diff --git a/Data-Structrue/数据结构汇总.docx b/Data-Structrue/数据结构汇总.docx new file mode 100644 index 0000000..51cb516 Binary files /dev/null and b/Data-Structrue/数据结构汇总.docx differ diff --git a/Data-Structrue/数据结构汇总.md b/Data-Structrue/数据结构汇总.md new file mode 100644 index 0000000..8c7c399 --- /dev/null +++ b/Data-Structrue/数据结构汇总.md @@ -0,0 +1,3782 @@ + + + +# 概述 + +## 基本概念 + ++ 数据项：一个数据元素由若干个数据项组成。 ++ 数据元素：组成数据对象的基本单元。 ++ 数据对象：性质相同的数据元素的集合。 + +存储数据时要存储数据元素的值，也要存储数据元素之间的关系。 + +### 数据类型与抽象数据类型 + +数据类型是一个值的集合和定义在此集合上的一组操作的总称。 + ++ 原子类型：其值不可再分的数据类型。 ++ 结构类型：其值可以再分解为若干成分（分量）的数据类型。 + +抽象数据类型$ADT$用数学化的语言定义数据的逻辑结构、定义运算。与具体的实现无关。 + +## 数据结构三要素 + ++ 逻辑结构：元素之间的逻辑关系：线性结构、非线性结构（集合）、树结构、网状结构。 ++ 存储结构：数据在计算机中的表示（映像），也称物理结构：顺序存储结构（顺序表）、链式存储结构（链表）、索引存储（索引表）、散列存储（散列表、哈希表）。 ++ 数据运算：运算的定义是针对逻辑结构的，指出运算的功能；运算的实现是针对存储结构的，指出运算的具体操作步骤。 + +逻辑结构独立于存储结构，存储结构依托于逻辑结构。 + +## 算法 + +程序=数据结构+算法。算法为了处理信息。 + +是对特定问题求解步骤的一种描述，它是指令的有限序列，其中的每条指令表示一个或多个操作。 + +### 算法的特性 + ++ 有穷性。 ++ 确定性。 ++ 可行性。 ++ 输入。零个或多个输入。 ++ 输出。一个或多个输出。 + +### 好算法的特点 + ++ 正确性。 ++ 可读性。 ++ 健壮性。 ++ 高效率与低储量需求。 + +### 效率度量 + +#### 时间复杂度 + +时间开销$T(n)$与问题规模$n$的关系。 + +当n规模够大时可以只考虑阶数高的部分。即$T(n)=O(T(n))$。 + ++ $T(n)=f(n)+g(n)=O(f(n))+O(g(n))=O(\max(f(n),g(n)))$。多项相加只保留最高阶的项，系数为$1$。 ++ $T(n)=f(n)×g(n)=O(f(n))×O(g(n))=O(\max(f(n)×g(n)))$。多项相乘就都保留。 ++ $O(1) 1) { + check(n-1) + } +} +check(n); +``` + +此时每一次的递归会使变量空间减去$1$，所以$S(n)=S((1+n)n/2)=O(n^2)$。 + +# 线性表 + +## 基本概念 + +### 逻辑结构 + +是具有相同数据类型的$n$个数据元素的有限序列。$n$表示表长。 + +$L=(a_1,a_2,\cdots,a_i,\cdots,a_n)$，其中$i$表示元素在线性表中的位序，从一开始。 + ++ 存在唯一的第一个元素。 ++ 存在唯一的最后一个元素。 ++ 除第一个元素（表头元素）之外，每个元素均只有一个直接前驱。 ++ 除最后一个元素（表尾元素）之外，每个元素均只有一个直接后继。 + +### 物理结构 + ++ 顺序存储结构：顺序表。 ++ 链式存储结构：链表。 + +## 顺序表 + +把逻辑上相邻的元素存储在物理位置上也相邻的存储单元中，元素之间的关系由存储单元的邻接关系来实现。$i$是元素$a_i$在线性表中的位序。 + +### 顺序表特点 + +1. 随机访问，可以在$O(1)$时间内找到对应元素。 +2. 存储密度高，只用存储数据。 +3. 拓展容量不方便。 +4. 插入删除操作不方便。 +5. 表中元素的逻辑地址与物理地址顺序相同。 + +### 顺序表定义 + +使用$C$语言的结构体定义顺序表，使用`typedef`定义一个`ElemType`表示数据基本类型，并定义最大长度`MAXSIZE`： + +```c +// 初始化最大长度 +#define MAXSIZE 25 +// 定义默认值 +#define DEFAULTELEM 0 +// 定义最大值 +#define INFINITY 32767 +// 定义默认数据类型 +typedef char element_type; +``` + +可以使用静态分配空间： + +```c +// 静态顺序表 +typedef struct { + element_type data[MAXSIZE]; + // 长度 + int length; +} StaticSequenceList; +``` + +也可以使用动态分配空间，动态分配空间还是顺序的，只不过可以替换原来空间： + +```c +// 动态顺序表 +typedef struct { + // 给一个指针来分配动态数组 + element_type *data; + // 已分配的最大容量 + int max_size; + // 长度 + int length; +} DynamicSequenceList; +``` + +其中长度是指有数据的长度，而最大容量是指已经分配给动态数组的长度，插入时要考虑这个长度，不能溢出。 + +### 顺序表操作 + +#### 顺序表初始化 + +静态顺序表因为数组部分在创建时就已经设置好了，所以初始化就直接设置数据长度就可以了。 + +动态顺序表不仅需要设置数据长度与最大长度，还得分配数组初始空间。 + +#### 顺序表增长数据空间长度 + +只有动态顺序表才能增加。 + +#### 顺序表插入 + +倒序移动元素，最后将数据插入对应索引并长度加一。（这是一个较好的方式，因为如果插入的话其他元素会被挤住，倒序移动元素可以正好空出位置） + +插入时间复杂度为：$T(n)=O(n)$，空间复杂度为$S(n)=O(1)$。 + +平均时间复杂度：假设$p_i$（$n_i=\dfrac{1}{n+1}$）是$i$位置上插入一个结点的概率，则在长度为$n$的线性表中插入一个结点时所需要移动结点的平均次数为$\sum\limits_{i=1}^{n+1}p_i(n-i+1)=\sum\limits_{i=1}^{n+1}\dfrac{1}{n+1}(n-i+1)=\dfrac{1}{n+1}\sum\limits_{i=1}^{n+1}(n-i+1)=\dfrac{1}{n+1}\times\dfrac{n(n+1)}{2}=\dfrac{n}{2}$。 + +#### 顺序表删除 + +正序移动元素并长度减一。 + +顺序表的删除时间复杂度为：$T(n)=O(n)$，空间复杂度为$S(n)=O(1)$。 + +#### 顺序表查找 + +按位查找时间复杂度为$T(n)=O(1)$。 + +按值查找一般都是找到第一个元素等于指定值的元素，返回其位序，如果没有找到就返回$-1$。按位查找时间复杂度为$T(n)=O(n)$。 + +## 单链表 + +每个结点只包含一个指针域，也称为线性链表。 + +通常用头指针来标识一个单链表，如单链表$L$。 + +### 单链表特点 + ++ 不要求大量连续空间，删除和插入方便。 ++ 不可随机存取。 ++ 要花费多余空间存放指针。 + +是非随机存取的存储结构。 + +### 单链表定义 + +使用`LinkNode`表示一个单链表结点的结构体，而使用`LinkList`表示一个单链表，其实`LinkList`是一个指向`LinkNode`的指针变量。如定义`LinkList L`等价于`LinkNode* L`。 + +```c +// 单链表结点 +typedef struct LinkListNode { + element_type data; + struct LinkListNode* next; +} LinkListNode, *LinkList; +``` + +### 单链表操作 + +#### 单链表初始化 + +有带头节点与不带头节点的初始化的区别，带头节点代表第一个结点不存放数据，只是用于标识单链表的开始，但是区别不大，带头结点更好使用。 + ++ 由于第一个数据结点的位置被存放在头结点的指针域中，因此在链表的第一个位置上的操作和在表的其他位置上的操作一致，无须进行特殊处理。 ++ 无论链表是否为空，其头指针都指向头结点的非空指针（空表中头结点的指针域为空)，因此空表和非空表的处理也就得到了统一。 + +#### 单链表插入 + +插入方式一共分为下面几种： + ++ 按位序插入： + + 带头点结。 + + 不带头结点。 ++ 指定结点插入： + + 前插入。 + + 后插入。 + +假定从第一个结点开始就是第$0$索引的结点。 + +带头结点的单链表头结点就是$0$号结点，不带头节点的第一个数据结点就是$0$号结点。 + +带头结点的单链表只能往头结点之后插入，所以插入索引必须从$1$开始。 + +头插法建立单链表： + ++ 每个结点的插入时间为$O(1)$，设单链表长为$n$，则总时间复杂度为$O(n)$。 ++ 实现了输入数据的就地逆置。 + +尾插法建立单链表 + ++ 增设尾指针$r$。 ++ 生成的链表中结点数据与输入数据顺序一致。 ++ 总时间复杂度为$O(n)$。 + +插入有/无头节点单链表元素函数的后面代码可以使用后插入单链表元素函数来替代。 + +使用前插入的方法插入元素，可以使用头指针来得到整个链表信息，从而就能找到链表中的这个结点，但是如果没有头指针那么就无法实现了。且这种遍历的时间复杂度是$O(n)$。 + +还有另一种方式实现前插法，先后插一个元素，把前面结点的数据移动到这个新加的结点，把要新加的数据放在原来的结点，这就实现了后插，虽然地址没有变化，但是从数据上看就是前插，且时间复杂度是$O(1)$。 + +#### 单链表删除 + +基本的方式和插入类似，都是转移$next$结点。 + +带头结点的也只能删除从$1$开始的结点，$0$的头结点不能删除。 + +时间复杂度为$O(n)$。 + +无头结点需要额外处理第一个结点 + +如果删除指定结点而不知道其前驱，也可以使用之前前插结点的方式，把该结点后继的结点的数据复制到本结点上，然后把后继结点删除，就相当于删除了本结点。时间复杂度为$O(1)$。 + +所以单链表还是不算方便。 + +#### 单链表查找 + +按位查找时间复杂度为$O(n)$。 + +这样插入元素函数`InsertLinkListWithHead`只用`GetLinkListNode(list,i-1)`和`InsertNextLinkNode(p,elem)`两个函数完成。 + +#### 单链表建立 + +可以使用尾插法建立单链表，从后面不断插入元素。需要定义一个尾指针来记录最后一位。 + +使用前插法建立单链表实际上也是使用后插操作，不过每一次后插的元素都是头结点，也不用使用尾指针。 + +前插法可以实现链表的逆置。 + +## 双链表 + +为了解决单链表只能单一方向扫描而无法两项遍历的缺点，使用了两个指针，`prior`和`next`，分别指向前驱和后继。 + +### 双链表定义 + +基本上与单链表的定义一致。 + +### 双链表操作 + + + +#### 双链表插入 + +假如`p`的结点后要插入结点`s`，则基本代码如下： + +```c +// 将插入的结点的后续接上原来的p的后续 +s->next=p->next +// 将p后的结点的前驱连接到s上 +p->next->prior=s; +// 将s的前驱连接到p上 +s->prior=p; +// 将p的后继连接到s上 +p->next=s; +``` + +操作上都是成对的，其中第一条第二条指令必须在最后一条指令之前，否则`p`的后继就会丢掉。 + +#### 双链表删除 + +若删除结点`p`的后继结点`q`： + +```c +p->next=q->next; +q->next->prior=p; +free(q); +``` + +## 循环链表 + +分为循环单链表和循环双链表。基本上变化不大。 + +原来的单链表的尾部指向`NULL`，但是循环单链表的尾部是指向头部。 + +循环单链表即使没有头结点的地址，也可以通过循环得到整个单链表的信息。 + +从头到尾单链表需要遍历整个链表，而循环单链表只用移动一位就可以从头到尾。 + +循环双链表除此之外，头结点的`prior`指针还要指表尾结点（即某结点`*p`为尾结点时，`p->next==list`）。 + +循环双链表为空表时，头结点的`prior`和`next`域都等于`list`（即，指向自身）。 + +### 循环链表定义 + +循环链表和链表的结点定义是一致的。 + + + +## 静态链表 + +静态链表本质是一个数组，不过其内的基本元素不是基本数据类型而是结构体类型。 + +静态链表借助数组来描述线性表的链式存储结构，结点也有数据域和指针域，这里的指针是结点的相对地址（数组下标），又称游标。 + +静态链表和顺序表一样需要预先分配一块连续的内存空间。 + +数组$0$号元素充当链表的头结点且不包含数据。 + +如果一个结点是尾结点，其游标设置为$-1$。 + +具体的实现方式有多种，也可以$0$号元素数据保存头节点下标。 + +考的比较少。 + +### 静态链表特点 + +1. 增删改不需要移动大量数据元素。 +2. 不能随机存取，只能从头节点开始。 +3. 容量固定保持不变。 + +适用场景： + +1. 不支持指针的低级语言。 +2. 数据元素数量固定不变，如操作系统文件分配表FAT。 + +### 静态链表定义 + +### 静态链表操作 + +#### 静态链表查找 + +需要从头结点往后逐个遍历结点，时间复杂度为$O(n)$。 + +#### 静态链表插入 + +如果要插入位序为i，索引为i-1的结点： + +1. 找到一个空结点（如何判断为空？可以先让next游标为某个特殊值如-2等），存入数据元素。 +2. 然后从头结点出发扎到位序为i-1的结点。 +3. 修改新结点的next。 +4. 修改i-1位序结点的next。 + +## 顺序表与链表对比 + ++ 从逻辑结构来看，其都是线性结构的。 ++ 从物理结构来看，顺序表可以随机存取，存储数据密度高，但是分配与改变空间不变；链表空间离散，修改方便，但是不可随机存储，存储数据密度低。 ++ 从创建来看，顺序表需要申请一片大小适合的空间；而链表无所谓。 ++ 从销毁来看，顺序表需要将length设置为0，从逻辑上销毁，再从物理上销毁空间，如果是静态分配的静态数组，系统会自动回收空间，而如果是动态数组，需要手动调用`free`函数；链表逐点进行`free`就可以了。 ++ 从增加删除来看，顺序表都要对后续元素进行前移或后移，时间复杂度为$O(n)$，主要来自于移动元素；而对于链表插入或删除元素只用修改指针就可以了，时间复杂度也为$O(n)$，主要来自于查找目标元素，但是链表的查找元素所花费的时间可能远小于移动元素的时间。 ++ 从查找来看，顺序表因为有顺序所以按位查找时间复杂度为$O(1)$，如果按值查找时间复杂度为$O(n)$，如果值是有序的则可以通过二分查找等方式降低在$O(\log_2n)$的时间内找到；如果是链表的查找无论是按位还是按值都是$O(n)$的时间复杂度。 + +# 栈 + +栈结构与线性表类似，是只允许一端（表尾）进入或删除的线性表。即后进先出$LIFO$。 + +栈顶就是允许插入和删除的一端，而另一端就是栈底。 + +进栈顺序：$A\rightarrow B\rightarrow C\rightarrow D$，出栈顺序：$D\rightarrow C\rightarrow B\rightarrow A$。 + +如果有$n$个不同的元素进栈，出栈元素不同排列的个数为$\dfrac{1}{n+1}C_{2n}^n$，这就是卡特兰数。 + +## 顺序栈 + +### 顺序栈定义 + +设置栈顶指针可以为$0$（代表栈顶元素的下一个存储单元）也可以为$-1$（代表栈顶元素当前未知）。 + +### 顺序栈操作 + +#### 顺序栈初始化 + +栈顶指针初始化为$-1$，因为索引最小为$0$。如果初始化为$0$也可以，不过其操作有所不同。 + +#### 进栈 + +首先要判满，然后才能进栈。若栈顶指针指的是当前元素，即初值为$-1$，需要先自加再进栈，如果不先自加就会覆盖在原来的栈顶元素上。若栈顶指针指的是当前元素的下一个位置，即初值为$0$，则先进栈再自加，因为指向的下一个位置，所以指向的位置是空的，所以可以存入然后自加，若先自加则中间就空了一格。 + +#### 出栈 + +首先要判空，然后才能出栈。若栈顶指针指的是当前元素，即初值为$-1$，需要先出栈再自减，如果由于指的是当前元素所以要先将这个指向的元素弹出，然后自减，否则弹出的就是靠近栈底的下一个元素。若栈顶指针指的是当前元素的下一个位置，即初值为$0$，则先自减再出栈，因为指向的下一个位置，所以指向的位置是空的，要先自减指向有元素的一格才能出栈。 + +对于出栈元素的处理，既可以将原来的存储单元设置为`NULL`也可以不处理，因为栈顶指针不指向这些单元，用户是不知道里面是什么的，之后重新用到这些存储单元也会覆盖原来的数据。 + +### 共享栈 + +即根据栈底不变，让两个顺序栈共享一个一维数组，将两个栈的栈底设在数组两端，栈顶向共享空间延申。 + +存取数据时间复杂度为$O(1)$。 + +## 链栈 + +链栈基本上就是只能操作一头的链表，所以从定义上其基本上没有区别。基本上以表头为栈顶。 + +## 栈的应用 + +### 括号匹配 + +即需要括号成双相对，且大小一样。 + +括号匹配时会发现最后出现的左括号最先被匹配$LIFO$。所以就可以通过栈来模拟这个匹配过程。 + +自左至右扫描表达式，若遇左括号，则将左括号入栈，若遇右括号，则将其与栈顶的左括号进行匹配，若配对，则栈顶的左括号出栈，否则出现括号不匹配错误，如果需要匹配但是栈空说明有单独的左或右括号，也匹配失败。如果结束，栈为空则正常结束，否则不匹配。 + +### 表达式求值 + +一般使用的都是中缀表达式，例如：$4+2\times3-10\div5$，按照运算法则，我们应当先算$2\times3$然后算$10\div5$ ，再算加法，最后算减法。 + +表达式分为三个部分：操作数、运算符、界限符。 + +如果不使用界限符，如中括号或小括号，可以使用后缀表达式（逆波兰表达式）或前缀表达式（波兰表达式）。 + +常用的中缀表达式是将运算符如加减乘除放在两个操作数中间，而后缀表达式就是放在两个操作数之后，前缀表达式就是放在两个操作数之前。 + +#### 后缀表达式 + +中缀转后缀的手算方法： + +1. 确定中缀表达式中各个运算符的运算顺序进行排序。 +2. 选择下一个运算符，按照**左操作数 右操作数 运算符**的方式组合一个个新的操作数。 +3. 如果还有运算符没有处理就重复步骤二。 + +如$A+B*(C-D)-E/F$就是$ABCD-*+EF/-$和$ABCD-*EF/-+$。中缀转后缀的结果可以有不同的结果。 + +即使有不同的转换结果，但是如果我们要通过计算机实现这种转换算法，就必须保证算法的唯一性，所以规定后缀表达式中运算符的顺序就是中缀表达式中运算符生效的顺序，即结果是第一个而不是第二个。 + +所以后缀表达式转换必须遵循左优先的原则，能先计算左边的运算符就计算左边的运算符。 + +后缀表达式转换的程序实现： + +1. 初始化一个栈，用于保存暂时不能确定运算顺序的运算符。 +2. 从左到右处理每个元素。 +3. 如果遇到操作数，直接加入后缀表达式。 +4. 如果遇到界限符，如果遇到左括号直接入栈，如果遇到右括号依次弹出栈内运算符并加入到后缀表达式中，直到遇到新的左括号为止，不弹出左括号。 +5. 遇到运算符，依次弹出栈中优先级高于或等于当前运算符的所有运算符并加入后缀表达式，若碰到左括号或栈空停止，之后再将当前运算符入栈。 +6. 处理完所有字符后，将栈中剩余运算符依次弹出，并加入后缀运算符。 + +后缀表达式计算的程序实现： + +1. 从左往右扫描下一个元素，直到处理所有元素。 +2. 若扫描到操作数则压入栈，并回到$1$，若扫描到运算符则执行$3$。 +3. 扫描到运算符则弹出两个栈顶元素，执行相应操作，运算结果压入栈，回到步骤一。 +4. 先出栈的是右操作数，后出栈的是左操作数。 + +使用栈进行中缀表达式求值的程序实现： + +1. 我们设定两个栈，一个用于存储运算符称之为运算符栈，另一个用于存储操作数称之为操作数栈。 +2. 首先置操作数栈为空，表达式起始符“#”为运算符栈的栈底元素。 +3. 依次读入表达式中每个字符，若是操作数则进操作数栈，若是运算符则和运算符栈栈顶元素比较优先级，若栈顶元素优先级高于即将入栈的元素，则栈顶元素出栈（优先级高的先出栈，再把优先级低的放进来），操作数栈弹出两个操作数和运算符一起进行运算，将运算后的结果放入操作数栈，直至整个表达式求值完毕（即运算符栈顶元素和要放入元素均为“#”）。 + +如果我们将后缀表达式转换为中缀表达式计算，可以从左往右扫描，每遇到一个运算符，就让运算符前面最近的两个操作数执行对应运算，合并为一个操作数。 + +#### 前缀表达式 + +中缀转后缀的手算方法： + +1. 确定中缀表达式中各个运算符的运算顺序进行排序。 +2. 选择下一个运算符，按照**运算符 左操作数 右操作数**的方式组合一个个新的操作数。 +3. 如果还有运算符没有处理就重复步骤二。 + +遵循右优先原则，只要能计算右边就优先计算右边。 + +前缀表达式计算的程序实现： + +1. 从右往左扫描下一个元素，直到处理所有元素。 +2. 若扫描到操作数则压入栈，并回到1，若扫描到运算符则执行3. +3. 扫描到运算符则弹出两个栈顶元素，执行相应操作，运算结果压入栈，回到步骤一。 +4. 先出栈的是左操作数，后出栈的是右操作数。 + +### 递归 + ++ 递归表达式（递归体）。 ++ 边界条件（递归出口）。 + +函数调用的特点：最后被调用的函数最先执行结束$LIFO$。 + +函数调用时需要一个栈存储：调用返回地址、实参、局部变量。用栈来让递归算法转换为非递归算法。 + +递归可以将原始问题拆分为属性相同、规模较小的问题。但是如果太多层会造成栈溢出。 + +### 迷宫问题 + ++ 思想：以栈$S$记录当前路径，则栈顶中存放的是“当前路径上最后一个位置信息”。 ++ 若当前位置“可通”，则纳入路径（入栈），继续前进。 ++ 若当前位置“不可通”，则后退（出栈），换方向继续探索。 ++ 若四周“均无通路”，则将当前位置从路径中删除出去。 + +# 队列 + +队列是只允许一端进行插入（入队或进队），一端进行删除（出队或离队）的线性表。即先进先出$FIFO$。 + +队列允许插入的一端就是队尾，允许删除的一端就是队头。 + +队列和栈是逻辑结构和物理结构没有不同，只是操作方式不同。 + +## 顺序队列 + +分配一块连续的存储单元存放队列中的元素，并附设两个指针，队头指针和队尾指针，队头指针指向队头元素，队尾指针指向队尾元素的下一个位置。 + +### 顺序队列操作 + +#### 顺序队列插入 + +如果出队，则前面的空间会空闲，但是假如队尾指针会依照插入而不断加$1$，则我们的队尾指针最后会指向最后一个区域，计算机不知道前面是怎么样，所以就认为空间已经满了，实际上没有。这就是假溢出。 + +#### 顺序队列删除 + +当如果我们必须保证所有的存储空间被利用，可以定义一个$size$表明队列当前的长度，就可以完全利用所有空间。 + +## 循环队列 + +对于顺序队列假溢出的解决的方法就是使用模运算，将队尾指针不仅仅是加一，而是加一后再取整个静态数组大小$MAXSIZE$的模，这样如果队列尾指针超过了范围也仍能回到最开始插入数据。这时候物理结构虽然是线性的，而逻辑上已经变成了环型的了。 + +所以与此同时，队列已满的条件也不再是队尾指针$=MAXSIZE$了，而是队尾指针的下一个指针是队头指针，这里最后一个存储单元是不能存储数据的，因为如果存储了数据那么头指针就等于尾指针，这在我们的定义中是空队列的意思。但是如何判断满队？ + +1. 牺牲最后的一个存储单元。入队少用一个队列单元。队满条件：$(rear+1)\%MAXSIZE==front$，队空条件$front==rear$，从而队列元素个数$=(rear+MAXSIZE-front)\%MAXSIZE$。 +2. 增设一个用来表示数据个数的成员。队满条件$length==MAXSIZE$，队空条件$length==0$。队空和队满都是$front==rear$。 +3. 可以定义一个$int$类型的$tag$，当进行删除操作就置$tag$为$0$，插入操作时置$tag$为$1$，只有删除才可能队空，只有插入才可能队满，所以就可以根据这个来判断。队空和队满都是$front==rear$。 + +## 链队 + +定义链队需要定义一个队头指针和一个队尾指针，队头指向队头结点，队尾指向队尾结点，即单链表最后一个结点，这跟顺序存储不同。 + +由于带头节点的链表对于出队比较简单，所以一般都定义为带头节点的链表。 + +## 双端队列 + +双端队列：只允许从两端插入、两端删除的线性表。 + +输入受限的双端队列：只允许从一端插入，两端删除的线性表。 + +输入受限的双端队列：只允许从一端删除，两端插入的线性表。 + +## 队列应用 + +### 树的层次遍历 + +1. 根结点入队。 +2. 若队空（所有结点都已处理完毕)，则结束遍历，否则重复三操作。 +3. 队列中第一个结点出队，并访问之。若其有左孩子，则将左孩子入队；若其有右孩子，则将右孩子入队，返回二。 + ++ 图的广度优先遍历。 ++ 进程争用$FCFS$策略。 + +### 计算机系统 + ++ 解决$CPU$与外设速度不匹配问题。 ++ 解决请求处理机问题。 + +# 数组 + +## 数组的定义 + +数组是由同类型的数据元素构成的有序集合，每个元素是数组元素，每个元素受$n$个线性关系的约束。其中每个元素在$n$个线性关系中的序号就是元素的下标，可以通过下标来访问元素。 + +数组是对线性表的推广。 + +数组一旦被定义其维数和维界就不能改变，所以数组只能对结构的初始化和销毁，以及元素的存取和修改。 + +所以数组的重点在于其存储。 + +## 数组的存储结构 + +### 一维数组 + +各数组元素大小相同，且物理上连续存放。 + +数组元素$a[i]$的存放地址=起始地址$LOC+i\times sizeof(ElemType)$。数组下标从$0$开始。 + +### 二维数组 + +二维数组存储方式还是同一维数组一样连续的。已知二维数组$b[M][N]$。 + ++ 行优先：一行一行存储。$b[i][j]$的存储地址=起始地址$LOC+(i\times N+j)\times sizeof(ElemType)$。 ++ 列优先：一列一列存储。$b[i][j]$的存储地址=起始地址$LOC+(j\times M+i)\times sizeof(ElemType)$。 + +### 十字链表法 + +每个结点中包含行数、列数、元素值，以及两个指针，向下域指针$down$指向同第$j$列的下一个个元素，向右域指针$right$指向同第$i$行的下一个元素。 + +## 特殊数组的压缩 + +压缩存储指为多个值相同的元素只分配一个存储空间从而节省存储空间。 + +特殊矩阵是指具有许多相同矩阵元素或零元素，并且这些相同矩阵元素或零元素的分布有一定规律的矩阵。 + +若是索引都从$1$开始，则公式不发生改变，用$i-1$和$j-1$替换公式的$i$和$j$。。 + +### 对称矩阵 + +若对一个$n$阶方阵$A[0,n-1][0,n-1]$中的任意一个元素$a_{ij}$都有$a_{ij}=a_{ji}$，即主对角线对称元素相等的矩阵，就是对称矩阵。 + +其中元素可以分为上三角区域、主对角线和下三角区域，上下三角区域元素相等。所以可以将$A$存放在一维数组$B[n(n+1)\div2]$中，从而$a_{ij}=b_k$，只存放下三角部分与主对角线部分元素。 + +对于$a_{ij}$而言，其在$i$行$j$列，第$0$行有$1$个元素，$1$行有两个元素，所以$i-1$行有$i$个元素，所以前$i-1$行共有$(1+i)\times i/2$个元素，最后加上第$i$行的$j$个元素。 + +从而$a_{ij}$对应的$k=1+2+\cdots+(i-1)+j=\dfrac{i(i+1)}{2}+j$。 + ++ 当$i\geqslant j$时，即下三角区域与主对角线元素：$k=\dfrac{i(i+1)}{2}+j$。 ++ 当$ij$时，即下三角区域：$k=\dfrac{n(n+1)}{2}$。 + +#### 三对角矩阵 + +对角矩阵也称为带状矩阵。对于$n$阶方阵$A$的任意元素$a_{ij}$，当$\vert i-j\vert>1$时，有$a_{ij}=0$，则是三对角矩阵。 + +三对角矩阵除了以主对角线为中心的三条对角线的区域上的元素并不是完全为零外，其他元素都是零。 + +所以可以将三条对角线上的元素行优先地存储在一维数组中。第$0$行是两个元素，而$1$到$i-1$一共$i-1-1+1=i-1$行每行三个元素，所以前$i-1$行一共$2+(i-1)\times3$个元素，第$i$一共$j-i+1$个元素。即$k=2+(i-1)\times3+j-i+1$，所以得到$k=2i+j$。 + +#### 稀疏矩阵 + +若矩阵中非零元素很少，这个矩阵就是稀疏矩阵，若使用普通一维数组存储则十分浪费空间，所以一般只存储非零元素。 + +所以可以构成三元组(行标,列标,值)来存储。可以使用数组来存储也可以使用之前的十字链表法来存储。 + +稀疏矩阵压缩后就失去了随机存取的特性。 + +# 串 + +重点是字符串匹配模式，其他只做了解。 + +## 基本概念 + ++ 串：零个或多个字符组成的有限序列。 ++ 子串：串中任意个连续的字符组成的子序列。 ++ 空串：长度为零的串。 ++ 空白串（空格串）：仅由一个或多个空格组成的串。 ++ 空串是任意串的子串，任意串是其自身的子串。 + +串的基本操作是对子串的操作。 + +## 串定义 + +### 顺序串 + +顺序串的结构定义方案 + ++ 使用单独的变量$length$保存串长。 ++ 使用$data[0]$记录串长；使得字符位序与数组下标一致；但是由于$char$类型一个为一字节大小，所以能表示的数字是$0$到$255$，太大的串无法表示，大于的部分会被截断。 ++ 没有表示串长的变量，使用$\backslash0$表示串结尾，对应$ASCII$码的$0$号字符。 ++ $data[0]$空余，使用单独的变量$length$保存串长，这个比较常用。 ++ 可以定长分配也可以用堆分配。 + +### 链串 + +如一般的链式存储结构定义一样，定义一个数据与指向下一位的指针。 + +但是如果你只在每个结点定义了一个字节的数据，但是又包含了四个字节的指针，那么存储利用率会很低。 + +如果是顺序表数据类型是整数类型，那么这种利用率低的情况确实无可奈何，但是对于串而言，因为一个字节存储一个字符，所以能一个字节存一个字符类型数据，所以为了提升数据存储利用率，可以每个结点存等多个字符。这个就是块链串。 + +## 模式匹配 + +模式匹配指在主串中找到与模式串相同的子串并返回其所在位置。 + +### 朴素模式匹配算法 + +从主串$T$、模式串$P$（子串）的第一个位置开始比较（$i=0,j=0$），若相等，则$i$，$j$各自$+1$，然后比较下一个字符。若不等，主串指针回溯到上一轮比较位置的下一个位置，子串回溯到$0$，再进行下一次比较。令子串长度为$m$，主串长度为$n$： + ++ 匹配成功的最好时间复杂度：$O(m)$：刚好第一个就匹配上了，总对比次数为子串长度。 ++ 匹配失败的最好时间复杂度：$O(n-m+1)=O(n-m)=O(n)$：匹配成功之前，每一个与第一个字符都匹配失败。 ++ 匹配失败的最坏时间复杂度：$O(nm-m^2+m)= O(nm)$：子串除了最后一个对不上，其余的都能对上，则每次遍历完一边后，又要走回头路；直到匹配成功/失败一共需要比较$m\times(n-m+1)$次。$m$：每次需要移动$m$次，$i$需要移动$n-m+1$次。 + +暴力匹配算法的最大问题就是对主串一位位进行对比，当后面的匹配失败后只能回溯主串，只移动一位重新匹配。 + +### KMP算法 + +#### 原理 + +$KMP$算法是对朴素模式匹配算法的优化。 + +朴素模式匹配算法的缺点就是当某些子串与模式串能部分匹配时，主串的扫描指针$i$经常回溯，从而导致时间开销。 + +主要思想是失配时，只有模式串指针回溯，主串指针不变，找到失配前模式串的最长公共前后缀并跳转到最大公共后缀开始匹配，且最大公共前后缀要小于左端子串长度。 + +那么如何理解？如主串是$12345612346$，模式串为$12346$，那么我们从$1$开始对比到$5$的时候失配。按照默认暴力匹配法不仅模式串要回溯到第一个，主串也要回溯到第二个即$2$重新对比。 + +但是我们一眼就能看出来$2$这个位置不需要进行对比，因为我们之前匹配过，字符串中只有最开始位置为$1$，其他位置都不为$1$，所以应该直接跳到没有对比的主串位置进行对比，而不是重复对比之前的内容。这是我们大脑默认处理的过程，$KMP$就是模拟这个处理过程。 + +主串是未知的，而模式串是已知的，所以对于串匹配的优化必然基于模式串。 + +由于模式串在最开始就是已知的，所以在失配前主串和模式串必然相等，即我们可以选择模式串中能匹配的部分重新匹配，而不是直接从头开始。 + +#### 公共前后缀 + +模式后滑动位数只与模式串本身的最大公共后缀有关，于主串无关。 + ++ 前缀：对于字符串$A$，$B$，$A=B+S$，且$S$非空，则$B$是$A$的前缀。 ++ 后缀：对于字符串$A$，$B$，$A=S+B$，且$S$非空，则$B$是$A$的后缀。 ++ $PMT$值：前缀集合和后缀集合的交集中，最长元素的长度。 ++ 部分匹配表：$PMT$值集合，字符串所有前后缀的$PMT$值。 + +当一个位置失配时，那么子串前面的所有字符串都是配对的，所以对于子串前面的部分都是已知的了，需要从模式串的最开始开始对比，而一般的模式匹配要从主串的下一个重新开始匹配，但是如果我们找到了主串当前失配位置的前缀和后缀最大重合的地方，即公共前后缀，$PMT$值，就代表从这里开始就可以匹配了，前面的地方没必要匹配，可以直接多跳几步移动到公共后缀去开始重新匹配。 + +字符串|前缀|后缀|交集|PMT +:----:|:--:|:--:|:--:|:--: +'a'|∅|∅|∅|0 +'ab'|'a'|'b'|∅|0 +'aba'|'a','ab'|'ba','a'|'a'|1 +'abab'|'a','ab','aba'|'b','ab','bab'|'ab'|2 +'ababab'|'a','ab','aba','abab'|'a','ba','aba','baba'|'a','aba'|3 + +所以字符串'$ababa$'的部分匹配值为$00123$，即可以得到部分匹配值表。 + +![KMP算法][KMP] + +如图可知在$a$和$c$处失配，由于前面是匹配的，所以可以直接对齐比较。 + +#### next数组 + +失配移动位数$move$=已匹配字符数$(j-1)$-对应的部分匹配值$PM[j-1]$。（从而跳到开始有重复公共前缀的地方） + +部分匹配值表就是子串应该跳转的索引值。当这个位失配，则子串应该跳转的索引值是失配位置前一位的$PM$值。 + +因为纯匹配值表要看前一位的值，所以可以把匹配表数据全部右移一位，这就可以直接看失配位置的表值了，定义为$next$。最开始的一位用$-1$表示，最后一位丢弃。 + +所以$move=(j-1)-next[j]$。即移动位数=匹配位数-本位的跳转值。 + +所以相当于子串的比较指针$j$回到$j=j-move=j-((j-1)-next[j])=next[j]+1$。 + +所以$next$也可以全部加$1$，即得到子串变化表达式$j=next[j]$。$next$此时就是$j$失配时应该跳转到的索引值。 + +所以当$j=0$时，恒定$next[0]=0$（主串加一）$next[1]=1$。因为只有一个字母没有前一位所以是$-1$，只有两个字母前一位只有一个字母没有前后缀。（这里默认$next$数组从$0$开始，如果从$1$开始则索引全部加一） + +1. 求$next[j+1]$，则已知前面的所有$next$表值$next[1],next[2]\cdots next[j]$。 +2. 假设数组值$next[j]=k_1$（跳转索引），则有$P_1\cdots P_{k_1-1}=P_{j-k_1+1}\cdots P_{j-1}$（前$k_1-1$位字符与后$k_1-1$位字符重合）。 +3. 如果$P_{k_1}=P_j$（即最后一位也一样，则得到在之前匹配基础上的更长的公共前后缀），则$P_1\cdots P_{k_1-1}P_{k_1}=P_{j-k_1+1}\cdots P_{j-1}P_j$，则$next[j+1]=k_1+1$，否则进入下一步。 +4. 假设$next[k_1]=k_2$、则有$P_1\cdots P_{k_2-1}=P_{k_1-k_2+1}\cdots P_{k1-1}$。 +5. 第二第三步联合得到$P_1\cdots P_{k_2-1}=P_{k_1-k_2+1}\cdots P_{k1-1} =P_{j-k_1+1}\cdots P_{k_2-k_1+j-1}=P_{j-k_2+1}\cdots P_{j-1}$，即四段重合。 +6. 这时候．再判断如果$P_{k_2}=P_j$，则$P_1\cdots P_{k_2-1}P_{k_2}=P_{j-k_2+1}\cdots P_{j-1}P_j$，则$next[j+1]=k_2+1$，否则再取$next[k_2]=k_3$回到四。 +7. 如果遇到$0$还没有结果，则表示前面的全部不重合，赋值为$0+1=1$。 + +即要计算当前位置的$next$值，就看前一位的$next$值所代表的索引指向的字符是否与前一位的字符相等，若相等，则是前一位的$next$值加一，若不等，则继续看前一位的$next$值指向的字符的$next$指向的字符与前一位字符是否相等，若相等则结果就是这个$next$值加一，否则继续按照$next$索引向前寻找。 + +#### KMP匹配 + +$KMP$算法在形式上跟简单的模式匹配算法类似，唯一不同的是当失配时指针$i$不动（主串不动）指针$j$回到$next[j]$的位置重新比较，当$j=0$时$ij$同时加一，即主串第$i$个位置与模式串第一个字符不等时应该从主串$i+1$个位置开始匹配。 + +#### 算法性能 + +使用$KMP$算法时需要先计算不同模式串$P$的$next$数组，时间复杂度为$O(m)$，然后使用$KMP$算法计算，时间复杂度为$O(n)$，从而平均时间复杂度为$O(m+n)$。 + +虽然普通模式匹配算法复杂度$O(mn)$，但是一般情况下接近于$O(m+n)$。 + +$KMP$算法对于重复部分比较多的模式串匹配效果更好。 + +### KMP算法优化 + +$KMP$算法的$next$数组存在一定问题，当当前索引的值匹配失败，那么模式串的其他同样值的地方也一定会匹配失败。 + +如$goolggoogle$匹配$google$，其中$PMT$表格为： + +序号|1|2|3|4|5|6 +:--:|:-:|:-:|:-:|:-:|:-:|:-: +模式串|g|o|o|g|l|e +next[j]|0|1|1|1|2|1 + +其中匹配到第四个$l$时与$g$不匹配，按照表格会跳转匹配到第$1$个字符，但是由于序号$1$的字符也是$g$，所以这次跳转就是个浪费的对比。 + +所以可以直接将模式串所有相同值的部分的$next$值全部取为其$next$值对应索引的$next$值。 + +所以需要再次递归，将$next[j]$变为$next[next[j]]$直到两者不相等，令更新后数组为$nextval$。 + +序号|1|2|3|4|5|6 +:--:|:-:|:-:|:-:|:-:|:-:|:-: +模式串|g|o|o|g|l|e +next[j]|0|1|1|1|2|1 +nextval[j]|0|1|1|0|2|1 + +对于多个字符重复的字符串，则$nextval$的优化程度会更高： + +序号|1|2|3|4|5 +:--:|:-:|:-:|:-:|:-:|:-: +模式串|a|a|a|a|b +next[j]|0|1|2|3|4 +nextval[j]|0|0|0|0|4 + 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 + +# 树 + +## 基本概念 + +### 树的基本概念 + ++ 树：$n$个结点的有限集（树是一种递归的数据结构，适合于表示具有层次的数据结构）。是递归定义的。 ++ 根结点：只有子结点没有父结点的结点。除了根结点外，树任何结点都有且仅有一个前驱。 ++ 分支结点：有子结点也有父结点的结点。 ++ 叶子结点：没有子结点只有父结点的结点。 ++ 祖先：根结点到结点的路径上的任意结点都是该结点的祖先。 ++ 双亲：靠近根结点且最靠近该结点的结点。 ++ 兄弟：有共同双亲结点的结点。 ++ 堂兄弟：双亲结点在同一层的结点。 ++ 空树：结点数为$0$的数。 ++ 子树：当$n>1$时，其余结点可分为$m$个互不相交的有限集合，每个集合本身又是一棵树，其就是根结点的子树。 ++ 结点的度：一个结点的孩子（分支）个数。 ++ 树的度：树中结点的最大度数。 ++ 结点的层次（深度）：从上往下数。 ++ 结点的高度：从下往上数。 ++ 树的高度（深度）：多少层。 ++ 两结点之间的路径：由两个结点之间所经过的结点序列构成。 ++ 两结点之间的路径长度：路径上所经过的边的个数。 ++ 树的路径长度：指树根到每个结点的路径长的总和，根到每个结点的路径长度的最大值是树的高。 ++ 有序树：树各结点的子树从左至右有次序不能互换。 ++ 无序树：树各结点的子树从左至右无次序可以互换。 + +### 森林的基本概念 + ++ 森林时$m$棵互不相交的树的集合。 ++ 一颗树可以被分为森林。 + +### 树的性质 + ++ 结点数=总度数$+1$。（加一是因为根结点） ++ 树的度$m$代表至少一个结点度是为$m$，且一定是非空树，至少有$m+1$个结点；而$m$叉树指所有结点的度都小于等于$m$，可以是空树。 ++ 度为$m$的树以及$m$叉树第$i$层至多有$m^{i-1}$个结点。（如完全二叉树） ++ 高度为$h$的$m$叉树至多有$\dfrac{m^h-1}{m-1}$个结点。 ++ 高度为$h$的$m$叉树至少有$h$个结点，度为$m$的树至少有$h+m-1$个结点。 ++ 具有$n$个结点的$m$叉树最小高度为$\lceil\log_m(n(m-1)+1)\rceil$。已知高度最小时所有结点都有$m$个孩子，所以$\dfrac{m^{h-1}-1}{m-1}\lfloor\dfrac{n}{2}\rfloor$为叶子结点。 ++ 二叉排序树：左子树上所有结点的关键字均小于根结点的关键字；右子树上所有结点的关键字均大于根结点的关键字；左右子树又各是一棵二叉排序树。 ++ 平衡二叉树：树上任一结点的左子树和右子树的深度之差不超过$1$。 + +### 二叉树的性质 + ++ 设非空二叉树中度为$0$、$1$和$2$的结点个数分别为$n_0$，$n_1$、$n_2$，则$n_0=n_2+1$（叶子结点比二分结点多一个）。假设树中结点的总数为$n$，则$n=n_0+n_1+n_2$，又根据树的结点等于总度数$+1$得到$n=n_1+2n_2+0n_0+1$，所以相减就得到结论。 ++ 二叉树的第$i$层至多有$2^{i-1}$个结点。 ++ 高度为$h$的二叉树至多有$\dfrac{m^h-1}{m-1}$个结点。 ++ 具有$n$个结点的完全二叉树的高度$h=\lceil\log_2(n+1)\rceil$或$\lfloor\log_2n\rfloor+1$。$2^{h-1}-1\lfloor\dfrac{n}{2}\rfloor$。 + +如果不是完全二叉树，则让二叉树的编号与完全二叉树相对应再存入数组，其他的结点为空，这种存储方法会浪费较多内存，最坏情况下高度为$h$，且只有$h$个结点的单支树也需要$2^h-1$个存储单元。 + +这种存储结构需要从下标$1$开始存储，若从$0$开始则不满足父子结点的性质。 + +#### 链式存储 + +链式树具有两个分别指向左右子树的指针。 + +在含有$n$个结点的二叉链表中，含有$n+1$个空链域。 + +含有$n$个结点的二叉链表中，链域一共有$2n$个（每个点有两个链域）。对于除了根结点以外的每个点都是有一个父亲结点，所以一共有$n-1$个指针指向某个结点，于是形成$n-1$个有内容的链域（减$1$即是根结点）所以一共有$2n-(n-1)=n+1$个链域没有指向任何东西。 + +如果要保存父结点的位置，可以添加一个父结点指针，从而变成三叉链表。 + +### 二叉树遍历 + +遍历是按照某种次序将所有结点都访问一遍。 + +#### 顺序遍历 + +顺序遍历就是深度优先的遍历，分为三种： + ++ 先序遍历：根左右$NLR$。 ++ 中序遍历：左根右$LNR$。 ++ 后序遍历：左右根$LRN$。 + +根据算算数表达式的分析树的不同先序、中序、后序遍历方式可以得到前缀、中缀、后缀表达式。 + +若树的高度为$h$，则时间复杂度为$O(h)$。 + +#### 递归与非递归 + +借助栈可以将本来是递归算法的顺序遍历变为非递归方式。 + +如中序遍历： + +1. 沿着根的左孩子结点依次入栈，直到左孩子为空。表示找到了最左边的可以输出的结点。 +2. 栈顶元素出栈并访问。 +3. 若栈顶元素的右孩子为空，则继续执行步骤二。 +4. 若栈顶元素的右孩子不为空，则对其右子树执行步骤一。 + +先序遍历与中序遍历类似，只是第一步就需要访问中间结点。 + +后序非递归遍历算法的思路：从根结点开始，将其入栈，然后沿其左子树一直往下搜索，直到搜索到没有左孩子的结点，但是此时不能出栈并访问，因为如果其有右子树，还需按相同的规则对其右子树进行处理。直至上述操作进行不下去，若栈顶元素想要出栈被访问，要么右子树为空，要么右子树刚被访问完（此时左子树早已访问完），这样就保证了正确的访问顺序。 + +#### 层序遍历 + +层序遍历就是广度优先的遍历。 + +1. 初始化一个辅助队列。 +2. 根结点入队。 +3. 若队列非空，则队头结点出队，访问该结点，如果有并将其左右孩子入队。 +4. 重复步骤三直至队列空。 + +### 遍历序列构造二叉树 + +若只给出一棵二叉树的前/中/后/层序遍历序列中的一种不能唯一确定一棵二叉树。只有给出中序遍历序列才可能推出唯一二叉树，因为无法确定根结点相对于左右结点的位置： + ++ 前序+中序： ++ 后序+中序。 ++ 层序+中序。 + +#### 前序+中序 + +前序：根+左+右；中序：左+根+右。所以根据三个部分对应相同可以推出。 + +先序遍历的第一个结点一定是二叉树根结点。中序遍历中根结点必然将序列分为两个部分，前一个序列是左子树的中序序列，后一个序列是右子树的中序序列。同理先序序列中子序列的第一个结点就是左右子树的根结点。 + +#### 后序+中序 + +后序：左+根+右；中序：左+根+右。所以根据三个部分对应相同可以推出。 + +#### 层序+中序 + +层序：根+左根+右根；中序：左+根+右。所以根据根结点和左右子树的根结点来确定。 + +### 线索二叉树 + +对于二叉树的遍历，只能从根结点开始遍历，如果给任意一个结点是无法完成遍历的。一般的二叉树的左右结点是用来表示父子关系，而不能体现遍历关系。 + +所以我们就想能否保存结点的前驱和后继，从而能减少重复遍历树。因为一棵树很多结点的左右结点可能是空的，那么这些空闲的指针可以不代表左右子树的根结点，而是用来表示当前遍历方法的前驱或后继。当这个指针表示的是前驱或后继就称为线索，指向前驱的就是前驱线索，由左孩子指针担当，指向后继的就是后继线索，由右孩子指针担当。 + +#### 线索化 + +线索化就是要遍历一遍二叉树，然后对当前结点进行处理。 + +为了区分其左右孩子指针是指向什么，要在结点中新建两个$tag$位，如当$ltag=0$表示$lchild$指向的是左孩子结点，而为$1$表示其指向前驱。 + ++ 确定线索二叉树类型——中序、先序或后序。 ++ 按照对应遍历规则，确定每个结点访问顺序并写上编号。 ++ 将$n+1$个空链域连上前驱后继。 ++ 没有前驱或后继就指向`NULL`。 ++ 这种结构称为线索链表。 + +在先序线索化的时候要注意，由于是根左右的顺序，在访问根结点时候进行线索化可能就会将左孩子结点由指向左孩子变成指向前驱的线索（该结点本来就没有左孩子），然后处理左子树时会跳到这里指向前驱的线索即前一个结点，就会不断在这里循环（程序把前驱当作左孩子不断回撤）。所以在先序遍历二叉树时要根据$ltag$值判断是否是前驱线索再进行遍历左子树。而右孩子结点则不会有这个问题，因为访问顺序必然是左右，所以不管二叉树右孩子结点指向的是右孩子还是后继都是在当前访问结点后应该访问的结点。 + +而中序线索化和后序线索化都没有这种问题，因为当前结点的前驱在此时按处理顺序都已经处理完了。 + +同时三种线索化都需要处理最后一个结点，当最后一个结点的右孩子指针为`NULL`，要$pre->rtag=1$。 + +#### 查找前驱后继 + +如果某结点的左右孩子指针有孩子而不是指向前驱后继，那么怎么找其前驱后继？ + ++ 中序线索二叉树中找到结点$*P$的中序后继$next$： + + 若$p$右孩子指针指向后继：$p->rtag==1$，则$next=p->rchild$。 + + 若$p$右孩子指针指向右子树根结点：$p->rtag==0$，则$next=p$右子树中最左下结点。 + + 所以可以利用线索对二叉树实现非递归的中序遍历。 ++ 中序线索二叉树中找到结点$*P$的中序前驱$pre$： + + 若$p$左孩子指针指向前驱：$p->ltag==1$，则$pre=p->lchild$。 + + 若$p$左孩子指针指向左子树根结点：$p->ltag==0$，则$pre=p$左子树中的最右下结点。 + + 所以可以利用线索对二叉树实现非递归的逆向中序遍历。 ++ 先序线索二叉树中找到结点$*P$的先序后继$next$： + + 若$p$右孩子指针指向后继：$p->rtag==1$，则$next=p->rchild$。 + + 若$p$右孩子指针指向右子树根结点：$p->rtag==0$，如果$p$有左孩子，则$p->next=p->lchild$，如果$p$没有左孩子，则肯定有右孩子，$p->next=p->rchild$。 + + 所以可以利用线索对二叉树实现非递归的先序遍历。 ++ 先序线索二叉树中找到结点$*P$的先序前驱$pre$： + + 若$p$左孩子指针指向前驱：$p->ltag==1$，则$pre=p->lchild$。 + + 若$p$左孩子指针指向左子树根结点：$p->ltag==0$，先序遍历中左右子树的根结点只可能是后继，必须向前找。 + + 如果没有父结点所以这时候就找不到$p$的前驱，只能从头开始先序遍历。 + + 如果有父结点，则又有四种情况： + + $p$为左孩子，则根据根左右，$p$的父结点为根所以在$p$的前面，$p->pre=p->parent$。 + + $p$为右孩子，其左兄弟为空，则根据根左右，顺序为根右，所以$p->pre=p->parent$。 + + $p$为右孩子且有左兄弟，根据根左右，$p$的前驱就是左兄弟子树中最后一个被先序遍历的结点，即在$p$的左兄弟子树中优先右子树遍历的底部。 + + 若$p$是根结点，则没有先序前驱。 ++ 后序线索二叉树中找到结点$*P$后序后继$next$： + + 若$p$右孩子指针指向后继：$p->rtag==1$，则$next=p->rchild$。 + + 若$p$右孩子指针指向右子树根结点：$p->rtag==0$，则根据左右根顺序，左右孩子结点必然是$p$的前驱而不可能是后继，所以找不到后序后继。 + + 如果没有父结点只能使用从头开始遍历的方式。 + + 如果有父结点则又有四种情况： + + $p$为右孩子，根据左右根，所以$p->next=p->parent$。 + + $p$为左孩子，右孩子为空，根据左右根，所以$p->next=p->parent$。 + + $p$为左孩子，右孩子非空，根据左右根，所以$p->next=$右兄弟子树中第一个被后序遍历的结点，即右子树优先左兄弟子树遍历的底部。 + + 若$p$是根结点，则没有后序后继。 ++ 后序线索二叉树中找到结点$*P$后序前驱$pre$： + + 若$p$左孩子指针指向前驱：$p->ltag==1$，则$pre=p->lchild$。 + + 若$p$左孩子指针指向左子树根结点：$p->ltag==0$，则又有两种情况： + + 若$p$有右孩子，则按照左右根的情况遍历，右在根的前面，所以$p->pre=p->rchild$。 + + 若$p$没有右孩子，按照左根的顺序，则$p->pre=p->lchild$。 + +## 树与森林 + +### 树的存储结构 + ++ 双亲表示法：是一种顺序存储方式，一般采用一组数组，每个结点中保存指向双亲的伪指针。查找双亲方便，但是查找孩子就只能从头遍历。 ++ 孩子表示法：是顺序加链式存储方法，顺序存储所有元素，添加一个$firstChild$域，指向第一个孩子结构体的指针，孩子结构体包括元素位置索引与指向下一个孩子结构体的$next$指针。寻找孩子比较方便，但是寻寻找双亲需要遍历$n$个结点$n$个孩子链表。 ++ 孩子兄弟表示法：是一种链式存储方式，定义了两个指针，分别指向第一个孩子与右兄弟，类似于二叉树，可以利用二叉树来实现对树的处理。也称为二叉树表示法。可以将树操作转换为二叉树的操作，但是查找双亲麻烦。可以为每个结点设置一个指向双亲的结点。 + +### 森林与树的转换 + +树与森林的转换，树与二叉树的转换都可以使用孩子兄弟表示法来实现，左孩子右兄弟，如果是森林则认为其根结点为兄弟。 + +![树][tree] + +#### 树转换为二叉树 + +树转换为二叉树的规则：每个结点左指针指向它的第一个孩子，右指针指向它在树中的相邻右兄弟，这个规则又称“左孩子右兄弟”。由于根结点没有兄弟，所以对应的二叉树没有右子树。 + +树转换成二叉树的画法： + +1. 在兄弟结点之间加一连线。 +2. 对每个结点，只保留它与第一个孩子的连线，而与其他孩子的连线全部抹掉。 +3. 以树根为轴心，顺时针旋转$45°$。 + +#### 森林转换为二叉树 + +将森林转换为二叉树的规则与树类似。先将森林中的每棵树转换为二叉树，由于任何一棵和树对应的二叉树的右子树必空，若把森林中第二棵树根视为第一棵树根的右兄弟，即将第二棵树对应的二叉树当作第一棵二叉树根的右子树，将第三棵树对应的二叉树当作第二棵二叉树根的右子树……以此类推，就可以将森林转换为二叉树。 + +森林转换成二叉树的画法： + +1. 将森林中的每棵树转换成相应的二叉树。 +2. 每棵树的根也可视为兄弟关系，在每棵树的根之间加一根连线。 +3. 以第一棵树的根为轴心顺时针旋转$45°$。 + +#### 二叉树转换为森林 + +二叉树转换为森林的规则：若二叉树非空，则二叉树的根及其左子树为第一棵树的二叉树形式，故将根的右链断开。二叉树根的右子树又可视为一个由除第一棵树外的森林转换后的二叉树，应用同样的方法，直到最后只剩一棵没有右子树的二叉树为止，最后再将每棵二叉树依次转换成树（左边是孩子右边是兄弟还原），就得到了原森林。 + +### 树的遍历 + ++ 先根遍历：若树非空，先访问根结点，再依次对每棵子树进行先根遍历。 ++ 后根遍历：若树非空，先依次对每棵子树进行后根遍历，最后访问根结点。 ++ 层次遍历：用辅助队列实现： + 1. 若树非空，根结点入队。 + 2. 若队列非空，队头元素出队并访问，同时将该元素的孩子依次入队。 + 3. 重复步骤二直到队列为空。 + +### 森林的遍历 + +先序遍历森林： + +1. 访问森林中第一棵树的根结点。 +2. 先序遍历第一棵树中根结点的子树森林。 +3. 先序遍历除去第一棵树之后剩余的树构成的森林。 + +如之前图中森林先序遍历为$ABCDEFGHI$。 + +中序遍历森林： + +1. 先序遍历第一棵树中根结点的子树森林。 +2. 访问森林中第一棵树的根结点。 +3. 中序遍历除去第一棵树之后剩余的树构成的森林。 + +可以把每个树先按序遍历再合在一起，也可以先转换为二叉树再遍历。 + +如之前图中森林序中遍历为$BCDAFEHIG$。 + +如果通过转换，那么遍历的结果是等价的： + +树|森林|二叉树 +:-:|:-:|:---: +先根遍历|先序遍历|先序遍历 +后根遍历|中序遍历|中序遍历 + +### 转换关系 + +假设森林为$F$，树为$T$，转换而来的二叉树为$B$。 + +#### 结点关系 + ++ $T$有$n$个结点，叶子结点个数为$m$，则$B$中无右孩子的结点个数为$n-m+1$个。 + +树转换为二叉树时，树的每个分支节结点的所有子结点的最右子结点无右孩子，根结点转换后也无右孩子。 + ++ $F$有$n$个非终端结点，则$B$中无右孩子的结点有$n+1$个。 + +根据森林与二叉树转换规则“左孩子右兄弟”，$B$中右指针域为空代表该结点没有兄弟结点。森林中每棵树的根结点从第二个开始依次连接到前一棵树的根的右孩子，因此最后一棵树的根结点的右指针为空，这里有一个。另外，每个非终端结点即代表有孩子，其所有孩子结点不论有多少个兄弟，在转换之后，最后一个孩子的右指针一定为空，故树$B$中右指针域为空的结点有$n+1$个。 + +#### 边关系 + ++ $F$有$n$条边、$m$个结点，则$F$包含$T$的个数为$m-n$。 + +若有$n$条边，则如果全部组成最小的树每个需要两个结点，总共需要$2n$个结点，组成$n$根树。假定$2n>m$，则还差$2n-m$个结点才能两两成树，所以少的这些结点不能单独成树，导致有$2n-m$个结点只能跟其他现成的树组成结点大于二的树。所以此时只能组成$n-(2n-m)=m-n$棵树。 + +## 树的应用 + +### 哈夫曼树 + +#### 哈夫曼树的定义 + ++ 路径和路径长度：从树中的一个结点到另一个结点之间的分支构成这两个结点之间的路径，路径上的分支数目称作路径长度。 ++ 结点的权：有某种现实含义的数值。 ++ 结点的带权路径长度：从根到该结点的路径长度（经过边数）与该结点权的乘积称为结点的带权路径长度。 ++ 树的带权路径长度：树中所有**叶子**的带权路径长度之和称为树的带权路径长度$WPL=\sum_{i=1}^nw_il_i$。 ++ 哈夫曼树（最优二叉树）：带权路径长度最短的二叉树。不一定是完全二叉树。 ++ 哈夫曼树不存在度为$1$的结点。 + +#### 构造哈夫曼树 + +给定$n$个权值分别为$w_1, w_2\cdots w_n$的结点，构造哈夫曼树的算法描述如下： + +1. 将这$n$个结点分别作为$n$棵仅含一个结点的二叉树，构成森林$F$。 +2. 构造一个新结点，从$F$中选取两棵根结点权值最小的树作为新结点的左、右子树，并且将新结点的权值置为左、右子树上根结点的权值之和。默认树较深的在右侧。 +3. 从$F$中删除刚才选出的两棵树，同时将新得到的树加入$F$中。 +4. 重复步骤二和三，直至$F$中只剩下一棵树为止。 + ++ 每个初始结点最终都会变成叶子结点，且权值越小到根结点的路径长度越长。 ++ 哈夫曼树的结点总数为$2n-1$。 ++ 构建哈夫曼树时，都是两个两个合在一起的，所以没有度为一的结点，即$n_1=0$。 ++ 哈夫曼树不唯一，但是$WPL$必然最优。 + +哈夫曼树适合采用顺序结构：已知叶子结点数$n_0$，且$n_1=0$，则总结点数为$2n_2+1$（或$2n_0-1$），且哈夫曼树构造过程需要不停地修改指针，用链式存储的话很容易造成指针偏移。 + +#### 哈夫曼编码 + +哈夫曼编码基于哈夫曼树，利用哈夫曼树对$01$的数据进行编码，来表示不同的数据含义，因为哈夫曼树必然权值最小，所以对于越常使用的编码越短，越少使用的编码越长，所以发送信息的总长度是最小的。 + +将编码使用次数作为权值构建哈夫曼树，然后根据左$0$右$1$的原则，按根到叶子结点的路径就变成了哈夫曼编码。 + +哈夫曼编码是可变长度编码，即允许对不同字符用不等长的二进制表示，也是一个前缀编码，没有一个编码是另一个编码的前缀。 + +同样哈夫曼编码也可以用于压缩。 + +### 并查集 + +将一个集合划分为互不相交的子集。类似森林。 + +一般用树或森林的双亲表示作为并查集的存储结构，每个子集用一个树表示。 + +用数组元素的下标表示元素名，用根结点的下标表示子合集名，根节点的双亲结点为负数。 + +查找，查找两个元素是否属于同一个集合。 + +合并，如果两个元素不属于同一个集合，且所在的两个集合互不相交，则合并这两个集合。 + +#### 存储结构 + +如子集$S_1=\{A,B,D,E\}$、$S_2=\{C,H\}$、$S_3=\{F,G,I\}$。 + +存储结构为： + +数据元素|A|B|C|D|E|F|G|H|I +:----:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-: +数组下标|0|1|2|3|4|5|6|7|8 +双亲|-1|0|-1|0|3|-1|5|2|5 + +#### 时间复杂度 + +判断两个元素是否属于同一集合只需要找到其根节点进行比较。 + +查的时间复杂度为$O(n)$，并的时间复杂度为$O(1)$。 + +#### 应用 + +1. 判断图的连通分量数---遍历各边，有边相连的两个顶点确认连通，“并”为同一个集合。只要是相互连通的顶点都会被合并到同一个子集合中，相互不连通的顶点一定在不同的子集合中。 +2. $Kruskal$算法的最小生成树--各边按权值递增排序，依次处理：判断是否加入一条边之前，先查找这条边关联的两个顶点是否属于同一个集合（即判断加入这条边之后是否形成回郡），若形成回路，则继续判断下一条边；若不形成回路，则将该边和边对应的顶点加入最小生成树$T$，并继续判断 +下一条边，直到所有顶点都已加入最小生成树$T$。 + 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 + +# 图 + +主要了解概念，算法具体实现不是重点。 + +## 基本概念 + +### 图的定义 + +图是顶点集和边集构成的二元组，即图$G$由顶点集$V$和边集$E$组成，记为$G=(V,E)$，其中$V(G)$表示图$G$中顶点的有限非空集，$E(G)$表示图$G$中顶点之间的关系（边）集合。 + +若$V=\{v_1,v_2\cdots,v_n\}$，则用$\vert V\vert$表示图$G$中顶点的个数，也称图$G$的阶，$E=\{(u,v)\vert u\in V,v\in V\}$，用$\vert E\vert$表示图$G$中边的条数。 + +图一定是非空的，即$V$一定是非空集。 + +### 图的类别 + ++ 无向图：若$E$是无向边（简称边）的有限集合时，则图$G$为无向图。边是顶点的无序对，记为$(v,w)$或$(w,v)$，因为$(v,w)=(w,v)$，其中$v$、$w$是顶点。可以说顶点$w$和顶点$v$互为邻接点。边$(v,w)$依附于顶点$w$和$v$，或者说边$(v,w)$和顶点$v$、$w$相关联。 ++ 有向图：若$E$是有向边（也称弧）的有限集合时，则图$G$为有向图。弧是顶点的有序对，记为$$，其中$v$、$w$是顶点，$v$称为弧尾，$w$称为弧头，$$称为从顶点$v$到顶点$w$的弧，也称$v$邻接到$w$，或$w$邻接自$v$。$\neq$。 ++ 简单图：不存在重复边，且不存在顶点到自身的边。一般的图默认是简单图。 ++ 多重图：图$G$中某两个顶点之间的边数多于一条，又允许顶点通过同一条边与自己关联。 ++ 无向完全图：对于无向图$\vert E\vert\in[0,n(n-1)/2]$，无向图中任意两个顶点之间都存在边，即$\vert E\vert=n(n-1)/2$。 ++ 有向完全图：对于有向图$\vert E\vert\in[0,n(n-1)]$，有向图中任意两个顶点之间都存在方向相反的两条弧，即$\vert E\vert=n(n-1)$。 ++ 稀疏图：一般$\vert E\vert<\vert V\vert\log\vert V\vert$的图。 ++ 稠密图：一般$\vert E\vert>\vert V\vert\log\vert V\vert$的图。 ++ 树：不存在回路，且连通的无向图。（与图是逻辑的区别） ++ 有向树：一个顶点的入度为$0$，其余顶点入度均为$1$的有向图。 + +### 顶点的度 + +#### 度的定义 + +对于无向图，顶点$v$的度是指依附于该顶点的边的条数，记为$TD(v)$。 + +对于有向图，入度是指以顶点$v$为终点的有向边的条数，记为$ID(v)$；出度指以顶点$v$为起点的有向边的条数，记为$OD(v)$；顶点$v$的度就是其入度和出度之和，即$TD(v)=ID(v)+OD(v)$。 + +有向树：一个顶点的入度为$0$，其他顶点入度均为$1$的有向图。 + +#### 度的关系 + ++ 对于具有$n$个顶点，$e$条边的无向图，$\sum\limits_{i=1}^nTD(v_i)=2\vert E\vert=2e$，即无向图的全部顶点的度的和等于边数的两倍。因为每条边都与两个顶点关联。 ++ 对于具有$n$个顶点，$e$条边的有向图，$\sum\limits_{i=1}^nID(v_i)=\sum\limits_{i=1}^nOD(v_i)=\vert E\vert=e$。因为每条有向边都有一个起点和终点。 ++ 对于$n$个顶点的无向图，每个顶点的度最大为$n-1$。因为任意一个顶点可以与其他$n-1$个顶点相联。默认是简单图，即不能自己连向自己。 ++ 对于$n$个顶点的有向图，每个顶点的度最大为$2n-2$。因为任意一个顶点可以与其他$n-1$个顶点有指向相反的两条边。 ++ 无向连通图的每个顶点的度都是$2$。 + +### 顶点的关系 + ++ 路径：从一个点到另一个点所经过的顶点序列。由顶点和相邻顶点序偶构成的边所形成的序列。 ++ 回路（环）：第一个顶点与最后一个顶点相同的路径。 ++ 长度（无权图）：沿路径所经过的边数成为该路径的长度。 ++ 简单路径：路径中的顶点不重复出现。 ++ 简单回路：由简单路径组成的回路。（除第一个和最后一个顶点外其余顶点不重复出现的回路） ++ 点到点的距离：从顶点$u$到顶点$v$的最短路径若存在，则此路径的长度就是从$u$到$v$的路径，若不存在路径，则记该路径为无穷。 + +若一个图有$n$个顶点，有大于$n-1$条边，则此图一定有环。 + +### 图的连通 + +#### 连通概念 + ++ 连通：在无向图中，若从顶点$v$到顶点$u$有**路径**存在，则称$uv$是连通的。 ++ 强连通：在有向图中，若从顶点$v$到顶点$u$和从顶点$u$到顶点$v$之间都有**路径**（而不是弧），则称$uv$是强连通。 ++ 连通图：无向图中任意两个顶点之间都是连通的。 ++ 强连通图：有向图中任意两个顶点之间都是强连通的。 ++ 子图：设有两个图$G=(V,E)$和$G'=(V',E')$，若$V'$是$V$的子集，$E'$是$E$的子集，则$G'$是$G$的子图。 ++ 生成子图：若有满足$V(G')=V(G)$的子图$G'$，则$G'$是$G$的生成子图。（即子图包含所有顶点，但不一定包含所有的边） ++ 连通分量：无向图$G$中的极大连通子图称为$G$的连通分量；对任何连通图而言，连通分量就是其自身。 ++ 强连通分量：有向图$G$中的极大连通子图称为$G$的强连通分量；对任何强连通图而言，强连通分量就是其自身。 ++ 生成树：包含连通图中全部顶点的一个极小连通子图。若图的顶点为$n$，则其生成树包含$n-1$条边，若去掉生成树的一条边则会变成非连通图，若加上一条边则会形成一个回路。 ++ 生成森林：在非连通图中，连通分量的生成树构成了非连通图的生成森林。 + +对于无向图： + ++ 极大连通子图：用来讨论图的连通分量，要求连通子图包含其所有的边。 + + 连通图的极大连通子图就是它本身。 + + 非连通图中有多个连通分量（不同的点相连从而连通），也就是可以有多个极大连通子图。 ++ 极小连通子图：用来讨论图的生成树，要保持图连通也要让边数最小的子图。 + + 极小连通子图只在无向图中才有。 + + 极小连通子图中包含图中全部的顶点（和极大不同，极大不要求包含所有的顶点）。 + + 用边将极小连通图中的所有边都连接起 + + 极小连通子图和生成树的概念不是等价的，生成树是包含图中全部顶点的一个极小连通子图。 + +对于有向图： + ++ 极大强连通子图： + + 强连通图的极大强连通子图为其本身。（是唯一的） + + 非强连通图有多个极大强连通子图。（非强连通图的极大强连通子图叫做强连通分量） ++ 不存在极小强连通子图的概念，因为树没有方向性。 + +无向图研究连通性，有向图研究强连通性。 + +#### 连通与边点关系 + ++ 对于$n$个顶点的无向图，若其是连通图，则最少需要$n-1$条边，若其是非连通图，则最多有$C_{n-1}^2$条边（$n-1$个顶点构成一个完全图）。 ++ 对于$n$个顶点的有向图，若其是强连通图，则最少需要$n$条边来形成环路。 ++ 对于$n$个顶点的环，有$n$棵生成树。因为$n$个顶点的环的生成树的顶点为$n-1$，去掉任意一条边就能得到一棵生成树，环一共有$n$条边，所以可以去掉$n$条，得到$n$棵生成树。 ++ 对于$n$个顶点、$e$条边的无向图是一个森林，则一共有$n-e$棵树。设一共有$x$棵树，则只需要$x-1$条边就能将森林连接为一整棵树，所以边数$+1=$顶点数（树的性质），即$e+(x-1)+1=n$，解得$x=n-e$。 + +#### 连通概念关系 + ++ 有向完全图是强连通有向图。（完全就代表所有边都有双向弧，强连通代表所有边都有双向路径，条件更强） ++ 生成树是原图的无环子图、极小连通子图且点集相同。（不是连通分量） + +### 图的权 + ++ 边的权：在一个图中，每条边都可以表上具有某种含义的数值，这就是该边的权值。 ++ 网络（网）：若图中的每条边都有权，这个带权图被称为网。 ++ 带权路径长度：取沿路径各边的权之和作为此路径的长度。 + +#### 无权图 + +若$v[i][j]=0$，表示$v_{i+1}$到$v_{j+1}$是不连通的，若$v[i][j]=1$，表示$v_{i+1}$到$v_{j+1}$是连通的。 + +#### 网 + +若$v[i][j]=\infty$，表示$v_{i+1}$到$v_{j+1}$是不连通的，若$v[i][j]=$某权值，表示$v_{i+1}$到$v_{j+1}$是连通的。 + +## 图的存储结构 + +### 邻接矩阵 + +#### 矩阵定义 + +用一个一维数组保存顶点，用一个二维数组保存边，这个二维数组就是邻接矩阵。 + +使用一个长宽皆为$\vert v\vert$的二维矩阵$v$，从左上角到右上角，从左上角到左下角，分别标识表示$v_1,v_2\cdots,v_n$。 + + + +对于无向图$v_{ij}=v_{ji}=1$，表示存在边$(v_i,v_j)$；对于有向图$v_{ij}=1$表示存在边$$。 + +若$(v_i,v_j)$是$E(G)$中的边：对于无权图，矩阵$A[i][j]$存在就设为$1$，否则是$0$；对于有权图，矩阵$A[i][j]$存在就设为其权重$w_{ij}$，否则是$0$或$\infty$；。 + +#### 矩阵性质 + +度的性质： + ++ 对于无向图，第$i$个顶点的度=第$i$行或第$i$列的非零元素个数。 ++ 对于有向图，第$i$个顶点的出度=第$i$行的非零元素个数；第$i$个顶点的入度=第$i$列的非零元素个数；第$i$个顶点的度=第$i$行的非零元素个数+第$i$列的非零元素个数。 + +存储性质： + ++ 适用于存储稠密图。 ++ 对于无向图，因为没有方向，所以只有两点连接就是连通的，从而无向图的邻接矩阵都是主对角线对称的。因为对称，所以可以压缩存储。 ++ 对于无向图，图的边数等于上三角或下三角不包括主对角线的区域内的非零点的数量。 ++ 对于有向图，图的边数等于矩阵内所有非零点的数量。 ++ 空间复杂度是$O(\vert V\vert^2)$。 ++ 邻接矩阵存储图，很容易确定图中任意两个顶点之间是否有边相连，时间复杂度为$O(1)$。但是，要确定图中有多少条边，则必须按行、按列对每个元紊进行检测，所花费的时间代价很大。 ++ 给定顶点找到其邻边要扫描一行，时间复杂度为$O(\vert V\vert)$。 + +设图$G$的邻接矩阵为$A$，矩阵元素为$0$或$1$，则$A^n$的元素$A^n[i][j]$表示由顶点$v_{i+1}$到顶点$v_{j+1}$的长度为$n$的路径的数目。 + +邻接矩阵的表示方式是唯一的。 + +### 邻接表 + +对于稀疏图临界矩阵浪费空间，使用邻接表回更方便。 + +#### 表定义 + +邻接表存储方式是顺序存储与链式存储的结合，存储方式和树的孩子表示法类似。 + +使用一个数组顺序保存图的每一个顶点，称为顶点表，使用链式存储让每一个顶点元素包含一个指向后一条边的指针，称为边表。 + +```txt +1--2--3 +| /| / +|/ |/ +5--4 +``` + +```txt +1→2→5^ +2→1→5→3→4^ +3→2→4^ +4→2→5→3^ +5→4→1→2^ +``` + +#### 表性质 + +度的性质： + ++ 对于无向图，每个顶点的边链表的顶点数就是该顶点的度。 ++ 对于有向图，每个顶点的边链表的顶点数就是该顶点的出度，而对于入度就只能遍历所有顶点的顶点链表。 + +存储性质： + ++ 对于无向图，因为同一条边两端的点会重复存储，所以空间复杂度为$O(\vert V\vert+2\vert E\vert)$，而对于有向图空间复杂度为$O(\vert V\vert+\vert E\vert)$。 ++ 给定顶点找到其邻边只需要读取其邻接表，时间复杂度为$O(1)$。 ++ 找到两个顶点是否存在邻边，需要在相应边表中查找另一个顶点。 + +邻接表的表示方式是不唯一的。 + +### 十字链表 + +十字链表置用于存储有向图。可以解决邻接矩阵空间复杂度高和邻接表计算入度入边不方便的问题。 + +十字链表定义了两种顶点： + ++ 顶点顶点：用于表示顶点，被一个数组包裹。 + + 数据域。 + + 该顶点作为弧头的第一条弧。 + + 该顶点作为弧尾的第一条弧。 ++ 弧顶点：被顶点顶点指向的顶点。 + + 弧尾顶点编号。 + + 弧头顶点编号。 + + 权值。 + + 弧头相同的下一条弧。 + + 弧尾相同的下一条弧。 + +空间复杂度为$O(\vert V\vert+\vert E\vert)$。 + +十字链表图表示是不唯一的。 + +### 邻接多重表 + +邻接多重表用于存储无向图，可以解决邻接矩阵空间复杂度高和邻接表删除插入顶点不方便的问题。 + +邻接多重表定义了两种顶点： + ++ 顶点顶点：用于表示顶点，被一个数组包裹。 + + 数据域。 + + 该顶点相连的第一条边。 ++ 边顶点：被顶点顶点指向的顶点。 + + 边一端编号$i$。 + + 边另一端编号$j$。 + + 权值。 + + 依附于$i$的下一条边。 + + 依附于$j$的下一条边。 + +空间复杂度为$O(\vert V\vert+\vert E\vert)$。 + +邻接多重表表示是不唯一的。 + +## 图的基本操作 + +### 图查找 + +#### 查找边 + +使用邻接矩阵只用根据对应行列的元素是否为$1$或某值就可以了，如果是$0$或无穷，就代表没有该邻边。时间复杂度为$O(1)$。 + +而使用邻接矩阵需要从一端点出发遍历对应的顶点链表，如果能在链表中找到另一端点的索引，就代表有边。时间复杂度为$O(1)$到$O(\vert V\vert)$。 + +#### 查找点邻边 + +对于无向图，邻接矩阵需要遍历对应顶点的那一行，所有数值为$1$或某数值的列就是对应的有边的另一个端点。时间复杂度为$O(\vert V\vert)$。 + +对于有向图，邻接矩阵需要遍历对应顶点的那一行得到出边以及那一列代表入边，所有数值为$1$或某数值的列就是对应的有边的另一个端点。时间复杂度为$O(\vert V\vert)$。 + +对于无向图，邻接表只用遍历对应顶点的顶点链表就可以。时间复杂度为$O(1)$到$O(\vert V\vert)$。 + +对于有向图，邻接表用遍历对应顶点的顶点链表得到出边，而对于入边需要遍历所有邻接表的边顶点。出边时间复杂度为$O(1)$到$O(\vert V\vert)$，入边时间复杂度为$O(\vert E\vert)$。 + +#### 查找头邻接点 + +邻接矩阵只用扫描对应的行，找到顶点就可以了。时间复杂度为$O(1)$到$O(\vert V\vert)$。 + +对于无向图，邻接表只用找到顶点的边顶点的第一个顶点。时间复杂度为$O(1)$。 + +对于有向图，出边邻接表只用找到顶点的边顶点的第一个顶点。时间复杂度为$O(1)$。而对于入边需要遍历所有的顶点的第一个链表顶点。时间复杂度为$O(1)$到$O(\vert E\vert)$。 + +#### 查找下一个邻接点 + +邻接矩阵只用扫描对应的行，找到顶点就可以了。时间复杂度为$O(1)$到$O(\vert V\vert)$。 + +邻接表只用找到当前顶点的下一个顶点。时间复杂度为$O(1)$。 + +### 图插入 + +邻接矩阵只用在最后增加一行一列。时间复杂度是$O(1)$。 + +邻接表只用在存储顶点的数组的末尾添加一个顶点，指针设置为$NULL$。时间复杂度是$O(1)$。 + +### 图删除 + +邻接矩阵的删除元素分为两种方式，如果是直接删除对应元素行与列上的所有元素并移动其他元素，那么时间复杂度就是$O(\vert V\vert^2)$，如果删除对应元素行与列上的所有元素但是不移动其他元素，而是将保存顶点数据的数组中对应顶点的数据变为$NULL$，则时间复杂度就是$O(\vert V\vert)$。 + +对于无向图，邻接表的删除需要删除该顶点并删除顶点后连接的所有顶点链表元素，时间复杂度为$O(1)$到$O(\vert V\vert)$。 + +对于有向图，邻接表的删除需要删除该顶点并删除顶点后连接的所有顶点链表元素且还要遍历所有的边并删除，删除出边时间复杂度为$O(1)$到$O(\vert V\vert)$，删除入边时间复杂度为$O(\vert E\vert)$。 + +### 图遍历 + +指从图某一顶点出发按照某种搜索方法沿着图中的边对图中所有顶点访问一次且仅访问一次。 + +树的遍历也可以看作一种特殊图的遍历。 + +分为广度优先$BFS$与深度优先$DFS$。 + +广度优先类似层序遍历，深度优先类似先序遍历。 + +广度优先是每一次遍历都要把所有的相邻顶点全部遍历到，而深度优先是每一次遍历只遍历最近的一个一直深入。 + +#### 广度优先遍历 + +实现条件： + ++ 找到一个与顶点相邻的所有顶点。 ++ 标记哪些顶点被访问过。 ++ 需要一个辅助队列保存顶点是否被访问的数据。 + +广度优先遍历过程： + +1. 选择起始点并访问顶点$v$。 +2. 访问$v$的所有未被访问的邻接点。 +3. 依次从这些邻接点（在步骤二中访问的顶点）出发，访问它们的所有未被访问的邻接点；依此类推，直到图中所有访问过的顶点的邻接点都被访问。 +4. 若图中尚未有顶点被访问，则另选一个未曾被访问的顶点作为起始点重复过程。 + +性质： + ++ 因为广度优先算法不需要回退，所以不是一个递归算法。 ++ 对于非带权图，使用$BFS$可以解决非带权图的单源最短路径问题，因为广度优先搜索按照距离有近到远。 ++ 邻接矩阵实现时的时间复杂度为$O(\vert V\vert^2)$，邻接表实现时的时间复杂度为$O(\vert V\vert+\vert E\vert)$；空间复杂度为$O(\vert V\vert)$。 + +相关概念： + ++ 广度优先生成树：根据广度优先遍历可以将所有第一次访问顶点时的路径组合生成一个广度优先生成树，若图顶点为$n$个，则生成树边一共有$n-1$条。因为保存图的数据结构若是不唯一，则其广度优先生成树也是不唯一的。若邻接矩阵存储则唯一，若邻接表存储则不唯一。 ++ 广度优先生成森林：若图是不连通的，那会生成连通分量个广度优先生成树，就构成了广度优先生成森林。 + +#### 深度优先遍历 + +实现条件： + ++ 是一个递归算法，所以需要一个工作栈。 + +深度优先遍历过程： + +1. 访问顶点$v$。 +2. 依次从$v$的未被访问的邻接点出发，对图进行深度优先遍历。 +3. 直至图中和$v$有路径相通的顶点都被访问。 +4. 若此时图中尚有顶点未被访问，则从一个未被访问的顶点出发，重新进行深度优先遍历，直到图中所有顶点均被访问过为止。 + +性质： + ++ 邻接表的深度优先序列会优先选择每个顶点的第一个相邻顶点，即顶点链中的第一个元素。 ++ 邻接矩阵方式唯一所以深度优先序列唯一，而邻接表方式不唯一，所以深度优先序列不唯一。 ++ 使用$DFS$算法递归地遍历一个无环有向图，并在退出递归时输出相应顶点，这样得到的顶点序列是逆拓扑有序。（因为栈的先进后出特性） ++ 邻接矩阵实现时的时间复杂度为$O(\vert V\vert^2)$，邻接表实现时的时间复杂度为$O(\vert V\vert+\vert E\vert)$；空间复杂度为$O(\vert V\vert)$。 + +相关概念： + ++ 深度优先生成树：根据深度优先遍历可以将所有第一次访问顶点时的路径组合生成一个深度优先生成树，若图顶点为$n$个，则生成树边一共有$n-1$条。因为保存图的数据结构若是不唯一，则其深度优先生成树也是不唯一的。如果无向图非连通，则一个顶点出发只能一次性遍历到该顶点所在连通分量的所有顶点。 ++ 深度优先生成森林：若图是不连通的，那会生成连通分量个深度优先生成树，就构成了深度优先生成森林。 + +图的广度优先生成树的高度小于等于深度优先生成树的高度。 + +#### 图遍历与图连通性 + ++ 若起始顶点到其他各顶点都有路径，那么只需调用一次深度优先或广度优先遍历函数。 ++ 对强连通图，从任意一顶点出发都只用调用一次深度优先或广度优先遍历函数。 ++ 遍历时函数调用层数等于该图的连通分量数。（因为存在不同的连通分量需要多次调用才能全部访问到） + +## 图的应用 + +### 最小生成树 + +一个连通图的生成树包含图的所有顶点，并且只含尽可能少的边。对于生成树来说，若砍去它的一条边，则会使生成树变成非连通图；若给它增加一条边，则会形成图中的一条回路。 + +#### 最小生成树定义 + +最小生成树$MST$也是最小代价树。已知生成树就是最小边的能到任意顶点的树，这种树只关心边数，所以有多个不同的生成树。 + +而最小生成树就是带权生成树的最小权值和的情况。 + +设$R$为图$G$的所有生成树的集合，若$T$为$R$中边的权值之和最小的生成树，则$T$称$G$的最小生成树。 + ++ 最小生成树可能有多个，但是边的权值总是唯一且最小的。 ++ 最小生成树的边数=顶点数$-1$。减去一条则不连通，增加一条则会出现回路。 ++ 若一个连通图本身就是一棵树，则其最小生成树就是其本身。 ++ 只用连通图才有生成树，非连通图只有生成森林。 ++ 如果没有权值相同的边，则最小生成树是唯一的。 + +构建最小生成树的算法都利用的性质：假设$G=(V,E)$是一个带权连通无向图，$U$是顶点集$V$的一个非空子集。若$(u,v)$是一条具有最小权值的边，其中$u\in U$，$v\in V-U$，则必存在一棵包含边$(u,v)$的最小生成树。 + +获取最小生成树的$Prim$算法和$Kruskal$算法都是基于贪心算法的策略。每次都加入一条边逐渐生成一棵生成树： + +```txt +function(G) { + T=NULL; + while T未形成一棵生成树 { + 找到最小代价边(u,v)且加入T不会形成回路; + T=T∪(u,v); + } +} +``` + +$MST$唯一性定理：$MST$没有使用无向网中相同权值的边，那么$MST$一定唯一。（连通图的任意一个环中所包含的边的权值均不相同） + +#### Prim算法 + +非常类似找到图最短路径的迪杰斯特拉算法。 + +普里姆算法：从某个顶点开始构建生成树，每次将代价最小的新顶点纳入生成树，直到所有顶点都纳入为止。 + ++ 假设$G=\{V,E\}$是连通图，其最小生成树$T=(U,E_T)$，$E_T$是最小生成树中边的集合。 ++ 初始化：向空树$T=(U,E_T)$中添加图$G=(V,E)$的任一顶点$u_0$，使$U=\{u_0\}$，$E_T=\varnothing$。 ++ 循环（重复下列操作直至$U=V$）：从图$G$中选择满足$\{(u,v)|u\in U,v\in V-U\}$且具有最小权值的边$(u,v)$，加入树$T$，置$U=U\cup\{v\}$，$E_T=E_T\cup\{(u,v)\}$。 + +![prim算法][prim] + ++ 需要遍历$\vert V\vert$个顶点，每次要遍历其他所有顶点。 ++ 时间复杂度为$O(\vert V\vert^2)$。 ++ 适用于边稠密图。 + +#### Kruskal算法 + +克鲁斯卡尔算法：每次选择一条权值最小的边，使这条边的两头连通，若本就连通的就不选，直到所有的顶点都连通。 + ++ 假设$G=(V,E)$是连通图，其最小生成树$T=(U, E_T)$。 ++ 初始化：$U=V,E_T=\varnothing$。即每个顶点构成一棵独立的树，$T$此时是一个仅含$\vert V\vert$个顶点的森林。 ++ 循环（重复下列操作直至$T$是一棵树）：按$G$的边的权值递增顺序依次从$E-E_T$中选择一条边，若这条边加入$T$后不构成回路，则将其加入$E_T$，否则舍弃，直到$E_T$中含有$n-1$条边。 + +![kruskal算法][kruskal] + ++ 使用堆来存放边（所以可以二分查找），所以每次旋转最小权值的边只需要$O(\log\vert E\vert)$的时间。 ++ 时间复杂度为$O(\vert E\vert\log_2\vert E\vert)$。 ++ 适用于边稀疏顶点多的图。 + +### 最短路径 + ++ 单源最短路径：单个顶点到图的其他顶点的最短路径。 + + $BFS$算法（无权图）。 + + $Dijkstra$算法（带权图、无权图）。 ++ 每对顶点间最短路径：每对顶点之间的最短路径。 + + $Floyd$算法（带权图、无权图）。 + +最短路径一定是简单路径（不存在环）。但是无论有没有环的有向图与是否存在最短路径无关。 + +#### BFS算法 + +广度优先算法可以计算无权图的单源最短路径。 + +实际上无权图可以视为一种特殊的带权图，只是每条边的权值全部为$1$。 + +广度优先算法基本上就是对广度优先遍历的改进。定义两个数组，索引号就代表元素的序号，一个数组表示从起点开始到该点的最短路径长度，另一个数组表示从起点开始到该点的最短路径的上一个顶点的索引值。 + +#### Dijkstra算法 + +即迪杰斯特拉算法。用于计算单源最短路径（要计算从源到其他所有各顶点的最短路径长度）。 + +1. 从$v_0$开始，初始化三个数组：标记各顶点是否已找到最短路径$final$；最短路径长度$dist$；最短路径上的前驱$path$。从$v_0$开始，所以将$final[0]=true$，$dist[0]=0$，$path[0]=-1$，然后将$v_0$直连的点的$dist$初始化为直连路径长度，对应的$path=0$，但是不要将对应的$final=true$，因为还没有确定对应的直连路径就是最短路径。其他顶点的$dist=\infty$。 +2. 遍历所有顶点，找到还没确定最短路径，且最短路径长度值最小的的一个顶点，这就确定了下一个最短路径的顶点，令其各顶点是否已找到最短路径的值为$true$。 +3. 检查所有邻接这个顶点的其他顶点，若其点还没有找到最短路径，则更新最短路径长度值与最短路径上前驱的值。 +4. 重复步骤二再次循环遍历所有顶点并找到没确定最短路径则最短路径长度最小的顶点。重复次数为$n-1$次。 + +![dijkstra算法][dijkstra] + +顶点|第一轮|第二轮|第三轮|第四轮 +:--:|:----:|:----:|:----:|:----: +2权重|10|8|8√| +2路径|v1→v2|v1→v5→v2|v1→v5→v2| +3权重|∞|14|13|9√ +3路径||v1→v5→v3|v1→v5→v4→v3|v1→v5→v2→v3 +4权重|∞|7√ +4路径||v1→v5→v4 +5权重|5√ +5路径|v1→v5 +集合|{1,5}|{1,5,4}|{1,5,4,2}|{1,5,4,2,3} + +$Dijkstra$算法与$Prim$算法类似，都是优先与最短的路径结合。 + +时间复杂度为$O(\vert V\vert^2)$。 + +当权值中含有负权值的时候可能$Dijkstra$算法会失效。 + +#### Floyd算法 + +是一种动态规划算法，将问题的求解分为多个阶段。 + +对于$n$个顶点的图$G$，求任意一对顶点$v_i$到$v_j$之间的最短路径可分为如下阶段： + +1. 初始化：不允许在其他顶点中转，求最短路径。 +2. 若允许在$v_0$中转，求最短路径。 +3. 若允许在$v_0$、$v_1$中转，求最短路径。 +4. ... +5. 若允许在$v_0$、$v_1\cdots v_{n-1}$中转，求最短路径。 + +算法需要遍历$n$次，每次遍历都需要查看$n\times n$的矩阵中是否有更优的中转点。 + +即判断若$A^{(k-1)}[i][j]>A^{(k-1)}[i][k]+A^{(k-1)}[k][j]$是否成立，若成立则$A^{(k)}[i][j]=A^{(k-1)}[i][k]+A^{(k-1)}[k][j]$，$path^{(k)}[i][j]=k$，否则$A^{(k)}$和$path^{(k)}$保持原样。其中$A^{(k)}$表示的是允许$v_0\cdots v_k$个点中转后各顶点的最短路径长度，$path^{(k)}$表示允许$v_0\cdots v_k$个点中转后两个点之间的中转点。 + +![floyd算法][floyd] + +中转点|-1|||0|||1|||2||| +:------:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-: + |v0|v1|v2|v0|v1|v2|v0|v1|v2|v0|v1|v2|v0|v1|v2 +v0|0|6|13|0|6|13|0|6|$10$|0|6|10 +v1|10|0|4|10|0|4|10|0|4|$9$|0|4 +v2|5|∞|0|5|$11$|0|5|11|0|5|11|0 + +$-1$代表是初始状态。 + +$0$代表用$0$进行中转，以$0$行和$0$列的数据都不用变，因为$0$行的数据表示$v0$到$v1$、$v2$的距离，$0$列的数据表示从$v1$、$v2$到$v0$的距离，这些不会以$0$进行中转。可以优化的只有$12$和$21$两个位置。同理对角线的元素都不用优化，固定为$0$因为是简单路径。$12$位置从$v0$中转是这个点对应行列的$v1v0+v0v2=10+13=23>4$，所以不用优化。$21$位置原来为正无穷，所以可以优化为$v2v0+v0v1=11$。 + +$1$代表用$1$进行中转，以$1$行和$1$列的数据都不用变，$02$位置若以$v1$中转则$v0v1+v1v2=6+4=10<13$，所以优化为$10$。$20$位置若以$v1$中转则$v2v0+v0v1=5+6=11>5$，不用优化。 + +$2$可以优化的位置为$10$、$01$，$v1v2+v2v0=4+5=9>10$，所以优化为$10$，$v0v2+v2v1=10+11=21>6$，不用优化。 + +时间复杂度为$O(\vert V\vert^3)$，空间复杂度为$O(\vert V\vert^2)$。 + +$Floyd$算法复杂度高，所以基本上都是四个顶点以下的图，能解决带负权值的问题，但是不能解决带有负权回路的图，即有负权值的边组成回路，这种图可能没有最短路径。 + +### 有向无环图 + +若一个有向图中不存在环，则是有向无环图，简称$DAG$图。 + +#### 表达式应用 + +有向无环图可以运用到表达式的表达上，用树表示表达式，将操作数共同的顶点部分删除并将边合并到一起，这就形成了图，从而能精简表达式。 + +顶点中不可能出现重复的操作数。表达式树不唯一。 + +1. 把各个单个的操作数不重复的排成一排。 +2. 标出各个运算符的生效顺序。 +3. 按顺序加入运算符，并注意对运算符的优先级进行分层。 +4. 当构建完成后从底向上逐层检查同层的运算符是否可以合并。 + +表达式：$((a+b)*(b*(c+d))+(c+d)"e)*((c+d)*e)$ + +![表达式][expression] + +首先从第六层层有$c+d$与第五层有$c+d$重合，将第六层的$c+d$删掉，将第五层的乘号指向右边的加号上。第五层都有一个$b$，所以将加号和乘号都指向同一个$b$。然后往上面看还有相同的$(c+d)*e$，将其中一个删掉，连接到一起。 + +#### 拓扑排序 + +$AOV$网：用$DAG$图表示一个工程，顶点表示活动，有向边$$表示活动$v_i$必须先于活动$v_j$进行。 + +拓扑排序：在图论中，由一个有向无环图的顶点组成的序列，当且仅当满足下列条件时，称为该图的一个拓扑排序： + +1. 每个顶点出现且只出现一次。 +2. 若顶点$A$在序列中排在顶点$B$的前面，则在图中不存在从顶点$B$到顶点$A$的路径。 + +或定义为：拓扑排序是对有向无环图的顶点的一种排序，它使得若存在一条从顶点$A$到顶点$B$的路径，则在排序中顶点$B$出现在顶点$A$的后面。每个$AOV$网都有一个或多个拓扑排序序列。 + +简单来说就是找到工程执行的先后顺序。 + +拓扑排序的实现： + +1. 从$AOV$网中选择一个没有前驱的入度为$0$的顶点并输出。 +2. 从网中删除该顶点和所有以它为起点的有向边。 +3. 重复步骤一和二直到当前的$AOV$网为空或当前网中不存在无前驱的顶点（存在环路所以不能拓扑排序）为止。 + +逆拓扑排序的实现： + +1. 从$AOV$网中选择一个没有后继的出度为$0$的顶点并输出。 +2. 从网中删除该顶点和所有以它为起点的有向边。 +3. 重复步骤一和二直到当前的$AOV$网为空或当前网中不存在无前驱的顶点为止。 + +若两个结点之间不存在祖先或子孙关系，则它们在拓扑序列中的关系是任意的（即前后关系任意)，因此使用栈和队列都可以保存结点，因为进栈或队列的都是入度为$0$的结点，此时入度为$0$的所有结点是没有关系的。 + +时间复杂度若使用邻接表为$O(\vert V\vert+\vert E\vert)$，若使用邻接矩阵则是$O(\vert V\vert^2))$。 + +图和拓扑序列的关系： + ++ 如果有向图顶点不能排成一个拓扑序列，则有向图含有顶点大于$1$的强连通分量（即存在非自身环路）。 ++ 有向无环图的唯一拓扑序列不能唯一确定该图。 + +#### 关键路径 + +在带权有向图中，以顶点表示时间，以有向边表示活动，以边上的权值表示完成该活动的开销，称之为用边表示活动的网络，简称$AOE$网。 + ++ 只有在某顶点所代表的事件发生后，从该顶点出发的各有向边所代表的活动才能开始。 ++ 只有在进入某顶点的各有向边所代表的活动都已经结束时，该顶点所代表的事件才能发生，活动也可以并行进行。 ++ 只有一个入度为$0$的顶点，即开始顶点（源点），表示整个工程的开始。 ++ 只有一个出度为$0$的顶点，称为结束顶点（汇点），表示整个工程的结束。 + ++ 从源点到汇点的有向路径可能有多条，所有路径中，具有最大路径长度的路径称为关键路径（即决定完成整个工程所需的最小时间），而关键路径上的活动称为关键活动。 ++ 事件的最早发生时间：决定了所有从该事件开始的活动能够开工的最早时间。一个事件的最早发生时间与以该事件为始的弧的活动的最早开始时间相同。 ++ 活动的最早开始时间：指该活动弧的起点所表示的事件最早发生时间。 ++ 事件的最迟发生时间：在不推迟整个工程完成的前提下，该事件最迟必须发生的时间。一个事件的最迟发生时间等于$\min${以该事件为尾的弧的活动的最迟开始时间，最迟结束时间与该活动的持续时间的差}。 ++ 活动的最迟开始时间：指该活动弧的终点所表示的事件的最迟发生时间与该活动所需时间之差。 ++ 活动的时间余量：在不增加完成整个工程所需总时间的情况下，活动可以拖延的时间。 + +求关键路径的步骤： + +1. 求所有事件的最早发生时间$ve$。根据拓扑排序序列，依次按照所有路径的最大值求出各个顶点的最早发生时间。 +2. 求所有事件的最迟发生时间$vl$。根据逆拓扑排序序列，回退依次将每个顶点按第一步计算的整个工程的时间减去本顶点需要处理的时间，得到每个活动都最晚应该发生的时间，交叉的顶点取最小值。 +3. 求所有活动的最早发生时间$e$。根据第二步可以得到每个活动发生的最早时间。 +4. 求所有活动的最迟发生时间$l$。根据$vl$求每个顶点不影响整个工程的情况下最晚可以什么时候开始。 +5. 求所有活动的时间余量$d$。将$l-e$得到$d$，余量为$0$的活动就是关键活动，表示如果该活动拖延就会影响整个工程的进度。 + +关键活动在关键路径上。 + ++ 关键活动时间增加，整个工程工期延长。 ++ 关键活动时间减少，整个工程工期缩短。 ++ 关键活动时间减少，可能变为非关键活动。 ++ 若有多条关键路径，则必须提高所有关键路径关键活动才能缩短工期。 ++ 键路径是从源点到汇点路径长度量长的路径。 + +#### 环判定 + +无向图回路的判断： + +1. 在图的邻接表表示中，首先统计每个顶点的度，然后重复寻找一个度为$1$的顶点，将度为$1$和$0$的顶点从图中删除，并将与该顶点相关联的顶点的度减$1$，然后继续反复寻找度为$1$的。如果最后存在点没有被删除，即在寻找过程中若出现若干顶点的度都为$2$，则这些顶点组成了一个回路；否则，图中不存在回路。 +2. 利用深度优先搜索$DFS$，在搜索过程中判断是否会出现后向边（$DFS$中，连接顶点$u$到它的某一祖先顶点$v$的边），即在$DFS$对顶点进行着色过程中，若出现所指向的顶点已经着色，则此顶点是一个已经遍历过的顶点（祖先），出现了后向边，则图中有回路。 +3. 利用$BFS$，在遍历过程中，为每个节点标记一个深度$deep$，如果存在某个节点为$v$，除了其父节点$u$外，还存在与$v$相邻的节点$w$使得$deep[v]<=deep[w]$（可以通过相邻点上升返祖）的，那么该图一定存在回路。 +4. 用$BFS$或$DFS$遍历，最后判断对于每一个连通分量当中，如果边数$m>=$节点个数$n$成立，那么改图一定存在回路。因此在$DFS$或$BFS$中，我们可以统计每一个连通分量的顶点数目$n$和边数$m$两个直值，如果$m>=n$则返回假，直到访问完所有的节点才返回真。 + +有向图回路的判断： + +1. 与无向图类似，若在$DFS$中出现后向边，即存在某一顶点被第二次访问到，则有回路出现。 +2. 同样，利用拓扑排序的思想，通过这一步骤来执行拓扑排序，即重复寻找一个入度为$0$的顶点，将该顶点从图中删除，并将该顶点及其所有的出边从图中删除（即与该点相应的顶点的入度减$1$），最终若途中全为入度为$1$的点，则这些点至少组成一个回路。 + 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ik+WqNiF96oEJW9+6devUzdVQCAiBPCFAGHez6uzcubOdgaJW5/YlhFYHHniglwxrUiKRkuYe44illlrKeytJGauwiy++OAmlaISAECgyAu3bt7/yyiuTIIBpqHNW9NL/9a9/5RL3nBEjRuBb6L1VskyyMQWqKYlSkQnEHxb56adcOzJ1F5Q5vouuXbt+9dVX0GAXceuttxrxZZddRloe9rvbbruNsFrxPeiuEBACQiAJAli8k1r666+/TkLsaAgr7+waqPz222/Hjh1LJ7vtthsmD46srAIZF6EnUo6P8yyrExELASGQPwTI+UweL3NpXn/99cl5mHqNZH5+8skn8Z1+6qmnXDKeJL2hNnSKxyT0oikmAuIPi/nc06+aQw/2Cb/88kuSLtgKjQwbVLOkJ3M07CXuPTj2HHbYYUpQkQRG0QgBIVASgddffx2NX0myeAIy3ZOagqwY5557bjxlkrvEMnVJMpLQi0YICIF8I4DEnL2l8gz1BGdG/ITknU0PY4eyQMOYyxJTkzvaBaIvqwcRFwEB8YdFeMpZrhHOMGE0v9BR8cnGaRDTL0UcDcVHlUJACFSIANZWeO+U28mPP/5IMECYQyIz4xpdbvNQ+nfeeYdANaG3VCkEhECRESDInzeKcllQzJw5c//99ydTBbHfcTssq62XePLkyTCZClTjxURlh4D4QweFCrVA4O2332YY0mOsvfbaGY7HOcy8vTPsU10JASHQiAgQm9RiAyafPMwhUQTxGySQIK7RJcMAJu9ZlEJACAiBIAKkfV5hhRWC9UlqHnnkkenTp0NZ+TmKgxNGYUkGFU3REBB/WLQn3pTrxWuR/Dx77LFH5rnsx40b9+KLLzbl2jS2EBACdYAABlcpUrPidnjNNdcwfZcfrA6WoikIASEgBPwIoDMkgBa1mMETysF/W9dCICME5smoH3UjBOIQ+P7770lH9t13340fP56YNIssskgM9bRp04gPsfzyy6eWrsV0rltCQAjkGAGMS12c5OTLNLsGYsSTcyx5qyhK4ioTgsJCC0bRqF4ICAEhUC4CHKKIwjVr1qxevXrhx+hNkFhWV8sttxw5MziYldVKxIVCQPrDQj3uDBY7zzzzHHDAASk6+vLLLzGU5wQWzxwS0WHffffdYostyOL64YcfJhxok0028QYhTNhKZEJACAgBEOjTpw/ZxkaNGkVc5coBYZOM3+UqH0I9CAEh0IgIkIOnkmn37dv3hhtuQHOIMXxq5pAJ4Pq48cYbVzITtc09AuIPc/+IM14gCVhJ8DX33HOX2y9N8IQmPWt8w4kTJxJTCxq8t5MnmIafzNxmNX6euisEhEAdIkBuVfJ6JZ/YK6+8QkBmck+ff/75eAQlbxhD+euvv7rQzTFkuiUEhEChEGBbgLtLsWTMImjFzka0UpjDCy+8MEUnviaDBg3y1ehSCHgREH/oRUPlRAi0bdv2yCOPTET6BxHMIccv0iH+UZHN/8TdMsOwbLpTL0JACDQ4AlheIcBKvgiyJr7//vvNmzcv2QTThnt//3388cfxxMQVxL40nkZ3hYAQKBoCKA/ZbRKueurUqZ9++qkR33///QSkadWqFZ6HeEpnEkAryaaXcKoiyyUC4g9z+VhrtChUfJyEkgyGIUTv3r2TUJZFQw4fsimW1UTEQkAICIEUCCD4J6Y8vy5duijiXwoA1UQIFByBTp064WKTEITRo0djTmXEAwYM6Ny5Mxah5513XsLmIhMCFSIg/rBCAAvdHOZw1113xZgqFAUE+fy4tdRSS5HQIpSmwsqHH364wh7UXAgIgZwhgMyIEH8xiyJyjLM7wDS9e/fuMcTBWwSXrzy9dbBb1QgBISAEDAGi9J199tkODZJOE7Hv0ksvxcHHVYYWCBFPhIgkvjkwq6E9qFIIGALiD/UmpEFgl112MQuHmMyqb731lh3CjjnmmL322ivNMMnaEApit912S0YrKiEgBHKOwA8//BAfl4/wyE4BePDBB5d0ik6N1+qrr64gEKnRU0MhkD8ECL+XZFG//PIL25Sj5JBDQyKOuprQwldffYUXD3G2CD8TSuCtjDm8eclULiwC4g8L++grWnj79u2J6BDfxZZbbnnnnXc+9NBD1RZTXXHFFYccckj8ZHRXCAiBfCNABOPDDjus5BonTJiAF6GR9evX76STTirZJDXBhhtumCLZRurh1FAICIE6RwBxeYoZIsNKcsjp1q0bnopJ+r/tttvefPPNJJSiKSwC4g8L++grXTh2WdbFVltt9e6774Z2R9qJPffcc5111gm9W0nle++9t/XWW5uVl5tJJR2qrRAQAg2NAKkpyF64+OKLswpM36OimG622WZks2jTpg3GWhiakosi81XDgtInPT/wwAOZd64OhYAQKBQCnKCeeuqpJEsmenMSMmgIfjNz5syExCIrJgLiD4v53DNY9Z/+9CezlOAwhD1DBj2W0wUHrxdeeIEWBFMl02s5TUUrBIRAPhHAVMHyoF5yySVRIeDnnHNORPhjx449+eSTKWcOBCEKe/ToQbd0Xo3+M5+wOhQCQqCeEcBYFEv1JDNU9JokKIkmIQLiDxMCJTI/As2aNRs2bNj222/PjYEDB44fP95PUbVrOEPbB1u2bDl8+PCll166akOpYyEgBBoJgWWWWcam64xIazx7otfg/Yh79o033ljjoTWcEBACdY7AXHPNxdmJSRKP1AL4hU4Y6wPzi27Xrh2UoTSVVy644IKI0pD1V96VesgfAuIP8/dMa7eiTz75xFyoP/vssyTG8VnN7NBDD2VEesNpm+CoWXWrfoSAEGh0BFDfET2LVRCqwUwMarkirLamTJnCiKgokzhD1nJuGksICIEmR2DZZZfF+mmNNdbAUXDw4MFR84GAmKUkmkbOlfkhh8g0L730EkPvvffePXv2LBkTNWqSqs83AuIP8/18q7i6Dz/8sEOHDq+//rqN8cUXX1x99dVVHO+Prq+77jpjDv+o0P9CQAgIgf9DgBB/BGnggg2qY8eOCRO0ZgIfakN4wueeey6T3tSJEBACuURgu+22I3pfyaWRPOz6669H31iSslwCJY4uF7Fi0mf/5hUTx0KtGsH8008/PW7cuFdeecUt/N///vcJJ5yAz0/1MoO9+uqrgwYNOv74413w+ieeeAInotprCdyqVRACQqDeEMDg3CymSLHDFlGz6b388su2FxG2lMg3NRtXAwkBIdCICJx//vk4yNR+5s8++yyDEuHv5ptvrv3oGrFREBB/2ChPql7mSd4wTKd23HHHww8/3OZ0zjnnbLvttpTJ2HPaaadde+21VZrriSee2Lt3b0bB3ILjF0G94EWHDBlC8sOm8jWq0krVrRAQAqkRYENA7m65wpAf3Xrrram7St7w8ccfJ5Wi0eMvNP/88ydvK0ohIAQKhQAZwtgiOE2xQdV44WQdQ5rPoARwXmCBBWo8uoZrIATEHzbQw2riqcKYkfOQkDCYxTMVnKfh06jp37//iBEjWrRoYQcyYscPHToU4nTTZdOkW/u50PPoAbDHMIt5RsE0n0EffPBBYlGwwX377bcE+IIAf8h0g6qVEBACeUKAoA7LL788K0KEdPfdd1e+tJ9//tkOVaFdcc4jIOpHH33EXTYoDO9DyVQpBISAEACB/fff3yTp3333Xa9evX788cfawPL3v//9uOOOYzgi07jzVW2G1iiNhwD5UvQTAkkQIM6V9/2eNm2ar5VXc4h+DxsGH0G6S/x5MMNwQ1955ZXefvCudrfQKKIr+PLLL70EKgsBIVBABEjKSv5VNgcSHrItfPPNN5WAMHr0aLfPUIBX9PbmNqhVVlkFi1bvLZWFgBAQAkEEvI7KN9xwQ5AgRY2LB7Hxxhu/+eabvh7YxI4++mi2L+TvSM18d3UpBHwIzOG71qUQCCLARkakB2eKwHnrpptuCp63CNxH/XzzzWcHKTL2PPPMM8Heyqohbcaaa65pHc4999z0P3nyZG8PL774oi8I2EEHHeQlUFkICIFiInDBBRfY1sG/WMVXAsIHH3zQunVr6w1Dd+wjvL1ZJHruYjbmrVdZCAgBIRCKAEFEOc9gDMW+sc022xAKPpSsrEpvJgxcb3xtMfKyHWyrrbby3dKlEAgiIP4wiIlq/geB3XfffbHFFmNbwSBh0003xac5fiNjpyOCs21DJAHDBJQf8vv/6bTUBQar1tCGhjVlaBKLhbbjrMY+C8Haa6/NuOSkpi1G9qHEqhQCQqAgCGC71alTJ9uLkC6xLVxzzTW//vpruuUjESNyMj+ss6wHjE6JyEW37DmMwvFr5syZ6TpXKyEgBAqIgMuCs8UWWxByuUIEsF+w7Y5/vfwhe1f37t3NoHS11VbDtqLCgdS8CAjMySLd+6RCwyGALSVB84jHUI2Zs1vdcssteBhSoH9OP5MmTUoyEIwcxzIOUo6YBDsDBgxwlxTQCiJrdzUXXXQR5zZ3CfFPP/3kLs8999x+/fq5y6gC6soddtjB7qJF3GOPPbp27RpFrHohIARyjwCegaRLHTlypFspmwkbJnIuV5OugB3pP/7xD6+KEot6i9SVrkO1EgJCoGgIYKnOBkUuRBZO2D8k3fBvqUE49dRTL774YpqjliQ2KYk0rKtjjz0W0ZiVb7/9dkZMPYQaFgcB8YcN+azh6s2h+YADDiDJBLwWfBHnnkwWY52fd955WKvDfNInove+ffvut99+m2++ecIhJkyYgPB+4MCBDz30UGiTZs2abbTRRu4WCTNCRRVt2rQ5/fTTCYqTJB7grFmzmHCPHj3IhEHPiyyyCGxnly5d0Hy6gTIvoL3kDOrrFn2CM8f13dKlEBACtUQAIRrGpaNGjXI7DIcnNrdVV10VY3g2t7ImY3/v//rXvxBvYXRqbXF0vOyyy5CgLb744mX1JmIhIAQKjgCugDBslhiM81KrVq2Qp6cLHkPqLwvjx/mqefPmyNyRsyNt5yRmu9/ee+/9t7/9zdL/FBx2Lb8kAuIPS0JUjwSPPvqoc4Zhfph0en2dK5wxUfhWWmkl1wlbFTJyQmy5mrIKKBKJL/rUU0/NmDEjecMll1xyp512WmihhW677bbkrYwSU4pddtkFBtUuOQIyeuXqgqhp4FlOtlnfXUSABAojDZqvXpdCQAg0CQIEZsDhh32Sf90EELdzYEJs72riCxy/CIh13XXXGRlCqz333JMydhZIo+Lb6q4QEAJCIBSByy+//L777nPJWonHTvIJCwgfSp+wcvr06ebfCP0GG2xAjPcbb7wxYVuRCQHxh433Djz88MOYTX766ac2dXgh/uZXXnnlTFaCIRb7lDdj2BlnnEGGwwo7p08EYyQlS9IP7NZee+1FAOgkxKE0b7/9NukZLVc1BHBreFGiESVsVyh96kpcMVGrjhs3ztcDDDZCQdSevnpdCgEh0IQIsAv9+c9/9k5gueWW22effaghZkPQHP3jjz/27n6IurDOcs0T2r07ehWEgBAQAqEIYObQrVs3Tkp2lyBYOBCGUiapfO2110gz5t2viLFMeuokbUUjBAwB8YcN9iZgOYm0mygIzJswMJitr7XWWpmwPTgZ4r+HlB39m4GC5SpC8RVWWCGJbWdJHBG9eyX3MG8YfbEQQv+RsgIVqOuBeA+VC+O/+OILDFxxnjRzfDpnCDbfbC0r0OKiy6VzrEkxV6MAehhyoK50G71blwpCQAg0OQLI1FEAIp4nuox3Mkjr2Xm8NZShgUX0VXJJKCzEWCeddFIme2Owf9UIASFQNAQ4DsEiWn5p7EtJVIjfICBwaMFetCQa6AzsZAgl5lfuuMUR7vHHH+e46MIsl+xKBEIABMQfNthrgDbP/AzxOcT/OKtwCLjTkNPZJc/BFIEQDjjvVdWJ7oQTTrjiiivYAeHiqvQYiJQDC+36Z9NE3YdkLqvhyDJkvo6EMezTpw/dYteKIwG6iKyGUD9CQAhkjgA282aCAftnB7IkQxCQGX9mKJE6YXifpIlohIAQEAIJEcC9GV8eDE3tXGDMzmQAACAASURBVGGtMHDYeeedcVeJikRIBAQOOcRsJx+YdyDSkuGqgySLg4q3XmUhkASBeZIQiaZOEBg0aBB+xkwGn7q77rqLPISZTIwTEkGW33jjDesNSRXpJfKxoRDeZvvtt3f8IYag/DDk+Otf/1o5dMOGDUMXYf3gtGmF5CF8Kp+AehACQiAdAs7UCr9oQtRwtIrvh+jzhHnAI5roEfGUuisEhIAQSIcAakMiXWEdCivoIsAj4+aH0wohZ0K7hasklrLvFk6Ml1xySeWmWL5udVkcBMQfNsyz/uSTT8aMGeNsomByUI4xezLerLfeeimWQWwrs41EIm42VHCGV1999YEHHjjXXHOl6LA+mxC8FIUe/t+cCC3oKwpY0EORyIaLpjTdtB977DFMQVxbFKGYduD0iDtTPlhrtzQVhECOETBxmPMqJPqfi2W1/vrrY5flLNLztCvm+IFqaUKg0REgtLsza2c7spCkeADxK7k0DoQYRCCnJog6v5L0IhACUQiIP4xCpr7qcaXDSIDDik0LLpGAK1ZGi0iQzxQsIqwgKVPdOonNQMJA0ga6mnwUbJfEUwj/IpwDcT166623yAXED0aOSDxRMrlyl08MQ37rrrsu/xIorNzmohcCQqBJELAtwoZ2TCDbApsD4p4mmZIGFQJCoMgIuI0IZo+fgwKTJeI1uMuzzz7bpyGEM9Txw+GjQiUIiD+sBL3atUXxRdhSNx4HGsTeX331FTUTJ06EV4S1u/baax1BfIE8ztgevPfee0a26aabwtIgdsK7Jr5hhndJC0twrQw7LNmVqfvIGEmuSIjxPiIAD8EMQSNF9FekevCcbuPGvtTyC02ZMmXfffdFMYvyoeSURCAEhEB9IkAEGhkC1Oej0ayEQHEQIO6dN7sYcf6wcsceimBapOchhk26TInFAVArTY1AfswIU0PQEA2xLHXzJBczkT8xLkVVZZXvv/8+TA42644mqjBt2jSSTMAU4W3IRgMZUT3pHNfnWjKHjIsutElS8ZDrgqzW/AjwwzQo7LrrrmCCxWkUaKH1CO0GDx78e0+z/8Eo15FhGQLH7rJruHoVhIAQEAJCQAgIASGQDgHMoNq3b0/UesITEuFPzGE6GNUqCQLiD5Og1PQ0uCy7SZAbkIArZla69NJLWz2hRwlA6qKkOGJv4YcffiAODZrDWbNmUY8BAzn62GWcg42XOPdlIDWNIskSwQQer5Il80QAk13bOqG3UaNGVdKh2goBIdCECDz//PPBkA9NOB8NLQSEgBAAAVJncd4jPJ7QEAJVRUD8YVXhrW7nGJo/9dRTKMRsGKwlYyw20TGS3eGf//wnxNgnbLfddk8++SRaL8fSVHeu9dc7Kj44bXAwH24KaFAJXUOo6BSThVEHTCBN0VZNhIAQqDcEsAJw0YnrbW6ajxAQAgVHgAj2xJkvOAhaflUREH9YVXir3jlObtgYlBzm/PPPJxOORcGCGJ/mZ555xtzwSrbNMQGOguBgGa7xhyQIEOklhw4dmnrJxEpN3VYNhYAQEAJCQAgIASFQEgFyWvArSSYCIZAaAfGHqaGracN0zoFksCCGTe/evc8880w0jcyYxInnnHNOhgnia4pCdQZ7+umn8eckB5p1D4s4ZMgQsqJVZzT1KgSEgBAQAkJACAiBNAgghua4wlmOX5r2aiMEkiGg+KXJcGpqKmwJCFdV7ixodeihh7pWrVu3JjKNmEMHiBXIfM1viSWWwDoUpyPC9px88slw1CTD8FHqUggIASEgBISAEBACTYVAv379cEFcZ511Dj744Kaag8YtAgLSH+bnKRN7Zvnll7f1vPnmm506dSL2sVteu3btSOcl5tAB4itccMEFJPlo2bKl1WNuCoDjxo3zkSW8JFlI/jJJJly7yIRADhDAu7tVq1Y5WIiWIASEgBAQAkKgXATEH5aLWNPQY05AGhwbm8R9L7/8spUfeughNF2UMUAl2sriiy9OnoZJkyZxsoHb+frrr7lFQ0J03nbbbcWMU2pAJfmXUD2k+oAnJCk2lv0A2LZtW2IYhkaF5REcf/zxBCkFbX7//e9/P/nkE5hwG4h+OF8mGVQ0QkAI1CECbJtI6OtwYpqSEBACQgAXGHnB6DWoKgLiD6sKb2adL7nkkvfeey9ZCulx+PDh2267rXV97LHHElWFMtkayG8xc+bMI488ktQXn3/+OZXEKe3bty+mCHA+5OuzJvo3BgEY7B133BFFKyamkBEPtk2bNtjoBiMZbrnlluS0OOCAA0CbH16dhx9+OFkoiRgE5iuttFLMKLolBIRAnSMwZcoU5D51PklNTwgIgaIhgAgbYTQy6NGjRxdt7VpvLRGQ/2Et0a5orE033ZQMeygGERr99ttvP/74o3VH+M3zzjuvS5cuJGaAObz//vupJ2cDvstXX301RpIVjVrIxrvuuiu5QODJBwwYgGKQADZEOiUfBmFgXTraeeed1xs9DP4QqJo1a3bPPfdssMEGhYRNixYC+UGADGMvvvgiu25+lqSVCAEh0PgIRNk0Nf7KtIL6QkD6w/p6HvGzQTf12Wef3X777fAqh/z+wwASRrFnz54oCffff/+RI0daD8QspV7MYTyeMXfhAwlkOnjw4AUWWAAycksOGjQIf07T1lIzfvx4X+rIddddl0oxhzGo6pYQEAJCQAgIASEgBIRAnSMg/WGdP6CQ6RH4xBf75IorrnCBZ7bffnsC1XTr1i2kparKRKBHjx5YnMJ7Y9xL0+uvvx528fLLL6e8ySab3Hzzzc4RlBqCoMphqUyARS4EhIAQEAJCQAgIASFQXwiIP6yv51HubJ544okjjjiCiDU0JAEGKiw4maWXXrrcfmpPv/DCC5NSAodJfijl6tY9Eh0sUWewJn3mmWc+/vhjTHb//ve/n3322R07dtzm91/todOIQkAICAEhIASEQAERwF7sgQceePfdd9OlxS4gYlpyOgRkX5oOt6Zv9c4776DIIj4KoVNIxkBCBbId4inXEMwh8OFICYtFYcSIEY899ljTAxo9A/jYO++8c+zYsRtvvDE+hwD+l7/8ZciQIRMmTIhupDtCQAgIASEgBISAEMgSAcIcEHUCY6X11lsvy37VlxD4XwTEH/4vHo1zhUccNqWWwYJZW+iaxpl+4810o402wvMTE1ObOjI8ApYG45o23sI0YyEgBISAEBACQqBxEEA8TQCtxpmvZtp4CIg/bLBn9s0332BQSjrEAw88kKljpbnbbrv985//3GqrrRpsJX9M9+ijj3ZpA/+oq9P/yS+y5557ArgpaSdPnkyIGmrMvrdOJ61pCQEhIASEgBAQAkJACAiBxAiIP0wMVX0QEpj0hhtu+PXXX0lxwYxIq0Cw48ZlDlnCXHPNRTaO+kC39CxWXHFFAL/uuuuYNtQ8CNIQEQ2IEEGlG4tCCAgBISAEhIAQEAJCQAjUNwLiD+v7+fwxO9JafPjhhyeccMKwYcOsrn379q+++mr37t3/INH/tUNgv/32M/teS4dIxJobb7yRB/TTTz/VbhIaSQgIASEgBISAECgeAnvttRfpzYq3bq24dggofmntsE490ksvvYQ16XvvvWc9kFmBwJkE0kzdYT00fP/998lAXQ8zSTcHbE0JUUP2C0LIEhZo4sSJK6+8MnFNzzrrrHQdqpUQEAJCQAgIASEgBEoiQNg8fiXJRCAEUiMg/WFq6GrUkCCf/BxzuPrqq99yyy2NzhyCHcrPxx9/vEYgVm2YAQMG3HTTTS1btrQRzjvvPFJTPvnkk1UbUB0LASEgBISAEBACQkAICIEqIiD+sIrgVtI1lorP/v4bOXIkcVDoipgoo0aNgq1q3rx5JT3XSdvdd9+dyDR1MplKpgHHDqP7/PPPr7TSSv/5z3/uueceItZgccrTmzVrViU9q60QEAJCQAgIASEgBISAEKgxAuIPawx40uEuvvji7X//kduQNkcdddS1116L2xsBS5N2Ud90U6dOxSaz5Bzhh88888wrr7yyJGUTEiy44IJbb701et2+ffsyjR9//BHHAJ7eySef3ISz0tBCQAgIASEgBISAEBACQqBcBOR/WC5iVacnWUWPHj1ee+01GwkTc7Kxn3vuuYssskjVx67hAO+8807J7D3ffvstLDGcJAwYkUKBpYYTLHuoVq1awRPyvC666KKZM2cSYJagNTzHPn36HHDAAWV3pwZCQAgIASEgBISAEAgggIkZv/nnnz9wRxVCIBsEpD/MBsesesF17f7774dxMrXhdttt9/HHHxMHJWfMYUK4/vvf/8IcQgwaRAdN2KoJyQhnCjc4Y8YMvBCZBiwij3L06NGYmzbhrDS0EBACQkAICAEhkBsECFv4wgsv5GY5WkgdIiD+sI4eyiOPPHL44YdfcMEFzGnJJZdE+3TrrbeiOqujKWoqyRC46qqreHzrrrsu5MOHD+/QoQOPMllTUQkBIdAACNx1111Ydlx//fUNMFdNUQgIgXwhgPJghx12yNeatJr6QkD8YV08jw8++KBFixYksfjoo49QFZLBYuzYsRw+VltttbqYXx1MggyQmJvWwUQSTWGppZbi8WFuak/wm2++IRjPcsst9/bbbydqLyIhIATqGIGbb765S5cu/EtO2nvvvbeOZ6qpCQEhkDcE5p577lVWWSVvq9J66gwB+R/6Hwha+0cffdRf67km9Ai57zwVFRV/+eUXQtHcd999//rXv6yjSy+9tFu3bhV1msfGpJHo1KnTLrvs0kCLGzZsGDke0Qm//PLLP/z++/Of/9y1a9cjjzySaLQNtBBNVQgIAS8CBAzD+YcaglHx895SWQgIASFQVQRwOyQJdvwQnGM5zRpNr1695p133nh63RUCPgTEH84G5Oeff8ZVjAI6nwkTJhA6xQeT9xKZMV6CJEanshLnYAKukA6BQ8Zpp51m/c8111znn38+zIN3OJUNgUMOOWTTTTdtODQQJdxxxx3EHIItxJ0S/SGPe4899uD9yXy/pn/EDT6I5ptvvjnnnNNXqUshIAQqQeDCCy9UdOJKAFRbISAEUiOAtPnOO+9s165dVA8cOTp37ow9mhGceOKJmZ83ooZWfW4QkH3pHG+99dZmm222wO8//uTimUMe/JtvvrnssstCzhG/ZATOmBfluuuus06MZtdddyXrPdFNCnKaB0MyB8bg47uFNQU+mb7KhrjECxHNJ0ZobjeH0UWRSOShDOf/1FNPkV3DXmPvv7xmr7zySoYDqSshIARwARAIQkAICIE6RABtx0MPPeSYwzqcoabUEAgUXX8IPzZu3DiMAINPi5wEzpoRpnHw4ME+GlR/KLXI87788sufccYZvrsxlyj9b7jhBuKXOJqDDz6Y9Iamk3SV+S6gei0ZlJXYPKjdwCoHUGCWzI8UHUOHDmU5//jHP1hamzZtevbsmW51s2bNcppnehg1ahQumsGujjnmmI022sg5spN+Ax11kEw1DYQAe5HPkZWXCuuDBlqCpioEhIAQEAJVQuDLL7+sUs/qtjgIFJQ/fP/993EawfHvb3/7G3ae9rz/9Kc/oeQhiIhdNmvWjMO0lcmv0L17d/daoAgylnLatGko/VDcE4AEp8F11lnH0UQVGPrpp5+mlREQv+Sxxx4jnEmhmEPWDg6vvvpqFEpWDw8JB5UP/tBWRGpEzNKIbIG6jxBEyCYIuoOQAo1fPBTeu/AGCAgJeIOds7c+qkwORn52F7UtZieU11prLXEUUYjVTz07D8GrbD6XXHIJYgXKn3zyic/nbcyYMdQjY1p11VUp6OEaYvpXCAgBIVA0BLBBGzRo0Pfff0/UhqKtXevNEIEi8ofPP/88+jr4E4cjSdhXXHFFKrfddltX6S2gyFpjjTVcDRnt4C3xHuRARiUFLjm9EWbG2RA6Ym8Bo3BUju+++y6V8ISHHnooCiVvz15ilfOHwEILLcTjRgxBrNonnniCU/7ZZ5+N3+A555yTcLGkUtx3331p4qOnQyfa8N3i8sEHH3zvvfcooGO0rBu33HILgXOClKqpKwR4PQYOHFhyStOnT4cGYYpR3nbbbYcddljJViIQAkJACFQDAdx2EIDSM847ZGKoxhDqMwYBThpFUznEoKFb6RAoHH+I92DHjh29zCEH62uuuQZuLTmCCOmvuOIKYoFgMXj55ZeTt5C2qHQILbPlllvi8QW3Geytffv2xLE05pC70NBJkEw1uUcA1TTWxUgKxo8fz2KJdUFUpFNOOWXnnXeOWTtaI14wjJN9zCHxb7DURbQR45/JO0+4M6cqZxTi8o8YMQJLxSRK75hZ6VY1EPjqq6/wWaVn21vKHQJjB1jExRZbjEdcblvRC4FMECDEa0IPKFw5MLbPZFB10iQIsOGYiMqNztdq0qRJXCIPXW+99Vw9RyZcHtylCkJACNQtAsXiDwnUgSjru+++s+exwQYbYKEHZ5jO0G6eeeYhygixKNkZ99prL6z+vvjiC9yCt9pqK0xG3Z6ImyIGpWS9f/zxx21cbPywmcRxsW5fizqcGPYSIOY8QutwhmVNiXA7vBU77rjjc889h/6Z16Z58+YwftgbYxwY7GrKlCloh5xcAxqC3Nx+++1QkgqpZEwj3kkLx49bAhgiJfn6668Z9Nlnn73nnnv4Q1hhhRWCg6qm9giwdSBp4gg1depUN3qrVq3MstTVhBYwOeZ1mjx5sj1caOAze/fuzWtGGNvQJqoUAhkigJEC38EXXnjhzDPP9ImxYkZ5+OGHjzvuOCwjoMFUR+qmGKzq5xZ273yVmA9OOsgooyaGDw4/d5dnDTOJBRafLfxHnGO8I1AhCQKImAmkn4RSNDEI2H4VQ+BubbHFFs7dzFXmvlAg/hDbTkTyxhzyEcKiD9ZumWWWqfAZs81xWEdaj7kgjmT0RlxKVEO33norcUG4xOXsrLPOslFat27NKR8DP/jJCsdt9Obwz5wD4E8SLoRDc0LKRiHjzeGzSsjcIUOGIGjnPeG39dZbw/X5TI5h5zp06OCYQ2QNaBqhLGuliDOgxwaVQdFK9evXj7QuBLnhndxzzz2ZxqKLLlpWhyLOHAHERrgxOzUvD71FixaMQsEeX/yIHNRIo2qcJOcwBFKU+RGRyBvKKL4T3RUC6RDAdh3f5qBTNK9fMLY+pvUuqBt7O9IrNiLG5RDGXwEeH+nmoFa1QQA5I170CLN8wyH3xGXGV+ku+XLNmDEDwQFHLyoxe+FZH3TQQY5AhYQIIBHm/JCQWGShCJx33nmkiAzuV6HE7GzDhw8PvZXnSrbmIvwIJ+NsPjkHjxw5MvNVc6ojH/rCCy9srwsbJfwhPxd6hDCnuClmPm7jdmgfkmOPPTZmCU4wybcEhVsMZePewmTUaxq6/vrr8/V1y+HUZUFH+B6g5cPlle+ru5u6AENIb85lEU34zJkzU/emhhUigCCTvcKx6MTK4oOEGjB1t9h3Odk8WxCd4w6UurfiNPSmLOJvLWrhzhiE3R6BThRZEerZjtilecHWXntt+/axsdgPYQc2O6H7Fd4Z3OKH3YQRu2MWuhF64wUuAnoNt0YiZp1++ulerwTs2P944CvgQROzIo7jRuncefjw8axxvUFSGdNQt3wIYEvlqwle4kLi/qbIlxgkKGYNem9eOX4+oZWdr9yb7LuLjaG14g0vzklpttdcEX48WvtTQWF4//33V2/J5vbj/ixdAQsxwklVb9yG6xltmBmLJuQPMZNruDUmnzB6VDxwsLexFwaffmQNbGT8i/GnVZIuMnmHCSm9UbDRaetMlhC3bMkwCvUmHcGUhb+OyocgqDKWpW4LwsSU81nl3ea7B/GHZT1ffMyuvPJK945RSHJyDQ6Bjf1uu+3m7QcxGbsfBtJBYtU0FQK4JHi5Dp7XX/7yF4xFy50Pocs33HBD7+Mm6Boh08rtp7D0O+20EwZr8cv3Pinxh2CF/xdbihNjudePoxe/U0891YsnRn9Wj8eso7QCWxx6by9xXsuF4w8J5FjtZ+lTQxNFCl0N+oFqj9tY/Zu3CX9vMfwhxsAtW7a0v8l884f27Ih/SxBdtxk5/Q81aJNALPNHjJUXL6cbCOPnzIdQh/EIoD32epwiYMKcOL5J8rtEw/JaDmNDgblp8uYFpBR/WNZDP/fcc91+xdvFy5ZaxoSNPc0vu+wy1yEFPDXKmo+Iq4fAAw88gF2DPR0KPCx+6IHTjYhkwXpwjhIoFdN1VcBWyBCJUB2/cPGHPnz2339/796CYMveQB+Z7xIZupGddNJJrjn2vRhL+yjzd5l//hAbLQzlLQINnBtWoL6niJYGRzgsu/iht/Hd5ZLjGlpHI0DK9fnnnwdpvDWY02BH6t4kVEPeuyobAkn4Q56dgxHtB0kjc48eciliybhVW4HQo+xQ1Vv7gAEDnHsbniGpT3jVm2Fee0Ztgi+0PWXCVmECGtygKl87LCivEDsYA2FrmolysvJZ1WcP4g+TPxd87M3kAYtQXjAiKiVvG0UJv4Eeid7sj4JzGAHGEfxH0au+NggQxsyZtxBELUMZFq7RpkvkWbNHERgCx/jaLKpxRxF/mPzZkWvaTu+8YOwqvGy9evXCnjnU7j2mW15L0k2xNZm/D0cmuq2BwilmStW+lX/+EPsH+9IQ75Es4UFAvZZdRI4JEvh85fkoBml8NQRwsyxzDM276LurSxAolz8ESVjEIkD37bff2htr/yLaCF010i+CBNoPb6ggDZ/wP+7P/j9e0HvyySe7QUn3EuxNNdVAAHGAwY4fTgozrbKmxGO1sdD5lNWwUMTiDxM+bhgGE23gqFMN6RUWE25HgkXE7S3hxESWOQIYtph0iSeCeR6h/rIdAusqryU8qaSz7T9/vYk/TPJMMZ/h5EPgD7eTYCpFZZK2MTSofHD2sT75cFfDsCtm9Freyjl/2LNnT3uKSy+9dJR0Mzl/iPgBDXVCWSZR5k0nw+cTkVgtH2pDjJWEPyQQNmle7QkivMSmpSGWVuEkvfwhq77qqquCHZI50yEDPmuuuSYRmLxkyLq8IQSgQVXlJfCV8bp2gZQuvfRSRQvw4ZP5Jew6iVIJ7cCj4ZwdZA4x/SXWH37L6JNxUMTWOjgHHOVN4YybVskDNO+VRc9iOFJuSkgfxJMa8YehsHgrkbvDHFqIETaoKrni8G4///zzLpIzGVzlQ+V9CjUrE6TUhXkn2zMHm2oMjVEDPI996zfeeGO2Pm1QMTiLP4wBx90iiLe9UfzLeWnMmDFZ2c4QWMuFosTwh4Hw9nfj5qaQc/5w7733tveDqERRz+zee+9121+8/hApZlQnofUu5xii0FCCIlcm4Q/BB1ENLnn88MsqCFxe/hABR+iq8cZ0Gx8FfKl9ZJbt0GiQ+AJgvP6Q5t4/BLKP+DrUZbYIcNKyp4N0k69LsHOSVXgfcagjFoZejubwww8vGVfNe+DGrCs4qGpS8IeIsfhzKw50d999t711yM5HjBgRuvAJEyZwCzua0LtUkmIHAn7xYduOP/5494bz/fUGdo7qWfUZIgCTZm5XSLL4iJA+J8POfV0hlHThBnjo48aN8xHo0iEg/tBBEVUg3L1ZRHMO59XFyjSKMl09WxzdElffNijMVt944410XdVtq6Lwh/GJJQgGZc84yB8SJIpMFdxNrjl0D7tv377WrfhDh4krJOQPHX1xCti422uDUCPqgMUpduWVVzYy/o3nDzm/JkQPFtH6FH+YELHUZC7dDplFQjsplz+EgUToHtqVt/LII4+0R4w1hLdeZUMgBX8InkmQzwfCTnPIqjfffPPgotAu4tNB9FEI+J5SDiqCvKIoLNuDnbga1OaED7A3ln8zt2x0A6kQigBfFgOf428oAZVYF/OU7RdqKsULYHdLBpl75513nOtpu3btokZUvfjD+HeArIbmJcjbW9W4R97ozQMHDoyfVcPdzTN/yAHL5Af9+/cPfqK8jyqGPyQFFu/ZtGnT0Op4myQpYyF23HHH8YJi0EUO9JIKnCR95oZG/GHoo8S20yXeic8ltckmm9iXG8OJoA2q6Q9hQpBylVQruZlYDk+6JRcQcWVlZeqQybBA1CWerEUCJHJpVAR/L3+ID2ro0crpD5FAhRqgBqfNy0A4Lntzokzug62KU5OQP2Rvx40TQzj7FeQvZfz48c6qCvkUp/ngi4FM3d4u+5dXFKy8ZPhFYw/vaMh/6L0bLKNgRItoEeb4FlfuPhQcQjWhCBCorEWLFvakMMUKpeHs5F4JKInWfvPNN/soXQQHPivkTvTd9V2yPRLuyAZFNOC7q0tDQPxhzJvw4YcfmuMGbxHfzU8//TSUGJccPsT8Yr6D7DZTpkwJbW6VuO3g2G/D5S9czVz2d5i/f9llyHNop2Qenjtzl7VSvvqYLHNkxxvV6ZGT9wB3aq1wDcJIw2s3mLwTURYKAQ5D7Di2ZPeZjEeAAxa8nI/mrrvuooaPMSF5+Wb77kZdolPCZoy7KAGIFovbWxSl6lMjQIYJTl2EQaYHQE7ylNnBLrroIt+IBDtlg0KHwycQZtJ7SvNRei95GZB5WQ0ZLwlt6r2rckIE2Nv79euHuZ393HEkYfMGJWNrYoNi8iRlJWaJl81zK9p1111dmcLgwYNNSusqsU3AmdAuiZbsVQ86Gm8B+dfQoUNRQFFJIBPsor13Va4SAjCHnTp14vRM/yR8I6hs6EDE/7BXwu6iN3YP19G7OOR8VkqegpZYYokTTzzRUi5hPmMTcF2pYAgQLMA5TwkTHwIotPEGpBL5OCm78A/0EXDJwR45KR9ifnvuuWfwO8hbzTd3n332YUPDVDXYg9UQZOToo48mKw9nJ95tylGUjVifW/4QqTzpepI8Ehzb+MYbJWEbXBPUfTxsdjSXHc7dSl5AYMZ7k5xelEVGAPUdbx0I8M6ccsopzi02iAlkEAfrreaOO+7o0aMH7y0mOlE0UfW0wuIx6q7qM0QAlUjCsto4wwAAIABJREFUzcG7L9kEePojR47k4EXcPz5jpl1JODcGZV+CGMmoRAAJQRMZCPTp04d/YYZxQUTwFIrJEUcc4ZLlhBKgP7zxxhu5ZX5B3sjJofRWiZTWGA/CpZClHeF9DLFuVY4AShgkWfTDdtG+fXvYtpJ98tyDO5VrxZ6DMhlnB1cTVYDnhCPlLhoezObR/0RRFrYeaeChhx4av3wA50+MH5YO/BtPnJu7iFx5f1gObyMHIZ+4yi1z1KhRmNLY5VtvvfXMM8+4W1bAHgcHMVgD94fgI/BeYr8zaNAganCQ5k8ArsF7t3HLueUP3SMhcmmomNMRENHIvSjOZg/pPg6HmNOghIw5prtOogoER0W9E3VX9ULAiwBmoqQipIZ3j+3GBRT10lgZ3cWrr74arKfGlN4bbbQRDtkrrbRSKE1MJW874jQsomNodKtyBLBFuf7666O+Xr7+kXH6ahB+0ZwTM+dm362Slyh/8CJjYyxJKQIh4BDA8nbixIlcYozDK+TqfQXYCcwWfJXeS0T7WG3BZGLdw7nKeyumDH9i1tR8mhFgmfo9hl63KkSAWFb0AI/BGaZr165JeiP1l3PVcfRvv/02h2Yuicg1ffp0X1RtR+YrEFPNDCuQYRGoxndXlzhM4TkSjwOfBv7E+HFaMIFgPH0O7pJcALMaVH8EDcEFcfvtt0+yKM48Lk5yEvpQmt122w1Gg+eCgQOi21CahqvMP3+Ifwin7agH88EHH8ABBu8iBCXxpXkPBu+WVeONwFZWQxEXDQEXmaashfve0lNPPfWmm24yPrOsfhwxb6zJRLy+1+6uCpUggKn5sGHD6AFPqoSnruBwmPlhI4qjF3Z3wbtJavbdd1/ywSahFI0QMASQi3PWpBz/RUOzR5CSGNDspfXtWjH07hZsocWKczUqVA8B+xghKHRh9lKMxfkKI1XyTiMlL8sOC42l+/pU8i1LMeeGaIIpYwrJYEMsrZJJYo1s5/nWrVs7N/uSHeKjEWNpRdSZJBZV6JbwvCWmIMPh7sGHvuS49U+QW/7wo48+MvRdBurQh4Fki5Bo3lvoEjl4ET0F+foBBxzgvZWu3LZt23QNM2mFsBZeF8GG94fWwkR6mQyhTpoWAfeC8c045phjsJfmi+4NFJ56evwVlPQOSt15MRuiOSGyfyVrxxuesJAYGMMiVu72xlE+aFpTyfTUNpcIYJWAwRVLwxw0uQcg76fXLdY+RgjXiYrpAmMmh2vrrbd2Qg33fU/eXJTJEeApm1GVnXeTN/RRkiYOPSQKZ7Q65RpSue8aYZDOO+88X8+6FAJBBNIdV0J5BOsK38Vu3bqx8wTHCtZsu+22lhWWTzzppoIEDVeTW/4QpsgeRrkbHLoXYnsQnA0nV6ILNtwT9U2YSOK8/cRf9f6QssR43Pp60GVDIIBo/4QTToBn4KW94IILCOqQybSJUpBJP+rEEHDpJdIBgv0MzldE6TjooIOShx0KHcuOX/hpI+APJVClEHAI8E00uQZWfzF2747eCocddhiCfCtj9IXOkI8R1qfoppJ34u3TneQq/Dvy9qlyEAHMd82/3RtFOUhWssYeE8oZsryWJPYR4D+GpwOVmEuwTfnu6lIIBBGw4woyqV122SV4N6om+HLilo9oAzksIvIknrfBnvNxcMotf5jOJsEJNfkclvWGBd+PeqghfAXh44IzgWd2IaeDd1XTtAgQ7i+FSQ9BLC3qQzoj1aZdcgFHT/eYUJtg9448/qijjqoQtHgrwQo7V/M8IQC3cMUVVyRckfuGksHFa0SKdQOmDXSSyYtHSHokuQmnJLJ0CGBIFeNoWrJPcnpxtma/wuShJHGQgO+gpABBWFRTEgGiiSKZKkkWRUBkB2SmmEsQ3oY8IlFkofXpPuuhXdVDZW75w3gXiCjon3jiCQJn4WOaUKEc1Y+3ftKkSXaZxIjZ27DyMrJbC81KkENsSt3P4pJV3r96qAYCyE3L3ZVQDtszJWYJrmXVmJX6zBaBFDsM0fz4i8ZxURah2T4L9RaPAAkMo6JhBRuSk8AqMWFwJoWYCBK5ZLnllkMJmU4e7xsIU9XJkyf7KnWZCQKoPixkqAsSU263aPzOOOOMnj17ssuRhiF1KCy+Zc4QrNw5iL5QCODpinmnKb1TfFsdVhyYrTl20cGwcI4sqsBJmxQv3MUgn1NZFFmj1M/TKBMtd57pIsxipIeEngRNMcPdfvvtxvIRMjiJWTyfRusteay2mNHLuuVAwMo0SZq1sjovDjGBsEaPHu1bL9Ea6icmGI7RRI0nFBNbW8KUCb7l6LL+ESCkLW7DHJjKFR/U/9I0w3wjQEwmgsiTw9CZm6ZbL+FSCOs/YsSIdM3VKgkCjz766OOPP56EMooGBQ45FbiLp0MUTZJ60vaUlbknSZ+iySUCHHFJN1D50jB/ILQMH9l4LiBqIEQhZCaj+RtvvEE4X8u0EUVc//W55Q9hhzBBKfcB0AolW1Qr2C0sZPDyQjYADQdxDDg5tHld8INt8RQi3yv1FIJ3q1QDo8vEnIQViSAvPUEpi5MGJytgEYXyvbz44ot9Hc6YMaNC3wxfh6kvCeLM48YWYptttskqvh9/COR9ST0lNcwcAdwOSVhCTDbbTDLvXx0KgZII8PlYZJFFSpL5CEiMgd8gyqi//vWvvlvlXsIfoo8Sf1gubsnp8fSLT09SsiuyNHEsxr+Ux51ac1hyFBEIgVAEevXqlS5uCCHf2KYwIWzTpk0mWmsC8KIAR2ofOs+GqMytfSlavhQPIF66yWcJCagxh3ROIG9yceJNYYHdUgxXvSaIUjDwwC7IhiAbHqnwkmg7qzelBu0ZUWgobgnzONVg1UiqCJaFr0gS5pAoEWyC/OB7Y+aW7s8npkPdqgQBfHgI282pC8vSoDN9JT2rrRBIjsBWW2110kknJac3SlJRszVhAE/Ut3LbBunJVEYs7mC9ajJBACE4CcFTd4WrKqFKEUbvs88+KFLwlE7dlRoKgRQI8H1MF/sKcf/RRx+N4fp9992H73SKoX1N+Fto9CwXueUP3aMiu6srxxeQGcSbQ4S+dnjJo0WM77lO7gIFXESFpiN1spaaTSM0wA+j41xRsznED4S07MADD4yncXfJjsh7zq/RLR/cinJZQDvtDeqAhIIcYsHc0961sxHx120/PVwvMio3CQIcj+xtJAbgLbfcgt9sJtNAzM8vk67USeYI8GV54IEHUPPKzCFzbF2H2AqlMI5zzXNcwOEZ+4J0C7STHupHCTUcgPnnDzFyQAXkFhxTwKsn3niGiKaYXpAXiF+/fv1iuvLewjHMe1mbMjaHpE/1JTngs0pcVv5+Pv7449pMo6FHwdKGLL0WpxiR0u+P/f//QxSZKq0OCe6UKVOSd45FBPrhJPQk3xszZoxRxic4aZKXNskS8kGDEibe8grNP1Z5brG4laJ+WX311V2Nr4DQh4im/HXbD0kQZvB1aNfgm7Yuc4zADz/8wNtILiXsoi1mQ/xikYlg9uJsXqKIsXsnv0vUXdXXGAHvlwIXUz5GWCrxL84ONZ5JcYZDVtgoOokaPxTSFZKUIsWgHI2IbUNUS1RE1TvapZhY0zbJP3/IaZt4pPEo80Lglloy6gNOWQjySTvGL1SXGByFUx3+9MH6atewIlLcXnLJJayLnzdONCpvwplUewI56J8z9913340VMWvBxdSeu/u3emFgOCHFSx+mT5/ujWAZ7/7qHgQSR4I+09bVxBR4eWLu6laFCBD5nUgzyTtBwuWT9fjaDh8+nF2uQ4cOVs+mR0KC/v37+8i8l6h0vJcqC4GSCMCYjRs3riSZl+Ciiy5acsklvTWhZWSXeGoQgZC4X6EEqqxDBHBDQA7lJobZQvfu3dlY4gNIEsSBNACkmHMNVRACTYjA22+/fcghh6AMwCercuXhpptuWklWmCbEITh0tXQgwZFqXEPYK4wcSpr/EoISTo8TdpXylhDaBDMbWzvOjQzHWBhgJDzTVwjaMcccYz2gSWCZeEtycKQG/hDzD/CpsP8cN4ctxFXPLbBHjx5whlxyEE8iC3cNq1FA1mUfV/YyJF6LLrpoklGWWmqp1VZbrawYX7ylUea1SUYUTQwCqBDvueeeGAK7xY6BUQP/xlMircfvAusGvLM4YZtzKecwGNGohpaMLuqu6oVAEAGCyGN3EG/n7G1Fll0Cvntrosq4/WA1x12+TaRyjZeGRHWi+hojwCOzjAI2LrZaZO6NUb/gKt+1a1esY7DD4UvKltWuXbsKw+HUeMkaLgcIoN/Gn98tZP/992dnS6g1MYVTzOEZ/nDDDTfkVXf9N24ht/pDzkm4xbMB8WwwcWE/Cn1IBBci6ky5MlFvV2gdY94VL+VLL730z3/+E60UjCIbKz9LTuilqVKZIyb6BPzFrX9sQuShFA81kgVyCToaIsHy7PjtvPPOPDiSoLhbmRRg+eiWMKRl9YY+MP577O2NtGN77rnnYost5q0MLWPZaLwxDEyTM8OhM2zcSndcTmhCTEQQ9q6Spg0kIh84cCCPGHlB27Zty8LHTamsViIWAvEIwOPttddeGN3Ek9ldF9wbAwf4w6gm7JBlSbii+lF9FAJkpY/X/kU1pJ4QtTHMIQT4tvANtcMYdsKUEaBzNI/pU7eEQOYIYJ3r1DZ0jkU072TCiINoWdA0Yjmf+azqsMPc8odgvccee2y++eYUsIKIibpGCFrY/XTPhv5JchLlSgQbRlT6YM984TA65UfYSa/5fpAy2xoJ6pLjyeGGJ0ucT182588++4wHRxjbDGMkoLvu1KkT3TqHMUQJMTILMvP8HoL0BoIBJF8RlB07diwZQnDChAm8lvheltWziBMiMGDAgGOPPTYhMWTVNvRFxJDQPTv5nPNBudlmmyVXlOVjydmughiAXr+GTDpHbjV06NBMulInoQhgJoOhb+it+EpS7yDMiqfhLvnD7ONFFgEu0eTw7SvpdFqy20IRoJbHFKhQS67qYpN/ZHl1kV4RcMu5cgQnhoWFN3ZAkKCBanJrX+p7BvgB+moquSQXJ24VRNnmABHjDks8m08//RSJWtAcGZkZMgz8jAkkg8TOTYbjI9/U6vm2uYGavMB3AlMT/t6afCZREyAcCD9E4HfeeSexj7GAQstnxI899pj5JUa1jaknOBC2B3wUHc0XX3zh4zbx8yE++Ouvv77iiis6MldAK96lSxd3WbKAqxuJy5JoDumKoQkzULJPEaRDgAeBChoZZHxz/OxNR73ccsvFU0bdjffUv/baa00Aga7ADKej+ilsPSewmL29sLAkXPgKK6yQxHza9cZO68oqNC0CBxxwACccfsmngSyAQ7NPlhps/vzzz3PasQ2Hw88jjzwCzZNPPun7/LmG5BKTpNKh4QooXTO3YHKdF63AzmOiipILR8dIoqmSPmt4M7qDYsk+65wg5/whhsWjR4/mKI9mBvsrjN3RvVT+SLp160aHDz/8MNxdVG9Yt3Lu5y7axaAdKeppVIuEpCdom7cHghCyIeI8iVNZWXoGbycly0ypVatWJcmqSmBun1UdIpPOOWfjgs8PTS9Co0mTJlm3hK5B95J8CFSCllmELcYbXcbbA2NhomN3+TR6XTu8ZGWVecFQM+J8aG++C4tCkiucGAkIEdUbunEd2qLAqbyezYEdCUuVUEkwDoecsFOMwlZj7D0es1FRjngHOMyVjNqVYnQ1EQLk2uGEhDOPGe8kBISk6sjgIIbH2G233Uq2giGRXXRJlNIRYDuT0GXG9U8ik5LMIcTlppVDDss5yo2igiHw7bffxqcvLixQMGZ8VZGeL7PMMlEgAB3h6O0ue1RyP3zEGa5hVOfeejTq5uDmrWyscs75Q14U1HTkfEP506dPH+yMEQmn1s7BZ/JuoTnk7E68I7rijMVJjp/vqeP8SqpNCwYTGpCNcyHOYNj70RChGmpD9wd/2mmnUYmYjV3AmcWihIRp9I0ScwlrYTI5WjmXACelu/HGG//85z/HNK/BLWZo+NRgrEyGwBMPV1VETThO0CGB2njufBdjOgdw4/E6d+4Mf8ixyUtMc9xfBw0a5CpR8cG6I9TAY5ZKLBmwcQ2+XY4+SQFmgHhIQUr0hFjJwid4lSRIPYh2CzFmqFhlJ7TID3aumhgE2H/4q8RQmR0JI8ZQ/jCmecwt+uSFxLPRhoiihIznzt14sqjmqi8aAhzr8V0nGjZfQDZt9rSYjxH2L1tuuWWLFi2SoMQOyf7m/SIjyYrJYOY+YfCfu+++e5IhRJMaAZ41x5KYiI727BBqE9c99ShRHzgUNfYxoueY9y31uGqYPwTeeecdvqrYfMXzhy52d7wBoA8fiDk2o3Dy1Ydesqfh4LbKKquE3m2YSnb83P8QTLoYj2PHjk293tBzNsb6JHry9skh2wUORWkzbdo0792oMp9Vvov8Qr3D+TbjGBbVNljvmFKM2bBlhYBTo+ME0B0Fm9SyhhMGoYTtjwQ1aS2HrnAsx+Nxjhk5cmRUb5gi8LZEpSVko+FBoycMbY5cwG0fPXv2DKVJXsmzNvdan3MIQedhd3397LDDDjY0763vli4zRACXP0uQQ8S/DLuF5+fxIRNFshDTrSlqoOT4FUNWzFvOdQQxTTERiFo1gNjmQKizKJqy6rGRw8uAOJZslV41EZ/UqH7gPG0OOG5E0ai+cgScaQyR7eJ7I9BdPEHUXT5tPEoO0FHfQc5R9qyRzEZ1Usx6MwzhGRVz+aGrZg9x2ulXX301lMYqcXY10wbk4zFkUbfMrgelSygBvACWO7y3RBQPJWisyjkaa7qpZ+tO6pU8NoT9tmH5/kWh5J2YbXzQYCtYFlNnndAbjou+Iaw3Ppz8UE56hwst2+nTOiFcKq0ce8C2AgcS2qp6lfxN/j73//vHazrLo/HeQjBcvWlU3rPjD3lGwd74pNla0A8Hn6DV4FyOCXGwrashRp8LPLPJJpvgrOhupStgc8iRDtML/nX+bBg/eHuDtWDmzhzi8ssv995VOXMEzLMUKSOWdZl0jruXObVSiOkQcxrOfLyKDB1DVthb4g+jHr3jDxGNRdGUVY9fd+gmyUYU2g+W+e4IKP4wFKKsKhGjW4qRkvxhuhGxvuHTxtNHLB7aA847qCXt9chKHhE6UCNWij8MfWrsD2aJEM8f0hY1Iy8VZoCh/cRXxvOHZv3He1sJoxE/gVreLQp/OHHiRNM4Y7dJuEhMF1KgHGqTSbdEHLHeYA9gDs0eg4M4obpTjEITfJPgQ+xn27T3O4qhP9LWP+6/TaBe3ygsMGiPgb6oefPmtEr3V+EbIuElX3FGJOY+6Ua8S4gpo+klsYStLt1jSji3dGRMzCYPu2U9gKfNln+xKAguDZNRQlo5GgyeSw4NA+84TBgJBO0lmyQkcKF6ffwhe6ubOc8Lw+mEHYosHQIuZQWewEleifhReLtcyCK+fPay+f58sBaj3t4rQkRwOo/vs5h3HX+IJTlWAMUEIXTVfOYIycYuwQcoE/Ysij/EuB2fC98cEMzDNzI6HAvhnbB79BHoMlsEzNWKAzdqlszPDHY+IQQDtu6h0z733HPd98h9akMpC1gp/jDqodt7RQbCqPcqqmFMPZ9RTtQckKChWxNRYRQdeirjjG3vbT7MT4rCH/Johw0b5nYc/sBiXoioWzgxmnbI+6+zjuD45cxKGYjtNaqfsuphOG24KK99zpcof3x9nnjiibSCM2Empj+099tHVtVLArq4Q7BD3gqkaLNFkUrBd8t7iTCmqjNM0fmll15qMzQOCie9qEjHbFK2xqeeeirFQOh58HG1sYh/i0diik6CTUL5QxyvTafErsec4WaDDVWTLQLY/brgQIT0qJBFNLmp92+Hss/0y2u3TETvbJeTj974Q8BZ3cFIlNd8rCurVbCVGThs7GzvFXaLcY3tkMjaHeYUqAz2jFuR0ZAHKHhXNZkj8MILL7iHgsQ2w/5Nz8Pu5wTrwc4df8jxJt7cJtg29zXiD6MeMVHf7aXFAiuKptx6snTSJ4olBK8tW7Z0fxSoi4JdGX+IbNHndBakbIiaAvGHMFHoTOzpouLDAYwwwVk9JBR6Xu0isWc++eSTrDq3fnAjxMY6NEsBLouzPRf33ttcDd24RI6mia/S3a1egbisTCYqRAF/w066g8aVGfJzQXTcnx8FKumH3CTVm2pUzxwTZwO6997ewwpya6fO5XFz1/m1eqdNGQQqtwslArjrFr4uk+dI2FXr06FKBiqXRYOwdVGAqD5zBLyhiQg6Wkn/ofwh4iFvn87unRdA/KFDhr+y3//QZ//j/hDsb4SPvd1CnuXoi1xw/CH4ZOgIgFq7pP+h22nFH9bmDURi5bwQiaMWNFNKNw2+9WhgOBtg4xfVA+NarASO41IeBlESfxjExGp4S41FzJw/tC+C998gf+gCneTGNqdA/CEvEEYp3owUaEvw1eHjFPW2JamHDeC18Npz7rvvvtWzfkFthX8a6RacR6X3lcU2GqaXXwq/xySLLUmDq9uQIUO8aPBdv+6665iz+xGDLtiPu0sBbb43phll0oFU+JiCI8bXON0O8CJNIGgt/3rX5YWdMnw7uRzdKgjAE99/krt0gn4Sw2Abi+i7kydPTtIwhoY+bZI2Q14VBzVBTbgV01a3skWAPwSXmRebukoeLuettdZaC59YzlXsDBT4wfnYhDEP43vpeEhOZqF/g9murp57gxvnzScmJ3/U7v33/UX7LqHkR+RnGmZ1Vq5niELnho0Mm7mxauCGujWULEUlO48Bjgmr7+uJHRdR1uwu1jq+uynGUpOECLBLONUuLGLCVlFk7G+ITe0bSoAQ/o748TfI5977TNm1TAgOpc8CIqrnQtXDt5vJEjt8jAK2UJh4F2tiUF4e33vlpSmrjKEEib7Y7pztle1FPv6QEJL2bhPEAZl7WUPULXGx+EMeA2ZdnPU5jbnPP8q3GFFW/JODHWLfdF1xOKPz2phDEI+UsexHIBw3ByuwQMvhHj//bO+OHz/eOxMMLJken4QUo8Bk0pa/cLeu+JCMKYaIb+K1RnZzCBZIQGKPgIjJ8R2mvkuUUTcubIA79Kfu0DUcM2YMGRetc8LJkjDd3VKhNghwMPI+3Ndffz3duARJxh6MttghB/lMr907ya8z9yZKN+emasXOGWr3bvuV/Tm7fy2Xt3tGVkACWGQHXSIqGQ6c8rN6iI4/PP/88719chr25rHA1st7V+VqI0CCJfMBISgRqr/Uw/HZirIn4l1yAfOQa+NMYW8XMWxSD5ezhiBv9mgo7dGfGz78SyIHoIPNnjp1as6WnHo5ZJl2pxo8wlL3422IWGrw4MFehyniKnnjwKEbMPErog28ar1tG7pcOP7QnhbbEFy+SwJL9BTYPCSjzu4x/qHyt3rxxRfTxKU3WXjhhdHdJUxlEd95irvwtyyHnwvvxt5BgBxmaL8aTIyYUV7rLGzbKt/fiQ/BouwxEQeI+LG14b15BFFehUzjd6Rn/9O/f/8aWJmj6MP9w9m1rrrqqpWbLgMj8Wzd28IhmJBIKV48NakQAR4u2457uORCJCeqOy1V2DnNv//+e1yRTUXGBwxHR/JhVt5tI/YAKw5jw36IMNgOWGws7m8Zu+ugFzfLxDwEJYaRucdEc5S0nBiKySWCpOW7A0AKxKau/H1AM4m3J+levL0hyHARv1DeIiLkfa58LPVQFgLOJYFv+nPPPVdWW0fMp5wjtftz8xaGDh1q5gwcY0xwj18JBIibXfNiFvC+we6DLQvkyUVMISiugp2GHbITLAQotRRVC78q2+HR+GXrQ05yAYtz6dxzeDN5TC44CFxAnt7VgvKH9ggtHLy9SfYvPBWSgJI/uEFvK+K5BVPJNclbwinfGYR4Z8i50y0K8Xk15kaSIjcijFzq2K3BuaHKc5x8JvkegkO4GnYWAwprPbccb6FCPzE3ULkF5LjO9RQ1NZNM98rh50Nby/9j6+LT4mIslTsr0WeCAMpn517FQznooIMykYOQCKdbt27u7UXrlclsG7GTZ599FsWUg4ICzB5/CGWthb9BGGxvJxg4pIs+Vda4dUgMni4kNWKyaswQs1Kv5lC5OqsBcpI+MUxwZkG9evXK0KjYO/pLL73EKcX+uDg/eG8VrYygyg4hzv/Tu+eULBOP0JpnaGrUWI8AGajzDyKdGKH+Mpw/4XxhOx22yLC8uoR0ORUznF62XRWaPySINodsFyWy5B9ekAAlDD3UlUIZPz2mZD90TcE5k2I4k9On90XEiNQdcHHRSW0m5+3TWyafuFsIH4/KFWjezq2MIdPBBx/sFMJuOLz+/oBz9v9ZWSwEJ1Cy5u9//3vXrl3dxEhxeeWVV5Zs5SPw2dAj/k8tEvb1rMtKEODhugQVPGJexUp6s7ZOCoDGjFe3sF5zHHAtMYP97RB1BjSSZJENPgJUu7N3gREjXDwtDrXFFK+g3nGOiPjeBLGqsAb3KrfXoQMvpqq2Qgyzao5Z78CBA+1xoNkjOWFWPVs/WO45+fJxxx1H9sVs+2+g3njPvTEywBxTBdtz4v91ruzurwaDedypGmjtGU4VXbTL+J1VvlabHgfFSZMmual6v9rw89x1t3JQKDR/aM+P9CZkc8ILkd98883n/rqSFHDmqeeXAEGUrcvHFaCJwlCBH6ImPvO+PGnlrgj7EMMNe0WOuRb4pNxO4umxP8FOwCnQ8GSIp094l+dOpFmDwnXOc8dQ1nDj3xqY5iacLWSYvDMl9ynF5somz7+IDEN1mwQTdzQUzIUaebAtMHNOPvlaROlDAMs64k7Zw8UW1J4aviVlxa3llcYpxdqaWSmsUc6Emj7c4i/5lju7UAyxeO0zEfFgaMBB2b4R9A8zEz+NXN4lVyTiM0CwjSgTzRIW+6Q14gU2bOkZ+17FzWry94dPMNa/9lAQTa633npZfRmxqDeDLGQu/HnWlbSZ4RJnAAAgAElEQVS9xrCjM99xxx0NZA459o1O6C7O3wjmDNbE/fkgwcFfMXN9QI1hSTdc3759zZfVPqZw1+n6iWo1Y8YMXHPtQMUjO+qooyo8SEcN1IT1czK2vY76FwQIi4L1NnZE+PsGAcFYC/Ni6pGl8SpQgD/kyB6krLcaxEhYaRJnlUJwbj169GjWrBn7iAWVDhLE1IAV+zsE8FeYybVr1y6GuMJbzB8fBjphtswZaQ1G+Sn6RMWKyQENsWkZPXq0rwceMQvxSq99BE1+ie0uGxN6P99MkAL47N8guPzyy5FpeSkRK7JAn8jAS6ByEyLAqYs/KO/DJQPYTjvt5KaEdNl5O2BIg3TG3aKAZzUyGleDroxnjVW2qylUAc0eYBIin1WzaQAFzHNWCOCCQue4rNMhEiU6d2E2sxqi/vvBAAH7UpsnXlJkA2JrijLOj18Ojg+c4Th1kWfMUeJzSKwgd6lCEyLApsTD5etjcyDIE95u2CYgfkoxK5SEyKZpSHBy9IcU0POwoaXoKh9NCGkBJggEbTkcQZ0Jd7kLJIyN96FgjYIfb+fOncvtp9Hp2f932GEHWwWGptirH3300ZksCoQJ78d+Zb1hhMhJ2ASymfRfL500IW9at0MTk4CtMPhzcSPYyOz51bn+0IcwIWRsUUErSpYDc0icQ9hj+yWx50HjseuuuxoUCBR9w2V+SQwD0tM7HS9JZpLoKqH5Y02z/8d8han6/vxIfsrxzsB55ZVXMp955h1y5C3rEIaKAx7DFpg6Wm/mq1CHoQjwcHlSOFw5I0bv64r8grRg9oti/PhQIUChk1CVcuig+aucOHGiC3dx+umnc5n5GokWO2DAAHRcPCBYxAJG1EC5TcBA5x8ODuyuvHtuy43/jhBvxij59PikkyhSeIEVkCbzl7aSDrE3QYbuPsE8buTCRNhyjzv+i4zq3lEiSnDbmu1XFoG5kuk1aFtUf8DiwsUhAeTNr0QZxVOgB+JrOO0WikQssCwOUIOilGLaqF7BwZ33UFMTVAyoU3TlmtAn8QKduRkI43+YVw2t9IdujyqjgCjivvvuo0Gj6A99ayMKE/nfrZJjEwyDj4BLXD7I321Hn+BdatjrMYfD85Ay51S0FmZr5CNGHoygnUrubrfddr67domYB8sKom85y8lQMqtEEUpWCc4NXJLDo6SiD2eJKKUB8jmLdI/4h2caM2gd3sL+hPQqTIy4I94PduhU+/Tpg99m6C1V1i0CHMVMxI5Qmb+jJPO0V5qj9jnnnJOEPq80eEwhLeZbzvf7ggsuQA1VvZXiHc12SlRP2CSelAuNUL0R661n0EZyB9ooQHxzI6IJHu9UtmnTxqVyhc0gwAOV11xzjQs26Boi+WKzwsQjVD7iyFRoKgTwZeBBc2zg8OCbA269oTZEfN/5yiM4IISetwnqR16Pgu9Xd9xxh8tagRiX40pW+xUnJYI1gDyZEoEd7ogaL/5FKGOvTkJC9ihbLGdaLqPOovGAIMJAE+sMsjDFgpnHRCu+VQPfdWyxCskRINIDh3KeemPpD0MXiHyF81PoG4wxCd63/K6++upgW7MJoSGWimgmgwTUILJq27atdU6wHI4CPjKss+jfxPyE0wgNMe9rwqWzu8DQLnjXahBq/j73Li4Zjm+N5557LvtmVPM6r8cmxx224BzqfLaaXoUIODsW3zvsu4QnbNxXukKIvM0JPOa063iheG9VqYwW0Z5F+/btqzRE/XfLRoQlm++ddJewDbYh829MKjy0KHyS6n+xmiFmVkH7BaL/u6fsLTg7I/c+UOAT9vTTTxccSbw6nfsAvAeMdOaA7LPPPgY7f1yZd94QHSLLwOLGvXsY0NnLefvtt5ecP4a+7k12gXzpCn1G7sM3KD5NydcjnMB8tXHUxjui0b3nkXzjl8gPHSA+JO6vyBWQixOhDm0VP2dkix+5EcTERfRG/oUYns2Hps/PE38GH0HopaWvpEMvf4hVns2QIzI2eF6TJ7cQDIMRcNpi4w2fQsetn0qTL5JYBSk7Zrf1MzHNpBoI8IjtpY3/t6Ff6Qxxc+w0p1XExqE94+1m2wX/EtQnSIMZkhEkObHxCejZsyf7DF8EzC4K+yD4OvCK3nvvvc4Fw+29UQVs+/GShWO0dzv0WQSfjmrqAQHcBe2pEeYt6vmG1mP6SMNqxCGvB1gSzoG8eewwvPwGERhWaPoYNS6PyZJYYkyBy3TOYmxGrdpXj/SKV45zrDfyAhanKMPdhyC04NKuuDeZQzJh/0DVN0T+Ludxa1YhBQI44GG5h22AacBS9FAPTTDjsdT2/Dt8+PBx48YxqwceeADnJZsepvCYCVkZtwFCYhCqzvF+yY8C8YvF4QR9YzyN3cX6CJsBrFvhCYmhh4EKToNoO1FjepsjLfOluMRZOdT6xduqgcrIBdOlSGqgNWqqIMB33f5ChUZJBNiT+XhDBnNIrh0X5dzbEPsiTMoRbFkllqhQkvzWS4OlqEV7YtPAih5DOO9dXxkDb/NIYXRsTfmrRETloynC5SK//3hXiRmInC50yXAFSLUcRISBNdY6lFiV9YyA+/QjkcEexzvVyZMnW6Asvs5OP+YIkKqzp7nLYhY4tDhbdDSHWJk6r7ZsAeExYQnJToh5JHEWYESdOWu2A9Vzbyir+bHV4OrsEpjjpuTNGVZy/nwp4Od5n/fee++SxHkgyB/LW5sVEbeNT6C9Abjz1WbQWo7C5oVdNayj/dxi2daxFbHTKpXYpsa4pDseEqAIw4j8xrcEpPiGISwfgdF8d2Munc03hmTMx7kgW282Z75MMT007i1YYstsWeS8BY37+DTzqiJgEerYpthSogZy0i7bLojsh++cj9gbmBpvK9/d4CWmEE4VgKyqaKEggoBE1aAkwSO9mEqMKEzyV48UgKfMr8ghsuIf61NPPWX7DweYJEYK8b2VvEvYdksDiwKNKH0l6fNKwM5MIhA70PLvHyfccFUZ3xFHQHjq4Ak2ryjZusJBsbdW/8YgQEA89Mv4+8bQNPQtzjr8cCi3VRB+gDh1nIGQCxIVxiq5i3tPkmUisEFm76MkRAHyGCoJEoPPSUwsHF9DLlH6ox/A2R3Lcn5eAkRxxKTx1uSsjGs1Bmw5W5SWIwQyQYCYovRDLpyYeO6EkmeLwIEKSoTK7EI+yT1nCJLf2HzQHIZa3ftmi1M0zlSYfFNPrHPUYi6luI+y4JckZ3MJWgoORY6Xjzbep5DP8WJTLI3QPhxUaMifg8tp4esHiTkebq4SI7WgwyeWXHYYAG0LtufofQWTpHOEo0+aIJr3RQz20ef1kmC55Cok8BtSP6IwujM8ekXYP9+qTznlFBQbvsoCXeab/a3q6vC1sBelNiEQqrqWhJ1zZsKA2/15YOEZ39DpD+EPg5TGfBIAij0reLdkDRawTqu5zTbbkDXLfrn3YLFopUSsRjpbEiURCIHiIIBJm8Wjwk4+ftWWOpmtjP0nSIlrkO1ynLoQ8wcJQmswLnVMKVamoTSqFAJCQAhYJCdMPfGpCUWD0H0ud5/tRWxZviQ9WMXj8Gx3kU+VDE6GOSWmDUZ/xhlnhI6b+0p8xZ27LNFcc7/eShYo/aH9sVT0L7o1xM94xFXUSyM0JsQom5TPOivFxHllsbYnxygmoCNHjnSZf8rqisioaP8J3UFsAyIiRMUpLavPBiLGVkRi+AZ6XppqtRGYNGkS/sYJE4HET8acUlAbIoRij4ondncJtYLdO3JD9jRXqYIQEAJCwCGAbQIJ9EaPHk0NPoHostwtbwFezgwcrBKtF4osF5bZKlE8IpOyMvwkjk7xaRtIg0zgfXKzIf8iigRljPC9gxahDP5mX4ZkEDPAIiw59RqL7iKcGjgaYpds5pEo67E1raSrorUliCjxCbBfJZJEOubQixgx5YvDHBI2FpaY5aMh8YKgshAoOAIclYw55BRViekUVhJESEYej9QpOXNo4KPVN1NVmNWgtVLBH5CWLwSEAE4xuP85C4UoQDBrP/PMM91d7NWvvPJKthdX4y1wFkVLkSTqDCnZyNeKJAsHYMdbersqThkvAHyUirPeFCsVf5gCtP9rgmaf2LitW7dO30UjtyREzZFHHpliBZy6unXrhiqSqICZ8HWkfcOyNMVMGq4JzCGaDeMPG27ymrAQqAECmLITTRGD89Rj4ZfywQcfYOCAgDl1J4j2kxzXUvevhkJACDQ0Auuss078FkGQTI5JJddImGVUglF6yGBzjhAoEqk/66yzgndVIwQcAuIPHRRpCgQxt0iSQ4YM8Trmpemr0doQmhkFYLmzRmyGRzXqVvhql+a+3E589IjBSFzjq8zlJfk8MCNhaUBHJPlcrlGLEgLpELDINIS5io/TEN85Ij+OTRgglas5dN2S5dUic5B60VWqIASEgBDwIoC7YLyZA1/5GAE6cRb4cQwgzg2Jo709Jyw/++yzxAhMSJwbsqKkpsjigYk/zALFOeYgx4OlLM+mu0bohRRGKaaJycQ111yD4pHEGCma+5qUlbvG17ZxL/lskEDM54rQuMvRzIVAJggkjKUcMxY6w+7du5OIde21144hi7+FrZeLmxVPqbtCQAgUDQFCK9uSSwZsh38jXLwR+446eCdihIWRwoUXXnjEEUeUi6H1Rl5rbK/KbdvQ9AThJ88HS9hvv/0s1nRDL6fakxd/WCnCeJsQJaXSXorRniRjnMBY60EHHZTJirPqJ5PJ1KyTVVZZpWXLljUbTgMJgQZCgHwVZc0Wrx7osdlG5nLssccSsIECoeTL6sRHXO4cfM11KQSEQC4RwNCM1NkJl4YX9LRp04zYd9QhXyKxmsmNYXFQE3boyAYMGMBexyUs4g8//ODqc194/vnncQvfZZddCBEEerlfb4ULFGNTIYBzYFZK0LxKeylGe5LJsBmR1R273ExWTIKHTPpRJ0JACOQDgdtvv72shZiVO4FtiPxO6na8owkFUVYPQWIcIIOVqhECQqDgCHzyyScWFQYjBctTFQUIwnRnoI7BvE/ZhQKQcxRBUJOkZg0OgZO22cDDZBZws4IzXGqppYKwqMaHgPJb+ABJc0m+BxLRYGKKyWWfPn3SdJH3NuyJhxxyyIsvvkggmY4dO2a1XGJ2ZdVV/fdz8sknk4C7/uepGQqBhkMAMy3mTFzBqAiBDbciTVgICIG6RQD1nQWJiZohgQacqIuz00orrWSUWJyS9+Lcc88tdN72KNRi6wnhg/4wlkQ3/wcB8Yf/A0eFF/3790fMc/TRR1fYT0M0J2oW9g8xU73zzjvvuusuI8B8i0uMKzp06BDT5NVXXzVrB+RbG220UQyl9xZyOIJBe2tyWSZ46VtvvYVnlLKr5fL5alE1Q6Bfv37OsYcCQSAImoX7ImZX8UL9ms1QAwkBIZBXBFD6NWvWLN3qdtppJ3ya0Pulax5sdcIJJ5AvPiuTrmD/9VNDlFeSi+AcXol7ef0spwYzEX+YJchk3vzpp5+y7LGO+8JDOn52pIX8z3/+42jWX399krfG+2qiWrRIpCTPIDtNQgkZGRQ58LmB8l0YNGhQ6k9LvpHR6oqMwD333JNw7506deoTTzyBuYfBRUKw1VZbDY+UTCJmFfkRaO1CQAgkQYAQmm3atElC6aNB4E7ewh49esQHPvW1ir9EIv/bb7/F0+TpLuF80sVWzBMICdci/8OEQMWRwfOQbzSOIo/33nvvvcGDB0etjF3MGxqLXJE49sTEnYe1pjcLLUWfuF/DKzr7+6hRilOPga7SHhbncWul5SJArp255547SSv4w/HjxzvK999/n8NWyaARiLq++eabb7/91jWMKZSUncW01S0hIASEgA8B5FlYYGGVut5663Xu3Nl3t5JL7CbSOTFWMmiN27J7Y9zHoZRxM/RvqvEqaj+c+MMMMN9ggw3uvvtutFgZ9NU4XcCxkI4var7we++88467y9EtXuKFlde1117LJuh4SMJM7b777q6HmMIOO+wQczcHt3BqJxwz59ocrEVLEALVQIDthcQSKXrmbMQ+E59NdNy4cSTmIarBmmuuiQgf6VX8QOgk4wl0VwgIASGQEAGMqjgd4YVIGC1SHTpfxITN48lIlJV79QabNhJADqXxUOiuDwHxhz5AUl62bdt24403pjEuxSQtTdlLIzQjac/xxx9f1kzZ0SyIfEwrvA1vueUWUgMRXH7YsGELLrhgDLHv1umnn+6rydnlpEmTxowZk7NFaTlCIFsECOBEhzFGDaHDIY+PZ+fGjh172GGHWQAb3FcIKE/kQK/lfGi3qhQCQkAIZIIARyNCZ9EV+kOvWVYmnasTIRCFgPjDKGRS1mMSCa+YsnEjNENIjwscseCTT7ZFixacqErSb7nllpzD1llnHQzELUoE22JUq6+++gqVWtFMLvE8VHzFqFdC9QVHwMwNiDSTHAfyHCKQiqffdtttd9ttNwRYLiT6Y489FrPz9OzZk9iD8X3qrhAQAoVFAENHUumUtXzOXaQHI5saAvqohtg1kPGie/fuxPmLoil4/TLLLBMfNrbg+PiWL/7QB0gGl7AuGfRSx12g3CO+KBOcOHGiy9/qmy80BMWiktiAhKXx3Y25ZGu7+OKLLdREjFk8elqiUcX0k8tb6C4IpJHLpWlRQiATBLB7f/DBBxN2hbJxlVVWiSdGInPTTTexL2HXkCTxPSc/F/wmvmfdFQJCoIAI3H///eUaBGG0hVw+xq6K2ObYQRD5BlstbNk4RMWHly8O7ATggW1mvbiAkYjOeTAVB4HUKxV/mBo6f0PC31lwToJBxUiX/c0a+fqZZ55hSwo9DOHPg7Eo+evZCo1RTLjQl1566dRTT+WQB30UjCDsBj3mmGMIP5iw80Ykw5LNorOS0JZQ1I24BM1ZCNQMAbYO7A7c/hAzLnbv22+/fQyB71a7du2uueYaX2XMZXys5piGuiUEhEC+EeBskzxqKIn7SHgYAwibHrJjbzw/DlFYYxF8K7TVm2++icyLWzvuuOMee+wRSpObyhNPPHHEiBEsB7/NvfbaKzfrqsFCxB9mBjJiiQceeIDuiNpCAOLM+q3LjrC2MlHWyy+/HDXB5ZdfHrusrbfeOoqgZD0GY6gog2SYhJ100knU0//VV18dH1si2LyxajjFGsgAjq9UY01esxUCtUeAaGE333xz1LhYJXBKwOKdHGJYN0SRBevxb+QQFqz31nz88ccffPABNWussYZyMXuRUVkICAGHAB46s2bNcpfxBZxu4g85xIdHbci2xo9EYtYbGkXLJh3snFDMZvnFBkgusSBBnmpizqh5WmY11iL+sBqozvH000+/8sorVem6PjrFxv2ss86yucChZTgp+MlNN93UOmR3C81U44bOcFx1JQSEQEMjgB1BEln4ZptthrkRhkbVWCw7/6OPPkrPGFbgd12NIdSnEBACDYoANggJM9FfddVVtkaYw5133rnkenGTZlvj161bt5LE2Z7ZSg5XJwTYmtXJTBplGuIPs3xSaHgWW2wxenzttdemT5+eZdf119c+++xjk+rduzeW8T///HMmcyRZCHtclLSMxGLIvSx4IKIvPIIyGbQhOinUYhviiWiSdYUABgu33nqrxZH+/PPPqxrNnJQzwbWTHdHsGoK3VCMEhIAQIBaDi5sQuoc4iF544QXKHHJw0kGk5epLFojbBz1Jv6ZMmYIVQyi9WbrNOeecuc/KRkYQC2YxcODALl26hKKhyigExB9GIZOmntgh119/PWmyaPzwww9Huc+l6br+2iyxxBJEWyYAIFo+WMQhQ4ZkNUfOeVGprokcSAoys+DCv3HVVVfNatA674fvyoYbbljnk9T0hEDTIkCIUbN779OnT+YaQv4GbW9njV27dg2uFKdHS25EnOGWLVsGCVQjBIRAwRFw2QuxBX3xxRej0Lj33ns5X8Eclgyg5e0Bdogwp3jlEEEQxaPFgfcSeMtYyw8dOtRbk7MyHHiHDh0smivhG9IlyM0ZJmUtR/xhWXCVJm7fvr2JZMhnWlUBdumpVJmCvzdMIBzTcvbZZ5dMcljujIhEjJu1a9W/f3+SnNole+vmm2/ubuWygHM5Slqznue9KstXKpeAaFFCoCQCJLI3msyPPvwNOqOv0GkMGDDA6q+77rr9998/lEaVQkAICAEQIFAFplJRUPC5Z7dp3rx5FEFoPfKpkSNHcgsWkcPDhx9+GCQjtOl3331Hfe7DZEydOrXcOLFBuIpcI/6wik8/34kQDTgMFTbZZBPK//73v4muSZStdFrTJ598cv7550cl+MTvP1hrvImeffZZC0bMdkY1m6kZXXD2wkgDBrWKD68OusZcDXhJyY06IvdO5HWAt6aQBwSIlmzBafAA79ixI6nGMlzVNttsE9UbW5+zoYghi2queiEgBIqAAOcWPusk4mOxeCElj1KTBBxE6hhYQYmBPaMYH+htSGxnbCvMQ8dbn+8yOhuJ11M8YvGHKUBL2iTf+kNDgWyto0aNIrcH+x3mVWeccUa8iD0KO2I948F45JFHYqPLDxsJNjIX4AE5EJWmSUMqhideTJbYqCEatB4nAbzJCXfRoPPXtIVALRHg7wXLAjxw2FJwR6xSShifKwuqfgTVFrCeP1VSJtZyyRpLCAiBRkGADQrNAecZJowky2shVfkSkKqTKTGqHyTOd9xxh+X+YQJlWa5G9Vn/9fDMuH21adOm/qdadzPkk6ZftgjgI2fnA6JOZdtzPffmROYYvqNRJK8OkvvkEybgMjFR77nnnkm//5BvWVucG9lA1113XfvLIfwX+rTk3TYuJVm28Xdi1WRRa9xVaOZCoEkQwHbL5OicxghbR1yrdNNgI8JsHkEVriz8WrdujX8jNZa+zPpko7OQy+j5DzrooC+//DLdWGolBIRAQRAgpSFbk33fkWFxzslq4Z999pnLOE2eQ2+3zugdtyAy8Xhv5a/Mtvz/2DvzwKum9Y3fzNNVSAkhKkMp/QwlLpKhuCVXpkwJN4UmpMHQIArNCVFIRUKDsSgSoiK5IklEGW8uGcp4fx/ee9fd9tlnn332Gb7ne87z/aPWXutd07PPWWe9a73v85p1Lk7pxTe7/MzoT/npptR6MU88otVh41Qic2dDZiqc+xeNEYoI7E7jIYCeSHVctF2DOFvHa6o81uIq1SYu/bA8vj6NucwRYEVyvH/nnnsuJ1AxhgQVlpm4Y+DNes7hF4uSa4ddHY8uxCv28K5ICSEgBIRACAJem6ALLrgg9hlWYhd2Q8j+wemHnG2xUrkLw169eiXWKrIcB6/0w9hvdhO3+VYi6wgsW7bsiSeeSNfDOOvDyE+DAwcO9HU0//c/yKPwh/YVpXx899138R0iTEhKSQkIASEgBBIRgNwYG/XWrVuzScKOC2Y/dgxt27ZNlAzJgWyQRjirglQZq5A1a9ZgwuDke/bsOXz4cHvkbL5WrVquSAkhIASEQAgCt99+OysSLjm4z8C8wNmTW0xCakUpss0YOygXa5G9qFv6MNRyJF5RWivvMvhblvcplNn4Y2uWJV4RYijM/7b7/Q/ro1deeQWDQIeJY/LEGAkFyeUXcWLfffe1DzGhCw8++GBsvu2RSBWAxO4KiLB8CEEAHx4chwxS58CDyVblypWtKeiJCekT0kIxFdn9Ib7sMFwX07w0FyGQTwSw9nRqGwxYLC9e09DYI4FVon379i4Mz5lnnplFC7HYo1JFISAEyhcCaHFup4TRKQtLjPHDVmobJ6K/stHComHt2rXOdIsYD7ahYgfFkdaGDRtidFG+qrDVxL0LYLH7WLp0afkafOGMVveH9t1M718uxAhviDWRVcPQmS/keeedxw2+ryG+ovH4PH3tFPjjrFmzcAu0QRKHFKPQwYMHwzFDDtMHHxJAxNF7SFAKFKFXX33VO1P2c1CzQEWDeRhMXPD90ALH+eifXrEiTrdp0+aYY44JnCABVFgErejI3/8CxZQpBEoZAYyLpk+fziaMtYVAyfz179/fnBLjxYZetGgRViEQD7rVnoDUHP9b3MVShlpzFwJCIF0E+B3HshSSP3ZKxMWBpa9Zs2ZEJkyrnZdfftl2WZxYPfbYY3CxcLBOC2SOHDmSpQ9mGh65ObzhhhvSarmcCsPdCuM9g8f5fL/99iunsyj7YReOqlpeRnLdddcli7PZuXNn9h9MBN9fmAzs7b700kvlZWrxxjlnzhyuB22yxCdEi6MdlrkXfv/DwiE8SGvid2CLLbbA54farHo2JEi3XCNonlm5AYg32TzUwnmASB62ee3WrVtij/PmzWvcuLG7oQXA6tWrg5VuMBKxUo4QAIEVK1bsueee3qWG9Zmjev6iuP3wlTTh5cuXe9tBz0Q5hEpeIAsBISAE4iHAAsJuxzQ61ihiO7PapLXJYdNl2y0uEm0MEGvRiDOGR28k2iFaYrwRlq9aBIE0cjLA5DSwfA2+oEZbgdF4fzWVTokAl/WTJk2Cq6Bu3boIczbDWbKrhQW5Y1Tn+gs1qVKlSlyvFeuVF7oKVKVMn+PzE088kTtDx9bgMCFgKwqePcISARquyBJoO85QnpwuXboYdadXjICHWF/YLeXdd9/tjOm9MsWR5qbUmdeiH6IPe+fFrfVRRx0VGDoFQqCJEyfWqFHDK6+0EBACIIDrIAsLCUiSvYCwkvfr148cyBsS1y5OauzYJfFEn/UfeWLteFtTWggIASEQA4GLLroI01DckawuToneo6i0GmRX37t3b6KOuVo8EqDVPRZ3AlIxY+LBeITrWUdUU9yzzsXspB+mjSrX1nx18Tk0Xju+1d4tQqJ+SAcoM6g0afdUHirApEzgL0bKF3LVqlUph4zBA+qiT4yzfMgkfJmJj0TsMZuBbbfdFrtTbC8TZYogx+mH3MpOnTrVt2cl/CO2E8mmOW7cOF9ktmSSyhcCpYkAZy5Dhw5NnDtHzpy8+PI52OKC0ZfJI1FeOZ/mqbMAACAASURBVNUikE9ikXKEgBAQAjEQGDRoUI8ePawikXLY55DG6BQO84itYbkG9wz6ITsBV6Vjx47sS5NZvTmxokk4/fDBBx8ExqKZV/4nIv0wU8xReLBv5kabhvCIxdfFXf7Url0bHk7yi1I/xJKW2WHezY0WNCrc7/k0mUyRTajP5eGjjz4KEzQlkH0BddOmTROkyn0GrK3GecvnCtdq33zQD5955hkuCeFAMiMKTErINDGsKWDrwmPTV0uPQkAIGALQM0Bag00XXs1wYplnThRwWOX4St57770IQ3tg4cuiVJSMEBACQiAlAqxFLE2cUrEuOeG//vWv3ptAlx+YgCjLy/qOHRYnXFyjlZR3NGwMzz//PPhgreZ244FwKTMcAfHThOOTuhTaKHcww42W9+MIf3FRKjAGCla1LnQHIexzrRzS6Y477ui4TDnUx8oXhTz60Vrqd1kAErgRssTbQFw0W++4UAXxX/eGhYRK1wlAlt2uXTuvsa4rUkIICAEQwL2ZqBX8sZGCY8YZdBk4cD5hpG1pqKHgA3SgtWrV6i9/+Yt7VEIICAEhkEUE2D3yh0075mZcPJjRGXwz/KXVCzuHPfbYgyocFsdj4Uqru4ISfu6552C5L6ghld/BSD/M9N0NGTLEnOJQVFxMc2sUG9TTTjuNO+6ZM2diGGl8u5n2Vxj1IWwgxKqNBdfKvFl4N2rUCJdrM7DEgoKDMehSCwOS7IyCu0Hieltb+FsmNor6l5jJVYYciRNhUY4QCEcAyw6fAKQOMFFbJjF7UCN9AnoUAkJACOQOARybIR3gBBwKOvxo+GWP+ONuZ+UwZnEz4U7SczfOwmwZEzPH616YIyxHo4pq1lyOppS3ocIRAtE5uh+WloGdQkhlpziffPIJTnowSgWKlcdMLNpxjbORc+UVxXswK9PkMAyzUscVQUiMlStXZqXl8tvI3nvv7a4cudGFFan8zkUjFwJli0DFihVxh7Y/KYdl+y7UuxAoWQTwoBk1ahQspjAgwvLAnxEiBgKCZohrCcL8wb9VssqhF5wGDRq4+LTefKWjI6D7w+hY+SXxY4Gx05+b5JlrLiKTwmWapLwss7n/ZHFhBDhMEiEn5VDeeOMNF/uRINH598PhUA3lHJ6b119/ncP+yZMnF59FJTpwxE8L1hSY2tpb69q1K3eqKd+gBISAEBACQkAICIECRwA9h3sIBok9PLHEAkeLixNH9oFFJZuJgZs3BljJ4pDJxKUfZoLeH+picnn22WfDGsIJtCsg3gPXa+YsC4dNxB2/q57TBEYLaFaEcyQIh9k0QhCaUj9EK+YoC5osxkbUaQwh8q8f4vPZokULFs3169cT9uett97KUD/88ssvCVvCVST2+iicZXXshCvUsGHDAJb4tpiI4IqQ0w+AGhcCQkAICAEhIAQKHwHuD0OuEAt//HkYIXcG5rTZunXr448/Pg89FncXsi+N/345s4G9k/BZrgmIDYzdzuVAqeJC/yX6ujix/Ce4eUOVxS6RiM/O4S3ldShUmbAtm3KIGgyzFlYQ+R88PaLF3XzzzaaaQmGMU3Imw6ApDICBAnJUHJAyaSqTuqxua9eupQU0wxhHCdCZYmuayQBUVwgIASEgBISAEBAC5Q4B+D7g9WHY7E51vJ7565N+GB9DePAwdMS0j9gyrhViIRKI2T16E6gf999/vzenrNIohFyXXXbZZTYAeNtxJuTP4keHjIrQ9p07dzYBIoDxbQwRznXRJZdcYg7ZX3311YQJE2J3h9lGYkjG2K1lUhF/gxjV+/btSy1MKfh0EZMtRguqIgSEgBAQAkJACAgBISAEDAHph5l+ErAOxyzTtcK9FmHN3aM3wcFGgRDv4j2ITSZjg0GHWDEvvfQS1O38mbrlHbM3DQkN4RPIwcMNH+gzzjjDW1omaQx3jUMCnnrU9eihzLyjRaeyMJXezDJM8xYIsxZxAJj4cvPJq8HOFiLZiLUkJgSEgBAQAkJACAiBIkOA4LTc3CSbFA5f7BXtDwM6fIuSSSpf+mGWPwOEJvdpWVxzu/APRC9YtWpVlrtMszlUO8xirdKhhx6KZSbB1lO2QZQOIrfCCoPk4Ycfzox800zZQi4EUO3QDCE1hbYLFlkzPU+ro/vuu+/7779Pq0qOhPEFhdKaxolt2K9fvyi9wGy2aNEilHZmwTlFlCqSEQJCQAgIASEgBIRAMSHAVhASEGZ0/vnnsw9PnBqWfZBE4o7EXtH+cP5iuxVj35jYeHHm/B5bRf+kgQDWjGhK3greCMvYmnqLLI08jCP2ASL4aaJA3nIgdHGxEGBhWbFiBV3DXwp3DsQzgcNA9eJbBCWMjR//w/feey9QsqwyiS1pY8MZknCU0O1EGQm67tixY7FTZynx8lzhARilenZlCNrjEOZSNGXj69atIwYufLPMl7gpKeUlIASEgBAQAkJACAiB4kMAP69tt93W9oFsyAMn2LBhQxPw/csVDg5KgVVKPFP3h76PSopHVKNmzZoddNBB48ePd1E4uRW0atxre+lqXFsYZLrdf5s2bVx+nhMoTpdffrnzgYTcZbPNNmMiderUwQWxR48edvriG5WZkprXL5JcHu65554+mbJ9JOgfZpa77bYb92/dunW75ZZbooyHQyNjo7n66qs7deoUpUruZIDXEI7SBco8xr2PPPII178EtIAnKUotyQgBISAEhIAQEAJCoMgQ4JKDQ/OQSc2bN8+cquA1ZbvIX8uWLU0evySqh9Qt2SLtLNN79bjqYb5MHfwMjznmGOhJSU+bNo1/Ubc4hDjqqKNIF+YfN4SQynjHho2o0y6IrIA7onkYemWIYGGPOLkxwX333ddbWghp1G+0XBiNP/zwQ8aDfogVQcqBmRoJJQ9xchJnnbJ6jgROOumkcA5SXgeBPSwOEjeNiccN0NK6w4gcDVLNCgEhIASEgBAQAkKgzBH45JNPXOAAdkTGSeEbFeZyRC9bsGDBnXfeiUcSpaiLM2bMMDE8dGBbzDBMmq/HYngs8fvTdKePHhL41qtWrfr000+HtMbZBreO1MUG0qw6Q4RzVOSL3AAJinVEXASbFLrilVdeyS2cG8BHH33kuFL4/rj8AkyAsPngoajjHsmBUMgg8QLlvhElHzN0xLg7da81//al3Ov26dOHAdSvX98LfuL4YccNNKx3gydx2GGHJVZUjhAQAkJACAgBISAEigwBp+ZhYoqml2x2eOJ491c89u/f3+2dcNhJVrFk8zdy6CgRBQFMGTFH3HLLLU0Ya1Ie+cNYkevEkBYwcR45ciQCfEBhCiX8YIhwjoow0XYtN2rUyH2pXCYueUQCRH21HJTDs88+2y7luYtHOXGSBZgA4REjRjAwvszEq3jyySdDBonbHtoyKwIWtiFi+SniUtf0Q/RzrydkYu9osyxqifneHIJSeh+VFgJCQAgIASEgBIRAUSLgArMdcsghbFmTzdG3v+LRG757wIABySqWbL7sS9N79Qf8/scW3LbplStXDnQ4DG+UgHuLFy+mpXCxrJd6Lz9xI3TXhkOHDjVOJ2+PMNmQ+corr5C5zTbbcHmIAuYVKMB0vXr1LrroIlhncKTkZKhp06aJBgOwlcIVtHLlSqxtCyTciPe9hKN68sknE6bSLJwDJXFH5C+wSJlCQAgIASEgBISAECg+BCxkRbx5EQwcg7J4dYu4lvTDOC83GQ9SnLbyWAedcP78+YkdtmjRAmc8viHeImwvTTnEma28hIjBugB6VXRvoj4Q0pB5EQHCOynSqFiEf7RMTIIttseyZcucGNeqBBKEicflFE6C0JqMuXDGo5EIASEgBISAEBACQqBMEHjttde+/fZbuoZJ8cQTT4w+BjySlixZYvJwLoabbkVvtpgkZV+av7fJRxCNJX/9JfSEHWxCXnAGwdZRsaysc+fOwUKFmusGjJMhJJ/eYaJcLV261OXwyB0pf8YwZPkEz4HbyhnZOuE8JNzI89CXuhACQkAICAEhIASEQPlFAL+nzz//PMb4V69ebaw2XAaEe4fFaLw4qkg/zN97hDQJal3zXSTOhAuPkb8RROsJiie8Dd9//33ECRfh5W6J1kAZSxHgkSiUDAKmmbZt23qtMfG6dFa1IaPkBjJvb4eOMOVlMARHketgyEtRkRAQAkJACAgBISAEDAHuAGNbt3F/YI0QQLtu3bqCNBEB6YeJmOQw55JLLoGjkg4IdjdlypQc9hTUNFws7v6d60H39fDJ4sJnsfiwZkSh3XzzzX0CBf4IkTERL2yQRLZx8R7JwYUSI/WU48d+ONFxMWWteAJw6rz99tvUHThwoOJSxMNQtYSAEBACQkAICIGSQuC5556bPHlyjCljO2axwSAptDB1MRop+irSD8vsFROGJc99oxpxF4/KR798r7CrhMeF9Jo1awialziYiRMnQuWSmF/4OUcfffTMmTMrVqzIUEeNGtW3b1835htuuIEi39/pp5/uBLBiJ8yj+SW6zBwl3njjDa/6mqNe1KwQEAJCQAgIASEgBIoGAZjqbQfLjAgcDXlp9KlxPfPVV1+hHN5xxx3Ra5WapPhp8v3GiYLotXjMc/c77bQTdozW6cKFC7G3JLIC0UW9BC2UIgMXaDml4WH83Hzy17hxY6JcsIKgDeJVaPxUBx54YCLmGBi4zCZNmmy//fbuMacJViiz44WUOYSXOadjUONCQAgIASEgBISAEChHCBA4GrpBBgy1DNce0a8BP/30U7gM//73v0s5DH/duj8Mxyf7pS4iJ7d2iREIs99fQotnnHEG3w3LRkXE4vTCCy/0SXFt+MQTT5R3QieCUpo9LaytOCLGtlP3gZP1R4LwSDnMOqpqUAgIASEgBISAEChuBLjP6NChQ/Q5wncKP7+Uw5SIST9MCVGWBXCBGzx4MI3CnoIOZtwkWe4jtLljjz2WqA+oqXv89+/QQw/1Upvuv//+xREqtGrVqvBTnXDCCeDBDSG2BGAeiA2OfzhnUkRAy402yt+XAldPOoWyyIx+A8emTCEgBISAEBACQkAICAGHANeALh0l8eGHH954441ELMfJiJjemG55/7iNjNJISclUwIS3pCZcCJN94IEH4Ni0kcyePRtnuTIfFU56Lv4hMWEwLi3zIWVrAN9//z0XdNZaly5dhg4dGtgyKvFHH33Url27tKzYA5uKmInVK/FOfvrpJ5TSL774ImItiQkBISAEhIAQEAJCoJQRYOdsnkEEBhs2bFg4FOy0W7VqZZESAyWhCUR1DCwq2Uz5H5bsq//fxPE/dGQ555577u677/6/suJKPfroo0ywQYMGidPq3bt3YmZOc8aMGYNymNMu1LgQEAJCQAgIASEgBIoSAdwIU9q7zZ07Fw+jEOWwKJHJfFL5M6XLfKxF00Lr1q0x79x0000LZEa450GkyWCOPPLIsWPHGu1ngYwt82FgvckVIheDNPXee+9ByZN5m9ltYfr06dltUK0JASEgBISAEBACQqAoEcBLC62PqRExzhmIBc7066+/xjhu9erVgaWWSVhsi0weIlOCRbo/LIOXvskmm+DvR0gJ7KfhUClz+9Lu3buDwjnnnNOsWTPGVgaI5LLLChUq8M1HJ4eVByMErMzBHDrTXPaZuu0FCxa8+eabyOEOmp9YGqnHJAkhIASEgBAQAkJACBQwApi8PfbYYy64RfhIufCYNGkStmMhYk2bNi1iu7mQiYcXFZsyED7bAiwlxiDB3FMaT+do5M8//zwuefjd0T7hEHGHy1FHZd5s8+bNOSIi/CM2BkwZNpqzzjqrrEbF6oa+arBzZ0sojrIaifoVAkJACAgBISAEhEB5QeDzzz8ngjejZSMX5d6v7u9/5WV2hTNO2ZeW2bvgxIK+4QdauXJlmQyC05dp06YtXryYK7W999571113LZNh5K3T2rVrExQVZWzdunUwxz7yyCN569rXEW6Hphz68vUoBISAEBACQkAICAEhEI4AVPMDBw4sc1uw8EGW61Lph2X2+q688soy6/v3jiH5NTLPKlWq3HfffYGsLWU7wqz3jgEt0TtoFnuDbt26Zb39dBtELT/ppJPSrSV5ISAEhIAQEAJCQAiUIAKDBg1i1jhDde3atQSnn7cpSz/MG9T+jurUqXPNNdeQ+9RTT1133XUbNmzwS+TsGb6Wq666ql+/ftbD//3f/x188ME5662wGn7wwQdr1arFmH744YcPPvigTAaHKa/1Czszhg9lMgZ1KgSEgBAQAkJACAiBcoQAQQtnzZpVjgZcfocq/bDM3h2HH0a7hLUhqtqaNWvyNhRoPG+66SYLrkBk9gkTJuSt6zLvCGfl4cOHMwzIgU477bRly5blf0jffPONdQplTv57V49CQAgIASEgBISAECh3CLBbXrt2bbkbdnkcsPTDsnxrhLjAhDrPI+DezJlWNmnSZNy4cRDk5HkMZdtdw4YNIeapXr36woULTz755K+++iqf4wF/493afPPN89mv+hICQkAICAEhIASEQBEgcPPNNxfBLAp5CvlWTgoZi/yPDT0N+so899uxY8dnnnmGTrnAnDNnzs4775znAZR5d9tvv/1f/vKXrbbaipFwf5hnD8CePXu+8847dA11bXjcnjIHSgMQAkJACAgBISAEhEAhIACxn7kFQTfI9UYhDKmIxyD9sIxfbqdOnWwEZvSY09GsX7/+oosueuGFF6wX13VOOy3Yxjt37mxjW758OXSmeR4nCipun3nuVN0JASEgBISAEBACQqDcIQBxRtu2bS2yRatWrYxrsNzNohwNWPphGb8s4vLZCG677bZrr702p6NZsWIFAQBRh7BshBpnwIABOe2uwBtHVTYEcERs06aNRavP9ZiJvmim8/vss0+NGjVy3Z3aFwJCQAgIASEgBIRAeUeASGyYvJX3WZSj8Us/LJSX9fPPP+fUEe7ll19u0aKFzbZ79+74+G6xxRaFMvmyGAfmtUcdddRee+1F519//fXkyZPzMIoXX3xx/PjxeehIXQgBISAEhIAQEAJCQAgIgRgISD+MAVo2q0BR06dPn2y2GNTWv//975kzZ65atcoK27dvHyRVcnmNGzeeMmUKr4CZQ+iaB3fn3r17lxzKmrAQEAJCQAgIASEgBDJAgH2s1cb26oILLsigJVWNhID0w0gw5U4I/lKCH3bo0CF3XdDy6NGjTQvdaaedCLe4yy675LS7ctR4gwYNoDNlwJguoEI/+eSTJHI3/tdee43Gubkl+mXuelHLQkAICAEhIASEgBAoGgROOOEEmwt2WPDTFM28CnYi0g8L6NUQdGHp0qW5GBDehtYstCgEPMxFF+W3zfvvv79p06aMf/bs2SxAuAjmei477rijY8fJdV9qXwgIASEgBISAEBAC5RcBzu6NubT8TqHcjVz6YUG8MiIu4A63ZMmSV155xd2hZ2VkaDtcTuJfR2tcyg8dOjQrzRZTI7vuuuukSZNcoJFzzz03F46g69atO/vss+3l3nnnncUEoOYiBISAEBACQkAICIEcIcDeGCpBGodWkBP2HPWiZr0ISD/0olFm6euvv3633Xaje4yqLXh6VoYCHfCll156++230ybRFJ5++mlZlgYCW6VKFcdP8/jjjw8ZMiRQLJPMu+++m4CH1kL16tUzaUp1hYAQEAJCQAgIASFQCgh89tlnixYtYqYQCkIryG1KKcy6zOco/bDMX8F/BnD11VdnfShXXnnlvffeS7M1a9a87777jKsz670UR4MVK1a87LLLimMumoUQEAJCQAgIASEgBIoAgffff5+DeyZy0EEHQStYBDMqF1OQflgor+mwww7L7lD4Rs2aNcvaxO1wv/32y277RdYanDFcG5566qnM68Ybb6xatWouJlipUiUUdYIf5qJxtSkEhIAQEAJCQAgIgWJCoGXLlsU0nfIyF93SFtyb4iIRlhSILrlSTzY4QjL07ds3WSn5K1euxNttxYoVpE877bRbb701RFhFhgBGC23atHn00Uc3bNiACyJOiTxmBZwvvvjiscceo6lDDjmE95KVNtWIEBACQkAICAEhIASKGwFjld98881PP/304p5pQc1O+mFBvY7fBjNw4ECumNauXYuWkmxwFSpU+PLLL6+99loTwDZys8028wr/4x//mD9/Pjl8o9APt9xyS2+p0skQaNWq1V133YUKx3p0ySWXbLXVVuQkE46ej7r+zDPPRJeXpBAQAkJACAgBISAEShwBuP2MlWPMmDEnn3xyiaORz+lLP8wn2mF9EVzBFa9Zs8alAxPQYI76/c9K8TMkvLuTfO6558xOEuVw+PDhp5xyiitSIiUCjRo1qlev3htvvMEVIpd+xx13HFpiylrcEBJY0itGhEM4gSznjDPO8BYpLQSKA4E5c+bYYsV3ROtMcbxTzUIICAEhUDgI/P3vf//mm28YT61atQpnVKUwEumHZfyWf/rpp/PPP59BTJ8+PXEoMKZwZPLDDz8kFnlzbr755o8//pgctMS33367bdu2NMsj94rt27f3SiqdEgFYfLi/bd269bvvvjt27Fg2viNGjAishQHqE088YUXoh87b03Jw+GzQoIErDWxBmUKgvCDw4Ycf9urVyzfaZ5991lYeLBSmTp1qpSiKOuX1AaVHISAEhIAQSBeBuXPnvvzyy+nWknxWEKiQ3Wh7WRlTiTRC8Im33nrrqquu4gzeTRmi0RdeeGGjjf7DG7TttttycJLsHaG3oBCaZba1AP0JmuF3333HY+/evbt27brDDju4xgs8sXr1aotvs+eeexIQsmxHy64XUh/sQlEXH3jggdq1a/MuGBJGv2+++SaJE088kVezfv36tMbZsGFDDgJyRH6T1kgkLARSIsC3gD8Tw/GDr0PKKghwpELAmClTplhazFhRQJOMEBAC2UWA7QSbCtcmi5JFEXM5ShQ+AgQGa9euHeOsVq0aJlrYdhX+mItmhNIPy+xV9ujRY9CgQa57othvt912BGffe++9XWbKBDeHFsz9hhtu8AqzDo4fP97FfPcWFWb6gw8+YO7z5s1jePfff38hGGSywcV10+AidOQxxxxDun///s7t04vk5ZdfjjWvN4f0hAkTuHXxZTZv3pygIwrw6oNFj4WGAIajfCW9p1c2Qox8MF8fPXo0Kw9fEI60LP/111931+luLvyoE/azSZMmLkeJskIAF4a6devqcKqs8Fe/+UQAz5onn3xy5syZrlMOZ1u0aLHHHnucddZZLlOJAkfA9MOdd96ZDW3Tpk0LfLRFNjzph2XwQvmd7tOnzyuvvMJdH0rFxhtvDBUKfKSxWWS4YBw6dOg111xDwm60sCwdOXLkOeecUwbTS7/Lnj17EtwGTh2qcvlwzz33mP9k+i1lswYmo1jnTps2DVTZV3E3S+sEaTXeIMbpOsPujnvgxJitODF+/fXXvAgL3UNFc7PGLxEbvO7duydWcW0qIQTKEAEWKD75S5YssTFAf2WfVdizjj76aHxrFy5cyOeZu0FnocBpPSbZyHP8gem1u1rfddddOfPClZcQMmU4oxLpGpuUZD4FRDziCmXrrbd2UGyzzTa85cSDLSeghBAoFwjgg/Pzzz9zFIVviA14wYIFXtMqNwt+x/k1t0d+uAm2Hnvf5dpUIkcIcEbJ2SI/K+j2sjLNEcghzUo/DAEnJ0WQx8yYMQN1zlpHV2S/la2ePv/88+OPP56DfBrkkOzMM8/EDDJbjeeiHUxhOeEj3iB6F+3/7W9/e/jhh3PRUew2d9llF2di5xo59NBDn3/++XS1O+4emeyLL75o7VxxxRW0ww5b4RAdsEqUOQKsSBxqEAvUfVD5CqDypXV2i+k1y5p9qW1GRHbhDIXVyauflPlki2YA/KzAaM10LrroIktEnBpxd7t164YwJvRu3xyxrsSEQJkjkLhepTUkPvZsP9ASy9ylJa1hF4cwUdwwHAucCwZWOPjUr1+fQ3YEpB8GopTrTOmHuUbY3z4qgR2EsOvCUhH9jYRfKINnzo+J2mcH/5wWhwRRzKCTrFXt3Lmzsb+wTGOiiX5YuXLlrLWejYa8+iFWr2YpxzZ39913j9H8Rx99hNELGziuTK36QQcd9NBDD8VrLcYAVEUIhCDwyCOPeBUMVicCE+MPbMbVIRUTiwi+im0q9tUDBgxwpXhEo3m6RyWyhQBq3ksvvRTYGl4G//rXv7hgMT3QZFh4zQ7CVWErhqO1zqocIEoUPgKsV5BbEgzMN1QM4/lG+DLtEQK/YcOG+YrYMnH36MvUY+4QYPHp1KkTh+zvvPNOYC84Jvz1r3/ltsBOu6QfBqKU80xs5/SXHwReffVV3AItUCGffmhOctQvOqE5BcFzQ4/wCuaoowybRT12V3DsIzNsLevVsYgDPax/+RJWr16dnxzi8GSlF6wm2If9+c9/tq83ujFu9FlpWY0IgdgIoB4YCRMfS/w9iPyJXhG7NauIWoJJqvOp5vvOtsA4tzJsWdUNAaxR3M/KTjvtxMLCH/tmDubtj90zvwhY/3oRY73FnMGEcUawhYjzRBxK2ZB5JZUWAoWJAI7Q3vXKPsz4bvCxD1lh4AW078Udd9xBFeMCtJ0S3yM2aYU52SIYFf7q5513HiDzx4bK1pyI/0JLw80H5mZFgEM5msKfytFYy/tQiVJoXwb0Aa4QczodLLa5mLLuiPaOO1BOu4vXONE73OrAeVK8RnJUi70ya5kN78ADD1y2bFnWOxo3bpxTj+mC5S/rXahBIRARAWh17SiEz/y+++6b3X0SWiKHwe7LzpF/xFFJLBkCbJW4ieXPOUJzJjh//vxk8iH53Jy4RnhHuEbTLHe/IVVUJATKCgHUjN8/+EPcr2cm6xVG79xNuaWJczEaL8DT6rJCOyv9wskPqlzSOpx9CeIhdfH8YbHiE7BHzhahcsjKkNRIFASkH0ZBKQsy8IvacsYv8eLFi7PQYqomuLh3X7ODEqxMCgAAIABJREFUDz44lXi+y9GQOUZyq0Ch6YeNGze2sWH5mQvl0OAmZCJhA6wjHOvz/Q7UnxD4HYFHH33UEereeuutuHxkHRjur7Cs5obKPu0wQ2S9i5Jq0Os4gJ852Gbys4I2SAte7ngWZxjUSgpSTbZcIOBTM0aNGoU3TSYjX758+YMPPui2IiSwTc2kQdX1IeALnIufDquN9w8uQG8VTiddKS4J3leDiQQkDl5hpXOHgPTD3GH7v5bxOjviiCP4lBNMDxe7/xV4Uj7zd9zw4PP0lP+WZB00WyCMVHHt9ZUmPhIzwygHuLFkEUwUKKscqMa833nSGDt5c4gnUVZjw6aOG1cbDDyNvpXLjYpQPISDc4+BCaYZ5R4GkxjrjlvEwHaUKQRyhwA3UZdeeql9AjHZwm8wd33BqIxNl/XFLWKIGVjuxlAELTvvZZCErTRbM+KaF89q/hyjY67tXLI1crVTCgh4w+cccMABfFAx88nWxDkioUHoIWx14t/bbrstW42XZjtcw7pzdvDEqQqE+a1JFw0uV6jI5tm9GhLQv6fbjuTTRUD6YbqIpS0PGeCxxx5rn+zrrrsuWX28dLyffvRALpd8wk5v2XTTTXE78ZUGPhIrwprFiCKlPhPYQi4yE/VDNove6TPaXPQbpU1Ozd1I7rrrrsAqY8aMqVChwuGHH45NRKDtLicCFLEUcoWLcUVgIy7z9ttvtx6lHzpMlMgbAvzQ2sePH2BI4QP75UNu5j/Jjpk4VTEBuB8CW3CZjrqZTmVT7WCJnsBPAXsQe2WQVONPFb1uRMkaNWpY+9wiytA0ImgSyykCaGt4RNvHEi0OD5pcdMexu3XBvzAw47ubi15KoU2g81JeQ1vNlWAmE4d/y0t1xmYJRsNMGlTdlAhIP0wJUaYC3ugIIfqhj8eJoGGJHTv9kPPdxNLAHPZtEKuYEzaE9YEy+c/06ocYG7BN5CaBfx2PBaHSrr/++vwbnXJbaDeumAEznkB+Djy1nDEevyIQnM6dO9eHoXP+RADviE8++cQn4H0kDKadDjBrwmASOM5bqrQQyB0C/IqbMsBHOlD3++WXXwhu4ShMOO9IHAyMJm4rwIFxooA3hx75ZtkmrFGjRv/85z+9pUqHI0AEIwtXyJJ+/vnn44vllQfM/5DSfPABBqjeIkuz1DiBwMXNxNh8uytKTIIDPxiJjStHCOQIAQ7ZiXZgiwY3h+ypctQRP76sTu7nG97mHHVUxM0aA5AxvfPKjFuB/W3mU2bfyNvhj6hg9mFo27ZttlgDMx9e8bUg/TDn79Tph+zAQi79vPoht2eBt+emH7I+XnLJJWmNe7vttuPrVJj6IUawbi79+vWDjd2++fzLiZEryk8CTx7rHXLRkB4d2QZqJDe0iZIsW9YO7ovPPvtsooAvZ/z48SbPv5A++0r1KARygcCqVavcrzhx0gO7QANxn0wSWC4kinGO62RS6odW3cmLqyYRz2Q5S5cuZfE36Dj184m99957Xk5/zrkSPRTuvPNOhzyLmI/U1NvgM888Q6QTE77pppu8RUoLgXwiwPFT69at7aPIzWHulEM3qZtvvtlsvjiwdplKREQA1xu3yABjLlYPC/FtvbBn4/gg4tgklhYC0g/TgiuOMPqPfY4hgQip79UPb7nllkRJLqmMFJiT3cTS8BzTD5s1axYulrdS7/2hVz9kALB6usWlDPXDQYMGhaDh9EPozgLF4ONiFjASRZwCO3V3PsqSGtimMoVAdhGAC85915Lphz/++KM3bh73274x8FNt0XSsKXyEfAKBj1dffbXJSz8MxCcxk/tApxxC0ZEYhcLHsQG8hJb1teNloEEgJd+pGZ5grgJrka8pPQqB/CDAsYitFfwbbr4+efJkfnnR7kIGhqqJDLfoITIUERWM7rbZZhuEo5AIhLdWUqXeUyoCGOZi7tg+OGM6XhNU87noRW1KP8ztZ6B37944qtnqFmLPwyDC9UPsHi1w4vvvvw+LQLqDNv2QYeCvkm7dXMgXoH4Iqtdcc41R/MN5zQhDJh6uH1544YVAjYVwROXQOsKYdvvtt7ePCvu/kN5VJAQyR+DXX3/lEITPG/aKN954I5aHydqEBMI+lvw7e/ZsnxhUUlZatWpVPExo1icQ+Mj3q2PHjlTkDIXew79ugS2UWibx6w1ntl8o7YnT5w1yqWgy/Hvcccclinn1Q3wLU8bgxZYB+3laY8VLxtSVOBLlCIFsIYBtszOu+fbbbxM/0q4jfKexbuCzyo84JvEu35uAHdC+IAROHDx4sLfIl+aTD1WmCUc88/K1UJqPJ510koHG/of3lexnhVNFEOZv0aJFgUDNmzfPBJIZpvJJYEdthqb0hbCcRQORzCRzI3uX+jdHCNjXg8aJO4x3WexeWO/4PnD0hZGqKYrxmqKReBWLvhZrDRyqeFsxUxB2seDSnTgcszDc8NPCK/OSoaVsh226O0pAWU0pLwEhkAkCd999N+cgtMAdeI8ePVwwsXhtst+CzAkLBfcZDm+H75dt5tAMMYjQBz4cLkoNIk6OICw16HxVeIOnnnqqixjOY6KYUyC5vyWgDvzMvkZ8jxg1WACexx57jH71mnz46DHXCHAZaB9aFhY4ThI/0m4AnEyx3eKRH3Hu0rE5dEUu4T7AXAx6zSKcgEvwyR87dmylSpVcjhIpEeBAHJt2xJo3b46HFO8r8Wdl9erV3Jpw3gSlP3/8ZHhpaa2LCRMm4GdkAqxpxFtK7JpPAm+Hs0WKaBNhrCESxZSTCQLSDzNBL2pdtv78ysbTD1nyMDe99tprYfiF6JKvXNRePXJwf3kjIHtKlPQjAGcGOyF/brRnfqJghOeO96GHHoL9LFql/0npNf0PC6VyjID3VjB2V2zCIOllbUHZcJfqEVtjKYt9ChOxi+IQ41AP4j4s4pgOR4TECEk2L14BjtPJSslnA8e/8MXDlMaOKkTSFfGazPzkkUcesf23K1JCCOQHAfZO/DhG74uQUS5Gi6uF9Slc4jyyXjmLKleamDjhhBOMl4uw7D437ERh5bBAscuFJB/NrUWLFpdddlkgJiCPbTwanZVynrX//vv7JKdMmcJWyjK5PyTkkk/APXKUTyg4M4N3mUpkCwHph9lCMqwdPGidYUOYXFAZByQQmnPK3rJlyx122CFIJHUe31u7K0gtmhcJzgKPOuoo6woDEqJBWBr2MHcIxKrBNz8vw/lDJzhlmUnVH3KjPbCFuvjii4nY6zXBj1b1NymOyow2kMBBUAhGryhJIRAbAUdRk24Ly5Yt41vM7zdOiaxO6VZH53FRbQiikG710pEHHK77sD/PcMpw9y9cuBAGWt544rl+ssbhDHNsEHpNyVBSfk4RgKQgrUPbPfbYw2dmBUE691R2qdinTx8sq6MM2NZG9BO7RY9SpWRlgNe0PlYMR7qRiAbnTd79FWq80WokSpLDucDw4cNDNs9cP2L3zutGGCJAWLUC21FmPASkH8bDLX+1sK+gM3Zg5q6Tv45z2RPnPVw4GEUYHk2ciNvJNIYHxrBHKDYEiNady1H8oW1Ytv7wnP4Drtgoh1w/Ehcx/dp/qME2Dkywp/9Drh6EQJYQwFHQDIHw8h8yZEhIq5CVc94RKIDnIZoDHiActAcKpMx0oRdtlUspX+IC7FYhi48HAiQfLClwwbOuskbFawTPaniM4tVVLSGQLgL8DrLpT7dWoDz0TubHiF199PUKOhwoGwIbVKYXAWgF3WKerasIfLJYrKKfC+BQah713oEpnQkC0g8zQS9FXVxsR44cmUIoeTFG2BZnj0XKyyCfvEbqEmL3TZw4MbVc7iVwKea2DRIFuoKaFTdlWMLwcuGOFOOQ5557zvEx5H4sfyLWIsdUdMRBVEqbN9wSZs2aZaNyzI0EEMdNgmvemTNnotxmPmacGNmaZ96OWhACPgS49+OmmtgG5BNp3cU29InZIwc3ZpTFI2F13NkHn3O76+bL66JRBbagzEwQwI7A7i44dGf1hlQmWWt4UKMBEmoVgdq1a7MiOUkuQPDn4fIElZ4AJC4/YgKDMeuXo/qIFy8RW5aYEEiGwHfffUf4QT66OLNxJZVMLGK+2ePw04y+l9Lt1rXJ2mixEDlYQcN0+Ur4EIAciPdFptsR+QS8j127dj3kkEO8Od40iwzWvDiI8t5dXBOvQGIasln2k+TrNSWCk0nOJplUVt1wBDj8wGAyXCZZKR907qOId4ylYufOnZOJpZuPKwvNYgwW7qbia5azZ7YmZEK4YhYX3D8sXrzYxIiv7cIGkoNtJJqta6FLly7m+vj222/zNcZbyTEosATgVGDalNu1oBxyzmffdtdIrhMsbcZMg81b+HaZkWDo5Wh+nP6PQQXqHPeHbna5HrPaFwLxEOCjbr/lUap73RT5IpvVFhGuIEqhEfTMKJ48UTqSTCACuPHwW0AR51bhiza2VW7h5crXrWMcvZkxAofrHAcE9hKeWa1aNRyqacRLsh1eRaVCIHME7JPPJoGtQiatcZiFoQR373xBQhhuQrqAVqBdu3bEOrYj+xDJUi5ClwbhlBRlbB3tdBKsfIa7HHJdcMEFkJHCteGCSKeEFFpmnLDYJ6OmMoBs3aak7LfoBaQf5vAVw2AZu3U8c8ySx2dGH7tBVxElDVtKdhsc/5uOh20Ae4jRo0c7GV+CEx3uHMhEbUMbJMFpnPuGwyLl9R3nlNrLN0XUR1uR0XVREdEzYevhvs4CoCU61eAkw6ER7GHcmvqGkbvHTHgXuDPEn4G9Mi49/IRkOEg2YXCvme1fhk2puhDIHAG2RNYIfmscf5BGvWQN4YiXn3bC4qW8b48yBtrkOxhv6xal/SKQifdDsGbNmjPOOOO9997DptR7ipcuICiW3LpIP0wXN8mXOQIvvvji+eefz3EJR11RbreSDRj/OjZC0g99+BA+ARchuz/glH/vvff2CfgeIZ7BioFbBMv3KYEoh+wYWet8+b5GQh75SSJkJb9WITIqioiA9MOIQOVVDPXAiOa4hffGsM7WIHx+fb7HkF7wPzYXZK8MO0Usab053jQHb95HDnh4xNjJm+lLo4vyZ46IvqICfOS2k1tHQheiYMc7nvdOavfdd3cH/958pYVA1hEgYmH031F4BRDm152TnTFjxmBNncn5l28u7OFwQezVq5cvX48OgRkzZrh09AQHcCiHyGMGHE/D9PX11ltvccavS2MfLHosHAQI2MPPqI2H9YodFEodJg9cg8cYJPZNVapU+fzzz2PULYUqrDBGJBFxsrgROWvhAw44wEszS2wwtovcQKDJc4sQsUET47eJnzNsgGGPl2NOWtCFCG8UUqaiskKAjReUnliW3n///d7vT7LxjBgxIllRYP7AgQNDKKECqyjTEOB3gpfi0CBkonm9Y9Dls5RwMkoIgcJEAFvudINScFvO6sF0iLhTmJMqylFhUuGidac1QftpwPo9K9e8dM3ql0V/h7TmImEhEAUBNk5NmzY1yaFDh8IAf9FFF8VTDmmEUA2sk1H6lUy6CMC56DjquRTBNRTPHXa/Id6JybrghwzmoZSmrcmqKz8QAd0fBsKSnUwMBTE4JNhLlObOO+88J8ZxF3Xr1q3rvjyuyJuAigBLTvidODWBhJAEIV/Dz13wYOGcnkt87CGhe/K2lp/0qlWrIHdhvXbdwUmDSQCn417rslNOOSXdQyAsqeCwds3mKIFHBHcdrnHccrjuY0WTcugwUaIoEeCcmHNfyJnwBSKAXghRSvTpc+KLf51z4o1esdQkMdxK98ru22+/5T72rrvuuuKKK6C/zpZ+CPKJ8axL7XVovnlAwEW9itiXdwdlVe644w6MHbB04C9iI4Fi2NjHO50JbK1YM4mnSlTVeLPDvwAuIg7f8TzEtyheI/DZoB9i78onh81zvEZUy4uA9EMvGllOn3TSSRCCRwyc4DVggCDYhQdMNiZ4vfBVc9ab6F3sBjC83meffZJVIZ9wMcYXjFbDX4hkjoogCPUZl8JYw5+vO4wQfDkpHzk9wj4hpVigACofHpiBReGZGN3hexnRsQeHUgtyzYuLHcoyfDwqFQI5QgCXY37+iUwDc4D3fCdZd5iIY9wVTm3KwZaUw2QAZpIP8pwVYqLPv4odkgmSqltWCLjgqBEH4N1BUQVfQSxLuVbK3AyeY6yIYyhlMbRovGziIYBDu72+rEDNJyfdw4V4wy76WtIPC+IVY51ovOTRR8PNoVMOrRbfimS0n/AKQKYavfHyKIkPeuxhQ9UTTz9Ex46uHLKrhqSHf0PueDHfEoN87PeoirlGgJvDKMohJoiEqOEol6gMhLHK5LuZ6xkVZfsEkuWIDT4h5+pTlNPUpIRAMgSM6UQB05PhUzj5Fjia8XB1we9F4QxMI5F+mI/PACcrxx9/PDxyyTrD6d9FwiDMKIe+ySQtn+t4IlNbulWrVtBFmCVqMvNr4lJAKhDepkrTRYAgY8T5SFmLlwvbkO2qe/TowQ472WuiKcgk4PtJ2aYEhEDmCHDEjt2B43JI2SCX/6xjKcWuueYa5xGNV0mDBg1SVsGmyKIpppSUQBQEUA75RcBaBAOHlPK8o48//hgx6LVi3wCk7EUCQiB3CHBK63Y4U6ZMsV9Y1it9nnOHeVZaxieI6CNr167lSAs2h5CtUVa6UyNpISB+mrTgii8cPRZiuP5gI2D7xXfJ0lgtEhOC75W+WvFfz39rEjwnemg4jIdT0j+y9+Kny5RD/o3ycv87Fv0vBHKLAHfmxksepRsIHrDUgnEuirCTwfPthBNOcI/JElq+kiETOx+OBxwcUlYnxBEHl2iS/F1yySUp5SUgBMoFArZeRTmcKhfTKcpBwrLBmoMZPJYOxDzTDrbQ3rL0w9y+EewPjXYFn/4ffvghWWdwD2yxxRbVq1fHiQ4Pn2RiLv+FF15waRJYluKBnZKdha+f3N68uLm0e03cB4a8JidPAseGKFZz3Ae6aJB4h0ZcASGtveWWW+QT7wVc6WwhQKBOYpam29q+++4LA0HKWhwG46BoYhzew1B3+OGHp6ylqGIpIUpLADceb0zaZHVxYoeeEQMHQgLw6xNFn0zWlPKFQHYRgF0mdoOsPJybh69XEDhh0IiDtP0RYD1Zd+l6QiZrR/k+BLD+NT7kiD7SxNwmcCIvzteOHnOEQGpVJEcdl0izcMZ07drVJsvpezLaFQLowcLMR5+ooFFUiEmTJkH35DCkIveTXGcFmibOmTPHdB5I0qNsGlyzpZPA7PPyyy+PMt9tt90WLsHjjjsOj+pwdllaI9IrZK3eZnGbduqiN9/S2PuZGyRXLozHS+iaKKwcIRAPAUIYc3CblqcHOy28RKJ0xyKDk61Jom/ARxdSy5lnW5CYEMkSL5o/f74zn4sCBT8HKQlmWWpYx6B95uUuXbqUH5EQD4gonUpGCGQRgZQf4JC+0DdSxkiYPHkyjjlv//ePL0Jgg1gAWTDqwFJlZogAP0bDhg2DEzu8HZjMuGZk69WkSZPYNIThXag0AAEoBPSXUwTMtcOghwAwW30Rp57gCvx5aZ1Z63ztoxw60hpYOn2lenQIcDRl7whTeJcZmODQnXcaWOTL9DK1ovJBQcRdyv777895pE/SHlu2bGljILxHoIAyhUC2ELCgxvXr12clCWmzUaNG/CoTdDhExlvk+6XnZh6bba+AS1uoDPvAY9Tt8pXwIuAcPrnl8+YnptH5AZNrQH4UWM0SBbw5sMsa03X0l+tC5hJTztuU0kIgFwi4ayJIv1O27z3agG0h5XrFGZYvqiFuIIG98Gm3NYp/OUYJlCnlTBeHbOXKlVFwWLBggcOTBFcdUWo5JwUCiYXIm/Ed5leETAsRU1FEBMRP4/2s5iTNLVCtWrVgh89u6xz/o0XQJhGrcSIKvDmklFNh9n8k2DcQ/DC7YyjK1giti2lKCGnHXnvtle7E+QA88sgj0Jaaig5DKZ8KSGt97XgjK/qK9CgEcoEAZ7EoiugeyRrngAmLBqzfkwn48mfPns3V908//fTKK69Q9PXXX7Op8snYIxfpbgsYKKBMLwIsGpj4enN8acwZMCtlc2y/C75S3yN3hkYoz+8CNB6+0pBHyIcIWRkioCIhUIYIcD7FkpVyvcLbFtYGGycXlZiYjhs3LnzYNWrUQPEIl1FpSgS89OwEN0oZOJqbQxx5sDRhpWIBhOsxZRe4a8Fem1JMAikRkH1pSogyFeBn24Ld0xArF264mbb4x/p8wZKZUrD9MqswlEksuLi5+mNVPQUgADEsNxsBBRlkcaxlMS0sUC+HNz/++GOy9lAdvaehycSULwQyQcDFjCbwfUg7bIlSbra81VmL5s2bR+Qxlzl37lyO891jYoKTe5lSJ8LiyyHMvS/H94jl1V133YUVli8/8NH30gcOHEgk8T59+gQKk7lw4ULT8zfbbLONN944mZjyhUDWEUgrgCHmVFHWK+/nn/MRvjUpa3EsgoqY9dmVWoPOzxOd/LDDDgun2+AMHbcplEOM4LCZx7k95WsCT7fdKjVssz/fiPeMEssQAXdMgsFVhk0lVndX9j770lNPPdU+MRCXJ9ZSjhcBjqmcaRwXIOhv3tJ4aWdfipG9tcA1L7thXgrrHdto1yw/Vzgfcu5FEZs8l6+EEMgRAoRQN9Mpjs+htspuL9wfsig1b97c1p969er52n/qqaeqVKlCKaRNX375pa9Ujw4BQtea3QevyWVmmFi3bp2tddwMc9COsxZaH++Cf7nvTWwcE5UhQ4bYq4Q3O1FAOUIg6wg44wKsb0iHt48WwRkTKlzEpYxrdvs8279skPhSJHbBOmYH+g0bNsQ9JFFAOc6+FMa+KGgYRSJqHiZ1KeX54bAXBP4IB65OrhFKjbyDSxGXqUQmCOj+0LtK5DDNSQlkAHSA4uFjH828V45+aQR7ethTXGvcg5mJFzkcLbt8JQIRYLfKpYeZlQ4ePHjQoEGBYhlmcjpgrKRsnb28jtwwQ+FoFBSEVcywF1UXAikR4KfUPmmYoBNDFeaklFWiC0CRypbLETglcuFg32X2jXzs7VgkeuMlJck7MsfCLM6azbRtviEQ4jSKm0nzLeS3iV+K5cuX+/qCusNC8vKy6tat6yvVoxDIBQJcUxMWlZZRJLBqDu+CC0BOLoj75Q55w+Ufe+yxNm3aOAocrsdx9MWDzlcLAhvbXLkfbp+AHh0CkC8au57LCUxg/Q7ynJLXrFkzUCAwE3/RiRMnsmXiXzjhE2VwqMZmHl2IIu2gEvGJmZOJcqm6aSEAB529JJQQbK7SqusTZik8x/NHqB9sR70EBqTr1Klj3RFbhuspXwt6DETALvfAjTP7QIG0MuEvtVfg7g9x9zInImIhepty/I1Q1KTklvBWVFoIxEbAawWKz23sdpJVZImyz/9zzz3nlbnpppssn7NkVkVvkdKJCBjL61ZbbYXde2JpjJzTTjvN8HfgEwXRcvh39OjRvjZXrVplpbn4kPj60qMQcAjwwTvqqKP47EEC7zKzmGBd8tor4tvma9zREHC47yvSoyHAFWvnzp1tfejUqVMWYXnggQdcHCYCTXOIab1w98tJuq+j4cOHWyn/QjnrK9VjPAT+FK+aasVAgNNZLqb4mecTjPrBLWKMRqhCxBjviTtnugSBdV8YTuU5yDHbLU7xsfZev359vI5KsBb2n243BozYfGYCAiZ85k7NUahFH7H1DkuYfv36uZbZpZkJGdYUEc1jXF0lhEBsBDg2wqyan15WJJYmTBljN+UqomnwxbE/SOdwX8S3jfg6ToDoiGbNSKcQx7t8JZIhAG0VizxwsZfl3iOZWPT8tPRDLpZdkHGtTtFBlmRWEOAglU8+ywhXeVlp0NcI+yW7G6cXfoVZD50A2qkZ+8BIJxt4B0tiAloNMxWBN4EdVKJAjBzMfR0zPw6iGLlg8uAWroMOOshHu+30Q2xVoliuxhhSCVaRfpjvlw5fPCsRfyw9fK/idU/oWEL22R+XVK4RtERvjGO0RFekREQEnFEu7yhzV0DYunhNWKfQmq13Rx99NDtmN5hnn32W4NS/fSD+9CfuVVy+EkIgPwiYARUfP47qM+/RZ9+FauFtkwOXE0888fcP+58gCvbuxrxiSvsQYJEn5De4nXXWWZm7RsMpbyp6ly5drKOQ+0O3e8ZTVHYovveix1wjYPohn3zs4XPUl9d41RnvcFjmaP+eeOKJHHVdNM22b9/eVvVsYQUPtjXIv9yIGFDmgGP53bt396Jn+iGaJBF3vflKZ4KA9MNM0ItTl48vx8BGAQdJCdpCtn502Te4EFUwONELVotxhljadfBy5jfJHJ0xZEepyxyPl19+GVMW++MkzDWIjyiszbbe9erVK/Odn2tZCSEQEQEIBjDf4kPIKQYuHLifRawYKGZqDK2x/qB54pHixLhFdGGs8MfmYsoVKZESAUfV0LFjx5TCKQXsvJ+fIThLEXb6IWcEeBu66nBoWfhctHpuWly+EkIgPwigp9knkCUlWzsl38hNP+S70Lt3b2fpMHXqVHpkG8A6BpmWr4oefQg4/RD/ZMymfKUxHrmwdc4+KfVD7i0t6tgxxxwToy9VSYaA9MNkyOQ2n9MOC3jAGsRdOcHxUjJ0hQwIU1VagD+K1uyPO6sQeRWlRAAKU0MSF3awzcVFB0qjC3bCTyAXiSlHJQEhkAsEOPQ1Syo+8zBVepW6dLvD8xlHkbPPPttbER8VvkQEWrTvFA4k3lKloyDAElS/fn0AhBceMoYoVUJkYLrGKZrWLN40zBw0m3iB7NjnMY8PaU1FQiB3CLgAqhgjrFixIisdPfPMM9jAW1OmH6KNuJYh7GUHxbfDEQe4IiUCEcBp2TynAC0r+iG9ENfECBdT6ofmIkHXvMrA4SkzHgLSD+PhloVafPqdxy2fbHx84zX69NNPuwM22oHy67bbbmNDFq811TIEOEdkSwQKLXpWAAAgAElEQVSe9gfI2UWGa2QXTGnrrbfm5yq77as1IZAWArjd4q5sn3auzYlOkVb1cGEMqv/7Tfrtf/oKl1dpIAK4bhqMWL7hHBUoEz2TV4zTKefu+DdSi3DhPpceMk0/xN0d24foLUtSCGQRgbVr10J6aZ/8xo0bZx5n4qGHHuIjje7HrRd/EL+j23h/4h17ufTD6O/xlltusXc0bNiw6LXCJc1oAk+E7777DklnX4qToePWgtHU6BswrPjll1/CG1RpWghIP0wLriwL43LNAmTk72zOMJ7mDzcPDnfDTSn4GiADMSnyjqsGDgOUwwwpVbI8w/LcHDe6xFMyS+CqVasCNf6Bzv4k9sy4B+A1WRQg3O75AEg5jA2mKmYRAdgp+TSaXQOLCYTvmS8mUMnxxbE2+RLR/lVXXWU/9lkceYk0xTk6AJrpOzTIH3/8cYYT556Em8PAyG/jxo3jxdmGTwtUhjireoYIwHpisS74QKLOZagiEtDFPtj8y50kX4EPPvjARgiZHxbXbr3KxJIiwymXu+qEnTBaRCxyb7jhhvAdbMTZOX8EeN35MYJFFlWQNfCNN96wFmbNmmXKIa8yK9xdEQdWImLSD8v+RfNZJzqFW7AswS6KY5hkf44g3tWCiFkGirl4lx06dHAgk8BFITarEMPjhWLE5RrkyC0XY1abQiA2Atdee637fKIiJkY7iNgyB1h82r1bMa6/ItaVWAgCONvYC8IxAZBDJGMXoRw6V3ZijmWuiMYeiSoKAUPg1ltvdesSt4iZGJpyENauXTtaIwox5vRehL2rH3ZY3iKlUyKAlYGLCDJgwICU8ikFOBcgZkatWrVQOHGCIH333Xe7WljJOSMvbO/hAnRFSmQFAemHWYEx00Y4ZScWGaYObgWMnoCwlLrZtQfLdD5FVJ/DdfstcW8Ej0RcB2NM0RFFWlMQ0sgMOAaMqpJTBDj3Nboa+5Ri18Bvc7o9QvJkznLWCGyZrFGZm0SmO4yilCdUtON5B2Sgzvo0nem73a5kvX01KATSRQCvtr59+7pfYW4RM7mh4p6QFcl38MFxrfH6EoBK61W6L8jkmzVrZu+IbVK8FhJrYfoeSN1H8DbrCwZ4nFQTKyonQwR+owx2XzklyhYB3gUqxMKFC20Y8MhB9uAbEpfpLkIGRTgxQixhFkc+ST1mCwHeC9e5cI1CCwHpIs16AcfmAQp4uB8bNmzo7fH9999nzcIuwmW67xrHn61bt4Zc3tuOE1NCCJQtAnxQ0QlnzJjBqZONxH1QURcx49lnn334+fcNEu811is+88btZJ92W6+wdzjggAN88nqMjQD3e3BTz507lxawtuKN1KxZM3ZrriLhKLkt5NHeHcohHwDnlerElBACZYIAH0vMGQibDiEfA2BROv/884cOHWosJpkMCedDbCXsY49ZdZ06dfhOZdJgydZFjT/44IPR6OwF4erpLBGyiAmBWDnEHDt2LG3yY4QBvHlpZbELNQUC0g8L92PApSLW1YwPemW+ACSg2MIgG27Awh10UY+MmDzQ/eEunzjLatWqOTpmK2VrZT9jPuEWLVpgI2H+h74iPQqBwkGAw3W2X7YE+UZFVJ5EfY/1im2WT5L9nM9C2yegx3gIEG0Cf06ry8kU8ULgcnARpdNtk7NIDO0efPBBlHyri6LI4aMjBky3QckLgRwhwIX5BRdc8PDDD1v7bIdweyMuKDeKMXrEigdOAThO4AWgOjdR6J/O1zFGg6qCM+e5555LaBygYLfDAfqll16aRVh4QdzuTpgwgTZhXebdJf4YZbG7Um5K+mE5ePusXNgUMVDOSCpVqlQORly8Q3z33XcxdWB+BAQjRA/nWFHmyhk817z9+/fnaI1dnQUfi1JRMkKgDBFACYEVgAGgPNxzzz2cDUcZDMf5nIBwr4Uw/+oCKgpo6cpALUNoOIgW2R7ZewF2DOSw7+LONuLPBL8stppBigbdv42BulOmTOEKhTOvdEcleSGQBwT45YWiBoXQPr30yNaIkyz+xZAnygA+/fRTnDuQhOcJuiyrQuzWmTNn4tYbpQXJhCAAvPg9mfkJ3LDXXXcdCjxvJ6RKlCIWOpY7vBDxS0SeBQpPn0RLlihNSSYKAtIPo6AkGSEQgAC7KN/tyvTp020/3aZNGxcOiJrohC7UYUBDyhICBY8ATDOc3NswiYgAMwppzoYTf57ZGXhjsRb8zMr3ADFTx07BaXdMhjiTGKB6gx4FzpAqp556KmbwrpRoFvhas5Pzcmi5UiWEQEEhgGECFtHQ+7lRcWjL4mOP/AQTOMoVkcD0HXnLgaQU+whXitshV16YS+D64TKVyAQBzKyI3+ZMqLbZZptHH300k4WF9YrfHeLA2agwl+AiEfU+k0GqbjgC0g/D8VGpEEgDAahNOdqkAvtjWJ7TqClRIVB+EFi8eDFs5owXs0bdMpX5e0NXZyu2fPlyNxKsQ531qcv0JXAWNSXf5ffr189ihbscJYRAISOATTse/hg0Jg4STxzCR3nzWbIgEfDmuDQX7+Y17XKUyBwBAofgiMh5k13zcpKI/RTNEs3S54wT0hd7KpwUEPCuVzSFg2gi7X9IOyqKgYD0wxigqYoQEAJCQAgIgUJB4PvvvycoLqPBHYsblcAdc+JYCe7avXv3nj17WhH7aRkDJ6KknEJGwH3yuQxHhTACufABw0Bjto588o844giEMfaxQMfhFVUaAwEC2UM0imbu7Hihhx05ciQW7IZ8ouMo79HO2fkXrmYcRF2/+OYQJ4nAJF77LFeqRHYRkH6YXTzVmhAQAkJACAiBMkOADZnxmaUcATYOjiM+pbAEhECBI/D8888bqe/UqVOxcfCN9pBDDjG796ZNm8qO1AdOrh/vvPNOeBYfeeQRX0foexdffLEvE6IsrzWElTb5/Q+tMheEqL4B6NEQkH6oT0JOEMBVCQYFjM4333zziB1wEAiNHjQYxKiNXiti4xITAkJACAgBISAEih4BvGqNCMA7UyyuXfR2b77S+UEAkkVUwWeffZbuCCXyr3/9K2W/cG6ZRQM8Z9A9ZM5wk7JHCXgRkH7oRUPp7CCwZMkS/GFo67777rOAWlHavf/++zt27AgzFWzIgwcPtki1USpKRggIASGQFQSgVYDDkKaqV68umvusQKpGhIAQEAJeBDZs2AAVlsvBydDii1gOC6/Ra914441S6R1K+U9IP8w/5sXfY+/evYmvjScM+mFasyWODbolVYhKNGDAgLTqSlgICAEhkCECixYtMhIFKBCwZcCmKcMGVV0ICAEhIARCECBwLgFLnAA0p4m02K5UibwhsFHeelJHJYIAcUuHDRuGt3eMgx9MCGxdmDFjhne9KBHoNE0hIATyjAABtfDBw7jd+nXEeh9++CHBTsMHQ3xITsHwdMKWPlxSpUJACAgBIRCIACF5iC/i/qQcBqKU/0zph/nHvJh7xP8YswE2W+3bt48R8a9WrVoEJgKgN99885xzzsEdsZjB0tyEgBAoUwRYrwh69sorrxhdHmMhomP0EUH4iRcN/HvffPNN9FqSFAJCQAgIASFQ4AhIPyzwF1Sehkf8U9TCn376iUF7jcvdHCjC7tz79+uvv7pSSzRr1sxsumbPnr1ixQpfqR6FgBAQApkjAEECJIesV/vssw9m8C6aPOpi9Mb//Oc/n3766YSVv+KKK3SFGB03SQoBIZALBAgFYRuwXDSuNksNAemHpfbGczhfLEKhqErWAZeBFrKWQ3f3N378eJ884bYRM9IqEgsXLvQJ6FEICAEhkCECUKjDk856VbFixRiW8K53bKKI0DVu3Lj+/fu7TCWEgBAQApkggEvetGnTPv3007QaqV27NtHnqZhWLQkLgUAEpB8GwqLMLCPAnSE3iolRuTp16gRtqa8zDuO33nprMrFTveWWW3ylehQCQkAIZIhAv379MmzBV/3xxx9/7733fJl6FAJCQAikhQAUfR06dEDNGz58uDc0fJRG4H7HjOvkk08mAH0UeckIgRAEpB+GgKOiNBDgehDSUavQrVu3unXreiufddZZs2bNIoeoFT169HDED/jtzJs3zyuptBAQAkIgpwjAK+M2XnfffXeyvqBcx1gL10T2alwSvvPOOz/++GOiMNs4DE1fffXV448//uOPP04UUI4QEAJCIAoCrEu4QN9+++316tV76KGH0jVt6Ny5M+zxdATVX5QAg1GGJJmSRUD6Ycm++ixP/OGHHyZ0GI3uvPPOLHC+APcuuE3NmjWJabPnnnu2aNEiyyNQc0JACAiBCAgMHDjQ7vqaN29OnMNkNa699lri9FxwwQXQ2LDfwlNx6NChicJVqlSBrpl82uzatWuigHKEgBAQAhER4PQKSVxvdthhh4hVnBjn71aLY/cLL7zQ0W45ASWEQHQEpB9Gx0qSYQhw4mXFe+21F+foPlFnzWUJyCEUvsIHkR6FgBDIAwKvvfYazDTWEbqf7yTLN4CxY8dWrlzZZfbt23fUqFHuUQkhIASEQEEh0KpVqwYNGjAkTrVM1Syo4Wkw5QgB6Yfl6GWV46FCSQq/H39wQtg0iENdjuejoQsBIVA+EYCT5oMPPogy9n333XfBggV33HGHMytdv379U089pV1XFPQkIwSEQFoIvP/++4ceemhIFVwTLbj0dtttB4ENfy+//LJPvkaNGi5ID2dhvlI9CoHoCGwSXVSSQiA2AhUqVMAEC85AQo3RCPeHsZtSRSEgBIRAHhDo0qXLTjvtREcsX9w0cpdIGh6aiy66CNegTTfdNA9jUBdCQAiUCAJskBYvXpxssqiCsCUbd8NXX31lSiDG7XhQw/TurYULz6BBg8iB5waL09atW3tLlRYCERHQ/WFEoCSWEQKrVq2Csebiiy8eMmTImDFj8L2OYVuf0QhUWQgIASEQCwH0QzwPIdmy2jNmzPjll19itaRKQkAICIEUCFSqVMlcmp3cP/7xD1iyUA7R93b5/Y8rREqxZTjvvPMwanCS3sS6desSSeO9AkoLgRAEpB+GgKOirCHA1mrp0qUQarHw3XXXXW3btr333nuz1roaEgJCQAjkEgEYSnWklUuA1bYQEAL/QWDAgAE+5tIzzzzTuJGvvvrq1b//PfHEE3A9UAGDeVRHYScEso6A9MOsQ1rqDb799ttwmSZDAXbT008/3Vs6c+bMhQsXenOUFgJCQAgIASEgBIRAiSCAU/TEiRNTTtYxJDdq1Mg5K7rQYimrS0AIREdA+mF0rCQZhsBjjz1G1AokOM1C5fv2229DpPE/fOutt0xg5cqVs2fP/vXXX0PkVSQEhIAQEAJCQAgIgaJE4Ouvv8aINHFquBpib8Wxe2IRrjqXXXYZFa+66qrEUssZN24ce7NkpcoXAiEISD8MAUdFaSCAcugWqTvvvJNY0oGVMZcnqtjy5cu7d+/uBHr27EkcaveohBAQAkKgoBBgyUqkCiyoEWowQkAIFB8CWFfhjBN4gL7llluOGDFi22233WSTpEyT7KzgjS8+WDSjPCAg/TAPIKuLP22zzTaGAreL/fv3xx3R5ZDvTfPYu3dvu37ceuutMcQXfEJACAiBbCHAXio85qHr6LvvvjMeGuwd4BUk1gVF1IWrBpYIJ6aEEBACQkAICIEiQyDpqUORzVPTyQMCeEvvuuuu+E4n9jVt2rTzzz/f5XNhyMbrpptuspzLL7/c7dgwN50zZ45ty5o2bVqzZk1XSwkhIASEQIYIHH300R07dkTHo50XXnihZcuWySJVdOvWDU6aQw455NVXXz377LOR58Rq+PDhxLrIcAyqLgSEgBDwIgB1X/369Ylw6M1MTD/77LMtWrRIzE+Ww64MutNkpcoXAmEIcDKqPyGQLQRQ7exk/YwzzojXJuby7vP60ksvxWtEtYSAEBACyRDgJhCiLFtnvvnmG6/YF1988be//c0tQRUrVjzooIPc48iRI73CLs3eDpktttjiueeec5lKCAEhIASiIzBw4EBbam699VZXa82aNccff7xbgnbcccfp06e70ksvvZSgiMuWLXM5JLzGqO3bt/cWKS0EoiMg+1L3vVMiCwg0adKkdu3aNDR58mRWrnRbxFb+ww8/pFaDBg0++eSTAw88MN0WJC8EhIAQCEfg4IMPNo0OMYjjvcKVK1fG28dlbtiwgUWJc/0LL7yQFYkIrl5hS0M8aB4+++yzz5FHHpkooBwhIASEQHQEevToQchok+cka8qUKXvvvbc9coCFew77q9dff71NmzZokgQ/DKcDjN6vJIWAFwHZl3rRUDoLCHC4hS3W/PnzX3zxxTfffLNu3brRGx09enSfPn2Qp4WddtopekVJCgEhIASiI3Dqqaf27dsXeegBfbVwh77nnnt222038qtUqYKVqU/A94i1PPuzxo0bT5o0yVekRyEgBIRAughg1GAuNlaR4KucWNnWiBxWG+yzXJscXekk3aGhRBYR0P1hFsFUU78hAJHphAkT9ttvP5RDjriig8IZPMalmKded911sDZHryhJISAEhEBaCHBCf+WVV2600UZwyt99991eiyzaYRXC1ou/lMqhdYo8NmC+kNZpjUfCQkAIlDgCaH0HHHBAIAiQw7NemfOOV4CNVqI79I8//uhkQqhNnYwSQiAQAemHgbAoMyMEUBGXLl06a9Ys6GqiN0RwWBbHH374gXOyZIwR0VuTpBAQAkIgGQL4CsKP1apVK6KHtWvX7rXXXksmGSX/008/JWxPFEnJCAEhIAQCEeCAqXnz5oFFtl6xO4K0zwRgnYFbCystizvtrUW+PaJwjho1yluktBCIjkAFXBWjS0tSCAgBISAEhEBxIIDrDsdYcJkSZMzLQxNxduiWGJdyCsY1Ixu4iLUkJgSEgBAIRAAN0FaSLl26GMeyTwwv6KlTp5JZq1atY4891lfK4+zZs9u2bWs08m+//TZO0YkyyhECURCQfhgFJckIASEgBIRAESKwfv16tlwcxrsQO9EniUk8fFr4KPoiuEZvQZJCQAgIAYcAFzZjxoyBB4u7RGiWWVtcUZQE6iVu1TfeeONWW21FoGk4AhNNUqO0IxkhAALSD/UxEAJCQAgIASEgBISAEBACZYzAG2+8AUMp9A2wMIwYMSKt0bz11lt16tShClR/HTp0SKuuhIWADwH5H/oA0aMQEAJCQAgIASEgBISAEMg3AvXq1YMJuWrVqjNmzMDuPa3uzQuaK0Qph2nhJuFABHR/GAiLMoWAEBACQkAICAEhIASEQL4RwHadUGHYvTdq1Ch63ytXrnzyySc7duxYoUKF6LUkKQQCEZB+GAiLMoWAEBACQkAICAEhIASEgBAQAiWHgOxLS+6Va8JCQAgIASEgBISAEBACQkAICIFABKQfBsKiTCEgBISAEBACQkAICAEhIASEQMkhIP2w5F65JiwEhIAQEAJCQAgIASEgBISAEAhEYJPAXGUKgewi8I9//OObb74Jb5OAP3hjh8uoVAgIASEgBISAEBACQkAICIHcISD9MHfYquX/IDB37txzzjnno48+CkekadOm9913X7Vq1cLFVCoEhIAQEAJCQAgIASEgBIRAjhAQf2mOgC3pZtevX//ZZ5+dfvrphsLHH3+8evXqKIjUrVt3q622QvKhhx6qXLnylltuGaWWZISAEBAC6SLwww8/fP/9975aG2+88bbbbuvL1KMQEAJCQAgIgZJCQPphSb3ufEx2ypQpEydOJHRPYGfsvZo3b+6KHn/88W+//dY9ehOnnHJK69atq1evfthhh3nzlRYCQkAIxEbgk08+waKB6rNnz77rrrt87dSoUeOGG26wzIMOOqhmzZo+AT0KASEgBISAECh6BKQfFv0rzvcEt956a++p/B577HHddde5QVSqVKlVq1bu8ZFHHlm3bp17JDFv3rxx48a5HKqPHz/+L3/5i8tRQggIASEQG4Hjjz9+1qxZUaofeuihRx11lFMXo1SRjBAQAkJACAiBIkAgI/1w1apVL7300po1a6644ooiwEJTyASBH3/8cfDgwSNGjPj0009pBzOtOnXqdO/end0YlqLRW0a3/Prrr7k8XLlyJUaqVKxYseJ+++2HxenOO+8cvR1JCgEhIATefvvto48+2ouDLVDkbL/99rvuuqu3yNKff/65k9lkk03c8nXxxRdfddVVW2yxRWIV5QgBISAEhIAQKCYEMtIPMSN88sknscDp06dPMYGiucRA4JZbbrnyyitdxQ4dOowePdo9xkg8/fTT5513HsZgVvfII4+899574TiN0ZSqCAEhUGoIcLp0zz33jBkzhpMmN3dM1vfcc097PPjgg3l0RS4xZ86cmTNn2uM///lPrznD5Zdffuyxx3Lm5YSVEAJCQAhkHYHbb7+dg/JkzULN0KlTp2SlyhcCWUEgI/2QEfAJ/vLLL/HZyMpo1Eh5RODXX3+99dZbe/ToYWalDRo0QFfEdSdzmodXX3310Ucf7d+/P12ADG1yX73pppuWR5Q0ZiEgBPKGwM8//3zCCSdwxmQ9Ys6AmfpOO+1Uv379HXbYIfow8I5esGBBr169WItok4pYMXAwilO0FqLoMEpSCAiBcATY5Pz0008mM2rUqKuvvnrDhg3JqmDXgNMNhnuwvpvMRhttpBUpGVzKj4dApvphvF5Vq5gQ6Nu3r10g77bbbmy/HnzwweyaYA0fPnzq1KlGKcGR/+TJk3UeUUyfH81FCGQXAVwezj33XK4BaRYfQgxEMQ1FXcykl0WLFvXr1482v/vuO9qBaRnf6Vq1amXSpuoKASEgBAyBO+64g2UqNhqNGjXq2bPnMcccYwzwsdtRRSHgEJB+6KBQIg4C3Bxeeuml1Nxuu+0efvjhJk2axGklVZ0lS5YccMABJnXEEUfgi7jjjjumqqRyISAESg4BrBhgwHI3h2h0WVyU8K/u3LmzYcqGjLMwCJZLDmJNWAgIgewhwNnT3b//ERgssdWRI0dWqFDBl3/TTTdVqVKF/IULF3qLCDT95z//+ZJLLoGywZuvtBCIgYD0wxigqcpvCEBIA0HRBRdcAOMoj+yW5s+fnyNoiFRGBMWzzz775ZdfpgssK55//vkc9aVmhYAQKKcIrF27llXiqaeeYvzQ0uB8iDloFsOoYgCGW3Xv3r3dLeIzzzxTtWrVcgqXhi0EhEAZIsB69eGHHzZr1gxOLBsGDAvE3fEOCX/pRP2Q7ZBZk1p4sG7dus2YMcPVGjt2LD7Su+yyi8tRQgjEQED6YQzQVOU3BJYtW7bvvvsaFnjjEPawWrVqOYVm6NChrIN0weUh3cFYk9Pu1LgQEALlCAG4rNq1a2fKIW452H9m7gIdOH3UTojZpk2bRukhhxxy33331a5dO1BSmUJACAiBQARYrzheZyWxUvyizzjjjMsuu2zvvfcOlA/J5AAd6iwE4PAzjZG92f3334+/T0gtFQmBcASkH4bjo9KkCJx++umYV1EMIQ0Gn44V0FXAsmvIkCH2OGjQIMJduCKX+Pvf//7xxx/zuP/++994440uPzDxyy+/4Oh4/fXXU0pcRHrHHTFQUplCQAiUGgIwi3KbZ7PGXKtt27a5Q+DZZ591YTMmTZp05pln5q4vtSwEhEDxIXDcccc5M3hmB8mCNzR0vPmy7nFGZnUxMcWqi7vEeE2plhCQfqjPQBwEOnbseNttt1lNzq4222wzXytffPEFbIHGO0oRB/mJZM1dunSBe8YqYkGBDumNkOFr0B7hLz3ttNPgn+ARRRGHbGi7AiWVKQSEQOkggIb2wAMPMF/CpbL4QFiauDJ89NFH77zzDuf0HGlliAwrG8dVMCq/8cYbdMQ+z6mLGbas6kJACBQ3ApyJQ6BldqRsjQiiw3yhJE20I00Xh3//+9/QLGMAf/PNN1vdli1b3nnnnTgrptuU5IWA9tb6DMRBwCl+VGZdC2zCK8NeKlHGKwAlKcQziTK+nMaNG3NCRmBr8iGA9rbgk9SjEBACpYOAWwouvPBCPHMSlUPME7hR5I7x5JNP5hzq008/TQQHiyyK+POGTEwUI4f26YW+SNM1B1WBYsoUAkJACHgRWLduHWalphxCN0r4LlYS/jJXDumFRmiKo3Z3i4hfYvv27V3kDO9IlBYC4QhIPwzHR6UBCGA4ivsfBVtvvTXWC4HrGvunSpUqBVQOykLfe+KJJxo2bBhU6M9jh+dsWTt06OAv1rMQEAKligALAlEoAmfPIToLF0WwahGgFWYIrxgHWLgRYhZBEX8tWrTwliZLw0dv3UHWxbYvmZjyhYAQEAKGAIQ05iONgRXMNLkIc8+WbNiwYSyGmFHQKZ7Sn332mfAXAukiIP0wXcRKXR7rBQzlv/zyS4DgGIxjqkD9ECMuuOAdWJjau7Qvsc8+++A1lJZP9qOPPmrK5AcffOBrTY9CQAiUGgLLly9///33oa2CtS9K+C/8ln2nVyxoWHx99dVXBl3EhYWjeoJnYPvw+uuvw5uqTVipffA0XyGQFgKEo2jevLlVefvtt41UJq0WIgoT5QKmZXeADl8XQcIi1pWYEDAEpB/qk5AeAhgqjBo1KmUdTtO9YsY76q312muvwdzFlm7ChAnpugNx8HbWWWd5W1NaCAiB0kQA1Q7djI3XXnvtddJJJyUDwWsCCk+gj/zdgoZZXVgixo8fn6wdX/7hhx9uZ1UcWr333nu+Uj0KASEgBBwCMPkRmoJHrg0DT7KwR4D5b+bMma5KJgmM6jnEpwVO0DDRyqQp1S1BBKQfluBLz86UMcEaOHBgsrYgrVmwYEGy0jfffJMYhlxFzp0798ADD0wmljIfFsErrriCiNgpJSUgBIRAUSKwYcMGCxKNJULIBMPdm7fYYgu4/mrWrMm/XEKecsopIU35irCxhxSHTC4EfEV6FAJCQAgYAnfccQdmn6TbtGkDf0wiqx8RvNAPIWbniIolpXv37j7ozjnnHPLtz5yffXF6IW0AACAASURBVAK+x2222ebWW2894YQTyO/bt+/kyZN9AnoUAiEISD8MAUdFYQhAPRox8DSq4G677eZti+tElLquXbu6CIre0uhpvIYGDx6ckkwieoOSFAJCoHwhgN+gDdj2XrEHX69evYcffnj+/Pl4FabVCPcAZmOfaCWRVjsSFgJCoIgR4M4QR2V0tlNPPTVROWTilBqTH2deWGDxrw+N9evXk29/pH2lgY+bb745WiUkghzZ58LXMbBTZRYHAtIPi+M95m8WBKVItzNO7p1+yPLHcTtXizB3sUqm25STZ3lNxpvqZJQQAkKguBFgkxTdFjQECpY19EP+QmRCimDqovS7776DWT5ETEVCQAiUJgIsDgSfYO4QZUWJc4g1RMh5E5soYkFHRBJz+pEjRyIM07KMrSKCJjEQkH6oj0EaCGBANW/evDQqJIhiYoFdBA6HRAyrVq1aQnnUDCibIYYOpMaJ2oTkhIAQKOcIXHfddW+99RaTOPTQQ2GLiTEbgiUSOJHAqjHquioYutepU4fDrxUrVrhMJYSAEBACIPDuu+9ySm5BJiLaTD3++ON77LFHInqVK1fGQfHII4+sVatWYmmyHLO9J9AijKkQOCcTU74Q8CIg/dCLhtIpEJg+fXomPjaELiS2GFymcNKk6ClCcY8ePRKjnEWoJxEhIASKDYHOnTsH8j24eQ4ZMsTS++23n5dOedmyZWeeeWaUE33XVGKCvVom1hCJDSpHCAiBokGA03AI+bIyHU7YOc+Ciytea5zvZ3gWFq9f1SqPCEg/LI9vrVyO+bHHHrvkkks4YieAoY88sFzOR4MWAkKgMBDgQL1ly5bhY2GLZgIsPnXr1rU0cSxQDuGBgOYqvLpKhYAQEAIZItCrVy/Op2I0gmsiUe8h9uMCMEZ1zCvWrFmDjUOMuqpSsghIPyzZV5/XibO6wZ2FsxDnXlnfik2ZMiWvk1FnQkAIFAACGEoZSTI3hxG5shh169at3diJP8Yj14mBdBFOTAkhIASEQDwE/vWvf9nhVPXq1aFdiGcGT7SwSZMmQW0abiWRbISw1Oy8887xuk7WpvKLHoFNin6GmmAhIIBX9MSJE1meQkJixB5nWob4sXtRRSEgBAoKAYIWVq1aNd0h4QtEFbgiiFiItRXsxzAKpttIMnkYIDCR2HjjjZMJKF8ICIGSQuDzzz+fNm0aUyZ8TpMmTdKdO0vKbbfdNmLECOJFR/RdDO+CuGKsfuJuCEdJpSCg+0N9DHKOABsyQlwMGDCAW0SiJma9vwMOOCDrbapBISAEChyB7bfffvfdd093kEuWLKEKgapPOukkeJWzq8u9+OKLc+bMSXdIkhcCQqBYEchwz8PG6dJLLyVMdFaUQ0A+99xzn3rqqWJFW/PKIgLSD7MIppoKRgCjiPfff79nz57BxZ7cG2+8kaVw0aJFnjwlhYAQEAJZQwCGLRYZCJAbN26M0Xt0w9QoI+AgDP/qKJKSEQJCQAiEIzB69Ohrr70WGaLbh0umVRo9NkZazUq4yBCQfWmRvdACnc64ceNSjuymm25i2eKOkaP95557zhiZQ2oRJwNTrhABFQkBISAEQIA91kcffWRQrF69+tZbb/2///u/qVOnVqlSRfgIASEgBAoQga+++oqzdQ6wiOIjJ5oCfEFFPyTdHxb9K87mBNlU4eWcbouYRvCXstbatWtRDhH77LPP2rZtGy7/xhtvzJ8/P1xGpUJACAgBECDIIV43DorDDjsMOuWUyiFRDaGFeOGFF1xFJYSAEBAC+UFg/Pjxc+fOZbG66qqrIJjJT6fqRQg4BKQfOiiUSI0ARH8Rz7E48XLNwcgcJVzPeeedFxgQ1rXjTbBuWlxsb6bSQkAICIGUCPztb3+rVq1auBiehJxSXXbZZbjrLF68OFxYpUJACAiBrCNwzTXX9OvXL+vNqkEhEAUB2ZdGQUky/0MA0r9tt92W59dff71GjRr/K/hj6pVXXrGMdu3aRTSdJy5QxYoV/9hM6ic4wbbeeuvUcpIQAkKgSBH4+OOPMTqIyGVKTIvOnTunROLTTz/98MMPEcN3muvHlPISEAJCQAhkCwH2V8SLhmV0o410i5MtUNVOegjok5ceXpLeZJP/nClccMEF06dPDweEuNUjR47MLkOgr8eLL744RE31CetRCAiB4kNg5syZeCxHnBd+zllfkdAkZ82aFXEAEhMCQkAI+BDgkOuJJ55wmT169GCZSqkccvjevXt3gvS4ikoIgWwhIP0wW0iWUDvbbbcdsyXqawiT+/33388BGHF74oVzDUcTV6Kvv/4amYYNG2L9FS6sUiEgBIoVAUIg2okVm6Rvvvkm5TRt7UophgBuPxjGR5FE5s0333zppZciCktMCAgBIeBDACOF559/3mUSvMelkyV69erVv3//m2++uWXLlslklC8EYiMg/TA2dCVaETatZ555Zu+99w6ff+3atevXrx99Nxbemq/09ttvxy6fTHaHO+64o69Uj0JACJQIAqwDnTp1YrLc4BFIOtmsDz30UIi18CfkmjHlkbw1gv9h9ChhZ511VrKulS8EhIAQSBeBSZMmpawCJ7NRuGMDn1LYK6AYPF40lE6GgPTDZMgoPykCsJgeddRRFD/55JNlwtwwdOhQGxw2GElHqQIhIARKAAH8CVPOEisD9lt33313vXr1UgrHFuDsLIpnY+z2VVEICIFiReCGG25wU4O1ISW7shOOkejWrVuMWqpSaghIPyy1N56d+eLyt9lmm7377rvEgw45ts9OZ55Wvvzyy5dffnnDhg3kPfDAA0cffbSnUEkhIARKFwEC34dM/sgjjwwpzUrRtGnTGjdunJWm1IgQEALFgQCUflGI2Z1xafPmzUePHr3NNtvkaPp33nlnpUqVctS4mi0mBKQfFtPbzN9cCMhz5ZVX0t933303YcKEvHVMLDJMxfDkpkcWUNi98ta1OhICQqCQETj11FOjs9RkcSIPPfSQnVjlbkuXxdGqKSEgBPKJAM44tlmK0inW7+ecc04uoh3iFgQnM2OA7z2ijX2UAUumiBGQfljELze3Uzv77LOtA/x/YKPJbWe/tw4jDiwUJFnd6F1H9XnAXF0IgQJHoHLlykRbhaVm9erVhEXN82gff/xxKJTRD9nSZZ0WNc9zUXdCQAjkDoFXX32V022srgK7GD58OJHDuDk888wzAwUyyXzttdeIL236YSbtqG5JISD9sKRedzYnCzfMAQccQItQieKIiBFFhq0vWbLkq6++StYIxmPYsr7zzjsI7LXXXvfdd1+OyG+SDUD5QkAIFCACGLr36dOHkPeMDR7RqVOn5m2Q69evRz9cu3YtZIPjx4+HTjlvXasjISAEygsC7Fjgx1q3bh3eMd9//33gsE877TS2Uu3btw8sDcxkwYl400jXZnW1++6777bbboGtKVMI+BCQfugDRI9REdhll12wLK1bty4V0NYuvfTSqDWD5FD/MKtYtWpVUOFv5ISULl26lFJuDr2e3IHyyhQCQqAEEcDUE2qHvE2ce0tC+NBdzZo12d7lrV91JASEQDlC4Pjjj7/nnnuybl/Aposrx+g4cKbPMRaRe6JXkWQpIyD9sJTffqZzr1OnzuGHH26+12vWrEFj9AZ4Tav1PffcE/eh/f/7x3mbqw6J83HHHYdtBjkscCeeeGLr1q1dqRJCQAgIAfQ0Fg9w4AweAy2IrHKNySeffDJ9+nTrJQr/RK7Ho/aFgBAoWAQIKWH6IQdJbGnyOc4PPvigTZs29AjB8hFHHJHPrtVXuUZA+mG5fn1lP3i2ZUQjZBzE4cGAAU7ReL6ImEkQyuyN//5NnDiRNvHqIfYrlmNmVorbITb6Z5xxRtlPWyMQAkKgkBDAwvOOO+5gRP/+979ZhTp06AB1Vu4GiEUDW67ly5fTBSdWRM7IXV9qWQgIgSJA4JRTTmEWLBrXXnttPqfTpUsXDrPoUQfr+YS9CPqSflgEL7GMp3DQQQc9/fTTZtSOoWnHjh3596effspwWCic33zzDYQ0ixYtoimUw1tuueX888/PsFlVFwJCoCgR2G+//ViI9tlnH2b34IMPshBZ8Oh4k4Ub2eiRXcLaIZwPi5vjSm3WrNldd9211VZbxetFtYSAECgRBEaNGmVW6LaGcJKV4cRZ38IboZTFyiKQYXg/cODADHtU9ZJCQPphSb3unEx2hx12OOaYY0444QSz74JjhmjUkAouXrw4dn9PPfUUDocuRGzTpk3ZhHXt2jV2g6ooBIRAcSNQsWJFFiLsuGyaeNqcfvrp//znP+PNGrMFrBW4GxwzZoxrE24JfH5gxFmwYAHNtmjRAmqunXbaKV4XqiUEhEDpIICNA8dJ5gTIGoIlfIZzb9u2bfj6NnnyZDqCO5Cu8YGk6wx7VPWSQqBC+PFDSWGhyWaIAOSBZ511Fiai1k7t2rXdvoocyE4vvPDCZF1gdDFixAhXSgjXH3/80T3i3Aj9l3tUQggIASEQiABG6RiXwgZhpa1atWJPlhYrYGCzlnnFFVcMHjzY0iiHY8eO3XHHHUPkVSQEhIAQ8CKAGTwRcci56KKLWJ04WPeWppXmDN2iTxPdh8AYNOitDlkXOcYJj8k9h2XeUqWFQEoEpB+mhEgCaSCAmfu3337L5gwHQh8ZKVFZq1Wrhulp4I6KG0KfPOErdt1114cffpjua9SowQqYxjgkKgSEQKkigF06kb4INUbkCTBgbWFPhgH8pptuGhsSvBlhK+UMyyznTzrppHHjxnEqH7tBVRQCQqAEEfj8889hff/iiy+Y+2WXXXbTTTdtscUW8XBglWNxe+utt7CB5wjMuJRpilsfbg7RQu2KsmrVqlDUxO4l3thUqwgQkH5YBC+xEKfAFq1Hjx6MjCP2H374Ia0hcutYq1YtztUw7kqrooSFgBAQAoYA68/cuXMJOGaPxEjE6N3SMLxb7NaUWN17770ceCFGcB3bfkHafOSRRw4bNiwTbTNlvxIQAkKgWBGYP38+PjgrVqxggr169RowYEDsmUKUNWjQIIxIhw4d6hqZMWMGB1j2iFf2pEmT6tev70qVEAIREZB+GBEoicVEAE9CTCCMjzRlE5UqVWJDduCBBxIqI6WwBISAEBACIQi8++67uBFi9+6TYc/kIuhw0A7tu1cAbhuz2iITwhsMVl0pHtHk1KtXz+UoIQSEgBBIFwFY9zhmwp8Zw6jmzZt36tQJ3+l0GwmUJ+gOZqV2P8l6NWvWLCmHgUApMyUC0g9TQiSBTBGAZevnn392rXD0bleL5GDzcP3110P5YKWYSXAS5iSVEAJCQAhkgoCj71u9ejX7MDRGX2tcAxpPqctnveLPPWLljjkDPDTkaIFysCghBIRAJggsWbIE/0MsP2mE0Ii4CGKv3qBBAzxr4jW7bNkylEyMTm35qlmzJqfz7iAsXpuqVcoISD8s5bdfNnOH+m/OnDk9e/ak+/79+1999dVlMw71KgSEQCkhwJn97NmzbcZDhgzBESh89ieffHLDhg0PPvjgo48+OlxSpUJACAiBdBF44YUXCKP60UcfuYqwyHCMdd5557mcKAnI/AgfjTbo2AEJZYFrIrHHolSXjBAIRED6YSAsyswtAvhSwxpPHwS+h+Y0t52pdSEgBITAHxGY9//snXfAFcXVxmM0aoxiUCM2bNFoKPYWQcWCEaIS7KKi2CuIUQQroCiiAnZFUEQRKyp2wII9KmhssYsFEVGMsZck3y+cfCeTvbt7d/fu7r139+wf7zt3dubMzDO7s3POnPLooxKLjK3VvHnzuIkuA/rtUmqRRRZBTYuTQ4L3/G89+2UIGAKGQGoIEAZMXZhi6szVokWLVVddlQawIcQVM2uRxw8Wzh0o9tBDD2F5KP0gwiFa9FSUQKzoZB100EGpddEIlRUB4w/LOvN1Hff222+PGQ9dMP6wrvNgjRsCZUcARnHLLbcEBWLzqNlh2UGx8RsChkDuCNx9993EAENB1G0ZY+kTTjjBzcGp+1133eXmkMY/M74bOnXq5Mm3n4ZAYgQsZkBi6KyiIWAIGAKGQHMjsNZaa2EFdPvttzf3MKz3hoAh0OQI4LAdT37oveP1ferUqTIawlf06tUraGSXX375kksuyV2UHTp27BhUzPINgQQIGH+YADSrYggYAoaAIVAEBFy10iKMx8ZgCBgCTYuAmDrvvPPOe++9t3uQ+OKLL37zzTcMC5PCn/70pzI+zhXxz6w/m3bQ1vEGRcD4wwadGOuWIWAIGAKGQNYI4EVw7NixWbdi9A0BQ8AQiIgAZoTYP7uF27VrRwjW3XbbDR14LBLdW5Y2BDJC4D9yiIyoG1lDwBAwBAwBQ8AQMAQMAUPAEKgFAbybGnNYC4BWNxYCxh/GgssKGwKGgCFgCBgChoAhYAgYArki8MQTTxDQNdcmrbESI2D8YYkn34ZuCBgChoAhYAgYAoaAIdDwCIwYMeK7775r+G5aBwuCgPGHBZlIG4YhYAgYAoaAIWAIGAKGQCERaN26tXmjKeTMNuagjD9szHmxXhkChoAhYAgYAoaAIWAIGAL/RmD48OG4rjEsDIF8EDD+MB+crRVDwBAwBAwBQ8AQMAQMAUPAEDAEGh0B4w8bfYasf4aAIWAIGAKGgCFgCBgCZUZg+vTpP/74Y5kRsLHniYDxh3mibW39G4EHH3zw1VdfNSwMAUPAEDAEDAFDwBAwBKIgMHTo0G+//TZKSStjCNSOgPGHtWNoFOIhsP7662NmHa+OlTYEDAFDwBAwBAwBQ8AQMAQMgewRMP4we4ythf9FoGXLlr/4xS/+N89+GQKGgCFgCBgChoAhYAgYAoZA/REw/rD+c2A9MAQMAUPAEDAEDAFDwBAwBAwBQ6AREDD+sBFmwfpgCBgChoAhYAgYAoaAIWAIGAKGQP0RMP6w/nNgPTAEDAFDwBAwBAwBQ8AQMAQMAUOgERAw/rARZsH6YAgYAoaAIWAIGAKGgCFgCBgChkD9ETD+sP5zYD0wBAwBQ8AQMAQMAUPAEDAEDAFDoBEQMP6wEWbB+mAIGAKGgCFgCBgChoAhYAgYAoZA/REw/rD+c1C2HsyePfvzzz8v26htvIaAIWAIGAKGgCFgCBgChkDjI2D8YePPUdF6eP311z/99NNFG5WNxxAwBAwBQ8AQMAQMAUPAEGh+BIw/bP45tBEYAoaAIWAIGAKGgCFgCBgChoAhkAYCxh+mgaLRMAQMAUPAEDAEDAFDwBAwBAwBQ6D5ETD+sPnn0EZgCBgChoAhkAiBkSNHJqpnlQwBQ8AQMAQMgcIiYPxhYae2qQf29ddf9+/ff6X/vz766KOmHo513hAwBBoTgfvvv78xO2a9MgQMAUPAEDAE6oWA8Yf1Qt7aDUPghRdeOOecc2b9//XPf/4zrLTdMwQMAUMgEQK77LJLonpWyRAwBAwBQ8AQKCwCxh8WdmqbfWALLLBAsw/B+m8IGAINjsAhhxxStYf/+te//jH/QqnBZFVV4bIChoAhYAgYAs2OgPGHzT6Dxez/ZpttdtpppxVzbDYqQ8AQaCoE4A8Xmn+h1LDjjjuauntTzZ511hAwBAwBQyA2AsYfxobMKhgChoAhYAiUE4F77733qaeeKufYbdSGgCFgCBgCJUFgoZKMM3yYqAzNnDlTy5x66qnPPvus/OzSpUvv3r31liRWWWWVBRdc0JNpPyMi0KtXr4kTJz7xxBMRy1sxQ8AQMATqi0CrVq3mzJlT3z5Y64aAIWAIBCHwySef/P3vf+fucsstt9hiiwUVs3xDICICxh/+ZMaMGY899lifPn18IXv99dcvuOACz62xY8fuv//+nkz7GRGBpZZa6he/+EXEwlbMEDAEDIH6IvDTn/506tSpPXr0ePHFF+vbE2vdEDAEDIFKBN5+++2ePXs+/vjj3Dr66KMvuuiiyjKWYwjEQqDU/CGM30MPPQQH+Ne//jUWascee+xtt9121llntWnTJlZFK2wIpIvAeeedh3QjhOZll122/PLLhxSwW4aAIVAVgXbt2m299dbGH1YFygoYAoZA/gg8//zzwhzS9MUXX7zMMsucfvrp+XfDWiwSAiXlD6dPn37nnXeeccYZrjO6Nddcc5NNNhk9erROMApFek74zjvvvPfee3Lrb3/72x133HHPPfdsueWWp5xyCs5UFl10Ua1lCUMgUwSmTZuGwwyamDJlytChQ91nuLJdIoVcddVVkv/rX/+6devWlWUsp6EQeOutt95//33pEtEXiAWq3Vt99dUvvfRS/SmJ9u3bL7300p5M+5kdAi+99NLOO+/MoWJ2TRhlQ8AQMAQSI2A20omhs4qKQOn4w3fffffyyy+/5pprZs+erSjg4ny11VbbYYcd1l9/fc0kgZ3hww8/LDlsytVk7swzz2TT9sMPPzww/xo0aJA523Rxs3R2CIwbNw4DznCe0G0duQbnHpJD4vrrr8c4wS1g6YZC4M0339x3333//Oc/+/YKTQedTS2w++67//73vz/ooIM0xxKpI/Dqq6+qeB4D9eOPP95kgqmDbAQNAUMgGQJt27bdeOONn3nmmWTVrZYhUIlAifjDb7755sQTT7zvvvveeOMNgFhkkUWWXHJJTlQuueSSNdZYY4kllqhEx83Zav4lOX/4wx+uvfZamMy5c+eSc/bZZ4u6Kc5s3CqWNgRSRIBTi/322w8zA2EOOb5Ah0Tow1FwedpCgjhw4EDJ5MT7+++/R5sa7oJ97bnnnrvddtt5ytvPOiLAMa+oKnzxxRecH9ITpqlFixYhXaIkaxoFbr75ZpY1dIp+9atf3XLLLeG1QgjarRAEeO/QOgkpYLf4GvL4jRo1KgQKAkh26tQJ+/PFF188pJjdaiIEWIi+/fZbFh/6zFeGyyY3/+lba6211ltvPeMP80e+wC2WhT/kuO+YY45RRbuFF154+PDhRx55ZLKpXWedddhho5566KGHPvnkk4j8Uf6GacRvDSKc3/72t8nIWi1DoBIBuMHrrruO/H79+qkHxQ022KBDhw4XXnhhZXnN4TD8iCOOkJ/nn3/+CSecgFYqxyDk3H777R9++CGJrl27KpOpFS2RJwKoksK3Mzsff/yxtrvTTjuhwXjwwQdrTmWC1YZ5RNGdW2zRWIJIUAu5FYoPleUtpxYEVlxxxbXXXlteHzgcUy5VMJFNyKPbt2/fefPmab5vYq+99iK/W7duKE6T+N3vfodZh29Jy2xkBBCIs+ZID2+88UaO1uVjxF4IG93u3bu7nd9+++1NacUFJIf0tttum0Mr1kTBEWDLWIYLh046kbvuuisS97RGzSkNNmBKHJ83aVEuMJ3OnTsLYq+99lrQMF3r6lmzZgUVK3z+kCFD9Okicdxxx40fP/7ll1+OO3A0S6nocWv29NNPx6Vj5VNE4Mcff8SG2Z1fuDumiX12lFY+//xzCnO5FDp27Mi5YpTqVgYEHnnkEUFvn332CQdEAx2xOQ4vWZ67QCEHR+4TqGk2qTycCy0UKIbedNNNP/300/LAVYyRXn311VX1rfQZILHNNtvgR60YY6/XKFAfFUhhy4P6gJ2Uwh5UxvINgegIBC7c+pw1e4KAMNiKyMkh2qScuuDRMcXgMHzhNtxww5YtW3ICQFsDBgxg9XzuueeaHTfrf90R4LCCx1UiGq288spEYOOMmgeM0+8Efdt7772p9Y9//INnFSkGynKcTKJlCq+ORa6dIiaAtJYqHP1hMchK/dlnn8nkQg19YHTUF1hggYiUUSUl6AKF2aOffPLJJDjJwZ/tCiusABE82ey5554RSVkxQyA6AkRaQzfhwQcfRBLBJRVRq8Fqg/RGG22Ecg0JdKRRJcWwn+ecn/jTQm1HCr/yyitfffUVdrZ8lPfYYw/0cUwvWpBp2L9Y4oifBSbuu+++k36y+Qk5S2cjhAiM5+TRRx/F3ztVUHAYMWLEL3/5y4YdpnWswAigNoX5xh//+MeQMaKSwxYLhtzCsP0kOivZpCWJW6WPAooQ2Y1izJgx0hBr3913351dQwWgbOeHUSbxpJNO0kc39XNpV9aIrteXX34ZpUtWJhUEJk2apAJ4jJ/RUU+FLEQ4EEYNUh4bpGATJ05Mi3JR6dj5YdyZvfLKK9HB0aWJBI8cfryRdEQn5dGNP+CAAwYPHmzqDNEBzLMk6xWzgxMsd9LhDJl0vPSF9ASVY7eKpDGVR0wZUstuVSIQ9/yQc/tKIqXNwbyfB5grutsF5F9SBdu00uJWcP6QqUWoyaqENJ1NMAb0nplGuMX5DFfQQ4CxtRRAYOap6/nJacywYcNkBUTb/v777yfHU8Z+CgLGH4Y/CTx1CODlnJBdPsLX1DVsUU2ERVTRL0I1fAyE98ru1o4AawLCo2WXXVYWCkTpCVSFw7vByQy+aoQ+54ocVNpuLAQx4w9DwPHcQrcNBXUVq6+77rosTVw8cp6SVX/CV0hdDs9VIYLwLShNcCBZtboVyAcBjgqJ46XrFasKHs5k4jA1rNoHHhgpzNboZz/7mSxK/MXeh22VCSWrAqgFhD9kV8CWVTM9CVfmK4f2ngJl+ynbe2RPv/nNb/TZcxM8k/hS0kvUH9wCpHEKyLMaotZbYFSLzB/ipxQRl0w2GiyVs4i0Ujk6/MpUrnesX3igEQoY1lc1Cnr22WcRrPK0SRXbcFdiLjlx+cNMD36DOlmvfHZOGBnKI4TzBlR0suvJscceKw3xF83V7BoyyoIAzKEAjjYda8Vf/vKXLJCB54S4KnHZKWIIyBH5QxST1D01pgQhu7SQtpr6FuGd3P0TX0y8IqcyIowYXY8mnFOBdiqUjUiNCGDg4K5XhNJJTBDHtixKyBT0i7PUUkuxZUpMsFQVhT8Md5xh/KHnkSCygD5sJPgg8gS6F3ZnbhUOdfQu0Q3cuqjKp6jm4zbayOnC8od4esQ3mkwwU+5rBN+zZ0/3CcAu0TNVM2fOArW5YQAAIABJREFUdAtEXMvUIRt+azwE7acgEJc/5BC4PNAhqdKnDkbRd+B8J3BuyYUBj28B7HmkAC+CbwHJRFSvcfP4coe4CwohYreiI7D55pvL5KKkF71WspIqHSORjEIZakXkD5Wxl+kr4RmXeByV4WN1//rrr6f4eMBvuz7k8HgZrriYYtNGyhcBArrwBcHoXWYc7s63WNxMvJtCSk2sicpAKyV8m+LiZvxhLMRY1XmuXM9YBx54YCw56a233kqgaXn45S8x0qFZ9ZQoVj8bvHBh+UMJcijzyiGh7zRU5Q+nTZumzwcy46oqptIKnj/Em/Mmm2xSqdHq25OyZVblD1FY2myzzX7+858L/jvuuGNJIMK/CHsjGTWucX1NetDCUus1RLDsqzzg4JhEJf1ISTx3PT85JCf0y4ILLkijK6200rvvvuspYD9TQQBNLQxKRZWOFcl3+wv4RLnkQsvOt1HU4KVAlGmCCFEZmFa0aFi+TJvLF1LjD31hcTP58CFvktUYjWVM+vFP4xZIJc2zTQgf1UJkzbevZyrAJiBC0B38BrF0YICACtV7773nu14loCxVIIjton6kWNMSkypJReMPI0707NmziReFEz6eXpYsDml42LgSfP6oInU5h1SrfjZUPK4lUTctPn/YunVr3Gf5PluY8CoHwmpIDB9PMY1kyAZ68uTJnrshP/H0xdPJZUeIvihV5Q+l1siRIzlA40pLkcm3Mw2VKX7/eHIwpA6SVKm5zvxH7CeVxc455xy5xV+2XFEGeNhhh0mVdu3aEUkvShUrEwuBE088EYTZ/vI8w/l76jKJuIBv06aNzAL8P2HlPGX4yaZKCrBdiDJNqDzohw1GqJKg5UThD7EaRXIsyMvfUp14IIyQUeMXN9Z3MMHThbNxxRmmNAEFq1I7AuIVmYnA+Kp2akEUdDVbddVVS6i8FwSLb77xh76weDLR+Ntqq61kAUHAhBMsT4HEP1nw8R6vSxPeaxKTaqKKxeQP8ceAorzMZfi6o4bXROz1TBt7Atla4dM5rvBM+UN0TSvNGj0NlfBnRP6wbMj89a9/FaktIeyQ4AYN3+UPUdQJ4Q+5G/Hx49Bb1z7CXQQ1bfnJEJCwIiAM4+dLgdPFo446SqeAY2EUsSpLqroXJTklrixQmYPrNokcwENljmoq8YnIH5555pmqFEeiPPwh30EiQ8qTiUJNJYAU4LkicAWa6iT46Vvm8MMPZ9l/4IEHfAtoFWT2+iLw9cRvlt6yRA4IMDuIAEQBCi6x8uOSYh94idQAng8fn78UiReMlPGHVSeUxYfIOrJSYSv+0UcfVa0SqwAnk3j9Efp8ApBuxKrejIWLyR/qB4a5xBVkyMSE8IeycmHyG1I95BZxfuRJiiLmD6FTyFvGH/pO69JLLy3PDBazvgUk0+UPJ0yY4CmJY1LRm99pp508t0J+oo+tPr5QWA1y5xtCwW6FICDBJ5ncIP6QujiR11Djyy+/vC815Q9ZuO666y7fMpWZ+lXDhKzybslzovCHChGniOw8KjVNtEDxEhx3y6K0/vrr+y4LcHRSQP76nnvL4bkUiMJyIJMVbhwF6eJB2sgjYlWRaUKodM0113i6yhYcQ1y5fAVYlMcw9f+L3B1FjILkRawbWBszdcbmGUtz/azKH7rcCzNYNv+l77zzjjKHhDfMbnJ1Y4+DLp7zBGqr2fUtdcrGH/7H0bzn/BD7t/XWWw9/R9haJAOd3Z6semjuJaNQ4FrGH/pOrvCHsH/hW//evXvLJ5wVqtJQDXkEd7EbIcyrbytBmbjzxbJRKLOfCypm+XERwIeQ8N5YloYf+qESI/iH84fIv1heonfjmWeeEbLGH1aCFos/rKxe7ByOdGALeXiwBkeE5DvYLPhDGhIhL7E0rr/+et92LTN1BO68804VUY0ePbqSPtFNZCXhb/v27dFN8JTBqw2+i7QMfL6ngO/PP/3pT1IFdzUWA9MXoqr8If5UFHYSZeMPCRAtw2cnn6ndMsSVRaTFoFXRdxKbLvOn7iNVvDS7MdeFkWeAbILxa0omoko9SJQymKVidIG/o2233dZTK+JPTm+EP+S95ZGKWKsMxTjgQqxYhpHGGiMPCdJZquAkxtV0rySCeEwyCR0mDkjcMqhVoOiFgMNdxdwCQWm4TaUGbxlUzPJjIcCcEgEMmTq1cFiF3UKs6m7h/v37E4gJTzO4t2F5cW+Fp7EpFZkCmmM33XRTeGG7awgoAoSa4EiHDxlWPWussYbmByU4dMIRfNBdmD0szTTmalAxyZdVDr1rol/wN7yw3U0FAUKYyF5lmWWWcd3VKnH3u4CtF98avSUJchCHaWb4h0yL6RcNB9pIPDXfEokR4KifjVbi6s1VEWcNQ4YMoc84jyFkBU+v238+wWRiLCYXzvDxAugWIA0jABEpoObWnjLyE+JXX301XKj8ROY7ePBg35IFyCw4f8hWW9RUfKeKtUx25PjRwueyluHUmLhkbKQIBauZiRO4esNHSOLqxauIYPKxxx4r3rhqHFHfvn1xwwORsWPHRiSFhg8CfrcwnrvgQLp27Yog1s2PmKZixJJWLCICvP6uy42ItSqLIafE+guld5jDxRZbrLJASA5bdjkW4KiHg0c3gEpILbtVcgQIjI4VNCCgVYujtShoIJlS/xBanmCGMJm4grv44otRA/MEFtNingSyKnZyZBLLh5547trP1BFgmmbMmAFZzD5RYBEPkCGt7LvvvqoH5FusU6dOET9DmDvKMTV08CZo4mNfPGNl8qK5PgVi1W2uwohf2a4Ly4fbEUz3Pf3HCTzrEqIHudg1YQvtKYNfQEyjpcD+++/vuev5SRMsSpIJzjyxnkh4nvLN+7OA/CHKVPI5wVBENZJjzRCfMZ4VxAmxallhQyAxAg8//LAbTCWczqBBg6QA0jIO/bQwXPcBBxyAFYev6FeLhSRUczWkjN1KhgDHL2qFmIACnkiZa/S1EtSlCh9O8caM02a+l8mIWK1SIcB3EIUohoz77loGzuE56jno0bA6RafD48qziopE9CpWshYE8GRGfHAooCDK5Uvq1FNP9c33ZCLAQvcKQWdEWQBr43XXXSe+2aiFioSHoP2sigAa4GCu1w033LDNNttUrdXsBdBGJkwdQlgGcvLJJ6u7I3dc7IjcfOx3XHNot2T0NCoVQA2LQRV2bvCc0es2Ucmi8Yd438JiEJ6eOcCYCjOeWJPBoTzHOGhhoVsfq6Jv4dtvv9033zINAQ8CyOk/+OADMtkPibdJTwH3Jy553Z+SRorG94CTonvvvbfybsQcZPw4vKEwLwLbhYi1rFgUBPiKaPgK3/K4jdVzElePi8LY+cDg4SIyRHnPl6ZmIshX70eaaQlDIAgBXHALtxBUIGI+scIQrmMNJXupiLWkGHrRshjiQBWfQLHqWuG4CIg9AgF40LILqrv55psH3ZJ89O5WWWUVJJXdu3cnEV7YvcvaqCeWvh84t3Bp0y+//LKovFUiQOwZMNer6kxVUmjGHHQA5eyO4aPM7KstiHqge1DE2XiQ+AN+Ycstt0TFpioUKMkDNcql8kXebbfdiHFQtVbTFSgaf8jLQxDqxNPAyQwx92AyibyUmIhW1PCvmmMJQyAcAeJNrbvuuuFlKu8iE9lrr734rqMUzUJZWSBiDsurOEfF/lZjtESsa8XCEai6GrB2sfIIEU9hFNSxo+YKbyL8bqzTm3BSdrfwCOjTCF/nMc6PNXaJcacRMmLV1cLsvcxGQ9HIKIGndyjjk49zmGRNIFvEQJp1RpVFY9GxBaoqXAMHDjTlW0Xpxx9/HDduHD8RfWITiDqV3gpJeL6tWpKToTFjxiDGrSqg1yocS4rLBnl3NL8wiaLxh2yhRowYkWx6MMthgeMIBUF+MgpWyxCoBQFUqo488sgEFJDXcuKHVCwBbxnUHMpduCsIumv56SLAAbKaeKHliwmQ0OdztcUWWxBxpPbm9txzTyGSCrXa+2MUmgIBPLSpT8tYHZ41a9YGG2yA5SGiq1gV3cIRFRTdKpZOgAC+TESX2PVQWkknZOlA5YGPFzrwOGyvrBglh4qYgVESo3p0m6NUKVsZWBffI7Ky4SDjRYYlXlsxCOQorxYQFl98cRw3JNBx0Af10EMPZQ9WSx8asG7R+ENeHtFij4U1zxlyCFQjWCWvuOIK1il7CWMBaIVTQQCzjQSnf3icwz4b1cQrr7wylW4IEcgiDE6RoJEKQeC7774TBWPKIJJESkWC0Aso5mEIrXEvQihEv0XM8eiFrWQJEeA7KDFRULgSs9UEILAiwRzidz6xUjSNYkaVoGmrEhcBQuZ+++231Ar3UqtLB/tpvDFrK+yMUdvDKofol3GNepQIwn3c2/KTIzJsfObMmaO3LCEIcMCFE2BDQxDAS4gkarG0RCzC5h8FB5XJxoJX3xfsZounclU0/pAT5/PPPz/WBFMY9RV8FuH7kbNHFPyCqvPV5DHiMgeAQRBFycdJJoYlUUpamSgIILhCnKHrVJQqViY3BM4555y4baHFgH4vtfje4IEZO4e4FKy8IVALAlj14C8ECizUyXwas+UiqB1njxtuuGEtPeFkAO+ptVCwulkggMqxqw6K5218P1577bVpcS9EYoRgFj03moVB4LzzzpOx1OLQiA80LIMdCPk+FUXjDxkkai2+Q62aiWsQwj0FFUO6jzdnYvVykUC8alxiEFbh+QikE4sYwymX7S7CdaLx8GSymUumA1Y2xHIeL1NDsJy4jT7//PO4ZcM7COeH+M4WL/9xiVj5iAjsscceEUtaMV8E8JzkyZ8yZQo6OJwv4aGtdevWnruxfqJSgWNGqvBGpOIUIFbrJSnM0UeCZUrAQccExTwEARwXx3JI07DYzp49m92dXiKqa9jeWsdg8OTYOQgKjn/efvtt37uXXXYZQg1C8oT4ZPKtqJmrrbba2WefrT8Lligaf4iKAl7+EkzSb37zG0KaaHxwDwUiZnJsyJIh+USA5eOHUp+nmP00BPJEAKVE4rryZMYNiJdnJ8vcFgeAOPdPgADqXpi8o85gbH8C9GJVMTFfLLgqC3sARF+LLRfKijz8aCFWlk+Wg2YQuouJhb/JGi1JLb4j4mCDiIWEIow1auLu4K8B1apU5przaq5YHUi3MCfnqJKxu9ML61lz5Z0uyKlQwzmCeC7lwSPaRAhNHk6NC4VbVw2Zw0kPsldkWBdeeGFI9fBbNM1bU1TtraLxh8wlExbF0R/fG/VIi8/G2267jRUh6FHAqRfayehOcOmzeNxxx4nKflAt8zQVhIzl+yKARk0sG0Kecwz6jzrqKF9qnkykG3g64TrzzDN5+D13K39CXB/1yruWEwUBnMXjCDtKSU+Zr776Cnk8W5MQ2y12dbjVljktnmW8BxD72RQIwGbwVeXIhaPvGk8OK8fLWbrxh5WwpJXDSoUucZCI3LcV9j9oEbN9SmDU40twvfmX7618Mnv06MHpt9sWwTbeeOMNN8fSjYAAAb0kjl2sznBUKIeNfD2JVjB9+vRkZoduoyg4yPHjpZdeWjBRQpK9iwtNA6ZZ48SDFrbUqAoE9ZDTQgn1RgFWxvDQZHhRGz169JfzL5SeJQYAG+599903iD75icOUh9C0WwVGgOeLk+roA+TkEPfxMCFRquA/ADenXMQ4jhKZE1d16FFHoWxlghAYPHhwMo+ySPFRfQkiS/6HH35IvDK8t8mc4trbNjEhcNmtfBDgzBAz/ocffhixhSk15IN5Wq106NAh3I4LVQj1GcOnCudD6GbDsWPmsPfee6fVjTrSYUcHw1DHDljT+SDAQ4vLN7iDJZZYIsUWOc8smKC2gPyhzjfqKCg/6M+gBB4C+aoF3a3MJ+ZJrKcKl8SuJXclQcsxBBQB7ECy2OijQSGuw7UhSzQvAhzRsKTg4k+H8MILL+BYC6ZRcyxhCOSAQEbrlW/Pd9ppp3BDI99alpkWAviMefHFF4Xaxx9/jHQSE5tRo0YVxoEWsQo8LrvPOussBlhflVcAJ6yxre1pPcbQwUCMkNH4fsOOI0WyxSNVZP6Q2TrwwANVidQzeUjfjznmGHylEDiFYp67UX7i8ognrGpJjp451K5azAoYAiCAbxJMIEKgIFCeBKrCMWB0rR6cnUitEMrcIj479ElwQt6qVavwwnY3CgLXXHNNlGJuGXwDsiFwczxpVH9Zsli7uHSa+OZ99tlnnpLuT3W0kKBLLh1LFx6B6K8/65WeKQHLQQcdtOWWW0bB56WXXsIQiCt64LKNNtqIVyMKcSuTAAE8AGkwtyjViVKIWRdRwUIK33vvvTLLnDTOmzcvpGR9bxHhjEOCW265hW4QxREtHrk4UD3kkENS15SOO1gUecwQPS5oWl4/fOQwy2gOcsCDeo6Gx9CStSd69uxZO5HGoVBM/nDrrbeWuLqffPJJENZYEnKo8sorr/Tt2zeoTHg++jMjR44MKkO4WBYd7iJ/Cipj+YZAXAQ4NZLnCoXnpZdeOm51yrdt2zZI5x57Eo7HKbP66qv3798/AXGr4kFAd7QTJ0703Ar6iUlPx44dg+6Sj2QK00TWLi44ST1UCW9CtO6prl0KacJulRkBnPKddNJJcREgFgVHfBK6s2pdovIgiuIKF4cpHVxeb7rppvrTEqkjgEWW5/QsvAl8ezAjIYEBEEruueeeMstsymG0rr766nCa9bqLCxPsKUQ58NVXX8X+QtjaKJ4scuhzy5YtI1qR5NCZpmtCP3z0nCcc/0Pw24cffngWXvSJGt10+IR0uJj84a677kqYexl2lGOTEIA8t6A2dOhQWUaHDBniuas/0cRgNZR9vGZaQhAAQy5Dw0UA/+AINdycoDQSehw6c3wECxdUpjIfQzhUZSQfc+ogo7gEm8LKtizHFwHkRFEee8xEKwMG+BKUTI5rOEWUdIhzI3y1cWITQsduGQI1IoDEKvw0qRb6sKwh0adqoWx1FYH5X+aon2bsFUMUL7FB5SPl+rZFetUUkQBwg8SZwcCBA2OhoRhaIgcE8C0yZsyYTBti9pHFs+agZhjlwy2dwflfpr3KmXgx+UNA1LC8eCUNCn6SAGsCzQ0YMAARKSGD+vTpE0QBmRmCBOSpN954Y9BePKhu4fMJQILyd+GHGWuAK6ywAnawIiOsajR7/PHHszhi1xq9CV4HtLOqlp8xY0bVMlYgGQJMq3rZrqSAMgIPABfqdmyFKwtEyUGbK6gYayAxrIPuljk/BLQywyJjRwEnupNA/eZWxQ0vf+G60EoBjQa1edNMS2SEAN7OIn4CkGHhrTGkGzj9Rw9C1zQpiVtmVB5CauE4hCukQD63sLPAuSVuC0XjNJ9GrZXoCOAeKbGbBvySRGkIC1uYQ1hElK5PP/30KFUoE30NjEiwvsUKyx8qrJhQ4+VPf6aSwO6LQ+ogUnxTZVmBM7Tgy5Uo8eUg2mRlfslz+vXrJywfibT0cNDqQV9ULvWH+dRTT2E1FI62q5IRXtLuhiNAdCZ8poeX4S4CAhgVrrh6RNOmTQvfcnmaZkUiWo8n034aAr4I4KMyXGlZa8V6rvhEhoeGUrKUvOCCC/SnJbJAgKBw7du3j0U5yjkJAcBkTcOJEWov0MfJCsESQxrC+S1XSIGMbiGe8/VFz3cw4vOfUceMrC8CfC5xQOp7Kzxzu+22i6V4FU7Ncxft+ix0Vj2t5PmzsPwh6uOo4YktBKJKDvRqhBUi7KpPPPFEtu/hii58KWWNMzsfX8wRsayyyiq+t0qeKQ8MwQkxKnM1c5LBQuAmJLjsruQiwqfQefnll4kti4jUJYvxCYrTcnSJak3EmIouBUv7IoCdM4L2P/zhD9yFRWfD5FsscSaLEq4UCJPIji0oSi+G+DwDNIHdBYr3sU6eE3fMKhYDAT6jIaJ6NtCEcUJCwb4/+nOFinvEjRRmGgKjfUyze5xgDgmQE2JJ6DaNQjvTrTbP7q2gNFZ8bJ25SwJTuqBidcxn/eSYiHHJJcs1/WHXd/DBBxPMs459o+nwd7C+fatL63jrCTfR9+0VQezGjx8fxakk1Zl3XyKVmZibieUqQX0K5kaosPwhHthg5DDrYjrReueDVDmv0XOIlMIhwPrrr09i2LBhPAdss7hcF/NC7fHHH2f/TRo9sWuvvTZ6E+UpyYnuBx98UJ7xRh8pIdFFCxQVCIJKRa/oW5JPfpCMDfYPVR+3Fg8titPffPMNmQTfi3uK5ZKytAcBfGXJ1vnTTz/FYYPnbio/WeJOPvnkRRZZxJcazmw4h+EWftvs8NAXIsv0IIBpmbhtxFCCqPeeu/pzmWWWQT0HC9iM9v36pTCnu4p5Fgk2M/BI4ZRxSINXod12243pZn8VXtj3Lprz6G363iKTrw+2f3p30qRJeLjRn1knWKUZl1ycGapbXVhEz7cy655U0kfXMeQdrCxfhhy08zhFjDVSArFEFzPxtEchjmcjXgr3uY1Sq2nKiA1uUf9yToISOZPB2nfRRRclHiZKXL4ziiMclybxVfXwGhdY7i1LCwJIZVyjdmIoGTIuAhqlcL311mNn5t5KkEY9TOMfuA8wFox8b1yC6lgCl3TYqrm3LF07Aho/Gg6tdmpKgd0zsn84Q06DNbMywSae2Yd7RLW48m7Jc/RwwNYiz5OArFPOlPBs5LmV7Cfn2H+cf+EtCemVrEg8wEHUULOXUMOV61VQFctPjIAoW/EhSEwhqCLfGvE9i9/soDLkV/p+5JBZHpirrroqpGIWt1TdhqcUuW0WTUSnSXhbEdZgMBK9VuFLiks/GEWObUIGy1acSezduzc67SHFPLdcv8qnnnqq567+dHUrODrS/GIkflKMYYSMAt13+Q4tuOCCbL4JhxhSOOgWB4ZCxP3Lkuc+cByLoaEnBVjXHn300SBq5cknRBKsNRcHYnx+uDxKLPwkE9ykGCqR5QHHd6SIyVVNi48Bjhx8i0XPRPMB8SeX6yfJ85kR4xAeXcQo7iMdvRUrGY4AqPKEy+KAZDr8exZOSu6yl4Igetrs55AuB1XhI6e6UlOmTAkqVuZ8ImLJvBh/WPkYiHQVjazXXnut8m6sHJ551UpAz1AogzyfANwmV5KCmdToAujbVxawnHQR2HjjjeVFwO9oupTlLA7t93DJI2aQ0oHKvzwJmAjKJiEfIVdD8YdMB1GpgMXz4U53mpqOmrp8B5yQziM8Zf8Td+cflz8kyLlH5h7SpWa5tVDlq1iwHBQGCESB+Q27KMQAyCND/I4GjR23pVyeu/vtt5+r0IWtl7jlRNMGcVcC9WgP/Wb/yeEVEIm2bdBYeE/QKtFQexhrIeZBHS7i4X4Q2ebNJ74qq4xY3eAjDhN/nCHVMhzYb6l+7rnnynca+0/52Eg+BmyEVpd0r1693Ee6lnatrosAqKr6Fkrp6rDBLRM9zaeO8E3idgvjQ4j/+te/pjoqUhhIu3TgCVVAZjPrIqNpzBA0bQkPArhh4xCPY2pWj5DoKZ5aQT95buUWJtZahk8ArCA8iTzDms+uToqxXrkqJ1rAEukigFM9vj7wYHyA0qUMwbXXXpsdVLhnZmkX/VUMebQD8GlYxfMkcLEFJ59VjhD2uJPBnEyLpZ5g3wjDjEZY6pSNYFoIsDqJp4/wJxYJFMKFiI3ylLIjVbPniLUohpBd5V/RazV6yWZhZGvsJ7F6ZCbgQEaMGMHzVCNBtzrr1wYbbCCaMNDHBYV7t2xpPJ1wzg4gHhN2lNxCLvc94StCdfiidKepWSYCzzQAJewEbAB4ptJzFOVxJsF3eubMmUoQ4wqdJphDLK31liXSRQCX3HD7ciSC96xaDmSCTOc9YlQOxGRyaZQgTja5MqGszywveulBFuGINBPtR+SJnL2n+ww0HTUWDZ4iFuell14ao6xwNebw0bGYYyWrnwA9G0Sv54gjjqAhtzqxWNZaay3axd8DATbcW5bODgFM0MGcFwHrd6I3p9IQ8gXOn2HnQqjxbCCAkE38uHHj3JJ8reAD5bFRzRo6iSGPvK34mPA8PG71xGksymiUhrjqrl/KKOz8sHIqeURFeo7oE6d6tas+cTyL9AGX4zxarkdfPty+e1E+qThElYfEt0Bln5srp/j6pTIfeIZwXdQQzwSzk9qnisWL5UxN87GXRZGydrJNSuH1118HDayh5IXRv0h/Ea6ED+qAAw7gE6JISl30gcNrFfiu8gCcb2Q0TA54NYYVyBOrM6OGjKwioDpU7JmQK2l+rMTgwYP15dIExyx4aRY66MbwJirnz61Y9AtZGPYGTLgUsaoJJCaU5wyhkIBEHBR7IwUK0VXEWlWLhdsfqlL0iiuuWJWUFUgLAT4BMIcy3Xi0qpEs9qu8PrhzZ0vw3nvvkQ5yyoAxjjTKkhVimIOqi0gN9IGUBNJ/iHPxRauxz1pd9UuRqNKu5tclwRLEi8BgTb/Ug/8dd9yhD8Ndd93luRv3p8YAU5qa4GGupOa6eTf+sBKfZsrBkHSTTTbR+cZ0p0YWkWNo1y6RU2xkTs2ESKp9xSDKhRecWbXx4MoVfdXmDXdP9jmvv/DCC1PtZtMQwxRTueUs7J5fffVVV2trwoQJTQNNM3cU+RFHebIKocJE7O8Eo0HVSt4s9y+e2ZWU+lyhIY6gUTHVW+VMoPCPZocu/m6CWKzAqLy0e0vSbBDDTz+KDSlSDPUTGOKnIS4IIfwhXiulRbw6oUQdl7KVrwUBPgTy2J9wwgm10ME1oPrq44heVEPRscLAvpKs+Nnm3Oaxxx6rvOvmwCnpolepzscXLZleBg825+TuhlD4QxxJNIJ4SGU0xh+6DwNpRKISpICHtnb+kIeHk8PKTwA5lfzhjBkzNI43E5TWebtngPX9WZbzQ0EZPQTMAjXyEusRKgTossfVvBJVMVRu5EniJBoJPV+1+s5lHVtHOui6P+HrjulwXFSl/3DdaHYRZEmmCT/azJG7cNdxmDk3zQKJiGZdAAAgAElEQVQksXr4EAJCWlouwItTE/Qo5OlFYMyeoJCrW87zFbE5bAJ16SDaBKfuEStGLIZPI/HijQof61KZmUPicW+zzTa8O6KtjbIigOjFsQbvAirWADtv3jzSXCxcWoCKulcgTXlWp4izUKRiuE8UHHii2Anx+at9dNg0Cs7IbV1qCFCEk4eX4ETIvWXpHBCYM2eOzvVZZ52VrEXUg8XcRl8fTSAd89BEdUjusip6boX/xGyVR8jjqoDvGq8qF5GiVJ8inA5qz6LtrBtCFgHpP4xreN3s7rLUwJp26dKFsajtOr1iV5Bdo81ImemTaCuoH+MQscYhwCPIh8B1nIFvEc/xID9V2xnb6dpVW2vsdkbVy8UfCojsz5RFlIUJ7UeiS3PJXiEI69GjR0sxRPK63nXt2jW8VhC1wuSzH1WtOWDBETNGw7WPDmc/KrcmSAPIl9AQBWUbtennOFEev7ieuNy5IIw1HsP16eXDY2qlLj75pDkVYS8is4AMkmlFAb72ptmWQUrdNhx99NG102xSCgRPAwoNYgbUyEHuvPPOWMPhDMGzzT322GPTEtPE6kl9C/OB4zOniwYsYkb9wTRU9Rtxh5NRK0Y2BAFUiCWWPdPdqVOnZKorGO66Xxl9cviEue8ge3FeUnWWhrZeSMeCbiGGxv+tLnraFgkOA6DPFX4GWLkhpC7LMmQRGwW1m1E+H3fpM0uNOxZNY7suBeRvKsKajMaSG1k9qcYaMK1Gw/2XuuFYkz23afUzUzpl5A8BFBkMR1I777yzvnWSwGPVeeedxyuHFy8Wl1122QXBAIIcHjt+ejSUkFRBBBF1pjPU4MQBR9UUEcIhy0lRWR/FVEwQcWAgs4NbsxLK7xHen3POOe6DijsHHlFcNkd8NpB1UZ4Lz0zqyItZ4+lFCygiESuWLgJ4aWcedVrZk8kcJXvC0TilOuFYhSAKXRBPdoCf7jDzp4YPFY5M3TjIHCHyqIfvEYP6iWtf6rL460whTATqWjy1BLXVyPl85jp37iwgsM6fdtpptUipKkfKY89xkMptcTjhEdhXVrGcjBBwg+Kw50m2InEOyYvjuZ5++mntM37XsHHQ9QqZey3rFQdH0hYiBjlN0heWBK5xUdOQBZa/lY8W+z2+jHJxngmptGJ+6nirJvig0zfU2dyeV00TZe3iiy+WoVWOq2qjxSiAbbkoG6OPA+eWijIUzydaxzwSRKL2nEyAM6ITmRpCuXo0IIoBqYyipPyhTiFrga/kSV9LOEMJ7ao5ksBO2jX4UYKlSvBi8PIIIACFs5Mshn/RRRepfgVKI7WHBMyik5nSxASoe/fueuIkgLMUcgyFZm9403x02dG6Ty+Wt1DDVV14RbubNQJ4a6iUsiczoeFL5k4xUS6y7nzD0ueAQqHgEAD3GLV3lQ0Hr4wbgCHZprn2ntSXAgaB6iAkbrzpkJ5j9qNCRhgSoE7GzIc0YbfiIqCniDj2C49bGJeylFebOt7WdH2wYcTII8SlD5UuCJIg7Fajad3zwPNBd/uJ7oOMwvevOnByq+CfPLrUONmsNWwtjA/RMhM0kln1RxwaSjo8P9IQRlXFPh8qO3/IM8FZ4pprrum+ZppG1+WK+Rf6x5opCWxRIj5PRS3Gi6E+BohZlKkmBoYQij9ub5BNFhXVkHHhc5z9meIgCc5G8OgTcrE/dqvwEXr44YdDWrFbeSIA4+H6QJOZws8TEzp27NjwnhCpSefdnWJ2CaUVJOPODiNDQQPb3XRDaeOiQI8lsTkpoaIpDyRHQGi4CcLsk1DBDX9Kq97FD4rr2IxIxVWrWIEcEOAjqwpW+OHD5XtajeJzjoVL4wcceuihGa1XqDKpg253hSTNuZAsnkOHDk1rXMnosLehJ+rpRPrJhz48aAfyKdmaeqTGVCytwQgLMk4iAZDtqK8bpGQT5Kml0nYe4EwZUU+7dflp/OG/YUehgkgVlRc29DIrvI1yd/jw4fICl1lUI5jgj0eg6NGjR/haJuVr+ctZP/grO4q5Yy3Umrcuh4HgoNr2gn/Ev3wRCRYU0WS/eSFqup4j8WVOUfRV8adMKAcpuNtGSYGTXnbklZdnZ0CtyZMnQ6q0ImR4FfW6hJlAFpLd6dOnL7fccjJBiFrKGeoWtUC1DMdJw0033cRTyhV9l48HCMpjC81TreYDiLp4eqMTabo3vek6zFEJh1fytKO/h0Ucs/buu+8mGwjvI9Vhh1QbCEVlaKIbmYxglFrogfNQyQVfii9iGY7+RRmVh5Clg75xvfXWW1HIplKG94gW1b8OOtWogUhXo6va8kGnCoZROiJMpnHslHiaUhlavYgwj2LAzNcT/tmjF1pLr7DgmP+AvKLyR1iAWgg2RV3jD+NNE9JTVbAJCdQTj2gTlsZ5jEZfSEXbOwoGiJZlEeS8N0r5opYhjIrgQIAEvq9yucZs3MUC7f/v/Od/Rtq/RQU5/3GxnjBV2Dzrlz56gi0OdbPgiPLHIVmL6BexwQIx/gIFdoPJ6FSthfYa9IWrgUUvZ8Bb1OEAQTf68qBi3lwVPQpccsklv//97z3PNo/9qFGjolS3MnkigGTco8rIRyd6wCrtqseJnaxXKZ5JakNVE+i18uhqeGHPc4jgI599HQqu7uuDcW8yV0AyXlhfBuXq0+6www5VoShkAaw21McVvv3SUiG5+uqr9VHBa252ProaalKMP4w9HRyXyYOSzzoSu3/ZV0DPSuIugAP+Y3xdNaA1xyZALl4t307JRkHKcELoW8bNhBHli0KjHIVR171VqrTyh/vvv78OHLk7pxl6lTnaimLSjAnCUjOJIeH49CvlJtheNONgU+yz6lFzrJci2SBSbOYEfzaUpQ176wknjcz+/5f8f//v2bOnojdmzBi9JbEE3KcXfbDao7FrW5ZIF4HZs2czd+58cQqns1n1w426I4XxLedSqPt6Bd8LQ+V2SdMwFTK62uPpBU0EX2dVQ6BdonmloteDuqOebhEVg1FUdU8Q1MOmzsddjc7mGmuswTltLcOhOkiqZgruG2okWEtncq5r/GESwCV8WTn5Q1xX67uHi4Ig+DxhRlkBPSWR6yBEVFJYeHoK+P7EvkirZLd8+zbdOJnqn83lDxune9aTPBEYOXIkbwTbrxR1afLsfyptsbvCRAocBg4cmArBKETgeST6Bd6AyqwV6Tp31cW5aoIDWHZd5Tx9jfJ0NWCZW265RQO36vyiHqlCSTfRv3//vn37IsbVkiQaVrCLPqfqebodxghcBuUrBE82R2h5aBO4vEJrMRmdoFpqA0UrnMnn74g1qGN55mOLqPYarNIyiZUx7kO6ROQCqeXacRDiLqRK8W4Zf5hkTmWV3HfffZNUbvI6EflDbEt0ESThy0sTKlfLRAwwipoKy5/gX3L+EI7adldN/jKl0H3hD3mPEMGUU78UKykNvRDCHw4ePJgTA64gRWvRmZQyEZ0k479OVrBMvXOl8JRkSQJjJwEB6ykWZy78bejC7iawkpIC/MUpf5adMtqZIACLyNwlkwgQfSdIkyiTvsYkSoQMhlbpiVAe4D59+rAyDBo0KCZVn+KiAwXZIUOGZBFfChtpBqLvXRnM5HxQ/te/cGTt7jABBO9ibvhN31qSSTHcJimGJDBbANXCO6TxYGL8oQeQSD+FP8FXUsgBWiRCTVhI+UOczqF5EjQCPBDo2+XrywcvmmLBiHgGSXwsI0Zx0IKO66xZs4I6UNR83MpJqJ8ERiBFxaTM4+LdUTuWcoqKeRFkqSHEDsuO78MA3yhvDSVRg6zcp3766afqc4Uy7IN96XgyCTwjti7sfT23yvNTnSqrSwxirIsvB8/fEi7XhXwM+O4zs0TlRQMo/EJ2QAExDG4KkxD0ThkaS4qOS/0ssCygGo1uLRcRWRBLxZ1ciCNDAQ2WIOgnoBCxRU47ceAp2g3o2xOjL9b+KmIrjV8MV20odwC1nnuTkBkM/6vlmXT2mVBAZ7Xxx5t6D40/TAKpPj0l3Bawc+Kd4QqPieTyh76xQDj9gwhLGG76486BOvBkRxi3blOXhwFQNRjjD5t6KlPsvPptKiF/+OSTT6644orzF6SfhOy3iL4tZeQvjnw9+LvrFWWiL+zitwB70XKG7OOwAgsfQVX5Qw+29rPkCEgwceQIEyZMaDoopkyZot4W3DWkW7duEmGCvzB+Ucalh5OE3Y5SvsYyoK1WcxEFXjW22LDV2WS6cxc9vfXWW2fqX7dhEZOO/TQ6UlZSETjllFM0XbYE0eprHzLSLJQroIN23D777BOXYGnxnzZt2gsvvBAXLitfbATQYpC4T8Uepu/oEOtyKuV7KygTCYvG/vYtgy9Nj3q8bzE3ExfzBAPEb4GbWYY0Jjro4jJSlERwiVGGIdsYkyEAu3Laaaclq1vHWsigiTx86/zLXRZwhcAzLxeHVFF6KHsnDvQqY95qdRz+ado3gR7szTff7HvLk7nXXnuhxS2ZCMgYgadACX+ytstUMq1Bw+dBlTL85RiWw96gkoXPX6jwI8xigKg1Y3DCm4zXNXQtll9++SxaaUCaRBXDkrD2jv3xj39E8H/uueciSEtAjXebI0QOMBPULUAVhILEZi3zslWAScxiCF26dHnggQeI/pIF8Qanib6QRtIL7ypx9ioh4uiVWkSp7tChA7tAdQEVTsq9C3PIR8HNKU8ahZquXbvifaQ8Q7aRRkegbdu2mJNEL99oJVkTpEvobfKoq74GKjxoMHILNgzPJVIGM0XYYFGp1YFgGY67CrxYkYPXgI022khvaQItUAx3ccQwdOhQMnFd45EFs9Vkv4SMmG4gE3zooYdY9LS6b4K1juN9JDjsVF9//XXfMuXJZMuETyyJIEXUFjaQYmTIjLggsI6VVt7q4kDa+EMPIJF+shGRDQTvKoF0xo8fj0woUs0mL0SQUNYmBrHzzju7evmxhkUAsZdffpmt2FZbbUWYvlh1pXDr1q1ZhVkiE9QtQBWcVfJtKMBAbAjpIoAbT2Qu+KxLl2zjU8Nb8rXXXus6mgvpM8qllXdPOOEEnM1ABMlL5d2QHF5GquC3IKRMUW9xcov2HaNjJeeLUNRh2rhqRAAtIXS/2SbVSKfu1dmuEIuFS3qC7TesBaqbbIrUL8NZZ52FN9QWLVpIGfiQzTffnKB8+slWc3HPcOAGhYj83XPPPT0FMMmZPHmyZH7++ecIpKryh9hUc/gJa0ph6uLw3LWy9tAv6k94+JtuuonREbpcvc7AwBPJM5XTjqLixriMP6x1cnGkizl+SfhDAQveuHv37smGjMgNOwQQw1ynUoofdzIQyLGYlkRuzekEqvBxIbLyZUCA7Qg7hjKM1B3j1KlTxXkmrF2bNm3cW7HSeDRl/8QuKi5zSCs0zeaPvyV8N9koE6YoFtRWuIQI4NZl9913hz/EroTXJKIcp/GBOuigg9CEUuVSYqYLv6FanQwBkRMK7TiXJo2LLOTaQdseTh3hZLSuun2qxIEND2bPNF15qzKHYO4cV7K+cYRLkFik85Vlip3DEc6kSZOKPcaMRmf8YUJg27VrRyjSuXPnJqzfhNXgT+Du6DhqbMn0QtlMoIb02WefER82aJWMBcwjjzxCjGY1+45Vt+kK/+53vzMVkaabtXw6zL6Ebz+bgHyaa5BWWEx++OGHGjuDZxqWI0i5xkWxaKLrLjHfH3zwQc4KYtVt6sJiedjUQ7DO54kAGn1o98HbqE+pPFvPoi3UTbmEMsuIRHbhsPTuu++WTHQ6uOQncUGGDRsW1A24Pl9HOJ7ybDvREInIHEpdeFT8M2Mq/MYbb3ioleGnLVOJZzmJdl/ixopUkffzyiuvLNKIqo4F93RyTF+1JAUq18Gnn34aFw4whzvssAPcdRQiUcqgtc/6G6WklTEEiooAB19IbYo6uuzGhSkRixJyfcRMtbeCcm/tRJqOAuokpVX1b7rJqnuHUUh+/vnn696NLDrw85//HD+ZcqHXMHbs2BRbgcFDnRWCbDtjMYfSh379+pFAxwRvqyn2qrlIHX/88c3V4br31vjD5FOw7bbbSuWSSGUqFeJDsEOULnfRvBowYACKJag3IMjB7BDvWykqwc+YMaNUmnU41LrttttCkLdbZUYAUTE8D69bmUGIOHawYtv0+OOPI7HSQ4CIdX2LoTaPLpPvreJlvvPOO5ijMy7sr7A/LN4AbUQpIsArhv5kArdPKfYhN1KY3iB16tmzJ7oJXKuttlqNTX/wwQedO3dm+4RHzVoMfb/77rs+ffrg87nG/jRRdWykxYcQIYhwTtNEPW+Erhp/mMIsoCmOJUwKhBqbBFbXCTqIbB63UaiUiJo+0SwKY36QAI3EVTAuR4JIdZyXJrP8TNy0VWwiBHB/h4kLf5uoz3XpKkIl9kkYMONgJi2mjphRsIh1GU7+jbLdR4+Odm05yh/8pmsRdyCDBg0qjFppFPzxgYkuKJcon1MlXMI+Z84c9WEDJ6OvFYIYIlVg2oPTB7Rza3StCYvIFaX/BSiDZhlW5UQEYSyDBw9eaqmlCjCoPIdg/GEKaCMiQrc7BUJFJCGuvVCNwOlr//79Rc+hiAPNcEzEAunVq5fwhxk2Y6SbGQFianE438wjyLXvLNr4leFAo5xKoTVijbiKq0YiVr2cCCApVm+fhUcACZS4fGepCffagP0OFowAgpdUWEFlZnD2jo4Dpon4WC48XOkOEEibOrBKumgkoGb8YQLQ/lMFhmeTTTZJXr/ZakZ3vcCKJqJlhoj+J+eHeCvF7/PZZ58d5Ny52cDItb8YbRJAKdcmrbFmQ4B4WRJsoNk6Xp/+YsOzyiqrsHvYbLPN6tODZm7132pzH3/MCBBJpKKa28xgWN/jIcD2IIEFXbw2GqP0Rx99BKf31ltv0R3MajxBET197Natm+TsuOOOhx12mN4lH38N+B018Z9iEjcBd01QtLi1rLzxh8mfAcyRJ0yYILFT2Zm98soryWk1Q81TTz01YjfxGeMJXo/oK6OTw1133TVFa8aIA6xXMdxkY89Zr9atXUOgGAiwV0PggkkPPoGLMaK6jGLllVfGhrOWyCJ16bY1agjkg8D06dOJf1ZLWxdddBHHjxw8IsyqhQ68ZWmt7zifwFdQp06dagGwnHWNP6xp3vFsTpBNSBAfufCRoNgHJOPxEDBrSFlfuDG/XmONNTAg1gsRo29JTyYuoYk/q5oYnrsF+4kMDIspICrYuGw4qSOAa4TUaRaGIHHYTjrpJJRLUWcozKDqMhBsq0qlQVMXkIvUKPL0ZZddtkgjynQsRBRjV4l7i9oNpJGhY2idaW8bjTi7SrwE0St01tSXZKN1ssH7Y/xhahMkoW9SI9d4hNCOaNmyJf1CX+KFF16I3sHDDz+cIK0h5TGdgibK4noReTakvN5C5RXDPP1ZyATiQ/ayDA1PP6bKVcgpTn1QODMgnEzqZItBEOb5iCOOwOXmMsssEzIivFKPHDkymVOuELJ2yxAoLQKbbrrpySefXNrhxxo4RiWwhZx9ETADp3Sx6lphEMBP28yZMw2KWhAw/rAW9Epa96WXXkKmhW59lPGvueaaEU8z4PQieoJGMpRKvLIo/a97GT6oZYu0WXfMm7QDnOccc8wxdB6Xd2aLGDSJyNExCgq6K/lEytpjjz369u179NFHh5cs4V1cv5pTnxLOe4pDxisBoRpSJFg8UnPnziWQFZ9+vCIXb3Q2oqZAwPjDWqdp1KhREpGG1xh181rJNUl9jC2/+eabKJ3F9VZVu2rOxzglw8cpbmzatm1blSyyf/FZXLVkAQrIQ7X22mtvscUWBRiODSE7BLCIJvhhVeYnuw40JuU77rjj8ssv176xyITIoWB+sPY5//zzJYo39nU4lDdNVEWPBMpaoj9So22VS9PSpUIAX9yYnES0IikVMjJY9ldscrDvRb8Ud6YlRCDFIdsylRhMe/ISQ/efiuwehgwZwg/4Q0JC1Uqusetvs802uEmM3scePXpEiXYIhnKhQlmqEEnRkUQj7pprrole3kqWEwF5j8o59oijBqKQkoi9xDOnWyaiUhwa+BF1JVziTZqOuLY36eis2xkhgJRTXDZkRL8AZEU/68cff8SrChq54etVAcabxRDgq//yl79AeYcddoDNzqKJMtA0/jCFWYarkWCmjzzyCMriKVBsVBJ4I7j77ruldwceeCAq8r497dOnDw6skQ5ecsklnGn4lvHN3GeffSSs1plnnulbgEyMtlk6SWA+dMUVVwQVK0D+Dz/8MGLEiCeeeKIAY7Eh5IwAB4kabTnnpnNrDonJEkssEd4cwaBVRxRZ1dVXXx2+31puueUgy9olFz/D6XP3k08+kRBneJDCXVbV8sUowMYL92DFGIuNIjcE0O6+7777wt/B3DrTmA3h+53z+ZtuumnrrbcO6iHWPXCPuAxEee2999779ttvg0pKPubo5bFSYX/IVvzNN99k7MQXiLKGh6NX2rvGH6Yw9WuttdaNN96Ih6gvv/wS7iUFig1MQoUxhA4bOHCgb0/xUYbqPIuXsM2+ZXwz33//fck/5ZRTfAvgwGaXXXZhQeQu6yP+Y32LFSPz9ddfP+6447766qtiDMdGkScCmK9gQZdni/m3hRU0vq9o97XXXpMgY5V9QK0Dc2XJx8IZ3dGqe1PMOFm75EL2R114oUrKkkPTXbt2FTc248aNCypWmHy0c3m0CjMcG0j+CLCFkHfw3nvvzb/1PFsk5l4Ue5nKLuF4j5iHlfmSwztI1FZWM6xs7rzzTkJfDBo0KKiw5H/99dfo9IaXKczd2bNnn3jiiQynVatWZfPamu4kGn+YDp7bb789+4l0aBmVYATQGZg2bVrwfbtjCJQdAXyrLLzwwqVCgTN21B19JSkweBKVZ/nll0flIRYsOMHibJAquMILqvjkk0+yXQu6W7B8zKJwGS/iuYINzYaTPwLY4xTbz9w666yDSY4AO3ToUBSCooC80UYbIWlCShVUmHP7hRZayL2Lv6hhw4a5OZYGAaKmlUehI4sZN/4wZVQJBC/RCFKm2zDkCCbzxRdfyE6LGNOPPvpoiv617rrrLvydMla2XGLV6Y6bIJNsUMjBBpI+lCTeK6JWBov9oQuFpQ2BIASI+Y5QOehuUfNRoBK1c88AF1xwQVYS3iDUjdZbbz3P3ZCfLOO9e/cWL1xYBIWUlFucFVRVdq1KpMELcATBeSmdZPMasn9t8FFY9+qOgJyq8XLhyLTuncm0A3Bu4rIBQVKUqGB87vH/FO7lAfRQK2VN40KRkv7/4x//iBh/G52L3XffPdMh1524LtfEi657Z5q6A8Yfpjx933//PTqBKRNtJHKsX5jxiNrVLbfcsuWWW6bIH2LAM2DAAIaLPU+lsA2zRrmLRy/64BGhNRJI6fRFHNK4gKdD16gUHQEx+uU87eabby72WBESoUQUPkYWCpaLuMZybLmU4eRINrwJvGrh6bR9+/bhxYpxl6cLr90hOrfFGKaNIjsEEL6gQpkd/cahjM8qdUDK4UHVjhH5mZPGqsWGDx/OmsbFEdl2223HfgzGr2otoinuueeexd44obSsTsJiOb+oil4JCxh/mNqkF1547CLVv39/rC4lh6OtiLEuXArhaZYw991mo4YiyrPPPkst1riLL744vHoB7uKhh/DcBRiIDaFeCPBWYp5XbO/eyNpvuOEGQZiFCDObtNBGMQx3WbK3QwSGcKqSMkqtYvlD+Bn80VcWKFIOhxUSXRNOG/djRRqajSVnBHAcgAUdjcIoPvDAAzm3nnNzbFfYtFRtFGd+LNdE1qla0i2AsjdWiEsttVT4qaAYSNONbt26udWLl546daoYBRRvaPmPyPjD1DDnMK3wWwQFa9VVV1U1WmTJBx98MHHD9G6CxIMPPujW2nDDDcXCWDLxJXjkkUeyQeEnevZYe7qFC5nGE0/lCWohR2qDSh0BdP9Egwt3WYX3mLXuuuviBR4MJ0yYgHVcWpuDli1b4oxaw+288cYbnml67rnnCO46c+ZMTkIIsei5W7yfuPYRl/HFG5qNqF4I8LZOmjSp2F86titiHIjTUXYyQVDjeA8heIsWLYIKVOZjd925c+dZs2aFm5/gsoFok5XVi53TsWPHYp+U5jB9xh+mBjKS5ij6A6m1V29C+HtAvi69uP7660NcOIT3FHkP+gD77rsvf7nwwgwr6IkkiRJ/OJEC362q21bgsdvQkiHAcVbh5cSKjDByhN4hB4OTww47TG/Vngh6+1xPLcTPiHI+UHtnjIIhUBgE0IfE5TvDufDCCwlCU5hxhQyEg7503TvBT4rQ/IwzziCgUVDTRMkSDjxoNQuq2Lz52D0h3XN10Jp3LHXsufGH6YPPyY94zEufdCNRXHLJJTk51BA9eNzaf//9//a3v8XtI9J3AlLjkhg3zeeddx7HkqhY4DIeOqiVsrQRLYOTAX5iiYecDDF23CaarjyBJeUYBIUTlv6m6791uO4IYKmL9zy6wQFXscXzjBEjnE6dOokuqEcTocaJYFESCh6PEZwcylEAml0wqDW20kTVEQty4NNEHbauNiYCeOkkEGJj9i31XhGrWQ4GUToIihqdoFFUUkUuhrE0e87K+Dow3uwfJI4I3PhOO+2UoJUmqkLQNfGIi5tDXbqbqP+N1lXjD9OfEXyr4FSK4HXpk24wihiiIA+TTjFqlqejjjoKPw2xugkRzHgwaMTMGlaQCxepQmHMmDE4+yHcloSf5rjy0ksvjetnIlZnGqEwLo6AUdR3GWzZYhU0whQUoA+4LhAnUqeeeuoVV1xRgBGFD+Gcc87BtQNlCBV99tlnR3EVGEQQ3k8VFsTibq+99rrooou0PKYEotDF63n55ZeXylMLyh0l8Syi022JjBDQ8MhqQpxRQ3UnSyhaFhARYLGrwU97Kl2C52RHJKTYNrD0ecjiYR5VLG6Rj5oDeiWeAgX7yeYTq71zWlgAACAASURBVHtcgcgBQ8FGV4fhYHlvV1oIcOaDeyiOuZhI9vdpkW1wOshsYPBk1AycNYsVEEcRyK6S9ZyKVOdwUl3+sK7RCpZUyQg2Vy3RGAFJIEUo2Fydt942DgIEupAvCta8jdOr7HqCB3k1OMF7FnujBG0Rv4HTSHZyaEbgHBXDQlYe4joIKTYfLE077rgjwNIW25EETTRdFU4nbr31Vs5AGDXHEU3Xf+twYyKggTTZM+CsuzE7mWKvVNSLNQ06HalQxvGMyMV4N5EDujRhCyUeGLc23nhj9Nrcu4VMCweO96NCji7/Qf0k/yYL36JE8CsPfygTinTKE14Mbz18AOJON+pwHTp0YEWTC/8Q+MrT/Vlcas1YXvlD1v1m7L/1uUEQQNkbzpD3qCT8IbBjCK3anvjQIhBWgrm46aabWHPwMu+pi3cWsZgCUpglThE9BYr6k52lrMYo0954441FHaaNK2cElD/k6SqD3AEnMbI5ZLwoRiUWoHumCVfnEETx+/7773dvEb5VXlt0UDladG8VNS38IYGyizrAnMdl/GH6gMsSgOwZ+U361BuYIgY5HhYRH/G4i+DC+19Ix1Gjl2L8xY5IFjX5i2JGSMVC3lL+MAF3XUhAbFCJERBl7/LwhwDl6rezHLGksLwkBlArsudo166dLk3lYQ5BQPlD9AAVEEsYAjUiwJdOXdyVgT8ELtczBYaIyQDk7EH2S2hMQAH+EG4TY06lhj0OBWS92mKLLd5++229VeCEmgAYf5jWLBt/mBaS/6WjIiKsVv6bW47UnDlzWIxOP/10wsLqXorEcssthzifC8tMvHjp9dBDD5FZ6WYKE8TBgwdDCoLlQO4/o8TYskuXLgJdEH/46quvKoAk8OJTKohssNEREGYJvSbse7/66qvoFZu3JK8D6wYWvAsuuKC8R0ip5H3Bv3zccSF3py5qWthFuwsaiqZxSTVv+ccee0zGzoa+eUdhPW9ABFCPFPNdDrvQ3G7AHqbbJTShnnrqKXmbiHvB2pJg1CeffLJQaN++PQsdfKa7HNGEqpWiA4/9YbpDaExqV111lW4jjT9Ma44Wcr95lk4XAXibdAk2PjXZRQ0cOBCH7x988AEKD9jz0G12ZtJ5/A6HjAJ/D4RSpAC+pxCJhZQs6i3cXYi3sZAB4pdSLM6lDCtjr169QsrbrZIjwNOCtiQm+8iSCw8FbOFqq61GTGq8XyB+IkQYHk1/+9vfMnCGj5kTd6OA8Oabb959990sXEAXpXxRyyDRQ4mjqKOzcdUXAVwMSGwYolxglYeZXH37k3XraGjjTAFmmK/85MmTWZeI8xx3hcGwXHRHfRFjidO9E9zjoEGDsh5UI9BHdAWT3Ag9KVIfjD9MfzbRlODkMH26TUVRQkE+//zzMISqMFl1BCNHjjzkkEOqFittAfye4a/ME66gb9++eKrkU1FaWGzgQQjgZAWFbTysBBUocD5qV2+99Vb37t0RJ8swH3300d13391zEtimTRvC6nz++ecEZHPRgDPEGb2b46bxCqs+Tt384qXx0FNCQWfx5rHxR8Q7VYaIFwQGI1Yh7xRGN0wK0bxwtkz4aI4TI87RH+ZflYXhsQHwnXfekVuHHnqomCZWlixwDl4bLLJFWvNr/GFaSP6XDtJWtATFMfp/c0uZwv5HIyKyORsyZEglDDgDxLeN5KsT1MpiZchhk8qphYyUbatHRxdFFM5jK08XqUWUEf4iLCwDSjbG6Ajg3umBBx6AI0LpaMaMGWU4P3TBIWghIipyME0hICQC5unTp7sFSPNCDR8+nAQ6OZ5b8nPllVfG2lA8/cA0brvttih4w1IuvfTSaO36VilkJm575KjHHR2qvLpkaX70na5WsURpEeC54hSRr9uzzz5bHhDwpMUWsWPHjujDswSJggO2Nr/5zW8SgPDMM88gO8YkR+vi/wJdpJJsqDCdYE1m7CzOV155ZUlGrXOdYSItRVWj4yKARwTmrHXr1mzO3HxLGwIhCLDKy6uOXQHOEj0lUUSRu+x62Z5yEUxFlwakkp7y9tMQEAQkMgGb+zIDwr6BVyZWBDD8DVIFJVUXNxjOtm3b8t6xt0OF3r1VyLToqm266aZYClQOsPKAgs1ZZTHLMQRCEOD0jBcKgUtImeLdmjVrFssL4if9iG+00UYoXiUYaaXgD6vOBHSatIoYMQEjMbSbdAiN2W3zTxNvXr788ktOaTjbcS/UAzxUxo4dK0Hekdxjguy5az8NAV8E1l9/fflU7LrrrpUFMKNii882FwUSuUtASI3NbfxhJWKWIwgIf8jGHauVkmNC+Bzsc1aqdiGCITZGUFidAw88UN5TzKWKjSeeadi1M1jMwitHCufsUdYVWPg4jhs3rrK85ZQTAcQo7n6J9OzZs10o0C3iycFgmAjSbn4Z0uweZTWS2Ays0oJV586dfQM+4zELx3XozLuQ4rgB7yxCh50AYC6++OKom5bEhb46vcegoAzPTG5jNP1S+aJF/Ttx4kQ5G3QrsEcnfPBmm22mmfvvvz8lJ02a9PHHHxPlRvMtYQiEICDxoPA5hppEZTHcVaMx4toZEupNPgaVhS3HEFAE0DUaP348HxU2appZzgSmKT3nX7UMf8yYMWxkWd5Rapo2bRqBXmuh1sh1+a7BJAf1EGNOcKi8i/tEXPvstNNO7Pgr71pOqRBAEQaLm9dff90dNS6FiZWCozU3E1OUPn36XHfddW5m4dPoCr3//vsMkwCGqK+zSov3Uf6iv1DpyQJ17mHDhnlgwSkX3OCRRx5J/ogRIzjz5yQDaSBMZiyNCQ/ZZvkpGyd662t5CEftBj2iGHq8INMso6tnP3PjRAvQEOuX+NdaffXVPe8tL6RngI8//jgbfaYWfSTPLftpCPgiIKL6s846y/eub6aqmNr5oS8+lgkCbPFlvdpll10MkFQQ4DBfPtvsSDj9SIVmAxKRMw1GWnl+iI8N4qZwC6unm+dfbEwFE/mLJKsBR2RdyhMBzFPdqKHu4wFfpAGc5PyQu5jk4Ewrzx42Tlt33nknrxF2iS5KVdN4Y6YWpxE6EJQtMemUioSX1PwCJ9iQy3h9Y30hdPDAuMIKK+A8tsCApDU0Oz/0PDlhP4k6yhexQ4cOvJBs5TnTJ7SAVECVnCg0nOdo/c0331w+rviaQg9HgyJqAUsYAi4C+N0SUT12TW6+pQ0BDwIsRHi9c70RSIGnn35a/Bx4yuNUXUzm8EV59dVXWzQUDz4JfmLwg7Plk046idjxGL1gZ853IQGdpqiCvxmNPa0dFmkpcocjjjhCQk3+4x//4AuILRm3KKZRE7WKJcqGAMZ1HDIzatVz+fDDD8XBJhqShHeHIeQuARuwu8MhMCdpehZUNqxw1MeQ0Qh1VxJOEdlYeqAAVcGNfFhBuB23AB5udLcJt8lOFVGOW6BIabZMGHzJE8W2XOVZMkaia/7pT3/SXboOnIcQ7Ybbb79dzXP0liX+B4G0GM0S0kFxVE9v4AYrVZ9FvArcBxxwQAnxsSFHRwBP+ipnJeBY9Ir6BOIDNnotK9nUCAQFeurXr1/QuAi6I+s+4io2HEHFLD8WAuuuu66guskmm8Sq2BSFMdSU0WGKGb3D6rwUJa7otaxkURFATKAG84zR5VWwl9NRcyAvfE63bt3QjdT8kidg8JADcqmh7ymnnFJ1h4AAEZfm8vJusMEGMJlFhRGJpwyTv3hw9QxTz6W1jJvALB81eE8V++ki8FMXL0vHQgD2DwVxqYLxoZ5xKxEEzJq2hCEQggDCVDZhFOBsh6AgISX1Ft8ATDimTJlCDtpfZ599tt6yRLERYIvAkSAXOlqEbSD6pYyXBQflZN+x4y5L1N35IiJV9S1jmXERwFaKoG3UevnllwHfE5g0LrWGKs/aIjG4E/fK5QQSE7GKzY4Ap2FICnxH4T4hRGoV/pAdP2Z4vuVLmElQVlYYrqlTp/55/jVw4MBKb6UeZHBygzkiewnO0whrtPPOO2OD5ylTsJ8EA9PvoGdoiCEEOvmr6GE7LdsnT3n7qQiYfqlCETvBbiBcPkFoeNS98F+KFj5qSL62s7FbtQrFRQDtLBQeCAYVZYgE2JWI3iiQ4IAEf2VRalmZAiCAV3QuHQi6WxKID90k/HNqvps4/vjjiZBZGY3ALWPpuAhw5i9B2wjA1bdvX04RUSSJS6Qxy+NZjQcmbt/42OGaklqcWuCsP251K18eBHDWzfviO1782VTGKfUtWZ5MRIGxBotrKPQqOcO44oorcGnD8WzXrl1jUWj8wii04x6MfrJlQgFeNRe057/61a/YI6E7gz9qzbzvvvsq47jqXUu4CNj5oYtGvDSbLYQ0IXWw+UHLmQLoA6BqH1LSbpUZAc5zWMRBgCNoPo1xobjsssv0HDtuXStfAAQIjInAuOpANH5m1ZJWIDoCWAsTG1DKu0x7dAqekpwAi4fVuXPnem7V5ScWhiuuuGKUpjHCR6sNVQgKMwSPWVQUClam2AhwMKjuSXGdwsGOO15Mxdyflq4dAV3zCcmD/5vaCTYUBbzRDB8+nC4tt9xyhAyo7Ntaa62Fgq7LHFaWsZwQBIw/DAEn7Ba+2mJp9B122GEJxLFhPbB7RUGge/fueLuNOxoEY2gY3njjjQRLjFvXyhcSATRnorAocuxcSATyH9Qaa6xx//33t2jRgqZxeHDIIYfU0gc07tAfwxs7F2eStZCqpS7aaBIKBRWY0aNHRwxTwQdOjn0Q5yO5r6UDVrd4COB7Bk9OzzzzjAwNaYLHjhrZ6MUXX8zdr7/+Gg8ixUMg/xHhyQaeHPUi0TZigcq/D9m1qB+yStuu7BotFWXjDxNONx9v19oEz4HiQ8lDjsCd8qXkjAi7T89d+2kIgIC4+4sFBR5x+b4SDpFvqsdnVyw6VrgACODCTtYWTpKFUQkfFOpG+NsML2N3oyOAfq+ED2EWMHEh4Fv0um5JdnL33HOP+1lx7+aZJsAaziRpEaue6LpYyKqkk3C5PXr0yLPD1laDI0D8QxyZYqar/UTCjt2N/iTBh0zcnBJWlNPF0joydTGpMY1j4VatWvEykmDLSsgZnLjUSLNxquvGqTImeZROYpjjG2g6St2SlDH+MOFEo0iDAr1WxkkXp0D6UxNdunRBEiw/sQ7SfEsYAh4EsK6ujHvrKcNPniKksGhT4D5XXIdXlrGckiAgPooIMBBlvD//+c+xxGCjgGkZXmqiVLEyERGAm8JJNYXRrsSlsG/U+Kqk2L0RlatqsRwKjB07VloJcvng6QOGQOfMv3i6OMG2ACoefOwnqi5okyJuEC9ZAghG0UHSEKIgBplSG5hxEUDZW/QwYRFxZVejcJDFjWMPLkjF7UmK5VEu5fMHQcIbRldlp5aqMRPqSWKKpNirgpEy/jDhhOJsBp3AjTfeWOuL3YX+1MQ666wjaSxVEIxpviUMARDA97SIwbAm32abbUIwYXFHP4SniPUdXR38YfDTvVR1J4SI3SoSAkQgQMdm3rx5MqhwI2f27jg+tb17Fg8Ax7YocUn8W+JTs7tN0ErQFyQBqbSqTJo0KQopViE8JMFMjho1SrdfUSpamZIgQCyBW265Bb3l2267TUM14CnkyCOPdBGAh+SSnPDVzK1l6aoI4B5WgiKiaIqSQi1nFURIwisMVx19CKHKjkUlfWDgxHtE9FkVASmACB6tK9KEJlK78Yh1y1jMDXZh6bgIoKmlwUzRjvCt7mrSn3766b5lLLO0CBBiW9YdzpnDQSDwdPgKha5pOAW7WzAEPI7jUQXE/UP4GEXoi9AKXa/wknY3LgLjx4+XN5TTkltvvTVWdYTZbOAI/qbvuBs1LhapGgszCnGhzN6dg8Gq1Nj0i+dAtLyqFrYChgAqjupPi+XIAwiBHESlebHFFvPcsp+1IAC/rbw3Rs7JSCEwUvaeQFzJiNRe6/nnn9d1Mvqyw4m0uMyFObTPX5RZsPNDfcySJPCMRASL8JrYHyKxiBi0IJyU3S0YApitiuo8j0fVJwSxX8jwEU8sv/zyIQXsVvEQYCuP9JRLhsYJM9HDvvjii6ojfeGFF8z0oipKcQtghQibx1kiJ7q8rUxHFAqfffYZ/hWGDBkyceLEuou0CU2On0N5hDgoqGrb/Omnn+6yyy5PPPEEnkUOPfTQKOO1MiVHgOdK+cNKKFiX5DgI7zWHH354ZQHLSYYAMbo33HBDXH1SHelVAh14ZoQjX8wTknUgi1qIEsRmNQpxuEp2XDx7KGG1adMmSpWSlzH+MPMHAIV7nJdK8Bm8F0h4qMxbtQaaAQFE7+LVlnMD9+jAt+9EufXNl0zYSyJ0hxSwW8VDgGh7aDNy6X7r5ptvDrdhQ4dZQmWiaFQ8QOo7IrgprBDFn/CYMWMGDBgQpT9o3HFUSAhsoilGKZ9pGXTXb7jhhohNoE2KITScMPwtJ42XXnopAZ/0UiPGiNSsmCHgIsD5RkOxIm7fmjSNHvjQoUPpPKrsWDvH3Ys+99xzvOONM3bWW+wqcWUUsUviXBr7cHGTG7FWmYstVObB5z92pC+ccds5T/7IF6DFQYMGYUUQNBDX7j+ojOUXFYHBgwfDYEQZHfaKBMXimChKYSuTAAH0wNmHcSrILgRFU1S5QoigVX7cccdttdVW4bbHIRQyukXk3qoB7k8++WQ5heA4Gi8Rnp5wCsRjdvTRR3vy7achYAjUCwGOZwlaQ0RuovIgloq1F+UTAzOGmwO80dar/2677Hmi6yzgNwsjWIRWnKO6RCwdgoCdH4aA470Fd4ePB6TCat2LDJ4wA1LOdWfqren8loNEJ8OS5UVgxowZDB4/yzgaqYoC9hg8PEGXmABVJWIFConADjvsQKiriEMT56WI51H0iljFikVHANvOBx98kPIgjEwnXOLOTuvee++lvJoGRW8ou5IsNbjbUUOjZA1R3eN9JBkdq9W8CKCozKGNOM+UURC1gg26eJ5EBnHFFVdUju7RRx+1mOaVsKSSwzrDqy3SZPYMSHaikGWXi8NS4lKOGzcuYjTUKGSTlcF0MJZxBNt1Nu0nnHACEiu2T8jskrVbwlp2fhhj0hGXsq5xQI9OII8aC1+/fv34ukMCkUyULT4l2TTEaNKKFhcBRFmsWYwP5cCqdj7FhcFGlgICaBcjHGXvhQFb+/btwynqw4bvXLZiW2yxRXh5uxsXgRVXXBHeW/hwTH1wHMXsVBLhg4I+J2EPf/e731XezT+HYAPYT9Ium8ijjjqqxg4g2tcnrUZSVr1JEcCr7ejRo3kMVIyOjiJWNgyH0AK47PZ9QtZee23cLONsuUlH3eDdxiUeLtMJyYOB9Jlnnkn43PAOq7NQmS9cCmHFF14l07ucBGL2TBNRAmywP8egmsjAlP/ggw883pXZt1e168l0LI1OHHbFrogIbLDBBu504jyQfQAX0l+clIYTYesmzgaxpg0vaXdLggB+HeRxYu9YkiHbMGtHgK810U3mzp3rksJtqTxLCK3cfN80UXbUpp9Q5r5lLLNGBDCdEl95zAvS7kpqxKeRzTE6KTBjzOlDDz3kHtmhcYqSamXF7HLogzxFeDyK0gryBQyZgi6Mq6MQsTIFRqBt27byRHn+cnLoWcE8IOAZnrqoRXAC6bllP2tHAM5QzvZxpnXllVcSFTCEJiw908ex29///neKCW9GTr38l0qkWTqAcC2k29xCh9ZXMKdPI6pbhC4PJ1Lmu/8+zrIrIgIefwPs7yNWlGISz4eDx6qPdSyyVrhJEVD+EJ3+Jh2CdTtnBDD3kseGbzO7c21d/NPgzI1Dac0MSfDhlJjCxh+GoFTjLSLGy0YEF9YEy/VQ22233XSbEpSAsUSw6KmY3U9UyKQnEfnD7HpilIuBwLvvvnvQQQexoUf7nYReVeOmcK4lj+J+++0nbEkxAGmcUbiRKjhYC+kYci4mjjNDKVNf/hDBAV7ZeDZQk3G/gL79F09s8iAF/cVqzLeuZYKA8YcxHgPc+3IWj29cfNORCBeAVdLVeK9o73DkWFnAckqFgPKHzz77bKkGboNNjICIcuVTh8HzMcccQzAx5TTQoolOuXPnztCBzwzfHEQnaCU9CLAJxhWQTBb2VJ7XXGctaOMi+ehHechm99P4w+ywLTNljqfintKw9UfLVF4BXPqVGb3sxs63QxAmjohvK1gnsky1atXKjTFYX/5wwoQJ0mdsu3z77GaeddZZUjjoL+aIOHF1q1jaRcD4QxeNSGmMdKtKv3wJKX/Iw4omt28ZyywJAjwAYiOOT7Bw7Y6SAGLDjIIAoSxcPzT4EcGlLfJULizHYj1Iwh+yFhEJKkrTViYBAlj0sUdZdNFFwXnYsGGYrysRviMcDyIrRBCORRBqw2xW3MmlyhFHHAEFrZJpAuVSdbGGymimbRlxQ6AqAmoXbfxhVaySFcC9sMTORdEdW+hKIhqTGWtqOHy5CKLI0sRFLc4ViX1aWTGjHPTtZS2l9Sj8IYsn62rIxZFPRl0tBlnjD/ObRz7AKqA1/jA/3BuvJZY5dR2JIk3jddB61LgI8JHWUBZnnHFG4o7iiW7+V/4nq622WmIiVjEKAuqMEcUTT3kUSdzzW1fgjYFinrpPEhiNRwLHIfPmzfP0034aAjkjQHRNWaAI3pNz0+Vp7qWXXhKpEC6yUN30DDxK0CzMp8ePH++pmNFPNk7ySHCkOWXKlIxaMbKKgMW3kOctj7+Iiol2JUGQ2dhJ5Kg8GrY2GgwBDCrEtyHrr8rDGqyP1p0GRaBDhw6E1MMHIJf4v03WUaxexTwDbQjcFSQjYrWiIEDIeMzOKYmPa7y2uFU4/sXDmZuj6d69e+OJXn9mmiDMhsaM5hizZcuWmTZnxA2Bqgj06NFDyuB8i8P2quWtQAIEcALEBwXzdbTbdt55Zw+FKPZ7fD6qekD1kK39J/zhdtttVzsdoxCOgPGH4fikfBcWUV45IpNOnjw5ZepGrkkQwFGh9BShncfhcpOMwLpZTwRQ7MFnANciiyySuB8QufHGG6mOB5Tjjz8+MR2rWBUBOC7xVUNYajSycC5ftUrOBdh/c4xJozCra6yxRs6tW3OGQAgCCC8s1kUIPjXeuuiii/bee2+I4Nd62rRpLjWiH6kVqJvvpnGzrJrAbn4W6YcffljIqiJeFq0YTUXA+EOFIu+EerfLu2Frr64IXH/99X369JEuHHfccXXtizVuCPwbAbQcZ8yYYVhkhwDS7nXXXRf6vP4aRqKyOdTOxSKo8lY+ORgXqWFqPi1aK4aALwILL7zw0Ucf7XvLMtNFgDCVEMQ6mtCCLmWU3VB5wye2e2GPoGVYr1AuzU3GrXtm6bB2wxIZIWD8YUbABpJlfxB4z26UAAHcGGIwLQO1rVgJJrxxh4h/lAMPPJD+IaEPYVoadwDN07Pf/va3aA2sueaadBmdUmwLffu+zjrrICOHk8RSsXXr1r5lssiUAwR25GwEs6BvNA2BuAj87Gc/I4Y7avBxK1r5uAhwSMgpIqptGPVh7fndd98phY022mj//7023XRTuYtuKt5El1tuOS2caYKHYfr06Zk2YcQ9CBh/6AEk85+8TqLnTQBl1TPMvFVrwBAwBAyB/0UA9dRu3bqZsdn/opLVL3DG6njjjTfGQTxOhtDm8m1p+eWXf/755+HbcfzgWyD1THolyqWYIdnDkDq8RjAxAhjn46KZ6s8888zbb7+dmI5VDEcAVpyjWgwW4AxPP/10zymipy6xLiSHWurg1FMmi58YyeOPFMpdunQh0m8WTRhNDwLGH3oAyfwnjgpEWPvRRx8Rf4Yz/cybtAYaEgG8jJhzmoacmRJ1ClkV0dsZMBY+33//fYlGXo+hcn7I4SFsGEoEu+66a4O4Bbr55pvxdA8e6sK0HthYm4ZAIALIUzRccGAhu1EbAmhvisNSfKoPHz4cxzO+9OAJTzvtNHQNCNjjWyCLTPbJRG+CMusnuhUtWrTIohWj6UHA+EMPILn+5CVUi9tcG7bG6oQAh8ZvvfUWja+yyiool+Z2RFCn4VqzTYMAjs5NVpXDbLEJw0UNDREBnF1vDi1Gb0IsJKOXt5KGQNYI8EyK719itWfdVsnpo0o6ceJEQMDHMiaF99xzjy8gHBsOGjSIk8Y8rWMuuOCCIUOG0J9ll10WDQvfjllm6ggYf5g6pNUJ4gNgs802q17OShQOgeeee27SpEkMa/vttyemeeHGZwNqYgQ0wkETj6EZuo4Gl3QTu56gTVhu4+Ak86mnnqI5dnv1dY2T25CtoSZC4KijjhIFB2Ky2QKV9cS1b99+yy23lFYuu+wyuLKsW4xIH440YkkrliICxh+mCGZUUmgZbbXVVnJ2NGvWrKjVrFzzI9CrV6/mH4SNoFAI4KEOoSxDQs+QwOiFGltDDgYTdGx48AYxZ86c+++/XxQK6tJTVMhwYf/aa6/ROmGygyIx1qVv1qghIAhcddVVkiDOnkZIN3CyQGDVVVe99dZbCbsF8XvvvVdk2Vk0lIwmqq2Nw7ImG0Jz1TL+sD7zhaWHSMVgGLBCrE8nrNXcEcDolDbZGqJGn3vj1qAh4IMAbgkwheXG008/PWrUKJ8SlpUqAhj5HHnkkTvssANUL7zwQvBPlXwMYn//+98txE4MvKxoPRBQfUJkGePGjatHF0rU5jLLLHPHHXfIKSJOrRsh7tF9990nLlWJ2duqVasSTUa9h2r8YZ1nAAmu7cnqPAe5N8+mUHwU5d6yNWgIGAINgQAhvMSw6osvvsjT04Pv4IlpdsABB/jeskxDoL4IEOhFTHbr243ytM7Rxe67785433jjDeKLzJw5s75jJ+gOJpH0wbRMc54I4w9zBvy/za233nr//WGpMiGgEYTKNGgbaxMgcNJJJxFcoQk62vxdxAodwz8YM5y2wyui5Zv/mDCHlkYfeeQRIjTm3wFr0RCoigBahRy2L7XUUlVLWoG0EEDBgW8BSVtdgwAAIABJREFUnpYJw8PikBbZBHRgDtErlop1VLVI0PMCVDH+sG6TaM7E6wZ9nRoePXo0RvZ1atyaNQQCEcDgpE2bNty25zMQowxurLPOOujLrbTSSsBOpGkOEjNoJIwkW0C5bY6Uw2Cye/VGYLfddsO7Zr17UaL20eTEX6gsC/CKyqHlDwFrI1f+7VqLIGD8Yd0eA5zFHXvssTRPiIsbbrihbv2whvNCAMtvmjr++ONXX331vNq0dgyB6gigy2Ci2eowZVCiY8eO7dq1gzDeIHr27JlBC4Ek8ZFjMQMC0bEbDYkA4WGeeeaZhuxaATt19dVX4yuBMK2HH344Aqz8AyBhfiUeiQiq0a9fPwvAk/NDZvxhzoD/tzmMT3Bkx2/ExriowVXAf+9ZqnAIvPzyyx988AHDwtp+0UUXLdz4bEDNjQBbgUUWWYQx4FGzuUfSbL3HbSzurOk1riDy3PsSi/Wbb76h3S222EIsIZsNOetv6RCYPXv2HnvsUbph12nA++67L5whjcOk9ejR48svv8y5I6xRRGKk0Q022ADRwGKLLZZzB0renPGHDfEAjB8/fu7cuQ3RFetENghMnTqVEOTZ0DaqhkBqCIwYMSI1WkYoAgJI6A899FAKvvfeexwhvvLKKxEqpVYE1eJrrrnml7/8ZWoUjZAhkAECAwYMyICqkayCACwi/oGkkESor1Ih1dv5t5hq95uemPGH9ZxC9EtlZ1DPTljb2SPw9ddfv/POO7SzzTbbEPA3+watBUMgNgLioQSRrciMY9e3CkkRwFvgKaecQtwLvEF06NCBv0kpRa1HLBMxgF955ZXxkRO1mpUzBOqEABEX1l57bRrHlWUdQ4bWafR1axaVTkTb0vz555+fs9cMIppI02KbUzcUytqw8Yf1nHkUugh1UM8eWNu5IMDJgMR1ZQsoWny5NGuNGAIxEBg+fDilcQYgzsRj1LSitSGAdc0ZZ5whHhr/9re/5XBUgmHP999/X1uvrbYhkB8CeEyRBYoYwqiY/vWvf82v7XK3hBnUzjvvDAYsGoQiFDOZPCHBO9HSSy+dZ4vWliBg/GGjPAn563Y3yshL0A9xRFSCgdoQmxgBIi7st99+DODuu++ePHlyE4+kObuOrFAsk+HcJB50duPo06dPdsSNsiGQKQJY6r722muZNmHEFYEWLVpceeWVqD6RM23aNAmNqHezS1x88cUEYIT+rrvuai4bssM5hLLxhyHg5Hort7cu11FZY/MRsI+ZPQiNjwD7gBVWWIF+fvLJJ3jMsvOlnKdszz33PO2002j0nnvuQQs9U4mhrEicW2J/mPMwrTlDIBkCuHZbc801k9W1WrUgsOyyy+60005oP0HkxRdffOKJJ2qhFqXunDlzkFGKA60o5a1MFggYf5gFqjFo8sr17t2bCmhNXHfddTFqWtEmROC4445rwl5bl0uHwEUXXYRb89INu94D/sMf/kDcI3oxZsyYHLRMTz31VDtIrPecW/tRESAMz7XXXite36PWsXIpIYAO1Mknnwwxvgs4rXnsscdSIuxPBn/vd955p/89y80LAeMP80I6oB0ikG677bbcJMoFPgOk1IcffvgXv2vevHkBZCy7cRFAX1+OYuD/t99++8btqPWs9AiwA2jTpk3pYagbAOuss86DDz4ozV922WXwb1l05bDDDuNzA+XOnTtnQd9oGgIZIbDpppsuueSSEO/Vq5cdLmUEchDZP/7xj61ateIuzvYeeuihH374IahkivktW7Y078op4hmLlPGHseDKtvD06dOJ8fL222/vtddeiMoqryOOOGLs2LHZdsKop4rA66+/jnU1DD9U8T+xwAILpEreiBkCaSKwxBJLEOdKKBKXL03SRisaAqhysQ+jLN4g2ITxOYhWL2qpF1544amnnsILUdQKVs4QaDwEcONkC1TO08KOdNy4cWj50i6a8JdffnkOHejWrdsOO+yQQ0PWRCUCxh9WYlK3HLS6+/fv3717d/Xq6+nKTTfddMwxx2AoLNftt99uNkIeiBrtJ9HM/vznP9Mr3K8Zc9hos2P9qUTgoIMOkszRo0f/+OOPlQUsJ1MEsAkcNWoUuyJaefzxx/kcpMvLIYWERYQ4qiu2ImU6lUY8CwQ0xMJVV12VBX2jGYIAClAE62bpoMxJJ50Ei/jPf/4zpHziW3I4yeFhv379EhOxijUi8G97U7vqhQDemXDTrGql0g35eAd1CacFCJXlLomVVlrpkksu2WyzzZA6B1Wx/IwQQEU+KBATOjBbbbUVJwA6uUcffbSJwTKaCCObBQLPPPMMdiZ6nBjeRKdOnXBvE17G7kZE4Fe/+hWyP9zVIBCU477Uvciw8eLDgbZexC5ZMUOgQRDgXWjfvj1eUhqkP2XrxtZbb40VKN8F9qJotBGUksU/dRAkogbBwCQqb+r0jWAUBIw/jIJSVmUmTpzIgaFLnfetbdu2bo4n/f7776ODqpnYtiFp3nHHHc2WVzHJIYFp0EsvvcR57/PPP+/bHOF62N5x/MJRgG8ByzQEGh+BG+dfUfqJSVs+6kZROlOMMgMHDoQ/ZCysJJgVoDNS+7jQymNvB5211lpr7733rp2gUTAEckYAE7gjjzySnRLi9fvvv//3v/99zh2w5oiEtMkmm6jsO3VA+JSY6krqqCYhiO6KXfkjgLfSjTbaSAIi/+IXv1hj/vWnP/0JkUx4Zwhd/eabb2KgIlXE4zATv/r8i1vh1e1uLQjgc7ljx44gvdhii8V92ThR5Ly3ltatriGQAwLPPvts0LONn4Bf//rXvnfROJIliMAJOXSyDE0QAvHcc8+VpQZ5E5HHah+1+sdC5aR2akbBEKgLAshnZRViy4SXmrr0oeSNshfiFJdZICQSwsF00ZDDQxa9Bx54IF3KRi0WAgtQ2vd7b5kZIcBXn2CjuLIUszRaIbDMpEmTkjWH1iJqQlr3lFNOQcyMAoDmWCIVBFD34qgWcX6QaWiUVg4//HAOhzt06LD++utHKW9lDIE8EWDXhUY05j2zZs3ytMuqgp7Pdttth6oCjs71LmES3333Xf1JYrXVViOIC3pBhxxyiJtv6WQIoJTOIQl1V155ZQ/UShBNYP2aaKZv4uyzzxZfWUOGDMF8yLeMZRoCDY4AwRV69uyJF036OWPGDP2ecqLlHmqRz9e2wcfSvN1Dl22PPfbA2RWMIkaJwi7WPhw0h1FeRT+LL9GJJ55YO0GjkBgB4w8TQ5ewIvGmLrzwQqm8yy674KYZfYmNN944GTnclItcWSQuEGEbccMNN6Rur5Kse8WodeuttyIh+/TTT3U4+J1Hv0J/hiRYPdmKuQXYZ993331Mk5tpaUOgvgicccYZKDS6zgYmTJiw+OKLS6+Iu+D7xLIb+/jjjynzySefsJTpEHCywmN/wgknaI4lkiEA48dywdQsuuiiHCciEPTQwUMyEkb+evLDf6JoKnECwovZXUOgMRFAheqOO+6gb1tssQVp1BEfeeQRNE7dFwGNBrFeQzKLYKsxB9LUvULeJGKmdu3aTZkyJZXQlJdeeulRRx0FLMYf1v/ZiHXaaIVrQeDJJ59UdVCWrYMPPphFrRaCWpddHUEUW7duLc8TrjIxjdO7lkiMAB5o4N7BU4AldDU4jxgxgmOWiDQpef7551OLS9SJIcUyil/TiBSsmCGQKQKIP1iX1JUlgg+eVT72rCrR26UwShBUxDRFXhYIQpazr+hErKQvArCIsrYD6W233SZl0EPBdh2ExZegYB79L+cqvm1ZpiHQ+AhwcrX55pvr0857waU/KxN8wXlT5ELaMnPmzMYfY1P0kB1s7969BfBVVlnl1VdfrbHbOPzT7Rb8YY3UrHqNCNj5YeViklUODOGYMWOEOq6ZXXF7Kk0SWJnAiXPnzoUafk2vueaaVFwapNK3piOCnSeHhHxL0HOQzuOnCyWKDTbYIPFYbrnllt13312qcyCDLRBnLAsvvHBiglbREKgRARSnDzzwwM8++0zodOnSBVcotThDRjd1//33x25ECEIKgpCtsZ8lr65rO97I1lxzTdD4+uuvEbRXwoI8C6MsNx9ZIbPs5pAmiNk+++xDYt1118VLreeu/TQEGhaBYcOGTZ06FQFW4h7iWhxJFt/3xBSsoiKA/ae6Y4BXvOCCC/SWm8CzxqBBg9wc3/Tnn3+O+RW3MHRnu2UOln1Ryi3T+MOcoEbVavjw4UjZUdkiqhX8m54mpdgDVCxQNOUdgyYbBRgS/KmkSL8kpNDaZdMMejJeHAhh5MlHZdVVV60RAbzVoySG9anQQR+GaSIoeY1krbohEBcBJIsoaCG0EsVpliPO+lAirYU5lD7gfAsxMApdKDGSg0rkeeedh0Vi3B5aeRcBVE4Qz7s5pPEYhAmou4Cghoqag1uM+XUNSidPnowGxOzZs3kAKIaW6ciRI7t27Vr7vLuNWtoQSBcBHmPMDmHq8IClYZ958pGDBznNcjuA2S3Sc9kakc9ZIi/UgAEDsKkmnIxb0tKxEGBPC0eHzTkSKzzKcATCFlSPc+fNmwcDyRyx5yGWW3TKnA8jnXdXtuh1rWRqCNR4/mjVoyDAiiYWhuuttx6umaNUSVwGSbNaCvHJT0yntBWxp5Lg1PKO4VweJ/8pooFZF1bd+gKfeeaZKRI3UoZARATuueceeQiRWKHLgJuHiBUjFkOdHrKwK7SCjUrEWlYsCAH0F3TRIMEmDHgT2xHwGeJjpATRX8WUNKhpyzcE6osAPkvcuF9EZ+Hh50I4Er1jnDpSxRMPA94y9aUvepcKUxIOUI3V1TABeVYt+la7/V97Zx+8VVX1/expKkxrkLKUsoQGClIfSQW1FES9VWQGRFEyECRfmlLDzDcUCSOVNBt1GkFMtLIMJ4tkzEDEchQeM6QkayxfCB4ytWaQJrQ/uj+xute9OW/XPi/X7+X6fa8/rjnXPmuvc873nGufvdZe67tOPhmnQMdA1Bsv5E298aR71znjQXH6mauuuqoLTh6OTfghePfjs7/lllu64IiddIiQCRBamr///e+NXx2xFs7uSGL3zJkzGz+EFAqBAgQol8rCtZkHMI4WSNbcRdAERyFHjmXzmqr6cndidENXOishvFZqAsKcmyJJbiIy54Y2sKZOdRcCjSNAtiFR0P6gstwHYW/loxDdAIGfkzWgFsuTQJ7KCtXREFi4cKHdI5Jo8IDz8Vx0v3dsQBoE/pkfuJpDSbbJwUEP68YCuVsQkH3Ydtg9FYc0j7xaPbNmzXrnjg+hPriECQdKnBYmnwnwjWlBmERCIPETv5r90zAUqcqQ2KufeQgQVko0KdCRJE1IMCQQaUlCs7hHUNekd3kLL7DiJHg0kyZkqdiEeMG65n21IQTaigDcSLasx3MOB8DWrVvbd7gnn3zSBiICugg9at+BOlgzqVaepUzsKJXH8t4jZUEgkJ4Y4ClTpvjLgpHNQk/LqpK8EGgHApR0xoFlzyeR6jyujYxXKMFE8RwfnGV6Bde8fXnhozi2qJzEjbMPY07egYhQNRlKKBnxrN33fv36ERW/cePGvI5qbxMCsg/bBOx/1PJYe14HJBCZB+N/ddBBB9k/wb5J10lIJgRa1kqmNBBrlUY3TJpvQpt+5iHgUyUGtUwZ0q+NbINcxDy31g9/+EOMTBgC582bl6nEG30VkdpBTz31lLdrQwi0DwF4L22cYfmI+ivtOxCaSftxlqxx48bVX/Vq69n2TOVGJGO3jLGl8ZOEE5VACX8BQXvT+CGkUAhUQAAnrAco4l6voKG4C65z97wQyLNu3bpiee0tQCBhH+L1ZgrKBy7Ggl55u5577jn6epALoxMEEDIR8+BqU7vswzYB+x+1F198sb13oXjKsw+JsaYQor+e+V/dfPPNidPiv2ECRGqdffbZLdcPrbtlmDALTC9IJvTrJ4UoeFuQYA3OxOXecccdmZiEEVnwcSUqlKCEyda73/1uu1noyVTijViY3G5jqP/2t7/t7doQAm1CIKTM5Y2ePgqVDGGN8w9phGkZKARdAI9vWiBs2bRpk1epJrM33KXtlghQL9cGEzxWeK/alJCzfv16X1LG80XCfMsTk4AQaCsCrCYZVS9RNuQN5k2fap4DkdtOnUXo44svvlhTYZ/tTsyUjVR8M5h4JZ46gDz88MNMkPiYZmovkZtTR6H6lkJA9mEpuMoJE+lO5WKebN64cJYWdP7sZz/rf62EyWG9nEuTlfcCPYldXpqGBMjELv1MIAAJjd0CYk4KCGlC+5CkiEQQKbM3v49sHHPMMYmjZP40Fyk1YVUsLhMfNTaFAP7XMWPG2COKyylTLeGF4TNMQHtaDHYTl8FLkhZItJDEa/J77703/EwsKiYE9DONAE5AsKIQDtDh6SMLKyGDix2B8EMwXkKGaK5QoGD9lhoYTuRIFGtCj34KgS5GYPny5TZosLjd1kPzuvdAU4r4KZCnAtoYhz56sOhXijco5nBuIh566KGQY8d0kUx9BGQf1scwVwPxVDbATZ8+PVdox45i+5AC1rauBRk9TrViVeFehOE+4RxkH4awpLeXLl3qbwimU2kBb6HQhd1TvllF8XbbCO1DwlAj58EeQkM+d0KhfgqBphAgac2NQ/L+WdbL1FzWPvznP/+ZqSdsRIbcIf/jPPDAA+FebWciQJqoIwbNT0IG6zFduwii+YRY+GZB27Rp0xIC4U8obc877zzEcArARx/u0rYQ6EoEli1b5rGFCSdsO06Dl77/1wi/b8chOltnGKBOXYrGL5bhCMZmu0dEo7RpMbnx0+7tCt/s/wptNI6AlXCFmIFqh5WV43pnOoXhMXHiRJLfSNWNV4XwJz/5SeRxiV100UXuxY/X0EckYdHAs24Xy9S54KqL9+LRt74UfyP9nSLUBap8F/5Lo1PDnmfN2du1IQQaRIDABMJ1UEg8FVW/Bg4c2FI5udPp0ureC6eVrW55S94GY+CECRPcBZMnpvYQAR9MCK7zRGUXIMOZRAPqH1oLMXjcizTCrCh6F9LRzz33XP+Z3sClxVsGJbB3oNyZ1dKSahECbUWAQsHwMOGnWLx4cXqkYjo0adIkghH4DBs2jLCI9Mmw/GgCjDzEzKcFwhZIMrFA+vfvTyPZPVA2hHu1XYAAbkdwJjsGGd4I1NTNnCNB/0MQO3ZdpirsKPYW3CZysGE3tRonxOKxnfBjZqpVY10EeruB25PP31KfcZy3PMnQy5uIL7UYUeK577777pZ60gKE1/sjUhzjmu7bd1qcsQO7rrigxVe/+lXHM71+SHw8e5lmleVYu+uuu0wtZB5Kwu47D15XXimhhvaMzZkzp+C44Xs3UxIueIJ8sEzKZphgctgJwBJccALaBQL44N3283piaWSoSGGQUnwsvZeW0D687rrrMmUSjYSrWDQXM+zELv0UAl2AwE033WRVCvFWZB4OPkx77O07c1Uco8Vl0oQOmWrRY12YbmUKqDGBANnpFHA20LCucSYmBPhJ7AMjj92OzKgEKq9ec801KGGFEMs/rcFbQvMSag9v10abEND6oY8hDW+YmYdSgkIrq0YJpPD4hhngnFqzsjZ1zESA6Re8MuwiXZAALZiEMsWsETKuzL0o4U5REJaVGTbCYmWZ8nmNq1atIpwmb6/ahUBlBBhMrK/FnFfTQ6QoZFpMC/Dr45gvpYQqPkbmzJ/IT6aUhj4izGBCxDvEP4z8TK3qXLXhDAMWBuepp54ao4r7a+uQl1122RtvvBHTRTJCoEEE4P0mFR+FxtxWU/OoUaOgxYpRcskllzi3XIy8ZAhIueKKK8CBO8WonokzAgBLrg1ijGYExidw+/nPf85QQyNBxWGcakKMnwRNXHnllbvssgvbxGeFjDhpYbXUR0D2YX0MMzQwxSdImrlUxr7oJqi04JBgEZKVw8pGJqGtoSMt+uB9SJDakhTv5oIJB7WKIDEXTyjF4MGDXZI6Adwj1lUIKo4MK/W+bBBCk46iCQW0LQTqIEB4z2GHHVZHg/XFMqSuOlzwFbR95CMf8fB4Furrn0xHasBXxYwKHxNXRzYgbnKbD1W4WO4UGadQbhA5woIMG6WUEOOn21QKMQnXR4AiExQHRs/o0aPxkrRUSAaN8bRnSvLfIZzH0jcyBcJGQlUpSBa2aLsAASw9q2lBpuhPfvKTlu5CZjisDDvTTFoz4aMUAE+3ewvVvPEdnHHGGbQQZpVOwHZJbTSCgOzDRmBMKiHRn0XzZGuZ36ykk3ZCtWLGrEi/b6b6sWPHem2MTAE1hpQzxWhQAOPll182GchLw6okpgQux2INeXsJK6WiBu4xBOLPJ0+b2oVAAgEe3UR9qoRAzE98HwQ0YhzisargBIk5hGRYsrNoq5pQPP300yTtoO3OO++kGEkpbSE/bamOEhYCdRBg1nTaaadZJHzkyxRSBgITEgcljpHldxrxsBAkn9hb8BN/OpzzePYXLlxYIKZdIPDFL37R0g5ZocUIb4kJvips/oQY64rUdKWRiS5pnzFeciphVo7PShxdP4sRkH1YjE9X72VMJKaIPF2cMazd45jBbKh5EsR/k+ddU0kHd8f1xdUx6yWfsPgyCYTw6AgPNCXVEEueXCzKuWI0Fmso2Et0q5UgI8oizAEr6KJdQqAUAjgg8OBWM+2IfCbEnUqqLJLvt99+pY7rwswnFMHlaBRv4CyvjBVhpbBEsH5IMmEF/yBJ7xY2RoFWQsJsPaf4bLVXCNRHgDAHPughmc3ehhV0Yl6SCIelR6Z0WVcLRRowdfjrYfzgBatw9D7SBfYg5jxcLMXbEumgpRCAF3DDhg0UusT5GDl9Ys3DqpHh/MJW9ClZqeNKOAYB2YcxKHWdDDYGYaUsGGKKcNRbbrnFSsTWOQNiJhuJ469zDj2/LwwxTqgdc7YetUtpSkiACHGZO3du5VdaeEQIwYxlPmzUthCojwBBhjxazH4qqOJNDHkAa+aLFi2q0N26EAw2e/bsyt37VMcLLrjAjLQKV43PCx8TaH/0ox+t0J2kBqtmxlgEd1dIclNBm7oIgVII4BbhlWpkb6U6IozNQI1o3CIQnFKsuJhNIFM5ZIGst0NTh+c3U0CNIEDcu1G+s4BRzeFoMJLqjKsdp4BPqGLgxUFJvWgWG1ly5BPTRTIVEJB9WAG0hrusXbuWeFRTSvYtfxVc9fxkQalCkk/DJyd1hQgwY2ZBBhGMw0JB7RQCvRgBgriYDUAnqLCrdt9FXIR2CCZA1Y5FvBZUsRRTJbLUCIGq6VEvIdAtCOyzzz5e7K7sCWzfvh17Ay8YU6myfRPy3/zmN1klSzTqJwg88sgjNketiQa0izgrwzydSIUsDrN2MmTIkEh5iVVDQPZhNdwa6wVVHQvrrBmaRhagqFXI9gknnIDRWMqn0tg5SVE0ArCVUrcHDxbGfHQnCQqB3oQAuYtk+BDIAF1E5YjH3nTB3XeuEJtBNFrn+IxFp5xyChkKjEj77rtvZVVYp1ZjoLIGdRQCpRBYuXLl9OnTS3VJCD///PNkuOFhufHGG50KKyET/5PwbOi44uX7jiRJg5s2beJ6obzyMjylLp8AeHKpCEylMEOpjmnh3//+9xSOTrerpT4Cb6mvQhrqIEAmdOjosuCrcePGsWpPUek6mtW3rQiQ20AMDKPkQQcdNGLEiMocg209SSkXAjURIMLQilZBz6sw9Zpgtuz+ve99j1lpS7ECAajk8TmeddZZZTOvEjq512TCJxr1Uwi0DwGKHFihqWqHgNBy6tSpZNs2GMtDcHVLWs5qZ9sBvQgrJUKhgDy24BpZ/eM2kapQP8CBAC7y6sPC1AXH1a5SCOgFUAqurhAm9h3j0NI/8o4HSwS5vP4xhpU8YcY4RdLngVO5HeZ3qmLgACOaC+L+GD1W+zVGUjJCoCcgANMDsy4CHKBuEqdlV94RMg/LBo9gyVtS0Oc///kbbrih/tlCpCy3V30YpaEsAgR2lu0C3zvF94jlgWC5bF/JV0MAvoYK3FckiDI6Mb4R5lAhsjTzVOGAyGxXY00EtEJVE8Ds7hgMlNz505/+lL27sJX/TLFxSG+IBClO5WoI1s9bpodaYPXq1XXccn4UbYQIEMrCyiHGfExtJQLztm3bBpEsLzBNuUIYtd3TEAgrgBGmRTo0zy2cDcXnCZedEcojduCBB1ZzKhcfok/tJcEGkpjiS2Zs/+Mf/2gyxKHAuIi7CnIO7lpxx8i9hKcyWOW9WSKVSEwIlEKgGqkS3isScwjFOvjgg0sdTsJlEYDNmPzDsr1cninQRRddxIofaQveWG2DEHpI/qv1Va8YBGQfxqBUWoZydkySKtiHOID585Q9HoEZeV2ojAz/Td5etddBYPLkyTHG4eLFi6EiVIh8HajVt8sQwBoMj0XEOwUtwpb0NlUrWLPyIAVKxWAuQh6YllRLUwjA6k55Q6+yy6QN4xBamvnz5zd1COkRAl2PAKHRZctxYa5QKXrw4MEsSXX9Cfe1I8LsWoelrGbce4i2hUtcf/31YaO2G0RA8aUNgrmTKornlOWR5+3+la98pTjrg2UoPMSMhhwM/y7rV3wqk33tdMb6UQYBblbLKhQkAjHbhumBDW4TKzNaPCyDsWS7GgGiSXn9+1F5Abf0x2OoPPDAA24c0peFRFXMcwzbtAHCbhzaIXgLkIoTSehPOR9MeitE3qYzlFohUAEBVsVZDI/vSCUwKhYycMGoWbkua/zhJPm73/0uHgSqIplnfMCAAbfeeivGP6UpiZx/8MEH45XkSZIjzWpz3l6110dA64f1MczWwAK6GQOwO5AomC20c+vb3va2liYlZE1wzVu/4cOHH3fccZVp0Hc+eF//xW1iyTceBRKsW94siLYJ+kLn0KFD16xZE6kctfKDRmIlsVIIPPPMM08++SSVD/J6kfkTFruDTrklS9YTTzwBq4orJDCSvxJDk7eEGy+//HJNfs5Qm7YdAQZgNcAFAAAgAElEQVQNlhN5g3hL5gYGoaUmXnvttaNGjcKS33333TMl1SgEugWBefPm4blomWLj54a7nG2yclpSK+NPsUJixCUefvjhrkEbpRCAyzpSnncNHxMmOxqbEFuRctw4p4R/JIbdKyb7sO34Y869613vKqh0jMeX9SV4yUvZJ5z3/fff/9BDD+HvP+ecczhE+kpQa84bHC14buRdS0PkLYxZV199dYz3nVcRMcDFXI4kfN5+++0WKsw3UzcOxJ1Cf94SIneK+4UYhNGnnnqqn5g2hEBTCGAfEhRNzDkv6ZY6eZ3HVFf39UbKITBXo2ZxwTgDwWAjnuOWJ9/bBa677jrWA+MLT/fv3587W3zVTNFmzJhB6XDEKD5OVHBxePyFF15oI1KxWu0VAs0iwDASX/QchxSZbFTfKX5341jnrUr9GE4V/j8mTjEB8MU6m73qztOGceiLjUxvMPspPQLB8v777198sbxTKICBzG677VY80SrWo701EVB8aU0Ai7rb2jfBEs4ikJbG40v0PGvuWB0x5apsHsBU4LDDDkMbr3z+b1gURFmklUPrZKyDFGAgO0Wu4jRE3kLFsJYkHMAIZxelKcnIKg4Dhj0Io93CtwYNGgRdBzwf+MzyErt5bzG9hoSN87EJnJ+YNoRAgwg899xzMMjFKCSytNh+MCWTJk2yDQw/Ar28lGvmIXy6kLlXjRCb2TII9FfxMbqY8XkDi0NKpW/mxza2sHIIr0PxzWW8EveDo6eNrkSg1CixbNkyXsfFi4cYKjBtmnHIhRCMysQp5oogJ48Rk0wMAmPHjmVS1NI4RBUktMxp+UChHKNZMm1CQPZhm4D9t1qWpIj/ZOPRRx8988wzbSkvfTxoMOMrEWNs3LPjg4PtiCOOcG2ZWb+Zjd5FG4ZAfLwEN5GCPzNnzqwAHTlaMHexkIgSyssmNPziF7/gIUk06qcQ6C4EeJFX853z72DG1vK04/90LVV1ksDEiROHDRtW9oow0VuW2NmwYYOVQcJLxbuj5c0lDBhCyLJnInkh0G4EiFFnZlXqKCwY4h/xLqRvEObgP/M2CHYgay5vr9pLIcBKIBV0W3b5y1/+wgRp3bp1Jrl9+/aCLiy9kHFdIKBdNRGQfVgTwKLupOGas4SUHkaoSLd9kcZg34c+9KEf//jHBTWy/vznP5uTjEy55cuXB121uRMCxDxYDifLd87Rv5NE8CPekqcTDPWbNm2aNm2aK8Ay5EkoOAp5Fy2nbq5NG0IgEgEYdD3+kLWpvF6XX3759OnTeWjhVWqZzGZKGIUIKHVhXvBwEvgL3g8EjQ2L6jYGkqBY6n/kSvrCRmRkHWFXRNaxBkjM8Je+9KViZFg5oSQSMnvssQeFpPnGXOR25LksQ22EIvvNDdu1LQSaRYApTYxC6hw+/vjjSLIMzkiVl+rsqqCF453rP1kVhxeAv4C35G0QoqWQqzxwyrYTudCyWCKzIxZUuFkw/7OEyM0tdiMSl0eccNkzkXw8ArIP47GqIskSX8uoxSp6d/Rh/T2PPYIICv5gxNwjSEhqfLZ35ZPpvR2Z/dhrAP864biRkScx10uqIX5KmIoQJjY17/3HLM0MeIJX8YwW0IfEHFQyQiCNAE84CbHWjqGYFzoIszyvZx7aeCfFuHHjsDQgXj722GNNP2HVaQZC2AWh6dqyZQsy8sqnb5C3ODjFRZ8Ro4gIiQmsHLasB3D++edjt3OIv/71r8zSSARikOF2cOP8uHkbpE/HZGrldVe7EIhEYMmSJeRutBTmGTYZZjiMVMVlQiECgD0r9INAxPDb3/625VEkkIeAJxTkCWS2+7CWudcaIc3CsUgyDmMOgVrc3GIKQEueKlCoXTURkH1YE8AW3Zk8UbPVhPB78dC36FB1dyKL17NHMFH4VNXaV/p5MiHvkgbtQ0pLM1E2jgeSUfNiwKiTQcgwWLMgYAHJfQV3XWfXImDPOaaChRo2eHDe6JideUMNfwQmanY4XFp5Yg2eTweoIq6hOP2GxAS8TvFXyt3fc889V6xYwRKxvS8YeTDs0xr8fqH/5JNPTguoRQg0jgCOVFvlfvbZZ2+77bY8biSyZhhDoDmNMQ8YavBuIO8TJIK5yPLgEJnnT/vRRx9NJggd+WTK9PFGwkR9vlQMhWEI+CQdQCBUIMyAA2saDi9kiB8eP368zZ34LuilXW1HgBugT1sRePXVVz0ll+EP71edw0ECwdyO5SaUMIrZwiBkdKFOeJzN74JrDTbzcJe28xCgnqH92aDAzpOJb//Vr37lf11qBtARXhCfzBHcFarydpaaw3ZtC4FmESDH1VhJ8FVhJTarHG1uS6xduzZUzuKh/R1wkYTt2k4jEK51EBWcFqjQwnwL/OFE9b6+5AhpjTf6hvsxqQTgjdoQAu1GAE5df29CudTg4TZv3hxGopKYk6ncX9yMkJkCagQBintzm1joa4kG7icc7i3FjK3Ubv0HP/hBllXMOCe9kBXFvO5jxoyxLhj8eTJqr4PAm+p0Vt9IBLAH3AYgOSeyV1qMAAwqkvGXwBlGypwzGcAlEAoztNnfBm9x2K7tAgRI13TQKBxSIBmzy18z6DT78Bvf+Ibp5zu0DyHzMCOfNEWmhjHKJSMEKiPgJAGUT6isJK9jnn3oTFoU+8nrq3ZDgIiDm2++2eipcSyGY0VliMw+hOaRxB5Tcumll9pwlGkfOpM2/I2VD6qOQqAsAjCXQptsT2az9iFngj/dTcRi+5Alr/pzgLLX3ovkzT6EM5bk80ZO2+1Dou3IfUAnrjF7DHAp/vKXv8w8itmHsA1B6JApoMaaCCi+1B7C9n5jyMEaRzg1h+GvxRRt69atFQ4JqQP8pXQkWIvQI1YA+EkF9k984hOmjYxe1vFXrlzJTzKw4YGocJS+2QWTGzBh2QJVuEZrRpnCOI/nzIx54iVIpKZ+BsD269ePIPvBgwcbyKz0nnHGGQjwE1c9e/sm+LrqLkMAZwRhzBwOxwQJPAVUSTGnRDIPAw4LUzCgMKZt27aNbF7+R85ognmDAM852ggJa18ydszZ9goZ5qbkB37sYx/jbMkPtBW8Rs4cVo8JEyaYKrwDmTqpPEb1OcxI9hLj5/KZwmoUAs0iMHToUMYlGBNQa7nKDerH2wJXjY1+mWp59fM6Zhf/QZawMmXUCAJMk/gwpSFSnVCRBjE56qijRo8ejUIfoHAZZAYDwyZokzTkM6t/N3hWfVdVTftS3eMRMNIte9RYRSTVLb6vS+JKMQ24eCmK4O3Mz+ApZQZme3GPJRYVXVIbBQhY/gMYUhsaK7FAMmbX1772NVSxeOJqiZfwjgSyMhWz+zVkyJBESJ6LaUMINIvA008/bU8d36z41Yl491kUzi+CV8kIuv7668OznTt3rh2L8YoareEubRcgAIspMzCDrr6TnuK3ljK011572UEvu+wyU55YP4Twxtr5tiyGgpPULiHQDgSsmCE5Mo3keiTOkPxbnu3M9UNnGsexm+ilnwkEHCtb7kvsLfvT1w95TVjfkJg0PVXGpe5RcqyUlD2c5CMRUHxpJFANiJGIyJseS8BewDAKQhVYVi9eE5TwwSXvfcnkHjlypL/XefczV/O92ohHAPPb6EYBk7kU7sb4vmlJRj3uFOUEWFrZcdN+zJ0yMYxPiOPtllFLgAK+6e5qEQLtQIBSE9SY8uHitNNOq3wUtw9Za0or4cE2dkG+5f5I41PcAgu/3SOWfDHbioVb7p0/f76NaSZp+YcLFix44oknwr5uH3JnCbkPd2lbCHQNAni67cmnHGjjR4yxD6HAafy4HaaQDBpbtesW+9BLsxKNDLNDh2Hbcy5H9mFX3wu89Z43iE+XmVOdQZCALoKRbBLGkIqVyJoV0addfVUddDxiujz9hqDTxp3oUMsSX4pmewWywKL71UGPT++4FDwXrJA7bxYDCOHQNJY9e+oZjh07lsWuxDOM9xedtma1zz77JIyQskfpm/KEhJBgY4XaGC7STvRSsOCBQhtpDtwXPtAp8zOR3AhzI5F1jEsEuoeRDqUOJGEhUBMBBhOLO4CkBGLkGIKTvCOiioKfJLM99thjyGBXEPrO+5fSX2EXxrErrrjCxiuqiSZGs1BS244A9BaMFYwYVLzwxmobvn6IQia0KCleP4SJA0keDwr2VjuiesUgIPswBqWGZSi/E9a4Y7S6+H8+7Gp5MP45/yN+cbgOwB+GWsktu0ugJQKsvkKiBZ58iHUBbegcWvaKESCYHlZ608w3FRGhdY7pKBkh0DgCVnXTn0YsRh51iP7qHIhpFkp8bZw4rtWrV9dR2Mf7knNuN4h4E2pM10SDQAbyn/ls3749VMVN564Zty2HQyDcq20h0MUI4K7ycQlHSeWjY/iZHopFUz5h6dKlBHCtWbMmoZCFdBMjaEjjVQKcvJ9mH4Jbfa7X0D40FvcC+5BiYBbkhZ8r79zU3ggCsg8bgbG0khdffBFXFs4PHnEfB9lg5QqOmf+f/yGZzede3pF8brTxqeNpK30NHd2BVT5/ZxjOUHFwW1566aUK1w0nIX0x5n1lEg89UTQkXlfQpi5CoBEECDRl0ICm3EcSNoi/4lktS6ULtQO9IFU2Hzx6yOEhFzHhp2/ktPuUEqitvAoia4n33nuvx6g3hQM5C56ewOoKU/OE9djUgaRHCEQiQGwzgQk2Lh177LGMLdWeSexDY7thBZ68G47OHyo8B1hwoNdyZjhbZgwFtJ2HAHnsFFDlHhGsTn4Bk5w8yZbtjGm8ich0QBteKu6C2Ydwm9HuGfKs6/IkUGgXMUxEyvC01CyBOgjIPqyDXgN98dRCmQVtlw2Fpb7hK6cvH0IiGzgVqdgZATKmDN5wsZdcIHiGdhZs8YvBjhCX8M7ibyO5qEU37RYCXYIALg+ec187sgf13HPPpc5q5PHJhWadMHzCyV6DEyWyu8SKEWB45wY5R1/9XMTwcEyXCTq1e4dtTxmecK+2hUB3IYBByGOPhWAPJzzt1c6ETDn0EDWa7k7unHGMcwhct4ipUkIapYIW3hHvfe977QYtXLiwQDJmF9UvuQVm9RH6zjbrKGHHH/zgB3Ysvol3CHdpux0I7IJSR1wb3YUAtCiQkRLfFX8CJOZSKuPDH/5wfJceKEkiuDPp9cDTs1MipZPByE8PzN1ixPXokaguwAacNH5d3FwmYb4X6lpWDn225+3aEALdiADkojjswzgfVqsoruCnRBlPy4XjeWZh0NvZwMXLOmHYgm/lkEMOCVu0XRMBSuYQnY4SXFSwwDNyejBCZc0EA69atcqJtefMmfPlL3+5sjZ1FAKNI3D22WezNmVq4drFZjj++OPrH4UlKciWcd1aKRcWo+Cis6Kj9ZX3KQ0w7Z1wwglcMgHwbJCJkwhIaQQNIq0ojUjlNlgeUUhOO4R/7ThQI2fbMUpkH/aUW8nSuRdFXLRoEYWJ02eGD8yDLmB/dgL0tGS3tzCVobBpwWkQ1DRr1iyYLc4///wbbrjBJIkGYbwmIbOgY9fvwpH52muvUWSSoNPE0RkTCVwhThi/OyF5vpe7SRf/yQZutrvuugurnlAW91mGAtoWAt2LAH9JlrX5S65bty59JgQRWewocURUyUsL0ILrhKrWPOH8L4zpJFNMjRUQ4O1w++23uw8RhgYbYJnaWrHESJ1Qw8P4hzDe+ltvvZWRiu1dd90VyxAaD14rkXokJgS6AAHeqtgGVMPbuHEjh2Ns4TVKsAPriuauKnsORvyO2cmyPH2ZROFqwWlLgmJZVZIHAVaYKENC7gwpBvxkOMKKw2lOJmdT+PAAwKdFnIspxC+GVwvuhqb0S08uAu1YlJTOPo4AsePYeJi4eTgwKaE2tz2UmExOq8NKHT6h3/zmN3kdu7Edixf/OuRauf+lnB041ejYOA9qN0KhQ3cwAtghPK58EtxXOU/3v5vhvbQuZKR0MDLdfmlMbcE5YXgT2ctsKfLcuLleN8xu6PDhw9GpGmKRAEqsWxCAxY3lo3AIIletQnkwnF+eII02iDfxxXfLFXXYQZctWxaGRFHZqKkLJDyYMcpuPdnRDFa0NKVceooR0PphOOZouwEEiH1inY2EY1YSPHkgoRf7MJzlkFFjsxYyKuEWo9eRRx7pUSWJvt37EwYgVleuuuoqIuhizoQrIp4+TSkU01cyQqAbEWABHE8Ni/y4bwpO48ADDyTQfeDAgQUy2tUgAgyMlotFcSNTC/gEXIWHIOF5xIgR3uLjFQEaFLqgnagH1gzZYIrMPNsltSEEeiYCTGSpuYKVSPACswtOkogGsxzwT1EGI/O0CZg/8cQTfRdDGRmG/GSZizhVcqThJ/e92qiDALO4adOmsd7L7I71Qxz9rPSy3ls5JIG4rZkzZzLRIj3HxisegOnTp9c5SfUthYDsw1JwSbgFAvj5sA+ZhZCk5El66T6hfchKI6W9WEVEjAg3yMroS6Aaw437jdIa1CIEhIAQaDcCULw++OCDmazR7T50sX5OjOxQCksWi+XtHTVqlKcd5smoXQj0QAQgEl+8eHGdE6PuK8QqCZdKHYXq6wjgmZo9e7b/xJNFIjoB8F7023cVbFBgDJ5SFntZljQx7H+Cywq6aFc7EJB92A5U+6hOFgyNcorrj7cPKXcD9YVDhjPbAtvwP1GtqLcT8Ph1aUMICIFuROCSSy555ZVXSLFjdhh/Gp/5zGfI+qMI4U9/+tP4Xl0jSVoOrEJ+LIZc8gn9Z3rj5JNPPu6446yd2mXjx49Py6hFCPRwBIhrcB5LKoLCjxJzwrA6kWdokjijSw0CMfol4wgwYH7/+98nC9FbiGXgTkVmDBItP2PGDEs3NQ0ki7JySHCpK9RG1yAg+7BrcO78o7BmOH/+/Hnz5hnVAawzidKOIQTh+mHCPiR6hJkcgR/EkBC3NmXKlLCjtoWAEBACpRAg6Q73M9Q7hD/hiirFDkV004QJE6jGRgA8qxY9ORqN0HdYGSkmTm2SEB/i6yxrmng8eIPCXdoWAr0aAVbR+VMb31LxhZDlEUZcFwt3416mPZR2IKl4wIAB4WlAtXrKKad4C/9lCFcTRYl8b7dvEMQLwcT69etZBrSTwT4PA02hJIQt1pZwYcxigLXkaoSZAXJb2YDSj15ESVCR1YLhu/26+twJFKcnaq8QiETAKe9hmsrrgg+efz57Qxp97MO0vOU6M5MjwCC9Vy1CQAgIgRgEYFu1lBXKZN93330xXRIyzq4MiSLs6om9+ikEhIAQaAoBcm2IySRPxxVSK4vQSi8z6CYKid89nA+MCPaC+K/99tuP6+ITJoj61WH6xtNuOVbaaBYBrR/6A6mNWggQX248FtiHYdSTKWXBkAKPp59++qBBg0hZxkkGx6ntSqwfWiNk0+ZDmjx58j333FPrzNRZCAiBPokA4wx8CbZodu+998LFUgEGajRT3ZEQU/ri2i+VSFPhcOoiBIRAn0UAtnPKRYSXj1fdSj7C0UI7UynfC0EDST2JlUbf2xM2WEJkeZAzIYThD3/4AwMyBkzmie2yyy5GLWvxDrjzCggsMjWosXEE3tK4RikUAmkE4CPFJUY7ht/VV19dM788rV8tQkAICIEEAgsWLLjsssusEXd7Yq/9JCYzZGqBCzGR6AIXn8dxjRkzhrwaPN+ZqtQoBISAEKiGAGHwmzdvThiHqBo3bhzf73//+ykNzQYFG738LO6qkSNH3n///cW1pqudTyO9DjjgANNDeTA2WC1cvXp1pmaSQufOnZu5S43dhYDsw+5CvqOOS6lDIsjtkhLZLzTiAPMMAVYLTzrpJJJ5wvoWHYWFLkYICIFeggCOKvgtGL78fGFUZ3TK426hBjQZjGRHu7w2hIAQEAI1EfjOd75DhWQKgxFfOmTIENcG4xRrbv6TDWZQ5PIwyzIyKmo/TJ06lV4FkZxh9+7d/tKOT/eeg44ej8Cb40UlKQQyESCCCw8WpSnYS5Q8dA6h2K9//etPf/rTW7ZsoZGVw3POOSfcm7ftC4y402C+yhNTuxAQAkIgE4HXX3+dtUHbRQhWwiFFCjRF4anuaMahVyiFfA+LkZyfTJ1qFAJCQAg0iwDTp8997nNwfmLswbEcKqcOh/1k7mQbUAAS7o6JyDfsysRkQlxsRU3DjtoWAvURkH1YH8O+roHEQq+wjHM9wTTFLA1SB8MI6zHksCoAjmgK20sNaAohekBFQRftEgJCQAg4Aju4D/5TMovZVaLc2aJFi0iJYXjBMsQlT9To2LFjrS/LgxTscj3aEAJCQAi0DwFGIYJL0Y/3HFbPzANdeeWV1g59AwuM73jHO/i+7bbboG+l3UqCZXZUoxCojIDsw8rQqWMXIUDohXHVdNHxdBghIAR6PwK33HJLwUWweGh7icvCqwXTg9GcZnaBO8HnZ6wurlmzJlNMjUJACAiBUggQcWnc7+Q5m7Fn3clFJNCdtUH7ybpi5oBmpWtKHVHCQiASAdmHkUBJrNsQGDp0aEEpxW47LR1YCAiB3oAABA9UWM47U0p1PfzwwwQpUJQ5Twb7cNSoUbYXOtMVK1aELIJ5vdQuBISAEChGgPAriw6lphdeKhcmZoriXiQ8W8v27dsvuOCCMFPaJdkgx+eoo47yYoPhLm0LgcoIyD6sDJ06dhECl1xySU8uS91FKOgwQkAIVEIAXnijhs/sTQ0xplYTJ04Mi7KmJfFSeejXnDlzKKuYllGLEBACQqARBJjzXHPNNQw7ro16DwXFdXBykcfowtoQAvURkH1YH8O+roHFPc85pLTrP/7xjwYRgWv+7W9/e4MKpUoICAEh4AhQsmLdjg9RXiRI24fEHhewjcGDBx900EGJRv0UAkJACDSCAKW/Qj177LHHpZdeyrBjjXvuuScVXHtsHYvwzLXdMQjIPuyYW9ltF8IEy1lJX3jhhQQdc3hajz32WJpphsI4GzduDMXYJoLLWgjBnzJlSmKvfgoBISAEGkHgvPPO+787Pvi2KNJjn0996lMJ5Zs2bXrmmWcSjfopBISAEGgEAfhLC/TghU8wbJkwZmReZdcCbdolBGIQkH0Yg5JkWiBABYu9997bhK699to86SVLllx88cWJvcRF0D0Rr3XDDTckxPRTCAgBIdA4Al//+tdjdFKnx51WF154YSQPc4xmyQgBISAEqiGw7777Tpo0qVpf9RICxQjIPizGR3ujEBgxYgTZ1Sb6yCOPhH1wbsG7tdtuu1kjRV3xeL3nPe8JZUjRLlh1DCW1LQSEgBCIQWDp0qUmBuPot771rbwur7322v/b8aH4GB/YkhmgHn/88VD+X//6F9XGrIVAr/HjxxckNIYdtS0EhIAQiEHAR5gYYckIgS5A4C1dcAwdoi8jQFlqar9CAMg3OGAH/u1vf0sAMnnyZM23EpjopxAQAnUQoHAFxDOrVq0iNuG+++6DgaZ///5phevXrx85ciTt+++/P9+sE/Kd4KrBPmTN0PqedNJJo0ePtm19CwEhIAQaQQB6UsaiRlRJiRBoBAHZh43AKCVvIkxrwoQJr7/+OlMrvuGVCUEhQfGAAw6gBXb4n/3sZ2eddVa4l6xrzEhvgeGGCRk/ofCaN2+et2tDCAgBIRCJwF577XXMMcdgHyIPsx9uqdA+ZJ2QhJ8FCxa4NrMM+Umqj9xVDos2hIAQ6LEIQN+waNGiHnt6OrFejcD/Tsp79WXo5LsdgeOOO+6mm27CDiQ0i0rTlJwOZ2PMtw4//HBOku8090N48s8//zzpiFu3bqWR+j8hv3Mopm0hIASEQGUEiHt/9dVXn3vuOZYWw2KGsAgydnkpi8r61VEICAEh0G4EIPxL0/u1+6DS30cQUP5hH7nRXXGZRxxxhFFp4Zhn4lXtkKtXr4bmlL4k+QwaNKiaEvUSAkJACBx//PEFDqajjz6aHEXKq4ZA4eRKEybfeOONJjNgwAC8V6G8toWAEBACQkAIdB4Csg8775522xURJkrsKN9QOFQrWvjSSy/BMs8FEKpKABi1yLrtYnRgISAEejkCxLSvXLnSLiLPrqPY/Z+CTzq6gfCt2bNnm5If/ehHFgfRy4HR6QsBIdDTEYBVy8LjOVGSqDdv3lxwxrvvvnsYsVUgqV1CIBIB2YeRQEksCgEyBkn1+e53vzt8+PCoDjsL9evXb8aMGVBB3H333e985zt33qlfQkAICIFyCOBjooYqfZ599lmfbIUqyJR+f/BJZx5u27aNhGq6QEszZMiQsK+2hYAQEAJ1EIDvKq87I8/27dttL67zuXPn5knSTjTEKaecUiCgXUKgLAL/p/iZK6tO8kIAdvjKcaHM1f5rx0flxfQgCQEhUB8B7D1YTOGOf+qppyi1euihhw4cOBA65UjNL7zwwhe+8AUyFeE4xWnlVV4ju0tMCAgBIVCAwCGHHAKl36OPPkomIe51SoX56ATDFmwOW7ZsoYWSYNQGSxQGgw3+zDPPpCoPEyfird73vvcVHEi7hEBZBHYxosiy3SQvBISAEBACQqC3IMBEau3atbvuuivfb35zbODMhg0bTjzxxGHDhi1fvry3XKnOUwgIgV6EACWjTz/9dAsffeihh/BnRZ781KlTMQsRPvLIIyFuiOwlMSEQiYD4SyOBkpgQEAJCQAj0VgRI5mEJEXrSeOOQS8Ulf+edd8K81VsvW+ctBIRAz0YA6+6OO+6YNGnSa6+9VuFMqeJD9wod1UUIFCOg9cNifLRXCAgBISAEhIAQEAJCQAi0C4EVK1ZApnXVVVcR49DyGJTkWbJkyaxZsw4++OB77rmHwNSWXSQgBMoiIPuwLGKSFwJCQAgIASEgBISAEBAC3YDAK6+8Qi4ikagwKsNc2g1noEP2AQRkH/aBm6xLFAJCQAgIASEgBISAEOj9CFx++eUQ23z84x//wAc+0PuvRlfQQxGQfdhDb4xOSwgIASEgBISAEBACQkAIhAi88cYbb33rW8MWbQuBxjdq1wEAAAJYSURBVBGQfdg4pFIoBISAEBACQkAICAEhIASEgBDolQjE0nz3yovTSQsBISAEhIAQEAJCQAgIASEgBIRANAKyD6OhkqAQEAJCQAgIASEgBISAEBACQqCjEZB92NG3VxcnBISAEBACQkAICAEhIASEgBCIRkD2YTRUEhQCQkAICAEhIASEgBAQAkJACHQ0ArIPO/r26uKEgBAQAkJACAgBISAEhIAQEALRCMg+jIZKgkJACAgBISAEhIAQEAJCQAgIgY5GQPZhR99eXZwQEAJCQAgIASEgBISAEBACQiAaAdmH0VBJUAgIASEgBISAEBACQkAICAEh0NEIyD7s6NurixMCQkAICAEhIASEgBAQAkJACEQjIPswGioJCgEhIASEgBAQAkJACAgBISAEOhoB2YcdfXt1cUJACAgBISAEhIAQEAJCQAgIgWgEZB9GQyVBISAEhIAQEAJCQAgIASEgBIRARyMg+7Cjb68uTggIASEgBISAEBACQkAICAEhEI2A7MNoqCQoBISAEBACQkAICAEhIASEgBDoaARkH3b07dXFCQEhIASEgBAQAkJACAgBISAEohGQfRgNlQSFgBAQAkJACAgBISAEhIAQEAIdjYDsw46+vbo4ISAEhIAQEAJCQAgIASEgBIRANAKyD6OhkqAQEAJCQAgIASEgBISAEBACQqCjEZB92NG3VxcnBISAEBACQkAICAEhIASEgBCIRkD2YTRUEhQCQkAICAEhIASEgBAQAkJACHQ0ArIPO/r26uKEgBAQAkJACAgBISAEhIAQEALRCPw3leTr3xMhGc8AAAAASUVORK5CYII= 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 + +# 查找 + +## 基本概念 + ++ 查找：在数据集合中寻找满足某种条件的数据元素的过程。 ++ 查找表（查找结构）：用于查找的数据集合，由同一类型的数据元素或记录组成。 ++ 关键字：数据元素中唯一标识该元素的某个数据项的值，使用基于关键字的查找，查找结果应该唯一。 ++ 静态查找表：只查找符合条件的数据元素。（顺序查找、折半查找、散列查找） ++ 动态查找表：出来要查找，还要进行删除或插入，除了查找速度还要考虑插入删除操作是否方便。（二叉查找树查找、散列查找） ++ 查找长度：查找运算中，需要对比关键字的次数。 ++ 平均查找长度$ASL$：所有查找过程中进行关键字比较次数的平均值。$ASL=\sum_{i=1}^nP_iC_i$。其中$P_i$表示查找第$i$个元素的概率，$C_i$表示查找第$i$个元素的查找长度。 + +## 线性表查找 + +### 顺序查找 + +又称为线性查找，常用于线性表，从头到尾逐个查找。 + +#### 一般查找 + +在算法实现时一般将线性表的$0$号索引的元素值设为查找的值，从表最后面开始向前查找，当没有找到时就直接从$0$返回。这个数据称为哨兵，可以避免不必要的判断线性表长是否越界语句从而提高程序效率。 + +$ASL$查找成功为$\dfrac{1+2+3+\cdots+n}{n}=\dfrac{n+1}{2}$，$ASL$查找失败为$n+1$，时间复杂度为$O(n)$。 + +#### 顺序表 + +可以让数据集变为有序的，这样对比数据大小也可以知道是否还需要遍历从而减少查找时间。这样顺序结构从逻辑上就变成了一个二叉树结构（一般是顺序的），左子树代表小于（失败结点），右子树代表大于（需要继续向右查找），所有数据结点挂在右子树上。 + +对于顺序查找，无论顺序表还是乱序表，查找成功的时间都是相同的。$ASL$也是相同的。 + +若有$n$个结点，则有$n+1$个查找失败结点。 + +查找情况还要比普通乱序查找加上一个大于最大值的情况。 + +虽然有$n+1$个失败结点，但是失败结点都是不存在的，如果结点失败只会在一个不存在的区间上，所以查找平均概率是$\dfrac{1}{n+1}$而不是$\dfrac{1}{2n+1}$。同理，查找成功查找失败都会在那个区间停下，一旦判断所在区域不存在就会退出，所以查找失败的次数跟最坏查找成功次数一样都是$n$查完所有。 + +$ASL$查找失败为$\dfrac{1+2+3+\cdots+n+n}{n+1}=\dfrac{n}{2}+\dfrac{n}{n+1}$。成功结点的查找长度等于自身所在层数，失败结点的查找长度等于其父结点所在层数。 + +注意，有序线性表的顺序查找和后面的折半查找的思想是不一样的（有序顺序查找是从两端开始向右比较，折半查找从中间开始不断取中间值比较）。且有序线性表的顺序查找中的线性表可以是链式存储结构。 + +#### 查找概率不等 + +当数据元素查找概率不等时，可以将查找概率更大的元素放在靠前的位置，以减少大概率元素被遍历的时间。 + +$ASL$查找成功为$\sum\limits_{i=1}^nP_ii$，$P_i$为第$i$个元素出现概率。 + +但是此时数据是乱序的，所以查找失败的时间复杂度与没有优化的是一样的。 + +### 折半查找 + +也称为二分查找，只适用于有序的顺序表，链表无法适用，因为链表很难折半找到元素。 + +#### 折半查找的结构 + +定义三个指针，$low$指向查找范围的最小值，$high$指向查找范围的最大值，$mid$指向查找范围的中间值，$mid=\lfloor(low+high)\div2\rfloor$。（也可以向上取整，过程会有所不同） + +#### 折半查找的过程 + +1. 定义左边界$low$，默认为$0$，右边界$high$，默认为$length-1$，循环执行折半查找（2，3两步）。 +2. 计算出$mid=\lfloor(low+high)\div2\rfloor$。 +3. 判断中间索引值$data\lbrack mid\rbrack$是否与搜索值$target$相等。 + + 若$data\lbrack mid\rbrack=target$，返回中间索引。 + + 若$data\lbrack mid\rbracktarget$，则将$low=mid+1$的值。 +4. 当查找最后$low>high$则查找失败。 + +$ASL$查找成功为$\dfrac{1+2+3+\cdots+n}{n}=\dfrac{n+1}{2}$，$ASL$查找失败为$n+1$，时间复杂度为$O(n)$。 + +#### 折半公式优化 + +在对$mid$进行取值时，如果数据量太大，查找到右侧时计算$mid$进行两数相加$low+high$可能会数值溢出。那么如何解决？ + ++ 变幻公式：$(low+high)\div2\rightarrow low\div2+high\div2$或$\rightarrow low-(low\div2-high\div2)\rightarrow low+(high-low)\div2$。 ++ 无符号右移运算：$mid=(low+hight) >>> 1$。直接将除以$2$变为右移运算，速度更快，且舍去了小数位不需要进行取整运算。 + +#### 折半查找判定树 + +折半查找的过程可用二叉树来描述，称为判定树。树中每个圆形结点表示一个记录，结点中的值为该记录的关键字值；树中最下面的叶结点都是方形的，它表示查找不成功的情况。从判定树可以看出，查找成功时的查找长度为从根结点到目的结点的路径上的结点数，而查找不成功时的查找长度为从根结点到对应失败结点的父结点的路径上的结点数。 + +构建判定树方式： + ++ 若当前$low$和$high$有奇数个元素，则$mid$分割后左右两部分元素个数相等。 ++ 若当前$low$和$high$有奇数个元素，则$mid$分割后左部分元素个数小于右部分一个。 ++ 数值结点为圆形，末端结点后再加一层方形的叶子结点，表示查找失败。 + +判定树性质： + ++ 折半查找判定树一定是一个平衡二叉树。只有最下面一层不满，元素个数为$n$时树高与完全二叉树相等$h=\lceil\log_2(n+1)\rceil$。 ++ 根据折半查找判定树可以计算对应的$ASL$：查找成功的$ASL$=($\sum\limits_{i=1}^n$第$i$层的成功结点数$\times i$)$\div$成功结点总数，查找失败的$ASL$=($\sum\limits_{i=1}^n$第$i$层的失败结点数$\times i$)$\div$失败结点总数。 ++ 折半查找判定树也是一个二叉查找树，失败结点$=n+1$（成功结点的空链域结点数）。 ++ 折半查找判定树的中序序列应该是一个有序序列。 + +$ASL$查找成功查找失败都一定小于折半查找树的树高，时间复杂度为$O(\log_2n)$。 + +查找的折半查找判定树和排序的二叉查找树都是同样的二叉逻辑结构，但是不同的是折半查找判定树是已知完整序列，所以总是从中间开始，时间性能为固定的$O(\log_2n)$，而二叉查找树的构造是根据输入来的，如果输入的序列正好是从中间切分的，则时间性能为最好的$O(\log_2n)$，如果输入的序列恰好有序，则为单枝树，时间性能为最坏的$O(n)$。 + +### 分块查找 + +分块查找又称为索引顺序查找，需要对数据进行一定的排序，不一定全部是顺序的，但是要求在一个区间内是满足一定条件的，即块内无序，块间有序。即$n$块内的元素全部小于$n+1$块内的任意元素。 + +将查找表分割为若干子块，其中分割的块数和每块里的数据个数都是不定的。 + +#### 分块查找结构 + +除了保存数据的顺序表外还需要定义一个索引表，保存每个分块的**最大关键字**、每块的存储空间，第一个元素的地址。 + +很明显这种定义方式定义了两个顺序结构，并且如果插入删除时需要大量移动元素，所以可以采用链表的形式。 + +定义一种最大元素结点，包含数据、指向后继最大元素结点的指针、指向分块内元素的指针；定义一种块内元素结点，包含数据、指向后继分块内元素的指针。但是这时候就无法折半查找，只能顺序查找。 + +所以总的来说分块查找还是一种静态查找，动态插入删除的效率较低。 + +#### 分块查找过程 + +在查找时先根据关键字遍历索引表，然后找到索引表的分块（可以顺序也可以折半），再到存储数据的顺序表的索引区间中查找。 + +若适用折半查找查找索引表的分块，索引表中若不存在目标关键字，则折半查找索引表最终会停在$low>high$，要在$low$所指向分块中查找。 + +#### 分块查找的效率 + +$ASL$查找成功失败的情况都十分复杂，所以一般不会考。 + +假设长度为$n$的查找表被均匀分为$b$块，每块$s$个元素，假设索引查找和块内查找的平均查找长度$ASL$分别为$L_I$和$L_S$，则分块查找的平均查找长度为$ASL=L_I+L_S$。 + +使用顺序查找索引表，则$L_I=\dfrac{(1+2+\cdots+b)}{b}=\dfrac{b+1}{2}$，$L_S=\dfrac{(1+2+\cdots+s)}{s}=\dfrac{s+1}{2}$。所以$ASL=\dfrac{b+1}{2}+\dfrac{s+1}{2}=\dfrac{s^2+2s+n}{2s}$，当$s=\sqrt{n}$时，$ASL_{min}=\sqrt{n}+1$。 + +使用折半查找索引表，则$L_I=\lceil\log_2(b+1)\rceil$，$L_S=\dfrac{(1+2+\cdots+s)}{s}=\dfrac{s+1}{2}$。所以$ASL=\lceil\log_2(b+1)\rceil+\dfrac{s+1}{2}$。 + +## 二叉查找 + +### 二叉查找树 + +即$BST$，是一种用于排序的二叉树。 + +#### 二叉查找树定义 + +二叉查找树也是二叉排序树。左子树上所有结点的关键字均小于根结点的关键字；右子树上所有结点的关键字均大于根结点的关键字；左右子树又各是一棵二叉查找树。 + +中序遍历二叉查找树会得到一个递增的有序序列。 + +#### 二叉查找树查找 + +1. 若树非空，目标值与根结点的值比较。 +2. 若相等则查找成功，返回结点指针。 +3. 若小于根结点，则在左子树上查找，否则在右子树上查找。 +4. 遍历结束后仍没有找到则返回$NULL$。 + +遍历查找的时间复杂度是$O(\log_2n)$，则递归查找的时间复杂度是$O(\lceil\log_2(n+1)\rceil)$，其中$\lceil\log_2(n+1)\rceil$代表二叉树的高度。 + +查找成功的平均查找长度$ASL$，二叉树的平均查找长度为$O(\log_2n)$，最坏情况是每个结点只有一个分支，平均查找长度为$O(n)$。 + +#### 二叉查找树插入 + ++ 若原二叉查找树为空，就直接插入结点。 ++ 否则，若关键字小于根结点值，插入左结点树。 ++ 若关键字大于根结点值，插入右结点树。 + +#### 二叉查找树删除 + ++ 搜索到对应值的目标结点。 ++ 若被删除结点$p$是叶子结点，则直接删除，不会破坏二叉查找树的结构。 ++ 若被删除结点只有一棵左子树或右子树，则让该结点的子树称为该结点父结点的子树，来代替其的位置。 ++ 若被删除结点有左子树和右子树，则让其结点的直接后继（中序排序该结点后一个结点，其右子树的最左下角结点，不一定是叶子结点）或直接前驱（中序排序该结点前一个结点，其左子树的最右下角结点，不一定是叶子结点）替代该结点，并从二叉查找树中删除该的结点直接后继、直接前驱，这就变成了第一种或第二种情况。 + +二叉查找树删除或插入时得到的二叉查找树往往与原来的不同。 + +#### 二叉查找树查找效率 + +二叉查找树的查找效率主要取决于树的高度，若是平衡二叉树，则平均查找长度为$O(\log_2n)$，若最坏情况下只有一个单枝树，则平均查找长度为$O(n)$。 + +若按顺序输入关键字则会得到单枝树。 + +查找过程来看，二叉查找树和二分查找类似。但是二分查找的判定树唯一，而二叉查找树的查找不唯一，相关关键字插入顺序会极大影响到查找效率。 + +从维护来看，二叉查找树插入删除操作只需要移动指针，时间代价为$O(\log_2n)$，而二分查找的对象是有序顺序表，代价是$O(n)$。 + +所以静态查找时使用顺序表进行二分查找，而动态查找时使用二叉查找树。 + +### 平衡二叉树 + +为了限制判定树高增长过快，降低二叉查找树的性能，规定插入时要保证平衡。 + +即$AVL$树，树上任意一结点的左子树和右子树的高度之差不超过$1$。 + +树高即树的深度。 + +结点的平衡因子=左子树高-右子树高。 + +即平衡二叉树的平衡因子只可能为$-1,0,1$。 + +在插入一个结点时，查找路径上的所有结点都可能收到影响。 + +从插入点往回（从下往上）找到第一个不平衡的结点，调整以该结点为根的子树。每次调整的对象都是最小不平衡树。 + +#### 平衡二叉树结点 + +$h$为平衡二叉树高度，$n_h$为构造此高度的平衡二叉树所需的最少结点数。 + ++ 平衡二叉树最少结点数（所有非叶结点的平衡因子均为$1$的）的递推公式为$n_0=0$，$n_1=1$，$n_2=2$，$n_h=1+n_{h-1}+n_{h-2}$。此时所有非叶结点的平衡因子均为$1$。 + +假设$T$为高度为$h$的平衡二叉树，其需要最少的结点数目为$F(h)$。 + +又假设$TL$，$TR$为$T$的左右子树，因此$TL$，$TR$也为平衡二叉树。 + +假设$FL$、$FR$为$TL$，$TR$的最少结点数，则，$F(h)=FL+FR+1$。那么$FL$、$FR$到底等于多少呢？ + +由于$TL$，$TR$与$T$一样是平衡二叉树，又由于我们知道$T$的最少结点数是$F(h)$，其中$h$为$T$的高度，因此如果我们知道$TL$，$TR$的高度就可以知道$FL$、$FR$的值了。 + +由平衡二叉树的定义可以知道，$TL$和$TR$的高度要么相同，要么相差$1$，而当$TL$与$TR$高度相同（即都等于$h-1$）时，我们算出来的$F(h)$并不能保证最小，两边都是$h-1$明显比只有一边$h-2$的结点数更多。 + +因此只有当$TL$与$TR$高度相差一，即一个高度为$h-1$，一个高度为$h-2$时，计算出来的$F(h)$才能最小。 + +此时我们假设$TL$比$TR$高度要高$1$，即$TL$高度为$h-1$，$TR$高度为$h-2$，则有$F1=F(h-1)$，$F2=F(h-2)$。 + +因此得到结论：$F(h)=F(h-1)+F(h-2)+1$。 + ++ 平衡二叉树最多结点数$2^n-1$。即该二叉树为满二叉树。 + +#### 平衡二叉树插入 + +最重要的是根据二叉查找树的大小关系算出从大到小的序列，然后把最中间的作为新根，向两侧作为左右子树。 + +即先找到插入路径上离插入结点最近的平衡因子的绝对值大于$1$的结点$A$，再对以$A$为根的子树，在保持二叉查找树特性的前提下调整各结点位置。 + +每次调整的都是最小不平衡子树。 + +#### 平衡二叉树删除 + +与插入操作类似，都是需要从下往上进行调整。 + +不同的是插入操作只对子树进行调整，而删除操作可能要对整个树进行调整。 + +在任意一棵非空二叉查找树$T_1$中，删除某结点$v$之后形成二叉查找树$T_2$，再将$v$插入$T_2$，形成二叉查找树$T_3$。 + ++ 若$v$是$T_1$的叶结点，则$T_1$与$T_3$相同。 ++ 若$v$不是$T_1$的叶结点，则$T_1$与$T_3$不同（如果是一定不同则是错误的）。 + +#### 右单旋转 + +从结点的左孩子的左子树中插入导致不平衡： + +```txt + A(2) + | + ------------ + | | + B(1) AR(H) + | + ------------ + | | +BL(H+1) BR(H) +``` + +$BL注意：散列表长度$m$必须是一个可以表示为$4j+3$的素数才能探测到所有位置。 ++ 伪随机探测法：定义$d_i$是一个伪随机数。 ++ 再散列法：$d_i=Hash_2(key)$，又称双散列法。需要使用两个散列函数,当通过第一个散列函数$H(key)$得到的地址发生冲突时，则利用第二个散列函数$Hash_2(key)$计算该关键字的地址增量。它的具体散列函数形式：$H_i=(H(key)+i\times Hash_2(key))\%m$。初始探测位置$H=H(key)\%m$。$i$是冲突的次数，初始为$0$。在再散列法中，最多经过$m-1$次探测就会遍历表中所有位置，回到$H_0$位置。 + +**聚集**：同义和非同义关键字都堆积到一起。原因是选取不当的处理冲突的方法。对查找长度有直接的影响。 + +注意：在开放定址的情形下，不能随便物理删除表中的已有元素，因为若删除元素，则会截断其他具有相同散列地址的元素的查找地址。因此，要删除一个元素时，可给它做一个删除标记，进行逻辑删除。但这样做的副作用是:执行多次删除后，表面上看起来散列表很满，实际上有许多位置未利用，因此需要定期维护散列表，要把删除标记的元素物理删除。 + +#### 链地址法 + +又称为拉链法或链接法，是把相互发生冲突的同义词用一个单链表链接起来，若干组同义词可以组成若干个单链表。思想类似于邻接表的基本思想，且这种方法适合于冲突比较严重的情况。 + +指针需要额外的空间，故当结点规模较小时，开放定址法较为节省空间，而若将节省的指针空间用来扩大散列表的规模，可使装填因子变小，这又减少了开放定址法中的冲突，从而提高平均查找速度。 + +每次冲突都要重新哈希，计算时间增加。 + +#### 公共溢出区法 + +为所有冲突的关键字记录建立一个公共的溢出区来存放。在查找时，对给定关键字通过散列函数计算出散列地址后，先与基本表的相应位置进行比对，如果相等，则查找成功；如果不相等，则到溢出表进行顺序查找。如果相对于基本表而言，在有冲突的数据很少的情况下，公共溢出区的结构对查找性能来说还是非常高的。 + +### 散列查找 + +先通过散列函数计算目标元素存储地址，然后根据解决冲突的方法进行下一步的查询。 + +如果使用拉链法通过散列函数计算得到存储地址为空，则可以直接代表查找失败，这时候一般定义查找长度这里不算。 + +而如果使用开放地址法计算得到空位置的时候，代表查找失败，但是这时候需要定义查找长度要算这个地址。 + +若散列函数设计得足够好，散列查找时间复杂度可以达到$O(1)$，即不存在冲突。 + +散列表的查找效率取决于三个因素：散列函数、处理冲突的方法和装填因子。 + +**装填因子**=表中记录数÷散列表长度。装填因子代表一个散列表中的满余情况，越大则查找效率越低。 + +若只给出了装填因子$\alpha$，则此时平均查找长度为：$ASL=\dfrac{1}{2}(1+\dfrac{1}{1-\alpha})$。 + 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 + + + + + +9-sort +

排序

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基本概念

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  • 排序：将一个数据元素的任意序列重新排列成一个按关键字有序的序列。
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  • 内部排序：待排序的记录存放在计算机的内存中所进行的排序操作称为内部排序。
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  • 外部排序：待排序的记录数量很大，以致内存一次不能容纳全部记录，在排序过程中需要访问外存的排序过程称为外部排序。
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  • 稳定的排序：比如一个序列是“”，按从小到大排序后变成“”，就叫做稳定排序，即3和3*相对顺序不变。如果相同关键字的顺序发生了改变，则是不稳定的排序。稳定性的需要看具体的应用场景。
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  • 内部排序的算法性能取决于算法的时间复杂度和空间复杂度，而时间复杂度一般是由比较和移动次数决定的。外部排序除此之外还要考虑磁盘读写速度和次数。
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  • 大部分排序算法都仅适用于顺序存储的线性表。
    • +
  • 大部分排序需要经过比较和移动两个过程。（基数排序不需要比较）排序时至少需要比较次。每次比较两个关键字后，仅出现两种可能的转移。假设整个排序过程至少需要做次比较。则显然会有种情况。由于个记录共有种不同的排列，因而必须有种不同的比较路径，于是有，所以得到不等式。
    • + +
+

插入排序

+

插入排序的排序序列分为非排序和已排序序列。插入排序就是将选定的目标值插入到对应的位置。

+

直接插入排序

+

直接插入排序过程

+

每次将一个待排序的记录按其关键字大小插入到前面已排好序的子序列中，直到全部记录插入完成为止。

+

直接插入排序性能

+

空间复杂度为。

+

时间复杂度主要来自对比关键字，移动元素，若有个元素，则需要趟处理。

+

最好情况是原本的序列就是有序的，需要趟处理，每次只需要对比一次关键字，不用移动元素，时间复杂度为。

+

最坏情况是原本的序列是逆序的，需要趟处理，第趟处理需要对比关键字次，移动元素次，时间复杂度是。

+

所以平均时间复杂度是。

+

直接插入排序算法是稳定的。

+

如果使用链表实现直接插入排序，移动元素的次数变少了，但是关键字对比次数仍然时，从而整体时间复杂度依然是。

+

直接插入排序特性

+
    +
  • 在待排序的元素序列基本有序的前提下，直接插入排序效率最高的。
    • +
  • 直接插入排序进行躺后能保证前个元素是有序的，但是不能保证其都在最终的位置上（如最小的元素在最后一位，这是插入排序的共性）。
    • + +
+

二分插入排序

+

二分插入排序过程

+

也称为折半插入排序，是对直接插入排序的优化，在寻找插入位置时使用二分查找的方式。

+

当时，为了保证算法的稳定性，会继续在所指位置右边寻找插入位置。

+

当时停止折半查找，并将内的元素全部右移，并把元素值赋值到所指的位置。

+

折半插入排序是找到位置了后一起移动元素，而直接插入排序是边查找边排序。

+

二分插入排序性能

+

空间复杂度为。

+

二分插入排序是稳定的。

+

比起直接插入排序，比较关键字的次数减少为，移动元素的次数没变，所以总体时间复杂度为。

+

二分插入排序特性

+
    +
  • 对于直接插入的优化仅在于二分查找的比较次数。
    • +
  • 二分插入排序进行躺后能保证前个元素是有序的，但是不能保证其都在最终的位置上（如最小的元素在最后一位，这是插入排序的共性）。
    • + +
+

希尔排序

+

又称缩小增量排序。

+

希尔排序过程

+

希尔排序也是对直接插入排序的优化。直接插入排序对于基本有序的序列排序效果较好，所以就希望序列能尽可能基本有序。从而希尔排序的思想就是先追求表中元素部分有序，然后逐渐逼近全局有序。

+

先将整个待排序元素序列分割成若干个子序列（由相隔某个“增量”的元素组成的），分别进行直接插入排序，然后缩小增量重复上述过程，直到增量为。每次对比只对比两个以上的个元素进行插入交换。

+

增量序列的选择建议是第一趟选择元素个数的一半，后面不断缩小到原来的一半。

+

希尔排序性能

+

空间复杂度为。

+

而时间复杂度和增量序列的选择有关，目前无法使用属性手段证明确切的时间复杂度。最坏时间复杂度为，在某个范围内可以达到。

+

希尔排序是不稳定的。（因为相同的元素可能分到不同的子序列中进行重排打乱原有顺序）

+

希尔排序只适用于顺序表而不适合用于链表，无法快速进行增量的访问。

+

希尔排序特性

+
    +
  • 希尔排序在最后一趟前都不能保证元素在最后的位置上。
    • +
  • 希尔排序在最后一趟前都不能保证元素是有序的。
    • + +
+

交换排序

+

交换排序即根据序列中两个元素关键的比较结构然后交换这两个记录在序列中的位置。

+

冒泡排序

+

重点就是相邻两两比较。

+

冒泡排序过程

+

从后往前或从前往后两两比较相邻元素的值，若逆序则交换这两个值，如果相等也不交换，直到序列比较完。这个过程是一趟冒泡排序，第趟后第个元素会已经排序完成。每一趟都会让关键字最小或最大的一个元素到未排序队列的第一个或最后一个。一共需要趟排序。

+

冒泡排序中所产生的有序子序列一定是全局有序的（不同于直接插入排序），也就是说，有序子序列中的所有元素的关键字一定小于或大于无序子序列中所有元素的关键字，这样每趟排序都会将一个元素放置到其最终的位置上。

+

冒泡排序性能

+

空间复杂度为。

+

最好情况下即本身序列有序，则比较次数是，交换次数是，从而时间复杂度是。

+

最坏情况是逆序情况，比较次数和交换次数都是，所以时间复杂度是。

+

从而平均时间复杂度是。

+

冒泡排序是稳定的。

+

冒泡排序可以用于链表。

+

冒泡优化

+

对于每行冒泡进行优化：如果发现排序前几轮就已经实现了排序成功，那么后面的排序岂不是都浪费了时间进行比较？可以在第一轮循环中设置一个布尔值为，如果在这一轮发生排序交换就设置为，如果一轮结束后发现这个值还是，说明这一轮没有进行交换，表示已经排序成功，就直接所有退出循环。

+

对于每列冒泡进行优化：默认每一轮冒泡是从结束，如一共个元素排序，需要轮排序，第二轮冒泡排序应该从开始，到结束，因为最后一个元素4已经在第一轮排序成功。但是如果在第二轮发现，已经排序成功了不需要交换，那么默认排序方法第三轮还是要从到进行排序，还要比较一次和位置的数据，这就造成了浪费，那么如何解决？记录每一轮发生比较的元素的最大索引值，下一轮比较到这个索引值直接结束，不需要继续比较后面的元素。如果最大索引值为则直接退出。这就进一步优化了上面一种策略。

+
void Bubble(int[] a) {
+   int n = a.length - 1;
+   while (true) 
+   {
+      //表示最后一次交换元素位置
+      int last = 0;
+      for (int i = 0; i < n; i++) 
+      {
+         if (a[i] > a[i + 1]) {
+            swap(a, i, i + 1);
+            last = i;
+         }
+      }
+      n = last;
+      if (n == 0) 
+      {
+         return;
+      }
+   }
+}
+
+

冒泡排序特性

+
    +
  • 冒泡排序产生的序列全局有序，趟排序后第个元素到达最终的位置上，前个或后个位置的元素确定。
    • + +
+

快速排序

+

排序过程类似于构建二叉排序树。基于分治法。

+

快速排序过程

+

取待排序序列中的某个元素作为基准（一般取第一个元素），通过一趟排序，将待排元素分为左右两个子序列，左子序列元素的关键字均小于或等于基准元素的关键字，右子序列的关键字则大于基准元素的关键字，称进行了一趟快速排序（一次划分），这个已经成功排序。然后分别对两个子序列继续进行快速排序，直至整个序列有序。

+

单边循环快排

+

即洛穆托分区方案。

+
    +
  1. 选择最右边的元素值做标杆，把标杆值放入变量中。
    2. +
  2. 初始时，令和都指向最左边的元素。其中用于被动向右移动，维护小于标杆值的元素的边界，即每次交换的目标索引，一旦交换就向右移动一个；用于主动向右移动，寻找比标杆值小的元素，一旦找到就与指向元素进行交换。
    3. +
  3. 然后开始移动，判断指向的元素值是否小于值，如果不小于就继续向右移动。
    4. +
  4. 当遇到比标杆小的值，指向的值就和指向的值进行交换，如果和指向的值为同一个则不进行交换，然后右移一个，继续右移查找。
    5. +
  5. 继续移动，最后时将基准点元素值与指向值进行交换，该轮排序结束。此时指向的位置就是值所应该在的位置。
    6. +
  6. 返回基准点元素所在索引，从而确定排序上下边界，递归继续执行排序。
    7. + +
+

双边循环快排

+

分为普通分区方案和霍尔分区方案。逻辑基本上一样，只是边界选择方式不同。

+
    +
  1. 先选择个值做标杆，一般为最左边值，把标杆值放入变量中。
    2. +
  2. 初始时，令指向序列最右边的值，指向序列最左边的值。
    3. +
  3. 然后从开始不断左移，当遇到比标杆大或等于的值时。
    4. +
  4. 如果发现比标杆小的值，即，需要交换，然后不动，开始移动去找要交换的大于标杆的值。
    5. +
  5. 若所指向的值比标杆小或等于，则进行寻找。（为什么要加上一个等于标杆值可以继续向右移动的条件？因为标杆值默认是第一个值，即初始化跟指向同一个值，如果只能小于标杆值才能继续移动不交换，则在第一个元素时，由于标杆值被初始化赋值为第一个值，则标杆值等于值，从而导致值跟值进行交换，导致标杆值被交换走了，标杆值变为了最开始最右边的值，导致了排序有问题）
    6. +
  6. 若所指向的值比标杆大，则值与值进行交换。
    7. +
  7. 交换后不动，开始移动。回到步骤三开始执行。
    8. +
  8. 当时表示和之前的元素都比基准小，和之后的元素都比基准大，完成了一次划分。然后把基准元素放入指向的位置。
    9. +
  9. 不断交替使用和指针进行对比。对左右子序列进行同样的递归操作即可，从步骤三开始。若左右两个子序列的元素数量小等于一，则无需再划分。
    10. + +
+

即对序列进行比较，有头尾两个指针，尾指针开始比较向前移动，若指向值比对比值小则要交换，交替让头指针开始移动，否则不改变指针则尾指针继续向前；同理头指针向后移动，若指向值比对比值大则交换，交替让尾指针移动，否则不改变指针则头指针继续向后。最后头尾指针指向一个位置，将对比值插入到当前值，此时一趟完成。

+

洛穆托分区与霍尔分区比较。

+

快速排序性能

+

由于快速排序使用了递归，所以需要递归工作栈，空间复杂度与递归层数相关，所以为递归层数。

+

每一层划分只需要处理剩余的待排序元素，时间复杂度不超过，所以时间复杂度为归层数。

+

而快速排序会将所有元素组织成为二叉树，二叉树的层数就是递归调用的层数。所以对于个结点的二叉树，最小高度为，最大高度为。

+

从而最好时间复杂度为，最坏时间复杂度为，平均时间复杂度为；最好空间复杂度为，最坏空间复杂度为，平均空间复杂度为。

+

所以如果初始序列是有序的或逆序的，则快速排序性能最差（速度最慢）。若每一次选中的基准能均匀划分，尽量让数轴元素平分，则效率最高（速度最快）。性能与分区处理顺序无关。

+

所以对于快速排序性能优化是选择尽可能能中分的基准元素，入选头中尾三个位置的元素，选择中间值作为基准元素，或随机选择一个元素作为基准元素。

+

最好使用顺序存储，这样找到数轴元素与遍历时比较简单。

+

快速排序算法是不稳定的。

+

快速排序特性

+
    +
  • 快速排序不产生有序子序列。
    • +
  • 枢轴元素到达的位置是不确定的，但是每次都会到其最终的位置上。第趟有个元素到最终位置上。
    • +
  • 求快速排序趟数就是找到符合这种性质的元素个数。
    • +
  • 快速排序在内部排序中的表现最好。
    • +
  • 对于基本有序或倒序的序列，快速排序速度最慢。
    • +
  • 对于每次的数轴元素能尽量将表分为长度相同的子表，快速排序速度最快。
    • + +
+

选择排序

+

分为已排序和未排序序列。选择排序就是每一趟在待排序元素中选取关键字最小或最大的元素加入有序子序列。

+

选择排序也需要交换，但是与交换排序的不断交换不同的是选择排序时选择出一个最后进行交换，一趟只交换一次。

+

选择排序也需要插入，且也分为已排序和未排序序列，但是插入排序不需要选择，且元素移动方式是插入而不是交换。

+

选择排序算法的比较次数始终为，与序列状态无关。

+

简单选择排序

+

简单选择排序过程

+

即每一趟在待排序元素中选取关键字最小的元素加入有序序列。交换发生在选出最值后，在每趟的尾部。经过趟就可以完成。

+

简单选择排序性能

+

空间复杂度为。

+

时间复杂度为。

+

简单选择排序是不稳定的。因为选择后会进行交换，影响顺序。

+

简单选择排序也可以适用于链表。

+

直接插入排序与简单选择排序

+

插入排序和选择排序都是分为未排序和已排序两个部分，那么其中有什么区别？

+

如、、、、、进行排序。

+

18 23 19 9 23* 15

+

插入排序：

+
18 23 19 9 23* 15
+18 19 23 9 23* 15
+9 18 19 23 23* 15
+9 18 19 23 23* 15
+9 15 18 19 23 23*
+
+

选择排序：

+
9 23 19 18 23* 15
+9 15 19 18 23* 23
+9 15 18 19 23* 23
+9 15 18 19 23* 23
+9 15 18 19 23* 23
+9 15 18 19 23* 23
+
+

堆排序

+

堆的定义

+

若个关键字序列满足下面某一条性质，则就是堆：

+
    +
  1. 若满足且则是大根堆或大顶堆。
    2. +
  2. 若满足且则是小根堆或小顶堆。
    3. + +
+

所以堆就是用顺序存储的完全二叉树。

+

堆的叶子结点范围是。

+

堆的建立

+

其实堆就是层序存储的完全二叉树。其中：

+
    +
  • 的结点都是非终端结点。
    • +
  • 的左孩子是。
    • +
  • 的右孩子是。
    • +
  • 的父结点是。
    • + +
+

所以建立根堆过程是：

+
    +
  1. 按照关键字序列依次添加关键字到二叉树，按照层次遍历顺序添加。
    2. +
  2. 初始化成功后再从下往上、从左至右按逆层次遍历顺序不断调整位置。
    3. +
  3. 如果是大根堆则大元素往上，且当前结点与更大的孩子结点互换；如果是小根堆则小元素往上，且当前结点与更小的孩子结点互换。
    4. +
  4. 递归往上时父子结点不断交换位置。
    5. +
  5. 如果元素互换破坏了调整好的下一级的堆，则使用同样的方法对下一层递归调整。
    6. + +
+

如用堆排序对建立小根堆堆。首先将这组数据按层序初始化为无序堆，然后从最后向前开始调整：

+

建立堆

+

<!-- 1. 从的结点开始往前遍历。

+
    +

  1. 检查当前结点与左孩子和右孩子是否满足根堆条件，若不满足则交换。

    +
      +
    • 若是建立大根堆，检查是否满足根大于等于左、右结点，若不满足，则当前结点与更大的一个孩子互换。
      • +
    • 若是建立小根堆，检查是否满足根小于等于左、右结点，若不满足，则当前结点与更小的一个孩子互换。
      • + +
    +
    2. +

  2. 若元素互换破坏了下一级的堆，则采用同样的方法继续向下调整。

    +
      +
    • 若是建立大根堆，则小的元素不断下坠。
      • +
    • 若是建立小根堆，则大的元素不断下坠。 -->
      • + +
    +
    3. + +
+ +

堆排序过程

+

由于选择排序是在每一趟都选择最大或最小的值进行排序，所以堆排序中就通过堆这个存储结构来完成对最值的选取——直接选择堆顶元素。

+

堆排序即每次将堆顶元素与堆底元素（堆最底层最右元素）进行交换，表示这个部分已经排序完成了不需要进行调整，第趟表示倒数个元素已经有序，所以无序的元素就是堆前面的元素。

+
    +
  1. 每一趟将堆顶元素加入子序列（堆顶元素与待排序序列中的最后一个元素交换）。此时后面的这个元素就排序好了。最右下的元素作为堆顶元素。
    2. +
  2. 此时待排序序列已经不是堆了（堆顶不能保证是最小或最大的元素），需要将其再次调整为堆（小元素或大元素不断下坠）。
    3. +
  3. 重复步骤一二。
    4. +
  4. 直到趟处理后得到有序序列。基于大根堆的堆排序会得到递增序列，而基于小根堆的堆排序会得到递减序列。
    5. + +
+

调整堆从右边即序列末尾开始。

+

堆排序性能

+

堆排序的存储就是它本身，不需要额外的存储空间，要么只需要一个用于交换或临时存放元素的辅助空间。所以空间复杂度为。

+

若树高为，某结点在第层，则将这个结点向下调整最多只需要下坠层，关键字对比次数不超过次。

+

第层最多个结点，而只有第层的结点才可能需要下坠调整。所以调整时关键字对比次数不超过。

+

所以建堆过程中，关键字对比次数不超过，建堆的时间复杂度为。

+

堆排序中处理时根结点最多下坠层，而每下坠一层，最多对比关键字两次，所以每一趟排序的时间复杂度不超过，一共趟，所以时间复杂度为。所以总的时间复杂度也是。

+

堆排序是不稳定的。

+

堆排序适合关键字较多的情况。创如，在亿个数中选出前个最大值，首先使用一个大小为的数组，读入前个数，建立小顶堆，而后依次读入余下的教，若小于堆顶则舍弃，否则用该数取代堆顶并重新调整堆，待数据读取完毕，堆中个数即为所求。

+

堆的插入

+

新元素放到表尾（即最右下角元素），并与其的父结点进行对比，若新元素比父元素更大（大根堆）或更小（小根堆），则二者互换，并保持上升，直到无法上升为止。时间复杂度为树高。

+

堆的删除

+

被删除的元素用堆底元素（即最右下角元素）代替，然后让这个元素不断下坠，直到无法下坠为止。时间复杂度为树高。

+

堆排序特性

+
    +
  • 适合大量数据进行排序。
    • +
  • 在含有个关键字的小根堆中，关键字最大的记录存储范围为。这是小根堆，关键字最大的记录一定存储在这个堆所对应的完全二叉树的叶子结点中；又因为二叉树中的最后一个非叶子结点存储在中，所以得到范围。
    • + +
+

归并排序

+

归并是指把两个（二路归并）或多个（多路归并）已经有序的序列合并为一个。

+

该算法是采用分治法的一个非常典型的应用。将已有序的子序列合并，得到完全有序的序列；即先使每个子序列有序，再使子序列段间有序。

+

在较大数据进行排序时为了加快速度使用归并排序，用空间换时间。

+

二路归并排序

+

二路归并排序比较常用，且基本上用于内部排序，多路排序多用于外部排序。

+

二路归并排序过程

+
    +
  1. 把长度为的输入序列分成两个长度为的子序列。
    2. +
  2. 对这两个子序列分别采用归并排序。
    3. +
  3. 将两个排序好的子序列合并成一个最终的排序序列。
    4. + +
+

归并排序趟数为。

+

二路归并排序性能

+

二路归并排序是一棵倒立的二叉树。

+

空间复杂度主要来自辅助数组，所以为，而递归调用的调用栈的空间复杂度为，总的空间复杂度就是为，无论平均还是最坏，所以这个算法在内部排序算法中空间消耗最大。

+

个元素二路归并排序，归并一共要趟，每次归并时间复杂度为，则算法时间复杂度为

+

归并排序是稳定的。

+

分配排序

+

分配排序过程无须比较关键字，而是通过用额外的空间来“分配”和“收集”来实现排序，它们的时间复杂度可达到线性阶。简言之就是：用空间换时间，所以性能与基于比较的排序才有数量级的提高。

+

基数排序

+

基数排序不是基于比较的排序算法，其核心在于将输入的数据值转化为键存储在额外开辟的数组空间中。作为一种线性时间复杂度的排序，计数排序要求输入的数据必须是有确定范围的整数。

+
    +
  • 只能对整数进行排序。
    • +
  • 元素的移动次数与关键字的初始排列次序无关。
    • + +
+

基数的定义

+

假设长度为的线性表中每个结点的关键字由元组组成，其中，其中就是基数。

+

基数排序过程

+

有最高位优先和最低位优先两种方法。

+

若是要得到递减序列：

+
    +
  1. 初始化：设置个空辅助队列。
    2. +
  2. 按照每个关键字位权重递增的次序（个、十、百），对个关键字位分别做分配和收集。
    3. +
  3. 分配就是顺序扫描各个元素，若当前处理的关键字位为，就将元素插入队尾。
    4. +
  4. 收集就是把各个队列的结点依次出队并链接在一起。
    5. + +
+

基数排序性能

+

基数排序基本上使用链式存储而不是一般的顺序存储。

+

需要个辅助队列，所以空间复杂度为。

+

一趟分配，一趟收集，一共有趟分配收集，所以总的时间复杂度为。与序列初始状态无关。

+

基数排序是稳定的。

+

基数排序的应用

+

对于一般的整数排序是可以按位排序的，也可以处理一些实际问题，如根据人的年龄排序，需要从年月日三个维度分别设置年份的队列、月份的队列（到）、日的队列（到）。

+

所以基数排序擅长解决的问题：

+
    +
  1. 数据元素的关键字可以方便地拆分为组，且较小。
    2. +
  2. 每组关键字的取值范围不大，即较小。
    3. +
  3. 数据元素个数较大。
    4. + +
+

计数排序

+

作为一种线性时间复杂度的排序，计数排序要求输入的数据必须是有确定范围的整数。

+

计数排序过程

+
    +
  1. 找出待排序的数组中最大和最小的元素。
    2. +
  2. 统计数组中每个值为i的元素出现的次数，存入数组C的第i项。
    3. +
  3. 对所有的计数累加（从C中的第一个元素开始，每一项和前一项相加）。
    4. +
  4. 反向填充目标数组：将每个元素i放在新数组的第C(i)项，每放一个元素就将C(i)减去1。
    5. + +
+

当输入的元素是个属于的整数时，时间复杂度是，空间复杂度也是，其排序速度快于任何比较排序算法。

+

当不是很大并且序列比较集中时，计数排序是一个很有效的排序算法。

+

计数排序是稳定的。

+

桶排序

+

桶排序是计数排序的升级版。它利用了函数的映射关系，高效与否的关键就在于这个映射函数的确定。桶排序的工作的原理：假设输入数据服从均匀分布，将数据分到有限数量的桶里，每个桶再分别排序（有可能再使用别的排序算法或是以递归方式继续使用桶排序进行排）。

+

桶排序过程

+
    +
  1. 设置一个定量的数组当作空桶。
    2. +
  2. 遍历输入数据，并且把数据一个一个放到对应的桶里去。
    3. +
  3. 对每个不是空的桶进行排序。
    4. +
  4. 从不是空的桶里把排好序的数据拼接起来。
    5. + +
+

桶排序性能

+

桶排序最好情况下使用线性时间，桶排序的时间复杂度，取决与对各个桶之间数据进行排序的时间复杂度，因为其它部分的时间复杂度都为。桶排序的平均时间复杂度为线性的，其中，其中代表桶划分的数量。

+

很显然，桶划分的越小，各个桶之间的数据越少，排序所用的时间也会越少。但相应的空间消耗就会增大。

+

桶排序是稳定的。

+

内部排序

+

指在排序期间元素全部存放在内存中的排序。除了分配排序，其他的内部排序往往要经过比较和移动。

+
+ + + +
算法种类最好时间复杂度平均时间复杂度最好时间复杂度空间复杂度是否稳定趟数
直接插入排序是
希尔排序否
简单选择排序否
快速排序否初始序列
冒泡排序是初始序列
堆排序否初始序列
二路归并排序是
基数排序是
+
    +
  • 每趟排序结束都至少能够确定一个元素最终位置的方法：选择、交换。（插入和归并则不行）
    • + +
+

外部排序

+

指在排序期间元素无法全部同时存放在内存中，必须在排序过程中根据要求不断地在内、外存之间移动的排序。

+

外部排序的原理

+

外部排序过程

+

磁盘的读写是以块为单位，数据读入内存后才能被修改，修改完成后还需要写回磁盘。

+

外部排序就是针对数据元素太多，无法一次性全部读入内存进行排序而进行处理的在外部磁盘进行的排序处理方式。

+

使用归并排序的方式，最少只用在内存分配三块大小的缓冲区（两个输入缓冲一个输出缓冲）即可堆任意一个大文件进行排序。然后对缓冲区里的数据进行内部排序。

+

外部排序过程：

+
    +
  1. 生成初始归并段（大小为输入缓冲区的总大小），需要读写并进行内部排序。
    2. +
  2. 重复读写，进行内部归并排序。填满输出缓冲就可以输出。输入缓冲空就可以输入新数据。
    3. + +
+

外部排序时间开销=读写外存时间（最大的时间开销）+内部排序所需时间+内部归并所需时间。

+

外部排序的优化方法

+

优化方法就是使用更多路的多路归并，减少归并趟数。

+

路平衡归并：最多只能有个段归并为一个，需要一个输出缓冲区和个输入缓冲区；每一趟归并中，若有个归并段参与归并，则经过这一趟处理得到个新的归并段。

+

对个初始归并段，使用路归并，则归并树可以使用叉树表示，若树高为，则归并趟数最小为。

+

但是多路归并会带来负面影响：

+
    +
  1. 路归并时，需要开辟个输入缓冲区，内存开销增加。
    2. +
  2. 每挑选一个关键字需要对比关键字次，内部归并时间增加。
    3. + +
+

同时，若能增加初始归并段的长度，也可以减少初始归并段数量从而进行优化。

+

败者树

+

用于通过过去归并的经历减少归并次数。败者树可以看作一棵多了一个单个的根的完全二叉树。个叶结点分别是当前参加比较的元素，非叶子结点用来记忆左右子树中的失败者，而让胜者往上继续比较，一直到根结点。

+

如要用败者树排序，格式：元素值归并段索引值：

+
                   1(3)
+                    |
+                   2(5)
+                    |
+         ----------------------
+         |                    |
+        12(2)                4(8)
+         |                    |
+    ------------         ------------
+    |          |         |          |
+  27(1)      17(4)      9(6)      11(7)
+    |          |         |          |
+ ------     ------     ------     ------
+ |    |     |    |     |    |     |    |
+27    12    1    17    2    9    11    4
+
+

传统方法从个归并段选出一个最大或最小元素需要对比关键字次，而使用路归并的败者树只需要对比关键字次（败者树层数，不包括成功结点）。

+

构建败者树还是需要次对比。

+

置换选择排序

+

如果内存工作区只能容纳个记录，则初始归并段也只能包含条记录，若文件共有条记录，则初始归并段的数量为。

+

用于构建更长的初始归并段，从而减少归并次数。

+

假设初始始待排文件为，初始归并段输出文件为，内存工作区为，和的初始状态为空，可容纳个记录。置换选择算法的步骤如下：

+
    +
  1. 从输入记录到工作区。
    2. +
  2. 从中选出其中关键字取最小值的记录，记为记录。
    3. +
  3. 将记录输出到中去。
    4. +
  4. 若不空，则从输入下一个记录到中。
    5. +
  5. 从中所有关键字比记录的关键字大的记录中选出最小关键字记录，作为新的记录。
    6. +
  6. 重复步骤三到五，如果新输入到的关键字小于的值，则驻留在中，直至在中填满选不出新的记录为止，由此得到一个初始归并段，输出一个归并段的结束标志到中去。准备输出新的归并段。
    7. +
  7. 重复步骤二到六，直至为空。由此得到全部初始归并段。
    8. + +
+

此时输出的初始归并段可以超过，且初始归并段长度是不一定相等的。

+

如：，长度为，为、、。

+

^表示中断当前归并段，下一个开启新的归并段；√表示该值超过值，不能输出到当前归并段中，只能等待输出到下一个归并段。

+
+ + + +
FI469713111422302319 20
WA14447711112222223√3√33
WA2 6661313131330303019√1919
WA3  99991414142√2√2√220
MINIMAX  467911131422303023
FO  46791113142230^23
+
+ + + +
FI1712353612 182139    
WA1171√1√1√1√1√1181818    
WA2191923233612√121212393939  
WA32020205√5√5√55212121   
MINIMAX1719202336361512182139  
FO1719202336^1512182139^ 
+

最佳归并树

+

因为现实中的每个归并段的长度不同，所以归并的次序比较重要。

+

最佳归并树的衡量

+

每个初始归并段可以看作一个叶子结点，归并树的长度作为结点权值，则归并树的带权路径长度等于读写磁盘的次数。从而归并过程中的磁盘次数=归并树的。

+

最佳归并树的构造

+

所以就需要一棵类似哈夫曼树来成为最佳的归并树，不断选择最小的段进行归并。

+

添加虚段

+

对于叉归并来说，若初始归并段的数量无法构成严格的叉归并树，则需要补充几个长度为的虚拟段从而能保证严格叉归并，再进行叉哈夫曼树的构造。

+

那么添加多少虚段呢？

+

叉的最佳归并树一定是一棵严格的叉树，即树中只包含度为和的结点。

+

设度为的结点有个，度为的结点有个，归并树的总结点树为，则初始归并段数量+虚段数量=。

+

所以，，所以，所以一定是可以整除的。如果不整除就要添加虚段。

+ + + +``` +形如这类代码无法与LaTex代码同时渲染，故此处均删去 +``` + + + +# 排序 + +## 基本概念 + ++ 排序：将一个数据元素的任意序列重新排列成一个按关键字有序的序列。 ++ 内部排序：待排序的记录存放在计算机的内存中所进行的排序操作称为内部排序。 ++ 外部排序：待排序的记录数量很大，以致内存一次不能容纳全部记录，在排序过程中需要访问外存的排序过程称为外部排序。 ++ 稳定的排序：比如一个序列是“$1,4,3,3*,2$”，按从小到大排序后变成“$1,2,3,3*,4$”，就叫做稳定排序，即3和3*相对顺序不变。如果相同关键字的顺序发生了改变，则是不稳定的排序。稳定性的需要看具体的应用场景。 ++ 内部排序的算法性能取决于算法的时间复杂度和空间复杂度，而时间复杂度一般是由比较和移动次数决定的。外部排序除此之外还要考虑磁盘读写速度和次数。 ++ 大部分排序算法都仅适用于顺序存储的线性表。 ++ 大部分排序需要经过比较和移动两个过程。（基数排序不需要比较）排序时至少需要比较$\lceil\log_2(n!)\rceil$次。每次比较两个关键字后，仅出现两种可能的转移。假设整个排序过程至少需要做$t$次比较。则显然会有$2^t$种情况。由于$n$个记录共有$n!$种不同的排列，因而必须有$n!$种不同的比较路径，于是有$2^t\geqslant n!$，所以得到不等式。 + +## 插入排序 + +插入排序的排序序列分为非排序和已排序序列。插入排序就是将选定的目标值插入到对应的位置。 + +### 直接插入排序 + +#### 直接插入排序过程 + +每次将一个待排序的记录按其关键字大小插入到前面已排好序的子序列中，直到全部记录插入完成为止。 + +#### 直接插入排序性能 + +空间复杂度为$O(1)$。 + +时间复杂度主要来自对比关键字，移动元素，若有$n$个元素，则需要$n-1$趟处理。 + +最好情况是原本的序列就是有序的，需要$n-1$趟处理，每次只需要对比一次关键字，不用移动元素，时间复杂度为$O(n)$。 + +最坏情况是原本的序列是逆序的，需要$n-1$趟处理，第$i$趟处理需要对比关键字$i+1$次，移动元素$i+2$次，时间复杂度是$O(n^2)$。 + +所以平均时间复杂度是$O(n^2)$。 + +直接插入排序算法是稳定的。 + +如果使用链表实现直接插入排序，移动元素的次数变少了，但是关键字对比次数仍然时$O(n^2)$，从而整体时间复杂度依然是$O(n^2)$。 + +#### 直接插入排序特性 + ++ 在待排序的元素序列基本有序的前提下，直接插入排序效率最高的。 ++ 直接插入排序进行$n$躺后能保证前$n+1$个元素是有序的，但是不能保证其都在最终的位置上（如最小的元素在最后一位，这是插入排序的共性）。 + +### 二分插入排序 + +#### 二分插入排序过程 + +也称为折半插入排序，是对直接插入排序的优化，在寻找插入位置时使用二分查找的方式。 + +当$data[mid]==data[i]$时，为了保证算法的稳定性，会继续在$mid$所指位置右边寻找插入位置。 + +当$low>high$时停止折半查找，并将$[low,i-1]$内的元素全部右移，并把元素值赋值到$low$所指的位置。 + +折半插入排序是找到位置了后一起移动元素，而直接插入排序是边查找边排序。 + +#### 二分插入排序性能 + +空间复杂度为$O(1)$。 + +二分插入排序是稳定的。 + +比起直接插入排序，比较关键字的次数减少为$O(n\log_2n)$，移动元素的次数没变，所以总体时间复杂度为$O(n^2)$。 + +#### 二分插入排序特性 + ++ 对于直接插入的优化仅在于二分查找的比较次数。 ++ 二分插入排序进行$n$躺后能保证前$n+1$个元素是有序的，但是不能保证其都在最终的位置上（如最小的元素在最后一位，这是插入排序的共性）。 + +### 希尔排序 + +又称缩小增量排序。 + +#### 希尔排序过程 + +希尔排序也是对直接插入排序的优化。直接插入排序对于基本有序的序列排序效果较好，所以就希望序列能尽可能基本有序。从而希尔排序的思想就是先追求表中元素部分有序，然后逐渐逼近全局有序。 + +先将整个待排序元素序列分割成若干个子序列（由相隔某个“增量”的元素组成的），分别进行**直接插入排序**，然后缩小增量重复上述过程，直到增量为$1$。每次对比只对比两个以上的个元素进行插入交换。 + +增量序列的选择建议是第一趟选择元素个数的一半，后面不断缩小到原来的一半。 + +#### 希尔排序性能 + +空间复杂度为$O(1)$。 + +而时间复杂度和增量序列的选择有关，目前无法使用属性手段证明确切的时间复杂度。最坏时间复杂度为$O(n^2)$，在某个范围内可以达到$O(n^{1.3})$。 + +希尔排序是不稳定的。（因为相同的元素可能分到不同的子序列中进行重排打乱原有顺序） + +希尔排序只适用于顺序表而不适合用于链表，无法快速进行增量的访问。 + +#### 希尔排序特性 + ++ 希尔排序在最后一趟前都不能保证元素在最后的位置上。 ++ 希尔排序在最后一趟前都不能保证元素是有序的。 + +## 交换排序 + +交换排序即根据序列中两个元素关键的比较结构然后交换这两个记录在序列中的位置。 + +### 冒泡排序 + +重点就是相邻两两比较。 + +#### 冒泡排序过程 + +从后往前或从前往后两两比较相邻元素的值，若逆序则交换这两个值，如果相等也不交换，直到序列比较完。这个过程是一趟冒泡排序，第$i$趟后第$i$个元素会已经排序完成。每一趟都会让关键字最小或最大的一个元素到未排序队列的第一个或最后一个。一共需要$n-1$趟排序。 + +冒泡排序中所产生的有序子序列一定是全局有序的（不同于直接插入排序），也就是说，有序子序列中的所有元素的关键字一定小于或大于无序子序列中所有元素的关键字，这样每趟排序都会将一个元素放置到其最终的位置上。 + +#### 冒泡排序性能 + +空间复杂度为$O(1)$。 + +最好情况下即本身序列有序，则比较次数是$n-1$，交换次数是$0$，从而时间复杂度是$O(n)$。 + +最坏情况是逆序情况，比较次数和交换次数都是$\dfrac{n(n-1)}{2}$，所以时间复杂度是$O(n^2)$。 + +从而平均时间复杂度是$O(n^2)$。 + +冒泡排序是稳定的。 + +冒泡排序可以用于链表。 + +#### 冒泡优化 + +对于每行冒泡进行优化：如果发现排序前几轮就已经实现了排序成功，那么后面的排序岂不是都浪费了时间进行比较？可以在第一轮循环中设置一个布尔值为$false$，如果在这一轮发生排序交换就设置为$true$，如果一轮结束后发现这个值还是$false$，说明这一轮没有进行交换，表示已经排序成功，就直接所有退出循环。 + +对于每列冒泡进行优化：默认每一轮冒泡是从$[length-i]$结束，如一共$5$个元素排序，需要$4$轮排序，第二轮冒泡排序应该从$0$开始，到$3$结束，因为最后一个元素4已经在第一轮排序成功。但是如果在第二轮发现$2$，$3$已经排序成功了不需要交换，那么默认排序方法第三轮还是要从$0$到$2$进行排序，还要比较一次$1$和$2$位置的数据，这就造成了浪费，那么如何解决？记录每一轮发生比较的元素的最大索引值，下一轮比较到这个索引值直接结束，不需要继续比较后面的元素。如果最大索引值为$0$则直接退出。这就进一步优化了上面一种策略。 + +```c +void Bubble(int[] a) { + int n = a.length - 1; + while (true) + { + //表示最后一次交换元素位置 + int last = 0; + for (int i = 0; i < n; i++) + { + if (a[i] > a[i + 1]) { + swap(a, i, i + 1); + last = i; + } + } + n = last; + if (n == 0) + { + return; + } + } +} +``` + +#### 冒泡排序特性 + ++ 冒泡排序产生的序列全局有序，$n$趟排序后第$n$个元素到达最终的位置上，前$n$个或后$n$个位置的元素确定。 + +### 快速排序 + +排序过程类似于构建二叉排序树。基于分治法。 + +#### 快速排序过程 + +取待排序序列中的某个元素$pivot$作为基准（一般取第一个元素），通过一趟排序，将待排元素分为左右两个子序列，左子序列元素的关键字均小于或等于基准元素的关键字，右子序列的关键字则大于基准元素的关键字，称进行了一趟快速排序（一次划分），这个$pivot$已经成功排序。然后分别对两个子序列继续进行快速排序，直至整个序列有序。 + +#### 单边循环快排 + +即$lomuto$洛穆托分区方案。 + +1. 选择最右边的元素值做标杆，把标杆值放入$pivot$变量中。 +2. 初始时，令$low$和$high$都指向最左边的元素。其中$low$用于被动向右移动，维护小于标杆值的元素的边界，即每次交换的目标索引，一旦交换$low$就向右移动一个；$high$用于主动向右移动，寻找比标杆值小的元素，一旦找到就与$low$指向元素进行交换。 +3. 然后$high$开始移动，判断$high$指向的元素值是否小于$pivot$值，如果不小于就继续向右移动。 +4. 当遇到比标杆小的值，$high$指向的值就和$low$指向的值进行交换，如果$high$和$low$指向的值为同一个则不进行交换，然后$low$右移一个，$high$继续右移查找。 +5. $high$继续移动，最后$high>=pivot$时将基准点元素值与$low$指向值进行交换，该轮排序结束。此时$low$指向的位置就是$pivot$值所应该在的位置。 +6. 返回基准点元素所在索引，从而确定排序上下边界，递归继续执行排序。 + +#### 双边循环快排 + +分为普通分区方案和$hoare$霍尔分区方案。逻辑基本上一样，只是边界选择方式不同。 + +1. 先选择个值做标杆，一般为最左边值，把标杆值放入$pivot$变量中。 +2. 初始时，令$high$指向序列最右边的值，$low$指向序列最左边的值。 +3. 然后从$high$开始不断左移，当遇到比标杆大或等于的值时$high--$。 +4. 如果发现比标杆小的值，即$high + + 调整堆的时间与树高相关$O(\log_2n)$，建立堆的时间复杂度为$O(n)$。比较总次数不超过$4n$。 + +#### 堆排序过程 + +由于选择排序是在每一趟都选择最大或最小的值进行排序，所以堆排序中就通过堆这个存储结构来完成对最值的选取——直接选择堆顶元素。 + +堆排序即每次将堆顶元素与堆底元素（堆最底层最右元素）进行交换，表示这个部分已经排序完成了不需要进行调整，第$i$趟表示倒数$i$个元素已经有序，所以无序的元素就是堆前面的元素。 + +1. 每一趟将堆顶元素加入子序列（堆顶元素与待排序序列中的最后一个元素交换）。此时后面的这个元素就排序好了。最右下的元素作为堆顶元素。 +2. 此时待排序序列已经不是堆了（堆顶不能保证是最小或最大的元素），需要将其再次调整为堆（小元素或大元素不断下坠）。 +3. 重复步骤一二。 +4. 直到$n-1$趟处理后得到有序序列。基于大根堆的堆排序会得到递增序列，而基于小根堆的堆排序会得到递减序列。 + +调整堆从右边即序列末尾开始。 + +#### 堆排序性能 + +堆排序的存储就是它本身，不需要额外的存储空间，要么只需要一个用于交换或临时存放元素的辅助空间。所以空间复杂度为$O(1)$。 + +若树高为$h$，某结点在第$i$层，则将这个结点向下调整最多只需要下坠$h-i$层，关键字对比次数不超过$2(h-i)$次。 + +第$i$层最多$2^{i-1}$个结点，而只有第$1\cdots(h-1)$层的结点才可能需要下坠调整。所以调整时关键字对比次数不超过$\sum_{i=h-1}^12^{i-1}2(h-i)=\sum_{j=1}^{h-1}2^{h-j}j\leqslant2n\sum_{j=1}^{h-1}\dfrac{j}{2^j}\leqslant4n$。 + +所以建堆过程中，关键字对比次数不超过$4n$，建堆的时间复杂度为$O(n)$。 + +堆排序中处理时根结点最多下坠$h-1$层，而每下坠一层，最多对比关键字两次，所以每一趟排序的时间复杂度不超过$O(h)=O(\log_2n)$，一共$n-1$趟，所以时间复杂度为$O(n\log_2n)$。所以总的时间复杂度也是$O(n\log_2n)$。 + +堆排序是不稳定的。 + +堆排序适合关键字较多的情况。创如，在$1$亿个数中选出前$100$个最大值，首先使用一个大小为$100$的数组，读入前$100$个数，建立小顶堆，而后依次读入余下的教，若小于堆顶则舍弃，否则用该数取代堆顶并重新调整堆，待数据读取完毕，堆中$100$个数即为所求。 + +#### 堆的插入 + +新元素放到表尾（即最右下角元素），并与其$\lfloor\dfrac{i}{2}\rfloor$的父结点进行对比，若新元素比父元素更大（大根堆）或更小（小根堆），则二者互换，并保持上升，直到无法上升为止。时间复杂度为树高$O(\log_2n)$。 + +#### 堆的删除 + +被删除的元素用堆底元素（即最右下角元素）代替，然后让这个元素不断下坠，直到无法下坠为止。时间复杂度为树高$O(\log_2n)$。 + +#### 堆排序特性 + ++ 适合大量数据进行排序。 ++ 在含有$n$个关键字的小根堆中，关键字最大的记录存储范围为$\lfloor\dfrac{n}{2}\rfloor+1\sim n$。这是小根堆，关键字最大的记录一定存储在这个堆所对应的完全二叉树的叶子结点中；又因为二叉树中的最后一个非叶子结点存储在$\lfloor\dfrac{n}{2}\rfloor$中，所以得到范围。 + +## 归并排序 + +归并是指把两个（二路归并）或多个（多路归并）已经有序的序列合并为一个。 + +该算法是采用分治法的一个非常典型的应用。将已有序的子序列合并，得到完全有序的序列；即先使每个子序列有序，再使子序列段间有序。 + +在较大数据进行排序时为了加快速度使用归并排序，用空间换时间。 + +### 二路归并排序 + +二路归并排序比较常用，且基本上用于内部排序，多路排序多用于外部排序。 + +#### 二路归并排序过程 + +1. 把长度为$n$的输入序列分成两个长度为$\dfrac{n}{2}$的子序列。 +2. 对这两个子序列分别采用归并排序。 +3. 将两个排序好的子序列合并成一个最终的排序序列。 + +归并排序趟数为$\lceil\log_2n\rceil$。 + +#### 二路归并排序性能 + +二路归并排序是一棵倒立的二叉树。 + +空间复杂度主要来自辅助数组，所以为$O(n)$，而递归调用的调用栈的空间复杂度为$O(\log_2n)$，总的空间复杂度就是为$O(n)$，无论平均还是最坏，所以这个算法在内部排序算法中空间消耗最大。 + +$n$个元素二路归并排序，归并一共要$\log_2n$趟，每次归并时间复杂度为$O(n)$，则算法时间复杂度为$O(n\log_2n)$ + +归并排序是稳定的。 + +## 分配排序 + +分配排序过程无须比较关键字，而是通过用额外的空间来“分配”和“收集”来实现排序，它们的时间复杂度可达到线性阶$O(n)$。简言之就是：用空间换时间，所以性能与基于比较的排序才有数量级的提高。 + +### 基数排序 + +基数排序不是基于比较的排序算法，其核心在于将输入的数据值转化为键存储在额外开辟的数组空间中。作为一种线性时间复杂度的排序，计数排序要求输入的数据必须是有确定范围的整数。 + ++ 只能对整数进行排序。 ++ 元素的移动次数与关键字的初始排列次序无关。 + +#### 基数的定义 + +假设长度为$n$的线性表中每个结点$a_j$的关键字由$d$元组$(k_j^{d-1},k_j^{d-2},\cdots,k_j^1,k_j^0)$组成，其中$0\geqslant k_j^i\geqslant r-1\,(0\geqslant i\geqslant d-1)$，其中$r$就是基数。 + +#### 基数排序过程 + +有最高位优先$MSD$和最低位优先$LSD$两种方法。 + +若是要得到递减序列： + +1. 初始化：设置$r$个空辅助队列$Q_{r-1},Q_{r-2},\cdots,Q_0$。 +2. 按照每个关键字位**权重递增**的次序（个、十、百），对$d$个关键字位分别做分配和收集。 +3. 分配就是顺序扫描各个元素，若当前处理的关键字位为$x$，就将元素插入$Q_x$队尾。 +4. 收集就是把$Q_{r-1},Q_{r-2},\cdots,Q_0$各个队列的结点依次出队并链接在一起。 + +#### 基数排序性能 + +基数排序基本上使用链式存储而不是一般的顺序存储。 + +需要$r$个辅助队列，所以空间复杂度为$O(r)$。 + +一趟分配$O(n)$，一趟收集$O(r)$，一共有$d$趟分配收集，所以总的时间复杂度为$O(d(n+r))$。与序列初始状态无关。 + +基数排序是稳定的。 + +#### 基数排序的应用 + +对于一般的整数排序是可以按位排序的，也可以处理一些实际问题，如根据人的年龄排序，需要从年月日三个维度分别设置年份的队列、月份的队列（$1$到$12$）、日的队列（$1$到$31$）。 + +所以基数排序擅长解决的问题： + +1. 数据元素的关键字可以方便地拆分为$d$组，且$d$较小。 +2. 每组关键字的取值范围不大，即$r$较小。 +3. 数据元素个数$n$较大。 + +### 计数排序 + +作为一种线性时间复杂度的排序，计数排序要求输入的数据必须是有确定范围的整数。 + +#### 计数排序过程 + +1. 找出待排序的数组中最大和最小的元素。 +2. 统计数组中每个值为i的元素出现的次数，存入数组C的第i项。 +3. 对所有的计数累加（从C中的第一个元素开始，每一项和前一项相加）。 +4. 反向填充目标数组：将每个元素i放在新数组的第C(i)项，每放一个元素就将C(i)减去1。 + +当输入的元素是$n$个属于$[0,k]$的整数时，时间复杂度是$O(n+k)$，空间复杂度也是$O(n+k)$，其排序速度快于任何比较排序算法。 + +当$k$不是很大并且序列比较集中时，计数排序是一个很有效的排序算法。 + +计数排序是稳定的。 + +### 桶排序 + +桶排序是计数排序的升级版。它利用了函数的映射关系，高效与否的关键就在于这个映射函数的确定。桶排序的工作的原理：假设输入数据服从均匀分布，将数据分到有限数量的桶里，每个桶再分别排序（有可能再使用别的排序算法或是以递归方式继续使用桶排序进行排）。 + +#### 桶排序过程 + +1. 设置一个定量的数组当作空桶。 +2. 遍历输入数据，并且把数据一个一个放到对应的桶里去。 +3. 对每个不是空的桶进行排序。 +4. 从不是空的桶里把排好序的数据拼接起来。 + +#### 桶排序性能 + +桶排序最好情况下使用线性时间$O(n)$，桶排序的时间复杂度，取决与对各个桶之间数据进行排序的时间复杂度，因为其它部分的时间复杂度都为$O(n)$。桶排序的平均时间复杂度为线性的$O(n+C)$，其中$C=n\times(\log n-\log m)$，其中$m$代表桶划分的数量。 + +很显然，桶划分的越小，各个桶之间的数据越少，排序所用的时间也会越少。但相应的空间消耗就会增大。 + +桶排序是稳定的。 + +## 内部排序 + +指在排序期间元素全部存放在内存中的排序。除了分配排序，其他的内部排序往往要经过比较和移动。 + +| 算法种类 | 最好时间复杂度 | 平均时间复杂度 | 最好时间复杂度 | 空间复杂度 | 是否稳定 | 趟数 | +| :----------: | :------------: | :------------: | :------------: | :----------: | :------: | :-------: | +| 直接插入排序 | $O(n)$ | $O(n^2)$ | $O(n^2)$ | $O(1)$ | 是 | $n-1$ | +| 希尔排序 | $?$ | $?$ | $?$ | $O(1)$ | 否 | $s$ | +| 简单选择排序 | $O(n^2)$ | $O(n^2)$ | $O(n^2)$ | $O(1)$ | 否 | $n-1$ | +| 快速排序 | $O(n\log_2n)$ | $O(n\log_2n)$ | $O(n^2)$ | $O(\log_2n)$ | 否 | 初始序列 | +| 冒泡排序 | $O(n)$ | $O(n^2)$ | $O(n^2)$ | $O(1)$ | 是 | 初始序列 | +| 堆排序 | $O(n\log_2n)$ | $O(n\log_2n)$ | $O(n\log_2n)$ | $O(1)$ | 否 | 初始序列 | +| 二路归并排序 | $O(n\log_2n)$ | $O(n\log_2n)$ | $O(n\log_2n)$ | $O(n)$ | 是 | $\log_2n$ | +| 基数排序 | $O(d(n+r))$ | $O(d(n+r))$ | $O(d(n+r))$ | $O(r)$ | 是 | $r$ | + ++ 每趟排序结束都至少能够确定一个元素最终位置的方法：选择、交换。（插入和归并则不行） + +## 外部排序 + +指在排序期间元素无法全部同时存放在内存中，必须在排序过程中根据要求不断地在内、外存之间移动的排序。 + +### 外部排序的原理 + +#### 外部排序过程 + +磁盘的读写是以块为单位，数据读入内存后才能被修改，修改完成后还需要写回磁盘。 + +外部排序就是针对数据元素太多，无法一次性全部读入内存进行排序而进行处理的在外部磁盘进行的排序处理方式。 + +使用归并排序的方式，最少只用在内存分配三块大小的缓冲区（两个输入缓冲一个输出缓冲）即可堆任意一个大文件进行排序。然后对缓冲区里的数据进行内部排序。 + +外部排序过程： + +1. 生成初始归并段（大小为输入缓冲区的总大小），需要读写并进行内部排序。 +2. 重复读写，进行内部归并排序。填满输出缓冲就可以输出。输入缓冲空就可以输入新数据。 + +外部排序时间开销=读写外存时间（最大的时间开销）+内部排序所需时间+内部归并所需时间。 + +#### 外部排序的优化方法 + +优化方法就是使用更多路的多路归并，减少归并趟数。 + +$k$路平衡归并：最多只能有$k$个段归并为一个，需要一个输出缓冲区和$k$个输入缓冲区；每一趟归并中，若有$m$个归并段参与归并，则经过这一趟处理得到$\lceil\dfrac{m}{k}\rceil$个新的归并段。 + +对$r$个初始归并段，使用$k$路归并，则归并树可以使用$k$叉树表示，若树高为$h$，则归并趟数最小为$h=\lceil\log_kr\rceil+1$。 + +但是多路归并会带来负面影响： + +1. $k$路归并时，需要开辟$k$个输入缓冲区，内存开销增加。 +2. 每挑选一个关键字需要对比关键字$(k-1)$次，内部归并时间增加。 + +同时，若能增加初始归并段的长度$k$，也可以减少初始归并段数量$r$从而进行优化。 + +### 败者树 + +用于通过过去归并的经历减少归并次数。败者树可以看作一棵多了一个单个的根的完全二叉树。$k$个叶结点分别是当前参加比较的元素，非叶子结点用来记忆左右子树中的失败者，而让胜者往上继续比较，一直到根结点。 + +如要用败者树排序$27,12,1,17,2,9,11,4$，格式：元素值$($归并段索引值$)$： + +```terminal + 1(3) + | + 2(5) + | + ---------------------- + | | + 12(2) 4(8) + | | + ------------ ------------ + | | | | + 27(1) 17(4) 9(6) 11(7) + | | | | + ------ ------ ------ ------ + | | | | | | | | +27 12 1 17 2 9 11 4 +``` + +传统方法从$k$个归并段选出一个最大或最小元素需要对比关键字$k-1$次，而使用$k$路归并的败者树只需要对比关键字$\lceil\log_2k\rceil$次（败者树层数，不包括成功结点）。 + +构建败者树还是需要$n-1$次对比。 + +### 置换选择排序 + +如果内存工作区只能容纳$l$个记录，则初始归并段也只能包含$l$条记录，若文件共有$n$条记录，则初始归并段的数量为$r=\lceil n/l\rceil$。 + +用于构建更长的初始归并段，从而减少归并次数。 + +假设初始始待排文件为$FI$，初始归并段输出文件为$FO$，内存工作区为$WA$，$FO$和$WA$的初始状态为空，$WA$可容纳$w$个记录。置换选择算法的步骤如下： + +1. 从$FI$输入$w$记录到工作区$WA$。 +2. 从$WA$中选出其中关键字取最小值的记录，记为$MINIMAX$记录。 +3. 将$MINIMAX$记录输出到$FO$中去。 +4. 若$FI$不空，则从$FI$输入下一个记录到$WA$中。 +5. 从$WA$中所有关键字比$MINIMAX$记录的关键字大的记录中选出最小关键字记录，作为新的$MINIMAX$记录。 +6. 重复步骤三到五，如果新输入到$FI$的关键字小于$MINIMAX$的值，则驻留在$WA$中，直至在$WA$中填满选不出新的$MINIMAX$记录为止，由此得到一个初始归并段，输出一个归并段的结束标志到$FO$中去。准备输出新的归并段。 +7. 重复步骤二到六，直至$WA$为空。由此得到全部初始归并段。 + +此时输出的初始归并段可以超过$WA$，且初始归并段长度是不一定相等的。 + +如$FI$：$4,6,9,7,13,11,14,22,30,2,3,19,20,17,1,23,5,36,12,18,21,39$，$WA$长度为$3$，$FO$为$4,6,7,9,11,13,14,16,22,30$、$2,3,10,17,19,20,23,36$、$1,5,12,18,21,39$。 + +^表示中断当前归并段，下一个$FI$开启新的归并段；√表示该$WA$值超过$MINIMAX$值，不能输出到当前$FO$归并段中，只能等待输出到下一个归并段。 + +| FI | 4 | 6 | 9 | 7 | 13 | 11 | 14 | 22 | 30 | 2 | 3 | 19 | | 20 | +| :-----: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | +| WA1 | 4 | 4 | 4 | 7 | 7 | 11 | 11 | 22 | 22 | 22 | 3√ | 3√ | 3 | 3 | +| WA2 | | 6 | 6 | 6 | 13 | 13 | 13 | 13 | 30 | 30 | 30 | 19√ | 19 | 19 | +| WA3 | | | 9 | 9 | 9 | 9 | 14 | 14 | 14 | 2√ | 2√ | 2√ | 2 | 20 | +| MINIMAX | | | 4 | 6 | 7 | 9 | 11 | 13 | 14 | 22 | 30 | 30 | 2 | 3 | +| FO | | | 4 | 6 | 7 | 9 | 11 | 13 | 14 | 22 | 30 | ^ | 2 | 3 | + +| FI | 17 | 1 | 23 | 5 | 36 | 12 | | 18 | 21 | 39 | | | | | +| :-----: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | :--: | ---- | +| WA1 | 17 | 1√ | 1√ | 1√ | 1√ | 1√ | 1 | 18 | 18 | 18 | | | | | +| WA2 | 19 | 19 | 23 | 23 | 36 | 12√ | 12 | 12 | 12 | 39 | 39 | 39 | | | +| WA3 | 20 | 20 | 20 | 5√ | 5√ | 5√ | 5 | 5 | 21 | 21 | 21 | | | | +| MINIMAX | 17 | 19 | 20 | 23 | 36 | 36 | 1 | 5 | 12 | 18 | 21 | 39 | | | +| FO | 17 | 19 | 20 | 23 | 36 | ^ | 1 | 5 | 12 | 18 | 21 | 39 | ^ | | + +### 最佳归并树 + +因为现实中的每个归并段的长度不同，所以归并的次序比较重要。 + +#### 最佳归并树的衡量 + +每个初始归并段可以看作一个叶子结点，归并树的长度作为结点权值，则归并树的带权路径长度$WPL$等于读写磁盘的次数。从而归并过程中的磁盘$I/O$次数=归并树的$WPL\times2$。 + +#### 最佳归并树的构造 + +所以就需要一棵类似哈夫曼树来成为最佳的归并树，不断选择最小的$k$段进行归并。 + +#### 添加虚段 + +对于$k$叉归并来说，若初始归并段的数量无法构成严格的$k$叉归并树，则需要补充几个长度为$0$的虚拟段从而能保证严格$k$叉归并，再进行$k$叉哈夫曼树的构造。 + +那么添加多少虚段呢？ + +$k$叉的最佳归并树一定是一棵严格的$k$叉树，即树中只包含度为$k$和$0$的结点。 + +设度为$k$的结点有$n_k$个，度为$0$的结点有$n_0$个，归并树的总结点树为$n$，则初始归并段数量+虚段数量=$n_0$。 + +所以$n=n_0+n_k$，$kn_k=n-1$，所以$n_0=(k-1)n_k+1$，所以$n_k=\dfrac{(n_0-1)}{(k-1)}$一定是可以整除的。如果不整除就要添加虚段。 + 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