZ9Kli3n38x0XaErFPLCn1odtXMWVn9+FNYlPsjbUTcoEi40SZlukOV9m0zSTaC8fPQqu7yKFAtQY+O/MdRNtG52FItS8fzkIXn88ce76pO5CdLNpG6YNDGJblpVz5QpU9yNVSreoCfDjTI7CcgGZRf6yPNLrx1LqNC4Z5dkZ/rIq7Zdu3buVeFEXlMSHPVgQa+9K+6rvEjlISn7S8YGJWrIQ1w38PL01au3mjBHbcQGd4YM0LVEr3bL21APifSqtrxMdW3xXxOyG9fdsV8imISqSZMmWbNmzdwkUboOJmMf6p+ue3pVXXaoydO8twz8fZEd6iGGvNP1kEHxmuWJq3NkJhz7j5cdql49+JD9SqxcvHixO17nT9ckdvKglECuBwmaCExe15oE9KijjnLfeXmlyqt/+fLlKYlJ1xFd9/SAa+HChe6tFImu2cWt9zqj32J5j8vLVwKvwoPogVTYrmTnitmsidd0ToXz0HEql913VGV0zWvQoIF7AKfyEoflgZ5OSd9jCboK56PfBf1mhf/3pBOPRH2dNfrzwH92lWl1xOF22eQfrOVhA2P3G6UrVbK9ex1gg158zq6cPtUOuel6O+y+oBOHv/4FE4Oeo/ntlSmBeeA9d9rZn31sp4983/rdepNpkul0SoornDH1n0mtvX5ndQ/qlSnIZTgMw57t2sS91VqQ7cnqXFFqq/qBsJvVaLIPAhCAQA4JJJo4LTOPXVUt79nwTV6i+Fbr/wze4JQsVz6plk18ZVhczKlmmbyaVKlOSKhdstS+fvBh0x8FL/W68nJv1cKxq9YuXuL2fXL9TYGwEW2POzbX3rqqUE9z/WnjmuRuTMY+/Kj/MBfbq9XhhwXyorShGzsJXpoMTeKYPMgS3Qxm1SfFMtTs27qR7tq1q7tZ9N8gyhYlXMhLTTeuEoF14ymRItnkibuK56c4g/PmzXOCBl67yRJM3XKyQU1WpTGWMJbo4UB2rZcHmibju+OOO5wNqy5/0jnkaStRVzfler1eAnBObFDnkEipSbRk07/88ovzdlfd6ZzEQgwkdEtUU5xTPYC56qqr3FjmhPHu5Kg+SGzVUnaohww5Sbrmye4kHkpElB1LbPMnXa8UukZembrO6iFBTkPKyA4VBkc2LKFNdqjrarrbocdfnpQS5GV3CtOi+M6awE/fXYUH0QSh+s3TA6VUSho//U5qMi6F9dDDAYWOUF6ySbahPv/3v/91bxfotzJ8LZQN6vdTHt8qKztSCgvAWZ1T9qaQSGqjWEoo1nVAn3RJmpBP/VaYD8VqV/L/70kXDpn1c9433wV2la1axf711ONZvt1Wbe/G1vf6/zjhN3CwbyMcEqBep8RvL/oOYXUXCSyb+Ytt2bgxUEuqTUwWtotUa58fXpTaqnYTY9c/eqxDAAIQ2EUC4VdgFNO1WpN9Mq21dMWKVmWvhoFJ1DSBQTipnD+t//NP/2bCdXm6jrn3/sC+vXv3spotmgfyvA3F2V0xZ663aUt//tnGP/9ibLv+vp2t8QE9Y9uVQhOYafK02V9+FXjyr4nW+t92c+yY3Kwopq4/KW5Xdkl/VH986+1AsQMuvTjglRzYGYEN3eTpxkxeX/Ick+iV05sTlZdHrZfCx+tmTzeNEtXkbSZBLacihI5X2zSxiwQRiUiKC6zZ58PiidcOltEgIFuQh5oECHmChe0n2V5ohvLMkuxcwq4EDcWE1CvtORUhZIMS4XS82ihxTq9I6xX8dE1iqPAr8ra+/vrrTeEXFKP7hBNOcMJoWFRKZU7qi+xDtiLBK7d2qOtTZkl1S9iVvevapbI5tUMJfbqO6rsivhKX9BaEvC5zIgJm1sbClK8xFHM9ENT3VGEa5MWrt0sk9KbSb4fsQOOp64qEXV1rciK2euOmeuS9rJTIhnW9lWe9xFk9yJXAnVMOqlcPPvRbrhi9c+bMcQ9svTYU1qXYakz0xoY8nhXjWt66+m+S6HvvjamY66NrpX6nxLuwf1fn/zAhYAaKS6u3+HY1hb0dcyLgeeKk5gTxkmx5+W+zbfG0aU50rt26tZuQzduvpUI/bN+61UqULZvl9TpR/V49CkW3ePp0U9zhGs2aWc3mzaxo8dxLZppATiH6ZGOavDk8x4nXbr3x6e+v156cLMPMy1SubFUb7ZWTKjItm1f9CLcx7Mmt82T8+KNtXLPGqjVu7MI07AoXbzw3rVljVffay6rts7fp3jyZFNfWJMJa6M1b3Uv/+dtvpvVyVatZ7dYtTZPY5XfKvZXmd8uoHwIQgEAECYQnTqvboV2Wfy7UxZotWgSE3UUJhF39EPnT0p9n2oaVK7P8oRh+xjkBoVbHZxUSQbGy/OmTG28JxPvtdeU/sXW9MvrjpFez9GOptHrhQhtx6RXebrfsds5Zu/ynIizsrl6w0IVY0AR0iZLa89oppwY8jfWDqrZEOelmQ696yntHM2JrO9HNYHZ9zOoY72ZIoolmkN+VG1aJF7qZlDiiV5rVXlK0CWgMPWHXm7wnNz3KygZ1DnnxyTNdnpQSM7Iqn+j8Kq8beNmvJhKSl7GE3XS1QfVbQoW8A++//3776aef3GvdipEs0dH73idimYp56o/GVEKg4o3mVnjJyq50Dl1vly1b5kQ1nSur8ok4qbwepMkGK1as6MRoeaeKNylIQKz0keimUD564PDAAw84W5W4K5Ett+McPNOub2n81Ja5c+c6wVBjm9u2ZWVTskFdB1V3bq+3HlP9nqvd+t6kQxI7cRsxYoQL6aGHhXpDQZ8wc+/7KCFY33kx0ltNehCjcBl6SJ2b739UOEso9afyNWv6N5Nen/be+/bWWec5YVUHbVq7NnDs470PihMu//XUY9buuGNj5SSE3dOiTeyeqOdFF9gRQ++z3z7/wt6/5HLTvY8/nTbiHWsx8FAnoN3XtqP9+esst1texzcunBcXikHi6T0t25rerlTy6pcg/P3Tz9qY+x6wsPOI7nUOveNW63Hh+f5TZ7muNxg/+ve1NnfsOFv1x87vnGxN4ezUZoWy2Lh6jQ3t3DUW3/jgG6+zg2+4Lsu6s9oZ52Havl1WxbPdpxB7H13znzzrh8Y3IzxxWscO7n5t0quv2ed33GXLZ88JtEv8+1x9hfW+8vIsvcj9B/3y6Sj76r6h7iFA+I1XlZPHufi3G3R8pr/HCduaxVwxc74aa//9z3W2YMKk2HfAa5PGXbGOe158gXU48QQvO8+XCLt5jpQKIQCBdCYQ9thN5gl1rZYt7OeRH8Ww6Y+LflDk7eql6nsHhd2///rLPr3pVjvq4eDEZiovT90PLr8qzmO17bH/sszEUB0XnkBt0eQp3undE87WRx4R2/ZW5LXrCbv6A+DF2dV+TXJ2yI25/4PinaNaqO/K//i6G01/6PxxgZWvp6SvDfk/WznvD+9wt9Qfw1LlkwtfETgwxTZ0s6IbjJx67STbDd3w6A+IbqLlHSyvJO+mJ9k6vHK6qZKIoQmz/F7C3n6W0SQgwVQpvzw8ZYOycdmMXtUO34QnS03HqY36rkjULMw35lkx0TVD32EJHA8++KATKzTRk2IXSxQVp9yKUlmdN7/3yQ4lxOSnHeocnh3mtj+eHaqdufH6ze15o3qc931VjGyFY1C4A4nr8r5PJTvVd0r2oXHNjbdusuMj+9O55LWb299itU9cZYtZvS2RbJuiVE4TwIqhQre8/vrrjkNWHDURrVjrIZg8svVgUR77GmvxK4xJXp1rFmXEuqZJz3KTvn/6Oedwktmxuq/Rx5/+CoWZWzJ9RkzUVTnFzR1zz3320TWJ7yXWZPwzabMmufJEXR23ddPmhF628vj1RF2VK6LQRBMm2kvHDjI5jSRKWzZscKLyuqXLknoDccaHI234GWfHhcFT3bKhxdOmu8+CiZOs48knxkRd7c9sIrpE7UqUF3cPmoSHaaJ6lKf70jdPPytP+6H7W8394iV5L+te94H2nW3JjJ+97MBS/D+98RZbOmOmnfz6K4F94Q3d+31w2ZU2fcQH4V2BbYnHw04+1Sa+PMzFY07EPdxWCcyaUDCc1J/XBv+f/fTue+FdsW2Nu8Zb5eRpXrt1q9i+vFxB2M1LmtQFAQikNQE9CV405ccAg7qdOgS2E23UbNkikL3t779NcZI0w6uXFFx+j/r1An8AvnnsCSdk7nfBuVa5Xj335HfRlCn29UOPmCY986c67dvZsU895s+KW9+jXt24PC/jgMsuSRjcvmLt2qbJ0hKlYx572PSHcVeTXoNqenBf+3XUZ7GqNNnDQ9162v4XX+he1Vm7dIl7SvrtE0+ZRG9/6nrm6e7Pkz8viuu6OVMcvpo1azpPIW1LtMnLpD8fqlOvfeq1Td0USRDLSdJNk9qmY+Wpq3jAel01lW7Kc9Ifyu4koHHVa9FTp051Xk262c3ruKw6h7y95UmqcAGqP6d2rvK6OZf96UZdHld6wKC60yXpe6iPOIwbN87uvPNON2aDBg1yIRjkwafvZBTFCo2jXi+X97g8GmWHeZ10DnnaSvxWbFwJeFkJQonOLzvUwwnZobzQdV2VsJZOdpiIS1Z5skf95igcg0Q1edrLhlMpeW2U4Kc3aOQNml82qOugeOgtmpxeB8VMNisvVIVDUj2K+ZwOSWOkvusBgcZJMY0zu9Z532vt1zVFvxWalFHxu/XWh7e/sHKr1bKlSVD1kkKZ6b9093PP9rKSWq5d8s88G0kV/l+hsFAWfvV97rhv4iZB9tdf/X+h7sLHZTYhV1j4lGft430ODryd6K/fv645R/Y7/1yrWLuWPzuwrrk9wm8uBgr4NmZ9Ntr08Sd5deY2aT6URXk0cdrYhx6xEZddmVRTctKP8DgVL1XSHulxgG1YsTLbc00d/pa1PvoIk5NSorRoylR7vNdBzrkp0f5Eebqv/OzWO5z3bnh/uK112rVJKLzLkzyRqKuHBtIFwmnjquTmiQkfl8x23v8TSuaslIEABCBQCAm4idPWrQv0LCmP3ebNAsdoI2Pa9ICwq/hCRw69z1485vhA2V8++dT0ySrpj9OZH490YROyKlcpFIrBK1uhZg3rfMrJ3mZgWTEUZ9fbqVerWiXw8PX253TZ75YbA8Kujl/80zT3NDmruvbp09uOfOiBrIpEZp9EGE9okBdTVjcq2XVKNyr6hAUG3djo5lExfCWI6SZHE64pL1w2s3OorNomYVhLvU4vMRphNzNi0cmXDSimqUQMvYa8K96S3s1y+GZbdqJXmyVAyMtUwom89XJigxIwJGT8/PPPzs4167xiWSZrw9EZkcxbKr4SEydPnmxXXHGF83o877zz3KRpuo7kl9d/5i3Kuz2yGV1Xvv76ayd47cq1JSs79OLjjh492vHTtsqHbTaznul7omuohGF5jeshl5bpZIeZscksX3z1MGfRokXORjUpmR5oJss8s3rzMl/jp2uMHhiNGjXKCfe5bZ/669lUuA7ZtexcccYVa1cPS3Pqcat2ajJUxebXwxy1OR2SxkhcNUmkGGSXVFa/Z999951jrkkVNdGa/v/kt1d2dm3L7/2N9u9hU98cHjjN+xdfZn+tWGEHXnN1QjErUPh/G3pdfunP/zh66JV6vz0r9MCebdsEDtNbffsc2CeQFw4lIG9af5KTirwddd+jiZX32q+72x0+LrN7rwUTJ/uri+v3Xj26W9NDDnav6n//1LNu3hDvAMXlnfPll9b+hEFeVmApj8yRV10TyJO41+aYo23v3gc4T9VfR412dfq9Vv0HZNZuf5nM1pf98mucQJ2b+lw/rr42cBrXj6OPssa9D7BtmzdbbvsRHid5QftTg677mib4rlSnjk17b4TN/O/H/t323ZPPJBR25W393OFHxYm6Xc44zVoffaTVadfO1i9dar9+NtokWvs91Mc/+1xiYXdS0FYSsZRn8PfPPBdoY5ujjzKF1KjRvJljNX/CJFdG3zHdy+uhQ34lhN38Iku9EIBA2hEIPwnWhGfh2LiJoOjiH36ytyIUY0jHSSjV0+IZerzjAAAgAElEQVRvH38y8IcpUZ3K0x9VveZz6F13JDURgiZPS5T2u+C8uJAHXrmKe+7prcaW5apVtSMThIiIFcjFikJIHHbf3fbxf25wkyNkV4UXE0ttF4fCkHSTJ0FGwpoEDcXJlACm13tzI2yIiz7+P99a102Q4srJY0rn0WQ/mk1aIm0yScdLUBo2bJg7RjeSEnajLCQl0+90KKObZXmQSSSVWCXBQN5QEl39dpQdC8/2VC58nGxZXlKKs6n09ttvO/uRKJasDUo8U3xECcPy/pWwm04eu/oOylNUkwZdfPHFzuvxlltusWOPPdaJZFH/LsoOvdejZYMaa3nwhm1pV+1QQlirVq2cEKuYm+ecc447T7IepLJDPeBSXE/ZtOxQeTltZ3b9KEz7dS0R3ylTpsR+P/TGx648RMprPho/ifa6Jr355ps2bdo0J0RL+M9NO8O/w157dS3U76ds/aOPPnLnGjx4sDu3vgPJJLVTx86YMcP9luuBWTrZX7LfVY2BJ+CKrX5rdA3NzXgmMy6pVKbL6f9n3zz6eODtO3l/6vV3CWtHP/KQiw+aXZvbD/rH8UT2Ne6RxwIxdvtcfaU17N41uyos7CXpHaBQakPefsOa9D3IZekc8ob0XqEPH5eZ52v4Ps2rv3ipUnbME49a5yGDvSxr2vcgu6FGnYDXZTjMm1d487p1NuykUwKhJnQfctKrL1qrIw73ilnPiy+0jKk/2hMH9XOTs8V2mJnemixfo7o/K0frYQYKc1AlhxOnKZTfsJOHBPtRpsw//fA562TVDzkJZdaPzPgrHMNRjzxoesPSS52GDLZn+h/m4it7efO++z4uVKHiIz878IhAKEBN/nfiqy9Zk4MO9A41OSnpTVg9HHiqb/9YvmLwqt/hcH3htiayqWnvvh+rRysSdU956/VYXtGyZd2k45p4XBOJ6+FAeDL0WOE8WMnbdzjzoEFUAQEIQCCqBDatDXrr6qmv/ixml/QEr16njoFiZfaoFNj2NhRT98Jvvrb6XTp7WXFL/Tg179/PLp34vQ168TkX6zauUIKMqo0bmSYc8KfqTZvYfued488KrO/ZJhgnSE/Qj3v2qaSE5EBFSWwccOnFdskP31qDbl1if+b8h4m1AuK3O/44u3zyD26ig2T4++tI5XWJMbrBO+KII5ywplerFTdOIlsy/VQZiVu6YXnvvffszDPPdMKcblx0M62kP8ta12uIRx11lIsx9+qrr7p4u3otNrvzyJtIr31KyPj000/t+OOPt06dOsUJyKnMmbZlTkA22KNHD+vTp4/zRLzjjjvc2Eo8SCbJtuR9Jm/ae+65x2666Sa37j9WYobKdOzY0QYMGGBvvfWWffXVV85uZYPZJX0fFBvx3XffdYLfBRdc4IRhHZcOgobiSer19eHDh7sJ0tRvxSo95phj3IOgrAQhfb/1oEgficOpykvXrAMPPNDZoryy77vvPvfafk7sUNdCedPKBmWLy5cvD1zfdA55inbt2tXZ+0svvRQLDZKsHUpMe+edd5yNn3/++e7BnBinKtfsvls52a/vuoQx7/sse8ou6RjxUdiBZ555xj3E1IMk2XQqMdN3SAK9fiMl7uq7pt9UXbey+430GKhPslcJ//ot/uCDD9z31s9J7BT65pBDDnGTpz3yyCPOc1d1+Mt5dfqX2q/69XBH11B5/mpCumRs118P64WfgES1QS88mzB02vzxE+yhrj3s3QsuNomXySQ5pvgnTpP4qtfYs0uKv6s38cJJkx+fM/qTmKir/fqeeaLu9q1b4yfkSjDJVaJweapLIePO/eKzgKjr5UsE9CfvnP48rX/75NNxk36d/NrLAVHXO2bPdm3t7E8/slIVKnhZbpnIIzRQIJuNsDes2p7s9cirWiH+FIfYnxTXNtEbmDnth8Zp8U/T/VW7dU3CffaojwOirnaIdc+LghPWScQNhxoc/+zzgVAicpQ6+Y1hAVHXf9KwsOq3Ja9corbWTWBT83+Y4B3ilgqNmFmq0rCBKbRgfqbk/onnZwuoGwIQgEAhIdD9nLPcKzeK8SpxVZ6ryaYLxo4xxXrSH4/SlSqanrRmliTqXvTtWPcnS689LZs1y73ioxi8tZo3t0r16ub4x1zn0o/dTRnzTU8v9eNZsmzZTJ+6em3TK0nN+vezTWvWOq9jPREtVrKktzvPl5pN9sJxX7n+6rWjpTNn2pZNm61G06ZWu02ruCeued6A3VihbiZ1M6gZwuU5JjFi6NChdtFFF1nnzp2dZ4nECJXTTbD7s/K/ydZ0k6e8zz///P/Zuw8wKaq07eMPSM45CZJzRgRRMeuqYFgXdQ0osobPuCrmNfEqa1p1X18RMeeErIq4KrgqiAEEBSVIFImScxTwu+6ze3qra7qne2a6e3pm/ue62umucKrqVzWDfffpp9ybvE8//dQFuAo39OYv/KZZb/4GDx7sgjF91VQBnoIJvTnUsgr4fECkN+N6qC/Vu9QIy5EjR7q6uuedd577Sn1uIwS1b7HebPqQRvPVv5bRm+lYfWlf/LEX4imKbDrWMXlnf1w6Hj0PfrVW58wfi97UZ1vTvuk8K3DVKMl33nnHXYODBg1yAYTOQfA8+GvDn0ON5H7xxRddCPLll1/akUce6UYyho9T11i9evXcaFON3HviiX9/S+HMM880fTVbo7DkE7wGvaWCvhEjRrib3/To0cN0DeZWhkHmWlf7GG4KOHXN6TjUdK40LVbT/ujYw79LsZZN1zTtp0JzfRijEfMadX/bbbfZ8ccf70Yuax/j7Z+OX+VXnnzySWfRt29f97ub6hrKqTh2HYNGYg8YMMCFgAqu9GHU+eef775u7s9F8PqQjY5Rj40bNzojjej++uuv3UhmjagNN62vkcAa9awbzunmc7r29OGabPUhmZbRw/+91bWkv9MK7B599FH3rYc+ffq4UE3z4vknex3qOPx16K/L4H7rGsztPAeXTedzHY+89Purvxf9+/d3o/1l5f/9CLr58FbnQ+spdL///vvdec22a1DnUPb6Jspll11mw4YNc783+tuka0PnWedADx2jWvD60zWov58KhHWTrrlz57rwVn9bw9eH1tffSZWmuOOOO+zOO+90/+b37t078kGtltF6/hrU9aHrVKGuDHUj1HPOOcd980bXR7ymfdS/S+on3PR3T/P8cWgbeh7eX62n86tjz/am/Q/+7ZeNN9Tfff//G0XhWApqrW/FXf7pePd19o1LlkZ1p/clqrmrm2md/8ZruQ4s0YrhkY76VqJGryZq7mZVMeppn/Hk47ne+Fk33QqWNoh3k6tY5fK0T79/9GFTCYBYraZquQe+ki+LcNPo5i8efyJqskbpdjy5f9S04AuN/lTJgRmj3opMbnxg98jz/DwJu8caYZpbvzoOBdTB1vGUk1N2HDq/GrEabrq5tcqBxGoH9O6dY3LwHOi96if3Pxi1jEaHtzryiKhp/oVb/r7o5fWeWgOsgi28r5qv6zjY9LdPN2ELNq3X8ojDg5My+pxgN6PcbAwBBIq7gL7+YXrksZUuU8Z9DScvq+nTXv2DlNvo3bz0p2W1H7ndGCBWfwqhcwuiY61T0GllKlQwfVqsR0lqesOkAEIjb1Q7UwGtbtyigEPhrr46rPl6k6w3wxo9u379eleb75tvvnGjGHXjq0aNGrkQROGZ3tz4N5/eUm9wNBJJgZ1qzOkNqLajN60KUPSGVsGK1lVYp9FuutHVhx9+6EbrKvBQEKySDnpzFOuNud5AabvaPwXC4X3Qm1/1ozelGvml0ck6Bo1GDDb9z5X2RTc50nEXZtMx6U2gzPRGPPiGUFZ6s61j1XTVTNQ51LK+yUAhpM6jym6ETfxyhflTx9ChQwcXmKrWs4JA1cFVeKPazAq8VCJE50/nSudPDwU1uomXgn891/V6+umnu3AiHDbIR2+4e/Xq5YKT5557zoW1Mj3hhBPcBwwy0gg5GclQrgp1NUJSJURUl/fSSy91wZyuo1gBhBy1bdWfVP3KcFN4oVGXCjzV9JVrbUsG4aZQR1/Fzi28C6+T6tcy1++3r02sMFIjHhUcySmegfZDoY3OkwJhnT99BVy/67F+d1O93/npT+fAB/dLliyx4cOHu+tQoxtV8kDXYfBvlM6vAl393mkEuEZ0KwQ//PDD3bWr37vwseo61N8vBbP6MO2ll14yjZrU9nRTJoW+Oue6DrWsrg3N03Wi6/CLL75wpRz+9Kc/uQ8+9Lcy3jnQ33b9XugchIM1hWo6h7oOtR2dY1+DNmin9fQ3XX87CvM61D7p750e+hs3c+ZMZ3LUUUe5c6PfFf07JTf9/um86FxMmTLFuenvvD7EOeWUU5yvbLKt6Tzqd6pfv34upH311VfdDQp1fSmI1Uhbfw1qOf37uXr1anes+julfyvHjx/vzqe+2aJ/K/U7GL4Gdezy0nZUduS9995z/y7q32KNJte/5f7ffP2d03ZUJkcBua5xbUuj9U8++WS3nP9bFvbU8ejfWQXO6ifWNajrU8voZoA6R7HOi647HbtCap3/eNd7ePuZfq3jk4X+30Vmeq3fLfnrtax1/vS7pGMJe2R6fzOxPdWuveH7b23sTbfa108+nePcqY7pE8edYINGvxE1eja8b8umfRc1KdZIx6gF/vMiXEpAkxWQdv79abEWj0zTTbOCrVHXzpHRvMHp4eBT8xRc9jjn7OBiUc/X//xz1OuaTQ+Ieq0Xs8a8F3Vja03rf/9fcywXnrB8evR+Nw59czO8fG6vFcquKOCN02a/NzY1xxHnBnCxzq++XRosfxE+Rt1cLdx0g3Hfvnn+xah6uXpveMR1f/azIz+3r19vs9//wL4c8YRpFHqwKWAPt/C+xrqm9DdBI3D1wYJv44bebbWaN3OhvZ+WyZ8Eu5nUZlsIIIAAAggUQEBvkvRmSYGCboikr6vqxj56E6JAQ3ddVw1eBRp606I3YgoaFIoqeNW6uiGI3uj98Y9/jIycirVLegOn2roKtzQCUl8V1ZtEhRwK8FT3UEGq3pAvXbrUjQZW+NC4cWMXCCtUivVG1W9L+6IgRG8QVadQb6qCTfM1TcGaltP2FRCE30zqTbNCaNUPVRil/9kqrDeT2meFNwpeVJNThr5pnkIMGWkZvamXW/CNvI5XwYxCI70RjxUg+v4K66e8FXZpxNgNN9zgRtMqDFTN50MPPdSVC1HIrjBKAYCOUdegjlsuCil0rvShgeo3K0SI1bQdnUeFYgrd9FV4BbwKinQNqiyJ+vLBrMovqPyHwhOFxhdeeKEL7ILnILwdnRMtr1FzCoP1OtgUUigQ1FfD1fT7ptAzfK1qP1WeQr+DOvbw/GCf6Xyu/Zezfid1jrTvDz30UFIfEGhdnQv9jslW1142hxm6PvS3SX/PtN/6gOHpp592I2V1beoYgn+j/N9C/Q3T3xTN02huXV/dunWLex3qXMpBN57TNa0AT9vS3y1dh/oWgz5kkJc+IFCopt9tBbT6fVD/CjT1Ox+vqX/9rmgEvMJNBfTBputQH57od0nP9fdY+xLrOtMHLNqe/o7Emh/sN53P9TuhfwP0b5H+Pihk1I2pFMbr77T+nVAoLjeF1LruNMJUoZpCzCFDhmTth1veTceoUFV1b/Vv4WuvvWb33XefuwY7duzorg0do65VHaP+Duqhv2H6HZWDRtPrQwP1E/y3wG9DP3V96991/b3V77XCXd28Uh98yVOWKhuigFzb0bUpa11XCo0vueQS9/sQL9TV7762rT71jQpdx+G/hfq3XL83+gBNyz744IMxPyxSCKrRwfqd8h94BI8lW57r90ghtgJ2/U3Q8ek86fdQH0jqWw/6N03XogJ0Pz9b9j9d+6EBI394/P+s14UX2Nt/vjZHCKZvJL587vl2848zTSUSYrXgCFfND5eai7WOpoXX07f/Tn/sf+MtHpkeXi9eSYPwjdNUgkLHGq/p6/gagRls9du3D750z2eM+kfUNNUSTnR/lR0bN1r4Xirx9juq8zgv1sydZzo3wZbX/qa/8d/Rw+pHo5jrtmkd7DLH87wcR/g8yX/AyMdz9BmcsH39huBL9zx43c18Z0zUfI3c/vCOoW4Et9bdtn6dbV+7ztbMX2A6n+GmUPmoG68PT85xLcaz1OjcYLCrb7w+3e9U6zrgD3bMLTdmfPARwW6OU8kEBBBAAAEEsldAbz7U9GZDo3wUID7zzDPuDZneaOrNvN6E+Od6A6M3nQqe9IZLNVL1JjK3wEv9azt6Y6hwV2/Snn/+eRdsKTzxYYf61ps8/VTIctppp7k3qd27d3dvjrQP8ZrCC73R1Bt6lYiItay2r+UUYuhNp8K7cNP2fZinG8NoncJqejMsV39MekMe3B891zIaCaSgSaO7gk2uOjcKnVS/MRuDXe2vzBW2akSdwquHH37YhQ2PPfaYOxxdOwogtJw/ZoWwuv700A2pdI0mugZ1Tagfjf5WCKxATaPHFVqob/WhpnBXyyncuPbaa12YoSAktzBN6+lc6NpRmKYwLtaIb+2/344Ck1jXqT5sUIDlQ5bCCtS0bzJQ0KMQRoF1rP11aHH+o99jnSv9zOu6cbpM22T9fiho1+hOlY5QeRqF+xqtqH3XI3gd6lxqNKFCf33rQSOS/e9sop3U9X7jjTe6v5+6DjUqWkGkrkNdN9qWzrueK+i99dZb3Yh0fbsh/C2D8La0DwrTtN+ffPJJzOtQy/jrU2VMYp0b/R7ob4f+XSjMDxh0fNoXWauMhUaX6vd27Nix7pqUh/5G+GPQvx96rnrst9xyi/vgR+dKnv7fu7BZtrzW33iF+wpdFajrGtTfEn0Qqf3XeQv+O6n91vlR4C8X/a7qGgp/YBk8Pu+kD3RVpkLXusrTqK6vHrLW76v/e6vrRH9j9eGv/v3Wv6G59e+t9W+sRrP7DxCC+6Dn6ke/B/q7qg+Uw037qfn6/wX9bsX6ECy8TmG91rHo/yc+++wzN5pcZnLQ33Edh0JdjebVuVWArnklqak0g8qeffrgQ+4maqp/69v2dett/N1/NX2FPtxktyw0gjZeKBZeNzyitt3vjrdqjRqGF8vxOrxevBIE4eV0Y63cvqGoUDdY4kE3WKvfsUOO7f80aVLUNJWoS9QWTfw88vdPy7obp+Xj255+O+ERpqpbq/um5KX99MUXUYvn5zh04zSV5IvVln0XPZK79TFHW/X9c96AO7huuCyI5lX+j5PKKiyaFL3Pmq+yIYma6vAefs3V1v+Be2P+bof3Nd41deT119nMMe/ZpmXLozY5463RpoduKKjR23LJRCPYzYQy20AAAQQQQCDFAnqjpjeMCsoUsCkoXLhwoQtA9YZEo2UUbumhr2NrBJfevCQbZGh39T/peuOqvjSqSCOTNHpRX8HXm0C9wdPIOI0UVqiqwFL7lChQU996E6rQQze3Ut/5bdpH/+ZZb770urCazokMdDMchUf5bcka5rf/VKznAxcFiar7qPOo0Wi6BnWNaJS1rjkFF7r+dB3KRudK50jnP5mmZfUBgEa3qZalAhS9Idc1qGBcoavm6RpU+QWNGEvWT4GIykqoFqrqVef3zbv2UdtUWJDscSVz7HldRttWyKkSFwX5PfC/T8n8Hud1H1O9vL8OFUZrtKTCLF0Xug71U8egkFPXoYIxXYf68ETnSsGbHsk0fx2qxrlGQat2sa5BPXTdK9Dy16HCIH0YpWsiUairbWsfFIbpAzo9z+91qL50XNpuYV6H3tP7qlzAVVdd5T6g0bdHNKpZfyN0bnQu9G+I/v1QKK3fX39OfT/Z/lN/R9T0gaY+ANXoah2n/k5phKuuHV13ugZ1beh61L+pOs/69zXZ5j01Klsf1Go7GnWqa10fDKhffw3KXP/eyzKRp/rVByAqc6MguCB/O3Qs/m9hbmFyssecruXkrg9P9c0Y+cT6ndM0//sko5LWFH6pXmm1hg3t9Qsvijr8eR//K+q1f+FunLZpk3/pSiI0SuLGabFuVtXtrAGRfuI90XorZkTfcC1W6QfVZV3x3YyobrqedUbU6/CLcFjaqGsX0yjTYNONvDYtXxGcZC0OOzTqdawX4dGxjQ+MvoF2rHVymxYeDbt/t64xr+l4faxf/HP+juPN0VFdxgvxY5WK6JbAXx0vmTIlqn+VOVDArvbz15Pt11BptqiFQy90PevaaHPcsW5EerzgO9a+xrqm1L1Kc/y/cR/Y8wPOyjG6W/O/e/0Nm/3+P+3Scf+0A3rFv+l5aFfz/ZJgN990rIgAAggggEDhC+hNlOrA6Y2igi2NYtMbTYUzemPnH3qDojdsid7kxTsi9aM3f9qO3jwqOPBvCDVaSPP0Rkj9J/vGUPuo/VIIUpCm7Wlfkt1uQbaVaF0ZyCq/x+TPUX7PU6L9S/V8HwIqlFFwqzIdugZ1PhS6+utPz7VsXq6P4L5qXZnqWtP1roBN16C8de1purYlP/8Irh/vua4/v2/xlklmuo4rv8eWTP/JLqNj8b+Lya4TXk5+2fL7FN63eK/9dahwS19/11fh/d8oXRfeRT/z+ncquE1tRyGurkVd7wpkdb1ruv876K/DvPwOF7frMGymf6fk7ssF6dzIR8et61UPLeP//gXXLyrPdQ0omPbh7YEHHuhGyuqY/N9BHaeOuSDXoJw0slTXoQJclQRRiOqvcW1Dz/3fpGT9/Prat4I0/e3Iy7VfkG0VZN1Ex+uvxaJwLAVxSLRuz/PPs+mvv2k/fjQusqhuRKZap+GbJYdHxdbv0D7HjakinQSerJrzY9SNtVQrtUMuNx/zq4bX002utM1wWz13nu36T618zVM42OnUk8OLRb1eOnVa1OtY4d7KH6JD5XjbD3akG4jpRnTBVtg3TlsxIzr0lr9uVp1bc8fx3tioReIdx+rQ+dV1k8hfHf/0xVdR/bfo+9+brK2dH/0NPo3+7TX43wMqSpfZz90AXDfS071vajdvbrVbtXQ3CY/qMMaL8L4mOqd127axId9942489/Gwe23r6jVRve7assWe7n+qXTd1sukm5+lsBLvp1KVvBBBAAAEE0izg33TozZ7eqOjrj3pjpjcl/qFl9GarIM1vJ/hmyL851Tz/Jigv2wjuX17Wy/Zl5eG9sn1fC7p/Ooe6tnQtKLxQuKXnwWvQXx8FuQaD21FwoWBNQUrwGspP/77f/KxbULt0rF+Srr2gnz+Puu789RG8Dv01qOUK8rsZ3I6uQYVrXIfBM5HzuTfTHB9Kysw3f80W9d9Bf5y67nRdKOT1x+mvP3+s/tjz89Nfv9qOtqGQV8/9ta35fhRxXvpPxb7lZXuFvWxJO96CeDft0zsq2NVI2e0bNub42n2OG6fFuZFWeF/Co2Ob9Oxh5atUCS+W43V4vVg3udJK4eX27941YcgXDqljfR0/HOLVatbU3YQ6x44GJsx8592okFmzYvUdWCXXpxqNvDw0GjlewBqvo21r1kbNqt28WeLjeHdM0scR9tf+qVxEbm3Hhg02d9z4qEVU09a3LatW+afuZ9Peve13d90eNS0/L8L72rBLp4QWuvH4YVdebr0HD7JJw0fYR3fdHVXGQ+VLZr47xg676or87FLS6xDsJk3FgggggAACCGSvgH+zl+43x7wZyt5roDD3TKGCDxbSuR+Z2k46j4G+0yeQqetD20n339r0KRVez5n6d6rwjvDfJYwycW34azAT2ypMT7Zd+ALhAFN1VGPVUg2XBEg2sAyvt3/37kkddHi9eKUAwssl6j9WaYhYx7J1TfTozIq1aua63zs3bbKxN/8lxzLx9jvHgjEmaDRyQW+ctmX16qieEx7H5s32fh6OI+zfOInz++1rb0SFoyqD0e6E30X2M3xNVqod+2Z+kRWSfJJjX3v0SHJNM40QPuqGIab60I8fdZzp5nK+LfhsYtqD3f9+XOq3yk8EEEAAAQQQQAABBBBAAAEEEEAAgRIroBunzf/k06jjP6BXr6jX/sWK76NLE+zftauflevPZEbHxuogvN7+PWIHwsumhcoqJBhJrBunqdSAb640QYwbpwVvKqdl9+7K/d4BY4bcmONGW/p6vsoF5LeFR5hWqFbN6rRulafuFGQH228JvuGn49i4dFlwFXcjtFhhvxYKn6dYIXmwM5XN0I37gq3rGQOsaoP6kUmqmRts4aA3OC8vz/O6r7H6btils3X5w++jZinUT3eLFkn31ugfAQQQQAABBBBAAAEEEEAAAQQQQCCjAkumfGPfvPBSjq/Rx9uJD2+/y1b/ODdqtkozhJu+br59/fqoybq5VKLmblYVvgFa926JVrOY68UIdmOWKoixXHCD4bDUlXgok/OL7tUbNQquZusW/WThsNcvMOW5F0yPcCvIaF31FR5hqjITKs2Sl1alXr2oxVfPnW/hsNcv4I7j2ef9y8jPeMeh87R8+veR5fRkxqjRcZ00/5+33m4blyyNWuewqy6Peh0Or1d8/73pXBekxdrXWLWVk9lGuP50fvtJZlt+GYJdL8FPBBBAAAEEEEAAAQQQQAABBBBAoBgKvHzOQHtj8MV2X5sO9tWTT0eNTA0ermqcvnvt9fbZ3x4OTrZqDRvYQYMuiJqmFztijEhc9eOPOZYLT3A3q9q+PTJZN6uq175d5HW8Jwqbfw2sF29UrZYLliqIt1xwO+GwNF5oWW3/6GBXwfaMUW8Fu3IB9HvX32RvXnRp1HT/QvWEC9JyjDDNQ+kAv12d02DTuc/rccSr6xs+T9rOjx9+ZC/98bwc4a7Ky4wbeo99MXxEcHes4ykn2wG9DoqaVq9tm6jX639abJOfeS5qWqwXGmn8y8xZsWa5DzASXVOT/m+4vXTWuaYb98VrOuapL74cNbtJr55Rr9PxIudHD+nYCn0igAACCCCAAAIIIIAAAggggAACCGRcYNPyFaYATG3LqtU2+rIr7Z+33GadTjvFFJRVa9TINq9Y4XwGL4MAACAASURBVAKuWWPfN43CDbbS++1n5736csz6upVj1DjVaN+tq1dbxRo1bO5H423lDz/YJR++b8HRjMu+mx7chMW7AVrUQjFuiNaoS+eYN7nKMfo2znLB/sNhaZOeBwZnR56rVqyOZe/u/5ZgePPiy0xlAep3aG9LJk+xH94ZYyumz4isE36SqCxBePnga41QXRG6cZpGY+cWOvr1Wx11hB15/XXuZbNDDol5HJt/WeWOY+mUbxIfRxyjsL/fvm4i98iBva19v5Os+WGH2JaVv9iMt/5h88Z/7BdxP6s33t/OemZk1DS9aNili5WrXDkqtP/HFVebymj0GjzI6rRsYVaqlOnGcKvnzbPFX3xlcz740JZ+M9XqtmltN82JLhuiPsP7Guua+njYvbZ1zVqb9d5Y63Hu2XbQ+QOtbru2VqlmDVu/+GebPfZ9+3jYfVH7pZHrbY87NscxpHoCwW6qRekPAQQQQAABBBBAAAEEEEAAAQQQyBKBWF+v1w2evnn+xaT2sN99w6zF4YfFXLZC9epWpV5dF2r6BVT24dWBF/qX7uee3bujg91p30bNT3RjM79wzlG18errRvef6CvxMloRLg0Rp3SDar52O3OATXv5Vb9b7oZfqkEbq9Vu0dyVawjOizcaOLhMvOdr5s3PUVJDo4Y1IjZRU0jvg13V+O3yh9Ptu9dej6ymGsMaaRyr1WrezMpXqWIrf5gZmR3vOMLnKbKCmf0ya7Z7fPpAcOp/n+uGaee9/KJVqpXzxmja5xP+504LWquUwuePPuYe/+0l57N4N1oL72v4Wtm5ebMLddXjnl27bMqzz7tHzi38d4qC/4Gvv2L6/Uh3oxRDuoXpHwEEEEAAAQQQQAABBBBAAAEEECgkAY0cPPSKy/Jcg1Vfg7/y88/siOuuyXXP+159Za7ztX0FgsEWHh0bDtOCywaf51gvzg3Rlub1xmlzfowqT6HSEBp9G68de+vNrjxFvPl+ugLxM5+OHnkqj8p1avtF8vxz/eJ/j77O84pmFg43f3fX7ab9SdRUX/nqLz+PKr1Rff9GMUdxq6/geVJQO+gfb1r5qlUTbcbqtm1jV30xwZr3PTTusodddYW1Pf64uPPjzeh2xoCYs4L7qgXCo6l17SrUTrbpg45zXnw2RxmJZNfP63IEu3kVY3kEEEAAAQQQQAABBBBAAAEEEECgCAn8/tFH7PofvrND/t8lpq+5x2sVa9a0Zof2sXNees6u+nKiNTvk4HiLRqYfdcMQF/6WKV8+Ms0/qVCtmp14z1D/MvJz15atkecKUZsfFj/IiyxoZsmul+xyvu/g8prW6sgjYpZ48MsrgLxmyleunECsm5Y16NjBBr7xil32yXjTCNtgizfKNbhMbs/rtGyZr2BYo0h7nn9eVNd1WrW0q76Y6EZkazRvuCncHvj6yy7gV2C5a/OWyCJtcikzsHvbf+snt+h7mHU69RS7cuIn1vKIvla2UqVIH/5JjQOa2OHXXG3XTZucI1j1y/if2s+LP3jPBo1+w5VX8NNj/dS1pRD4j88/Y4fF+QAieO5jXYulSpe2a7/5yo668fq4Qba2rdD8uNtutVvmz7GucULkWPtY0GmUYiioIOsjgAACCCCAAAIIIIAAAggggAACWS5Qv307O334o+6xdv4C27Bkiame6t5du6x2yxZWr127XIOreIdXukwZO/nB++zom26wlTNnmmr67le2jNVo3MR0c61Yge81k7+wLb+scvVQ9fV63dwsmZbsesku57epAPvutSttx6bNVrZCBVO5hUStWqOGdsWET2znpk22fPoMk6lC84adOkWF54smTorqKt4Nx6IWyuVFndatbOiq5bkskbdZuona5Z9+7OrDLpv2na2ZN88UtDbs3DnHqOTblyy0bWvXWYXq1VwN5XhbuvrLia48h4JSPzq5YZfOLuj+d9mL723F9z+4661Jz56unEe8vuJN73TaqaaH6kavW7DQ1i5a5EpilK9S2fQBRe3mzd11reszt5bMtaL++t17j3uolvHaBQtcLWqFvnVatXIBsz/O3LaVjnm5H106tkifCCCAAAIIIIAAAggggAACCCCAAAKFJqBwUI9UNgVbGumaTNPoUYWHeW3JrpfscsHtK7zTI69NdVRbHnG4e4TX3b1tm80a817U5PYnnhD1Olte6KZkKh0Rr56y9lPL6JGoKcyv0aRxzMUUtKrcQbjkQcyFk5hYtX49FxBrpHl+Wl6vFX1Aoke2NEoxZMuZYD8QQAABBBBAAAEEEEAAAQQQQAABBLJeYM/OnUnt4yf3PRh1o7OGnTtZo25dk1qXhRBIRoBgNxkllkEAAQQQQAABBBBAAAEEEEAAAQQQKPECE//+qN1cuYaNOPo4mz32fdu7e3cOE5UrGHvTrfbxX++LmnfgwHOjXvMCgYIKUIqhoIKsjwACCCCAAAIIIIAAAggggAACCCBQIgRmvDXaHefCCZ+bHrpBXKNuXaxag4ammqubViy3JVOmunqvQZCmfXrboZddGpzEcwQKLECwW2BCOkAAAQQQQAABBBBAAAEEEEAAAQQQKAkCu7ZsjTrMnZs3W/gGaVELmFn9Du3tT2PetrKVKoVn8RqBAglQiqFAfKyMAAIIIIAAAggggAACCCCAAAIIIFBSBA7/81VWpW6dpA63Uq1adswtN9nln35sek5DINUCjNhNtSj9IYAAAggggAACCCCAAAIIIIAAAggUS4FegweZauXO+ecH9vPXU2zTsuW2afky27pmrVWqVdNqNG5iNQ5oYvXatbWuA063cpUrF0sHDio7BAh2s+M8sBcIIIAAAggggAACCCCAAAIIIIAAAkVAYL+yZa3Tqae4RxHYXXaxGAtQiqEYn1wODQEEEEAAAQQQQAABBBBAAAEEEEAAAQSKpwDBbvE8rxwVAggggAACCCCAAAIIIIAAAggggAACCBRjAYLdYnxyOTQEEEAAAQQQQAABBBBAAAEEEEAAAQQQKJ4CBLvF87xyVAgggAACCCCAAAIIIIAAAggggAACCCBQjAUIdovxyeXQEEAAAQQQQAABBBBAAAEEEEAAAQQQQKB4ChDsFs/zylEhgAACCCCAAAIIIIAAAggggAACCCCAQDEWINgtxieXQ0MAAQQQQAABBBBAAAEEEEAAAQQQQACB4ilAsFs8zytHhQACCCCAAAIIIIAAAggggAACCCCAAALFWIBgtxifXA4NAQQQQAABBBBAAAEEEEAAAQQQQAABBIqnAMFu8TyvHBUCCCCAAAIIIIAAAggggAACCCCAAAIIFGMBgt1ifHI5NAQQQAABBBBAAAEEEEAAAQQQQAABBBAongIEu8XzvHJUCCCAAAIIIIAAAggggAACCCCAAAIIIFCMBQh2i/HJ5dAQQAABBBBAAAEEEEAAAQQQQAABBBBAoHgKEOwWz/PKUSGAAAIIIIAAAggggAACCCCAAAIIIIBAMRYg2C3GJ5dDQwABBBBAAAEEEEAAAQQQQAABBBBAAIHiKUCwWzzPK0eFAAIIIIAAAggggAACCCCAAAIIIIAAAsVYgGC3GJ9cDg0BBBBAAAEEEEAAAQQQQAABBBBAAAEEiqcAwW7xPK8cFQIIIIAAAggggAACCCCAAAIIIIAAAggUYwGC3WJ8cjk0BBBAAAEEEEAAAQQQQAABBBBAAAEEECieAgS7xfO8clQIIIAAAggggAACCCCAAAIIIIAAAgggUIwFCHaL8cnl0BBAAAEEEEAAAQQQQAABBBBAAAEEEECgeAoQ7BbP88pRIYAAAggggAACCCCAAAIIIIAAAggggEAxFihTjI+NQ0MAgRIs8Ntvv1mpUqVKsACHXtgC++23n5Uu/e/PTytWrGh6XaNGjcLeLbZfQgTKlCljVapUiRxt1apVrUKFCqbpNAQyJRC+DqtVq2aVKlWycuXKZWoX2E4JF9C/veXLl3cKeq5rcN++fe5Rwmk4/AwI6JrTexL//4MZ2CSbQACBEijA/92XwJPOISNQEgQU6j733HM2fvx4q1y5ckk4ZI4xiwR0/emN47p169xevfPOO7Z8+XLbtWtXFu0lu1KcBcqWLWsrV66MHOLdd99tDRo0sF9//TUyjScIpFtAAe5PP/0U2cxNN91kNWvWtD179kSm8QSBdAoo1P3888/dJpYtW2YXXHCBC9oUttEQSLeAH2SyZs2adG+K/hFAoAQLlPqNf9VK8Onn0BFILJDfka/5XS/xHiW/xBlnnGFvvfVW8iuwJAJpENBojb1796ahZ7pEILGAf1PJ/+4ltmKJ9AlotJo+7KIhUFgCGj3OBwqFpc92vcANN9xgDzzwgH/JTwQQQCAlAozYTQkjnSBQfAUUCqxdu9Y9FFAlagqw6tSp4x6Jlk33fD9SV1/7bNOmDW8q0w1O/xEBP2L3xx9/dCMkGzZsaI0bNybgjQjxJN0CCtK2bNlic+fOdZtq27atqRwD4Vq65ek/KKD/b1i/fr0tXLjQTe7YsaOpNA3XYVCJ5+kU0DWoUeP6f1ldex06dHAjdtO5TfpGICwwa9YsvrUVRuE1AgikTIBgN2WUdIRA8RV48803beTIka4uWaKj3Lx5s1166aV2+eWXJ1o0Y/P1P/FfffWV7dy5k/+Zz5h6yd6QRgbt3r3bFGKoBIN+H2677baSjcLRZ1xg+vTp1r17d7fdN954w7p27ZrxfWCDCKgk0vHHH+8gPvjgA2vSpAkoCGRU4Morr7Thw4e7D/mnTp2a0W2zMQQk0Lp1a1uwYAEYCCCAQFoECHbTwkqnCBQvAY12UL1GPRI1LZPMyN5E/aRyvr6CrJBND76OnEpZ+oonoNFoqqfrrzdKMcSTYno6BfQ3z7fgcz+NnwhkQiBY15nrMBPibCMs4P8N9v8mh+fzGoF0C3DtpVuY/hEo2QIEuyX7/HP0CCQtoK+W+1qNua2UzDK5rZ+OefqfqeAjHdugTwSCAgp2g/8TH3weXI7nCKRTIHjdBZ+nc5v0jUBYIHjtBZ+Hl+M1AggggAACCCCAQN4FSud9FdZAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQKEwBRuwWpj7bLrYCM2fOtDlz5ribg7Rs2dJ69uxZbI+VA0MAAQQQQAABBBBAAAEEEEAAAQQQyLwAwW7mzdliCRA4+OCDbdu2bZEjXbVqldWrVy/ymicIIIAAAggggAACCCCAAAIIIIAAAggURCBlwe53331nS5Ysibsv5cqVsxYtWrg7QpYuTQWIuFDMKBYCe/bsiTqO4I1DombwAgEEEEAAAQQQQAABBBBAAAEEEEAAgXwIpCTYffnll23gwIFJbb5SpUrWuXNn69q1q/Xo0cPOPvtsq1atWlLrshACCCCAAAIIIIAAAggggAACCCCAAAIIIICAWUqC3WnTpiVtuX37dps8ebJ7aKVbbrnFrrnmGrvhhhusYsWKSfeTygWXLVtmy5cvt1KlSlmrVq2sVq1aqeyevhBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgZQKFHpNhA0bNtidd95phx12mClgzXRbuXKlNW3a1FQTtXfv3m4Ucab3ge0hgAACCCCAAAIIIIAAAggggAACCCCAAAJ5EUjJiN3wBvv06WNDhw6NTN66dautW7fOVqxYYZ988ol9+eWXFq45+u2339pBBx3kRvIecMABkXXT/WTnzp22b9++yGa0rzQEEEAAAQQQQAABBBBAAAEEEEAAAQQQQCCbBdIS7DZv3tyOO+64mMd9xx132KpVq+yCCy6wjz76KGqZX375xc444wz7/PPPTTdboyGAAAIIIIAAAggggAACCCCAAAIIIIAAAgjkFCiUUgz169e3Dz74wB544AErW7Zs1F5NmTLF7rvvvqhpvEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBD4r0BaRuz+t/v4z3SjMt0wrX379nbyySdHLfjoo4/akCFDrHLlylHTY71Yu3atLVy40I0C1o3ZqlSpYu3atbMWLVpY6dKZy60zuR+//fab7dixw93sLXzDualTp9pPP/1k++23n7OVb6K2adMmmz59uq1Zs8atIz+tX9C2dOlSmzVrlu3Zs8caNGjg+k7mnIa3u3fvXps/f77Nnj3bnd9OnTpZo0aNwovl+jrVZrt27bIZM2bYzz//bF27drU2bdrkuv1kZmofZTZ37lxbv3691a5d2/WbydIkyewnyyCAAAIIIIAAAggggAACCCCAAAIIFL5AoQW7/tD79+9vRx11lH366ad+kqvH++KLL9pll10WmRZ8ojBt5MiR9t5777ngUIFYuFWqVMnOO+88GzZsmNWpUydq9qhRo+ziiy82racau8GmWsDVq1cPTnIB6kMPPWR/+tOfoqYXdD+iOsvDi9atW7swW6sMHDjQZKWQ8fzzz7fvv/8+qqczzzzT3njjjahpevHjjz+6m9b5IDhoWKFCBevcubOdeOKJdtttt+UYVZ2js8AE1VD+n//5H7c/GzduDMwxV15D51qB/jHHHBM1L/xi+fLlds8999i0adNs5syZLsgOLlOzZk3r2LGj6fiuvPJKd46C88PPU2GmWsx//etfbcyYMe74du/eHdmMRqHr2B588EFr3LhxZHoyT3Sst9xyi40ePdr04US46UMKXa/XXnutlS9fPjyb1wgggAACCCCAAAIIIIAAAggggAACJVAgc0Nac8FV+Bpu4fq7mq/w8frrr7eWLVvavffe6wK/YCAZ7EMB2ZNPPmkK9BTEBZvCTI1S3bx5swXDOb+MpgcfWlYBo2+p2g/fX15/Kgj0bdmyZTZx4kTr27dvjlBXy2jEbLg9/fTTduCBB9qbb75pixYtcq7BZRR2f/PNNy6gPeyww2zx4sXB2TGfy/uqq66yY4891iZMmGDhUFcryVrnVcv4YD1WZ++++64bBfvEE0+4/dDo5HDbsGGDTZo0ya6++mo7/vjjLWgSXlavg/PzY7ZlyxY75ZRT7Pbbb3f7FL5uVDf69ddftx49ekR9SBFrX4LTdA402vell16KGepqWZ0jBb+33nprcFWeI4AAAggggAACCCCAAAIIIIAAAgiUYIGsCHb79OmT42ZruoFaOLRVYKiRs/pqfrJNAeMll1ziglq/Tq1atfzTpH8G10nVfiS98VwW1Ff3BwwYYAoeY7WqVatGTdaoXoWqsUaGRi34nxeqedy9e3dbsGBBrNlumkotHHroofbYY4/lOGfxVlK4rNG94aag9rTTTnOjtsPz4r3++OOP3Qjj7777Lt4iUdPzaqYQ+ZBDDrH3338/qp9YL1TOQjcOVKmGRE2mGgUe61zEKoWhgJeGAAIIIIAAAggggAACCCCAAAIIIICABAq9FIM/Db169bLx48f7l67GqEodNGvWLDJNdWyDTbVgL7jgAtO6Wk5hmkoMqBSAasb6ptGUGuGrh5rKF2gUqALi1atXu5G9fln9VPmBYFOt3sGDB0cmpWo/Ih0W4Ek4cNXX9lXmYOXKlfavf/3LVFbBNwWTGhkabKrBe9ddd1nv3r1dTVeVPXjqqafs2WefjSymcPzOO++0V155JTIt+EQja4Pemqeauv7cKKRUfdznnnvO1cr16+q8BJtKa/zf//1fcJKr9XvOOefYwQcf7EovLFmyxCZPnmxvv/22rVixIrKswlfVZY4VFkcW+s+TvJhpleHDh7vR4cF+VP9WI3hVfuHXX391x6YRxGrJfvBwxx132NatWyPd6hp+5JFH7He/+50ruaCRxRptru3rug6ey8hKPEEAAQQQQAABBBBAAAEEEEAAAQQQKJECWRPsKpAMNwWowWBXZRUUsvbs2dMFjSeddFJ4lcjN2I4++mjTqF/fNKrTB7u68ZbCTDXdaEwlG3xTYHf33Xf7lzF/pmo/YnZegImDBg2yESNGRAJAlQvwo54VNt54441Rvau+8auvvmrBUb0KUP1DI519U5mBm2++2Y2M9dP0U4Gqt/TTFbh/+OGH1rRpUz/JTj31VLd91UZWOQ0F66pL65v2T+UGgk03wtN2+/XrF5zsgnnti0owzJkzJzJPdZq13RNOOCEyLdGT3My0rvZTN/MLNtVs/uKLL6JumKbgX7WOZZbMaF31p4A62N566y1XIsNP003TVD9YtabHjh3rSpD4efxEAAEEEEAAAQQQQAABBBBAAAEEECjZAllRikGnIFawqxuZBVvXrl3dzc4UiMUKdf2yZcqUsaFDh/qX7qcC3FS1bNmP4PH8/ve/t2eeeSYS6mpeuXLlIjfb0ghcjZr1TTeIe/7556NCXT9PP1WuQeUHfNONwzQyN9zuv//+qLIJsh83blxUqOvX0cjdyy+/3NX9VV+q3+ubQtFwPeB33nknR6jrl9cNyhTc16tXz09yP/NShzaRmTrUKGOVVwg2jaJVXdxwU5kL1RCuWLFieFaO1wp/g6UVSpUq5eoK51jQzI1aVjDeqVOnWLOZhgACCCCAAAIIIIAAAggggAACCCBQAgWyJtjVSNlwK1u2bHiSxZqWYyGzqJGPmq+QOF4d2ljrJ5qWLfuh/WzSpIkLIDWaOV4L30Du2muvdaUX4i2v6ddcc03U7Pnz50e91guNJA021cfV/uTWmjdvbpdeemkkdNaywdIPen3QQQe5khK59aNrRuUegk11drdt2xacFPN5MmZaMXx8Gs2smtDx2hFHHGGvvfaaKajNrZUvX96CdZs1slo3jaMhgAACCCCAAAIIIIAAAggggAACCCCQjED8JDCZtVO4TKwbSCVbqzTWblSrVi3HaNTNmzfHWjSt0zKxH6qJqxG4ubVwKKvasImaSk4E28KFC4MvXRmG4ChgzdRI3/y0cN3bP//5z0l1o5uPhVtwJGx4nn+djJmWVZ3nYDvvvPOCL2M+1+hajZZO1Lp16xa1yLnnnutGXRfkuo/qkBcIIIAAAggggAACCCCAAAIIIIAAAsVWIGtq7C5evDgHcs2aNXNMC0/YuXOn/fLLL+5mYbphmL42r7IBasmM3Az3l9/Xhbkf3bt3z3W3FRSGS1Gobmz4RmrhTsKlMHTjMvWlkgpqCj19DV+/bqwSBX5evJ+6gZjOYbAlOia/bNu2bU21eIM3IVOw27lzZ79IzJ/J9q9jDjbdZC5V7aKLLoq62ZvKM2jaAw88YFdffbUp6K1Ro0aqNkc/CCCAAAIIIIAAAggggAACCCCAAALFSCCrg93gV9WD5hrdq5t+vfnmm6YbZu3Zsyc4O2PPs2U/Eh2wwkndSC3YRo8eHXyZ1HM5K3ysVKmSW143Tgs2lR/Qjeny2sIjgbW+bhyWbGvYsKEFRyTH6i/ZvoLLrV+/Piow1rz8HF+wz+Dzs88+29UjVq3jYJs3b567adoNN9xgurnbddddZ61atQouwnMEEEAAAQQQQAABBBBAAAEEEEAAgRIukLXBboUKFUw3yAo3jRI98sgjLdYI3/Cy6XydLfuRzDGGR50ms06sZTQa14e6mr9p06aoxTRyNpkSBFErxSh3oHOvvpJtierZJttPeLnly5eHJ1kyo8hzrJTLBNUWVkkG3fQtXI5kx44dNmLECFee4e6777brr7/ecqujnMtmmIUAAggggAACCCCAAAIIIIAAAgggUMwEsiLY1df5J02aFEWrm2eFQ8IVK1a4G2qFQ12FXS1btjSN3KxXr56VKfPvw3r99dej+kzVi2zZj2SPJ9aN6TQKNC/hqc6FbowWbKofHGwqfaFRvd4/OC+35+F+VNZCDwW8yTRfesMvG+7PT8/rz4oVK+ZYZePGjRZreo4Fk5ygUFr1hFV24bHHHrORI0fmKEuh0dY33XSTqUb0Pffck2TPLIYAAggggAACCCCAAAIIIIAAAgggUJwFsiLYfe2112zmzJlRzn379o16rRdXXXWVBb9mr1BsyJAh7mvrTZs2zbH8+PHjLVwnNsdC+ZiQLfuR7K63aNEix6K6yVm7du1yTM/LhGbNmkUtroBVoXdeyiiog1j7p5q74f6jNhZ4sWzZssArs/BN36Jm5uHF/vvvn2PptWvXug8Qcswo4IQ6derYXXfdZbfddpuNGTPG7r33Xps6dWpUr5o2YMAAN8I3agYvEEAAAQQQQAABBBBAAAEEEEAAAQRKnEDpwj7iX3/91W6//fYcu6H6o8GmUb0TJ04MTrJhw4bZgw8+aLFC3agF8/AifDOw8KqZ2o/wdgvyWuUTGjRoENXF0qVLo17n54UCXH8jNb++blyW16aSG+HR2d99911S3ai2rkb3Bluq6tFqZG64zvO0adOCm0r5c412Pv300+2bb76xRx55JKr0goLzTz75JOXbpEMEEEAAAQQQQAABBBBAAAEEEEAAgaInUOjB7sMPP2zhMPDEE0+0Tp06RWnOnTvXNFrSN43WvfLKK/3LfP8M12fV191zC3fTtR/5PoAkV1SpimDTjecK2hRChusgq2ZsXptKaYTD+aeffjqpblS+INgUYqfyBmfhUbtvv/12cHMxn6sEiG4yV9B2zTXXuBINwX4WLFgQfMlzBBBAAAEEEEAAAQQQQAABBBBAAIESKlBowa5KJPzxj3+0m2++OYpeI0DvuOOOqGl6sXLlyqhpChWDN/KKmmlmKsOgkDZRC4/IVI1YlQGI19K1H/G2l6rpPXr0iOrqhRdesFSM2u3atWtUvwo1VY4htzZr1ix3szCNtvXt4IMP9k/dzw8//NB+/PHHqGnhFwr6w0Hy+eefb+GwPrxeXl7rRn3BNm7cOMvtZnQff/yxXXDBBcFVCvQ8XC4jXE+4QJ2zMgIIIIAAAggggAACCCCAAAIIIIBAkRXIeLCrsPWVV16xjh072htvvJEDTnVEwyGfFtLywaYSDu+++25wUuT5M888YyeddJJpmURNN9oK30Rs9OjRcVdL137E3WCKZihAr1y5cqQ32egr/8GaxZGZgScavTxhwgQbPnx4TE/d1CvY1K/sY4Wf8CWQawAAIABJREFUmvf3v//devbs6WrIKnz3TWF+8KZrCjAVqsYryaBQ+NBDD7WtW7f6Ltzx3XnnnZHXqXhy2WWXRXWjsg/9+/e3LVu2RE3Xi+eff97N083OEjUFwDo+rRMvrJXX2LFjo7oKB+lRM3mBAAIIIIAAAggggAACCCCAAAIIIFBiBNJy8zQFgZdcckkEcfv27bZhwwY3kvOHH36wvXv3RuYFn1x00UV2ww03BCdFnterV899xT44GlQ3AFOwd9ZZZ7k+P/vsM3vrrbfsueeei6yXzBOVAdAoUt+0Dxq5qxBN03UzK43CPPfccy2d++G3n46fKk+g49INunzTzbm6d+9uCmcPPPBAF57XqFHDVq9ebfPmzTOFjyo98NNPP7lV+vTpY+GRv4cccoidcMIJphG2vs2YMcN69eplF154oetTga36e/HFF6OC5GDQrLq4Op8jRozw3diqVatc+Cn33r17W/v27W3x4sWu/qxG6q5fvz6yrJ5cd911OWoJRy2QjxfapgJYXVu+6RrWhw9nnHGGHX744bZx40Z74okn3Chxv0yin5MmTXKBuX5X7r//frv00kvt+OOPdzeSU9CrWr533323ffXVV1FdyYGGAAIIIIAAAggggAACCCCAAAIIIIBAWoLd5cuX21NPPZW0rm6cpZGc4dGR4Q4UTF577bWRyQr2FLgqQFSLN/IxskKcJwqUg/1qVGbwtVbTKFPf0rUfvv90/dR+qwSDD2q1HY08ve2225LaZLyRqPfcc499+umnUXVlFcred999ufZboUKFqPkatatR2MHwXiO8FfYGA9+olf7z4qijjor7oUCs5fMyTQGrwutt27ZFVps9e7YNHTo08jr4ROF4/fr1TfWY47WyZctGZqnkRPh6i8wMPNF1Gg7WA7N5igACCCCAAAIIIIAAAggggAACCCBQggRSUoohXMogWT8Fewpz58yZkzDUVZ+6mdQpp5ySo3sFuuFQV+UAwvV7c6z4nwkaLdmkSZN4s910hb2+pWs/fP/p+qmaxCptoIAwr6169eqmUbWxmkb7fv3119a6detYs2NO0+jcAQMGRM1r0KCBaTRseHrUQqEXGg08bNgwN7q4atWqobmpeXnYYYfZv/71L6tdu3bCDlUTd/LkyaYbAObW+vbta7ppXLJNy4dvFJfsuiyHAAIIIIAAAggggAACCCCAAAIIIFD8BJJPlnI59rPPPtsOOOCAuEtodGLdunWtTZs2ppBMX5n/xz/+YRrZ+/jjj7uvn8ddOTRDpQFUaiFWEKugrHPnzvbwww+72qTBoFGjgitWrBjq7d8vNV2Bp75aH6vVrFnTTjvttKhZ6diPqA3k8iJ4wzeFtfGOK1YXCmg1mlr1bVVGQTWG4zWdN5VfeOCBB0w1bevUqRNvUevWrZsrH6DAtnHjxjGX036eeuqp9uWXX9qTTz5pulFeuOnYRo0a5UYWq5xDsFxDcFnt2zHHHGOff/65uxFbopC0IGbarkogaFtHHHFEzJuz6cMNfUihUFfXeXB7sa49lXBQGK4bCMY7Rm23U6dO9uabb7qyDeXLlw8S8BwBBBBAAAEEEEAAAQQQQAABBBBAoAQLpKQUQ4cOHeznn3/OCKMCvEGDBtnAgQPdDboUOGrbCpZV91TBpW+DBw92N7PasWOHCyVzC9A0GlMBmuql6mv2KlegQE79qg6tngdbuvYjuI14z1Vn9pdffnGzFbbmJdj1fR577LGmh5pKH2jUtI5Zo6jVp0bPqr5sXsJEjZhVYKu2bt06U61d3ZxN50Q1fjWyN9l9Pf/8800P3bxNx6tax9pPhewqc6D6x8Fz7Taay39SYSYP1drVjeG0PytXrjQFzLpGdGzBkeu33367qxm8a9euuNfeQQcdZK+99pqr5zx9+nRbunSpc1NY36JFC/dQTWcaAggggAACCCCAAAIIIIAAAggggAACYYGUBLvhTjPxWqM9mzdv7h65bS+vwZjqo2okqx7JtHTtR27bVpgYa8RybuvkNk+hqx6pbArKjz76aPcoSL+lSpVK6jwn2kYqzRTk6pGoKRxPpqmchGo4B+s4J7MeyyCAAAIIIIAAAggggAACCCCAAAIIlFyBlJRiKLl8HDkCCCCAAAIIIIAAAggggAACCCCAAAIIIJB5AYLdzJuzRQQQQAABBBBAAAEEEEAAAQQQQAABBBBAoEACBLsF4mNlBBBAAIGiJqASL4luuFjUjon9RQABBBBAAAEEEEAAAQQQKHkCBLsl75xzxAgggECJE1CYq5roqmm9b98+2717d4kz4IARQAABBBBAAAEEEEAAAQSKlwDBbvE6nxwNAggggEAMgb1799quXbts586dtmjRIps3b54LemMsyiQEEEAAAQQQQAABBBBAAAEEioRAmSKxl+wkAggggAACeRBQqQWNztUo3W3bttnUqVNt0qRJ9tlnn9nMmTPtd7/7nb300ku2devWPPTKoggggAACCCCAAAIIIIAAAghkjwDBbvacC/YEAQQQQCAFAuXLl7cFCxa4MHfy5Mk2ffp0W7lypW3ZssX1rp8KdFWegYYAAggggAACCCCAAAIIIIBAURUg2C2qZ479RgABBBCIElBQq5ILn376qb3wwgsu2FUt3Zo1a1rPnj2tS5cutmTJEhs/frxb77fffotanxcIIIAAAggggAACCCCAAAIIFCUBgt2idLbYVwQQQACBuAJ+BO7mzZtd+YWmTZta165drXv37ta5c2cX7I4aNcoFvgqAaQgggAACCCCAAAIIIIAAAggUZQGC3aJ89th3BBBAAIGIwL59+0y1dY8//ngX4taqVcvq1atnGrWrIPfXX3+17du3u+eRlXiCAAIIIIAAAggggAACCCCAQBEVINgtoieO3UYAAQQQiC2gcHf//fc3lVrQ6F3fNJ2GAAIIIIAAAggggAACCCCAQHERINgtLmeS40AAgYwJ6Cv//hHcqEaMxqrbqmX3228/N5pUy2v0aH5KAagfhZPBh7YZfMTafnAf/XPfl3+tn1rXP4LTYz33x6+fwRbPILhMJp4n65CJfWEbCCCAAAIIIIAAAggggAACCKRDgGA3Har0iQACxVZAQaa+2r9p0ybbtWtXJKxVkFi3bl0rV66cC0e1XNmyZa1SpUq2Zs0amz17tv38889Wvnx5V/e1efPmrjTAnj17Elqpr8qVK9v69evdzb8WL15sS5cutdWrV1v9+vVNtWRbtGhhTZo0ccvt3LkzZsDsN6SQeceOHbZ27VoXUGu69r9ChQpWtWpVt48KaOM1ra9j37Jli+vHh7vqQ+UPtK/5Ca7jbY/pCCCAAAIIIIAAAggggAACCCCQU4BgN6cJUxBAAIGYAgowFWjec889tnDhQheKavRsmTJl3Ijcv/zlL9aqVSsX9irk1DIffvihC3UXLFjgglQFv61bt7aTTjrJ1YJVEKqgOFbT9tS3+vrggw9s3LhxNmvWLBfwKrzVfAWoClJVS7Zjx46u3z59+rjuFBpr3WBTeDtp0iQbM2aMLVq0yKpUqeICZtWf1aNXr152xRVXuIA6uF7wuULhZ5991iZMmODCawXYemzbts2Fyzq2Y445xlkF1+M5AggggAACCCCAAAIIIIAAAgikToBgN3WW9IQAAiVAQCNZFYjOmzfPhZ8KQ1etWuVuynXJJZe4m3ZphO60adPsvffes7feessFvY0aNbIDDjjAhZ0KRL///ns3XTf60ijZ8AhXhbba1sqVK10Q+9RTT9lPP/1k1apVs8aNG7sgt3bt2m7bGnmrEPm7775zIfL5559vhxxyiNWsWdOFv8FwV0H0xo0bTaN+p0+f7tZXuFunTh0XAjdo0MBtN96p9GHy8uXLnYFG72r7Gr2rPnQcGlms7dAQQAABBBBAAAEEEEAAAQQQQCB9AgS76bOlZwQQKGYCCkgrVqxojz76qCuvoBBTIe4777xjL7/8shtdq4BTI2uHDx/ugtaDDz7YTjnlFDv22GOtXbt2LvTUaNfHHnvMJk6c6KZ17do1R7CrkborVqywUaNG2YMPPuhGxJ5zzjl25plnWqdOndxIW21fwaq2+c0339hrr71m//jHP+zbb7+12267zU499VQXtip89k2jbY8++mjr2bOnffrpp3bZZZfZCSecYKeffrobbVy9evWoUgoKcn3T8euhIHrIkCE2ePBgV15C29R+asRy//79XfisEcU0BBBAAAEEEEAAAQQQQAABBBBInwDBbvps6RkBBIqhgIJNlU/QQ2UVli1bZl9++aU7UpU+GDlypP3973935RWuvfZaV9ZAYalG3ypUVc1dhak9evRwNXn3339/VwIhSKXRrgpjFfzee++91qZNG1f+4aCDDnLbVF+bN28OrmK9e/d2ge+JJ55oN998sz3wwAMugD333HOj+tf+q3+NzFW4q9q8CoY1CrhDhw5uH4Ojh7V8uOk4a9So4fpQX6o3rNHIOiaNTN6+fXuOEhDhPniNAAIIIIAAAggggAACCCCAAAIFEyDYLZgfayOAQAkV0EhW/1C4qZGzt956qyuX0KxZM1Ooe9RRR7nRryLSsgpJ9dCyClW1nh4KaoNNpRHeffddGzFihFtfI3Y1StffmC24rH+uPhQaH3rooTZ06FC77rrr7JVXXnGBbd++fS08glb7oXq7qsv7ww8/uHBWo4SDTdtTuQbd9K1hw4amYDk4+lfHoRB37ty5buSx9jtWEBzsk+cIIIAAAggggAACCCCAAAIIIJAaAYogpsaRXhBAoIQJ+JDWB5kKbhWCKlhVSYLjjjvOjWoVi0JXv5xe63n58uVd6QatF2wKepcuXepulqZSDBdddJGpVINKQPhtBpf3z/083UhNZR9U/mH27NmuNING2Iab9kn7oMBY9XJVJ1fLBfdHtXiff/55V3ZBI5HXrVsXOQ4t5+vpan9VZkLBcnC0b3ibvEYAAQQQQAABBBBAAAEEEEAAgdQJEOymzpKeEECghAooVFVQqvqyV1xxhR1zzDFupO3u3bsjQWiYJhz2+vkaBTt//nybOXOm6eZoKqWgkbTxlvfr6acPd3WDNdXXVbkEjcZVQBwMbLVsMNhVGKubqfmbnmlZPWbMmGFff/21qyM8ZcoUd0M4bcOPNFY5CI3m1XGqjIOCXfVLQwABBBBAAAEEEEAAAQQQQACB9AsQ7KbfmC0ggEAxF/DB7iWXXGKHH364C0WDJQvycvgKTX/66SdXQ7d58+bWtm3bSGCbTD/aFwWtqnfbsmVL27Bhgy1YsMDtUzDc9cFu+/bt3Y3YtIwCYAXLWk778cknn7gRuKonrLINH330kdsXzddyunGcQmiN/GXEbjJnh2UQQAABBBBAAAEEEEAAAQQQSJ0AwW7qLOkJAQRKuIACTrWClCNQoKpRsGq6IVl++lK4W69ePXeDN90YTUFxMNRV31pG4axq52pZlVNYuXKlGx2s+QqmJ02a5EYNa/Sv6gZPmDAhUqtX66p8g/rWyGLdBK5s2bKuX7fz/AcBBBBAAAEEEEAAAQQQQAABBNIqQLCbVl46RwCBkiSgsFQtHKLmxUDrKjBVq1OnTr5LGyh4rVmzpgtvV69enesuqM6utrls2TIXzirU1Q3RFi5caK1bt3b1ejt37uzCX5V20I3YFOKqX4XBugGbtuePP9eNMRMBBBBAAAEEEEAAAQQQQAABBFIiQLCbEkY6QQABBFIjoHC0QYMGLiT95ZdfXEmE/PSscFY3O1PJhUaNGsXswgexCmYV7OomagpsFdx+9tlntm3bNuvSpYu7EVy3bt3c6GGVZ9Ao4HLlyrlgV2GwgmGNNPb9xdwYExFAAAEEEEAAAQQQQAABBBBAIKUCBLsp5aQzBBBAoGACCmKbNm3qglKVR1BgmtemUb+rVq1yYW3VqlWtRYsWLnQNB6/+tW58phu0KdhVTd49e/bYuHHjXPkFrVu5cmVr3LixG5k7fvx4F/ju2rXL1eT1N05jxG5ezxLLI4AAAggggAACCCCAAAIIIFAwgbwnBgXbHmsjgAACCOQioJq6rVq1cmUUdEOz6dOnu3A32fIOWk43Ovvyyy9dKQXVz1V/PsQNb1rLa8Ru9erVXbCrm6EpFJ4xY4b16tXL1c7V6N+6devaEUcc4Uo0qAbwokWL3PLaFiN2w6q8RgABBBBAAAEEEEAAAQQQQCD9AgS76TdmCwgggEDSAhqx27JlS1Ppg02bNtlzzz1nO3bsSCrcVUirh8oqjB492rZu3Wrdu3ePlHYI74QPe3WTNgXA69evt6lTp7owWeUWDj30ULeutq96vX379nXlGKZNm2aTJ092pRhUB1ijeinFENblNQIIIIAAAggggAACCCCAAALpFSDYTa8vvSOAQDEU8AGq/+kPMfjaPw//9MvG+6lgV6Nj+/fv70bCvvLKK/b111+7ura+r1jr+nmbN292oa5q4R5yyCF25plnxh2t6/tRXV2FyWqTJk1yDwW5Cpf1U+UWqlSp4urt7r///i7UnThxogucmzVrZpUqVSrQDeP8fqTyp/eI9dNvJ9Y8TaMhgAACCCCAAAIIIIAAAgggUBQECHaLwlliHxFAIGsEcgsD/TyNXvXPwz+TOZDt27e70bIXX3yxqXbtNddcYx999JEbgasQVn0Gm17rZmYa4fvGG2/YPffc40bgKtTt0aOHC2aDy4efq/xDmzZtXJ1dBbYatXv44Ye78gx+VK8C5/Lly9sxxxxjs2fPNgXHKtHQrl07d4O2cJ+F+TpsHu91+DwFXxfm/rNtBBBAAAEEEEAAAQQQQAABBJIRKJPMQiyDAAIIlHQBhX4auaoatLqpmUJNhazr1q1z0+SjG4up/qzmBZsPR3UDss6dO5tuaJZb88v36dPHhg0bZvfff78NGTLE9X/yySe7sFYjZ3VTM43QXbFihX311Vf29ttv2+eff24qrXDjjTe60gm6yVmiptBWdXg18lY3UKtVq5YLcNW/5qnpp8Lj4447zt1YTcdZu3btSLDr9znRttI9X/uxceNG+/bbb23NmjWRgF3b1Q3iNPpZAbjMXn75Zdu5c2dkl3SMFStWtObNm7u6w9wQLkLDEwQQQAABBBBAAAEEEEAAgSwUINjNwpPCLiGAQPYJKBRUiPu3v/3Nvv/+e1NgqmkKe1WbVm3kyJEuGIwVcirsPfjgg+3yyy93JRJ8YBrvSPfs2eNGzPbr188Fra+++qpNmDDBlUlQcFujRg2rVq2aCyk3bNjgwmaNvD311FPt9NNPdzc+U/kE9ZOoab3WrVtHAmftv+rpKuTUPDVNU5CtY1C/ajr+tm3bRsJfN7EQ/6PwXcerGsCPPvqozZkzx+2z3yWN3FUQrprBK1eutFtvvTVq33WsCrNVW/ihhx5y6/rj933wEwEEEEAAAQQQQAABBBBAAIFsESDYzZYzwX4ggEBWCyiIVZDZvn17F7gqQPRf8dd0hZ4Ke+MFtlpedWw1WjdW8Bs+eL+MAtzTTjvNGjVqZP/85z9t5syZLmBetGiRC5UrVKjg6uD27t3bjQZWsKt91PbCI4fD2/Cvtc+6edrvf/97FxbrZmgaXayg1B+P9kfHq5ulDR482H744Qfr2bOnNWnSJKnj8dtK509vprrA8tC+6dwEm0bhapqWVSgfbJqm86jzpGP1/QWX4TkCCCCAAAIIIIAAAggggAAC2SIQ/Y43W/aK/UAAAQSyTEBBqUbIDh06NEdYmOyuqg999T/ZwFX9ah09VCu3V69eptG5ixcvdiUfVGqgfv36phuYNW3a1AW8Cpc1IjUvzQeaZ599tg0aNMjt37Zt2yKhru/Lh6FXX321K8ugYFTb8uGvX66wfmr/FEZrVPGRRx7p6hPndV/Uh7y3bt2aNceV12NgeQQQQAABBBBAAAEEEEAAgZIhQLBbMs4zR4kAAikQUOi3ZcuWFPSU9y4U2OqhG5hpRG6HDh0io0oVrBZ037S+btqmR6Km0FePbG0KnMOjcbN1X9kvBBBAAAEEEEAAAQQQQAABBPIrQLCbXznWQwABBApBQAEsdV8LAZ5NIoAAAggggAACCCCAAAIIIJBlAqWzbH/YHQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIEEAgS7CYCYjQACCCCAAAIIIIAAAggggAACCCCAAAIIZJsAwW62nRH2BwEEEEAAAQQQQAABBBBAAAEEEEAAAQQQSCBAsJsAiNkIIIAAAggggAACCCCAAAIIIIAAAggggEC2CRDsZtsZYX8QQAABBBBAAAEEEEAAAQQQQAABBBBAAIEEAgS7CYCYjQACCCCAAAIIIIAAAggggAACCCCAAAIIZJsAwW62nRH2BwEEEEAAAQQQQAABBBBAAAEEEEAAAQQQSCBAsJsAiNkIIIAAAggggAACCCCAAAIIIIAAAggggEC2CRDsZtsZYX8QQAABBBBAAAEEEEAAAQQQQAABBBBAAIEEAgS7CYCYjQACCCCAAAIIIIAAAggggAACCCCAAAIIZJsAwW62nRH2BwEEEEAAAQQQQAABBBBAAAEEEEAAAQQQSCBAsJsAiNkIIIAAAggggAACCCCAAAIIIIAAAggggEC2CRDsZtsZYX8QQAABBBBAAAEEEEAAAQQQQAABBBBAAIEEAgS7CYCYjQACCCCAAAIIIIAAAggggAACCCCAAAIIZJsAwW62nRH2BwEEEEAAAQQQQAABBBBAAAEEEEAAAQQQSCBAsJsAiNkIIIAAAggggAACCCCAAAIIIIAAAggggEC2CRDsZtsZYX8QQAABBBBAAAEEEEAAAQQQQAABBBBAAIEEAgS7CYCYjQACCCCAAAIIIIAAAggggAACCCCAAAIIZJsAwW62nRH2BwEEEEAAAQQQQAABBBBAAAEEEEAAAQQQSCBAsJsAiNkIIIAAAggggAACCCCAAAIIIIAAAggggEC2CRDsZtsZYX8QQAABBBBAAAEEEEAAAQQQQAABBBBAAIEEAgS7CYCYjQACCCCAAAIIIIAAAggggAACCCCAAAIIZJsAwW62nRH2BwEEEEAAAQQQQAABBBBAAAEEEEAAAQQQSCBAsJsAiNkIIIAAAggggAACCCCAAAIIIIAAAggggEC2CRDsZtsZYX8QQAABBBBAAAEEEEAAAQQQQAABBBBAAIEEAgS7CYCYjQACCCCAAAIIIIAAAggggAACCCCAAAIIZJsAwW62nRH2BwEEEEAAAQQQQAABBBBAAAEEEEAAAQQQSCBAsJsAiNkIIIAAAggggAACCCCAAAIIIIAAAggggEC2CRDsZtsZYX8QQAABBBBAAAEEEEAAAQQQQAABBBBAAIEEAgS7CYCYjQACCCCAAAIIIIAAAggggAACCCCAAAIIZJsAwW62nRH2BwEEEEAAAQQQQAABBBBAAAEEEEAAAQQQSCBAsJsAiNkIIIAAAggggAACCCCAAAIIIIAAAggggEC2CRDsZtsZYX8QQAABBBBAAAEEEEAAAQQQQAABBBBAAIEEAgS7CYCYjQACCCCAAAIIIIAAAggggAACCCCAAAIIZJsAwW62nRH2BwEEEEAAAQQQQAABBBBAAAEEEEAAAQQQSCBAsJsAiNkIIIAAAggggAACCCCAAAIIIIAAAggggEC2CRDsZtsZYX8QQAABBBBAAAEEEEAAAQQQQAABBBBAAIEEAgS7CYCYjQACCCCAAAIIIIAAAggggAACCCCAAAIIZJsAwW62nRH2BwEEEEAAAQQQQAABBBBAAAEEEEAAAQQQSCBQJsF8ZiOAAAJFXqBUqVLuGPzPIn9AHEDWC+haC15vwedZv/PsYLERCF53wefF5gA5kCIhELz2gs+LxM6zkwgggAACCCCAQJYLEOxm+Qli9xBAoOACeiNZsWJFF7T99ttvBe+QHhBIILDffvtZ6dKlI+FumTL8c5uAjNlpEChfvnyk1+DzyESeIJABgXLlykW2wnUYoeBJBgX8v8H6d5mGQGEI8KFWYaizTQRKjgDvNEvOueZIESixAnPmzLHevXubQl2C3RJ7GWT0wPU/8LrW1qxZ47Y7YsQI++CDD2zPnj0Z3Q82VnIF9OHCpk2bIgDnnHOOVa9e3fbu3RuZxhME0i2g63DdunWRzfTv398qVapk+/bti0zjCQLpFFCoO3/+fLeJefPmWZ8+ffh/wXSC03dMgWXLlsWczkQEEEAgFQIEu6lQpA8EEMhqgW3bttnUqVOzeh/ZueIroGBj+fLl7lF8j5Ijy1YBP0po1qxZ2bqL7FcJENBISYW5M2bMKAFHyyFmo4AC3u3bt9vXX3+djbvHPiGAAAIIIJBvAYLdfNOxIgIIFBWB2rVr2wknnOBGqjFit6ictaK9nwoxNDJy7Nix7o1k165d3ajxXbt2Fe0DY++LjEDZsmVt5cqV9v7777t97tevnzVs2NB+/fXXInMM7GjRF1AZhkWLFtm//vUvdzCnn3661axZk28vFP1TW2SOQOU/JkyYYHPnznXX3mmnncY3uIrM2Sv6O+o/XB09erRt2bKl6B8QR4AAAlkpQLCblaeFnUIAgVQKtGzZ0l5++WWC3VSi0leuAhoZpBC3VatWLtg9++yz7aabbsp1HWYikGoBlaHxwe7f/vY3a9euXao3QX8IJBRQqOaD3SeeeMLq1q2bcB0WQCCVAtdcc40Ldps1a2bPPvtsKrumLwSSEvjiiy8IdpOSYiEEEMiPAMFuftRYBwEEipSA6pqqHMPOnTupq1akzlzR3VmVX9i9e3ekjuSOHTuK7sGw50VWYPPmzZF9Dz6PTOQJAhkQ2Lp1a2QrqvtMsBvh4EmGBPy3ZagxniFwNpNDgLriOUiYgAACKRTg1qApxKQrBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAgEwIEu5lQZhsIIIAAAggggAACCCCAAAIIIIAAAggggEAKBQh2U4hJVwgggAACCCCAAAIIIIAAAggggAACCCDJOX9OAAAgAElEQVSAQCYECHYzocw2EEAAAQQQQAABBBBAAAEEEEAAAQQQQACBFAoQ7KYQk64QQAABBBBAAAEEEEAAAQQQQAABBBBAAIFMCBDsZkKZbSCAAAIIIIAAAggggAACCCCAAAIIIIAAAikUINhNISZdIYAAAggggAACCCCAAAIIIIAAAggggAACmRAg2M2EMttAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQRSKECwm0JMukIAAQQQQAABBBBAAAEEEEAAAQQQQAABBDIhQLCbCWW2gQACCCCAAAIIIIAAAggggAACCCCAAAIIpFCAYDeFmHSFAAIIIIAAAggggAACCCCAAAIIIIAAAghkQoBgNxPKbAMBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEihAMFuCjHpCgEEEEAAAQQQQAABBBBAAAEEEEAAAQQQyIQAwW4mlNkGAggggAACCCCAAAIIIIAAAggggAACCCCQQgGC3RRi0hUCCCCAAAIIIIAAAggggAACCCCAAAIIIJAJAYLdTCizDQQQQAABBBBAAAEEEEAAAQQQQAABBBBAIIUCBLspxKQrBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAgEwIEu5lQZhsIIIAAAggggAACCCCAAAIIIIAAAggggEAKBQh2U4hJVwgggAACCCCAAAIIIIAAAggggAACCCCAQCYECHYzocw2EEAAAQQQQAABBBBAAAEEEEAAAQQQQACBFAoQ7KYQk64QQAABBBBAAAEEEEAAAQQQQAABBBBAAIFMCBDsZkKZbSCAAAIIIIAAAggggAACCCCAAAIIIIAAAikUINhNISZdIYAAAggggAACCCCAAAIIIIAAAggggAACmRAg2M2EMttAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQRSKECwm0JMukIAAQQQQAABBBBAAAEEEEAAAQQQQAABBDIhQLCbCWW2gQACCCCAAAIIIIAAAggggAACCCCAAAIIpFCAYDeFmHSFAAIIIIAAAggggAACCCCAAAIIIIAAAghkQoBgNxPKbAMBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEihAMFuCjHpCgEEEEAAAQQQQAABBBBAAAEEEEAAAQQQyIQAwW4mlNkGAggggAACCCCAAAIIIIAAAggggAACCCCQQgGC3RRi0hUCCCCAAAIIIIAAAggggAACCCCAAAIIIJAJAYLdTCizDQQQQAABBBBAAAEEEEAAAQQQQAABBBBAIIUCBLspxKQrBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAgEwIEu5lQZhsIIIAAAggggAACCCCAAAIIIIAAAggggEAKBQh2U4hJVwgggAACCCCAAAIIIIAAAggggAACCCCAQCYECHYzocw2EEAAAQQQQAABBBBAAAEEEEAAAQQQQACBFAoQ7KYQk64QQAABBBBAAAEEEEAAAQQQQAABBBBAAIFMCJTJxEbYBgIIIIAAAoUpULp0aStTpozpZ6lSpWzfvn22d+9e9/jtt98Kc9fYNgIIIIAAAggggAACCCCAAAL5EiDYzRcbKyGAAAIIFAWB/fbbzwW6u3btsiVLltjmzZtdqFuxYkWrUaOG1axZ081XyKuwl4YAAggggAACCCCAAAIIIIBAUREg2C0qZ4r9RAABBBDIk4BCXQW6ixcvtoULF9rXX3/twt09e/ZYnTp1rGXLltauXTtr3bq11a1bNxLw5mkjLIwAAggggAACCCCAAAIIIIBAIQkQ7BYSPJtFAAEEEEifgMot6PHtt9/a/fffbxMnTnSvy5cv78ox/Prrr6aHyjMMGjTIBg8e7ELe9O0RPSOAAAIIIIAAAggggAACCCCQWgGC3dR60hsCCCCAQCELKNCtUKGCvfTSS/bII4/YqlWrXHDbr18/a9GihSnc3bJli82ePdtGjRplL774ok2YMMFuvPFGGzhwoJtXyIfA5hFAAAEEEEAAAQQQQAABBBBIKECwm5CIBRBAAAEEipJAuXLl7H//93/tqaeeslq1atlf/vIX69q1q9WvX99UW1c3UFM5hkaNGln79u2td+/e9vjjj9szzzxjDRs2tMMPP9yVcChKx8y+IoAAAggggAACCCCAAAIIlDwBgt2Sd845YgQQQKBYCmikrm6CNnXqVHvhhRdciHvppZfaKaecYqq3qzBX5RfUtGyVKlWsU6dOLsxdvny5jR071q3XpUsXt26xROKgEEAAAQQQQAABBBBAAAEEio1A6WJzJBwIAggggECJFtBI3H379rnyCitXrrT+/fvbgAEDnIluoqbQ17fffvvNBb07duxwN1JTCQbdRE21eH/88UfXj8JfGgIIIIAAAggggAACCCCAAALZKkCwm61nhv1CAIGsFlDoF37ktsNaVsGjHgUJDP02fV++v/z06fsK/sztGMLzguv55+FlMv1age3PP/9sPXv2tF69elnlypVdgJvbfijc7dGjhx100EG2c+dOmzFjhqkfHRMNAQQQQAABBBBAAAEEEEAAgWwVoBRDtp4Z9gsBBLJaQMFfXppGkvpWkMAw2I/vTz/z02dejyG4PT0v6Prh/gr6WjYquXDxxRdb9erVrVmzZrZt27aE3eo4ypYt60bu6qZrCxYsINhNqMYCCCCAAAIIIIAAAggggAAChS1AsFvYZ4DtI4BAkRJQgLplyxZbt26du8GWD1QVDh5wwAGuNquea7pCRgWFv/zyi3377bc2f/589/rggw+2du3aufBQdV8TNfWlm36tWrXK9aF+Fi1a5PrVDcBatmzp+mvVqpXVqFHD7Vduoav627x5s6lcQXD/tQ3dbKxq1aquFEG8/dJxyWD9+vW2ffv2qD7q1atnNWvWLJTQV8esEcwaqauf2s94QXj42LSsRuvqIUMaAggggAACCCCAAAIIIIAAAtkuQLCb7WeI/UMAgawRUAiqr+3rhlwKV8uUKeMCRP1UMPj444+7m3EpVFQ91x9++MGef/5593PFihW2detWNzK0YcOGdtppp9l5551nCmYVJsZq2p5Gkqov3Qzs7bfftjlz5rjltT2VGVBAq6YbgbVv397OOeccO/nkk13YqhuFhQPeSpUq2ZgxY9x+KRyuVq2a7d692z0U0h5xxBH217/+Ne7Nw7RPOo57773X3n//fVN/2sfy5cu7fVG4rX0466yznFWs40r3NIXpasmGujp/CxcutLlz57rz2LZtW+cXtkv3ftM/AggggAACCCCAAAIIIIAAAnkRINjNixbLIoBAiRdQaNuiRQsXGipcVdCrUHD58uVuFKtGuy5evNg++ugjGz16tE2ZMsUU5Krmq0JPlQaYMGGCDR8+3IWhurlX/fr1c9SB9eHwvHnz3M3ARo0a5UJahbcamVunTh1XbmDDhg22du1ad8Ov6dOnu20rdP7DH/5gjRs3ducrGFAq7NSIVB3DmjVrbNq0adakSRNr3ry5lStXzq2joDNeU186bgXSCkAVHqum7cyZM61z585u3zTqN9lQNd52CjI9r9tWKK2we/LkydahQwfTiGr5B90Ksj+siwACCCCAAAIIIIAAAggggEA6BOK/e0/H1ugTAQQQKMICCvoUAt588822ceNGF16qPIJC12effdYFowp1X3nlFTfCVuUa+vXrZ8cdd5wdcsghLjzVCFsFviNGjHClFdSPQtJwSQaFqwpMn376aXvxxRddEHv22WfbSSedZK1bt3YjajWSVyGrwuJZs2a5cPKtt96yhx56yAXOAwcOdNsMjgjWc4XMCmE///xzu/DCC12Qee6557qgVuUYNOJVfasp4NQoXR27D0y1zAUXXGBnnHGGKwmh41W5iauvvtrtn4x27dqV9WdaxyU/he86Bp0DBe2+Ni/BbtafQnYQAQQQQAABBBBAAAEEECjRAgS7Jfr0c/AIIJBXAYV9GpWrEgYKMFWKQCNU1RTyvvfee67MgebfdNNN9qc//cmFsBrZqrq0ChIV0Hbs2NGNuNXIW5VCCDYtowBYo36ffPJJO/LII23o0KEujFXQqtA0GNYqoOzUqZO1adPGLavtaj3Vu9X2fTAb3Ibq4Godjf5VAK1j0KhdhcQ+1NV62pYCT+2TjlfHr/kq/aD+Vb5BI3+1ro5J/ahUQ7Y3b7J06VK76667XGmNwYMH25lnnumOKdv3n/1DAAEEEEAAAQQQQAABBBBAoDQECCCAAAJ5E9DIVYWbCjz1U2Gngk+N5B05cqR16dLFnnjiCbvkkktcqKoQ1oelWlchr0oqaKSuyh+ER4ZqROy4cePsqaeecmUSHnzwQTeaVn0oBA4vr9cKYBVWduvWzYYNG+bq777++uuuHwWy4aZ916hgjdxV6QaFu+rHj8rV8pqvm75phLHKFOgYfdNyWn7Tpk2uDIRuBqeRvuq3KDQdi4L4IUOG2MSJE02hrs6X7MO+ReF42EcEEEAAAQQQQAABBBBAAIGSJ0CwW/LOOUeMAAIpFlCgqseSJUvcTcMUrKrcQW7NrxNeRoGjavZ++OGHbvTsn//850jd20SB4/9v706A9arru4H/gYSErKxhTSAkJAHCDkkgQIqoyA4jdWgB6zBUimiBQanLYFv7Tq1TpBsFxo5thwGK4lYXqizKUkAIsu9IQDGskZ0khADvfP/Ok7ne3oSb5J57n3ufz5m57733ec75L5/zvGq/+d3fSdiaMHbWrFnl+OOPr60c8sC1ntoi5NwEvukpmzYKqbpN4Jx1tY68lnD5rLPOKv/8z/9cz8saWmtPiPviiy/W/sIJdvMwt1aA3RqjHb9nnXlQ2jnnnFOuvfba8qlPfap89KMfrUH7YFh/O5paEwECBAgQIECAAAECBAj0v4Bgt//NzUiAwBATSNiZQPD0008vp556ag1LE7B2rX7tvuVc01NQm1YLCXZ/+ctfli222KIce+yxNazt6dzuY+b3nJcq4EMPPbQGlRkrgXPXwDbntYLdVOxmzgULFtRwN8FyK7idP39+rcbN+Rnnlltuqdfl/ZyXB7fluoyVNgxpS7GqPfe03v58LetOG430Fk77heuvv75W6Z544om1r27W0lvn/ly3uQgQIECAAAECBAgQIECAQE8Cgt2eVLxGgACB1RBIGJivPNgsQWkCxDWt/Exg+sQTT9Q+r3mI19Zbb13HXp3AMZW06Z87ceLEWlGbkLgV1ra2lfFSsTt9+vQadia4feaZZ2pg2wpuf/rTn9brso4EoqkiznsJgvOVit60cUj7goyT7+0a7Gbd2W8qdM8777zy85//vBxzzDE1iN9+++3rftb0nrVMfSdAgAABAgQIECBAgAABAv0pINjtT21zESAwpAWGDx9e97c2AWECyFTY5kgwuyY9axPa5iFmm2yySVmyZEl58sknayDbFT/nJJzNw9vS63fhwoXl6aefXlEdnIeoJfzcfPPNy9FHH12mTJlSf09P3YS3qUhetGhRbfeQyuI8SC37X50Auut6mvw5+8yas5+vfOUrtV9wKprTEzmhbta8NvesybUbmwABAgQIECBAgAABAgQIrExAsLsyGa8TIEBgNQUSHiYkTDi7pkeufe211+rl48aNW+OgNOOMGTOmVuAmjO3pyFrzlSrjhLS/+c1vajibXrv3339/DZhTiXvUUUeV3XbbrfbYveuuu2pYnHYPzz//fK3yTXVw5mvHat2sKz2GH3zwwfLpT3+6hrrpP/zFL36xbLvttrWvcAwcBAgQIECAAAECBAgQIEBgsAkIdgfbHbNeAgSGtEDC0W222abu8amnnqpVtWuy4aVLl5bnnnuuBrdppbCqI/1x0y83VbtpBZFrr7vuurJs2bKy6667lgMPPLB+z3vXXHNNefXVV2vFboLdVPkm2M177RaQtip177333nLKKaeU++67r5x99tnlzDPPrP2Lsz8HAQIECBAgQIAAAQIECBAYrAKC3cF656ybAIEhKZBgN5WkCSUT7K7JkWsT0r744otlww03XNFuoHvw2vp9p512KiNHjqzXJKxN+4cEuDNmzKhrSduFLbfcsuy111418E2bhsWLF9fzs95cnzlb463Jmvv6mqw5x09+8pP6ULu0o/jSl75UTjjhhNpeQuuFvhY3HgECBAgQIECAAAECBAj0t4Bgt7/FzUeAAIFVCCQonTZtWu1ZmweT3XDDDbUaNsFpb460HshDzPLgs4ceeqiOM3Xq1B5D1wSxOT8Vu+PHj69B7cMPP1wD5XyfPXt2fXhbWhmkF++8efNqe4asK2MnPB41alRt5dBOFbvp9Zt2Epdddln5m7/5m/qQt3PPPbd8+MMfrv2E49hOIXRv7qtzCBAgQIAAAQIECBAgQIBAd4HeJQXdr/I7AQIECDQikErSyZMnl3333bdWzn7ta18r6ZGbYPe9wt28n4B1wYIF5corr6z9chPGbrTRRqsMMvPws1Tkprfv7bffXu64447ajmHu3Lm1ZUFaM+RhbPvvv39dw/z58+uDyH7729/W4DitIxIQD3RYmjVk/9nHpZdeWi644IJq9+d//uflYx/7WK3UzRoTnnc/8nqqfBOKp3+wgwABAgQIECBAgAABAgQItLvA7/5Wtd1XaX0ECBBoE4GEpwkQcyREzFcrcG0Fq3mtp5Azr7W+VradvJ+Hph122GG1KvZHP/pROeigg8oHP/jBGqImfEz423X8VqCZ1/IAtEsuuaT84he/KMcee2w55phjegwyu86f9U6ZMqVWtt500011P1tttVVtsTB27Nga8ibwTCXx9ttvX8PftIlI4JvfR4wYUR9Q1nVNXcfvj59bwXLaT6T9wj/90z/VfZ9xxhnltNNOq3tqBbrZb/cjr+UBci+88EKtQk7Ynfs5kHvqvka/EyBAgAABAgQIECBAgACBrgKC3a4afiZAgMB7COSBW62AMAHrkiVL6p/957IEnek/m9YFPR0JChPMtoLhns7Ja+lfu+eee5aTTz653HXXXeWv/uqvyuuvv14OP/zwWkGbczJWK8zMOvKVUPe//uu/ykUXXVT74x533HFlxx13rA87W9lceT3XTp8+vdx5553llltuKWPGjKlhcr533WtaHCRgTjVw2jHkoWzpw5vrBzoAjUeMbrzxxvIXf/EXdQ+f//zny/HHH1/vUWsfK3MYPXp0bV9x+eWXl913372cc8459V5lbw4CBAgQIECAAAECBAgQINCOAoLddrwr1kSAQNsJJDhMcHv33XfXVgcJeBN0vvTSS+XBBx+s6/3hD39Y7r///tpCoesGWqFnWizMmTOntjVovdb1vK4/Z/yEu+eff3754he/WBJS/vjHP65VuBlj0qRJJdW0mT/Vs9dff3359re/XdeX97/whS+UffbZp4adXcft6eeEl6nYTbiZ9goJQQ8++OD6eyvYzGtpUZDXv/vd79YQOS0YEuy+1156mrOvX0vFbVowxCH9ddPKItW7aWXRm/Xl4XE333xzSW/hCRMm9Oqavt6D8QgQIECAAAECBAgQIECAwOoICHZXR8u5BAh0rEAqbRMc/u3f/m255557alVuwsQEnwkScyRETNjb/UiwuHz58ho2pqXB+973vnrKqgLHjJuwMSHtv/3bv9WesQlUP/OZz5RNNtmkhq4JdrOmVKq+/PLL9QFnn/3sZ8vRRx9dtt1229om4r0qVbOQnLPDDjvUB6jl9+x1v/32q/1mW9fne/aWsHjDDTeswW7Wl/YMrXO677s/f0/1ctbx6quv1nsTq6uuuqrXa8v1CdNzpOraQYAAAQIECBAgQIAAAQIE2l1AsNvud8j6CBBoC4EEraloTXuEVMnm94SB+Wq1WEjAu7KwNudvvvnmtTI256zsvO6bHTVqVNl1113Lxz/+8bLXXnuVRx55pCxcuLA888wzNdRNj9v0g504cWJtpzBr1qySStoEyZmzN0cC0TxgLXOk0jXrTHico/s6s55zzz23/OpXvypTp04tW2+99f85pzdz9vU52e/48ePLKaecUquKU129Okf2mXuZ/cUyoX07BNarswfnEiBAgAABAgQIECBAgEBnCQh2O+t+2y0BAmsokJA01bYnnHBCDf0SAq7ukfAxgWOrwrc312fefKVVQtoepEL36aefLs8++2wNmBPAJtjdcssta2uGjL+yHr8rmy+hZqp0582bV3voZp2pAu4e6ub3vHfkkUfWtgypcE2P4XYIQGOU4D0PmjvkkENqSLuy/a7q9ewx+0qf4+77X9V13iNAgAABAgQIECBAgAABAv0tINjtb3HzESAwaAUS9CVYHYgjYW2+Ukmah5alUjeVwglVE2rm+9qsLXtLmJmv9zrSqqAd2xXEoLd7eK89ep8AAQIECBAgQIAAAQIECLS7gGC33e+Q9REgQKCLQMLLfDkIECBAgAABAgQIECBAgACBzhZYt7O3b/cECBAgQIAAAQIECBAgQIAAAQIECBAYfAKC3cF3z6yYAAECBAgQIECAAAECBAgQIECAAIEOFxDsdvgHwPYJECBAgAABAgQIECBAgAABAgQIEBh8AoLdwXfPrJgAAQIECBAgQIAAAQIECBAgQIAAgQ4XEOx2+AfA9gkQIECAAAECBAgQIECAAAECBAgQGHwCgt3Bd8+smAABAgQIECBAgAABAgQIECBAgACBDhcQ7Hb4B8D2CRAgQIAAAQIECBAgQIAAAQIECBAYfAKC3cF3z6yYAAECBAgQIECAAAECBAgQIECAAIEOFxDsdvgHwPYJECBAgAABAgQIECBAgAABAgQIEBh8AoLdwXfPrJgAAQIECBAgQIAAAQIECBAgQIAAgQ4XEOx2+AfA9gkQIECAAAECBAgQIECAAAECBAgQGHwCgt3Bd8+smAABAgQIECBAgAABAgQIECBAgACBDhcQ7Hb4B8D2CRAgQIAAAQIECBAgQIAAAQIECBAYfAKC3cF3z6yYAAECBAgQIECAAAECBAgQIECAAIEOFxDsdvgHwPYJECBAgAABAgQIECBAgAABAgQIEBh8AoLdwXfPrJgAAQIECBAgQIAAAQIECBAgQIAAgQ4XEOx2+AfA9gkQIECAAAECBAgQIECAAAECBAgQGHwCgt3Bd8+smAABAgQIECBAgAABAgQIECBAgACBDhcQ7Hb4B8D2CRAgQIAAAQIECBAgQIAAAQIECBAYfAKC3cF3z6yYAAECBAgQIECAAAECBAgQIECAAIEOFxDsdvgHwPYJECBAgAABAgQIECBAgAABAgQIEBh8AoLdwXfPrJgAAQIECBAgQIAAAQIECBAgQIAAgQ4XEOx2+AfA9gkQIECAAAECBAgQIECAAAECBAgQGHwCgt3Bd8+smAABAgQIECBAgAABAgQIECBAgACBDhcQ7Hb4B8D2CRAgQIAAAQIECBAgQIAAAQIECBAYfAKC3cF3z6yYAAECBAgQIECAAAECBAgQIECAAIEOFxDsdvgHwPYJECBAgAABAgQIECBAgAABAgQIEBh8AoLdwXfPrJgAAQIECBAgQIAAAQIECBAgQIAAgQ4XEOx2+AfA9gkQIECAAAECBAgQIECAAAECBAgQGHwCgt3Bd8+smAABAgQIECBAgAABAgQIECBAgACBDhcQ7Hb4B8D2CRAgQIAAAQIECBAgQIAAAQIECBAYfAKC3cF3z6yYAAECBAgQIECAAAECBAgQIECAAIEOFxDsdvgHwPYJECBAgAABAgQIECBAgAABAgQIEBh8AoLdwXfPrJgAAQIECBAgQIAAAQIECBAgQIAAgQ4XEOx2+AfA9gkQIECAAAECBAgQIECAAAECBAgQGHwCgt3Bd8+smAABAgQIECBAgAABAgQIECBAgACBDhcQ7Hb4B8D2CRAgQIAAAQIECBAgQIAAAQIECBAYfAKC3cF3z6yYAAECBAgQIECAAAECBAgQIECAAIEOFxjW4fu3fQIEOkBgvfXWK6NHjy75/u6775Z11lmnfu+69a6vrenPa3pd1tH12q7rav3c9f3V/bkvx2iNle9ruo7VHaPr+T393HUdPb3f5Gtd5+7687Bhw8qyZcuqUeYfMWJEk8swNoEeBUaNGrXi9a4/r3jRDwT6QWCDDTZYMUv+u9hBoL8Fhg8fXqdcd101Tf1tb77fCfjs+SQQINCkgGC3SV1jEyDQFgKvv/56ufXWW2vQlmDXQaBpgfwjwltvvVU/c5nr17/+dXnyySfLyy+/3PTUxidQBRKg3XPPPSs07r777voPDG+88caK1/xAoGmBsWPHlgceeGDFNHfccUeZNm1aWbJkyYrX/ECgSYHx48eXZ599tk6R//zL53H58uX/5x/4m1yDsTtXoBXo+s+8zv0M2DmB/hAQ7PaHsjkIEBhQgYceeqjst99+A7oGk3euQCp5L7744vrVuQp2PtACJ5100kAvwfwdLND6i4ajjjqqgxVsfSAF8hl87LHHysyZMwdyGeYmQIAAAQJ9LuDvUfqc1IAECBAgQIAAAQIECBAgQIAAAQIECBBoVkDFbrO+RidAoA0Epk+fXv7lX/6l/mm8VgxtcEM6YAmtVgwnn3xyWbRoUcn3M888s7zyyisdsHtbbAeBtGKYP39+OfXUU+tyvva1r5W99967aMXQDnenc9aQVgxXX311Oeecc+qmr7jiijJlypSydOnSzkGw0wEVGDduXPnLv/zL8r3vfa9+9i677DKtGAb0jnTW5K1WDB/5yEfKwoULO2vzdkuAQL8JCHb7jdpEBAgMlED+R/0HPvABPXYH6gZ04Lx5eNqbb7654qFpO+ywQ9lll106UMKWB1Kg9cCgrCHtaHbeeeeBXI65O1TgxRdfXLHzefPmlS222GLF734g0B8CkyZNqtPkHxpmz57dH1Oag8DvCXiA6e9x+IUAgT4WEOz2MajhCBBoP4G33367VqmlQkjFbvvdn6G4olTsLlu2bMXnTXXaULzL7b+nrtW5XX9u/5Vb4VASWLx48Yrt5GGmDgL9LZD/Ps7xzjvv9DgiI60AACAASURBVPfU5iNQBXz2fBAIEGhSQI/dJnWNTYAAAQIECBAgQIAAAQIECBAgQIAAgQYEBLsNoBqSAAECBAgQIECAAAECBAgQIECAAAECTQoIdpvUNTYBAgQIECBAgAABAgQIECBAgAABAgQaEBDsNoBqSAIECBAgQIAAAQIECBAgQIAAAQIECDQpINhtUtfYBAgQIECAAAECBAgQIECAAAECBAgQaEBAsNsAqiEJECBAgAABAgQIECBAgAABAgQIECDQpIBgt0ldYxMgQIAAAQIECBAgQIAAAQIECBAgQKABAcFuA6iGJECAAAECBAgQIECAAAECBAgQIECAQJMCgt0mdY1NgAABAgQIECBAgAABAgQIECBAgACBBgQEuw2gGpIAAQIECBAgQIAAAQIECBAgQIAAAQJNCgh2m9Q1NgECBAgQIECAAAECBAgQIECAAAECBBoQEOw2gGpIAgQIECBAgAABAgQIECBAgAABAgQINCkg2G1S19gECBAgQIAAAQIECBAgQIAAAQIECBBoQECw2wCqIQkQIECAAAECBAgQIECAAAECBAgQINCkgGC3SV1jEyBAgAABAgQIECBAgAABAgQIECBAoAEBwW4DqIYkQIAAAQIECBAgQIAAAQIECBAgQIBAkwKC3SZ1jU2AAAECBAgQIECAAAECBAgQIECAAIEGBAS7DaAakgABAgQIECBAgAABAgQIECBAgAABAk0KCHab1DU2AQIECBAgQIAAAQIECBAgQIAAAQIEGhAQ7DaAakgCBAgQIECAAAECBAgQIECAAAECBAg0KSDYbVLX2AQIECBAgAABAgQIECBAgAABAgQIEGhAQLDbAKohCRAgQIAAAQIECBAgQIAAAQIECBAg0KSAYLdJXWMTIECAAAECBAgQIECAAAECBAgQIECgAQHBbgOohiRAgAABAgQIECBAgAABAgQIECBAgECTAoLdJnWNTYAAAQIECBAgQIAAAQIECBAgQIAAgQYEBLsNoBqSAAECBAgQIECAAAECBAgQIECAAAECTQoIdpvUNTYBAgQIECBAgAABAgQIECBAgAABAgQaEBDsNoBqSAIECBAgQIAAAQIECBAgQIAAAQIECDQpINhtUtfYBAgQIECAAAECBAgQIECAAAECBAgQaEBAsNsAqiEJECBAgAABAgQIECBAgAABAgQIECDQpIBgt0ldYxMgQIAAAQIECBAgQIAAAQIECBAgQKABAcFuA6iGJECAAAECBAgQIECAAAECBAgQIECAQJMCgt0mdY1NgAABAgQIECBAgAABAgQIECBAgACBBgQEuw2gGpIAAQIECBAgQIAAAQIECBAgQIAAAQJNCgh2m9Q1NgECBAgQIECAAAECBAgQIECAAAECBBoQEOw2gGpIAgQIECBAgAABAgQIECBAgAABAgQINCkg2G1S19gECBAgQIAAAQIECBAgQIAAAQIECBBoQGBYA2MakgABAgQItJXAOuusU9Zdd936lZ9zvPPOOyu+2mqxFkOAAAECBAgQIECAAAECBHohINjtBZJTCBAgQGDwCSTAHT58eFlvvfXKyy+/XBYsWFAWLlxYXnzxxTJs2LAyceLE+jV58uTy7rvvljfffLN+H3w7tWICBAgQIECAAAECBAgQ6EQBwW4n3nV7JkCAwBAXSHCb48knnyw33HBDuemmm8rTTz9dFi1aVAPcBL5jxowpm2++eZkzZ0457LDDytSpU+s1b7/99hDXsT0CBAgQIECAAAECBAgQGAoCgt2hcBftgQABAgRWCKRS94033ii/+MUvyn//93/XYHfx4sVlk002KRMmTCjjxo0rOeeFF14oDz30ULnjjjvKo48+Wk488cQya9as+l4qeB0ECBAgQIAAAQIECBAgQKCdBQS77Xx3rI0AAQIEVlsgrRduvvnmct5555X58+eXvffeu3zmM58pM2fOLFOmTCkbbbRRbbnw3HPPldtuu61cfPHF5fLLLy/PP/98+eu//uuy4447FlW7q83uAgIECBAgQIAAAQIECBDoZ4F1+3k+0xEgQIAAgUYF8pC0Cy+8sDz88MPlk5/8ZLniiivKcccdV2bMmFF767722mvl9ddfL6NHjy4HH3xwff+P//iPy//+7/+W888/vyxfvrzR9RmcAAECBAgQIECAAAECBAj0hYCK3b5QNAYBAgQItI1Aqm1PO+20ssEGG5RddtmljB07dpVrGzFiRPn4xz9eWzOkfcOdd95Z9thjj/rQNS0ZVknnTQIECBAgQIAAAQIECBAYQAEVuwOIb2oCBAgQ6HuBd955p+y77761X27aLqSfbgLankLavJYgOEHuzjvvXF5++eVy//3313NznYMAAQIECBAgQIAAAQIECLSrgIrddr0z1kWAQNsK5E/9ewr9Eij2FB7m/PR9zVfez5/6r0kP14zTGqu1hlYwmbkzZk/z9wTZur77eyvbQ/fzsv+M0f3I/BljII+sIVW6+d6btgpZbx6otvHGG1fDZ555pl7b0z0eyH2ZmwABAgQIECBAgAABAgQIdBUQ7HbV8DMBAgR6IZAAddmyZTUE7Br+5U/6u4adCXKHDx9eli5dWhYtWlTS2zWvbbrppjV4zDi9CUEzR8Z58803a0VpxsnXkiVLyqhRo+pY48ePL2PGjKnnJcxcVcCbNWburKt15Pxhw4bV6/P+qq7PerLurCdzdTfIOL3ZV2vuJr5nf709sv7FixeXN954o+5l5MiR9dJVGfR2bOcRIECAAAECBAgQIECAAIGmBAS7TckalwCBISmQsO+uu+4qTz/9dA13uwa5f/AHf1CrPluBYMLCV155pTzxxBMlvVt/+ctf1r6vc+bMKbNnz64Bb6uKd2VYCR0z3osvvlgfBvbggw+Wxx9/vPzqV7+qYfFmm21WtttuuzJ9+vSy4447lilTptSgt3Vd93Gz3pdeeqmuJWMkhM34CWLXX3/9su2225aZM2d2v+z3fs/5jzzySFmwYEENdzNm5kvIu80225QddtihbLLJJgMe7v7eolfyS9Ydg7RfeOCBB2pQnr68Xe/rSi71MgECBAgQIECAAAECBAgQGFABwe6A8pucAIHBJJAQMGHtn/3Zn9Wwtvvar7766rL55pvXathXX321XH/99eXv/u7vymOPPVZDzwSIOb7+9a+XD33oQ+Xzn/98DVFT/dvT0Qpn0/f1q1/9avn2t79dH/CVcRKcbrHFFuWWW24pV111VQ1RM/fJJ59c/vRP/7SkgrcVMHcdOxW+V1xxRR0vwWzmyNE6d//99y+XXnppGT16dNfLVvyc87O3L3/5y3XevNF1jEmTJpXTTz+9fOpTn6oVsCsubNMfWqH2v//7v5fcv3nz5pWDDz64rnagq47blMyyCBAgQIAAAQIECBAgQKBNBAS7bXIjLIMAgcEhsMEGG5R/+Id/KE899VQNUxO63njjjeW6666rv6e362233VYuuOCC8t3vfrdWgP7hH/5hef/7318ralMtm2D3O9/5Tq3uPe2002q4m7YGXY+Et2kN8POf/7x86UtfqhWlCR2POeaYsttuu5UNN9ywVpWm5UDGzHmZ7ytf+Ur52c9+Vs4999yyzz771NYPXQPKtG9IcJnK2pz3j//4j/X3BLoJilOxm5YOraC365ryc15PP9qzzjqrHHnkkTVoTrj84x//uJx66qnl0EMPrRW7Xds8dB9joH6PadplpEo6bqmmvvvuu8uFF15YfvCDH5S5c+eWs88+u1bw9qY370Dtw7wECBAgQIAAAQIECBAgQCACgl2fAwIECPRSIKFm/kQ/bRR23333GhCmJcPzzz9fg91Uuf7oRz+qwe/tt99e9tprr3LKKaeUGTNmlC233LJW0aY6N6Hs5MmTa9Cbn3vqB5sQ8r777iv/7//9v7Jw4cJy5pln1tB02rRpdZy8n8A263nrrbdqIJsWApk/Fbd///d/Xz73uc+VtIdIhW3ryFzp8TthwoQa4F522WW1dcMBBxxQA+bugW7mSRCauTJPjlToZq58pRr53nvvrWMm1E34nDl62lNrDf39PevN+ufPn1++//3v11A+ryXYTSie/sd/9Ed/VI4//viyxx57tNXa+9vKfAQIECBAgAABAgQIECAweAQEu4PnXlkpAQJtIJDgM71o84CtfE9rhrQ3SFB45ZVXljvvvLM8+uij5YgjjignnnhirQJNOJpAN1W5CWITiKaVQqpHUwHcPQTNeOn3moA2oelnP/vZ8tGPfrRsvfXW9dxUk7ZC1pBk7oS1Bx54YEkrhLx3+eWXl29961tl4sSJZauttvq987OHzJ2wOaHzb37zmzrGxhtvXB/K1qrwzbqfffbZGoCmEjnjZO68n4e5pbI346RX79SpU+v64pJK43Y8cg/S7/jmm2+uD6FrrTEtLFKxvO+++9Y9tev6W+v1nQABAgQIECBAgAABAgQIRECw63NAgACB1RRIsJmvhLQJOhOUpqr1oosuqgFrWi+kD28eZJbgt2sIm+sS8CZMzHX5Pd9bR0LatDFI39xrrrmmVtymxUHaH+S6rue2rslrCS2zngS56W+bQDjXJ3BNu4fuR9aU4DYPSvvGN75RWyokYM56Wkf29pOf/KSk+jhhdPr3Zo4cOS/v56FueShcWkQk5M24Pa2xNeZAfM964pqHuqUyN3tOwJtAO1W7v/3tb2s7jVQxz5o1q1Ywdw/bB2Ld5iRAgAABAgQIECBAgAABAqsSEOyuSsd7BAgQ6IVAgsN8pYL1jDPOKCeccEINYldV+ZlQtKcjAfGDDz5Yg8YEpWnBkBYPCRrfKzBN2JoAM4HySSedVNs4JJjNelJJ2/X6/Jzxd95551q9+swzz9QQOsFt3svXk08+WdKqIS0Mpk+fXiuCE47mnFYA/dxzz9V2Bqn8zTq7BsM97W8gX0uVdCqpE0Jn/WlRcc8999QH3CXczs/x/vCHPzyQyzQ3AQIECBAgQIAAAQIECBDolcDvSq96daqTCBAgQKAngYSgCV6/+tWv1pYJaaWQCto1ORKaJlBNYJoHmaVnbSto7c14OTdzpy1Dwtj0j00f3ASZXY8EsAl2U4mb9aZ9RPoFJ1jOkfNvuOGGFS0LUi187bXX1n3mvZz3wgsv1OtS+ZuAOOO0c6VrbFJRnAfIpZI6695zzz3Lf/zHf5RPfOIT1T338NZbb60BdXezrn5+JkCAAAECBAgQIECAAAECAy0g2B3oO2B+AgSGjEB60KYXbQLENT0S7C5YsKC2OUiwm162q3sktN1uu+3KZpttVlslZLwcXYPKnJOxt99++/owtoTJqdpNYNsKbn/605/WsDYPYEubgquvvrq+lzXmvITGjz/+eD0nVcKpCm7nit2eHLOXtLlIH+NU66a1xL/+67/WfbRC7p6u8xoBAgQIECBAgAABAgQIEBhoAcHuQN8B8xMgMGQEEhLmWNtgd+HChXWcPCxtTYPSVM8m2M31v/71r38v1G2BJ8BNGJv2CqkQzrwJe3NNQt777ruvPozt6KOPLjvuuGN9oFselNbqz5uK3VyTPr6Zr2tw3Jqj3b/nXuUrwfUhhxxS5syZU3sKJ7Bu9S1u9z1YHwECBAgQIECAAAECBAh0poBgtzPvu10TINCAQCvQXduAs1WlmwB1TcfKWlp9fNdff/0ed9sKNfMwsVTfJqTNuWm7cNttt9VWC2mxcNhhh5Xdd9+99qS95ZZbSnoHp41Dgt08gCzXJ9Ru7b/Hydr4xaw77RlSdbzffvvV9hMPPfRQfYjdmvq38XYtjQABAgQIECBAgAABAgSGiIBgd4jcSNsgQGBoCKRaNm0UcqQ6tlUFvDq7Sxj5yiuv1CrchMQJLFcVuia8TbCZYDdVqgl2r7nmmvowtJ122qlMmzat9utNBXDaMbz22ms1cH722Wfrg9MS7KZtwarmWJ31D8S5cU/V8cYbb1ynj1/6BQt2B+JumJMAAQIECBAgQIAAAQIEeiMg2O2NknMIECDQTwIJGCdPnlw22GCD2kLh5ZdfXu2ZEwY//PDDNdhNi4H00U3o2j14ze8JLtNmIX1mU32btg15sNiNN95Y9thjj7LNNtvU1gwJdffff/+Sit2XXnppReuGPIAs4e9grtgNcNafwDotKRJSp19yQvHuZqt9M1xAgAABAgQIECBAgAABAgQaEhDsNgRrWAIECKyJQKpEUyGbB6elz+u3vvWtOkxvK3cT1CaQ/MEPflDD3fTpbQW73dfTCi0T7G600UYlFbj33ntveeSRR2r1btoSbLnllrWad5NNNinz5s2r7Rhyzl133VXPSSCcit92qthdkyrbBNTpK5wWDPHLnhKuJ2h3ECBAgAABAgQIECBAgACBdhQQ7LbjXbEmAgQ6ViDB7sSJE8uHPvShsummm5YLLrigBqgJKxOerurI+/m66aabypVXXlkD4uOOO672zV3VdWPGjKlBctow3HrrrbUqN+Psu+++ZfPNN6+tGTbccMP6++jRo+s5N998c3n99ddLguOEwllfKyhe1VxNv5d1ZF3pAZzWCr0JxLPXuF9//fW11UT6Caclw2CvQm7a2vgECBAgQIAAAQIECBAgMLACgt2B9Tc7gUEhkAdq9Ta0y3kre1jXoNjseywylZ0JDbt+5bUc2ffIkSNX+pX3e1tN+v73v78klH3sscfKl770pXL33XfXaxNWJohsjZPv+T2Ba460UPjyl79ce+weddRR5X3ve9+Kh6jVE1by/+ywww51nBtuuKEGt7vuuuuKdgSpWs0cCZpnzZpVq3Wvu+66Gvimurg34elKpu3Tl2OR1hWnn356OeOMM8pVV11V1zh27Nh6b3KfWm5ZcypzU5Wb44orriiXXHJJyblnnXVWvb+9/cz36SYMRoAAAQIECBAgQIAAAQIEeinwuzSilyc7jQCBwSOQB2DNnz+//nn92gStCSrz5+kJMntz5Lycn4dsLV26tDeX9HhOqkfTBmDvvffu9dw9DtRHLyYQTFXn888/X9sR5Oe4pn3BokWL6iwJYROwZu09HQkN06v2ve5Hrk+P12OOOaa2RciDzPJws6OPPrp6pIo2LRAyTu7zq6++Ws+77bbbyne+851y33331VD4sMMOq9W0qWBd1ZG9JNhNqHv77beXtF34kz/5k5JK3ryXI98ThH7wgx8s559/fg2cd9tttzJjxozarqAdQtBWaJtw99prr60B9OGHH17mzJlTq6DHjx9fUnnccst9ywPjEoYn1I3xxz72sfKBD3yghuHaMKzqU+M9AgQIECBAgAABAgQIEBhoAcHuQN8B8xNoSGD58uXlhz/8YQ1Yu1Z4ru50CewS7qaysTfhXc7Ln/P/7Gc/W1EduSZzJkg85JBDSv4svreh8urOszrnx/CNN94o3//+92vv2gSqqQBNaPrggw/WoS6//PIaKCYQ7G6V12bOnFlSRbuynrdd15NQPOd97nOfq/v/n//5n/Loo4+W9L3da6+96kPNEhTnQWYJJ2Oe9giZ5yMf+Uj5xCc+Ubbbbru6vq7j9vRzrKdOnVqrVfNzguWDDjqotjLI7zkyboLd9Nm9+OKLa8Cd16dPn942fWhjnsA7Fc4XXXRR/QymlUWC8dmzZ1ez9C5O1XPC8AULFpQ777yzpPo4oW9C3QTa3e9dT2ZeI0CAAAECBAgQIECAAAECAy0g2B3oO2B+Ag0JpHI0f4afqsQ8DOu9qkTfaxm9DbtyXuZam/kSLCYwTLjYajHwXutr+v0Eu4sXL669ax944IHy1ltvrWhBkD/rT8iaateVOWVPqfbdZZddypQpU+pyV3Zu3kyQmiPnXnjhheUb3/hGDSsvvfTSkq9cm8A9AXOOhK6poP30pz9d0sYha8oae3NkroTACZJzZM4E6rmHrXVkvhjkQWup0n3yySfrNQmEV7WP3szfV+dkHana3WOPPWr4nKD7m9/8Zg14E+AmpO661hglnE9l8yc/+claDZ1zWmF2X63LOAQIECBAgAABAgQIECBAoAkBwW4TqsYk0CYCefhVQt38af7aBK39vZ2EoAkWU53aLkcC1LQoyEPJ1jT4SzDaNSztzd5ac6UNQ1oEPP3007UNwuOPP16ee+652rIhQWwC1jzILGFvwthWINubOXJuqli/8IUv1GA460xQ3H2MhKIJi1Oxm4rw7KU1X2/m6a9zWmap0k0rj1RaP/zww/X/L8Qv+0g7i7hNnjy5tsdIpXlvg/D+2od5CBAgQIAAAQIECBAgQIDAqgQEu6vS8R6BQS6QKtL8+X/6p+bP9VOh2O5HwsSsN+tOj9d2OlINmj/Zb/VyXd21ZW+tr9W9thWi5p6mncDcuXNrEJnXE0omYE316ZqOn/WkOjqtDDJGgtuVHTHIZynnJUTtWgW7smsG4vWE02njkdA6n6Wdd955Rf/jvBe3vJ8ge23cBmJv5iRAgAABAgQIECBAgAABAoJdnwECQ1wgYdYBBxxQ/vM//7MGXO2+3fSWzXp32mmntlzqQFV1toLHBKoJKRPAtsLV1nurCmN7g5mQtlXtuqrz13aeVY3dl++1XDJmAtwEua1/3EgY3Xp/sOynL22MRYAAAQIECBAgQIAAAQKDX6D9y/cGv7EdEBhQgQkTJtQ/R8+fng+GI+vMn89n3Y7/K5BAMuFrAua0h8j3dq6a/b87GJhXEuImwE2bj3xxG5j7YFYCBAgQIECAAAECBAgQ6DsBwW7fWRqJQNsKTJo0qcybN6+2EEjA1Y5H1pUWB1ln1usgQIAAAQIECBAgQIAAAQIECBBYuYBgd+U23iEwZATy0K9DDz20/jl6u/ZDzbry5/JZZ9brIECAAAECBAgQIECAAAECBAgQWLmAYHflNt4hMGQE0ld0m222KXPmzKkPyOpNH9X+3HzWkwd3ZX1ZZ6sPan+uwVwECBAgQIAAAQIECBAgQIAAgcEkINgdTHfLWgmshcCoUaPKUUcdVQPUgXoA2MqWn/Uk2M36sk4HAQIECBAgQIAAAQIECBAgQIDAqgUEu6v28S6BISOQKtidd9657LjjjmXs2LGlXXrtZh1ZT9aV9anWHTIfORshQIAAAQIECBAgQIAAAQIEGhQQ7DaIa2gC7SYwbNiwctBBB5Wtt966vPnmm22xvKwj68m6sj4HAQIECBAgQIAAAQIECBAgQIDAewsIdt/byBkEhpTA3Llzyw477FBD1IF+kFrmT5ib9WRdDgIECBAgQIAAAQIECBAgQIAAgd4JCHZ75+QsAkNGYPjw4WXPPfesYery5csHdF+Zf9q0aXU9WZeDAAECBAgQIECAAAECBAgQIECgdwKC3d45OYvAkBKYM2dO2WuvvcrSpUsHdF+ZP+vIehwECBAgQIAAAQIECBAgQIAAAQK9FxDs9t7KmQSGjMC4cePKzJkzy9SpUwfsIWp5aFpaMGQdWY+DAAECBAgQIECAAAECBAgQIECg9wKC3d5bOZPAkBKYMWNGmTdvXlm2bFnp7167mS/zHnjggWX69OlDytVmCBAgQIAAAQIECBAgQIAAAQL9ISDY7Q9lcxBoQ4EJEyaU2bNnl0033bSss846/brCzJd504Ih63AQIECAAAECBAgQIECAAAECBAisnoBgd/W8nE1gSAlMnDixVs2ut956/daSIS0YMl+qdbfZZpsh5WkzBAgQIECAAAECBAgQIECAAIH+EhDs9pe0eQi0ocBGG21UjjjiiDJixIh+DXYzX+bN/A4CBAgQIECAAAECBAgQIECAAIHVFxDsrr6ZKwgMGYF11123pGp3n332KWPGjClvv/12o3vL+Jkn82XezO8gQIAAAQIECBAgQIAAAQIECBBYfQGpyuqbuYLAkBLYYIMNypFHHlnGjx9fH2jW5ObywLTMk/lGjhzZ5FTGJkCAAAECBAgQIECAAAECBAgMaQHB7pC+vTZH4L0F8iCzXXfdtUybNq1W06YHbhNHxk217vTp0+t8qnWbUDYmAQIECBAgQIAAAQIECBAg0CkCgt1OudP2SWAVAq2HmU2aNKmxqt1U62677bYrHta2iuV4iwABAgQIECBAgAABAgQIECBA4D0EBLvvAeRtAp0isP/++9dq2lTwNnFk3FTrzp07t4nhjUmAAAECBAgQIECAAAECBAgQ6CgBwW5H3W6bJbBygfXXX7/svvvutSXD8uXLV37iGryT8dLqIeNnHgcBAgQIECBAgAABAgQIECBAgMDaCQh2187P1QSGlMCsWbPK7Nmzy5IlS/p0Xxkv4+6zzz59Oq7BCBAgQIAAAQIECBAgQIAAAQKdKiDY7dQ7b98EehAYP358mTlzZtl+++3Lu+++28MZq/9Sxsl4GTfjOwgQIECAAAECBAgQIECAAAECBNZeQLC79oZGIDCkBHbYYYdy0EEHlbfeemutw92Euhkn42VcBwECBAgQIECAAAECBAgQIECAQN8ICHb7xtEoBIaMwIQJE+oDzjbccMOytg9Sy/UbbbRRHS/jOggQIECAAAECBAgQIECAAAECBPpGQLDbN45GITCkBLbeeuty4IEHluHDh5d33nlnjfaW63L9AQccUDKegwABAgQIECBAgAABAgQIECBAoO8EBLt9Z2kkAkNGYNy4ceWoo44qI0aMKG+//fYa7SvX5fqMk/EcBAgQIECAAAECBAgQIECAAAECfScg2O07SyMRGDIC6623Xtl2223LnnvuWcaOHbva4W5C3VyX6zNOxnMQIECAAAECBAgQIECAAAECBAj0nYBgt+8sjURgSAmMHDmyHH744WXjjTcuy5YtW6295fxcd8QRR5SM4yBAgAABAgQIECBAgAABAgQIEOhbAcFu33oajcCQEthjjz3KtGnTyujRo3vdaze9dXN+rtt9992HlIfNECBAgAABAgQIECBAgAABAgTaRUCw2y53wjoItKFAWijMnTu3TJ48uddVu6nWzfm5TguGNryplkSAAAECBAgQyLowTAAAB0ZJREFUIECAAAECBAgMCQHB7pC4jTZBoDmBBLQ77bRTeffdd3s1Sc7L+bnOQYAAAQIECBAgQIAAAQIECBAg0IyAYLcZV6MSGDICI0aMKLvuumuZMWNGWb58+Sr3lfdz3i677FJynYMAAQIECBAgQIAAAQIECBAgQKAZAcFuM65GJTCkBNJrd7/99itLly5d5b7yfs7bc889V3meNwkQIECAAAECBAgQIECAAAECBNZOQLC7dn6uJtARAhtttFGtwt1uu+1Wud+8n2rdnO8gQIAAAQIECBAgQIAAAQIECBBoTkCw25ytkQkMKYE8EO2ggw6q7Ri699vN72nDkPe33377IbVvmyFAgAABAgQIECBAgAABAgQItKOAYLcd74o1EWhDgQkTJpR58+aVcePGlXXWWef3Vpjf83re32yzzX7vPb8QIECAAAECBAgQIECAAAECBAj0vYBgt+9NjUhgyApstdVWZe7cufXBaG+//XbdZ76vv/769fW87yBAgAABAgQIECBAgAABAgQIEGheQLDbvLEZCAwZgTFjxpRjjz22jBw5snQNdjfYYIP6et53ECBAgAABAgQIECBAgAABAgQINC8g2G3e2AwEhozAeuutV3vo7rbbbrX1wrJly8rYsWNLfk9v3bzvIECAAAECBAgQIECAAAECBAgQaF5gWPNTmIEAgaEkMHz48HLooYeWJ554oixcuLBMmTKl/p7X2/UYNmxYGT16dK007v7gt3Zds3UNboF85t58882y7rq/+/fTVLU7CPS3QHqft46uP7de851AfwjkH4Bbx/jx41s/+k6g3wRGjBhR51KA0G/kJuom0Prfg91e9isBAgT6RECw2yeMBiHQWQJ77713mTp1annqqafq9/zezsfzzz9fvv71r5e33nqrCHbb+U4NnbXl/3hcvnx5eeONN+qmbr/99vK9732vvP7660Nnk3bS1gL5x4T7779/xRq/+c1vlp133rksWbJkxWt+INC0wKhRo8ott9yyYppLLrmkTJo0qf7D14oX/UCgQYG0CWv9Z+GiRYvKFVdcUduJ+d+DDaIbeoVAAt181l555ZUVr/mBAAECfS2wzrv+W62vTY1HoCMErrrqqvo/lGfOnFkOO+ywttzzSSedVC699NK2XJtFESBAgAABAgQIECDQOQJnn312Oe+88zpnw3ZKgEC/CKjY7RdmkxAYegKzZ8+u1V/t/MC01p/etb4PvbtgRwQIECBAgAABAgQItLtAWnStv/767b5M6yNAYBAKqNgdhDfNkgm0g0CK/fO1zjrr1K92WFP3Nbz22mtl8eLFK/qcdn/f7wQIECBAgAABAgQIEGha4J133qnP/GjnopimDYxPgEAzAoLdZlyNSoDAAAu0QucBXobpCRAgQIAAAQIECBAgUAX83yg+CAQI9LWAYLevRY1HgAABAgQIECBAgAABAgQIECBAgACBhgXWbXh8wxMgQIAAAQIECBAgQIAAAQIECBAgQIBAHwsIdvsY1HAECBAgQIAAAQIECBAgQIAAAQIECBBoWkCw27Sw8QkQIECAAAECBAgQIECAAAECBAgQINDHAoLdPgY1HAECBAgQIECAAAECBAgQIECAAAECBJoWEOw2LWx8AgQIECBAgAABAgQIECBAgAABAgQI9LGAYLePQQ1HgAABAgQIECBAgAABAgQIECBAgACBpgUEu00LG58AAQIECBAgQIAAAQIECBAgQIAAAQJ9LCDY7WNQwxEgQIAAAQIECBAgQIAAAQIECBAgQKBpAcFu08LGJ0CAAAECBAgQIECAAAECBAgQIECAQB8LCHb7GNRwBAgQIECAAAECBAgQIECAAAECBAgQaFpAsNu0sPEJECBAgAABAgQIECBAgAABAgQIECDQxwKC3T4GNRwBAgQIECBAgAABAgQIECBAgAABAgSaFhDsNi1sfAIECBAgQIAAAQIECBAgQIAAAQIECPSxgGC3j0ENR4AAAQIECBAgQIAAAQIECBAgQIAAgaYFBLtNCxufAAECBAgQIECAAAECBAgQIECAAAECfSwg2O1jUMMRIECAAAECBAgQIECAAAECBAgQIECgaQHBbtPCxidAgAABAgQIECBAgAABAgQIECBAgEAfCwh2+xjUcAQIECBAgAABAgQIECBAgAABAgQIEGhaQLDbtLDxCRAgQIAAAQIECBAgQIAAAQIECBAg0McCgt0+BjUcAQIECBAgQIAAAQIECBAgQIAAAQIEmhYQ7DYtbHwCBAgQIECAAAECBAgQIECAAAECBAj0sYBgt49BDUeAAAECBAgQIECAAAECBAgQIECAAIGmBQS7TQsbnwABAgQIECBAgAABAgQIECBAgAABAn0sINjtY1DDESBAgAABAgQIECBAgAABAgQIECBAoGkBwW7TwsYnQIAAAQIECBAgQIAAAQIECBAgQIBAHwsIdvsY1HAECBAgQIAAAQIECBAgQIAAAQIECBBoWuD/A7K9brxWJ85QAAAAAElFTkSuQmCC" } }, "cell_type": "markdown", "metadata": {}, "source": [ "- Data is represented as **matrix** where each column refers to a common object\n", "and each row is a different data entry. \n", "\n", "- The first row, optionally, can/should include **string labels**, explaining the meaning of the fields\n", "

\n", " \n", "

\n", "\n", "
\n", "

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- **Column data are separated by a given delimiter.** The default delimiter is a *comma,* but\n", "other characters can be used as a delimiter

\n", "\n", "- **Examples** of rows / columns data:\n", "\n", " E.g.: columns are metereological measurements at N different metereological stations,\n", " where each row reports the measures for a different day\n", "\n", " E.g.: columns are personal data, such as name, address, and ID, where each row of data\n", " refers to a different person\n", "\n", " E.g., each column is the student grade for a specific course, where each row reports\n", " the set of grades for a different student

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "# From NumPy to Pandas passing by CSVs:\n", "\n", "It'd be nice to add labels to dimensions of a numpy array and use labels to refer to the entries, in order to write something like `data['Employee 10', 'Salary']`, which is both readable and effective.\n", "***" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Indeed, this is what the `csv` pyhton module can achieve by reading a CSV file into a list of ordered dictionaries, where each record is a dictionary with `N` labels. However, Pandas do it better! :-)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Pandas takes a 1D numpy array and provides a **labeled index on it,** in addition to the usual numeric indexing" ] }, { "attachments": { "image.png": { "image/png": "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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "

\n", "\n", "
\n", "

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Pandas takes a 2D numpy array and **provides a labeled index on it,** in addition to the usual numeric indexing" ] }, { "attachments": { "image.png": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/wAAAMqCAYAAAA/xkrJAAAgAElEQVR4AeydB7hVxdW/B6RKFQSk9y7FggoqRYlGRQXEAir5LNGYWBK/z6h/lRi/PJ+9RE1iTYwdVCyxxIoKFgwg0os0QapKExQQ+T+/wdnM2Wefe8+995x79znnXc8Du82ePfPO3H32mrVmTaVdu3btMggEIAABCEAAAhCAAAQgAAEIQAACeUWgcl7VhspAAAIQgAAEIAABCEAAAhCAAAQgYAmg8NMRIAABCEAAAhCAAAQgAAEIQAACeUgAhT8PG5UqQQACEIAABCAAAQhAAAIQgAAEUPjpAxCAAAQgAAEIQAACEIAABCAAgTwkgMKfh41KlSAAAQhAAAIQgAAEIAABCEAAAij89AEIQAACEIAABCAAAQhAAAIQgEAeEkDhz8NGpUoQgAAEIAABCEAAAhCAAAQgAAEUfvoABCAAAQhAAAIQgAAEIAABCEAgDwmg8Odho1IlCEAAAhCAAAQgAAEIQAACEIAACj99AAIQgAAEIAABCEAAAhCAAAQgkIcEUPjzsFGpEgQgAAEIQAACEIAABCAAAQhAoAoIIFCIBA4ccUchVjtn6zzt2cuzUnb6QVawZjxT2j/jSHMyw2z1g5yEQaEhUEIC/N6VEFgFJ+d9V8ENkGePx8KfZw1KdSAAAQhAAAIQgAAEIAABCEAAAiKAhZ9+UNAEGrU9uKDrH/fKr1sypVyKSD8oF8wlfgjtX2JkeXlDefWDvIRHpSAQIsDvXQhIzA5538WsQfKkOFj486QhqQYEIAABCEAAAhCAAAQgAAEIQMAngMLv02AfAhCAAAQgAAEIQAACEIAABCCQJwRQ+POkIakGBCAAAQhAAAIQgAAEIAABCEDAJ4DC79NgHwIQgAAEIAABCEAAAhCAAAQgkCcEUPjzpCGpBgQgAAEIQAACEIAABCAAAQhAwCeAwu/TYB8CEIAABCAAAQhAAAIQgAAEIJAnBFD486QhqQYEIAABCEAAAhCAAAQgAAEIQMAngMLv02AfAhCAAAQgAAEIQAACEIAABCCQJwRQ+POkIakGBCAAAQhAAAIQgAAEIAABCEDAJ4DC79NgHwIQgAAEIAABCEAAAhCAAAQgkCcEUPjzpCGpBgQgAAEIQAACEIAABCAAAQhAwCeAwu/TYB8CEIAABCAAAQhAAAIQgAAEIJAnBFD486QhqQYEIAABCEAAAhCAAAQgAAEIQMAngMLv02AfAhCAAAQgAAEIQAACEIAABCCQJwRQ+POkIakGBCAAAQhAAAIQgAAEIAABCEDAJ4DC79NgHwIQgAAEIAABCEAAAhCAAAQgkCcEUPjzpCGpBgQgAAEIQAACEIAABCAAAQhAwCeAwu/TYB8CEIAABCAAAQhAAAIQgAAEIJAnBFD486QhqQYEIAABCEAAAhCAAAQgAAEIQMAngMLv02AfAhCAAAQgAAEIQAACEIAABCCQJwRQ+POkIakGBCAAAQhAAAIQgAAEIAABCEDAJ4DC79NgHwIQgAAEIAABCEAAAhCAAAQgkCcEUPjzpCGpBgQgAAEIQAACEIAABCAAAQhAwCeAwu/TYB8CEIAABCAAAQhAAAIQgAAEIJAnBFD486QhqQYEIAABCEAAAhCAAAQgAAEIQMAngMLv02AfAhCAAAQgAAEIQAACEIAABCCQJwRQ+POkIakGBCAAAQhAAAIQgAAEIAABCEDAJ4DC79NgHwIQgAAEIAABCEAAAhCAAAQgkCcEUPjzpCGpBgQgAAEIQAACEIAABCAAAQhAwCeAwu/TYB8CEIAABCAAAQhAAAIQgAAEIJAnBFD486QhqQYEIAABCEAAAhCAAAQgAAEIQMAngMLv02AfAhCAAAQgAAEIQAACEIAABCCQJwRQ+POkIakGBCAAAQhAAAIQgAAEIAABCEDAJ4DC79NgHwIxIlCpUowKQ1EgAAEIQAACEIAABCAAgZwjUCXnSkyBIZDnBKpXrWyevO4wU7tmFbNm/fdm9P99Uq41HjW4lRl9TBv7zDufWWBe/8/qcn0+D4MABCAAAQhAAAIQgAAEMkMAhT8zHMklzwk0rl/dSBGuVnUv8/mXm83497/MWo2r7FXZKvt6QP3a1bL2nFQZ1927qnHeBXVrlf4VUWWvSmbYkc1N19Z1za5dxox/f4WZvXRTqsdyHgIQiBEBvQP0d4tAAAIQyCcCvNvyqTWpS7oESv81n+4TSAeBPCDQqsne5rhDm9qadGxRO6sKfx7gMl1a1TG/HdHJtG1aK6jOZ4s2oPAHNNiBQGoCFellU9EeRqmpcAUCEMh1Arzbcr0FKX+uEkDhz9WWo9wQiCGBGtX2Mv/18zZm6BHNAy+BGBYz1kWSh8UBHesbeUgsXb3VLFr5bYWUd/+29UyTfaqb7T/8aD6Z+43ZtuPHCilHXB56wmFNTfc2dc2OnbvMM+8uNyvWfZe1omXKy6Y0BSyrh1GTfWqY/r32Nd3b1DMN61Yzyk9Tk5av22pe/XiVWfX196UpFvdAAAJZIsC7LUtgyRYCMSKAwh+jxqAoEMhlAvVrVzV3X3qA0Qc/UnoCR/ba11w6vKPNQFMgLv/L9NJnVoY7rz27q9mnzu4pJVc9MNN8unB9qXPT4IWmp2zeuiNnBw5+dnATOz1FEKYuWJ9Vhb/UoCvwRrnJ/uqk9ubEfs3MXpUTI462a1bL9DUNzbAjmpuHXlliXpiUvSlRFYiAR0MgJwnwbsvJZqPQECgRART+EuEiMQQgkIpAq8Z7B8r+pq07zD9eW2r6dmtoDunaINUtsT9/2sCWZuiRzY30l9cmrzb/fH1p7MsclwK2b1bbyHLUp2sD06hedevxoTnhsvYuWL7Z/OPfS83Kr7JnJY8Lh0Iph2J1yLPHF3mFVKtSOfD2qVqlsrngxHZmztJNZsGKzX5S9iEAAQhAAAIQyBIBFP4sgSVbCIiAXNwP77Gv6d2+ntmvQQ2zd40q5vvtO83ytd+Zj2Z/ZSbP/SYtUD3b1zfH9mlimu9b0+z8cZeZu2yzmbFog/lkXtH3N21Y0/Tt3sB0aF7HtGxc02z8dodZtHKLmbN0Y9rPTquAxphNW38wG7fsMBNnrDOP/Hup2bz1B3NoDiv7qnfzRjWtW7L2FccBSY/Ab0d0DGJe+HfICqy/A/07rHtDo1Ug3pm21k/Cfo4SqLrX7lV+v9u201rwX5282qxd/72pWX0v84tj29gAnqqarP8/69MEhT9H25liQwACEIBA7hFA4c+9NqPEOUJgQK9G5rIRHU2tGsl/Zpoffdyh+5mP53xtrn9kdspo2HKF/u/TO5tjDm6SUGvdf+rAFualD1eav77weeT9x/bZz/x6aHs76ODf3KeLLO4tzfufrTN3PrvAbP1+p3+51PtLV28xp13/Uanv58b8IKApHS7ApavRjz/uMj/uMjYugTsny6+mLsxcvNGs27DNnWabowQWr/rW3PfSIvte+XrT9qAWGgDQeXkAKJinpM1+e4J5BgnZgQAEIAABCEAgKwSSNZGsPIZMIVB4BEYMbJGg7H+1cZudv6wl/uTaKjmsW0Nz/KFNzSsfr4oEJGuYr+zLJVpWUicn9WtmNm/ZYR59Y5k7ZbeaR3vxsA7BObnWrli31exTu5ppUHf3vOz+vRqZypUrmf99dE6Qjh0IlJWA3z8/mv21XY5xzrJNVuE/sGN9c/lpnQOvCVl/h/RtZv7x2pKyPjaW92fKw0eDhkP6NjW9O9Q3dWtVtfEDZi/daD6c9bXReyWVqC2O6LGv6dyyrunQvJapWb2K+WLNFuvlM2nmV0XemyrPVOfl0fP8xNRz85es+jZQ+LUSAAIBCOQ2gQ7Na5u+3RsabRXvRQO7q7/53ixfu9W8/NEq6/FXXA1z4d2mOhzceR/7Lu3etp6ZvWSTefqdL2xddU3BXPXN1bpJLTtl7a2pa6wx54edu9c11b0/P6SpadGopg1a+ubU1WbynG+st2ZxfLgOgUwRQOHPFEnygUCIwPYdP1oF/+UPV5p/faTo1LvnK0vh/sMvugcfv0cd2Dilwu+yXLxyi7XGf/7lt6Zb67rGD6g2pF8z89Q7y82OH3ZHUd+7xl7m7GNau1vNxBlfmdvHzTeytEkBGDGghTn/hHb2upQBLTO4cEXFRIIPCslO3hCQtf6pt78w0xZusNNO/IpNmb/e3PLUPHPzhT2D0+28pRuDk3mwkwkPH2Ho0a6+OaV/iyCAos7pA3tg70Zm1NGtzP97aKbR+yEsipD/+5Fd7CCBf81Z2c/8WStz69Pz7QoM/vVs7SumgxMpBQgEIJCbBDRQe93obuagTvskVUCePJLh/VuY/3t8rg1wmpTopxO58G7TN5O+l/Td5ETxivbaq5K5Y9x8c8GQ9mZ4/z2xS2yA0u4Nzd9eXGRe/miluWxEpwSjjZYq7rd/Q3PzU/OYzuaAsi0XAij85YKZhxQigev+Psu62kvR9uWbTdvNw68sNrde1Mue1nzmokSR2q9+YEYQ3XzWko3WKn/Hb3rb2+rVqmrnystiJ5HFVOckX371nbnxibnBSLI8BJ55d4VVItz8+iN7NkLht7Qy+58+isRY0y8a1a9uvT0Uv+GLtVvNtAUbzJT5Rcdf8EsjBW/wQU1My8a74wjMX77ZxmGY/vkG46wIfnp/v2nDGqZX+/pWSdT9m7YojsO3RoNHijavPpFJUYwJxXBIJSqzgjpq6TlJw3q7PU5Spc/V85nw8FHd3d+p9mVBk1eOE1nVbv1VL/OLGz8x3373gzttZEG/65IDjLyJnGg+/Zbvd9o+pKlC4n/DOfubi+6capasSh4wcPdlYnvaoJamU8vd7vzKL93YJZl4NnlAAAKZJdCjXb0EZV8ehBrorVVjr2BgsnbNKnZK4/m3TLFLu0aVIBfebb8/o4uRUUbfcfO+2GQO6Lh7kEPeapcM62hO6NvUXpPHld5x7ndNsZs0+KGBWd2r6/K0qrP3brWrf89GKPxRnYJzWSOAwp81tGRc6ASKmhuv9dWdOOXcHftbKXN/+MesQNl31zQIoHXA5SImcYqg9n2LqUaYpYCFRYMD7sdWCiGSWQIjj25lTh/U0gYsC+esGAqy2Erh/7/H55kt3+9R1MJppZj9ZmgH6y7ou8rLRVCiPG7455yk/uHykZuhoqJrvrwvms4h+c+8b6yVV8EWy1Pk/eJki6eounP5sM2kh48U/cffXGaee/9LU6NaZXPGUa2CIHj6sFa8jufeXxFgk3XNKfsaCLjxiXnBAFOzfWuaMaO7GVma1Kf+6+dtzB/+MTu4t6w7suQ33mf3tKWmDWpYl19n9VPeGrCc8CmBGsvKmfshUFEE3PtbnoFybVcsIjfwrHfR5ad1skVTPJdubeoaDfKmkri/27TcsH6jr3loll1VZtz1fW1V9q1X3Sr7ilfy+/s+s99jWpXm0lN2L6nbs109m05Trn5/3wxrfBl2ZHO7dKkuyLMSgUB5EkDhL0/aPKsgCSiyvpamk5W3QZ1qRh/oUuScVPI1OXfyp62Udc2NjRJ9ODuFf1/PSqrI8k4uPLG9OeGwZu4w2Gok3omWTEMyR0ArI0iJKk4O7tzAnPWz1ub+fy1KmbRzyzpG/1KJ8vjTefubK+6bkZREAwUnHZ7Y9upP/hrpGny48+Le5oLbpgQfbEkZZfiE/g4a1t3T577auCfAW4YfVaHZZcrDRx4Yf3psrvlg1m4PHnmJqM+0brK3OfAnl9pj+jQJFH69W7ScpBMFzPO9SbQUolZHuPvSA2ySQ7s2tANC23+aEuTuK+32/53VNXgvhfPQh/+Yv8+yngrhaxxDAAK5QUB/x6P+92PjB+d0JX/9P6vN4IMaG60sJCnKgzEX3m0aDK1Vs4pZv3l7gpeS6iajzv/87bNgeVl5VPrirq/6evcUJj84rb/v38M+BLJFAIU/W2TJt+AJyKX7mrO6mt1R8TOPw/PsNT/uMZgajar74gYF/HP+fqY+9P08C3nfDeboY2bizHXm9U9WG7ngf7/9R9O1VR07p8+1iRTyv7+2JIi/kIqbLPCPvr7MzF22yX50aEBBlgeJPqzkYqlo905kvZV134k8Qu5+bqFZtmaLqVOzqjnrmNbm5J8GAzQgpaj6//pwpUue1e2gAxonBJ4sbmnJrBYmi5lnwsNHxRv//opA2XfFVd96Y8qaQOFv0Whvy1Tn9YGtOB4SWfcVQCos6o9rN2yzXgAab9yvYQ3zxZo9Xkfh9CU5lsUulSjo4JhfdLcxRTS1CYEABHKTQJSy72oiD0an8BflwZgL7zZ9H23fvPtd1b5Z4uoiD726OFD2VXcN9vvywMuLbJA+d06DtE40tQ+BQHkSQOEvT9o8q2AI6CP6j+d0t3OnXaX1gbtk9Raz4dsdRsq6FJ+yiK+o+1Zb526nvOcs3WRmeIpg+Hm7du2ykb7D5zkuPQGthqBgaAuWb7bz9f2c1Ba3jZ1v7rp4d/wFDQ402ae6dQf00/n7shpc9cBMu6a5zmv+vSKe3/7r3oGniOI2+Ar/ece3DZTqZWu2WpdD53Kp+fNaylEDBgosJxl6RPNyUfj18edbnzW3UZH881nK4uEjLuu/jVaM/fZWPxJbvVvksu9E3kQPXdHHHSZsncu/Tmo/Uwr//z42xzSuX8PsVdkYub1qutHPDm5iPZv0LE1H+d9z9zeX3v1p5HSjhEJyAAEIxJaA4okc3GkfG4BYwYjr165mqlapZDo03+OVVoQDY8692xQw2YninrwaWl2pc8s9bvqKkfPa5NUuud1qeoOTbMdNcc9hCwFHAIXfkWALgQwS0DrTCpTmRBFbZUF18+m1LF9ZFf5m3mjymvV7ol5rNQC5TUvkXvfvTxJ/dFyZ2GaHgKysUVZV9zRZ6TVY4+bVN6pfI6XCr+kc1zy0R9l3ecz7YrMNuOfiMPgfEvrAkiXVyeNvLIt019cSak7hVxwHDRq5/unuzfT2/BPaBkGLlPc/Xltq5KKej5JtDx8FX3SidnNTg/YroYeP8nCDQS6/smw1cBAePHj0jaV2ZRLXLxWE8ugDG1svhbI8i3shAIGKIaCgdL8+ub0d1Mt0CeL6buvWZve8fNVXcUj0W+9Ll1Z7FPp3pyfGKdHgSLfWe+6fsWiPR56fB/sQyBYBFP5skSXfgibgB6nSSO8LkxLXp3Zu38VBklIo69ibUxLdcmWd7eUpdXLPdbLy6+9Nz/a7jxSBH4XfkamYrRRwWT5c/AaVwv9Q8L0zwiWU25+b/xe+NnnO10HgRS3BpucoX1lXNaDkpGWTva3Lvjt2WzclQMcqgwKtpXqWu6cs2+MO3c8c02e/IAsNfLz0YeLfRXAxx3fUFtn28KlRbU8cDr8PKWK2L0+/s9w/TNrXx7XvLZCUIAMnNL3hT4/NMU+P6Rt4pXRpXReFPwNsyQIC5U1AsUP+35ldg79l/e4sWLHZfLVhm9m6baedYlbU3P3iyhvHd5s8qNxUPJXfrYrk6qJpVDL0OHn/s90xV9xxx+a1E6ZaLV7FUsiODdvyIYDCXz6ceUoBE9CPhKx9cl+WyM12zC+6pUVEisN/n9bZVNmrsnlt8ip7j0aKfzuiUxB8TR/40xasD/JTQJ2fH7JbsZL7rCxpb09LHG125ejYoo6Zubj4pd2CzNlJi4DabWDvxnYpPVk10x3gSSvznxKtWb9nkEcKn+bmy13fd+lW0tHHtE4r21o1svdzIAYXD9sdvViFUTlveXp+wsBHWoXMkUTl4eHTovEe1315jGz4yfVfHj5OFCH6H68tcYcVupW3ijyRNMVBUtRc/wotKA+HAASKJDDksKbBb5pc0xXYzvcyPPf4tnaVmiIzKeJiHN9tvhedpmeGA/R1bVU3mEan+AY+D1XV9/jUAKs/6F8ECi5BIGMEsveFl7EikhEE4kWgVeO9zZ8v2R3hOlyyHT/8aBSde9GXe0ZvNVp94y97mIkzvjLVq1U2PzuoSZJSFs7HP5by+NsRHW2QNRe0TS6xTjQQ4C+rJley4f2bm04tds+j+/3ILkaWfkX1V6RZWZsV5E2DAbIE//be6TYYnMuvtFt5I/zq5PYJ1mWtQe9ES9ZogMHKrl3mybeXG185cenyYavVEbQETzalZvU9Vny5ZP/40xeEW+e3JM9WcLfV3+yZFlKSe4tLq0BF143uFnwgaoBqzN9nJwQ7Ki6PXLueKQ8f1XtAr8Z2LqjayBc3HUPn1q7fFnxAysPHiebQqyx6b1S0aNBTnihONqVYfcRdZwsBCMSTgP9+++frS5OU2yp+ROEiqpBL77bunjv/3C+S36f+gIDi94TFv65vMQQC5U0Ahb+8ifO8vCDQpdWeoDR+haR4SfGVe9vUBevNQT8tm6UfSP9H0r+nuH3pcVL6FXld/3zR6HrYZVfp73nuc3PDud3NPnV2f2D37d7Qroft3+v2M2Vp0zxwKfWpRFZP3+Xtvc++ykuFf/BBTRKUfbnJa1BGwfNkhdWKCjdf2DNw70vFq7jzlYy/tKOxrpS65+uNeyz/Ov7VHVNtMLei8pMyqcGqTIuiFt90Qc8gYJv65s1PzouFAprpuqbKrywePspT6zXf8que5uoHZgYDexpIO977W/tw9h730a83bbMxIZz76YUntrMWOH9Q0JVVA4cK8pmJiNHyOpIbr9blDq+7rXfiZad0NL6rrj8o6srDFgIQyC0CclX3A6/279XInBhaDjZVjXLl3abyd/cC7s1bFqHQewH9tApKWPwI/QtWfGu/6WQYkOenBk0QCGSbAAp/tgmTf14QWLxqi3VDrrv37qXQUlVKUe+l1OjfTU/MM3JtO7ZPEyM3fCdy9dISa/26NzQKfONH1VcaBeCSEq57FBhGAeAuHtYhYckXF9387vELg6kCLn9tNeBw/q1TzAUntjOH779voHC5NMpfdVLeSuuLPwfY3/fTRO3LYqcBj3Td18UqH0WeE040IPO7v0xPaqNvv9uRlsJfFEt/AEmu227gxrfwqhxSstZv3uKKVG5bWZdvvrCHUfRmJ/c+/3nSEnPuWi5tLzqpvTmlf4vIIivexkLvb6qsHj56SPtmtc2j/+8QM2X+evs3pmCNUqIlGqgZ//6eWAj6s3rw5cU2hoCuq5/cd/lB5q1pa8yKtbvd/TXwdkjXBnZOqvJUYMiySrtmtUznlnXMAR3r24G8aQs2GA0+1KtdzfTt1sA09oIJLlzxrZk8N79XZygrT+6HQEUQKO7d9vJHK+1KMQ3qNrDFG3ZkC1OnVlWzdPUWIyv4UaFlV4urQy682+QJqcEJJ2ELvwwyfsC+KIW/9t571C0NHsg4MrB3I6NvrOfeX2GXUHX5s4VANgjs6YHZyJ08IZAnBDRn69Q/fFSi2mie8l3PLjD3/2uRUUT9urWq2nXQ3frTcr3XvOlwlHIdD7vuQ1O9amWz+bsfrCJ3zs3/Ma2b1LIWe7nlaz314vRlWW3vGLfA/pOlXxa/ypUq2YELuW+7mALhSj3y7yV27W+5iGvebbqicp1w1cR0k+dtOn+6hSydYc4K7lOj+p6Aa0WBkAJ12qCWZtyExMBrGgjQx4KTlV/tmbetdlAfctbUk/o1K3eLugIc3XRBD9PEU/KkhOpjMR9Egxj+QIZfJy2F+crHKzPm4ePyVnse0WNfd2i3egc88K/FdqqOf+HjOV/baQAKlChRWf3lEP20mRp4W7dhm1X4lbc8O07ouyfGgP889c//e2JuRlcG8PNnHwIQKD2B4t5tynnshOXWe1FGCf2e6TemLBL3d1unFrWDqYoyyIRd9jWAKg5Owtd1Xl4BGmSV/NfP29itvK7G/H0Wyr6lwX/ZJrBnEmi2n0T+EChQAlL4tHb6pwvXG6fsC4Ws4XrhR1nRpbDpmrPa6sNeI+jKQ9vilP0wan1kK1DMZ4s2GFmdw0qon15569klUfb9+wt935+bLEusRv+dyOp9x697m+I8RVx6bc87vq0NvOes/crvypFdEhTO8EoM8gxxooGBE1N8kKk8Q/o2s+sou/Rl3erj7f9+2cOuv+7yeuyNZebZ91a4w5zcfrYovUBLzstHHj5ah9n9DbtKy8Pn1qfnmw9m7nbDD3v4KJ2C8Dm55O5PbT56X/iioFH6WHzpw+hBFA026rqWyAuXQfloQFD95OFXE4P66YPWPWvbjvSXTLxt7HzzyL+XppweoHfKE299YTR46Q9Q+XViHwIQKH8CJXm3qXT6lrjh0TlJf8f6lvlw1tfmqgf2eAyFv29y8d3mD+7q+ylcJ63A40TvtnC8FV178YMvg4FZeWXJs+ryv0w3WmIXgUB5EKi0K1PD++VRWp4BgQwROHDEHTanRm0PzlCOZJMNAuuWTLHZTnv28mxkb4rrB787tVOw4oEKkGoQRAM08uRQYMaLTm5vhh6xJ2CfBmg+mfeNkdX7sG4N7davzDUPzTJT5n8TnDqhb1Nz6fA9Ee3dhS3f/2DmLttsNBewUf3q7rR1nz73likJSp08Ov5xZR+7OoRLKDdDfVx8s2mbqbN3VdOtdV2r6MtK88pHq4ymh/jy9JjDghgQ+oDTYFM6orqLgS/+spH+ee1L4X3vs3Xm0Yh5jBXd/uGyluZYweqiPHw0gOM8fMIfkBrU0aCQPo7d4JyOWzXZ2071Wbzy28iPylTlk0uqouMraJ6WzdLA49oN36ccOJR3kQZulLY0sR3U19VH5dWkj99UH8Gpyhs+n+1+EH4exxDIRwLF/d6VtM56TzWqV93s17Cm9SrTe8kNFsriXaWyvBR3JLxncv3dVlJGfnq9h+UBqEEDfTOkEt53qchwviwEcOkvCz3uhQAECopAqgj4Ol+z+u7XqdwdBx3QOFDsw8EKSwJMiqCUL4mUQz8+gM7JaiprcdiCK48OWXgVSE0Kp0TTA/QvSnyrS9T1kpyrXzs5zkVjb4AiKq9mDWtEnc6Lc87DJ1wZ5+ETPq9j52XjX9MUodJGd5bSroEn/UtH1O/CgxDp3OfSqF/qH92NzOcAACAASURBVAIBCOQvAb2nNJgbNaC79XsptMlKba6/28rSmnoPx2HFlLLUgXtzlwAu/bnbdpQcAhDIMgFZtZ3ForhH/bBztxu2rKdX3j8j0iKuiP2Kq/D4m8uC7MLK9o4de9y5tYb69Y/MTloyTx8OMxZtMJfe/amZvTR5iSBl/u70deaXt02xLpbOShw89KcdlUeu9oqsHha/XNtL4Nq9fO3WBItOON+o4++376lz1HXOQQACEIAABCAAAQiUjgAW/tJx4y4IQKAACEhp1r+Silz25AYv1+Zm+9a0buvfbN4ezOGTW+NLH6y0KzKE5/u9MWWNmTx3t4u/s5IqCJuWZFTQRf1bvGqP62RRZVMgtT/+c7ZNovn6mouo6O6am621213+UXmcd8sUu7qD0u621kSlSj739rS1Rv8QCEAAAhCAAAQgAIGKJ4DCX/FtQAkgAIE8JZDKtTnKrdFHEFbElX7xyvTcsf18/H0t3ad/6Yq8CDQ1AIEABCAAAQhAAAIQyF0CuPTnbttRcghAAAIQgAAEIAABCEAAAhCAQEoCKPwp0XABAhCAAAQgAAEIQAACEIAABCCQuwRQ+HO37Sg5BCAAAQhAAAIQgAAEIAABCEAgJQEU/pRouAABCEAAAhCAAAQgAAEIQAACEMhdAij8udt2lBwCEIAABCAAAQhAAAIQgAAEIJCSAAp/SjRcgAAEIAABCEAAAhCAAAQgAAEI5C4BFP7cbTtKDgEIQAACEIAABCAAAQhAAAIQSEkAhT8lGi5AAAIQgAAEIAABCEAAAhCAAARylwAKf+62HSWHAAQgAAEIQAACEIAABCAAAQikJIDCnxINFyAAAQhAAAIQgAAEIAABCEAAArlLAIU/d9uOkkMAAhCAAAQgAAEIQAACEIAABFISQOFPiYYLEIAABCAAAQhAAAIQgAAEIACB3CWAwp+7bUfJIQABCEAAAhCAAAQgAAEIQAACKQmg8KdEwwUIQAACEIAABCAAAQhAAAIQgEDuEkDhz922o+QQgAAEIAABCEAAAhCAAAQgAIGUBFD4U6LhAgQgAAEIQAACEIAABCAAAQhAIHcJoPDnbttRcghAAAIQgAAEIAABCEAAAhCAQEoCKPwp0XABAhCAAAQgAAEIQAACEIAABCCQuwRQ+HO37Sg5BCAAAQhAAAIQgAAEIAABCEAgJQEU/pRouAABCEAAAhCAAAQgAAEIQAACEMhdAij8udt2lBwCEIAABCAAAQhAAAIQgAAEIJCSAAp/SjRcgAAEIAABCEAAAhCAAAQgAAEI5C4BFP7cbTtKDgEIQAACEIAABCAAAQhAAAIQSEkAhT8lGi5AAAIQgAAEIAABCEAAAhCAAARylwAKf+62HSWHAAQgAAEIQAACEIAABCAAAQikJIDCnxINFyAAAQhAAAIQgAAEIAABCEAAArlLAIU/d9uOkkMAAhCAAAQgAAEIQAACEIAABFISQOFPiYYLEIAABCAAAQhAAAIQgAAEIACB3CWAwp+7bUfJIQABCEAAAhCAAAQgAAEIQAACKQmg8KdEwwUIQAACEIAABCAAAQhAAAIQgEDuEkDhz922o+QQgAAEIAABCEAAAhCAAAQgAIGUBKqkvMIFCBQAgXVLphRALalicQToB8URyu/rtH9+ty+1gwAE9hDgfbeHBXsQKBQCWPgLpaWpJwQgAAEIQAACEIAABCAAAQgUFIFKu3bt2lVQNaayEIAABCAAAQhAAAIQgAAEIACBAiCAhb8AGpkqQgACEIAABCAAAQhAAAIQgEDhEUDhL7w2p8YQgAAEIAABCEAAAhCAAAQgUAAEUPgLoJGpIgQgAAEIQAACEIAABCAAAQgUHgEU/sJrc2oMAQhAAAIQgAAEIAABCEAAAgVAAIW/ABqZKkIAAhCAAAQgAAEIQAACEIBA4RFA4S+8NqfGEIAABCAAAQhAAAIQgAAEIFAABFD4C6CRqSIEIAABCEAAAhCAAAQgAAEIFB6BKpmucqVKlTKdJfllkcCuXbuymHv8sqZ/xq9N0ilRpvsp/SAd6vFJQ/vHpy0qsiSZ7gcVWReeDYHyIsDvXXmRzuxzeN9llmeh54aFv9B7APWHAAQgAAEIQAACEIAABCAAgbwkkHELf15SolIQgAAEIAABCEAAAhCAAAQgkHECB464I+N5xinDac9eXqHFwcJfofh5OAQgAAEIQAACEIAABCAAAQhAIDsEsm7hnzBhQnZKTq6lIjBo0KBS3ZevNzFHKp4tW95zDukH8eoHtH+82qOiSlPe/aCi6slzIVCeBPi9K0/a6T+L991uVhVtCU+/xdJLGRfPBSz86bUXqSAAAQhAAAIQgAAEIAABCEAAAjlFAIU/p5qLwkIAAhCAAAQgAAEIQAACEIAABNIjgMKfHidSQQACEIAABCAAAQhAAAIQgAAEcooACn9ONReFhQAEIAABCEAAAhCAAAQgAAEIpEcAhT89TqSCAAQgAAEIQAACEIAABCAAAQjkFAEU/pxqLgoLAQhAAAIQgAAEIAABCEAAAhBIjwAKf3qcSAUBCEAAAhCAAAQgAAEIQAACEMgpAij8OdVcFBYCEIAABCAAAQhAAAIQgAAEIJAeART+9DiRCgIQgAAEIAABCEAAAhCAAAQgkFMEUPhzqrkoLAQgAAEIQAACEIAABCAAAQhAID0CKPzpcSIVBCAAAQhAAAIQgAAEIAABCEAgpwig8OdUc1FYCEAAAhCAAAQgAAEIQAACEIBAegRQ+NPjRCoIQAACEIAABCAAAQhAAAIQgEBOEaiSU6VNo7A7d+5MSFWpUiVTuTLjGglQOIAABCAAAQhAAAIQgAAEIACBvCeQVwr/TTfdZF5//fWkRqtevbrp0KGDOeKII8zQoUNNjRo1ktJwAgIQgAAEIAABCEAAAhCAAAQgkE8E8sr0vWjRosi22bZtm5k9e7a5//77zYUXXmhWr14dmY6TEIAABCAAAQhAAAIQgAAEIACBfCGQVxZ+1yj169c3119/vfnxxx+NlP1Zs2aZcePGmR07dpgvvvjC3HXXXUbeAAgEIAABCEAAAhCAAAQgAAEIQCBfCeSlwl+zZk3Tq1evoM0OO+wwM3jwYHPBBRdYpX/y5Mlm06ZNpm7dukEadiAAAQhAAAIQgAAEIAABCEAAAvlEIC8V/qgGatOmjenWrZv57LPP7OXly5eb7t27JyXdunWrWbhwodH0gJUrV5omTZqYtm3bmi5dupjatWsnpZ80aZLZuHGjTaP8wzJ9+nTz5ZdfmpYtW5qePXuGL5slS5aYuXPnmlq1apkBAwYkXecEBCAAAQhAAAIQgAAEIAABCECgNAQKRuEXHF9hlxdAWGT5l6v/hg0bwpeMpglcccUVpl+/fgnXND3g66+/No0bNzZjx45NuKYpBddee63ZsmWLqVevnhk/fnzSigG6f8aMGaZhw4Yo/An0OIAABCAAAQhAAAIQgAAEIACBshDIq6B9RYFYu3atkbVdoij9zZs3T0j+0ksvmauvvtoq+1rKTxb5Pn36WEVcCTUIcM0115i333474b6DDjrIHiv/xYsXJ1ybN2+eVfZ1Ul4AOvbl22+/tcEEdS7K+u+nZR8CEIAABCAAAQhAAAIQgAAEIFASAnlp4VdwPingkm+++cbMnz/fPPHEE4HyPXLkSKOl+pxI8X7ooYfMrl27jCz/Y8aMMZr370SW+Xvvvddef/DBB03//v1N1apV7WUt9ffGG2/Y/Y8//ti0a9fO3WamTJkS7GtHHgS+27+u79y506Y5/PDDE9JyAAEIQAACEIAABCAAAQhAAAIQKAuBvFT4v/rqK3P66acncdlrr72MlP2zzz474drzzz9vNm/ebM+dc845Ccq+Tg4fPtwOGkixX7Nmjfnggw/MwIEDbfqDDz7YVKtWzWzfvt1I4R81alSQ99SpU4N97ei68neiAQBJlSpVkp7p0rCFAAQgAAEIQAACEIAABCAAAQiUhkDBuPQLznHHHWfOO+88I5d9XxSkTyLF+4QTTvAvBfvHHntssK+l/ZzII+CAAw6wh7Nnzw4GDr777jszZ84ce75jx452q+esX7/e7subwCn8vXv3tkH77AX+gwAEIAABCEAAAhCAAAQgAAEIZIBAXir8++67rxk3bpx5+OGHzW9/+1tTp04di+rll182suaHRVH0JY0aNTJ77713+LI9btWqVXB+1apVwb525NYvUZC+Tz75xO5rNYAffvjBBum76KKL7DlfyfeVf9z5LR7+gwAEIAABCEAAAhCAAAQgAIEMEshLhV/z66W8az79ySefbG6//XZrvRc3zdVX1HxfNM9f4kfx969r3x8IkCLvS9++fQOvAWe1d+78nTp1MrLgKwq/xF2Xe78TFH5Hgi0EIAABCEAAAhCAAAQgAAEIZIpAXir8YThyqT/ppJPs6a1bt5pXXnklIYlTxqOW43MJtfSeE3kQ+KL7u3TpYk/Jwi9LvwvYpzn+mkJw6KGH2usuUJ9T/DUgoMEJBAIQgAAEIAABCEAAAhCAAAQgkEkCBaHwC9iIESMCK7yW4JN7vZNmzZrZXQX7C7vruzSzZs1yu6ZFixbBvttxVnotvzdp0iSzdOlSe8kt2+ei/mtFgA8//DBYos/d5/JhCwEIQAACEIAABCAAgVwmIO/ZTz/91Lz11lv2u9itnpWqTlra+p133rFTb7V13rep0nMeAhBIn0BeRumPqn7Tpk3NgQceaORqrzn72sr6LuncubOZOHGiHQTQ3P/LLrssIYtt27bZmAA6qcB+Ton3E0lx13QByV/+8he71dJ/+++/v93XPbpX0wG0xJ+8ACRu/r894D8IQAACEIAABCAAAQjkKAGtevXmm2+amTNnJhjX3nvvPfPLX/7SNG7cOKFm8qB98cUXjR8QWwnkMXvFFVcYrbCFQAACZSNQMBZ+YTr++OMDWrLyOxk2bJipV6+ePXzhhRfM3XffbRYtWmTk/j9jxgwb+M9Z7IcOHWr2228/d2uwbdOmjXGeAm4Us1evXkHsAMUA6NGjh03vrmsQQnEGEAhAAAIQgAAEIAABCOQygWXLlpn777/ffjv7nrSq044dO+wggF8/KfkyloWVfaX5/vvvjaz+CAQgUHYCBaXwH3nkkaZu3bqWmtzq3RJ5UsYvueQSo2B/EkXyP//88+0SfbL2z5s3z57v2bOnGT16tN2P+i/snu88CFxaN4/fHYfTu/NsIQABCEAAAhCAAAQgkCsEFixYYB577DGjqauVK1c23bt3N1q62hc/aLZc9p966imjZaxlxe/atavp0KGDn9x65Cac4AACJSSgqdbyvB45cqTRimvt27c3Z555pvW29uOzlTDbnEueVy79cqGXuG24NaTQy8r/9NNPm507dxqNRO6zzz422dFHH23atm1r7rzzTqvg+5H4ZYk/7rjjbAfRSyyVDBgwwDz33HPWXV8vr0MOOSQhqXP7d8v1DRw4MOE6B4VHQD946od66dSoUcMoiGPY3c2notFueZvoBSavFK0A0aBBAz8J+zlGgD6QYw2WheLSB7IAlSwhAIFyJfD222/baau1atWyypXiXclrdvr06UE5NLXViZavlrKv7+ozzjjDKMC2gmffddddLkmwrHZwgh0IlIDAmjVrzLHHHmvU1yT169e3/e3JJ580+vfXv/7VTj9p3rx5CXLNzaSVdoV9bspYD0Wk92XChAn+YVb3pcRr9FAWe/+lEn6o5hdJIfeX2vPTKJ8VK1bYUUq56uvlla5ovr/ckDSqWa1ataTb5NKkqQJS7lINTCTdlMETgwYNSsgtw82fkHccD8L9s6Lqn2qOmwalSjLHTf0oH+e4Zbudsp1/On2fPpCaUrbbJ9v5p65Z4hX6QCKP8FFc2ilcLo4hkEsEyuvvaOXKlea1114zmvrqVr9SXKw5c+YEuKR8aSlrib61X3/9dTtNVjG2JKtXrzb33Xef3dd///Vf/2X0HV4IUl7tFFeWB464wxZt2rOXZ6SIitcmQ6ymaEsnlIKvvinO8up2/Uz9S8HWs6X0Z7pepYWT2lxd2hwr8D4p8XLZL0rZV/Hq1KmTUtnXdeXTunVr645UEmVf90qJl+U1StnXdSl0ul4Ryr6ej1Q8Aea4VXwbVHQJ6AMV3QIV/3z6QMW3ASWAAAQyR0BxrM4777xA2VfOYZdpf1lrfWvL69Yp+0q/bt26oED6jnaxsYKT7EAgTQK33367VfaV/PLLLzennnqq1cGkI95zzz2mW7duNid5zcrSn++SVwp/vjcW9ct9Asxxy/02LGsN6ANlJZj799MHcr8NqQEEIFA0AXlQarqSL87y75/z92Xhd6I5/amMZy4NWwhEEdBUkUceecRekqF1zJgxCcmk9F988cXBuUcffTRYPS04mWc7KPx51qBUJ94E/Dlu5557rh1x1LKQvvgeKuE5bqeffroZMmSIn5w5bgk04n9AH4h/G2W7hPSBbBMmfwhAoKIJbNq0yUbmd+XQt43mUKcSxbdyc62VRjGKEAiUhsDYsWODwOxaMS3KW9tfuU3TuLWUZD7LnugZ+VxL6gaBmBA4+eSTk+a4bd++PaF0LpCkTvbv398GtdFSkApoI1GMCF+KGzH307Jf8QToAxXfBhVdAvpARbcAz4cABLJN4Kuvvkp4hAIMFxX4Wsq+IvxLWrZsaQNpJ2TAAQTSJKBgkU7CK6S585q6rSkmrp9qHr9iTOSroPDna8tSr1gScHPc/MKlM8fNT88cN59G7u3TB3KvzTJdYvpApomSHwQgEDcCRX3bhMsq9/+PPvooOH3UUUcF+1E7CoCtoGyaAqAA3FoRgBWLokgV5jn1DSddunRxu0lbLdHnFH5F9M9nQeHP59albrEnwBy32DdR1gtIH8g64tg/gD4Q+yaigBCAQAkJlEThnzhxYqB4dejQIaV1/8cff7ReklOnTk2acy23bS2hvf/++5ewpCTPNwJaMcKJArWnEkXonzx5sr2Mwp+KEuchAIEyE2COW5kR5nwG9IGcb8IyV4A+UGaEZAABCMSMQLoB+zR/+t1337WlV5C+cJwiVy0te/3MM8+Yzz//3J6SIte2bVs7UCAFT8tyP/fcc3YaZJ8+fdxtbAuMgJZ79JX3ohT+2rVrB3T8e4KTebSDhT+PGpOq5B4B50rkSs4cN0eicLb0gcJp61Q1pQ+kIsN5CEAgVwmEFX4/PpGrk6KpS0mX5V5yzDHHpAzsJy8Ap+w3btzYXHDBBcEy3OPHjzczZsww8pZ65ZVX7NLaSoMUHgEp7lL6nWj5x1Si6SBO1q5d63bzcovCn5fNSqVyhUBJXN70Q1aSOW5isH79erN8+XKzdetWo8B/mjtc0mVumCuX3d6UC33AJ7BkyRIbOFJLJiGZIRD3PqB3j8q4YcMG+0+Wtpo1a5pGjRrZd0pRH1SZIUQumSIgxerVV1818+bNM2eddZb9XYjKW78bTz75pF0jffDgwaZSpUpJyRRV/aWXXjJffPGFzctfYz0pMScKjoA8l3wJK/xS9rUcmr5TJApMfPDBB/u3BPsKbjxlypTgWIFP/RWNTjjhBLNw4UJr3VeiadOmmZ///OdBerejd5nWXZdyp/7arl27hL6t7x39xmmwQgMGcvkOBxrUNXkl6LtKqw5oHriWfkPiQSDc7/x+Ei6h324l/TYO5xX3YxT+uLcQ5ctrAiX50E93jpuAyb1t3Lhx9uPcB6gfLv04nXLKKaZGjRr+paR95solIcnKiTj3Ab/C6lNatkYfQxKtaxv+EPLTs58+gTj2AX0YL1u2zMydO9f+C39EudrVq1fPKMCWlj5C4k/gxhtvNNdee60t6E033WR/K8IfumprBbqSQiO59957zW9+85ukyl199dXmtttus+fvvPNO+27gnZCEqSBPyMIq5dkX35rqlP1Vq1bZJE2aNDEjRozwkyfsS4F3KxRprn7z5s0TrlevXt2698+ZM8eel7VfA1W+siclX94Evut2q1atjJZIlmiVAP3GuZUCdE7PGj58uP1u0kCnvAdmzpxpPQnsTcYYrZT061//2jDw6YhU7Da8ctXmzZtTFsi945RAfTCfpXI+V466QSDuBMIub+EXlSt/unPclF6Wm3/84x9W2dfHl+a4de/e3Sr4UuI1Cv7II48k/Ki557itfthk3fnPf/5jXe00B6pnz57Wmqc0bq6criNlIxDXPuBqJevLs88+ax588MFA2Ze1jw97R6js2zj2AbnO6j2hgEZO2dd8Ryn2nTp1CqxiGzduNM8//7xxH9plp0EO2SSgv2UnGmiaMGGCOwy2r732WqDs66R/T5AodF5Wfn4PfDqFva9viLC43wxZ2O+77z7jlH19X4waNcpIaU8lixYtCi5pyb4o0beOEyly/opGul+/Yb6yr7Tqt5pS9c4779j3mK/s67q+dTTYoPMPP/xwMG3APUdb/R355fOvsV/+BPQd7Q++FKXw6/fLibxg81mw8Odz61K32BMIf+iHXd5UgZLMcXNp3ci63N6c5U2j2w888ICRG6aWspFb52mnnRbJiLlykViycjKufUB96f333zeffPJJwnw4QfB/TLMCpcAyjWsf8JtB0a8POeSQQNHXgMATTzwRWLreeust061bN/8W9mNI4MADDzTTp0+3JdPfsQZyw3LAAQcknNI9UaLzUt4kmuLBNJ8oSpxzBKQ4a7m0Tz/9NHhvyEPozDPPNNoWJW7QUWlSGUbCCptT3rV96qmn7LePPBwHDRpkxo4da5wi6KalyL1b3kqy+msAwCnxGsyUUq9vKD1Da7XLA0rvPzdXXIYWDYQiFU9AA0vqI2ovid93wqXzr+W7hR+FP9z6HEOgHAn4Lxs9NqzwO7e3dOa46X5ZWJyyr/lwTtnXNc1H69+/v/0h0/H8+fPt6LVc1nzJ1Fw5P0/2UxOIYx+QG7c+gtT/JOqX6lfuAypqPm/qGnKlOAJx7AN+mfUhe+ihh/qnjJbO6ty5s/Uo0gW9o/TuCLuHJ9zEQYUTkDu/XKOlqJ9//vmmadOmSWVSe99zzz3m8ccft4M4l19+eVIanfjTn/5kPX30YX3RRReZunXrRqbjZOERiJoy+K9//SsBhGIKjRw50hQVRd3d4FtiU3kChJ/pfq/kmTRgwAA7L//EE0+0fVbTC5zCLyu/juVl0KJFC/tILe3nFH4p9zKSaLDgjDPOCObrS/l3673r3YfEh4CUd6fwu0HJqNL5XiDhAaOo9Ll8LpYKv/6ANKKmP9K+ffuWma/+WD/44AP78SoFqLwid2a6HmUGQQaxIpDpOW6y3Msa6yRqtFnzMjVyLdHzNWetX79+7ha7zcRcuYQMOUhJIK59QB8vUvZldVHgI1nu1LfkFYJklkBc+4DmyA4bNsxWVh+6UaKPKlm2JPqdlSKJwh9FKj7n5PYsy2RxcvHFFxv9K0r0XtAyaQgEwgRkZVVQT1+hcmnkWaLgfEcffXRa7wv9Hrn5+8oj1TsmrPDLHd/JkUce6Xbtt094ZRS965yyr4R6L/uiFZTkEekHefOnLSh4HxIfAvI2U6wFifS/KNE3jvN20nXFfMhniaXCr+U19E/y9ttvl3muqEb5rrvuOpvf6NGjzTnnnFMubZqJeuglJ9dJjZxr3hKWtXJpunJ5iP9j4R7oz3HTvFg3qp3OHDfNTXMj2sovap6bBrtk0Xc/hArKFVb43ah2qjx0Xh+Nbs6umysXZSly9WIbTSCufaBHjx72g0db94GTyqoSXTPOpksgrn1AFi/fQyiqPn7AI727/KBcUek5BwEIFA4BeQW9/PLLQYWlqMszSIp+Krf8ILG3475X3KlU1vTwb5SMIFGi2AG+Qq8pLPKI9MVZh905TY/081cZ/GCr8lZA4kPg7LPPttM2VCIFcJQ3R9iTREYM15cU50pT1vJZYqnw5zPwdOv24osv2migixcvDl5MUtTkZvQ///M/djmRdPMiXe4QyNQcN9U41Q+q3JacUu8PEDhKvntxUXm49NpG5eNfZz99AnHoA1LeUs3bTb8mpCwtgTj0geLKrg+lWbNmBcm0fJUfETu4wA4EIFCQBGTFl6eQ3hUaDNQyeKUxWoUt96nyUFBiX+QlHCVactIX3/rvzruAgjqWh1Pr1q3dJbtVHvJqchJlYHHX2JY/AcVZkAeaDGEa3PnnP/+Z5LGkuA5OyssQ7J5XEVsU/oqgXswztS6poqyHRaOciph86aWXmttvvz1y7l34Ho7jSyD8I6aSZmqOmxQ2Z5kNE/CfG6WoO68C3eePaPv5+HnofFQ+fnr2owmEOSpVHPpAdGk5mw0CudoH5H3nYjzofSOrHQIBCEDAJ5AJzz+9IzUNwFnlo7yi9Ezf7V/HYYuuK5fm7DuRoi53fV/0HF/hj/J08ueF6/5Uz/LzZb/8CGjw+Ve/+pX54x//aB961VVXGQWeddPTFGRWQawlGsz5xS9+UX6Fq6AnofBXEPhUj9VHlFP2ZYlVUJ2DDjrIKlTqnIqerhfRLbfcYrTuLZK7BPSRnKk5bqLgW+ZTzXFTOl/BiHKV8380U+Xj56E8w/nkbquUb8nj2AfKlwBPy8U+oLmRGnx2ojgP4XWx3TW2EIAABMpCQBZ9WeudMcINNIbz9L9ddC2VEu5b+KNiHSlAnz8dwCmJ/vM01dZJ2PrvzrOtWAJ/+MMfbKBGBSDVN6qmKB5//PF2YOjNN9+0HhqaYiK9S94n+S4o/DFr4VdeecWWSNZZjUy5l5ECgowZM8aOWMkdW3NSNH8olct1zKpFcVIQyNQcN2XvK91uXlLUY32rvUay5ZbmXOT8PHRvqnz8PJTO/3GMeibnUhOIWx9IXVKuZItALvUBTTPTlDMnigGS73MfXV3ZQgACFUPAV/h967tfmnCAwKhVI7QEqu+R6Afqc3n5HgD69g6vZKTvHbmKO9F0JiR+BPRde/fdd9t4VlqGUUGqn3vuOVtQhd5z6AAAIABJREFUxaHSVI4bb7zRFEr8hZxU+DXKN3XqVKOAY7Jq6o9Rf3CHH364XQs2nW6nyMKyUCiQg0Z4NPJTnIVCz1KgsoULF1rlql27dlYhz9Qfu4KEqENKtHyaU/ZdfeSictJJJ1nLvuYqKdr6qaee6i6zzUECmZrjpqr7VnenwEch8ee56W/HT+vnoXv9a35efh46n2qunH8P+9EE4tYHokvJ2WwSyJU+oA9ht561ePTp08ccc8wx2URD3hCAAATsN75bAk8Kv6z54e8VDUY60Xd51HeJb93X902Usucr/FHXFeHf/wbyLfy+AcWVhW3FErjiiiuM/inIrPQ3edZGtWvFljL7T88phV/rQGu05t///nekRVHWbs3T0MdTKpEr0A033GAmTJiQlOTcc881iuwYJUqvefNhC6jSDhkyxAaDCFs9o/Ip6pwCNbmXSO/evSOTKpqoE9+lyJ1jm3sEMjHHTbX2f9xkudcodFQQLd/tLezyph/QTM6Vy73WqJgSx6kPVAwBnhr3PrBy5Uq7nJt+hyWaaib3SAQCEIBAtgnoffPhhx9aj0Qp1ZpWpAFHJ5rXL2XOiX/NndPWV/il+EV9t/sKf5Qh0PckqFmzppEXgL63ZEXW+3HUqFEplw70y8J++RJIZ+WZ8i1R+T6tcvk+rmxP+/TTT+0SH/rD0vrQciX82c9+ZpcIU85ycb/pppuCQEJRT9OasU7Z15rkmifv5O9//7t59tln3WGwfeGFF+wggZR9KVUDBw60HzruA03LjsgtpKyyfv36IIvOnTsH+/6OnimFTOLmM/nX2S9cAr7CLwrpzHMLK/wa8fbzSScPPSucT+G2QsXW3G+70vaBiq0BTy8rgWz0AX3gPv7448YFy9IKDhroTuUBVNY6cD8EIAABn4AC48kN28kbb7wRBNaTgUPTjJyrvvSDrl27uqQJ2+KUeVnvfcNelCXYX45U70St5a4o8BpwkBeCH08p4eEcQKACCeSUhV9BFfRHPHToUHPUUUcF1ktZxW+77Tbz2muvWaV/ypQpdm5GKq5ai1zz46XwS3SfguBJNCAwfPhwo0BKEr1ANBAgadWqlbn11luN7pfoD/366683H3/8sXnvvffMggULktzwbcI0//MV/vBHm8tCFltdk7KPwu+osBWBcJ+R21uUIu6PTkfNcXP9S3mWZa4crVL+BDLVB8q/5DwxUwQy3Qf08Stl333kyvvsxBNPRNnPVIORDwQgkBYBffvrXaTpr7Kk33///TbCvt5RbjBSAwNnnXVW8A3vZyzvRv/7J8p67w8IpHL5l2eAE+kfMgpKZO0fOXJkQQSAc/VnmzsEcsrCrznzf/3rX+2cQd9VWcr5aaedFlBPpaQogV4Gf/7znwNlX+e0VMMRRxxh79eLRJ4ETrRElub5Sy655JJA2dexXIEuvvhil9RG0A8OSrGjYCJO9OJIJc4FKZX1NdV9nM9vAgo+4/9dLFmyJKnCGiSSJ4yT/fff3+0GWz8mhZsrF1z8aSeduXLhezjOPoFM9YGokvprDkdd51w8CGSyD+hjdty4ccHgsgbcFUcmbNnXIPvTTz9t/I/leNCgFBCAQL4QkIFCU2+7d+8ezN/Xd7OUfX0z6/103nnnJS2z5+ovo5r/OxYVsM83vGmasPvednloK0+Dbt26+adMx44dzYUXXmgNgwkXOIBATAjklIW/KGbO6q40RbnTnHDCCQlu/C5PRWucNGmSPVyxYoWdn6gDp9joj15rcWo6gS9NmjSxllV5AmiOY1nEfxHJRSmVuHn+fvpUaTlfOAT0g6cfIa3gIFFgykGDBiXMJZs1a1YARH8zvnLvLmRqrpzLj235EchUH4gqsT/AqPeg3lFuelFUes5VDIFM9oEPPvjABsdVTWQNO+WUU5IsZ7KYaVkj9Q9NRZMnHAIBCEAgGwQUZ0jBqvX9K2Vf1n0FH5YxLzwQGX6+psTKK7coOfroo43+FSV6joyMevfJ82mfffYxUd6SReXBNQiUN4GcVPil0MiFXtYEWSul4DsluDiAqV4ILVu2DG7VHB4nUv4lGkEsLhqxbzl195dk678wNICQask9p+hrnhICAZ+AAlY6hV8j1VrmURY5KWYKVuPiV+geLQUWJW6unBvs0lw5jYTrx7Ikc+Wi8uZc9glkog+ES6l3m4KKOtE7SFOZ+vbtm6QAujRsK45AJvqA3h/vvvtuUAnNTdV6xr5o4EcfvO43SYMNCAQgAIFsE9C3vL6RU30nZ/v5yt937S+P5/EMCJSFQE4p/Pqo0Fx7RenPtPiu0O7jRc/YsGFD8Kgo1x53US8fBTIqi/gKvAs+Es5PAxuuTIoMikDAJyDr2rHHHmukpKsfa5lHWfo1Au5PGRkwYEDgxeLf7/bLOlfO5cO2/Alkqg9oOpMGifQucvO3/dq8+eabViHUQGW1atXM4MGDTfv27f0k7FcQgUz0gYkTJ9oBPr8KxcWNCS+T5d/LPgQgAAEIQAACFUMgpxR+zSV0yr4C7mnpiw4dOlhXGlng5W5YWvGjcso9x4lG8FavXm1ddsaPH+9OZ2XrW/jlvaB5SmHRtAHn7i9LLAKBMAFZXdWXZJ2Tt4r+NvRPg1Lqz7ruL+8Yvl/Hul9z5aT0LVq0yK556wYMZMXTVABF6dZAAhI/ApnoA7LwKqZJUaLASc6zafv27UUl5Vo5EyhrHyhOuY+qDhb+KCqcgwAEIAABCFQsgZxS+CdPnmxpKfL47bffbrSmopN055KmspxrTU8nmpfvREty6Jqs6po64CvlLk2mtp06dQqy+uSTT2wwweDETzs670RumwgEoghosEj/pOhrnpmUfa1yUZSXSjifssyVC+fFcfkTKGsfGD16dPkXmidmlEBZ+sDZZ5+d0bKQGQQgAAEIQAACFUMgp6L0u6B4VatWDSJ0OmxaBzMd0fIZr7/+ekJSBRvS0nwSufa75fp0rMibErlHy8Mgm6KPMxd8UIq9q697ppQ3LRso0cDDYYcd5i6xhUAkASn4mn+vgFslUfb9zNxcObkJa76cjpHcIZCJPpA7taWkUQToA1FUOAcBCEAAAhAoDAI5pfC7iOJyLZbiqzU15Yr/3HPPmWuvvTatFtMc+Jtvvtku77dgwQIze/Zsc8011wTrjWseqiyhTuS27AJzPPnkk3bdT7m5agBA/5YtW2Z0/je/+Y1xAf7cvSXdSpE66qij7G2aM/v73//eSPGXd4HmYV9xxRV2eoESaJ62H3egpM8iPQQgAAEIQAACEIAABCAAAQjkN4GcculXtHHn1n/fffcZ/atcubKN0K9tOqLAeJqbqAEDZy1390mxD7uxyjJy2WWXmRtuuMFojqrWGtY/nXdLU7n7i1oO0KUpbvuLX/zCaCBCEbEVFfnKK69MumXgwIHmggsuSDrPCQhAAAIQgAAEIAABCEAAAhCAgCOQnpbsUpfTVhGfJbJg++7D/fr1swqwH6xOFvvWrVub2267zRxyyCH2Prn8+6L5/W5AQIr7OeecY/zgQnqO5sNrAEFLj4Xl8MMPNw8//LBN48om93oXPE8u0xoo8OfgKw+XNlyPcP7+seZN33TTTTYgmvMs0HVxkIfDyJEjzXXXXYd134fGPgQgAAEIQAACEIAABCAAAQgkEai0S37pGRRfQVe2/rrf6T5GSryC68mKrn9h0fU1a9bYYGRSgl0gPVncNR9fkcOdgu/u1XlV1QX603SApUuXWkW6Xbt2JjxI4O4Lb/VsRe1XIDQ9R3Pu3fOj0hZVj3D6qGNFwF61apVp27ZtRiKiDxo0KOExGW7+hLzjeBDun4VW/zi2SVSZst1O2c4/qk6cS59Attsn2/mnX1NSFkWAdiqKDtcgkB4B/o7S41TRqQq9nQ4ccYdtgmnPXl7RTZHR58elXrF06ZeynkqJVivouizxYWu8LOmK4B8lvkVf12VJ94PzRd0TdU7PVuR+/StOiqtHcffruoKk6R8CAQhAAAIQgAAEIAABCEAAAhAoCYFYuvSXpAKkhQAEIAABCEAAAhCAAAQgAAEIQCCZAAp/MhPOQAACEIAABCAAAQhAAAIQgAAEcp4ACn/ONyEVgAAEIAABCEAAAhCAAAQgAAEIJBNA4U9mwhkIQAACEIAABCAAAQhAAAIQgEDOE0Dhz/kmpAIQgAAEIAABCEAAAhCAAAQgAIFkAij8yUw4AwEIQAACEIAABCAAAQhAAAIQyHkCKPw534RUAAIQgAAEIAABCEAAAhCAAAQgkEwAhT+ZCWcgAAEIQAACEIAABCAAAQhAAAI5TwCFP+ebkApAAAIQgAAEIAABCEAAAhCAAASSCVRJPpXZM4MGDcpshuQGgQwSqFSpUgZzI6tcJUA/yNWWy0y5af/McCQXCEAg/gR438W/jSghBDJNAAt/pomSHwQgAAEIQAACEIAABCAAAQhAIAYEsm7hj0EdKQIEIAABCEAAAhCAAAQgAAEIxJjAgSPuiHHpcrdoWPhzt+0oOQQgAAEIQAACEIAABCAAAQhAICWBrFv4J0yYkPLhXCh/AsRUSGS+a9euxBMcxYJAec8xpB/EotmDQtD+AYqC3invflDQsKl8wRDg9y6eTc37bne7THv28ng2UClLFRePBSz8pWxAboMABCAAAQhAAAIQgAAEIAABCMSZAAp/nFuHskEAAhCAAAQgAAEIQAACEIAABEpJAIW/lOC4DQIQgAAEIAABCEAAAhCAAAQgEGcCKPxxbh3KBgEIQAACEIAABCAAAQhAAAIQKCUBFP5SguM2CEAAAhCAAAQgAAEIQAACEIBAnAmg8Me5dSgbBCAAAQhAAAIQgAAEIAABCECglARQ+EsJjtsgAAEIQAACEIAABCAAAQhAAAJxJoDCH+fWoWwQgAAEIAABCEAAAhCAAAQgAIFSEkDhLyU4boMABCAAAQhAAAIQgAAEIAABCMSZAAp/nFuHskEAAhCAAAQgAAEIQAACEIAABEpJAIW/lOC4DQIQgAAEIAABCEAAAhCAAAQgEGcCVeJcuNKUbefOnQm3VapUyVSuzLhGAhQOIAABCEAAAhCAAAQgAAEIQCDvCeSVwn/TTTeZ119/PanRqlevbjp06GCOOOIIM3ToUFOjRo2kNJyAAAQgAAEIQAACEIAABCAAAQjkE4G8Mn0vWrQosm22bdtmZs+ebe6//35z4YUXmtWrV0em4yQEIAABCEAAAhCAAAQgAAEIQCBfCOSVhd81Sv369c31119vfvzxRyNlf9asWWbcuHFmx44d5osvvjB33XWXkTcAAgEIQAACEIAABCAAAQhAAAIQyFcCeanw16xZ0/Tq1Stos8MOO8wMHjzYXHDBBVbpnzx5stm0aZOpW7dukIYdCEAAAhCAAAQgAAEIQAACEIBAPhHIS4U/qoHatGljunXrZj777DN7efny5aZ79+5JSbdu3WoWLlxoND1g5cqVpkmTJqZt27amS5cupnbt2knpJ02aZDZu3GjTKP+wTJ8+3Xz55ZemZcuWpmfPnuHLZsmSJWbu3LmmVq1aZsCAAUnXOQEBCEAAAhCAAAQgAAEIQAACECgNgYJR+AXHV9jlBRAWWf7l6r9hw4bwJaNpAldccYXp169fwjVND/j6669N48aNzdixYxOuaUrBtddea7Zs2WLq1atnxo8fn7RigO6fMWOGadiwIQp/Aj0OIAABCEAAAhCAAAQgAAEIQKAsBPIqaF9RINauXWtkbZcoSn/z5s0Tkr/00kvm6quvtsq+lvKTRb5Pnz5WEVdCDQJcc8015u23306476CDDrLHyn/x4sUJ1+bNm2eVfZ2UF4COffn2229tMEGdi7L++2nZhwAEIAABCEAAAhCAAAQgAAEIlIRAXlr4FZxPCrjkm2++MfPnzzdPPPFEoHyPHDnSaKk+J1K8H3roIbNr1y4jy/+YMWOM5v07kWX+3nvvtdcffPBB079/f1O1alV7WUv9vfHGG3b/448/Nu3atXO3mSlTpgT72pEHge/2r+s7d+60aQ4//PCEtBxAAAIQgAAEIAABCEAAAhCAAATKQiAvFf6vvvrKnH766Ulc9tprLyNl/+yzz0649vzzz5vNmzfbc+ecc06Csq+Tw4cPt4MGUuzXrFljPvjgAzNw4ECb/uCDDzbVqlUz27dvN1L4R40aFeQ9derUYF87uq78nWgAQFKlSpWkZ7o0bCEAAQhAAAIQgAAEIAABCEAAAqUhUDAu/YJz3HHHmfPOO8/IZd8XBemTSPE+4YQT/EvB/rHHHhvsa2k/J/IIOOCAA+zh7Nmzg4GD7777zsyZM8ee79ixo93qOevXr7f78iZwCn/v3r1t0D57gf8gAAEIQAACEIAABCAAAQhAAAIZIJCXCv++++5rxo0bZx5++GHz29/+1tSpU8eievnll42s+WFRFH1Jo0aNzN577x2+bI9btWoVnF+1alWwrx259UsUpO+TTz6x+1oN4IcffrBB+i666CJ7zlfyfeUfd36Lh/8gAAEIQAACEIAABCAAAQhAIIME8lLh1/x6Ke+aT3/yySeb22+/3VrvxU1z9RU13xfN85f4Ufz969r3BwKkyPvSt2/fwGvAWe2dO3+nTp2MLPiKwi9x1+Xe7wSF35FgCwEIQAACEIAABCAAAQhAAAKZIpCXCn8YjlzqTzrpJHt669at5pVXXklI4pTxqOX4XEItvedEHgS+6P4uXbrYU7Lwy9LvAvZpjr+mEBx66KH2ugvU5xR/DQhocAKBAAQgAAEIQAACEIAABCAAAQhkkkBeBu2LAjRixAjrzi+3ei3Bd+qppwZW+WbNmplFixYZBfuTu37Tpk2Tspg1a1ZwrkWLFsG+25GVfu7cuXb5vUmTJpmlS5faS27ZPkX9f/XVV41WBPjwww+DJfqw7juChbmVd8myZcuMBpS0XKQGgBo3bpwShpZ+VN/SMo/16tWz3iMNGjRImZ4L8SdAH4h/G2W7hPSBbBMmfwhAoKIJ8J6r6Bbg+YVMoGAUfinxBx54oJGrvebsayvru6Rz585m4sSJdtk9zf2/7LLLEvrEtm3bbEwAnVRgP6fE+4mkuGu6gOQvf/mL3Wrpv/3339/u6x7dq+kAWuJPXgASN//fHvBfwRDQqhBvvvmmmTlzpu13ruLvvfee+eUvf5mk9GtA4MUXXzR+wEjdI4+SK664wmgFCiS3CNAHcqu9slFa+kA2qJInBCAQJwK85+LUGpSlUAkUhEu/a9zjjz/e7VorvzsYNmyYtZbq+IUXXjB33323tfjL/X/GjBk28J+z2A8dOtTst99+7tZg26ZNGyNPAcnatWvttlevXkHsAMUA6NGjR8J1DUIozgBSWARk0b///vtt35LHiS87duywgwD+OSn5GkwKK/tK8/333xtZ/ZHcIkAfyK32ykZp6QPZoEqeEIBAnAjwnotTa1CWQiZQUAr/kUceaerWrWvbW271bok8KeOXXHKJUbA/iSL5n3/++XaJPln7582bZ8/37NnTjB492u5H/Rd2z3ceBC6tm8fvjsPp3Xm2+UtgwYIF5rHHHrNTOypXrmy6d+9utLSjL35QSbnAPfXUU0bLPMqK37VrV9OhQwc/ufVYSTjBQawJ0Adi3TzlUjj6QLlg5iEQgEAFEuA9V4HweTQEQgTySuGXC73EbUN1tQq9s/Lv3LnTzp12aY4++mhz3333WRd8ud77Ikv8ueeea+68885giT//utsfMGCAXYZPx1LODjnkEHfJbqXgu7yl7A0cODDhOgf5T+Dtt9+20zpq1apl+5RiSWhKiS+uj+iclneUsq/+csYZZ5jTTz/dDBkyxE9eZJ9MSMhBLAjQB2LRDBVaCPpAheLn4RCAQDkQ4D1XDpB5BATSJJCo2aZ5U1yT/fnPf7ZL7vlL6IXLeuGFF5pRo0ZZhTycTu7199xzj9FgwIoVK6wVVq76Us7SEVlrFZhPbtay2larVi3hNgX703VNFVCAtlQDEwk3cZBXBLRM5GuvvWY0NcStDrF9+/aEOu6zzz7Bcf/+/a3Cr2kkWm1Cov7li8vHP8d+fAnQB+LbNuVVMvpAeZHmORCAQEUR4D1XUeR5bioCCtAuz+3333/fLFy40DRp0iRV0rw7n1cKv6zqzmW/qJaqU6dOUZftYEDr1q2LTJPqopT4ohR5TRtQdHWkMAkozsN5552XUHl/yUdd8Jd9VJ92XinupnXr1rldO6jkYkcEJ9mJNQH6QKybp1wKRx8oF8w8BAIQqEACvOcqED6PTiAgQ+uNN95obr31VqNA7JJwDK2EG/LwIK8U/jxsH6qU5wT0wtE8fV+Ks9ivXr06SK45/WFPkuAiOzlBgD6QE82U1ULSB7KKl8whAIEYEOA9F4NGKMAijB8/3lx++eUJ07iFQZ7WhSQo/IXU2tQ1dgQ2bdpkFJnfiebv169f3x0mbbWso+b1O+ndu7fbZZujBOgDOdpwGSw2fSCDMMkKAhCIJQHec7Fslrwt1Pz5882ll15q3njjjcg6KjZWIQkKfyG1NnWNHYGvvvoqoUwNGjQIAj8mXPjpQMr+t99+a49atmxp2rZtG5Us4ZxcmT7//HOj9H58gIRERRxoNYvly5fb2BOKJSA3PbwKigBWwku50Adclcral1w+bBMJxLkPyCqnaUcbNmyw/+QOqRg1jRo1su8CTTtCIAABCBRHoDzec0uWLLFxjuT9iBQuASn5J554olGMLK2w9vvf/97GZrvqqqsCKCj8AQp2IACBbBMoav5++Nn68P7oo4+C00cddVSwH7Ujz4HJkyebSZMm2R9ABQAs7h4/n5UrV5px48bZj3z/vF6S7du3N6ecckrBuUT5HDK1H+c+4OpY1r7k8mEbTSBufUDvGq2fPXfuXPtPlrkoUTwavVN69eoVdZlzEIAABAIC2XzP6XvlzTffNFL4JWPGjCnSeBIUip28JNCnTx+jFdZ+85vfmN/97nd2hTT9nvkKf6VKlfKy7qkqhYU/FRnOQ6AcCJTkB3DixInGjZB36NAhpXVfH+vTp083EyZMMP6HekkscfPmzTPPPfecnW4gBV9BLLWqhSKcapUARTd95JFHzFlnnWVq165dDqTy9xFx7QMinom+lL8tl7maxa0PyCPoiSeeSKig/s410KdlQvX3r76xceNG8/zzz9slb7t165aQngMIQAACPoFsvOfkgajl/2bPnh0EYZMiV2jWW58z+8Z6sy5dujQBRaH3CRT+hO7AAQTKl0C6Afu0TOS7775rCyd3+iFDhkQWVAq5XJnWrFmTdD1dhV8f9E7ZVyZaWsdZ8NauXWseeOABo1gCCh6oZSZPO+20pGdxIn0CcewDKn0m+lL6FAo7ZVz7gGuV4447zhxyyCHGWUTcgICUfslbb71lUPgdLbYQgEAUgUy+5/SdoqXVPvnkE7uUtv+8dL91/HvYh0C+E0Dhz/cWpn6xJhD+AYyaY+8U8B9//NHW5ZhjjkkK7CcF/KmnnrJKmhIp+J/m2K5atSqov/tYD06k2PnPf/4TBBLs2LFjoOwreePGjY2mBrzzzjv2bgVF2bJli6lVq1aK3DhdHIG49YFM9qXi6s713QTi1gf8dunUqZM59NBD/VNGHkadO3c28gSSyMqmuZLE9kjAxAEEIOARyNR7Tq7ZL730kvU2Uvb6btK0MxffKN1vHQ1YygosQ4aWQ27Xrl0wqKl8laemCKjc+vZp06ZNkueArskgo/g2CrgsLygtv41AIG4EUPjj1iKUp6AI+C73qnhY4Zey/+ijj9oPal2XAn7wwQcnMdKItoJq6YdOkfsHDx5slfBbbrnF/hAl3ZDihJQ9jZg70cd+WLp06RIo/Dt37rSrBvTr1y+cjOM0CcStD2SqL6VZfZIZkzD1RkAq+j3QvHlzM2zYMNs2+oCNkiZNmgQKvz6cNdUHhT+KFOcgAAERyNRvnQYX9W2kGCI///nPjQL06btFHofpipR8eTL63pCtWrUy5557rs1CAZIVE8ANIuikDBvDhw+3Sr2Cl77yyitm5syZwVQCpdGyyr/+9a8NXgbptgTpyosACn95keY5EAgRkLKsEWRfNE/eiVP2nZVeH9gjRoxwlxO2UvSHDh1qFf4WLVoE16pXr14ihV8/fv4PnCL7h0Uj3frhk2VfouBeKPxhSukdx7EPZKovpUeAVHHsA3oPuWk8qVpIFi0nmhvpv7vcebYQgAAERCCT77kePXrY/LR11nR966Qrmq729NNPJ31/ffHFFzZO0owZM+x0gXB++uaZNm2a0beYDDEaNAiL4hQo/yhjSTgtxxAoTwIo/OVJm2dBwCOgEeKwuKAicjNTMCwFxZLUqVPHjBo1yhT1oxalnIfzL+44PAKv0eoo0fJ8+lGT+AMEUWk5l5pAHPuASpuJvpS61lzxCcS1D/hlDO/LwjZr1qzgtFxdNY0IgQAEIBBFIJPvOX0nHXjggVGPKfacvlc0/VHejPJeGjRokBk7dqzZvHmzvVdTBaT4ayBBK5DI6q8pjO57Z86cOXaZUin7+g469thjrYVfQU41qCHRVCcU/mKbggTlTIBf6HIGzuMgUBQBjR5/+eWX5tNPPw3cxOS2duaZZ1r3taLuzcQ1N8CgvPSj6kbPw3nXqFEjOIXCH6DIyE5F94GMVIJMykQg7n1AUbHlgSTRe+Loo48uU325GQIQKDwCFfGe02ojAwYMsPPytU673l/yTnIKv5R9HcvA4rwl999//0Dh1/QlBSzWYMEZZ5wRfCNJ+de3m0QDoggE4kYAhT9uLUJ5CoaArzS7Sv/rX/9yu3bbrFkzM3LkSGvhT7iQpQPfwl/UfFy/7M61P0tFyutsfY6uohXdB1w52JYPgVzrA5qzOnny5ACO5tBqzj8CAQhAIBWBOL3njjzyyKCYssq75Y7dScUvccq+zjnLvbveoEEDuzqRbxDxPRgUvA+BQNwIxFLh1yiZ3GY0Ete3b98yM9OI3AcffGDlRiV0AAAgAElEQVQtEpqXqDnI5SGZrkd5lJlnlB8BjSwrkv66deuSHqqALwrOJ8tZUYp30o1lPOEr70WNUvtTC/RjqL+xdCPjlrGIeXV7HPtAXgHOgcrkUh9YvHixefHFFwOqit2h5foQCEAAAkURiOt7TjGSfIX+gAMOsMGR/bqE5+prqWL/G0jfSpq770SGGgQCcSMQS4V//PjxRv8kch3Ui6IsIpfj6667zmYxevRoc84555Qlu7TvzVQ9ZHWVIqZRRf8lk3ZBSBhbAlru6uWXXw7KJ+VeS15J0U81fz5InIUdfxS+KAXeLRGoIiiAX1Fps1DMvMoybn0gr+DmSGVyoQ/I1dXNfRXWPn36GC0RikAAAhBIh0Ac33PLly9PKLpv/XcXXOBkHcuVv3Xr1u6S3SoPGT2cEAPHkWAbJwKxVPjjBKgiyyIXoX/+859m3LhxdgRSH1dXX311RRaJZ2eYgKz4cofVCLHmjWkt2IpUnuVV40Sj3gpsExWMS0twOVFAQaT0BOLWB0pfE+4sLYG494GVK1caBaVyq4ocdNBB5vjjjy9tdbkPAhAoQAJxfM9pINOJFHUZ1nzRd5Cv8EetXqIgy050P99EjgbbOBFA4Y9Ta3hlUdC222+/PQgCoku+25GXlN0cJ9C0adPY1MBX+FUoBeaK+vFC4c9sk8WpD2S2ZuSWLoG49gFNOXr88ceNm6Oq6NhDhgyp0IHJdJmSrngCGsxR+/bs2dNGHI8acNa3hzzRFKn8rLPOSjktUku0Pvnkk0aWXEU4RyAQJhC395xv4Y+KrK8AfTJ8OJGFPyyff/55cCps/Q8usFPhBMI6lO+pWuGFK4cCoPCXA+SSPEKW3j//+c/m1Vdftbfpx9d3FSpJXqSFQEkJhBV+jWxHKfx+3IG6deuW9DGkhwAEcoCAppJJGdy6dastbe/evY0iW0cphTlQHYoYIqB27dq1q3HBWm+77Tbz3//936FUxlx//fXmT3/6kz1/6623GilJYc+vb775xnTu3DkYGHrooYfMeeedl5QXJyAQFwLqs/4qQ36gPldG3wNAwfg0hdEXDQasWbMmOKUlSpF4EvA9NVTCDRs2RH7fxrP0ZS9V2SbHl/355BAioAjITtmX+9ODDz4YSsEhBNInUNLBIv3g+R9yS5YsSXqYlu7zA9RoyRokvgRK2gdS1SRT+aTKn/PZI1CatpP1Q9PJ3FKdUgxPOumkJGV/ypQp5umnn7ZrV2evBuScDQJvvvlmoOwr/2effTbyMf55WTwVBDksWl3EeYEUlVf4Po4hkAkCpXnH+dZ9DWJGBdvzFf6o64rw71uKfQt/acqUCRbkkUxAbfTYY48lXHjkkUcSjvP9ICct/PoAmTp1qpH7mEamNeKmUbXDDz/c1KxZM602mzdvnl1aSGtvKkhajx49il1aSM/S6gELFy60QfTatWtn5AKUyRE9WUs7duxo3eb69+/Pep5ptSaJogjox8atla3r/sdYVHqd099Pt27dzIwZM2wS/Z0MGjQoYaWAWbNmBbdrxYtM9v8gY3YyQqA0fSDqwZnKJypvzmWXQGnbTkqdfmMlijNyyimnJAXQlaePAuvqPSPrbqtWrbJbGXLPKAF5bPhehJquESU6r98CiQLLRg3yhu8NH0flyzkIZIqA/60jq7vct7XaUVHiK/xaMSkqKLav8EctP+p7O+r7SV4Aev7YsWNtzJNRo0YlfD8VVR6uZZaABjRfeukl64ExadKkhFgMetKYMWNsIFq9qxQk+8wzz8zrVWdySuFXwKC7777b/Pvf/06YU+O6iBrsqquussuZuXPhrV4KN9xwg5kwYUL4kjn33HPN2WefnXReJ5Rec+r9ZctcQs1nvPjiiyNfFi5Nulsp+w888EC6yUkHgUgC+sHRWtm+kj979myjF1txa8TKs8Qp/OvXrzevvPKKtezpx1M/kP7fjuZqIvEkUJY+4NcoU/n4ebJfPgRK23b6u3/33XeDQmqJ2XvuuSc41o7ylku4BhQk6Q62J2TCQYUSkDXyb3/7mw0OrG+PK6+8MrI8cumXAqV+cOGFF0auICOjyR133GG9PRQP4JJLLonMi5MQyDQBeRxOmzYtyFbvpI8//tgu613UKl/FKfOy3vvf/FEWfjfdSQ/X99b06dOtQVLfSlWrVrVGSQVjRsqfwIcffmjuvffeIh88d+5co38SvbfyeZnZnFL4FcjOLWFWr1490717d2vdV8AMuR7rj/6mm26ybhupPj6eeeaZoPG7dOli53DIRU3y97//3X60jBgxIkijnRdeeMHOq9e+5jhLIVJEdZVHc0JUJnkK6EcRgUBFEVDwJblVKqCevFHCAUr093HXXXfZPiyvGA2QnXbaaUnFlZXu2GOPNW+88Yb9mP/ss8+sdUf3aM6bkwEDBhhF60biQyBTfSBT+cSHTOGUJBNtN3HixKT3h3PtT0XSX9IzVRrOx4+AFHj9K0o0GKBpG8XJ7373O6N/CASyTUDfOlKqNQffV7rdc2Xd1aClvGbllTJ48GC7pJ67ru8k3zofZb33BwRSufzLM8CJ3MalL0ikg4wcOdKuvOSusy1fAn/4wx+M/iG7CeSUwq9RMs0jHDp0qI0A6+Ya649MwWZee+01q/RrTmHUWpqu0eWG/Mc//tFI4ZfovltuucXua0Bg+PDhgeuiXiYaCJBIEVLAGt0v0WielHyNJL733ntmwYIF1sXfXuQ/CJQzAVncwkFJooqgPu0HqolK07dvX/tDqR9MjXKrr+uffvT0A6frBxxwQNStnKtAApnqA5nKpwJRFOyjM9F2xSn3UXBTDbJHpeUcBCAAgbIQkBfS2rVri8xCXsEu3pACYvui+513ks5HBexTGicykES5/Ldt29ZOg9R0XycaIDvhhBOK9aZ06dlCoDwI5JTCrznzf/3rX5O4yGVHlkop7pKilB6tkako+Pvtt1+Qz3HHHWfk+qE5HnqByHLvLJcaRZT1XiIXNafs61h//HLll8IvkVUkalkPe5H/IJBlAhqQyqSXiTxo9E+KvkbCpexr0C3qRy/LVSP7NAlkqg9kKp80i02yDBLIRNulmtqWwWKSFQQgAIFSExg9enSp79WNWh6wuO+lo48+2uhfUaLvIukf+kaSp8E+++xjjSVF3cM1CFQEgbyJ0u8r4m6JmSigGnXzlX2XxvcIWLFihTttFi9ebPel5PTq1cvOW5QFxf1r0qSJdZFWIrlSIhDINwLq+xr9lssbyn6+tS71gQAEIAABCECgLATk+aiYGCxTXBaK3JtNAjll4XcgFFBMLvSaXyN3HSn4/rIYLl3UVqNxUdKyZcvgtFyYnTjlX1bOY445xp2O3DrXociLnIQABCAAAQhAAAIQgAAEIAABCJQjgZxS+DXfRnPtFaU/0+LiAShff17Phg0bgkcVZd3UQALL0ASo2IEABCAAAQhAAAIQgAAEIACBCiaQUwr/uHHjAmVfAfe0vmWHDh2sC40s8FonuLTiL72hOThO5KajKP46N378eHeaLQQgAAEIQAACEIAABCAAAQhAINYEckrh17rikjp16pjbb7/dLo3n6GqN8HQkVXTymTNnBrdrXr4Trbupa7L0a+oA83McGbYQgAAEIAABCEAAAhCAAAQgEGcCORW0zwXFq1q1qgmv+Tt9+vS0OGuNzNdffz0h7XfffRdE+Jdrv1uuT4m0vIZEbv7yMEAgAAEIQAACEIAABCAAAQhAAAK5QCCnLPxt2rQxa9asMd9884155plnzMknn2x27txp3fz/9re/pcVbwf1uvvlms2jRIjN48GCjdToffvjhYCk/ndPSY06GDBlixo4da5fcePLJJ+3zhg0bZtciVxoFDvzggw/sv6uvvjpyLU+XV7rbhQsX2ucovb92qLwM5s2bF2SjwYh0PRuCm9iBAAQgAAEIQAACEIAABCAAgYIgkFMK/0knnWScW/99991n9K9y5co2Qr+26Ui9evXMxo0b7YCBBg180Xz98NqeCtR32WWXmRtuuMEq308//bTRP53X0nwacHBS1HKALk1x2yVLlpgLLrggMtnUqVON/jlRAMM+ffq4Q7YQgAAEIAABCEAAAhCAAAQgAIGAQHpacpC8fHaqVatmHyT3en8ZvX79+pkrr7zSNGjQICiILPZa+/K2224zhxxyiD0vl39fZAV3AwJS3M855xxTs2bNIImec/DBB9sBhKZNmwbn3c7hhx9uvQCUxpVNQQKdsq81yjVQ0KlTJ3eL3bq04XokJAodaKqCK2voUtJhUasGJCXmBAQgAAEIQAACEIAABCAAAQgUFIFKu/w16DJQdV9BV3YTJkwoca5S4hVcTwptlFKr63LtX7dunZGbvwukJ4u75uPXqlUrSWnWeVV17733tuX5/vvvzdKlS+2AQrt27Ux4kCBVofVsRe3Xs/Wcxo0bB88P31NcPcLpy+N40KBBCY/JcPMn5B3Hg3D/LLT6x7FNosqU7XbKdv5RdeJc+gSy3T7Zzj/9mpKyKAK0U1F0uAaB9Ajwd5Qep4pOVejtdOCIO2wTTHv28opuiow+Py71iqVLvyzcTomPoq7rssSHrfGypCuCf5T4Fn1dlyXdD84XdU/UOT1bkfv17/+zdx/gUlT3/8cPigoWQFFQURAECyoIdqyo0WBFxQL2WIgtsfE3lhii5hc1ilgSJRETY6MFe8GGRjEWVEAQLHRFxAaoKCLwfz7HnMnZubO3zN29e3b2fZ4HdnbazrzO3Nn9zmk1pZrOo6btWY4AAggggAACCCCAAAIIIIBAWoEgq/SnPRm2QwABBBBAAAEEEEAAAQQQQACBnwQI+LkSEEAAAQQQQAABBBBAAAEEEMigAAF/BjOVU0IAAQQQQAABBBBAAAEEEECAgJ9rAAEEEEAAAQQQQAABBBBAAIEMChDwZzBTOSUEEEAAAQQQQAABBBBAAAEECPi5BhBAAAEEEEAAAQQQQAABBBDIoAABfwYzlVNCAAEEEEAAAQQQQAABBBBAgICfawABBBBAAAEEEEAAAQQQQACBDAoQ8GcwUzklBBBAAAEEEEAAAQQQQAABBBoXm6Bnz57F/gj2j0BqgUaNGqXelg2zI8B1kJ28THMm5H8aNbZBAIFyFOB+V465xjEjUD8BSvjr58fWCCCAAAIIIIAAAggggAACCAQpUPQS/iDPmoNCAAEEEEAAAQQQQAABBBAIRqB7n0HBHEuWDoQS/izlJueCAAIIIIAAAggggAACCCCAwH8Fil7CP3bsWLADEqBPhdzMWLlyZe4M3gUh0NBtDLkOgsj26CDI/4iioica+jqoaGxOvmIE+L4LM6u53/2UL2+NujDMDEp5VKHUWKCEP2UGshkCCCCAAAIIIIAAAggggAACIQsQ8IecOxwbAggggAACCCCAAAIIIIAAAikFCPhTwrEZAggggAACCCCAAAIIIIAAAiELEPCHnDscGwIIIIAAAggggAACCCCAAAIpBQj4U8KxGQIIIIAAAggggAACCCCAAAIhCxDwh5w7HBsCCCCAAAIIIIAAAggggAACKQUI+FPCsRkCCCCAAAIIIIAAAggggAACIQsQ8IecOxwbAggggAACCCCAAAIIIIAAAikFCPhTwrEZAggggAACCCCAAAIIIIAAAiELEPCHnDscGwIIIIAAAggggAACCCCAAAIpBQj4U8KxGQIIIIAAAggggAACCCCAAAIhCxDwh5w7HBsCCCCAAAIIIIAAAggggAACKQUap9wuyM2WL1+ec1yNGjUyq6zCM40cFN4ggAACCCCAAAIIIIAAAghUhEBmAv5rr73WjBkzpkqmrbHGGqZjx45mjz32ML179zZNmjSpsg4zEEAAAQQQQAABBBBAAAEEEMiaQGaKv6dPn56YN0uXLjVTpkwxQ4YMMf379zfz589PXI+ZCCCAAAIIIIAAAggggAACCGRJIDMl/C5TWrRoYQYOHGhWrFhhFOxPnjzZjBgxwixbtszMmTPHDB482Kg2AAkBBBBAAAEEEEAAAQQQQACBLAtkLuBv2rSp6dq1a5Rnu+66q9l///3NmWeeaYP+1157zSxevNg0a9YsWocJBBBAAAEEEEAAAQQQQAABBLImkLmAPymDNttsM9O5c2czceJEu3ju3Llmm222qbLqkiVLzAcffGDUPGDevHmmdevWpn379marrbYya6+9dpX1X375ZbNo0SK7jvYfTxMmTDAff/yx2XTTTU2XLl3ii83MmTPN1KlTzVprrWX23nvvKsuZgQACCCCAAAIIIIAAAggggEBagYoI+IXjB+yqBRBPKvlXVf+FCxfGFxk1ExgwYIDp0aNHzjI1D/jiiy9Mq1atzPDhw3OWqUnBFVdcYb799lvTvHlzM3r06CojBmj7SZMmmZYtWxLw5+jxBgEEEEAAAQQQQAABBBBAoL4Cmem0rzqIBQsWGJW2K6mX/jZt2uSs/sgjj5hLL73UBvsayk8l8jvttJMNxLWiHgJcfvnl5rnnnsvZbocddrDvtf8ZM2bkLJs2bZoN9jVTtQD03k/ffPON7UxQ85JK//11mUYAAQQQQAABBBBAAAEEEECgrgKZK+FX53wKwJW+/PJL895775n77rsvCr779u1rNFSfSwq877zzTrNy5Uqjkv8rr7zSqN2/SyqZv+222+zyv/3tb2avvfYyq622ml2sof6efvppO/3qq6+aDh06uM3M+PHjo2lNqAaBX+1fy5cvX27X2X333XPW5Q0CCCCAAAIIIIAAAggggAAC9RXIXMD/+eefm2OPPbaKy6qrrmoU7J944ok5yx588EHz9ddf23mnnnpqTrCvmUceeaR9aKDA/tNPPzXjxo0z++yzj11/xx13NKuvvrr54YcfjAL+fv36Rft+8803o2lNaLn275IeACg1bty4yme6dXhFAAEEEEAAAQQQQAABBBBAIK1ARVTpF06vXr3MaaedZlRl30/qpE9JgffBBx/sL4qmDzzwwGhaQ/u5pBoB3bp1s2+nTJkSPTj47rvvzLvvvmvnd+rUyb7qc7766is7rdoELuDffvvtbad9dgH/IYAAAggggAACCCCAAAIIIFAggcwF/Ouvv74ZMWKEGTp0qDn//PPNOuusY6kee+wxo9L8eFIv+kobbLCBWXPNNeOL7fu2bdtG8z/55JNoWhOq1q+kTvpef/11O63RAH788UfbSd9ZZ51l5/lBvh/8U53f8vAfAggggAACCCCAAAIIIIBAgQUyF/Crfb2Cd7WnP/zww82NN95oS+/lprb66jXfT2rnr+T34u8v17T/IECBvJ922223qNaAK7V31fm32GILoxJ89cKv5Jarer9LBPxOglcEEEAAAQQQQAABBBBAAIFCCmQu4I/jqEr9YYcdZmcvWbLEPP744zmruGA8aTg+t6KG3nNJNQj8pO232morO0sl/Crpdx32qY2/mhDssssudrnrqM8F/nogoIcTJAQQQAABBBBAAAEEEEAAAQQKLZD5gF9gffr0iUrhNQSfqte7tPHGG9tJdfYXr67v1pk8ebKbNJtsskk07SZcKb2G33v55ZfNrFmz7CI3bJ/r9V8jArzyyivREH1uO7cfXhFAAAEEEEAAAQQQQAABBBAolEBFBPwbbbSR6d69uzVTm31X5V4zttxySztfDwHU9j+eli5dGs1Xx34uiPfX8wP3P//5z3aRhv7bdttt7bS20bZKGuJPtQCUXPt/+4b/EEAAAQQQQAABBBBAAAEEECigQEUE/PI66KCDIjaV8rt0xBFHmObNm9u3Dz30kLnlllvM9OnTjar/T5o0yXb850rse/fubTbccEO3afS62WabGVdTYMGCBXZ+165doyBffQBst912dr5brocQ6meAhAACCCCAAAIIIIAAAggggEAxBH4qdi7GngPb55577mmaNWtmFi9ebKvVa4i8dddd13bId95555nrrrvOLFu2zPbkn9Sbf5cuXcxJJ52U96xUyj9y5Mhoudrv+0nt+N9+++1oll8rIJrJRMUJqNPI2bNnG/UT0aRJE6N+HVq1apXXYcaMGbbJiJqP6EGVOoVcb7318q7PgvAFuAbCz6NiHyHXQLGF2T8CCJRKgPtbqeT5XAT+J5CZgF9V6JXc6/9O8acp9d6vUv5hw4aZ5cuX2yBLAb/SfvvtZ9q3b29uuukm277e74lfJfG9evUyxx9/vB1mL75f937vvfc2//rXv2x1/VVXXdXsvPPObpF9VYCvUQLccH377LNPznLeVJbA119/bZ555hnzzjvv5PQp8eKLL5ozzjijStCvBwIPP/ywmTNnTg6UOoocMGCA0TVHKi8BroHyyq9iHC3XQDFU2ScCCIQgwP0thFzgGBD4SSAzAf/NN99sh9zzh9CLZ3L//v1Nv379bHAUX0/V62+99Vb7MOCjjz4y6mBPVfXXWmut+G4S32+zzTbmiSeeMN9//71p2rSpWX311XPWU2d/Wq6mAirJzfdgImcj3mRSQCX6qg2iayyeVMtEDwH0EMolBfkPPPCA+e6779ys6FXXm0r9NRoFqXwEuAbKJ6+KdaRcA8WSZb8IIFBqAe5vpc4BPh+BXIHMtOFXCaeq7LvO8XJP83/v1llnHVuN/39zcqe0n3bt2hkF8LUN9t0eFMSrmnU82HfLVctAywn2nUjlvb7//vvmnnvuscH+KqusYq8zPSDy07fffhu9VVU4F+zr2tx6661Nx44do+WaUEeUpPIR4Boon7wq1pFyDRRLlv0igECpBbi/lToH+Hwn8Nlnn9nO0k888UTTo0cP2w9bixYtTLdu3YzmjR071q2a+dfMlPBnPqc4wUwIPPfcc7ZZhx4m9e3b1w7zqM4iJ0yYEJ2f/9Bq4sSJtmRfDweOO+44W5K/cOFCM3jw4Gh9PcQilY8A10D55FWxjpRroFiy7BcBBEotwP2t1DnA56vJrDphHzNmjO2fTSIqNFOBrGrL6je3/t17773m5JNPNv/4xz8yj0bAn/ks5gRDEjj88MPNk08+aTTiQ8uWLe2h/fDDDzmH6PqW0My99trL3pw0OoSrtq9q/H5y+/HnMR2uANdAuHnTUEfGNdBQ0nwOAgg0tAD3t4YW5/PiAgr2H3vsMTtbtapvuOEG2z+WCtTU99WvfvUrM378eLv87rvvNupnTf1nZTkR8Gc5dzm34AQ0fONpp52Wc1zqkM9P66+/fvRWTyT9ISW1QFWUXNLTSjckpJvHa9gCXANh509DHB3XQEMo8xkIIFAKAe5vpVDnM/MJ/PWvf80ZZW233XYzqlmrUa4+//xzu9ldd92V+YA/M23482U08xEIWWDlypVG7fT9VFOJ/fz586PV1aY/X58R0UpMBC3ANRB09jTIwXENNAgzH4IAAiUQ4P5WAvQK/8hGjRpZgW233TYn2Hcsbdq0MT/72c/cWzN58uScEbOiBRmaoIQ/Q5nJqZSfwOLFi6P2RTp6VTdShyL5koZ1VLt+l/SEklTeAlwD5Z1/hTh6roFCKLIPBBAIUYD7W4i5ku1j+uc//2k7x1577bXznqgKzFzSqFkaJSvLBWgE/C63eUWgBAKuOpH76PXWW8+og758ScG+G85v0003Ne3bt8+3KvPLRIBroEwyqoiHyTVQRFx2jQACJRXg/lZS/or8cBWcVVd4JhR/RCzVrM1ysK/zJeCvyD8FTjoUgera78ePUdXi/vOf/0Sz991332g6PqF1tW/16K9/S5cuNRr+b4MNNrBt/tU3QG2Tnnpq6D81JVhzzTXtyAJ6MEEqjEA5XAP+mc6cOdOo40j/6bi/nOm6C4R+DRTyflJ3HbZAAIFyFijW/U29rWvf+o2jWgTqnE2dHqsfJA3TTUKgOgH14O/Sfvvt5yYz+0rAn9ms5cTKQaAuX4QvvfRS1MFIx44dq5Tu60f57NmzzdSpU+0/fQEmpebNmxs9LOjatWvS4mjeihUr7IgCb775ptG0nzSsYK9evYzaR5HqJxDyNeCf2bx584yGulHAr3TllVdWWxvF35bp6gVCvAYKfT+pXoClCCCQVYFC3t9Uw3HatGnm3XffNbNmzary20SGar+93Xbbmf3335/AP6sXVT3P69///nc0HLaul/PPP7+eewx/cwL+8POII8ywQG077Pvoo4/MCy+8YCVU7eiQQw6povLhhx+a++67L2e+2i9tvvnmdmi/Dz74wHZKsmjRIvPggw+a1VZbzXTu3DlnffdGNQJGjhxptE+lddZZxz5gUNU8BX6qCvWvf/3L7nennXZym/GaQiDUa8CdyldffWU0rvKUKVOiTm30BVld0xO3La+1EwjxGijk/aR2CqyFAAJZFCjk/e2BBx6wNQ6dk76L2rZta1TrUA+jVdqvh5WTJk2yIxqdfvrpdvx1tz6vCKhmyJlnnhlBnHPOOUY992c9EfBnPYc5v6AF4l+Eqo4WT7o5Kbh2pewHHHBAjW2TtA+VwO+88872abfeux/w+jJUevbZZ/MG/KpN4IL9Vq1a2ZujOhRUGj16tP0y1X4ef/xx065dO6N1SOkEQr0GdN3pKbjGrF2+fHnOydWlSUjOhrxJFAj1GvAPtj73E38/TCOAQGUJFOv+pqr7p5xyinEds/3www9m2LBhZsaMGRb4k08+sQ+qu3TpUlngnG21Av/v//0/895779l1evToYW644YZq18/Kwvy9g2XlDDkPBAIWiFe7jwf8CrrU26hKWZU6depkdtxxxxrPaIsttjC77LJLFOxrAzUD2HLLLaNttU99QcaT5o0fPz6affjhh9vRA9yMgw8+2PYH4N6/9dZbbpLXFAIhXgNqFnLLLbfYPiMU7Ou6dD+qdIoqVSEVTiDEa8A/u/rcT/z9MI0AApUnUIz7m2qY9e7dO+d7SbUfVSDip08//dR/G02rwEI1Al577TUzffr0qPaaW0F9F73//vvm1VdftQ8QXIGLW65XPchQTQKto2YG2oYUtsDQobGXZ9QAACAASURBVEPNbbfdZg+yQ4cOtrar+n6ohEQJfyXkMucYpIACqfgXhDrFc8kF+3pKrdS6dWvTp08ft7jKq8YVPeKII+x8VeNPStqHvpiU9IWnztfiPZMqgNd8JbXV1379pJujRgdQGzolfeGprZyrAeCvy3T1AqFeA3roo+tP/T38/Oc/tx30qaT/iSeeqP6EWFpngVCvgULdT+oMwgYIIJAZgULf3/RbQw8Q9AB6k002qeIUr22o77F4WrBgga016T8MULOAX/ziF3ZVjYak/mrciEiaqd9CRx55pG0iqSaPqt34zjvv5DwoUE/vZ599Nk0I4uCBvFcnfb/85S/t0Wy44Ybm6aefrqjaqcEF/OoNXIGE/pgL0aZCQc24cePsj1d1Uha/GRTrOiz0eRTrONlv6QT0pRFPrl20OqNRO3u1t1dSG/p+/frZXmjj27j3elhQU0d8S5YscavbNtj+Awa3QE+7XdLQf0nJD/i1z88++8xstNFGSasyrxqBUK8BdXikH2p6VV8PSpXyFLya7CrKolCvgULdT4qCxk4RQKAsBAp9f6tpKOJ4gK9A3U/6faNq//HCljlz5thOkVWAoaZs8aR+i1QYokIT1brUQ4N4UueE2r9qRJHCEnj77bdtgdmPP/5oayzqgU6+grGwjrxwRxNcwK/2wfqnpI6iXACU9pT1hO63v/2t3fykk04yp556atpd1Wm7+p6HOh5Rya5uSnqKyTBodeIv25X1haKHRbo56WGVkkpZjz/+ePtanxNTqe3kyZOjXWy22WaJpfJ+9Ts9sU5KejrqJ/9JuD+f6boLhHAN6L7bvXv3uh88WxREIIRroKYTqe39pKb9sBwBBCpLoJj3N+3bT2oG6ZJ+p6jTPwV9CvZ69uxphg8fbr7++mu7yiOPPGIU+Osht0YyUqn/888/b4N4raDCSAX1Cvb1G+jAAw+0v9PUWbIekCupBiUBv6UI5j/9pj700ENtjY0mTZqYRx99tCJHmAou4A/mCinBgaiNkKqcqGRXPar7SYHXGWecYW8w/nymy1dAN5540o3ITxtvvLHp27evLeH356eZ1gM09/RbAV2+cUddrQJ9Rr5S3fixE/CnyRFj4o7aSwjXQLqzYas0AuV6DdT2fpLGhG0QQCAbAg15f1O/RKrR69JWW21lg3b3XjWH9957b9v2XgGgfgepJpML+BXs671qU7rmAhp62NV6VCHM/Pnz7cOC4447Lqr9puBfQaWSHoSSwhHQb17ltfJHfQ/dc889Zvfddw/nABvwSAj4GxC7po+66aabzGOPPZa4mp4qXnvttUZtjlRTgVT+Avqy2WCDDWx1+PjZqBd0dc6noDzexj6+bm3eq62ZOqdxSe2y423ztUxfVq79vt7n++z4l7iqu5HqLhDiNVD3s2CL+giU4zVQ2/tJfVzYtmEENMzqvffea9STuUoskzrkVOmlfpso8DnhhBPyNo2cPXu2uf/++22HsSohJSHQUPc31YZVab37/aJCMnU4HE977rlnNEvXtYYa9pP6QXLBvua7knu3jmrbHnPMMVGwr/l+s4UWLVq4VXkNQOBXv/qVrTGrQ/nTn/5UbT9YARxuUQ+BgL+ovHXbuXoMVdpmm23sOOuqcq2q/Xoi5TpI07S+lNWOiFT+AupJ33/IowBbvekr0M9Xnb6uZ60hah5++OFoMw1DouH6klI8cM/3tDpe8q8qcqR0AqFdA+nOgq3qI1BO10Bd7if1MWHb4guo/5Wtt97adoKmT9PwVBdddFGVDx44cKC55ppr7Hz9aJ47d26V5mDqsVyjwLjg58477zSnnXZalX0xo/IEin1/U1A+YsQIW/ouXZXkqxlk06ZNq8VWs1k/oO/WrZsdCcnfKN5WXw8R/N8/+o2kAjmXVCuTFIaAmlbrPqR09NFHJ97btEzNvtVzv4a/zvKDSgL+MK5LexQqdT322GON/wRSC3QTOvnkk23pvgKrKVOmEPAHlG/1ORSV4qukXV8aqkqmcWWTSljSfoaqqLk2a9rHTjvtVGXYGn/f8ZL7fMcSH6JGX7CkdAKhXQPpzoKt6iNQLtdAXe8n9TFh2+ILqOMqv8+WUaNGJf4o1nyXVKVZ1aZVNdpPaorkgn3N1zYE/L5Q5U4X8/6m3yK61lwzWP2OUi3Y2vR7pQdXfor/9tYyN0qSptXuv127dv4m9uGX629JC/J1dJyzEW+KLqAaHwMGDLCfo9/Yd9xxR+Jnqr8sBfsqXPXzMXHlMp9ZdgG/2he/+eabRlXH9EWlHjhVEq42GTU9zXN5pU41VL1Z7XZUmqqeqJOqN7v19arPUim7bioqBdX4jeqYQ59dqHTIIYck7kpPE3V+rjND/waUuAEzy0qgWL3bq6qmOpNxvdHusMMO5qCDDqrWRgG/mhO4p97+Dzh/Q1dtzs3TKAKk9AIhXQPpz4It6yMQ+jWQ5n5SHw+2Lb7A9ttvbx8wux+6+Trq1Hw3nKtqoaldczzFt42/j6/P+8oSKMb9Tdetai9OnTrVYirYV+FYbUfj0gNMlxSoxx8S6HeQ/3s7aRQkjajkkrbnt5DTKO2rAnzVRlNS+339/o0nxXWqmeSSOsjOciqbgF9Byy233GKeeuop28NmPFNU/fk3v/mNbfccX+beq/OGq666yowdO9bNil41/uaJJ54YvfcntP6NN95oA31/vqYVpJ977rk5VXzi6xTivYIwlyhNdRK85hPQMHlql+kCdv340rWar8Te7UfLdX25jvtcJ39uuXsl4HcS4b6mvQbCPSOOrK4ChboGCrWfuh4/6xdXQKWVt99+u7n77rttVeZLLrkk8QNVpV/Bj3449+/fP7G5mQpOBg0aZIc8U38A5513XuK+mIlAoQSeeOIJM3HiRLs7FfipZL8uzV39Ev6knvVVm8Vvrpg0jNuHH34YnU689D9awESDCqgT6auvvjrnM/0HMzkLvDcE/B5GKSdV7cK1dVamqJ27Svf1x6a2765TO7Vxz1fSP3LkyOgU1HunqnDoD1rprrvustv16dMnWkcTDz30kLn55pvtPAVCqpqkp4g6Hj350zGppoC+EIuZ/OHUqDJUTOny37dqoCjYV/tMJZXiqJfSmoJ9d+Z+wO8/3XbL9aoAwE/NmjXz3zJdYoH6XgMlPnw+vgAChboGCrWfApwSuyiCgAJ4/asuaWgzjV1eU7rggguM/pEQKLbAyy+/bN544w37MaqZqGA/Plxwdcegkl1/dCG/oz63nV8DQJ3xKebwkx4GqCNtlwpZ49ftk9e6C+jBZPw3am32QsBfG6UGWEdtm9W5TO/evW2nCo0b/1Q5Qe131NHMk08+aYP+8ePHV2kD7x+eqvr8/ve/Nwr4lbTd9ddfb6f1QODII4+0Q3Vohm4GehCgpPE41VmNqyqkklMF+a+++qp58cUXzfvvv1+0sTf1ZMpVWdJNRwEcCYEkAf09qPMaV0Kvv5nDDjusSrCvvxM9LFMHfrq2/aQvLd0wlRTwqzQ/3rbfVZXSOlqfWie+YGmnC3ENJJ2Bq/abtIx5YQkU6hoo1H7C0uFoEECgnAX020XDgiqtttpqdhi9eJMB/W5RdX9VsU9qyuiX7qswJKmzPT/gT1quHv51j3TJL+HX92VtC1nc9rwWRkCdh/J7parlKlVnhTlHbeb/8pe/2A7HXLCvI9WQHxoiw6V8JZJarvY1Kq13wb7m9erVy+yxxx52c/XGqZJ7l9QJjRufU9XTXLCv5WpXr6r8Lr300ktusuCvroaBdqwaCDpnEgJJAupMSf1bKKlfiqOOOqrK9aInn/qyVJtMv3dZtz+1dXJfVLppagguP+lhl+sgR/PVESApHIFCXANJZ+M371DJhuvnIWld5pVWoFDXQKH2U1oNPh0BBLIioO8h1bx1AZ0K6eKFFgrCn3/+eVtQ9t577yWeuh/wa3hkv+d9t4Ef8Cf18+WXIqtmsQrk9N2ovpPUTCbfKEdu/7wi0JACZdOGvzoUPxD3e5yNb3PwwQcnVvlRz5yqHqT00UcfRZ07uFJM3QjUWYfflkfrqq2QSjZVE0AdGhUjPfjgg2bChAl212o/dNxxxxXjY9hnBgS++uor88ILL0RnolL6W2+9NXqvCV3DqurvviyTmr/owVj79u2jDk+efvppOy6tnqAryNNTc1cVTlWgVIuAFIZAoa6B+NnowdBbb70Vzdb1o9pNu+22W5UHStFKTJREoFDXQKH2UxIEPhQBBDIp8Oyzz0a/P3SC6tdL/1xSsK/SfddZcdJvHK1bUzCv0ns1Z3IpqYTfNZvUOioI0W91dSquhwmqeaB4RLWTSQiEIFB2Af+kSZNsFXr9sepHqP6g/Co11aG6Usv4On6beP2Ru6TgX0l/yAcccICbnfiaVFKauGIdZqratYaLUNJN67LLLrM9qNdhF6xaQQKqZRIvdXVV+/MxxKvqu/XUdEb9AKjWi744hwwZYmvI6AtQfw9KejBwwgknEPA5tABeC3kNqIaTfrjo4Y7/w8adpob00gMm9d+gnrv3339/O2yRW85raQQKdQ0Uaj+lUeBTEUAgawJ6COnXwtX5pfmNowcCful8Uum9/0AgX5V/1QxwSXGIah4o6fd63759CfYdDq9BCJRNwK8SJbW195/kFUrQbyLgSj61b3Xq51JSdR+3TDeDQg9Bo9oF6iNANxH10K9+B9SsgYRAPoGavviStsv39FtBnEauUNA3ffp0+8TcDV+ibdRuX73+xzuxSfoM5jWcQCGvAf240gOf6pIeBrmHnVRfrE6q4ZYV6hoo1H4a7sz5JAQQyLKAHj7XtoDPOST9xtF3m/9bP6nDPq3jkkYBS4oBVBOyc+fOdshut646uFRtYlXvJyEQkkDZBPzqiMwF+2qD369fP9OxY0dbuqQSR7VVTpv8ajvrrrtutBs9vVMv/po3evToaH6xJ1QVe8CAAVF1oosuuoh20sVGz8D+8w0rmfbUVPp/9NFH2y9GBfv6O1GAr5L9fLVl0n4W2xVGoJDXgHo9JpWfQKGugULtp/wEOWIEEAhRQLVxCzEilpon1rSf/fbbz+hfdUm/g9SHmGoLqBacYgVGLKpOjGWlFCibgP+1116zTupx88Ybb7RD4zk4f4x6Ny/p1bU7ji/zOyXzx/BUmx0tU0m/mg40xB+yStQU4LvSVA2Xo44FSQiUSkBfanrCrX8kBBBAAAEEEEAAgZ8E/Kr9mCAQqkDZdPfuOsVTRxjxdseuU7uakNW+ZsyYMTmrqcdPDc2npKr9fg/+qpqjpKo/qmFQ7KQHCxdffHE0rqdK2Oikr9jq7B8BBBBAAAEEEEAAAQQQyKZA2ZTwq83wp59+aku+R44caQ4//HDbQZmq+d9+++21yh21/bnuuutsm2R1MKX2p0OHDrVjjWsHmuf3qKk2ysOHD7fVde6//377eUcccYRxT/PUqYeGLdK/Sy+91PZkXqsDybOSOuVzQ4WoypGaLKjjpHhSieuuu+5qH1DEl/EeAQQQQAABBBBAAAEEEEAAAQmUTcB/2GGHGVet/4477jD6p/HoFcTXdlx6DSGmjoj0wED//KQgPt5mVZ10/PrXvzZXXXWVHU9z2LBhRv80Pz4OdXXDAfqfk29aHYRMnTo1WvzJJ5+YK6+8Mnofn7j55ptNly5d4rN5jwACCCCAAAIIIIAAAggggIAVCK5Kv4Z3UlL1er9jsB49ephLLrnEdhjm8k7Bfrt27cwNN9xgdt55ZztbVf79pPb97oGAAvdTTz3VDpnh1tHn7LjjjvYBgkrV42n33Xe3tQC0jjs2dRLohj9T7556ULDFFlvkbOrWjZ9HzkremzXXXNOof4LaJLkk9Rham21ZBwEEEEAAAQQQQAABBBBAoDIEGq30x6YowDn7Qbp2N3bs2DrtVUG8OtdTQJsU1Gq5qvarV0xV83cd6anEXe3x1Yu4C/DdB2u+TlNBtZLG4Jw1a5Z9oKCh7uIPCdx28Vd9tnrt12frc1q1ahV9ftK61Z1HfP2Get+zZ8+cjypw9ufsO8Q38euz0s4/xDxJOqZi51Ox9590TsyrvUCx86fY+6/9mbJmdQLkU3U6LEOgdgL8HdXOqdRrVXo+de8zyGbBW6MuLHVWFPTzQzmv4Kr0K1h3QXySuJarJD5eGq+S9Hwl5PFxONXpn985X9LnJM3TZ6vnfv2rKdV0HjVtz3IEEEAAAQQQQAABBBBAAAEE6iMQXJX++pwM2yKAAAIIIIAAAggggAACCCCAwE8CBPxcCQgggAACCCCAAAIIIIAAAghkUICAP4OZyikhgAACCCCAAAIIIIAAAgggQMDPNYAAAggggAACCCCAAAIIIIBABgUI+DOYqZwSAggggAACCCCAAAIIIIAAAgT8XAMIIIAAAggggAACCCCAAAIIZFCAgD+DmcopIYAAAggggAACCCCAAAIIIEDAzzWAAAIIIIAAAggggAACCCCAQAYFCPgzmKmcEgIIIIAAAggggAACCCCAAAIE/FwDCCCAAAIIIIAAAggggAACCGRQoHGxz6lnz57F/gj2j0BqgUaNGqXelg2zI8B1kJ28THMm5H8aNbZBAIFyFOB+V465xjEjUD8BSvjr58fWCCCAAAIIIIAAAggggAACCAQpUPQS/iDPmoNCAAEEEEAAAQQQQAABBBAIRqB7n0HBHEuWDoQS/izlJueCAAIIIIAAAggggAACCCCAwH8Fil7CP3bsWLADEqBPhdzMWLlyZe4M3gUh0NBtDLkOgsj26CDI/4iioica+jqoaGxOvmIE+L4LM6u53/2UL2+NujDMDEp5VKHUWKCEP2UGshkCCCCAAAIIIIAAAggggAACIQsQ8IecOxwbAggggAACCCCAAAIIIIAAAikFCPhTwrEZAggggAACCCCAAAIIIIAAAiELEPCHnDscGwIIIIAAAggggAACCCCAAAIpBQj4U8KxGQIIIIAAAggggAACCCCAAAIhCxDwh5w7HBsCCCCAAAIIIIAAAggggAACKQUI+FPCsRkCCCCAAAIIIIAAAggggAACIQsQ8IecOxwbAggggAACCCCAAAIIIIAAAikFCPhTwrEZAggggAACCCCAAAIIIIAAAiELEPCHnDscGwIIIIAAAggggAACCCCAAAIpBRqn3C7IzZYvX55zXI0aNTKrrMIzjRwU3iCAAAIIIIAAAggggAACCFSEQGYC/muvvdaMGTOmSqatscYapmPHjmaPPfYwvXv3Nk2aNKmyDjMQQAABBBBAAAEEEEAAAQQQyJpAZoq/p0+fnpg3S5cuNVOmTDFDhgwx/fv3N/Pnz09cj5kIIIAAAggggAACCCCAAAIIZEkgMyX8LlNatGhhBg4caFasWGEU7E+ePNmMGDHCLFu2zMyZM8cMHjzYqDYACQEEEEAAAQQQQAABBBBAAIEsC2Qu4G/atKnp2rVrlGe77rqr2X///c2ZZ55pg/7XXnvNLF682DRr1ixahwkEEEAAAQQQQAABBBBAAAEEsiaQuYA/KYM222wz07lzZzNx4kS7eO7cuWabbbZJWtVomZoHfPjhh2blypVG226++eamQ4cOVdZ/+eWXzaJFi0z79u3t/uMrTJgwwXz88cdm0003NV26dIkvNjNnzjRTp041a621ltl7772rLGcGAggggAACCCCAAAIIIIAAAmkFKiLgF87aa68dGakWQDwtWbLEDBo0yDz33HPxRfZ9z549zQUXXGDWWWedaLmaB3zxxRemVatWZvjw4dF8TahJwRVXXGG+/fZb07x5czN69OgqIwZo+0mTJpmWLVsS8Ofo8QYBBBBAAAEEEEAAAQQQQKC+ApnptK86iAULFhiVtiupl/42bdrkrP7999/bKv8u2F9zzTVts4CtttrKNG780zORsWPHmvPOO8/4Q//tsMMOdj/a/4wZM3L2OW3aNBvsa6ZqAei9n7755hvbmaDmJZX+++syjQACCCCAAAIIIIAAAggggEBdBTIX8KtzPgXg+qcg++GHHzbnnntuFHz37dvXaKg+P6lTP1W9V+rRo4cZNWqU7dzv9ttvN8OGDYuq88+ePds8/vjj0aYa6s+lV1991U3a1/Hjx+e8V98BftJy9/Bg99139xcxjQACCCCAAAIIIIAAAggggEC9BTIX8H/++efm2GOPtf/OOussG7h/9tlnZtVVVzUnnHCCOfHEE3PQ1JO/q47vevj3q/yruv3VV19tGjVqZLdT1XyXdtxxR7P66qvbt/GA/80333SrJS53DwBUg0AdC5IQQAABBBBAAAEEEEAAAQQQKKRA5gL+fDi9evUyp512WhS4u/VUsq/2+0paZ7XVVnOLoteNN97YbLvttva91lf7fCU9GOjWrZudnjJlivn666/t9HfffWfeffddO92pUyf7+sEHH5ivvvrKTqszQBfwb7/99rbTPruA/xBAAAEEEEAAAQQQQAABBBAokEDmAv7111/fqIr+0KFDzfnnnx91svfYY4+ZBx98sAqbq8qvBeqRP19q27atXfTjjz8a1RhwyVXr10OA119/3c7WaABab5VVVjGqZaDkB/l+8E91fifJKwIIIIAAAggggAACCCCAQCEFMhfwq4R+gw02sO3uDz/8cHPjjTdGHe/deeedUVt+h/jll1+6yZye/KOZ/51wnffprYJ5l3bbbbeo1oArtXfV+bfYYgujEnw1C1Byy/3q/wT8TpJXBBBAAAEEEEAAAQQQQACBQgpkLuCP46hK/WGHHWZnq+q+3+meZrpgXNMLFy6Mbx69d9X11ZZftQhc0vbqzV9JJfwq6Xcd9qmNv9bfZZdd7HLXUZ8L/PVAQA8nSAgggAACCCCAAAIIIIAAAggUWiDzAb/A+vTpE5XCP/LII7Z6vYNU+3yXJk2a5CZzXhXEuzb5CvDjvfy7UnoNv/fyyy+bWbNm2e3dsH2uUz4NxffKK69EQ/S57XI+jDcIIIAAAggggAACCCCAAAIIFECgIgL+jTbayHTv3t1yqc2+q3KvGW3atIk6zXvhhRfscH5x12effdbMnz/fznbBu7+OH7j/+c9/tov0UMB19KfA3zUJuO2226JO/1z7f39fTCOAAAIIIIAAAggggAACCKQXUOx200032RHa1AS7devWpl27duaQQw4xl112mZkwYUL6nZfZlhUR8CtPDjrooChrVMrvkgLzvn372rcaou/cc88148aNMyqt/+STT+yQfddff71drnVPOeUUt2n0qs7+XE2BBQsW2Pldu3aNgvw111zTbLfddna+W66HEB06dIj2wQQCCCCAAAIIIIAAAggggEB6ARXUHnrooWbTTTc1F154obn33nuN+k9TTes5c+bY5t1//OMf7bDof/3rX9N/UBltWTEB/5577mmaNWtms0bV6t0QeZqhKv+uHb564L/iiitM7969Tb9+/cwdd9xhli9fbqvxX3TRRTlt/v189kv5NV/t9/3k2vG7efH13XxeEUAAAQQQQAABBBBAAAEE6i5w8803G43Opk7W1e+aCm5nzpxpO25XE+199tnH7lQFvf379zcPPfRQ3T+kzLbITMDv2tW713g+qPd+V8qvAH727NnRKtpGVe1PPvlks95660XzNdGkSRPTrVs3M2TIEPOzn/0sZ5n/Zu+997bD8GneqquuanbeeWd/sVGA76r1a7g+d7HlrMQbBBBAAAEEEEAAAQQQQACBegtoqPYBAwZEQ69vvfXW5uGHHzYbbrhhtO9HH300ms7qRKOVGiC+gEm90vtp7Nix/tuiTSuI//bbb42qz7vAOunD1Nu+AnKtly8tXrzYzJ071zRv3txW1VeAXpukJ0Xff/+9adq0qVl99dWrbLJs2TKjkQL0ECHfg4kqGxV4Rs+ePXP2WODsz9l3iG/i12epz1/DQurh0xdffGGvC43c0KpVq7x0M2bMsJ1CqsmJrk8N+xh/SJV34zJaUOx8Kvb+60LNNVBVq9j5U+z9Vz2j6udwDST7hJZPyUfJXATCFijV3xH3tbpdF6XKp7odZfHW7t5nkN35W6MurPeHaHQ2BfFqt69a3Unp9NNPN0OHDrWL2rZtm1MQnLR+2nmFPK+0x6DtGtdn45C2VRDvquxXd1zrrLNOdYvtMu1nm222qXG9+AoK4qsL5FXLQEEaCQE9eHrmmWfMO++8kzNqxIsvvmjOOOOMKkG/HgjoiaTaHvlJQ0HqyaWuf1J5CXANlFd+FeNouQaKoco+EUCglALc10qpz2dL4L777rOFwGuttVZeEL8wt0WLFnnXy8qC2hVdZ+VsOQ8EAhBQib6aiGgYyHgNA9UC0UMAPynIv/POO6sE+1pHNUpU6k8qLwGugfLKr2IcLddAMVTZJwIIlFKA+1op9flsJ6DCXVXZr66QV4VuLvXo0cNNZvaVgD+zWcuJhSjw/vvvm3vuucf2FKqni6pJoiYgflLTFJdUJe6BBx4w3333nS3FV9ujjh07usX2VUNNkspHgGugfPKqWEfKNVAsWfaLAAKlEuC+Vip5PreuAgr2Z82aZTdTM/Djjz++rrsou/UJ+MsuyzjgchZ47rnnbK+hqmb0i1/8whx99NFmyy23zDklvw+KiRMn2mBfDweOO+44c+yxx9rxQ/0NqnuC6a/HdBgCXANh5EMpj4JroJT6fDYCCBRDgPtaMVTZZ6EF1G7/kEMOiXarTtv32GOP6H1WJzLThj+rGcR5ZUvg8MMPN08++aQd9rFly5b25H744Yeck1x33XWj93vttZcN+FU1qVOnTna+qvH7ye3Hn8d0uAJcA+HmTUMdGddAQ0nzOQgg0FAC3NcaSprPqYuAmsq+9dZbtvM+PZR6/PHH7eabbbaZGTRokDniiCPqsruyXZeAv2yzjgMvR4GNN97YnHbaaTmHrg75/KQxQ11SZ3xuOEk377PPPnOTdjQI7ZNUPgJcA+WTV8U6Uq6BYsmyXwQQKJUA97VSyfO51Qmo6ewHH3yQeM7PYgAAIABJREFUs4pq0g4cONAceOCBOfOz/IYq/VnOXc4teAF12qd2+n6qqcR+/vz50epq0580BGS0AhPBC3ANBJ9FRT9AroGiE/MBCCDQwALc1xoYnI9LFOjQoYPt+8rvL+vHH380p5xyiuncubNpqOHjEw+uAWcS8DcgNh+FQFxg8eLFRtWNXNJTx+qGB9FNSu36Xdp+++3dJK9lKsA1UKYZV8DD5hooICa7QgCBIAS4rwWRDRV/EE899ZQt4VeH2PPmzTPXXHNNNES6RpU44IADjIa4znqiSn/Wc5jzC1rg888/zzm+9dZbz/hjg+YsNMYG+998842dvemmm5r27dvHV7Hv9WRdTQUWLlxo/6mfAHXup/4B2rRpYxo1apS4XdJMPZDQSACqWbDmmmuaTTbZxOg4SYURKIdrwD/TmTNn2uEgVbuEVBiB0K+B+P1k6dKldnSRDTbYwKgar5oekRBAAAFfoFj3NY1a5H7f6KGCajk2a9bM3ovWXntt/xCYRiAS0O/ejTbayFx++eXmqKOOMt27d7d9ZKkg7aSTTjLTpk2L1s3iBAF/FnOVcyobgera78dPQj+6//Of/0Sz991332haE1o+d+5cM3nyZPPuu+/aof9yVvjvGzUZ0LZq11RdWrFihe1g8M033zSa9pNGGejVq5fZdttt/dlMpxAI+RrwT0dPxjWUjQJ+pSuvvLLah1P+tkxXLxDiNaD7iUo/pk6dav/ph3VSat68ub2fdO3aNWkx8xBAoEIFCnlfU+ms7kVTpkyxw6np/hRPevCo3zXq96hJkybxxbxHIBLYaqutzBVXXGGDf8187733zJw5c0zbtm2jdbI2QcCftRzlfMpKoC5fiC+99JJxT8w7duxYpXT/o48+MnfddVfO+evHuNov6Ym4bmj6ktRn/utf/7KlcrrpJSWV4I0cOdJ8+OGHdrFqB6g2gT5fgZ++fLUP7XennXZK2gXzaikQ6jXgDv+rr74y6tlWP7Tcjyw9Ka+uJorbltfaCYR4Dehv/7777ss5AZWebb755vbvXp0g6XpYtGiRefDBB81qq61m20PmbMAbBBCoWIFC3tdGjx5tpk+fHlnq+0e/SdQEcsaMGUbfU8uXLzeTJk2y02qfTc2jiIuJBAGNguUnNZcl4PdFmEYAgYIJ1LbDPgXzL7zwgv1cVV/zxxDNdzAaIkdt/F31fZXM3nPPPba0XiX2r776qskX8Ovhggv2W7VqZc4880yj/gWU9MWrL1X92NfwJu3atTNah5ROINRrQA9z/v3vf9u2bfoh5Sd+SPka9Z8O9Rrwz0w1enbeeefofuIeCLiHQM8++ywBvw9WBtP6HnjiiSdsVdYTTjjBaPjXpKSaY/fff7+tArv//vtH14C/rqrFPvLII7aUTPvyR5vx12O6cgSKdV/TdXryySfbZkXS1LU3fPjwqCd2Xa/6p2HXSAjkE1BzND+piVqWE532ZTl3ObfgBeJfiGpjH08KvFSa7qrVq4OR6jr20/Zbbrml6datW84PMz0N13yX9BAhKam9//jx46NFenDggn3NPPjgg6MvWr3X+Kak9AIhXgOqOnnLLbfYJiQK9nVd+m0j3UOk9GfNlr5AiNeAf3xbbLGF2WWXXXLuJ6pl5N9PVMKmewepfAT++Mc/mkMPPdQMGDDANs9Kyj815dCD4d/85je2c6u//OUviSd46aWX2naxF1xwgdlhhx2i76vElZlZEQLFuK/pu0fXrN/jun6f6EGUn/L9vtEDShV+vPbaa7bGgHtg6bZVn0Xvv/++LRBRzQH3u8st16vOS4UeKjRRu2+/42V/PaZLJ3D11Vfb+9rLL7+c9yD8a0TNVHfccce862ZhQXBV+vXHN27cOFtlUG0C61tyWOj91TbT1cmZ2lHrR/Juu+1W281Yr8IE4u1i4wG/gv1//vOftoqaaDp16pT3pqSnk/oiVNIP9KTkD+GnKrhJSQH8999/bxfpJqhO/vy0xhpr2Kp0ur6V9MWnL1v/oYC/PtPVC4R4DeiHv649NQn5+c9/btRBn3qxVWkgqfACIV4D+rs/4ogj7MmqGn9Sat26ddTRkb5rdd/w7zFJ2zAvHIFRo0ZFB6Pq1xqeKj4u9ZNPPmmWLFkSradtzjnnnOi9m/D3pbawb7zxhn1I5JbzWnkChbyv7bHHHrYGkZoXxn+TSDZ+30n6fbNgwQJbePLpp59GmaEq3L/4xS/se1XpVj81rmNkzdRvoCOPPNI2ZVJTR9VqfOedd6LmbVpH/SKdffbZNCGIVEs/MWjQINthtWqr6sFMUlJBmks9evTI/G/Y4AJ+/aH99re/tXmgXhNPPfVUlx+pXgu9v9oehKo965+S2r/Wtb2r6xldpSbqfVQ3ODohqa1+eaynktP4k2H1gu+SC/Y/+eQTO0s/rvv06eMWV3nV9aGSlXxJT6pVzc0l7S8p+e3kNBJAUlJtARfw68fgZ599Zns/TVqXefkFQr0GtttuO9seUq/uh5Me9JAKLxDqNaB7UU0d8fmBoL7j/PtX4aXYY6EF1Ev1hAkT7G7VTKdLly5VPkI1xfykbZKS5s+aNcsuUukro3gkKVXOvELf1/SbQ//yJXUw6qf47xv9rhk2bFiV31x6OKW+iVRwoSZs8aT+ilQIov2p8EUPDeJJD8u0/3wFLfH1ed9wAqrJoQ6GFVe63zL6dDU/uv3226MDOeuss6LprE4EF/BnFbq256Wbj24qquXgSlndtqopoKeIGhaNVP4CelocT+7BkH44qSMsdYilpKfa/fr1M/UJulRS46rYqVpcz5494x9v3/tP5fXkOinF23r6T8ST1mdeskCo14Cuw3w/7JPPhLlpBUK9Bmo6H9UC0YggLqm9LLV8nEZ5vKqXav3O0PfN6aefnvjQVkHMrbfeau69915bwnrhhRcmnpzGttZ9QwGRfjyroIJUuQINeV9TwD1mzJgIWx0V++339fvkgQcesG39VVtJv33U5v/rr7+227i+JxQQagQjlfo///zzUSeBKtzQZ+ja1m8f1YJRjSZ1aqoHG0qq2k/AH2VBUBOq3q8miso3tdtXTQ7VZlLSd9b//d//RbXZgjrwAh8MAX+BQeuzO5XknnHGGXnbQWpINt1U/v73v9uqtvX5LLYNU0BPktUc5O23346qjKla9fHHH58qz1Wqr/ZqL774ou1MSWetqm+HHXaY7WwvScE9ZNCyfA8Y4rVNCPiTJNPNC+EaSHfkbFUogXK4BlRzTbWQlBTo7bfffoU6ffbTQAIqMY2PxJD00eeee67Rv+qSSvQ1sgsJgXwChb6v6XeHmpqpFNc9YFDfIhpj3U9qWrv33nvbAg81e9T9SrWRXMCvgja9V6GKK1DTkMOutqOC+/nz59tq/ccdd1xUUqzgX7/XlJL6v/CPgemGFVANazVBfOqpp2xtVP2uHTFiRHQQaqqha+Giiy7K20w2WjkjEwT8AWWkbii6aajfgmOPPda2f9NTcj2NGjx4sH3CqCr+qpbUv3//gI6cQ0kjEA+atY9HH300Z1d6Gtm3b19bwp+zoIY3qp6mzkr0VNo9gdYm6gNAne7l6/RP159fsyTeLs59bPzYVe2NVHeBuKP2UOproO5nwRb1ESjHa0BtWPUj2yX185DUrtYt5xUBBCpLoJj3tX/84x+2Gn68oKF37962GVJSp7J77rlnlAH6TeSGOHYz1V+JC/Y1z//dpPfrrbeeOeaYY6JgX/PcQwZN5/tNpWWkhhdQLQ79+9Of/mRrdii+Ug0NPbxRzVX9ts73+7bhj7ZhPpGAv2Gca/Upetp+/vnn206y/JJVdVai9nWXXXaZ3Y/GUyeVv4CeMqujPbV/jyflt3oMValZmpuSq34W36/GztaTz4MOOihxCKZ44J7vqbV/feozNCwOqe4CIV4DdT8LtqiPQLldA+q5+uGHH45OWZ0dabg+EgIIIOAEinVfU8Dm+opwn+VeVZqrklz3m9nNj7+qNq0f0KufChWG+CneVl+jFfm/e/TbSL+zXIoP8ebm81p6AVXb18Mc/4FO6Y+q4Y+g7AJ+/bGrWrvaDipQ0h+tqtWoc6l8Y4rHWbW9SidUnUfVf7RtbUonFCxpuA7dbPSESNt27ty5YB0V6QmhbipJye8Ax1VDSlqPeeUloKGuHnvsseigFdzrulKgn6/9fLRyNRM77bSTUTs2daqlL0Bdu656mqqv/e1vf7M1B/RZfoo/lU96Uq7140PV+EO2+ftjumaB0K6Bmo+YNQotUC7XgO4dri2sDHSf0TChJAQQQCAuUIz7mn6TqOmraiLqt7DiADWB1G8dzVPbbP1GP/HEE/N2lu13Xqxj9kv/3Tm4zpL1Xu3+27Vr5xbZV+1D8YhL+To4dst5RaDUAmUV8OuP+qabbsrpadwHVGcbGgs2X8dBam941VVXRZ01+NtqWA7dIJKSAqbrrrvOjkkdX66gTD1AJvVuG1+3Pu/1Q8uljTbayE3yWuYCKsXXwyY9LVYbsvXXXz9nrOu0p6cA3A/Cd911Vxvwq72mgnU9KFOngL/+9a9zahAo4FftAvf026+y5h+LX+1f89WpICmdQGjXQLqzYKv6CJTDNTBv3jzb3tuNLKIRQVRTiIQAAggkCRTrvhYvoFP7fPUfoYINJfVbpD6vdt9996TDivoz0kIF6qqu7yf9/vED/qTRSvxaBtqe30C+INMhCqwS4kHlOyaVSroncyrN19jfqk7oqtmoV003FF7SPnRDcD0zanu/p/G77rrL+OPIuu0V2Ki9vG4eStpOHZ6px3xVWVKVngsuuMCommOxkp5c3nbbbdHu8/WuHq3ARFkJ6AGOnh6ren++EvVCnJCeUquqm0uqvu86nHHz9Pn+gwLXKZdb7l4J+J1EYV5DugYKc0bspa4CIV8DKkVTL+3uAaBGcDjkkEOKer+qqx/rI4BAeAINcV9Tzcgjjzwyp/BCtXHzJRdHaHlSz/pq7+03U9Rvp3j68MMPo1nx0v9oARMIBCRQViX8+qPTUBvqsdx/wqfSb9e7vYbmUMca+ZI6xPv9738fVf/XUGXXX3+9XV0PBHTTUCDvknp1/PTTT+1bBf7qodMl1Ti4+OKLbYnp0KFDzR/+8Ae3qF6vaq6gzvkU6Ovc1NPkwoUL7T5V1Xufffap1/7ZuHIF4l9M6rgmPratAn7ValHyn3L7avF+BxiCydcJe7o210DYZ8DR1VegLteAHgwq2Nf3kdL2229vezcu5sPJ+p4f2yOAQGUJNG3a1LRu3ToqFIx3yuc0NDSx39lfUrtuv0atmtqqR3c/6WGAiws03x8C0F+PaQRCEiirgF/DJyQljZmpEncNPZYvQNF2qnZz880355Ts9+rVy7zyyiu2R3N10qEgXlUVlVStRz3iK22zzTY5wb7mqaMPNSN49tlnzauvvmqfCOZrTmB3Usv/LrnkkujHlb+JSmdlwA8tX4VpJ6DaJqpmputDP8r9B1dunfi8dddd1y2KXvXl5Ur+9fek0vx4236/RovW92sFRDtiosEFCnUNJB24314xaTnzwhAo5DWg5j966O0eAKovGdVwi38HjR8/3qjESzXu9H1MQgABBAopoIIw1TBSzVy/wM//DP/3TdJvG63rl+7rPpbU2Z4f8Cct18MEvx8j/wGqvifj90f/GJlGoFQC/yvKLtURFOhzVXKvpCrIflUcf/cajsyvxu+W+R12fPTRR262HXfTVWnWAwXtN/7PVQfSH391DxuindZiQh0BqhqU+gfwb2AaZu20004zU6dOrcVeWKXSBDR6g4Z0e+SRR+y4o0nn7zruc8uSvsz0wMt9YenLS0Nw+Ulfuq6tnOar4y5SGAKFugaSzsbdC7VM90HXz0PSuswrnUAhr4Fx48aZ2bNn25PRj2yNb+1/J2mBavs899xztjNdPWwgIYAAAoUW0O8a/b556KGHcjrLc5+jmkiqiu9S0m8bLfMDfjWjdE2C3XZ69QP+pIcLfg1H1SxQLQB9J6qPpLvvvtv2yeTvj2kEQhAoqxJ+gamkQe3wVRKvHxeqnqMOz2rTc70LYuLwfu+afjUgP/i/8847jf5Vl3Q8/r6qW7e6ZRo30iXdRCZOnGj+/ve/mylTptiHCpdffrnROKRUo3ZKvMYF1AxED4z04EjJBe6uLwrN01Ba6igwnlQTRtX8XSn+008/bYcz0b4U5GlILlclrnnz5sYfQSK+L96XTqA+10D8qHVve+utt6LZup5Uq8n1ZRItYCIogfpcA2pW9sILL0Tno1o/t956a/ReE/p+UlV/XQ9K+vFLQgABBIoloGBb97UDDzww6qB78eLF9neJ62NENRLVUXFSqimYVwzgD0+c9ODANW/S/vWZEyZMMG+++aZ9mLDaaqsZHY86YCYhEJJAWQX8KlVUlfbaBPd1Qfar4bsfLtretZt3+0p6EuiWKfApRLDv9udedWwqcd12223Nueeea6tN6oeYgrA+ffq41XhFIEdAX0h//etfbcCvDm10zbhquVpRAb2+MPOl3r1723a7auaiXrmHDBlim8Toi9B9qerBwAknnFClxC/fPpnfsAL1vQZUmqLSED3c8X/guLN45plnbECoB4+6xtSJalLnRm59XhteoD7XwEsvvVSlFod/D0k6m3jTn6R1mIcAAgjUR+CNN96wtRhVs1dNDvUQQA8flfRdpN8v+n0ST25dNz+p9N5/IJCvyr9qBrik2r2qdaCkB559+/Yl2Hc4vAYlUDYBv0rxBwwYYIN9DRumP6q99trL9myuP3CVvmuYsTTJf5rnt/vx/6jVE7/aLpYq6WGDAjTXM6h/UyrVMfG5YQlsueWWtkmLSubVvERfRBpKyyU9PFKnNmrCotEmqksK4jRUpYI+NQPQF6Vq0yjpS03t9tVLd7wzm+r2ybLiCxTyGtBDIj3wqS7pYZCrxq17NKn0AoW6BmoK7pPOlBL+JBXmIYBAfQU0BKh+/2rIPf1m1z9Nu6R+hNQcVnFBvj6F9J3mF+olddindVxSLcmkgj4VmOiz3n33Xbeq6dSpk1GzYVXvJyEQokDZBPzTpk2LSihPOeUUW7Logyrorym5asjx9fw2ygqIXPKr8rh2jG5ZKV5VVcglSlKcBK9OQF9OGsVB/xTs6wtRtWH05FtfQhonNl+zFrcP/1XX2NFHH22/IBXsa38K8PXkvC778ffJdHEFCnkNnHTSScU9WPZeFIFCXQMnnnhiUY6PnSKAAAJ1FVBHxPqnpFqG+m2jGkwKyFVQV5sYQM0SBw4cWO1Hu99Q1a2k3z8aDUw1C3QM+nya2FYnxrIQBMom4PdLKhW4+El//LXpyE7VbtTJnl+VWR1RaWg+JZWA+iWfqi6kP2K1x3nqqaeMHjTEP9s/jvpOqxdSBVP+gwa3T7Wd1jG45DoLdO95RcAXUMdaulYLcb3qy01BhP6RykegkNdA+Zw1R+oLcA34GkwjgEAWBBTkJ5W8N/S5+bWAG/qz+TwE6ipQNgG/P86lOg3bbrvtoo7FbrjhBttDcE0nr1LP6667zlZRVntTVUcdOnRo1Lu+5vkdbejHkoL8W265xT7FO/vss82FF15oq/LoZqMne+qs4/nnn7eBupbXJ6ljPu1vn332saW0HTt2tE8tVbtAPX+qloOSjnGXXXapz0exLQIIIIAAAggggAACCCCAQMYFyibgV/sY9Qaukny129HwdArIFcQrqRTSb5uTlG/qWE/tEkeOHGn/+evoSV1SFVa121dPxZMmTTLqtV8Bvz5L1Z39YaoKMTSZSmN1PnqAoH9JSdX61Ut/IUpuk/bPPAQQQAABBBBAAAEEEEAAgWwIrBLaaahDPgXySn6bHM2/6qqrbIdj7pgVHGtYMXUeduONN9rZWk8BuUv+/rT9qaeemjN0kKrx77jjjuaOO+6IhjBz2+pV2990001GpfeuSrMeLLhgXyX9GppKNQH85I5d+/ePx18nPn3++eeb4447znasFl+mz1ENhHvuuSdqxxRfh/cIIIAAAggggAACCCCAAAIIOIFGK2sqFndr1vI1HtyOHTu2llv+bzX1CK7q9uppM74/raXO9zQmsIJp9ZbpHhBovkrA4217FJzrNN2Y49r/rFmz7L47dOhgt/nfp1c/pY7LNFSV2tSrIzR1AuI+399SDyN0PDqW+PH46+WbVs/XGg9UPV/rM/SwIcki3/b55vfs2TNnUYGzP2ffIb6JG1ba+YeYJ0nHVOx8Kvb+k86JebUXKHb+FHv/tT9T1qxOgHyqTodlCNROgL+j2jmVeq1Kz6fufQbZLHhr1IWlzoqCfn4o5xVklX5Vl6+uF3o9CNDQQ/GUbyiO+FBB2rffOV98P9W9Vy/ltdlWDwHq02snnaRVlwssQwABBBBAAAEEEEAAAQQQqEkguCr9NR0wyxFAAAEEEEAAAQQQQAABBBBAoGYBAv6ajVgDAQQQQAABBBBAAAEEEEAAgbITIOAvuyzjgBFAAAEEEEAAAQQQQAABBBCoWYCAv2Yj1kAAAQQQQAABBBBAAAEEEECg7AQI+MsuyzhgBBBAAAEEEEAAAQQQQAABBGoWIOCv2Yg1EEAAAQQQQAABBBBAAAEEECg7AQL+sssyDhgBBBBAAAEEEEAAAQQQQACBmgUI+Gs2Yg0EEEAAAQQQQAABBBBAAAEEyk6AgL/ssowDRgABBBBAAAEEEEAAAQQQQKBmAQL+mo1YAwEEEEAAAQQQQAABBBBAAIGyE2hc7CPu2bNnsT+C/SOQWqBRo0apt2XD7AhwHWQnL9OcCfmfRo1tEECgHAW435VjrnHMCNRPgBL++vmxNQIIIIAAAggggAACCCCAAAJBChS9hD/Is+agEEAAAQQQQAABBBBAAAEEghHo3mdQMMeSpQOhhD9Lucm5IIAAAggggAACCCCAAAIIIPBfgaKX8I8dOxbsgAToUyE3M1auXJk7g3dBCDR0G0OugyCyPToI8j+iqOiJhr4OKhqbk68YAb7vwsxq7nc/5ctboy4MM4NSHlUoNRYo4U+ZgWyGAAIIIIAAAggggAACCCCAQMgCBPwh5w7HhgACCCCAAAIIIIAAAggggEBKAQL+lHBshgACCCCAAAIIIIAAAggggEDIAgT8IecOx4YAAggggAACCCCAAAIIIIBASgEC/pRwbIYAAggggAACCCCAAAIIIIBAyAIE/CHnDseGAAIIIIAAAggggAACCCCAQEoBAv6UcGyGAAIIIIAAAggggAACCCCAQMgCBPwh5w7HhgACCCCAAAIIIIAAAggggEBKAQL+lHBshgACCCCAAAIIIIAAAggggEDIAgT8IecOx4YAAggggAACCCCAAAIIIIBASgEC/pRwbIYAAggggAACCCCAAAIIIIBAyAIE/CHnDseGAAIIIIAAAggggAACCCCAQEoBAv6UcGyGAAIIIIAAAggggAACCCCAQMgCBPwh5w7HhgACCCCAAAIIIIAAAggggEBKAQL+lHBshgACCCCAAAIIIIAAAggggEDIAgT8IecOx4YAAggggAACCCCAAAIIIIBASgEC/pRwbIYAAggggAACCCCAAAIIIIBAyAIE/CHnDseGAAIIIIAAAggggAACCCCAQEoBAv6UcGyGAAIIIIAAAggggAACCCCAQMgCBPwh5w7HhgACCCCAAAIIIIAAAggggEBKAQL+lHBshgACCCCAAAIIIIAAAggggEDIAgT8IecOx4YAAggggAACCCCAAAIIIIBASgEC/pRwbIYAAggggAACCCCAAAIIIIBAyAIE/CHnDseGAAIIIIAAAggggAACCCCAQEoBAv6UcGyGAAIIIIAAAggggAACCCCAQMgCBPwh5w7HhgACCCCAAAIIIIAAAggggEBKAQL+lHBshgACCCCAAAIIIIAAAggggEDIAgT8IecOx4YAAggggAACCCCAAAIIIIBASgEC/pRwbIYAAggggAACCCCAAAIIIIBAyAIE/CHnDseGAAIIIIAAAggggAACCCCAQEoBAv6UcGyGAAIIIIAAAggggAACCCCAQMgCBPwh5w7HhgACCCCAAAIIIIAAAgggUHCBt99+2wwZMsR88sknBd93SDsk4A8pNzgWBBBAAAEEEEAAAQQQQACBogoMHjzYdO/e3fzyl780m266qZk6dWpRP6+UOyfgL6U+n40AAggggAACCCCAAAIIINCgAvfcc0/0ecuXLzfPPfdc9D5rEwT8WctRzgcBBBBAAAEEEEAAAQQQQCCvwF577ZWzrFOnTjnvs/SmYgP+L774wgwbNsy8/vrrZuXKlYl5umLFCjNu3DgzcuRIs3DhwsR1NPPTTz819913n1E7EBIChRLQ9ffYY4+ZG264wcyfPz/vbufOnWuuu+4688wzz+S9ln/88UczevRoo+pLn3/+ed59sSAsAa6BsPKjFEfDNVAKdT4TAQQaWoB7XUOL83m//e1vzR/+8Adz+OGHm3/84x/mgAMOyCxKo5X5ot2Up9yoUaOcLceOHZvzPoQ3S5cuNUceeaRZsmSJPZyzzjrLHHPMMVUO7a677jKuusd6661nRowYYVZdddWc9b7++mtz1FFHmWXLltn5AwYMMAcddFDOOiG96dmzZ87hFDj7c/Yd4pv49Rny+esmdMUVV1jGli1bmnnz5pnVV189h3Xx4sVmo402iq7l2267zZxzzjk56+iNrks9OFBq27atmTlzpllllXCf9xU7n4q9/yoZkHJGpV4Dxc6fYu8/ZXYnblap14AwyimfEjMvwJn6Hrn33ntNly5dzIEHHljFWIesqq162Dx9+nRzwgknmFatWiWeyezZs839999vdtllF7PvvvsmrsPM0guUy99RJd/rdJWUSz4V64ru3meQ3fVboy4s1keUZL+hnFe4v/iLmC3jx4+PAiR9zIsvvpj4af78L7/80kyePLnKeq+88koU7Fe3ryobMgOBGgRGjRoVraEaKUkPz5588smmsNpGAAAgAElEQVSca9nfJtrYGOPPnzNnjnnjjTf8xUwHKuDnG9dAoJlU5MPiGigycAXtXoUcW2+9tbnkkktMr169zKBBP/3AjhMMHDjQ9O7d21x00UWma9euRjXE4km/ibbccktz2WWXmf32288MHTo0vgrvEaiTAPe6OnGxMgJ1EqjIgL9jx445T9Lytdnw5zdu3Ni0b9++Cq6/jhbG31fZgBkI1FJAPYe6pJolKpGJp27duuXM8rfxF/jzmzZtan/0+cuZDlPAzzeugTDzqNhHxTVQbOHK2b+afalWmEt+gOXm6dWfr+ZkatoYT48++qhRbUmX/G3cPF4RqIsA97q6aLEuAnUTaFy31bOxduvWrc0FF1xgxowZY9q0aWP69euXeGKnnHKKUZsitXk+9NBDTbNmzaqs16FDB3P22Web559/3my++ea2qUCVlZiBQAoBVef//vvvzaxZs8zpp59uq+7Hd7PFFluYW2+91VbR7Ny5s7nwwuSqUNdcc42twr9gwQKjJixJ13J837wvvQDXQOnzoNRHwDVQ6hzIzudvv/32trDDNWXzAyz/LDV/2rRpdpaakW277bb+Yjsd3zb+vsoGzECgBgHudTUAsRiBeghUZBv+eniV/aa04c/tY8L98Cn7jM3YCRS7LVux95+x7Gjw0yl2/hR7/w0OltEPJJ8Kn7FDhgwxd999t62NePXVV9s+XeKf8sEHHxh1ZvXxxx+b/v3723b88XX0/qabbrKdH6v2mfa14YYbJq3GvBIL8HdU4gyo5cdXej6F0ta9ltlV69VCOS8C/lpnWTZWJOAn4C+HK7nYX3zF3n85GId8jMXOn2LvP2Tbcjo28qmccotjDVWAv6NQcyb3uCo9n0oRGKtvNvVVohHbjjjiCPPnP//ZqNlrIVMpzivp+CuyDX8SBPMQQAABBBBAAAEEEEAAAQSyL/C73/3OPP3003bo9b///e9m+PDhmT1pAv7MZi0nhgACCCCAAAIIIIAAAgggEBdYtGhRzqyFCxfmvM/SGwL+LOUm54IAAggggAACCCCAAAIIIFCtwMUXX2xatmxp19lqq63yduJe7U7KZGFF9tJfJnnDYSKAAAIIIIAAAggggAACCBRY4Oc//7mZN2+emTFjhlHAn+VECX+Wc5dzQwABBBBAAAEEEEAAAQQQqCKgoUezHuzrpAn4q2Q9MxBAAAEEEEAAAQQQQAABBBAofwEC/vLPQ84AAQQQQAABBBBAAAEEEEAAgSoCBPxVSJiBAAIIIIAAAggggAACCCCAQPkLEPCXfx5yBggggAACCCCAAAIIIIAAArUUWLlypRk7dqy57rrrzHvvvVfLrcpzNQL+8sw3jhoBBBBAAAEEEEAAAQQQQCCFwLXXXmv23Xdf85vf/MZ23Ddx4sQUeymPTQj4yyOfOEoEEEAAAQQQQAABBBBAAIECCIwcOTJnL48++mjO+yy9IeDPUm5yLggggAACCCCAAAIIIIAAAtUKHHDAATnLd91115z3WXrTOEsnw7kggAACCCCAAAIIIIAAAgggUJ3A5Zdfbtq2bWtef/11c8QRR5j999+/utXLehkBf1lnHwePAAIIIIAAAggggAACCCBQF4F11lnHnH322fZfXbYrx3Wp0l+OucYxI4AAAggggAACCCCAAAIIIFCDAAF/DUAsRgABBBBAAAEEEEAAAQQQQKAcBQj4yzHXOGYEEEAAAQQQQAABBBBAAAEEahAg4K8BiMUIIIAAAggggAACCCCAAAIIlKMAAX855hrHjAACCCCAAAIIIIAAAggggEANAgT8NQCxGAEEEEAAAQQQQAABBBBAAIFyFCDgL8dc45gRQAABBBBAAAEEEEAAAQQQqEGAgL8GIBYjgAACCCCAAAIIIIAAAgggUI4CBPzlmGscMwIIIIAAAggggAACCCCAAAI1CBDw1wDEYgQQQAABBBBAAAEEEEAAAQTKUYCAvxxzjWNGAAEEEEAAAQQQQAABBBBAoAYBAv4agFiMAAIIIIAAAggggAACCCCAQDkKEPCXY65xzAgggAACCCCAAAIIIIAAAgjUIEDAXwMQixFAAAEEEEAAAQQQQAABBBAoRwEC/nLMNY4ZAQQQQAABBBBAAAEEEEAAgRoECPhrAGIxAggggAACCCCAAAIIIIAAAuUoQMBfjrnGMSOAAAIIIIAAAggggAACCCBQgwABfw1ALEYAAQQQQAABBBBAAAEEEECgHAUI+Msx1zhmBBBAAAEEEEAAAQQQQAABBGoQIOCvAYjFCCCAAAIIIIAAAggggAACCJSjAAF/OeYax4wAAggggAACCCCAAAIIIIBADQKNa1he78U9e/as9z7YAQLFEmjUqFGxds1+y0iA66CMMqsIh0r+FwGVXSKAQJAC3O+CzBYOCoGiClDCX1Redo4AAggggAACCCCAAAIIIIBAaQSKXsJfmtPiUxFAAAEEEEAAAQQQQAABBMpFoHufQeVyqGV1nJTwl1V2cbAIIIAAAggggAACCCCAAAII1E6g6CX8Y8eOrd2RsFaDCNCnQi7zypUrc2fwLgiBhm5jyHUQRLZHB0H+RxQVPdHQ10FFY3PyFSPA912YWc397qd8eWvUhWFmUMqjCqXGAiX8KTOQzRBAAAEEEEAAAQQQQAABBBAIWYCAP+Tc4dgQQAABBBBAAAEEEEAAAQQQSClAwJ8Sjs0QQAABBBBAAAEEEEAAAQQQCFmAgD/k3OHYEEAAAQQQQAABBBBAAAEEEEgpQMCfEo7NEEAAAQQQQAABBBBAAAEEEAhZgIA/5Nzh2BBAAAEEEEAAAQQQQAABBBBIKUDAnxKOzRBAAAEEEEAAAQQQQAABBBAIWYCAP+Tc4dgQQAABBBBAAAEEEEAAAQQQSClAwJ8Sjs0QQAABBBBAAAEEEEAAAQQQCFmAgD/k3OHYEEAAAQQQQAABBBBAAAEEEEgpQMCfEo7NEEAAAQQQQAABBBBAAAEEEAhZgIA/5Nzh2BBAAAEEEEAAAQQQQAABBBBIKUDAnxKOzRBAAAEEEEAAAQQQQAABBBAIWYCAP+Tc4dgQQAABBBBAAAEEEEAAAQQQSClAwJ8Sjs0QQAABBBBAAAEEEEAAAQQQCFmAgD/k3OHYEEAAAQQQQAABBBBAAAEEEEgpQMCfEo7NEEAAAQQQQAABBBBAAAEEEAhZgIA/5Nzh2BBAAAEEEEAAAQQQQAABBBBIKUDAnxKOzRBAAAEEEEAAAQQQQAABBBAIWYCAP+Tc4dgQQAABBBBAAAEEEEAAAQQQSClAwJ8Sjs0QQAABBBBAAAEEEEAAAQQQCFmAgD/k3OHYEEAAAQQQQAABBBBAAAEEEEgpQMCfEo7NEEAAAQQQQAABBBBAAAEEEAhZgIA/5Nzh2BBAAAEEEEAAAQQQQAABBBBIKUDAnxKOzRBAAAEEEEAAAQQQQAABBBAIWYCAP+Tc4dgQQAABBBBAAAEEEEAAAQQQSClAwJ8Sjs0QQAABBBBAAAEEEEAAAQQQCFmAgD/k3OHYEEAAAQQQQAABBBBAAAEEEEgpQMCfEo7NEEAAAQQQQAABBBBAAAEEEAhZgIA/5Nzh2BBAAAEEEEAAAQQQQAABBAomsHLlSvPjjz8WbH+h74iAP/Qc4vgQQAABBBBAAAEEEEAAAQTqLTB8+HDTsWNHs/7665uLL7643vsrhx0Q8JdDLnGMCCCAAAIIIIAAAggggAACqQVWrFhhLrjgAjNjxgyzaNEic+ONN5qJEyem3l+5bEjAXy45xXEigAACCCCAAAIIIIAAAgikEmjUqJFR0O+nb775xn+byemKD/i/+OILM2zYMPP6668btedISrowxo0bZ0aOHGkWLlyYtIqd9+mnn5r77rvPvP3223nXYQECdRXQ9ffYY4+ZG264wcyfPz/v5nPnzjXXXXedeeaZZ/Jey2qvNHr0aDN48GDz+eef590XC8IS4BoIKz9KcTRcA6VQ5zMRQKChBbjXNbR4ZX2eAv7f/e53pkWLFqZx48amX79+Zvfdd888QqOV+aLclKcuSD+NHTvWfxvU9NKlS82RRx5plixZYo/rrLPOMsccc0yVY7zrrrvMPffcY+evt956ZsSIEWbVVVfNWe/rr782Rx11lFm2bJmdP2DAAHPQQQflrBPCm549e+YcRoGzP2ffIb6JX5/lcP5/+MMfzBVXXGE5W7ZsaebNm2dWX331HN7FixebjTbaKLqWb7vtNnPOOefkrKM3ui714ECpbdu2ZubMmWaVVcJ77lfsfCr2/qvA13NGpV0Dxc6fYu+/ntmduHmlXQNCKMd8Ssw8ZiJQQoFy+zuqxHudLo9yy6dCX9Ld+wyyu3xr1IWF3nXi/r7//nv7m1lxXTFTQ59XvnMJ75d+viMtwvzx48dHAZJ2/+KLLyZ+ij//yy+/NJMnT66y3iuvvBIF+9Xtq8qGzECgBoFRo0ZFa6hGStJDtCeffDLnWva3iTY2xvjz58yZY9544w1/MdOBCvj5xjUQaCYV+bC4BooMzO4RQCAIAe51QWRD5g+iSZMmptjBfkiIFR3wq4dG/4lap06dEvPGn6/qH+3bt6+ynr+OFsbfV9mAGQjUUqB79+7RmqpZ0qVLl+i9m+jWrZubtK/+Nv4Cf37Tpk3N1ltv7S9mOlABP9+4BgLNpCIfFtdAkYHZPQIIBCHAvS6IbOAgMibQOGPnU6fTad26te2pccyYMaZNmza2HUfSDk455RTbwYPaPB966KGmWbNmVVbr0KGDOfvss83zzz9vNt98c9tUoMpKzEAghYCq86vq0axZs8zpp59uq+7Hd7PFFluYW2+91dx7772mc+fO5sILk6tEXXPNNbYK/4IFC4yasCRdy/F98770AlwDpc+DUh8B10Cpc4DPRwCBhhDgXtcQynxGpQlUdBv+SstsnS9t+HP7mCiHNvyVeJ36NW90/oXOp2LvvxLzrJDnXOz8Kfb+C2lRyfsinyo59zn3Qgnwd1QoyeLup9LzKZS27oXO5VDOq6JL+AudqewPAQQQQAABBBBAAAEEEEAgTIFFixaZ4cOHG42udvzxxxvV0s56IuDPeg5zfggggAACCCCAAAIIIIAAAnZEtqefftpKaOSqjz/+2Ky99tqZlqnoTvsynbOcHAIIIIAAAgggUI2Ahnm9/vrrzVNPPZW36dTy5cvNww8/bAYNGmTU/0u+NHv2bPPHP/7R9mWUbx3mI4AAAqUU+PHHH80LL7wQHYKGtVb/a1lPlPBnPYc5PwQQQAABBBBAICawZMkSO1KLfvAqqaTroosuiq1lzMCBA406fFX605/+ZObOnWs0YpGfNGTxlltuaZYuXWpn33nnnea0007zV2EaAQQQKLmA7l377LOPcSX8a621ltlrr71KflzFPgBK+IstzP4RQAABBBBAAIHABJ555hnjgn0dmj/+uX+o/vz58+ebcePG+Yvt9KOPPhoF+9Xtq8qGzEAAAQQaWOD+++83gwcPNpdeeql54403TIsWLRr4CBr+43If0Tb85/OJCCCAAAIIIIAAAg0ssP322xv1DO5GQfHHP/cPRfOnTZtmZ62++upm22239Rfb6fi28fdVNmAGAgggUCKBli1bml//+tcl+vTSfCwBf2nc+VQEEEAAAQQQQKBkAu3atTO33367ufvuu02nTp3MJZdckngsqtKvdvzq2Kp///5GP5bjabvttrNt/IcNG2a6dOlizjvvvPgqvEcAAQQQKJFAo5Xu0W6BDiA+juTYsWMLtGd2UwiBnj175uymwNmfs+8Q38Svz0o7/xDzJOmYip1Pxd5/0jkxr/YCxc6fYu+/9mfKmtUJkE/V6bAMgdoJ8HdUO6dSr1Xp+RTKePWFvg5COS/a8Bc6Z9kfAggggAACCCCAAAIIIIAAAgEIEPAHkAkcAgIIIIAAAggggAACCCCAQPEFli1bZr755pvif1Agn0DAH0hGcBgIIIAAAggggAACCCCAAALFExg6dKjZZJNNzPrrr29OP/304n1QQHsm4A8oMzgUBBBAAAEEEEAAAQQQQACBwgusWLHCXHbZZWbBggV2KFEF/xqaL+uJgD/rOcz5IYAAAggggAACCCCAAAIVLqDOERs3zh2krhI68Cbgr/ALn9NHAAEEEEAAAQQQQAABBLIuoID/2muvNW3atDFrrrmmOfvss83OO++c9dM2uY84Mn+6nCACCCCAAAIIIIAAAggggEAlCpx44ommX79+Rh33NWnSpCIICPgrIps5SQQQQAABBBBAAAEEEEAAgVVXXdXoX6UkqvRXSk5znggggAACCCCAAAIIIIAAAhUlQMBfUdnNySKAAAIIIIAAAggggAACCFSKAAF/peQ054kAAggggAACCCCAAAIIIFBRAgT8FZXdnCwCCCCAAAIIIIAAAggggEClCBDwV0pOc54IIIAAAggggAACCCCAAAIVJUDAX1HZzckigAACCCCAAAIIIIAAAghUigABf6XkNOeJAAIIIIAAAggggAACCCBQUQIE/BWV3ZwsAggggAACCCCAAAIIIIBApQgQ8FdKTnOeCCCAAAIIIIAAAggggAACFSVAwF9R2c3JIoAAAggggAACCCCAAAIIVIoAAX+l5DTniQACCCCAAAIIIIAAAgggUFECBPwVld2cLAIIIIAAAggggAACCCCAQKUIEPBXSk5znggggAACCCCAAAIIIIAAAhUlQMBfUdnNySKAAAIIIIAAAggggAACCFSKAAF/peQ054kAAggggAACCCCAAAIIIFBRAgT8FZXdnCwCCCCAAAIIIIAAAggggEClCBDwV0pOc54IIIAAAggggAACCCCAAAIVJUDAX1HZzckigAACCCCAAAIIIIAAAghUigABf6XkNOeJAAIIIIAAAggggAACCCBQUQIE/BWV3ZwsAggggAACCCCAAAIIIIBApQg0LvaJ9uzZs9gfwf4RSC3QqFGj1NuyYXYEuA6yk5dpzoT8T6PGNgggUI4C3O/KMdc4ZgTqJ0AJf/382BoBBBBAAAEEEEAAAQQQQACBIAWKXsIf5FlzUAgggAACCCCAAAIIIIAAAsEIdO8zKJhjydKBUMKfpdzkXBBAAAEEEEAAAQQQQAABBBD4r0DRS/jHjh0LdkAC9KmQmxkrV67MncG7IAQauo0h10EQ2R4dBPkfUVT0RENfBxWNzclXjADfd2FmNfe7n/LlrVEXhplBKY8qlBoLlPCnzEA2QwABBBBAAAEEEEAAAQQQQCBkAQL+kHOHY0MAAQQQQAABBBBAAAEEEEAgpQABf0o4NkMAAQQQQAABBBBAAAEEEEAgZAEC/pBzh2NDAAEEEEAAAQQQQAABBBBAIKUAAX9KODZDAAEEEEAAAQQQQAABBBBAIGQBAv6Qc4djQwABBBBAAAEEEEAAAQQQQCClAAF/Sjg2QwABBBBAAAEEEEAAAQQQQCBkAQL+kHOHY0MAAQQQQAABBBBAAAEEEEAgpQABf0o4NkMAAQQQQAABBBBAAAEEEEAgZAEC/pBzh2NDAAEEEEAAAQQQQAABBBBAIKUAAX9KODZDAAEEEEAAAQQQQAABBBBAIGQBAv6Qc4djQwABBBBAAAEEEEAAAQQQQCClAAF/Sjg2QwABBBBAAAEEEEAAAQQQQCBkgcYhH1yaY1u+fHnOZo0aNTKrrMJzjRwU3iCAAAIIIIAAAggggAACCGReIFMB/7XXXmvGjBlTJdPWWGMN07FjR7PHHnuY3r17myZNmlRZhxkIIIAAAggggAACCCCAAAIIZEkgU0Xf06dPT8ybpUuXmilTppghQ4aY/v37m/nz5yeux0wEEEAAAQQQQAABBBBAAAEEsiKQqRJ+lyktWrQwAwcONCtWrDAK9idPnmxGjBhhli1bZubMmWMGDx5sVBuAhAACCCCAAAIIIIAAAggggEBWBTIZ8Ddt2tR07do1yrNdd93V7L///ubMM8+0Qf9rr71mFi9ebJo1axatwwQCCCCAAAIIIIAAAggggAACWRLIZMCflEGbbbaZ6dy5s5k4caJdPHfuXLPNNttUWXXJkiXmgw8+MGoeMG/ePNO6dWvTvn17s9VWW5m11167yvovv/yyWbRokV1H+4+nCRMmmI8//thsuummpkuXLvHFZubMmWbq1KlmrbXWMnvvvXeV5cxAAAEEEEAAAQQQQAABBBBAII1AxQT8wvEDdtUCiCeV/Kuq/8KFC+OLjJoJDBgwwPTo0SNnmZoHfPHFF6ZVq1Zm+PDhOcvUpOCKK64w3377rWnevLkZPXp0lREDtP2kSZNMy5YtCfhz9HiDAAIIIIAAAggggAACCCBQH4FMddpXHcSCBQuMStuV1Et/mzZtclZ/5JFHzKWXXmqDfQ3lpxL5nXbayQbiWlEPAS6//HLz3HPP5Wy3ww472Pfa/4wZM3KWTZs2zQb7mqlaAHrvp2+++cZ2Jqh5SaX//rpMI4AAAggggAACCCCAAAIIIFAXgUyW8KtzPgXgSl9++aV57733zH333RcF33379jUaqs8lBd533nmnWblypVHJ/5VXXmnU7t8llczfdtttdvnf/vY3s9dee5nVVlvNLtZQf08//bSdfvXVV02HDh3cZmb8+PHRtCZUg8Cv9q/ly5cvt+vsvvvuOevyBgEEEEAAgf/f3pnASVFcf/xxiAJeICCgcomgAoJ4gjEKEgU0nngLBoy3qFGjJkpiRJOoiAqKeJGgRvG+wAsVT1RUkEsuD4gHIkZEQBBB/59f+a+mpndm2GVnZ2d6v+/zme3u6uruqm/VzvSrevUeBCAAAQhAAAIQgEB5CCRS4f/666/t2GOPLcGlRo0aJmW/b9++Kecee+wxW7ZsmUvr379/irKvxCOPPNINGkixX7Rokb3xxhu2//77u/y777671apVy1avXm1S+E844YTo3u+99160rx2d1/29aABAUrNmzRLP9HnYQgACEIAABCAAAQhAAAIQgAAENoRAlTHpF5xevXrZKaecYjLZD0VO+iRSvA8++ODwVLR/0EEHRfsK7edFFgG77rqrO5w5c2Y0cLBy5Ur74IMPXPoOO+zgtnrOkiVL3L6sCbzC36lTJ+e0z53gDwQgAAEIQAACEIAABCAAAQhAIAcEEjnD36BBAxsxYoRTvqdPn2533XWX2x87dqwzuT/iiCNS0MmLvqRhw4ZWp06dlHP+oFmzZn7XFi5cGO1rR2b9Ut7lpG/SpEl2wAEHuGgAa9ascU76zjzzTLvgggvckgDl69mzp4sE4JV/zPlTcFapAy05WbBggXP8KN8Sbdq0cQ4gM0GQn4j58+c7nxByBKnBovr162fKTnoREKAPFEEjVXAR6QMVDJjbQwACEIAABKowgUQq/FpfL+VdH62p17r5s846y6SAa63+gQcemDKjrpctSejFP94nwoEA3SeULl26OKsBP2svhd+b80uBk1ImL/zy5u8Vfpn3e0Hh9ySqzlZLSMaPH28akFK/8fLKK6/YqaeeWkLpV9954oknLLQu0TUaYFL0CC1XQYqLAH2guNqrIkpLH6gIqtwTAhCAAAQgAIGQQJUw6ZdJ/aGHHurq/f3339u4ceNCBime+FNOBAdSuLzIgiAUKfM77rijS5ICppl+77BPa/y1hGCvvfZy572jPm/OrwEBDUwgVYeAZvRvu+02F44xVPZFQA4nNQgQipR8DVTFlX3lWbVqVYnoEOG17BcmAfpAYbZLPktFH8gnbZ4FAQhUBgFNqE2ZMsVeeOEFe/311yOH2pnKIivGl156yeRbS1s/IZcpP+kQgEDpCFQJhV8o+vTpE63dVwi+UNFq2rSpoyVnf3FzfY9xxowZfte23XbbaN/v+Fl6hd/Tl5rMriU+bJ/3+q+IABMnToxC9Pnr/H3YJpvA3Llz7Z577jH1g+rVq1u7du1cZIiw1itWrIgO9WN3//33m3xCaBZ/p512statW0fnteOXpKQkclCwBOgDBds0eSsYfSBvqHkQBCBQCQRkvaQIV8OHD3fWiXovltKvSFc+ilZYLE2qjRo1yu6++2579dVX3bJYbW+//fYomlWYn30IQKBsBKqMwt+kSRPr3LmzoyMFyZvcK6Ft27YuXYMADz74YAmCP/zwQ5Qux35eiQ8zhor7Lbfc4k4p9F/79u3dvq7RtRKF+JMVgETr/5GqQ+DFF190S0vq1q1rAwYMsKOPPjrqf56C7yc6njp1qlP2NThw3HHHuegThxxyiM/qtptttlnKMQeFTYA+UNjtk4/S0QfyQZlnQAAClUEA66XKoM4zIZCdQJVR+IWhd+/eEQ3N8nuREz85QJM8/vjjNmzYMPvoo49M5v/Tpk2z888/P5qxP/zww61x48b+0mjbokUL85YCfvSyY8eOkZIvHwAdOnRw+f15DULIxwBSdQgcdthhtt122zll31uKKKRjKPXq1YsOf/3rX9uee+5pUvJ9tAeZ8YeiJSVI8RCgDxRPW1VUSekDFUWW+0IAApVJAOulyqTPsyGQmUAinfZlqu6+++5rm2++uX333XfOrF5e8qVcSRkfOHCgXXPNNW4NtdYO6ROXXXbZxfr16xdPjo41y//QQw9Fx1q/H4rW8Wstk5fQKsCnsU02AQ0KKTRkKKF/CKWHPiJkxh8OVOn84sWLo8tr1aoVDTRFiewUNAH6QEE3T14KRx/IC2YeAgEI5JlAaL10/PHHuyWwmkh7//33o5Jks2LUxMa3335rN954Y5QfK8YIBTulJKD36meffdb5xJIlbdwye8KECfbmm2+altDK+vvII4+Mln2X8hFFly1RM/wyoZf4bbw15L3fK09r16514dB8HnnWHzlypDPBD7+MdF4z8TK/vuGGGyzbF89+++3n1mXrGilqmpkNRQq+v7dMtPfff//wNPtVkICWkcSd0qxvxv7LL7+MSGlNv5R+pHgJ0AeKt+1yVXL6QK5Ich8IQKAyCWC9VJn0ebZ+S6+++mrbeuut7aSTTp7fN88AACAASURBVHITuZp8VVh2yRdffGHdunWz7t2722WXXWZ///vfnY+3c889N/HwEjXDf9NNN7nRmjCEXrwFTz/9dDvhhBOcQh7PJ/N6ORjRYMBnn33mHKvJVF/rrUsjcsD29NNPO8/ptWvXLqGIyYRb57VUQDHXMw1MlOZZ5EkGAVmbyDO/Fw0Ibbnllv6wxFYhIbWu34tCPiLFTYA+UNztl4vS0wdyQZF7QAAClU0A66XKboGq+3wp+2eeeaaLgiXrbU3WfvDBBw6I/LMpRHuPHj3sk08+Mel2+t31E27/+c9/bOjQoaaJ4aRKomb4Nasuk30/i56p0TRLH1f2w7y6T/PmzZ0H9dIq+/56KfHyB5Bp1lWdSedR9j2xqr1VZIhQ6tevH1mJhOl+X8q+PPxL5AugZcuW/hTbIiVAHyjShsthsekDOYTJrSAAgYIhgPVSwTRF4gsiZ+yKAiF/abNnz46craviMvGXLyyFtx49erRT+qX4ewVfS7xfeeWVRDNK1Ax/oluKyiWSQLb1+/EK64dTa468yCQpnyJLBEW40JICDZjJYkUDFEj5CBRTHwhrKkulDz/80A08hY4mwzzsl45AsfQBfQeprFpjq48i2MiarWHDhs6XiAbLEQhAAAKeANZLngTbiiYg031ZUWurpbFz5syJHql0LaUeM2aMi46lE5ogVpQ2H3bdR0+LLkrYDgp/whqU6hQXgbK86L/22mvmZwJbt26dt9l9fQk+88wzLpRl/AtRFjC9evWKwk8WF/3CKG0x9IGQlAZ+3n77bVNcZUWMUCSJfA8+heVJwn4h9wEp+QqzNWvWLPfRC3w6keWa+oGi0yAQgAAERMC/s3gaWDF6EmwrgsBBBx0U3VYRI0LROn058AtFM/tett9+e7+byC0KfyKblUoVCwG/fsiXN5PDPvmUePnll102LReRaVI+RDN4ijyhmVyJlsNoGYF+xOX8RB5OH3nkEVu5cqXtscce+ShS4p5R6H3AA5fiJ0/L8m4bKn3M6npCG74t5D6g/32tbwxl0003Nb0c6f9+3rx5pr6xdOlSF91GJpJaK4lAAAIQKMtgpr5HKtOKkdZKFoFJkyZFFdLvlRz0hSKLVX0kGohC4Q/psA8BCOSUQPxFP51ptF6qpVT72fUDDzwwq2O/XBZQVgVe2W/UqJGddtppkY+MRx991KZNm+Ze9seNG+f8XigPUjYChd4HVJuPPvrInn/+eVu0aFGJyqHwl0BS5oRi6AO+UrLoUQSaatWquSQ/IKCXdckLL7yAwu9hsYVAFSdQFoW/sqwYq3gTJbb6b7zxRlS3M844wy0/ixLMXHh2f6yw7UkXZviT3sLUr6AJhDOlKmhc4Zeyf/fdd5s3O1KMWq1PyiR66f7444/dDHyDBg1MkSf8i7mukTn2/Pnz3TpcRYpo1qxZxnX4q1evtnfffTd6lMLthA4xDz74YDe7pzJKJk+ebD179ozys1M6AoXcBxQV4v7773cKv2qj9td67YULF0aVC/tXlMhOmQgUch8IK9KmTRvba6+9wiTT8iKtg5STJIm+q/TdkclxbcrFHEAAAokmEB/MLDQrxkTDr8KV0++Q99Cvd5Rjjz22BA1vNasTCquedEHhT3oLU7+CJaDwj2FIPhU0jB7hlX2vXCmuaJ8+fTLWR7OvsgT46quvojxS6AcMGOCOp0+f7mZply1bFp3X7Oxxxx1nGkiIixR4rdGWaK3+Nttsk5JFkSZk3u+/VDXbr5An4aBAygUclCBQ6H1A/UPO2fSDqRCQal/1hWuvvdaFFy1RIRLKTKDQ+4D+74844ghXr0wmj/pu8gq/Bh31vYHCX+auwAUQSByBuMIfn9RQhSvTijFxwKmQI6ClId7qbNddd3XOheNotDzRy/777+93E7tF4U9s01KxQieg9fFxkRdRiWbhH3vsMbcuVsdaO3/CCSdkDOcok2t5H40PICgEidbbz5w50629jj9PyoYU+3QKv+7pRSEA00mo8Mtr++LFi13s03R5SStJoND7gBT9ww8/3Cn8isrgRYM9am+k/AQKvQ9oEHJ9jvjCvqDvsHDgsvyEuAMEIFCsBHJpvaR7yYJR7zk77bSTyZdIKHrXkb8jDThqTbasj/w7VZhP+1IG9Z6lCZJM1pAK26YBCy1VVNz2+L10Ts/T99+WW27p1oD7MG/x53GcXwKhOX+XLl1KPFztLke0ErXd+n7jStygCBNQ+Iuw0ShycglI+ZYTkSlTpkSjk/J+feKJJ5q26WT58uXO7Frm15qB69atmz3wwAPmZ/LHjh3rftg046ZzMvPXOls525JoDa6ujc/Mhz/UmczwGjdunFIklQUpH4FC6gOqSabBnvLVkquzESi0PpCtrDLf92GNlE8vxvHvkmzXcw4CEEgmgVxZL8l/kcyvpcTpnpJnn33WmWlrmZEUbr3nSIHzs7rKE1o4hoSl7MkaMvRJE+adOnWqjR8/3sL3GVm2HXnkke4dS4O08lskq8nweXpPOuusswy/NiHtytkPFf699967RCFC55A6Hx/MKXFBAhJQ+BPQiFShOAloDX1cnnrqqZSkpk2b2vHHH+9m+FNOBAca5db6I402//a3v3VfXJph8wq/RrH1rL59+0Zm+e3atYsUfo2W60c0/pIur9teNKObTuJ1CH8g0+UnLZVAnJ/OFlIfSC0tRxVBoNj7wIsvvuhMcsVGL00HHHBARWDinhCAQJERyIX1kiYjHnzwQYuHWNM7i5YRyqfMPffc495/4nhk4SilXkuOvKzPGlL3fPXVV332aKuIRBqI1b3kVylcOukzyUGh7q9BCKTyCOid9p133okKkE7hl9WrFy1XlGjd/5lnnmlXXnllItsQhd+3OFsI5JmAXo71YyUz+LhohFjO+fTyXJq1sKGHUf0QhrFvZZZ91FFHRcq+nqVZOS9SOOIKvc779fvKl6kMcWVFP4pI6QkUch8ofS3IWR4CxdwHNMP19ttvR9WX0864r4/oJDsFSUDhVe+9917bZZddTDGs9XsRF/2maAZVysxJJ53kTJzjeXS8YMECu++++5xjx+7du6fLQloVJ1BW6yXNtEvZl6l87969nU+ZV155xVHUZIZChmqyQ5ZFel/SpIMsHL1o1t8r/DonJ7SZrCGffPJJ0yCBnqX+q1n/l156KXJaK39FUuql7Mu6Uf8vmuFXGfQ/IpEvExR+T79ytrKQ9cvMtFxDSzviEk5oqT3Vx+TYT6GHtcR18ODB8UuK/hiFv+ibkAoUMwF5vNaLlBcp1vpy0g9XJjN6nzfTVk7+/I+P8mhtUnyNvl7yvPgfQ3+sbVxxDwcIwnzxgQL9kCJlI1CofaBstSB3eQgUYx/QWtonnngiqnbXrl1duL4ogZ2CJ6CXYq2F9su3hgwZYhdeeGGJcl9xxRV21VVXufTrrrvOPv300xIWYVK6FK3Bz+reeeeddsopp5S4FwlVh0B8QkA1L6sFm9Zfa5beK+B+3bXuJQVeH73jKIqQBk8lWpMtZ7MS3x+1vz5rSCn7so6UvyTvs6Z9+/aRwi/l/ssvv3Rm/XJ27NfrS/n38dwzvSu5wvAnLwQmTpwYPSfd7L5OykmfnA9LRo0a5T7av+SSS9wMvzuRsD8o/AlrUKpTXAQ0i68ZMf1I6IdGo5HpZljKUiu9jHnRvdJ5H9VMjBctG4hL/Ic6U5m0ti6UuBOd8Bz76QkUah9IX1pSK4JAsfUBvRj7mTLx2GOPPezAAw+sCDTcswIJaPbUK/t6zMMPP5xW4Ve6Fyk8Wh8bD2MlRS5UrnQNCr+nVjW3ubBekvL+u9/9LgIYrrtXombhQ2VfaaHSHfd9lM0aUtcqIolX9nUcTp7oWM4AjznmmEjZV1rY71VepHIJyAeDl0wKvyIOyULjueeec1k1sDNw4EA77bTT/KWJ2xacwq9RMpnNSHFI51mxrC2gETn9OCnsh0YB5W0zH5LreuSjzDyjcgg0adIkpw/Wy7gXDSbEf4BkyqS1Sl7SOWWTwq9lBf7HLvxB89dpG5r961jRBJCyEyjEPlD2WnBFeQgUSx+QdZBMWH1EkN12282Z2pan7lxbOQS0dlWDud7xWOfOndMWROk+7KKs0PRyHJf4tfHjeH6OqwaBXFsvySu+F72jxJV9zex7c27lS2fB6K+PW0MqfFvcGjK+Vl/PCy0bNbggM38v6SZQ/Dm2+SHwr3/9y/TJJrLOkONH/76sgaOkS8Ep/I8++qjpI5EzIG+is6ENIXOfQYMGucv79etn/fv339Bblem6XNejTA8nc5UmEM7wa11bXMJwezqXTuHXS6AG3fw6Jw2YpRMU/nRUKj8tF32g8mtBCcpDoCL6gPyNaL23HwCUUnfIIYeU2yqpPPXk2g0n0Lx5c7v11ltt9OjRTtGROWs6kUm/Bn81kXH66aenXW7WoUMHGzp0qAsPK38Ami1DIJBL6yUNTIUKv/pcfOljaL2o95hsA6nhd6RaKpz99y2nQQEvioKk/5lQdA8/YKb0dO9TYX72C4tAVVD0PfGCU/h9wdhCAAJlJ6B1lBrk8pLuxyf8QaxXr17GWflQ4Q9/9Py9tY07HNx8883D0+xXAoFc9oFKKD6PzAGBiugD8ushZd/Pnml2WFFBMi33yUE1uEUeCEiB1yebaNZzzJgx2bK4c3/4wx9MHwQCIYFsSneYb337mm0PJxnSWZrIkZ8XOUWOL0/057T1s7va17uSzPVD0SBX+O6TLlZ7+Dxdj5VjSJD9QiLwi4eLQioRZYEABDaYQHzEOlyL5m/qncvoOBzdDEepdS60DtCPXvhD6+8lx11elJ81/J5G5W1z2Qcy1SLeVzLlI71yCOS6D8hXh0JjeYsfOXo79NBDSyj77777rlMMwxfpyiHAUyEAgaQRCL/XZP0bvr/4uoYWjOkmPHw+bcP7pfOsL38VoSNizfDH5cMPP4yS4rP/0Ql2IFAABFD4C6ARKAIEckUg/AHTaHPdunVL3Nq/tOuEHxCQ34xrrrnGPvnkkyi/1ub62TspeArBFYrMeufNmxclyXEXUvkEctkH0tVGfSFc4uHNu9PlJa1yCOS6D8gPjrcMkl8QhfmML7eTtY+W4Wmtd7imtXII8FQIQCBpBMKBRK3Nj4cLlm+i0AllugEBzyRuBeXfhfx5bcPnyRdS/H1KgwGhE8FwkiS8D/sQKAQCmPQXQitQBgjkiED4A5XuB0zKWjhirfVwMtV99dVXTbN4Gh1v2bKlK40GDLTvZ/Gff/55N0Ag8zyZuikkl18+IE+4mvVDKp9ALvtAvDbqO4q7Hir5M2fONK3ljjuHjF/Lcf4I5LIP6CX65ZdfjgovC6Hhw4dHx9pRv5Cpv7f8qF27dsp5DiAAAQiUl0A4kJnu/Sa0XtSzvMKv7yU/eeHLEN5L59I52wu/R9Od//rrr917k79nOMOf7pk+H1sIVAaBolP4NTv53nvvudkGjeRpxE2javvss4+V9iVDMxB6aV22bJmLeS7HH5q1yCZ6lmZBNaMpBalVq1YmE6BcjujJ6/HkyZNt0qRJzjGIwhz59Ud66VIIHXlI1syrIhjUrFl0zZcNMefKSUAm9+Ga+nTmbPphU+g/ny8MXyJvugcccEBKKQ4//HC3bldr59Q/b7vtNrfOTf8DXunTwMBJJ51UYsYv5UYc5IVARfQBfeco5Jbure9BH7nBV0izuTfeeKNbzqHvYzlRUtgipHII5LoPvPbaayXaPLQSSldL/7uV7hxpEIAABMpKQO/r64suFH4v6bdIPorkRV++RxT2+Oijj3bRh/TsUOHXWv/Q874vW6jwp9MR/HuU8kv/0KC3Bj8feOAB9750wgknlLBC8PdmC4F8EygajVHKxrBhw1wYhXCG0gPTS+all15q8giaSWSGeuWVV9qECRNKZBkwYID17du3RLoSlP/66693in48gzwUn3POOWm/LOJ5sx0rlIjKP2fOnCibvkwUx1Zmknq+N6PVzGq7du3s5ptvjvKyAwH9GPoZNtFINwKudMUe1XpcH6tWs/NS9OVZOS5ywqf/DSl8mv2XMiFTOIl+4DTgpf+BuKlb/D4c54dARfQBfd+Gjosy1UTWHt7iI1Me0iueQK77QPgSXdrSl3bwvbT3Ix8EIFC1CYQKukike7/xoUJ1XvvTpk2zN9980/1+6TtJVkjeqd76lHnN3mtiw0u6GX7vwFR5NAHy/vvvuwlJlVVh3zRArgkWBAKFQKBoFP4pU6bY2LFjHTMpKFJ4pWTIYYbWHWuW6Z///Kfdc889GWf6H3rooYj5jjvuaFKy5ZRDMmrUKHddnz59ojzaefzxx+2mm25yaXJIpgEFjRSqPHoJVpk08qiwNRsqmj2VZ1uV5/e//727p8olB0j6Urv22mudufTee+9t48aNc2WWGa2enyvvpxtadq4rHALqC6Xph61bt3b9Tf1OM3Ea3Y6vxw1rpTwaGddggpR9/Qjqf08z+3EzufA69vNPoCL6gMwiS9Ov8l9bnpiOQK77QKaB8HTPJg0CEIBARRAIFX7//hF/jt5lvGhCw4f4lpIvK0Sv7MetoNLN3ocDAplM/sPnaUmk9AWJBheOP/54lH3fGGwLgkDRKPwaJdMaYZkYd+/ePTJn1z/ZkCFD7JlnnnFKv5TkdLE0Pe1GjRrZ3/72N5PCL9F1UqglGhA48sgjI+VHs1UaCJDopfe6664zXS/RaJ5egt966y175ZVXbO7cuc7E350s4x+Z5qt+l112me28885uVFIKv0YYVbdu3brZn//856hcd911l3uCBjtQ+MsIm+yOgH6QwvVmpcGiHz1Z0sTj3pbmWvIUHoEN6QOFVwtKVB4C9IHy0ONaCEAgXwS8ZaGel252X+nSEeRJ33vq1zuL3ql79+6dYoVYGiso5fGid550Jv/ycaT7a7mvF4WwPPjgg/Fp44GwLRgCRaPwa838iBEjSoDTzKTWi0pxl2QzPdWMpGbrGzduHN2nV69eNnHiRHv99ddNM56audcaeYnMmDV7Lxk4cGCk7OtY//wy5ZfCL9E6x3RhPdzJ9fzx5fLZtGZWIoVfZtahsh+aTqcblfT3YAsBCEAAAhCAAAQgAIFiJ6AZ8/WJ9AHN5OtdXpNyerdOFyq4NFZQWuYY92kUf74GFKR/aPmtzPvlM0DLIBEIFCKBRITl87PuAqw1M5lEo26hsu/zhRYB8lruxXsnl3LfsWNH54xD61n9R2FB/JeJV9L9tRu61ZeGv5eee8kll0Qz+7qnj/mpL7Z0Ttk29LlcBwEIQAACEIAABCAAgWIlICVc7+ayyvXv5xVdF5n2y2ISZb+iSXP/8hAomhl+X0k54ZAJvdbXaN2+FHyZ9ZdG9EWQTkLFWbPqXrzyr5FCeczPJrmKOyzTIF+fHj16lAgVMmPGDFcMmS3JKQgCAQhAAAIQgAAEIAABCEAAAhBIR6BoFH45DNNa+2effTZdPcqVFoa3C72cy4mel3Trd/w5DSQoDnUuZPr06dFt5KsgFK0p8o5EZHGAQAACEIAABCAAAQhAAAIQgAAEMhEoGoVfYcS8si+He4pvKW/jMqHRDPxRRx2VqY7rTQ9Db2gNjheZ6ch5ntK8t09/rqK2fgZfntE7deqU8hiF/PASP+fT2UIAAhCAAAQgAAEIQAACEIAABESgaBT+t99+27WYwmooJr1C43mpUaOG3826zRQjOpxV19ofL4q7qXOa6dfSgYpenyNT/lmzZrnHt23bNmXtvhKnTp3qzsmiIF3MdF9uthCAAAQgAAEIQAACEIAABCAAgaJx2ucd2Wnduma/QwlnvsP0+L5iZD733HMpyStXrow8/Mu034frUyaF15DIzF8WBhUtCiWi8kgU6iMus2fPdknyzu/jiXrHgvG8HEMAAhCAAAQgAAEIQAACEIBA1SZQNAp/ixYtXEspFudDDz1kq1atMpniP/LII3b55ZeXqhU1g37NNde48H5z5861mTNn2mWXXRaF8pOTvAYNGkT3OuSQQ0xm/ZL77rvPbrvtNhfuQwMA+ixYsMCln3322eYd/EUXb8CON+fXpekUfoUakWyxxRZue9ddd9kpp5xikydPdsf8gQAEIAABCEAAAhCAAAQgAAEIeAJFY9J/6KGHmjfrHzlypOmj0HRS4rUtjUhRXrp0qRsw0KBBKFLs+/XrFyaZHPWdd955duWVV9rq1attzJgx7qN0heZbu3ZtlD9bOMAo03p21qfwK8yIHPfJ7F8xSeVfQIMSrOdfD1hOQwACEIAABCAAAQhAAAIQqIIESqcp5xFMrVq13NNkXh+G0evatauLSV+/fv2oNFL2FftyyJAhtueee7r0eKg6re/3AwJS3Pv372+1a9eO7qHn7L777m4AoUmTJlG639lnn31MM+nK48smJ4Fe2d92223dQEGbNm38JW7r88brkZIpdjBv3jyX0rhxYwvr6bPJMaHiiqre+px22ml24YUXRvXz+dhCAAIQgAAEIAABCEAAAhCAAASq/RzGocsBj1BJ1+0mTJhQprtKkZVzPc2ipwuFp/OLFi2yxYsXm8z8vSM9zbhr/XvdunVLKMBKVzW9oz8tB5g/f74bUGjVqlWp49nr2ZpV17P1nEaNGkXPj1dyffWI5y/tseqi52u2f0OkW7duKZfluPlT7l2IB/H+WdXqX4htkq5MFd1OFX3/dHUirfQEKrp9Kvr+pa8pObMRoJ2y0eEcBEpHgP+j0nGq7FxVvZ069xnqmmDywxdUdlPk9PmFUq+CM+nXbLxX4tMR13nNxMdn4zWT7h3Zxa8LZ/R1Tk7/Qud88fyZjvVsee7XZ32yvnqs7/pM51WXDVX2M92TdAhAAAIQgAAEIAABCEAAAhBIHoGCM+lPHmJqBAEIQAACEIAABCAAAQhAAAIQyD8BFP78M+eJEIAABCAAAQhAAAIQgAAEIACBCieAwl/hiHkABCAAAQhAAAIQgAAEIAABCEAg/wRQ+PPPnCdCAAIQgAAEIAABCEAAAhCAAAQqnAAKf4Uj5gEQgAAEIAABCEAAAhCAAAQgAIH8E0Dhzz9znggBCEAAAhCAAAQgAAEIQAACEKhwAij8FY6YB0AAAhCAAAQgAAEIQAACEIAABPJPAIU//8x5IgQgAAEIQAACEIAABCAAAQhAoMIJoPBXOGIeAAEIQAACEIAABCAAAQhAAAIQyD+BmhX9yG7dulX0I7g/BDaYQLVq1Tb4Wi5MDgH6QXLackNqQvtvCDWugQAEipEA33fF2GqUGQLlI8AMf/n4cTUEIAABCEAAAhCAAAQgAAEIQKAgCVT4DH9B1ppCQQACEIAABCAAAQhAAAIQgEDBEOjcZ2jBlCVJBWGGP0mtSV0gAAEIQAACEIAABCAAAQhAAAL/T6Dazz///DM0IAABCEAAAhCAAAQgAAEIQAACEEgWAWb4k9We1AYCEIAABCAAAQhAAAIQgAAEIOAIoPDTESAAAQhAAAIQgAAEIAABCEAAAgkkgMKfwEalShCAAAQgAAEIQAACEIAABCAAARR++gAEIAABCEAAAhCAAAQgAAEIQCCBBFD4E9ioVAkCEIAABCAAAQhAAAIQgAAEIIDCTx+AAAQgAAEIQAACEIAABCAAAQgkkAAKfwIblSpBAAIQgAAEIAABCEAAAhCAAARQ+OkDEIAABCAAAQhAAAIQgAAEIACBBBJA4U9go1IlCEAAAhCAAAQgAAEIQAACEIAACj99AAIQgAAEIAABCEAAAhCAAAQgkEACKPwJbFSqBAEIQAACEIAABCAAAQhAAAIQQOGnD0AAAhCAAAQgAAEIQAACEIAABBJIAIU/gY1KlSAAAQhAAAIQgAAEIAABCEAAAij89AEIQAACEIAABCAAAQhAAAIQgEACCaDwJ7BRqRIEIAABCEAAAhCAAAQgAAEIQACFnz4AAQhAAAIQgAAEIAABCEAAAhBIIAEU/gQ2KlWCAAQgAAEIQAACEIAABCAAAQig8NMHIAABCEAAAhCAAAQgAAEIQAACCSSAwp/ARqVKEIAABCAAAQhAAAIQgAAEIAABFH76AAQgAAEIQAACEIAABCAAAQhAIIEEUPgT2KhUCQIQgAAEIAABCEAAAhCAAAQggMJPH4AABCAAAQhAAAIQgAAEIAABCCSQAAp/AhuVKkEAAhCAAAQgAAEIQAACEIAABFD46QMQgAAEIAABCEAAAhCAAAQgAIEEEkDhT2CjUiUIQAACEIAABCAAAQhAAAIQgAAKP30AAhCAAAQgAAEIQAACEIAABCCQQAIo/AlsVKoEAQhAAAIQgAAEIAABCEAAAhBA4acPQAACEIAABCAAAQhAAAIQgAAEEkgAhT+BjUqVIAABCEAAAhCAAAQgAAEIQAACKPz0AQhAAAIQgAAEIAABCEAAAhCAQAIJoPAnsFGpEgQgAAEIQAACEIAABCAAAQhAAIWfPgABCEAAAhCAAAQgAAEIQAACEEggART+BDYqVYIABCAAAQhAAAIQgAAEIAABCKDw0wcgAAEIQAACEIAABCAAAQhAAAIJJIDCn8BGpUoQgAAEIAABCEAAAhCAAAQgAAEUfvoABCAAAQhAAAIQgAAEIAABCEAggQRQ+BPYqFQJAhCAAAQgAAEIQAACEIAABCCAwk8fgAAEIAABCEAAAhCAAAQgAAEIJJAACn8CG5UqQQACEIAABCAAAQhAAAIQgAAEUPjpAxCAAAQgAAEIQAACEIAABCAAgQQSQOFPYKNSJQhAAAIQgAAEIAABCEAAAhCAAAo/fQACEIAABCAAAQhAAAIQgAAEIJBAAij8CWxUqgQBCEAAAhCAAAQgAAEIQAACEEDhpw9AAAIQgAAEIAABCEAAAhCAAAQSSACFP4GNSpUgAAEIQAACEIAABCAAAQhAAAI1QQCBqkSgc5+hVam6ianr5IcvyGld6Ac5xZn3m5W3P9D+eW+ynDywvO2ek0KU4yb0u3LAK4BLhgO1YQAAHPlJREFUi63/0d8KoNNsQBGKrZ9tQBW5pBIIMMNfCdB5JAQgAAEIQAACEIAABCAAAQhAoKIJMMNf0YS5f0ESYAS1IJulRKEqeoaCflACeUEn5Lo/0P4F3dxR4XLd7tGNK2mHfldJ4DfwscXe/+hvG9jweb6s2PtZnnHxuDISYIa/jMDIDgEIQAACEIAABCAAAQhAAAIQKAYCKPzF0EqUEQIQgAAEIAABCEAAAhCAAAQgUEYCKPxlBEZ2CEAAAhCAAAQgAAEIQAACEIBAMRBA4S+GVqKMEIAABCAAAQhAAAIQgAAEIACBMhJA4S8jMLJDAAIQgAAEIAABCEAAAhCAAASKgQAKfzG0EmWEAAQgAAEIQAACEIAABCAAAQiUkQAKfxmBkR0CEIAABCAAAQhAAAIQgAAEIFAMBFD4i6GVKCMEIAABCEAAAhCAAAQgAAEIQKCMBFD4ywiM7BCAAAQgAAEIQAACEIAABCAAgWIggMJfDK1EGSEAAQhAAAIQgAAEIAABCEAAAmUkgMJfRmBkhwAEIAABCEAAAhCAAAQgAIHCJLBy1Wr7bvn3hVm4SigVCn8lQOeREIAABCAAAQhAAAIQgAAEkkTg559/tm++XWZLl1Wesv34c29Zu+5nWacDz7Ub7ni8BN5CKGOJQlVwQs0Kvj+3hwAEIAABCEAAAhCAAAQgAIEEE1j700921Kl/t2mz5lu1atXsriHn2v5dOuS9xpOmzI2e2bhR/WhfO4VSxpRC5eGAGf48QOYREIAABCAAAQhAAAIQgAAEkkpgxuwFTtlX/TSLvvS7FZVS1RlzFkTP7dC2ebSvnUIpY0qh8nCAwp8HyDwCAhVNYOnSpXbLLbfY8ccfb82aNbPtt9/eTjzxRLv55pvtf//7X0U/nvsXEIGffvrJRo4caU2bNrXzzz+/gEpGUXJFYPHixe5/u2/fvta1a1dr3Lixbbnllrbrrrua0iZMmJCrR3EfCEAAAhCAQKkIfL/yhyjfxrU2sj07tYmO87Xz449rbPZHn7nHbbRRTWu7/TYpjy6EMqYUKE8HmPTnCTSPgUBFEVi0aJEddNBBNnXqVPcIvfhXr17d7rvvPvcZMWKEjR8/3rbZJvVLr6LKw30rj8Bbb71lZ599tk2ePNkVYtWqVZVXGJ6ccwL6Px42bJg999xz9uOPP7r716hRw2rVqmUrV660999/333uvfdeO/nkk+3f//53zsvADSEAAQhAAALpCOy1a1sbdf15tnzFKtu5zXbWZOtUc/p01+Q6Tcr+mjVr3W3bttrGpPSHUghlDMuTr31m+PNFmudAoAIIfP7557bPPvs4Zb9mzZr24IMP2ldffWUaBDjjjDPcE2fNmmW/+tWvTHmRZBJQmw8YMMDN9nplXzXdZJNNklnhKlorKftjx451yv7GG29sw4cPtxUrVtiyZcts4sSJtvvuu0dkRo8ebXfccUd0zA4EIAABCECgIglUr17Nrdk/pMce1qpZ44p8VMZ7T5+9zpy/fcycXxcVQhkzFr4CT6QOe1Tgg7g1BCCQewLXX3+9ffTRR+7GF1xwgR199NHRQ6QMvPrqq/bBBx/Y/PnzTTP9V199dXSeneInsHbtWteuf/nLX+zbb78tUSFZeiDJJHD77bdbv379osp16dLFHn/8cevUqZN9/fXXLn3UqFF26qmnRnnYgQAEIAABCFQUgQ/nL7QFn31ldepsbF0675jymFU/rLa3p8x1a/tl6l+n9sb2w+of7a3Jc2z2h5/Zj2vW2E6tt7Nf79WuxKx8yo3M3Ay+rpn6wSe2+Jul1nTr+tZ9n47WoP7mbo2+z99+x9T1+0rPVkZ/nbbLV6y0WR9+ZrPmfWrffrfCGjXYwvbo2Ma2b555IEPLCebNX2hzPvrM5n+6yLaqt7m1bLa17b7LDlZ7k1rh7VP2dd2UmR/bRwu+tIWLvrFN625iO7bezrp0brteFik3ynKAwp8FDqcgUMgEZMLrTXY32mgjk9IXimb8zznnHDvrrLNc8t13322DBw925v5hPvaLl0CPHj3s5ZdfNrX/eeedZ0cddZT1798/GgRC4S/etk1Xcnk9lrRv3z5F2fd5tWznN7/5jd1///0uacaMGe7lyl/n87GFAAQgAAEI5JKAnPQdffo/onB808YPt03r1o4e8cjTE23Qdfe64//cfJF9+vliu+GOJ2zR16mTFVLS/z30fKu/5WbRteGOBgguHHyXU4zDdJnuX3LmUZbisC+m8K+vjLqflO9bRo+zEXc/HS0NCJ/Tresudu1l/W2reqnlG/vCO/b34Q/al4uXhNndfuNG9exvF55ov9m3U4lzL74+1a4a9oAbKImf1ADGfTf/0Vq3aBI/VeZjFP4yI+MCCBQGgQceeMCWLPnli6Vjx45Wt27dEgXr3bt3lPbZZ5+5tfxa748kg0D37t1tzZo1dtttt9nOO+/sKrXbbrtFCj+KXjLa2ddCg3bLly+3TTfd1CeV2O60005RmvJqrb/W+CMQgAAEIACBiiLw6RdfR8q+1u6Hyr6eGZra/+fRl+3pl95NWxR50b/l3+Ns0PnHlTiv6/469D/2008/lzgnRV2Ks5eaNWtY2+239Yduu74yLlu+0o4761qb9eGnKdeFBxMmTrMHn3rNzuz3y/u1yjJw0Eh7ZsJ7YTbT870vgS+/WmIDLx9pT/5rkLVptc6f1muTZtrpl94c1adGjeq25eZ1bcnS5S7t62++s0+/WIzCn0KWAwhUMQIy3/Wy1157+d2UbfPmza1BgwaRie/rr7/uHPylZOKgaAkMGjTI9AmFWf2QRrL25ZBTn2yiNf1ettpqK5R9D4MtBCBQkATkd2bcuHHWsGFDO+mkk1IGNOWf5sknn7S5c+dakyZN7PDDD7eWLVtG9dCM7fPPP2+TJk2yH374wTTgfcQRR0Tn2ckfgemz50cPi4fC04nps9ad98p+p3atrP8xPZwp/rBRT9nbU+a4e7z+zgfRvfyO7n/lTWMi5Xj3jjvYWf162+ab1bHX3p5pd9z3nIUe+OWwr1bMYV+2MqovXXDlnZGyr2vPO+VQ+/Xe7W3TOpvYpPfnOosEzeCHgxmDbxoTKfubbFzLLjrjCDvswL1tyy3q2tSZn9hZfx5hX/1vqa3+cY09OX6SXXT6L/1Tz7to8KioPgOO/Y1dePoRzvRfCv8DT75mz786xTrt3MojKNeWGf5y4eNiCFQegdAJ3447pq6VCkulEH1+Ta+c+SEQgEByCciDv5cDDjjA77KFAAQgUFAEFi5caL/97W/tvffWzYzeeeed9u67v8z83nTTTXb55Zc7qyZfcA1wT5s2zVq1amUffvihHXfccSnXK9+FF15oQ4YM8ZewzROBmXP+Gz2pXcxZntbqz/0k1XF0n4P3sasv7hutUV+zdm2k8GumPRSvHGsWX7Lf3u3t9mvOia7t3H57FwJwwIU3Ob8AypNu/X62Mj409nWTeb1E6+3vv+Vi22WnFu5Yf5pv28gO+FVHe3Ds63Zkry4u/ZW3Ztjoh150+xogeODWi63Djuuu6dxheztwv85276O/hMpdtWp1dL+P/7vIFv9vqTveoWVTu+zcY8xbZdbbYlM7o28v94kuKOcOHp3KCZDLIVBZBL744ovo0ZttlrqWKDphZi1arPvyQeEPybAPgWQRkJNOheaT6MXh/PPPT1YFqQ0EIJAIArNnz3ZRZaTsy9FonTp1XL10/PHHH9tFF13kvr+k6PnlasogC6ZHHnnERSbq2rWrU/Zbt26dYvl0zz33mBzaIvklMH3OOu/4HWJr5+Vgb+3an6IC7bZLa/vnn34XKew60XybRtH5atV/8VfjEzTjP++TX9555ezvH5eenHKt8nXZbUfr2W03f4ml89CfqYzqZ7IQ8HL+7w9LUfZ9uvwKnHFSL6tb55cISDfd9aQ/5WbnQ2VfJ+Sf4M33ZkV5wkEIOfXzsvS7FdFMv0/L9RaFP9dEuR8E8kBAP2ah8p5N4Q/X+4bX5KGYPAICEMgTATnxPO2006KnnX322SbP/QgEIACBQiNwySWX2IIFC1yUmSlTpljob2jo0KGmCETyN/Tll1/azJkz7dxzz42qICuAww47zJYuXWqPPvqozZs3z832++VsWgbw5ptvRvnZyQ+BGYFJf1zZDk3pN661kV13WX8XHi8s2YLPv4oOmzVtGO1rR2v3vRzVu6vJCV46mffxOiuCuPKt/JnKOPHdWc5DvvJssVkd+93R67eOmzzjI3t/5sdRMTTgIIeBr0/6wJ547i27+Op/Wc8T/xLdt9k2DZ1lgr9g5x2287vO5P/YM6+xuUH5o5M52sGkP0cguQ0E8klAins4gl2jRo2Mj/cj58qgH0IEAhBIHoGLL77Y5sz5Zf2jZr4waU1eG1MjCCSFwOjRo23ixImRov/NN99EVRs5cqT17NnThRndeOONXfqvfvUrGzZsmNvXen5FIXrqqadcPiXKX4k389fxTz+tm012F/GnQgmEzvAaN6zn1uSHDwwd9h34612txXZbh6fdfmhuHyrDcor35uTZUf7De6YfyF7x/Sqb8/8Ksxzm7dg6s8O+eBnfeGfdLHyvbruXsB6IHh7syG9AKIf2HxwepuyrPqOGnm8y1fcix4ZaIuCXEWgAoVffK+yg/Trbn8452rZr2sBnzckWhT8nGLkJBPJL4Lvvvkt5oH78MolCtnnBW7cnwRYCySFw11132c033+wqpJfexx57zPyLcnJqSU0gAIGkEJDz0XBWX0q8F51TRJLwO+z777/3p932j3/8Y6Ts+xPffrsuvJt8FyH5IxCGwgvN1n0Jwhn+Q36zp09O2YZ5wnvM+fgz82v6Zc4frqsPbzD+tfejZQNtWjYt4bAvWxnfmTYvutVeu7aJ9rPtKDxgOtH6f5n+66OyKozf/l06lLBo0LXDB59uf73+Pnt43BsuhK6WFjz78nv2ylvTbfQNfzA5JsyVZNYScvUE7gMBCOScgEazQ1m2bFl4mLIf/lBuvXXJUdWUzBxAAAJFRUBO+s444wxX5saNGzuP1Y0arVsLWVSVobCVRkA+Ye69917bZZddnCm1dx4VFkhWZWPHjnVhP+VNPVM/k6n2fffdZ4oeo9ChCASyEZDzPoUN9iKTfnnsD0Vm/17atGljf/3rX/2h22rdv3dO3LRpU9tmm3Whz1IyclAhBFKU9ZjDvlU/rI7W32+0Uc0Us/awMKFCHprjy3rAi0La1aiefjX6U+Mn+WzWPnCc5xOzlfHzhf/z2UqE8otOxHa+WLTumjEjLrZWzRqbBiT0Ka3Iq/81f/6d9evT3W6884lotn/lqtV2zuUj7a2nri/trdabD4V/vYjIAIHCIyCFX2b83qw/m8KvdW5epBAgEIBAMgjoJbhPnz62Zs0aq1evno0fP96Y2UpG2+azFhoU3mmnncxbjmk5iDydx+WKK66wq666yiVfd9119umnnzrT6jCfTLPbtm3rQqQpXeutTznllDAL+xBIIfDGG29ExwojfOKJJ0bHfuedd97xu3bqqaemzP7rRHiPfffdN8rLTn4IpCrrzVMeGjrs23H7bUvMvCvzt9+tMK/YS2GW8uzlm2/XTWgpRn06mTz9Izcr7s+lCwuYrYzhMzbZeJ1VrL9fuu3X36yztN2+eRPbql5m59nprg/T2rVpZndcO9AefOo1u/Qfo90phfL7cP5Ca92iSZh1g/fTD5Ns8O24EAIQyAcBOacJZ/n9i1q6Z4fnmOFPR4g0CBQfAYXlVEir5cuX2yabbOLWs7Zv3774KkKJK52ABorC34mHH344bZnCdDlTC5Usf4HWVSseupfwGp/GFgIhgbAfHXHEEW4yIzy/evVqmzx5cpR0zDHHRPt+5+WX1zl122+//Xwy2zwRCNffl3TYl9l7vy/ezMDD/85tmqWYv//8s89lNv+zkn6oNBt+0VXr4tkrd4cgnJ6/OlsZtebfyztT15n3+7R0W83Oe3ln6rolKT5tQ7bH/HbflIEDP6m3IfeKX4PCHyfCMQSKhECovM+fPz9jqRcvXhydY4Y/QsEOBIqWgDzyS9mX0i/Ta4Wh2meffYq2PhS8cgkoLFpowt+5c+e0BQrT5Q8m3QBTmEc3iR+nvTGJVZpAqPDrey0uUvZXrVrlkjt06GDNmjWLZ7EJE36Jc64T+++/f4nzJFQcgc+//J8tWbrcPaDRVltYw622SHlYiil9LFyfzxiGy9slZo7fsP7mPpsplF04G69Z8JMGDnHpPlM6h33rK6M86HvxTvT8sbZzPvrM5EV/1JjxUXLLwPHgMxPei9LjO9+v/MGtz/fpYnX/E6/aD6t/9EnRVs/5dukKdyxfAK1bNo3OlXcHk/7yEuR6CFQSAcWmnT59unt6+IMZFkeKgY/LrfQePXqEp9mHAASKkIBCVPk1rTKtllk/AoENJdC8eXO79dZbTZ7Td9hhB1PItHQik37NOGmg6fTTT0+xMvP5pZBpDfaYMWOcP4CBAwf6U2whUIKAlpOE7yjpQonKm7+XPfcs6fBNS0s++eQTl0V+JbQ8BckfgRmz183gh872fAlCU/r47H+UJ8s9OrVrZTVqVI8c8p3xpxHWp3dXm/vxF/bk+LctNK3X/dI67Mtyf13TaedWpqUHkudfnWLn/uU222f3nW3ZipX27tR59sLr75uiBfTYt5PLoz97dNrB5Flf8vSL79pWW27mvO5vvlkd++bb5fbB3P+6EH2T3p9r9w6/0Pbata3L++jTE+3q4Q/ayHuetn5HdXfWCBqkmPrBJ3br3U/b2v+PMHFEzy4Z/RW4G5XxDwp/GYGRHQKFQqBv3772wAMPuOJMmzbNtI5/s81S1xBNmjTJZA4nadeunaX7sSyU+lCO3BAITcAITZQbpoV0F8Wd1rpoydFHH512rbXODRo0yHnuf+SRR3CcVkgNWKBlkQKvTzbRYIAU+fXJH/7wB9MHgcD6COgd5ccff5nplP8RreGPS6jw77HHHvHTLryfT1RIUiS/BMLZ+dDZnkoRd9jXtlV6Z4rhoEH8Hg3qb25SfuXJXiIFXB8vGgw49YSDbOQ9z7iktA77giUD8fvrovN+f6gbPNBsvGTsC++4jzv4/z/yLaCQeV7O+d0h9uT4SbZw0TdOSf/3Qy+aPnGR9dR2TddZECz57pcZfPkskOKfTjQwMuj849Kd2uA0TPo3GB0XQqByCRx00EHmzfql5Gl2Ji73339/lNS/f/9on53kEpDHYy9hmCKfxrZ4CejFWOGoJPJCrXjV6USz/wrTp/ZXmB8EAhCAQCESCK0T995777RFXJ/CP3PmunjoWp4ikcf+Y4891uS9H6lYAjKXl0ix3SMWRu7Lr5ZEM/Oddm6ZNr69fqMWLl7i7iHHd6GpvC/5FRecYIf0KDnYs9/e7e3RO/5s++7Vzme13XdpHe37nWxlVJ6tG2xpD4681HZt18pfEm3r1tnEjurd1caN/quFpv9Kf3jkpXZkr64pPgf8heKx8w7b2T8u7WdNt67vk+2U435jWqsvk/24aHDj8nOPtUdu/5NtXKt0zgPj98h0zAx/JjKkQ6DACdSsWdOF4/rb3/7mSnrppZdar169Ii/dL7zwgt1+++3unEw2Tz755AKvEcUrLwEt8QidGz377LO2aNGiaGCovPfn+solIAXfv8DKrHq33XYrUSA5X5OndC9bbJG6ntKns4UABCBQ2QRChT+dOb/8E/lBbDkn1ZKRuISRiL766iubNWuWybHfjBkz3LKSyy67LH4JxzkkMOTyAU5JlQIbD0nXYrutbdr44bb6xzW2RQYP+1KMpzx7k8n53hab1UmrPOu+w6483Qadd5zz5l+tejXbvnlj23zTOlFN3nvmRqckx8ugDNnK6G8g5fyRO/7s/BF88ukiW7Nmrbu/vOSHTv18fm2bbF3fhgwaYIP/eJL99/OvbMnSFSbLStW1xbaNTIMCcam3xab2zz+dbIMvOtHmzV9oy1esdKb7LZttbfW3TLXSjV9bnmMU/vLQ41oIVDIBxaLVy/3w4cNtxYoV7sewd+/ezsGNPC9r5LR169b24osvpjWVq+Ti8/hyElD7XnzxxbZkyRKbO3eu85odmvErtrbaX2aOLVu2dLPCMvVGio+AvPEPHjw4peDZnHX6jCj8ngRbCECgkAjo9+vNN9+MipRuhj+c3dfs/UYblZz1lJO+YcOGufuMGDHC9JHo/QhlP8JbYTsyqc8Wkm7TurXX+2wp6ekU9fiFcggYdwro80iRziTrK2N4ne6T7V5hXr+vwY6222/rD0u13Wijms4CoFSZc5AJhT8HELkFBCqLgEZG9UO33XbbufX8U6dONa3ZlUjBUzzaf/zjH9a0ae48fVZWXXluSQJ6YbrhhhucI62SZ39JkaL4/PPPu4Ntt93Wre3OlJf0wiWgGf0w4kZpS4rCX1pS5IMABPJJ4L///a9bdqRn1q5d283Gx5/vHRMrPd36faX37NnT+Sl56aWX3OUdO3a0Cy64wPr16xe/HccQqLIEUPirbNNT8SQR0LpefeTxdt68edawYUOU/CQ1cIa6VK9e3dasWZPhLMlJItC2bVvW4yepQakLBKo4AS011KB1NtGEhT7ZRIMFsmKUxZMsAOTfBIEABFIJoPCn8uAIAkVNoE6dOqbRbQQCEIAABCAAAQhUFQItWrSoKlWlnhAoMwG89JcZGRdAAAIQgAAEIAABCEAAAhCAAAQKnwAKf+G3ESWEAAQgAAEIQAACEIAABCAAAQiUmQAKf5mRcQEEIAABCEAAAhCAAAQgAAEIQKDwCaDwF34bUUIIQAACEIAABCAAAQhAAAIQgECZCaDwlxkZF0AAAhCAAAQgAAEIQAACEIAABAqfAAp/4bcRJYQABCAAAQhAAAIQgAAEIAABCJSZAAp/mZFxAQQgAAEIQAACEIAABCAAAQhAoPAJoPAXfhtRQghAAAIQgAAEIAABCEAAAhCAQJkJoPCXGRkXQAACEIAABCAAAQhAAAIQgAAECp8ACn/htxElhAAEIAABCEAAAhCAAAQgAAEIlJkACn+ZkXEBBCAAAQhAAAIQgAAEIAABCECg8Amg8Bd+G1FCCEAAAhCAAAQgAAEIQAACEIBAmQmg8JcZGRdAAAIQgAAEIAABCEAAAhCAAAQKnwAKf+G3ESWEAAQgAAEIQAACEIAABCAAAQiUmQAKf5mRcQEEIAABCEAAAhCAAAQgAAEIQKDwCdQs/CJSQgjknkDnPkNzf1PuWHQE6AdF12Q5LTDtn1Oc3KyUBOh3pQRFtpwQoL/lBCM3gUBRE2CGv6ibj8JDAAIQgAAEIAABCEAAAhCAAATSE6j2888//5z+FKkQgAAEIAABCEAAAhCAAAQgAAEIFCsBZviLteUoNwQgAAEIQAACEIAABCAAAQhAIAsBFP4scDgFAQhAAAIQgAAEIAABCEAAAhAoVgIo/MXacpQbAhCAAAQgAAEIQAACEIAABCCQhQAKfxY4nIIABCAAAQhAAAIQgAAEIAABCBQrART+Ym05yg0BCEAAAhCAAAQgAAEIQAACEMhCAIU/CxxOQQACEIAABCAAAQhAAAIQgAAEipUACn+xthzlhgAEIAABCEAAAhCAAAQgAAEIZCGAwp8FDqcgAAEIQAACEIAABCAAAQhAAALFSgCFv1hbjnJDAAIQgAAEIAABCEAAAhCAAASyEEDhzwKHUxCAAAQgAAEIQAACEIAABCAAgWIlgMJfrC1HuSEAAQhAAAIQgAAEIAABCEAAAlkIoPBngcMpCEAAAhCAAAQgAAEIQAACEIBAsRJA4S/WlqPcEIAABCAAAQhAAAIQgAAEIACBLARQ+LPA4RQEIAABCEAAAhCAAAQgAAEIQKBYCaDwF2vLUW4IQAACEIAABCAAAQhAAAIQgEAWAv8H01dDcfcQ5M8AAAAASUVORK5CYII=" } }, "cell_type": "markdown", "metadata": {}, "source": [ "

\n", "\n", "
\n", "

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Pandas make use of two core data structures that correspond to 1D and 2D labeled numpy arrays:** `Series` and `DataFrames`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- A `Series` is essentially a `column` array, a labeled 1D numpy array

\n", "\n", "- A `DataFrame` is a multi-dimensional table made up of a collection of rows (records) or columns/fields, a 2D labeled numpy array" ] }, { "attachments": { "image.png": { "image/png": "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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "

\n", "\n", "
\n", "

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## A first example of use of Pandas\n", "\n", "Let's create a simple dataset using **Pandas** (*Pan*el *Da*ta: data sets containing observations of multiple phenomena obtained over multiple time periods for the same firms or individuals). " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's create a first pandas object with some **dictionary data**" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "apples [3, 2, 0, 1]\n", "dtype: object \n" ] } ], "source": [ "import pandas as pd\n", "\n", "apples = {\n", " 'apples': [3, 2, 0, 1]\n", "}\n", "\n", "purchases_apples = pd.Series(apples) # e.g. purchases of apples at different times\n", "\n", "print(purchases_apples, type(purchases_apples))" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "oranges [0, 3, 7, 2]\n", "dtype: object \n" ] } ], "source": [ "oranges = {'oranges': [0, 3, 7, 2]}\n", "purchases_oranges = pd.Series(oranges) \n", "\n", "print(purchases_oranges, type(purchases_oranges))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A dictionary with two labeled sets of data" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'apples': [3, 2, 0, 1], 'oranges': [0, 3, 7, 2]}" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fruits_purchases = {}\n", "fruits_purchases.update(apples)\n", "fruits_purchases.update(oranges)\n", "fruits_purchases" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/html": [ "

\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
applesoranges
030
123
207
312
\n", "
" ], "text/plain": [ " apples oranges\n", "0 3 0\n", "1 2 3\n", "2 0 7\n", "3 1 2" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "purchases = pd.DataFrame(fruits_purchases)\n", "purchases" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can add also **row indexes** (e.g., month of purchase)" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
applesoranges
January30
March23
April07
June12
\n", "
" ], "text/plain": [ " apples oranges\n", "January 3 0\n", "March 2 3\n", "April 0 7\n", "June 1 2" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "purchases = pd.DataFrame(fruits_purchases, index=['January', 'March', 'April', 'June'])\n", "purchases" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Information about the data\n", "\n", "Let's get some **basic info** about our data: `.info()`" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Index: 4 entries, January to June\n", "Data columns (total 2 columns):\n", "apples 4 non-null int64\n", "oranges 4 non-null int64\n", "dtypes: int64(2)\n", "memory usage: 96.0+ bytes\n" ] } ], "source": [ "purchases.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What about the **shape** (rows, columns) of the tabular data? `.shape`" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Our purchase data contain 4 records/rows, each with 2 fields / data attributes\n" ] } ], "source": [ "(records, fields) = purchases.shape\n", "print('Our purchase data contain {} records/rows, each with {} fields / data attributes'.format(records, fields))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's peek at the data: `head()`, `tail()`" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
applesoranges
January30
March23
\n", "
" ], "text/plain": [ " apples oranges\n", "January 3 0\n", "March 2 3" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "purchases.head(2)" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
applesoranges
April07
June12
\n", "
" ], "text/plain": [ " apples oranges\n", "April 0 7\n", "June 1 2" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "purchases.tail(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get the **names of the labels / attributes**: `.columns" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['apples', 'oranges'], dtype='object')" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "source": [ "purchases.columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Indexing: Accessing data and range of data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For rows, we have two options:\n", "\n", "- `.loc` - locates by name\n", "- `.iloc`- locates by numerical index" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "apples 2\n", "oranges 3\n", "Name: March, dtype: int64" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ "purchases.iloc[1]" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "apples 1\n", "oranges 2\n", "Name: June, dtype: int64" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ "purchases.loc['June']" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
applesoranges
March23
April07
\n", "
" ], "text/plain": [ " apples oranges\n", "March 2 3\n", "April 0 7" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" } ], "source": [ "purchases.iloc[1:3]" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "March 3\n", "April 7\n", "Name: oranges, dtype: int64" ] }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" } ], "source": [ "purchases.iloc[1:3, 1]" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1" ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" } ], "source": [ "purchases.loc['June', 'apples']" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "January 3\n", "March 2\n", "April 0\n", "June 1\n", "Name: apples, dtype: int64" ] }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" } ], "source": [ "purchases.loc[:, 'apples']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "# Read data from file repositories\n", "***" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Kaggle\n", "\n", "https://www.kaggle.com/\n", "\n", "https://www.kaggle.com/datasets" ] }, { "attachments": { "image.png": { "image/png": "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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Methods to read and inspect the data" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "path = '../datasets/car_data.csv'" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "data = pd.read_csv(path) " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Car_NameYearSelling_PricePresent_PriceKms_DrivenFuel_TypeSeller_TypeTransmissionOwner
0ritz20143.355.5927000PetrolDealerManual0
1sx420134.759.5443000DieselDealerManual0
2ciaz20177.259.856900PetrolDealerManual0
3wagon r20112.854.155200PetrolDealerManual0
4swift20144.606.8742450DieselDealerManual0
5vitara brezza20189.259.832071DieselDealerManual0
6ciaz20156.758.1218796PetrolDealerManual0
7s cross20156.508.6133429DieselDealerManual0
8ciaz20168.758.8920273DieselDealerManual0
9ciaz20157.458.9242367DieselDealerManual0
10alto 80020172.853.602135PetrolDealerManual0
11ciaz20156.8510.3851000DieselDealerManual0
12ciaz20157.509.9415000PetrolDealerAutomatic0
13ertiga20156.107.7126000PetrolDealerManual0
14dzire20092.257.2177427PetrolDealerManual0
15ertiga20167.7510.7943000DieselDealerManual0
16ertiga20157.2510.7941678DieselDealerManual0
17ertiga20167.7510.7943000DieselDealerManual0
18wagon r20153.255.0935500CNGDealerManual0
19sx420102.657.9841442PetrolDealerManual0
20alto k1020162.853.9525000PetrolDealerManual0
21ignis20174.905.712400PetrolDealerManual0
22sx420114.408.0150000PetrolDealerAutomatic0
23alto k1020142.503.4645280PetrolDealerManual0
24wagon r20132.904.4156879PetrolDealerManual0
25swift20113.004.9920000PetrolDealerManual0
26swift20134.155.8755138PetrolDealerManual0
27swift20176.006.4916200PetrolIndividualManual0
28alto k1020101.953.9544542PetrolDealerManual0
29ciaz20157.4510.3845000DieselDealerManual0
..............................
271city20093.0010.0069562PetrolDealerManual0
272city20157.5010.0027600PetrolDealerManual0
273jazz20102.257.5061203PetrolDealerManual0
274brio20145.306.8016500PetrolDealerManual0
275city201610.9013.6030753PetrolDealerAutomatic0
276city20158.6513.6024800PetrolDealerManual0
277city20159.7013.6021780PetrolDealerManual0
278jazz20166.008.404000PetrolDealerManual0
279city20146.2513.6040126PetrolDealerManual0
280brio20155.255.9014465PetrolDealerManual0
281city20062.107.6050456PetrolDealerManual0
282city20148.2514.0063000DieselDealerManual0
283city20168.9911.809010PetrolDealerManual0
284brio20133.505.909800PetrolDealerManual0
285jazz20167.408.5015059PetrolDealerAutomatic0
286jazz20165.657.9028569PetrolDealerManual0
287amaze20155.757.5044000PetrolDealerAutomatic0
288city20158.4013.6034000PetrolDealerManual0
289city201610.1113.6010980PetrolDealerManual0
290amaze20144.506.4019000PetrolDealerManual0
291brio20155.406.1031427PetrolDealerManual0
292jazz20166.408.4012000PetrolDealerManual0
293city20103.259.9038000PetrolDealerManual0
294amaze20143.756.8033019PetrolDealerManual0
295city20158.5513.0960076DieselDealerManual0
296city20169.5011.6033988DieselDealerManual0
297brio20154.005.9060000PetrolDealerManual0
298city20093.3511.0087934PetrolDealerManual0
299city201711.5012.509000DieselDealerManual0
300brio20165.305.905464PetrolDealerManual0
\n", "

301 rows × 9 columns

\n", "
" ], "text/plain": [ " Car_Name Year Selling_Price Present_Price Kms_Driven Fuel_Type \\\n", "0 ritz 2014 3.35 5.59 27000 Petrol \n", "1 sx4 2013 4.75 9.54 43000 Diesel \n", "2 ciaz 2017 7.25 9.85 6900 Petrol \n", "3 wagon r 2011 2.85 4.15 5200 Petrol \n", "4 swift 2014 4.60 6.87 42450 Diesel \n", "5 vitara brezza 2018 9.25 9.83 2071 Diesel \n", "6 ciaz 2015 6.75 8.12 18796 Petrol \n", "7 s cross 2015 6.50 8.61 33429 Diesel \n", "8 ciaz 2016 8.75 8.89 20273 Diesel \n", "9 ciaz 2015 7.45 8.92 42367 Diesel \n", "10 alto 800 2017 2.85 3.60 2135 Petrol \n", "11 ciaz 2015 6.85 10.38 51000 Diesel \n", "12 ciaz 2015 7.50 9.94 15000 Petrol \n", "13 ertiga 2015 6.10 7.71 26000 Petrol \n", "14 dzire 2009 2.25 7.21 77427 Petrol \n", "15 ertiga 2016 7.75 10.79 43000 Diesel \n", "16 ertiga 2015 7.25 10.79 41678 Diesel \n", "17 ertiga 2016 7.75 10.79 43000 Diesel \n", "18 wagon r 2015 3.25 5.09 35500 CNG \n", "19 sx4 2010 2.65 7.98 41442 Petrol \n", "20 alto k10 2016 2.85 3.95 25000 Petrol \n", "21 ignis 2017 4.90 5.71 2400 Petrol \n", "22 sx4 2011 4.40 8.01 50000 Petrol \n", "23 alto k10 2014 2.50 3.46 45280 Petrol \n", "24 wagon r 2013 2.90 4.41 56879 Petrol \n", "25 swift 2011 3.00 4.99 20000 Petrol \n", "26 swift 2013 4.15 5.87 55138 Petrol \n", "27 swift 2017 6.00 6.49 16200 Petrol \n", "28 alto k10 2010 1.95 3.95 44542 Petrol \n", "29 ciaz 2015 7.45 10.38 45000 Diesel \n", ".. ... ... ... ... ... ... \n", "271 city 2009 3.00 10.00 69562 Petrol \n", "272 city 2015 7.50 10.00 27600 Petrol \n", "273 jazz 2010 2.25 7.50 61203 Petrol \n", "274 brio 2014 5.30 6.80 16500 Petrol \n", "275 city 2016 10.90 13.60 30753 Petrol \n", "276 city 2015 8.65 13.60 24800 Petrol \n", "277 city 2015 9.70 13.60 21780 Petrol \n", "278 jazz 2016 6.00 8.40 4000 Petrol \n", "279 city 2014 6.25 13.60 40126 Petrol \n", "280 brio 2015 5.25 5.90 14465 Petrol \n", "281 city 2006 2.10 7.60 50456 Petrol \n", "282 city 2014 8.25 14.00 63000 Diesel \n", "283 city 2016 8.99 11.80 9010 Petrol \n", "284 brio 2013 3.50 5.90 9800 Petrol \n", "285 jazz 2016 7.40 8.50 15059 Petrol \n", "286 jazz 2016 5.65 7.90 28569 Petrol \n", "287 amaze 2015 5.75 7.50 44000 Petrol \n", "288 city 2015 8.40 13.60 34000 Petrol \n", "289 city 2016 10.11 13.60 10980 Petrol \n", "290 amaze 2014 4.50 6.40 19000 Petrol \n", "291 brio 2015 5.40 6.10 31427 Petrol \n", "292 jazz 2016 6.40 8.40 12000 Petrol \n", "293 city 2010 3.25 9.90 38000 Petrol \n", "294 amaze 2014 3.75 6.80 33019 Petrol \n", "295 city 2015 8.55 13.09 60076 Diesel \n", "296 city 2016 9.50 11.60 33988 Diesel \n", "297 brio 2015 4.00 5.90 60000 Petrol \n", "298 city 2009 3.35 11.00 87934 Petrol \n", "299 city 2017 11.50 12.50 9000 Diesel \n", "300 brio 2016 5.30 5.90 5464 Petrol \n", "\n", " Seller_Type Transmission Owner \n", "0 Dealer Manual 0 \n", "1 Dealer Manual 0 \n", "2 Dealer Manual 0 \n", "3 Dealer Manual 0 \n", "4 Dealer Manual 0 \n", "5 Dealer Manual 0 \n", "6 Dealer Manual 0 \n", "7 Dealer Manual 0 \n", "8 Dealer Manual 0 \n", "9 Dealer Manual 0 \n", "10 Dealer Manual 0 \n", "11 Dealer Manual 0 \n", "12 Dealer Automatic 0 \n", "13 Dealer Manual 0 \n", "14 Dealer Manual 0 \n", "15 Dealer Manual 0 \n", "16 Dealer Manual 0 \n", "17 Dealer Manual 0 \n", "18 Dealer Manual 0 \n", "19 Dealer Manual 0 \n", "20 Dealer Manual 0 \n", "21 Dealer Manual 0 \n", "22 Dealer Automatic 0 \n", "23 Dealer Manual 0 \n", "24 Dealer Manual 0 \n", "25 Dealer Manual 0 \n", "26 Dealer Manual 0 \n", "27 Individual Manual 0 \n", "28 Dealer Manual 0 \n", "29 Dealer Manual 0 \n", ".. ... ... ... \n", "271 Dealer Manual 0 \n", "272 Dealer Manual 0 \n", "273 Dealer Manual 0 \n", "274 Dealer Manual 0 \n", "275 Dealer Automatic 0 \n", "276 Dealer Manual 0 \n", "277 Dealer Manual 0 \n", "278 Dealer Manual 0 \n", "279 Dealer Manual 0 \n", "280 Dealer Manual 0 \n", "281 Dealer Manual 0 \n", "282 Dealer Manual 0 \n", "283 Dealer Manual 0 \n", "284 Dealer Manual 0 \n", "285 Dealer Automatic 0 \n", "286 Dealer Manual 0 \n", "287 Dealer Automatic 0 \n", "288 Dealer Manual 0 \n", "289 Dealer Manual 0 \n", "290 Dealer Manual 0 \n", "291 Dealer Manual 0 \n", "292 Dealer Manual 0 \n", "293 Dealer Manual 0 \n", "294 Dealer Manual 0 \n", "295 Dealer Manual 0 \n", "296 Dealer Manual 0 \n", "297 Dealer Manual 0 \n", "298 Dealer Manual 0 \n", "299 Dealer Manual 0 \n", "300 Dealer Manual 0 \n", "\n", "[301 rows x 9 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "pandas.core.frame.DataFrame" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use `help(pd.read_csv)` or `pd.read_csv?` to get more info about the options" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "pd.read_csv?" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Car_NameYearSelling_PricePresent_PriceKms_DrivenFuel_TypeSeller_TypeTransmissionOwner
0ritz20143.355.5927000PetrolDealerManual0
1sx420134.759.5443000DieselDealerManual0
2ciaz20177.259.856900PetrolDealerManual0
3wagon r20112.854.155200PetrolDealerManual0
4swift20144.606.8742450DieselDealerManual0
\n", "
" ], "text/plain": [ " Car_Name Year Selling_Price Present_Price Kms_Driven Fuel_Type \\\n", "0 ritz 2014 3.35 5.59 27000 Petrol \n", "1 sx4 2013 4.75 9.54 43000 Diesel \n", "2 ciaz 2017 7.25 9.85 6900 Petrol \n", "3 wagon r 2011 2.85 4.15 5200 Petrol \n", "4 swift 2014 4.60 6.87 42450 Diesel \n", "\n", " Seller_Type Transmission Owner \n", "0 Dealer Manual 0 \n", "1 Dealer Manual 0 \n", "2 Dealer Manual 0 \n", "3 Dealer Manual 0 \n", "4 Dealer Manual 0 " ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.head()" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['Car_Name', 'Year', 'Selling_Price', 'Present_Price', 'Kms_Driven',\n", " 'Fuel_Type', 'Seller_Type', 'Transmission', 'Owner'],\n", " dtype='object')" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Display the data using `matplotlib`" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 2014\n", "1 2013\n", "2 2017\n", "3 2011\n", "4 2014\n", " ... \n", "296 2016\n", "297 2015\n", "298 2009\n", "299 2017\n", "300 2016\n", "Name: Year, Length: 301, dtype: int64" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "year = data.iloc[:, 1]\n", "year = data.loc[:, 'Year']\n", "year" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib\n", "import matplotlib.pyplot as plt\n", "matplotlib.rcParams['figure.dpi']= 90 # set the resolution to x dpi" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's make a data **plot**: a set of data pairs $(x_i,y_i)$ are displayed in an $X-Y$ Cartesian space. Pairs can be connected or not by lines. The default behavior is to connect them by solid lines.\n", "\n", "The `plot()` method takes as input one or two arrays of data:\n", "\n", "- Passing `x` and `y` arrays: the `x` array contains all the $x_i$ values, while the `y` array contains all the paired $y_i$ values. The two arrays must be of the same size.\n", "\n", "- Passing only the `y` values: if the $x$ values are not important, apart from being a list of index (e.g., of experiments, records), they can be omitted. In this case, the `x` values get assigned automatically to integers corresponding to the number of the `y`'s entries.\n" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# case where two arrays are passed as input\n", "plt.xlabel('Sample')\n", "plt.ylabel('Year')\n", "sample_idx = list(range(1,302))\n", "plt.plot(sample_idx, year)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# case where only the y array is passed as input\n", "plt.xlabel('Sample')\n", "plt.ylabel('Year')\n", "plt.plot(year)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's look at other data, since the year alone doesn't seem very informative" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [], "source": [ "price = data.loc[:, 'Selling_Price']" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 3.35\n", "1 4.75\n", "2 7.25\n", "3 2.85\n", "4 4.60\n", "5 9.25\n", "6 6.75\n", "7 6.50\n", "8 8.75\n", "9 7.45\n", "10 2.85\n", "11 6.85\n", "12 7.50\n", "13 6.10\n", "14 2.25\n", "15 7.75\n", "16 7.25\n", "17 7.75\n", "18 3.25\n", "19 2.65\n", "20 2.85\n", "21 4.90\n", "22 4.40\n", "23 2.50\n", "24 2.90\n", "25 3.00\n", "26 4.15\n", "27 6.00\n", "28 1.95\n", "29 7.45\n", " ... \n", "271 3.00\n", "272 7.50\n", "273 2.25\n", "274 5.30\n", "275 10.90\n", "276 8.65\n", "277 9.70\n", "278 6.00\n", "279 6.25\n", "280 5.25\n", "281 2.10\n", "282 8.25\n", "283 8.99\n", "284 3.50\n", "285 7.40\n", "286 5.65\n", "287 5.75\n", "288 8.40\n", "289 10.11\n", "290 4.50\n", "291 5.40\n", "292 6.40\n", "293 3.25\n", "294 3.75\n", "295 8.55\n", "296 9.50\n", "297 4.00\n", "298 3.35\n", "299 11.50\n", "300 5.30\n", "Name: Selling_Price, Length: 301, dtype: float64" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "price" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Scientific question: is there any functional relationship between year and selling price?\n", "\n", "Discovering such a relation corresponds to solve a **regression problem.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's display the data using a **scatterplot**: displays $(x,y)$ pairs, no lines. Both `x` and `y` arrays are needed for a scatterplot." ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.xlabel('Year')\n", "plt.ylabel('Selling price')\n", "plt.scatter(year, price, s=10)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What about the relation between kilometers and selling price?" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "kms = data.loc[:, 'Kms_Driven']" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 27000\n", "1 43000\n", "2 6900\n", "3 5200\n", "4 42450\n", "5 2071\n", "6 18796\n", "7 33429\n", "8 20273\n", "9 42367\n", "10 2135\n", "11 51000\n", "12 15000\n", "13 26000\n", "14 77427\n", "15 43000\n", "16 41678\n", "17 43000\n", "18 35500\n", "19 41442\n", "20 25000\n", "21 2400\n", "22 50000\n", "23 45280\n", "24 56879\n", "25 20000\n", "26 55138\n", "27 16200\n", "28 44542\n", "29 45000\n", " ... \n", "271 69562\n", "272 27600\n", "273 61203\n", "274 16500\n", "275 30753\n", "276 24800\n", "277 21780\n", "278 4000\n", "279 40126\n", "280 14465\n", "281 50456\n", "282 63000\n", "283 9010\n", "284 9800\n", "285 15059\n", "286 28569\n", "287 44000\n", "288 34000\n", "289 10980\n", "290 19000\n", "291 31427\n", "292 12000\n", "293 38000\n", "294 33019\n", "295 60076\n", "296 33988\n", "297 60000\n", "298 87934\n", "299 9000\n", "300 5464\n", "Name: Kms_Driven, Length: 301, dtype: int64" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kms" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.xlabel('Kms')\n", "plt.ylabel('Selling price')\n", "plt.scatter(kms, price, s=10)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There's an **outlier!** ... in order to perform $(Km, price)$ regression, we should probably remove the outlier from the data (how?)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.2" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": false, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": true, "toc_position": { "height": "calc(100% - 180px)", "left": "10px", "top": "150px", "width": "165px" }, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }