diff --git a/10_Dictionaries.ipynb b/10_Dictionaries.ipynb index 938a043..3fd8c8e 100644 --- a/10_Dictionaries.ipynb +++ b/10_Dictionaries.ipynb @@ -1,6 +1,11 @@ { "cells": [ { + "attachments": { + "dicts.png": { + "image/png": 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" + } + }, "cell_type": "markdown", "metadata": { "slideshow": { @@ -9,13 +14,21 @@ }, "source": [ "# Dictionaries\n", + "\n", + "![dicts.png](attachment:dicts.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ "## Basics\n", "A key-value storage (synonims: mapping, association). Highly efficient data structure. Key order not guaranteed (if you need order, checkout [OrderedDict](https://docs.python.org/3/library/collections.html#collections.OrderedDict)). Keys must be hashable." ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": { "slideshow": { "slide_type": "slide" @@ -28,20 +41,20 @@ "{'name': 'Yuri', 'surname': 'Pimenov'}" ] }, - "execution_count": 1, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "dict(name='Yuri', surname='Pimenov')" + "{'name': 'Yuri', 'surname': 'Pimenov'}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Same result using {} syntax" + "Same result using `dict()` constructor" ] }, { @@ -61,7 +74,7 @@ } ], "source": [ - "{'name': 'Yuri', 'surname': 'Pimenov'}" + "dict(name='Yuri', surname='Pimenov')" ] }, { diff --git a/1_Intro.ipynb b/1_Intro.ipynb index 3f3e545..652c20b 100644 --- a/1_Intro.ipynb +++ b/1_Intro.ipynb @@ -618,10 +618,126 @@ "Namespaces are one honking great idea -- let's do more of those!\n", "```" ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Variables\n", + "\n", + "Variables can be defined like this:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# one-letter variable names are often used in local short-living context\n", + "a = 1.0123\n", + "\n", + "# i, j, k... are good name for iterators\n", + "i = 1\n", + "\n", + "# you can use alphabet letters, digits or underscore symbol\n", + "# however an identifier cannot start with a digit, so `7days` is an invalid name\n", + "my_message = \"Hi there!\"\n", + "\n", + "# bad: variable name is excessively descriptive\n", + "students_with_grades_above_90 = ['John', 'Jack', 'Gerom']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Reading: [How to choose proper variable names for long names in python\n", + "](https://stackoverflow.com/questions/48721582/how-to-choose-proper-variable-names-for-long-names-in-python)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "Reserved words cannot be used as identifiers:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['and', 'as', 'assert', 'break', 'class', 'continue', 'def', 'del', 'elif', 'else', 'except', 'exec', 'finally', 'for', 'from', 'global', 'if', 'import', 'in', 'is', 'lambda', 'not', 'or', 'pass', 'print', 'raise', 'return', 'try', 'while', 'with', 'yield']\n" + ] + } + ], + "source": [ + "import keyword\n", + "\n", + "print keyword.kwlist" + ] + }, + { + "attachments": { + "king.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "Treat variables as tags for values. Both `var1` and `var2` are referrencing the same object. This is usually not a problem because strings are immutable.\n", + "\n", + "![king.png](attachment:king.png)" + ] + }, + { + "attachments": { + "arr.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "This behavior can make your code more performant and look more or less readable, however it can also lead to bugs.\n", + "\n", + "Example of a list with a nested list. Nested list can be accessed and modified using either `var1` or `var2`.\n", + "\n", + "![arr.png](attachment:arr.png)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { - "celltoolbar": "Slideshow", + "celltoolbar": "Attachments", "kernelspec": { "display_name": "Python 2", "language": "python", diff --git a/4_Numerics.ipynb b/4_Numerics.ipynb index d484060..13a05d9 100644 --- a/4_Numerics.ipynb +++ b/4_Numerics.ipynb @@ -371,6 +371,131 @@ "8 % 3" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Also works for floats:" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2.858" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "6.24 % 3.382" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "How to check odd or even number:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "14 % 2" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "17 % 2" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "-17 % 2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that `0` is also an \"even\" number:" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "0 % 2" + ] + }, { "cell_type": "markdown", "metadata": { @@ -533,6 +658,68 @@ "round(25.6)" ] }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "Round up:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3.0" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from math import ceil\n", + "\n", + "ceil(2.25)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Round down:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2.0" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from math import floor\n", + "\n", + "floor(2.75)" + ] + }, { "cell_type": "markdown", "metadata": { diff --git a/5_Strings.ipynb b/5_Strings.ipynb index 443b74f..14b8eb6 100644 --- a/5_Strings.ipynb +++ b/5_Strings.ipynb @@ -533,7 +533,7 @@ } }, "source": [ - "### Repeat a string N times" + "### Repeat N times" ] }, { @@ -838,7 +838,7 @@ "source": [ "### Popular string methods\n", "\n", - "Documentation on [string methods](https://docs.python.org/3.4/library/stdtypes.html#string-methods)" + "Documentation on [string methods](https://docs.python.org/2/library/stdtypes.html#string-methods)" ] }, { @@ -881,6 +881,50 @@ "\"let's make Africa great again\".title()" ] }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'Sorry My Capslock Is Broken'" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\"sORRY mY cAPSLOCK iS bROKEN\".swapcase()" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "2" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "'ababababbbbababab'.count('bb')" + ] + }, { "cell_type": "code", "execution_count": 74, @@ -905,6 +949,36 @@ "'London is the capital of Great Britain'.find('Great')" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> `find()` should be used only if you need to know the position of sub. To check if sub is a substring or not, use the `in` operator\n", + "\n", + "Caveat (this is not what you usually want):" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "No it's not\n" + ] + } + ], + "source": [ + "s = 'London is the capital'\n", + "if s.find('London'):\n", + " print \"Indeed it is\"\n", + "else:\n", + " print \"No it's not\"" + ] + }, { "cell_type": "code", "execution_count": 75, @@ -953,6 +1027,332 @@ "'Hi, my name is Yuri'.startswith('Hi')" ] }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "'Hi, my name is Yuri'.endswith('Yuri')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# alnum is for alpha-numeric, e.g. alpha (a-z) + numeric (0-9)\n", + "'A123ABC'.isalnum()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "'A123ABC*'.isalnum()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "'123ABC'.isalpha()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "'Abc'.isalpha()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "'123ABC'.isdigit()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "'123'.isdigit()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "' '.isspace()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "''.isspace()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "' * '.isspace()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# checks if all alphabetic are lower case\n", + "'1234abc'.islower()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "'ABC'.isupper()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "'ABCd'.isupper()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "'And story goes on'.istitle()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "'And Story Goes On'.istitle()" + ] + }, { "cell_type": "code", "execution_count": 77, diff --git a/8_Lists.ipynb b/8_Lists.ipynb index 09b0c2a..b56ce83 100644 --- a/8_Lists.ipynb +++ b/8_Lists.ipynb @@ -1,6 +1,11 @@ { "cells": [ { + "attachments": { + "lists.png": { + "image/png": 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" + } + }, "cell_type": "markdown", "metadata": { "slideshow": { @@ -10,9 +15,21 @@ "source": [ "# Lists\n", "\n", + "![lists.png](attachment:lists.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "Lists are:\n", " * Mutable\n", " * Sequential\n", - " * No syntax for multidimensional arrays (one dimensional)" + " * No syntax for multidimensional arrays (one dimensional only)" ] }, { @@ -393,6 +410,59 @@ "x is x[:]" ] }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### isinstance()\n", + "\n", + "Checks argument is of given type:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "isinstance([1, 2, 3], list)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "isinstance(3.14, float)" + ] + }, { "cell_type": "markdown", "metadata": { @@ -1203,9 +1273,18 @@ } }, "source": [ - "## Popular methods of class list\n", - "\n", - "Alternative to `x = x + [element]` or `x += [element]`:" + "## Popular methods of class list" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "`list.append()` adds element to the end of the list." ] }, { @@ -1230,34 +1309,322 @@ "x" ] }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "Alternative to `list.append()`:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Item', 'Item', 'Item', 'Last']" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x = ['Item', 'Item', 'Item']\n", + "x = x + ['Last']\n", + "x" + ] + }, { "cell_type": "markdown", "metadata": {}, + "source": [ + "Better:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Item', 'Item', 'Item', 'Last']" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x = ['Item', 'Item', 'Item']\n", + "x += ['Last']\n", + "x" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "Of course this syntax can be used to merge several lists, not just add an element:" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Item', 'Item', 'Item', 'Last', 'Latest', 1, 2]" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x = ['Item', 'Item', 'Item']\n", + "x += ['Last', 'Latest'] + [1, 2]\n", + "x" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, "source": [ "Insert at position:" ] }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "['First', 'Item', 'Item', 'Item', 'Last']" + "['First', 'Item', 'Item', 'Item']" ] }, - "execution_count": 84, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "x = ['Item', 'Item', 'Item']\n", "x.insert(0, 'First')\n", "x" ] }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "Alternative:" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "slideshow": { + "slide_type": "-" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['First', 'Item', 'Item', 'Item']" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x = ['Item', 'Item', 'Item']\n", + "x[:0] = ['First']\n", + "x" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "`list.pop()` returns element from the tail and reduces the list (stack-like structure):" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "5" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x = [1, 2, 3, 4, 5]\n", + "x.pop()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[1, 2, 3, 4]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "Count values:" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "forest = ['deer', 'fox', 'deer', 'racoon', 'owl', 'deer']\n", + "\n", + "forest.count('deer')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "Search list and return matched element index (if there are any):" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "toys = ['Soldiers', 'Lego', 'Ken', 'Barbie', 'Ninjago']\n", + "\n", + "toys.index('Barbie')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`list.index()` produces `ValueError` if item not found. Here how to handle it and convert to Boolean:" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "try:\n", + " toys.index('Pills')\n", + " found = True\n", + "except ValueError:\n", + " found = False\n", + " \n", + "found" + ] + }, { "cell_type": "markdown", "metadata": { @@ -1271,7 +1638,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 10, "metadata": { "slideshow": { "slide_type": "-" @@ -1281,15 +1648,16 @@ { "data": { "text/plain": [ - "['First', 'Item', 'Item', 'Last']" + "[1, 3, 4, 5]" ] }, - "execution_count": 85, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "x = [1, 2, 3, 4, 5]\n", "del x[1]\n", "x" ] diff --git a/Capstone_1.ipynb b/Capstone/Capstone_1.ipynb similarity index 98% rename from Capstone_1.ipynb rename to Capstone/Capstone_1.ipynb index 67eae86..22bc070 100644 --- a/Capstone_1.ipynb +++ b/Capstone/Capstone_1.ipynb @@ -20,7 +20,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -78,7 +78,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -87,7 +87,7 @@ "17576" ] }, - "execution_count": 53, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -115,7 +115,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 4, "metadata": { "slideshow": { "slide_type": "slide" @@ -128,7 +128,7 @@ "70" ] }, - "execution_count": 27, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -335,7 +335,7 @@ "toc_cell": false, "toc_position": {}, "toc_section_display": true, - "toc_window_display": true + "toc_window_display": false }, "varInspector": { "cols": { diff --git a/Capstone_2.ipynb b/Capstone/Capstone_2.ipynb similarity index 100% rename from Capstone_2.ipynb rename to Capstone/Capstone_2.ipynb diff --git a/Capstone_3.ipynb b/Capstone/Capstone_3.ipynb similarity index 100% rename from Capstone_3.ipynb rename to Capstone/Capstone_3.ipynb diff --git a/Capstone_4.ipynb b/Capstone/Capstone_4.ipynb similarity index 100% rename from Capstone_4.ipynb rename to Capstone/Capstone_4.ipynb diff --git a/Bonus_Project.ipynb b/Capstone/Capstone_5.ipynb similarity index 100% rename from Bonus_Project.ipynb rename to Capstone/Capstone_5.ipynb diff --git a/Challenging_Practice.ipynb b/Challenging_Practice.ipynb index e839527..c38fcef 100644 --- a/Challenging_Practice.ipynb +++ b/Challenging_Practice.ipynb @@ -7,7 +7,7 @@ }, "source": [ "

Table of Contents

\n", - "
" + "
" ] }, { @@ -206,6 +206,26 @@ "assert resistor_value(['green', 'green', 'blue', 'brown']) == 5560" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise: How deep is your dict\n", + "\n", + "Write a Python program to get the depth of a dictionary." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "dic = {'a':1, 'b': {'c': {'d': {}}}}\n", + "\n", + "# expected output: 4" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -1075,12 +1095,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "def transpose(matrix):\n", - " pass\n", + " rows = len(matrix)\n", + " columns = len(matrix[0])\n", + " \n", + " result = [[0] * rows for i in range(columns)]\n", + " for i in range(rows):\n", + " for j in range(columns):\n", + " result[j][i] = matrix[i][j]\n", + " \n", + " return result\n", "\n", "assert transpose([[1, 2, 3],\n", " [0, 0, 3],\n", diff --git a/Homework_1.ipynb b/HW/1_HW_Warmup.ipynb similarity index 99% rename from Homework_1.ipynb rename to HW/1_HW_Warmup.ipynb index 5e6b17b..496995c 100644 --- a/Homework_1.ipynb +++ b/HW/1_HW_Warmup.ipynb @@ -14,7 +14,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Homework 1 \n", + "# Homework assignment: Warm up \n", + "\n", + "The goal of this assignment is to learn basics of Jupyter Notebooks and apply some Boolean logic.\n", "\n", "* Follow instructions in markdown cells and commented lines of code\n", "* Find a solution to:\n", diff --git a/HW/2_HW_Numerics_and_Math.ipynb b/HW/2_HW_Numerics_and_Math.ipynb new file mode 100644 index 0000000..60d8207 --- /dev/null +++ b/HW/2_HW_Numerics_and_Math.ipynb @@ -0,0 +1,309 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# HW: Numerics and Math \n", + "\n", + "The goal of this assignment is to learn using numerics and `math` module.\n", + "\n", + "Find solutions to **all** problems described below. But first, run this line:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import math" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It imports `math` module we going to use a lot during this assignment." + ] + }, + { + "attachments": { + "circle01.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Circumference of a Circle\n", + "\n", + "The distance around a rectangle or a square is as you might remember called **the perimeter**. The distance around a circle on the other hand is called **the circumference**.\n", + "\n", + "![circle01.png](attachment:circle01.png)\n", + "\n", + " * A line that is drawn straight through the midpoint of a circle and that has its end points on the circle border is called the diameter (d)\n", + " * Half of the diameter, or the distance from the midpoint to the circle border, is called the radius of the circle (r).\n", + " * The circumference of a circle is found using this formula: $C=2 \\pi \\cdot r$ or $C=\\pi \\cdot d$\n", + "\n", + "[Source](https://www.mathplanet.com/education/pre-algebra/more-about-equation-and-inequalities/calculating-the-circumference-of-a-circle)\n", + "\n", + "You might want to watch this video lecture: https://youtu.be/Sk7raoAqCp0\n", + "\n", + "**Task:** calculate the circumference of a circle given `r = 112`." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3.141592653589793" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# value of pi can be found in...\n", + "math.pi\n", + "\n", + "# your solution here" + ] + }, + { + "attachments": { + "trapeze.jpeg": { + "image/jpeg": 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+ } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Calculate the area\n", + "\n", + "Use Python as a calculator to calculate area of the given figure.\n", + "\n", + "![trapeze.jpeg](attachment:trapeze.jpeg)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# your solution here" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Density of the Earth\n", + "\n", + " * The average density of the earth is, of course, the ratio of its mass to its volume: $D = {\\frac{M}{V}}$.\n", + " * The mass of the Earth is about $M = 5.97 \\cdot 10^{24}$ kg.\n", + " * Although the earth is not perfectly spherical, it’s close enough (within 1%) that it can be modeled as such for the purposes of our calculation. Its radius is $R = 6.37 \\cdot 10^6$ meters.\n", + " \n", + "The equation for the volume of a sphere is $𝑉 = {\\frac{4}{3}} \\cdot \\pi \\cdot R^3$\n", + "\n", + "***To define really big (or small) number use scientific notation.*** For example: [Avogadro's number](https://en.wikipedia.org/wiki/Avogadro_constant) is $6.022 \\cdot 10^{23}$" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "6.022e+23" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "6.022e+23" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "[Planck's constant](https://en.wikipedia.org/wiki/Planck_constant): $6.63 \\cdot 10^{-34}$" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "6.63e-34" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "6.63e-34" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Task:** compute D, the average density of Earth" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "# your solution here" + ] + }, + { + "attachments": { + "Pythagorean-Theorem.jpeg": { + "image/jpeg": 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3acJRt2nCUbdpwlG3acJRt2nCUbdpwlG3acJRt2nCUbdpwlG3acJRt2nCUbdpwlG3acJRt2nCUbdpwlG3acJRt2nCUbdpwlG3acJRt2nCUbdpwlG3acJRt2nCUbdpwlG3acJRt2nCUbdpwlG3acJRt2nCUbdpwlG3acJRt2nCUbdpwlG3acJRt2nCUbdpwlG3acJRt2nCUbdpwlG3acJRt2nCUbdpwlG3acJRt2nCUbdpwlG3acJRt2nCUbP0nSUjmquklSfqmI7SIpMxRdockwz9Iakw9pnSEpKY+FQKNJ27QtvmOb4smObu/jwY1KjcsGg8DwOpjiHgKg4ocaxUIt++Zjm7vUbN9RyGEj00ZbK/QScaug9drA2Q1LsrEsSlP7fMxzd3rIEgu1RRO5K6+l1QhKuoijmb0RlSwqpgj0mxN8zHN3hw4fDg7fUxzfFkxzfFkxzfFkxzdv4ubi3F3HYuLcXNx2Hi5nPc9uLtxzHN27Hj/FgEkO8tovaYdRYgCx6fRbdO8r9dSshW9hXDUMExMMgBLyiLeqaFpUNNGs1p1THlvHGyzNAL9d/2WHVgU+stTitIrKhXFQEWFtz5WapNuKY5u3Pc57rMDkPQ5ldQWcENygJYaPUjgjluJRsN42NZQiUSRkpOmyervGCA3RoyRl6gKWUP6d+3DWbUss3eq8NEQ4UkujtXOooSr4Yobh7j3lddyW5Y9spHBXX1WtR9uKY5u3m1NqA5IwCKGTod9RiamRlJClyWwve5zlp1i6enxayJKK00SV7ooXv+TEc+KBV5clRoqa4ULuDvkijdA7V0DHjDuriUgCJAsJYfhjzMvhYJ+DZj8v2ZgkpKgBT7LzuKY5u1qcLCE1SisoJ1yl1zsW4EWq8PdTTtzGPgSsubRTwkKsqtWHqVELLHtRG5aK61aTnfE3Bzi0ESCnuYEPm7mFDxu5hQ8buYUPGfqYUPWodaptx0f4qZq6k5SmD8Klul7TkULE1VArEvEJCFU8eFbQKU2P0HqaxM0TD+pZh0Jxt9VmlSEgIJQmMFY3aeHyr2f/Tw77fJO48vLS5EJSJUDVBKHaqi2AjFBP7WJ1cWDLwxOjg1RytU2DUongq9pxE1yxCdqZggHo+u4pjm7UcM0gbkqLMiOVO+l9lV5SnSNKpwlITktFNTW6Laod52xDp30XW7d9FpijJ0kqIbMfE9JDS4KLglDpMUV4ndpeiq3aXoqt2l6KrRaTBFZzraoUha1B+B5TaWCRQpqKpXxP1Aaq9LpVJoFL1suDZsJ09P8XzFLWkMa4kJWTz2d276LTP076LXAGgfDcAQw+BhxstItQCw6zlKCBz9ZylBE5TtR8AzkLKd50lA5n6zlKCNiLnJCpQIrXwVjMdJFJTbQ4Bo2JojNE1JWXUgoE6uoC7FBlXdPeu1y6SCj6jKmKagWu3fRaYHUQUqS/inuKY5u1a1ocq3ahMtIADVrh2kl9FYJTaRSaKU/XJ205u+Tttu+Tttu+Tttu+TttrGud162Z8NaeLN72iQ/R0gxbFjJXzuPgy0qp0YqWWdXAtS17ese1/mv6wrNFOx3IgpEN/SCkQyzZZi9gpqEv6QkiHt/SEkQwKAcEJcA1+GsiM+4KE6tHQTd4JkBxHeaFb+tT6ki+4IhXbwFgxuWY5u1a04sd2X8UrTSLjENBRPw3OqQSZLPaCQRslBTjl3hfxd81ct637mkv4dCNzfw8Ejfw8Ejfw8EjPB0I3uwsLCwYPhrWC/168ClaX9YZP8tydBp1L6+tkLiQEuToHdQ7PrXlPr5+Por2f/AE8O+3xxHvhw9aCZGaEY/emFFEOLrRdW8XdAFMEF9LeiqKVPECH9u5Zjm7UIAf2SKtliNpCkiBAvwmGmySkJJfcEPldsA1gqFpiwtqOjwSDnrlKoTUspIAsNzpgEsTjjgStN0lCeFtfQidxhP/prrkO4qM53D5Hu4uuRC5PcRTtjFpKEgxYEEnOmnSeJlekED4dzzHN8WTHN8WTHN8WTHN8WTHN//9oACAECAgY/APxvCS57uFeVwi9IJy/rNTj6cTRWMgZxxNa07c+jChaGRcj9OCzyKrcBU0r8qY1RuGBYcOg9WWHGnMDPqwHjavqxWlPKW93O6akEEbOewZDtNB24u+aOYpCdpV2SC1p90tKd9hwc8KVBz9AGOWt12whI57xYJk4Ao3TQUFVoAMukZ4u96nYGBEqc6VNO6AfOTiLmjmqFZp5JGMEbLlDGCQpFTRiesivz42vl6yCpZbhAXMYNFWQaqOBwWtMwMuJxdS7c3utjtpJIS9FZp5VoCQSKIiHhQMW1cQBjmXl2ZveRWaowlyGrVSqMAAoKk0y6jitfKXmC2slYzmNTQVJIVgTwz4Cp8wxtiQMNSMwehGTaqkHqOYxyzyTYsCyzrI9MyCaHOnUufZXHKPIdjJRZ5YzIBxoWCrXzcTiDbYABBFGqDsAGLe0guZKW8LQuAp7v3batJ/arXhUYHL8UUbGKaQpKGFGV2LKzj2g4rRgFplkaYuwLgy391cNLPI3tMSeA6gOgenFV4eUtCKg5UpWuLu52+wX/ANhvF0rDA7oWYigZokYCgPA6QWPTxw/NnMsTfzy5JKK5LNFGekkknU3UTULxzONjjuIiYVtUZT9kMQR2g1xfbhOwEcETPU8KgZDtPrxvfP28xkXlzIwjJ6VJzPbkPPTHn8pm1KdPR1YMO1zQQ6h/tGqzD7KAAE+ctlxocNv2567zeia+9kbUQf1F4KBwHGgGWGBzB+rG375YpGN2tBSJnJ0smepGC551yIzU9BwNt3qVbTa2IMscba2mpmB7wquheHAE+cYgsLWH3dtEo0qOgDIceOCHlGpuHAcMAFhq9I+vGZHzj68CrACvSR9eBonU58Kjz/LsOM+PlCSK19OXzYWRoh7z9LpGKFyRgg+zgqtM+vP8mO4grg5UqKduOQ9lurmZbSZZg3u20ElQhXOh6a9GIy1zuOv/AFDH1j1Ux/Fbj/zLfVgB5b9x1G4b5+GI7/bWuv8AML+nKzrmCOBy7TXGXDynT7R9Rx4bfan9S4j+19H4B6cD0j1HA8p0+0fUceG32p/UuI/tfR+AenA9I9RwPKceYV7c8eHV1Db6oE9+Seo6Vy/PhO/3hnTHtAduBVxgEHOv0HAI4eU7Vy6MapEBePIVANfQTw7BhXC5niMq+rH5h9WMvo+rA7w+YfVig4fiRL//2gAIAQMCBj8A/G8IpXs/Phre0tnkmPshQWYkCuSrUkAZnzZ4jTcbGWCcLqowKgitKgNQkfThnZSa9RyHV2nCQ2lvLJJpLHQhY0FOIUGnEVPDEse4Wrwyo4Gkghug1KkA0oa5jFXfuk1Xh8vnw68D0AgdXR14GumrzcPKXlrkTly3Mu9bpdx28QAJoXNC7U/oxrV3/VU45c+HrwriT/6NJaJc73vi/wAdIZVKx2sEtNdvCw1lkjZe5QZ6mY+NvhfzfPJd/wAu5ak3HbbmYmSWyvIZFP3UjnWI5lZ1ki1aG7xoCSccv+GPLNoG5g3G99zkpKwqD95NJT+hEoZ28y0rUjEPw8+DF57u32mCMbvuUTabvcb11V5Y3nSjrBCSAIFbRqoCO4Mc7eK+7RG45+5N5gS3gvClbi4spEtlNrNL7UwiMjGLVVl0qoNCRjlGw5ss03Lxi3izivntpCRbbVZzDVEkyKVa4uZ1NdLOiQBCdLFhXwH8btps49v3fmZbpLizBYx67eV0S6t1cs0cckagMmphqYFTmcVYZ+UvhNzDzhcLFsq3ckRdqaVknhkiiLVyAMjqvpYY5/nv4mS0uo7WW3ZhVZYDCoRo24MoIZTQ5MCDj4gPib5ytpIEvNvltrPUCvvLdUZAyV4h7pioI9qgpxGPiA+KLmCzUvsu3XEdpI/sCRI2nuaHjVlMYI45ZY5j5q3FybzcNxnuWrXJppGkIBOdBqoK1yFMb7zRfwRrf77u1vfwBsve/wDGwLGGBzIKxCtBmhqOvFn4u7xzJd2tvfWlqb7b0tpDPFLAipJBbTV/y5jkC1ikZ10au8hpTHK9vZ7Mm18i7DYrZbVt6HUtvAnF5HAAeaZhrkegFaACgqRq9rylVkJDgggjI5Z5HoPUccvcrc0c0tL4P8tSia7v7+C1uBZwVDNBFd3ULytJIi6QjSlIl7xAGkNtvw6eCd5E3hdsehbua3CxxXlxB3RHGECoYIyNTFRoeQDTULU+MVztdzTcbnmCa3kCmjUmMCHVQ1AMbAdFRljlnkvl6Fpt43O9it446Z6pHC1ANBRRViTlQY8JPhJ5FnRtp5YsoZb0IwIWf3elLd6cSlWkIrlqSvHGqP2D6/N5h5TEB6P0Y/mXiFb7veXEciFLK091FFMte+JbtnaSIUpQRQljmNamhwPCjw62Sz5P8IVjCHbdtGh7hQKVvLsgTXBfi4OlXJOsPxx3pCjg50HR8unHPvhLzFbS3nhpzQqNKISomtbiJg8Vzbhu4XUge8jaiyhVGpSKm9535C2243fxQMUsFndX1vFFb7aHoPfxQLLO090RqAZ2REGQB1NXc+Zd+vZLvf72V5Z5ZXLvI7klmYnpNerLgMgMOttbysKDUVUsFPQMhlXFDt9wGXifdtn+TH8FN/u2+rFDZz1OQ+7bj82CZdulCac2KsAudKmoGXAdVWGKHiPKEjKh81D8+NKzEJ6M/nxWmeGIOdKZ519OIhmGXqNPkMEh6JTL04jr32FSScvMMfFz4ibDY2EvMm1w7W9ubu3W5jRne4Vu4xAzBHT0YIbauUQumn/Z4ej9v8uKna+Ua/8Ah4P38Bv5ZyjqXMf9Gg/fxvPJfOljy+u0TqjlrXboreYMksZGmRGJA6CKZ1w6rwBPlP2fTj42v9LtP95P+FvRi7/sf8SPD+k+vyn7Ppx8bX+l2n+8n/C3oxd/2P8AiR4f0n1+U7O4pnQdVBnXHxpxS3MaSzWu1e7ViAzkPcE6V4tQZnTWg44YNCwkHR2/V14yBw2lSTTF0pU5x04frofow9OFT6/Kch11A+atPl564kht76aNZKKVRnAYD9LSyinmNRhppaE6aDvyGo/rD14qag/ak/fx1/tSfv40tkrVqC8n5RrwWb2jn+JEv//aAAgBAQEGPwDsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zjsbXu6Xmcdja93S8zhl/kbXldH/8Aq6P/ALk7Hk/M5Ob+Blmyll691HGWN6ZFrzNrvN6nY+tVevxyGgGcyk1KOGzJsVRQxSJlE3TVVMVMgGOYoCyk49wk8YSLRs+Yu0DdNB0zdokcNnCJw5DpLoqFMUfXAfIDH4Uf4k8/gUYAHlDnDmEOXTXl5uXmHm4ioa+PZnLu46+dSzw9tNxCma0ZryXMSAi3hylg45N+vVK4+fdFMJJ6iPXm6RGaLxcOoHIniOeJnkg+B4Wu3jFsXtv8OTGjgylRxtDX65MIdzac5SB1jBN5KRhXogQF/TJFFYwgc8emJo1PHmvP9Bqnr/3BH+QGPwo/xJ5/AmQmZp+yiYeJYu5SVlpN2gwjIuMYIHcv5GSfujpNWLBi1TMqssqYqaSZTGMIFAR4s+yjwIqPHZbuES5CCzT4hN0ZKJ7YNvbZyB03zqmyT9muwyBbGyIH9DX6h43XOUTMGUolqsjMZ9yJZ7Du135ZFK5k8sbws0FWnLs8mZf86ZZY3YTLuWNj6AP7j0kl1pNy3KCa7oUAI3TzOH/6t7fxHn5RHJkRqPKIjyj+PjHv1Hqf6BYeQGPwo/xJ5/AfTUNdNdBENfY/Jrw4zDumyawp8c669pTaRG9VL5NybOJJgctex1SUXCUnYpITHIVZb+hj2IKFUduEE/zuGV43nje/Dy8Kpw+aTNH2hVN+4hdyW6KtguR3FS2cZ5Vsi4rVTlmqZFitlkU0ugoHokeocEZcavhDbvi+qYjxZUW3UwtPqMcRiyIsoQhXcnJuTGVkJ2ekjEA7uQfLOHztX89ZU5+XjkKAc3MGnMAB/IAB7QcZn+1vb/8AtMiOMe/Uep/oFh5AY/Cj/Enn8BgDoiOvsaet+IRDh5sQ8KjFhN92/qSOpFy/0dXM4297bjekCwe2bNOQmrhpBuVq2tyuI5F+2bNlQ6p49QXArRZHfX4nOVDb8vEJmTFlG1iuaBn2DtvqvXelx9awdj5+3bw6Bq0Y2jSSOyapNTB049kyOJ1lR1HURHlH2gAA5eTUeT8OZ/tb2/8A7TIjjHv1Hqf6BYeQGPwo/wASefwE59OLNnPcllCq4lxbU0OslbVanxWiS7w4HFnCQkcmVaVsdilDEEjOOYIOHrtQNE0xHh7Vdr30/wDDf8Jt6u+jLLuasMcaL3O7ta4Zc7B7F4mhyOSjU6XNNiKEO4QXBoCZzg5fPTApFFaYY2qYui6JX1fRHVrsrjoSuQskTjVDqPpLkW5roklLLMHAxxIUwps2ZVDJtEG6OiYagGmgaBpyBp7XN+4zP9re3/8AaZEcY9+o9T/QLDyAx+FH+JPP4B8oGH/5oCb/AABqI/k4i9t+HKdP7yd/uQBTi8X7RMMddO2ZtNP0RNGyOVpWHayxaBXyAYrg6B0VZRZqArFbkbAd0lWd7/js3uJzvlKLWNM4d2I1hwIbVtuLRcSKsGc7BsHq8TkS0NigUHaRzvGS6hA9Ody4AXqmcZGs2kdHR7Vsxj45ggk1YR7JmgRs0ZMWiBE27Rk1QSKRJJMhCJkKAAAByfusz/a3t/8A2mRHGPfqPU/0Cw8gMfhR/iTz+AVlyNkq3Vmg0GmRLuetlyt8yxr9arsKxJ1jqTmZqTXbsI9ogHIJlDlATDoGo6ANo21eClCvsOba4SVe1bNvinZSgJSHgGjZMwNpaF20V56m3kpezKIqG6h51YyYAJT9CITMlImlF8WxUvkbPV7A7zMe6bKqqVkzdlKaerC9l1XtjdlXcV2uvpM5lwi2RypnN0VHajtyBnJg5x0HUBHlHXQS848vMP7vM/2t7f8A9pkRxj36j1P9AsPIDH4Uf4k8/gB+cOnII/xBzj7QcMH2Z7I9uGYbqmDXDu2nGgJ2PNuWJxysRjEtIOqtVDrxMI9llCtzyz0EWgKD1SPpDjoNz1rcP4y0lLbeNocRLNbNhnwtcZz8nDKySDc5XcLP7nLO0FnLOpg6ZiCozOJJUo9MqacGAqNlqxjDFdJrGOsdUqIaQdRpNMhY+vViuxLQglRYRMRGIoM2iRRETG6Jekc5jGMJjGER/eMz/a3t/wD2mRHGPfqPU/0Cw8gMfhR/iTzy+7evlm7JmxbLvHjt24SatGrRsmoq5dOXS4kQbtm6SYmUOcwFIX84dA5eLHsX8C/HcTuYztFqfJuWt5U8mU+0rbSyWMZu6mUrW4brQeQLIyMBxbGTFxHKrJCVmhMqFVbJyO6fcRe57ex4hd8EJTIO63MnXTr6uyzpIQexGGIKaWkE6HCMyqC1ReFEZQ7QvUkUatDAxT6Wo8giIB62ohoYfX5/yh7X71mf7W9v/wC0yI4x79R6n+gWHkBj8KP8SeeQucPX9f2Of8nHKIBr+P8AFr/JxyDr/wBHqnlEA15A1/L/ACBxJZv3U5Vhcc1FuV03gIs5iSN1v843biuSr48qDY4y9rsDj80OgiTqGxTda5VQQKdUraczX+sHw1vCIkXSLmIwxFr/ACXuq3i1brCu2khepA5BJUKDONgTMRJVL5NOkbVFrLB1MilXsEbZ8V1jEuL6wiBWUBXWQkcST85QB7YLPNujuJu12eUMUDOpGQcOXa4gHSU0ACl0AAAA5gDkAPaD97zP9re3/wDaZEcY9+o9T/QLDyAx+FH+JPPIU1FQdmkaZMyUa8ZRlsh2EHJyldeuUDJN5dhH2WMmq+9dsVBBQib1o5bmMUAOmYuoD4pUvd91l9zVsz2sXlrtuwvCTlSxXWIKw5EayRW1ltqY45pFaZu3MEzpDgSdWciayU+msqiBxKUgAPP+LXT2g15f3eo/i5tR5x05g19njHzC/WNvBymVshwWKsdRAN3khLW++WBB8+ZwkPGxzZ07X9FiYp2/er9EG7CPaLOXB00UzGDUPx/j5h0/L+/6AURHl5OT1gEebn05Ofm15Ofg+x3w6MWut+viKzplY1DGdDVGSxRhJYBBJ7YM73uPdtoqKTroqFUdxhHrUW3IEg8jQMmKkdv18XrKbXfLvldFbytUqMwim92z7ZeksEkzrWKqAuyawUu/rrowdU+VZIsEHCYLtmguwGQV1Dohy683LzAUADTTQNA/iAAD99zP9re3/wDaZEcY9+o9T/QLDyAx+FH+JPPIW6zc26ckQeYmw1bpesgboiVzfJRn9HcesAATpiYX12mI9EQ6QcigjqGnGFdtm0RnQGm6POSL7dtu73HZmi5S24y23NM+JJ2HGMdJVOvv61JZWzvbMWNIZ8zqQSsa3iGih5CXdt0nDFCQ36UPLO5+mZItm2rdWbEuJt28LgSpw0PkGptCvFJYoYwhTUaAOgo3iknDVQ5SOm6EsXrVXIpkMPio7Dt6eYovO1o2e5Kpr3FeQ4/GdExYu7xvcT2ArVm6r9FiYpmqkpHpxTohnHpjlBVwqQzpUgp9HBeJyWHG9j8ObPeBciPmlIYwtf8A1h0G64oq5JK0X2wy6cSNzboPLlMQ0a1VUfHgV28sm3BuR8QVTbVfD4wvnFDNdDnaoGSsr4eoeCMbVKwzC06pbpeu46ueS7M1yW4qNNja7BRj2WsbEsQ5joZ48X6t059DS42975Cbr8c5hxBYs6VnGGcdnBdv1Cp+O0oywQc7YRHGeUnBJrOZlmzOvPGgvH0ssKjk7V56KmgRdgpR863GHsWRrxmxauV7bht/poE/WRm7IFvZMHkFVYJA7V0rGMWpZVuMlIHbLAzKoQhEV3Szdqu4vuXd3Q7b9ytiqL6xwmMsCYtxHZ8EYemnLRaXgKZdVMxUTImRMwO4Ax0mc9JMpmtN34lUBg3a6EcHlMsWaHr2O8+Y6vVzwPlgtUYv5Gio5Iq8fHvo681SKm3HppoCdh55jIfJi7xYzZfrWxlzkAqpt3mTp7dvIZDxL4XBpbD+HLPMYZqiuOozI1/VRpOSIqlY/iZqLgoSadt6tZWxp47ySmTtUWwqKnTFIieEtkm2ymQWbN9m5EryUouOp2VfxWOMQYthgcDac/Z6nYZs7monHdcTaL+ixzInyrPukRbNRR/OXJt7s+Kd5M9nTfTmPPGOKBQNqaWEsItsSbhCP3KqWQIKq42j6XK54o1Ph4xVBU8uF+fOGTsyKazzR0BSTG43A+bonE2WZd3ijE9CxohhepZZfWTM+QrSzI/ZwU/a5Y7BqZhWEJIyJVoaTSMZiA9UYyodAcYYPzXi3GVu2+YKbl3q+JNmLGkTc6hHZ/rGPkZrJ9JwBhSqJ1ijXKeo1gRchaJh31dbq6hPk5NjJySLxozjM83GlV7cFuWe53vuFaPdVGsDiDHttrsVJMkmGasmM4hhEEhabTgdu05JCvxIyciaPSatmZXS6iyfiibfNwOYcdbh8D7WbNEVWi5NxxiGJxFVYO/J2uar8lU6kxZvLJPydeeIQsiI/Lc9Ov0jRiahHIpuBDjap4YW24McuKQrhywZ53kz1oqUvY7FWKggnISFZgKrKxdki2NbmZZlHtEjqu2rogGnmZwDmIfbN4VMLmH/AHUaNkPCj3MtnzW0g6BLZBytd5V5Yo3HmCcZPssVu4Y+qqMoatul3T9aHkZGSdEJHs/RlR6a25XDmbcqtcpbV8a4Fw5acF2hxi6sU672a0ZPs9zaz6eSbTWWMfXrVbqK3xuu36yEYwEcq0lkVVo0iwpqcXTYLsHRpjy4YKYQs5vH3TX+IkLdizbilOLaQOJqhTIWWgVcrbgrWiiucGa0pHQ9fQbLKOzul0VGJdhuyPB25C4bvmGYa9cbJvTxHkrH+EDqYFxegWMdVjMzS54XxnjWdx0/ddB+DWLnFpJo8bkQKVM6rtutwOo68vJ+aJeTQBDn5+fnD8NnzRn/ACVUsS4rpzMXlhu1zlEIuIZBobqGaAHE7yVl5A5eraMWaS712tokikooYC8SmOPD6JddgnhiKyDmv5F303iHeQ2edwsOm5WazkDt7rYOmMhBQT5uRREXTdwgoUNQeSDY/WxKgYr2xY4SgTyfUO79kuxKJzuVsrTpAMdWdyBc1kU3koqK6pzIM0QQjGQHMVs2RATAOgBoH4v37M/2t7f/ANpkRxj36j1P9AsPIDH4Uf4k88hbFfCrwY4Yr5h32bkoZ29j3KqnorGh41XalTlrM3RA3TqzezzyUk5FQDAKEEsYpTGT/Nzj+rGbdvbjTMUPKPXL9PqN07ZkfcNmNRvTTZOnHCXVmeT552bPKkQKYU2jCNRZoAVq2SITA+Lnq8cGYblDt8+52iivWTiyQl3zexZW+BjLWyQVO+jnsbjs8S0TI6Ah1SNjHJqBhHjxc5jI04lWKRatkGIczyr5RJwqs6NWY3DDI7eGYNUju5ydlJGcM0YsWpFXb98uRugmosoUg5K3pbh411V8zZwhY6MhaNPOmagbbtttUcPpqhYbMo2UXj0LW4WkHNkuzlFQ5HNiemalUUaRjMweKn4xFnjnz1LMOeJLbntrkpZuVT5Lw1j/AND+UVodYR6JQkYWMq7I5kyF6CrBwURMKqnG0rwo8UuVJjDG1K4RW6zxDLtFqCtB0Fg5aoMsfYqdSSChE2+QbRVHj9NsxKcXCYTyTsU+rZuBT2J4iyPGKJ4c2wbUVszYjrztuj8gyNhhYrIE6E1GN1w6hwswubGMKfoAdVMYJIR0KQBDOGaXj5M2R5+uPsWYDqzdNZzN3bOGQWD2CpELCxTQDvX60a4XPJugTARTZsVjcpuiUcp5hz/HOK3mU1Iy/vGynWZMhRloC2zNRbIUCiSzc64AWwt4mvwzV63EwGSlHKyI/nF4h8k32UiT7gd8F3um7u5snM22XuErRrBOmqtHsjuJWcnkywj5vHHeEcCQyIryogJxVP0ePGelcl7grvgLPMLOmxXQavWEMbL3qawBQL5I1eWrFOksjUq4SNbbQ0NUKy5cuYAWrgRfC5HXUqhKfbJkz6/b1s/LO6hVMlZVnLjuF3VW+CK7cvJtOuO5IbHPY4xDU2DopZZWFZwFTi2KDcrwSdBDpeGJ4VmGraetBRXMtvFztcIwEH7jHFejnx2MJZTxrgfk4bNB16syKkMVcpw+UZtkYxegoIi/2vbe41KuWfcdLUbZxh6pxh1Plt/F3V4DjISiB0g6+WnbDWGL9CQeqmO4ePpgy6pzrqmONhRqM5Wn8vsz2tzdflHMO/j3yTrdBJRvUyMZMDGLri1mZTOFwL6U3UEHCBFwAwFAvGMskX2MeW3dR4gt8kc3xNFDrErzkWyXpoAY1r7pRymo5ZwMHRWRbJYpddP0WBYPnztcRKmBT+LP4rear6ztMvkfLdrwbju3PRj2Tabx5guOi7RlCVx1HOXAyidEimRK23YIlARbRrVArgwq9M3GO94G3eTcVfcti3FEXuL2s5LR/wCwZ+zUqUgm2SS4uscgwdCtGHlm3Vuopwm4MeEsBCqJnBFZ0ClR3cX6McWTcHVcO5si1n52yRVcpXbCCdsgoC1KNQRSbGkbi5rjdR6VMoJqSAriQpSCBC7gLetu+zLUsl5A3S5Mtm42l4hmMeU6/vLVaIWHGu3Gw5GPRJLMTFrPRzt6s1BCYSag9TWVQMmumsHF221baa1Xo/N8ywUydnZ9CEtWT8nvl5Jcq8VZNymb5xS02QtotJnqisG0tU2V6+bgsaOQFsifoahrp+MBAfyDy8co+uIe2IaagHsjy+txCYagYWw7nt7mRTM4/D2zrDJD2DJVimZkhiwrm5ni20qeg1twI9aCiyC8i6RKJmjNchVFE6vvL8eC4Mrh8juxseDvDXoEmqht0wak5UIqzLk9OPkHjbINsI0IVN62B08K4HVN8/eIf5CjGV+uRETX6/BsWkVCQUGwaxUNDxLBAjVjGRUWxRbso5gzbpFIkikQiaZAACgABp6gzP8Aa3t//aZEcY9+o9T/AECw8gMfhR/iTzyFjDxH7nKZKsOdMMYwk8V4vrMjZIhXElNiJlKwoyk/EVEK0WWTtz1K0vineGlDEHrQ/otU0xLD7ftxz7JMfRYLIldyexXxfcEabPmsVYZTDBgk6euoeeYu4tRpNrlUSUaicp+gokdJQhThdMTRuWMT0J1hqitMsZei7dliIkcjwFOkALGNssZif2awvr07QnFY0rZOcmjqekmRTQTUEpEkwsnjFZFpVlZEfY4x9jva7j+8snsIs/iaUR4snuSu9JkWzN9GS9nM4aDUYaXRF3Es2CEu4SQkV2qMduuyXHyXoN4u1JUwZjIvRFV06vOZTGpaBmKYGKc7qFrz6RlA0ERKRgYQ5uMIYyZ7td3OKJTJGL6lfswY4oNwxUaoV7I18r6M1dkcevL5hO4ZCxku4VlhQdng5qOU9MQF0j1DgesCRo+BMeR1IjJ+ce2u5S53stZbvkS5Sahlpa7ZMyFa383eMi3OWXOY7iUmZB69VEdBU6OgBiHK1t+m2Ps97f5dzL4R3D4fs/0KzBjj5TAEbDBsJhZhM12zUy1sRUbSkDPxcvCvEVj9Nr0xA5aduEzNLX/dDnDGgu/1U5B3Ay1cnkcSenING7t3i7GlGqePsLUWxuiMy9dPR9aRsLjkKq/UIVMpMq7VM2mtZcYZghmMLaF6ZPjXLU2Ti52Lssa7h5g7SRbt3TOZhm6vRXbOW65SCmskqmYxBq+KcWur3Z0KtT6pQUb7le3Or9kqTp9EjzRVLrL+zvEGibStVOOUMlHRUe2YxbLrFDpNiKKqnPE7sLWjmrBW5Bj6KaVzFtgyefE1xtbmMjm8RCSlhcKwVkY/SCFim4NkZRigxklW3RScLrppIlTm1sN1Oee324R8RHZDzZlO723L2dckIQjZFtHJXTK+Qpaftj6MadQB0Ixuu1h2ZuRq0QKAFDOXiKMpjJtn3EZ5oEHi+cUuFmiZSl0yjQJK4RtAY6gGNai30A1c/RVmK4uHr0xzFOYolFQ4jtotuepXL8VL7U8jOMn4wVxVkZ3j8T2N05rjxT5edMo95JHTTc1ZodBzHrx0k1Ep+odJ9M2tw2SZIrs3BYNuLWKSdNMfzy1bs8bIw1iaW1lYWE+5QljPbCrZGfprtzJJSAyLhVVR4Vc6pxFnRK5L5dydMMcVJ4PaZZzjk+eyTluNxM1Zmj4yg1m0PPQGFDrMWxBEibSvMYlBU7Rus4Ks4SIqF82uYfd5ffUvINYybTX9rvmQgtGQK5WstpLp3KKokn8iR9dpSD9RUq5/k+LRM5dIIruhcKpEOAbWcS7gN3OMtrPyKerjgSvZdhZiEbVN+QErHU4HKd6odw3G0qvWhE6xHLeBu0WDQjpYI8WXWDxSsPYjpkFj7GOOa8wqtJpNaZlYwVegIxEqDSPZtgE5lA0ATqqKmUWcKnOoqc6hzGG0bl8XzO6fbLZ71J/Kd5pe2DcLYcNY/tQu5sk/YY1y1r8Ye4QcDaZBMou4+HmY1kh0SmZJtFClODTE+37G8FjilIP3s0/axgvJCatFllVOumbherZNupO1366zi/576YmXr6SeHABVWPoGk1b7nY4Cn0+txjqZsVotMwxga7ARTJMyryUmpuVcNY2LjWiJemossoQhAARMIc/Fq2oeBfVyxGN4ORWq2ePFFybCPWOI8eIrKmRkY/AbCSjjmuVuBp0ztXgt3Ds/SKo3aIIClLEnLrBqWDOu67IR3T7Mm77Mi5rHmO/zEoJF5tONkJFeQVplYeu9RFk0WOs5ACi+cvFClUAfxjr6hzP9re3/APaZEcY9+o9T/QLDyAx+FH+JPPIf80DD6wDoIcw84CIa+1qGvFh8QS6YLSum4y0jV3Eo8tdpsU1j8J6lx8JGVm4fqzdSRqc+ssQ1rEd6Oq7aukWzhom6RRSdkKsAhqICIaahoA/4w4hz7qrzuTttVrM4FnqGMa7muRpWNqnY/k5vFjORVarcQy9ImCNm5uqdPlnq7UXLgG50iLqlMxpRMhZLyY3jlNWtgyzYo+0WtNmDdq1bRikzHwkH6S0YpNgFMyqajgxzGMoqcw68cvP6+n79z+vpyajy+xyexw3u24i8HUuFlSURxXhClop2LMuXZsynojSKpNPRWTX9FVfnKirJvTNotscwEUW60yaR4PM3inOrRs38PpCUZ2nE3hs44sEhCZCyexaqkcwNh3PWtAGUm0F0kAKCyWRQkUgOPozOGU/yheq4jwnj6p4uxhSY5CIqtHpUKygK9DMEC6CVuxYplKo6cqCKq7hQTuHSxjKLHOocxh9RZn+1vb/+0yI4x79R6n+gWHkBj8KP8SeeVRMoZMhCkUVUUUOCZE00yicxzmN+aUhSgIiIiAAAco8TmxLwVcZRu8jdq2UcxuSM8HMR1tO2vtjuBjHdjuF5TOEDcJqIcdMCIJLjGFcJ9WB5FyU0eZzvH3mZJk99fiM25RGasW4jKCJ5Ku42fdA/Rg8DU6SSBnUIqH68yDSQMgk8SQACsko1AxmoDp646+tz8mvMAc+nqTM/2t7f/wBpkRxj36j1P9AsPIDH4Uf4k88hCHSLqAgAhqGoCPMHtj+HTUNfY/5vZ/BpqGvJyevyjoHJ7fDq95iyNScX01mc6K1lvdliKvEC6I0dvgYN3kw7aJPJNZoxWOk1RFRwsCRugQwgPD2k4uzHTbTdI+JLPuKam9XibaeAFwdoeeZ1qebRc3Iwbd2TqlnjdBVugqYpFDlMcoDqAgIeyH4v3keUOTXXl5tOfX2teJrOm6TLFcxVj+HIsRsvKrncT1qlkm6jhCs0isMSOJ24Wd6BP6JkxQWV01OfoJFOcoG6WRvDN8H2WclENBLGbud5dVIbp9LUo9ClY5sqJg0D8+IMioP+fihojBYK2t4prmK8ewpEDuW8Uh189apYqRUnNovNndmXnbfaHxS/0rx8ssp0RBNPq0iJpkDQoBoGgaAAaBycgewHJ6lzP9re3/8AaZEcY9+o9T/QLD8GoiAAHs8adINRHQA1DXXn009r1ax+FH+JPPIU+h+suWw+Y6SIFyTCmoBZOqj6a1MZy0HJlYuVGAzro+jiEjGOiCVURIUqoJnL/eq5c/8AbeHl/wAJ3H96rlz/ANt4eX/CdxCr/wC/7kTNXQ9N/wDw4nFdmYxlj1YuQ0dFxVt7pF7H5NA/pJPQZNt+ciHW9NITkNxmDdnlBMZKLx1CJp1ipou0GUjf8hTixYulUeMXX6XVrzs0uQFlSkOLRkmu4EhgREBpvij+Ioq3yzvF3CQpchYbqlkYquMdbMsIWwAkaVjzBFHlzuoyj2CyVxVq+nZoiYzjsFUmy7k5k3CjnaDvpk9x9TgdoW0XH1o+h2GIltNx+T18l3OFmIC6snKraGCEkqdfGysatIvHUsZYraLIxTj/AM4XfAaCI8+uuvIbUekH53Lpr+8FDTUTa+3yacugAIiHLy8IbOdmGNpbfd4i9rXViq5t4xYY8tXMavjIh053PFui1TNapGQpFSruo4iybxJEOm9VjW5wdhDb7vGryTG7yN3CJm8pjrBBCg52n7XmRnISbSs0+jKp/IdxmId2UgGWWSNGAukKpySDoCyJiIpFKRNMpCJpkKUhEyEIUhU0yFACETIUoAUoAAAHIHqfM/2t7f8A9pkRxj36j1P9AsOA5NdTAA8oAAB65h19YADiFu03sMuOS8ZW+0O8b0vKDrPmJ6rHz+SFYaTnq+yjsfQP0/yK5rL1hELqLu3jOLcInSFIUQMokc+Hb7mWnw2PcrXbG9Ntl/oVfkJKUh6ZaLFBMpiVqrOSlmjKRffIDh36MdRVJIx1Ejj0QD1ax+FH+JPPIUjWLjXIG2VqXTTSla9ZoiPnoOTSSXScpJSETKN3TB6mm5QIoUqiZgBQhTBygA8f2Y9vX9S+N/8AVrj+zHt6/qXxv/q1wxs9JwVhunWWM6/5NsNWxjSa9OR/pSCrVz6DLRMI0ftPSGy6ianVqF6aZzFHUBEPwbZpCCYSz3HEPumaOslqMVFwjWrhfHtqZ0r5dTS/ogZuny7xJFVX8wjkyZQ/POXjFWYKluqwLT6NXMU1xtaIS85OptIsWMnVPpsaNkrFxrNimmEtDPqwi3ED9JIUlUQKsgdVFRM42O/YepMo72ttmyLHHO4KwqyFbJnaxpvVUpmXxNRZSDby0nhyJQT6ttbXjhohOPRP8ltnTFMHyoal6PKP5ughpyj6w6D+609fi05bzRkKp4uxnSo1aXtV4uk0xga/DMESCYTuX75RNM7hc2hEEE+mu4WMVNIhzmKUZzDfhXtrRs28PlvKO6xljxJshQMjCZFygxbLChPV3bJU3BWEwyMukBkweIrISCXS/wAqew6mjddWk7daOopbrImm4ypnG6HTsOZcvTZ1vTXUrdbiugRx6Co+MZVGLZlbRrY5hORDrTKLKc34g/EHsB7AcnqjM/2t7f8A9pkRxj36j1P9AsONB9nn9cB9YQ5w1Djw1PDheO0lcPbYWb7dpuiXfOWTCuQkIignfpL6UyEidNiyi2WOaE0TWWXOCREbGAagJh1Z7dqBvoxFOZRk5gK/CNBbXWIpNhm1VG6DSKreWZqqR2JbC9kFnBEWRWM2uL1U3VodYcOjwPKOv/yRHlDQRLrpoGnKH4wH1Yx+FH+JPPI9vxFmSiVXJuML5DrQVvo10iGs5XbBGLGIoLaQjnqaqJjt3CSa7dYnRXauUyLJGIqQhwbZZruzuEnZ5hJLS0bX8iXzJGR8esHqkilJoHTx7dLVNVJ4hHKogRug6auECI6kEggPCDJkg3ZsWjdBozZNEE2zVo2bJERbt2yCJSIoN0EiAQhCFApSlAAAADT91y6/zRMGnr9HlEA/HpxD0qcCbzpuuyGLRlhnaDhxE9kzHkCZmBFtBGlI2NbyKtLrMg9EpCvnaB13YAcrBq9WIZMKruz8dKzhFY3g5FG1YF8LrGM29jsSY3bLnBxHvc8yUY/UUuFw9A6BHbMHCzw4mMk5doNxUiE4WnUuuwVRqNajWkNW6vWYpjBV6Aho9ErdjEw0NGN2kdGRzJAgESRRTImQoaAAeqsz/a3t/wD2mRHGPfqPU/0Cw4lJ6aet42HhI59Ly0i7OCTVhGRrVV6/euVDCBU27Vqgc5zDyFKUR48SbxQdzMjY7Dtfyfmeew1TMPovpSBg811muylcsVdr1/lY5dlNyGL6LU4WsGXrzdwizmZMEwf9Y3aGbuMY7isKbfsP4Fy9Vs+UvG8Y/wANUCr4yQtdRtlfu0lKwM9D0uNhYyaWjHkG3etHSyJ3LbqzkKcCKCXjakfKCz5zko+2zBv0/cyZljSbi5BjOs/SVaSFwUi3yipL9aK/TDpiqJteXX1Yx+FH+JPPJ0rYbDLxcBAwce7lpqcm37SKhoeKj0Tun8nKSb5VBlHx7JqkZRZZU5E0yFExhAAEeLPs08B+msbsrCvPo3nHxJ79GKIbc8GIuh6D39WSkgweNr/bitAMdm4M1eFX90YsHrcfTkJjM1hmJ/dDvdyQLyTzFvIzQc9hyTYpqYAny40pnyq4lFqFWXAnBIU0HC0g8RKUjx2uUqSaf5oafxj7Wo6jyj6rzP8Aa3t//aZEcY9+o9T/AECw43fXPHUPYJO226jpYiZvq/FvZI1Visqvkafa7dLKtG7gkREwdRkX5zPF+rQRXMkBjgJi67RcStlq+DtDEcdky/zsNJs3sNJXbJoLZDtsqM8guqwfNmLmcFqVwRUyIN2hAKYUylHjb3UKy3TlvCx2A5FfZGyvmIvWGp+7Pc3FnIza4jw5IdMjW90DHhWpmVgn2XXRQncSLNBdRbqTCCaZCpkIUEyJk0KRMifImQhCgBSFKUdAAOYAAPW9WMfhR/iTzyYACPOAj+TTX+Xg+VNz2R20ArJgs3oONIAiM7lrKs0mUCkgse0hNdF/KKmcGTIu9WFtGMROQzl0iBiiMVkff+vddgfhiKPmtgx1sVpUw+hM9bhIIq6buEnNw9kFsxkYKFk2yZVQauG6J0y6ehxzdXoSqlZwvgHGlRxJiynNAZ1ylUuKRiolkUdPSHa/Q6TqTln5ygo6fO1F3jxYRUXVUUMJh/w+rMz/AGt7f/2mRHGPfqPU/wBAsOHcZINGshHyDZwykGD5BF2xfMnaJ0HTJ60cJqoOmjtFQyaiZymKchhAQ0Hh9GwO3irQ1Nkpk8/IYjiZy6RmAZCTVBsChnu3dlZ2+DHTJY7NI6jQ9dFmdVMpxSE4APEbAV6JjIGChmTaOiIWGYNYuJio9okVFqwjY5ii3ZsWTVIgFTSSIQhCgAFAA5PVrH4Uf4k88lib2NOfm5+URH1gAOJDYZ4RWLW2+XfK7FxEWe0wy4PNtG2YTrmjntlyxkBBy1gph7XVgOKzFJ6gxQXJ1Dh0LovoCpd8XiK5Rcb9fEVnzt5RbJl9RM+xVg10n01mdbwRRJFJKLjEK0K3VM5NRm1M36PTj2kaB1CnARMYdNdAHTT2NeQA5QAfV2Z/tb2//tMiOMe/Uep/oFh5AY/Cj/EnnkkNRANddNR0105+LFnfcxlWr4kxdWEy+mz9keiRaSfqkU9Dga1DNSuJm0WaSOToto6PbuXa4gIlTECmMDuAwcpkPw1PCKkVlmspmmYaDEbst4NWFQyDlrQI8FVEqhQp9mIlFVJUY0Ujj1zqXAVI5KOwhtXxTC44qKBWjmekyFJI3S+zqDcG6lmyDbnBBlrVPrFAdFFz9S3IPVNkkEAKkX+aX8gf8vX9X5n+1vb/APtMiOMe/Uep/oFh5AY/Cj/EnnkgR01/EHrjzAHL7I8Ru1rb3Rp7er4hV5OMTj7ajh0ysw+g5Z6loxlcy2GJQkG9DgWhTg6WaGA0mdsXrTptmoi9Tre+fxzMiRm5bO8asEvijZrAq67S9tLJUU12UQpWEXK0JkOyx5hD0oDg4jVF0wM7XmFATclbNGaDdoyYt0mjJm0QTbNWjVBMqKDVsgkBUm7ZFEhSkTIBSlKUAANADyDmf7W9v/7TIjjHv1Hqf6BYeQGPwo/xJ55G1EQAPZHkDi05NyldKzjzHdJiHM7bbrcJhhA1uuxDQuq8hLS0ks3aNESGECh0jgJzmKQoGOYCjYdvHg2R81t82gxcy+q2aPFMyZX5OHUk2zQQbTNe2w1Z4VjLu5tVM5gTedAkqURIZQ8IHQcqyLDDFaf27MN0SI5zDuUyWolY825ZnV1DPZR7O2pwQzmKhHkoso4JEshSaEObrFuvcidwfmD/AJcv8vkLM/2t7f8A9pkRxj36j1P9AsPIDH4Uf4k88iiOgjp6wBqP5OIhDKMrK5Iz3ehIxw5tZxSgnac35SnHx/QolCOrTMXDiv197JKFQGUeplROfVNqR056Lc9Z3JeNfMPsQbbISWbWnCnhW4unpGGgWSCJzOYia3K2iNcM5WasyjcxSrM+sGTADmJ04gnWx5q3j3HFTrdEoNOim0HU6bUIZhXq3XIZmQSNYyGhotu1YMWaJR1AiZCgIiIiAmERHyHmf7W9v/7TIjjHv1Hqf6BYeQGPwo/xJ55EeyUk8aRsZGs3EhIyMg4SZsGLFmio4dvHrxwdJu0aNEEzKKKnMUhCFETCABxZdj/gU0SKzvk+LXPCZk33WxqoTantvbqmOi8ewc67ZuIvI1rapkOLRRMjtisqUBZNZgOsKlKbkMx22wbxd/2QOslcobu81dZYLOjNyKfRlI7E8bMOZT9XtdTIIt01U1VJRZpoidwRt0GiXIH/AKRHUR9sTcuvPr5FzP8Aa3t//aZEcY9+o9T/AECw8gMfhR/iTzyG7zNuoyjE0aAMLhrV6wh1crkLJE0ggK4VvHdMSWTk7PLKAJQUMQCM2ZTAo6XQSATgytW6b6e+HB4Tj5w3kK3tkrsgpFbn92dZFYjxjJ5amFGhPorS5lsRNQrddErXoKALdk8HqpUtZwdtvxfVMSYsqiPQjKtU2BWiSrpQqZXUxMv1RWlLFYZIyYHeSL9dw9dH0FRQwgA+R8z/AGt7f/2mRHGPfqPU/wBAsPIDH4Uf4k88g8ga8giABqIiPLoAByagGmo6aj7AcONiXhiYs/38/EImgXi3Fcp6xn+DdvyoKA1fWTOWQGTltCphW1BEzqNSftE2xygm/eslDJpKst93iq5U/wB+/f3IdTKxBrMiLzb7twVK4B4xreFcevGzaDcL1tbQG0iswbtmy5euZMm7gDO1ucdddRHk5RH2eTm/FzeSMz/a3t//AGmRHGPfqPU/0Cw8gMfhR/iTzyBZc37icoVPEeLaiiC03brfJkj2YKqFP6JFRjYAUkJyfk1CdBnHskl3rtXQiKRzcnD6kbMU754dvhVuXjqHu2763xisTuQ3RV/0gzOUh8IV9F6g4rFTlmyZ0zO0F0kegoPpT85wWhxbYe2r4xj6dFuDIO7jdJMyczkvJk4kkVNSw5EuayCclYJA+pxSRDqY9kBxTaNkE/zA5AAPW5vWD1vV46c/DiSl5JjERrMgGdSMm8QYsGwGMUhTOHjs6LdEonOBQExg1MOnPwL+AnoeeZEcC2F9CSbOWZFcFKBjIC6j1nCXXEKYBEojqUBDXnDj+dyBpzcojp63rf4OBkZ6Zi4OPIomkZ/MSDOMZAqqOiaJnb5ZFuVVYf5helqbQdA5B4byMXJMpSOdE61o/jHaD9k7S6YkKs2eMzqt1iAoAgIlMYA0HXm406Woh0QNqIgPNqGga6jry8G1EdA0AA5eXXQQEBAelz+zzcFEdNRDl010/i10H8GZ/tb2/wD7TIjjHv1Hqf6BYeQGPwo/xJ56uKAgI6683PryaAGvJqPLxEbf8e1if3ab88jejxeJtnWFzKT15ezUukJoZ7kh7ENJY2Pa6qQQX0VQWk3LYBVbtToFUcJVnev47t5jMtW6IcGnsL+HpSHYhta29oLGKdi2usczeu2WRbciiUoO0DOHjZcwCR++lUugggxhoZgxiYeKZtY6Jioxm3j42KjWKCbVlHRzFomk1ZsmbZIqaSSZCkTIAFKAAABwAexyeQMh5lyC9+T6djiqytqnFyfnLqtotudYjFoTT+keyTgCN25eXpKqlDi6b3d3hTTWFKldH1V207ZV3Kj3EME7ifRlpS5WOtmULH3yyxCpkEEnUqgsAPyKrpkICbcqe0fc/hKIicdO7ZmhtiPNdJqLdvWqdlfFErDLvJA9mqkSRvDPbHTFW5HMZKA39NbiPVCoKRgIF93B5GeHRptIr3y2CTUwBI2F886tGBr0Ukb3WVnpBwi3RAdeiZXpG0KUwg/387y4uPvMzlCZlg294esKBZrFmEcSx7laMj3VZp0mVeFdW60LJKqupty3O/XR6Oh0yqCmGNtvuO1Uatgrdnh5Sw3LGbFT0OkVTK0Ue5BG32pwRTpxVRcz0dUStpFNkkii8P8A0qhROUDcZWm8WWuVwts4xZbpPGldv9Tbxa2Vtwd6rqwp2OagZywMJmIomNIB2RNJL0dgvIyomHpLIJ/mhvP2b3G4yWXK9txc0OeouU55pDIW9GPv0Z6fIY/uzmuMImHm5asPzmI1fFaNl1GpeguUyhBUOHJpycwc34Mz/a3t/wD2mRHGPfqPU/0Cw8gMfhR/iTz1bYb3f7XXaRSqlGOZu0221zMdAVyuwzJMVXkpNTMq4ax0YxbJfnHVWUIQA9fiz7WvA+g3NBwfByrqr518U7KFelInH9cbCPoknD7cIaRYpvrNbQQMczd31R34iYiiaMc3OlK8SszQmc1lvcjfRVfZm3Z5eVNac15MmZFUrqbEZyRVfLVSuP3+qvyayV/phAqj1Z65AXBtQAAHm5PYDmD2g8hbiK7j+Ndy84yi61anUOwQWcv5Ku0+2Qdjsbdm3RAyi66cNGqrdACmE5ExLoI8YWbQEnGPXkJL3+Ms6DNwms5jp1S4S0go1kiEOZVs8Wj3SCwAfQTpnKYNQEB42jbFMdrfLStKtcA8uiTAnpQMrTe5KMdSCbgyQKpgNXx/Di6cAfQEgdCB+joGu0LYLRHS6f04nIa02FogoPRdvpidb4/x+g9bkMAKJRYqSL0QENOkUhg5S8lExtXm4NYShVGu1CKSIAFAWddiGkWicwEApTKqEa9I4gAamER4g6RGvVjQOLq2+oEo7YqCoeOYV/E1rc2dZucinQRcNp64CTXUolW0AeUB4X2oU7C9Svk9TbDeU8Y5yf5GrcNimbiLRMyM3BWrINaA6uUo2WhyvgTfRjGIfFdrIgVJ4RNQVkr08stzdZVzlm27v8mZ0y29jvko9vuMkKhis4SJFV2rB1GvpLHQjmZ1ljJpiJjG1N0ShryDpzfgzP8Aa3t//aZEcY9+o9T/AECw8gMfhR/iTz1WXXT84dAERAOXTUNdeYBAB4aWHPNrdTWSbcidtiHb1QUUrFmnME6qv6BHxlUqSKoLtIt1KKEbqSr4W8ekobqwUUXFNBStZ28XR7PbVtjsfKtrTiDwwMbWCTi7Db2bYybmv2Pc9bWZ2MmMisUSqGZKkRlExExUG0EYVCrVbFWIKJVMaY2pES2g6nR6VCMK9WYGLal6KLWOio5FBqiUxtTqH6IqKqGMdQxjmMYfIahDgUxDlEpynADEMU3IYpiiAgYpgHQQEBAQ4u17xtj89S3SZ+QWTqmOMO5OyriuPtU2J1GyeQLxSMZXet11Ovw71yZRRUWBV5Z3o2IJzHOYkzve3Pw75vmrI7N4pjerWVI5rBUYCyCZ3M3OxIvBVdR1st6ahU0W6og4Yx4iVUCqLGITa4xnUzHho7G9PuMGRyUQbqlp8JkWWWFqJkRIudKabCIl1PocNdQ5OMh5bujxNjVseVObts06OIgJWkMxUdAklyAY7h0sQiKRSgImUOAByjxuF8RjKke6Slc3Wazw+NjyqZxeuWE3YlrDd7KyVVAFDRy0gdCKbKafnkZq6fm6CPOA84+zycwco+vyfuMz/a3t/wD2mRHGPfqPU/0Cw8gMfhR/iTz1Uu5WWRbot0VF1l3ByJIIIpEMooquqcxSJIpkKImMYQApQER4ntiPgh44ht2O5mPMpH5S3RynRX2jbY2SqijNxNzNzIRzCXqwR65DAiRMysYZwl0ECSq5VGIO92+6TIM1vg8RK5rJy103PZdSPLt6bJLpD18Pg6rSXXNKJDRpFRbt3wECQBsApN/QWpvQycmvOI8oiPOIiPOPNqPkTQNOf1x/6PZ4NVdtiuBqJGyMM4Fzl3Kjm33Kcr0uIogkhCYig4aEiZfoJ9Zo7e2IqSagkMZosUDJivuPztcrdu23SSDtCTWy9mP0V0ygHyA9Nl9BqKiVWBracTpozOYXKrPTVsLcPzeBHXTQOkIgI668gAA8+gcgcvGDN0+JJmCqe47bm5mEawtaWjlekZEpFkaLtbFjq9LxSSk3GMHqaxzsJRoVZaOXVOczdcphT4reLs/ytKwftjjpaMsuR8eYivNkvd+zjIw64OWFVnLrKUzH0fS8esnRE1nDdsyfPHy5SD1qIJl1rtKpsFG1ip1WHj4CuV+GbkZRUPERaJG8exZNkCgmkiggkUA5NTDymERER4IVy7bNTqgYUiuHSKPSKTo9Z0CqnL0+h0vWAdONPlWO05ADV61ATCAcoh/Sj0ubj/Osd31r77xySkd+P/LWvIHriP8ASiAfx8nGaEm71m4OGWtvw9BB0gqfT9ZcVqPQTUMYAAA1/L63GPB59aNU+X/7Aj/IDH4Uf4k89UBrry8wAGo84Brp7Aa8S+dN0+VYLGVGjyOEYtJ6czy03SaSQFdGr0KqMwVm7bZHgdECt2qRwRKbrVzooFUVIm7vP6xfDN8IGUcJKtaO1VLF7tN5dXKcqya1idf/AHLxzYEhAwJnIaKUSUDoozmhHSEBgnbDiusYnxvXkk+ri4BqY0nOSXVFTd2K32F2debt1okRJ0l5B+su5U5C9ICFKUvrj7fkUR1HQeTTUdPycDyaAHNygIj/AB+txr6/t/yjxppzcw6+vz68mghyjwXlANNNOjyaeyA+yHHKAaexyDoOvPyhy8nGmvLp/O9cOT2OYeTk48MDBdxmLjE0bJ7/ADrB2stKs72rzC7RvH1CSbHayDUqySThB0yLoY6R9CGMAaa8CA3LdMUOXTTPMjyco6lDSCDTUdeXlH8fH/xlul/r3kvmPj/4y3S+1+veS0Hk5h/7D5Q4u2Y8V2POMja0ss4jrBGl9yk+ttcNHz866TfHUhVo1okd4QrcooqCb+iMGoByjxjMTfzhx9TBNy68v0cjdeUeUeXyAx+FH+JPPU4iUNRDmDn9vk1DXk4T2TbEMXPN+XiMWVRaLjMJY6cGkqDiFcqZfS7Bny6xrhJhXWsCKhVXkWRy3XRS5X7mNTMRY0Rv08ZHJ8fvZ3nHBpJUjF7pFN1tZ2woncFlGtaxzQ3DdGFs0rBueho7WbEjknCXXkQcOihIqfm6gABoBeQCgUOYoFAAAAL63sBycwB5NH2v8XHg+/WjPX6ArvH8Y/ym/B+X+QeL19vmCP8ASCS4xp9n9N/0cjfIDH4Uf4k89S8ogGvs8WjMWdsj1LFOMKWwPI2W7XaXbQkHGoFKIpJekOjFO8kHhw6ts0blVdOljFSRTOoYpRlsV+Gyjc9jPhslkVq9lDxB73BP4TMWcYpJydtOQO2irLmYSkPHu0EjpC9brouiCP8Alb6OOJ49c+OttePk46YmipOMj5ctCqdhy9lmbA5nDiavt1XRI9egd4qdRGPblbRjMTj1DcgmOY3N5OH2v8XHg+/WjPX6ArvH8Y/ym/B+X+QeL19vmCP9IJLjGn2f03/RyN8gMfhR/iTz1IJhAR09YA1EfWAAD2RHiExiqyndw28TIKjCPw9s+w50J/KltmZv+jgnFnSYISX0ErD1YQ6Llyiq8dJ9IWLR10T9GsbuvHbvkRJQMFIGsuC/DEx1ZgaYGw4RZTpMFcyqMZVyS+3IjIpU3jYrl0dYdU3j5RuJ4xKHrdWb1quVuvxrSHga7AN4eGg4SJYIEbMIyHi40jZjFxzFsQqaSCCZEk0ygUpQAOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOO3sO+tvfOB1kI8PZ/wAva8hfZEOs5OTjwgXBZBiZNGz56MscHjbq0ifR6tm1UU60SJCBdf5wlAdOQefjX5YiOfk0lGI6848gguIDz8cs1Ea/ikmWn/0/H+eojX1tZJly8g8nu/F7RZyUe6VDPOCDgm2etV1BALDJAYQTSVMfQvJqOmgcYzH2cfUz/RyN8gMfhR/iTz1JYay3sdkqK0/Dv4lO0U92xYWqBF83O3+VK8+ko2XYsphoCnTbrKNlgSUADAXUA4nMk3SR3c2rIlklHc5Yr7Ytytkl7hOzL8TemycrYn0OpKv3zkDD01VFDHMA6COnJwP9Puw5QAB//chYuUC8wD/2RygHrce77sPvIWL5o4933YfeQsXzRx7vuw+8hYvmjj3fdh95CxfNHHu+7D7yFi+aOPd92H3kLF80ce77sPvIWL5o4933YfeQsXzRx7vuw+8hYvmjj3fdh95CxfNHHu+7D7yFi+aOPd92H3kLF80ce77sPvIWL5o4933YfeQsXzRx7vuw+8hYvmjj3fdh95CxfNHHu+7D7yFi+aOPd92H3kLF80ce77sPvIWL5o4933YfeQsXzRx7vuw+8hYvmjj3fdh95CxfNHHu+7D7yFi+aOPd92H3kLF80ce77sPvIWL5o4933YfeQsXzRx7vuw+8hYvmjj3fdh95CxfNHHu+7D7yFi+aOPd92H3kLF80ce77sPvIWL5o4933YfeQsXzRx7vuw+8hYvmjj3fdh95CxfNHHu+7D7yFi+aOPd92H3kLF80ce77sPvIWL5o4933YfeQsXzRx7vuw+8hYvmjj3fdh95CxfNHHu+7D7yFi+aOPd92H3kLF80ce77sPvIWL5o4933YfeQsXzRx7vuw+8hYvmjj3fdh95CxfNHHu+7D7yFi+aOPd92H3kLF80cci27EeUADTchYvy/5oHhAFld2BASBQoKBuHfuh/pOj0uSTq0gJOs6IdLoCQB0DXXgdXu7PX2f18oDr6wiOtFANR9f1+O37s/6+kP8AFR9NOO37s/6+kP8AUceBRWX3ZLJnAROQ+d2ipeXkARItRTkMYnOHJz8QtfjgVLHwUTHQzAq6grLgzjGaLJqCyolKKqoIIF6RtA6Q6jp5AY/Cj/Enn8LWPwo/xJ55Q/xeuPtcVHZDtcx633Ob7cgQStpDFaFlLWMb4Ex0UCEVzPueyM2jpw9BozUXCR2kW0ZvbDOqqIt2jcnpSDjjIO73c/l3GmWMZYxg1bFlTHuOsKyuPC1uLknPoLBxjmxv8iXWfmjQc/Ix7U6UsgYz9kZdbpNlQIUuT9224ag41xbRZ/LzqiYDpGPYuwgonWKPXYttdbHM2ewzskvaQlbw+XaoHTasU2p49dPRTkEvllj8KP8AEnnlDchuzlWTeUWw7jmSma1COVuobz96lnDOt0GCXP8AzgbytymmSS4k1MCAnH/1eLB4gmdZJxdd2viS3KZzzlPIkyYXU0rRSzs2yxnV2qp+n8nQgMBXlk2yHQQTTkUUAKBGqJSMdk9WlyyOd95FmqzBOoRihF5iMw/UrMznp+xv2ifWLItrNaodhCMCGKUXh1XQpCPoqoBtP21FZotJfHWHqwS5gih1Ar5DsjYbXkF0qmYwnMqrcJt7qYR1ENOQA5A8ssfhR/iTzyhuJ2o48nYmu5FvMVWpvH72wO3bCvO7jQ7ZB3WGhZ94yQdqs4mwKwpmJ1xRVK2OuVYSGBMQ4xVsRvPhvYyxtY8DV1ji2t7v81biK0bEzDH1femY1yYe4Txg1st8yZYoGvtTtkWsdNQzeTOm0UcOmRVFlQ8OfKkTiW0bzcU0uwQ2XN2e4adtuMqNY77lSEu/0gVrU9GTMtFo42wvW6/VYSNrNZg2z5hGRZ3QJleSjh04d11jly2QNyyN1Dh3ap2rwI1utnkXz5y/LFwMSss4dfI0C3cJsGzlwYHTxFsC6wEVVMQvllj8KP8AEnnlHk9v8HMHPr/Hppr7enlpj8KP8SefwtY/Cj/Enn8LWPwo/wASefwtY/Cj/EnnkDnD8v8AF/Lxr63PrxpqGvPpry/k9R+3zcc//IOfj2+UPUPP6+n8fse3xyDr7XHOH5fa/wCfyGx+FH+JPPV6ymnS6tJQ/R1EOl0CCbTUAEQ109bl4zfXMT7hqX4eGznAFqGEuF3wnjmPtN6kJcsvOlq1OhLNelpObs9wlYlL0mVXScwkMgzboqCz65YiS2Zt7G2Xxntz+fbFjQ7DLGXcY5YrkEEbMUintWLWVlKRFrvrhWI76Nw7X0uQhko9kxk2KKxjCZwUCLXWRzLD16F3IbfLPB03KbipMxiq5d4eyRjiQpeRo+D65yWBeTxIp+1kGaRvRSPWKiqBUUFk26XqG8bp8QUyj3nIUbdaHRK9FZF+W1amyc3eSXjzTcjHV6ShZaZCKIiJytE3zLrR51igAgMDuj3aeLBlbZ6z3B0ppL43wftvxPSK+aJxPaWkg6hrBY37VWsyUBP2eFlEXMeLVwtJt48yCiz30kegjt+ez+9eyb+9oGTIMYuuRGfK2wUezLTH5q+3u1BtEqX5Ts9dvDaMkW7mNsDSYcKPElwO6SWFJwgph3cPjpRdSj5rxtUMmVkrkQM6bxVvhGUwgwfGKPVi/jRci3W6OpQVTNoIhp6gH2h/HxhDwmvDZgMQVjIeZqZRbSjlq31slztbJa0O7G9mnKrexHkKPVaVTaxT3j6TcLQ8u9WbFOZuKSqZCq1myvv/APQJu4HM1Qr8o/gDRuPoCExaGQJmtmj3pZiAg7UwUstKF+YxEk5Fu7WbID1qKZF+exeER4oVlj8rXBK7X/FNKy45jY1hdq5lelHmZltCS8zBxkO0vNFvsWxVLFvHTQkk3Oo0AVTN1DES8hMfhR/iTz1eICGoCAgIDzCA8ggPt8SDHHtEptEZS0gpLSjOm1iEq7WSlFU00VZJ+3g2LFJ6/USSKUyyoGUEpQATaAAcbpZO7S8enac3Y2s+37EtUVckJJ269ZRhX1dOVi0AQXXY1eAeO5Z8oGhE2zMxRMU6iYGyvuTyhDyFZfbxLfUJvHlelGqzR+bEmN4ycYVm4OWqxSKt0rtM2mRXZ9Mv9NHIN3BBEjgo+olK1f6fVrzXVnDd2rAXCvxFmhVXTQwnauVIqbZvmB3DY4iKZxTExBHUBDhrHR7VuxYMW6LNiyaIJNmjJm2TKi2aNGyBE0GzVsgQpE0yFKUhCgABoHGxnww9uEUrlXcRA2edslkrFZEZF7EWzMTerwOPaW+TbpHTYSRoCNczUgdYxSMYtw3cLCRMxjBtq2zBJFmV8GYTx5jR/LJiYUJKWq9bYR0y/bdMpVAavJVJY6IGDUEhKA8v75a7LXajLX+wQNbnJmDosC5imU3cZaMjXLyOrEQ+nX0ZCMpGdeIkbIrPHCDZM6oGUOUoCPCGFt2fg4TGHclOqzF3BnXpPexU7Ki+rcuq8QZyrCfpOBrLWnySjhgsmYiTw6qCiYlVKQ3IOJN4llw0jgRPMit0e1vG43OUvkiwrFVuk7SI+alZ6SoOOimVszmtryDUjdks1PGOGqxHKgqmKT8DfIq9Gp62QmjA0U1vitYgz3RvFnKqmeNQtJmAzqDAybhQookXBMSqGDTQR4sFxt0zG1uo1SElLLZ7DMvEWMRAwMGzWlJeZlHrk5EGjCMYNjrqqnHokImIiOgcZ88R3H0FLxe2DCmbr5mc9zcoLJM5R0tEydDwrVEHC5SAaxW1sknNuGoABm0e1W6YEEyJT+QmPwo/xJ55Avu5Tcbd2lFxbj2OB3JP1QKvLzco46ScLUqlDiom4sNvsr8CtmDFIQOsqbUxiJEUUJC+J94itQnMdeHnjOSXb7JNnco6cptMmQbOQIsW0W5MyTcH9NmnbJJebkyJJmtLpIjJsYsQ0AFGUXHNGkewj2rZgwjmDdJoyYs2qJUGrNm0QImg1aNkEgImmQpSEIUCgAAGnqLUeYPxCP8AgDUeKvgDbpXDZ08RXcUilWtu+C6+xXsshX3NjXWh4vJd2r8eJ3a8Q2kyGJFRggRWaepGKAkaoul0rLvT3kzxs3+JfuINJ2jK2SbE/TsxcTp3M4SU/R6fKKdYm5sr9RYUp6aQN0HAEBky6tgmIudA9jXm5NNejyezzfuTAGoiIaaAOmv4tfWAeGGyLC2WKhAbenOQNpNfNV5PEuPLDLfJmWYDGr68JGtUzBu7AKkk7sjsyZwXKZuVQpUugBCjxoHsj64j6/sjyj+51HX+IBER09gA5x4q2DK3IVuSPhLDWMMVIFi0ZUJONuORpaRvb+FtRzmdprvkW9vj10vQ24AVo5TAQUV1ANvO3iLSSSYYSwxjrGKabaWkZxoRaoVWMhnnoUrMIt5R8xF40U6hRZNNQyPR6RCadEv4FVlVk0kUSGWWVVOVNNJFMoqHVVUOYgJokIURMcRAAABEeTid8Jzw07M8rWy3Hsy0Nvw3oR6blapWKLZyPRWoNVepKNE5ysA/ZqpM2KTgFLbINxP0k4Zou5cUnbLtuqSdXx9T0zOHT10ok6tF2tkgCPy9ertMgk3UnbXPrIAK6olKkkkRJu3Ii2QRRJ5CY/Cj/EnnqyAn9ydpmJS83hGTVx1hXHTJhP5RuaMY3cGWmE4p9JxMfXqkSQRKzPLSTls09KU6pIVVCnIVXNuxTwWKtK7dpB0jGVWdy5mFsxnJ9dGOZSDqZiZS0WjBbeyV56lIJGbuoyJcsCG6SIPF1U1OhF7HNyXhzYijszz2bKxtnSoddzPZMYyVUzNbMhQFEj/pHb5yHzBWZOqJO5Uf6dil6O5SUSdt3ijfTrV3LpZFu2boqruHDhQiLdBBEhjrLLqqGKmkikmUTGMYQACgIiOnDWC307movDnhM7Kpl+9xpjlaDybYk91uRoN4rDOrJINsbUyyuUIm1SRFxO5diiDaqtyNWgldSbtYoMq3vMqxYWp14GsBTqlgvcAx6uMgIwEYms1eJ/VFGQzIhGrRNqyb9Y2bJ/mE6RCBqG/eNo8JHQOzzBUFiL9QScvVlYfKE04ta9ijp+x3d+EzItCpTL2rOXDOPTSIZm3WSKoc6gGH9wlm/ddlFjiHFq1qh6SnbJCvXGzIGtE+2kncRFBGUeu2eb6x42h3JwUFsCJASHpnKIlAeXfhWNeXmw5uRMGmo6cv6mg5dOP7eFZ/qa3I/wDk3x/bwrP9TW5H/wAm+P7eFZ/qa3I/+TfH9vCs/wBTW5L/AMm+IqfhnJXsPORcfMxL0iayRXkZKNk3rB0VJwmi4TK4arEOBTkKcAHQwAOofuIS27lrZKO7fdSSwY1w1QWbOeyhfVIloqs4esId3IRjKFrCDwqbVeYkXDVgk5XImBzqD0OHebtk/gtVWZ212J2Q2MbHlrJf0dnbHCEbpJDNspm23nD0ddYx8+RXOR7DRh45HX0cHC6iJ1VL1t/8X3w7cgbes8wdbYXamsMEWes3eBttfnmCy9fbLt5+2qxjZs8eMVkCzUZYJlmLkq7Zdu0XZLApnPcVlLDOMMOUOp5uc4nxXGUO0WCyz748NW4m1WdteDTRUkQew8ZcoIrd22SaJPzquDejIFIQBy7utyAk1lnFPi04jHFLVdGauMiZUsYqx9GpiCiZVFk20hJf079dMpjNYtu5caaJCHGVvFD8UffHUrZ4lO4Cxz542JmMXZxsjXbrj5QDQbeEritdxXNVaNsc5Dtgap/JrldCIrZGzBBQgqviqXewbd85OdxmaVqxY22MqFVcWZTh4w92GFdGq7m7zGQKnRoyMqITZkAeHbrOHfU9ME0RNyhtS3NZxGuDlXNOM/ptbfojDqV+uAvIWKaSjSxcOo/kzskQhm7bpAZdQx1OkbUNeiH7mG+1rYB/othfj+Mf5R/crOXa6TVs3RVXXcOFiN0G6KRBOsusuoJSopIpgJjHEQApQEfx8BmORkrJJVEm8nKG6FqpZLXHMrPEY/2+TT+0Yfr6Us1POxkiypydUrUaDBqqoipCsTIJLkTAqpbtgDw29t01vkvuNZNrF5DzBGp2WWwTASJXJCPoqtI48YStmyBodu7ZDJlcxEUV2gJ2asmiAjxA4P307bahhypXuXjqJXL7iJ3ZHD2lZJkpxtCsGGSa5fpwfR6q8dORbunyLhBeHXTA66CqB1VGwGDTQxdQEBASiA+uA8oCUfWHmEOMf+F/hLMEXh3IG5JpFK7os2OhmFmmEcAW1+MIWHdlq8bN2Zu8vTMXbqTCObKSSVfa9UiQ4ySZi0fbNgbetVW8ZAt05O8XRzhTcYW0ZTyG9aNk7JkC2OyYbOdaRlXCAFbIdMyEcxTRaIAVJEgcbD9m3hrWNnk2Fy/uQq9P3B5au+M7JFVhfG0qMWQ0Fi1taHFWsYTzsXbsziSdxqSTI7EhSJuAVExfITH4Uf4k89V5n3TZbfFaUTC9HlbfJtgcpNXdgkEAI0rlRiVVk1SDOXGxumkWyL0TiZ07IHRHjMO9ffeU2WsPYjfhkjJ9Usb2YkarO2i0uplDBmBYqPeyTlzG4rqKLBy7LGnXWbLRkCViuRdN44ODKKiWLWMjI5o1jo+PjWyLJlHR7JIiDNkxaNiooNWbRBIqaaSZSkIQAKAAAacVDxVLG4yaXPdTmabaVqInI0WRwvaLlQar9EKncbHWbFQZyzmskGwaRyzVdlMMiNXsOycIkTVTMZSxU+zxyMvW7XAy9asMS5MsRCUg52PcRctHLnbKpOCIvmDpRMwpnKcCmHoiA6DwAD4f+IgLoI6DM5KEwDyAGpvp2YB1APZ/H6/H9gDEX/fGSv8AXni8r7Q9vdOwarkxOvo3xWqurK6UsiVUPLqV5N8awT0yBSRZ512ZLq+r7Qfpa68n4Udvm6WsT9txihdIC/pxNct09S3/ANJa20l2MS6NL114yfqNkW864AyInFI4mAwhqUogAmwblQo+x/vB5WHT2AAfl/m4/wBh2VPvBZV+f+P9h2VPvBZV+f8Aj/YdlT7wWVfn/gRDBuVRHQdADcFlXUR9j/P/ABC1iJRWQiK7DRUFFJLrqOVEo6IYox7JI7hUTLLqJtW5AMcwiYw8ojr+HOu7TJhjHqWFKK9sh40h+rWsdkfO2VfotPaKmEE0ZC63iYjohuc/5pV3pBEQ9fI+7PfrIvc2YqwynHZIzTHWR04CtzkpOOZtpgzBETERyjNtA48ReRb178mNyJsV4uCctlCH9LWEY2FhY2OhYWGYMomHiYpm2jouKi45um0jo2NYNE0WjFgxaIkSRRSIVNJMoFKAAABxtKXhiVct0W23TgXRSMCIC1KxqWRJEKl9KBa/9sHYkSUe/JvpeqYFFfqOTrONk9AdRM/Czc/jJbLdnYWQsYWVRsGY7FMZJegc0Y0ZkPHkRsaZY8Futcpx/UEVUUMTUK7j3drhis5tpNSswXKt1+0up5s0h7MWLkIQku1NX5eHcC6CKlHCP56hygRU3II6Dx/YAxF/3xkr/Xngf/6/8RjyDyBM5KAR5OYB+nQaCPFIwzh6oR9CxdjevtavR6dFKPVY2vQDETeiRjJSRdvnxkEOmbQVlVFB15R/DmjcTfm088ouCcWX7L9zZ1ZkzkrK6quOavKW6eb1+PkZCJYPppaLiFStUVnTZJVYSlMqmAiYNP1ab3jAOghriPEXIGgal1HcDqOggP8AHwJQxnveLr64YjxFqHtabgRHiP8AEAxVC5NjMJNbxtbsikRdq9ARORQj8MQ2PI+2FLBRFtsEGd05Wqjn0EvyqBVinTFQyWpgLoOMt73OI8uIsQ+uIj//ACB46IYz3vF105QxHiLUA11Hm3AiPNxi/d3hGNvERi/LhLepVo7I8REQVybFpV9tOO5cszEwU/aItqJ56oujN+qfOAUamTOYSmMYhfwb0dwDs0d6VR8BXdnWm0xETM7DyN9vDMmPccxEvHQCzaUNETV8tcczdLEWQI2QXMsqqkkmooW+bQNrkmFHh90+LUsVbn80NUJMtiw5tYSyHR7blqaqMyyetGkdZLVGVskGg1cAZKbCQNGGMik6WXSqm3jbHjyNoVBqzJJNy7BNq6t12m+iJpK6ZCs4NkHlrt0yuc51nK+hESiVBsmg1SRQSlp+ixQQp8/7ecV5zusc1Yw8bEBe387kDGU5JxLWHi4wDfSJvi9tJSK7ozt28mnj1wosIKlTT2P2WzzMrYrLY9oG2qdsNhnZB3LTk7OS+F6XIS0zMysgq4fScrJv3Ci7hwuc6yyxzHOYxhERtWc9wmz7HGT8tXUYw1rvE9JXhCWmzwkQwgYozlOItkfHF9Dh41BAvVok1IkXUNdeP7AGIv8AvjJX+vPFIzRhvZXjGh5OxtYGtmo9xipO+rydenWRD+iyjJKSuD2OO4RFQej1qKhA15tebyEx+FH+JPPVe1jAESuzSjcwZ9l7xa+pnHjKYVY4ip7hGDi3EM1cpNpisSUvfzO1/SyKJJP4pmomAKkAxWeSYw4vLFn/AHBZcu1scrxUY2cxxqZIR+KIKtN5Ro3JKykGzj6KMigm7UU9GeyzwEgIVQel+8td1EhhpznRFzlemYuLR2t/QxusClvjLPJBMhYV6fdynCPLWhKLYGWqvW9LrCAQdeTw0Zwfb3cxwfybcB4/u0Zv73Mf/wAN3H92jN/e5j/+G7j+7Rm/vcx//Ddx/dozf3uY/wD4b+KjbyMjRxLXVq9ZiMRcFd+hFn4hpKgzF0VJArkzUHXQFQCEA/R6Wga6B+DbdiqBfAypuX9xay99SSM/RcSqeO6ZITlaillWr1Bo4iRlpIXarZyi4Io5aNligRRApuLDlGOU9KsmdNxuRZqzuFoyMQdNEaA2hqBAQaEq2QJKyMM2aw6z5JFyocjZ3JOxRKQFTidw5crpNmzZFVw5cLHImig3RTMoussocQIRJNIoiYR5AANR5OCEx5PLI4qyXm7DG0nCNgShmdpJF4tjbVE0RW+EjoNrXXdkiJuxzU1bSt3LkzhJlIg09NFBBJQtbpdRho6uVOoQMRV6vXodsmyiYKu1+PbxMJDRbNLRJpHRkY0SQQSL+amkQpQ5A/d2/GmRa1D3OgX+tTdNu9QsLJKSgbTU7LGuYewV6aj1wMi9ipiLeKt3CRwEqiShijqAjx/d07Tv6o63/wBXHj+7p2nf1R1v/qwcRG3XEuG8f48wUfJmyqMVxPVa+0iKOtHXivYpdXBkpBNSkai3si0w5F4UADrhWOI8phHj+7o2nc4//lHW/WHT/wB24/u6dp39Udb/AOrcVzDeB8c1LE2Kqh8r/RbH9Fh2sBVoD5fnZOzzfyXEsiEbNRlbFNO3q/RAOscOFDjymEfw4627RE36FZN0OaIlrJxLK0t4qTk8c4oa/TKxC8rXoqz2y1cluWr5HJiqIJM3x2RjmMY6ZDZC3UTseo3tO8bI5VYdydU/RdYnwi6sFNqgFRRsEjHiVS8y9oVKoZjHvtTiRXrUSNzgJddNRAP8Ic2uvLxmDGGAn8lbHlvy5iPafQVFnru1QzOfpMDVcX2h7CJVdeynbUpnd2krKroskRWIU7pdVuVyZYo4jwjUVJBWqYcxjQsVVhWXehJSqtex5VYqowqknIlbMyv5A8bDpissCKXWqCJugXXoh5FY/Cj/ABJ56r21boqpS4WVh9vuTrBVMsW1Bkma3V2o5cawMXTll3hWArHo/wBOodNm5Id2mRKUlWQERU65RRKu7R91+fmGB8n4Gs9xcRUtlyQcp0+90S8W6Xs8ESh2BBJ8m2WqfyiLB3EugRUSKVJw3MskooVtLvqHnJTdRkga85k6ljvBMNLzEfMSRySqMQxseSZOMYUWoMlJWOIm+Ezl3KNWjgjhJg5ASlM8zNvy2l0va07tkjHWLB6NTn5YH16xfPtXDuOkbRjWyylit1Cko4qKRiryT1srMoPCLJx7JMpDLgIgIagA6DyCHth+7CNskHD2GOBYjgGE5GMpZkDhIDlSXBq/QcIAsmVQwFN0ekAGHQeXjQMWY5APqRWfmzj/AGW45/8ABFZ+bOP9luOf/BFZ+bOP9luOf/BFZ+bOBAcWY4EB5BAaRWRAfbD5M4KmimRJMhCJkTTIUiZCJlAhCEIUAKUhCgAAABoAfh2tbiK/SXkwywxmCxVC+3Vm5eKkplXylBsW8GnKxiToWqcRPXCvNm3p52xuoembN+uIZ0mmq5207mNw1D29ZHxbmK9zCTXJUm5jGl5rWR3JLJEWCrPSxZ2KyUa7K6YPWoKquW6rYiqgEScodNbwp/CfsdqdYRtSS7Xft4gsDX7DH1fEWHSyD9pJUjE60g8qClgnsmGhlY9J8Zb0SXZuDosknbI0g8ZVlKz2McFbcsLZj3BsMVyeaMlxkItATlEr92r2OWt5vztSFgnUlMSzQoLFV9HaOl3AIgQCmKQcH+H1t4JYt22R8nR0nYcjX/bg4r2RcWbeqm3iweRVjyTcIqUVhFGDx0qgR96G5VGIRdImW6Thw1ZuP3mH+1rYD/othfj+M38o/uDCGoaBrqHOH4+Xk5OME7cWp3RYLbVgf5bcou4RizE16zrNIWCffR02g6XfTEOvTKdWUSpLpolZvWzoEym60xzbSKzW73U5uxYxQyxT8iQjCcj15ek2h5m/JFvZQVljvSAdRMi5q9kYP0U1iF61q7TUJqQwCNtpdIuFcyVvUukFLQWLsUVqWhJxzjOYk4MriJypmFAoyCNarNeLJtH7KLeIg+sKhkkW6QNTOXjVfxV98tMdOrBbI19P7Xq3lIzuYv0hZrdIkm5zdBa4ycaryLKalWp1U6y7fOPlByEg7lDNy9OMeGDXk5A5Ob+Tk8jMfhR/iTz1XaMb5JqVevdAu8HI1m4062RTOcrllr8s3UayMRMxEgg4ZP2DtBQSnTOUQHXUNBAOLZeGUfuMxw3tU7ITxKNjnLFfi6JVjSK5nKsTUoufx1ZpWKgm6xzejtVHy5WyYgmmJUikIVhlOl4Wn8v5Mg3j91V7fuKtp8nkqpJCNRjVEYekpxldxko4aFIqs0fPIR3Js3Dg50XJOikVMdRERHQREREeXQA5OQNA5Py+obthHN1FruS8TZJgnNbvFHtDUXcROxS50nCZFAIZNw0esXzZF00dt1EXbF4gk4bqpLpJnB/Otw3SxEY8nHUshTo/NsWrW4xi4fneJVli6lseylvUhGTc4NUlHMq4khQKAqO1FtVhZ4Y2p4dqGGMdtXCD1zD1ds5Ufz8sjHsYobDbrLLOZKyXCyuGEckmtIybp28WAgdNQR5eLpuFvVazfRMk5Ls8/dslPMYZikGUVerhZpVWXlrDJxF7h7+2hXCrhYxCN4YYxiRM2gIdIANxNVXZ9gGo4eZ2cyI2qcZu5+z3m1JtXsjIsG1myBdJax3WeYxTqUWBm3cvzt2iZ+gkQhSlAP3gQ5OX2eb+MA014aeIy03fweOY9rbdvVn/AFSucHv7S9OXBsVSo5dl9NU8rwCJTWU9RMcqgRYA1BwBRKqJBMf2xEefXnH+L9xp7X+AdeMk7982Y3nNwmY8jpRZDVXOc6yyBhumrQzKBjY55SscvoJBmzXZsYAhEE368k2bC4XMikQ5wMWdv0RUc44TTsK6r15RMLZYbQmPWcg5cOXDt3BwNwqF4dwCDgzoSlYs3aMY1SIVNs2RIAlFxkauYSl85XkDkGCnNzc9H5bZ1IhRbnEa7UDV+Aoab4VmpTlfO4p3Io9I5EnCaRzkMOoiYR01ER9gNA0DQAANA5gDTUR8jsfhR/iTz+FrH4Uf4k8/hax+FH+JPP4WsfhR/iTz+FrH4Uf4k84//9k=" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Pythagorean theorem\n", + "\n", + "![Pythagorean-Theorem.jpeg](attachment:Pythagorean-Theorem.jpeg)\n", + "\n", + "Refresher video: https://www.youtube.com/watch?v=uthjpYKD7Ng\n", + "\n", + "Hint: read [math](https://docs.python.org/2/library/math.html) module documentation and look for a function that computes square root of a number.\n", + "\n", + "Given:\n", + " * a = 5\n", + " * b = 12\n", + " \n", + "**Task:** compute length of hypotenuse c" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "# your solution here" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Proportion\n", + "\n", + "According to [studies](https://www.freecodecamp.org/news/2-out-of-3-developers-are-self-taught-and-other-insights-from-stack-overflow-s-2016-survey-of-50-8cf0ee5d4c21/):\n", + " * 26% of developers are using Macs\n", + " * 50% of developers have more than 5 years of experience\n", + " \n", + "In a group of 30 developers how many of them are using Macs and have > 5 years of experience?\n", + "\n", + "Hint:\n", + " * Round down and make it integer" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# your solution here" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.16" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": { + "height": "calc(100% - 180px)", + "left": "10px", + "top": "150px", + "width": "688px" + }, + "toc_section_display": true, + "toc_window_display": false + }, + "varInspector": { + "cols": { + "lenName": 16, + "lenType": 16, + "lenVar": 40 + }, + "kernels_config": { + "python": { + "delete_cmd_postfix": "", + "delete_cmd_prefix": "del ", + "library": "var_list.py", + "varRefreshCmd": "print(var_dic_list())" + }, + "r": { + "delete_cmd_postfix": ") ", + "delete_cmd_prefix": "rm(", + "library": "var_list.r", + "varRefreshCmd": "cat(var_dic_list()) " + } + }, + "types_to_exclude": [ + "module", + "function", + "builtin_function_or_method", + "instance", + "_Feature" + ], + "window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/HW/3_HW_Strings.ipynb b/HW/3_HW_Strings.ipynb new file mode 100644 index 0000000..5e68e9f --- /dev/null +++ b/HW/3_HW_Strings.ipynb @@ -0,0 +1,194 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# HW: Strings \n", + "\n", + "Find solutions to **all** problems.\n", + "\n", + "## Middle three\n", + "\n", + "Given a string of odd length, return a string made of the middle three chars. Your solution must be universal, e.g. work for a different `string` too.\n", + "\n", + "Hints:\n", + " * len() for string length\n", + " * use slicing" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "string = \"One doesn't discover new lands without losing sight of the shore.\"\n", + "\n", + "# your code here\n", + "# expected result: 'wit'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Occurrences\n", + "\n", + "Find the number of occurrences of a substring in given string ignoring the case. Your solution must work for an arbitrary `string`." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "string = 'There is one rule for the industrialist and that is: Make the best quality of goods possible at the lowest cost possible, paying the highest wage possible.'\n", + "substring = 'The'\n", + "\n", + "# your code here\n", + "# expected result: 5" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Chaining\n", + "\n", + "Using [string method](https://docs.python.org/2/library/stdtypes.html#string-methods) chaining convert given string to another string.\n", + "\n", + "Example:\n", + " * Given: `*****===As to diseases make a habit of seventy four things - to help, or at least, to do no harm.===******`\n", + " * Convert to: `As to diseases make a habit of two things - to help, or at least, to do no harm.`\n", + " * Your answer: `s.strip('*=').replace('seventy four', 'two')`\n", + " \n", + "Rules and hints:\n", + " * Look thru string methods and find suitable for this task\n", + " * You are allowed to use chaining string methods only" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "s = 'The Earth Is The Cradle Of The Mind But One Cannot Eternally Live In A CradleTTTTTTT'\n", + "\n", + "# Result must be exactly this:\n", + "# The Earth is the cradle of the mind, but one cannot eternally live in a cradle\n", + "#\n", + "# your code here" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Formatting\n", + "\n", + "Create a template string for calling `string.format()` method to produce required output.\n", + "\n", + "Example:\n", + " * Input: `s.format(2, 2, 1)`\n", + " * Expected output: `2 + 2 = { 100% }`\n", + " * Your answer: `'{} + {} = {{ {:.0%} }}'.format(2, 2, 1)`\n", + " \n", + "Hint:\n", + " * [Docs](https://docs.python.org/2/library/string.html#formatstrings)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\"Think of a number between XXX and XXX. Multiply it by XXX and subtract XXX. Now XXX your eyes. It's dark isn't it?\"" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Replace XXX with correct “replacement fields”\n", + "template = \"Think of a number between XXX and XXX. Multiply it by XXX and subtract XXX. Now XXX your eyes. It's dark isn't it?\"\n", + " \n", + "# Don't change anything in this line\n", + "template.format(1, 10, 9, action='close')\n", + "\n", + "# Expected exact output:\n", + "# Think of a number between 1 and 10. Multiply it by 9 and subtract 1. Now close your eyes. It's dark isn't it?" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.16" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": false + }, + "varInspector": { + "cols": { + "lenName": 16, + "lenType": 16, + "lenVar": 40 + }, + "kernels_config": { + "python": { + "delete_cmd_postfix": "", + "delete_cmd_prefix": "del ", + "library": "var_list.py", + "varRefreshCmd": "print(var_dic_list())" + }, + "r": { + "delete_cmd_postfix": ") ", + "delete_cmd_prefix": "rm(", + "library": "var_list.r", + "varRefreshCmd": "cat(var_dic_list()) " + } + }, + "types_to_exclude": [ + "module", + "function", + "builtin_function_or_method", + "instance", + "_Feature" + ], + "window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/HW/4_HW_Ifs_And_Loops.ipynb b/HW/4_HW_Ifs_And_Loops.ipynb new file mode 100644 index 0000000..5f788b0 --- /dev/null +++ b/HW/4_HW_Ifs_And_Loops.ipynb @@ -0,0 +1,259 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# HW: IF, FOR and WHILE\n", + "## Cycle\n", + "\n", + "Using a `for` loop, for each number from 10 up to 20 (excluding 20), print \"X is even\" or \"X is odd\".\n", + "\n", + "Example output (50 to 55):\n", + "```\n", + "50 is even\n", + "51 is odd\n", + "52 is even\n", + "53 is odd\n", + "54 is even\n", + "```\n", + "\n", + "Hint:\n", + " * Use modulo `%` operator to get the remainder of division\n", + " * You might want to use ternary if to make your code slightly shorter" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# your solution here" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Cycle while forever\n", + "\n", + "Implement algorithm from the previous exercise but this time use inifinite `while True` loop.\n", + "\n", + "* initialize variable `i` with `10`. It's your iteration counter.\n", + "* create a `while True` loop\n", + "* make a condition that prints \"X is even\" or \"X is odd\"\n", + "* check the iteration counter value and `break` if iteration ending condition is reached\n", + "\n", + "Hints:\n", + " * without exit condition `while True` will iterate forever -- press **Stop** button in toolbar or select **Kernel > Interrupt**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#i = starting_number\n", + "#while True:\n", + "# pass" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## $\\pi$ with Monte Carlo method\n", + "\n", + "In this exercise we will prove that $\\pi$=3.14 using random sampling method called [Monte Carlo method](https://en.wikipedia.org/wiki/Monte_Carlo_method).\n", + "\n", + "Read [this article](https://academo.org/demos/estimating-pi-monte-carlo/) and play with animation to get the idea of what we're going to build.\n", + "\n", + "For this task we will need `random.random()` ([docs](https://docs.python.org/2/library/random.html#random.random)):\n", + "> Return the next random floating point number in the range [0.0, 1.0).\n", + "\n", + "Step-by-step guide:\n", + " * create variable `inner`, initialize it to 0\n", + " * create variable `iterations`, initialize with 1000\n", + " * generate a random number using `random.random()`, save it to variable `x`\n", + " * generate a random number using `random.random()`, save it to variable `y`\n", + " * calculate `r` using formula $r = \\sqrt{x^2 + y^2}$\n", + " * if `r` is less or equal to 1, increment `inner`\n", + " * when loop is finished, calculate $4 \\cdot \\frac{inner}{iterations}$\n", + " * set `iterations` to 1 million ($10^6$), run your code one more time\n", + " * print the result rounded to 2 digits after decimal point, see [round()](https://docs.python.org/2/library/functions.html#round)\n", + " \n", + "Hints:\n", + " * if devision results to 0, recall that in Python 2 to get the float result of division at least one of the arguments must be of type float" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "import random, math\n", + "\n", + "inner = 0\n", + "iterations = 10 ** 3\n", + "\n", + "for i in range(iterations):\n", + " # your code here\n", + " pass" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## $\\pi$ with Leibniz formula\n", + "\n", + "[Leibniz formula](https://en.wikipedia.org/wiki/Leibniz_formula_for_%CF%80) is a good way to approximate PI value for a particular precision:\n", + "\n", + "${\\frac {\\pi }{4}} = 1\\,-\\,{\\frac {1}{3}}\\,+\\,{\\frac {1}{5}}\\,-\\,{\\frac {1}{7}}\\,+\\,{\\frac {1}{9}}\\,-\\,\\cdots$\n", + "\n", + "Look attentively at this formula and notice some patterns:\n", + " * Odd quantites are negative (assuming that 1st element has index 0 thus it's even)\n", + " * Each element of the sum is a fraction $\\frac{1}{?}$ where $?$ is an odd number 1, 3, 5, 7, 9, ...\n", + "\n", + "Because Leibniz formula is an infinite [series](https://en.wikipedia.org/wiki/Series_(mathematics)) of quantities, condition for loop definition must be choosen wisely and it's better to use `while` loop for this purpose.\n", + "\n", + "Step-by-step solution:\n", + "\n", + "* create variable `acc` for accumulating formula result, innitialize with zero\n", + "* create variable `i` holding the current iteration counter, innitialize with zero\n", + "* create variable `x` to store current element of the sum, innitialize with `1`\n", + "* define `epsilon` variable to control the precision and loop exit condition, set it to `0.01`\n", + "* arrange a `while` loop testing if absolute value of `x` is greater then `epsilon`\n", + "* inside the loop:\n", + " * calculate new `x`: $x = \\frac{1}{2 \\cdot (i + 1) - 1} = \\frac{1}{2 \\cdot i + 1}$\n", + " * if `i` is an odd number then make `x` negative\n", + " * add `x` to `acc`\n", + " * increment `i`\n", + "* print `4 * acc` on exit the loop\n", + "\n", + "Hints:\n", + " * Remember about floats and integers in divisions (convert argument(s) to float)\n", + " * Use modulo `%` operator to check for odd or even number\n", + " * Be careful not to make an infinite loop. If you notice that your notebook became unresponsive, interrupt or restart the kernel.\n", + " \n", + "Solution is partially given to you. Uncomment commented lines and fill them with your own code.\n", + "\n", + "When you are done experiment with different values for `epsilon` (`0.01`, `0.001`, `0.0001` and so on) to get better approximation for PI." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0\n" + ] + } + ], + "source": [ + "acc = 0\n", + "i = 0\n", + "x = 1\n", + "epsilon = 0.001\n", + "\n", + "while abs(x) > epsilon:\n", + " # x = ...\n", + " # if i ...:\n", + " # x = ...\n", + "\n", + " acc += x\n", + " i += 1\n", + " \n", + "print acc * 4" + ] + }, + { + "attachments": { + "pi-converge.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Additional reading: [Google employee calculates pi to record 31 trillion digits](https://www.theverge.com/2019/3/14/18265358/pi-calculation-record-31-trillion-google)\n", + "\n", + "For curious:\n", + "\n", + "Look how fast Leibniz series converge to $\\pi$:\n", + "\n", + "![pi-converge.png](attachment:pi-converge.png)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.16" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": true, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": true + }, + "varInspector": { + "cols": { + "lenName": 16, + "lenType": 16, + "lenVar": 40 + }, + "kernels_config": { + "python": { + "delete_cmd_postfix": "", + "delete_cmd_prefix": "del ", + "library": "var_list.py", + "varRefreshCmd": "print(var_dic_list())" + }, + "r": { + "delete_cmd_postfix": ") ", + "delete_cmd_prefix": "rm(", + "library": "var_list.r", + "varRefreshCmd": "cat(var_dic_list()) " + } + }, + "types_to_exclude": [ + "module", + "function", + "builtin_function_or_method", + "instance", + "_Feature" + ], + "window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/HW/5_HW_Lists.ipynb b/HW/5_HW_Lists.ipynb new file mode 100644 index 0000000..ca7fb89 --- /dev/null +++ b/HW/5_HW_Lists.ipynb @@ -0,0 +1,322 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# HW: Lists\n", + "## Divide and conquer\n", + "\n", + "Given input string of combination of regular and capitalized words, put them into two separate lists.\n", + "\n", + "Example:\n", + " * Given: `\"London is the capital of Great Britain\"`\n", + " * Result:\n", + " * List 1: `[\"London\", \"Great\", \"Britain\"]`\n", + " * List 2: `[\"is\", \"the\", \"capital\", \"of\"]`\n", + " \n", + "Order of elements does not matter. You can leave punctuation untouched because it has no effect on result.\n", + "\n", + "Hits:\n", + " * use `str.split()`\n", + " * use `for` loop to iterate the list" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "given = \"If the radiance of a thousand suns were to burst at once into the sky, that would be like the splendor of the Mighty One... I am become Death, the Shatterer of Worlds.\"\n", + "capitalized_words = []\n", + "regular_words = []\n", + "\n", + "# your solution here" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Mean, Median, Mode and Range\n", + "\n", + "Given a list of salaries, compute mean, median, mode and salary range.\n", + "\n", + "Hints:\n", + " * No hints, conduct your own research please" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "salaries = [1000, 1250, 1000, 2400, 3000, 1115, 905, 1000, 999, 905, 3050, 1000, 815, 678, 1010]\n", + "\n", + "# your code here" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Loop to list comprehension\n", + "\n", + "Convert the code below to list comprehension." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\"alice: have I GONE MAD? the mad hatter: I'M AFRAID SO, BUT LET ME TELL YOU SOMETHING, THE BEST PEOPLE USUALLY ARE.\"" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "quote = \"Alice: Have i gone mad? The Mad Hatter: I'm afraid so, but let me tell you something, the best people usually are.\"\n", + "\n", + "result = []\n", + "for word in quote.split():\n", + " if word.istitle():\n", + " result.append(word.lower())\n", + " else:\n", + " result.append(word.upper())\n", + " \n", + "' '.join(result)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Hints:\n", + " * Use \"ternary if\"" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\"alice: have I GONE MAD? the mad hatter: I'M AFRAID SO, BUT LET ME TELL YOU SOMETHING, THE BEST PEOPLE USUALLY ARE.\"" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "quote = \"Alice: Have i gone mad? The Mad Hatter: I'm afraid so, but let me tell you something, the best people usually are.\"\n", + "\n", + "# result = [your list comprehension inside these brackets]\n", + "\n", + "' '.join(result)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Flatten list\n", + "\n", + "Given list of lists:\n", + "```\n", + "[['Winnie-the-Pooh', 'Eeyore', 'Piglet', 'Kanga'], ['Karlsson', 'Lillebror'], ['Moomintroll', 'Snufkin', 'Hemulen'], []]\n", + "```\n", + "\n", + "Result is one-dimensional list:\n", + "```\n", + "['Winnie-the-Pooh', 'Eeyore', 'Piglet', 'Kanga', 'Karlsson', 'Lillebror', 'Moomintroll', 'Snufkin', 'Hemulen']\n", + "```\n", + "\n", + "Please keep the order of elements.\n", + "\n", + "\n", + "While it's no required, but you can chose to use list comprehensions for this task." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "t = [\n", + " ['Winnie-the-Pooh', 'Eeyore', 'Piglet', 'Kanga'],\n", + " ['Karlsson', 'Lillebror'],\n", + " ['Moomintroll', 'Snufkin', 'Hemulen'],\n", + " []\n", + "]\n", + "\n", + "# your code here" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Numeric sequence\n", + "\n", + "Generate this sequence of numbers for any given `n`:\n", + "\n", + "```\n", + "[1, 2, 2, 3, 3, 3, 4, 4, 4, 4, ... 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10]\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "n = 10\n", + "# your code here" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Permutations\n", + "\n", + "Given two lists of names and surnames, create a list of tuples with exhaustive list of name-surname pairs.\n", + "\n", + "Example:\n", + " * Given:\n", + " * Names: `['Engelbert', 'Arnold', 'George']`\n", + " * Surnames: `['Humperdinck', 'Dorsey']`\n", + " * Result:\n", + " \n", + "```\n", + "[('Engelbert', 'Humperdinck'),\n", + " ('Engelbert', 'Dorsey'),\n", + " ('Arnold', 'Humperdinck'),\n", + " ('Arnold', 'Dorsey'),\n", + " ('George', 'Humperdinck'),\n", + " ('George', 'Dorsey')]\n", + "```\n", + " \n", + "Try to use list comprehensions for this task." + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "names = ['Michael', 'La Toya', 'Randy', 'Janet', 'Tito']\n", + "surnames = ['Jackson', 'Johnson', 'Jobs']\n", + "\n", + "# your code here" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Dot product\n", + "\n", + "Compute the **dot product** $a \\cdot b$ of two vectors.\n", + "\n", + "[Examples](https://mathinsight.org/dot_product_examples)\n", + "\n", + "You are not allowed to use any external modules here.\n", + "\n", + "Hints:\n", + " * You might want to use `zip()` or `enumerate()` and a list comprehension" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "a = [1, 2, 3]\n", + "b = [4, -5, 6]\n", + "\n", + "# and the dot product is..." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.16" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": true, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": true + }, + "varInspector": { + "cols": { + "lenName": 16, + "lenType": 16, + "lenVar": 40 + }, + "kernels_config": { + "python": { + "delete_cmd_postfix": "", + "delete_cmd_prefix": "del ", + "library": "var_list.py", + "varRefreshCmd": "print(var_dic_list())" + }, + "r": { + "delete_cmd_postfix": ") ", + "delete_cmd_prefix": "rm(", + "library": "var_list.r", + "varRefreshCmd": "cat(var_dic_list()) " + } + }, + "types_to_exclude": [ + "module", + "function", + "builtin_function_or_method", + "instance", + "_Feature" + ], + "window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Homework_2.ipynb b/HW/Draft_HW_Dicts.ipynb similarity index 69% rename from Homework_2.ipynb rename to HW/Draft_HW_Dicts.ipynb index f9116fa..76820f1 100644 --- a/Homework_2.ipynb +++ b/HW/Draft_HW_Dicts.ipynb @@ -13,72 +13,6 @@ "You are free to use for-loops and if-else conditions or list/dict comprehensions." ] }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Problem: Flatten list" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Given list of lists:\n", - "```\n", - "[['Winnie-the-Pooh', 'Eeyore', 'Piglet', 'Kanga'], ['Karlsson', 'Lillebror'], ['Moomintroll', 'Snufkin', 'Hemulen'], []]\n", - "```\n", - "\n", - "Result is one-dimensional list:\n", - "```\n", - "['Winnie-the-Pooh', 'Eeyore', 'Piglet', 'Kanga', 'Karlsson', 'Lillebror', 'Moomintroll', 'Snufkin', 'Hemulen']\n", - "```\n", - "\n", - "Please keep the order of elements.\n", - "\n", - "*You are my hero if you chose to use list comprehensions for this task.*" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "t = [['Winnie-the-Pooh', 'Eeyore', 'Piglet', 'Kanga'], ['Karlsson', 'Lillebror'], ['Moomintroll', 'Snufkin', 'Hemulen'], []]" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Problem: Numeric sequence\n", - "\n", - "Generate this sequence of numbers for any given `n`:\n", - "\n", - "```\n", - "[1, 2, 2, 3, 3, 3, 4, 4, 4, 4, ... 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10]\n", - "```" - ] - }, - { - "cell_type": "code", - "execution_count": 65, - "metadata": {}, - "outputs": [], - "source": [ - "n = 10\n", - "# your code here" - ] - }, { "cell_type": "markdown", "metadata": { diff --git a/Homework_3.ipynb b/HW/Draft_HW_Functions.ipynb similarity index 100% rename from Homework_3.ipynb rename to HW/Draft_HW_Functions.ipynb diff --git a/Practice.ipynb b/Practice.ipynb index 3855190..49d7ce9 100644 --- a/Practice.ipynb +++ b/Practice.ipynb @@ -7,7 +7,7 @@ }, "source": [ "

Table of Contents

\n", - "
" + "
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" } }, "cell_type": "markdown", @@ -159,9 +159,9 @@ "source": [ "### Exercise: Calculate the area\n", "\n", - "Use Python as a calculator.\n", + "Use Python as a calculator. Calculate the painted area. Result in $m^2$.\n", "\n", - "![trapeze.jpeg](attachment:trapeze.jpeg)" + "![complex_figure.png](attachment:complex_figure.png)" ] }, { @@ -521,10 +521,49 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "# your code here" + ] + }, + { + "attachments": { + "complex_figure_axes.png": { + "image/png": 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qGz0cEut8JfTRdhdssB+TFAQQQACBngWsh4PddPslmoSJlvTxkUce8T5i02faDXw0Zffu3W2bWTAgUvETS9o20RyTX9fChQu9PA2WKNKGUaSnp3urbN+vvvqq99qGZ/j7r6ys9IZv2IojjjhCxcXF3ja1tbWyWTsoCCCAAAIdBboLNvCbu6MR7wZPgIDD4Fmn9J4INqT06afxCCAwAAELOPi9G6yaaHoTWE4FS+g4ceJEnXnmmVHv3WaB8EtvSSbXrFnjb6pZs2a1ve7txWOPPeZtcuihh2rKlCltm1sgwtpmAYjzzz+/bbl1BbY8EVZOOOGEtuV33nlnn2fHaPswLxBAAIEkFSDYkKQnNoGbRcAhgU9eohw6wYZEOVMcJwIIxKOA3YCHD6PYunVrxMO0m/Pf/OY33o27zfQQbe8Gq9Smo/RLU1OT/7LLs63zh2zY7BTRzpphU2r6SSkt8WR4sSSUVqwXw8iRI9tWLVmyxHudnZ3dth/LGWEzcBx55JFt2/ECAQQQSHUBgg2pfgXEZ/sJOMTneUmaoyLYkDSnkoYggMAQCViOgkmTJikvL887AsuzED7EovNh3XjjjV7vhiuuuKJtWELnbXp6b/vxy6ZNm/yXXZ5tusxt27Z5y//jP/4jqiSWtrE/5WbnIIUFEPykmJ1zR9hMGFYsiaUFHSygctNNN8lmrqAggAACCLQKEGzgSohXAQIO8XpmkuC4CDYkwUmkCQggEBcC1svBH05gvQvuv//+LsdlQy9++ctfyqaZtESMp512WpdtwhfYFJQ29MIfrmDrwmelsCEO3ZVVq1bp1ltv9VZ9/OMf1znnnNPdZl2WVVVVtfWKOPjggzv0vHjiiSe87cN7MdgCa6vfo8NyNlhvhy996Uv61Kc+pd6GfHQ5ABYggAACSSpAsCFJT2ySNIuAQ5KcyHhsRvjUlzYbBclq4vEscUwIIJAoAhdffHFbcsY//OEPuv3222W9ECyp4tKlS/W1r33NS654/fXX68ILL4zYrBdeeEGf+9zn9IMf/MC7ifc3njp1qs4++2zv7TPPPCM/EGALbFpK66Hw9a9/XRbcuPzyy719+p/t7XnRokWqq6vzNjv66KPbNregwrPPPuu9X7BggXJyctrW2T5tX1asF8RVV12lT3ziEwylaBPiBQIIICDdddddHaa+TKbf3O4/EVrmZl4udTmN9/znYMCn3Opcskxas06qb51xecB1UkHPAkyL2bMNawYoYEEGCzoQbBggJB9HAAEEnIDlcbChBDanuvUyuPfee72H4dhf+48//nhvKkl/FodIaHbjn5aWpquvvlqdhzB8+ctf1uTJk/W3v/1NNjzjtttuU2FhodfTYMyYMbIZJKxXQ197GLz44ovePi1PxOGHH952eDYzhSWrtOMJX24bWPBh/vz53g9py+tgQRXyNrTR8QIBBBDwBCwgbcWekyXYsHm79GvXme++J6V1bgTfucdK375Mmr6PtbT/5eU3pBvdBEfPvCZ9xeUn/n8uPj9uVP/r45O9C4TcXw5a/3TQ+7ZsgUBMBCwDuUVmLTBBQQABBBDoXcDyJ+zYscNLDGkBBgsE2DSTfSnV1dVteSF6+pxNfWlDIeynQkFBQYekkj19JujlNkOHBSSKioq8oETQ9VMfAgggkCoC/nDn++67L66bvNxNgvRfP5cWupzBbvKitvI1Fxz48qekvca0LerTi6UuJdDX/1da9JY0ZZx027elIxdI6fT575NjXzemh0NfxdgeAQQQQACBIRYYPXq07DGQ4iehjFSH9UYIn7ki0raxWmc9H0pKSmJVPfUigAACCMSRgP0p/LcPSc+7ngjhwQY7xF8+IM2ZJp1zolTQmkc56iPfXS79/F7pXyvdjEyZLqDxeWnBLIINUQMOYEPiOQPA46MIIIAAAggggAACCCCAAALBCFhnvS+cKx0+W67nXsc6G1xvhx/dKb21WmruQx99y9nws3tcj4lXWnM2XOJSFX30kL4HLToeDe+iFSDgEK0U2yGAAAIIIIAAAggggAACCMRUYJbrxXDTVdKZR7X2Rgjf2TsbpPvdxEYbNocvjfz6jVXSc69K28ukeVOli051wzLGRv4Ma4MTIOAQnCU1IYAAAggggAACCCCAAAIIDFBgxhTpVpdj4TfXSkfNdUmEs9orvPMR6a/PuADCzuhmrnjTBRw2l0oTXe6H739Jmrtf194T7bXzKmgBAg5Bi1IfAggggAACCCCAAAIIIIDAgASGF0v/dob0vctdzwTX68EvNXUu+ePP3MwVX5csmBBpCoS/ucDEL91sF+XV0k++Jh1zcNdeE369PMdGgIBDbFypFQEEEEAAAQQQQAABBBBAYIAC0yZKE9zUlenpHSt6aZkLIvxOend9x+X+uz89Ll3/f279RukHX5SOP9z1lMj21/I8WAIEHAZLmv0ggAACCCCAAAIIIIAAAgj0SWDMSOmnV0sXf0wq7DQ7xX1PSz+8TVrbTdBh1ftSqZud4ttuRorTj3Wfze/Tbtk4IIGMgOqhGgQQQAABBBBAAAEEEEAAAQQCF5gw2s1Q4YZQZLi71z8slCrcEAm/3POEGypxkGSBCZsu03o8PPKcdN+TbkjGKdIFLknkyGH+1jwPtgA9HAZbnP0hgAACCCCAAAIIIIAAAgj0SaC4UPquS/r4I5fTYf8pHYdYVNVIjW7azK07pP9y+R2uuUU6+gDp0vPdcIwxfdoNGwcsQA+HgEGpDgEEEEAAAQQQQAABBBBAIHgBSyT5hU9KtQ3Szb+X1m9r3cevH3TLXDLJV1xeh4VLpHOOlq64WJq8V/DHQI19E6CHQ9+82BoBBBBAAAEEEEAAAQQQQGAIBY47RJrmggmhUOtBrFwnXf1L6c/PS0fMka79T2nffYbwANl1mwABhzYKXiCAAAIIIIAAAggggAACCMS7wOzpbgaKS6VDZ3U90iPmuZwNJZGny+z6KZbESoCAQ6xkqRcBBBBAAAEEEEAAAQQQQCAmAkcukC6/QJo5qWP1/+1mrfj0tdJz/2odZtFxLe8GW4CAw2CLsz8EEEAAAQQQQAABBBBAAIEBCViSSJuRYmeF69HgcjvkZLVX99zr0mlfkW5/QNpV1r6cV4MvQMBh8M3ZIwIIIIAAAggggAACCCCAQD8Fmppc0sh7pNv+4oZONEu//74bYvF5NyOFmxrTLw0uIHHtr6SHnpLKKv2lPA+2AAGHwRZnfwgggAACCCCAAAIIIIAAAv0SaHYBhlv+IP2f672wqVT699Ol/aZI554kzdqnY5U1buaKq38hPfKcVFndcR3vBkeAgMPgOLMXBBBAAAEEEEAAAQQQQACBAQi0tEi/cYGGX9wvfeimxLzus9JXPuV6NoxunQLzJ1dKF5wg5ee276S8Svryj6V7H3bDK8rbl/NqcAQIOAyOM3tBAAEEEEAAAQQQQAABBBAYgMDdf5N+/kfpgy3SRSe6x2nSmLBhFDOnSr++Xvqc6/VQnN++Iws6fPUm6abfSZu3ty/nVewFCDjE3pg9IIAAAggggAACCCCAAAIIDEDgJZcI8vY/S2s2SKceLl35OWnqxK4V5udJ33JTZl7gAhKF7rVfLO/DDXdLS5ZJDQ3+Up5jLUDAIdbC1I8AAggggAACCCCAAAIIINBvAeuVcPO90hvvSv9xhuupcJU0Z7oUCnVf5bBiF1y4QvrVNdJH9pey98xgYUMy7nS9JJ58UdqxS7J8EJTYChBwiK0vtSOAAAIIIIAAAggggAACCPRTYO166es/lh5fLP2Xy9nwvS9JU/buvbIC17vh/FPdUIpPS/vu1b79Iy7YcPY3pMPd8icWSXX17et4FbwAAYfgTakRAQQQQAABBBBAAAEEEEBggAIr1rqAwY+kPz8vnXCgdOZx0qjhfav0hMOkudOkzIyOn7M8EJf9QHr4H1JVTcd1vAtOgIBDcJbUhAACCCCAAAIIIIAAAgggEIDAm6ukK26UFi5xs07kSF/4hDStm5wNve3KcjpYL4cj3dCKzkMwNu2Q/vP7LjfEg1Lp7t5qYn1/BAg49EeNzyCAAAIIIIAAAggggAACCMREwBI7XuGGUTy7tDXPwqVnS/Nnul4Kmf3bnX32v74gHbRf189XVkvX/FJ63gU2GF7R1WegSwg4DFSQzyOAAAIIIIAAAggggAACCAQi8Opy6Wo3heULb0mW5PF4N5TiApeLYfzogVV/7CHSVRdL+0/uWs+CfaWJ46SsfgY0utbIEl+g00gWfzHPCCCAAAIIIIAAAggggAACCAyegM0acc/D0mvvSOnuT+NfdMMobDjE3i4YEEQ56wRpZ7n0499J725srfGoedKPviodMKvrkIsg9pnqdRBwSPUrgPYjgAACCCCAAAIIIIAAAnEgkOaCDKNdUsgCl7Ph2APcFJgu4BBUsMFv3mfd8Ix6NzPF/U9KR8yXLv1k8Pvw98WzRMCBqwABBBBAAAEEEEAAAQQQQCAuBP7rUtez4SKXu8ENpyjMD/6QLHHkpRe0PoKvnRo7CxBw6CzCewQQQAABBBBAAAEEEEAAgSETKCkasl2z44AFSBoZMCjVIYAAAggggAACCCCAAAIIIICARMCBqwABBBBAAAEEEEAAAQQQQAABBAIXIOAQOCkVIoAAAggggAACCCCAAAIIIIAAAQeuAQQQQAABBBBAAAEEEEAAAQQQCFyAgEPgpFSIAAIIIIAAAggggAACCCCAAAIEHLgGEEAAAQQQQAABBBBAAAEEEEAgcAECDoGTUiECCCCAAAIIIIAAAggggAACCBBw4BpAAAEEEEAAAQQQQAABBBBAAIHABQg4BE5KhQgggAACCCCAAAIIIIAAAgggQMCBawABBBBAAAEEEEAAAQQQQAABBAIXIOAQOCkVIoAAAggggAACCCCAAAIIIIBABgQIDLZAS4tUV9+iraXS1h3S0mVFem/HgfrL0y3KyZLycqURJdK4UdKwIiktLTTYh8j+EEAAAQQQQAABBBBAYI/Auk1SvvuNXuJ+m2ekw4JA9AIEHKK3YssBCFiA4b0PpSXLpWXvSGvWh1ReJVXXSWUVE7Rj16l6//9C3heYfYlZ4KEgTxo9XJozrUUHzJDmuceo4QQfBnAa+CgCCCCAAAIIIIAAAlELtNhfCl35+b0hjSxp0UcPkaZOdH8ULG793R51RWyYsgIEHFL21Me+4c3NLdpZJv3jFelZ93j7vZC27ZJ2lMsLNuz5/nIHku09dq/vekxZme7zr4U0qljae6x06JwWnXiENH+mRVcJPnQVYwkCCCCAAAIIIIAAAgMXsGCD/1izPk0//1NIsxe26JMnSscd2kLgYeDEKVEDAYeUOM2D20j7YrJAw+MvSA8/F9KK96UNbuhEVU3fj6O+Qdrshl7Y4+110qsrQ3riJenwuS0654RmHTQnxJCLvrPyCQQQQAABBBBAAAEEehWw3/UNDQ1qbnbdjxXS2x+E9O3bpD89ReChVzw28AQIOHAhBCZgX0g1bojEq8ta9LuHQ3rprZDWbZP7kgpmF01NLueD6yGx3QUzVq0Lacnb0mlHSZ88pUUTxrivwBA9HoKRphYEEEAAAQQQQAABBOQCDc1ewKGlxW4b2+cbIPDA1RGtAAGHaKXYLqKABRt27GrRA0+GdPcjaS4g4Ho01Eb8SL9Xuu897ayQXlwe0lqXwOatNS36/DktOnIBQYd+o/JBBBBAAAEEEEAAAQTCBOz3vQUcGhsbveewVW0vCTy0UfCiBwECDj3AsDh6AcvVsG5ji275o/TX50Na73o1uO+nmBfr8bBxu9vnCyFtcs8Xf7xF550iZWbQ0yHm+OwAAQQQQAABBBBAIOkFLOjQ5H5023OkQuAhkk5qryPgkNrnf8Ctb2pq0TsftOinv3P5GhalaadLCDnYxXJDLFoWcrNdSJXVLfq0Czzk5rR3+Rrs42F/CCCAAAIIIIAAAggkg4AFGrxHlI0h8BAlVAptRsAhhU520E21ng1rP2zRj++Q/vbPNJVXB72H6OuzPBFvuVkwfv2g+4z7YvzsOc3KzCToEL0gWyKAAAIIIIAAAggg0FXA690QuYNDlw8ReOhCkrILuCNL2VM/sIbbF8+Hm5v1i3uHPtjgt6TRDbFY6ZJJ3v7XkB54onXMmb+OZwQQQAABBBBAAAEEEBhcgdbAQ0iX/o902wOtyeW372yR/W6npIYAAYfUOM+BttKCDdt3NuvBhW5KnGdCQ9qzoXPD7Mtr+fsh3eVmyXhxKUGHzj68RwABBBBAAAEEEEBgsAUIPAy2ePzsj4BD/JyLhDgSCzZU17Ro8ZstuvXPLmdDRfwlaGxolP61Kk23/zmkDVuae01ykxDwHCQCCCCAAAIIIIAAAgkuQOAhwU9gPw6fgEM/0FL1IxZssMd6N5Tidhds+GBL/AUb/HNjiSSfXxrSn54Iucy6BB18F54RQAABBBBAAAEEEBhqAQIPQ30GBm//BBwGzzop9lS6u1lPLpJeeCPNcjPGddmyK6RHF4W0ZFmzN3ewBUsoCCCAAAIIIIAAAgggEB8CBB7i4zzE8igIOHTS3bJli+xB6ShgN+vNzc1av6lFf3g8TVW1HdfH4zs3ZbDedjNX/PnpkBobm+PxEDkmBBBAAAEEEEAAAQRSXiBeAw9vvPFGyp+bgQIQcAgTtEDDDTfcoK9+9avq7eJ64oknZI9UKjvLmvXCqy1a/kHiXDa7q0JavCxNS1fQyyGVrlXaigACCCCAAAIIIJB4AvEUeLB7PbsvtPvD3optR+leIHHuHLs//kCXjh071qvPDzxECjqkUk8Iv3fD1h0tevSfabKkjIlSbBTFe5tCevrlEMMqEuWkcZwIIIAAAggggAACKS0QD4EH/97QAg+9BR0i3Tem9Il0jSfg0OkKuPnmmzV//nxvWIVdWFw8rUA1dc1a80GzXl2d3kks/t+Wupk0/vV2urbuaPKSXpLLIf7PGUeIAAIIIIAAAggggMBQBh7sntDuDa1EE3TgbHUvQMChGxeCDh1RLHfDLjec4l/L5XI3xO/MFB2Puv2d5XL4cKv0xsrWPBTta3iFAAIIIIAAAggggAAC8S4wVIEHgg4DvzIIOPRgSNChFcYfTmEBh6UrE693g396d5SF9MZqhlX4HjwjgAACCCCAAAIIIJBoAkMReCDoMLCrJGNgH0/uT1vQwU8gacMrrrnmGm+4RXK3umPrWgMOLdpd3qw33k3cgMNON6xixXvpamioV0ZGhje0IhQaeG+NlWul8sqOZrF6N3OqVFQQq9ol2tI/W85L9G5cY9FbhW/JNRauEfk111hkn57Wco31JNN1OddYV5NolnCNRaPUuk1sr7Gx+to379Mrb7buK9bnJfpW933L1sCD9KenWvTJE6XjDm3R1InSsOKQMmJwy+IHHeze0J84wO4NKb0LEHDoxSjVgw4WcKirb9IWlzByV2XidohpaAxp286QSnc3aXx2s9LSBtYWc7HH1TeF9PjigQcuerkMvdUv3N6sw+aFFESgJHx/tCVco++vOS+9m3GN9W4UaQuusUg6reu4xno3irQF11gkHa6x3nV634JrrHejZPoe6721wW0xmIEHgg79O28Du+vq3z4T7lOpOrzC/+KrrmnWxq12g51wp67DAVfWSJu2teZxsLb1t/guTS45xEDq6ev+bX+WTyPIfdKWvp6FrttzXrqahC/hGgvX6N9rrrHIblxjkX2iWcs1FlmJayyyTzRrucYiKyXTNRa5pbFbO1hDLfygg7WERJLRnU8CDtE5eRlK7QKLZsrMKKtMiM3sC7DWzVCxY1dCHG7Eg6ytl0pdO/wv9Ygb97LSbvwbGhoCvfnvZZdqbGxwj8bA90lbepOPvJ7zEtnH1nKN9W4UaQuusUg6reu4xno3irQF11gkHa6x3nV634JrrHejZPoe6721sdtiMAIPBB36dv4YUtEHr/DhFRZ4sIstmYt/Y97Q2KLK6sEZNhBLz+qaRr2/frveH9+grKwsb1hFf4YnmIvd+NfW1qqqarI75BgmVggD2bBho94ravSOPT09mMFptCUMuJ8vOS+R4bjGIvtEs5ZrLLIS11hkn2jWco1FVuIai+wTzVquschKQ3WNNTQ0ymZzs/xmyVZiPdTCDzqE53RINsOg2hNyF3j/+5YHdRRxWo8FFe66664uR+cnChk7dmxSBx3s0rAucDsr8vTi6qO0dMPBXSwSaUFL3Xo1r/+OWsrvCOyw06a/qLSiIwKrL1JFjctdRpy6pyNtMqB1tKV/fJyX6N24xqK3Ct+SayxcI/JrrrHIPj2t5RrrSabrcq6xribRLOEai0apdZvBvMb+/r87deSBmcrNzdW9997r9eQOP1I/EFJXV6c//es/9P5O+0NbYpa9SrbpiOmvavq41crOrA0sJ5rdL77xxhseigUh7P6wcznllFOS+p6xc3s7v0++cFbnFg7gfU8BBbuYLOhgF5c9J+tFZF277C/5W0pDWr2jSNowAMw4+Gh6ekiFIwqVnT/e+5LpT+8Gvxn2BWw+5dmZavQXxvh52NiRyqof+LF3Pkza0lmkb+85L717cY31bhRpC66xSDqt67jGejeKtAXXWCQdrrHedXrfgmusd6Oh+B5rarZ8ZK2zt82bN6/LzbIdkw0hrq6u1uMr86Sdvbcj3rbIyWrQqMJqzdy7WvvPGK59J81UbnZLYAEHa6/dG9ofqe3e0O4fL7744nhjGNLjoYdDP/ntorKHFbuwknHKTOvdUF9fr3Ubq/Xr+9N1y19KvPYm6v/sPbpGF398nQ4/sEnZOTmyYQn9CTq0jrGrV3Vllb77q2lautoFYwah/PBLKzRvVrM79tx+H3vnw6QtnUX6/p7zEtmMayyyTzRrucYiK3GNRfaJZi3XWGQlrrHIPtGs5RqLrDRU19hfb9yuow7K9no42LCKzr+L7bisd0NFRYU+/V/Fevb17MgNiaO1+TluZrrhdTpw3xqdcUydDp2foeElucrOzvZ+R9uMdZ3bO5DDP/bYY9s+bn+MZsrMNg6RNLLdos+vLHplEa1kTySZkd6iwjw3wCvBS0Z6s3JzrD8Co4gS/FRy+AgggAACCCCAAAIIdBHIy27U1LGVOvGArfryJ9bq/527XnOnl7ub3jqv57YFUaznRiyK5fuzwuwVHXUJOHT06PO7VJgy040a0OjhiR9wyM5s1rAiN1UFBQEEEEAAAQQQQAABBJJGwA80nOACDf/vrHd0ydnva/5+Ve6PjSEvUXx4j4YgezaEA9ofogk6hIu0viaHQ1eTPi8Jn73ihhtuSJrhFf4/RtfzSGNGNMl6OjQ2JeZsFaFQi/vCaVKJm+VBCq472KSx5V5Xs1hFS0075Lp82fCP3OwG9y6Y2Sm6u8hpS3cq3S/jvHTv0ttSrrHehNrXc421W/TlFddY9FpcY9FbhW/JNRauEfk111hkn57WxvIa27Bxq8p3V2jq5PGaMHaUCnIT/w+KFmgYN6xWs/cp0zHzt2rm5Grl56a5Wd2yleOGUNvDkmLaw2ap6++Q6p7OV+flftAhfPaKVB9eQcCh81XSz/fJHHTISE9TSWGT9hlTp3c35fRTaGg/lp3VpDHDq5TpemuE0kKy/wgOpFgNVs8nTnhXlZUVqnNTZDY1NbouWgOptetnLRqb6Q46Lz9fhUXFboPCrhsNcAlt6Tsg56VvZlxjffOyrbnG+mbGNdY3L66xvntxjfXdjO+xvpkNxjV2z23/p1fXLNJ5512rCy64QMOGDevbQcbR1j0HGnK8PA1+sMFyNtjDgg2Wp8KuS/ujqv+H1Vg0iaBDR1UCDh09BvQuGYMO/j/Iwny5yGFNwgYcCnMaNNH1RkhzXzD2cN8y/T7XXsTefd4ipBkuGJBlXUBcaXZJNgOON3hfhhZwyLSIbNiXZL8PvtMHaUsnkCjf2r8Lzkt0WFxj0Tl13oprrLNIz++5xnq2ibSGayySTsd1XGMdPaJ9xzUWrZT7Weo2Na9Y/7a0G24rdvNtN+H2PtZ/8fd2GOD/9DXQYL/XwttpzoNRCDq0KxNwaLcI5FWyBR3sH6VFAkuKWjRverX+9lJiRkKL8hs0dW8XcEjLdF/oLrI5kLPtTKx3gwUAbLYLK1mZWWpuaR5Ird1+1qLd6RnpXrcw20fanpk1AvuypC3duve2kPPSm1DYeq6xMIzoX3KNRW9lAWS+k/vgtWdTrrE+mHGN9QGrfVOusXaLXl8N0jWW6X5LWrHhBfmu96w/Y4P9rgzst2Wvje3fBkEFGgaznQQdWs81AYf+XfMRP5UsQQf7B2nBBnsU5qdrxj51mjCiThtLg8uBEBEyoJVZmU2aMKpSY0fVuxv27NYv1AF+saa5oEVGRqbcDJXeX7ptClEv423gXRxau1anp2e43hSxiULTln5caC5iZf8uOC/R2XGNRefUYSuusQ4cvb3hGutNqJv1XGPdoPS8iGusZ5se13CN9UjT3YrBuMasZ4OVvLw8FRQUeL9h472HQyIGGsLPL0EHiYBD+BUR4OvOQQd7P3bs2AD3EPuq/GinfRFlur+yjxvVrCNml+uBF0bFfucB7qEkv06zp2xXTna6123MbhQHEt30PuvqsH88aa6nQ4sLPFiwoTXWEGzEwf464P2/C3DYUBBLIBlkoS390+S8RO/GNRa9VfiWXGPhGpFfc41F9ulpLddYTzJdl3ONdTWJZgnXWDRKrdsM1jVmQ4GtWM8G6+Xg/2HR23/rocTN/yZ6oCEcsnPQwe4JL7744vBNkvo1AYcYnl4/6GAXWaIFG3wW+wLyAg7uC2rUiDQdfUC5nlgyTBU1iXHppKc1a8LISs2evsv1SMhrHacWwE27/x+GdDerr9L8YIOvFvxz+H8Iwl8HsSfa0n/F8HMR/rr/NbZ/kvPSbtHXV+HnIvx1X+vpbnvOS3cq0S0LPxfhr6P7dOStOC+RfSKtDT8X4a8jfSbadZyXaKW6bhd+LsJfd92y70s4L3038z8Rfi7CX/vrB/I8GOfFAgxWLKeB5TbwS9Bt8evtz3MyBRrC2+8HHWxGw1NOOSV8VdK/Toy7xgQ+DRZ0SPRiX072xZSfm6XpEyt17Lxd+vvixOjlMLywVgtmbHY5KFwb3BdrWlr6wPI3hJ3Mti9n63kQtjwRX9KW+DxrnBfOS6wFuMZiLdy/+jkv/XOL9ac4L7EW7l/9nJfo3Xwre/ZfR//p2G6ZrIGGcDULOtx3333hi1LiNQGHlDjN/W+kfRn5AYesrEyNG52mUw7bpVdXF2nzrvjO5ZCZ0aRpE3Zp/oxSl3Qx1wuaeEkXbVpM1y4KAggggAACCCCAAAIIDJ1AKgQahk43PvZMwCE+zkPcHoUfAbUeDpZopiA/WzOnVOjjR2zVbY/vrebm+L1xHzu8UkfO+0AlxWletzFL8tjalSx+jzluLwQODAEEEEAAAQQQQACBgAQINAQEmQDVEHBIgJM01Ifo93KwsV6WZGaUm6ni2IPKtGZDnp59c+RQH163+x9WWKMj5qzTtH2qXaAkX5kuWBLvWXi7bQgL2wSamkIqr0xTY2PIXYONbct5gQACCCCAAAIIIJAYAgQaEuM8BXmUBByC1EzSuvyAg/VysIBDfl6Opu5dp3OO3aJNpTlataEgrlqel92g+VM36dD9N6sgL9s7Zi9/g5ttw++xEVcHzMFEJbBuY6b+97cjVF2bpovPKtMxh1a6WTui+igbIYAAAggggAACCAyhAIGGIcQf4l0TcBjiE5Aou7cbdeshYMMqcnJyVFRYr7n7VujTJ3+o3zw8Seu258VFU7IzGzV3ymYdf8i7Gl6Spmx3rJkuSGLDKawNVtwMltq0LVP3P1KsrTvS9flP7tb0yXVxcfwcRPcCzc3SrrJ0vfNhphoaQvrRHcP10tJcXXhGmSZPrO/+QyxFAAEEEEAAAQQQGFIBAg1Dyh8XOyfgEBenIf4PIryXgwUcGhoaNKy40fUiqFJ9/Trd9cTQBx0s2DBvyiaddNgqjXWTaGTn5LYGHLzZKdK8gIPlnFjzfrZu+f1wvfVuliaMatTa9W72DQIOcX0R2ixOo90wikNm1enFN3NcL4eQnlyc585hti46rVwfO7ZCmRkukkRBAAEEEEAAAQQQGHIBAg1Dfgri5gAIOMTNqYj/A/F7OVguh9zcXDU1NWmke3zkgCrXg+B93btwolZvLByShuRm1+vA6R/qhIPXaPzYFnd8ecpxx5iVle16ZmR4wYaaujQtfj1fv76/RFtL073jtE4PTFgxJKeszzutqk7Te25YRXjZ7Hqo/N99JVr+TrY+d94uF2git0O4D68RQAABBBBAAIHBFCDQMJjaibEvAg6JcZ7i4ijDezlYLodm18/dHi1ujMIR86pVkLtWf1s0Xi8sHzWos1cML6zWUfuv0UGzN2jMyJBy83LdI8/lbshRRmaGNzNFTW26/vFygX56zzAXKGkdWmF/Nd9nQqOOPLAqLnw5iJ4F1m/M0p0PlcgCDJ1LTV1Iz7+W6wJL0uWfLnU5Rtz4CwoCCCCAAAIIIIDAoAkQaBg06oTbEQGHhDtlQ3vAftDBejlYsWCDPdwrHTCzRiWF6zRlXKUe+9d4bdmV420Tq//JzGjS9PHbdeTcNZo2cbeGu+kvc1ywIS+vYE/vBjczRVq6O740rV2XrXv+XuwFQkaWNGnWlHrNnlavow+pclN9coMaq3MUVL3ZWc2aOK5R67Y0aduutLagkV9/bX1IL7yWo/zcYbrkop0Mr/BheEYAAQQQQAABBGIoQKAhhrhJUjUBhyQ5kYPZjDTrGrCn2NAKKxaIsMf0STUaXrRNMyeV65nXRuvFFaNUUdOxG/yej/b7KS2tWeOGleuQme9p9pQtGjm8wf1V2w3zcL0acnPzvWCDPw1mQ1O63liRp1/cO0x17qb0U268/wWnlxFk6Lf+0HxwjBsq8cXPlOr/fbo1eeTCfxbq948Wqryq/VqsrEnTP5bkauSwYp1/+m6GygzNqWKvCCCAAAIIIJACAgQaUuAkB9REAg4BQaZaNX7QwWat8IMNtsxmssjMqFFhfq32GrNeR83bpsVvj9Srq0do8+7W4ER/rTIzGjVp1E7NmbJB+07cqhEl9W62jJCy3NAJC3zkWN4Gm5XCy9uQrkYXbHh9eZ5uvGOE9xfvf/94uc44odzlmyC5YH/PwVB/zvJtDHc9VM49tUwHzqnR358p1Ir3srTGzV5hZcfudD36Qr6XYPK4IyqH+nDZPwIIIIAAAgggkFQCedlN7g9/tZq9z24dM3+rZk6udj1M01zetBxvKnr7LW4PG35tD+sVnZGR4d0j+PcMBmKvKakhQMAhNc5zTFrpBx38yv2Ag32pZLrcCTnZdRo1rEZT91qvEw7apHc35Ont94u1ZmOxNu4q7DXPQyjkkj9m1Wuvkbs0cUypJo3drtHDK1Vc2OgCGiFvHzbtZY6bjcIeWXu+1Czo0dySrhVrcvWL3w/zAgwXnlqus04q9w+V5wQXyEhv8WYWueLzdVq+OkdX/WS0qmpa/8Nlz1t28NWW4KeYw0cAAQQQQACBOBLIz2l2Q5mrNXvSbh09b4tmEGiIo7MT34fCr/L4Pj9xf3R+0MGilPa6NdiQ6aKcWS6qWeuea5SXW68xbkrDyRN26aAZO7W7okVl5WnaUZatXRU5euTpt1S6s16z5szUiBEu2aOb3rIwr87lg6hWcUG9Gy7R5D3ycpuVnZXmRUqtfuvZ4EVPXdAhMzPL23eaCzZUVafr2ZcLdftDxS6Hg3TW8ZU64/iKQbOsrk3TyjXZenNljtflv7wyvbXrv+tYMWd6nUtSWZ1U03AOZXubXPqN+oaOEfLSsnT95ekCr1fLuR8rY2jFoF357AgBBBBAAAEEkk3A75VwxLwKfeywUk3bq0w5WS3utzc9GpLtXMeqPQQcYiWbQvVaoMH/MvJ7OVj3Kb8rVV1dneyRm1Pvggj1amhoVENjk2rrK1VfX6XFT92p7RtX66CzLtfkaVO92QYy3bCH7CwpKzNdaS5qYIGMjIxsN+uEBTOyvYCGPWdmuW5abpklhwztOY5tpZl67PkCN2tGi/7tjHKddmy5Wxf7E+Im7JDNpnDvw8V6+pU8l6yy6z6XrMjWfU8U6pDZtTrvY+Xab2qdsmyIR8d75q4fjMMl8dBeCyjtO6VO/3nubt3s8nT45tt2peuxFwo0YWyDjlhQHYd6HBICCCCAAAIIIJAYAvb7/hPHl6uqqkmNjW4WOPe73H7nM3QiMc7fUB8lAYehPgNJsn+/h4P/7OVy2BN0qK+vd4GF9kdDQ4P7smp0Mw00eTNcZKftlJo3akRxg8aNyXT33u7/3BebH7xI94INmd4QigzXk8EbC+bqti87CzRYrwbbr5Xd5Rl68bV8bS5N15kfrdTpx8V2GIXddG/dnqm3XLf+3WVpuv/JIpW650jFpnFcujpbTc3FrgdHs951+QeOPKBGRx1cpSkT6yN9dMjXxWN7C9w0mIfOr9Epa7P1+Et5bUbrt7qpUBfn69B5NS6I1U30p21LXiCAAAIIIIAAAgh0J2C/x/0Ag/3ettnp/PfkaOhOjGWdBQg4dBbhfb8F7EvIf/jBAgsO2PAHCzDYIzzYYAGHZncHa9tYycsvUFFxyZ46wgIOLqBgQYf0dOvl0Jp0xg8y2H6stH4BSpu3Zerh5/I1wc1qYEMXYlls1ouly3P1m/uH6b1NffunVOFmV1j0Rvu0oe9vztCGrRm6/NM7XY6Kplgedr/rjuf2jh3V4GamKNMuN1Rn8fJW18bGkD7ckqHV72Vr1vTafrebDyKAAAIIIIAAAqko4P+ut9/qeW42OD9ZvP0e9/4AuOd3ub+dGdlrCgLhAn27Swr/JK8R6EHA/9Kx5/DAgwUXLMjgBxrsfeeAQ2FhcWvAIa31syE3FsLqsABDmlvmv/e/zPxnO5TSXRl67pV8N1wjpEPn1mqGG64Qq7KtNEMPPFasPz+b7wIpdqxyY9oadO7JFdp/v9q2oMHu8nRt3Jqpsgo37MQdzKLX8vSP19xsHZ3+4F7vghcLX87T+s2Z+tKn3Ewcro54KvHeXvtv2+S96/X1z5fqj3935+WZAo9vp8vnsIqAQzxdShwLAggggAACCCSQgP0Ot+CCPVvvhvDf9/ba/y3uPydQ0zjUQRIg4DBI0Km4G/9LyP9ysmEWFhG19xZosGd72HIrNg4sN9+6xLf3lPDraH22rdq/2OxdeNnppkRc/GaOmzKzwQ2liE2SyAaXoHD5OzmuV0OJVryfJa87/wG1OukjlZo3q9blqXBjLMJKvuvub3kE/HLUIVU64c08/fR3w7sderHqg0zd5NZ94bzdOuyA2PbQ8I8p0nOitXdYUZMWuPPgBxxKXY+HFe9m6cwTQgyriHSiWYcAAggggAACCHQSsN/fFmjwn221ve7u2VvI/yDQjQABh25QWBSsQGuwoL17VXiQwfbkBxz8hJDd7d3/cutunS2zXg32V/hm13PgZHfzP3J4Y0+b9nu5DYN4ZlGBbn2wRNW1IU0a16j/+ISbg/jQqqjrzHZZfT/icjXMm1mrp1xdP/9DiQu6dPy45XS446ESN7tHs+bOGLqeDonYXsvVkJ9vw3Ra3PCdkNf7ZN2mTC1zOTbmz6rpCM07BBBAAAEEEEAAgYgC/m9w/9nfuPN7fznPCHQWiJzdrvPWvEcgAAH7ggp/+FWGL+v82t+mp+fSnel6aWmeJoxu1OExmpXAhj1sd8M22oIN55T1KdgQfuyFBU3ad3Kd8l1QobtiOR2edLMstHS/uruPBL4sEdtrQ1uGFzdp7rT25Jubd6TrlTfcMBYKAggggAACCCCAQJ8FOv8ut/cUBKIVoIdDtFJsF7cCTe6m3PIkLHk7W8cfWi0bxhBkqa5N08su98JtrmfDFjf7xbiRTTrvpAodc1jlgHYzaS+Xc+Dfd+lfb+VqnUs6aUM0/GI3+5bPYd2mLO3jthvMkujtHeV6txxzcLVeW5ntsdmInSzXs4SCAAIIIIAAAggggAACgytAD4fB9WZvMRCoqEzXynezlZfT4mYjCDZRpM3M8K838vSjO4bL/lI+qqRJ555YoTNOGPh0m4Wu6/9xR1Tqyi/s0Gddb4nOxXpSbNsxuDHBZGiv5dHYZ0KDl1/DTKuc40Y3A0ilGxJDQQABBBBAAAEEEEAAgcET4Bf44FmzpxgJlFeka9mabI10wYA5+wab88Cm2fzb0wWyG3Ere41plCV+DLJY3oFRIxp1wIw6b7YLv24bVvHws4Vu9o3WpJr+8lg+J0N7bVjFhHENOuPo1vNkuRw2bMnUetdbhIIAAggggAACCCCAAAKDJ0DAYfCs2VMMBCqr07T07Ry9sjzHJVls0TA3fj+oUuXqfnNFjpaubu2aP2ZEk9dVf8zI4BNSTppQr29fvl1XfnanSgpbh4Q0NYX09ntZeuKFwqCaFLGeZGrviJJGHXmgG17jrgkrpWVutgoXlKIggAACCCCAAAIIIIDA4AkQcBg8a/YUA4FGNzuFdZW34RTjXCAgyBw29tf+R54r8I7a6j9yXk3Mptu0v8qXuCkdp7h8DflhU2vudDfKb67KUUVl7P+pJlN77TrIyW7R6GGtAagdZa4XzDvZ3mwmMbgMqRIBBBBAAAEEEEAAAQS6EYj9XUw3O2URAkEJbHdTYT63JE9FLh/CXq4bfVDFbvBfd70b3nFTVFqx3A3z3JCHjIzYJR+0m2QLPHQOmmzflabl7+QE1bRu60nG9loA58BZrUNsml2nkTJ3Tne4WUYoCCCAAAIIIIAAAgggMDgCBBwGx5m9xEDA8irY2Pw1LihQ4KaXnDA2uIBDmUtEaX8R98so95fyOfsFmx/Crzv8ucQNCTl0bvt+/CBEvevJEcuSjO214TUH7V+jtD0pMJpbQmoKfjRMLE8LdSOAAAIIIIAAAgggkNACBBwS+vSl9sHbcIryPUMNMtxNZa7rQh9USXP399mZrfVZ74ZD3XCKkW66xViX4kIX2AibaaPFHYIdx/hRsd13MrbXeqMUu3wYRXumSa2tC7kEnPRwiPU1TP0IIIAAAggggAACCPgCBBx8CZ4TTqDBBRwq9kx1WOt6O+zcHcxsDh9syNKNt43QwsV5nondtE7eO7jeE5Ggs7PcjBUusJG5J9hh21riyLv+XCJLIhmLksztzXAzgBS63i9WLMHopm0EHGJxDVEnAggggAACCCCAAALdCRBw6E6FZQkhYAGH3W5KTCs13l+vBx5wqKlN0+r3svX6npkprO4cFwSwfACDVewv8yUuJ0V4qakNLqDSsd7kbm+Bc5wxud5rsk0/agEdCgIIIIAAAggggAACCAyOAAGHwXFmLzEQsCEV/uwNWe4m3W4uB1psasj39iSK9Ouym9RhgxhwsMSRWWE9HOw4LIeDzcYRdEn29qantXgzmJibBaisvRQEEEAAAQQQQAABBBAYHAF+fQ+OM3uJgUCau5nM3pO3wWapmDRh4MMemlzMoq4+Tel7OktkukCGTa04oHqJJQAAQABJREFUGPkbfCIbOGFBh/BiQQ9LKBl0Sfb2Wm+RgoLWQFSj47M8DhQEEEAAAQQQQAABBBAYHAEGNA+OM3sJE1i5Vi7ZY/uC8qaDXGbEbH2wabSywqZ/3GfveuXvGX/fvnX7K8tpUFPTegNZWdM6Pn/aPnXtG/Tj1egRjTrjuAqt35yh11ZmqyDPJWwcE9uEjZ0Ps9G1y/IN+MWCD8XuptlmXQi6JHt7c3Pc+Rvdev68xKLuPQUBBBBAAAEEEEAAAQQGR4CAw+A4sxcn0OKmXLDH1TeF9Pji8L80/1gZc6SbH3Ib2WNPueW6zZq9b51CNjdkN8V6OPjJFYPK4WC7Kshv0l5jG72AQ+tuB/cm1XodVOwJpNj+Y5l7INnbW98Q0q6y1uBNs3ON9fSi3VymLEIAAQQQQAABBBBAIGUFCDik7Kkf3Ib7wYampiYXdLDxCt0HEcKPqrm5Sc3uLjHN/Ym/u6CD/cW6YM+Uh3bjbFM7DrRs2pqpOx8q0dP/ap2hwqalbG4JoOIoD8z2Zz03wmMsBe6v8mNjNC1msrfXhlBs2d76NWfDZHKyWodXRHk62AwBBBBAAAEEEEAAAQQGINDeb3sAlfBRBKIRsOBBQ0OD18shmu0bGxvV7AUouu9h4N+cW127K9K09sOsaKqNuI39FbzO3aS6WIdXvIBD8CMZejwGCzTsPa5enzypfczJuJGNOmRuTY+fGciKZG+v5eAoKWoNMnizjcRgWMpA/PksAggggAACCCCAAALJLEDAIZnPbpy1zQ842HM0pckFHJrcnb/1juiu2HCK4sLWumrrQyrdne56RHS3ZfTLal3CyC072jv+NLtdW06FwSo2nGLztkwtfiPX2+W4kU066cgqTR9gboqejj/Z22vJNkeUtEaMbCaTwgBmMunJkuUIIIAAAggggAACCCDQUYCAQ0cP3sVIwIIGFmjwei3YXXwUpanJeji4O3D32e6CDnk5zZo4vnVmCusZ4DpDqNoljxxICamlw3CGKlffhq0Z3jCHgdQb7WfT3eFnuZtkm1HBZt44/tBqnX1yuWy2hViUVGhvKNRqZ1ONEnCIxVVEnQgggAACCCCAAAIIdC8wsLuz7utkKQLdCvhBBxc+6HZ954UWoGhpcY/OK/a8tyCDJVS0Yp0gtpRm6I2VrT0D9mzS5yebZnNcWL4E6zFhPSc+2DDw4RrRHIzlbyirSNfWXemymTdstoyqsBkroqmjL9ske3ura13AaEumd51YT4fRbngKBQEEEEAAAQQQQAABBAZHgIDD4Dizlz0CXk+FniIIfVSyv/oXuekic1yQwMqWnel6bXlOH2vpuLkloZw2sb7Dwg9dD4fnX2lNItlhRQzeWM+Giso0WbJDC3ZsdsM7Vr+XHYM9tVaZ7O2tcQGHdZsztfeYJh1/RJWsVwwFAQQQQAABBBBAAAEEBkeAgMPgOLOXGAhYD4fhJY06aGadV3tNbUjbXC8Hu1Hvb8l3AYepk+plY//9UuYCAEtcIGPV2tjd+Pv7Kne9G1a8276fYS5HxZROARB/2yCek729NW560Q82ZSjfBRrG0LshiEuGOhBAAAEEEEAAAQQQiFqAgEPUVGwYjwIlhU2aP7O27dC27EjXq8v63xvBZjWYOKFBR81vr9Mqf+fDTP3xkWJvuEPbzgJ+Ue8SX769JkcPPF3g1TzSDQFYMLvWzbLQmvQw4N151SVze22YTU1dmssbEtLcfeu07+TWwFQsHKkTAQQQQAABBBBAAAEEugoQcOhqwpIEEsjNbdHkvRpUsme2ig+2ZGjhP/NlN+/9LcUuiLH/fh0DDnbTunRltu53QQeXViImpawy3QUcXO+GPZ0rxo5o0kH7x2Y6zPAGJGt7y52n9UqxYTczpxFsCD/nvEYAAQQQQAABBBBAYDAECDgMhjL7iJlAhksaOXpEo2a4YRBWLDCwaXuGPtjY/ySPltdgxtQ6jRnesWdBeVWaXn4zVy+/0f8eFD1BWLLIjS654Yuvtya9tPwUE0Y3aurE2N8oJ2t7yyrS9NbqbI0obvLOZ0/2LEcAAQQQQAABBBBAAIHYCBBwiI0rtQ6iQKPrcVDlkgP6ZUupSx65bGCzVdiMBkct6Nq7wKberHfd9IMsjS7Y8NaqHP3vHcO1cXu6V/W+ezforBMrlBbsrno87GRsb4Xr4bBxW4YOcDk+yN/Q46lnBQIIIIAAAggggAACMRMYpNuZmB0/FSOg4e4v2Ifs3z4EorQsXW+9k62Ghv4PqxgxrFEnHlml/SY2dBCucokpbeYI60lhUy4GUTa6WRTu/VuxbDYMK1PdEJGLzynTrOntbQpiP5HqSLb2WvLNZatzvOEURx1UFanprEMAAQQQQAABBBBAAIEYCQRzxxSjg6NaBKIRsBwEB8yqUVF+e3KFajc7gc1Y0d9iPQumTKrTVy/eqTOOrnLTKjZ6Ve3Yna7bHirW2ZfvpWv/d7TeWNH/nhQ2m8b6TVm6/9FiveryQ1iZMKpR551coUPnV3vv+/M/NjzDptasqo7+n3cit7ezkbmu25ipvzxToFHDmjRpr47TnHbenvcIIIAAAggggAACCCAQG4H+35HF5nioFYE+C7ROj+kSLM6q07NLWgMAVTVp2uJ6IkwY27GHQl8qz8ps8XoZjBvdoIefKtIdfyvyPm7DKiyfw+suP8D7vxypI+bV6phDqrRgTo3sM9EUuyl+5/1s/fTOEVq9LlPWhr1czoaLTivXyUdXRFNFt9s0uJ4Xry/P1Y2/He5N7XnRaRU69dhyhaKIPSRie7tDsEDTk/8s8KZHnT29btCGpXR3LCxDAAEEEEAAAQQQQCCVBQg4pPLZT6K2ezMtuKkP/YDDGjeN5c/uHq7Pnl2mjx5WKfV/dIUKXM+JWa5uSyK5dWdrjgWfbrdLTPjYojwX3Ej3ghuFblubqrOn/dlQjJ2ul4TlbLj/sSJvuk3rmXH8oTW64PTdGut6OPS3WBBj7QdZ+u2DJdru9mHlnr8Xqckt//gJ5VFXmyjt7a5BNjvJ6vey9cTLeTrYBaBOGUDwprv6WYYAAggggAACCCCAAALRCxBwiN6KLeNYwG6S586o9fIfrN2Q6R3pus0ZuvMvxUpzwYZjLOjQz5LpZow4cE61vvvlJv3sd8O14v2uM2C8uSZLX/qfscrLbnHDLxrcEI86lRQ1yZIxFhY0ae26LD37Sr5WvJflcj+0Rz+mueSQl16wWwfP7f8QCmuWBTIsZ8HN7vg+cO32iwVIlr6dozOOd70c2nfrr+72ORHa2+2Bu4U7dmXohSX5GlncrCMPqPGCRT1ty3IEEEAAAQQQQAABBBCIrUD7nUls90PtCMRcYMzIBn3sqCr98o8lbftavyVDf3m6QJPd9JITx/d/eIXlONhvSp2u+OxOr+fEsnc7Bh0sb8Kucvdwe7aZJhYvz2k7hu5eZLqhF5aQ8szjKwccbLD6N23N1H2PFHUINthy6/Vgwz9Kd2dopEuEGW2J9/Z2145yNyvFS0vz9PKyHH1kXo0+dmz/h6Z0Vz/LEEAAAQQQQAABBBBAoG8CBBz65sXWcSxQWNCsBbNrNHOffK38oLWXQ4tLqbDc9Sq4568l+tpnS5WX6+7A+1msh8C0fer031/aroUuR8CjL+Rrg5t2sS/F6pg0rlEXfqxcJx5VqfT06HI+9LaPiRPq9f1vbNM7bjjBbX8q0dJVrUko7XOVLnnkxi2ZfQo42Ofiub12fOFl+84MPfBYsf60sEATXYLPI1zvhqBsw/fDawQQQAABBBBAAAEEEIheoG93S9HXy5YIDInA1En1uvayHbr1vmFa9HprLwNvCkuXRDKIG1C7CR853CV3PHO3zjmlXCvfzdZLr+VpjRsysWFbelvuhM6Nt33vPbpJJ7upNs9w+RQs10PQJcPtY8bUWn3pUzt150MleuENl0DTxTOsh8OHmzI1b2ZNn3cZz+31G7PLTYP62LOFeuCpAs13uTa+9OldmupmGKEggAACCCCAAAIIIIDA0AoQcBhaf/YeAwG78c7Nar+ht14O77iZIO740zDXA6JWB+5fowyXl2GgJSe7WQe4HhX2sH1UVqV7gYcVa7K13c2UMMvNkDB573rtcgkcS4qbNN31jrChCrEsrdNb1uvz5+9WTX2alryd7eWM2FraMdllf44hHtu7u9wFG/5RqLsfLdSsyfW67CKCDf05t3wGAQQQQAABBBBAAIFYCBBwiIUqdQ6pgE1jeZ4bsrDB5TXwh1Zs25Wu+54s1MPPF+ioBTX697N3D2jKzM4NtJ4AlhzShnTYY6hLkTuW2VPrvIDDsMJmF+yoD/SQ4qG9Nv3lH/9erL/+o0Bzprpgw4W7vDwbgTaUyhBAAAEEEEAAAQQQQKDfAgQc+k3HB+NVwG6Gp7kb7Esu2KUf3TZCm8P+um8zRDz5Up5eejNHMyY1aNrEeh3iEgwumDP0QYIgPW3IxgyX5NJ6PBTkNWuCmzkj0YslwLRcDa+/nevN+vEvl5hznUsKumCGS+b5uVLtNTbx25jo54jjRwABBBBAAAEEEEAgXICAQ7gGr5NGwHImzJ5u+Qx26Sd3DVdpWcexDBUur8GSFdlatjZLNbVpmj+rJubDHQYT14aMDHdTco4Z3jSYu43ZvrxhMe9n639+NVIfbm3/2po8vlGfOKmCYEPM5KkYAQQQQAABBBBAAIH+C3S8C+t/PXwSgbgTyMpq8RIlfvassm6TNNpf/w+cWacvXLAzqYIN/oloag6ppi7kkmVK2c4ikYvlalj8el5bsMF6sUx304pecv4uHXlQVSI3jWNHAAEEEEAAAQQQQCBpBdr/VJi0TaRhqSxQ4IYWfOzYCu3jkjfe5pJGvvlOVhtHicttMHtanWybZCsNjSHZTXq9e540riHhewDUucCJ5WywkpXZosPn1upSl7NhfBIMFUm2a4/2IIAAAggggAACCCDgCxBw8CV4HjSBGZNqVFtbqyY3KL+lpVnLV69TZUW1Jk0ar4KCPIVc14N092f53Gwbkz/w2RVseMH++9Xq+i9u19+eKtRfXJJBG1KxuyJNK9dmq8ZNmZmbm1xBB2vTh5syNH5ko44+uFpyPQISueS7PBRTXNCoMC9HJx1erc+cs1slRckxXCSRzwvHjgACCCCAAAIIIIBAJAECDpF0WBeoQMj1g7fH5edvV1lZmbvRr1FjY6O+8pWvaNmaZTrtrOu03+w5yszMVF5+vgqLit3+CwM7hpHDG3Xxebt09CHVuuPBEi+HQ66b2jLN5XtItlJZnaaN2zI1f786HbS/CzgkeCksaNaZJ5brpKMqVVRIoCHBTyeHjwACCCCAAAIIIJAiAgQcUuREx0MzLdiQkZGhrKws5eTkeIfU1NTk9WawN9nZWcp2yy3gkOm2SXfbprneDva5oEq6y9swfXKdvnnZDm+mg9EjGhM+v0Fnm11l6XrynwXeTBznuYSKoSTJ1JLphlJkZhJs6Hy+eY8AAggggAACCCCAQLwKEHCI1zOTZMdlQQMLHlgwwQ82ZGdnq9kNq7BlVnKtV0NhkQs0pLugRLYbq5/leh+kewGHIIMOtq+igiYdMDu5psK0dtXVh7RsdY7+/lyB9nf5KU45ptIWUxBAAAEEEEAAAQQQQACBQRcg4DDo5Km7Qz/gkO8CC9bLwXo3hAcc8vMLVFhc7AUm0tMzlJGZ4fV+CDrYkIxnoLYuTa+/naM/PFKs5W6qz1mT6/WpM8tUzPCDZDzdtAkBBBBAAAEEEEAAgYQQIOCQEKcp8Q/S7+FgQyr8wENLS2vuBEsQaSUnJ1cWdLAEhyE3DiDN9YqwBJKUngUsV8OiJfm65+Eibdye4ZJwuiEjezfo391UoDZ0hIIAAggggAACCCCAAAIIDJUAAYehkk/B/fpBBws4+MEGY7D3VjLc0Ap7WAnv1RD+2lvJ/7QJGJ3lofj4Rytdb5GQN2XkQXNrNGlCfds2vEAAAQQQQAABBBBAAAEEhkKAgMNQqKfwPv3ggf9sFP5re/aDDylM1Kem5+U0a8GcGu/Rpw+yMQIIIIAAAggggAACCCAQYwH6q8cYmOoRQAABBBBAAAEEEEAAAQQQSEUBAg6peNZpMwIIIIAAAggggAACCCCAAAIxFiDgEGNgqkcAAQQQQAABBBBAAAEEEEAgFQUIOKTiWafNCCCAAAIIIIAAAggggAACCMRYgIBDjIGpHgEEEEAAAQQQQAABBBBAAIFUFCDgkIpnnTYjgAACCCCAAAIIIIAAAgggEGMBAg4xBqZ6BBBAAAEEEEAAAQQQQAABBFJRgIBDKp512owAAggggAACCCCAAAIIIIBAjAUIOMQYmOoRQAABBBBAAAEEEEAAAQQQSEUBAg6peNZpMwIIIIAAAggggAACCCCAAAIxFiDgEGNgqkcAAQQQQAABBBBAAAEEEEAgFQUIOKTiWafNCCCAAAIIIIAAAggggAACCMRYgIBDjIGpHgEEEEAAAQQQQAABBBBAAIFUFCDgkIpnnTYjgAACCCCAAAIIIIAAAgggEGMBAg4xBqZ6BBBAAAEEEEAAAQQQQAABBFJRgIBDKp512owAAggggAACCCCAAAIIIIBAjAUyYlw/1SPQRWDlWqm8sn1xedNBUna2Ptg0Wlnv5LSt2GfveuXnNre95wUCCCCAAAIIIIAAAggggEDiCBBwSJxzlfBH2tLSIntcfVNIjy8OhbXnx8qYI938kFtkjz3llus2a/a+dQqFwrf11/KMAAIIIIAAAggggAACCCAQzwIMqYjns5NEx+YHG5qamrygQzRNa25uUnNzc9TbR1Mn2yCAAAIIIIAAAggggAACCAyOAAGHwXFmL07AggcNDQ1RBxAaGxvV3IcABcgIIIAAAggggAACCCCAAALxI0DAIX7ORdIfiR9wsOdoSpMLODS5Xg7WO4KCAAIIIIAAAggggAACCCCQWAIEHBLrfCXs0VrQwAINXq+F5ugCCE1N1sPBBSf25H5I2MZz4AgggAACCCCAAAIIIIBACgoQcEjBkz5UTfaDDi51ZFSHYAGKlhb3iGprNkIAAQQQQAABBBBAAAEEEIgnAQIO8XQ2UuBYvOERRBBS4EzTRAQQQAABBBBAAAEEEEh1AQIOqX4F0H4EEEAAAQQQQAABBBBAAAEEYiBAwCEGqFSJAAIIIIAAAggggAACCCCAQKoLEHBI9SuA9iOAAAIIIIAAAggggAACCCAQAwECDjFApUoEEEAAAQQQQAABBBBAAIHUEJg/f35qNLQfrSTg0A80PoIAAggggAACCCCAAAIIIICACdx8881A9CBAwKEHGBYjgAACCCCAAAIIIIAAAggggED/BQg49N+OTyKAAAIIIIAAAggggAACCCCAQA8CBBx6gGExAggggAACCCCAAAIIIIAAAgj0X4CAQ//t+CQCCCCAAAIIIIAAAggggAACCPQgQMChBxgWI4AAAggggAACCCCAAAIIINCTQF1dnRoaGnpazXInkIECAggggAACCCCAAAIIIIAAAskgsGPHDq1atUrbt29XKBTSxIkTNXfuXGVkDPzWd9euXVq4cKEWL16s9evXq7m5WbasqKhI+++/v84//3xvX8ngGFQbBq4e1JFQDwIIIIAAAggggAACCCCAAAL9EFiyZInuvvturVmzRpMnT/Z6Hrz33nteUGD8+PG67rrrNGvWrH7U3PqRP/7xj7rzzju9IMYXv/hFfexjH1NmZqZKS0t1ww036MUXX9TLL7+sb37zmzrxxBP7vZ9k+yBDKpLtjNIeBBBAAAEEEEAAAQQQQCBFBGxYw/e+9z1deeWVmjZtmh588EH96le/0u233+4FIKyHw6ZNm7z1W7du7ZfKXXfdpVtvvVUtLS268cYb9fGPf9wLNlhlI0aM0LXXXusFIqzHw89//nPV19f3az/J+CECDsl4VmkTAggggAACCCCAAAIIIJDkAlVVVfrKV76iZ555Rpdddpn3uqCgoK3Ve+21l9ezwRbYttZDoa9l27Ztuvfee72PfeYzn9G8efO6VDFs2DAv8GArKioq9OGHH3bZJlUXEHBI1TNPuxFAAAEEEEAAAQQQQACBBBVoamrS9ddf7+VrOOaYY7z8Cd01Zd9999Xs2bO9Vc8995w3xKK77Xpa9vbbb6uxsdFbffrpp3e7mfWyKCsra1tnPR0orQIEHLgSEEAAAQQQQAABBBBAAAEEEkrgnnvu0WuvvaaRI0fqG9/4RsRjnzlzpre+trZWGzZsiLht55VZWVneorS0NBUXF3de7b1/9NFH22aryM/P93JIdLthCi4kaWQKnnSajAACCCCAAAIIIIAAAggkqsC6dev0+9//3jv8iy66SIWFhRGbMmrUqLb15eXlba+jeXH44Yfr8ssvV/hQjfDPrV27VrfddlvbIusFEcSMGG0VJvgLAg4JfgI5fAQQQAABBBBAAAEEEEAglQTuuOMOr0eBBQFOPfXUXptuwy/8kpOT47+M6tl6Npx77rndbmvJKK+55hrV1NR46y1nhOV5oLQLEHBot+AVAggggAACCCCAAAIIIIBAHAvYkIh//vOf3hGedNJJiiaAsHPnzrYWWYLHIIr1svj617+uHTt2eNWNGTPGm8HChlREWyyR5fr165Wbm6tJkyZ5M13YZ7ds2SKb0tOGcyxYsEAW9LBiuSTssWrVKllPjf33319BtcfbQQz+h4BDDFCpMrLAjEk1svFTTS6ZSktLs5avXqfKimr3j2y866qUp5D7B5Wenq7c7AZXUXrkyliLAAIIIIAAAggggAACKSPw1FNPtSV+POSQQ6Jq9+bNm73tbApLewy0LF261EtYWVlZ6VV1wAEHeO/7evO/cuXKtvwT3/nOdzR69GhvSs/ly5e3tfGb3/ymPvKRj8h6daxZs0bvvvuuqqurvf3OnTvXm4ZzoO2J5ecJOMRSl7o7CIRCIS9qd/n5270srtb1yCJ0NpXNsjXLdNpZ12m/2XO8OW3zXGSwsMiSskQej9VhB7xBAAEEEEAAAQQQQACBpBZYtGiR1z7Lk9DdFJWdG28zRixbtsxbbDfoAy0PPPCAfv3rX8uGaZSUlOhzn/uczjjjjLbeCX2p33ox+GXx4sVeIOHKK6/UBx98oG9961veKutJ8de//lWf+MQndPLJJ3s9ISxPRENDQ0LkiiDg4J9hnmMuYAEH+2KwrkF+1yf7h2q9GaxkZ2cp242pyszMVKbbJt1ta92H7HMUBBBAAAEEEEAAAQQQSG0Bu8l+//33PYTx48d7QxF6E7EeAX6iyOOOO663zXtcb70KbrjhBr3wwguyYRPnnXee9+jLEIrOlb/yyittiyzx5dVXX+29f/3119uWP/30014vhrFjx2r37t3ecAtzsGIJLeO9EHCI9zOUJMdnQQMLHlgwwQ82ZGdne12FbJmVXOvVUFjkAg3pLiiRrazMLKW5YITfMyJJKGgGAggggAACCCCAAAII9EPAAgfWY8HK8OHDo6rh+eefb9v+sMMOi+oznTf68MMPdd1118mGZtisGBdeeGGvM2N0rqPz+9LSUvmBBZu285JLLmnb5KWXXvJe232SDbWwYIMVmxHDpgK1Yussh4VfrOd4PM6O0Zp9wj9KnhGIoYAfcLAoYFFRkZfgxMY5+QGH/PwCFbq5bQtc0CE3L1+ZrseD9X6gh0MMTwpVI4AAAggggAACCCCQIAL19fVtRxpNvgTb/pFHHvE+Y4EC/76jrZIoXrz88su69NJLvZv+e+65R//5n/854GCD7XbhwoVe8MTudWwYhd/r23oxvPrqq96RnXXWWbJghBULKKxevVqPP/649/6II45Qsbt3smL58SzHQzwWejjE41lJwmPyezhY1M0PPLS0tHgt9f9x5eTkuu5JBZIbQREKpSnN/eOzBJIUBBBAAAEEEEAAAQQQQMC/fzAJuwHvrViCybKyMk2cOFFnnnlmb5t3WW+f/+lPf6rLL79cp512Wpf1A1nw2GOPeR8/9NBDNWXKlLaqLBBhbbN7pPPPP79tuQUhLOfDrl27vGUnnHBC27o777xTQeSnaKswwBfczQWISVWRBcKDDhZdtFwO9rAAhJUMt8x7ZLhnC0wwnCIyKGsRQAABBBBAAAEEEEghAZs+0i9bt271X3b7bDfmv/nNb7wbd5vpoa+9G5YsWaKf/exnXsAh2mCDJXuMprz55puyYRpWLOFkeAnvwTBy5Mi2VTYVqCWQtGJD0/0ZOt555x1vqMeRRx7Ztm08vSDgEE9nIwWOxYIOfuDBAg32sPdWwpf72/nrUoCGJiKAAAIIIIAAAggggEAEARtCkJeX521h+QwqKip63PrGG2/0ejdcccUVbcMSety40wqbTc8SRFqQ4t5779Vdd92lFStWtOWP6LS599YSOX73u9/tblWXZY8++qi3zIaa+4EDW2DBAz8p5oknntjhcxak8IMs++23nxd0sKDKTTfd5M3612HjOHrDkIo4OhkcCgIIIIAAAggggAACCCCAQPcC9sdKG0rw8MMPe9NS3n///fr85z/fYWMbdnHLLbfIppm0RIy99U6wXglr1qzRQQcd5OWYs8psWIMlddxnn31kN/eWx8GCDjaTxOzZszV9+nRvekpL5mgJ8bdt26aHHnrI277DwXTzpqqqSn4iy4MPPrhDz4snnnjC+0R4DwZbYDP7bdy4sa02y9ng98C47LLLNGLEiLZ18faCgEO8nRGOBwEEEEAAAQQQQAABBBBAoFuBiy++WDa8wP66/4c//MHb5tRTT/WS0lsPgbvvvtsLIFx//fX66Ec/2m0d/kKb4vK///u/ZUEKG3bhz/rgzx7xhS98QTZU4TOf+YyeffZZb4iFBTLs0blYb4hf//rXnRd3eb9o0SLV1dV5y48++ui29RZUsH1YWbBgQdvMfvbeek+E56+wdl511VX68pe/7B2fbROvhSEV8XpmOC4EEEAAAQQQQAABBBBAAIEOAjYdpg0jmDFjhjfEwYY82AwUp59+ur7//e9r33339QIRvQUbrFK78bdeE9dee21bsMGW25AK67lgvR78ctxxx+m3v/2trFdC51JQUKBvf/vbmjp1audVXd6/+OKL3j6t/sMPP7xtvSWFtGk/7XjCl9sGtq0ll5wwYYK3veV2+J//+R+dffbZbZ+P1xf0cIjXM8NxIYAAAggggAACCCCAAAIIdBGwoQ7Wm8CGMuzYscNLDGn5HcaMGdOWH67Lh7pZYHkSrAeDnxfC3+Saa67xgg42tCG82I3+j3/8Yy+Xgg3FsKENJSUl3rALCwpEU3rK82ABBb+HQ3f1/PCHP/QCJBYkKSoq8gIT3W0Xb8sIOMTbGeF4EEDg/7N3L1CSVfX96H/VXd3VPT09A4LDZARmjAroDIgEH6jxFTEoGkliFiQrySLmYbwhGZKooJmoec/C3IAuvTFGA0sx0RW5eSwVfF4TQeGvRsyAIAgMijAKqPOAnqG7qu7ZB05Pz6u7unuq63E+e60zVXWee392YVLf3mcfAgQIECBAgAABAgTmFFi1alWkZTFl/7AhnevII4+cns/hYOdOwUZalrKkkQ/pKR0zn9SxlNdf6LXcUrFQOccRIECAAAECBAgQIECAAAEChxQQOBySxgYCBAgQIECAAAECBAgQIDC7wI033jj7DiXeKnAocedrOgECBAgQIECAAAECBAgsTuDCCy9c3An6+GiBQx93rqYRIECAAAECBAgQIECAAIFOCQgcOiXvugQIECBAgAABAgQIECBAoI8FBA593LmaRoAAAQIECBAgQIAAAQIEOiUgcOiUvOsSIECAAAECBAgQIECAAIE+FhA49HHnahoBAgQIECBAgAABAgQIEOiUgMChU/KuS4AAAQIECBAgQIAAAQIE+lhA4NDHnatpBAgQIECAAAECBAgQIECgUwICh07Juy4BAgQIECBAgAABAgQIEOhjgWoft03TulTgljsiduzaW7kd9dMjarXYeu+qGL5tZHrDuuMeibHRxvRnbwgQIECAAAECBAgQIECgdwQEDr3TVz1f02azGWm56NJKXH19ZUZ73hHVDRGXXZWtSstj5T2b7ov1J+yJSmXmvsVWrwQIECBAgAABAgQIECDQzQJuqejm3umjuhVhQ71ez0OHVprWaNSj0Wi0vH8r57QPAQIECBAgQIAAAQIECCyNgMBhaZxdJRNI4cHk5GTLAcLU1FQ05hFQQCZAgAABAgQIECBAgACB7hEQOHRPX/R9TYrAIb22UupZ4FDPRjmk0REKAQIECBAgQIAAAQIECPSWgMCht/qrZ2ubQoMUNOSjFhqtBQj1ehrhkIUTj8390LONV3ECBAgQIECAAAECBAiUUEDgUMJO71STi9AhmzqypSqkgKLZzJaW9rYTAQIECBAgQIAAAQIECHSTgMChm3qjBHXJb4+QIJSgpzWRAAECBAgQIECAAIGyCwgcyv4N0H4CBAgQIECAAAECBAgQINAGAYFDG1CdkgABAgQIECBAgAABAgQIlF1A4FD2b4D2EyBAgAABAgQIECBAgACBNggIHNqA6pQECBAgQIAAAQIECBAgQKDsAgKHsn8DtJ8AAQIECBAgQIAAAQIECLRBQODQBlSnJECAAAECBAgQIECAAAECZRcQOJT9G6D9BAgQIECAAAECBAgQIECgDQIChzagOiUBAgQIECBAgAABAgQIECi7gMCh7N8A7SdAgAABAgQIECBAgAABAm0QEDi0AdUpCRAgQIAAAQIECBAgQIBA2QUEDmX/Bmg/AQIECBAgQIAAAQIECBBog4DAoQ2oTkmAAAECBAgQIECAAAECBMouIHAo+zdA+wkQIECAAAECBAgQIECAQBsEBA5tQHVKAgQIECBAgAABAgQIECBQdgGBQ9m/AdpPgAABAgQIECBAgAABAgTaICBwaAOqUxIgQIAAAQIECBAgQIAAgbILCBzK/g3QfgIECBAgQIAAAQIECBAg0AYBgUMbUJ2SAAECBAgQIECAAAECBAiUXUDgUPZvgPYTIECAAAECBAgQIECAAIE2CFTbcE6nJDCrwElrJ2L37t1RbzSi2WzETd+6O3btfDjWrl0Ty5cvi8rAQAwODsZobTI7z+Cs57KRAAECBAgQIECAAAECBLpTQODQnf3Sl7WqVCqRlgvOvT+2b98eExMTMTU1FRs3bowtt2+Js8/ZFCeu3xBDQ0OxbGwsxleszBzG+9JCowgQIECAAAECBAgQINDvAgKHfu/hLmpfChuq1WoMDw/HyMhIXrN6vZ6PZkgfarXhqGXrU+AwlO0zmO07kI12SMcpBAgQIECAAAECBAgQINBbAgKH3uqvnq1tCg1SeJDChCJsqNVq0chuq0jrUhlNoxrGV2RBw2AWStRieGg4BrJbK9KxQoee7XoVJ0CAAAECBAgQIECgpAICh5J2fCeaXQQOY1mwkEY5pNENMwOHsbHlMb5yZR5MDA5WozpUzUc/CBs60VuuSYAAAQIECBAgQIAAgcUJCBwW5+foFgWKEQ7plooieGg2m/nRaYLIVEZGRiOFDpHdQVGpDMRAGtmQjYpQCBAgQIAAAQIECBAgQKD3BAQOvddnPVvjInRIgUMRNqTGpM+pVLNbK9KSysxRDTPf5xv9Q4AAAQIECBAgQIAAAQJdLyBw6Pou6q8KFuFB8ZpaV7xPr0X40F+t1hoCBAgQIECAAAECBAiUT8B49fL1uRYTIECAAAECBAgQIECAAIG2Cwgc2k7sAgQIECBAgAABAgQIECBAoHwCAofy9bkWEyBAgAABAgQIECBAgACBtgsIHNpO7AIECBAgQIAAAQIECBAgQKB8AgKH8vW5FhMgQIAAAQIECBAgQIAAgbYLCBzaTuwCBAgQIECAAAECBAgQIECgfAICh/L1uRYTIECAAAECBAgQIECAAIG2Cwgc2k7sAgQIECBAgAABAgQIECBAoHwCAofy9bkWEyBAgAABAgQIECBAgACBtgsIHNpO7AIECBAgQIAAAQIECBAgQKB8AgKH8vW5FhMgQIAAAQIECBAgQIAAgbYLCBzaTuwCBAgQIECAAAECBAgQIECgfAICh/L1uRYTIECAAAECBAgQIECAAIG2Cwgc2k7sAgQIECBAgAABAgQIECBAoHwCAofy9bkWEyBAgAABAgQIECBAgACBtgsIHNpO7AIECBAgQIAAAQIECBAgQKB8AtXyNVmLOy1wyx0RO3btrcWO+ukRtVpsvXdVDN82Mr1h3XGPxNhoY/qzNwQIECBAgAABAgQIECDQOwICh97pq56vabPZjLRcdGklrr6+MqM974jqhojLrspWpeWx8p5N98X6E/ZEpTJz32KrVwIECBAgQIAAAQIECBDoZgG3VHRz7/RR3YqwoV6v56FDK01rNOrRaDRa3r+Vc9qHAAECBAgQIECAAAECBJZGQOCwNM6ukgmk8GBycrLlAGFqaioa8wgoIBMgQIAAAQIECBAgQIBA9wgIHLqnL/q+JkXgkF5bKfUscKhnoxzS6AiFAAECBAgQIECAAAECBHpLQODQW/3Vs7VNoUEKGvJRC43WAoR6PY1wyMKJx+Z+6NnGqzgBAgQIECBAgAABAgRKKCBwKGGnd6rJReiQTR3ZUhVSQNFsZktLe9uJAAECBAgQIECAAAECBLpJQODQTb1Rgrrkt0dIEErQ05pIgAABAgQIECBAgEDZBQQOZf8GaD8BAgQIECBAgAABAgQIEGiDgMChDahOSYAAAQIECBAgQIAAAQIEyi4gcCj7N0D7CRAgQIAAAQIECBAgQIBAGwQEDm1AdUoCBAgQIECAAAECBAgQIFB2AYFD2b8B2k+AAAECBAgQIECAAAECBNogIHBoA6pTEiBAgAABAgQIECBAgACBsgsIHMr+DdB+AgQIECBAgAABAgQIECDQBgGBQxtQnZIAAQIECBAgQIAAAQIECJRdQOBQ9m+A9hMgQIAAAQIECBAgQIAAgTYICBzagOqUBAgQIECAAAECBAgQIECg7AICh7J/A7SfAAECBAgQIECAAAECBAi0QUDg0AZUpyRAgAABAgQIECBAgAABAmUXEDiU/Rug/QQIECBAgAABAgQIECBAoA0CAoc2oDolAQIECBAgQIAAAQIECBAou4DAoezfAO0nQIAAAQIECBAgQIAAAQJtEBA4tAHVKQkQIECAAAECBAgQIECAQNkFBA5l/wZoPwECBAgQIECAAAECBAgQaIOAwKENqE5JgAABAgQIECBAgAABAgTKLiBwKPs3QPsJECBAgAABAgQIECBAgEAbBKptOKdTEphV4KS1E7F79+6oNxrRbDbipm/dHbt2Phxr166J5cuXRWVgIAYHB2O0NpmdZ3DWc9lIgAABAgQIECBAgAABAt0pIHDozn7py1pVKpVIywXn3h/bt2+PiYmJmJqaio0bN8aW27fE2edsihPXb4ihoaFYNjYW4ytWZg7jfWmhUQQIECBAgAABAgQIEOh3AYFDv/dwF7UvhQ3VajWGh4djZGQkr1m9Xs9HM6QPtdpw1LL1KXAYyvYZzPYdyEY7pOMUAgQIECBAgAABAgQIEOgtAYFDb/VXz9Y2hQYpPEhhQhE21Gq1aGS3VaR1qYymUQ3jK7KgYTALJWoxPDQcA9mtFelYoUPPdr2KEyBAgAABAgQIECBQUgGBQ0k7vhPNLgKHsSxYSKMc0uiGmYHD2NjyGF+5Mg8mBgerUR2q5qMfhA2d6C3XJECAAAECBAgQIECAwOIEBA6L83N0iwLFCId0S0URPDSbzfzoNEFkKiMjo5FCh8juoKhUBmIgjWzIRkUoBAgQIECAAAECBAgQINB7AgKH3uuznq1xETqkwKEIG1Jj0udUqtmtFWlJZeaohpnv843+IUCAAAECBAgQIECAAIGuFxA4dH0X9VcFi/CgeE2tK96n1yJ86K9Waw0BAgQIECBAgAABAgTKJ2C8evn6XIsJECBAgAABAgQIECBAYA6Ba665Zo49bJ5LQOAwl5DtBAgQIECAAAECBAgQIFAqgSuuuCI2b94cF154YanafbgbK3A43KLOR4AAAQIECBAgQIAAAQI9LXDqqafm9b/xxhuFDovoSYHDIvAcSoAAAQIECBAgQIAAAQL9J5ACh8suuyxvmNBh4f0rcFi4nSMJECBAgAABAgQIECBAoE8FhA6L71iBw+INnYEAAQIECBAgQIAAAQIE+lBA6LC4ThU4LM7P0QQIECBAgAABAgQIECDQxwJCh4V3rsBh4XaOJECAAAECBAgQIECAAIESCAgdFtbJAoeFuTmKAAECBAgQIECAAAECBEokIHSYf2cLHOZv5ggCBAgQIECAAAECBAgQKKGA0GF+nV6d3+72JkCAAAECswt8/f9cP/sOthIgQIAAAQJLLnDf9+5Z8mv26wWL0OHCCy+M9MhM5dACAodD29hCgAABAvMUSGHDX/3JG8L/UzNPOLsTIECAAIElEFi3bl2kZf+yefPm2LZt2/6rfZ5DYPXq1dNu5513XqTP+5ezzjor0lLWInAoa89rNwECBNogUIQNL3rRi9pwdqckQIAAAQIEFiPwtre9LQ72f6PPP//86R/Oizl/GY9NQc3MwObiiy/eh+FgIcQ+O/T5B4FDn3ew5hEgQKATApdffvlB/4LSibq4JgECBAgQIDC7QPpRXPYfxrMLzb41BQ6ppPDhiiuuiMsuu2z2A0q01aSRJepsTSVAgAABAgQIECBAgACBwy9QhAxpToc0t4PyqIDAwTeBAAECBAgQIECAAAECBAgsQqCYSDKdQuiwF1LgsNfCuyUSuOWOiBu+sXfZUT89ovazsfXeVXHzbSPTy0MTvp5L1CUuQ4AAAQIECBAgQIDAIgWEDgcCmsPhQBNr2iTQbDYjLRddWomrr6/MuMo7oroh4rKrslVpeay8Z9N9sf6EPVGpzNy32OqVAAECBAgQIECAAAEC3SVQhA7FIzPTa3G7RXfVdGlq40/IS+Nc+qsUYUO9Xs9Dh1ZAGo16NBqNlvdv5Zz2IUCAAAECBAgQIECAQDsFitAhXaPst1cIHNr5TXPufQRSeDA5OdlygDA1NRWNeQQU+1zMBwIECBAgQIAAAQIECHRIQOjwKLzAoUNfwDJetggc0msrpZ4FDvVslEMaHaEQIECAAAECBAgQIECglwSEDhECh176xvZwXVNokIKGfNRCo7UAoV5PIxyycOKxuR96uPmqToAAAQIECBAgQIBACQX2Dx02b95cKgWBQ6m6u7ONLUKHbOrIliqSAopmM1ta2ttOBAgQIECAAAECBAgQWHqBuSaFLEKH1atXx8UXX7z0FezgFQUOHcQv46Xz2yMkCGXsem0mQIAAAQIECBAg0JcCKVCYq6R9PvKRj8y1W99tFzj0XZdqEAECBAgQIECAAAECBAgQ6LyAwKHzfaAGBAgQIECAAAECBAgQIECg7wQEDn3XpRpEgAABAgQIECBAgAABAgQ6LyBw6HwfqAEBAgQIECBAgAABAgQIEOg7AYFD33WpBhEgQIAAAQIECBAgQIAAgc4LCBw63wdqQIAAAQIECBAgQIAAAQIE+k5A4NB3XapBBAgQIECAAAECBAgQIECg8wICh873gRoQIECAAAECBAgQIECAAIG+ExA49F2XahABAgQIECBAgAABAgQIEOi8gMCh832gBgQIECBAgAABAgQIECBAoO8EBA5916UaRIAAAQIECBAgQIAAAQIEOi8gcOh8H6gBAQIECBAgQIAAAQIECBDoOwGBQ991qQYRIECAAAECBAgQIECAAIHOCwgcOt8HakCAAAECBAgQIECAAAECBPpOQODQd12qQQQIECBAgAABAgQIECBAoPMCAofO94EaECBAgAABAgQIECBAgACBvhMQOPRdl2oQAQIECBAgQIAAAQIECBDovIDAofN9oAYECBAgQIAAAQIECBAgQKDvBAQOfdelGkSAAAECBAgQIECAAAECBDovUO18FdSgbAInrZ2I3bt3R73RiGazETd96+7YtfPhWLt2TSxfviwqAwMxODgYo7XJjGawbDzaS4AAAQIECBAgQIAAgb4QEDj0RTf2RiMqlUqk5YJz74/t27fHxMRETE1NxcaNG2PL7Vvi7HM2xYnrN8TQ0FAsGxuL8RUrs4aN90bj1JIAAQIECBAgQIAAAQIE9hEQOOzD4UM7BVLYUK1WY3h4OEZGRvJL1ev1fDRD+lCrDUctW58Ch6Fsn8Fs34FstEM6TiFAgAABAgQIECBAgACB3hIQOPRWf/VsbVNokMKDFCYUYUOtVotGdltFWpfKaBrVML4iCxoGs1CiFsNDwzGQ3VqRjhU69GzXqzgBAgQIECBAgAABAiUVEDiUtOM70ewicBjLgoU0yiGNbpgZOIyNLY/xlSvzYGJwsBrVoWo++kHY0Ineck0CBAgQIECAAAECBAgsTkDgsDg/R7coUIxwSLdUFMFDs9nMj04TRKYyMjIaKXSI7A6KSmUgBtLIhmxUhEKAAAECBAgQIECAAAECvScgcOi9PuvZGhehQwocirAhNSZ9TqWa3VqRllRmjmqY+T7f6B8CBAgQIECAAAECBAgQ6HoBgUPXd1F/VbAID4rX1LrifXotwof+arXWECBAgAABAgQIECBAoHwCxquXr8+1mAABAgQIECBAgAABAgQItF1A4NB2YhcgQIAAAQIECBAgQIAAAQLlExA4lK/PtZgAAQIECBAgQIAAAQIECLRdQODQdmIXIECAAAECBAgQIECAAAEC5RMQOJSvz7WYAAECBAgQIECAAAECBAi0XUDg0HZiFyBAgAABAgQIECBAgAABAuUTEDiUr8+1mAABAgQIECBAgAABAgQItF2g2vYr9OkFzjrrrNi2bVuftk6zCBAgQIAAAQIECBAgQIDA4gQEDgv0W716daRFIUCAAAECBAgQIECAAAECBA4UcEvFgSbWECBAgAABAgQIECBAgAABAosUEDgsEtDhBAgQIECAAAECBAgQIECAwIECAocDTawhQIAAAQIECBAgQIAAAQIEFikgcFgkoMMJECBAgAABAgQIECBAgACBAwX6ZtLIBx54IG699da4//77o1KpxPHHHx+nnHJKVKuLb+Kf/umfxtatWw/QazQasWfPnti1a1c84QlPiA984AMH7GMFAQIECBAgQIAAAQIECBAoo8Dif413WO0rX/lKfPCDH4zbb789nvjEJ8bk5GTceeedkcKANWvWxKZNm+JpT3vagmu5ZcuW+OIXvxgDA3sHg6Rz719+8IMf7L/KZwIECBAgQIAAAQIECBAgUFqBng0c0siCSy65JD73uc/Fz//8z8ff/M3fxPLly/OOvOeee+Itb3lLfOc734k3vvGN8U//9E9xzDHHLKiTP/zhD+ejJa644op9Qod0/TSa4lOf+lRceeWV8ZznPGdB53cQAQIECBAgQIAAAQIECBDoR4G9f7bvodY99NBDsXHjxjxseP3rX5+/L8KG1Ixjjz02H9mQ3qd9L7/88vR23iXdRnHDDTfEeeedt0/YkE5Uq9Xy6/zmb/5mnHbaafHyl7983ucv6wG33BFxwzf2Ljvqp2egPxtb710VN982Mr08NNGTX8+ydqt2EyBAgAABAgQIECBAYB+BnhvhUK/X461vfWs+X8MLX/jCOPfcc/dpUPHhhBNOiPXr18fNN98cX/jCF+JNb3rTAaFBse+hXj/60Y/G4x73uDjzzDMPtUu+Pu3zjGc8Y9Z9bIxoNpv5ctGllbj6+soMkndEdUPEZVdlq9LyWHnPpvti/Ql78jk5inVeCRAgQIAAAQIECBAgQKA3BHruT8gf+tCH4mtf+1ocffTR8YY3vGFW5ac+9an59t27d0e6zWI+5Uc/+lF89rOfjV/8xV+MoaGhWQ+94IIL/CieVWhv2JACoxQ8tFIajXo+F0er+7dyTvsQIECAAAECBAgQIECAwNII9FTgcPfdd0eaUyGVX/mVX4nx8fFZlR7/+MdPb9+xY8f0+1be/Md//EcMDg7Gq171qnz3NBnl1NTUQQ9duXLlQddbua9AmmwzObYaICTvxjwCin2v5hMBAgQIECBAgAABAgQIdFKgp26pSJM/ph+sab6GV7ziFXO6pb+mF2VkZKR4O+dr+mH88Y9/PI488sj48z//8/z2jZ07d+bHpXBhw4YNcdZZZ8Xzn/98Ixvm1Ny7QxE4NBppxMjg3g2HeFfPAod6NsphoDn3voc4hdUECBAgQIAAAQIECBAg0CGBngkc0i0R6fGUqbzsZS+LVgKEH/7wh9OsKTxotWzfvj2e/exnx4knnhgnnXRSHnDcd9998V//9V/xyU9+Mq677rp8+amf+ql4+9vfPudIi/2vmyayTE/QGB0djbVr106HFtu2bcsf6Tk8PJxPRFk8ijPdEnLrrbdGGqVx8skn50HI/ufs9s9pVEMKHPJRC43Wbqmo19MIh+wRpNVH536oVGbO+9DtLVY/AgQIECBAgAABAgQIlFugZwKHz3zmM/kP1tRdz3rWs1rqtRQSpHLUUUflS0sHZTulcCI9TnNmWbNmTaSAIT2NIm3btWtXPpdEmozy3e9+d377xcz9Z3t/yy23TM8/8Wd/9mexatWq+Pu///u46aabptv45je/OR9BkUZ1XH311fHwww/npzzllFPiXe9612yn79ptReiQxQct1TEFFM1mtrS0t50IECBAgAABAgQIECBAoJsEemYOh2uvvTZ3q1ar8fSnP31Ow/RjdcuWLfl+6Uf64SppIsoUBhQlhQef+MQnio8tvd55553T+11//fXxkY98JA8xUvhQlDRfRZoUM13v3/7t36Ynrkzt7+WSz98gQejlLlR3AgQIECBAgAABAgQItCTQE4HDxMRE3HXXXXmD0kiDdCvCXOXb3/52fgtC2u8lL3nJXLvPa/vznve8OO6446aPSY/dnE+54YYbpndPE1+moCGdLz0ZoyjpCRlve9vb4qUvfWmkWy3S3BWpnHHGGcUuXgkQIECAAAECBAgQIECAQNcK9ETgkOZvSCMWUnnc4x7XEmaab6HY/znPeU5Lx6RrpKdgpNskrrnmmlmPWb9+/fT2+++/f/r9XG8efPDB+PrXv57vlkYvvO51r5s+5Etf+lL+Pj2GM4UQq1evzj9/6lOfml6f5q8oyqGemlFs90qAAAECBAgQIECAAAECBDol0BOBQ/GEiITUyuSPjzzySP6UibR/enxm+gHfSknzJfzjP/5jfPWrX40nP/nJsx4yNjY2vX0+j8X89Kc/nYcnaQLENBdEevRmKj/+8Y/z66b355xzTn4rRXqfQoU0h0Mqz33uc6O4VppIMtVXIUCAAAECBAgQIECAAAEC3SjQE4FDMbohAbbyV/00wWR60sTxxx8fr371q1tyTz/gP/axj+X7pjki5gocZj4BIz1potWSnnKRSnoKxk/+5E9OH5aCiNS2FECce+650+tT+FHcapFuryjK5ZdfHjNHWRTrvRIgQIAAAQIECBAgQIAAgW4Q6InAYeZtFN///vdndUs/zt/3vvflP9zT5I6tjm649957I4UOqTzpSU+a9RopAPnGN74xvc9ZZ501/X62N+mY7373u/kur3rVq/bZdeYohqOPPnp6W/Eo0FqtNv10jttuuy3SEzjSXBIKAQIECBAgQIAAAQIECBDoRoGeCBzSCIJly5blfnfccUfMvMVif9RLLrkkH93wR3/0R9O3Jey/z8E+j4yMTK+eaxRFGo1QjHBIP/pPPvnk6WNne1M8zSLdjjHz0Z4pQCgmxTzzzDP3OUURbJx44omRQocUqFx66aWxcePGffbzgQABAgQIECBAgAABAgQIdJNATwQO6TaD4naCer0eH/3oRw8wTI9bfPe73x3pMZNpIsazzz77gH1mrti6dWukWy+K2xXS0y+KWyPSpF+ZxOIAAEAASURBVI754xtnHvDY+zSBZbpOKk95ylPioosuemzL7C8PPfRQFBNZPvOZz9xn5EUxQeXMUQzpbKmt3/ve9/ITp9EXX/nKV+L3f//341d/9VfjqKOOmv2CthIgQIAAAQIECBAgQIAAgQ4K9ETgkHzOP//86Qkj//mf/zne//73R7oNYteuXfE///M/8Yd/+If55Ipvfetb45d/+ZdnJf3v//7veO1rXxt//dd/nf+IL3ZOT6dIow/uvvvueOc73xnpcZwzS5pPIY0sSD/+f+EXfiEPHlasWDFzl0O+v/baa2PPnj359he84AXT+6VQ4fOf/3z++bTTTouZIy3SozCL4CONgkj1+8Vf/EW3UkzreUOAAAECBAgQIECAAAEC3SpQ7daK7V+vNI9DupVg8+bNceutt8aVV16ZL2m/9Nf+n/mZn8kfJVk8xWH/42d+Tj/8BwYG8tEJM29hSJMwpiDjQx/6UD76IQUBJ5xwQoyPj+chRHqyxCtf+cp4xSteEcccc8zMU875/rrrrsuvOTw8HGecccb0/inE2LFjR75t5vq0Qwof0uSSN9xwQ6R5HVKoYt6GaTpvCBAgQIAAAQIECBAgQKCLBSrZX9CbXVy/g1YtTbyYbjWoVqv5D/F0K0QKA+ZT0jwQKUg4VEksaYLKNIJidHQ0DzVmjj441HGHe32aoPLBBx/Mr59Ckl4tqR0p6Enuv/YnK+PzX6/N2ZS/+f1vxtOf1ojayGg+Ceh8+3jOC9iBAIHDLvCaM58f933vnnxemnXr1h328zshAQIECBAgQIBA7wj0zAiHmaRptEP68Z9+gBavM7e38n6u8CCdO42WSJNVpmCj1addtHLt+eyT6pGCET+256NmXwIECBAgQIAAAQIECBDotEBPBg5pnoW0LKa0EiCkkQ1p6WQpQpVO1sG1CRAgQIAAAQIECBAgQIDAfAV6d4z+fFtqfwIECBAgQIAAAQIECBAgQGDJBAQOC6ROj7K88cYbF3i0wwgQIECAAAECBAgQIECAQH8LCBwW2L/btm0TOCzQzmEECBAgQIAAAQIECBAg0P8CAof+72MtJECAAAECBAgQIECAAAECSy4gcFhychckQIAAAQIECBAgQIAAAQL9LyBw6P8+1kICBAgQIECAAAECBAgQILDkAgKHJSd3QQIECBAgQIAAAQIECBAg0P8C1f5vohZ2m8BJaydi9+7dUW80otlsxE3fujt27Xw41q5dE8uXL4vKwEAMDg7GaG0yq/pgt1VffQgQIECAAAECBAgQIECgBQGBQwtIdjk8ApVKJdJywbn3x/bt22NiYiKmpqZi48aNseX2LXH2OZvixPUbYmhoKJaNjcX4ipXZhccPz8WdhQABAgQIECBAgAABAgSWVEDgsKTc5b5YChuq1WoMDw/HyMhIjlGv1/PRDOlDrTYctWx9ChyGsn0Gs30HstEO6TiFAAECBAgQIECAAAECBHpLQODQW/3Vs7VNoUEKD1KYUIQNtVotGtltFWldKqNpVMP4iixoGMxCiVoMDw3HQHZrRTpW6NCzXa/iBAgQIECAAAECBAiUVEDgUNKO70Szi8BhLAsW0iiHNLphZuAwNrY8xleuzIOJwcFqVIeq+egHYUMness1CRAgQIAAAQIECBAgsDgBgcPi/BzdokAxwiHdUlEED81mMz86TRCZysjIaKTQIbI7KCqVgRhIIxuyUREKAQIECBAgQIAAAQIECPSegMCh9/qsZ2tchA4pcCjChtSY9DmVanZrRVpSmTmqYeb7fKN/CBAgQIAAAQIECBAgQKDrBQQOXd9F/VXBIjwoXlPrivfptQgf+qvVWkOAAAECBAgQIECAAIHyCRivXr4+12ICBAgQIECAAAECBAgQINB2AYFD24ldgAABAgQIECBAgAABAgQIlE9A4FC+PtdiAgQIECBAgAABAgQIECDQdgGBQ9uJXYAAAQIECBAgQIAAAQIECJRPQOBQvj7XYgIECBAgQIAAAQIECBAg0HYBgUPbiV2AAAECBAgQIECAAAECBAiUT0DgUL4+12ICBAgQIECAAAECBAgQINB2AYFD24ldgAABAgQIECBAgAABAgQIlE9A4FC+PtdiAgQIECBAgAABAgQIECDQdgGBQ9uJXYAAAQIECBAgQIAAAQIECJRPQOBQvj7XYgIECBAgQIAAAQIECBAg0HYBgUPbiV2AAAECBAgQIECAAAECBAiUT0DgUL4+12ICBAgQIECAAAECBAgQINB2AYFD24ldgAABAgQIECBAgAABAgQIlE9A4FC+PtdiAgQIECBAgAABAgQIECDQdgGBQ9uJXYAAAQIECBAgQIAAAQIECJRPoFq+JmtxpwVuuSNix669tdhRPz2iVout966K4dtGpjesO+6RGBttTH/2hgABAgQIECBAgAABAgR6R0Dg0Dt91fM1bTabkZaLLq3E1ddXZrTnHVHdEHHZVdmqtDxW3rPpvlh/wp6oVGbuW2z1SoAAAQIECBAgQIAAAQLdLOCWim7unT6qWxE21Ov1PHRopWmNRj0ajUbL+7dyTvsQIECAAAECBAgQIECAwNIICByWxtlVMoEUHkxOTrYcIExNTUVjHgEFZAIECBAgQIAAAQIECBDoHgGBQ/f0Rd/XpAgc0msrpZ4FDvVslEMaHaEQIECAAAECBAgQIECAQG8JCBx6q796trYpNEhBQz5qodFagFCvpxEOWTjx2NwPPdt4FSdAgAABAgQIECBAoKcErrnmmrjxxht7qs7dWFmBQzf2Sp/WqQgdsqkjW2phCiiazWxpaW87ESBAgAABAgQIECBAYPECKWzYvHlzXHjhhXOGDq3ss/ga9e4ZBA6923c9WfP89ggJQk/2nUoTIECAAAECBAgQKIPAWWedFaeeemreVIHC4npc4LA4P0cTIECAAAECBAgQIECAQJ8JXHbZZUKHw9CnAofDgOgUBAgQIECAAAECBAgQINBfAkKHxfenwGHxhs5AgAABAgQIECBAgAABAn0oIHRYXKcKHBbn52gCBAgQIECAAAECBAgQ6GMBocPCO1fgsHA7RxIgQIAAAQIECBAgQIBACQSEDgvrZIHDwtwcRYAAAQIECBAgQIAAAQIlEhA6zL+zBQ7zN3MEAQIECBAgQIAAAQIECJRQYP/QYdu2bSVUaL3J1dZ3tScBAgQIECBAgEBZBLZu3RpXXHFFWZqrnQT6XmDdunVx/vnn9307l6KBKXS48MIL48Ybb4wUOAgdDq0ucDi0jS0ECBAgQIAAgVIKpLDhN37jN+ILX/hCKduv0QT6UeBFL3pR3qz9Q4cULAoXF9fjmzdvjrTsX0499dRI4USZi8ChzL2v7QQIECBAgACBgwikoCEtP/GEY+Pl57zmIHtYRYBALwls+9498cl//1gcbJRDCiD2DyF6qW2drut55503PcJh5u0Wna5Xt1xf4NAtPaEeBAgQIECAAIEuE3jGM58Tv/l7F3ZZrVSHAIH5CqSwIS3K4RdYvXp1ftJ0W0W6zULosK+xSSP39fCJAAECBAgQIECAAAECBAi0LHDxxRdHun0ilWJuh5YP7vMdBQ593sGaR4AAAQIECBAgQIAAAQLtFZg5skHosNda4LDXwjsCBAgQIECAAAECBAgQILAgAaHDgWwChwNNrCFAgAABAgQIECBAgAABAvMWEDrsSyZw2NfDJwIECBAgQIAAAQIECBAgsGABocNeOoHDXgvvCBAgQIAAAQIECBAgQIDAogWEDo8SChwW/VVyAgIECBAgQIAAAQIECHSvwE+sOTav3NatW7u3kn1YM6FDhMChD7/YmkSAAAECBAgQIECAAAECnReYGTps3ry58xVa4hpUl/h6LkcgTlo7Ebt37456oxHNZiNu+tbdsWvnw7F27ZpYvnxZVAYGYnBwMEZrk5nWIDECBAgQIECAAAECBAj0rEAKHVLYcP755/dsGxZacYHDQuUcN2+BSqUSabng3Ptj+/btMTExEVNTU7Fx48bYcvuWOPucTXHi+g0xNDQUy8bGYnzFyuwa4/O+jgMIECBAgAABAgQIECDQTQIXX3xxN1VnyeoicFgyahdKYUO1Wo3h4eEYGRnJQer1ej6aIX2o1Yajlq1PgcNQts9gtu9ANtohHacQIECAAAECBAgQIECAQG8JCBx6q796trYpNEjhQQoTirChVqtFI7utIq1LZTSNahhfkQUNg1koUYvhoeEYyG6tSMcKHXq261WcAAECBAgQIECAAIGSCggcStrxnWh2ETiMZcFCGuWQRjfMDBzGxpbH+MqVeTAxOFiN6lA1H/0gbOhEb7kmAQIECBAgQIAAAQIEFicgcFicn6NbFChGOKRbKorgodls5kenCSJTGRkZjRQ6RHYHRaUyEANpZEM2KkIhQIAAAQIECBAgQIAAgd4TEDj0Xp/1bI2L0CEFDkXYkBqTPqdSzW6tSEsqM0c1zHyfb/QPAQIECBAgQIAAAQIECHS9gMCh67uovypYhAfFa2pd8T69FuFDf7VaawgQIECAAAECBAgQIFA+AePVy9fnWkyAAAECBAgQmFVg3bp1+fb7vnfPrPvZSIAAAQIEZhMQOMymYxsBAgQIECBAgAABAgQIECCwIAGBw4LYHESAAAECBAgQIECAAAECBAjMJiBwmE3HNgIECBAgQIAAAQIECBAgQGBBAgKHBbE5iAABAgQIECBAgAABAgQIEJhNQOAwm45tBAgQIECAAAECBAgQIECAwIIEBA4LYnMQAQIECBAgQIAAAQIECBAgMJuAwGE2HdsIECBAgAABAgQIECBAgACBBQkIHBbE5iACBAgQIECAAAECBAgQIEBgNgGBw2w6thEgQIAAAQIECBAgQIAAAQILEhA4LIjNQQQIECBAgAABAgQIECBAgMBsAgKH2XRsI0CAAAECBAgQIECAAAECBBYkIHBYEJuDCBAgQIAAAQIECBAgQIAAgdkEBA6z6dhGgAABAgQIECBAgAABAgQILEhA4LAgNgcRIECAAAECBAgQIECAAAECswkIHGbTsY0AAQIECBAgQIAAAQIECBBYkEB1QUc5iMAiBG65I2LHrr0n2FE/PaJWi633rorh20amN6w77pEYG21Mf/aGAAECBAgQIECAAAECBHpHQODQO33V8zVtNpuRlosurcTV11dmtOcdUd0QcdlV2aq0PFbes+m+WH/CnqhUZu5bbPVKgAABAgQIECBAgAABAt0s4JaKbu6dPqpbETbU6/U8dGilaY1GPRqNRsv7t3JO+xAgQIAAAQIECBAgQIDA0ggIHJbG2VUygRQeTE5OthwgTE1NRWMeAQVkAgQIECBAgAABAgQIEOgeAYFD9/RF39ekCBzSayulngUO9WyUQxodoRAgQIAAAQIECBAgQIBAbwkIHHqrv3q2tik0SEFDPmqh0VqAUK+nEQ5ZOPHY3A8923gVJ0CAAAECBAgQIECAQAkFBA4l7PRONbkIHbKpI1uqQgooms1saWlvOxEgQIAAAQIECBAgQIBANwkIHLqpN0pQl/z2CAlCCXpaEwkQIECAAAECBAgQKLuAwKHs3wDtJ0CAAAECBAgQIECAAAECbRAQOLQB1SkJECBAgAABAgQIECBAgEDZBQQOZf8GaD8BAgQIECBAgAABAgQIEGiDgMChDahOSYAAAQIECBAgQIAAAQIEyi4gcCj7N0D7CRAgQIAAAQIECBAgQIBAGwQEDm1AdUoCBAgQIECAAAECBAgQIFB2AYFD2b8B2k+AAAECBAgQIECAAAECBNogIHBoA6pTEiBAgAABAgQIECBAoFsEVj/h2LwqW7du7ZYqqUdJBAQOJelozSRAgAABAgQIECBAgAABAkspIHBYSm3XIkCAAAECBAgQIECAAAECJREQOJSkozWTAAECBAgQIECAAAECBAgspYDAYSm1XYsAAQIECBAgQIAAAQIECJREQOBQko7WTAIECBAgQIAAAQIECBAgsJQCAoel1HYtAgQIECBAgAABAgQIECBQEgGBQ0k6WjMJECBAgAABAgQIECBAgMBSCggcllLbtQgQIECAAAECBAgQIECAQEkEBA4l6WjNJECAAAECBAgQIECAAAECSykgcFhKbdciQIAAAQIECBAgQIAAAQIlERA4lKSjNZMAAQIECBAg0KrAunXr8l233XtPq4fYjwABAgQIHCBQPWCNFQTaLHDS2onYvXt31BuNaDYbcdO37o5dOx+OtWvXxPLly6IyMBCDg4MxWpvMajLY5to4PQECBAgQIECAAAECBAi0Q0Dg0A5V5zyoQKVSibRccO79sX379piYmIipqanYuHFjbLl9S5x9zqY4cf2GGBoaimVjYzG+YmV2nvGDnstKAgQIECBAgAABAgQIEOhuAYFDd/dPX9UuhQ3VajWGh4djZGQkb1u9Xs9HM6QPtdpw1LL1KXAYyvYZzPYdyEY7pOMUAgQIECBAgAABAgQIEOgtAYFDb/VXz9Y2hQYpPEhhQhE21Gq1aGS3VaR1qYymUQ3jK7KgYTALJWoxPDQcA9mtFelYoUPPdr2KEyBAgAABAgQIECBQUgGBQ0k7vhPNLgKHsSxYSKMc0uiGmYHD2NjyGF+5Mg8mBgerUR2q5qMfhA2d6C3XJECAAAECBAgQIECAwOIEBA6L83N0iwLFCId0S0URPDSbzfzoNEFkKiMjo5FCh8juoKhUBmIgjWzIRkUoBAgQIECAAAECBAgQINB7AgKH3uuznq1xETqkwKEIG1Jj0udUqtmtFWlJZeaohpnv843+IUCAAAECBAgQIECAAIGuFxA4dH0X9VcFi/CgeE2tK96n1yJ86K9Waw0BAgQIECBAgAABAgTKJ2C8evn6XIsJECBAgAABAgQIECBAgEDbBQQObSd2AQIECBAgQIAAAQIECBAgUD4BgUP5+lyLCRAgQIAAAQIECBAgQIBA2wUEDm0ndgECBAgQIECAAAECBAgQIFA+AYFD+fpciwkQIECAAAECBAgQIECAQNsFBA5tJ3YBAgQIECBAgAABAgQIECBQPgGBQ/n6XIsJECBAgAABAgQIECBAgEDbBQQObSd2AQIECBAgQIAAAQIECBAgUD4BgUP5+lyLCRAgQIAAAQIECBAgQIBA2wUEDm0ndgECBAgQIECAAAECBAgQIFA+AYFD+fpciwkQIECAAAECBAgQIECAQNsFBA5tJ3YBAgQIECBAgAABAgQIECBQPgGBQ/n6XIsJECBAgAABAgQIECBAgEDbBQQObSd2AQIECBAgQIAAAQIECBAgUD4BgUP5+lyLCRAgQIAAAQIECBAgQIBA2wUEDm0ndgECBAgQIECAAAECBAgQIFA+gWr5mqzFnRa45Y6IHbv21mJH/fSIWi223rsqhm8bmd6w7rhHYmy0Mf3ZGwIECBAgQIAAAQIECBDoHQGBQ+/0Vc/XtNlsRlouurQSV19fmdGed0R1Q8RlV2Wr0vJYec+m+2L9CXuiUpm5b7HVKwECBAgQIECAAAECBAh0s4BbKrq5d/qobkXYUK/X89ChlaY1GvVoNBot79/KOe1DgAABAgQIECBAgAABAksjIHBYGmdXyQRSeDA5OdlygDA1NRWNeQQUkAkQIECAAAECBAgQIECgewQEDt3TF31fkyJwSK+tlHoWONSzUQ5pdIRCgAABAgQIECBAgAABAr0lIHDorf7q2dqm0CAFDfmohUZrAUK9nkY4ZOHEY3M/9GzjVZwAAQIECBAgQIAAAQIlFBA4lLDTO9XkInTIpo5sqQopoGg2s6Wlve1EgAABAgQIECBAgMDBBH7iCcfmq7du3XqwzdYRaJuAwKFttE58MIH89ggJwsForCNAgAABAgQIECBAgEBfCQgc+qo7NYYAAQIECBAgQIAAAQIECHSHgMChO/pBLQgQIECAAAECBAgQIECAQF8JCBz6qjs1hgABAgQIECBAgAABAgQIdIeAwKE7+kEtCBAgQIAAAQIECBAgQIBAXwkIHPqqOzWGAAECBAgQIECAAAECBAh0h4DAoTv6QS0IECBAgAABAgQIECBAgEBfCQgc+qo7NYYAAQIECBAgQIAAAQIECHSHgMChO/pBLQgQIECAAAECBAgQIECAQF8JCBz6qjs1hgABAgQIECCweIF169blJ7nve/cs/mTOQIAAAQKlFRA4lLbrNZwAAQIECBAgQIAAAQIECLRPQODQPltnJkCAAAECBAgQIECAAAECpRUQOJS26zWcAAECBAgQIECAAAECBAi0T0Dg0D5bZyZAgAABAgQIECBAgAABAqUVEDiUtus1nAABAgQIECBAgAABAgQWI3Dqqacu5vC+P7ba9y3UQAIECBAgQIAAAQIECBAg0AaB888/vw1n7Z9TGuHQP32pJQQIECBAgAABAgQIECBAoGsEBA5d0xUqQoAAAQIECBAgQIAAAQIE+kdA4NA/faklBAgQIECAAAECBAgQIECgawQEDl3TFSpCgAABAgQIECBAgAABAgT6R8Ckkf3Tlz3TkpPWTsTu3buj3mhEs9mIm751d+za+XCsXbsmli9fFpWBgRgcHIzR2mTWpsGeaZeKEiBAgAABAgQIECBQHoE9e/bEQPbbZWhoqDyNnmdLBQ7zBLP7wgUqlUqk5YJz74/t27fHxMRETE1NxcaNG2PL7Vvi7HM2xYnrN+T/wS4bG4vxFSuzi40v/IKOJECAAAECBAgQIECgVAIPPPBA3HrrrXH//ffnvz2OP/74OOWUU6JaXfxP3x/96Efx6U9/Oq6//vr4zne+E43sD6hp3YoVK+Lkk0+Oc889N79WqcDnaOzi1ee4gM0ECoEUNqT/0IeHh2NkZCRfXa/X89EM6UOtNhy1bH1KCIeyfQazfVNimI5TCBAgQIAAAQIECBAgcCiBr3zlK/HBD34wbr/99njiE58Yk5OTceedd+ahwJo1a2LTpk3xtKc97VCHz7n+X/7lX+Lyyy/Pf5v83u/9Xrz85S/Pf7c8+OCDsXnz5rjuuuviy1/+crz5zW+OM888c87zlWUHcziUpac73M4UGhTDjVLYMD4+HitXrowjjjhiegjSaBrVML4ixpYvj9HRZTE8NBwD2a0V6VihQ4c70OUJECBAgAABAgQIdKFAuq3hL/7iL+KNb3xjPPnJT46Pfexj8fd///fx/ve/Pw8g0giHe++9N9/+/e9/f0EtuOKKK+If/uEfstvBm3HJJZfEz/3cz03/hjnqqKPiLW95S/57JY14eNe73hWPPPLIgq7TjwcJHPqxV7u0TUXgMJYFC2nY0ZFHHpkvxT1PY2PLYzwLIZZnocPosrEYykY8pLkchA1d2qGqRYAAAQIECBAgQKCDAg899FB+e/bnPve5eP3rX5+/X5798bIoxx57bD6yIX1O+6YRCvMtP/jBD+LKK6/MD/v1X//1ePrTn37AKdLvmhQ8pLJz58747ne/e8A+ZV0hcChrzy9xu4sRDumWilqtFsuWLcsmiFyeBw8pVEhlZGQ0Uugwmm3Lb62oDuWjIpa4qi5HgAABAgQIECBAgECXC6Rbs9/61rfm8zW88IUvzOdPOFiVTzjhhFi/fn2+6Qtf+EJ+i8XB9jvUuptvvjmfdy5tf+UrX3nQ3dIoizRHXVHSSAflUQGBg2/CkgnMDB3SqIY0l0Na0siHVKrZunzJgoYUTLidYsm6xoUIECBAgAABAgQI9JTAhz70ofja174WRx99dLzhDW+Yte5PfepT8+3pSXn33HPPrPvuvzH9Xkkl/WZJt4QfrHziE5/I54xI29Jo7jSHhPKogEkjfROWVKC4PaJ4TRcv3heBxJJWyMUIECBAgAABAgQIEOgpgbvvvjs+/OEP53X+lV/5lXx+uNka8PjHP356844dO6bft/LmjDPOiAsuuCAfnX2w/e+44474x3/8x+lNaRTE4XgixvQJe/yNwKHHO1D1CRAgQIAAAQIECBAgUCaBf/qnf8pHFKRbtF/xilfM2fR0+0VRiqflFZ/nek0jG17zmtccdLc0GeXFF18cExMT+fY0Z0Sa50HZKyBw2GvhHQECBAgQIECAAAECBAh0sUC6JeKLX/xiXsOXvexl2TxwI3PW9oc//OH0PmmCx8NR0iiLP/7jP44HHnggP90xxxyTP8Ei3VLRakkTWX7nO9/JntA3GmvXrp0e+b1t27b8kZ7pdo7TTjstv50jzQuRnn5x6623RhqlcfLJJ+cT8Ld6rU7tJ3DolLzrEiBAgAABAgQIECBAgMC8BD7zmc9MT/z4rGc9q6Vj77vvvny/9CSJ4mkSLR14iJ3+53/+J5+wcteuXfkez3jGM/LP8w0zbrnllun5J/7sz/4sVq1alT/S86abbppu45vf/OZ4/vOfH3/7t38bN9xwQzz88MP5NU855ZT8EZyHqGLXrBY4dE1XqAgBAgQIECBAgAABAgQIzCZw7bXX5pvTPAkHe0Tl/semkQFbtmzJV6cf6Yst//qv/xrvfe97I92mccQRR8RrX/vaeNWrXjU9OmE+57/zzjund7/++uvzMOGNb3xjbN26Nf70T/8035ZGUvz7v/97fp10+0aaI2JycrJn5okQOEx3sTcECBAgQIAAAQIECBAg0I0CKThIj5+866678uqtWbMmvxVhrrp++9vfzm9BSPu95CUvmWv3Q25PIws2b94c//3f/50/ieKXfumXIi3zuYVi/5OnEQtFGR8fj4suuij/+PWvf71YHZ/97GfzkQwp3Ei3WqSwIZU0mWUvFIFDL/SSOhIgQIAAAQIECBAgQKDEAilsSPM3pOAhlcc97nEtafzXf/3X9P7Pec5zWjpm/52++93vxqZNmyLdmpGeivHLv/zLcz4ZY/9z7P/5wQcfjCJYSI/tfN3rXje9y5e+9KX8/dDQUKRbLVavXh1pgspPfepT0+vT/BVFmZqa6toRDwNFJb0SIECAAAECBAgQIECAAIFuFEg/qnfu3DldtVbmS0iTLH784x/Pj0lBQfoBP9/y5S9/OX73d383/9H/oQ99KH7nd35n0WFDqsOnP/3pPDypVCqRbqMYHBzMq/bjH/84vvrVr+bvzznnnEhhRCr3339/XH311fn75z73ubFy5cr8/e7duyM9taNbixEO3doz6kWAAAECBAgQIECAAAEC0wLF6Ia0IgUQc5U0weT27dvj+OOPj1e/+tVz7X7A9nT83/3d38UFF1wQZ5999gHbF7Pik5/8ZH74s5/97PjJn/zJ6VOlICK1LQUQ55577vT6m2++OX70ox/ln1/60pdOr7/88svjcMxNMX3Cw/zGCIfDDOp0BAgQIECAAAECBAgQIHB4BdIkkTNvo/j+978/6wXSj/P3ve99+Q/39KSH+Y5u+MpXvhLvfOc788Ch1bAhTfbYSvnGN74R6TaNVNKEkzPLzFEMRx999PSm//3f/83f12q1KJ7Ocdttt+W3eTzvec+b3q/b3ggcuq1H1IcAAQIECBAgQIAAAQIE9hEYGRmJtWvXxrJly/L1d9xxxz63WOyzc/bhkksuyUc3/NEf/dH0bQn773OozxMTE/kEkSmkuPLKK+OKK66Ib37zm9PzRxzsuDSZ45//+Z8fbNMB6z7xiU/k69KEk0V4kFakAKGYFPPMM8/c57jU3lROPPHESKFDClQuvfTS2Lhx4z77ddsHt1R0W4+oDwECBAgQIECAAAECBAjsI5DmOki3GaTbCf7zP/8zfyzlRz/60fit3/qtffZrNpvxnve8J9JjJtNEjHONTkijEm6//fY4/fTTo5gXIt3WkCZ1XLduXf4DP83jkEKH9CSJ9evXx1Oe8pQ8/EiTOaYg5Ac/+EFcddVV+f77VOYgHx566KEoJrJ85jOfuc/Ii2uuuSY/YuYohrQiPYLzgQceyLelORuK0Revf/3r46ijjsrXd+s/Aodu7Rn1IkCAAAECBAgQIECAAIF9BM4///z44he/mP+F/5//+Z/zba94xStixYoV+QiBD37wg3mA8Na3vjVe/OIX73Ps/h/SIy7f/va3Rwop0m0XxZMfiqdH/PZv/3ak2xV+/dd/PT7/+c/nt1ikICMt+5c0GuK9733v/qsP+Hzttdfmj/dMG17wghdMb0+hQrpGKqeddloeZBQb0+iJVMdU0iiIN73pTfEHf/AHed2Kfbr11S0V3doz6kWAAAECBAgQIECAAAEC+wikeRzSrQQnnXRSfotDuuUhPYHila98ZfzVX/1VnHDCCZGCiLnChnTS9KjNgYGBeMtb3jIdNqT16ZaKNHIhjXooykte8pL4wAc+EGlUwv5l+fLl8ba3vS2e9KQn7b/pgM/XXXddfs10/jPOOGN6e3oyxY4dO/JtM9enHdK+xdMq0rwOf/mXfxk///M/P31sN7+pZEnJo1FJN9eyC+uWhtSkkhI2ZXEC6X8MvvCFL8S7r/hIPONZC3s27uJq4GgCBA6XwGvOfH7c97178vsP0zBEhQCB3hVIw5dTue6bW/NX/xAg0NsC/fh/o9OtDOlWg3SrRXpM5DHHHBPF/3a12lsPP/zw9LwQxTFpfoQUOqxZs6ZYtc9rmrAy3YqRbm844ogj8tsuUijQzpKeXLFr1658JEcKSXqluKWiV3pKPQkQIECAAAECBAgQIEBgWmDVqlWRlsWUYhLKmedIczkU8znMXF+8T8FGWpaypKd0pHCj10rvRCO9Jqu+BAgQIECAAAECBAgQIECgxAJGOJS48zvV9FuyJ7rs2LX36jvq2b1R2aNdtt67KoZv2zsUad1xj8TYaGPvjt4RIECAAAECBAgQIECgiwRuvPHGOPXUU7uoRt1VFYFDd/VHX9cmTReSlosurcTV1z96X+ijDX5HVDdEXHZV9iktj5X3bLov1p+wZ973YRXHeyVAgAABAgQIECBAgEA7BdLcfmleP6HDwZXdUnFwF2sPs0ARNqTHvbQ6T2mjUc9nnm11/8NcZacjQIAAAQIECBAgQIAAgUUICBwWgefQ+Qk0Go2Y+QzZuY5OM7E25hFQzHU+2wkQIECAAAECBAgQIEBg6QQEDktnXforFYFDem2l1LPAoZ6NcjDCoRUt+xAgQIAAAQIECBAgQKC7BAQO3dUffVubFBqkoCEftdBottTOej2NcMjCicfmfmjpIDsRIECAAAECBAgQIECAQFcICBy6ohvKUYkidMimjmypwSmgaDazpaW97USAAAECBAgQIECAAAEC3SQgcOim3ihBXfLbIyQIJehpTSRAgACBXhdYt25d3oT7vndPrzdF/QkQIECgQwIChw7BuywBAgQIECBAgAABAgQIEOhnAYFDP/euthEgQIAAAQIECBAgQIAAgQ4JCBw6BO+yBAgQIECAAAECBAgQIECgnwUEDv3cu9pGgAABAgQIECBAgAABAgQ6JCBw6BC8yxIgQIAAAQIECBAgQIAAgX4WEDj0c+9qGwECBAgQIECAAAECBAgQ6JCAwKFD8C5LgAABAgQIECBAgAABAgT6WUDg0M+9q20ECBAgQIAAAQIECBAgQKBDAgKHDsG7LAECBAgQIECAAAECBAgQ6GcBgUM/9662ESBAgAABAgQIECBAgACBDgkIHDoE77IECBAgQIAAAQIECBAgQKCfBQQO/dy72kaAAAECBAgQIECAAAECBDokIHDoELzLEiBAgAABAgQIECBAgACBfhYQOPRz72obAQIECBAgQIAAAQIECBDokIDAoUPwLkuAAAECBAgQIECAAAECBPpZQODQz72rbQQIECBAgAABAgQIECBAoEMCAocOwbssAQIECBAgQIAAAQIECBDoZwGBQz/3rrYRIECAAAECBAgQIECAAIEOCQgcOgTvsgQIECBAgAABAgQIECBAoJ8Fqv3cOG3rToGT1k7E7t27o95oRLPZiJu+dXfs2vlwrF27JpYvXxaVgYEYHByM0dpk1oDB7myEWhEgQIAAAQIECBAgQIDArAICh1l5bDycApVKJdJywbn3x/bt22NiYiKmpqZi48aNseX2LXH2OZvixPUbYmhoKJaNjcX4ipXZ5ccPZxWciwABAgQIECBAgAABAgSWSEDgsETQLhN52FCtVmN4eDhGRkZyknq9no9mSB9qteGoZetT4DCU7TOY7TuQjXZIIYVCgAABAgQIECBAgAABAr0lIHDorf7q2dqm0CCFBylMKMKGWq0Wjey2irQuldE0qmF8RRY0DGahRC2Gh4ZjILu1ohgZ0bONV3ECBAgQIECAAAECBAiUUEDgUMJO71STi8BhLAsW0iiHNLphZuAwNrY8xleuzIOJwcFqVIeq+egHIxw61WOuS4AAAQIECBAgQIAAgYULCBwWbufIeQgUIxzSLRVF8NBsNvMzpAkiUxkZGY0UOkR2B0WlMhADac6HbFSEQoAAAQIECBAgQIAAAQK9JyBw6L0+69kaF6FDChyKsCE1Jn1OpZrdWpGWVGaOapj5Pt/oHwIECBAgQIAAAQIECBDoegGBQ9d3UX9VsAgPitfUuuJ9ei3Ch/5qtdYQIECAAAECBAgQIECgfALGq5evz7WYAAECBAgQIECAAAECBAi0XUDg0HZiFyBAgAABAgQIECBAgAABAuUTEDiUr8+1mAABAgQIECBAgAABAgQItF1A4NB2YhcgQIAAAQIECBAgQIAAAQLlExA4lK/PtZgAAQIECBAgQIAAgZIJrF5zbN7irVu3lqzlmttJAYFDJ/VdmwABAgQIECBAgAABAgQI9KmAwKFPO1azCBAgQIAAAQIECBAgQIBAJwUEDp3Ud20CBAgQIECAAAECBAgQINCnAgKHPu1YzSJAgAABAgQIECBAgAABAp0UEDh0Ut+1CRAgQIAAAQIECBAgQIBAnwoIHPq0YzWLAAECBAgQIECAAAECBAh0UkDg0El91yZAgAABAgQIECBAgAABAn0qIHDo047VLAIECBAgQIAAAQIECBAg0EkBgUMn9V2bAAECBAgQIECAAAECBAj0qYDAoU87VrMIECBAgAABAosRWLduXX74tu/ds5jTOJYAAQIESiwgcChx52s6AQIECBAgQIAAAQIECBBol0C1XSd2XgKHErjljogdu/Zu3VE/PaJWi633rorh20amN6w77pEYG21Mf/aGAAECBAgQIECAAAECBHpHQODQO33V8zVtNpuRlosurcTV11dmtOcdUd0QcdlV2aq0PFbes+m+WH/CnqhUZu5bbPVKgAABAgQIECBAgAABAt0s4JaKbu6dPqpbETbU6/U8dGilaY1GPRqNRsv7t3JO+xAgQIAAAQIECBAgQIDA0ggIHJbG2VUygRQeTE5OthwgTE1NRWMeAQVkAgQIECBAgAABAgQIEOgeAYFD9/RF39ekCBzSayulngUO9WyUQxodoRAgQIAAAQIECBAgQIBAbwkIHHqrv3q2tik0SEFDPmqh0VqAUK+nEQ5ZOPHY3A8923gVJ0CAAAECBAgQIECAQAkFBA4l7PRONbkIHbKpI1uqQgooms1saWlvOxEgQIAAAQIECBAgQIBANwkIHLqpN0pQl/z2CAlCCXpaEwkQIECAAAECBAgQKLuAwKHs3wDtJ0CAAAECBAgQIECAAAECbRAQOLQB1SkJECBAgAABAgQIECBAgEDZBQQOZf8GaD8BAgQIECBAgAABAgQIEGiDgMChDahOSYAAAQIECBAgQIAAAQIEyi4gcCj7N0D7CRAgQIAAAQIECBAgQIBAGwQEDm1AdUoCBAgQIECAAAECBAgQIFB2AYFD2b8B2k+AAAECBAgQIECAAAECBNogIHBoA6pTEiBAgAABAgQIECBAgACBsgsIHMr+DdB+AgQIECBAgAABAgQIECDQBgGBQxtQnZIAAQIECBAgQIAAAQIECJRdQOBQ9m+A9hMgQIAAAQIECBAgQIAAgTYICBzagOqUBAgQIECAAAECBAgQIECg7AICh7J/A7SfAAECBAgQIECAAAECBAi0QUDg0AZUpyRAgAABAgQIECBAgAABAmUXEDiU/Rug/QQIECBAgAABAgQIECBAoA0CAoc2oDolAQIECBAgQIAAAQIECBAou4DAoezfAO0nQIAAAQIECBAgQIAAAQJtEBA4tAHVKQkQIECAAAECBAgQIECAQNkFBA5l/wZoPwECBAgQIECAAAECBAgQaINAtQ3ndEoCswqctHYidu/eHfVGI5rNRtz0rbtj186HY+3aNbF8+bKoDAzE4OBgjNYms/MMznouGwkQIECAAAECBAgQIECgOwUEDt3ZL31Zq0qlEmm54Nz7Y/v27TExMRFTU1OxcePG2HL7ljj7nE1x4voNMTQ0FMvGxmJ8xcrMYbwvLTSKAAECBAgQIECAAAEC/S7glop+7+Eual8KG6rVagwPD8fIyEiMjo7GsmXL8tEMqZq12nDUsvVpGcr2Gcz2HchGO6TjFAIECBAgQIAAAQIEFi7wE084Nj9469atCz+JIwnMU8AIh3mC2X1hAik0SOFBGr2QwoZUarVaNLLbKtK6VEbTqIbxFVnQMJiFErUYHhqOgezWinSs0CEn8g8BAgQIECBAgAABAgR6RkDg0DNd1fsVLQKHsSxYSKMc6vX6PoHD2NjyGF+5Mg8mBgerUR2q5qMfhA293/daQIAAAQIECBAgQIBA+QQEDuXr8460uBjhkG6pKIKHZrOZ1yVNEJnKyMhopNAhsjsoKpWBGEgjG7JREQoBAgQIECBAgAABAgQI9J6AwKH3+qxna1yEDilwKMKG1Jj0OZVqdmtFWlKZOaph5vt8o38IECBAgAABAgQIECBAoOsFBA5d30X9VcEiPCheU+uK9+m1CB/6q9VaQ4AAAQIECBAgQIAAgfIJGK9evj7XYgIECBAgQIAAAQIECBAg0HYBgUPbiV2AAAECBAgQIECAAAECBAiUT0DgUL4+12ICBAgQIECAAAECBAgQINB2AYFD24ldgAABAgQIECBAgAABAgQIlE9A4FC+PtdiAgQIECBAgAABAgQIECDQdgGBQ9uJXYAAAQIECBAg0HsC69atyyt937339F7l1ZgAAQIEukJA4NAV3aASBAgQIECAAAECBAgQIECgvwQEDv3Vn1pDgAABAgQIECBAgAABAgS6QkDg0BXdoBIECBAgQIAAAQIECBAgQKC/BAQO/dWfWkOAAAECBAgQIECAAAECBLpCQOCwXzds27ZtvzU+EiBAgAABAgQIECBAgECZBPwuPDy9LXCY4Zi+VNdcc02cd955M9Z6S4AAAQIECBAgQIAAAQJlEUi/Czdv3hwXXnhhWZrctnYKHGbQrl69Om688cZIXzChwwwYbwkQIECAAAECBAgQIFASgfR7MP0uTIvQYXGdLnDYz+/iiy+OU089Veiwn4uPBAgQIECAAAECBAgQKINA+j142WWX5U0VOiyuxwUO+/mlUQ5Ch/1QfCRAgAABAgQIECBAgECJBIQOh6ezBQ4HcRQ6HATFKgIECBAgQIAAAQIECJRIQOiw+M4WOBzCUOhwCJjDsPqWOyJu+MbeZUf99Ijaz8bWe1fFzbeNTC8PTfh6HgZupyBAgAABAgQIECBAYIECQocFwj12mF90s/gJHWbBWcCmZrMZjUYjLrq0Gc//zZhe/vfhd0R1wzVx2VUvjv/rL46ZXu76TjXSMQoBAgQIECBAgAABAgQ6JSB0WLi8wGEOO6HDHEAtbk7BQVrq9XrLIUKjUc8DCqFDi8h2I0CAAAECBAgQIECgLQJCh4WxChxacBM6tIDUwi5pdMPk5GTLgcPU1FQ05hFQtFAFuxAgQIAAAQIECBAgQGBBAkKH+bMJHFo02z90uOKKK1o80m6FQBE4pNdWSj0LHOrZKAcjHFrRsg8BAgQIECBAgAABAu0W2D90SI/NVA4tUD30Jlu2bdsW11xzzT4QKXgoyv7bivVeDxRIoUEasfCUpzwlu03iuQfucJA1F7729RF7PnuQLVYRIECAAAECSyXwV295Q6RFIUCgfwXS75r020dpXSAFD0XYkP4YnT7vX9Jvx7POOmv/1aX6bITDLN09M1wodkvrzj///PwLlf6jNNKhkJn7NYUORx99dGSzOcy9sz0IEOhZgbvuuivWrVvXs/VXcQIEHhW4/PLL8/+fhwcBAv0j4L/rw9eXKWBIvwtTScGD34U5xQH/VLIfgX79HcAy94r0hSq+VCmE+MhHPjL3QSXeI91GsWfPnti5c2f82p+sjM9/vTanxr9fcn/89Om1GB0djWq1GpVKZc5j7ECAAAECBAgQIECAAIGlErjwwgunRzrMvN1iqa7f7dcxwmERPZSGx6QvVRrpcN555y3iTA4lQIAAAQIECBAgQIAAgV4UmDnSIQUQyl4BgcNei3m/SyMbLr74YqHDvOUcQIAAAQIECBAgQIAAgf4QmDmyId1eIXTY268Ch70WC3ondFgQm4MIECBAgAABAgQIECDQNwJCh4N3pcDh4C7zWit0mBeXnQkQ6GMBM1z3cedqWukE/Pdcui7X4D4X8N90+ztY6HCgscDhQJMFrRE6LIjNQQQI9JlAGka4efPmPmuV5hAor4A5qsrb91renwL+m25/vwod9jUWOOzrsahPQodF8TmYAAECBAgQIECAAAECPS8gdNjbhQKHvRaH5Z3Q4bAwOgkBAgQIECBAgAABAgR6VkDo8GjXCRza8BUWOrQB1SkJECBAgAABAgQIECDQQwL7hw5lvO1U4LDAL2z68qTlUGVm6HDWWWcdajfrCRAgQIAAAQIECBAgQKBHBdJvvfTb71ClCB3SPrPtd6jje319tdcb0Kn6zxY2FHUqQocyfrEKA68ECBAgQIAAAQIECBDoV4FW/rg8M3ToV4dDtcsIh0PJHKb1wobDBOk0BAgQIECAAAECBAgQ6FGBsv4uFDj06BdWtQkQIECAAAECBAgQIECAQDcLuKWim3unS+p2970R9/8wol5feIUazYjJyYF4+KFqbN/VWs71ra1DMToyELWRSgwORlQWfvlYNhrxpOMif13EaRxKgAABAgQIECBAgAABAi0KCBxahCrjbs1mlhJk5eP/X8T//eFKfPcHi1FIIUPtsaW181z0/xzR2o4t7PULL2jGX21sxpOOr0SlspjoooWL2YUAAQIECBAgQIAAAQIEorU/NYMqnUAKG9JSz4Y1vOx5j8TT1tWjmo0y6MWyYlkzznnJZDz+yHo0Go28Xb3YDnUmQIAAAQIECBAgQIBALwkIHHqptzpQ1xQ4rD7qkXjhMybimCMWcU9FB+peXPKnT9kTT33iRAxVJ4UNBYpXAgQIECBAgAABAgQItFlA4NBm4F4+fRrhkEYETE5Oxk+ftj2e/IQ92VwKj95m0SvtGhvJRmg8e3scsXwiH61RjNzolfqrJwECBAgQIECAAAECBHpVQODQqz23hPVOocOqI/fEGRt+HEePTy3hlRd/qWefuDNOXLsrhof23kphDofFuzoDAQIECBAgQIAAAQIE5hIQOMwlVNLt6Ud5WgYGBrJRDYP58tPP+HE8ec1Ez4xySKMbXvrMH8bjH9eYboewoaRfaM0mQIAAAQIECBAgQGDJBQQOS07eOxcsAoehoaEYHh6O41ZXHhvlMNkTjXjmCTtiw5N3x4rlj9Y/BSdFkNITDVBJAgQIECBAgAABAgQI9LCAwKGHO6/dVU8/ztOP9Gq1GrVaLUZGRuJFP7UzntQDoxzS6IYzn/lg/MSqwbzuKTBJbUkjNhQCBAgQIECAAAECBAgQaL+AX1/tN+7pKxShQ/rBngKH49cMxHM3bM/mcujuUQ5pdMPJT3kkjlhRywOHFJqksCG1RyFAgAABAgQIECBAgACB9gsIHNpv3NNXKAKHXhrlYHRDT3/lVJ4AAQIECBAgQIAAgT4REDj0SUe2sxlF6NAroxyMbmjnt8G5CRAgQIAAAQIECBAg0JqAwKE1p1LvVQQOvTDKweiGUn9VNZ4AAQIECBAgQIAAgS4SEDh0UWd0c1WK0KHbRzkY3dDN3yJ1I0CAAAECBAgQIECgTAIChzL19iLaWgQO3TzKweiGRXSwQwkQIECAAAECBAgQIHCYBQQOhxm0Had74EcR37g14sc7Fnb2ZjPioYmIb90Vce3XIm7furDzFKFDt45yMLphYf3qKAIECBAgQIAAAQIECLRDQODQDtXDdM6dD0X8v5+JePUfRLwqWz5w1fxPPDkV8bkvR7z4NyI2/FLES3434i/+IeLBH8//XEXg0I2jHIxumH9/OoIAAQIECBAgQIAAAQLtFKi28+TOPX+BRiPivvsjPvuliI99LuLT/ycirTv28RHVefbWXfdEvPPKiH/494ipLHhIJY12GMhipuGhRz/P998idNg7ymF3PHfD9rjj3tH4/o+H53u6w7b/3tENy6JWq2VW1aydA5HqqxAgQIAAAQIECBAgQIDA0gvM8yfs0lewTFdMYcAN/xvxpksjrr9535aftDbiBT+177q5PqVQYfno3rCh2H8wCxzmG14UxxaBw/6jHL5008p4YOdQ1OtL/wPf6Iaid7wSIECAAAECBAgQIECgewTcUtE9fRFproYvfT1iy537VioFByetizjlpH3Xz/VpzarsVopnRRyfvc4s6TaL3Xtmrpnf+yJ02DvKYSAf5XD0+OT8TnSY9t47uqFmdMNhMnUaAgQIECBAgAABAgQILFZA4LBYwcN4/OMfF/Fbr4n4y2yehZll1RER654QkUYmzKekuwlWZ7diPOtpe49Kt1OM1iKWZctCSxE47D/K4UlrJmJwMBumsYTF6IYlxHYpAgQIECBAgAABAgQIzENgnj9h53Fmuy5IYHQk4nEr9z30qBURx63ed12rn4aym2aWLdu7d7rFYlUWbGTTHCyqFKFDp0c5GN2wqG50MAECBAgQIECAAAECBNomIHBoG+3CTpyeHnHb3fsee3Q2wmHtmn3XtfopBQ7LsxCjKEeNZxNQHlN8WvhrETh0cpSD0Q0L7z9HEiBAgAABAgQIECBAoN0CAod2C8/z/D/eEXHHd/Y9KAUO6xYaOGTzP4xloxqKsnJ5NsLhqOLT4l6L0KFToxyMblhc/zmaAAECBAgQIECAAAEC7RQQOLRTdwHnnqpHTDyy98CR7NaHNdk8DEcduXfdfN6lWyiOOXrvEXfcG/HVmx59PObetQt7VwQOnRjlYHTDwvrMUQQIECBAgAABAgQIEFgqAYHDUkm3eJ1GY9/HWKYJIxd6O0W65IpsREOa/yFNFpnKzoezp2B8O+KWOx79vNh/i9BhqUc5GN2w2J5zPAECBAgQIECAAAECBNorIHBor++8z/7QRMR9D+49bCybf+GIbN6FhZYUNKTbKFZnE0UW5QfZ4zfvuqf4tLjXInBYylEORjcsrs8cTYAAAQIECBAgQIAAgaUQEDgshXKL12hmT5T8UTaHw63f2XtACht+IrulYjFlYk/E97OQoSj17LaNR6aKT4t/LUKHpRrlYHTD4vvMGQgQIECAAAECBAgQINBuAYFDu4Xncf7tOx+dMPLh3dlEj9nIhl87K+L9b4948bPncZKD7DqY9XI6X1H2TEakaxyuUgQOSzHKweiGw9VrzkOAAAECBAgQIECAAIH2Cggc2us7r7M/kD0S85t3PnrI/9/enYBJUd55HP8BjjADDOcgQR7wABQMiDxeoNGVFU8MutHF1YRlfaKG1VWjQYU1xHhkXfKsMe4aiUfwQeKx6j7GiAeiiQeColEUEUFEQJAbBgS52fdfY3X3jDPTV1VXd833fZ6mu6ur3nrr83ZRU/9+DwsQdHHdICrcc7NmWWVTa+WdLrhgrSY2b00ublsh2cwXQSY/6BB2KwdaNwRZa+SFAAIIIIAAAggggAACCIQnQMAhPNusc7YpMT9dXrPZGhd8ePwl6Sn3yCft76bF7FBZe2rMHm4QySMPzyfXb2/rBxzCbOVA64Zvu7MEAQQQQAABBBBAAAF7antuAAAes0lEQVQEEChWAQIORVQzO9x0mNVfJQtU2bqmlUNySfavlrlpMF9+S7LBKP1kXTe+XOu/C+7ZDzqE1cqB1g3B1RU5IYAAAggggAACCCCAAAJhCxBwCFs4i/zbugBD9y7JDSpd14eqDsn32b6yQSgXLJH+t04ridc+kKb8SdrlulsEmfyAQxitHGjdEGRNkRcCCCCAAAIIIIAAAgggEL4AAYfwjTPeg43h8OHi5OrWwqHKjeOQa1rtptecPde1ZthQOwdrSeG1eMhjbIjaOSbf+UGHoFs50LohacwrBBBAAAEEEEAAAQQQQKAUBAg4FEktrbHgwPvS0tXJArWxwR3zaOGw7EvpL3OS+aW+stYP9gg6+QGHIFs50Loh6FoiPwQQQAABBBBAAAEEEEAgfAECDuEbZ7SHz1dIL86qvap1scg14GD5Pf689OZHtfP03+11wYY9e/13wT77QYegWjnQuiHY+iE3BBBAAAEEEEAAAQQQQKAQAgQcCqGcwT42uYEcP1mWXLG8pdSpndRy/+SyTF5t3yE984o04irpnqekY9xsFJcMl7p1rr21tW7YG3LAIYhWDrRuqF1vvEMAAQQQQAABBBBAAAEESkWAgEOR1JRNXdnv4GRh2rvWDV2yHL9h23bpTy7Y8G8TpfVuis0bR0l//m/pH06VbNwGPzV3tW7TZZbt5y8J/jmoVg60bgi+bsgRAQQQQAABBBBAAAEEECiEAAGHQihnsI8DD5BOHJhccdceabsLEmQ6zoK1kHjkWem6O2sCCWNdsOH6S6QWLaTFy2sCEH7uPd2+jupbE3TwlwX97Acc8mnlQOuGoGuF/BBAAAEEEEAAAQQQQACBwgkQcCicdaN7Wvi59MSM5CrrqmvGdPjLW8ll9b2ygMQnS1xw4b/c424XtDjSTYPpWjhc/SOpotwFHFwN123J0Ku7dFz/+nILdpkfdMh1LAdaNwRbH+SGAAIIIIAAAggggAACCBRSIMRG9YU8jNLfl3VxaOsCBKlpzgLp4T+7rhaHSl2rUj+peW1TW06fKd12n7TBtXAYN1q64iIXaGiVXNfytdkuUtMBrqvGoT1Sl4Tz2g841G3l8Oa8dlq3pUx79jQ8LyetG8KpE3JFAAEEEEAAAQQQQAABBAolQAuHQkmn2Y+N4XBYz9or7d4tTX1ROt61Vrh9kusWsbFmLIa5LhBxy73SyaOlkeOk6m2uK8UPpWtcN4rUYIPlVvZNwMHGbfDTB4tc64k3/HfhPvtBh2xbOdC6Idx6IXcEEEAAAQQQQAABBBBAIGwBWjiELZxh/r1csOH806WX35HWuu4UqWnFOumux6T3PnHTZLaXHn1JsgEim7kGAsf3k/79Uum0E2rep27nv7ZWDu3cIJQbXSsIS1+7sSG2bK15Hfa/fsAhm1YOtG4Iu1bIHwEEEEAAAQQQQAABBBAIXyDld+/wd8YeGhawcRZOHeymsnQtFr6bMluFv8Wmr9wMFK9LD7ouFhZs6NhWGnOe9NBt0uknNhxssO1tas0Obn0/tXZdLqxFRaGSH3TItJUDrRsKVTPsBwEEEEAAAQQQQAABBBAIT4AWDuHZZp1zazeGw3mnuoEfB0kvuODC1OekmR8mp7Ts7sZx+Dv3mc0wMcTNaDHItW5I7SrR0A7buWCDDRT52cqaNfa4GTB27mpo7eCX+wGHTFo50LoheH9yRAABBBBAAAEEEEAAAQSiECDgEIV6mn1WuUEdfzRCumi4G7dhk7RkhbRfCxc0cAM9WvAg21TeUqpyXTH8ZFNuFjLgYPv1gw7JVg7bNeS71Vq8slyrN7kmGN+kZOuGCrVs2VIWpGjuoiq2PQkBBBBAAAEEEEAAAQQQQKB0BAg4FHFdtXBBhi6dah75FHOtG2zy/YXJHLp0kA52LR4KmfyAQ32tHNZu3k979zYXrRsKWSPsCwEEEEAAAQQQQAABBBAIV4AxHML1jTx3m+li1Vpp/tJkUWy8CBvXodDJDzokWzk091o5tK/Y4RUl2bqhJa0bCl057A8BBBBAAAEEEEAAAQQQCFiAgEPAoMWW3cbN0uLl0r59yZLt3SvtcY9CJz/gULeVQ/dO1Sprvk3Djlmv73Rp4QUbLCjRwjXxsO4UJAQQQAABBBBAAAEEEEAAgdIToEtF6dVZViXe9E3AIXWjvS74YEGHKJIfdPBbOfQ8cIcGHvKltm5cqP59qtS+spzWDVFUDPtEAAEEEEAAAQQQQAABBAIW4OfjgEGLLbtdrkuFTaOZmrp2lnr3TF1SuNd+wCG1lcNx/VapT6cX1L1rGa0bClcV7AkBBBBAAAEEEEAAAQQQCFWAgEOovNFnbq0ZdrtZKfzUqVI6/CCpsxs4MqrkBx2slUNFRYW6H7BPHVuvVMf25WrVqhUzU0RVMewXAQQQQAABBBBAAAEEEAhQgIBDgJjFmNWOndLGLcmSdXOzXvSJqHWDXwo/4FBWVuYFGMrLy+UHH1KnwvTX5xkBBBBAAAEEEEAAAQQQQKD0BBjDofTqLKsSb6h2M1QsSW7Su4c05Kjk+6he+UEHCzD4rRrs2R8o0j4nIYAAAggggAACCCCAAAIIlK4AAYfSrbu0JbfWDavXu8fG5Kpu4ge5hgWRJwso2AwU9mwtHWxMB3u29wQbIq8eCoAAAggggAACCCCAAAII5C1AwCFvwuLNYD8XXGi1f7J8Fmxo10aqdI9iSBZw2Ofm6/QDD/4zAYdiqB3KgAACCCCAAAIIIIAAAgjkJ8AYDvn5FfXW1p3i02XJIvY5UDphoFTeMrks6ld+i4bU56jLxP4RQAABBBBAAAEEEEAAAQTyFyDgkL9hUeawx81M8c486d4nk8U77CDpe0cn3xfLK79Fg/9cLOWiHAgggAACCCCAAAIIIIAAArkLEHDI3a6ot1yzQZo9V1rpxnCw1LOrNPRY99yt5j3/IoAAAggggAACCCCAAAIIIBCmAGM4hKkbYd6r1rkWDh/XFKCvmwbzhn+RLh4eYYHYNQIIIIAAAggggAACCCCAQJMSoIVDDKt7715pxSrXwuEjqUt76Z9Ol0aeEcMD5ZAQQAABBBBAAAEEEEAAAQSKVoCAQ9FWTe4FW7Faeu1daccuacRJ0uUj5aadzD2/YtnyhRdekD1ICCBQ+gKcz6VfhxwBAr7AqlWrdMcdd/hveUYAgRIX4Jwu8QossuLH4Da0yESzKM7Wr6Wvt0udO2SxUZpVq7+Snn9duv9P0ilHSf96odSxXZqNSuBjuznx/5gZOHCgunZ1g1KQSkZgx44d3vSnZWVlJVNmChqeAOdzeLbkjEChBezG5MIL3R8bLtn1+YwzaFJZ6DrId39co/MVjNf2nNPxqs9iOBoCDhHWwmfLpY8XS/94ZjCFWPCZ9J8PSo/OkHq5wSEvOE36bp9g8o4yl9Sbk9GjRxNsCKgy1q1bpwULFmjt2rWyGUJ69OihAQMGuNYw+f+3sHHjRk2fPl2zZ8/WsmXLtNf187FllZWV6t+/v0aOHOntK6BDIZsSEuB8LqHKoqgIpBFIvTGxQAPBhjRgWXzMNToLLFYNTIBzOjBKMkoRyP/OIiUzXmYnsGSFNHWaCwr0lvr1ym7bumt/8Il08++kP8+UKltL57iuFBfE4EeGujcnFnAg5ScwZ84cTZkyRYsWLdLBBx+sXbt26bPPPvOCAt26ddNNN92kfv365byTRx99VJMnT/aCGFdccYXOPPNMWcuG9evXe61UZs6cqVmzZmncuHEaNmxYzvthw9IT4HwuvTqjxAg0JFD3xuTGG29saFWWZyHANToLLFYNVIBzOlBOMksRYAyHFIwoXr76vvTAUzVdK3Ld/7xF0u331QQbOrvuE5edK/30n6XylrnmWBzbcXMSbD1Yk8lbb71VY8eOVa9evfTkk0/q3nvv1QMPPOAFIKyFw8qVK73PV692A4HkkB566CH9/ve/1759+zRx4kR9//vf94INllWnTp00fvx4LxBhLR7uvvtu7dy5M4e9sEkpCnA+l2KtUWYE6hfgxqR+l3yWco3OR49t8xXgnM5XkO0bEyDg0JhOAT7btl2a8bb0f64bRLZppxsU8rU50rW/dtu/6vpOulYSv3M/MNx+tZudomO2uRXX+tycBFsfW7du1dVXX62XX35ZY8aM8V63adMmsZPu3bt7LRtsga1rLRSyTWvWrNHUqVO9zUaNGqUjjzzyW1l06NDBCzzYB1u2bNHy5a5fESn2ApzPsa9iDrAJCXBjEnxlc40O3pQcMxfgnM7cijVzEyDgkJtbIFu1Lpe6V7lxHJZKt7oWCuPvkl51AQQbSLKxtMP9KPzuPOmqX7muEz+V3vhQOnuI9D/jpfNcC/XmJV6r3Jw0VvvZf7Znzx5NmDDBG6/h5JNP9sZPqC+XPn366IgjjvA++utf/+p1sahvvYaWffTRR9q9e7f38fDhw+tdzX7Bqa6uTnxmLR1I8RbgfI53/XJ0TUuAG5Pg65trdPCm5Ji5AOd05lasmbsAYzjkbpf3lscNcN0pJkiTn5aeeUP6tftx+M5H3ZgOB7vpLE+W+h4idesiVbnWChvcPdrKNS444QaGnPGW9KYLOHRwP1CP+J400o3VMHhg/GajsPEaGLMh76+ZHn74Yb377rvq3LmzfvaznzWaYd++fWWBg+3bt+uLL77wBpJsdIOUD/fff3/vXXMX8WrXrv6pUaZNm+aNGWErtm7d2htDIiULXsZMgGBDzCqUw2nSAtyYhFP9XKPDcSXX9AKc0+mNWCMYAQIOwTjmlEubCunvB0tD3PSVP3QtG/7DzTBhgYS5n9Y86svUWi/0PlC6abR0/unS4S4oEZfEzUnwNbl06VL98Y9/9DK+6KKL1LZt20Z3UlXlmtx8kzZv3uy/zOh58ODBuvLKK5XaVSN1w8WLF+v+++9PLLJWEEHMiJHIkBdFJcD5XFTVQWEQyEuAG5O8+BrcmGt0gzR8ELIA53TIwGRfS4CAQy2OaN6Ut5LOcC0VTjpasqktZ38gLfxcWubG7fvCPdZslL7Tya3juk0Mc4+BfaUKt02c0vvvvy97WKJlQ3A1+4c//MFrUWBBgLPOOittxta000+tWmX3JbOWDeeff76/ea1nG4zSRjD/+uuvveU2ZoSN80CKp4CdyxZwsMT5HM865qiajgA3JuHVNdfo8GzJuWEBzumGbfgkHAECDuG45pRrRbk0yHWht0cckv2HlklKXc+fxzt1WSZ5sI7UtWvXWgzWJeL111/3lp122mnKJICwYcOGRB42wGMQyX7Bue6662Rzils64IADvBksrEtFpskG1Fq2bJnKy8vVs2dPb6YL29a+Jzalp3XnGDRokBu/pGYAE5v9Yv78+bJWGv3791c2x8J3L9NaqX898/MN053Pdb+z9efIUgQQCFrAP0ezyXfgwIFeADGXbbPZTxzXre//uqZ6jbZZrGw8pwULFmR9jea7F+zZkck5Xd93N9hSkFtTECDg0BRqOcJjvOaaaxrde+rFw/5Ts19G023TaIZN+ENrQWAXDz+99NJLiYEfjz32WH9xo89ffvml97lNYWmPfNPf/vY3b8DKr776ysvqqKOO8t5nEwCwDT/++OPE+BO//OUv1aVLF29Kz3nz5iWOcdy4cTrxxBNlvxi99dZb3hgUtu2AAQO8KTjtdSbJpvb0W9tksj7rJAWyPZ/tnL/rrruSGfAKAQQKJpDuWlv3fLb36bYpWOFLcEePPfZYrVI31Wv0PffcIxuYetu2bZ5HNtdou2ZceOGFtRx5k7lALud03e9t5ntjTQSSAgQckha8CljALgyN/UeV2sfbbpS58Qi2At544w0vQxsnob4pKuvuzWaM+PBDN+WJS/YHQL7piSee0KRJk2TdNNq3b69LLrlE55xzTqJ1Qjb5WysGP82ePdv7Q2Xs2LH6/PPP9fOf/9z7yFpSPP300/rBD37gzcRx8cUXe91Jsh0nwgI3pOwFOJ+zN2MLBKISSHd9thsT/8Yu3bpRHUOp77epXqPt2mzTdNs4Trt27cp6LKfG/q4s9e9EmOXnnA5Tl7zTCRBwSCfE56EI1L05CWUnTThTa664ZMkST6Bbt25eV4R0HJ9++qnXvNHWGzp0aLrVG/zcfrW444479Nprr3kzUVxwwQWyRzZdKOpmbi0W/GQDX95www3e2/fee89frBkzZngtGeyP49WrVydmw7DBLEnhCtQ9n60OSAggUJoCqTcm9mNA6q+ipXlExVVq61JgM0E11Wu0zZi1YsUKrtEF/FpyThcQm13VK1DT4bnej1iIQDgCqTcnDCgXjvHatWsTXQ06dnTzqmaQXn31VW8tW//444/PYItvr7J8+XKNGTNG1grBZsWwXyKsjvMJNqxfv15+YMGm7bz88ssTO37zzTe912VlZbKuFv6N7ttvv51YbuNX+Gn37t3+S54DEqh7Ptu4DSQEEChNgdQbEzuXafEVfD3adcjGb7BWhZaa2jXaBo9+8cUXvWO3azfXaI8itH84p0OjJeMsBAg4ZIHFqvkL1L05sZtRUvACft9IyzmT8RJskMVnn33WK4gFCuyPgGzTrFmz9JOf/MS76bd5xS+77LK003Bmso/p06d7f5g1a9ZM1o2iRYsW3mabNm3SO++8470+99xzZcEIS/bHnN8iYsiQIWrXrp233H5RsvEdSMEJcD4HZ0lOCEQtwI1JYWrAWjhs2bIlsbOmdo22MZ2ef/557/i5Rie+BqG84JwOhZVMcxCgS0UOaGySmwA3J7m55bKV/UHjp0x+1bfBq6qrq9WjRw+NGDHC3zTjZ9v+zjvv1JVXXqmzzz474+0yWfG5557zVjvuuON0yCGHJDaxQIQdmwUgRo4cmVhuQQibhtPSqaeemlg+efLkQMamSGTYxF9wPjfxLwCHHysBbkwKV512ffZbN9hem9o12gZl3rjRzffuEtdojyGUfzinQ2El0xwFaOGQIxybZSfAzUl2XvmubeMc+MnGM2gs2YX/vvvu827cbaaHbFs3zJkzR7/97W+9gEOmwQYb7DGTNHfuXFk3DUs24GRqSv2FxPqE+smmArXgScuWLeXPzrFw4ULZDBwnnHCCvxrPeQhwPueBx6YIFJkANyaFrRALkqd2o2hq12j7m8ES1+jwvnec0+HZknNuAgQccnNjqywE0t2c2KBU9PvOAjSDVW0sg4qKCm/NxYsX12q+WXfziRMnejfo1157baJbQt11GnpvfTFtgEgLUkydOlUPuSkl58+fX+vXm7rb2qjUt9xyS93F9b6fNm2at9zGgPCDB7bAAgj+gFvDhg2rta0FKazJ5mGHHeb9QWMBld/85jfeqNi1VuRNTgKczzmxsRECRSmQ7sbEriWj6foYaN3ZzEk9e/Zsstdo+xvBEtfoQL9Wicw4pxMUvCgiAbpUFFFlxLEo6W5O/GMm4OBLBPPcvHlzr6niM888401L+fjjj+vHP/5xrcytWafNh20DPNpAjOlaJ1irhEWLFunoo49OjAth3RpsUMeDDjrI++PBxnGwoIO1sDjiiCPUu3dv7w8r+6O1VatWWrNmjZ566ilv/VqFqefN1q1b5Q9kecwxx9RqeWHfK0upv5DYe5uC00a/tmOzMRv81hc2kGWnTp1sFVIeApmcz1bX9iAhgEBxC6S7MfFLz/XZlwju2Vo5WHeCpniN9lt0cI0O7vvk58Q57UvwXGwCBByKrUZiVJ5Mbk5idLhFdyj2q5R1L7Bf+B955BGvfGeddZYqKyu9FgJTpkzxAggTJkzQKaec0mj5bYrLm2++2buRt24X/qjS/uwRl156qdddYdSoUXrllVe8LhYWyLBH3WStISZNmlR38bfe2xzlNr2npZNOOinxuQUVbB+WBg0a5AUy/A+t9YQ/foW1grj++ut11VVX0ZXCB8rjmfM5Dzw2RaDIBDK9MSmyYseqOFyjuUYH+YXmnA5Sk7yCFqBLRdCi5JcQ8H+FtouqPUiFFbA+otaV4PDDD/e6OFiXB5uBYvjw4br99tvVp08fLxCRLthgpbYbf2s1MX78+ESwwZZblwpruWCtHvw0dOhQPfjgg7JWCXVTmzZt9Itf/EKHHnpo3Y++9X7mzJnePi3/wYMHJz63QSE3b97sfZa63FawdW1wSQuq2LgOt912m84777zEtrzIXYDzOXc7tkSg2ASsK5wlpr6Mrmaa6jXautFa4hod7HfPWpda4pz2GPinyASauV8Dk8PZF1nhKE7pC9hNCs0xo69HG3jRuhpY31G7yFv/UZtmMptk03ilDkZp21oXCVveUABh6dKl3pgO1j2iqqrKC0zYeAxhJhv92wISFnSwIAkpOAHO5+AsyQmBqAU4n6OugeT+m9I12mblsJaX1s2Ra3TyOxDEK87pIBTJIwwBAg5hqJInAkUmYDf827Zt84IM1grAWhpkm6y7Qt0ZLKwPpi2vG4jw87bBG23GCFvH9mvBDgt6hJkshuqXNdugSpjlIm8EEEAAAQTqE2hq12hrNWljMHGNru/bwDIE4idAwCF+dcoRIYAAAggggAACCCCAAAIIIBC5AO2NI68CCoAAAggggAACCCCAAAIIIIBA/AQIOMSvTjkiBBBAAAEEEEAAAQQQQAABBCIXIOAQeRVQAAQQQAABBBBAAAEEEEAAAQTiJ0DAIX51yhEhgAACCCCAAAIIIIAAAgggELkAAYfIq4ACIIAAAggggAACCCCAAAIIIBA/AQIO8atTjggBBBBAAAEEEEAAAQQQQACByAUIOEReBRQAAQQQQAABBBBAAAEEEEAAgfgJEHCIX51yRAgggAACCCC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+ } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise: Hit the area\n", + "\n", + "Given figure:\n", + "\n", + "![complex_figure_axes.png](attachment:complex_figure_axes.png)\n", + "\n", + "Check that coordinates are hitting painted areas. Treat boundaries inclusively." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# test with values:\n", + "# x = 0; y = 0 # => True\n", + "# x = -1; y = -1 # => False\n", + "# x = 0.3; y = 0.1 # => True\n", + "# x = 0.5; y = 0.4 # => True\n", + "# x = 0.5; y = 0.3 # => False\n", + "# x = 0.3; y = 0.4 # => False\n", + "# x = 0.3; y = 0.25 # => False\n", + "# x = 0.6; y = 0.5 # => False\n", + "\n", + "# your code here" + ] }, { "cell_type": "markdown", @@ -593,7 +632,9 @@ "source": [ "### Exercise: X / 2 / 3 !/ 7\n", "\n", - "Print out **all numbers** divisible by **2 AND 3**. Stop when the number is **also** divisible by **7**." + "Print out **all numbers** divisible by **2 or 3**. Stop when the number is **also** divisible by **7**.\n", + "\n", + "Example: 6, 12, " ] }, { @@ -617,6 +658,114 @@ "## Lists" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise: All greater then\n", + "\n", + "Write a Python program to find all the values in a list are greater than a specified number." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "check = [777, 220, 330, 500, 1211, 200]\n", + "greater_then = 100\n", + "\n", + "# expected result True\n", + "#\n", + "# greater_then = 300\n", + "# expected result False" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise: Sum odd/even elements\n", + "\n", + "Given a list, find the sum of:\n", + " * 0th, 2th, 4th, 6th, ... elements\n", + " * 1th, 3th, 5th, 7th, ... elements" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "elements = [1, 2, 3, 4, 5, 6]\n", + "\n", + "# your code here" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise: Max sum\n", + "\n", + "Write a Python program to find the list in a list of lists whose sum of elements is the highest." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "num = [[1, 2, 3], [4, 5, 6], [10, 11, 12], [7, 8, 9]]\n", + "\n", + "# expected output:\n", + "# [10, 11, 12]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise: Join names and surnames\n", + "\n", + "Given two lists of exact sizes produce new list where each corresponding element is the concatenation of both." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "names = ['Ridley', 'David', 'James', 'George', 'Christopher']\n", + "surnames = ['Scott', 'Lynch', 'Cameron', 'Lucas', 'Nolan']\n", + "\n", + "# expected result:\n", + "# ['Ridley Scott', 'David Lynch', 'James Cameron', 'George Lucas', 'Christopher Nolan']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise: Swap Nth and (N+1)th\n", + "\n", + "Write a Python program to change the position of every $i_n$ value with the $i_{n+1}$ in a list." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "source = [1, 0, 3, 2, 5, 4, 7, 9]\n", + "expected = [0, 1, 2, 3, 4, 5, 9, 7]" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -805,7 +954,7 @@ "metadata": {}, "outputs": [], "source": [ - "#[fill in your code here]" + "# [fill in your code here]" ] }, { @@ -867,7 +1016,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Exercise: Identity matrix. The ugly way\n", + "### Exercise: Identity matrix\n", "\n", "> In linear algebra, the identity matrix, of size n is the n × n square matrix with ones on the main diagonal and zeros elsewhere.\n", "\n", @@ -881,46 +1030,28 @@ " \n", "Now produce a 5x5 matrix like so:\n", "\n", - " * Look in lectures and find out how to create a zeroed list of lists\n", - " * Put 1 where appropriate (without using a loop)\n", - " * Print out results" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# matrix_1 = " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Exercise: Identity matrix using loops. Slightly less ugly\n", - "\n", " * Create a zeroed 5x5 matrix\n", - " * Using two nested loops (or just one loop if you can), set appropriate elements to 1\n", - " * Print out results" + " * Using two nested loops (by `i` and `j`), set appropriate elements to `1` where `i == j`\n", + " * Print out results\n", + " \n", + "Think is it enough with just one loop?" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ - "## firstly find out how to define a zeroed matrix\n", - "# matrix_2 = ... \n", + "## first, create a zeroed matrix\n", + "# matrix = ... \n", "#\n", "# for i in ...:\n", "# for j in ...:\n", "# if ...:\n", "# ... = 1\n", "# \n", - "# matrix_2" + "# matrix" ] }, { @@ -1004,7 +1135,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Exercise: Filter\n", + "### Exercise: Filter capitals\n", "\n", "Filter out city names using list comprehensions:\n", "\n", @@ -1049,6 +1180,29 @@ "# capitals = [...]" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise: Filter out even numbers\n", + "\n", + "Write a Python program to print the numbers of a specified list after removing even numbers from it.\n", + "\n", + "Use a list comprehension please." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "nums = [7, 8, 120, 25, 44, 20, 27]\n", + "\n", + "# expected result:\n", + "# [7, 25, 27]" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -1140,6 +1294,30 @@ "# omnivores = ...." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise: Missing and additional elements\n", + "\n", + "Write a Python program to find missing and additional values in two lists." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "list1 = ['a','b','c','d','e','f']\n", + "list2 = ['d','e','f','g','h']\n", + "\n", + "# Expected output:\n", + "#\n", + "# Missing values in second list: b, c, a \n", + "# Additional values in second list: g, h" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -1725,6 +1903,7 @@ } ], "metadata": { + "celltoolbar": "Attachments", "kernelspec": { "display_name": "Python 2", "language": "python", diff --git a/README.md b/README.md index bfd1cd2..0297d51 100644 --- a/README.md +++ b/README.md @@ -1,4 +1,5 @@ ## Recommended reading * https://www.slitherintopython.com/ +* https://docs.python-guide.org/intro/learning/