diff --git a/Computer-Network/计算机网络.docx b/Computer-Network/计算机网络.docx deleted file mode 100644 index d5bf468..0000000 Binary files a/Computer-Network/计算机网络.docx and /dev/null differ diff --git a/Computer-Network/计算机网络.pdf b/Computer-Network/计算机网络.pdf deleted file mode 100644 index e07f5c6..0000000 Binary files a/Computer-Network/计算机网络.pdf and /dev/null differ diff --git a/Computer-Organization/计算机组成原理.docx b/Computer-Organization/计算机组成原理.docx deleted file mode 100644 index bdd6f32..0000000 Binary files a/Computer-Organization/计算机组成原理.docx and /dev/null differ diff --git a/Computer-Organization/计算机组成原理.md b/Computer-Organization/计算机组成原理.md deleted file mode 100644 index 037aa87..0000000 --- a/Computer-Organization/计算机组成原理.md +++ /dev/null @@ -1,4353 +0,0 @@ -# 概述 - -软件基于数据结构，数据结构又基于计算机，计算机由操作系统运行，计算机的硬件基于计算机组成原理，计算机之间通过计算机网络连接，这就是四个的关系。计算机组成原理是关于计算机硬件的最底层知识。 - -+ 计算机系统=硬件+软件。 -+ 软件分为： - + 系统软件：用来管理整个计算机系统，如操作系统、数据库管理系统（$DBMS$）、标准程程序库、网络软件、语言处理程序、服务程序。 - + 应用软件：按任务需要编制成的各种程序。 - -## 计算机的发展 - -### 硬件的发展 - -发展阶段|时间|逻辑元件|速度（次/秒）|内存|外存 -:-----:|:--:|:------:|:----------:|:--:|:--: -第一代|1946-1957|电子管|几千-几方|汞延迟线、磁鼓|穿孔卡片、纸带 -第二代|1958-1964|晶体管|几万-几干万|磁芯存储器|磁带 -第三代|1964-1971|中小规模集成电路|几十万-几百万|半导体存储器|磁带、磁盘 -第四代|1972-现在|大规模、超大规模集成电路|上千万-万亿|半导体存储器|磁盘、磁带、光盘、半导体存储器 - -+ 第一代使用纸带磁带编程。 -+ 第二代出现了面向过程的程序设计语言$FORTRAN$，有了操作系统雏形。 -+ 第三代主要用于科学计算等专业用途，高级语言快速发展，开始有了分时系统。 -+ 第四代开始出现$CPU$、$PC$，如$Windows$、$MacOS$等。 - -### 软件的发展 - -+ 机器语言：唯一可以被计算机识别和执行的语言。 -+ 汇编语言：必须经过汇编程序的翻译。 -+ 高级语言：转换为汇编程序或直接翻译为机器语言。 - -### 计算机的分类 - -电子计算机分为： - -+ 电子模拟计算机。 -+ 电子数字计算机： - + 专用计算机。 - + 通用计算机：巨型机、大型机、中型机、小型机、微型机、单片机。 - -按指令和数据流分为： - -+ 单指令流和单数据流系统（$SISD$），即传统冯·诺依曼体系结构。 -+ 单指令流和多数据流系统（$SIMD$），包括阵列处理器和向量处理器系统。 -+ 多指令流和单数据流系统（$MISD$），这种计算机实际上不存在。 -+ 多指令流和多数据流系统（$MIMD$），包括多处理器和多计算机系统。 - -## 计算机系统层次结构 - -### 计算机结构 - -#### 冯诺伊曼结构 - -1. 计算机由五大部件组成： - + 输入设备：将信息转换成机器能识别的形式。 - + 存储器：存放数据和程序。 - + 运算器：算术运算和逻辑运算。 - + 控制器：协调其他部件与解析存储器中的程序或指令。 - + 输出设备：将结果转换为人类熟悉的形式。 -2. 指令和数据以同等地位存于存储器，可按地址寻访。 -3. 指令和数据用二进制表示。 -4. 指令由操作码（指令序列号，用来表示处理的指令）和地址码（操作数据存储的地址）组成。 -5. 存储程序：指将指令以二进制代码的形式事先输入计算机的主存储器，然后按其在存储器中的首地址执行程序的第一条指令，以后就按该程序的规定顺序执行其他指令，直至程序执行结束。 -6. 以运算器为中心：输入/输出设备与存储器之间的数据传送通过运算器完成。 - -#### 现代计算机结构 - -1. 计算机由两个部分组成： - + 主机： - + $CPU$： - + 运算器。 - + 控制器。 - + 主存。 - + $I/O$设备： - + 辅存。 - + 输入设备。 - + 输出设备。 -2. 以存储器为中心。 - -### 硬件构成 - -#### I/O设备 - -+ 输入设备：将程序和数据以机器所能识别和接受的信息形式输入计算机。 -+ 输出设备：将计算机处理的结果以人们所能接受的形式或其他系统所要求的信息形式输出 - -#### 存储器 - -用于存放程序和数据。分为主存和辅存，$CPU$直接访问主存，只有调入主存才能被$CPU$访问。 - -存储器结构： - -+ 存储体：存储数据的主体，按地址存取。（相联存储器按内容访存） -+ $MAR$：（$Memory\,Address\,Register$）存储地址寄存器，用于访存地址，经过存放地址译码后所选的存储单元。$MAR$位数反映存储单元个数的幂值，与$PC$（程序计数器）长度相等（因为都是指向内存地址），如$MAR$有$10$位，则有$2^{10}=1024$个存储单元。 -+ $MDR$：（$Memory\,Data\,Register$）存储数据寄存器，用于暂存要从存储器中读或写的信息。$MDR$位数=存储字长，一般为字节的二次幂的整数倍。（存储字长不等于数据字长，数据字长是数据总线一次性传输的信息位数） -+ 时序控制逻辑：产生存储器操作时所需的各种时序信号。 - -存储器相关概念： - -+ 现代$MAR$和$MDR$被划分进入了$CPU$。 -+ 存储单元：每个存储单元存放一串二进制代码。 -+ 存储字（$word$）：存储单元中二进制代码的组合，即一个存储元存放的数据。 -+ 存储字长：存储单元中二进制代码的位数，为$1B$或字节的偶数倍。 -+ 存储元：即存储二进制的电子元件，每个存储元可存储$1bit$。 - -寄存器和高速缓冲寄存器$Cache$都集成在$CPU$上，离$CPU$越近速度越快，所以存取速度上寄存器>$Cache$>内存。 - -$CPU$包括运算器和控制器，不包括存储器（存储器不同于寄存器）。 - -#### 运算器 - -用于算术运算和逻辑运算。 - -+ $ALU$：算术逻辑单元，是核心单元，通过内部复杂的电路实现算数运算、逻辑运算。 -+ $ACC$：累加器，用于存放操作数，或运算结果。 -+ $MQ$：乘商寄存器，在乘、除运算时，用于存放操作数或运算结果。 -+ $X$：操作数寄存器，通用的操作数寄存器，用于存放操作数。 -+ $PSW$：程序状态寄存器，也称标志寄存器，用于存放$ALU$运算得到的一些标志信息或处理机的状态信息，如结果是否溢出、有无产生进位或借位、结果是否为负等。 -+ 还有变址寄存器（$IX$），主要用于存放存储单元在段内的偏移量，基址寄存器（$BR$），用来存放操作数或中间结果，以减少对存储器的访问次数的数据寄存器。这些都不一定具备。 - - |加|减|乘|除 -:-:|:-:|:-:|:-:|:-: -ACC|被加数、和|被减数、差|乘积高位|被除数、余数 -MQ| | |乘数、乘积低位|商 -X|加数|减数|被乘数|除数 - -#### 控制器 - -+ $CU$：控制单元，分析指令，给出控制信号。 -+ $IR$：指令寄存器，存放当前执行的指令，内容来自主存的$MDR$。指令中操作码$OP(IR)$送到$CU$分析指令并发出各种微操作命令序列，地址码$Ad(IR)$送到$MAR$来取操作数。 -+ $PC$：程序计数器，存放下一条要指令地址，取指后自动加$1$（一条指令长度，不一定为$1$）以形成下一条指令地址的功能，与主存$MAR$有直接通路。 - -### 计算机工作过程 - -1. 把程序和数据装入主存储器。 -2. 将源程序转成可执行问题。 -3. 从可执行文件的首地址开始逐条执行指令。 - -完成一条指令： - -1. 取指令$PC\rightarrow MAR\rightarrow M\rightarrow MDR\rightarrow IR$，并调用$PC$加$1$。 -2. 将指令放入$IR$，并分析指令$OP(IR)\rightarrow CU$。 -3. 调用$CU$协同执行指令$Ad(IR)\rightarrow MAR\rightarrow M\rightarrow MDR\rightarrow ACC$。 - -其中翻译包括：预处理；编译；汇编；链接四个阶段。 - -如何区分指令和数据： - -+ 通过不同的时间段来区分指令和数据，即在取指令阶段（或取指微程序）取出的为指令，在执行指令阶段（或相应微程序）取出的即为数据。 -+ 如果通过地址来源区分，由$PC$提供存储单元地址的取出的是指令，由指令地址码部分取出（提供存储单元地址或在指令中给出立即数）的是操作数。 - -已知： - -```cpp -int a=2,b=3,c=1,y=0; -int main(){ - y=a*b+c; -} -``` - -根据计算过程，$a$乘$b$再加上$c$，简单的高级语言背后的转换为机器语言就变成： - -指令地址： - -主存地址|操作码|地址码|注释 -:-----:|:----:|:----:|:--: -0|000001|0000000101|取数a至ACC -1|000100|0000000110|乘b得ab，存于ACC中 -2|000011|0000000111|加c得ab+c，存于ACC中 -3|000010|0000001000|将ab+c，存于主存单元 -4|000110|0000000000|停机 - -数据地址，基本的赋值操作： - -主存地址|数据值|注释 -:------:|:----:|:--: -5|0000000000000010|a=2 -6|0000000000000011|b=3 -7|0000000000000001|c=1 -8|0000000000000000|y=0 - -分析指令地址对应的五条指令执行流程，基本流程是取指令->获取指令操作码->获取指令地址->根据指令地址取数->放入寄存器->计算： - -1. 执行地址为$0$的指令，取指令$1$到$4$，分析指令$5$，执行指令$6$到$8$： - 1. $(PC)=0$：程序计数器指向主存地址为$0$的指令。 - 2. $(PC)\rightarrow MAR$，$(MAR)=0$：程序计数器将当前指向的指令地址通过系统总线传输给存储地址寄存器，从而存储地址寄存器的值现在置为$0$，表示它要处理的指令的主存地址为$0$。 - 3. $M(MAR)\rightarrow MDR$，$(MDR)=000001\,0000000101$：根据存储地址寄存器存储的地址$0$，在存储体中找到对应的指令$000001\,0000000101$，并把它放入存储数据寄存器中。 - 4. $(MDR)\rightarrow IR$，$(IR)=000001\,0000000101$：将存储数据寄存器存储的指令放入指令寄存器中。 - 5. $OP(IR)\rightarrow CU$：将指令寄存器的$000001$操作码传输给控制单元中，控制单元根据操作码知道这是“取数”的指令。 - 6. $AD(IR)\rightarrow MAR$：控制单元根据取数指令，明白要从存储器中取出一个数，而取出的数的地址就是指令寄存器的$0000000101$，即取出存储地址为$5$的数据$a=2$，将这个地址交给存储地址寄存器负责取出。 - 7. $M(MAR)\rightarrow MDR$，$(MDR)=000000\,0000000010=2$：存储体根据存储地址寄存器的$0000000101$地址找到地址为$5$的数据$2$，并把$2$放到存储数据寄存器中。 - 8. $(MDR)\rightarrow ACC$，$(ACC)=000000\,0000000010=2$：将存储数据寄存器的数据放入累加器中，完成$0$这条指令。 -2. 执行地址为$1$的指令，取指令$1$到$4$，分析指令$5$，执行指令$6$到$10$： - 1. $(PC)+=1，(PC)=1$：程序计数器完成一条指令自动加一，从而现在指向地址为$1$的指令。 - 2. $(PC)\rightarrow MAR，(MAR)=1$：存储地址寄存器的值现在置为$1$，表示它要处理的指令的主存地址为$1$。 - 3. $M(MAR)\rightarrow MDR，(MDR)=000100\,0000000110$：在存储体中找到地址为$1$的指令$000100\,0000000110$，并把它放入存储数据寄存器中。 - 4. $(MDR)\rightarrow IR，(IR)=000100\,0000000110$：将存储数据寄存器存储的指令放入指令寄存器中。 - 5. $OP(IR)\rightarrow CU$：将指令寄存器的$000100$操作码传输给控制单元中，控制单元根据操作码知道这是“乘法”的指令。 - 6. $AD(IR)\rightarrow MAR$：控制单元根据乘法指令，在第一条指令中就得到了其中一个乘数a，现在要另一个乘数$b$，$b$的地址就是指令寄存器的$0000000110$，即取出存储地址为$6$的数据$b=3$，将这个地址交给存储地址寄存器负责取出。 - 7. $M(MAR)\rightarrow MDR$，$(MDR)=000000\,0000000011=3$：存储体根据存储地址寄存器的$0000000110$地址找到地址为$6$的数据$3$，并把$3$放到存储数据寄存器中。 - 8. $(MDR)\rightarrow MQ$，$(MQ)=000000\,0000000011=3$：由于需要乘法操作，所以将存储数据寄存器的$3$放入乘商寄存器中。 - 9. $(ACC)\rightarrow X$，$(X)=2$：然后把$a$的值从累加器中放入通用寄存器中。（乘法操作中被乘数放入通用寄存器中，而乘数放入乘商寄存器中）。 - 10. $(MQ)*(X)\rightarrow ACC$，$(ACC)=6$：控制单元通知算术逻辑单元，通过算术逻辑单元对ab进行相乘后放入累加器中。如果乘积太大则需要乘商寄存器辅助存储。 -3. 执行地址为$2$的指令，取指令$1$到$4$，分析指令$5$，执行指令$6$到$9$： - 1. $(PC)+=1$，$(PC)=2$：程序计数器完成一条指令自动加一，从而现在指向地址为2的指令。 - 2. $(PC)\rightarrow MAR$，$(MAR)=2$：存储地址寄存器的值现在置为$2$，表示它要处理的指令的主存地址为2。 - 3. $M(MAR)\rightarrow MDR$，$(MDR)=000011\,0000000111$：根据存储地址寄存器存储的地址$2$，在存储体中找到对应的指令$000011\,0000000111$，并把它放入存储数据寄存器中。 - 4. $(MDR)\rightarrow IR$，$(IR)=000011\,0000000111$：将存储数据寄存器存储的指令放入指令寄存器中。 - 5. $OP(IR)\rightarrow CU$：将指令寄存器的$000011$操作码传输给控制单元中，控制单元根据操作码知道这是“加法”的指令。 - 6. $AD(IR)\rightarrow MAR$：控制单元根据取数指令，从存储器中取出指令寄存器的地址为$0000000111$的数，即取出存储地址为$7$的数据$c=1$，将这个地址交给存储地址寄存器负责取出。 - 7. $M(MAR)\rightarrow MDR$，$(MDR)=000000\,0000000001=1$：存储体根据存储地址寄存器的$0000000111$地址找到地址为$7$的数据$1$，并把$1$放到存储数据寄存器中。 - 8. $(MDR)\rightarrow X，X=000000\,0000000001=1$：将存储数据寄存器的$1$放入通用寄存器中。（即加法操作中累加器存放被加数，通用寄存器中存放加数）。 - 9. $(ACC)+(X)\rightarrow ACC$，$(ACC)=7$：控制单元通知算术逻辑单元，将$ab$与$c$相加并存回累加器中。 -4. 执行地址为$3$的指令，取指令$1$到$4$，分析指令$5$，执行指令$6$到$8$： - 1. $(PC)+=1$，$(PC)=3$：程序计数器完成一条指令自动加一，从而现在指向地址为3的指令。 - 2. $(PC)\rightarrow MAR$，$(MAR)=3$：存储地址寄存器的值现在置为3，表示它要处理的指令的主存地址为$3$。 - 3. $M(MAR)\rightarrow MDR$，$(MDR)=000010\,0000001000$：根据存储地址寄存器存储的地址$3$，在存储体中找到对应的指令$000010\,0000001000$，并把它放入存储数据寄存器中。 - 4. $(MDR)\rightarrow IR$，$(IR)=000010\,0000001000$：将存储数据寄存器存储的指令放入指令寄存器中。 - 5. $OP(IR)\rightarrow CU$：将指令寄存器的000010操作码传输给控制单元中，控制单元根据操作码知道这是“存数”的指令。 - 6. $AD(IR)\rightarrow MAR$，$(MAR)=0000001000=8$：控制单元根据存数指令，根据存储的目的地址为$0000001000$。 - 7. $(ACC)\rightarrow MDR$，$(MDR)=7$：将运算的结果从累加器中传输为存储数据寄存器中。 - 8. $(MDR)\rightarrow$：地址为$8$的存储单元，$y=7$：控制单元根据控制总线，将存储数据寄存器中的数据存储到存储地址寄存器中所指向的地址，所以地址码为$8$的$y$的值就变成了$7$。 -5. 执行地址为$4$的指令，取指令$1$到$4$，分析指令$5$，执行指令$6$： - 1. $(PC)+=1$，$(PC)=4$：程序计数器完成一条指令自动加一，从而现在指向地址为$4$的指令。 - 2. $(PC)\rightarrow MAR$，$(MAR)=4$：存储地址寄存器的值现在置为$4$，表示它要处理的指令的主存地址为4。 - 3. $M(MAR)\rightarrow MDR$，$(MDR)=000110\,0000000000$：根据存储地址寄存器存储的地址$4$，在存储体中找到对应的指令$000110\,0000000000$，并把它放入存储数据寄存器中。 - 4. $(MDR)\rightarrow IR$，$(IR)=000110\,000000000$：将存储数据寄存器存储的指令放入指令寄存器中。 - 5. $OP(IR)\rightarrow CU$：将指令寄存器的$000110$操作码传输给控制单元中，控制单元根据操作码知道这是“停机”的指令。 - 6. 操作系统通过中断指令停止程序。 - -### 计算机层次 - -1. 微程序机器（微指令系统）：由硬件直接执行微指令。 -2. 传统机器（用机器语言的机器）：执行二进制机器指令，微程序解释机器执行微指令。 -3. 虚拟机器（操作系统机器）：由操作系统程序实现，向上提供“广义指令”即系统调用。也称为混合层。 -4. 虚拟机器（汇编语言机器）：不能直接运行汇编语言，必须用汇编程序（汇编器）翻译成机器语言程序，所以是虚拟的。汇编语言与机器语言一一对应。 -5. 虚拟机器（高级语言机器）：面向用户，必须用编译程序（编译器或解释器）翻译成汇编语言程序。 - -+ 翻译程序：是指把高级语言源程序转换成机器语言程序（目标代码）的软件。包括编译程序和解释程序。 -+ 编译程序：将高级语言编写的源程序全部语句一次全部翻译成目标机器语言程序，而后再执行机器语言程序（只需翻译一次）。如$C$和$CPP$。 -+ 解释程序：将源程序的一条语句翻译成对应于机器语言的语句，并立即执行。紧接着再翻译下一句（每次执行都要翻译），所以不会形成目标程序文件。如$JS$和$Python$。 -+ 对于$Java$既可以编译也可以解释。 - -## 计算机性能指标 - -### 主存储器 - -+ $MAR$位数反映内存（而不是外存）单元的个数（最多支持多少个，如果超过了则$MAR$也无法寻址到，等同于没用），反映计算机处理能力和并行能力。 -+ $MDR$位数=存储字长=每个存储单元的大小，反映计算机一次性处理的数据大小。 -+ 总容量=存储单元个数×存储字长。单位为$bit$。 -+ 如$MAR$为$32$位，$MDR$为$8$位，总容量=$2^{32}\times8\div8=3^{32}Byte$，所以为$4GB$。 - -### 中央处理器 - -+ $CPU$主频：$CPU$内数字脉冲信号振荡的频率。单位为赫兹。 -+ $CPU$时钟周期：$CPU$主频（时钟主频）=$1\div CPU$时钟周期。一个时钟多少秒。单位为纳秒或微秒。 -+ $CPI$（$Clock\,cycle\,Per\,Instruction$）：执行一条指令所需的时钟周期数。 -+ 执行一条指令的耗时= $CPI\times CPU$时钟周期。 -+ $CPU$执行时间（整个程序的耗时）=$CPU$时钟周期数÷主频=(指令条数×$CPI$)÷主频。 -+ $IPS$（$Instructions\,Per\,Second$）：每秒执行多少条指令，$IPS$=主频÷平均$CPI$。也可以得到$MIPS$即每秒执行多少百万条指令。由于每个机器有不同指令集，所以使用此进行性能比较有缺陷。 -+ 指令周期：一条指令需要多少秒，为$1/IPS$。 -+ $FLOPS$（$Floating-point\,Operations\,Per\,Second$）：每秒执行多少次浮点运算。因此有$MFLOPS$、$GFLOPS$、$TFLOPS$、$EFLOPS$、$ZFLOPS$分别代表每秒$10^6$、$10^9$、$10^{12}$、$10^{15}$、$10^{18}$、$10^{21}$次浮点运算 - -### 系统整体 - -+ 数据通路带宽：数据总线一次所能并行传送信息的位数（各硬件部件通过数据总线传输数据）。 -+ 吞吐量：指系统在单位时间内处理请求的数量。它取决于信息能多快地输入内存，$CPU$能多快地取指令，数据能多快地从内存取出或存入，以及所得结果能多快地从内存送给一台外部设备。这些步骤中的每一步都关系到主存，因此，系统吞吐量主要取决于主存的存取周期。 -+ 响应时间：指从用户向计算机发送一个请求，到系统对该请求做出响应并获得它所需要的结果的等待时间。通常包括$CPU$时间（运行一个程序所花费的时间）与等待时间（用于磁盘访问、存储器访问、$I/O$操作、操作系统开销等时间）。 -+ 基准程序是用来测量机算机处理速度的一种实用程序，以便于被测量的计算机性能可以与运行相向程序的其它计算机性能进行比较。但是也存在缺陷，因为基准程序的性能可能与某一段代码密切相关从而对此进行特别优化。 - -### 专业术语 - -+ 系列机。具有基本相同的体系结构，使用相同基本指令系统的多个不同型号的计算机组成的一个产品系列。其特征就是指令系统向后兼容。 -+ 兼容。指计算机软件或硬件的通用性，即使用或运行在某个型号的计算机系统中的硬件/软件也能应用于另一个型号的计算机系统时，称这两台计算机在硬件或软件上存在兼容性。 -+ 软件可移植性。指把使用在某个系列计算机中的软件直接或进行很少的修改就能运行在另一个系列计算机中的可能性。 -+ 固件。将程序固定在$ROM$中组成的部件称为固件。固件是一种具有软件特性的硬件，固件的性能指标介于硬件与软件之间，吸收了软/硬件各自的优点，其执行速度快于软件，灵活性优于硬件，是软/硬件结合的产物。例如，目前操作系统已实现了部分固化（把软件永恒地存储于只读存储器中）。 - -# 数据表示与运算 - -## 数制与编码 - -### 进位计数制 - -+ 真值：符合人类习惯的数字。 -+ 机器数：数字实际存到机器里的形式，正负号需要被“数字化”。 - -#### 十进制 - -+ 符号反映权重。 -+ 符号所在位置也反映权重。 -+ $K_nK_{n-1}\cdots K_2K_1K_0K_{-1}K_{-2}\cdots K_{-m}=K_n\times10^n+K_{n-1}\times10^{n-1}\cdots K_2\times10^2+K_1\times10^1+K_0\times10^0+K_{-1}\times10^{-1}+K_{-2}\times10^{-2}\cdots K_{-m}\times10^{-m}$。 - -#### R进制 - -+ 基数：每个数码位所用到的不同符号的个数，$r$进制的基数$r$。 -+ $R$进制转换为十进制：$K_nK_{n-1}\cdots K_2K_1K_0K_{-1}K_{-2}\cdots K_{-m}=K_n\times r^n+K_{n-1}\times r^{n-1}\cdots K_2\times r^2+K_1\times r^1+K_0\times r^0+K_{-1}\times r^{-1}+K_{-2}\times r^{-2}\cdots K_{-m}\times r^{-m}=\sum_{i=-m}^nK_i\times r^i$。 -+ 二进制：$0$、$1$。 -+ 使用二进制的原因： - 1. 可使用两个稳定状态的物理器件表示。 - 2. $0$，$1$正好对应逻辑值假、真。方便实现逻辑运算。 - 3. 可很方便地使用逻辑门电路实现算术运算。（物理部件性质决定） -+ 八进制：$0\sim7$。可以用下标方式表明，也可以用结束的$O$或开头的$0$表示。如$(1643)_8$、$01643$、$1643O$。 -+ 十进制：$0\sim9$。可以用下标方式表明，也可以用结束的$D$表示，如$(1643)_{10}$、$1643D$。 -+ 十六进制：$0\sim9$、$A$、$B$、$C$、$D$、$E$、$F$。可以用下标方式表明，也可以用结束的$H$或开头的$0x$表示。如$(1643)_{16}$、$0x1643$、$1643H$。 - -#### 二进制与八进制或十六进制转换 - -+ 二进制转换八进制：三位一组，每组转换成对应的八进制符号，整数部分不全则最高位用$0$填充，小数部分不全则最低位用$0$填充。 -+ 二进制转换十六进制：四位一组，每组转换成对应的十六进制符号，整数部分不全则最高位用$0$填充，小数部分不全则最低位用$0$填充。 -+ 八进制转换二进制：每位八进制对应的三位二进制。 -+ 十六进制转换二进制：每位十六进制对应的四位二进制。 - -十进制|二进制|八进制|十六进制 -:---:|:----:|:----:|:-----: -0|0000|0|0 -1|0001|1|1 -2|0010|2|2 -3|0011|3|3 -4|0100|4|4 -5|0101|5|5 -6|0110|6|6 -7|0111|7|7 -8|1000|10|8 -9|1001|11|9 -10|1010|12|A -11|1011|13|B -12|1100|14|C -13|1101|15|D -14|1110|16|E -15|1111|17|F - -#### 十进制转换为R进制 - -+ 整数部分需要使用除基取余法，小数部分需要使用乘基取整法。 -+ 对于十进制数，需要把它分为整数部分和小数部分两个部分进行处理。 -+ 已知$R$进制转换为十进制的方法：$K=K_nK_{n-1}\cdots K_2K_1K_0K_{-1}K_{-2}\cdots K_{-m}=K_n\times r^n+K_{n-1}\times r^{n-1}\cdots K_2\times r^2+K_1\times r^1+K_0\times r^0+K_{-1}\times r^{-1}+K_{-2}\times r^{-2}\cdots K_{-m}\times r^{-m}$。 -+ 分为整数部分和小数部分：$K=N+F$。 -+ 首先把整数拿出来得到$N=K_n\times r^n+K_{n-1}\times r^{n-1}\cdots K_2\times r^2+K_1\times r^1+K_0\times r^0$。 -+ 对这个数除以基数$r$，得到$X=K_n\times r^{n-1}+K_{n-1}\times r^{n-2}\cdots K_2\times r^1+K_1\times r^0$，这时候就会得到一个余数$K_0$。所以$N=rX+K_0$，这时候就能算出$K_0$这个位数了。 -+ 同理再将得到的商$X$同样除以$r$，就能得到$K_1$，所以不断递归就会得到整数部分所有的$K_i$。商为$0$时结束。 -+ 得到的$K_i$是从低位排到高位。 -+ 对于小数部分$F=K_{-1}\times r^{-1}+K_{-2}\times r^{-2}\cdots K_{-m}\times r^{-m}$。 -+ 对这个数乘基数$r$，得到$K_{-1}\times r^0+K_{-2}\times r^{-1}\cdots K_{-m}\times r^{-m+1}$，取这个常数$K_{-1}$就是想要的答案。将乘积减去这个整数部分得到后面处理的数据 -+ 同理再将得到的数据不断乘基数，就能得到小数部分所有的$K_i$。积为$1.0$时结束。 -+ 得到的$K_i$是从高位排到低位。 -+ 将整数和小数合在一起就是最后的结果。 -+ 有时候小数会出现无法彻底转换的情况，需要考虑保留多少位。 - -基本上都是十进制转为二进制，然后由二进制转为十六进制或八进制，具体转换过程见例题。 - -同理也可以使用拼凑法将数字相减拼凑成对应的数值。这种方法对于只有整数的数值比较好用。 - -$2^{12}$|$2^{11}$|$2^{10}$|$2^{9}$|$2^{8}$|$2^{7}$|$2^{6}$|$2^{5}$|$2^{4}$|$2^{3}$|$2^{2}$|$2^{1}$|$2^{0}$|$2^{-1}$|$2^{-2}$|$2^{-3}$ -:-----:|:-----:|:-----:|:-----:|:-----:|:-----:|:-----:|:-----:|:-----:|:-----:|:-----:|:-----:|:-----:|:-----:|:-----:|:-----: -4096|2048|1024|512|256|128|64|32|16|8|4|2|1|0.5|0.25|0.125 - -### 真值与机器数 - -使用正负号表示正负数的就是真值。 - -将数的符号和数值一起来编码的，如原码、反码、补码就是机器数。 - -### BCD码 - -即$Binary-Coded\,Decimal$，用二进制编码的十进制。 - -使用$4bit$来表示$0$到$9$这十个数，而$4bit$能表示十六个数，所以会冗余六个组合。 - -#### 8421码 - -$8421$码是一种有权码，第$1$、$2$、$3$、$4$位分别对应$8$、$4$、$2$、$1$，使用常规的二进制来表示十进制，冗余最后六个： - -0|1|2|3|4|5|6|7|8|9 -:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-: -0000|0001|0010|0011|0100|0101|0110|0111|1000|1001 - -$8421$码就是二进制表达十进制，只不过十进制只进行简单的对照二进制并进行一位位的拼接，与真正的二进制和十六进制不同。如十六进制的$46H=$二进制的$0100\,0110=$十进制的$38D=8421$码的$0011\,1000$，$985$用$8421$码表示就是$1001\,1000\,0101$。 - -使用$8421$码表示的数字进行算术运算的方式是先按照二进制的方式进行运算，若最后结果不在映射表中，即落在没有定义的$1010$到$1111$中，就直接加上$6$（因为有六位无效，所以加上六位跳过无效的位数）从而向前面一个数字段进一位加一，高位补全$0$。每个段对应的数值合在一起就是原来的结果。 - -如$5+8=0101+1000=1101=13$，不在映射表中，则对$1101$进行二进制的加$6D=0110$，即计算$1101+0110=1\,0011$，补齐得到$0001\,0011$，而按照$8421$码，最高位的$0001$不再代表权值$16$，而代表十位的$1$，而后面是$3$，从而组合在一起就代表了$13$。 - -#### 余三码 - -在$8421$码的基础上全部加上三： - -0|1|2|3|4|5|6|7|8|9 -:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-: -0011|0100|0101|0110|0111|1000|1001|1010|1011|1100 - -余三码因为加上了三，所以每一位的权值映射关系就破坏了，所以这是一种无权码，不能分别对应$8$、$4$、$2$、$1$的值。 - -#### 2421码 - -与$8421$码一样都是一种有权码，但是映射的方式不同，第$1$、$2$、$3$、$4$位分别对应$2$、$4$、$2$、$1$。 - -0|1|2|3|4|5|6|7|8|9 -:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-:|:-: -0000|0001|0010|0011|0100|1011|1100|1101|1110|1111 - -### 字符与字符串 - -#### 英文字符表示 - -$ASCII$码，数字英文符号一共$128$个字符，使用$7$位就可以表示$128$个字符，但是通常会高位补$0$凑足$1B$： - -+ 其中$32$到$126$是可印刷字符，其他都是控制或通信字符。 -+ 数字：$48$（$0011\,0000$）到$57$（$0011\,1001$），后面$4$位就是数字的$8421$码。 -+ 大写字母：$65$（$0100\,0001$）到$90$（$0101\,1010$），前面三位是$010$，后面五位代表$1$到$26$。 -+ 小写字母：$97$（$0110\,0001$）到$122$（$0111\,1010$），前面三位是$011$，后面五位代表$1$到$26$。 - -#### 中文字符表示 - -+ $GB\,2312-80$：$1980$年推出汉字加符号共$7445$个表示的字符。中文有两个字节。 -+ 汉字编码包括汉字的输入编码、汉字内码、汉字字形码，用于输入、内部处理、输出。 - + 输入编码：如拼音、五笔等供人类输入，输入编码输入后转换为国标码再转成汉字内码存储。 - + 区位码：两个字节表示一个汉字，每字节用七位码，将汉字和符号排成$94$个区，每个区$94$位。四位十进制数，前两位是区码，后两位为位码。 - + 国标码：将十进制的区位码转换为十六进制。为了中文字符表示与英文字符表示共存，防止$GB$编码被认为是$ASCII$码的$0$到$32$位的控制或通信字符，所以在$94$区$94$位的基础上还要各自加上$32$，即$20H$，防止信息交换时冲突。国标码两字节最高位都是$0$。 - + 汉字内码：国标码只能用于信息传输，而如果是存储在计算机上，由于前$128$位已经被$ASCII$码占用了，所以在国标码的基础上再各自加$80H$（$128$），从而计算机识别字符时，看到$0$到$128$之间的就能辨认出是$ASCII$码，大于$128$的就是$GB$码。因为$ASCII$码高位是$0$，而$GB$码是两个字节且高位都是$1$。 - + 国标码=区位码$H$+$2020H$。 - + 汉字内码=国标码$H$+$8080H$。 - + 汉字字形码：把汉字输出成汉字的样子。 - -#### 字符串 - -+ 若一个计算机按字节编址，则每个地址对应$Q1B$。 -+ 很多语言中将$'\backslash0'$即$00H$作为字符串结束标志。 -+ 大端模式：将数据的最高有效字节存放在低地址单元中。 -+ 小端模式：将数据的最高有效字节存放在高地址单元中。 -+ 计算机默认是小端模式，人类常用书写方式是大端模式。 - -### 数据校验 - -现在计算机组成原理不考数据校验，但是只是内容移动到计算机网络里。具体可以看计算机网络。 - -+ 校验原理就是将更多字节映射到有限个合法状态，从而有多个冗余的非法状态，更容易判断是否非法。 -+ 码字：由若干位代码组成的一个字。 -+ 两个码字间的距离：将两个码字逐位进行对比，具有不同的位的个数。 -+ 码距：一种编码方案可能有若干个合法码字，即为各任意合法码字间最少变化的二进制最小位数。（如$1000$与$1001$码距为$1$，$1111$码距为$3$） - -#### 纠错理论 - -当码距$=1$时，无检错能力；当码距$=2$时，有检错能力；当码距$\geqslant3$时，若设计合理，可能具有检错、纠错能力。 - -$L-1=D+C$且$D\geqslant C$。即编码最小码距$L$越大，其检测错误的位数$D$越大，纠正错误的位数$C$也越大，且纠错能力恒小于等于检错能力。 - -#### 奇偶校验码 - -即通过在数据上添加一位校验位让所有数据为$1$的位的个数为奇数或偶数。 - -+ 奇校验：让整个校验码（有效信息位加上校验位）中为$1$的个数为奇数。 -+ 偶校验：让整个校验码（有效信息位加上校验位）中为$1$的个数为偶数。 -+ 偶数个位数出错时无法校验。 -+ 对原始数据进行异或（模二加）运算，得到的结果即为校验位。 -+ 对所有数据进行异或运算，结果为$0$表示未出错，为$1$代表出错。 -+ 码距为$2$，只能检错，不能纠错。（为$1$的位数的个数为偶数或奇数，偶数和偶数，奇数和奇数之间最小差距为$2$，所以码距为$2$） - -#### 海明码 - -+ 将信息分组进行偶校验，从而得到多个校验位，从而能携带多种状态信息。 -+ 设信息位为$n$，校验位为$k$，从而校验位能表达$2^k$种状态，而传输总数据位数=信息位+校验位一共$n+k$位，只错一位的状态种数加上一种正确状态为$n+k+1$，从而$2^k\geqslant n+k+1$。 -+ 令信息位为$D_i$，校验位为$P_j$，总海明码为$H_k$，其中校验位$P_j$必须放在海明码$H_k$位号位$2^{j-1}$的位置上，即$1$、$2$、$4$、$8$等。 -+ 如果没有发生错误，则每一位进行检错都是$0$，若出现$1$，则说明出错。 -+ 为了检测是一位错还是两位错，一般会加上一个全校验位，对整体进行偶校验。 -+ 具有一位的纠错和两位的检错能力，三位以上则不能检错。 - -n|1|2-4|5-11|12-26|27-57|58-120 -:-:|:-:|:-:|:-:|:-:|:--:|:----: -k|2|3|4|5|6|7 - -#### 循环冗余校验码 - -+ 即$CRC$码，其思想是： - 1. 数据发送、接受方约定一个“除数”生成多项式$G(x)$。$R$为$G(x)$位数减一。 - 2. $K$个信息位+$R$个校验位作为“被除数”，添加校验位后需保证除法的余数为$0$。 - 3. 收到数据后，进行除法检查余数是否为$0$。 -+ 得到$CRC$码的方法： - 1. 确定$K$和$R$以及生成多项式对应的二进制码。其中$R$位生成多项式的最高次幂数。 - 2. 将信息码左移$R$位，低位补$0$。 - 3. 使用模二除法。（即相减时是异或运算，不能向上进位或借位；除法取余数时也不比较除数与被除数除第一位以外的低位大小，只需要相同的位数，这是由于异或加减法不进行进借位的特征） - 4. 余数就是校验位，只比多项式少一位。 - 5. 对全部数据进行多项式除，余数为$0$代表无错。 - 6. 若余数不为$0$，则出错。 - 7. 若$n$个信息位，$k$个校验位，若生成多项式得当，且$2^k\geqslant n+k+1$，则$CRC$码可纠正一位错。实际上基本上不怎么用来纠错。 -+ 检错：将收到的$CRC$码用生成多项式$G(x)$做模二除法，若除数为$0$则码字无误，若只有一位为$1$，则该位出错，直接取反，更多位则无法检错。即只具有一位的检错纠错能力。 - -## 定点数 - -指小数点的位置不变，使用常规计数法，如$96.94$。 - -### 定点数表示 - -#### 无符号数 - -+ 整个机器字长的全部二进制位均为数值位，没有符号位，相当于数的绝对值。 -+ $n$位无符号数表示范围为$[0,2^n-1]$。 -+ 无符号数不涉及小数。 -+ 无符号数只有原码的概念，没有反码、补码、移码。 - -#### 有符号数 - -+ 假设机器字长$n+1$位，符号位$1$位，有效数字位$n$位。 -+ 定点整数：最高一位是符号位，$0$是正，$1$是负，小数点位置一般隐含在最后。范围为$[-(2^n-1),2^n-1]$。 -+ 定点小数：最高一位是符号位，$0$是正，$1$是负，小数点位置隐含在符号位后面，是纯小数。范围为$[-(1-2^{-n}),-2^{-n}]\cup[2^{-n},1-2^{-n}]$。 -+ 数值部分也称为尾数。要保存一个非整数需要保存定点整数与定点小数两个部分。 - -#### 原码 - -+ 原码：用尾数表示真值的绝对值，符号位“$0/1$”对应“正/负”。 -+ 若机器字长为$n+1$位，则尾数占$n$位。 -+ 若使用$1B$来保存数值，则$+19D$就是$0001\,0011$，$-19D$就是$1001\,0011$。 -+ 有时$1001\,0011$会写为$1,0010011$，其中的逗号只是为了标注正负号，本身是不存在的。 -+ 若未指明机器字长，则最开头的多个$0$可以省略。如$1001\,0011$可以表示为$1,10011$。 -+ 同理小数也可以使用$1.11$表示，这是指$-0.11$而不是真值$1.11$。 -+ 若机器字长$n+1$位，则原码整数的表示范围是$[-(2^n-1),2^n-1]$。 -+ 若机器字长$n+1$位，则原码小数的表示范围是$[-(1-2^{-n}),-2^{-n}]\cup[2^{-n},1-2^{-n}]$。 -+ 原码表示时真值$0$有$+0$和$-0$两种形式，因为符号位对$0$没有影响，所以造成了一定的空间浪费和错乱。 - - - -#### 反码 - -+ 反码：若符号位为$0$，则反码与原码相同，若符号位为$1$，则数值位全部取反。 -+ 可以转换为原码再取反。 -+ 若机器字长$n+1$位，则反码整数的表示范围是$[-(2^n-1),2^n-1]$。 -+ 若机器字长$n+1$位，则反码小数的表示范围是$[-(1-2^{-n}),-2^{-n}]\cup[2^{-n},1-2^{-n}]$。 -+ 范围表示没有变化。 -+ 反码表示时真值$0$有$+0$和$-0$两种形式。 -+ 反码只是由原码转换为补码的一个中间态，实际上并没有作用。 - -#### 补码 - -+ 补码：若符号位为$0$，则反码与原码相同，若符号位为$1$，则数值位全部取反再加一，即反码加一。 -+ 补码表示时真值$0$只有一种形式$0000\,0000$。 -+ 多出来的一种形式$1000\,0000$表示正数的$-2^7$和小数的$-1$。 -+ 若机器字长$n+1$位，则补码整数的表示范围是$[-2^n,2^n-1]$。（比原码多个$-128$） -+ 若机器字长$n+1$位，则补码小数的表示范围是$[-1,1-2^{-n}]$。（比原码多个$-1$） -+ 负数补码转回原码：尾数取反，末位加一；或是负数补码中，最右边的$1$以及右边不变，最右边的$1$的左边取反。 -+ 数值的补码求其负数的补码：全部位包括符号位取反，末位加一。 -+ 对一个整数的补码再求补码，等于该整数自身。 -+ 补码算术移位：将补码的符号位与数值位一起右移一位并保持原符号位的值不变，表示除二。 -+ 变形补码：又称为模四补码，即双符号位的补码小数，用$00$表示正，$11$表示负，用于完成算术运算的$ALU$部件中。 - -#### 移码 - -+ 一般是在补码的基础上只将符号位取反，即在真值上加上一个常数偏移量$2^n$。也可能加上不同的偏移量。 -+ 移码只能用于表示整数，而不能表示定点小数。一般用来表示浮点数的阶码。 -+ 若机器字长$n+1$位，则移码整数的表示范围是$[-2^n,2^n-1]$。 -+ 若机器字长$n+1$位，则移码小数的表示范围是$[-1,1-2^{-n}]$。 -+ 只有一个零的表示$10\cdots0$。 -+ 移码由于负数的最高位为$0$，正数的最高位为$1$，所以保证了原数据大小顺序，从而能更方便对比大小。 - -机器数|无符号数|原码|反码|补码|移码 -:----:|:------:|:--:|:--:|:--:|:--: -0000 0000|0|+0|+0|0|-128 -0000 0001|1|+1|+1|+1|-127 -...| -0111 1101|125|+125|+125|+125|-3 -0111 1110|126|+126|+126|+126|-2 -0111 1111|127|+127|+127|+127|-1 -1000 0000|128|-0|-127|-128|0 -1000 0001|129|-1|-126|-127|1 -1000 0010|130|-2|-125|-126|2 -...| -1111 1101|253|-125|-2|-3|125 -1111 1110|254|-126|-1|-2|126 -1111 1111|255|-127|-0|-1|127 - -#### 补码作用 - -+ 原码在计算时由于首位表示的是符号，所以需要考虑将加减运算转换的问题，而减法实现起来比较困难，就考虑是否可以将减法通过加法来实现。 -+ 由于计算机码操作若最高位进一就被舍弃，则天然是进行模运算，所以可以通过数学模运算来实现机器码的运算。 -+ 带余除法：设$x,m\in Z$，$m>0$则存在唯一决定的整数$q$和$r$，使得$x=q\cdot m+r\,,0\leqslant r注意：在定点小数运算时，商只能是小数而不能是整数，所以被除数一定要小于除数，机器判断标准是看第一步计算的商，若第一步计算的商是$1$则代表结果大于$1$，机器就会报错。 - -补码加减交替法： - -+ 符号位参与运算。 -+ 被除数÷余数、除数采用双符号位。 -+ 被除数和除数同号，则被除数减去除数，异号则被除数加上除数。 -+ 余数和除数同号，商$1$，余数左移一位减去除数; -+ 余数和除数异号，商$0$，余数左移一位加上除数。 -+ 重复$n$次。 -+ 最后一次计算时末位商恒置为$1$，处理简单，而且精度误差也不会超过$2^{-n}$。 - -逻辑上： - -1. 被除数和除数同号，则被除数减去除数，若异号则被除数加上除数。 -2. 余数和除数异号，则商$0$，左移，加上除数。 -3. 余数和除数同号，则商$1$，左移，减去除数。 -4. 重复$n$次，末位商恒置为$1$。 - -除法类型|符号位参与运算|加减次数|移位方向|移位次数次数|上商和加减原则|说明 -:------:|:------------:|:------:|:------:|:----------:|:-----------:|:---: -原码加减交替法|否|N+1或N+2|左|N|余数的正负|若最终余数为负，需恢复余数 -补码加减交替法|是|N+1|左|N|余数和除数是否同号|商末位恒置1 - -其实本质上原码和补码的上商和加减原则是一样的，只是因为除数被去掉符号为正值，所以余数是负就异号，是正就同号。 - -#### 定点数强制类型转换 - -+ 无符号数与有符号数：不改变数据内容，只改变解释方式。 -+ 长整数转短整数：高位截断，保留低位。 -+ 短整数转长整数：符号扩展。 - -1. 有符号数和无符号数之间的转换。例如，由$signed$型转换为等长$unsigned$型数据时，符号位成为数据的一部分，即负数转换为无符号数时，数值将发生变化。同理，由$unsigned$转换为$signed$时最高位作为符号位，也可能发生数值变化。 -2. 数据的截取与保留。当一个浮点数转换为整数时，浮点数的小数部分全部舍去，并按整数形式存储。但浮点数的整数部分不能超过整型数允许的最大范围，否则溢出。 -3. 数据转换中的精度丢失。四舍五入会丢失一些精度，截去小数也会丢失一些精度。此外，数据由$long$型转换为$float$型或$double$型时，有可能在存储时不能准确地表示该长整数的有效数字，精度也会受到影响。 -4. 数据转换结果的不确定性。当较长的整数转换为较短的整数时，要将高位截去。例如，$long$型转换为$short$型，只将低$16$位送过去，这样就会产生很大的误差。浮点数降格时，如$double$型转换为$float$型，当数值超过$float$型的表示范围时，所得到的结果将是不确定的。 - -#### 定点数数据存储与排列 - -+ 数据最左边的高位就是最高有效字节$MSB$。 -+ 数据最右边的低位就是最低有效字节$LSB$。 -+ 大端模式：将$MSB$存到最低地址，$LSB$存在最高地址。便于人类阅读。 -+ 小端模式：将$MSB$存到最高地址，$LSB$存在最低地址。便于机器读取。 -+ 边界对齐： - + 现代计算机通常是按字节编址即每个字节对应一个地址。也支持按字、按半字、按字节寻址。 - + 假设存储字长为$32$位，则$1$个字=$32bit$，半字$=16bit$。每次访存只能读/写$1$个字。 - + 字地址转换为字节地址，只用逻辑左移两位就可以了，即乘以$4$，因为字长为$32$，而字节长$8$。 - + 使用边界对齐方式会让每个数据都能一次性读完而不用跨行读取，多余的空间用$0$填充。 - -## 浮点数 - -指小数点的位置不固定，如使用科学计数法，如$9.694E2$。 - -### 浮点数表示 - -#### 阶码与尾数 - -+ 定点数能表示的数字范围有限，但我们不能无限制地增加数据的长度。 -+ 类似科学计数法，分为阶符、阶码、数符和尾数四个部分，阶符和阶码反映数值大小、表示范围、小数点实际位置，数符代表浮点数的符号，尾数反映精度。 -+ 对于二进制的浮点数，阶码是常用补码或移码表示的定点整数，而尾数是常用原码或补码表示的定点小数。 -+ 若阶码的真值为$E$，尾数的真值为$M$，则浮点数的真值为$N=r^E\times M$，其中$r$为阶码的底，即基数，一般为$2$。 - -#### 尾数规格化 - -为了提高精度，充分利用尾数有效位数必须进行规格化，规定尾数必须是一个有效值。 - -+ 左规：出现下溢需要左规，即若尾数的高位是无效值（即为$0$）则会丧失精度，所以我们需要尽可能将尾数多保存一些$1$，从而让最高位为$1$。所以需要让数值左移，让小数点右移，尾数算术左移$n$位，阶码减$n$，直到尾数最高位是有效值。可能会进行多次。 -+ 右规：出现上溢需要右规，规范要求小数点要在第一个非$0$的数据右边，如果小数点前有超过$1$个有效位，则需要将数值右移，小数点左移，尾数算术右移$n$位，阶码加$n$，直到小数点在尾数最高位的右边。只需要一次。 - -规格化浮点数的特点： - -1. 用原码表示的尾数进行规格化，最高位数值一定为$1$： - + 正数为$0.1xx\cdots x$的形式，其最大值表示为$0.11\cdots1$；最小值表示为$0.10\cdots0$。 - + 尾数的表示范围为$\dfrac{1}{2}\leqslant M\leqslant(1-2^{-n})$。 - + 负数为$1.1xx\cdots x$的形式，其最大值表示为$1.10\cdots0$;最小值表示为$1.11\cdots1$。 - + 尾数的表示范围为$-(1-2^{-n})\leqslant M\leqslant-\dfrac{1}{2}$。 -2. 用补码表示的尾数进行规格化，符号位与最高位数值一定相反： - + 正数为$0.1xx\cdots x$的形式，其最大值表示为$0.11\cdots1$；最小值表示为$0.10\cdots0$。跟原码一致。 - + 尾数的表示范围为$\dfrac{1}{2}\leqslant M\leqslant(1-2^{-n})$。 - + 负数为$1.0xx\cdots x$的形式，其最大值表示为$1.01\cdots1$；最小值表示为$1.00\cdots0$。（负数的补码$1.0xx\cdots x$取反后就是$1.1xx\cdots x$） - + 尾数的表示范围为$-1\leqslant M\leqslant-(\dfrac{1}{2}+2^{-n})$。（补码中强制规定$1.00\cdots0$就代表$-1$） - -当浮点数尾数的基数为$2$时，原码规格化数的尾数最高位一定是$1$，补码规格化数的尾数最高位一定与尾数符号位相反。 - -基数不同，浮点数的规格化形式也不同。当基数为$4$时，原码规格化形式的尾数正数最高两位不全为$0$，负数最高两位不全为$1$；当基数为$8$时，原码规格化形式的尾数正数最高$3$位不全为$0$，负数正数最高$3$位不全为$1$。 - -如若基数为$8$，则$0.000111$和$1.111010$都不是规格化数，而$1.101010$是规格化。 - -对于浮点数，上溢和下溢有正负之分：负上溢<负数区<负下溢<$0$<正下溢<正数区<正上溢。 - -#### 定点浮点区别 - -假设定点数和浮点数的字长相同。 - -+ 浮点数表示范围更大。 -+ 浮点数精度降低。（由于只取出一部分数据，还有部分长度表示阶码等，所以用于表示尾数的字长减少） -+ 浮点数运算更复杂。（需要规格化，需要做尾数运算和阶码运算） -+ 浮点数只有规格化后才能判断是否溢出。 - -### IEEE 754标准 - -$IEEE\,754$标准就是浮点数标准，为了解决计算机中阶码、尾数使用什么码来表示，各取多少位的问题。 - -#### 移码定义 - -+ 移码的定义其实=真值+偏置值，一般取$2^{n-1}$，这时候移码才等于补码符号位取反，若移码采取其他方案则没有这个特点。 -+ 在$IEEE\,754$标准中，规定移码的偏置值不再是$128$而是$127$，即$2^{n-1}-1$。所以这个标准下的移码与一般的移码不同。 -+ 从而真值$-128$的移码为$-1000\,0000+0111\,1111=1111\,1111$，$-127$的移码为$0000\,0000$，$0$的移码为$0111\,1111$，$127$的移码为$1111\,1110$。 - -#### IEEE 754定义 - -+ 分为数符（表示数值正负号）、阶码（用移码表示）、尾数（用原码表示，且默认最高位为$1$，实际尾数位都要加$1$）。 -+ 标准中会将全$0$的$-127$（非规格化数）和全$1$的$-128$（无穷大）做特殊的用途，所以短浮点数的真值正常范围是$-126$到$127$。 - -英文类型|中文类型|数符位|阶码位|尾数位|总位数|十六进制偏置值|十进制偏置值 -:------:|:------:|:-----:|:----:|:----:|:----:|:------------:|:----------: -float|短浮点数|1|8|23|32|7FH|127 -double|长浮点数|1|11|52|64|3FFH|1023 -long double|临时浮点数|1|15|64|80|3FFFH|16383 - -+ 令数符为$S$，阶码为$E$，尾数为$M$。 -+ 规格化的短浮点数的真值为$(-1)^S\times 1.M\times2^{E-127}$。 -+ 规格化的长浮点数的真值为$(-1)^S\times 1.M\times2^{E-1023}$。 -+ 短浮点数和长浮点数都隐含一位尾数最高位$1$，即$0.11$为$+1.11$，$1.11$为$-1.11$，而临时浮点数没有隐含位。 - -#### IEEE 754取值范围 - -格式|规格化的最小绝对值|规格化的最大绝对值 -:--:|:----------------:|:---------------: -单精度|$E=1$，$M=0$：$1.0×2^{1-127}=2^{-126}$|$E=254$，$M=.11...1$：$1.11...1×2^{254-127}=2^{127}×(2-2^{23})$ -双精度|$E=1$，$M=0$：$1.0×2^{1-1023}=2^{-1022}$|$E=2046$，$M=.11...1$：$1.11...1×2^{2046-1023}=2^{1023}×(2-2^{-52})$ - -+ 对于规格化短浮点数，只有$1\leqslant E\leqslant 254$时，$(-1)^S\times 1.M\times2^{E-127}$。 -+ 当阶码$E$为全$0$，即应该为$-127D$，而尾数$M$不全为$0$时，表示非规格化小数$\pm(0.\textrm{xx...x})_2\times2^{-126}$。（此时最高位就不默认为$1$了，阶码固定设置为$-126$）。 -+ 当阶码$E$为全$0$，即应该为$-127D$，而尾数$M$全为$0$时，表示真值$\pm0$，正负看数符。 -+ 当阶码$E$为全$1$，即应该为$-128D$，而尾数$M$全为$0$时，表示无穷大$\pm\infty$，正负看数符。 -+ 当阶码$E$为全$1$，即应该为$-128D$，而尾数$M$不全为$0$时，表示非数值$NaN$（$Not\,a\,Number$）。如果非法操作如$0\div0$等就会使用到。 - -#### 尾数运算 - -由于阶码由原码转换为移码，尾数加减都需要进行原码运算，所以需要两种实现方式。 - -+ 转换为补码进行加减，再转回原码。 -+ 直接用原码加减，符号和数值分开。 - -### 浮点数运算 - -#### 科学计数法加减运算 - -1. 对阶：阶数小的向阶数更大的对齐。 - + 因为计算机内部，尾数是定点小数，小数点位置不会变，改变的只是数据的相对位置。 - + 若是阶数大的向阶数小的对齐，则阶数大的尾数值会变大，需要对尾数进行算术左移，若内存不够大很可能会引起最高有效位丢失。 - + 若是阶数小的向阶数大的对齐，则阶数小的尾数值会变小，需要对尾数进行算术右移，若内存不够大很可能会引起最后几位丢失，即精度下降，影响较小。 -2. 尾数加减：阶数不变，对尾数进行相加减。 -3. 规格化，将数据变为整数部分为$0$到$9$的数据： - + 当尾数加减结果的第一位为$0$时需要左规，直到第一位不为$0$。 - + 当结果的整数部分大于等于$10$需要右规，直到整数部分只有一位。 -4. 舍入：计算机中由于尾数的比特位有限，所以需要舍弃尾数的低位。对阶和右规格化都会引起舍入。舍入方法有： - + 直接去除。 - + 非$0$进$1$。 - + 四舍五入。 -5. 判溢出：若运算后阶码超过规定范围则溢出。尾数的溢出未必会导致整体溢出，可以通过第三四步来修补，但是阶码溢出一定会整体溢出。 - - - -#### 浮点数加减运算 - -浮点数的加减基本上与科学计数法的加减一致。基本上浮点数的运算不可能使用$IEEE\,754$的标准，因为位数太长不好计算。所以加减运算一律使用补码。 - -舍入的方法： - -+ “$0$”舍“$1$”入法：类似于十进制数运算中的“四舍五入”法，即在尾数右移时，被移去的最高数值位为$0$，则舍去；被移去的最高数值位为$1$，则在尾数的末位加$1$。这样做可能会使尾数又溢出，此时需再做一次右规。 -+ 恒置“$1$”法：尾数右移时，不论丢掉的最高数值位是“$1$”还是“$0$”,都使右移后的尾数末位恒置“$1$”。这种方法同样有使尾数变大和变小的两种可能。 - -假如加减的结果为$11100,10.110001011$，因为尾数符号位为$10$代表溢出了，所以需要规格化。 - -使用$0$舍$1$入法，将尾数整体右移，并将符号位的低位移到尾数高位，阶码加移位数，符号位修改，从而变成了$11101,11.011000101$，溢出$1$，最高位为$1$，使用$0$舍$1$入时需要加$1$，从而变成$11101,11.011000110$。（假如尾数为全$1$，则加$1$后又会高位溢出，还需要一次右规）。恒置$1$法的答案是一样的。 - -#### 浮点数强制类型转换 - -类型|16位机器|32位机器|64位机器 -:--:|:------:|:------:|:------: -char|8|8|8 -short|16|16|16 -int|16|32|32 -long|32|32|64 -long long|64|64|64 -float|16|32|32 -double|64|64|64 - -无损转换： - -+ $char$→$int$→$long$→$double$。 -+ $float$→$double$。 - -由于定点数和浮点数不同，浮点数使用阶码+尾数的存储方式存储，所以定点数数值精度看位长就可以了，而浮点数数值精度看尾数长度，按$IEEE\,754$标准有一个隐含的高位$1$，所以$double$尾数长度为$53$位。对于$32$位机器$long$是$32$位，所以转换到$double$的$53$位没有损失，而对于$64$位机器$long$是$64$位，$double$还是$53$位，这时候转换就会产生损失了。 - -$int$与$float$转换 - -+ $int$：表示整数，范围$[-2^{31},2^{31}-1]$，有效数字$32$位。 -+ $float$：表示整数及小数，范围$\pm[2^{-126},2^{127}×(2-2^{-23})]$，有效数字$23+1=24$位。 -+ $int$→$float$：可能损失精度。 -+ $float$→>$int$：可能溢出及损失精度。 - -## 算术逻辑单元 - -即运算器中的$ALU$。 - -### 原理 - -#### ALU结构 - -+ 输入信号有一个操作数的输入口，输出信号有一个运算结果输出口，旁边还有一个控制单元$CU$发出的控制信号接口，会输入指令译码。 -+ 机器字长就是指$ALU$可以同时处理多长的数据。为了保存结果，寄存器的字长与机器字长相等。 - -#### 逻辑运算 - -+ 与可以用\*表示，如$A*B$。 -+ 或可以用+表示，如$A+B$。 -+ 优先级上类比乘法加法，与优先于或。 -+ 具有类似的分配律结合律。 -+ 与非：先与后非。 -+ 或非：先或后非。 -+ 异或：相异为$1$，相同为$0$。 -+ 同或：相同为$1$，相异为$0$。 - -### 加法器实现 - -#### 一位全加器 - -+ 一位全加器$FA$中，令被加数为$A$，被加数从低到高的位数为$A_i$，令加数为$B$，被加数从低到高的位数为$B_i$，令来自低位$i-1$的进位为$C_{i-1}$，本位的和为$S_i$。$S_i=A_i+B_i+C_{i-1}$。 -+ 输入$A_i$、$B_i$、$C_{i-1}$，输出$S_i$、$C_i$。 -+ 输入中有奇数个$1$时为$1$（异或）：$S_i=A_i\oplus B_i\oplus C_{i-1}$。 -+ 输入中至少两个$1$才会高位进$1$，一种情况是两个本位都是$1$，另一种情况是只有一个是$1$且来自低位的进位是$1$：$C_i=A_iB_i+(A_i\oplus B_i)C_{i-1}$。 - -#### 串行加法器 - -+ 基于一个一位全加器，一位一位串行进入加法器运算。对比一位全加器，需要保存一个进位触发器用来保存进位位，进位触发器初始化值为$0$。 -+ 如果操作数长$n$位加法就要分$n$次进行，每次产生一位和，并且串行逐位地送回寄存器。 - -#### 串行进位并行加法器 - -+ 把$n$个全加器串接起来，就可进行两个$n$位数的相加。前一个全加器的进位输出将作为下一个全加器的输入。 -+ 串行进位又称为行波进位，每一级进位直接依赖于前一级的进位，即进位信号是逐级形成的。所以不可能比单纯的串行全加器快很多。 -+ 加快进产生和提高传递速度是关键。 - -#### 并行进位并行加法器 - -+ 由于$S_i=A_i\oplus B_i\oplus C_{i-1}$，所以计算的重点是计算$C_i$，而$C_i=A_iB_i+(A_i\oplus B_i)C_{i-1}$，通过递归可以不断展开：$C_i=A_iB_i+(A_i\oplus B_i)(A_{i-1}B_{i-1}+(A_{i-1}\oplus B_{i-1})C_{i-2})$一直可以递归到$C_0$，而$A_i$、$B_i$、$C_0$都是一开始可以知道的，所以第$i$位向更高位的进位$C_i$可根据被加数、加数的第$1$到$i$位,再结合$C_0$即可确定。 -+ 将$G_i=A_iB_i$，$P_i=A_i\oplus B_i$，所以式子得到化简：$C_i=A_iB_i+(A_i\oplus B_i)C_{i-1}=G_i+P_iC_{i-1}$。 -+ 所以$C_1=G_1+P_1C_0$，$C_2=G_2+P_2C_1=G_2+P_2G_1+P_2P_1C_0$，$C_3=G_3+P_3C_2=G_3+P_3G_2+P_3P_2G_1+P_3P_2P_1C_0$……所以一直到最后面每个$C_i$都可以用对应的$G_i$和$P_i$计算，这时候$C_i$可以不用递归来计算，可以用一开始就知道的$P_i$、$G_i$和$C_0$计算得到，从而这时候每一位的计算都可以一开始就同时进行了而不用依赖前面的计算。 -+ 各级进位信号同时形成，又称为先行进位、同时进位。 -+ $G_i$称为进位产生函数，因为$G_i$是通过$A_i$和$B_i$相与，只有同时为$1$才会产生$1$。 -+ $P_i$称为进位传递函数，$P_i$是通过$A_i$和$B_i$异或，实际上$P_i$为$1$时，只有此时$C_{i-1}$才能为$1$，否则为$0$。 - -#### 单级先行进位加法器 - -+ 称为组内并行、组间串行进位方式。 -+ 由于逻辑表达式越长就代表电路实现越复杂，所以一般会最多用$4$个$FA$和一些新的线路、运算逻辑组成一个运算单元进行串联进位计算。 -+ 组内的信息可以并行同时得到，但是组件信息需要串行进位。这时虽然实现简单，但是效率对比并行进位并行加法器还是下降了。 - -#### 多级先行进位加法器 - -+ 多级先行进位方式，又称为组内并行、组间并行进位方式。 -+ 为了解决这个问题按照并行进位并行加法器的思路继续对每一组的数据进行计算。 -+ 令$G_1^*=G_4+P_4G_3+P_4P_3G_2+P_4P_3P_2G_1$为组进位产生函数，$P_1^*=P_4P_3P_2P_1$为组进位传递函数。一开始输入就能确定，所以这些都是一开始就能确定的。 -+ 所以$C_4=G_1^*+P_1^*C_0$，$C_8=G_2^*+P_2^*C_4=G_2^*+P_2^*G_1^*+P_2^*P_1^*C_0$，$C_{12}=G_3^*+P_3^*C_8=G_3^*+P_3^*G_2^*+P_3^*P_2^*G_1^*+P_3^*P_2^*P_1^*C_0\cdots$ -+ 所以$4$位$BCLA$（成组先行进位电路）只要输出$G_i$和$P_i$就可以在计算机中计算得到$C_{4i}$了。 - -# 存储系统 - -存储器被划分为若干个存储单元，每个存储单元都从$0$开始顺序编号。比如一个存储器有$128$个存储单元，则它的编号范围是$0\sim127$。 - -## 存储器概念 - -### 存储部件概念 - -#### 存储主体 - -+ 存储元：由电路控制的单个存储部件。 -+ 存储单元：由同一个电路控制的一组同时读写的存储部件集合，一般为一行存储元，一行存储元的个数就代表一次存储的字长。 -+ 存储体：由多个存储单元构成的，多个电路控制的存储集合。 -+ 存储字：存储单元通电后由电信号表示可以读写的一个存储单元信息集合。存储字的位数就是存储字长，单位是$bit$。 - -#### 存储控制 - -存储控制即通过电路选择读写的存储单元。一般通过译码器来控制哪个存储单元用来读写。 - -+ 高电平有效：接收到高电平时代表该电路是工作的，接收到低电平时代表该电路是关闭的。 -+ 低电平有效：接收到低电平时代表该电路是工作的，接收到高电平时代表该电路是关闭的。若代表线路或开关的字母上有横杠代表低电平有效。否则一般都是高电平有效。 - -译码器是将电路信号进行翻译，转换为片选信号的部件。由于同时对多个存储单元进行读写操作时，数据可能发生混乱。所以就需要用对应数据的所在地址来区分不同的数据，译码器将输入的二进制代码翻译为高低电平信号。 - -+ 假如使用$n$位地址码，有一种方法是用$1$代表当前读取的逻辑地址，即$00\cdots01$就代表$1$，$00\cdots10$就代表$2$，这时候每一位就对应一位，就只能表示$n$个存储单元。这是基本电平信号控制。 -+ 为了提升效率表示更多地址，所以需要译码器将电平信号转换为逻辑信号，将普通的$01$信号变为逻辑的二进制信号，从而能表示的地址就变成了$2^n$个。 - -输入口为$2$个电路，输出口为$2^2=4$的译码器就是$24$译码器，输入口为$3$输出口为$2^3=8$的译码器就是$38$译码器。所以总容量=存储单元个数×存储字长。 - -通过译码器图可以表示对应线路以及输入口和输出口，用来说明整个$CPU$情况。 - -+ 假如译码器的输入口为$A$、$B$……$N$等$n$个。默认是高电平有效。 -+ 若高电平有效，则输入口字母为$A$、$B$……$N$，输出口字母为$\overline{Y_i}$，其中$i=2^n-1$。 -+ 若是低电平有效，则输入口字母为$\overline{A}$、$\overline{B}$……$\overline{N}$，输出口字母为$\overline{Y_i}$，其中$i=2^n-1$。并在字母的线路直线的靠近译码器方框的末端加上空心圈。 - -译码器应该能被控制进行打开和关闭，所以译码器除了输入口和输出口还有使能端。 - -+ 用于控制译码器的启动和关闭，若图上没有圈或字母上没有横杠则代表高电平有效，使能端输入$1$译码器就能开始工作。实际上会有多个使能端，只有高电平有效的使能端输入$1$，同时低电平有效的使能端输入$0$才能启动，只要输入有一个异常都不会工作，类似输入密码。 - -### 主存结构 - -#### 主存读写 - -$CPU$要想实现数据的读写操作，就必须与外部器件（芯片）进行以下三类信息的交互： - -1. 地址信息，即存储单元的地址。 -2. 控制信息，即对存储器的存储器件（芯片）的选择——读或写。 -3. 数据信息，即将要用于读或写的数据。 - -所以在主存结构中必须包含传输这三种信息的线路：地址总线、控制总线、数据总线。 - -1. 首先$CPU$通过地址总线把地址信息传递至存储器，对应地找到目标存储单元。 -2. $CPU$又通过控制总线把控制信息（读操作或写操作）传递至存储器，找到对应读或写的芯片器件。 -3. $CPU$最后通过数据总线把将要被读或被写的数据信息传递至目标存储单元，执行数据的读或写。 - -#### 主存构成 - -+ 存储矩阵：由大量相同位存储单元阵列。 -+ 译码驱动：将来自地址总线的地址信号翻译成对应存储单元的选通信号，该信号在读写电路的配合下未完成对被选中的单元的读写操作。 - + 译码器：将$MAR$输入的地址进行译码，选择选中的存储单元地址。 - + 驱动器：根据译码器提供的地址，通过驱动器获取对应存储单元。 -+ 读写电路：包括读出放大器和写入电路，用来完成读写操作。根据控制电路的读或写操作要求，将MDR传入的数据写入存储体中，或将存储体中的数据读出到$MDR$中。 -+ $MAR$：地址寄存器，保存从地址总线输入的地址。 -+ $MDR$：数据寄存器，保存读出或写入的数据。 -+ 地址线$A_i$：用来输入$CPU$要访问的主存地址，是单向的，位数与$CPU$芯片容量相关，一般与$MAR$位数相等。直接连接$MAR$。多少个存储单元就多少根地址线。地址线的多少决定CPU寻址能力。 -+ 数据线$D_i$：用来输入输出数据，是双向的，位数与读入写入数据位数相关。直接连接$MDR$。存储字长多少位就多少根数据线。数据线的多少决定CPU数据吞吐能力。 -+ 地址线和数据线位数同时决定的内存大小，假如地址线有$N$根，数据线有$M$根，则芯片容量为$2^N\times MB$。地址线位数代表存储体的行，数据线代表存储体的列。 -+ 片选线：是整个存储芯片的开关，用来确定哪一个存储芯片被选中，可用于容量扩充。 - + $\overline{CS}$：芯片选择信号，选择指定芯片，低电平有效。 - + $\overline{CE}$：芯片使能信号，打开指定芯片进行存储，低电平有效。 -+ 读写控制线：决定芯片进行何种操作。控制线的多少决定$CPU$可以控制的外部部件的数量。 - + 如果是一根就用$\overline{WE}$表示，低电平写，高电平读。如果是$WE$则反之。 - + 如果是两根，则$\overline{OE}$低电平表示允许读，$\overline{WE}$低电平表示允许写。如果是$OE$和$WE$则反之。 - -### 主存分配 - -+ 指按照不同的长度切分存储单元。 -+ 若字长为$4B$，总容量为$1KB$，则按字节寻址是$1K$个单元，每个单元$1B$；按字寻址是$256$个单元，每个单元$4B$；按半字寻址是$512$个单元，每个单元$2B$；按双字寻址是$128$个单元，每个单元$8B$。 - -### 存储器的分类 - -#### 作用 - -+ 主存储器：主存或内存。 - + 存放计算机运行间的程序和数据。 - + $CPU$、$Cache$，能直接访问。 - + 容量小、速度快、价格高。 -+ 辅助存储器：辅存或外存。 - + 存放暂时不用的或永久的数据。 - + 不能与$CPU$直接交换信息。 - + 容量大、速度慢、成本低。 -+ 高速缓冲存储器$Cache$。 - + 存放正在执行的程序和数据。 - + 在$CPU$中。 - + 容量小、速度快、价格高。 - -#### 存储介质 - -+ 磁表面存储器： - + 磁盘。 - + 磁带。 -+ 磁芯存储器。 - + $MOS$型存储器。 - + 双极型存储器。 -+ 光存储器：光盘。 -+ 半导体存储器。 - -#### 存取方式 - -+ 随机存取： - + $RAM$：随机存取存储器： - + $DRAM$：动态。 - + $SRAM$：静态。 - + $ROM$：只读存储器。 -+ 串行访问： - + 直接存取：磁盘。 - + 顺序存取：磁带。 - -#### 信息可保存性 - -+ 断电后信息是否消失： - + 易失性：$RAM$。 - + 非易失性：磁带、$ROM$。 -+ 破坏性，存取是否影响存储内存： - + 破坏性读出：$DRAM$。 - + 非破坏性读出。 - -### 存储器性能指标 - -1. 存储容量：存储字数×字长（如$1M\times8$位）。 -2. 单位成本：每位价格=总成本÷总容量。 -3. 存储速度：数据传输率=数据的宽度÷存储周期： - + 存储周期=存取时间+恢复时间。 - + 存取时间（$T_a$）：存取时间是指从启动一次存储器操作到完成该操作所经历平均的时间，分为读出时间和写入时间。 - + 存取周期（$T_m$）：存取周期又称为读写周期或访问周期。它是指存储器进行一次完整的读写操作所需的金部时间，即连续两次独立地访问存储器操作（读或写操作）之间所需的最小时间间隔。 - + 主存带宽（$B_m$）：主存带宽又称数据传输率，表示每秒从主存进出信息的最大数量，单位为字/秒、字节/秒（$B/s$）或位/秒（$b/s$）。 - -### 存储器层次化结构 - -+ $CPU$。 -+ $Cache$：为了解决$CPU$的高速与主存之间的低速速度不匹配的问题，由硬件自动完成。 -+ 主存。 -+ 辅存：为了解决主存容量不足的问题，由硬件和操作系统共同完成。 -+ 虚拟存储系统。 - -## 半导体随机存储器 - -主存由$DRAM$实现，$Cache$由$SRAM$实现。 - -### SRAM和DRAM - -随机存取存储器$RAM$分为$SRAM$和$DRAM$，即静态与动态。 - -#### SRAM和DRAM的区别 - -类型|SRAM|DRAM -:--:|:--:|:--: -存储信息|双稳态触发器，分为0态和1态|电容，充电是1，否则为0 -破坏性读出|非；读只用查看触发器状态；写只用改变触发器状态|是；读需要连接电容，检测电流变化，电流随着电路连通而溜走；写需要给电容充放电 -需要刷新|不要，能保持两种稳定的状态|需要，因为电容上的电荷只能维持2ms -送行列地址|同时送，因为地址分为行地址和列地址一同发送，需要一根片选线|分两次送，行地址和列地址分开，所以地址线可以复用，线路减少一半，需要一根行通选线和一根列通选线 -运行速度|快|慢 -集成度|低，6个逻辑元件构成|高，1个或3个逻辑元件构成 -发热量|大|小 -存储成本|高，常用于$Cache$|低，常用于主存 - -注意：$SRAM$不地址复用，而$DRAM$地址复用。（地址线只有原来的一半） - -#### 存储器芯片结构 - -+ 存储体：由行选择线$X$和列选择线$Y$选择访问单元。 -+ 地址译码器：将地址转换为译码输出线上的高电平，以便驱动对应读写电路。 -+ $I/O$控制电路：控制选中单元读出写入，并放大信息。 -+ 片选控制信号：产生片选控制。 -+ 读/写控制信号：输入读或写命令。 - -#### DRAM的刷新 - -+ 刷新周期：一般为$2ms$。 -+ 刷新单元数：以行为单元，每次刷新一行存储单元。 - + 如果译码器有$n$位，则可以寻址$2^n$个，也就需要$2^n$与存储单元连接的线路，很难实现。 - + 将地址拆分为行列地址（$DRAM$行、列地址等长）。 - + $SRAM$需要$2^n$条线路，而$DRAM$需要$2^{\frac{n}{2}+1}$根线。 -+ 刷新方式：硬件支持，读出一行的信息后重新写入整个行，占用一个读写周期。 -+ 刷新时刻：假设$DRAM$内部结构排列为$128\times128$的形式，读写周期为$0.5\mu s$，所以$2ms$一共$4000$个周期（注意针对刷新问题，读写时间不是重点，即无论是否读写或者读写多少行，都要在固定时间进行刷新所有行）： - + 分散刷新： - + 每读取完一行数据就刷新一次。 - + 如在每存取周期$1\mu s$中前$0.5$用于读写，后$0.5$用于刷新该行。 - + 没有死区，但是加长了系统存取周期，降低整机速度。 - + 集中刷新： - + 有一段时间专门刷新，但是这时候就无法访问存储器，称为访存死区。该段时间为死时间。 - + 因为有$128$行，刷新需要$128$个周期的时间。所以一共需要专门刷新$128\times0.5=64\mu s$，则前面正常读写时间为$2000-64=1936\mu s$，读写需要$3872$个周期。 - + 读写时间不受刷新工作的影响，但是存在死区。 - + 异步刷新： - + 隔一段时间刷新一次，一次要刷新所有的行，而如果将刷新设置在不需要访存的译码时间可以加大利用效率。 - + 将刷新周期除以行数，得到两次刷新操作之间的时间间隔$t$，利用逻辑电路每$t$时间产生一次刷新请求。 - + 因为每隔$2ms$要刷新$128$行即$128$次，所以平均每个时间周期为$2ms\div128=15.6\mu s$，$15.6\mu s$中要读写数据并刷新一次即一行，所以每$15.6\mu s$中有$0.5\mu s$的死时间，其中前$15.6-0.5=15.1\mu s$用来读写。 - -#### RAM的读写周期 - -+ 读周期： - + 从给出有效地址开始，到读出所选中单元的内容并在外部数据总线上稳定地出现所需的时间，称为读出时间（$t_A$）。从数据稳定到数据有效之间存在一个时间缝隙，因为数据线上的信号速度是不一样的，所以需要这个缓冲。 - + 地址片选信号$\overline{CS}$必须保持到数据开始稳定输出，$t_{CO}$为片选的保持时间，即发出片选信号的从地址有效到地址失效的时间，在读周期中$\overline{WE}$为高电平。 - + 读周期与读出时间是两个不同的概念，读周期时间（$t_{RC}$）表示存储芯片进行两次连续读操做时必须间隔的时间，因为里面存在要等待数据稳定才能开始读的等待时间等其他时间，所以必然大于等于读出时间。 - -![读周期][read] - -+ 写周期： - + 要实现写操作，要求片选信号$\overline{CS}$和写命令信号$\overline{WE}$必须都为低电平。 - + 为使数据总线上的信息能够可靠地写入存储器，要求$\overline{CS}$信号与$\overline{WE}$信号相“与”的宽度至少为$t_{WC}$。 - + 为了保证在地址变化期间不会发生错误写入而破坏存储器的内容，$\overline{WE}$信号在地址变化期间必须为高电平。 - + 为了保证有效数据的可靠写入，地址有效的时间至少应为$t_{WC}=t_{AW}+t_W+t_{WR}$。其中$t_{AW}$和$t_{WR}$为写入前和写入后必须的间隔时间，$t_W$为写入的时间。 - + 为了保证在$\overline{WE}$和$\overline{CS}$变为无效前能把数据可靠地写入，要求写入的数据必须在$t_{DW}$以前在数据总线上已经稳定。 - -![写周期][write] - -### ROM - -只读存储器$ROM$即使断电也能保存数据，主存不能直接与$CPU$相连，所以一定会出现$ROM$来完成这个工作。 - -$ROM$写入速度不如$RAM$，所以一般还是用来保存信息而不用于大量的写。 - -#### ROM的分类 - -+ 掩膜式只读存储器（$MROM$）：存储内容由半导体制造厂按用户提出的要求在芯片的生产过程中直接写入，无法修改。 -+ 一次可编程只读存储器（$PROM$）：存储内容由用户用专门的设备（编程器）一次性写入，之后无法修改。 -+ 可擦除可编程只读存储器（$EPROM$）：先全部擦除数据然后编程。修改次数有限，写入时间长： - + 紫外线擦除（$UVEPROM$）。 - + 电擦除（$EEPROM$）。 -+ 闪速存储器（$Flash\,Memory$）：如$U$盘，写入速度快。 -+ 固态硬盘（$Solid\,State\,Drives$）：控制单元+$FLASH$芯片。 - -## 主存与CPU连接 - -对$CPU$来讲，系统中所有物理存储器中的存储单元都处在一个统一的逻辑存储器中，这个逻辑存储器的容量大小受到CPU寻址能力的限制。如果一个$CPU$的地址总线宽度为$10$，则该$CPU$可以寻址的存储单元为$2^{10}=1024$个，这$1024$个可寻到的存储单元就构成了这个$CPU$的内存地址空间，也叫做逻辑存储器。 - -所以对于$CPU$而言，它有一个固定的内存地址大小，对应的地址就是个逻辑地址，所以$CPU$读入的数据有限，一次性处理的能力有限；而内存（如内存条）可以扩充，其实际地址就是物理地址，由操作系统给$CPU$的逻辑地址映射物理地址，还包括替换算法等一系列处理方案。 - -### 连接原理 - -$CPU$与内存通过总线连接。 - -+ $MDR$和$MAR$虽然为寄存器，但是现在一般集成在$CPU$上。 -+ 数据总线直接连接在$MDR$上，可以写入也可以读出，是一个双向的。 -+ 地址总线直接连接在$MAR$上，将$CPU$的地址要求交给主存，是一个单向的。其位数决定可寻址最大内存空间。 -+ 控制总线向主存发送控制类型，如读写要求，是一个单向的。 - -### 主存容量扩展 - -为了获取更多的容量，所以需要对主存容量进行扩展。 - -#### 位扩展法 - -+ $CPU$的数据线数与存储芯片位数不一定相等，用多个存储器件对数据位数进行扩展（一次性输入输出数据数量）。 -+ 地址总线和片选线都是并联的，数据总线连接在每一块芯片上。 -+ 因为需要拓展位，所以一次性需要处理所有芯片的数据，从而需要对芯片同时进行片选线同步信号，所以所有芯片的$\overline{CS}$都可以连接在一起。 -+ 每个芯片各输入输出一部分数据。 - -#### 字扩展法 - -+ 增加存储器中字的数量（数据的地址大小即能保存的数据的数量），而位数不变，字扩展将芯片的地址线、数据线、读写控制线相应并联，与位扩展法连接方式一样。 -+ 但是如果每个芯片同时输入输出输数据则$CPU$无法区分到底是哪个芯片存储的数据，所以不能再将片选线连在一起同时控制。 -+ 需要用片选信号区分个芯片地址范围，即将每个芯片的片选线依次连接在$CPU$的地址线接口上，因为不能同时工作，所以片选线信号$CS$或$\overline{CS}$不会同时为$1$或$0$，而片选线的信号连接在$CPU$的地址线接口上就相当于将片选线的信号也作为芯片存储地址。 -+ 如一个$CPU$一共有$16$个地址线接口$A_0$到$A_{15}$与$8$个数据接口$D_0$到$D_7$以及一个读写控制线$\overline{WE}$，现在有两个$8K\times8$位的存储芯片，首先按位扩展时将两个芯片的地址线$A_0$到$A_{12}$全部串联接到$CPU$的$A_0$到$A_{12}$接口上，芯片读写线$WE$串联接到$CPU$的$WE$接口上，数据线$D_0$到$D_7$借到$CPU$数据接口$D_0$到$D_7$上。如果这时$CPU$发出地址信号$0\,0000\,0000\,0000$，就无法识别这个地址是第一块还是第二位芯片的第一位。此时$CPU$的$A_{13}$到$A_{15}$三个接口还是空的，将芯片1的选片线$CS$接到$CPU$的$A_{13}$上，芯片2的选片线$CS$接到$CPU$的$A_{14}$上，此时$CPU$的地址信号会变成15位。因为$CS$指高电平$1$有效，$A_{13}$为$1$代表选择芯片1，$A_{14}$为$1$代表选择芯片$2$，所以$010\,0000\,0000\,0000$代表选择芯片$1$，$100\,0000\,0000\,0000$带包选择芯片$2$。若高位为$110$或$000$则冲突而浪费位数。 -+ 每个芯片各存储一部分数据。 - -#### 字位同时扩展法 - -即增加存储字的数量又增加存储字长。各芯片连接地址线的方式相同，但是连接数据线的方式不同，需要通过片选信号$\overline{CS}$或采用译码器设计连接到对应芯片。 - -### 存储芯片片选 - -+ 线选法： - + 当某地址线信息为“$0$”时，就选中与之对应的存储芯片，只能一位有效。 - + 优点：不需要地址译码器，线路简单。 - + 缺点：地址空间不连续，选片的地址线必须分时为低电平（否则不能工作)，不能充分利用系统的存储器空间，造成地址资源的费。 -+ 译码片选法： - + 由于译码器可以将$n$位映射到$2^n$位，所以通过地址译码芯片产生片选信号。如线选法如果三位编码只能选择三个芯片，而译码片选法三位编码可以选择八个芯片，即三位二进制编码。 - + 优点：地址空间可连续，可以增加逻辑设计。 - + 缺点：电路逻辑复杂。 - -## 双端口RAM和多模块存储器 - -由于$CPU$与主存相连，而$CPU$速度增长是指数级别的，而主存容量增长是线性的，所以双方速度不匹配，所以需要更快的访问速度。一方面可以更高性能存储器，一方面使用高速缓冲存储器。 - -存取周期由存取时间和恢复时间构成，所以缩短存取周期的方法一种是空间上并行（双端口存储器技术），一种是时间上并行（多模块存储器技术）。 - -### 双端口RAM - -左右有两个独立的端口，所以有两对独立的数据线、地址线、控制线可以同时对主存进行操作，如果不是一个位置不会发生异常。 - -两个端口对同一主存操作有以下$4$种情况： - -1. 两个端口不同时对同一地址单元存取数据。 -2. 两个端口同时对同一地址单元读出数据。 -3. 两个端口同时对同一地址单元写入数据。会产生写入错误 -4. 两个端口同时对同一地址单元，一个写入数据，另一个读出数据。会产生读出错误。 - -所以只用设置一个“忙”的标志位，若$CPU$发现该端口为忙，则等待一段时间再进行访问。 - -### 多模块存储器 - -#### 单体多字存储器 - -由于$CPU$的速度远快于主存，所以同时从主存中拿出多个指令就能让$CPU$等待$I/O$时间变短，从而提高效率，单体多字存储器以此而实现。 - -普通存储器是每行为一个存储单元，而对于单体多字存储器来说，每个存储单元存储$m$个字，若总线宽度也为$m$个字，则一次并行就能读出$m$个字。但是只有数据和指令是连续存放在内存的才能这样操作，转移指令无效。 - -#### 多体并行存储器 - -每个模块都有相同的容量和存取速度，以及独立的读写控制电路、地址寄存器和数据寄存器。地址分为体号和体内地址两个部分。 - -+ 高位交叉编址的多体存储器： - + 高位是体号，低位是体内地址。 - + 按列，模块里先编址，一个个模块进行分配。只是相当于扩容而已，对于速度没有改变。 - + 若连续取$n$个存储字，每次访问需要$T$的时间，则耗时$nT$。 -+ 低位交叉编址的多体存储器： - + 低位是体号，高位是体内地址。 - + 按行，每一个单元先编址，一行行进行分配。 - + 由于每个存储体都是独立的，所以可以间隔一小段时间就能进行另一个的存储单元的访存而不用等待上一个单元的阶数。这就要求其模块数必须到达一个值，从而保证能流水线运行而不会卡住。 - + 设模块字长等于数据总线宽度，模块存取一个字的存取周期为$T$，总线传送周期为$r$，所以存储器交叉模块数应该大于等于$m=T/r$。这个值被称为交叉存取度。 - + 从而启动该模块后能保证经过$m\times r$的时间后再次使用该模块时上次存取操作已经完成。 - + 若连续取$n$个存储字，每次访问需要$T$的时间，启动间隔为$\tau$，则耗时$T+(n-1)\tau$。 - -如高位交叉编址，体号+体内地址： - -M0|M1|M2|M3 -:-:|:-:|:-:|:-: -0000|0100|1000|1100 -0001|0101|1001|1101 -0010|0110|1010|1110 -0011|0111|1011|1111 - -这时按顺序访问就是竖着的。 - -低位交叉编址，体内地址+体号： - -M0|M1|M2|M3 -:-:|:-:|:-:|:-: -0000|0001|0010|0011 -0100|0101|0110|0111 -1000|1001|1010|1011 -1100|1101|1110|1111 - -此时顺序访问就是横着的，多个存储体可以共同输入输出数据，可以流水线操作。 - -对于交叉存储器的存取速度： - -+ 模块数为$m$，存储周期为$T$，字长为$W$，数据总线宽度为$W$，总线传输周期为$r$，连续存取$n$个字，求交叉存储器的带宽。（有$m$个存储体，存储周期为$T$，字长为$W$，每隔$r$时间启动下一个存储体，连续存取$n$个字，求交叉存储器的存取速率。） -+ 连续存取$n$个字耗时为$T+(n-1)r$，但是需要$m\geqslant\dfrac{T}{r}$。因为如果模块数过少，则轮流到某一个存储体时这个存储体上一次的处理还没有完成就无法继续工作了。 -+ 所以带宽是$\dfrac{n\times W}{T+(n-1)r}$。 -+ 当$n$无限大时，带宽趋近于$\dfrac{W}{r}$，而单个存储体的带宽为$\dfrac{W}{T}$。 - -多端口存储器是对同一个存储体使用多套读写电路实现的，扩大存储容量的难度显然比多体结构的存储器要大，而且不能对多端口存储器的同一个存储单元同时执行多个写入操作，而多体结构的存储器则允许在同一个存储周期对几个存储体执行写入操作。 - -## 高速缓冲存储器 - -在操作系统中也谈论过$Cache$。 - -并注意访存指的是访问主存而不包括$Cache$。 - -### 高速缓冲存储器基本概念 - -#### 局部性原理 - -+ 时间局部性：程序所访问的数据在相邻时间也可能访问到。 -+ 空间局部性：程序所访问的数据的周围数据也可能访问到。 - -#### 高速缓冲存储器地址 - -+ 主存储器的地址包括主存块号和块内地址，而$Cache$的地址包含缓冲块号和块内地址，两个块内地址都是一样长的且完全相同的。 -+ $Cache$块又称为$Cache$行。长度为块长或$Cache$行长。 -+ $Cache$还有一个标记，用来说明$Cache$块与主存块的关系，等于此块在主存中的块号。 - -#### 工作流程 - -1. $CPU$发出访问地址，从地址总线传输到$Cache$。 -2. 通过$Cache$主存地址映射变换结构，将主存地址转换为$Cache$地址，在$Cache$中寻址对应数据。 -3. 如果命中就访问$Cache$并取出指令通过数据总线返回$CPU$。 -4. 如果不命中，就直接访问主存，取出信息通过数据总线返回$CPU$，并把这个信息存储在$Cache$中。 -5. 需要检测$Cache$是否已满，如果不满就直接将新的主存块调入$Cache$进行存储。 -6. 若已经满了则通过$Cache$替换结构，执行替换算法腾出空位再调入。 - -其中$CPU$和$Cache$之间数据交换以字为单位，而$Cache$和内存之间数据交换以块为单位。 - -#### 命中与未命中 - -+ 命中：主存块调入缓存，主存块与缓存块建立了对应关系，用标记记录与某缓存块建立了对应关系的主存块号。 -+ 未命中：主存块未调入缓存，主存块与缓存块未建立对应关系。 -+ 命中率：$CPU$欲访问的信息在$Cache$中的比率，设一个程序执行期间，$Cache$的总命中次数为$N_c$，访问主存的总次数为$N_m$，则命中率$H=\dfrac{N_c}{N_c+N_m}$。 -+ 命中率与$Cache$的容量与块长有关。一般每块可取$4$到$8$个字，块长取一个存取周期内从主存调出的信息长度。 -+ 访问效率=$Cache$访存时间÷平均访存时间。 -+ 相联存储器：并行比较标记，若有标记与当前将要访问的地址的标记相同，且有效位为1（表示当前存储单元存储数据），则命中；若标记不同，则直接替换。 - -#### 高速缓冲存储器的效率 - -+ 效率$e$与命中率有关，$e=$访问$Cache$的时间/平均访问时间$\times100\%$。 -+ 假如$Cache$和主存是同时被访问的，设$Cache$命中率为$h$，访问$Cache$的时间为$t_c$，访问主存的时间为$t_m$，则$e=\dfrac{t_c}{h\times t_c+(1-h)\times t_m}\times100\%$。当$h=0$时最小为$\dfrac{t_c}{t_m}$，当$h=1$时最大为$1$。 - -### 地址映射 - -即将主存块调入$Cache$时应该将其放在哪里。 - -地址以字节为单位。 - -默认都需要一位有效位。 - -注意：$Cache$字块标记是指$Cache$有多少行，而不是有多少容量，往往以字为单位。 - -#### 直接映射 - -存储方式： - -+ 对号入座，每一个主存块只能存放在唯一一个地方。 -+ 将主存储体按$Cache$存储体的长度划分为多个区，主存的每个区只能放在$Cache$的指定区域中。类似于模运算，将主存长度对$Cache$长度取模，地址相同余数的内存块放在同一个$Cache$块中。 - -地址组成： - -+ 地址=主存字块标记+$Cache$字块标记+字块内地址。 -+ $Cache$地址=$Cache$字块标记+字块内地址。 -+ 主存字块标记为主存容量除以$Cache$容量，表示要用多少位来区分主存地址。 -+ $Cache$字块标记，即$Cache$行号的位数为$Cache$的块数的二对数。 -+ 字块内地址就是块内地址，位数为每块容量的二对数。 - -附加位： - -+ 这种映射方式需要一位有效位标识是否有数据存储。 -+ 若发生冲突，不需要替换算法直接替换出去。所以不需要替换位。 -+ 但是与全相连映射不同的是，因为直接映射是根据模运算来存储的，所以行与行之间是顺序的关系，所以主存块号不需要全部存入标记项，把能区分相同模结果的地址前一部分位的数据存入即可。 - -特点： - -+ 优点：节省掉$Cache$字块标记，有效位存储的地址减少，实现难度降低。 -+ 缺点：空间利用率降低。 - -如$Cache$一共八行，则主存按八为一个周期存储，则如$Cache$的$0$号地址中一定存入主存块地址模八后余$0$的主存块，即地址都为为$xx\cdots000$，同理$1$号地址存的都是$xx\cdots001$，所以可以保存主存地址减三的前面位数就足够了。这里的$000$和$001$等类似于$Cache$的组号。若$Cache$的行数为$2^n$，主存块号地址为$c$位，则标记项只用保存$c-n$位就可以了。 - -#### 全相联映射 - -存储方式： - -+ 空位随意放。 -+ 但是这时候还是不知$Cache$里的每一个存储单元存的是主存的哪一块数据，所以还需要将主存的主存块号保存到标记项中。 -+ 因为是乱序存放，所以一定要把整个主存块号都放入标记项中。 - -地址组成： - -+ 地址=主存字块标记+字块内地址。 - -附加位： - -+ 因为无法查看$Cache$里面每个存储块是否有数据，所以还需要一个有效位来表示里面是否有数据，将有效位放入标记项中。 - -特点： - -+ 优点：冲突概率低；空间利用率高，命中率高。 -+ 缺点：标记比较速度慢，实现成本高（相联存储器）。 - -#### 组相联映射 - -存储方式： - -+ 按号分组，组内随意放，结合了上面二者的优点。 -+ 标记项也需要存入能区分数据块的部分地址。 -+ 将$Cache$的块分为几个组，主存不再按照$Cache$的行数进行模运算分组存入，而用$Cache$组的个数进行模运算，虽然这样能节省的位数变少，但是这样主存的某一块就可以在每一组内随机选一个存储，而不用只能存储在一个块内浪费其他块的空间。 -+ 每组有$r$个行，则称为$r$路组相联。 - -地址组成： - -+ 地址=主存字块标记+$Cache$组号+字块内地址（$Cache$每行长度）。 -+ 一般物理地址的中间部分直接映射为组号。 -+ 当$Cache$组地址位数长度变为表示$Cache$行数的二进制位，那么组号和行号一样就变成了直接映射，若组地址位数为$1$全部为一个组，则$Cache$不分组都随机存储即变成了全相连映射。 - -附加位： - -+ 需要有效位。 - -![地址映射][addressreflect] - -#### 标记整列 - -称为地址映射表，即标记项总体长度，即总$Cache$行数$\times$标记项的长度。 - -标记项的长度=标记位长度+其他位长度（如有效位、替换控制位、一致控制位即脏位）。 - -+ 有效位默认是一位。 -+ 替换控制位主要用于组相联映射方式，其他两种方式基本上没有这个。多少路组相联的二对数对应多少位替换控制位。如两路组相联对应标记项的一位替换控制位，物理地址的$Cache$组标记为三位对应八组，则一共有十六行$Cache$行。 -+ 脏位默认是一位。如果是写回法和写分配法则需要，全写法和非写分配法则不需要。 - -标记位长度=主存地址长度（即主存总容量位数而不是$Cache$容量长度）-其他地址长度（块内地址，即$Cache$行的数量的对数；组地址，即多少个组的对数）。 - -标记的主要计算在于主存块标记长度，即标记位长度，为什么是这个长度？为什么要如此计算？ - -我们要将主存的内容放到高速缓冲存储器中，所以我们要根据主存的地址找到$Cache$的地址，并能通过$Cache$的地址找到主存的地址。由于$Cache$的数量远小于主存的数量，所以我们使用不同的方式将主存映射到$Cache$中。我们通过替换映射算法能得到一部分主存和$Cache$的映射规则，但是这种规则只能得到不完整的地址信息，那么其他相关地址信息就是通过标记项来给出，通过标记项和$Cache$位置信息就能完整映射$Cache$到每一个主存地址。 - -因为是主存地址映射，所以我们自然要映射到每一个主存地址，所以主存地址长度是我们的目标，通过地址信息加和得到所有主存地址。由于主存与$Cache$之间的数据交换单位为块，所以只要给定一个$Cache$块在主存中的首地址，那么一个块内的其他数据的地址也是可以推算的，所以这部分的信息可以在地址总线传输过来的块内偏移量中得到，标记位中就可以不要这个信息，所以主存地址长度减去块内地址长度。通过映射方式不同，我们可以得到每一块或每一组$Cache$与主存之间的映射关系，确定映射关系后，地址总线传输块号或者组号，所以这部分内容也是可以减去的，即主存地址长度再减去块号长度或块组号长度。最后的位数就是标记长度，通过标记位能与块号/组号+偏移地址得到主存地址。 - -如某计算机的主存地址大小为$256MB$，按字节编址，有$8$个$Cache$行，行长$64B$，使用直接映射方式，求标记项长度。首先主存地址大小为$256MB=2^{28}B$，则主存地址总长度为$28$位；然后行长$64B=2^6B$，则块内偏移地址长度为$6$位，所以$28-6=22$，使用直接映射方式，一共$8$行，所以行号位长度为$3$位，所以$22-3=19$，标记位一共$19$位。 - -### 替换算法 - -即$Cache$中存储满了如何处理。对于直接映射法来说，固定替换出前一个数据存入此时的数据，所以替换算法只针对全相联映射和组相联映射。 - -#### 随机算法 - -即$RAND$算法：随机地确定替换的$Cache$块。它的实现比较简单，但没有依据程序访问的局部性原理，故可能命中率较低。但是这种方式基本上不会使用。 - -#### 先进先出算法 - -即$FIFO$算法：选择最早调入的行进行替换。它比较容易实现，可以使用堆栈，但也没有依据程序访问的局部性原理，可能会把一些需要经常使用的程序块（如循环程序）也作为最早进入$Cache$的块替换掉。 - -#### 近期最少使用算法 - -即$LRU$算法：依据程序访问的局部性原理选择近期内长久未访问过的存储行作为替换的行，平均命中率要比$FIFO$要高，是堆栈类算法。是一种局部性策略。 - -$LRU$算法对每行设置一个计数器，$Cache$每命中一次，命中行计数器清$0$，而其他各行计数器均加$1$，需要替换时比较各特定行的计数值，将计数值最大的行换出。 - -#### 最不经常使用算法 - -即$LFU$算法：将一段时间内被访问次数最少的存储行换出。每行也设置一个计数器，新行建立后从$0$开始计数，每访问一次，被访问的行计数器加$1$，需要替换时比较各特定行的计数值，将计数值最小的行换出。是一种全局性策略。 - -但是这种策略是无法实现的，因为计算机不可能全局考虑后面会出现什么，而只会考虑局部。 - -### 写策略 - -即$Cache$中内容修改后如何让主存于$Cache$修改的保持一致。分为当前命中和当前不命中的情况： - -+ 命中：全写法、写回法。 -+ 不命中：写分配法、非写分配法。 - -标记项结构：有效位+脏位+替换控制位+标记位。 - -#### 全写法 - -也称为写直通法或$write-through$：当$CPU$对$Cache$写命中时，必须把数据同时写入$Cache$和主存。 - -由于写$Cache$要远快于写主存，所以一般使用写缓冲（$write buffer$）暂存写入的数据，但是如果写的速度过快可能会出现溢出。 - -#### 写回法 - -也称为$write-back$：当$CPU$对$Cache$写命中时，只修改$Cache$的内容，而不立即写入主存，只有当此块被换出时才写回主存（全部改完了再写回主存）。 - -需要在信息位中使用一个类似于有效位的$1/0$表示位，名为脏位，$0$代表未修改，$1$代表修改。 - -#### 写分配法 - -也称为$write-allocate$：把主存中的块调入$Cache$，在$Cache$中修改。一般搭配写回法使用，即写完$Cache$之后再把$Cache$的值覆盖在主存的数据上，所以也需要设置一个脏位。 - -#### 非写分配法 - -也称为$not-write-allocate$：只写入主存，不调入$Cache$。一般搭配全写法使用。 - -#### 多级Cache - -使用两级$Cache$，在与$CPU$直接连接的第一层$Cache$使用全写法，在与主存直接连接的第二层$Cache$使用写回法。 - -## 虚拟存储器 - -$Cache$为了解决主存和$CPU$之间的问题，而虚拟存储器为了解决主存和辅存之间的问题。虚拟存储器包括主存和辅存，将主存和辅存联合在一起统一编址。 - -+ 是一个逻辑模型。 -+ 用户给出一个地址，叫做虚地址或逻辑地址，虚拟存储器要给出该地址对应的数据。 -+ 有辅助硬件将虚地址映射到主存中某个单元，主存单元地址称为实地址或物理地址。虚地址远大于实地址。 -+ 基于局部性原理：在程序执行过程中，程序对主存的访问是不均匀的。 -+ 由操作系统和一部分硬件完成地址映射。 - -具体内存参考操作系统，主要考页式存储，段式非常少。 - -对于虚拟存储器的三个地址空间： - -+ 实地址=主存页号+页内字地址。 -+ 虚地址=虚存页号+页内字地址。 -+ 辅存地址=磁盘号+盘面号+磁道号+扇区号。 - -注意：这里地址空间基本上都是用字地址的，即以机器字长为单位进行编址，这是因为虚拟存储器面向程序员，所以以逻辑的每一个字为单位；而上一讲的高速缓冲存储器面向的机器本身，所以经常以字节为单位进行编址。 - -注意：虚拟系统中，找到的地址后，进行地址映射是靠操作系统完成，在操作系统的书中会更详细讲到。 - -### 页式虚拟寄存器 - -+ 虚拟空间与主存空间都被划分成同样大小的页，主存的页称为实页，虚存的页称为虚页。 -+ 虚页地址分为虚页号和页内地址，实页地址分为实页号和页内地址，在虚页转换为实页时，页内地址是相同的，唯一要考虑的是虚页号如何转换为实页号。 -+ 做法就是将这种映射关系存在一张表中，这张表就是页表。页表存储的是实页号和装入位，用来标识虚拟地址是否装入主存地址。页表长期存储在主存中。 -+ 首先页内基表寄存器保存着页表起始地址，和虚页号进行计算就得到了页表项的地址，就可以找到页表项，把页表项中的实页地址取出并进行拼接就得到了页内地址。 -+ 若在$Cache$中存有则访问$Cache$，若没有再访问主存。 -+ 页表包括有效位（装入位）、脏位、引用位、物理页或磁盘地址。 -+ 优点：长度固定，页表简单，调入方便。 -+ 缺点：程序不可能总是页面的整数倍，所以最后一页的部分空间会浪费；页不是逻辑独立的实体，所以保护、处理、共享不便。 - -对于页表的大小选择需要适度。页面若很小，虚拟存储器中包含的页面数就会过多，使得页表的体积过大，导致页表本身占据的存储空间过大，同一个程序需要调用更多页表，使操作速度变慢；当页面很大时，虚拟存储器中的页面数会变少，由于主存的容量比虚拟存储器的容量小，主存中的页面数会更少，每次页面装入的时间会变长，每当需要装入新的页面时，速度会变慢。 - -### 段式虚拟寄存器 - -+ 段式虚拟存储器中的段是按程序的逻辑结构划分的，各个段的长度因程序而异。 -+ 虚拟地址分为两部分：段号和段内地址。 -+ 段表：每一行记录了与某个段对应的段号、装入位、段起点和段长等信息。 -+ 由于段的长度可变，所以段表中要给出各段的起始地址与段的长度。 -+ 段表的段首址加上虚拟地址的段内地址就得到了物理地址。 -+ 优点：按逻辑划分，所以利于编译、管理、修改、保护、共享。 -+ 缺点：段长度可变，所以分配空间不便，容易造成碎片问题。 - -### 段页式寄存器 - -+ 把程序按逻辑结构分段，每段再划分为固定大小的页，主存空间也划分为大小相等的页。 -+ 程序对主存的调入、调出仍以**页**为基本传送单位。每个程序对应一个段表，每段对应一个页表。 -+ 所以段长必须是页长的整数倍，段首址必须是某页的页首址。 -+ 虚拟地址：段号+段内页号+页内地址。 -+ $CPU$根据虚地址访存时，首先根据段号得到段表地址；然后从段表中取出该段的页表起始地址，与虚地址段内页号合成，得到页表地址；最后从页表中取出实页地址，与页内地址拼接形成主存实地址。 - -### 快表 - -+ 页表、段表存放在主存中，收到虚拟地址后要先访问主存，查询页表、段表，进行虚实地址转换。放在主存中的页表称为慢表（$Page$）。 -+ 提高变换速度→用高速缓冲存储器$Cache$存放常用的页表项→快表（$TLB$）。 -+ $TLB$是$Page$的副本（快表是慢表的副本），而$Cache$为主存的副本。 -+ 慢表在主存中。快表是一个特殊的单独的$Cache$。 -+ 使用相联存储器，所以查找速度更快。也可以使用$SRAM$。（$DRAM$必须不断刷新不适合$TLB$和$Cache$） -+ 快表地址计算与之前的地址计算类似，使用全相联或组相联的模式，若使用组相联也需要留出组号。 - -### 虚拟存储器与Cache - -1. $Cache$主要解决系统速度，而虚拟存储器却是为了解决主存容量。 -2. $Cache$全由硬件实现，是硬件存储器，对所有程序员透明；而虚拟存储器由$OS$和硬件共同实现，是逻辑上的存储器，对系统程序员不透明，但对应用程序员透明。 -3. 对于不命中性能影响，因为$CPU$的速度约为$Cache$的$10$倍，主存的速度为硬盘的$100$倍以上，因此虚拟存储器系统不命中时对系统性能影响更大。 -4. $CPU$与$Cache$和主存都建立了直接访问的通路，而辅存与$CPU$没有直接通路。也就是说在$Cache$不命中时主存能和$CPU$直接通信，同时将数据调入$Cache$；而虚拟存储器系统不命中时，只能先由硬盘调入主存，而不能直接和$CPU$通信。 - -所以高速缓冲存储器连接主存实地址与$Cache$地址，虚拟存储连接主存实地址和虚拟存储逻辑地址，快表连接虚拟存储逻辑地址与快表地址。 - 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 - -# 指令系统 - -指令和数据是应用上的概念，同一个数据可以被解释为数据也可以被解释为指令。同一串二进制代码，可以是指令，也可以是数据，这决定于我们的程序设计。如$1000100111011000$被应用为数据时，它等于$89D8H$，$H$表示是十六进制。当被应用为指令时，它指的是$MOV\,AX,\,BX$。数据和指令的区分方式在第一章已经说明。 - -## 指令格式 - -指如何使用二进制代码表示指令。 - -操作码+寻址特征码（有多少种寻址方式）+地址码。 - -### 指令定义 - -+ 指令（又称机器指令）：是指示计算机执行某种操作的命令，是计算机运行的最小功能单位。 -+ 指令系统是计算机软硬件的界面。指令系统指的是计算机执行的机器指令的集合；这里要注意的是微指令是微程序级命令，属于硬件范畴；伪指令是由若干的机器指令组成的指令序列，属于软件范畴；然而机器指令介于两者之间，处于软硬件的交界面；而机器指令集又称为指令系统；所以回答是指令系统。 -+ 一台计算机的所有指令的集合构成该机的指令系统，也称为指令集。一台计算机只能执行自己指令系统中的指令，不能执行其他系统的指令。 -+ 一条指令通常要包括操作码字段（$OP$）和地址码字段（$A$）两部分。 -+ 操作码指出该指令要执行什么操作，地址码指出指令要操作的数据的地址。 -+ 指令地址由$PC$给出。 -+ 定长指令字结构：所有指令长度相等。执行速度块，控制简单。 -+ 变长指令字结构：指令长度随指令功能而异。 - -### 指令字长 - -+ 固定：指令字长=存储字长。 -+ 可变：按字节的倍数变化。 -+ 指令字长取决于： - 1. 操作码长度。 - 2. 操作数地址长度。 - 3. 操作数地址个数。 - -### 地址码 - -+ 一条指令的执行分为三步，如果是两个操作数则四次访存： - 1. 取指令。 - 2. 取两个操作数。 - 3. 放回结果。 -+ 访存是指访问内存，$ACC$在运算器中，访问$ACC$不是访问内存。如果数据在$Cache$中则不用访存。 - -指令类型： - -+ 四地址指令：操作码+操作数$A_1$地址+操作数$A_2$地址+结果地址$A_3$+下指令地址$A_4$。 - + $(A_1)OP(A_2)\rightarrow A_3$。 -+ 三地址指令：操作码+操作数$A_1$地址+操作数$A_2$地址+结果地址$A_3$。 - + 下一条指令的寻址靠程序计数器$PC$完成。 - + 一共访存四次。 - + $(A_1)OP(A_2)\rightarrow A_3$。 -+ 二地址指令：操作码+操作数$A_1$地址+操作数$A_2$地址。 - + 将结果存到操作数$A_1$地址或操作数$A_2$地址中。取指令，取数$A_1$和$A_2$，存放到$A_1$或$A_2$。一共访存四次。$(A_1)OP(A_2)\rightarrow A_1$。 - + 若使用累加器$ACC$暂存结果则只用访存三次，取指令，取数$A_1$和$A_2$，暂存到$ACC$。$(A_1)OP(A_2)\rightarrow ACC$。 -+ 一地址指令（单地址指令）：操作码+操作数地址： - + 只需要一个操作数的指令操作，如加一、减一、取反、求补等。取出指令、取出数、操作、放回，只需要三次访存。$OP(A)\rightarrow A$。 - + 隐含约定的目的地址的双操作数指令，如目的地址为累加器$ACC$的地址。取指令和取数，只需要两次访存。$(ACC)OP(A)\rightarrow ACC$。 -+ 零地址指令：只有操作码： - + 不需要操作数。如空操作、停机、关中断等。 - + 堆栈计算机，两个操作数隐含存放在栈顶和次栈顶，计算结果压回栈顶。 -+ 用硬件资源减少地址码字段的优势： - + 扩大指令寻址范围。 - + 缩短指令字长。 - + 减少访存次数。 - -### 操作码 - -#### 定长操作码 - -+ 指令字的最高位部分分配固定的若干位表示操作码。 -+ 若有$n$位操作码，则有$2^n$条指令。 -+ 优点：能简化计算机硬件设计，提高指令译码和识别速度。 -+ 缺点：指令数量增加时会占用更多固定位，留给表示操作数地址的位数有限。 -+ 一般这种操作码用于指令字长较长的情况。 - -#### 拓展操作码 - -+ 拓展操作码是变成操作码实现的一种，让操作码长度随地址码减少而增加。 -+ 操作码的位数至少为当种指令总条数的二对数。如指令总长度为$32$位，二地址指令有$27$条，则二地址指令的操作码至少有$27=2^4+11=5$位，否则不能操作这么多地址。 -+ 优点：在指令字长有限的前提下能保持比较丰富的指令种类。 -+ 缺点：增加了指令译码和分析的难度，使控制器的设计复杂化。 - -操作码数|OP|A1|A2|A3 -:------:|:-:|:-:|:-:|:-: -4|0000|A1|A2|A3 -15条|...|...|...|... -4|1110|A1|A2|A3 -8|1111|0000|A2|A3 -15条|...|...|...|... -8|1111|1110|A2|A3 -12|1111|1111|0000|A3 -15条|...|...|...|... -12|1111|1111|1110|A3 -16|1111|1111|1111|0000 -16条|...|...|...|... -16|1111|1111|1111|1111 - -+ 假设指令字长为$16$位，前$4$位为基本操作码字段$OP$，另有$3$个$4$位长的地址字段$A_1$、$A_2$和$A_3$。$4$位基本操作码若全部用于三地址指令，则有$16$条。 -+ 但至少须将当前位的$1111$留作扩展操作码之用，即三地址指今为$15$条。所以目前就留下来了前$4$位操作数为$1111$的指令，这是只有四位操作码。 -+ 然后将留下来的指令的操作码位拓展为八位，将$A_1$的位也用作操作码，即将$1111\,0000\,A_2\,A_3$到$1111\,1110\,A_2\,A_3$作为二地址指令，二地址指也为$15$条。同样将$1111\,1111$的指令作为下一个拓展操作码备用。 -+ 同样将留下来的指令的操作码拓展为十二位，将$A_1A_2$的位用作操作码，即将$1111\,1111\,0000\,A_3$到$1111\,1111\,1110\,A_3$作为一地址指令，一地址指令也为$15$条。同样将$1111\,1111\,1111$的指令作为下一个拓展操作码备用。 -+ 最后将操作码拓展为十六位，将$A_1A_2A_3$全部作为操作码，即将$1111\,1111\,1111\,0000$到$1111\,1111\,1111\,1111$作为零地址指令，零地址指令为$16$条。 -+ 在设计扩展操作码指令格式时，必须注意以下两点: - 1. 不允许短码是长码的前缀，即短操作码不能与长操个码的前面部分的代码相同，不然无法区分长码和短码。 - 2. 各指令的操作码一定不能重复。 -+ 通常情况下，对使用频率较高的指令，分配较短的操作码，对使用频率较低的指令，分配较长的操作码，从而尽可能减少指令译码和分析的时间。 - -假设地址长度为$n$，上一层留出$m$种状态，则下一层可以拓展出$m\times2^n$种状态。所以也可以形成任意种不同拓展方法。 - -### 操作类型 - -1. 数据传输： - 1. $MOV$：寄存器之间的传送。 - 2. $LOAD$：把存储器的数据放到$CPU$寄存器中。 - 3. $STORE$：把$CPU$寄存器的数据放到存储器中。 -2. 算术逻辑： - 1. 算术：加$ADD$、减$SUB$、比较$CMP$、乘$MUL$、除$DIV$、自加一$INC$、自减一$DEC$、求补、浮点运算、十进制运算。 - 2. 逻辑：与$AND$、或$OR$、非$NOT$、异或$XOR$、位操作、位测试、位清除、位求反。 -3. 移位操作： - 1. 算术移位。 - 2. 逻辑移位。 - 3. 循环移位（带进位和不带进位）。 -4. 转移操作：调用指令必须保存下一条指令的地址，当子程序结束时要返回主程序继续执行，而转移指令不用返回执行。 - 1. 无条件转移：$JMP$。将地址码送入$PC$。 - 2. 条件转移：$BRANCH$，如$JZ$：结果为$0$；$JO$：结果溢出；$JC$：结果进位。 - 3. 调用$CALL$和返回$RET$。 - 4. 陷阱$TRAP$和陷阱指令。（意外事故的中断） -5. 输入输出操作。 - -## 指令寻址方式 - -指令地址码不代表真实地址，这只是个形式地址$A$，只有结合寻址方式寻址才能得到真实地址$EA$。如$EA=(A)$指有效地址是形式地址$A$中保存的数值。 - -目的是：缩短指令字长、扩大寻址空间、提高编程灵活性。 - -寻址方式包括指令寻址和数据寻址。 - -### 操作数类型与存放方式 - -#### 操作数类型 - -+ 地址：无符号整数。 -+ 数字：定点数、浮点数、十进制数。 -+ 字符：$ASCII$。 -+ 逻辑数：逻辑运算。 - -#### 存放方式 - -+ 若一个操作数有多个内存地址对应，则存放地址为： - + 大端方式：指令中给出的地址是操作数最高有效字节（$MSB$）所在的地址。字地址为高字节地址。如$012345$。 - + 小端方式：指令中给出的地址是操作数最低有效字节（$LSB$）所在的地址。字地址为低字节地址。如$452301$。 -+ 按字节地址寻址：给出个字节地址，可以取出长度为一个字节的数据。 -+ 按字地址寻址：给出个字地址，可以取出长度为一个字的数据。 -+ 按字节编址：每个字节存储单元都有一个地址编号。每个字中最小的字节地址就是字地址。 -+ 按字编址：每个字存储单元都有一个地址编号。但是按字编址就无法直接取出字节地址。所以一般只按字节编址。 -+ 三个字长： - 1. 机器字长：$CPU$一次能处理的二进制数据的位数。一般等于内部寄存器的位数。 - 2. 指令字长：一个指令字中包含二进制代码的位数。若是单字长指令则指令字长等于机器字长，若是半字长指令等则不相等。 - 3. 存储字长：一个存储单元存储二进制代码的长度。 -+ 从任意位置开始存储： - + 优点：不浪费存储资源。 - + 缺点：除了访问一个字节之外，访阿其它任何类型的数据，都可能花费两个存储周期的时间。读写控制比较复杂。 -+ 从一个存储字的起始位置开始访问，其余位置置空或填充： - + 优点：无论访问何种类型的数据，在一个周期内均可完成，读写控制简单。 - + 缺点：浪费了宝贵的存储资源。 -+ 边界对准方式，从地址的整数倍位置开始访问： - + 由于不同的机器数据字长不同，每台机器处理的数据字长也不统一，为了便于硬件实现，通常要求多字节的数据在存储器的存放方式能满足“边界对准”的要求。 - + 数据存放的起始地址是数据长度（按照编址单位进行计算）的整数倍。 - + 本方案是前两个方案的折衷，在一个周期内可以完成存储访问，空间浪费也不太严重。 - -### 指令寻址 - -用于确定要执行的下一条指令的地址。始终由程序计数器$PC$给出。 - -+ 顺序寻址：由$PC$自动加上某个数寻址下一个要操作的指令，注意：不是单纯加一。如果是按字编址就是直接加一，如果是按字节编址则是加一个指令字长。 -+ 跳跃寻址：由转移指令指出。如执行到操作码为$JMP$，则跳跃到保存的地址码所指向的指令地址进行执行。跳跃地址分为绝对地址（标记符直接得到）和相对地址（相对当前地址的偏移量）。跳跃的结构是当前指令修改$PC$值，所以下一条指令仍通过$PC$给出。可实现程序的条件或无条件转移。注意：程序跳跃后，按新的指令地址开始顺序执行。因此，程序计数器的内容也必须相应改变，以便及时跟踪新的指令地址。 - -### 数据寻址 - -+ 用于确定本条指令的数据地址。 -+ 具体的数据寻址分为： - + 主存寻址：数据都存储在主存中 - + 隐含寻址。 - + 立即寻址。 - + 直接寻址。 - + 间接寻址。 - + 寄存器寻址：数据都存储在寄存器中 - + 寄存器寻址。 - + 寄存器间接寻址。 - + 偏移寻址：都需要加一个偏移量 - + 相对寻址。 - + 基址寻址。 - + 变址寻址。 - + 堆栈寻址。 - -+ 此时指令就需要由：操作码$OP$+寻址特征（寻址方式）+形式地址$A$组成。形式地址不再是实际的地址，而是指令字中的地址。 -+ 有效地址$EA$就是通过寻址特征和形式地址进行运算得到的。 -+ 无论是有多少个地址，都必须给出成对的寻址特征和形式地址。 -+ 主存地址不能为负。 - -由于访存慢于访问寄存器，所以寄存器访问快于直接访问。 - -如果采用变长指令码格式，由于要表示一定范围的立即数，立即数的指令通常需要较多的二进制位，取指时，可能需要不止一次的读内存来完成取指，因此采用变长指令码格式的时候，寄存器寻址方式的执行速度更快。但是如果采用定长指令码格式，那就是立即寻址更快了。 - -#### 隐含寻址 - -+ 不是明显地给出操作数的地址，而是在指令中隐含着操作数的地址。 -+ 如单地址指令，隐含约定另一个操作数的目的地址为累加器$ACC$的地址。 -+ 优点：有利于缩短指令字长。 -+ 缺点：需增加存储操作数或隐含地址的硬件。 - -#### 立即寻址 - -+ 形式地址指出的不是数据地址，而是数据本身，称为立即数，采用补码形式存储。 -+ 地址形式为：操作码$OP+\#+$立即数。$\#$即表示立即寻址特征。 -+ 立即寻址的指令执行： - 1. 取指令，访存$1$次。 - 2. 执行指令，直接取指令操作数，访存$0$次。 - 3. 暂不考虑如何存结果。 - 4. 共访存$1$次。 -+ 优点：指令执行阶段不访问主存，指令执行时间最短。 -+ 缺点： - + 形式地址$A$的位数限制了立即数的范围。 - + 如$A$的位数为$n$，且立即数采用补码时，可表示的数据范围为$[-2^{n-1},2^{n-1}-1]$。 - -#### 直接寻址 - -+ 指令字中的形式地址$A$就是操作数的真实地址$EA$，即$EA=A$。 -+ 直接寻址的指令执行： - 1. 取指令，访存$1$次。 - 2. 执行指令，取操作数，访存$1$次。 - 3. 暂不考虑如何存结果。 - 4. 共访存$2$次。 -+ 优点：简单，指令执行阶段仅访问一次主存，不需专门计算操作数的地址。 -+ 缺点： - + 形式地址$A$的位数决定了该指令操作数的寻址范围。 - + 操作数的地址不易修改。 - -#### 间接寻址 - -+ 指令的地址字段给出的形式地址不是操作数的真正地址，而是操作数有效地址所在的存储单元的地址，也就是操作数地址的地址，即$EA=(A)$。 -+ 间接寻址的指令执行： - 1. 取指令，访存$1$次。 - 2. 执行指令，取操作数地址，取操作数，访存$2$次。 - 3. 暂不考虑如何存结果。 - 4. 共访存$3$次。 -+ 若间址次数为$n$，则访问时间为$n+2$。 -+ 优点： - + 可扩大寻址范围（有效地址$EA$的位数大于形式地址$A$的位数）。 - + 便于编制程序（用间接寻址可以方便地完成子程序返回）。 -+ 缺点：指令在执行阶段要多次访存（一次间址需两次访存，多次寻址需根据存储字的最高位确定几次访存）。由于访问速度过慢，所以一般都不使用。 - -#### 寄存器寻址 - -+ 在指令字中直接给出操作数所在的寄存器编号，即$EA=R_i$，其操作数在由$R_i$所指的寄存器内。 -+ 类似于直接寻址，只是数据在主存中变为在寄存器中。寄存器编号就是形式地址。 -+ 寄存器寻址的指令执行： - 1. 取指令，访存$1$次。 - 2. 执行指令，由于操作数在寄存器中，寄存器集成在$CPU$中，所以不需要访问主存，访存$0$次。 - 3. 暂不考虑如何存结果。 - 4. 共访存$1$次。 -+ 优点： - + 指令在执行阶段不访问主存，只访问寄存器，指令字短且执行速度快。 - + 支持向量/矩阵运算。 -+ 缺点： - + 寄存器价格昂贵。 - + 计算机中寄存器个数有限。 - -#### 寄存器间接寻址 - -+ 寄存器$R_i$中给出的不是一个操作数，而是操作数所在主存单元的地址，即$EA=(R_i)$。 -+ 寄存器间接寻址的指令执行： - 1. 取指令，访存$1$次。 - 2. 执行指令，先访问寄存器获得地址，再根据地址在主存中访问，访存$1$次。 - 3. 暂不考虑如何存结果。 - 4. 共访存$2$次。 -+ 优点：与一般间接寻址相比速度更快。 -+ 缺点：指令的执行阶段需要访问主存（因为操作数在主存中）。 - -#### 相对寻址 - -+ 把程序计数器$PC$的内容加上指令格式中的形式地址$A$而形成操作数的有效地址，即$EA=(PC)+A$，其中$A$是相对于当前指令地址的位移量，可正可负，补码表示。 -+ 由于取指时$PC$会默认加上一个指令字长（$(PC)+1\rightarrow PC$），所以相对寻址所提供的相对地址是以下条指令在内存中首地址为基准位置的偏移量。 -+ 优点： - + 操作数的地址不是固定的，它随着$PC$值的变化而变化，并且与指令地址之间总是相差一个固定值，因此便于程序浮动。 - + 相对寻址广泛应用于转移指令。 -+ 所以转移指令基本上使用相对寻址方式。无条件转移指令会在指令周期中对$PC$进行两次修改操作，一起是取指周期后自动加一，一个是执行周期后转移修改。有条件指令如果条件满足则修改两次，条件不满足则只用修改一次。 - -#### 基址寻址 - -+ 将$CPU$中基址寄存器（$BR$）的内容加上指令格式中的形式地址$A$，而形成操作数的有效地址，即$EA=(BR)+A$。 -+ 分为隐式基址寄存器（专用寄存器$BR$）和显式基址寄存器（需要指定某通用寄存器为基址寄存器）。 -+ 基址寄存器是面向操作系统的，其内容由操作系统或管理程序确定，用户不可改变。在程序执行过程中，基址寄存器的内容不变（作为基地址），形式地址可变（作为偏移量，使用补码表示）。 -+ 当采用通用寄存器作为基址寄存器时，可由用户决定哪个寄存器作为基址寄存器，但其内容仍由操作系统确定。 -+ 优点： - + 可扩大寻址范围（基址寄存器的位数大于形式地址$A$的位数）。 - + 用户不必考虑自己的程序存于主存的哪一空间区域，故有利于多道程序设计，以及可用于编制浮动程序。 - -#### 变址寻址 - -+ 有效地址$EA$等于指令字中的形式地址$A$与变址寄存器$IX$的内容相加之和，即$EA=(IX)+A$。 -+ 其中$IX$为变址寄存器（专用），也可用通用寄存器作为变址寄存器。 -+ 与基址寄存器不同的是，变址寄存器是面向用户的，在程序执行过程中，变址寄存器的内容可由用户改变（作为偏移量），形式地址$A$不变（作为基地址）。 -+ 优点： - + 可扩大寻址范围（变址寄存器的位数大于形式地址$A$的位数）。 - + 在数组处理过程中，可设定$A$为数组的首地址，不断改变变址寄存器$IX$的内容，便可很容易形成数组中任一数据的地址，特别适合编制循环程序。 -+ 变址寻址与基址寻址配合使用：$EA=A+(BR)+(IX)$。 -+ 变址寻址与间接寻址配合使用： - + 先变址后间址，$EA=(A+(IX))$。 - + 先间址后变址，$EA=(A)+(IX)$。 - -#### 堆栈寻址 - -+ 操作数存放在堆栈中，隐含使用堆栈指针（$SP$）作为操作数地址。 -+ 堆栈是存储器（或专用寄存器组）中一块特定的按“后进先出（$LIFO$）”原则管理的存储区，该存储区中被读/写单元的地址是用一个特定的寄存器给出的,该寄存器称为堆栈指针（$SP$）。 -+ 寄存器做堆栈就是硬堆栈，成本高，主存做堆栈就是软堆栈。 - -默认任何寻址方式都要加上一次取指访存一次： - -寻址方式|有效地址|访存次数 -:------:|:------:|:------: -隐含寻址|程序指定|0 -立即寻址|A即是操作数|0 -直接寻址|EA=A|1 -一次间接寻址|EA=(A)|2 -寄存器寻址|EA=R|0 -寄存器间接一次寻址|EA=(R)|1 -相对寻址|EA=(PC)+A|1 -基址寻址|EA=(BR)+A|1 -变址寻址|EA=(IX)+A|1 - -+ 立即寻址操作数获取便捷，通常用于给寄存器赋初值。 -+ 直接寻址相对于立即寻址，缩短了指令长度。 -+ 间接寻址扩大了寻址范围，便于编制程序，易于完成子程序返回。 -+ 寄存器寻址的指令字较短，指令执行速度较快。 -+ 寄存器间接寻址扩大了寻址范围。 -+ 基址寻址扩大了操作数寻址范围，适用于多道程序设计，常用于为程序或数据分配存储空间。 -+ 变址寻址主要用于处理数组问题，适合编制循环程序。 -+ 相对寻址用于控制程序的执行顺序、转移等。 -+ 基址寻址和变址寻址的区别： - + 两种方式有效地址的形成都是寄存器内容＋偏移地址。 - + 在基址寻址中，程序员操作的是偏移地址，基址寄存器的内容由操作系统控制，在执行过程中是动态调整的。偏移量较短。 - + 在变址寻址中，程序员操作的是变址寄存器，偏移地址是固定不变的。偏移量较大。 - -## 指令集计算机 - -### 复杂指令集计算机 - -+ 即$Complex\,Instruction\,Set\,Computer$，$CISC$。 -+ 一条指令完成一个复杂的基本功能。 -+ 代表：$x86$架构，主要用于笔记本和台式机。 -+ $80-20$规律：典型程序中$80\%$的语句仅仅使用处理机$20\%$的指令。 - -### 精简指令集计算机 - -+ 即$Reduced\,Innstruction\,Set\,Computer$，$RISC$。 -+ 一条指令完成一个基本动作，多条指令组合完成一个复杂的基本功能。 -+ 代表：$ARM$架构，主要用于手机和平板。 - -对比项目\类别|CISC|RISC -:----------:|:---:|:--: -指令系统|复杂，庞大|简单，精简 -指令数目|一般大于200条|一般小于100条 -指令字长|不固定|定长 -可访存指令|不加限制|只有Load/Store指令 -各种指令执行时间|相差较大|绝大多数在一个周期内完成 -各种指令使用频度|相差很大|大都比较常用 -通用寄存器数量|较少|多 -目标代码|难以用优化编译生成高效的目标代码程序|采用优化的编译程序，生成代码较为高效 -控制方式|微程序控制|组合逻辑（硬布线）控制 -利用率|低|高 -指令流水线|可以通过一定方式实现|必须实现 -兼容性|强|弱 -速度|慢|快 - -# 中央处理器 - -即$CPU$，为最难的一章。 - -## CPU基本概念 - -### CPU功能 - -#### CPU总功能 - -1. 指令控制。完成取指令、分析指令和执行指令的操作，即程序的顺序控制。 -2. 操作控制。一条指令的功能往往是由若干操作信号的组合来实现的。$CPU$管理并产生由内存取出的每条指令的操作信号，把各种操作信号送往相应的部件，从而控制这些部件按指令的要求进行动作。 -3. 时间控制。对各种操作加以时间上的控制。时间控制要为每条指令按时间顺序提供应有的控制信号。 -4. 数据加工。对数据进行算术和逻辑运算。 -5. 中断处理。对计算机运行过程中出现的异常情况和特殊请求进行处理。 - -#### 运算器功能 - -+ 对数据进行加工。 -+ 主要部件是$ALU$和$ACC$。 - -#### 控制器功能 - -协调并控制计算机各部件执行程序的指令序列，基本功能包括取指令、分析指令、执行指令： - -1. 取指令： - + 自动形成指令地址。 - + 自动发出取指令的命令。 - + $(PC)+1\rightarrow PC$。 -2. 分析指令： - + 操作码译码（操作码，分析本条指令要完成什么操作）。 - + 产生操作数的有效地址。 -3. 执行指令： - + 根据分析指令得到的“操作命令”和“操作数地址”。 - + 形成操作信号控制序列，控制运算器、存储器以及$I/O$设备完成相应的操作。 -4. 中断处理： - + 管理总线及输入输出。 - + 处理异常情况（如掉电）。 - + 特殊请求（如打印机请求打印一行字符）。 - -+ 控制器部件向系统中的部件提供它们运行所需要的控制信号。 -+ 控制器部件从数据总线接收指令信息。 -+ 控制器部件从运算器部件接收指令转移地址。 -+ 控制器部件送出指令地址到地址总线。 - -### CPU结构 - -+ $ALU$为首的组合逻辑。 -+ $CU$为首的时序逻辑。 -+ 寄存器。 -+ 中断系统。 - -内部寄存器： - -+ 用户可见可编程： - + 通用寄存器组$X$。 - + 程序状态字寄存器$PSW$（标志寄存器）。 -+ 用户不可见不可编程： - + 存储器地址寄存器$MAR$。 - + 存储器数据寄存器$MDR$。 - + 指令寄存器$IR$。 - -#### 运算器结构 - -1. 算术逻辑单元$ALU$：主要功能是进行算术/逻辑运算。 -2. 通用寄存器组$X$：如$AX$、$BX$、$CX$、$DX$、$SP$等，用于存放操作数（包括源操作数、目的操作数及中间结果）和各种地址信息等。$SP$是堆栈指针，用于指示栈顶的地址。 -3. 内部总线： - + 专用数据通路方式： - + 根据指令执行过程中的数据和地址的流动方向安排多条连接线路。 - + 如果直接用导线连接，相当于多个寄存器同时并且一直向$ALU$传输数据，解决方法： - 1. 使用多路选择器$MUX$根据控制信号选择一路输出解决方法。 - 2. 使用三态门可以控制每一路是否输出，$1$允许，$0$不允许。 - + 性能较高，基本不存在数据冲突现象，但结构复杂，硬件量大，不易实现。 - + $CPU$内部单总线方式： - + 将所有寄存器的输入端和输出端都连接到一条公共的通路上。 - + 结构简单，容易实现，但数据传输存在较多冲突的现象，性能较低。 - + 为了解决冲突用暂存寄存器解决。 -4. 暂存寄存器$R$：用于暂存从主存读来的数据，这个数据不能存放在通用寄存器中，否则会破坏其原有内容。 -5. 累加寄存器$ACC$：它是一个通用寄存器，用于暂时存放$ALU$运算的结果信息，用于实现加法运算。 -6. 程序状态字寄存器$PSW$：保留由算术逻辑运算指令或测试指令的结果而建立的各种状态信息，如溢出标志（$OP$） 、符号标志（$SF$）、零标志（$ZF$）、进位标志（$CF$）等，$PSW$中的这些位参与并决定微操作的形成。 -7. 移位器（移位寄存器）$SR$：对运算结果进行移位运算。拥有移位逻辑的寄存器。 -8. 计数器（计数寄存器）$CT$：控制乘除运算的操作步数。拥有计数逻辑的寄存器。 - -#### 控制器结构 - -1. 程序计数器$PC$：用于指出下一条指令在主存中的存放地址。$CPU$就是根据$PC$的内容去主存中取指令的。因程序中指令（通常）是顺序执行的，所以$PC$有自增功能。 -2. 指令寄存器$IR$：用于保存当前正在执行的那条指令。 -3. 指令译码器$ID$：仅对**操作码**字段进行译码，向控制器提供特定的操作信号。 -4. 操作控制器$OC$：用来产生各种操作控制信号。 -5. 微操作信号发生器：根据$IR$的内容（指令）、$PSW$的内容（状态信息）及时序信号，产生控制整个计算机系统所需的各种控制信号，其结构有组合逻辑型和存储逻辑型两种。 -6. 时序系统（时序产生器）：用于产生各种时序信号,它们都是由统一时钟（$CLOCK$）分频得到。 -7. 存储器地址寄存器$MAR$：用于存放所要访问的主存单元的地址。 -8. 存储器数据寄存器$MDR$：用于存放向主存写入的信息或从主存中读出的信息。 - -## 指令执行 - -### 指令周期 - -+ 指令周期：$CPU$从主存中每取出并执行一条指令所需的全部时间： - + 取指周期：取指、分析。 - + 执行周期。 -+ 指令周期常常用若干机器周期来表示，机器周期又叫$CPU$周期。如取指令、取有效地址、执行指令这就是三个机器周期，是一个指令周期。 -+ 一个机器周期又包含若干时钟周期（也称为节拍、$T$周期或$CPU$时钟周期，它是$CPU$操作的最基本单位）。 -+ 每个指令周期内机器周期数可以不等，每个机器周期内的节拍数也可以不等。 -+ 指令周期流程： - 1. 进入取指周期。 - 2. 判断是否有间址。 - 3. 若有则进入间址周期，结束后进入执行周期。 - 4. 若无则直接进入执行周期。 - 5. 判断是否有中断。 - 6. 若有则进入中断周期，结束后进入下一条指令的指令周期。 - 7. 若无则直接进入下一条指令的指令周期。 -+ $CPU$访存的四种性质，可以设置四位二进制位作为标志触发器： - + 取指令$FE$：取指周期。 - + 取地址$IND$：间址周期。 - + 存取操作数或结果$EX$：执行周期。 - + 存程序断点$INT$：中断周期。 - -注意：中断周期中的进栈操作是将$SP$减$1$，这和传统意义上的进栈操作相反，原因是计算机的堆栈中都是向低地址增加，所以进栈操作是减$1$而不是加$1$。 - -四种周期： - -+ 指令周期：$CPU$从主存中每取出并执行一条指令所需的全部时间。指令周期可变。 -+ 时钟周期：通常称为节拍或$T$周期，它是$CPU$操作的最基本单位。时钟周期不变。 -+ $CPU$周期也称机器周期：一个机器周期包含若干时钟周期。是$CPU$进行一次操作的时间。由于$CPU$内部操作的速度较快，而$CPU$访问一次存储器的时间较长，因此机器周期通常由存取周期来确定，往往是通过一次总线事务访问一次主存或$I/O$的时间。机器周期可变。 -+ 存取周期：指存储器进行两次独立的存储器操作（连续两次读或写操作）所需的最小间隔时间。存取周期往往为固定值。 - -### 数据流 - -指令周期一共包含四个机器周期，但是指令不同可能只有部分周期，如零地址指令只有取指和执行周期。 - -#### 取指周期 - -根据$PC$内容（无论是普通指令还是转移指令）从内存中取出指令代码并放入$IR$中。 - -注意：取指操作是控制器固化的自动执行的操作。 - -1. 当前指令地址送至存储器地址寄存器，记做：$(PC)\rightarrow MAR$。 -2. $MAR$将地址码发送到地址总线。 -3. 地址总线将地址发送给存储器，等待使用地址。 -4. $CU$发出控制读信号给控制总线。 -5. 控制总线将控制读的信号发送给存储器。启动存储器做读操作，记做：$1\rightarrow R$。 -6. 存储器根据地址总线传来的地址信息和控制总线传来的控制读信息来进行读操作，从中读出数据。并将地址所指的数据发送给数据总线。 -7. 数据总线将数据送入$MDR$，记做：$M(MAR)\rightarrow MDR$。 -8. 将$MDR$中数据（此时是指令内容）送入$IR$，记做：$(MDR)\rightarrow IR$。 -9. $CU$发出控制信号，控制$PC$形成下一条指令地址，默认是加一，记做：$(PC)+1\rightarrow PC$。 - -#### 间址周期 - -取操作数有效地址。 - -1. $IR$将指令的地址码送入$MAR$，记做：$Ad(IR)\rightarrow MAR$或$Ad(MDR)\rightarrow MAR$。 -2. $MAD$将地址码发送到地址总线。 -3. 地址总线将地址发送给存储器，等待使用地址。 -4. $CU$发出控制读信号给控制总线。 -5. 控制总线将控制读信息发送到存储器中。启动主存做读操作，记做：$1\rightarrow R$。 -6. 存储器根据地址总线传来的地址信息和控制总线传来的控制读信息来进行读操作，从中读出数据。并将地址所指的数据发送给数据总线。 -7. 数据总线将数据送入$MDR$，记做：$M(MAR)\rightarrow MDR$。此时$MDR$保存的是操作数的地址而不是操作数本身。 -8. 将有效地址送至指令的地址码字段，记做：$MDR\rightarrow Ad(IR)$。这一步可以没有。 - -#### 执行周期 - -执行周期的任务是根据$IR$中的指令字的操作码和操作数通过$ALU$操作产生执行结果。不同指令的执行周期操作不同，因此没有统一的数据流向。 - -这里$MDR$访存取数得到操作数，此时$MDR$中的内容才是操作数。 - -#### 中断周期 - -+ 中断：暂停当前任务去完成其他任务。为了能够恢复当前任务，需要保存断点。 -+ 一般使用堆栈来保存断点，这里用$SP$表示栈顶地址，假设$SP$指向栈顶元素，进栈操作是先修改指针，后存入数据。 - -1. $CU$控制将$SP$减$1$，即将一个空元素进栈然后对其操作，并修改后的地址送入$MAR$，记做：$(SP)-1\rightarrow SP$，$(SP)\rightarrow MAR$。本质上是将断点存入某个存储单元，假设其地址为$a$，故可记做：$a\rightarrow MAR$。 -2. $MAR$将地址码发送到地址总线。 -3. 地址总线将地址发送给存储器，等待使用地址。 -4. $CU$发出控制写信号给控制总线。 -5. 控制总线将控制写信息发送到存储器中。启动主存做写操作，记做：$1\rightarrow W$。 -6. 将断点（$PC$内容）送入$MDR$，记做：$(PC)\rightarrow MDR$。 -7. 将$MDR$内容传入数据总线。 -8. 数据总结将内容发送存储器。存储器将内容写入其中，记为$(MDR)\rightarrow M$。 -9. $CU$控制将中断服务程序的入口地更新（由向量地址形成部件产生）送入$PC$：向量地址$\rightarrow PC$。 - -### 指令执行方案 - -一个指令周期通常要包括多个时间段（执行步骤），每个步骤完成指令的一部分功能，几个依次执行的步骤完成这条指令的全部功能。 - -1. 单指令周期： - + 对所有指令都选用相同的执行时间来完成。 - + 指令之间串行执行。 - + 指令周期取决于执行时间最长的指令的执行时间。 - + 缺点：对于那些本来可以在更短时间内完成的指令，要使用这个较长的周期来完成，会降低整个系统的运行速度。 - + 优点：实施简单，只用程序计数器$PC$就能实现。 -2. 多指令周期： - + 对不同类型的指令选用不同的执行步骤来完成。 - + 指令之间串行执行。 - + 可选用不同个数的时钟周期来完成不同指令的执行过程。 - + 缺点：需要更复杂的硬件设计。 - + 优点：系统运行速度更高，效率更高。 -3. 流水线方案： - + 在每一个时钟周期启动一条指令，尽量让多条指令同时运行，但各自处在不同的执行步骤中。 - -## 数据通路 - -+ 数据通路就是数据在功能部件之间传送的路径。 -+ 由控制部件产生的控制信号建立数据通路。 -+ 数据通路的基本结构： - + $CPU$内部单总线方式。 - + $CPU$内部多总线方式。 - + 专用数据通路方式。 - -### CPU内部单总线方式 - -+ 内部总线是指同一部件，如$CPU$内部连接各寄存器及运算部件之间的总线。 -+ 系统总线是指同一台计算机系统的各部件，如$CPU$、内存、通道和各类$I/O$接口间互相连接的总线。 -+ 使用一根总线连接部件的输入和输出。 -+ 一个时钟内只允许一次操作。 -+ 实现简单。 -+ 容易冲突，且效率较低。 - -对于$ALU$这种是一个组合逻辑电路的部件，其运算过程中必须保持两个输入端的内容不变。如果使用内部单总线方式，因此为了得到两个不同的操作数，$ALU$的一个输入端与总线相连，另一个输入端需通过一个寄存器与总线相连，第一个传入值的输入端需要用寄存器保存数据等待第二个数的输入，避免数据发生变化。此外，$ALU$的唯一的输出端也不能直接与内部总线相连，否则其输出又会通过总线反馈到输入端，影响运算结果，因此输出端需通过一个暂存器（用来暂存结果的寄存器）或三态门（控制与总线的打开与关闭）与总线相连。 - -1. 寄存器之间数据传送，比如把$PC$内容送至$MAR$，实现传送操作的流程及控制信号为： - 1. $(PC)\rightarrow Bus$：$PCout$有效，$PC$内容送总线。 - 2. $Bus\rightarrow MAR$：$MARin$有效，总线内容送$MAR$。 -2. 主存与$CPU$之间的数据传送，比如$CPU$从主存读取指令，实现传送操作的流程及控制信号为： - 1. $(PC)\rightarrow Bus\rightarrow MAR$：$PCout$和$IMARin$有效，现行指令地址$\rightarrow MAR$。 - 2. $1\rightarrow R$：$CU$通过控制总线发出读命令。 - 3. $MEM(MAR)\rightarrow MDR$：$MDRin$有效，根据$MAR$地址取值送到$MDR$。 - 4. $MDR\rightarrow Bus\rightarrow IR$：$MDRout$和$IRin$有效，现行指令$\rightarrow IR$。 -3. 执行算术或逻辑运算，比如一条加法指令，微操作序列及控制信号为： - 1. $Ad(IR)\rightarrow Bus\rightarrow MAR$：$MDRout$和$IMARin$有效。 - 2. $1\rightarrow R$：$CU$发读命令。 - 3. $MEM(MAR)\rightarrow$数据线$\rightarrow MDR$：$MDRin$有效。 - 4. $MDR\rightarrow Bus\rightarrow Y$：$MDRout$和$Yin$有效，操作数$\rightarrow Y$。 - 5. $(ACC)+(Y)\rightarrow Z$：$ACCout$和$ALUin$有效，$CU$向$ALU$发送加命令。 - 6. $Z\rightarrow ACC$：$Zout$和$ACCin$有效，结果$\rightarrow ACC$。 - -### CPU内部多总线方式 - -+ 使用多根总线连接部件的输入和输出。 -+ 效率相对于单总线而言得到了提升。 - -### 专用数据通路方式 - -+ 对于各种部件使用专用的通路进行连接。专用通路就是将总线分散到各个地方。 -+ 连接多，实现困难。 - -## 控制器 - -$CU$的设计包括硬布线和微程序两种，微程序比较重要，硬布线了解即可。 - -### 控制器输入输出 - -输入： - -1. 指令寄存器：$OP(IR)\rightarrow CU$，控制信号的产生与操作码有关。 -2. 时钟：一个时钟脉冲发一个操作命令或一组需要同时执行的操作命令。 -3. 标志：如条件转移指令，根据相应的标志位决定下一步操作。 -4. 外来信号：如中断请求信号$INTR$、总线请求信号$HRQ$。 - -$CU$的输入信号来源如下： - -1. 经指令译码器译码产生的指令信息。 -2. 时序系统产生的机器周期信号和节拍信号。 -3. 来自执行单元的反馈信息即标志。 - -前两者是主要因素。 - -输出： - -1. $CPU$内部的控制信号：寄存器之间的数据传输、$PC$的修改、控制$ALU$进行相应的运算。 -2. 到控制总线的控制信号： - + 到存储器:访存控制信号MREQ、读命令RD、写命令WR。 - + 到I/O设备:访问I/O设备的控制信号IO。 - + 中断响应信号INTA。 - + 总线响应信号HLDA。 - -### 硬布线 - -微操作控制信号由组合逻辑电路根据当前的指令码、状态和时序，即时产生。 - -#### 设计步骤 - -1. 分析每个阶段的微操作序列。 -2. 选择$CPU$的控制方式：产生不同微操作命令序列所用的时序控制方式： - 1. 同步控制方式： - + 整个系统所有的控制信号均来自一个统一的时钟信号。 - + 通常以最长的微操作序列和最烦琐的微操作作为标准，采取完全统一的、具有相同时间间隔和相同数目的节拍作为机器周期来运行不同的指令。 - + 同步控制方式的优点是控制电路简单，缺点是运行速度慢。 - 2. 异步控制方式： - + 异步控制方式不存在基准时标信号。 - + 各部件按自身固有的速度工作，通过应答方式进行联络。 - + 异步控制方式的优点是运行速度快，缺点是控制电路比较复杂。 - 3. 联合控制方式： - + 对各种不同的指令的微操作实行大部分采用同步控制、小部分采用异步控制的办法。 -3. 安排微操作时序： - + 原则： - 1. 微操作的先后顺序不得随意更改被控对象不同的微操作。 - 2. 尽量安排在一个节拍内完成占用时间较短的微操作。 - 3. 尽量安排在一个节拍内完成并允许有先后顺序。 -4. 电路设计。 - 1. 列出操作时间表。 - 2. 写出微操作命令的最简表达式。 - 3. 画出逻辑图。 - -#### 指令类别 - -1. 非访存指令： - 1. $CLA$（$clear$）：$ACC$清零。 - 2. $COM$（$complement$）：$ACC$取反。 - 3. $SHR$（$shift$）：算术右移。 - 4. $CSL$（$cyclic\,shift$）：循环左移。 - 5. $STP$（$stop$）：停机。 -2. 访存指令： - 1. $ADD$：加法指令，隐含$ACC$。 - 2. $STA$：存数指令，隐含$ACC$。 - 3. $LDA$：取数指令，隐含$ACC$。 -3. 转移指令： - 1. $JMP$（$jump$）：无条件转移。 - 2. $BAN$（$branch\,ACC\,Negative$）：条件转移。 - -#### 基本微操作时序 - -首先对于取指周期，基本上的流程如下： - -1. $PC\rightarrow MAR$：将$PC$地址交给$MAR$。 -2. $1\rightarrow R$：主存发出读命令。只需要存储器空闲就能发出。 -3. $M(MAR)\rightarrow MDR$：将地址指向指令交给$MDR$。要$MAR$准备好，在$1$的后面。 -4. $MDR\rightarrow IR$：将指令交给$IR$。把$MDR$有指令，在$3$后面。 -5. $OP(IR)\rightarrow ID$：编译指令。$IR$中要有指令，在$4$后面。 -6. $(PC)+1\rightarrow PC$：$PC$自加$1$。因为操作完就可以更新，所以在$1$后面就可以了。 - -所以没有依赖的可以尽量往前放，顺序可以变为$123645$。 - -因为$12$没有相互依赖，所以可以都安排在$T0$时间；$36$在$1$的后面，且$36$之间用到的设备不一样从而不会冲突，所以都安排在$T1$；而$4$和$5$时间都较短，所以可以都安排在$T2$。 - -然后是间址周期： - -1. $Ad(IR)\rightarrow MAR$：获取$IR$指令中的地址交给$MAR$。 -2. $1\rightarrow R$：主存发出读命令。 -3. $M(MAR)\rightarrow MDR$：取出对应的值放到$MDR$中。 -4. $MDR\rightarrow Ad(IR)$：将$MDR$的地址值放入$IR$的指令中。 - -与取指周期一致，$2$可以跟$1$一起，而$34$都依赖于$1$，所以$12$是$T0$，$3$是$T1$，$4$是$T2$。 - -执行周期省略，最后是中断周期，假设中断时要保存的地址为$a$： - -1. $a\rightarrow MAR$：将$a$保存到$MAR$中。 -2. $1\rightarrow W$：主存发出写命令。存储器空闲就可以。 -3. $0\rightarrow EINT$：硬件关中断。安排在第一个周期就可以。 -4. $(PC)\rightarrow MDR$：将当前程序计数器保存的位置暂存到$MDR$，等待后期恢复。内部数据通路空闲就可以。 -5. $MDR\rightarrow M(MAR)$：将$MDR$的数据保存到$a$这个地址。在$4$之后。 -6. 向量地址$\rightarrow PC$：将$PC$送到中断服务地址。只用$PC$改好就可以，在$4$之后。 - -$1$、$2$、$3$都在$T0$，而$456$依次为$T1$、$T2$、$T3$。 - -这些操作由中断隐指令完成。中断隐指令不是一条指令，而是指一条指令的中断周期由硬件完成的一系列操作 - -### 微程序 - -事先把微操作控制信号存储在一个专门的存储器（控制存储器）中，将每一条机器指令编写成一个微程序，这些微程序可以存到一个控制存储器中，用寻址用户程序机器指令的办法来寻址每个微程序中的微指令。 - -+ 在微程序控制器中，控制部件向执行部件发出的控制信号称为微命令。 -+ 微命令执行的操作称为微操作。 -+ 微指令则是若干微命令的集合。 -+ 若干微指令的有序集合称为微程序。 - -#### 微程序构成 - -+ 完成一条机器指令分为多个微操作命令，微操作命令即微命令，是微操作的控制信号。微操作是微命令的执行过程。 -+ 微命令分为： - + 相容性微命令：可以同时产生、共同完成某些微操作的微命令。 - + 互斥性微命令：在机器中不允许同时出现的微命令。 -+ 对于相容性的微命令可以合并为一条微指令，而互斥性微命令只能单独为一条微指令。 -+ 微指令是若干微命令的集合。微周期通常指从控制存储器中读取一条微指令并执行相应的微操作所需的时间。 -+ 假设微指令的一个二进制位对应一个微操作命令，所有的微命令都合并为微指令，微指令再合并为一个微程序保存到$ROM$中，从而每一条机器指令对应一条微程序。 -+ 微指令基本格式： - + 操作控制：微操作码：产生控制信号。 - + 顺序控制：微地址码：产生下一条指令地址。 -+ 每条指令取指周期的操作是相同的，所以将取指令操作的微命令统一编成一个微程序，而每条机器指令所对应的具体操作再单独编写一个对应的微程序。 -+ 执行公用的取指微程序从主存中取出机器指令后，由机器指令的操作码字段指出各个微程序的入口地址（初始微地址）。 - -#### 微程序控制器结构 - -+ 控制存储器$CM$：用于存放各指令对应的微程序，控制存储器可用只读存储器$ROM$构成。 -+ 微地址寄存器$CMAR$：接收微地址形成部件送来的微地址，为在$CM$中读取微指令作准备。 -+ 地址译码器：将地址码转换微存储单元控制信号。 -+ 微指令寄存器$CMDR$：用于存放从$CM$中取出的微指令，它的位数同微指令字长相等。 -+ 微地址形成部件：产生初始微地址和后继微地址，以保证微指令的连续执行。 -+ 顺序逻辑单元：为了保证指令联系执行，控制形成下一条微指令，拥有一个标志位标识顺序执行还是跳转和一个时钟信号$CLK$。 -+ 控制流程： - 1. 机器指令操作码$OP$送到微地址形成部件形成微地址。 - 2. 将初始微地址送到顺序逻辑单元，判断顺序执行还是跳转。 - 3. 送到$CMAR$保存微地址。 - 4. 将微地址从$CMAR$送到地址译码器中译码。 - 5. 形成控制单元后送到$CM$中取出微指令。 - 6. 将微指令送到$CMDR$中。 - 7. 根据微指令中的下一条指令地址送到顺序逻辑单元，判断顺序执行还是跳转。 - 8. 返回结果后$CMDR$送到$CPU$内部和系统总线，产生控制信号。 -+ 微程序个数： - + 默认一条机器指令对应一个微程序。 - + 取指周期微程序默认是公共的（即单独拿出来公用），故如果某指令系统中有$n$条机器指令，则$CM$中微程序的个数至少是$n+1$个（加一个取指的公共微程序）。 - + 间址周期微程序和中断周期微程序不一定是公共的。若公共的，如果这台计算机指令系统中有$n$条机滤指令，则$CM$中微程序的个数是$n+3$个。若题目中没有提到间址，就不考虑间址，所以是$n+2$个。 - -#### 微指令格式 - -1. 水平型微指令： - + 一次能定义并执行多个并行操作。 - + 基本格式是：操作控制+判别测试+后继地址。 - + 优点：微程序短，执行速度快。 - + 缺点：微指令长，编写微程序较麻烦。 -2. 垂直型微指令： - + 类似机器指令操作码的方式，由微操作码字段规定微指令的功能。一条指令对应一个操作。 - + 基本格式：微操作码+目的地址+源地址。 - + 优点：微指令短、简单、规整，便于编写微程序。 - + 缺点：微程序长，执行速度慢，工作效率低。 -3. 混合型微指令： - + 在垂直型的基础上增加一些不太复杂的并行操作。 - + 微指令较短，仍便于编写。 - + 微程序也不长，执行速度加快。 - -水平型微指令的求法。 - -+ 操作控制： - + 若是直接编码方式，则微命令数就是操作控制字段位数。 - + 若是字段直接编码方式，则会分$n$个组，每组$n_i$种状态，则总位数就是$\sum\limits_{i=1}^n\log_2(n_i+1)$（全$0$空出）。如$2,3,4$，则一共需要$2+2+3=7$位。 -+ 判别测试： - + 直接编码方式，有几个外部条件，就取几位。 - + 如果是字段直接编码，有$N$个外部条件就有$n$位，$2^n\geqslant N+1$，加$1$是因为还有无条件转移的情况。 -+ 后继地址： - + 求出前面两项后，直接根据微指令字长减去。 - + 根据$CM$的容量的前一项确认，$2^N\times M$容量就是$N$位。 - -#### 微指令编码 - -微指令的编码方式又称为微指令的控制方式，它是指如何对微指令的控制字段进行编码，以形成控制信号。编码的目标是在保证速度的情况下，尽量缩短微指令字长。 - -1. 直接编码（直接控制）方式： - + 在微指令的操作控制字段中，每一位二进制位代表一个微操作命令。 - + 某位为“$1$”表示该控制信号有效，为$1$的指令同时执行；若“$0$”则代表此时该位指向的命令不运行。 - + 优点：简单、直观，执行速度快，操作并行性好。 - + 缺点：微指令字长过长，$n$个微命令就要求微指令的操作字段有$n$位，造成控存容量极大。 -2. 字段直接编码方式： - + 将微指令的控制字段分成若干“段”，每段经译码后发出控制信号。 - + 微命令字段分段的原则： - 1. 因为每组译码后可以通过每位$10$的不同来让每组中的操作互斥，而不同组则很难完成互斥，所以互斥性微命令分在同一段内；因为命令在不同的组可以同时执行，所以相容性微命令分在不同段内。 - 2. 每个小段中包含的信息位不能太多，否则将增加译码线路的复杂性和译码时间。 - 3. 一般每个小段还要留出一个状态，表示本字段不发出任何微命令。因此，当某字段的长度为$3$位时，最多只能表示$7$个互斥的微命令，通常用$000$表示不操作。 - + 优点：可以缩短微指令字长。 - + 缺点：要通过译码电路后再发出微命令，因此比直接编码方式慢。 -3. 字段间接编码方式： - + 一个字段的某些微命令需由另一个字段中的某些微命令来解释，由于不是靠字段直接译码发出的微命令，故称为字段间接编码，又称隐式编码。 - + 优点：可进一步缩短微指令字长。 - + 缺点：运行速度更慢；削弱了微指令的并行控制能力，故通常作为字段直接编码方式的辅助手段。 - -#### 微指令地址 - -1. 微指令的下地址字段指出：微指令格式中设置一个下地址字段，由微指令的下地址字段直接指出后继微指令的地址，这种方式又称为断定方式。 -2. 根据机器指令的操作码形成：当机器指令取至指令寄存器后，微指令的地址由操作码经微地址形成部件形成。 -3. 由硬件产生微程序入口地址： - + 第一条微指令地址：专门硬件产生。 - + 中断周期：硬件产生中断周期微程序首地址。 -4. 增量计数器法：$(CMAR)+1\rightarrow CMAR$，适用于指令连续存放的情况。 -5. 分支转移：指令分为三个字段： - 1. 操作控制字段：指明操作控制类型。 - 2. 转移方式：指明判别条件。 - 3. 转移地址：指明转移成功后的去向。 -6. 通过测试网络：一个测试网络产生。 - -#### 微程序控制单元设计 - -设计步骤： - -1. 分析每个阶段的微操作序列。 -2. 写出对应机器指令的微操作命令及节拍安排： - 1. 写出每个周期所需要的微操作（参照硬布线）。 - 2. 补充微程序控制器特有的微操作： - + 取指周期：$Ad(CMDR)\rightarrow CMAR$；$OP(IR)\rightarrow CMAR$。 - + 执行周期：$Ad(CMDR)\rightarrow CMAR$。 -3. 确定微指令格式： - + 根据微操作个数决定采用何种编码方式，以确定微指令的操作控制字段的位数。 - + 由微指令数确定微指令的顺序控制字段的位数。 - + 最后按操作控制字段位数和顺序控制字段位数就可确定微指令字长。 -4. 编写微指令码点：根据操作控制字段每一位代表的微操作命令，编写每一条微指令的码点。 - -节拍安排|取指周期-硬布线控制器的节拍安排|取指周期-微程序控制器的节拍安排 -:------:|:-----------------------------:|:----------------------------: -T0|PC→MAR|PC→MAR -T0|1→R|1→R -T1|M(MAR)→MDR|M(MAR)→MDR -T1|(PC)+1→PC|(PC)+1→PC -T2|MDR→IR|MDR→IR -T2|OP(IR)→ID|OP(IR)→微地址形成部件 - -根据读出转入微指令的过程，变为： - -节拍安排|取指周期-硬布线控制器的节拍安排|取指周期-微程序控制器的节拍安排 -:------:|:-----------------------------:|:----------------------------: -T0|PC→MAR|PC→MAR -T0|1→R|1→R -T1|M(MAR)→MDR|Ad(CMDR)→CMAR -T1|(PC)+1→PC| -T2|MDR→IR|M(MAR)→MDR -T2|OP(IR)→ID|(PC)+1→PC -T3||Ad(CMDR)→CMAR -T4||MDR→IR -T4||OP(IR)→微地址形成部件 - -#### 硬布线与微程序 - -对比项目\类别|微程序控制器|硬布线控制器 -:----------:|:-----------:|:----------: -工作原理|微操作控制信号以微程序的形式存放在控制存储器中，执行指令时读出即可|微操作控制信号由组合逻辑电路根据当前的指令码、状态和时序，即时产生 -执行速度|慢（从CM中读取微指令）|快 -规整性|较规整|烦琐、不规整 -应用场合|CISC CPU|RISC CPU -易扩充性|易扩充修改|困难 - -#### 微程序设计分类 - -+ 静态微程序设计：无需改变，采用$ROM$。 -+ 动态微程序设计动态通过改变微指令和微程序改变机器指令，有利于仿真，采用$EPROM$。 -+ 毫微程序设计：微程序设计用微程序解种机器指令，毫微程序设计用毫微程序解释微程序。 - -## 指令流水线 - -### 流水线基本概念 - -#### 指令流水线定义 - -一条指令大致分为取指、分析、执行三个阶段，设时间都为$t$，一共有$n$条指令： - -1. 顺序执行： - + 顺序执行所有指令。 - + 总耗时$3nt$。 - + 传统冯·诺依曼机采用顺序执行方式，又称串行执行方式。 - + 优点：控制简单，硬件代价小。 - + 缺点：执行指令的速度较慢，在任何时刻，处理机中只有一个指令在指令，各功能部件利用率都很低。 -2. 一次重叠执行方式： - + 在执行第$k$条指令的同时取第$k+1$条指令。 - + 总耗时$(1+2n)t$。 - + 优点：程序的执行时间缩短了$1/3$，各功能部件的利用率明患提高。 - + 缺点：需要付出硬件上较大开销的代价控制过程也比顺件执行复杂了。 -3. 二次重叠执行方式： - + 分析第$k$条指令的同时取$k+1$条指令，执行$k$条指令时分析$k+1$条指令与取$k+2$条指令。 - + 总耗时$(2+n)t$。 - + 与顺序执行方式相比，指令的执行时间缩短近$2/3$。 - + 这是一种理想的指令执行方式，在正常情况下,处理机中同时有$3$条指令在执行。 -4. 指令流水方式：多次重叠执行方式就是流水线方式。 - -#### 流水线表示 - -1. 指令执行过程图： - + 横坐标为时间，纵坐标为指令序列。 - + 每一行就是一条指令序列。 - + 主要用于分析指令执行过程以及影响流水线的因素。 -2. 时空图： - + 横坐标为时间，纵坐标为空间，即不同的阶段所对应的不同硬件资源，如：取指、译码、执行、存结果。 - + 每一斜着的一列就是一条指令序列。 - + 主要用于分析流水线的性能。 - -#### 指令集要求 - -1. 指令长度一致。 -2. 指令格式规整，保证源寄存器位置相同。 -3. 让$Load/Store$指令唯一访问存储器。 -4. 数据和指令在存储器种对齐存放。 - -### 流水线影响因素 - -+ 理想情况：各阶段花费时间相同，每个阶段结束后能立即进入下一阶段。 -+ 机器周期一般分为五段：取指$IF$、译码$ID$、执行$EX$、访存$M$、写回$WB$。 -+ 假如各部件实际耗时：$100ns$、$80ns$、$70ns$、$50ns$、$50ns$，为方便流水线的设计，将每个阶段的耗时取成一样，以最长耗时为准。即此处应将机器周期设置为$100ns$。 -+ 流水线每一个功能段部件后面都要有一个缓冲寄存器，或称为锁存器，其作用是保存本流水段的执行结果，提供给下一流水段使用。 - -#### 结构相关（资源冲突） - -+ 由于多条指令在同一时刻争用同一资源而形成的冲突称为结构相关。 -+ 解决办法： - 1. 后一相关指令暂停一周期。 - 2. 单独设置数据存储器和指令寄存器。 - -#### 数据相关（数据冲突） - -+ 数据相关指在一个程序中，存在必须等前一条指令执行完才能执行后一条指令的情况，则这两条指令即为数据相关。 -+ 数据的基本操作：读、写。 -+ 冲突的基本类型： - + 写后读$RAW$：没有写完就读取，按序发射，按序完成只会出现写后读的错误。 - + 读后写$WAR$：乱序发射，优化手段导致指令顺序不符合编写程序时预想的逻辑顺序。 - + 写后写$WAW$：存在多个功能部件时，后一条指令先于前一条指令完成。 -+ 解决办法: - 1. 把遇到数据相关的指令及其后续指令都暂停一至几个时钟周期，直到数据相关问题消失后再继续执行。可分为硬件阻塞（$stall$）和软件插入“$NOP$”（空指令）两种方法。 - 2. 数据旁路技术：计算得到结果后不写回，直接当作输入使用。 - 3. 编译优化：通过编译器调整指令顺序来解决数据相关。 - -#### 控制相关（控制冲突） - -+ 当流水线遇到转移指令和其他改变$PC$值的指令而造成断流时，会引起控制相关。 -+ 主要指转移指令。 -+ 解决办法： - 1. 尽早判别转移是否发生，尽早生成转移目标地址。 - 2. 预取转移成功和不成功两个控制流方向上的目标指令。 - 3. 加快和提前形成条件码。 - 4. 提高转移方向的猜准率。 - -### 流水线分类 - -+ 根据流水线使用的级别的不同： - + 部件功能级流水就是将复杂的算术逻辑运算组成流水线工作方式。例如，可将浮点加法操作分成求阶差、对阶、尾数相加以及结果规格化等4个子过程。 - + 处理机级流水是把一条指令解释过程分成多个子过程，如前面提到的取指、译码、执行、访存及写回$5$个子过程。 - + 处理机间流水是一种宏流水，其中每一个处理机完成某一专门任务，各个处理机所得到的结果需存放在与下一个处理机所共享的存储器中。 -+ 按流水线可以完成的功能： - + 单功能流水线指只能实现一种固定的专门功能的流水线。 - + 多功能流水线指通过各段间的不同连接方式可以同时或不同时地实现多种功能的流水线。 -+ 按同一时间内各段之间的连接方式： - + 静态流水线指在同一时间内，流水线的各段只能按同一种功能的连接方式工作。 - + 动态流水线指在同一时间内，当某些段正在实现某种运算时，另一些段却正在进行另一种运算。这样对提高流水线的效率很有好处，但会使流水线控制变得很复杂。 -+ 按流水线的各个功能段之间是否有反馈信息： - + 线性流水线中，从输入到输出，每个功能段只允许经过一次，不存在反馈回路。 - + 非线性流水线存在反馈回路，从输入到输出过程中，某些功能段将数次通过流水线，这种流水线适合进行线性递归的运算。 - -### 流水线性能 - -1. 吞吐率： - + 指在单位时间内流水线所完成的任务数量，或是输出结果的数量。 - + 设任务数为$n$，处理完成$n$个任务所用的时间为$T_k$，则计算流水线吞吐率$TP$的最基本的公式为$TP=\dfrac{n}{T_k}$。 - + 令每个指令分为$k$个阶段，每个阶段所需时间为$\Delta t$一般等于一个时钟周期，则理想状态下$T_k=(k+n-1)\Delta t$，所以$TP=\dfrac{n}{(k+n-1)\Delta t}$。 - + 第一个指令执行阶段称为装入时间，最后一个指令执行的阶段称为排空时间。 -2. 加速比： - + 完成同样一批任务，不使用流水线所用的时间与使用流水线所用的时间之比。 - + 设$T_0$表示不使用流水线时的执行时间，即顺序执行所用的时间；$T_k$表示使用流水线时的执行时间，则计算流水线加速比$S$的基本公式为$S=\dfrac{T_0}{T_k}$。 - + 单独完成一个任务需要$k\Delta t$，则顺序完成时间$T_0=nk\Delta t$。又$T_k=(k+n-1)\Delta t$，所以$S=\dfrac{nk\Delta t}{(k+n-1)\Delta t}=\dfrac{kn}{k+n-1}$。 -3. 效率： - + 流水线的设备利用率称为流水线的效率。 - + 在时空图上，流水线的效率定义为完成$n$个任务占用的时空区有效面积与$n$个任务所用的时间与k个流水段所围成的时空区总面积之比。（时空图中用到的类平行四边形面积除以围成矩形的面积）。 - + 流水线效率$E$的基本公式为$E=\dfrac{T_0}{kT_k}=\dfrac{n}{k+n-1}$。 - -### 流水线多发 - -1. 超标量技术： - + 每个时钟周期内可并发多条独立指令。 - + 要配置多个功能部件。 - + 不能调整指令的执行顺序。 - + 可以结合动态调度技术优化。 -2. 超流水技术： - + 在一个时钟周期内再分段。 - + 在一个时钟周期内单个功能部件使用多次。 - + 不能调整指令的执行顺序，靠编译来优化。 -3. 超长指令字： - + 由编译程序挖掘出指令间潜在的并行性，将多条能并行操作的指令组合成一条具有多个操作码字段的超长指令字。 - + 需要更大的$Cache$。 - -# 总线 - -## 总线概述 - -### 总线基本定义 - -+ 总线是一组能为多个部件分时共享的公共信息传送线路。是总线复用方式。 -+ 共享是指总线上可以挂接多个部件，各个部件之间互相交换的信息都可以通过这组线路分时共享。 -+ 分时是指同一时刻只允许有一个部件向总线发送信息，如果系统中有多个部件，则它们只能分时地向总线发送信息。 -+ 早期计算机外部设备少时大多采用分散连接方式，不易实现随时增减外部设备。为了更好地解决$I/O$设备和主机之间连接的灵活性问题，计算机的结构从分散连接发展为总线连接。 -+ 总线特性： - 1. 机械特性：尺寸、形状、管脚数、排列顺序。 - 2. 电气特性：传输方向和有效的电平范围。 - 3. 功能特性：每根传输线的功能（地址、数据、控制）。 - 4. 时间特性：信号的时序关系 - -### 总线分类 - -+ 数据传输格式： - + 串行总线： - + 优点：只需要一条传输线,成本低廉，广泛应用于长距离传输；应用于计算机内部时，可以节省布线空间。 - + 缺点：在数据发送和接收的时候要进行拆卸和装配，要考虑串行并行转换的问题。 - + 并行总线： - + 优点：总线的逻辑时序比较简单，电路实现起来比较容易。 - + 缺点：信号线数量多，占用更多的布线空间;远距离传输成本高昂；由于工作频率较高时，并行的信号线之间会产生严重电磁影响导致无法使用，对每条线等长的要求也越来越高，所以无法持续提升工作频率。 -+ 总线功能（连接部件）： - + 片内总线：片内总线是芯片内部的总线。 -它是$CPU$芯片内部寄存器与寄存器之间、寄存器与$ALU$之间的公共连接线。 - + 系统总线：系统总线是计算机系统内各功能部件（$CPU$、主存、$I/O$接口）之间相互连接的总线。按系统总线传输信息内容的不同，又可分为： - + 数据总线$DB$：传输各功能部件之间的数据信息，包括指令和操作数；位数（根数）与机器字长、存储字长有关；双向。 - + 地址总线$AB$：传输地址信息，包括主存单元或$I/O$端口的地址；位数（根数与主存地址大小及设备数量有关）；单向。 - + 控制总线$CB$：传输控制信息；一根控制线传输一个信号；有出：$CPU$送出的控制命令；有入：主存（或外设）返回$CPU$的反馈信号。 - + 通信总线：通信总线是用于计算机系统之间或计算机系统与其他系统（如远程通信设备、测试设备）之间信息传送的总线，通信总线也称为外部总线。 -+ 时序控制方式： - + 同步总线。 - + 异步总线。 - -### 总线结构 - -+ 单总线结构： - + $CPU$、主存、$I/O$设备（通过$I/O$接口）都连接在一组总线上，允许$I/O$设备之间、$I/O$设备和$CPU$之间或$I/O$设备与主存之间直接交换信息。 - + 单总线并不是指只有一根信号线，系统总线按传送信息的不同可以细分为地址总线、数据总线和控制总线。 - + 优点：结构简单，成本低，易于接入新的设备。 - + 缺点：带宽低、负载重，多个部件只能争用唯一的总线，且不支持并发传送操作。 -+ 双总线结构： - + 双总线结构有两条总线，一条是主存总线，用于$CPU$、主存和通道之间进行数据传送；另一条是$I/O$总线（因为$I/O$速度较慢），用于多个外部设备与通道之间进行数据传送。 - + 通道是具有特殊功能的处理器，能对$I/O$设备进行统一管理。通道程序放在主存中。 - + 支持突发（猝发）传送：送出一个地址，收到多个地址连续的数据。 - + 优点：将较低速的$I/O$设备从单总线上分离出来，实现存储器总线和$I/O$总线分离。 - + 缺点：需要增加通道等硬件设备。 -+ 三总线结构： - + 三总线结构是在计算机系统各部件之间采用三条各自独立的总线来构成信息通路，分别为： - + 主存总线：$CPU$和主存之间的连接。 - + $I/O$总线：$CPU$和$I/O$接口之间连接。 - + $DMA$总线：$Direct\,Memory\,Access$，直接内存访问，连接外设与主存。能直接连接主存的就是高速外设，如磁盘机，而无法直接连接主存的就是低速外设，如打印机和显示器。 - + 优点：提高了$I/O$设备的性能，使其更快地响应命令，提高系统吞吐量。 - + 缺点：系统工作效率较低。 -+ 四总线结构： - + 四总线结构一共四条总线： - + $CPU$总线（局部总线）：$CPU$与$Cache$。 - + 系统总线：$CPU$和主存。 - + 高速总线：连接$SCSI$、图形、多媒体、局域网。 - + 扩充总线（扩展总线型）：连接传真机、扩展总线接口、调制解调器、串行接口。 - + 桥接器：用于连接不同的总线，具有数据缓冲、转换和控制功能。 - + 越靠近$CPU$总线速度越快，$CPU$总线>系统总线>高速总线>扩充总线。 - + 每级总线的设计遵循总线标准。 - -### 性能指标 - -#### 传输周期 - -也称为总线周期。一次总线操作所需的时间（包括申请阶段、寻址阶段、传输阶段和结束阶段），通常由若干个总线时钟周期构成。 - -#### 时钟周期 - -即机器的时钟周期。计算机有一个统一的时钟，以控制整个计算机的各个部件，总线也要受此时钟的控制。 - -#### 工作频率 - -总线上各种操作的频率，为总线周期的倒数。 - -若总线周期=$N$个时钟周期，则总线的工作频率=时钟频率$\div N$。 - -#### 时钟频率 - -即机器的时钟频率，为时钟周期的倒数。若时钟周期为$T$，则时钟频率为$1/T$。 - -实际上指一秒内有多少个时钟周期。 - -#### 总线宽度 - -又称为总线位宽，它是总线上同时能够传输的数据位数，通常是指数据总线的根数，如$32$根称为$32$位（$bit$）总线。 - -#### 总线带宽 - -可理解为总线的数据传输率，即单位时间内总线上可传输数据的位数，通常用每秒钟传送信息的字节数来衡量，单位可用字节/秒（$B/s$）表示。 - -总线带宽=总线工作频率×总线宽度（$bit/s$）=总线工作频率×(总线宽度$\div8$)（$B/s$）=总线宽度÷总线周期（$bit/s$）=总线宽度$\div8\div$总线周期（$B/s$）。 - -总线带宽是指总线本身所能达到的最高传输速率。 - -在计算实际的有效数据传输率时，要用实际传输的数据量除以耗时。 - -#### 总线复用 - -总线复用是指一种信号线在不同的时间传输不同的信息。可以使用较少的线传输更多的信息，从而节省了空间和成本。 - -#### 信号线数 - -地址总线、数据总线和控制总线三种总线数的总和称为信号线数。 - -## 总线仲裁 - -### 总线仲裁基本概念 - -+ 解决多个设备争用总线的问题。 -+ 同一时刻只能有一个设备控制总线传输操作，可以有一个或多个设备从总线接收数据 -+ 将总线上所连接的各类设备按其对总线有无控制功能分为： - + 主设备：获得总线控制权的设备。 - + 从设备：被主设备访问的设备，只能响应从主设备发来的各种总线命令。 -+ 总线仲裁原因： - + 总线作为一种共享设备，不可避免地会出现同一时刻有多个主设备竞争总线控制权的问题。 -+ 总线仲裁的定义：多个主设备同时竞争总线控制权时，以某种方式选择一个主设备优先获得总线控制权称为总线仲裁。 - -### 总线控制流程 - -+ 在总线控制中，申请使用总线的设备向总线控制器发出**总线请求**，由总线控制器进行裁决。 -+ 若经裁决允许该设备使用总线，就由总线控制器向该设备发出**总线允许**信号。 -+ 该设备收到信号后发出**总线忙**信号，通知其他设备总线已被占用。 -+ 该设备使用完总线时，将**总线忙**信号撤销，释放总线。 - -### 总线仲裁分类 - -+ 集中仲裁方式： - + “总线忙”信号的建立者是获得总线控制权的设备。 - + 工作流程： - 1. 主设备发出请求信号。 - 2. 若多个主设备同时要使用总线，则由总线控制器的判优、仲裁逻辑按一定的优先等级顺序确定哪个主设备能使用总线。 - 3. 获得总线使用权的主设备开始传送数据。 - + 链式查询方式。 - + 计数器定时查询方式。 - + 独立请求方式。 -+ 分布仲裁方式 - -#### 链式查询方式 - -+ 总线与控制线： - + 数据线。 - + 地址线。 - + 控制线： - + $BG$：总线允许（响应），$1$条。 - + $BR$：总线请求，$1$条。 - + $BS$：总线忙，$1$条。 -+ 流程： - + 总线上所有的部件共用一根总线请求线，当有部件请求使用总线时，需经此线发总线请求信号到总线控制器。 - + 由总线控制器检查总线是否忙，若总线不忙，则立即发总线响应信号，经总线响应线$BG$串行地从一个部件传送到下一个部件，依次查询。 - + 若响应信号到达的部件无总线请求，则该信号立即传送到下一个部件；若响应信号到达的部件有总线请求，则信号被截住，不再传下去。 -+ 优先级：离总线控制器越近的部件，其优先级越高，离总线控制器越远的部件，其优先级越低。 -+ 优点：链式查询方式优先级固定。只需很少几根控制线就能按一定优先次序实现总线控制，结构简单，扩充容易。 -+ 缺点： - + 对硬件电路的故障敏感。 - + 优先级不能改变。 - + 容易发生饥饿，当优先级高的部件频繁请求使用总线时，会使优先级较低的部件长期不能使用总线。 - -#### 计数器定时查询方式 - -+ 总线与控制线： - + 数据线。 - + 地址线。 - + 设备地址线。 - + 控制线： - + 设备地址线：传输设备地址，$\lceil\log_2n\rceil$条。 - + $BR$：总线请求，$1$条。 - + $BS$：总线忙，$1$条。 - + 若设备有$n$个，则需要$\lceil\log_2n\rceil+2$条控制线。（还有$BS$、$BR$） -+ 结构特点：用一个计数器控制总线使用权，相对链式查询方式多了一组设备地址线，少了一根总线响应线$BG$；它仍共用一根总线请求线。**不需要总线允许**信号。 -+ 过程： - + 当总线控制器收到总线请求信号，判断总线空闲时，计数器开始计数，计数值通过设备地址线发向各个部件。 - + 当地址线上的计数值与请求使用总线设备的地址一致时，该设备获得总线控制权。 - + 同时，中止计数器的计数及查询。 -+ 优点： - + 计数初始值可以改变优次序： - + 计数每次从“$0$”开始，设各的优先级就按顺序排列，固定不变。 - + 计数从上一次的终点开始，此时设备使用总线的优先级相等。 - + 计数器的初值还可以由程序设置。 - + 对电路的故障没有链式敏感。 -+ 缺点: - + 增加了控制线数。 - + 控制相对比链式查询相对复杂。 - -#### 独立请求方式 - -+ 总线与控制线： - + 数据线。 - + 地址线。 - + 控制线： - + $BG$：总线允许，$n$条。 - + $BR$：总线请求，$n$条。 - + $BS$：总线忙，$1$条。 - + 若设备有$n$个，则需要$2n+1$条控制线。其中$+1$为$BS$线，用于设备向总线控制部件反馈已经使用完毕总线。 -+ 结构特点：每一个设备均有一对总线请求线$BR_i$和总线允许线$BG_i$。由排队器控制优先级。 -+ 过程： - + 当总线上的部件需要使用总线时，经各自的总线请求线发送总线请求信号，在总线控制器中排队。 - + 当总线控制器按一定的优先次序决定批准某个部件的请求时，则给该部件发送总线响应信号。 -+ 优点： - + 响应速度快，总线允许信号$BG$直接从控制器发送到有关设备，不必在设备间传递或者查询。 - + 对优先次序的控制相当灵活。 -+ 缺点： - + 控制线数量多。 - + 总线的控制逻辑更加复杂。 - -#### 分布仲裁方式 - -+ 特点：不需要中央仲裁器，每个潜在的主模块都有自己的仲裁器和仲裁号，多个仲裁器竞争使用总线。 -+ 过程： - + 当设备有总线请求时，它们就把各自唯一的仲裁号发送到共享的仲裁总线上。 - + 每个仲裁器将从仲裁总线上得到的仲裁号与自己的仲裁号进行比较。 - + 如果仲裁总线上的号优先级高，则它的总线请求不予响应，并撤销它的仲裁号。 - + 最后，获胜者的仲裁号保留在仲裁总线上。 - -## 总线操作与定时 - -占用总线的一对设备进行数据传输的方法。 - -### 总线传输阶段 - -1. 中请分配阶段：由需要使用总线的主模块（或主设备）提出申请，经总线仲裁机构决定将下一传输周期的总线使用权授予某一申请者。也可将此阶段细分为传输请求和总线仲裁两个阶段。 -2. 寻址阶段：获得使用权的主模块通过总线发出本次要访问的从模块的地址及有关命令，启动参与本次传输的从模块。 -3. 传输阶段：主模块和从模块进行数据交换，可单向或双向进行数据传送。 -4. 结束阶段：主模块的有关信息均从系统总线上撤除，让出总线使用权。 - -### 总线定时 - -总线定时是指总线在双方交换数据的过程中需要时间上配合关系的控制，这种控制称为总线定时，它的实质是一种协议或规则。 - -#### 同步定时方式 - -+ 也称为同步通信。 -+ 系统采用一个统一的时钟信号来协调发送和接收双方的传送定时关系。 -+ 时钟产生相等的时间间隔，每个间隔构成一个总线周期。 -+ 在一个总线周期中，发送方和接收方可进行一次数据传送。 -+ 因为采用统一的时钟，每个部件或设备发送或接收信息都在固定的总线传送周期中，一个总线的传送周期结束，下一个总线传送周期开始。 -+ 上升沿：数字电平从$0$变为$1$的一瞬间。 -+ 下升沿：数字电平从$1$变为$0$的一瞬间。 -+ 读命令过程： - 1. 取指：$CPU$在$T_1$时刻的上升沿给出地址信息。 - 2. 间址：在$T_2$的上升沿给出读命令（低电平有效），与地址信息相符合的输入设备按命令进行一系列的内部操作，且必须在$T_3$的上升沿来之前将$CPU$所需的数据送到数据总线上。 - 3. 执行：$CPU$在$T_3$时钟周期内，将数据线上的信息传送到其内部寄存器电中。 - 4. 撤销：$CPU$在$T_4$的上升沿撤销读命令，输入设备不再向数据总线上传送数据，撤销它对数据总线的驱动。 -+ 优点： - + 传送速度快，具有较高的传输速率。 - + 总线控制逻辑简单。 -+ 缺点： - + 主从设备属于强制性同步。 - + 不能及时进行数据通信的有效性检验，可靠性较差。 -+ 同步通信适用于总线长度较短及总线所接部件的存取时间比较接近的系统。 - -#### 异步定时方式 - -+ 也称为异步通信。 -+ 在异步定时方式中，没有统一的时钟，也没有固定的时间间隔，完全依靠传送双方相互制约的“握手”信号来实现定时控制。 -+ 主设备提出交换信息的“请求”信号，经接口传送到从设备；从设备接到主设备的请求后，通过接口向主设备发出“回答”信号。 -+ 根据“请求”和“回答”信号的撤销足否互锁，分为： - 1. 不互锁方式： - + 主设备发出“请求”信号后，不必等到接到从设备的“回答”信号，而是经过一段时间，便撤销“请求”信号。 - + 而从设备在接到“请求”信号后，发出“回答”信号，并经过段时间，自动撤销“回答”信号。 - + 双方的不存在互锁关系。 - + 速度快。 - + 可靠性低。 - 2. 半互锁方式： - + 主设备发出“请求”信号后，必须待接到从设备的“回答”信号后，才撤销“请求”信号，有互锁的关系。 - + 而从设备在接到“请求”信号后，发出“回答”信号，但不必等待获知主设备的“请求”信号已经撤销，而是隔一段时间后自动撤销“回答”信号，不存在互锁关系。 - + 若从设备故障，则会一直停留。 - 3. 全互锁方式： - + 主设备发出“请求”信号后，必须待从设备“回答”后，才撤销“请求”信号。 - + 从设备发出“回答”信号，必须待获知主设备“请求”货报销后，再撤销其“回答”信号。 - + 双方存在互锁关系。 -+ 优点：总线周期长度可变，能保证两个工作速度相差很大的部件或设备之间可靠地进行信息交换，自动适应时间的配合。 -+ 缺点： - + 比同步控制方式稍复杂。 - + 速度比同步定时方式慢。 - -#### 半同步通信 - -同步与异步的混合，统一时钟的基础上，增加一个“等待”响应信号$\overline{WAIT}$。 - -#### 分离式通信 - -即分离事务通信： - -+ 上述三种通信的共同点：一个总线传输周期（以输入数据为例）： - + 主模块发地址、命令，使用总线。 - + 从模块准备数据，不使用总线，总线空闲。 - + 从模块向主模块发数据，使用总线。 -+ 分离式通信的一个总线传输周期： - + 子周期一：主模块申请占用总线，使用完后后放弃总线的使用权。 - + 子周期二：从模块申请占用总线，将各种信息发送至总线上。 -+ 特点： - 1. 各模块均有权申请占用总线。 - 2. 采用同步方式通信，不等对方回答。 - 3. 各模块准备数据时，不占用总线。 - 4. 总线利用率提高。 - -## 总线标准 - -### 总线标准概念 - -+ 总线标准是国际上公布或推荐的互连各个模块的标准，它是把各种不同的模块组成计算机系统时必须遵守的规范。 -+ 按总线标准设计的接口可视为通用接口，在接口的两端，任何一方只需根据总线标准的要求完成自身方面的功能要求，而无须了解对方接口的要求。 -+ 系统总线标准：$ISA$、$EISA$、$VESA$、$PCI$、$PCI-Express$等。 -+ 设备总线标准：$IDE$、$AGP$、$RS-232C$、$USB$、$SATA$、$SCSI$、$PCMCIA$等。 -+ 局部总线标准：在$ISA$总线和$CPU$总线之间增加的一级总线或管理层，如$PCI$、$PCI-E$、$VESA$、$AGP$等，可以节省系统的总带宽。 -+ 即插即用（$Plug-and-Play$）的作用是自动配置（低层）计算机中的板卡和其他设备，然后告诉对应的设备都做了什么。把物理设备和软件（设备驱动程序）相配合，并操作设备，在每个设备和它的驱动程序之间建立通信信道。 -+ 热插拔（$hot-plugging$或$Hot\,Swap$）即带电插拔，热插拔功能就是允许用户在不关闭系统，不切断电源的情况下取出和更换损坏的硬盘、电源或板卡等部件，从而提高了系统对灾难的及时恢复能力、扩展性和灵活性等，例如一些面向高端应用的磁盘镜像系统都可以提供磁盘的热插拔功能。 - -### 标准总览 - -这是重点，下面的具体介绍可以随便看看： - -总线标准|全称|工作频率|数据线|最大速度|特点 -:------:|:--:|:------:|:----:|:------:|:--: -ISA|Industry Standard Architecture|8MHz|8/16|8MB/s|系统总线 -EISA|Extended ISA|8MHz|32|32MB/s|系统总线 -PCI|Peripheral Component Interconnect|33/66MHz|32/64|133/528MB/s|局部总线 -AGP|Accelerated Graphics Port|||X1:266MB/s X8:2.1GB/s|局部总线 -VESA|Video Electronics Standard Architecture|33MHz|32|132MB/s|局部总线 -PCI-E|PCI-Express (3GI0)|||10GB/s以上|串行 -USB|Universal Serial Bus|||1280MB/s|设备总线、串行 -RS-232C|Recommended Standard|||20Kbps|串行通信总线 -IDE（ATA)|Integrated Drive Electronics|||100MB/s|硬盘光驱接口 -SATA|Serial Advanced Technology Attachment|||600MB/s|串行硬盘接口 -PCMCIA|Personal Computer Memory Card International Association|||90Mbps|便携设备接口| -SCSI|Small Computer System Interface|||640MB/s|智能通用接口 - -### 系统总线标准 - -总线标准|全称|工作频率|数据线|最大速度|特点 -:------:|:--:|:------:|:----:|:------:|:--: -ISA|Industry Standard Architecture|8MHz|8/16|8MB/s|系统总线 -EISA|Extended ISA|8MHz|32|32MB/s|系统总线 - -+ $ISA$和$EISA$都是并行系统总线。 -+ $ISA$数据传送需要$CPU$或$DMA$接口来管理，传输速率过低、$CPU$占用率高、占用硬件中断资源，不支持总线仲裁。 -+ $EISA$从$CPU$中分离出了总线控制权，支持多个总线主控器和突发传送。 -+ 被$PCI$淘汰了。 - -### 局部总线标准 - -#### PCI - -总线标准|全称|工作频率|数据线|最大速度|特点 -:------:|:--:|:------:|:----:|:------:|:--: -PCI|Peripheral Component Interconnect|33/66MHz|32/64|133/528MB/s|局部总线 - -$PCI$也是并行局部总线，可以将高速外部设备直接挂到$CPU$总线上。 - -特点： - -1. 高性能:不依附于某个具体的处理器，支持突发传送。 -2. 良好的兼容性。 -3. 支持即插即用。 -4. 支持多主设备。 -5. 具有与处理器和存储器子系统完全并行操作的能力。 -6. 提供数据和地址奇偶校验的能力。 -7. 可扩充性好,可采用多层结构提高驱动能力。 -8. 采用多路复用技术，减少了总线引脚个数。 - -#### AGP - -总线标准|全称|工作频率|数据线|最大速度|特点 -:------:|:--:|:------:|:----:|:------:|:--: -AGP|Accelerated Graphics Port|||X1:266MB/s X8:2.1GB/s|局部总线 - -$AGP$即加速图形接口，是并行局部总线，是显卡专用的局部总线。 - -#### PCI-E - -总线标准|全称|工作频率|数据线|最大速度|特点 -:------:|:--:|:------:|:----:|:------:|:--: -PCI-E|PCI-Express (3GI0)|||10GB/s以上|串行 - -+ 点对点串行。 -+ 支持双向传输模式，可以运行全双工模式。 -+ 支持热插拔。 - -#### VESA - -总线标准|全称|工作频率|数据线|最大速度|特点 -:------:|:--:|:------:|:----:|:------:|:--: -VESA|Video Electronics Standard Architecture|33MHz|32|132MB/s|局部总线 - -即视频局部总线，为了传输活动图形。 - -### 设备总线标准 - -#### USB - -总线标准|全称|工作频率|数据线|最大速度|特点 -:------:|:--:|:------:|:----:|:------:|:--: -USB|Universal Serial Bus|||1280MB/s|设备总线、串行 - -$USB$属于设备总线，是设备和设备控制器之间的接口。 - -特点： - -1. 可以热插拔、即插即用。 -2. 具有很强的连接能力和很好的可扩充性。采用菊花链形式将众多外设连接起来，可使用$USB$集线器链式连接$127$个外设。 -3. 标准统一。以前大家常见的是$IDE$接口的硬盘，串口的鼠标键盘，并口的打印机扫描仪，可是有了$USB$之后，这些应用外设统统可以用同样的标准与个人电脑连接，这时就有了$USB$硬盘、$USB$鼠标、$USB$打印机等等。 -4. 高速传输。 -5. 连接电缆轻巧，可为低压（$5V$）外设供电。 - -#### IS-232C - -总线标准|全称|工作频率|数据线|最大速度|特点 -:------:|:--:|:------:|:----:|:------:|:--: -RS-232C|Recommended Standard|||20Kbps|串行通信总线 - -应用于串行二进制交换的数据终端设备（$DTE$）和数据通信设备（$DCE$）。 - -#### IDE（ATA） - -总线标准|全称|工作频率|数据线|最大速度|特点 -:------:|:--:|:------:|:----:|:------:|:--: -IDE（ATA)|Integrated Drive Electronics|||100MB/s|硬盘光驱接口 - -硬盘、光驱都通过$IDE$接口与主板连接。 - -#### SATA - -总线标准|全称|工作频率|数据线|最大速度|特点 -:------:|:--:|:------:|:----:|:------:|:--: -SATA|Serial Advanced Technology Attachment|||600MB/s|串行硬盘接口 - -#### PCMCIA - -总线标准|全称|工作频率|数据线|最大速度|特点 -:------:|:--:|:------:|:----:|:------:|:--: -PCMCIA|Personal Computer Memory Card International Association|||90Mbps|便携设备接口 - -#### SCSI - -总线标准|全称|工作频率|数据线|最大速度|特点 -:------:|:--:|:------:|:----:|:------:|:--: -SCSI|Small Computer System Interface|||640MB/s|智能通用接口 - -1. $IDE$工作需要$CPU$参与，而$SCSI$通过独立高速$SCSI$卡控制读写，$CPU$就不需要等待。 -2. $SCSI$扩充性高。 - -### 视频线标准 - -#### VGA - -即$Video\,Graphics\,Array$，也称为$D-sub$端口，传输模拟信号，所以要先将数字信号转换为模拟信号。 - -#### DIV - -即$Digital\,Visual\,Interface$，传输数字信号，但是在分辨率$1024\times768$以下时与$VGA$差别不大。 - -#### HDML - - 即$High\,Definition\,Multimedia\,Interface$，可以传输音讯，源于$DVI$技术，分为三种类型： - -+ $A$型：高清电视，投影仪等。 -+ $C$型：平板电脑，$MP4$等。 -+ $D$型：智能手机，平板电脑等。 - -# 输入输出系统 - -## 输入输出基本概念 - -### I/O系统发展 - -1. 早期，$CPU$和$I/O$串行工作，分散连接： - + 程序查询方式：由$CPU$通过程序不断查询$I/O$设备是否已做好准备，从而控制$I/O$设备与主机交换信息。 -2. 接口模块和$DMA$阶段，$CPU$和$I/O$并行工作，总线连接： - + 中断方式：只在$I/O$设备准备就绪并向$CPU$发出中断请求时才予以响应。 - + $DMA$方式：主存和/O设备之间有一条直接数据通路，当主存和$I/O$设备交换信息时，无需调用中断服务程序。 -3. 具有$I/O$通道结构，在系统中设有通道控制部件，每个通道都挂接若干外设，主机在执行$I/O$命令时，只需启动有关通道，通道将执行通道程序，从而完成$I/O$操作。 -4. 具有$I/O$处理机。 - -### I/O系统组成 - -1. $I/O$软件： - + 包括驱动程序、用户程序、管理程序、升级补丁等。 - + 通常采用$I/O$指令和通道指令实现$CPU$和$I/O$设备的信息交换： - + $I/O$指令： - + $CPU$指令的一部分。 - + 机器指令的一部分。 - + 反映$CPU$与$I/O$设备交换信息的特点。 - + 分为操作码（表明识别$I/O$指令）+命令码（执行的操作）+设备码（操作的设备）。（与一般指令格式不同） - + 通道指令（通道程序）： - + 通道自身的指令。 - + 指出数据的首地址、传送字数、操作作命令。 - + 通道指令放在**主存**中。 - + 通道指令由**通道**执行。由$CPU$执行启动$I/O$设备的指令，通道执行通道指令代替$CPU$对$I/O$设备进行管理。 - + 只有具备通道的$I/O$系统才能执行。 -2. $I/O$硬件： - + $I/O$接口。 - + 设备控制器：通过设备控制器，$I/O$设备与主板的系统总线相联。 - + 外设。 - -## 外部设备 - -外部设备也称外围设备，是除了主机以外的、能直接或间接与计算机交换信息的装置。 - -### 输入设备 - -用于向计算机系统输入命令和文本、数据等信息的部件。键盘和鼠标是最基本的输入设备。 - -#### 键盘 - -+ 键盘是最常用的输入设备，通过它可发出命令或输入数据。 -+ 键盘通常以矩阵的形式排列按键，每个键用符号标明它的含义和作用。 -+ 每个键相当于一个开关，当按下键时，电信号连通；当松开键时，弹簧把键弹起，电信号断开。 -+ 键盘输入信息可分为三个步骤： - 1. 查出按下的是哪个键。 - 2. 将该键翻译成能被主机接收的编码，如$ASCII$码。 - 3. 将编码传送给主机。 - -#### 鼠标 - -+ 鼠标是常用的定位输入设备，它把用户的操作与计算机屏幕上的位置信息相联系。 -+ 常用的鼠标有机械式和光电式两种。 -+ 工作原理：当鼠标在平面上移动时，其底部传感器把运动的方向和距离检测出来，从而控制光标做相应运动。 - -### 输出设备 - -用于将计算机系统中的信息输出到计算机外部进行显示、交换等的部件。显示器和打印机是最基本的输出设备。 - -#### 显示器 - -按显示设备所用的显示器件分类： - -+ 阴极射线管（$CRT$）显示器： - + $CRT$显示器主要由电子枪、偏转线圈、荫罩、高压石墨电极和荧光粉涂层及玻璃外壳$5$部分组成。 - + 具有可视角度大、无坏点、色彩还原度高、色度均匀、可调节的多分辨率模式、响应时间极短等目前$LCD$难以超过的优点。 -+ 液晶显示器（$LCD$）： - + 利用液晶的电光效应，由图像信号电压直接控制薄膜晶体管，再间接控制液品分子的光学特性来实现图像的显示。 - + 体积小、重量轻、省电、无辐射、绿色环保、画面柔、不伤眼等。 -+ $LED$显示器：通过控制半导体发光二极管进行显示，用来显示文字、图形、图像等各种信息。 -+ $LCD$、$LED$是两种不同的显示技术，$LCD$是由液态晶体组成的显示屏，而$LED$则是由发光二极管组成的显示屏。与$LCD$相比，$LED$显示器在亮度、功耗、可视角度和刷新速率等方面都更具优势。 - -按所显示的信息内容分类： - -+ 字符显示器： - + 显示字符的方法以点阵为基础。点阵是指由$m\times n$个点组成的阵列。点阵的多少取决于显示字符的质量和字符窗口的大小。字符窗口是指每个字符在屏幕上所占的点数，它包括字符显示点阵和字符间隔。 - + 将点阵存入由$ROM$构成的字符发生器中，在$CRT$进行光栅扫描的过程中，从字符发生器中依次读出某个字符的点阵，按照点阵中$0$和$1$代码不同控制扫描电子束的开或关，从而在屏幕上显示出字符。对应于每个字符窗口，所需显示字符的$ASCII$代码被存放在视频存储器$VRAM$中，以备刷新。 - + 按扫描方式不同可分为：光栅扫描显示器、随机扫描显示器。 -+ 图形显示器： - + 将所显示图形的一组坐标点和绘图命令组成显示文件存放在缓冲存储器中，缓存中的显示文件传送给矢量（线段）产生器，产生相应的模拟电压，直接控制电子束在屏幕上的移动。为了在屏幕上保留持久稳定的图像，需要按一定的频率对屏幕进行反复刷新。 - + 这种显示器的优点是分辨率高且显示的曲线平滑。目前高质量的图形显示器采用这种随机扫描方式。 - + 缺点是当显示复杂图形时，会有闪烁感。 -+ 图像显示器。 - -参数： - -+ 屏幕大小：以对角线长度表示，常用的有$12\sim29$英寸等。 -+ 分辨率：所能表示的像素个数，屏幕上的每一个光点就是一个像素，以宽、高的像素的乘积表示，例如，$800\times600$、$1024\times768$和$1280\times1024$等。 -+ 灰度级：指黑白显示器中所显示的像素点的亮暗差别，在彩色显示器中则表现为颜色的不同，灰度级越多，图像层次越清楚逼真，典型的有$8$位（$256$级）、$16$位等。$n$位可以表示$2^n$种不同的亮度或颜色。 -+ 刷新：光点只能保持极短的时间便会消失，为此必须在光点消失之前再重新扫描显示一遍，这个过程称为刷新。 -+ 刷新频率：单位时间内扫描整个屏幕内容的次数，按照人的视觉生理，刷新频率大于$30Hz$时才不会感到闪烁，通常显示器刷新频率在$60$到$120Hz$。 -+ 显示存储器（$VRAM$）：也称刷新存储器，为了不断提高刷新图像的信号，必须把一帧图像信息存储在刷新存储器中。其存储容量由图像分辨率和灰度级决定，分辨率越高，灰度级越多，刷新存储器容量越大。 - + $VRAM$容量=分辨率×灰度级位数。 - + $VRAM$带宽=分辨率×灰度级位数×帧频。 - -每个存储汉字数据的汉字内码占$2B$，表示汉字形体的字形码以$16\times16$点阵表示，为$32B$大小。 - -#### 打印机 - -打印机是计算机的输出设备之一，用于将计算机处理结果打印在相关介质上。 - -按印字原理不同可分为： - -+ 击打式打印机： - + 利用机械动作使印字机构与色带和纸相撞而打印字符。 - + 优点：设备成本低；印字质量好。 - + 缺点：噪声大；速度慢。 -+ 非击打式打印机: - + 采用电、磁、光、喷墨等物理、化学方法来印刷字符。 - + 优点：速度快；噪声小。 - + 缺点：成本高。 - -按打印机工作方式不同可分为： - -+ 串行打印机： - + 逐字打印。 - + 速度慢。 -+ 行式打印机： - + 逐行打印。 - + 速度快。 - -按工作方式可分为： - -+ 针式打印机： - + 原理：在联机状态下，主机发出打印命令，经接口、检测和控制电路，间歇驱动纵向送纸和打印头横向移动，同时驱动打印机间歇冲击色带，在纸上打印出所需内容。 - + 特点：针式打印机擅长“多层复写打印”，实现各种票据或蜡纸等的打印。它工作原理简单，造价低廉，耗材（色带）便宜，但打印分辨率和打印速度不够。 -+ 喷墨式打印机： - + 原理：带电的喷墨雾点经过电极偏转后，直接在纸上形成所需字形。彩色喷墨打印机基于三基色原理，即分别喷射$3$种颜色墨滴，按一定的比例混合出所要求的颜色。 - + 特点：打印噪声小，可实现高质量彩色打印，通常打印速度比针式打印机快；但防水性差，高质量打印需要专用打印纸。 -+ 激光打印机： - + 原理：计算机输出的二进制信息，经过调制后的激光束扫描，在感光鼓上形成潜像，再经过显影、转印和定影，便在纸上得到所需的字符或图像。 - + 特点：打印质量高、速度快、噪声小、处理能力强；但耗材多、价格较贵、不能复写打印多份，且对纸张的要求高。激光打印机是将激光技术和电子显像技术相结合的产物。感光鼓（也称为硒鼓)是激光打印机的核心部件。 - -### 外存设备 - -+ 是指除计算机内存及$CPU$缓存等以外的存储器。硬磁盘、光盘等是最基本的外存设备。 -+ 计算机的外存储器又称为辅助存储器，目前主要使用磁表面存储器。 -+ 所谓“磁表面存储”，是指把某些磁性材料薄薄地涂在金属铝或塑料表面上作为载磁体来存储信息。磁盘存储器、磁带存储器和磁鼓存储器均属于磁表面存储器。 -+ 磁表面存储器的优点: - 1. 存储容量大，位价格低。 - 2. 记录介质可以重复使用。 - 3. 记录信息可以长期保存而不丢失，甚至可以脱机存档。 - 4. 非破坏性读出，读出时不需要再生。 -+ 磁表面存储器的缺点: - 1. 存取速度慢。 - 2. 机械结构复杂。 - 3. 对工作环境要求较高。 -+ 原理：当磁头和磁性记录介质有相对运动时，通过电磁转换完成读/写操作。 -+ 编码方法：按某种方案（规律），把一连串的二进制信息变换成存储介质磁层中一个磁化翻转状态的序列，并使读/写控制电路容易、可靠地实现转换。 -+ 磁记录方式：通常采用调频制（$FM$）和改进型调频制（$MFM$）的记录方式。 - -#### 磁盘存储器 - -+ 磁盘设备的组成： - + 存储区域：一块硬盘含有若干个记录面，每个记录面划分为若干条磁道，而每条磁道又划分为若干个扇区。 - + **扇区**（也称块）是磁盘读写的最小单位，也就是说磁盘按块存取。 - + 磁头数（$Heads$）：即记录面数，表示硬盘总共有多少个磁头，磁头用于读取/写入盘片上记录面的信息，一个记录面对应一个磁头。 - + 柱面数（$Cylinders$）：表示硬盘每一面盘片上有多少条磁道，一个盘组中，不同记录面的相同编号（位置）的诸磁道构成一个圆柱面。 - + 扇区数（$Sectors$）：表示每一条磁道上有多少个扇区。 - + 硬盘存储器： - + 硬盘存储器由磁盘驱动器、磁盘控制器和盘片组成。 - + 磁盘驱动器：核心部件是磁头组件和盘片组件，温彻斯特盘是一种可移动头固定盘片的硬盘存储器。 - + 磁盘控制器：是硬盘存储器和主机的接口，主流的标准有$IDE$、$SCSI$、$SATA$等。 -+ 磁盘的性能指标： - + 磁盘容量：一个磁盘所能存储的字节总数称为磁盘容量。 - + 非格式化容量是指磁记录表面可以利用的磁化单元总数。 - + 格式化容量是指按照某种特定的记录格式所能存储信息的总量。 - + 记录密度：指盘片单位面积上记录的二进制的信息量。 - + 道密度：沿磁盘半径方向单位长度上的磁道数。 - + 位密度：磁道单位长度上能记录的二进制代码位数。 - + 面密度：位密度和道密度的乘积。 - + 磁盘最里面的位密度最大，最外面的位密度最低。注意虽然每一道的道密度不同，但是每一道所含的数据量是一样的。 - + 平均存取时间=寻道时间（磁头移动到目的磁道）+旋转延迟时间（磁头定位到所在扇区）+传输时间（传输数据所花费的时间）。 - + 数据传输率：磁盘存储器在单位时间内向主机传送数据的字节数，称为数据传输率。 -+ 磁盘地址： - + 主机向磁盘控制器发送寻址信息，磁盘的地址=驱动器号+柱面（磁道）号+盘面号+扇区号。 - + 若系统中有$4$个驱动器，每个驱动器带一个磁盘，每个磁盘$256$个磁道、$16$个盘面，每个盘面划分为$16$个扇区，则每个扇区地址要$18$位二进制代码：驱动器号（$2bit$）+柱面（磁道）号（$8bit$）+盘面号（$4bit$）+扇区号（$4bit$）。 -+ 磁盘工作过程： - + 硬盘的主要操作是寻址、读盘、写盘。每个操作都对应一个控制字，硬盘工作时，第一步是取控制字，第二步是执行控制字。 - + 硬盘属于机械式部件，其读写操作是串行的，不可能在同一时刻既读又写，也不可能在同一时刻读两组数据或写两组数据。 - -#### 磁盘阵列 - -+ $RAID$（廉价冗余磁盘阵列）是将多个独立的物理磁盘组成一个独立的逻辑盘，数据在多个物理盘上分割交叉存储、并行访问，具有更好的存储性能、可靠性和安全性。 -+ $RAID$的分级如下所示。在$RAID1$到$RAID5$的几种方案中，无论何时有磁盘损坏，都可以随时拔出受损的磁盘再插入好的磁盘，而数据不会损坏： - + $RAID0$：无冗余和无校验的磁盘阵列。 - + $RAID1$：镜像磁盘阵列。 - + $RAID2$：采用纠错的海明码的磁盘阵列。 - + $RAID3$：位交叉奇偶校验的磁盘阵列。 - + $RAID4$：块交叉奇偶校验的磁盘阵列。 - + $RAID5$：无独立校验的奇偶校验磁盘阵列。 - -#### 光盘存储器 - -+ 光盘存储器是利用光学原理读/写信息的存储装置，它采用聚焦激光束对盘式介质以非接触的方式记录信息。 -+ 光盘存储系统： - + 光盘片： - + 透明的聚合物基片。 - + 铝合金反射层。 - + 漆膜保护层的固盘。 - + 光盘驱动器。 - + 光盘控制器。 - + 光盘驱动软件。 -+ 特点： - + 存储密度高。 - + 携带方便。 - + 成本低。 - + 容量大。 - + 存储期限长。 - + 容易保存。 -+ 光盘的类型如下： - + $CD-ROM$：只读型光盘，只能读出其中内容，不能写入或修改。 - + $CD-R$：只可写入一次信息，之后不可修改。 - + $CD-RW$：可读可写光盘,可以重复读写。 - + $DVD-ROM$：高容量的$CD-ROM$，$DVD$表示通用数字化多功能光盘。 - -#### 固态硬盘 - -+ 在微小型高档笔记本电脑中，采用高性能$Flash\,Memory$作为硬盘来记录数据，这种“硬盘”称固态硬盘。 -+ 固态硬盘除了需要$Flash\,Memory$外，还需要其他硬件和软件的支持。 -+ 闪存（$Flash\,Memory$）是在$E2PROM$的基础上发展起来的，本质上是只读存储器。 - -## I/O接口 - -即$I/O$控制器，是主机和外设之间的交接界面，通过接口可以实现主机和外设之间的信息交换。 - -### 接口基本概念 - -#### 接口功能 - -1. 设备选址：设备选择电路、控制逻辑电路。 -2. 传送命令：命令寄存器、命令译码器。 -3. 传送数据：数据缓冲寄存器$DBR$（格式转换）。 -4. 反映$I/O$设备的工作状态：设备状态标记： - + 完成触发器$D$。 - + 工作触发器$B$。 - + 中断请求触发器$INTR$。 - + 屏蔽触发器$MASK$。 - -$I/O$指令实现的数据传送是在靠近$CPU$的**通用寄存器**和用来缓冲$I/O$数据的**I/O接口**之间。 - -#### 接口类型 - -+ 按数据传送方式： - + 并行接口：一个字节或一个字所有位同时传送。 - + 串行接口：一位一位地传送。 - + 这里所说的数据传送方式指的是外设和接口一侧的传送方式，而在主机和接口一侧,数据总是并行传送的。接口要完成数据格式转换。 -+ 按主机访问$I/O$设备的控制方式： - + 程序查询接口。 - + 中断接口。 - + $DMA$接口。 -+ 按功能选择的灵活性： - + 可编程接口。 - + 不可编程接口。 - -#### 接口结构 - -+ 内部接口：内部接口与系统总线相连，实质上是与内存、$CPU$相连。数据的传输方式只能是并行传输。 -+ 外部接口：外部接通过接口电缆与外设相连,外部接口的数据传输可能是串行方式，因此$I/O$接口需具有串/并转换功能。 -+ $CPU$与$I/O$接口之间通过数据线、地址线、命令线、状态线连接。 -+ $I/O$接口与外部设备通过数据线相连，$I/O$接口向外设通过命令线传递命令，外设向$I/O$接口通过状态线传递状态。 -+ $CPU$同外设之间的信息传送实质是对接口中的某些寄存器（即端口）进行读或写。 -+ 传输数据过程（以控制外设输入为例）： - 1. $CPU$通过地址线传输选择设备。 - 2. 根据设备选择电路判断是否设备。 - 3. 根据设备状态标记反馈设备状态，通过状态线传输回$CPU$。 - 4. 若设备已就绪，$CPU$根据命令线发送控制命令。 - 5. 命令寄存器暂存命令，通过命令译码器转换为外设的控制信号。 - 6. $I/O$接口通过数据线向外设发送控制信号。 - 7. 外设通过数据线向$I/O$接口输入数据。 - 8. 数据暂存到数据缓冲寄存器$DBR$中进行处理。 - 9. 外设数据输入完成后，将状态通过状态线输入设备状态标记中。 - 10. $I/O$接口通过状态线向$CPU$反馈输入完成，产生中断请求。 - 11. $CPU$收到中断请求后通过命令线反馈中断响应。 - 12. $I/O$接口再通过数据线向$CPU$传输中断类型号。 - 13. $CPU$通过数据线接收数据。 - -### 端口与地址 - -+ $I/O$端口是指接口电路中可以被$CPU$直接访问的**寄存器**。 -+ 接口$Interface$： - + 端口$Port$：实际上是寄存器： - + 数据端口：可读可写。 - + 控制端口：只写。 - + 状态端口：只读。 -+ 控制逻辑。 - -$I/O$端口要想能够被$CPU$访间，必须要有端口地址，每一个端口都对应着一个端口地址。 - -#### 统一编址 - -+ 把$I/O$端口当做存储器的单元进行地址分配，用统一的访存指令就可以访问$I/O$端口，又称存储器映射方式。 -+ 靠不同的地址码区分内存$I/O$设备，$I/O$地址要求相对固定在地址的某部分。 -+ 如系统总线中地址线共$10$根，则可以访问的存储单元个数为$1024$个，假设要给$10$个$I/O$端口编址: - + $0$到$9$表示$I/O$地址，$10$到$1023$为主存单元地址。 - + $0$到$1013$表示主存单元地址，$1014$到$1023$为$I/O$地址。 - + $10$到$19$表示$I/O$地址，$0$到$9、20$到$1023$为主存单元地址。 -+ 优点： - + 不需要专门的输入/输出指令，可使$CPU$访问$I/O$的**访存指令**，操作更灵活、更方便。 - + 使端口有较大的编址空间。 -+ 缺点： - + 端口占用了存储器地址，使内存容量变小。 - + 利用存储器编址的$I/O$设备进行数据输入/输出操作，执行速度较慢。 - -#### 独立编址 - -+ $I/O$端口地址与存储器地址无关，独立编址$CPU$需要设置专门的输入/输出指令访问端口，又称$I/O$映射方式。 -+ 靠不同的指令区分内存和$I/O$设备。 -+ 优点：输入/输出指令与存储器指令有明显区别，程序编制清晰，便于理解。 -+ 缺点： - + 需要专门的输入输出端口。 - + 输入/输出指令少，一般只能对端口进行传送操作。 - + 需要$CPU$提供存储器读/写、$I/O$设备读/两组控制信号，增加了控制的复杂性。 - -## I/O方式 - -即主机和$I/O$设备之间的数据传送的控制方式。 - -### 程序查询方式 - -+ 过程： - + $CPU$执行初始化程序，并预置传送参数：设置计数器、设置数据首地址。 - + 向$I/O$接口发送命令字，启动$I/O$设备。 - + $CPU$从接口读取设备状态信息。 - + $CPU$不断查询$I/O$设备状态，直到外设准备就绪。$CPU$一旦启动$I/O$，必须停止现行程序的运行，并在现行程序中插入一段程序。主要特点：$CPU$有“踏步”等待现象，$CPU$与$I/O$串行工作。 - + 状态就绪后传输一次数据，一般为一个字。 - + 修改地址和计数器参数。 - + 判断传送是否结束（一般计数器为$0$时结束）。如果没有结束则继续回到停止等待状态。 -+ 优点：接口设计简单、设备量少。 -+ 缺点：$CPU$在信息传送过程中要花费很多时间用于查询和等待，而且在一段时间内只能和一台外设交换信息，效率大大降低。 - -### 程序中断方式 - -1. 中断请求：中断源向$CPU$发送中断请求信号。 -2. 中断响应：响应中断的条件。中断判优：多个中断源同时提出请求时通过中断判优逻辑响应一个中断源。 -3. 中断处理： - + 中断隐指令。 - + 中断服务程序。 - -#### 中断和异常 - -操作系统中主要涉及。 - -+ 程序中断是指在计算机执行现行程序的过程中，出现某些急需处理的异常情况或特殊请求，$CPU$暂时中止现行程序，而转去对这些异常情况或特殊请求进行处理，在处理完毕后$CPU$又自动返回到现行程序的断点处，继续执行原程序。 -+ 中断（广义中断）： - + 内中断（异常、例外、陷入）$CPU$内部与当前执行的指令有关： - + 自愿中断：指令中断（自陷）。 - + 强迫中断：硬件故障（终止）、软件中断（故障）。 - + 外中断（中断）$CPU$外部与当前执行的指令有关： - + 外设请求。 - + 人工干预。 - + 非屏蔽中断：关中断（中断标志位$IF=0$）时也会被响应。（$IF$为$Interrupt\,Flag$，在$PSW$中）。 - + 可屏蔽中断：关中断时不会被响应。 - -+ 异常由指令在执行种产生，而中断不与指令相关，也不阻止指令的完成。 -+ 异常的检测由$CPU$完成，不需要外部信号通知。中断必须$CPU$通过总线获取中断源标记信息才能知道中断的类型。 -+ 异常是不可屏蔽的中断，而通过$INTR$信号线发出的中断是可屏蔽的中断。 - -#### 中断请求 - -+ 中断请求标记： - + 每个中断源向$CPU$发出中断请求的时间是随机的。 - + 为了记录中断事件并区分不同的中断源，中断系统需对每个中断源设置中断请求标记触发器$INTR$，当其状态为“$1$"时，表示中断源有请求。 - + 这些触发器可组成中断请求标记寄存器，该寄存器可集中在$CPU$中，也可分散在各个中断源中。 - + 对于外中断，$CPU$是在统一的时刻即每条指令执行阶段结束前向接口发出中断查询信号，以获取$I/O$的中断请求，也就是说，$CPU$响应中断的时间是在每条指令执行阶段的结束时刻。 -+ 中断判优，即多个中断发生时处理顺序的训责： - + 中断判优既可以用硬件实现，也可用软件实现。 - + 硬件实现是通过硬件排队器实现的，它既可以设置在$CPU$中，也可以分散在各个中断源中。 - + 软件实现是通过查询程序实现的。 -+ 中断优先级： - 1. 硬件故障中断属于最高级，其次是软件中断。 - 2. 非屏蔽中断优于可屏蔽中断。 - 3. $DMA$请求优于$I/O$设备传送的中断请求。 - 4. 高速设备优于低速设备。 - 5. 输入设备优于输出设备。 - 6. 实时设备优于普通设备。 - -#### 中断响应 - -+ $CPU$响应中断必须满足以下三个条件： - + 中断源有中断请求。 - + $CPU$允许中断即开中断。 - + 一条指令执行完毕，且没有更紧迫的任务。 - -中断隐指令指$CPU$在响应中断后在执行中断服务程序前的准备操作。由硬件实现，不是指令系统的真实指令，没有操作码，也不能被用户使用。 - -#### 中断处理 - -1. 关中断。 -2. 保存断点。 -3. 识别中断源并引出中断服务程序。 -4. 保存现场和中断屏蔽字。现场是用户可见的寄存器的内容，由软件实现。屏蔽字是$CPU$中断响应开始保存到栈或专门寄存器，由硬件实现。 -5. 执行中断服务程序（中断事件处理）。 -6. 恢复现场和屏蔽字。 -7. 开中断。 -8. 中断返回。 - -+ 中断隐指令的主要任务（$1$到$3$）： - 1. 关中断：在中断服务程序中，为了保护中断现场（即$CPU$主要寄存器中的内容）期间不被新的中断所打断，必须关中断，从而保证被中断的程序在中断服务程序执行完毕之后能接着正确地执行下去。即通过硬件自动完成中断触发器置零。 - 2. 保存断点：为了保证在中断服务程序执行完毕后能正确地返回到原来的程序，必须将原来程序的断点（即程序计数器$PC$的内容）保存起来。可以存入堆栈，也可以存入指定单元。 - 3. 引出中断服务程序：引出中断服务程序的实质就是取出中断服务程序的入口地址并传送给程序计数器$PC$。 - + 软件查询法。 - + 硬件向量法：每个中断有类型号，每个中断类型号对应一个中断服务程序，每个程序有一个入口地址，$CPU$需要找到这个地址，这就是中断向量。由中断向量地址形成硬件产生中断向量地址（中断类型号），再由向量地址找到入口地址。系统种保存中断向量的存储器就是中断向量表。（**中断向量**就是服务程序的入口地址，**中断向量地址**是入口地址的地址） -+ 中断服务程序的任务（$4$到$8$）： - 1. 保护现场： - + 保存程序断点$PC$，已由中断隐指令完成。 - + 二是保存通用寄存器和状态寄存器的内容，由中断服务程序完成。 - + 可以使用堆栈，也可以使用特定存储单元。 - 2. 中断服务（设备服务）：主体部分，如通过程序控制需打印的字符代码送入打印机的缓冲存储器中。 - 3. 恢复现场：通过出栈指令或取数指令把之前保存的信息送回寄存器中。 - 4. 中断返回：通过中断返回指令回到原程序断点处。 - -#### 多重中断技术 - -+ 单重中断：执行中断服务程序时不响应新的中断请求。 -+ 多重中断：又称中断嵌套，执行中断服务程序时可响应新的中断请求。 - - |单重中断|多重中断 -:----:|:------:|:------: -中断隐指令|关中断|关中断 - |保存断点（PC)|保存断点（PC)| - |送中断向量|送中断向量 -中断服务程序|保护现场|保护现场和屏蔽字 - ||开中断，中断嵌套 - |执行中断服务程序|执行中断服务程序 - ||关中断 - |恢复现场|恢复现场和屏蔽字 - |开中断|开中断 - |中断返向|中断返回 - -+ 中断屏蔽技术：主要用于多重中断，$CPU$要具备多重中断的功能，须满足下列条件： - + 在中断服务程序中提前设置开中断指令。 - + 优先级别高的中断源有权中断优先级别低的中断源。 -+ 所有屏蔽触发器组合在一起，便构成一个屏蔽字寄存器，屏蔽字寄存器的内容称为屏蔽字。 -+ 中断屏蔽标志可以改变多个中断服务程序**执行完**的次序。但是不能改变开始执行的次序，因为中断请求响应顺序由排队器控制。 -+ 屏蔽字设置规律： - + $1$表示屏蔽该中断源的请求，$0$表示可以正常申请。 - + 每个中断源对应一个屏蔽字（在处理该中断源的中断服务程序时，屏蔽寄存器中的内容为该中断源对应的屏蔽字）。 - + 屏蔽字中$1$越多，优先级越高。每个屏蔽字中至少有一个$1$（至少要能屏蔽自身的中断）。 -+ 在保护现场关中断，在执行中断处理程序时开中断。 - -#### 程序中断方式实现 - -1. $CPU$遇到$I/O$指令，就去启动外设，然后$CPU$再回来执行现有程序，外部设备进行准备。 -2. 外设准备完成后向$CPU$发出中断请求，$CPU$接收后进行响应，进行中断隐指令操作：关中断、保存断电、引出中断服务程序。$CPU$响应中断，运行中断服务程序：保护现场、中断服务程序控制数据传送。外设准备下一个请求。 -3. $CPU$通过中断服务程序进行中断返回，若从K个程序开始中断，则返回到$K+1$个程序。 - -### DMA方式 - -$DMA$方式优先级高于中断方式，这样处理速度更快。 - -#### DMA控制器 - -+ 因为每一个数据都要中断一次，当有大量数据时$CPU$需要大量中断服务。 -+ 所以使用硬件——$DMA$控制器控制大量数据传输。 -+ 在$DMA$方式中，当$I/O$设备需要进行数据传送时，通过$DMA$控制器（$DMA$接口）向$CPU$提出$DMA$传送请求，$CPU$响应之后将让出系统总线，由$DMA$控制器接管总线进行数据传送。其主要功能有： - 1. 接受外设发出的$DMA$请求，并向$CPU$发出**总线**请求。 - 2. 在每个**存储周期**（机器周期）后$CPU$检查是否存在$DMA$请求，若有则响应此总线请求，发出总线响应倍号，接管总线控制权，进入$DMA$操作周期。 - 3. 确定传送数据的主存单元地址及长度，并能自动修改主存地址计数和传送长度计数。 - 4. 规定数据在主存和外设间的传送方向，发出读写等控制信号，执行数据传送操作。 - 5. 向$CPU$报告$DMA$操作的结束，发出中断。 - -![DMA控制器][DMAcontroller] - -$DMA$控制时，$CPU$对主存没有控制权，而$DMA$有。 - -+ 控制/状态逻辑：由控制和时序电路及状态标志组成，用于指定传送方向，修改传送参数，并对$DMA$请求信号和$CPU$响应信号进行协调和同步。 -+ $DMA$请求触发器：每当$I/O$设备准备好数据后给出一个控制信号，使$DMA$请求触发器置位（为$1$）。 -+ 主存地址计数器$AR$：存放交换的数据的主存地址，能自动加减$1$。 -+ 传送长度计数器$WC$：用来记录传送数据的长度，计数溢出时，数据即传送完毕，自动发中断请求信号。 -+ 数据缓冲寄存器：用于暂存每次传送的数据。 -+ 中断机构：当一个数据块传送完毕后触发中断机构，向$CPU$提出中断请求。 - -#### DMA传送过程 - -$CPU$只在开始和结尾参与控制，$DMA$控制整个传输过程：内存→数据总线→$DMAC$（$DMA$控制器）→外设。 - -+ 预处理： - + 主存起始地址$\rightarrow AR$。 - + $I/O$设备地址$\rightarrow DAR$。 - + 传送数据个数$\rightarrow WC$。 - + 启动$I/O$设备 -+ 数据传送：继续执行主程序同时完成一批数据的传送。以数据输入为例： - + 设备将数据输入$DR$中。 - + 写满后向$DMA$控制器发送$DMA$请求。 - + $DMA$控制器向总线发送总线请求。 - + $CPU$将总线控制权交给$DMA$控制器，$DMA$控制器接管总线。 - + $DMA$控制器将地址从主存地址计数器上送到地址线上，将数据从数据缓冲寄存器送到数据线上。 - + 修改地址和长度参数并返回传送长度计数器和主存地址计数器中。 - + 若溢出（传输结束），则向中断机构发出中断。 -+ 后处理：中断服务程序做$DMA$结束处理。 -+ 继续执行主程序。 - -#### DMA传送方式 - -+ 主存和$DMA$控制器之间有一条数据通路，因此主存和$I/O$设备之间交换信息时，不通过$CPU$。 -+ 但当$I/O$设备和$CPU$同时访问主存时，可能发生冲突，为了有效地使用主存，$DMA$控制器与$CPU$通常采用以下三种方法使用主存： - 1. 停止$CPU$访问主存： - + 控制简单。 - + $CPU$处于不工作状态或保持状态。 - + 未充分发挥$CPU$对主存的利用率。 - 2. $DMA$和$CPU$交替访存：将一个$CPU$周期分为两个周期，一个给$DMA$使用一个给$CPU$使用： - + 不需要总线使用权的申请、建立和归还过程。 - + 硬件逻辑更为复杂。 - 3. 周期挪用（周期窃取）： - + $CPU$此时不访存：不冲突。 - + $CPU$正在访存：存取周期结束让出总线给$DMA$。 - + $CPU$、$DMA$同时请求访存：$DMA$的$I/O$访存优先，挪用几个存取周期。传输一个字后立刻释放总线。 - -#### DMA方式特点 - -+ 主存和$DMA$接口之间有一条直接数据通路——$DMA$总线。 -+ 由于$DMA$方式传送数据不需要经过$CPU$，因此不必中断现行程序，$I/O$与主机并行工作，程序和传送并行工作。 -+ $DMA$方式具有下列特点: - 1. 它使主存与$CPU$的固定联系脱钩，主存既可被$CPU$访问，又可被外设访问。 - 2. 在数据块传送时，主存地址的确定、传送数据的计数等都由硬件电路直接实现。 - 3. 主存中要开辟专用缓冲区，及时供给和接收外设的数据。 - 4. $DMA$传送速度快，$CPU$和外设并行工作，提高了系统效率。 - 5. $DMA$在传送开始前要通过程序进行预处理，结束后要通过中断方式进行后处理。 - 6. 不用保护和恢复现场。 - 7. 不能立即响应，所以不适合键盘和鼠标这种情景。 - -### I/O方式对比 - - |CPU与外设|传送与主程序 -:----:|:-------:|:----------: -程序查询|串行|串行 -程序中断|并行|串行 -DMA|并行|并行 - - |中断|DMA -:----:|:--:|:-: -数据传送|软件控制，程序的切换→保存和恢复现场|硬件控制，CPU只需进行预处理和后处理|中断请求|传送数据|后处理 -请求资源|CPU处理时间|总线使用权 -响应|指令周期结束后|机器周期结束后，总线事务后 -场景|CPU控制，低速设备|DMA控制器控制，高速设备 -优先级|非屏蔽中断高于屏蔽中断|最高 -异常处理|能处理异常事件|仅传送数据 - -[DMAcontroller]:data:image/png;base64,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 - -# 汇编程序 - -## 概念 - -### 定义 - -在计算机组成原理中会涉及汇编语言的基本指令，需要对基本命令有基本的掌握。 - -机器语言是机器指令的集合。这些机器指令本质上就是由一组0和1组成的命令，是CPU唯一能解释执行的命令。 - -机器语言和高级语言之间的就是汇编语言，汇编语言是人类可以理解的语言。 - -汇编语言的主体是汇编指令，汇编指令和机器指令的差别在于指令的表示方法上，汇编指令是机器指令的助记符，汇编指令是更便于记忆的一种书写格式。它较为有效地解决了机器指令编写程序难度大的问题，汇编语言与人类语言更接近，便于阅读和记忆。使用编译器，可以把汇编程序转译成机器指令程序。 - -```txt -1000100111011000 -MOV AX,BX -``` - -汇编语言不区分大小写。 - -表示把寄存器BX的内容移动到寄存器$AX$中。 - -### 运行流程 - -这就需要对汇编程序进行编译，即将其翻译成由机器指令组成的机器码，如此计算机就能执行汇编程序上。本质上，计算执行的仍然是机器指令，而非汇编指令。对更多高级的编程语言（比如$C++$等），使用高级语言编写的程序同样需要先转译成汇编程序，再编译成机器码，从而进一步地在机器上运行。这个过程，即编译过程。 - -把机器码程序（机器指令程序）转译成汇编指令，即反编译过程。 - -### 汇编语言组成 - -1. 汇编指令：与机器指令一一对应，它是机器码的助记符，汇编后变成机器语言可以被计算机$CPU$执行。 -2. 伪指令：由编译器识别执行，用于指示汇编程序如何汇编源程序，也称为命令语句，编译结束后伪指令失去作用，计算机$CPU$不执行。 -3. 其它符号：如+、-等，由编译器识别执行，没有对应机器码。 - -汇编语言的核心是汇编指令，汇编指令决定了汇编程序的特性。 - -## 8086CPU - -是一个由$Intel$于$1978$年所设计的$16$位微处理器芯片，是$x86$架构的鼻祖。 - -### 寄存器 - -$8086CPU$有$14$个$16$位寄存器，既能处理$16$位数据，也能处理$8$位数据，分别为： - -通用寄存器，用来存放一般性数据： - -+ 数据寄存器：一般用于存放参与运算的操作数或运算结果。分为两个字节，高位和低位，其中高位为$\cdots H$，低位为$\cdots L$，如$AX$分为两个八位的$AH$和$AL$： - + $AX$（$Accumulator$）：累加器。用该寄存器存放运算结果，可提高指令的执行速度。此外，所有的$I/O$指令都使用该寄存器与外设端口交换信息。 - + $BX$（$Base$）：基址寄存器。$8086/8088CPU$中有两个基址寄存器$BX$和$BP$。$BX$用来存放操作数在内存中数据段内的偏移地址，$BP$用来存放操作数在堆栈段内的偏移地址。 - + $CX$（$Counter$）：计数器。在设计循环程序时，使用该寄存器存放循环次数，可使程序指令简化，有利于提高程序的运行速度。 - + $DX$（$Data$）：数据寄存器。在寄存器间接寻址的$I/O$指令中存放$I/O$端口地址；在做双字长乘除法运算时，$DX$与$AX$一起存放一个双字长操作数，其中$DX$存放高$16$位数。 -+ 地址指针寄存器： - + $SP$（$Stack\,Pointer$）：堆栈指针寄存器。在使用堆栈操作指令（$PUSH$或$POP$）对堆栈进行操作时，每执行一次进栈或出栈操作，系统会自动将$SP$的内容减$2$或加$2$，以使其始终指向栈顶。其中$ESP$（$Extended Stack Pointer$）为扩展栈指针寄存器，是$32$位寄存器，用于存放函数栈顶指针。 - + $BP$（$Base\,Pointer$）：基址寄存器。作为通用寄存器，它可以用来存放数据，但更经常更重要的用途是存放操作数在堆栈段内的偏移地址。$EBP$（$Extended Base Pointer$），扩展基址指针寄存器，也被称为帧指针寄存器，是$32$位寄存器，用于存放函数栈底指针。 -+ 变址寄存器： - + $SI$（$Source\,Index$）：源变址寄存器。存放源串在数据段内的偏移地址。 - + $DI$（$Destination\,Index$）：目的变址寄存器。存放目的串在附加数据段内的偏移地址。 - -段寄存器，为了对$1M$个存储单元进行管理，$8086/8088CPU$对存储器进行分段管理，即将程序代码或数据分别放在代码段、数据段、堆栈段或附加数据段中，每个段最多可达$2^{16}=64K$个存储单元。段地址分别放在对应的段寄存器中，代码或数据在段内的偏移地址由有关寄存器或立即数给出： - -+ $CS$（$Code\,Segment$）：代码段寄存器。用来存储程序当前使用的代码段的段地址。$CS$的内容左移四位再加上指令指针寄存器$IP$的内容就是下一条要读取的指令在存储器中的物理地址。 -+ $SS$（$Stack\,Segment$）：堆栈段寄存器。用来存储程序当前使用的堆栈段的段地址。堆栈是存储器中开辟的按先进后出原则组织的一个特殊存储区，主要用于调用子程序或执行中断服务程序时保护断点和现场。 -+ $DS$（$Data\,Segment$）：数据段寄存器。用来存储程序当前使用的数据段的段地址。$DS$的内容左移四位再加上按指令中存储器寻址方式给出的偏移地址即得到对数据段指定单元进行读写的物理地址。 -+ $ES$（$Extra\,Segment$）：附加数据段寄存器。用来存储程序当前使用的附加数据段段的段地址。附加数据段用来存放字符串操作时的目的字符串。 - -段寄存器|提供段内偏移地址的寄存器 -:------:|:----------------------: -CS|IP -DS|BX、SI、DI或一个16位数 -SS|SP或BP -ES|DI（用于字符串操作指令） - -控制寄存器：用于存放控制数据： - -+ $IP$（$Instruction\,Pointer$）：指令指针寄存器。用来存放下一条要读取的指令在代码段内的偏移地址。用户程序不能直接访问$IP$。 -+ $FLAGS$：标志寄存器，也称为程序状态寄存器（$PSW$）。它是一个$16$位的寄存器，但只用了其中的$9$位，包括$6$个状态标志位和$3$个控制标志位。 - -$FLAGS$标志位的索引从0到15，则： - -状态标志位，用于查看运算数据状态： - -简写|英文名称|中文名称|索引|描述|用途 -:--:|:------:|:------:|:--:|:--:|:--: -CF|Carry Flag|进位标志位|0|当进行加减运算时 ，若最高位发生进位或借位，则CF为1，否则为0|判断十六位无符号数运算结果是否超出了计算机所能表示的无符号数的范围 -PF|Parity Flag|奇偶标志位|2|当指令执行结果的低8位中含有偶数个1时，PF为1，否则为0|奇偶校验 -AF|Auxiliary Flag|辅助进位标志位|4|当执行一条加法或减法运算指令时，若结果的低字节的低4位向低字节的高4位（0-3向4-7）有进位或借位，则AF为1，否则为0|判断四位无符号数运算结果是否超出了计算机所能表示的无符号数的范围，如BCD码 -ZF|Zero Flag|零标志位|6|若当前的运算结果为0，则ZF为1，否则为0|快速判断0 -SF|Sign Flag|符号标志位|7|若运算结果的最高位为1，SF=1，否则为0|快速获取符号 -OF|Overflow Flag|溢出标志位|11|当运算结果超出了带符号数所能表示的数值范围，即溢出时，OF=1，否则为0|该判断带符号数运算结果是否溢出 - -控制标志位有三个，用于控制CPU的操作，由程序设置或清除： - -简写|英文名称|中文名称|索引|描述|用途 -:--:|:------:|:------:|:--:|:--:|:--: -TF|Trap Flag|跟踪（陷阱）标志位|8|若将TF置1，CPU处于单步工作方式，每执行一条指令后产生一次单步中断|简化测试程序 -IF|Interrupt Flag|中断允许标志位|9|若将IF置1，表示允许CPU接受外部从INTR引脚上发来的可屏蔽中断请求；若用CLI指令将IF清0，则禁止CPU接受可屏蔽中断请求信号|控制CPU是否可以响应CPU外部的可屏蔽状态中断请求 -DF|Direction Flag|方向标志位|10|若将DF置为1，串操作按减地址方式进行，也就是说，从高地址开始，每操作一次地址自动递减；否则按增地址方式进行|串操作时控制数据计算的方向 - -### 寻址 - -有$16$根数据线和$20$根地址线。 - -由于$20$根地址线，所以可寻址的内存空间为$2^{20}=1MB$。但是由于数据线只有$16$位，所以$CPU$内部只能传输$16$位的地址。所以为了解决这个问题，$8086CPU$使用了两个十六位地址通过地址加法器合成一个二十位物理地址的方式。 - -其中定义第一个地址为段地址，第二个地址为偏移地址，即物理地址=段地址$\times16+$偏移地址。 - -如传入两个十六位地址，$1230H$和$00C8H$，然后$1230H\times16=12300H$（乘其对应的进制数等价于左移一位），然后$12300H+00C8=123C8$得到最终地址。 - -所以给定一个段地址，仅通过变化$n$位的偏移地址来寻址最多可以定位$2^n$个内存单元。 - -### 工作流程 - -在$8086CPU$加电启动或复位后（即$CPU$刚开始工作时）$CS$被设置为$FFFFH$，而$IP$被设置为$0000H$，即在$8086PC$机刚启动时，$CPU$使用地址加法器从内存$FFFF\times10H+0000H=FFFF0H$单元中读取指令执行，$FFFF0H$单元中的指令是$8086PC$机开机后执行的第一条指令。 - -+ 在$CPU$中，程序员能够用指令读写的部件只有寄存器，程序员可以通过改变寄存器中的内容实现对$CPU$的控制。 -+ $CPU$从何处执行指令是由$CS$、$IP$中的内容决定的，程序员可以通过改变$CS$、$IP$中的内容来控制$CPU$执行目标指令。 -+ 但是不能直接改变$CS$、$IP$寄存器的值，所以$8086CPU$使用转移指令来进行设置`JMP 段地址:偏移地址`。 -+ 其中段地址用来修改$CS$，偏移地址用来修改$IP$。如果仅修改$IP$内容，可以使用`JMP 寄存器地址`，如`JMP AX`类似于`MOV IP,AX`。 - -## 汇编指令 - -### 数据传输指令 - -通用数据传送指令： - -+ $MOV$： - + 格式：`MOV 目的,源`。 - + 功能：把源操作数赋值传送给目的操作数，源操作数不变。 - + 要求：目的和源可以为数据也可以为地址。 - + 禁止操作：向段寄存器写入立即数（必须通过通用寄存器中转）；$CS$作为目标寄存器；目的地址与源地址同时为存储单元或段寄存器。 -+ $MOVSX$： - + 格式：`MOVSX 目的寄存器,源操作数`。 - + 功能：把源操作数先进行符号拓展（为正数则高位补0，负数则高位补1），再赋值传送给目的操作数，源操作数不变。 - + 要求：源操作数字长要小于或等于目标寄存器字长。 -+ $MOVZX$： - + 格式：`MOVZX 目的寄存器,源操作数`。 - + 功能：把源操作数先进行零拓展（高位补0），再赋值传送给目的操作数，源操作数不变。 - + 要求：源操作数字长要小于或等于目标寄存器字长。 -+ $LEA$： - + 格式：`LEA 目的寄存器,源操作数`。 - + 功能：计算内存单元的有效地址（不是其中的操作数）并送到目的寄存器中。 - + 说明：有效地址就是偏移地址，LEA指令等效于OFFSET运算符，计算DS段地址加上偏移地址的地址。 -+ $XCHG$： - + 格式：`XCHG 操作数1,操作数2`。 - + 功能：对两个操作数进行位置互换。 - + 要求：操作数类型需要一致；至少一个为寄存器。 - + 禁止操作：操作数为段寄存器或立即数或内存操作数。 -+ $CMPXCHG$： - + 格式：`CMPXCHG 操作数1,操作数2`。 - + 功能：比较并对两个操作数进行位置互换。 - + 要求：第二个操作数必须为累加器$AL/AX/EAX$。 - + 禁止操作：操作数为段寄存器或立即数或内存操作数。 - -堆栈传输指令： - -堆栈操作指令中的操作数类型必须是字操作数，即16位操作数。 - -+ $PUSH$： - + 格式：`PUSH 源地址`。 - + 功能：将字压入堆栈。 - + 说明：一个字进栈，系统自动完成两步操作：$SP\leftarrow SP-2$，$(SP)\leftarrow$操作数。 - + 说明：一个双字进栈，系统自动完成两步操作：$ESP\leftarrow ESP-4$，$(ESP)\leftarrow$操作数。 -+ $POP$： - + 格式：`POP 目的地址`。 - + 功能：将字弹出堆栈。 - + 说明：弹出一个字，系统自动完成两步操作：操作数$\leftarrow(SP)$，$SP\leftarrow SP+2$。 - + 说明：弹出一个双字，系统自动完成两步操作：操作数$\leftarrow(ESP)$，$ESP\leftarrow SP+4$。 -+ $PUSHA$： - + 格式：`PUSHA`。 - + 功能：把通用寄存器$AX,CX,DX,BX,SP,BP,SI,DI$依次全部压入堆栈。 - + 要求：为$16$位字。 -+ $POPA$： - + 格式：`POPA`。 - + 功能：把通用寄存器$DI,SI,BP,SP,BX,DX,CX,AX$依次全部弹出堆栈。 - + 要求：为$16$位字。 -+ $PUSHAD$： - + 格式：`PUSHAD`。 - + 功能：把拓展通用寄存器$AX,CX,DX,BX,SP,BP,SI,DI$依次全部压入堆栈。 - + 要求：为$32$位字。 -+ $POPAD$： - + 格式：`POPAD`。 - + 功能：把拓展通用寄存器$DI,SI,BP,SP,BX,DX,CX,AX$依次全部弹出堆栈。 - + 要求：为$32$位字。 - -## 环境 - -### 下载 - -首先下载[DOSBox](https://www.dosbox.com/download.php?main=1)，下载后点击安装。DOSBox即通过软件让在不同的系统如Windows、Linux、MacOS等运行DOS程序，直接操作硬件。 - -然后下载[MASM5.0](http://www.winwin7.com/soft/27172.html#xiazai)，将压缩包解压并把对应文件夹放到指定位置。宏汇编程序$MASM$是具有宏加工功能的汇编程序。可以用它定义含参数的程序段，在使用的位置上调用它们，汇编时将进行宏指令展开，把宏定义所预先定义的指令目标代码插在该位置上。 - -### 挂载 - -完成后打开$DOSBox$的$DOSBox.exe$程序。 - -由于这个软件的起始目录是$Z$，并没有我们电脑上的任何本地目录，所以我们需要首先将我们自己的目录给挂载到$DOSBox$系统中。 - -需要将$MASM$目录挂载在$DOSBox$中，输入`MOUNT 挂载虚拟盘符 MASM5.0安装地址`（命令不区分大小写）。如我的$MASM5.0$安装在$D$盘的$MASM$目录下，要挂载到$D$盘中运行，就要在$DOSBox$控制台中输入`MOUNT D: D://MASM`。如果挂载成功会显示$Drive\,D\,is\,mounted\,as\,local\,directory\,D://MASM\\$ - -然后查看部署是否成功，`D:`、`dir`，如果显示列表中出现了$DEBUG$就代表MASM挂载成功，可以使用里面的$DEBUG$进行操作。 - -然后挂载成功后输入`D:`进入挂载地址，输入`DEBUG`就可以开始使用$DEBUG$了（汇编程序执行器）。 - -此后每次使用$DOSBox$就必须挂载$MASM$，非常麻烦，可以在配置文件中配置挂载命令。 - -找到$DOSBox\,0.74-3,Options.bat$，双击打开配置文件（注意不要直接修改bat文件），在末尾添加： - -```bat -MOUNT D: D://MASM -D: -``` - -就相当于默认挂载，并转到虚拟盘符地址，点击$DOSBox.exe$可以直接使用相关工具了。 - -+ $EDIT$编辑器。 -+ $MASM$编译器。 -+ $LINK$连接器。 -+ $DEBUG$调试器。 - -### DEBUG - -+ $R$命令查看、改变$CPU$寄存器的内容。 - + `R`查看所有寄存器内容。 - + `R 寄存器名`查看指定寄存器内容。然后下一行弹出一个:，后面可以添加值，从而能修改指定寄存器内容。 -+ $D$命令查看内存中的内容。其中左边为十六进制值，右边为对应ASCII值。 - + `D 段地址:偏移地址`：查看指定段地址与偏移地址所指向的内存后128个内存单元中内容。 - + `D 段地址:偏移地址 数量`：查看指定段地址与偏移地址所指向的内存后指定数量的内存单元中的内容。 -+ $E$命令改写内存中的内容。 - + `E 段地址:偏移地址 数据列表`：从指定段地址与偏移地址所指向的内存开始修改内容为数据列表。数据列表中间以空格分隔。 - + `E 段地址:偏移地址`：不表明数据列表，则控制台会主动给你提供从该地址开始的原数据，可以在后面输入新数据，输入空格后会继续弹出下个地址的原数据，回车结束输入执行修改。 - + `E 段地址:偏移地址 "字符串"`：从指定段地址与偏移地址所指向的内存开始保存字符串值，对应的ASCII码自动转换并保存到内容中。 -+ $U$命令将内存中的机器指令翻译成汇编指令。`U 段地址:偏移地址`。结果分别为地址、机器指令、汇编指令、说明。 -+ $A$命令以汇编指令的格式在内存中写入一条机器指令。`A 段地址:偏移地址`。从该地址开始输入汇编指令保存到对应内存。 -+ $T$命令执行一条机器指令。`T 段地址:偏移地址`。从该地址执行保存的汇编指令。 - -## 操作 - -### 数据操作 - -如要读取$10000H$单元的内容可以使用下面的汇编程序： - -```asm -MOV BX,1000H -MOV DS,BX -MOV AL,[0] -``` - -首先我们要读取$10000H$单元的内容，则必须把这个内容移动到段寄存器中然后读取。但是段寄存器不能直接被赋值，必须通过通用寄存器。所以第一步就是将$1000H$移动到基址通用寄存器$BX$中，因为是基址所以将$10000H$右移四位变为$1000H$为基址（$10000H$表示欸$1000:0$）。然后将$1000H$基址从基址寄存器中移动到数据段寄存器$DS$中，此时可以通过$DS$读取数据了。其中$[X]$表示内存单元，$X$表示相对于段寄存器地址的偏移量，所以$[0]$的计算后的基址就是$1000H\times16+0=10000H$，然后通过$MOV$命令移动到$AL$累加器寄存器中。移动到$AL$而不是$AX$是因为一个内存单位为一个字节，为八比特，而$8086CPU$一个字为两个字节，所以只用累加器的低位就可以了，即$AL$即可。 - -所以针对数据传输必然是：数据→通用寄存器→段寄存器。 - -### 字操作 - -由于$8086CPU$数据线为$16$根，所以其字大小为十六位即两个字节。之前数据传输时只是传输一个字节，所以通用寄存器使用$AL$而不是$AX$，而这里要传输字，所以使用一整个通用寄存器。 - -假如内存情况为： - -地址|数据 -:--:|:--: -10000H|23 -10001H|11 -10002H|22 -10003H|66 - -执行下面的汇编程序，请问执行后寄存器会变成什么样： - -```asm -MOV AX,1000H -MOV DS,AX -MOV AX,[0] -MOV BX,[2] -MOV CX,[1] -ADD BX,[1] -ADD CX,[2] -``` - -计算机默认为小端模式，所以高位在高地址，低位在地地址，所以比如要读取10000H指向的字，不能只读一个$23$，因为只有八位而$8086CPU$字长为十六位，所以还要向高位读一个字节，即为$1123$，高地址的在高位，所以$11$在$23$前面。 - -指令|寄存器内容变化|说明 -:--:|:------------:|:--: -MOV AX,1000H|AX=1000H|将基址1000H送到累加器中 -MOV DS,AX|DS=1000H|将基址1000H赋值给数据段寄存器 -MOV AX,[0]|AX=1123H|将偏移量为0的数据读取到AX中，多读一个[1]位置 -MOV BX,[2]|BX=6622H|将偏移量为2的数据读取到BX中，多读一个[3]位置 -MOV CX,[1]|CX=2211H|将偏移量为1的数据读取到CX中，多读取一个[2]位置 -ADD BX,[1]|BX=8833H|即将[1]位置的数据与BX数据相加，[1]位置的数据不能是半字，所以必须为十六位，即[2][1]=2211H，相加得到6622H+2211H=8833H -ADD CX,[2]|CX=8833H|同理将[2]位置的数据扩展为[3][2]=6622H，相加2211H+6622H=8833H - -### 段操作 - -对于$8086CPU$可以将数据根据需要让一组内存单元定义为一个段，以后操作根据段来进行。 - -+ 组的最大长度为$64K$，因为偏移量为$2^{16}=64K$。 -+ 地址连续。 -+ 起始地址为$16$倍数。（即地址的最后一个数字为$0$，如$123B0H$） - -将$123B0H\sim123BAH$的内存单元定义为数据段，累加这个数据段中的前三个单元中的数据： - -```asm -MOV AX,123BH -MOV DS,AX -MOV AL,0 -ADD AL,[0] -ADD AL,[1] -ADD AL,[2] -``` - -### 栈操作 - -$8086CPU$的栈操作都是以字，即十六比特为单位进行。高地址单元放高八位，低地址单元放低八位。 - -其中$SS$指向栈顶的段地址，$SP$指向栈顶的偏移地址，所以$SS:SP$指向栈顶元素。 - -如将$10000H\sim1000FH$作为栈，执行下面指令： - -```asm -MOV AX,0123H -PUSH AX -MOV BX,2266H -PUSH BX -MOV CX,1122H -PUSH CX -POP AX -POP BX -POP CX -``` - -$10000H\sim1000FH$作为栈，则栈底为高位$1000FH$，栈底为低位$10000H$，由于需要压入栈一共三个数据六个字节，所以只有$1000AH\sim1000FH$被使用到。 - -指令|MOV AX,0123H|PUSH AX|MOV BX,2266H|PUSH BX|MOV CX,1122H|PUSH CX|POP AX|POP BX|POP CX -:--:|:----:|:----:|:----:|:----:|:----:|:----:|:----:|:----:|:----: -1000AH||||||22 -1000BH||||||11 -1000CH||||66|66|66|66 -1000DH||||22|22|22|22 -1000EH||23|23|23|23|23|23|23| -1000FH||01|01|01|01|01|01|01| - -$SP$在入栈和出站是会加减二。 - -又将$10000H\sim1000FH$这段空间当作栈，初始状态是空的。设置$AX=001AH$，$BX=001BH$。将$AX$、$BX$中的数据入栈。然后将$AX$、$BX$清零。最后从栈中恢复$AX$、$BX$原来的内容。 - -由于$10000H\sim1000FH$为栈，栈底在高位，所以栈为空时栈顶应该初始化赋值为最大值$1000FH$的下一位$SP=0010H$。 - -```asm -MOV AX,1000H -MOV SS,AX -MOV SP,0010H -MOV AX,001AH -MOV BX,001BH -PUSH AX -PUSH BX -SUB AX,AX -SUB BX,BX -POP BX -POP AX -``` - -由于$8086CPU$栈空间没有保护，所以可能存在栈顶越界。 - -### 栈段操作 - -可以将字段内存作为栈段，这是用户配置的，CPU并不会把它当作栈，所以我们要让$SS:SP$指向自定义栈段，从而能让栈操作指令能访问我们自己定义的栈段。 - -由于栈段操作时只需要移动$SP$，所以$SP$的大小决定栈段的最大长度，所以最大长度为$2^{16}=64K$。 - -如果将$10000H\sim1FFFFH$这段空间作为栈段，初始空间为空，则$SS=1000H$，求$SP$。 - -由于空间高位为$1FFFFH$作为栈底，所以如果为空，则栈顶应该在$1FFFFH$的更高一位$1FFFFH+1=20000H$。但是给定了栈段空间$10000H\sim1FFFFH$，所以不能取到$SS=2000H$，否则越界。 - -所以向栈中填充一个元素，所以任意时刻，$SS:SP$指向栈顶，当栈中只有一个元素的时候，$SS=1000H$，$SP=FFFEH$。 - -如果栈为空，就相当于栈中唯一的元素出栈，出栈后，$SP=SP+2$。$SP$原来为$FFFEH$，SP=FFFEH+2=0$，所以，当栈为空的时候，$SS=1000H$，$SP=0$。 - -所以$CS:IP$指向哪里，$CPU$就将该段内存当作代码，$SS:IP$指向哪里，$CPU$就将该段内存当作栈。 - -## 程序定义 - -可以将汇编文件使用编译器编译为可执行文件。编写->编译->连接->执行。 - -如下面就是一个简单的汇编源程序： - -```asm -ASSUME CS:codeseg -codeseg SEGMENT -START: MOV AX,0123H - MOV BX,0456H - ADD AX,BX - ADD AX,AX - MOV AX,4C00H - INT 21H -codeseg ENDS -END START -``` - -### 定义段 - -+ $SEGMENT$和$ENDS$是一对成对使用的伪指令，这是在写可被编译器编译的汇编程序时，必须要用到的一对伪指令。 -+ $SEGMENT$和$ENDS$的功能是定义一个段，$SEGMENT$说明一个段开始，$ENDS$说明一个段结束。（$END$可以视为$END\,SEGMENT$的简写） -+ 一个段必须有一个名称来标识，使用格式为：`段名 SEGMENT`、`段名 ENDS`。 -+ 一个汇编程序是由多个段组成的，这些段被用来存放代码、数据或当作栈空间来使用。 -+ 一个有意义的汇编程序中至少要有一个段，这个段用来存放代码。 -+ 段名称最终会被编译、连接程序处理为一个段的段地址。 - -### 程序框架 - -$END$是一个汇编程序的结束标记，编译器在编译汇编程序的过程中，如果碰到了伪指令$END$，就结束对源程序的编译。 - -如果程序写完了，要在结尾处加上伪指令$END$。否则，编译器在编译程序时，无法知道程序在何处结束。 - -$END$除了通知编译器程序结束外，还可以通知编译器程序的入口在什么地方。由$START$后面加一个冒号，此后就是汇编指令，即基本的代码段。$END START$即指明入口在$START$位置。 - -### 假设 - -$ASSUME$表示为假设的伪代码，假设某一段寄存器与程序中的某个用$SEGMENT$和$ENDS$定义的段相关联，这样就不用再使用$MOV$指令将段通过通用寄存器移动到段寄存器，从而简化了代码。 - -如`ASSUME CS:codeseg`将$codeseg$代码段放到$CS$代码段寄存器中。 - -### 程序返回 - -我们的程序最先以汇编指令的形式存在源程序中，经编译、连接后转变为机器码，存储在可执行文件中。 - -而$DOS$是一个单任务操作系统，所以只能有一个程序运行，所以一个程序结束后，将$CPU$的控制枚交还给使它得以运行的程序，这个过程为程序返回。 - -返回应该在程序的末尾添加返回的程序段。 - -如代码的`MOV AX,4C00H`和`INT 21H`。这两句话的意思是$DOS$系统功能调$INT 21H$功能中的一种，表示带返回码结束用户程序。$INT 21H$指令中，寄存器$AX$分为$AH$和$AL$两个部分，$AH$中存入指令码$4C$表示带返回码结束，$AL$为程序返回码。用这个指令返回是不需任何条件，还可顺便关闭打开后忘记关闭的文件，并返回寄存器$AL$的值。 - -AH|功能|调用参数 -:-:|:-:|:------: -00|程序终止（同INT 20H）|CS=程序段前缀。 -01|键盘输入并回显|AL=输入字符。 -02|显示输出|DL=输出字符。 -03|异步通迅输入|AL=输入数据。 -04|异步通迅输出|DL=输出数据 - -### 错误 - -+ 语法错误：程序在编译时被编译器发现的错误，容易被发现。 -+ 逻辑错误：程序在编译时不能表现出来，在运行时发生的错误，不容易被发现。 - -### 编辑 - -打开DOSBox，挂载后直接运行`EDIT`命令，打开编辑器，编写： - -```asm -ASSUME CS:codeseg -codeseg SEGMENT -MOV AX,0123H -MOV BX,0456H -ADD AX,BX -ADD AX,AX -MOV AX,4C00H -INT 21H -codeseg ENDS -END -``` - -编写完成偶点击File，选择Save然后输入文件名进行保存。然后点击File的Exit退出编辑。 - -### 编译 - -然后运行`MASM`，然后需要输入源程序名。如果源程序文件不是以$asm$为扩展名的话，就要输入它的全名，比如$test.txt$。在输入源程序文件名的时候一定要指明它所在的路径，如`D:\MASM\test.asm`（但是注意此时你已经挂载了$MASM$，所以必须使用`dir`查看当前文件路径，文件路径直接为$test.asm$）。如果文件就在当前路径下，只输入文件名就可以。 - -然后出现$Object\,filename$，默认是后面括号的内容，如果要修改就输入新名字。 - -然后是$Source\,listing$，表示列表文件，是编译器将源程序编译为目标文件的过程中产生的中间结果。 - -最后是$Cross-reference$，表示交叉引用文件，这个文件同列表文件一样，是编译器将源程序编译为目标文件过程中产生的中间结果。 - -也可以直接加上文件地址输入，如`masm test.asm`。 - -### 连接 - -将生成的$TEST.OBJ$文件连接为可执行的$TEST.exe$文件。 - -控制台中输入$LINK$进行连接。如果目标文件不是以$obj$为扩展名的话，就要输入它的全名，同理要指明文件路径。也可以直接输入`LINK TEST.OBJ`。 - -$Run\,file$即表示要生成的可执行文件的名字。$List\,file$映像文件是连接程序将目标文件连接为可执行文件过程中产生的中间结果。$Libraries$即库文件，包含了一些可以调用的子程序，如果我们的程序中调用了某一个库文件中的子程序，就需要在连接的时候，将这个库文件和我们的自标文件连接到一起，生成可执行文件。 - -此时会提示一个警告：$waning L4021: no stack segment$没有栈段，可以不用理会。得到一个TEST.EXE。 - -### 运行 - -由于是可执行文件，所以可以直接在控制台中输入文件名进行执行。 - -操作系统是由多个功能模块组成的庞大、复杂的软件系统。任何通用的操作系统﹐都要提供一个称为$shell$外壳）的程序，用户（操作人员）使用这个程序来操作计算机系统工作。 - -$DOS$中有一个程序$command.com$，这个程序在$DOS$中称为命令解释器，也就是$DOS$系统的$shell$。 - -所以就是这个运行的$command$将汇编文件的程序加载进入内存，并设置$CPU$的$CS:IP$指向程序的第一条指令，即程序入口，从而使得程序得以运行。程序运行结束后返回$command$中，$CPU$继续运行$command$。 - -可以使用`DEBUG 程序名`的方式对程序进行监控。使用`R`指令对内存进行查看。可以看到$CX=000F$，即汇编程序一共十五个字节。 - -## 高级使用 - -### [BX] - -类似于$[0]$表示内存单元的偏移地址，所以$[BX]$也表示一个内存单元，但是偏移地址在$BX$中。 - -### (X) - -$(X)$用于表示一个地址或寄存器中的内容。如$(AX)=0010H$，即寄存器$AX$中的内容为$0010H$。如$MOV AX,[2]$等价于$(AX)=((DS)*16+2)$，$ADD AX,2$等价于$(AX)=(AX)+2$。 - -其中定义$idata$表示常量值的占位，如$MOV AX,[idata]$代表$MOV AX,[$常量$]$。 - -### LOOP - -为循环指令，格式：`LOOP 标号`。$CPU$执行该指令时会进行两步操作： - -1. $(CX)=(CX)-1$。 -2. 判断$CX$中的值，里面保存循环次数，不为零则转至标号处执行程序，如果为零打破循环向下执行。 - -计算$2^{12}$： - -```asm -ASSUME CS:CODE -CODE SEGMENT -MOV AX,2 -MOV CX,11 -S: ADD AX,AX -LOOP S -MOV AX,4C00H -INT 21H -CODE ENDS -END -``` - -这里的标号$S$就指向的是`ADD AX,AX`指令。循环执行的语句要在标号和$LOOP$指令之间。 - -在实际编程中，经常会遇到，用同一种方法处理地址连续的内存单元中的数据的问题。 -我们需要用循环来解决这类问题，同时我们必须能够在每次循环的时候按照同一种方法来改变要访问的内存单元的地址。这时，我们就不能用常量来给出内存单元的地址（比如$[0]$、$[1]$是常量），而应用变量。`MOV AL,[BX]`中的$BX$就可以看作一个代表内存单元地址的变量，我们可以不写新的指令，仅通过改变bx中的数值，改变指令访问的内存单元。 - -默认地址的段前缀都是放在$DS$中，可以设置不同的段寄存器从而设置不同的段前缀来简化。 - -## 多段程序 - -一个程序不可以只有一个代码段，所以必然存在多个段进行不同的数据操作。 - -由于$END$和$START$是一组关键字，$END$可以指明程序。 - -```asm -ASSUME 段寄存器名:段名 -段名 SEGMENT -…… -定义数据 -…… -START: -…… -数据代码 -…… -段名 ENDS -END START -``` - diff --git a/Computer-Organization/计算机组成原理.pdf b/Computer-Organization/计算机组成原理.pdf deleted file mode 100644 index f6e552b..0000000 Binary files a/Computer-Organization/计算机组成原理.pdf and /dev/null differ diff --git a/Data-Structrue/数据结构汇总.docx b/Data-Structrue/数据结构汇总.docx deleted file mode 100644 index 51cb516..0000000 Binary files a/Data-Structrue/数据结构汇总.docx and /dev/null differ diff --git a/Data-Structrue/数据结构汇总.md b/Data-Structrue/数据结构汇总.md deleted file mode 100644 index 8c7c399..0000000 --- a/Data-Structrue/数据结构汇总.md +++ /dev/null @@ -1,3782 +0,0 @@ - - - -# 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$T$。 - -[tree]:data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABQoAAAJFCAIAAAAall04AAAgAElEQVR4AeydeeBXU/7/Lc0wlsjYxpo1yVJ2SpJkzTKFkSV71soWiUJCiqSiELIWkVGkiGQdEhlrthj7NoxtGN+v34PXd16/477v+77vve973+977/v1/uPzOe9zz3mdc573vs89r33hn3/+eSH7GAKGgCFgCBgChoAhYAgYAoaAIWAIGAKNjcAijb18W70hYAgYAoaAIWAIGAKGgCFgCBgChoAh8AsCxh7bc2AIGAKGgCFgCBgChoAhYAgYAoaAIWAIGHtsz4AhYAgYAoaAIWAIGAKGgCFgCBgChoAhYNpjewYMAUPAEDAEDAFDwBAwBAwBQ8AQMAQMARAw42p7DAwBQ8AQMAQMAUPAEDAEDAFDwBAwBAwBY4/tGTAEDAFDwBAwBAwBQ8AQMAQMAUPAEDAETHtsz4AhYAgYAoaAIWAIGAKGgCFgCBgChoAhAAJmXG2PgSFgCBgChoAhYAgYAoaAIWAIGAKGgCFg7LE9A4aAIWAIGAKGgCFgCBgChoAhYAgYAoaAaY/tGTAEDAFDwBAwBAwBQ8AQMAQMAUPAEDAEQMCMq+0xMAQMAUPAEDAEDAFDwBAwBAwBQ8AQMASMPbZnwBAwBAwBQ8AQMAQMAUPAEDAEDAFDwBAw7bE9A4aAIWAIGAKGgCFgCBgChoAhYAgYAoYACJhxtT0GhoAhYAgYAoaAIWAIGAKGgCFgCBgChoCxx/YMGAKGgCFgCBgChoAhYAgYAoaAIWAIGAKmPbZnwBAwBAwBQ8AQMAQMAUPAEDAEDAFDwBAAATOutsfAEDAEDAFDwBAwBAwBQ8AQMAQMAUPAEDD22J4BQ8AQMAQMAUPAEDAEDAFDwBAwBAwBQ2ChhZoYCIaAIWAI1BiBb7/99pRTTpk3b17AuBdddFGbNm2WXXbZgDZ2KUcIfP3118cff/zrr79ecc7NmjWbMGHCMsssU7GlNTAEDAFDwBAwBAwBQyBZBBb++eefk6Vo1IqHwMSJEz///PMw69p0003btm0bpqW1aUAE4Hm++OILFj579mweqooItGvX7sADD5Rmxx577CKLmDNIRcwy1+CTTz6ZNGkS05o+ffo999wTcn7t27c/4IADaLzrrruuvfbaIXtZM0PAEDAEDAFDwBAwBKpEwNjjKgEsbHf0eyI6ue2221D0ffPNN2GWusYaa3AUbtmyJY2XWmqpMF2sTeER+OGHH/7zn//ccsstp556Ks9VvPWeeeaZ/fv3X3TRRf/whz/Eo2C9aoyAbBr77bff/fffX27oxRZbrEmTJjwhP/30k2+bTTbZ5LHHHlt44YWXXHJJ/vq2sUpDwBAwBAwBQ8AQMASSQsDY46SQLBSdJ598snPnziFZYt+Vc+R96KGHtt9+e9+rVtlQCPTu3fuKK67wLLljx46rrLKKp9L9+v333995551uDeUNNtjgrrvuEvmL55J9zRQCjz/+eKdOnf7973/rrFq1aoW1vH6VwjHHHMMuMX78+AcffFAvfffdd9xl/SqFr776qmnTpp5K+2oIGAKGgCFgCBgChkCyCBh7nCyeRaCGTePTTz+9YMEC38WcddZZm222mV56+eWXBwwYoF/dwmqrrbbVVlvRGKWfW2/lxkFg9OjRSEnwMX7zzTfdVSN8ufHGG1daaSW30lOGs+rVq9c111zjqUedSPehQ4d66u1rdhDo2rXrnDlz3n33XXdK6P/xJ3drypWRjHDrr732WrdBly5dMLDffffd3UorGwKGgCFgCBgChoAhkCwCxh4ni2eOqf3P//zP1KlThw0bhimju4wWLVrce++9a621llRi3+iaOGKALTbYXP3oo4/gW1566SW3++abb37OOefgQIgVpVtv5cIjcPbZZw8ePNhdZvfu3W+66SapCeNIrE/XJZdcMnnyZKQ2Su2ggw467LDD0E9qjRWygMA//vGPuXPn7rPPPjoZdgC5cZ6tQxv4FuTWP/zwwwcffDAbi7SBAjwzHunrr7++by+rNAQMAUPAEDAEDAFDoEoEjD2uEsDidEcd17dvX3c9qJFha1v/+nHrA8ovvvgiWiMa4GuK2aS2RMN83nnn6VcrFB6BUaNGoQBU0QlP1/LLL7/33nsTlDje2lFFoogm9DGqRaGw3nrrzZ8/Px4165UGAtwaBGQqX8MGni3lj3/8I4rf2MNx07n1GBE88cQTQgSDlClTpgRb5scezjoaAoaAIWAIGAKGQIMjYOxxgz8Avyz/xx9/HDhwIHpjiY6z3HLLYb+64YYbXnbZZbFVvvBF6KKh8Mgjj1AmotJJJ5104YUXWlylwj9wmCEMGjSIe42IhMWSmQkBCwHeVl555erXDuuFMQK+8QRzQv+89NJLz5gxAxv+6ikbhSoReO+99wgzLrwxopCNNtqI4OQrrrhilWSlO97IO+2001NPPSVfxaRlnXXWSYS4ETEEDAFDwBAwBAwBQ0ARMPZYoWjcAg6BeBTr+omH9Oc//1m/Vln4/e9/L2wSdHr06IFGerfddquSpnXPMgIjRozo06ePzhAf40MOOUS/JlLAEuHcc88VUgRGxtNVkgAlQtyIxEDgyy+/xKAaWZj0xUzg7rvvjkEnoAtm21jUP/roo9IGm212qjXXXDOgi10yBAwBQ8AQMAQMAUMgKgKWRzQqYoVqT/QjdHHKaWD4euutt+67774JLpKYTGeccQbaY2gSn/Yvf/nLK6+8kiB9I5UdBJCDXHDBBdxumdIyyyxz3XXXwdIkPsN+/foh01l88cWhfMevH8IaJz6KEQyJwIcffgg/rLzx2LFjSwOqhSQV0Gz11Vf/61//ut1220mbZ599thqb7YCB7JIhYAgYAoaAIWAINDICiypr1MgoNOza4TFQxGENCwKo+HAU3H///d3IW9UjA49E/KRPP/1UwvNgE0v+0p133rl6ykYhawigNyY6sTxOzO3666/noUr2cZIlI20hPhOUcUylBoHLBx98kKxYJ2vYZnk+xCdHDsIMMRXhhYJ5SEpKXVwziIZAdIN33nmH4bC43njjjTG0zjI4NjdDwBAwBAwBQ8AQyBcCZlydr/uV5Gw///zztm3bvvbaaxDt1q0bB1w8OZMcwKH17bff4t4M+4R78+9+9zsCGp9++unOdSsWAQE0e3gFsxIepEsvvfSoo45KgzdWpBC1oEYePnw4NWiS33rrrT/96U961Qq1QQBnY4zbP/nkE4arTbC0jz/+mBHJq8yIGLwQV3/bbbetzWJtFEPAEDAEDAFDwBAoPAJmXF34W+y/QI6Y2DkLb4xOhnJ6vDEzQGNM6K8TTzyRMia4BJ4dOXKk/8ysNp8I/O1vf3v//fdl7li9Hn300ZF447vuuivquokbt9deewlLjJsAGXHleY5Kx9pXgwAB6oU3btOmDZxqNaRC9iVdtqZE/uc//4noLWRHa2YIGAKGgCFgCBgChkBFBEx7XBGiYjZ4/vnnOc7K2jhrHnnkkTVYJwdZkv2IHeYKK6wgp+oajGtDpI0AYZOwdiYBDwOhzt1jjz1QJIYc9J577sHIH84WK9m1116btD2TJk3y9MXWANtpX3571qxZO+64o7THDRk7CE9f+5oeAl9//TUhsl5//XWGIOcWVtaRxkKoAX9LF3yVp02bJn2JC0iuY6WDfliczLWGAhmkCJpwxRVXIGvjgZk5cyYB0t0GVjYEDAFDwBAwBAwBQyAeAk3idbNeeUfg/vvv1yVU6byHlSNqQ5yWlWC5Ajrk1VZbTa5ywIWx6dChQ7nGVp8jBOBzhDdmzmS7Dc8b0x52SNyVSdvDh+BwpQvHmBazfAnw5rmKlGf77beXgMbTp0+HGgmfPG3saxoIIN469NBDhTdGeMFdiDoKEc6J4+XpxTPgJmBHOz1mzBiPZASDF6xRZs+e/cwzz8ydOxehGwHSPXTsqyFgCBgChoAhYAgYAjEQsHNkDNBy34Xj5vnnn88yOHRiVt2qVavYS0JZR2hilM833XRTGCLEahJu/JtvvkFHxOk2TC9rk2UEbrjhhsMPP1xmCJuEOjH2bNddd10ENzwhS/z6IdRTRVLEfrvllltQIdISOwiLNVgRsaQaEB8LeYRQI1w5O0lIyiRCxwx7l112Ed4YXpe7Ta51bj0f+GFqlBTh7rXsKcTOyu6hY18NAUPAEDAEDAFDwBBQBEx7rFA0UGH+/Pkob1nwWmutddttt8VbORpj1L+cj2F0sWxEMxyGDvwPJ2P+0hgKn332WZhe1ibLCJC7S+Ik4RQaw4XYXdqee+4J1/Tqq69K5YMPPog85aOPPnLblJZJ+fPHP/5R6vEaKG1gNZlCgB2DGy1TIqoWdxn2WGfIA4CxPX+JUE0lG5RHdawtyfMkzYjKhnk/j4FesoIhYAgYAoaALwIPP/wwuR58L2nlOuuss8022+hXKxgCjYaAsceNdsd/s97TTjvtN9+jfIEPURfBUaNGYdQasjdMFDyPaJsvueQS0sCE7GjNio3AYYcdRkhzd42kBLv99tsJI0elmUy7yGShzI9XpkHSYxF4hZyVduTmbrnlli5vLBSWW245uGK2lL///e8BNGnWo0cPuGikMwcccAB/yzHSAUTskiFgCBgCjYNASKFz8+bNCQJSjS1Y40BqKy0kAsYeF/K2Bi1qxRVXFJ0tsW2OPfbYoKaB1ySPsTQho09g299cXGqppTDHReX4xBNPoH/GNhvj2N+0sC/5RGCLLbaoZuKtW7cu5ZRCerTCZT3wwAPVjG59IyGAu69EUFt//fUxGQgpvLj77rtxx8DVnBgEOI1TLsfQwm8TipzAXSuvvHKYiUlGsTAtrY0hYAgYAo2GAP5HL7zwAqv+3//9X9xbKi5/wYIFW221lezP9CXsZUrZ7CvOxBoYAnVBwHyP6wJ7PQfVzZETbbmzacX5XXXVVYMGDarYrFwDd2jmU66Z1WcfAV6ipOlinrvuuuu4cePqNWFcjkmzzOgYNUiYrnrNpEHG1QMWe0hI3hhksJqWMGwEGydiefD+Q3wEBGeW07hBnihbpiFgCKSBAIEhjjjiCN7U7L18dOuuOBZnM+lCjJju3btDhNgQFXtZA0OgGAgYe1yM+1jTVdx55529e/cOv8nWdHI2WG0RQMU3b948xtx4440xm486+EsvvVT6IPEy5gG7/vrrw1P73e9+t8MOO9AeH1QY9S+//DJ8X2tZGwQI5fWvf/0r/FgEZmvfvn1w+1VWWcVSOgVDZFcNAUOgMRHA3wT3E4L88zKVFHrggD3OTjvt9EWlz8SJE/FeUdyw9YMIDi/Uw2lrvRUMgaIiYMbVRb2zFdbFsRIuokIjv8skGiU+MH8RJUoGY79WVtcoCJDLOvZS8Ro98MADxXwAY1rhhYjcRrog3t0w2xoQO9IQ3333XSnLHYmCNU4cARzI0T9I0DX4XlwqEhmC49qVV15J3mOoYbwgFgSJUDYihoAhYAjkF4EJEybwAiXnoiwBXnfAgAGUyVRCUI+K6yJVJ6kBhBN++eWXr776aroQ0pUMBQMHDrQMERUBtAZ5R8DY47zfwZjz33rrrWOEJfz000+PPvrov/3tbxg9Nm3a1NjjmOhbt18ReO2119544w0BA60v1rawN9SIjnHttdc2nAqDALoL9A+yHEIPEHE6qaXxnAh7jGDF2OOkUDU6hoAhkFME3n777Z133hmJpPDG5Mlr2bLliBEj2rVrF2lFxFyU9nDFGOlceuml2FpTc/nll993332EnCCERCSC1tgQyBECxh7n6GYlOVXsbWKQmzx5MslUCBKLIojDaAwK2gW1oWQD0horNDICP/zwA2IX5Y3btm2L8LuRASnw2ldYYYVyq+MM5yZ7I1pb165dyzWWekl5HdzGrhoChoAh0AgIEO0fBS+hT3WxKI3PPPNM/RqjAIM9ZMgQmOSRI0fS/auvvsIBisCKvKMJcB2DoHUxBLKPgLHH2b9HSc4QgaLI/2IQxU30vPPOo2MMF9PS4fbbb78TTzyxtN5qGgQBbKrdhMaPPfZYixYtYI0uu+yya665hljoJpku0pPw4YcfhlnOmDFjNOs17UllvOqqqwbbufDkhKFsbQwBQ8AQKDYCxHfYY489MMWSZZI1E7aW5AKJrJrAihgPzp8/H8YYgoizyRcA55zIgTCRGRoRQyBBBCw0V4Jg5oDU2WefHTtqUc+ePUklj0cKGp4cLNWmmG0EEEVr2m3c4Enzs/zyy2+wwQZ4k+KHLHG2sr0Cm10EBI4//vgwrffZZx9tRrg1MiQH88Y0xvdYu1jBEDAEDIHGRIAYmbxJlTfu3LkzieUJmYkLcSKALLnkklAjlQAvbrEAwoqQI2UixI2IIZA1BIw9ztodyeJ83nvvPbR5kjSPv5T5KG8Tb8bNmjXr27cvfUlXS576eESsV34R6Nevn0yeQE3E4tKMx7zgsaxGBJ7fpdnMSxFA81BaWVqj3m5cQimBlWBpG6sxBAwBQ8AQ8CDw9NNPq+kNr9Hx48cvtdRSnjbVfyWq69ChQzfaaCMhTsQQk2VXj6pRyCACxh5n8KZkbkrsgFjRfP3118yM/ZcyH92I4033p59+ev/99+lLyAc+8YhYr/wiQFwumTxRmnBEdxdC6Ca+EoB69uzZbr2V84sAdgFhJq+xyjfccMMZM2aE6TJ9+nRphrYkTHtrYwgYAoZAwRAgKMwjjzyiiyJMDAmc9GvihYceekiCV3/yyScEkUHJkfgQRtAQqC8Cxh7XF/9aj469YqQhcRAlPDVp5Zs0aYJT6DTns+iiiwop3FFiOJ/AbBP+GgpbbrnlFltsEWlW1rjwCJA57OSTTz744INJ/lT4xdoCSxHo0KED0VZL6z01SNnUuPrYY4/1XLWvhoAhYAgUHgFel/ihyIFq++2355gW9aSnEBHsGsE0rk9aU66AGxQuUVwlnA32X7NmzSrX0uoNgTwiYKG58njX4s+ZoyTuKJ9//jl6uTCJc0aNGtW7d2/GO+WUU2BX3IEXWWQRifKFXkgtY90GwWVTDAbjU+yrr7/+ekCsJhI74egukat5VosNRQOujt9+mMSbYZAhlJcdy8IAZW0MAUOgkAh88803SAYlbR6nMuJmYVkdb6VEvd5zzz3ffffdP/7xj24GAV9qa621FpY7K664IleJsukG2vRtb5WGQL4QMO1xvu5XYrPt06cPfHJFcsOHD6cNOyDSwXKNcXEhIHa5q+XqSZ1X7pLV5wgBdUHHuEvtpYPnTwpccoPxJi5tRjoKQppztZqsTscddxxBREqJW00dEcBjTU3oL7zwQkkQ4pnPrbfeKg4Xnnr7aggYAoaAIeCLwKeffip6Y66SwKlXr16+zcJU3nnnnfDGYVpKm6ZNmx5zzDFS5kSHEjt8X2tpCGQcAdMeZ/wGpTU9Mte9/PLLAdTR2mE1vWDBAtqQAn7TTTd1G3PS1a2QYF1Y47hXrdw4CJA6gkDT5Csm30PHjh3DsDekOH7uuecUImQrU6dOla9HHXWUiloQyhATTm34tb1vAberHj16cImYXpg8IET3bWaVSSHQqlWrxRdfHEu8kAQ5SN10003LLLMM+l6sTnCNQ/lAXzYWsjchKyE+H6IWvDmoJNQqoV9CUrZmhoAhYAgYAiBAzNTYOMycOZOXeKTubNRXXXUV2aRQI5PnCXPrKVOmRKJgjQ2BzCJg7HFmb02dJ0YiFo6wMgkcj93ZECCRrdCtsXLDIgBvTHjhCy64AARCptSGfXXh4nHq0qWLWyPlhRdeOLwD1eDBg4WzgjE23rgUzMRrMOfDCuCss87Cpm7SpEmSCTN4FCQdw4YNw3IeLfHDv35oj6fceuutR6i/V155Rbufc845mADoVysYAoaAIWAI+CKg71P20k022cS3TZhK1CFvv/12mJZuG/eFG/IA4Ha3siGQWQR+w/ZkdpY2sQQRICTso48+WpHgSSedREDCVVddFR2Rx1QVhQ+7sO6k+DDTpiJB3wawQCFD2vp2t8o8IsBrOMwTOGTIkDyurnHmjP8w7DF2KIccckjz5s3DBNhjJxk3btxyyy0nWeLAigD48jCQJmSzzTajBhXECSecEAZGJgBfTUsMDa6//vowXayNIWAIGAKFQYCIXCNGjGA56DBwG8YSJ97ScGsKE47LlziWPpwG2cmxACIN8oABA0jW6NvSKg2BHCFg7HGOblYyU0XP1r59e2jdf//9MCowwL5027Vrh0NL69atsYf0NMCiho6a7A5qf/rTnzxtAr4S8oE5vPXWW7RhGx04cGBAY7uUIwSIRn7HHXfgPBw85zXXXNNNQRHc2K5mHwFMrMPrDRCluY7HWOWJlwdpSNQ5OeSSUUSLWwe5wXbfffeQvayZIWAIGALFQACeVvZezml9+/aNvSiCtsaOrQWLjmRTHO442hHMdYUVVog9E+toCGQEAWOPM3IjajcNEikdccQRpGvCQLpr165PPfVUubGVAS5tgIcnn9L6MDWomzQu19ixY8N0sTZZRoCo5ngd84FX4dFClRfw5CS+EHzgMdkVDeTo0aN5pBMfwgj6IoAJyaBBg7Crx5mc+464LYbuAs6Wjy/9gEoYcoyxv/32W9pg3bfGGmsENLZLhoAhYAgYAuUQIPQDymd0FT/++KO0kcAQ5dpbvSHQCAhYAJtGuMu/WSPaG1UIE/PwN9dq8uW2227TcWCltGyFnCLQrFmz1VZbTSZPkonw4ZoSWS/GCJj4yqA8TjFScCcyjQYkghUJpnSSHw4N8MUXX1wzEAgZiL5C1M5HHnmkuL7XbHQbyBAwBAyBTCFABJB48yHlxNZbb82rUw0Jt912W8JJxKNmvQyBwiBg7HFhbmWEhZDUTvgZIgNzwI3tcxJhyP82Rb+H+Q3f0PkQ3QcT7v9esf85RgD13bnnngu/xBq4raSXqM1iiA4lMZxwYj/88MN33nnn2oxroygCKo8gF9fdd9+t9akWNGk2AbElYnmqwxlxQ8AQMASyhgCZFDGKZlYoPAJSbwZMG2co3psdOnRwu2+zzTY4QAX0skuGQCMgYOxxI9xl7xr79+8v8fexpYFZffbZZ70t0vlOzh4O0KLog0UnJcDSSy+dzlBGtaYIwBjjQy6hldDszZgxI2QO5Gpm+cUXXxx88MEIvyHyhz/8AX8BNYuohqz1jYTAxIkTiZhKF24HMboi9Y3XGEN6MmPTl0BfN9xwQ9u2bePRsV6GgCFgCOQXAY5Sn3zyCfPHt2WrrbaKsRB2bETM48ePN2/hGOhZl2IjYOxxse9v2dXharLEEkvI5TPOOIOgSmWbJnfhsMMOI7Yh9GBmCOeQHGGjlAkELrroIuIPMxXSGu+9997wS6lO65hjjiEjtwyBFjHVsYx4OQSwyiOrk+R+w/kc0RuuyOUaV19PqGpiwIhXCK7O++67b/U0jYIhYAgYArlDAK+i2HOGtebgp87GselYR0OgqAgYe1zUO1thXcTixxiSDCu0e+KJJ0499dQKHaq+zLn2mWeeETIkVYZVrpqkEcgWAkTkUqkH2uMdd9yRZA8pTZFniedWiLds2VLELimNZWSDEejVqxcnLdqQevrCCy+89957g9vHvvrYY48Rofr999+HAunlVDgSm6B1NAQMAUMgpwjEfr0S7JrMnbysf/75Z9Z+4403Xn311SQCyCkONm1DIA0EjD1OA9V80CSCNFF/Za7Tpk3ba6+90pv33Llzu3fv/vnnn6c3hFHOAgLEMyfOh8yE3LYkcJIXcIJz46HFJAwVojigor28/fbbW7VqleAQRioqAniAiwKZjgTK2m233dhSkr31Tz/99EEHHfTll1/K3BjCwqtGvU3W3hAwBAwBPKGuvfZacCAEDI5RMMZoLOx4Zg+GIeAiYOyxi0YDlXE4wQ1YbaqJ0cVxlpjS77zzTuIokEEKvSIuqUoZqeddd92lX61QGASI0TVr1ixie8iKCNM1bty4BP2QcV/v0qXLzTff/OabbzLEBhtsgCcqphCFATCnCyF6OX7gMnlM60nyhJoXb/D58+dXv6J//OMfbE3sIe+++65SI2y1necUDSsYAoaAIRAGAV6dauBDZj6srM8777zrr7+eUA5hulsbQ6BBEDD2uEFutHeZmNbceeedUiuW1T/99BMKXtIDqErZ2yfWd/TGKPrI9+P2ZneGcXJrrFwYBMgcht2+Rgo5+uijeaiSSiFGDJLp06cLViuvvDIDrb/++oWBLr8LQdxGlCzP/I866ii9WZ5Lkb7y/LA1SUg/7XjPPfdI0HKtsYIhYAgYAo2DQAyfOBTFbKckOubVyUecYkAMgyzssBoHOlupIVARAWOPK0JUtAYjRowg//stt9zCwgiRNWbMGKLpoOqR0IVPPfUUQsQ+ffpUH7MBF0G8TzG1ffvttxkLB1FG4SPRquGXmAZapqLha+tZaCHSQjz++ONbbrmlgPH888+TUxFvc7VWiAoSwdXhunlg1N0UrnjPPffEATUqKWufOAJvvPFG586dhSw3mt/45ptvLl9PPvlk7hqfV155Jeq4Dz/8sPRVJ3NM6CG+zjrrCCmesag0rX1UBJCWzps3L2ova28IGAJpIxA1aP9bb71FloE5c+YsuuiiBP/nQyHtSRp9QyCvCOAeZp+GQoCMSvqwDh06VNeOL5/WU8BU8sgjjyRtgDYIX8C8lr7wxi7BSy+9VCiQz0nrd9lll7Fjx4anbC1zhADm9J7395///GceDD433XRTmIXAIEn75s2b6zNDARNurBLCULA2NUCAiOVyd3Bj45YxIhKxbbfd1r1lXbt2lVuJYXzwlDAtkZarrLKKSwFD+hdffJG+OCFjOMAlYu/T8qWXXgomaFdjI0DEO9RK6623HoYAsYkQX5fbdNppp5WjgHiFBoQSKNegXP23335LR9sKyuGT2XoCQRHfPrPTy8vEkDvLDol7ER5MFafNGUza9+7du7SxhnJApll6NbgG5xfdq+MdGoPp21VDoPYILFT7IW3EeirRafkAACAASURBVCGAqx7ywoUXXlg2stNPPx3NgE6GSF2TJ09efvnldZuj0KZNG6IryQcdjjb2FNAK/rfVIxg9epxYOF3h7kLSF+mFn7NuxAzRsWNH2089eBbmK6Zc8EsePoebDh+FFYM+M74FEhp7HiQ6wm9jd4Apb2EgyvtCYFHIsMWt4UNaL10Ot14N7OWq/MUKYOTIkb53nMpNNtlEE85pLyR33HSCcilxwhno1QceeEDrrZAgAmzU+gPkreFLmVgV3GjfS1op7g8EATrzzDO10i3wguBubrzxxkhV3PqKZcIQ0JGkbo0mIiGEOz8WnPwrQkQD3uzyc4sKbwDxO+64Azk7DquINgKa+V4i6AlWITvttFP4JfjSsUrOb3379pWdEK1DMCCIHWVr7dSpk0cUxdZ6+OGH8wsVUsYeByNpVxsEAWOPG+RG/7JMFDiy/fEXib4vuztlyhTk8drMLXCuZd/0PYjgyey21DKaBwSWRDD2oExWHlcfiMGky6h7GtvXvCPw0EMP8RjwVtYHI0Zhww03hMjEiRPzjkbB5q/ns+222+6KK65wVwfvxC3jw1E4xh1HhiLdEZS4ZCkj6WPTEJq4JXuu2tdEEHADoXF6LqXJIZubjgd46SW3RqMD8Jpw67UstgDcTd5KWhmm0KFDB3kGMEsJ0z7jbbCpwcG+4iRpJlHiMdCo2JgG6oOAoxNR7sJ0qdhm3XXXFeR99ZDB3Uk0IH35+6c//Ym3Q3B7uxqAwLnnnitgIq0IaEbgVVfzMXXqVLfx7Nmz9Y5Q2GyzzdBnuA0qlk17XBEia5A7BJq4vworFxUBtG0aiwuFAO82zjSrrbZa6Xrx50Sdu+yyy0oiWcLDwrhKM97cw4cPv/XWW0vVO7x0XVKkU1599dWpIREL5tPuJSlvscUWOJHir4iCghrKqLUxuHINv0t7WU1OEcDMng++xz169JBH5bPPPpPstRVXtPbaa4uzOg9JqRa6YndrkDYCCNRkiNatW3vEZNjAn3LKKVzl1iMpkzsefOthiTGiFoLnn39+uWxz7DBETyCWNaI3TmYrrbTSZZddlvZKC0mfIwuuxWLKgRXArrvuqsv86KOPtMyvTy05pRImDVkV9xRNPiEkyOaFnELbW0EQwNsT7Trliy++GOV5OVjIQ7vffvthRXX22WejxANSCQXi2x5WhziavpeCKyHLEL7v/eCOyV5dZplliBkhQnMkLLjC8nZIdgij5kEAyQiGV5I9BDm1B3DOhG4UD55GzZ/noeP7lXT3mpeEp8v8mX1RssrcIWDsce5uWeQJw98SPVjjVGMvTS6cACpwv8OGDZMGvNGHDBniNiazjvu1tEx3YtiK2VvpVa0hUhdGVgRRxDqLSvI8MU9CKZby3trFCrlGAJZGWSnMB4hnLsmZyi2Kdzb+ivjAq6aiXEurrxcCCNHCxCTn1msqETyH+eGru7I7cwRz++6774knnuhWlisjwoOX5ioM3syZMwn9xZZSrrHVl0MA9HgjyNV+v358W7LtazNPAw7TWO1iKJtx9hgxCpwncljP/KN+/f777/WdyOPq8hWlpAhyqZse0oTSBp4aXBWoQfRDR8+lkF/xxGZEEtuGbM/BgDjG5Roj89pnn33KXa1YzwudV7ynGWJxPoQF9cSil2YYbGt2SYwC8LbwdLevMRAg8R67brmOqIs9wq9yLX3rkZSxc8ilAQMGsNv7NrNKQyBfCBh7nK/7FXm2iK579eqlvPE555xz6KGHhqfCWxY2xm1PRA0kkVKDuQ7lwYMHuw2w+yLArFtTrkx4W4x8CKUoJ2xe6mgXyVaPdLlcF6svBgIEtZ4xY4YEsiaQm5wFcYbH3EAXGP5B0i5WqCUCBMrifqENZlBOSGrpGjwHHJL54ftyKRjZogcO7u5ehYsgtTJ6OTRR+CfDpGlgBbeZlYMRcCNBkOgF3g+jHjUaKu3LURhJhOc94ntDPX1xgkWbSiV3Wb2aeX48ulCaaUZrjEc8RGJ8hYHnOUHWxuNBCAw05Nj0eui4g3oueb7SkjyxUonbMy7T6rTpaclXz/OMQAcfJShwiRjvuOBKF6QPTEy7I2uIxB5jHcZeynsTJd7ee+/N7UPzf8kll4jdjZItLWB3zUBiw1V6lRrYKj6YafheDa7EoAOgkIF6jhDSC5WjFLjX8lTIV3xoEZ5KGVaZiFMgJl/tbykCPXv2RDiIwgN9L084Fje1VzCo3AcFNRKN0klajSGQSwRyZw5uEw6PAKLobt266XOJm9CTTz4ZvrtvSxI+qdffNddc49smUiU5e9Q5jaliTunG4IlEyhrnEQE8S+URvfzyy/M4/4adM3pg3VtICFcXHIjypXPgwF2XORRvUHdDVni1MHr0aNgwzObdz/z580txwPQaQyTX6VGIuJ7MbvJq8T3G0luawc2Wup3rKLw4NMWX+h4Tp40RPR9PYqqdd95ZiUgBfjW2jhRvIw819yucPyiJvwAe+CwNIaCsDqNibekxtvJETtJmUlAtvfgeI1DGgwljChhjvUcUNES8+h5TiXLPQ009mREZyA3Fn9ylQ6xNTxe+ikUP7DfhPEuvSg3cmksnXlkjepYbxepd4YLHqbg24GjSEwq1GdFGMQRqgIBpj+Nt2jnoxXvlhBNOmDRpEnNFSo2cG7WAmCNWM3t0eryGcUWrhojbF8MezkC8khGBU8/LmLNXsMWa293KhoAhUHsEvvnmG/GlxNPsiCOOqJdhM5olAhaIspHjOJYspmuq5mFAaYzEQYJyoY2EuxNzXxgheXeg7EUriAKWqGnlBho0aBC2IVxFpelhTaULWkHuGkHd0CsS61Hp3HjjjUQJ+uCDD6SGAxCPFjYCpQEsUAjj8KzeGahbsUKiF646rsu00Kn4cGJjRSzoUjZeJ6YFLKt5sboxMiTstjbwFPh1ABRTevXVVwmNiSxAQ9n179+fJXja8xW9ekgjCMw3JI0tVsorrrhiixYteDurKh5FIlpfoJYzgAzEGYBQWNxNfYPjvYL5AKIlTgjy2uXu4576+uuv0wVROEmD1IGC0PQMAZMvCmdk5RI8T4hjP8Ktl7L7F+26Gdy6gKRXFkf39Oh7KPPYYD+PbJR6HioeIU8D+2oI5BiBGrDgNkTtEUAc7uqNsXxLag6cD/RxT0R7LBPjFMXbXSgT1oswXZzDkpqz0ckyAqY9zvLdKTc39RDmZ1uuTW3qxVRVtg6iHtRm0EKOgommGz4K6wBCkQuwqiQUo2gYKrZo/aCfdAFBnwkTpa8J3wKZC8ilHKaZr8WTuqcKcaipJtl3OLcSq2N3tpHKaKdxVorUhcai7+UvsgZSIgkXAceouKn2GItryRzuOwRCATD3zZdGGDy6+HKn7tqljL20L32tVD9z9PxE61QKOFNgfq9fPQWOHEqBgmqP11xzTbfeyskigPBC/d0QxxAPIln6AdSI9KbPAL79AS3tkiGQOwQqvMP00bdCjhBAfswrXGXGhP4vFwA2O4siAgf5HhA/o0MmuDExVNE/cJLIzgxtJikhQMzblCgb2ZQQQGnASV2IV+RwUpqDS5Y5iNIMxSZWsha8wAWnYplbCXoIKGF+RG+MgHLMmDHoRUUv5FKQ242btya75ir8D68b8hFIS1IDEsAWsqhMTz31VKlE44pyWEnhlIsLOq7FGFRrJfpVgpy7rrzSTBv4Fn73u98xOoyBqp19m2klcaG0HLWAWpVP1F7SHjNsTKAxTcfCGS3fF198AcOMtRSaWM3jTdiOcj78sD2jRo1SYaLvHIjBSXgRLoGh3CnuLL9WT2PPb5ag2QSWxyIAKzMao64XtTzx89Aeu1G+uOQhFeMrDwYSCuRreMly15QCp2fU0cTuxswbw7fqLd2UcrELWD3waHHGwxADbHHebteuHbcypA1CbHAYCwsF7Y7hCXcw7UF1OCsYAqkjkDuG3iYcjAAvXc1vzBa5//77E8oyuEukq4Tm2mabbeS5TFB7LHMgj5S6vWEt9txzz0WamzXOIwJ6QjLf47zcPk22SVyipDKpVrN2bGtRu8mmRPjrakg1YF8N3CgAIqnEB1VwKNUei9U0mk/eLJja6gEFkUQpdCh+tQEMc2mD6dOnawMpEJaptFlpjas9JiRvaYNM1QCj7HK8OpmYGymalA0uArDuATOH13Udg5E4cBfE8ly0xxJDCxYFOZHQQdvsZh3H75ouWGW7o4iNt3gyE+VO5yN6bNgeurgftfOiJTIUvaSDCvFy2mPNe4z5AMZoOhNkLjo07L2q1rWBFQIQcO0+gNEFNqBX7Ev4TWCWr/dLCrVUXMeeuXU0BEIi8EtWDPsUCQF3z0KsmPjSYI95j8pumDh7zGwJuKIpH3kNk68l8SUYwUwhYOxxpm5HmMmojxm+vmHa16CNhlZCrMZxvwYjFmMIVEDEm3WPuegMdWml7LEwYxhz0kZFmXQnRrH20oLLHpPIBx8fOEO9SqGUPSYPkNugXDkSe4yfPEPz8fBv5YinUY9SFJQqsscVH13XokoYWuytUP/CHuNOLK9OdlR3CW5oLl6v7iUpC3sMsw1EbuLrcmbeiK01IjfxPksJSo2yx5LrUZspewwgeGVrvcsec4lF6SUrVEQA/3NsB8BNPthkVexSTYPjjz/+v0P9//+o/XmE8HaphrL1NQQygoCxxxm5EQlMg/g0rr8x9tXsmAnQ/S2JlHyP3UFgiTXVLe9s5NnuVSsXDAFjj3N0Q4mpSwZjWB3ORCh/xKAuC/PHLJMgf3JSw3YUg9UszCrjcyAlDHbUsDowSGzsfNDD83vEj5e7DN/lYY+xfBaEhT3m/YIdAYayMF2w2Z7FwgkjqpD2+hclM5SFKSLVqqt/lja+SmYPZb667DG3G60pZBHWYJHrfpg/9fpgoJMkMlZdHlphQdHr8qvBspp40dgzA7grICCMFrbNpYvVGkDWBLPARUBsrKC5yoqIHK4m09xB7MxZONpmrlZkjyHLTFQqLTcCg3ns7emOPh9SBCHXaVCQFzTyd2njXtKyssdEyyO+FxYH0phZMRy3iYHEkFu6uOwxQGVH9KYryngBSwG5d/zlUUdy8cQTTyQ+Z7hfngfNBscP1hM5D0tveSwTH9oIGgK1RMDY41qine5YxPzUzRGu0jeiSfUz4MWmo6ShPZYZ8kpWa0kOAcYhV3/jMkvB2OPM3prSiRGiSX/+WTCrdmfo2qkae+wiE1CGPeOjDVx9Lwp5MRTiL6wLbdQ0SdhjavDcgY/CY7bUzMfN2KTPjBTEhFipuVdjsMdu9zDlakJzKVBRC8Iey/TI5SvdMUYl17fOWVMxlSMOG6yNpUCYLpE1uBGz4C3FoHro0KGQqsgey3CuLMMNGyahuXbccUdX2q7y6zDaY56Q4cOHM2HikOvSNMK83g6XPT7ppJO0pRVCIuCyx/J4YBgSsm/4Zm7QAcRbCNSQd4wdO1ZDDzA0+wNRu8LTtJaGQAYRsNBcso3k/u/JJ5+M7FmWgUKAUyyBT/K7KrZanNz22GMPkjwR3wV/QqKqSvbI/C7KZm4I5B0BuCBZAkGVCG2QqeVwpuc4SDQptGEkwiVcEzthpmaYwcnAkk2bNk0nxklXy/j0ShkeeMstt6SMw6HUUCATEvIRbJRIU08vtuhZs2a55tZKRwo8LRDB6xXtE3s73d2wt9oY5x1UTxXDUKN75F4zLjxVcGolKNNMY18xw0MPPVSHq1mBoFxwwrCyjMiPSIACDamhkuV49Ldh5kZ0cRI14ZBMSG1tv+GGG5IxC9MAwp6B9iqrrKKXAgpIl7CMRUtMG9ge18mZGgytUXeLXTSYu1LyAJqeS+iKsQDHAsWtF2qEX1bbNxh1ZuK2sXJFBPhBETLA04zHnoeKkHiamtjTINJXTpgYXxDdhl78ADmk4YghCdXgmXGLoCy+64yLlT6nUGz+Iw1hjQ2BDCGQQZbdphQVAfYsYuTIU4X7R6oxLdz3YnraY0EA4bf+VPBDtkhdUR+MXLQ37XEubhOTVAEcuiNfJ8YsLIT0m7JpXHjhhVmYT8bnQBJ73WOrKaAMhPPRxaIg9eSuF7UwSsiKo5BVCFNhJRVQ4GUEbx/QQC5hJa6DYtVcsX1KDeBgxZgc2y6wwhlKg1SzB4YZtFR7LOtCWefqfvfdd1/Xv1fXTiHgZwubqgpACfQlU9LETiiBYcCwDFeraQiG0R4TqXvOnDkI1GiPZluyrx177LE6MXIs47suX3HcQNMeBg1rIwiQApP7otZ2/O6GDRtG9HiFFxt4GlTjjUzMVCiIT42Qxbi6FH8EW27WMaxOPDb5pV2sxhDILAJmXJ3ZWxNqYrz48eBSpyN445CRP0NR92tUS/aY1anUn02ZE0DIY5PfxK0uowgYe5zRG1MyLY7dcjbKcnRovBxlkthnYnhSsgir+A0CqPLe+PVD/GrU7wKd/EWdKJf4y8brXpIySmAuoa4n2DXKRpeu8EJuF2GPOS7TxVV1um20jJkoKaZcgpHKeN7yWmRp0isj7DGTUeYBZbKrWAOuiguEnSZGtEJEATmCG41JL+F36kqWtZ5CAHusEnaacaLALgAbAWYFmCNHjlQiqLvDsMfww5pfTQYl7ZAQIXU26alIAY2+UWowBVf2uGJO5opANVQDbgeewHp3EFxSAwLAS041fbfSgHuKLIPfBZ8w0bPguqUxf/nx6hAU2Fpx/vfFGZOQ1q1ba2Pc/ukuD5Jve6s0BDKLgLHHmb01oSZGKnbdibAkTFVvLBOqJXvMiGysyJ7V1g47uoAXfCjIrFHGENBXuCV2ytid+c10OOWodwNJcX9zLUtf0GCIJTAbIxPO0tSyPhePtzDHa50x9ur6otFCOekDfDW5iGmGy4/a6KpTMUZAmhmIbDRs7/BLNCbVLWUkvEKfMGA6eqQCfDWGyhDB1FOUV9lhj5mbAiLL5C/sRKnntmfJ3333nUfPT0ZirLfwG3fVsEqzXCHg7enqn6W7Rq52ddEh2eNSh2fYe50VVtYsUL1YGVoV6T179vSs3b4GIKA59sAWcYm6tUuXiy++WNNwKvgUsJMPoMml6667rkuXLm4XKZMYjB8p9vwB3XGIow0CIO3OTzugvV0yBLKJgLHH2bwvoWbFpoO9k+xB2Gshrw3VrbpGNWaPZbI9evRQvyykABx3qluE9c4QAsYeZ+hmlJkKqXFU2YWeB2fOMg0zUc3GKLsiSjkO5ZmYU+YngacxLxE90VKAxcVQc8qUKczdlz3u1KkTjoielaEZRgGIrXXz5s1hpWBQ5clR9lhN9LH55Lmiu4SnEmZbQ2agyp4wYYJLHIXVW2+9hRcls0LfSNn3o8IRlgCHDAUo67rqaFwtazn99NN1MlI4/PDD3WX6lnkDSmOcisWPdNCgQcL8axZl0q3pj5TGwMst4KMSByp92WNYWSAVGzRsdJWxoVICLE2dOhURBra1UKMmjPZY9eTot9FksqgA9liWxt/u3bubptH3AfCtJDiLhnZDc+Cr0SVIIbb33DiRWAnUmLhzcwM+IrHS+0KBzYEH7+OPP/adSWklPz19kHjFMxaxY0ubWY0hkFkEjD3O7K0JmhjvG1I4qjKHvS+NCP6+M6gLe8xMyBagmzUng9rIAnwRsMpkETD2OFk806BGACf99YnrYBqjJEWToFx6vMMOXI1sk6JfPDq4wpYLtAbTRQQpvBn1AXALsKkuvOQlEkYOzllRkjBUmNqidOL1ISa1WIGKHxDRm8VdXCIYK3vMKBzi77nnHqWjnIA7Acq+ai5pgyyV7qqZpLK+7DEMban3dRj2mMxVTJ5Y4iwHHlJWJ3mPhT0GQ5T2LguqcbBLFbkKqRQ0hy0sDdwvGmkVRuvcCO+kNiOYRqvhdDnfY9VFn3POOTKKOzfRHk+cONF1Z2VR5ah5JmxfYXo5Aao3BDbM+CwEwyKZt+XJifo33gmTuADIaHQsUpohZwmepF01BLKDgLHH2bkXYWeCnZUrDseOhRdk2M5Vt6sXe4zYUnJyym4Lh2w65KpvZiYIGHucidtQfhJ4paoegOjE4ttWvnkmrmAcqMcyGLBMzCmrk+CeKjOjoGmBn2dpPGo0jZqYBw5ZlMCsT5XMwsjJirU7Loui2IeXwxNVrqpFN/GWqYE3W2KJJXR0dFaadwq5DPyAfjAQ5Y3Ah6DHUhgxYoRepYCZLn7R0FT2GBEALJmMm8hf4lThosk7MQw19KLC5erqpEDeacQT0HEzJ3kIoickVrAEP/Nlj9Eb0wVlvgqGEDQIwWD2GGMQfJWZCdm51N8bM12Zm7LHnvlUTOykT1QAewxNxPoapBqaFXk8zzQa8ysPEnymPkXojcPgxrlRfib8xUa6NOW4EpQCzxscuHSJfcLEL9r9ObMt8JwHJ/duzHtqq84gAsYeZ/CmVJiSCvJ5qxGfkOBVFTokerle7LEsAm8lPWzhspXoyoxYfRAw9rg+uIceddSoUXpyysvJBrNb4kXJtNF0wSGEXm5jNeSGCoNK+h/eJqrNwxhSIycJjFzVGBCYa95xxx0oluUSKnox9IU9phkf5Rh5PcH+aTPiP3GVTFGKsrLHGlcSLlfa8xfvoeoNo5Q97tq1q45bfYFnDByY5EEHHST2wwE0SYLlyxvrSimgXvvxxx99iSCAQOIjl1z2GHjF+1T52HHjxgnNUu0xb0z8Ql36GmoYj2g30ntI9hhWnOgnLkEtl7LHLOHXR+OXPyK2kMZqqu1r+K0ErSAIIMJAya+PDXfK16a6Ilw8OXo7fAtJWQkRh1x3AJm26ZAr3h1rkAUEjD3Owl0IOwdc/rCDatmypewyHGXC9kyuXX3ZY9YBhywMFYczZOqcUZJbnFGqAwLGHtcB9NBDYrWBWokNB0vX/v3754U9Zn2EO9KAq4QvgnMLvehGaQgmwlzxG5RwO+qnesYZZ8BKyYuGWy86wIMPPlhqYAvBaPz48fKVv9SwG5Od3oMdSQe1DSmCSnP2KHuMIbREqGJL59CPqyTK3uoTMWAJjCZZ5kDkZ8/0eJ7JtCwflozo+b/f/u8/rC/r4vnx1A8cOBCLVl0a7+VyDvmATIQk9cWlC7p3XIiJTyZqWyVCYZdddmE4kugwXLnfmrLHYE5L9Mb4h6stFeyTeF/D3kCBXFDiqwxx1LOkUFIEmLAsAajHjh2r9RQ0w5Ny3dBhSnRhOcQVF5WgqKzdjlKmsZhnI90oF79NWmJEIEHOWRQJtKlEAQ4CfAYPHmy/WQ+2AOuGdkNcFQyvp3u9vmJlzTPGNiKPOs9GmHxs9ZqtjWsICALGHufmSeC10a1bN32VkneuLtLWurPH3DAMfhQHPNYsH3JuHmK/iRp77IdKVur0WA9rlJU5hZ7HEUccoRsFfGDofo3SUKJkEY2JHVXWrOwxuOHLyl94OcwH5KqHPUYjqmm0BGdCRnuwc9ljjKs9V/mq7DHTeOGFF0obRK3B1hoLav0QAVvmBi9aSgq2UK5W/3fIkCEe+vD5TIPw3S5xjBpE005jTE/Vy9dtI2Ui+fsCouwxzaAGh+wZFz2wUMBhGCdwl7J7ZsCoXi6Vqr4lPQ8szZVXXinE4edpjH77/PPPV4K+7DGJoHRQRB56I6RAEGwYeK0UatKMx4l6lf4zCg8MDKFndQ37FS0x3uYKPvYdrtt/9mHBIU4nj5Jj5syZ2Z+zzbCRETD2ODd3HyZQNxd8t1zzpFquIQvsMRotInVp1Ac3AUktobCxEkHA2ONEYEyJSK7ZY/RR6tnInhkGIs5wGBU//fTTpY0Jh1POlLS0cS5qsK1lI3UjyrrsMewTVzGi1rV42GPqidqFoFZeTNh8wuFoYymEZ48hctZZZ3m6x/jqCpH1jUnBlz3Gb9NtE7uMYla9qWXOOIiK6bXSRBMLnp5mOMbDKmgbTwHDDe6RBwSXPS7lyWmM0pWsxR5S8tVlj1Hm8+tmSr4sKJp8Qtzp0LgnwC17aPqyxygGPc3cr6gQJe2WWynldu3alVbiMatzaOSCR2+Mi9nLL7+cL0AwPTjxxBP1FnN+MyvrfN3BRpttE31YrZBlBLD7QpYsMySKIMFyXMuuLM88jbnh14Qwm5Atjz32GKcHkCEeKcJIjyojjaGNpiHQIAiQQhNnRSwqWS/GlurKm6Pl43WMjgWVFHPmcIYuruIqMKNFoccGi/zR3WNBAyNVFF8YNLqpg3KERulUsWsV01bfS0SKruguC/8GH4URL/bD2N6XC38NfZTDl156aelAWoMjayLMKhF6YQLffvttpRxQEPUs7q9oej3NeOfCfHoqy33FklkdLJEgI1nAHJ1pSHueOh6eCy64AFW8hwKBzQCZNxqsAqnF3asET0KtCq/rVrplMa52a6SMIICgSsyHOXBrpBJqvCj5RWt7HnLK5W4ZeTE0NQbNsOllCcjokYAoBXVR1hoKOJbzl2B+ZNwFQxI7EThKG3DCdkOFaT0F3ubuV8rgVmp/7mnTCF/BHJkdTviyWH50pKQOsDvIJibIwXkCeSwnT57MQ0KMLiJ1kbyNiADZnLDNqtERaDR5QB7Xi/UUEU3kSSWSZ/WhSqoBIQvaY50/Ubv1B8y7PF58RYzfkN9jkqdktUD4iuqd35SaFXwRMO2xLyx1r4Tt0R/XjBkz6j6feBPgHKbJ4eG+3KBQvgQRB0hqIjeXCbyT8BW77rpr+MyfvvQzXkkcY246jDFbX+lUVXuMVXbpVd+aJ598UqI0wRz6NlDj6iuuuMK3QYxKHVQfYAq4B8cgFaMLRrDuuPCQ8+fPr0gHOa8rdtl3330R6/j2Uu2xJHbybSOVrl03PFVAy5CXMMLHCkNX5+qilYJEd9O5kYIRL2Lt4ingG0W+KDEEw3Zgv/32w6uZmOQ0QzgVBjcdt6gFzBDat2+vuHEfc6c39twaJEG6HOICcPpC7OhpY18NgbojYMbVdb8FQRPA3xiRquYYRJZcd24tU+wxbw6UPLrVElglRqQK8edBZURW9gAAIABJREFUP+bu0Xj1EKuG6F98ykUTDbpzdi00AsYeh4aqdg0Jy0RuUvlllWOWajeb6kbCAFi3CPxpKxLDnrNPnz50gRNALsAOLBGbMUZlw6nYPdcN2OtI3IVix3cVGKtzlQ+qeN8GvpVQo0u5XZTcSFh3X3XVVb4mvr4Ew1QiB8H0V+47bCcTCEibFIZg+DY8POhayZ3zC1IffSQRp8J0V3jppbmySjsSFQymgiFK7a49jVkypHbffXdY0HL31NOl4leirxHkHJ5/+PDhpfcUAwEk+MRsI8uxkuJp+QUIv48E30I2zUWo4QWN2zM/QL6Gx00HKl4Bhw6XN8amugDiOXksmzVrptsyug1EkMW7fbaiXCNg7HGmbx+hO3QHwSuMg1rdp5sp9hg0kCAggVYFETZIUSHSCCUcODRoCucJQR6FSaSzYNTRrb2xxxl8Bvr16yfPPyziAw88kMEZhp8SDBhWfLKcvffeO0xHTFIPPfRQ3XspoDdOisEIMwFrUz0CmFnxauATL/NN9RNIjwLmqekRr0gZy15eu+Wa1Xdu5WaV03rXHwFT87zrjd27MHLkSDdDFWm6K4p73O5WNgTSRsDY47QRjk+f6BoaKAUFjm+0mPjU4/bMGnss64CJRaTNKRYPK1Q9WEiGXx+yapgBiTuCfh5TdrJK4NhDEBEM/zhbhydlLWMgYOxxDNDS7qLsMVtQ2mPVgD5pbzToK97FYUaUuM3KIbtZYcN0tzaGgCFgCMRGAP05fumo4tmCULTi3JGvONVhFo7VADoJ3WMJT5BIcL4wQ1sbQ6AiAovoo2mF7CCAupKEBxj3siEyK3g2Yki6jknZmWpGZkJoLvFDxiYNGSTOThjXhZwbvlKcfXv37k17YmAQ1ASlPRs3LDdpLVxXq5AErZkhkGsECKCiYXLwBsz1WmTyBAoSj2K+Yi0yb968AizKlmAIGAKFRADNKsFHiTaKjTrnk+uuu46gaOhICrZYfM452ar1OLZ7xFvVtGQFW6wtJ38IVGSgrUGNEUBdSZRUfZLwMsqI3lhwyKb2mLnB0GI5qbgRSTWStBWvJ5I6avc///nPX331VY1vfWMOZ9rjrN13pPjyQyBnbIAPZNamHTwfZI4Sd4ql4YsR7EWM6kbyFS2++OIiIDv99NPxAwwewq4aAoaAIVANApyv8C3XcOJsPmTeqoZg9vuSKPu+++5TV2Ss9sj/VJj3TvbxtxmWQ8C0x8oQZaVApPsWLVrIbDjGEeXP9MZh7g2SyNtvvx0XQWl85pln7r///mE6ShsCZqopOzVQIyhX+O7W0hAoBgI4FnI0YS2cVxASkW6nGOtCCkMwalkLzqh//etfy60LB79OnTqRGahz5874/qG6IXny0KFDqSzXxeoNAUPAEKgeAXhjpHhEKYMUJ5Abb7wRNXL1ZLNMgXMXOcNIMyb+cfAqo0aNIs48As0sT9vmVngEjD3O1i0+6aSTOIfJnDiY4v+mLnPZmmgmZ4PMlZiZHTp0kNmR05KvAXkj3UVgvERjsizCFXCSnjJlCqZNbgMrGwKFRwCXBHwKsJtgpWPHju3SpUuRlgy7q+IzFBQe72JZKVYkCAUIds0+cPjhh3NK69at29VXX33kkUeiPSZFrZvvqkjg2FoMAUOgvgiw+YwbN07mgN0KBiwaU7C+E6vB6DvuuCN6cnZdiQKDXIBs5ASRqcHQNoQh4IuAsce+sNShEptqdsb777//9ddfZ3h2RtgzUv/VYSpxh5QlYJdYSoBKVodBY+mlZGvIsYnSGPscyHLKxzqUFJ0VhyDJJ3k4SOzEIZiYnDh+gz8naeZMvoGK3a2BIVAMBEimgqmbrIUEm8VYlK4C571p06bJV3el2oACAjL2kI4dO7IPEAZfLqHGufbaa7E5JwVRDTYxdz5WNgQMgUZAgLgnpODC2VgW27dv3+eff74RFq5rRPjIrqtGOiNGjCAlspu9RVtawRCoBQLlrK6tvpYIoOF0/Y258VjU1HIC4ccK8D0+4ogjmDmRbzyZkPiK3oZLbHbhB6qmJRZKwiEzKEfbm2++mUwt5QiiZBY/Q9GbSTNUZ0IBCUWyCTnLTaNh6833OCO3nt8pbCE/GT6kNSpqzPb+/fvLT3ujjTbyTSKKmAwZQelNIVbiPffcE5DSprSL1RgChoAhUBEB9t62bdvK3ouEDnOVV199tWKvQjZ46qmn0BsLFPwl+A521wHnt0KCYIvKAgKW2CkLd+Fn2DndDiggRcvEtPwmEcAe9+zZU1Zx9NFHa1cOmnrmrmXmd4JOi5WOTOmqq67SKXkKEimRHE6e+nPPPVf64gjkuWRfE0TA2OMEwayGlMZ23mKLLaqhk/2+hxxyiPy0CeuQ/dnaDA0BQ6DACCCP0/xGZHJCBlfgxYZZGnkTcGlRDQd7NalJwnS0NoZAggiYcbUck+r5lzgxiMd0BrjO3nLLLfo1RwW8prt3786EUbPoURuVLF+pPOigg0gmXLPlwO5KqicZkcCz5VBdb731UC9fcsklnrmhZcLzEG9w5d88DeyrIVAYBObMmYPlcGGWE3IhJIELiNEVkog1MwQMAUMgHgLojTEVfOKJJ6T7mDFjChbxIQYsKNLvuOMOzmzal2MYB0iOylpjBUMgdQQSZLWNVAwECPSyxhpr6G0mETzRCGLQqVmXAO0xc0DRumDBApaD5hb2kpR9lHFiJMdS7XWwvHjIH0iIC4G3SZMmo0ePjgQUZtVmWR0JsRiNVfpAut0Y3a1LIggstthi8jMZNmwYv/FEaGaWyL///W9i78l62anYhDM7VZuYIWAIFBUB/I3btWsnGxF648mTJ5sVsd5rzm9oXFwbQEwCba9WfKyQNgKmPZatqT5/icJFyhBMa2R4eGNsSDTlXX3mVN2o7GUEtsGSGZXs4MGDOWfDGyMIJCiOu81VN0jY3vBdxKdVHTK77amnnlpOh+xLFI6aj+8lqzQEioSApBJhRew/KlEq0gLdtSAL0DWK/Mu9amVDwBAwBNJGgPx52NZhSCwDEfyPONWuRXHaE8g4fc5vOCETBYaDsUwVa75rrrkm49O26RUGAWOP63YrsesjWjJxoZjBaquttvfeeyM7dFPv1m1m1Q2MxpiUVG+88YaQIXVzy5YtqyNZVW922Msuu4y0xlBBa4RfNDLIqihaZ0OgQAh8+umnbD4IYlkT0fUI3l6gxZVdyvbbb0+AepHZUUaWV7apXTAEDAFDIDkEOIeceeaZa6+99iOPPAJV9Mbk7yT3b3IjFIcS2fU4GGs4a4zP119/fQ7PxVmhrSSrCBh7XJ87Q1hCsmuKKwWa1QkTJtx9991LL710fWaT6KjIRHHlVWUUKyVFAQn9Eh0kAjFOwCeffLLG2UKh3atXr0g65AiDWVNDIG8IkEyOYDAyaxUk5W0RkeeLAvmcc86RaAgkU2HXikzCOhgChoAhEB2BIb9+kEtKV7Sj+B6re0t0egXvwcGYI6VwyN999x1GlxyeOVgWfNm2vHojYOxxfe4AOXVFb7zSSisRG0Zj+tdnNsmN+tlnn2EuPmPGjHXWWWf+rx9o40Ayd+5cLiU3TmRKvXv3JviW+EKTRuvYY4/FaEc0ZpFpWQdDoCgI8Ft47733ZDXk9SWnSFFWFmodq6++urRjN1Bv5FA9rZEhYAgYAhERQG+MVE6SZUhXdh6CbkQk03DNOSejQ3rwwQdl5RyeOULjud1wQNiCa4hAYx2Gaghs0FB33XWXHkmJzrfVVlsFtc7PNTKC4ktz3333tWnThr+4H/Oh0Lp16/bt25NM5Z///Ge9VoNHJVDzHhITJpRFcMi33nprveZj4xoCWUBg/PjxZ511FjPBYg0dcjEMWMIDO2nSJEmpwtbEhhC+o7U0BAwBQyAqAhf8+hHbOoT1hC8li2cBXOqi4hCjPSboHCxBDFdEumN6ufvuu7/00ksxSFkXQyAMAsYeh0EpsTaoKzHrPeqoo1DaQBRzEfjJxKjXmxBei9OnTyc0V+fOnTlty3RatGiBizWV2HB++eWX9Z3jMcccAz+An49Mg0gP1113ndyL+k7MRjcEao/A119/ff3118u4+N9uttlmtZ9DfUfkpEUaFQm/h63j2WefjXqnvlOy0Q0BQ6B4CLCxEOwASzpZGoJIlAcwyxyQirfYlFa03HLLgRjJ6ps1a8YQL774Irs3hzpzjUkJ8AYna+xx7R4Afsy49sEPixK1Y8eOhBzAaKR2M0h5JEJwId7Di+biiy92h8Kq+fHHH8fjt2nTpm59Xcp4G0pyZkb/17/+BUuPW0tdZmKDGgJ1RIAjBVFPJG4qYvirr766jpOp49DEyMHzggkQwpoAXexUdZyMDW0IGAKFRIDoJwMHDtSYLOhI5s2bV8iVpr0orC+nTp1KzFcGevvtt4llDZhuwtG0J2D0GwQBY49rdKO/+uqrrl27EkVZxsOgmhxOSy21VI2Gr8kwONXcfvvteB2XjrbuuuuOGDEC85jSS7WvOe6448477zxNNMXh+MYbbzQdcu1vhI1YRwSQDd15550yAYREjeZ17CLvBus2RYSLTEOVSTlbxxCSDQV1Qy0WuRvOxqhGdNXIIrFc069WiIoAHjH4xUg6EvpOnDgR7QtqJzvFRUXS2gcgYOxxADhJXsK0mEhVQhFvk7/85S+rrLJKkgNkgBa+NLDBGZhIhSmQT49kyPghS45BJBc9evS44YYbKnSzy4ZAgRCYOXOmrIb8IiKJL9Dioi1lmWWWOeyww5Zffnm6sTPPnj07Wn9rXQgEMObaZZdd3n333WRXs2DBAlwYcDtKlqxRywsC/fr1w2MWJpkJYxXMVoP3WS5OSllGeIsttnjooYeaN28ukyRrNKbXif94s4yAzS1tBIw9ThvhhfA35r2rwkK0NMSAIdVQ6gPbAIEIcEdQdwuHTMORI0eiPQjsYRcNgYIggOgdcbsshrD5m2++eUEWFmsZSCphYNZaay164yLIScti2scCMt+dRo0ahWn9888/n+wy5syZQzpxIlNOmzYtWcpGLeMIsI3gbDx8+HCZJ4eN0aNHs9U0uDgyqbu29dZb33HHHWoGCNmjjz76tttuS4q+0WlwBIw9Tv0BIDwyWdqI6sxIxE/G/AMFReqj2gAhEMDEGvdLaYgj0IEHHogmOUQ/a2II5BuBN954Q+Lk4d+BZ0G+F5PQ7DViH24vZ5xxRkJUjUw+EOAXoXlo05gxxFEjp0HZaGYTAaTtp556at++fUXsjmcZahLOGNmcbU5nhQ75ySefVB0yJlF33303ppo5XY5NO1MIGHuc+u3QWIUdOnTQOLGpj2oDhEOAoA4YPklbHKdNqx8ONmuVYwQ++OADnLVkARKVKseLSW7qF1100aGHHir0dNNOjrxRyi4Cn332GXyLJYnJ7h3K4cxcvTHTv+qqq/bee+8criPrU8b0CY2xe4rbb7/9SBCT9Xnb/DKPgLHHKd6iv//97yhn+MsYSLn22msvjZmc4qhGOgoCqIz2339/Uk8tvvji9MMDWdLARqFhbQ2BPCGwxx57iAUppmgYUORp6mnOlUAvpAzRERI3slXKVsgaAt999x0m0GnPqk+fPuaBnDbIWaBPeGqUxsqwoTcm2HK3bt2yMLdCzmGbbbbhRXbFFVdQYIGEV8TBm2zSL7/8ciHXa4uqDQLGHqeFM1FhBw0aRCRMMa0hbqFpJtPCujq6m2yyyYwZMyTDFs5C9913H++26khab0Mgowj89a9/VSNPvLYIU5fRidZjWgRN1ITt++6771NPPVWPWdiYxUQAronsPsVcm63KQWDYsGGojjWKMpmH2Ew0yonT0IqJIcCL7KSTTkJFLxR/+umnjz76CJEE6VQTG8MINRgCxh6ncsNx5yMYMmEDoL766qtjzUgUgVRGMqIJIfD0008j3YcYTsiXXnopt0+cMxMib2QMgfojgEb0oIMOkge7Xbt2pBup/5yyNIONN94YSZnMCCECkjKOWVmaoM0lFQQInZUKXSPaYAgQ2A/rMxWCEEsZN5Z99tmnwWCo23JbtWrFYVuN2F955ZWddtrp9ddfr9uEbOA8I2DscSp3j5AMkkGRHyfbJWYeBOVKZSQjmhACK664IhHUTj/9dOih8EfAocHGExrByBgCdUaA5CKa2RUVBwmN6jyh7A2/8sorX3zxxRtuuCFTw/xn7Nix2ZujzShJBAjnUzMVE4lnZs2aleTsjVaWELjkkksIYSA5nMhRct111+G6ZXrjmt0i7KE4bBPiZ/fdd5dBP/nkE7wa0XnUbA42UGEQMPY44Vv5yCOPtGjRggTl0CW1HUY1pHFKeAwjlw4C22+//QknnMDJmATOjDBhwoRTTjklnaGMqiFQawQ+/PDDnj17MiqiOn3Iaz2JzI+32GKLEbZaTayJYi1JBzI/cZtgTASIfPvxxx/H7ByxG6qtKVOm/PDDDxH7WfOsI4DeeMCAAWqPs+yyy958882qxsz67Is1P5JLs28r+K+++upuu+12zDHHFGuVtprUETD2OEmICdw/bty4+fPni9sJcThgt5IcwGiljAAJCYlf2qZNG8bBDxnFwuDBg9WJKOXBjbwhkCICHN2ee+45BiDBLw85LvcpDpZz0l27dpUV/O1vf8PP4uuvv875gmz6WUGAKCTvvPNOVmZj80gIAc4JGJuI4IMwn+iNLYdTQtDGIYNZO8Gr4YqlM6JhFFfcI4LwxSFnfRoSAWOPk7ntsFL/+Mc/MOpAagXFTTfd9Jlnnll11VWToW5UaovAtdde269fP8Z84YUXzj77bKysiYVY2ynYaIZAkgi8//77yuMRSTVJ0kWkhYc2dpKysqlTp/7rX/8q4iptTQu9+eabGs7H4DAEYiAASwxjrNsFyUo4P2A2GIOUdUkQgSWXXHL8+PFdunQRmmitOMvhh6zvwQTHMlKFRMDY42RuK0Ep11hjDeymhNwBBxxAJifs9JKhblRqi0DLli1JfnPcccfJsFdffTWWOd9//31tZ2GjGQKJIYA1NWcFyJH6YtKkSYnRLSgh3AVxjdHF3XvvvVq2QpEQIMEEBs81XpE9TjUGPNXhCMSFWTUnQEZZeuml2WYRrqU6ohEPicAKK6zAD5yI1rqZt27dmuT2X331VUgK1qyRETD2OIG7j3phl112EUJNmjTBdY3QXAnQNRL1Q6Bt27bEr27atCk3lFmQd568XOYzVr8bYiMng8Cee+5J8JJkaBWaCpG9iekiSzzttNNuvfXWQi+3QReHoq9mK8fmVqI0nXPOOThh1WxcGyglBPC86NixI+cEoY86BEsEAnymNJyRjYEAwbrIh4zbI5IL6X733XdjdI3Ow5zmYuDZUF1+OfrbpxoECMmAgArHBiGCg59EP66GpvXNAgIE6ELKOHr0aKSPGM8Tw5av5DDEeioL07M5GAJhECBY7kMPPSTKDcyqzeU4DGi0QfNAjmjiu9xzzz3Y4911111YlFis75Do5bcZ8SaSDcY2Z84cQQOv4/POO48wYESPf/vtt/MLkc0cBDjysT88/PDDggaxuPA3NpvqbD4bG2200aOPPrrffvtJkiei8fHhZ4jOI5sTtlllAgHO/faJjQAZgNzgxiiNyZMZm1ouOro2xvCKuZhzlZPEZUV/q1hZc9OrJGjdXQQWXXRRgffyyy93662cCAIIzvXpJRN7IjQbhwjMjMZ3wSqvcRZe+JWyjRMrBAdFfh1nnnlmDbLvXHnllcOHD5cfI6HRcYYsPMiFXCBPDopHHOh0X6VAIKhCLrZIi5o7dy7RufSuLbHEEhhx2HGuSLc42bWYcbX+WCIXED4dfvjhiITpycuVPKJ89KwfmZx1yCoCaJCQCmOlwwSxySEipfmuZPVe2by8CDz11FNatfXWW2vZCmEQIB362muvLS2ffvrpMF2sTS4Q4HfB61vSgBOonFNyhw4d0p55nz59xLgM3rhTp05pD2f000CAtMYc8yZOnCjECZKMvW737t3TGMtoJogAGUnkLAdjDFmiWB955JFqG5/gQEaqGAiYcXXM+4itHUGq2RalP3pjPjFpWbdsI0CUNW43hqlidMd7EZ2DOY9l+6bZ7H5BYMSIEUOGDBEsDj74YE5yhktUBFAaoxr68ssvieF0yCGHEIlnnXXWiUrE2mcfgV69es2aNSuleWLeiZ9qSsSNbDkEcIsg8US5q279DjvscNRRR7k1vmWeEIzm3Ev4G2uKXbfeyhlEoFWrVpzlsFNTs2psA+fNm0d0CdLNZHDCNqU6ImDscRzwH3vsMRhj4Y1RKhLW33jjODjmqs99992H7wrpu5j1tGnTHnjggS233BKPo1wtwibbWAhoTITtt98egc7vf//7xlp/Eqvdaqut2OpRLZLe6eabb27fvr2xx0ngWmcanIllBqhzJdH9Pvvsk14GL0I8EsyCEQmiSwEfJT6vvfZaixYt6gxEEYd/6623SNnFyvr370+KzTBLnDBhAjwS7ic0RpDhawaIGzmRCDRKHxJzIpKYv3EYeDPVhmgyaDjwiyRhJ/FW2dVJVrLIIotsvPHGUefJT5joHmF6EetRdoAwja1NJhBI1la7QaipuR23ELelBlm1LJOXuj64DeJ7rPeX6A6u/g0piV6yQmwE9CBivsexMfTtiPnoWmutJb9WjnS+bawyDAKEqNVNj3MVJ+kwvaxNlhFYeeWVuaf8JUhPjeepOXLRV9d46EYY7r333kNyrT/YGAUijMyePbsUK4SMLjVispa2sZq8IDBy5Ej3bv7lL3+JOnNcJMKHusR6ixw3UYew9nVEYKE6jp3HoTknkRZFDvTE8UdvTOTqPC4k9pwbmT0GtCeeeGKVVVaRXRXhMZqH2EhaR0Fggw02EDyNPU7wkcCqUE0biI9ALJkEiTcaKTQMF198MYl55EE94YQTGg2Bgq2X5Isoi7ib5AOv/dL+/ve/y4OEqOXxxx+v/QSKOiLRATieEXNe4OUvRzWsPzwf3CUI0eRWbrbZZtpFCsSo33HHHfGnEKzeeecdKIv1DYFm6IuMzKI65fpBwoecaHliOcJNZ3vnFr/44ovBi/r000+7detGSz6cAD2PTfBXkkvR69hjj8VKJXgUu5oFBIw9jnAXEBa6Cd/JXhihc1GaNjh7zG3EYHWllVaSfZAs8/iuFOXe1mcdvGwETGOPE7wBJCTTVzURehOk3LCk1A6WwzQJQhoWhwIsnBOq/Drqyx4zBzIDFQDPui/h1VdfxY4PBZ1uelIIqZ8nSpNvvmI4ZIKN40ilDwxkiehW9/XaBJJCAPtqvCr0scEyFCFLOeLk7tprr720cewCDyqPKw9tuYGsPgsILMwkYt/jfHVE6vPZZ58x5zXXXFMi10WaP48y/PCkSZPohd6Yh5uP6hMikcp1Y7Tl6kGBcXWYaBa5Xq/v5NEh43H0ySefcBWJ8vPPP7/qqqs2bdrUt7FVehBYsGCBK2QhaA1ieNoQJRjXL1f2j/4Taaune0N9hQ0jVxzvbPac8Av/5z//SZJerEbpgqrkiiuusIS94dEr1xJ7S0Q5vEdogMnDK6+8Uq6l1WcZAQ7EvLYk8nDnzp2nT59e49nyo27btq08SDfeeCPx3mo8gYIN9/7772P2rKmk2SpxKiEiMdvmGmusEfKwR+y9jz76CGSwtbn22mv1YMz7HaXf559/ziUsDgj0ddFFFy211FIFw7CRl8OtP+644zAHEBBwuCDYBDECXOUwhxbSXOPKLrHupSUnYTKZd+nSpSJ68NVI/9FXuy15Su+99147OrqYZKucBR491Tkg/MOQhs9OO+0k0B999NF8xVgu0rju8ZTgpZH6Fqmxy9g0mu+xex/RIbOv6Y+Zw5Z71crlEECysPrqqytuwQVs2IiwUo5UUeuJ9vHLhvXrR2QuvXv3fuihh8Kv11Udm1l1eNwqtuSeyBPLibliY2uQTQQ4AMhNJNwaPGpdJolblswBCfuUKVPqModiDPryyy+7/p9E1areCglFCHZhpe8mnpxigGar8CDw448/9uvXT/28uPWku0fKLM0QNCNncZ+Hvn370p7AbB46AV+JOEAXV/ovBO3oGABafS8VUHsMoEgTEQESOYnn77nnnkP94j7ZUsaBhIQ9Wk/oGsRF+tUtYFqD0IighVBGlIi7Kfa0DaI3ZtdAR0oQfHxvBBMUfc8++6yUmzdv7v7aUVJts802LnTFLrNp7r777ogeWSbBbBEiIoupuGTkC4iiX3rpJd7BbmP0exjB8li6XLfbINdlXOwklcKHH35I6JTwa1l//fVF80lYC9TL4TvmqCUcLLeelNoyZ97Kb7zxhmf+iLQ9YgUEz+6vT9tj57LrrrvKD5ZIcjAA4mapDawQGwGiuVx44YVomYCUbAWoDtSURmmiIvj44485P5XeRG1DgZ/5DTfcYFp9F5PalPH4xZiWsRCR44Rcm0E9o+DUCiOHIIx6jHVRLnka2NcwCPBDQw8vQappzyY5cOBA1xA6DBHfNmgLebmTqAJbA22ATJzA9frVCgVDAB0y9mtiKcDSyNc1atQozi2EHJKUJVSyb7PzI7CO91bFt/m2227j9y6mChAMf3QsGNrZX06h2GMSmvHWgRnWnGbhbwB2ONKLmIdbb721duTkisiQw6vUXHDBBbDKerXABUQMkydPhpPRvKkVF4stCnp1muHQxbu/YvsCNEAE0717d9k6SanHixmzvVLRCXuiZtQkLosyQqUIkCcMyY7W+1LTq7ko8AhhqjRgwAC4Pt8JI2TBElgujR8/3j2OuO2xwe7ZsycvpyIl0gATcup+9dVXSNzcxYYpk4WCCKulgCCikkjLSBaQTPuqQcLQtza+CPA8q5yCN477NPKawPSOc48qmX0paOXOO+8snmxIXbmVWm+FVBHIAnvMAjfffPO5c+dSMPY43u1Gb7z//vsjaJbu2AKQdQmzjnjUfHtxBDrssMM03RfCFEQqvi2tshjRjmzGAAAgAElEQVQIcFTjoSrnOIOXMo9E9SslcCY7v54J5eh45JFHlgpbqx/LKMRHoL7K66RG52m76aabfCXxeImQ5ezB337Y5spto/gD4EqKio+5EbBUExoTAhGFADVJzTmzdDis89lhhx1iP1XEdibiCERQPmd2mUlNjPQ5Lj+M1FkfEmQrgIAeT4P6RIUUfhsKPN5JzbaWdLj7TN6TDANOANNf9+fIz01nReos9xKJKDXtk0BH8kBoFsBgGCkeCyGTdukjwdYknz59+ggaZGWkxtfhrVmzZli+IFMQDAkNoEYxxP9QYK2QFAK8GkiYKY8lEgpuonyGDh3Ks116N8PUQA1rW+jAXSc1T6NTigA7Egp/Ufvwm8JbtbRNzWpQe8qzQXgFfuY1G7cYA2G05ZrC8pZBbpXG0hBf6u+azZYfaSOcatJAMi80Ebto7FXdvTFM4EeaoC8Gj+t9993nHh2R/jdaHpyMPxIF0R4TnJ1Dtj7KBN9S7g5zON+YSRxPkdZoF9QscDX6dZdddkHFhy5U9ca4IvA0a4OiFjAfwkkb9sNd4J577unm+3UvuWVkt2JprJVEOzjggAP0a1ELWFkfeOCBan+OiTWMDYvFunK99dbzXTWwuN7stOHYjWGPb2Meb9Ez+F7NbCXmGLiB6fRQY+Ikxu+IBINaWbEA1yG693fffVcbY5Xao0cP/ZrHAutC3ObOvFOnTpIzjD3H13ALVbM8V/RC8OwCggaezYo4qwgU5CmCGnGkeOO6Q1g5KQTYJPEGD6CGHsBX9qFdMKlQrZRWolHkTYS5ndZYIUEEiKypN4XImsRYSpB4VFIECsV895lnnqEj8hFfF7CoNBunvXsrkZnOnDlTmdjEQUBhyFlRrZ/wFedElPgoRjA7COCgRCRz1SFjDskzgDVW4jP0HB2xHIxh+pr4rIzg/yGQcfa94vQQAGPw4OqNedNgW1ixo6cBp1XPM0FYILeG86inS8G+Ih0ASWw13VVz7MaAEKY3zGKRs7p9KWOpDs0ZM2aE6Z7rNjxyytKgU2LVfDCe9ADCV5R7QKoaZl017DH1+KWUduHxhhqOMdo44wV+LEzYXQjOC7xsYk8bFT1e2UpQAEFRH5tgHTtijQ84rtgYpQS3Hj+68LMCEEVDC+6W1Qg/uvBwJd4y2HmEo9W0adOCB+UGuWkC9SaSNQpPhOC+djUeAq78UVPaxiOVSC+VHnJoSYRggxAhhrBGFd5uu+0QFKa9cPe9jNo/7eGMfn0RQCKvMko0yS+88EJ68+HoyM9f9n88yGCP0xvLKEdCIMd5jxG+cqZ0rSDw28STPtL6PY1dFbSeVyiwOXpaFukrFh0gqenRZeFYlcdeI6kyPFGUiKsUm1peOpIuzxPeUB8hpAzEM4u6EAwfkIsrEQrEiiAgU1Q6NW6PIN+dM3YcCU6AVE9KHKNEHLkTJF4DUh6ld/X2zx60BRw8RAhJWIPlNOwQvuzxiSeeGA8QNJn6VEuBgBeWETcemAG9jD0OACcvl3AkwVtbfiZNmjSpzbQJKADroj9SbBBqM66NUhcEVPiCAX8NXDA4OmLxKk8XZ8VqFAl1gauog+aYPVYrKZ6q5ZdfHnvL6plYYtZBRyOvyPOKTuatt94q6hPAuiR/r279WMACgnhfx1414b7dAJJwyxXVKbHHyk7HI444QmGUArbEgEk2o3iTJM4z3V3LdpCMR6o2vfDPcTMVY5N2//33Jzg0frauTp6YFiQRTZB+qqQQkahMmrcgdxaDvSpHRAkGHfTP7oOXI0ODKpdfr+4e9njMmDHchdiew9iS0J2PexN579RrdUUdF3uTbbfdVkBGJFH3ZZr2OMYtUAcT/I3JGh2DQrwuxABT81qYmdjv9HijW6+aIUDWa3V8w2WpNuO6np6bbropnnq1GddGCUAgl+wx/vFYr6mxJaoS7BUDFhn1Eiod95iChJJsAbgGRaWTi/ZkY9KQP7BeHPtCmlJXXB0RLMhdpLeJHQfn5Iq9ct3Awx4TnLBKKYOggVED94WAqzyW4EmUpmyazmKG0KtXL/3t4AqLu37iNxRIETroKLgD5ELaOm/evCWWWEKmzTEL4VGCyOCazhOi9LGjQaucIH0jpQgQUoUfoJrDATumnqS70waxCxCBGjFg5CHBWYOByP0Tm6B1LEWAoOLiBcNfPP1KG9SsBosqPYVXL9mv2bTrPpCG4udtW+PJHH/88freOeuss4p6JqwxqpkaDmk+b0+5yzi/1CxWFqnm3JxhnBYyBUtjTiaX7LHr1oiqCje8ZG8ewQnddB3yU4GNTHaULFAjh6fGz0QKkKyiTxbovlFQ8mffNjj2fcHQl2io+vok7EqCcQ6ZlaoaGIIcywRwij3VlDqef/75unzOLunFl8ZNl+B5OlayrGYa4OBfhPe1TJhobW6w7gSHc1OCmflfgsAqKXZI1zyevGt6KakCki83yBBRspOibHQEAZUikaSnjpjgZC4bApnYim2eliDIyFs5RQhuUdljks2e4PchylfIGcLDEINT3zt8DdnRmuUFAYRWen/j/SpJ9qlP2X/+8x9ZOM+YVuLJ6IsGYXF16Nh+Or6UrTIeAvljj7Eb1GcIK+iUDprEFCWZLfupBv3CKCtS7Jx496OWvVCDrLvuugLmCiusgA4kjdF5hYAkMbpkIPQhKQ2UxuTD08TEFwxljTyWmNEiZAnfPUxLtlqQ1ENV586dYbrSY0HDTEnboNFlMsQkEwQQYKV9dMDGAQGEDIde/ZprrtHJZK2AG7AaP2Pqkp4vE/YaI0aMUCsDEtplDYpcz4dH2n374J9G8Oo0VkTOeexuRImB1BKLjJymdksDnOpp4j0k+wYH1kSse2JMiVus2f7wpI1BoQG7kHGH84PcOyJcfvHFF+FBgGnxhB0VOvxlw0TWHJIX4kWjHU3FFx7/XLTkFKdBczjFxUgVhkbEDY9CKgr0T5jiy0tZnhysNXE2LgWEQ6OGUuJZNfvqUohqXJMz9pj9SBV0hEEiKnraeLnRmHfdddfCHFN4PWvYJ6TpaSt1+amrmprtI+3h0n4qPPThfzQHIz6lMIqeBgl+xUGRAF36hs5IDsb58+frlA477DCS1iS45HKkCM6nOmSe4XLN6l6vztI8JDU4UWHnIvcCx2wicNZ9+YWZAOaU+pCj4E3bVUSyfMmIcMiFgbHuC3nzzTc1xjtiiNrPh4gSakhJBHsSBdV+DnkckQDC+gOMkUnETSjIWQ4ze9KzKUEcPsM46fCuV7kGRPIIo825HAL777+/PA8wtPGMUlGh6RNFAXs6HhisunjYXLYZYY3vHDAd0mbVBMf1JW6VURHIE3tM/BI9MSBlSUlv7EEQ7dyll16qTzw+fp4GOf3KK1kXRbijGqyC2I96+4r0yye5sa4Lv8EaxFLGUU2FkfjJVx/eqfq7rzlg2dwfffTR6gmGpEBycsmQhEv26aefHrJXzZoR9A6WWG4WD0ltImaJz7/8uhFCZ8S+oGaYpzQQtxLJl6DKQ3777benNJCSxcxPY/Kh02D/1EtWqBIBDRtJRtMqScXozjtCX761DC4VY6qZ6pIUe4z3MqJVlsaP2uWQ+YGHWe8xxxwjt4+NnSzlYbpYm1wgoOwxUd/iTdjDHrv5O8nngmAFuSqmZAF5TDSEdZEOyfHArHuvRXSbzkWBMK0yT6QySPtqMGcCeLCBqm4Qn2R0gzUYN9UhCNtz6KGHyhCYPWswz1QHRaJxwAEHyBBgiBVoqsPVjDgWevJYEpQYhZKb/iGlOSAFV5HNzTffjCtLSgOFJDt79mwRzKPCxUpNrRJCdsei6aJfP8888wxd8MAZO3as9EUaNWzYsAA65L8577zzaMBOSrD0V199NaBx7S8Ru4UpEdCYoVHqXnnllTWYA0a5Gt4JIxEcLN1jZQ0mULwh+IHjy03cY5aGaRwWHG7ehJTWu8cee2C7JBwy53hePTKBlIZrTLKwSa7LX21AcHdsT5qM2kwgp6PceeedMnMsq6PihmYY22zpzntKMvfgD0WYYkWD3VLLAQUSLspVNnZ8fAJa2qUcIcDjwUOS3oTxhuMwQMB8fObVRa50OKIOSyWHZKy7SxtYTe0QqDuDHnICJLvr2bOn4ILPYVQ3YDQq7H0Ih7Cq4oOZHF/1A/HgaXCC13B2nNeDG2f/KpnHBUk0Why5ok4YHzyFzrdQTp8Jzhq/njdT1HEz2J4VkddXwOQ4W7MZcgvUCAdWOdkYYFFXcfbZZwsCSECi9j3jjDMIVSXdcZfgt8kzSUDXX3+mWyHORz5FmYSl5YIDq8gMIvDV5ZpFnVj17YlfoNJozPBIGheSpvv78g2OyrFMf3e+tx5No+rzgSWDUdxCQpGRZq5I9Kabbooxq4r3tBzNyZMny6+Dv2RNK9fM6iMhgKOpxt1gw+FkHKl7NY0Rk0nAaoKfI91LPERFNXPLeF/JigduAwYMiDRVXgpXXXWV/o7cNzV6PK3njBeGLCpB7cIbJ0wXa5NxBHhCRo8erbf18ccfjzdhPMuECEZtHMxKTbcIdhDsVMyREv5ZiGy33XbxpmG9EkEgN8bVbkSEGOE00E7po19aIBohx5dgQDUHA1L8pFIfBY+Y0lUO1mTcERAIKx11FAJEEUqkFEO3hl91Oa6bF5u0RAmTUmCbqCuK3R4uxXVnGjVqVFRS48ePp1fpB3FMRVJEd9AkurDoFdun1ABBFbyf3NMY7DHW0Zr6y32ESsvlXD35MaojH718+cmU1h5MFrWtrILoSugbgxu7V9V4j+6DBg1Cqe5e5XCmph80QLjg688Mcy6j89fYYxfAGGUS+wmYSP1jRFYj1AIxrvV2RAojh/Rn6623lr5mbhfj3pXrQt5avSOen1i5Lvym2Ksj3b5SUviAyLhIA0uvWk05BHDXlJjVWJ+Wa1OuHu2I3mveldxHbalpomhAPgitDygYexwATk4vwVPoE9KhQ4fYMYY0wg4nw9hQEBBBJlMMHVJsHOresYk+E8UuuNw1KyWyLmdQzBhIa8ZXnDnRxQWbPnJOlUx3iPPxOUGHkFPE8FZ9+OGHmfwhhxyiJ/gwa0HAxtqRsUl3zZasfREx0IavgKnOsXpVCpzs0QRixIKQjJlAEN2gp01evrKHTpgwQWbbv39/N6ptmCXwlkXvSjBqbQwfxY6AxJEQ0LCa1OMaN3ToUDfRizbGKr5NmzaEmdGauhQIykW2G4ZG9O4mdgo5GfQn4MaSac8yS1cKIGKczE+Y40spWWLL8yQj7hUicDIXXHBBabMa1/BD0FMUM3SzAVWcibtZ8WMh+6LbhaMeDm9agx6Mg74G49X6P/zhDzyT/MCBhUdozz331IQo2sYKYRDAllKkq8hxeALVAzlMX2mDDIhw/doedaWWKxbIXMjrCQkUPzRSu+GE3Ldv34q9rEFFBDBLYctC2uu2ZCtTvxW3XsqcFmDS2KXdH2Bps9KaPn36YPLG88OPUVk1CZpQ2thqfBEg3COW8L6XIlWiC5Hw19wLpJaEDpHu3Naob/BI41rjvCDAC7f0cFvN5Dnr+p5tqqFpfWuBQN0Z9DAT4LWk9gZ4NnLuDNPLbaNJR8EUrlguEfha/eCR+rjtfcsc5eWWcBj1bZCLSvG6YSEwEpEmTDQafSIJXaAp3ZSIntEBSitLC/pCghppDEsb5KVGeWMWEiNER+/evRVPCgRhJpHYkCFDkBqgWNBL3bt3LyfL7NatmzTDN76W9oHuDdKpxo6MhbGcrILTv0tZyrxa5GqwU4NGhw6pASgdKNka1wuamByRiLvq9Hfffbe0L+F89PE499xzSxtojeZvx2BEK60QCQGCC+ivLFJHbeyGmodUjHwhOFvKHBAvKlkrVImAChqQH0GKY4ar5NefWCIF9jGGuPDCC4UaISpCZhKqco2F6X7aaacJdFVqjzF/nTZt2pw5c1wpKtxLeKMAlXsyHzOuLsYD5mqPwz8JnrWTJ0I9xUR7jPKDlzW6Ik5xrs2Cp6Pnq2mPPYDU62s+QnPxuMA5sBlhtUuY5VIVk+ybYf6iRdHAP9v8+pFe6DNdAX8YUg3VBnAk2idCViJkcBcoeBDQ04anvqhfNYMOIhuezKjLxEZdUyXTF7NzasAQwwQkEYRwEIJAXQ5YTgzoQGgGM0bYM+L3RJ1D9tvj1MDzxueUU07J/mx1hog5pIzUI9UggiimdFArZB8BGDCNR5392RZ7hlidoJxnjey9hGjC+skN1JTG2jUgJRITUqCnMYTRLEVAd2MuoTFGPQj3oiEzqMTuKT3JSOl8rKaQCCB2wS1OloaZCXo4go8g0MT8jVNcIrYPhcQts4vycjjZnCgpyGRiq622WtSIhZ4VId0pZ2SIiMLT2POVYy6cuRpHea7m4it6XUIEMVU0vepQV3HmWPch/ZJm2DgR2cK3C22ICdmvXz8VQPg2Q5N/ySWXCMuHdkvs231bZrkShYN4r8G/EbrZ1fiFnDYeocRVojGg4dLmxg/H2xCbc9x6aUMDTP5ee+01Tbeo9GmGdbropkgW4kpAtU2WC8hWOaaIUTRGDa6Jh04bKYzGctTK7Bc0mBOLEjv5kHPGpVw3ItTp7HiejjhXu+FkPFfta7IIEA1LQ7ZU7wbCq4cdD7v3qJMk1rGYaaCLgALOQVEpWPtSBFDhihUlOyfR3bt27Spt4Jm517z1YKUw/SjtGL6Go4sn10v4vtYyEQSIhMShxSX1xa8ft8Z9+br1VjYEQiKAm5uGFaAL5qgcbDBQDdndmmUQgXywxzUArmXLlhXPHFjZYcqIEIhjPWyJGi7WYHqJDEEIH01icdJJJ4Xk6FipmhcS1iJAFQZBMMHTMpgyV3fbbTf88bCyxkKbkJK59vlhOXyquUGcxkqjnUGTKN/YbKPTIBoQbCSxqUplQ1UOXc206UviGZG2xKODWEED5CBS8XUtDkmZ55nETjR+7rnnSLyM8X/IjllrpooODOaxGC+9v4iTVAfFExLMa5144on8flkj1jHgoyboWVt1LuaD4K/KebJ54oMagwgKZ1Re/Nzoi9FKxVdVjCEaswv7Rq9evWTtmrAHU6BJkyZRyYupynfTXnvtNWXKFKFPIEbiVFPG+TyPIj9ZRe7+IuFy5YmEgSD2Eo5RVQo+coeDTbhmCBDUgH0DMTcvX5H+c34rp5ar2axsoKgI5MO4OuqqPO0xeChVrMErYlGjGQhDpqslzSzESVyEPBKPUM9AGf+Kz5vafnTs2DHkbJ9//nnWS2OOaLgKl6qzPHTCUAZtUakRwQgeyUPBvgoCCCCJzCRl7kLFFIsokGsMHapOiZuFoaDkH449AX1scMkjpDnHVoiHp6bdechd5/bwFLLWEqEJgdlKZ6WRunjd4nwe7GkCLIR5gwipnlx36FKyVuOLAIEApB77W/Ur822ZaiXeaxq/WiIjpjpc4xAndwMR7Fgv4rkYkQXDAwVLTDRQMZWaOnVqQOLT8DStZVQEPvzwQ2407sfwLZi/aneMYFPNeasDWaEREMCUGk0SUhiUB4MHD0a9hB2KBIRrhOUXZo0NwR6PGTOGbdG9Z+isMEnFulgCV+K3OXz4cLdBubIGZMbIre5Bg8tNMsF6mA0cKoQgbq6YASdIvBikUvVZ0uetHFYIGvTcrEmzyjVOth5RixojEF4rWI0ZcmgiUfFj3GmnnbA2F7FryI5uM5RsqNzdmiKVdWlITzSlVsACUz30B4xbjEuKNnGGNYZcpKVhZo/hbqQu1rhmCHBPJYI0PlOxN5wwsyUwj7plVdzVwxC0NjEQwLRNMnTytsJZCSs2IYIBfEDE8hgDWZdGQ8DNN6E/cJ438t1wmNG8sI0GS67Xmyf2GDtDX+/E4BuADgo7Xm3DPkiwHAJ04ZEilU2bNkV2GONwXwwllSLjW8CKj5yQcsn9/fs2bpxKlACakKmcJ3YwGvikjRs3LrhNmKuobX11jGH6VtmGA59H6hSJIIdRFMXaBT4f03GyVRFTlEqMC/Qdo20CCvx+8dSVBjNnznSDiwb0ytolIpCpNAp4gQIHSGBBAkJ5xowZlDEdz9q0bT7lEOAh54biHCENNFF5ufZWX3sEMNOomdiXPQ3PCAvKFeMuo+SXPCOI7MNbKmH45nqEuuNifUNsVrfGyoZAPATef/99ccegO5nD0BvHo2O9MoVAnnyPCdIj+ScjIYjIVnPD0HHBggU8ymItLHRQwsRzBEJtyGvV9SXDoUUMXJEY6eGeMBAimCQ5h+uujHmPcAKnnnqqxjKFkxe+HZNI3BV0pVg1k9mVrzgT8jqXenyZSIYpZfhYWAspwx5gnkqZOTATqeSvuK7p1zAF9SwFpc033zxMl2racI784IMPGMslAn+OEG799dd3KynTEntRtar1XE31K29odVSLNxCR2PWx1LBn8Ujx9MJE1T7CGc8Dj6iG7446eaQDrrqbu+lSIN6j5glz68uVMW3QjGUAksecorD0/KLVDQR/Of1F87xpuRwCFesx6SRULznJS1uyM/BSlyjo7lWsA5BIwpNrJfnDZBtBwujGsyGCAJPE0tsN+Id9jWQcwOfZPTFQKaY35FZR52rkTZj5cGY9+eSTdTgKDMeghE3y2KMyN2RMZ5xxhtuYMpQJ4e7OzdOg4te5c+ci7G/VqlXFlhUb4HqgR3mWEPvHUnEgaxAbARz4cQnmLRybQviOvNbV1Tl8L2sJAmxcvBQGDRqEyKmin5EihveWHvbQgrjpNvA34aSkLa1gCMRGgHO7vNHgCPB+8lW28SJTx6jYA1nHmiJQr4xSkcaVQDv4u0fqJY3d5LQIeNB3obNC0aTsa/v27dlAQ1L2qG5ga2FxpS+XVl11Vbl5sA1KULMls7/PmjVL6umlKZdhsLUxKYKEAqRwytXGyj8DhTZW0yC6tG7dmnc8lzhKarogTquEXZX2nkMnP2alE1Bo3ry5zIe0OgHNYlxSHliwwpEbd1MwQW0Ie6MEsUtEHEDUVhy3NHEch04CX3NwZ6XYAmhjFoUqVT547Uo9/AZHdqlkUG1MgQ1L6glDjRiFGlgUYiNJJXF04Nm0PQduqQdS16gV7ZC2CV9o1qyZAAtTB5NfriMPjDTjL1CUaybU2rRpU65BSvV61Ft33XWjDtG5c2dZGr9E2AZyBvJRFihGFmUSYglBuK+ok0m8PY+KTEZCdISh78YykF+BYEJEKEKXU3afOogj6QtDVkJzyWTwnmVinTp1goGUvshoqMEtitiEBGJQgjTgBq244oqw5VpJQUMPrLzyyuylconDgcgj4HXhV7W9ggAdbG2knh+d7r04ZWlj8RFgyyLhCibNUk+IB3HZwnWT4O3aGJMNaHLYhauRjLJcYn/AlZQ9hLnB4mpjysyED/dC9xB60Vfq4d4VEEZhLJYpl1RkQMZaJRi+IKGYBHxkH+E7lrZ0WevSq1ZTDQJqSiZ3CkFGNdTcvp5wg+6rzW1m5TAIqJMCxyGJ8F+xlyt6xiNU22NF6CbyZPdDa6JXgwuu0ROezMGN7WouEFCpNDsAIhicLiNNWwX9nEhLO+KGxnmVF5mexkvbaA0z4S0mGxFHUK23Qu0RWKj2Q8YYsRr2WHlFHjii2urorqlw+D3OZY9RafLQs1cqTdwm5bFGXayVIlWiHm0YvKvWq88qzJtWqgMMpLSSIVR35LKpLnvMCVXa/z/2zjvwiuJ6+xY0ih272EvAiqhBo0GxYUewoAKKXewoiDWKir0X7Iq9IxYUbGBHE7Eril2jIoIlGo0azft5Pb+cTPbeu3dv37v3uX/A7OzMmZln97szp/OVd84TztyJEFTMj3pMJm3sMaotg45/4YfB2Wbua6GeMM5W6S6vVLJTIgO2+pB/4CBih2wOx0458vEKZckoriHiocusCyo1o8y/LqGAu7C4YrTh+xXD3Hrf3IKzxyiXcu96TcrZY04Yxr3A5GOw4NNOUnD2mBOkt0eFiBgCcO6//36vTFJAruF/fRlgj0nolbtq/rT9TcZaBC1KbpvcmpA99u7OxMIueiWBvrBBMAoepZnnS4hXq8T22xtT4GFZfWjUg4La54Dfirf3Tx+OWF4JC+pCH5ctche1sBGBpfTG2Ik4ZcJ6ez0Rua3e4yxyK+Tq/eNJvYsALM65EyHNuBEpZI0i9tjBz16hPuwxUhiXzmQPwzqsyNlj/mxd0xA/LsoP/xsP2eOIsQAning6fpcYmf7xwUjev1TeQIVmRADtSCjJIuNm8lVghkC0FHvNIidMiGD46cpkEt8UJRueV4keV7S9GtQOgWZij1FNYCpcEhYY4ThXs+eee7qeASKhd2J57DF66chkMHUm0Rk/U0XaXaRBVhnhSLm0eho4HTpaJaS8kgKaIqsPl0CsRRIIoypBz8yfqLcnvhGBx2hv+mSvd96bv+TIZLxNpFA37TGnVRZiPxgkP3ljUv6f6kVgxmx6rAvO3+pRm7saja3LGxORyJ4CiKHktHoUjOEC0RFZPcyAPQX+hXNwIqHqj03R6gcOHOh25qiwCPMW0kxSxloB2Yp9T2PYY5r5yZ78nM5g5A5hzDaGPVgs596taY2lY2UtJel7eSiEdjQEQvaYqfL2hmKshJOHoFHj3yZlj1m4LQHL3txvCziE7DGGMAmRCdljNm/e4dtvvx1+wLqTRRnm1l5sYmy61JwGOINQj17FJYBIgqwl/6LjdV4as2okmFTyuUDA5BO76qqrrD2HUVcIo3NGMmL1pL1xtS1Ltkpk585FcJdPmdW7nQ70kaZZJRnR+MjbiHiCYIpi9eHpmbJVcpc21phe9LV6VuqAMIpV2r9u+10eezxgwAB/psDuyJRRkPa4DNASduFNxrXVg8DXSHt8ySWXJJyPmuVFIGSP+azlbeOVfMo415n01v4GMXHiqIBFGN8f91BDsMtZInJSciK5hVCtUsY+lUtQNSlBAJbYuVwcLpLPygX9vGZoXNgZecf4YbCJSZTr57h19k6hVpQAACAASURBVNlnFyWLEM1eV3Qzvg8W7aUGtUCgmdhjXhq8R0pCwQ2bYZJJPxj2rZA95kTFcTYkmP5yqKFNG3ucfvTCGYZK5lKNq1FTw//bFxBPSx5KSDksI9DxZvHaVNdFIxQIKdShXB57zEnRlsa/Efa4vDk3O3tMzAIiqRomMI15QaicPW66T1ZeHOpZ6cfrMthjTvMeMYGoExVOW+xxhQAW7e7u8WKPi2LVkAZhCAZkwfH2StOmTSN/te8yVsAVK6xBzF3qJzFkj13k1xA0NGjVEYC/sNcj9GEsOorrkMJXK7fsFlvxBN3pEplyfEvdrTUCzRSaK/eFS16DnpBYMmF7BMbhZcIy1hHWEue3MGJNwu5qlg0E8E7ENh7lGMsp9UWCEUKxbzggzy4U+Br/ass6RkvetDACXARDBD18JqjEeB7//MjdFF4SrC4867vfTiVT9T9MgpGG0txKaNazLwYgeL3aiGF0q3AOHuSJbDT8wlsxZX8/0cq6JDumvW5VCwEsNj10YlVe8mpNTHTqgwBeCf6ph1WLnEDqM4csjYL/BUEo+bxjzwJrir/YhhtuWGiBqIWxpvaPqjXDGerll1/2LpG4g15fqIAxi2UA5fOLxZmbGxRqr/omRQDHJU5fCU9T2E4TTYN9NiYgKJZKhbb1ECLOcgSTC2tUbiACWWaPUbaEWr4QZeLE4GgX1iQp42dCEktaEmSLEJRJumSmDYbc7A3YEmdmRZUsBNG164WwgcEkuzxqbPaFOvKOYfjKXSTcEZl3pAsW4BbJk70fF8rI3RReYvSOma5NDDEtEcUqn6QfeuAAQy/WyinXnwL+ArmDEprL46zyyuF7nNsmb40Fp8FbHivlmP07b19V4ruI4UblOOR9ppWTFYUqIsCzxg6/igQxsESHaQTJyuYR6ao4RKuRIjWaRzTgFIc+2YMF5kKBIs51cX63EuEph0ZcnCBFZBMCODlNFbKBAJFxLaQrHnO77747xvk4tRVdmr0SyE0i4W+Ldow0IFxc//798SuknnE9TGmkmS7rhkAz5T0uFZR+/frl3e3+/Oc/E8XHz9Oczgm2lIQ4Po1mw4lBKfZXSbqkqg1/b+5cgdNykrl5zkBMiD2WWG5HDIbZOXDsyb2lmlIRICwZYCK/tI68xjiFFiKCq6Ql8aKBP6xCjVNYj1t4ckVoCudflSmhTg9t9vLSxAgfhwhu4ZlMjPe8bXIr+TM3ywKCYFVyLsyl3CI1BBqwlRJwOzRuL7p8nJzNuqRoSzVICQK4H3vM2KpMCd2mR6moCkERAQHf5rC4CQNT1xocvPOMEar1QKLfKATYWD0mJaYHeCMnn0mFvDEDYemAvYmNiJdyPd/t5MtsqZbNoT0mYqrpLYlugtoE5UmSh+R2TTQm9MK9996LeIZYKaH1AhwjwZ9aRKlCOApiLRp0/B2iwfMYjIXwRDNJKB3Sk9IAWQMYUsC0GNdr6wLbjBXKfvvtR2wwbFFi1KE+BGbDfIYsjTPiOs6dfivzBXI4I3jOXSaCcN96scn0EMFo7DESy23vNTwdD7ua62rlzWpXIEZUly5doM8HHbXtoYceGj8WBh341sa3KfUu0hmAsl4ezKxUItVtzzTsgdrc4s0uMLAnqlzMBJDK+etBhA8DPKa938LgxcsqlIEA0QFwLUPw9/rrrxM0xZ9CUVL8FbsEtmjjog2wT8Epw5r5x6FoLzUoCQFsZQmrzu7mR+SSuuc25s3huAJBjs4YHOU2UE0ZCHD8Y9cbPHgwfTlFICD200gZ1BJ24TOO9Y2JGtlnw3ShCSmoWVMgEB6iSB7mB+ZaT54DgB2JbSAPT1PrcUU/DoFaOzdXhT6HA0wdbBlYQIVxoQvRv/TSS8M8RrkQoLNCG5wwQpWN4oG+SNFUaNyU1xMp3k28woRSMdMm0Pzpp58eAsiuz+NgW+JfdFl2i83Do8LGUOMWrKBTI+p9fOPU3nX1O7KV5JOMmPRbmi5CHeZu8FhK837i0BJP3AQWhieH+PjGtbiLhNV96rDgLToEaaX96VMgHA425EV7xTQgvjf+xkYT5U/CdEcxBKtyC3N3f9aIouJpWspfhyV3CeQH9rv8/cZTC+8SEco6osgK61VOjoCDjzAxea+ImCZ5x7wtySBoz5HTW0P+zPPOSpVCoCEI4Gnizk2cRlCE1HoaoW4wEuS11kOLfj0RIFSb5ZHle0tA37vvvrs+oxMr27d4ZGoJz9L1mVvLjtIckat5PKHxIdxy0QeGvgVhP4fvvD/8RjhVFyUSNiArkkViwPsFK4jwVnOVXRuZkD1mdTAw1157LUj6nsRfsrHZ5CWmHj45eRTHbLDHvIQeWZrYyxgmJHkNnGWyTyEyGnyMQzkOZXtjPV1NPFlPEEWUL2Tq8Y1rdBcjUtONEEC7aBZocNt3331tjfyLYyfWHJVMDAc/31fMcagSalXs60IlVMfxZP1FYiErr7xyLnu82267uRgbXjqemt3FpoM/cAsuAl8XJn5L0l1tHIHK2eNVVlnFqZVXcPEZb0J5FNRLCGQJAYRE/tln90HRV6PVffvttxjHmQcQljscHZOoZ2o0GZGtAwKYN3oqEJQfWETWelAs7zzMG5tF8rN0rSfW4vSbhj3GtIwMnPZBvOiii+r/2FxNmiR3Wf2nl3xEV0Rgoklki+QdaUmqkvN/+xFphsdBsYy/ZA8fhQEJNkslTSBVjWE5fIe+7bbbkswNbtCZYTR7Bib/Ym9MMAYKWPcloWNtyHJseVkR2aDkT96x6i1h6gwKPu4YoFadfgzBMERKOtnjovpeTmD+JoR5g8NVY5ZvbTxDb3g3t0zKRH85R4wYkdtANQkRwLffogFxZsJYI2EvDlXEp2DX4KkhEEzYq1AzsceFkFF9ayLAwYM05v6JIxwMlnG1gILoGD4K6sRaDCGaaUPA/dt59IQ3r/X0whDZDeFuar3AJqXfNOwx+MLL2XcKiQ4x/euJODbY/gY3O3uM+s4NOeCQy4MRk9qE+tIIfZTwhiQ7DVE9I3eb67IM9pgFwt7YD394Xy9lIhb6ZcKC66I32GCDhF1q1Cx0mxk7dmyNRsklO3z4cBO78k0AVeS+uW0aVcMztQB+iDCIr0b8rXrO5MUXX/RTndjjCpH3jPHwyQCbkBoSilKzquZShg1AnmgvOZI14krmtlGNEGhBBJAqhuFCkV4R27+KJlS4gx500EFojO1Dio1PGXt0Cz6XDCw5PCRjOMBrwMtQ9XVhJoaLokt5UJDAG2P2VfWBRLA8BJqJPSYnmB/4CLle3oLL6IXKlLivNjQnlTo4upQxyZK6uCNNHQRjkYl5/k8S8ERuNd1lyB4TcKtCH9pSl8/32iOrXXbZZaV2r257z+/Kn0nd7D+R0Wy00Ub2h4l9XXVXVBVqoeE3McyqQjMJESJyuTE2L0kttvYk08hMG8vnZ28awefquS5Cgtm4/IuRZz2H1lhCIOUIsOf27t3b/0AokJujKmJ3nE7DaGrEKC0aQiLlWGl6JSHA4+ah+6vFyzBq1KiSKBRtHEltcMkllxTtogb1RKCZ2GNkLQTcskRkRINEIVMHpLD+DRPrESC3DoPWeghO7WathyIXs9iJEyfWekSjT2oZuGK+ODjclq24rs9Uk4yCnA9luG+iBEVP0qsqbdAp+WuJa2upjvRVmUNIhBBiJ510EipcHi7KUvYVVGdhg6qXQ94YB2zykFd9iMoJYmFhLzywLLHEEvVRPsAME6Pe9/Wm9l+o/BFUhQKQ4ttvZi9ok4jkXxWyRYnwkmMYYo+SlxwbjaJd1EAItBQCBOnYY489OBD6F2+FFVbgVPPII4+UgQPbFkIourv3KYYb/O0jpSqDmro0NQI8dB69ewXzSiT0oSu6ao6OKIqNl7H3dujQodIbF8Wtzg2aiT02aNwUgYTvRMGttcnilltu6Z9duDvseer8hGo0XGh7afGTazSQk8XwybecQYMGeX2zFzbbbDN7Q1DT8UKW4YxdBgI4F/hriQdyGRRq0SXMRoD0KjfEVLUGxYLO9cbgUE/BRKlLgKXhS2UPCw/zUruX0T6Mg008+do9hTLm1tRdOnToYM+R97w+4aOPPPJIG5GDVNV1F039LDR5IRAiQEhI8onYH4v9iwie7fiCCy4Im8WUEYHRvm/fviERyukUvMYsRLeqiwAvgL8SGFrzklQSXQWGBQr4yDhNKxB7uLrTFrXKEWg+9pio0a6Q4cUiYk3lKOSlQGj166+/no+svb4kj8lS9FciexNzwvxq+Beb56I5hPKilLCS8Dau0eITkzxodkL6DWyGoMHDR/OqVB6GJ34tFkXcR0R8U54TePwo5d3FDcHSUdqfDMEC4GOrzp7h04vhkw3Bv/hZlJSerbylVdLLXcQRD5Hlu+qA+NwQP+OM7TJpBDdVsTN0+i1eIC6XY7vmmmsmjC1fNmiEGnKdGOqssumooxBoBQTYeZEUuzGXbRCcbRBmkYqJnSjmh18xjma+p1iBBD8IN5PHGmgFkFtwjbwAnrzAXgzME6ix14mDdFFMcAv1dw+BdeQ1s0tCGtXuYFB0hmqQF4HmY49ZBsly/Q3jAFGLmP5mTeej4NCSyYByocAVbjnvK1J55fjx4z3ZMpBieVs5zVRRgOfxVwVrnJdffrl20yPDlo9FIW1JJh577DEP/GbzvPnmm6uIBiw3KXwdASKop5w3Zu3E+QjnfOutt1YRkJAUQZIdma222oq82eFdlStH4JRTTnGE0dK/9957ldPMS+GJJ55wEVjnzp1lIZ8XJVUKgQgCJC/AOtojvftfa0kFHGEgEsbOjIyiy5ZC4Kyzzir0/iD7vv322+PROProo3O7k/mFdwzOwm9Jlh0PY/3vNiV7jAMwZor+ViH2w5ITCU214MNwzu3oGAVtZ9E/gGoNXWc6I0eO9IjcuIziPlp1/wfOee3bt7eHxRC4CdXaK7XOGDIcvtzhZ46XhyjKVZ8GwkX4cD8081qi80+hxBF56uyzz8707KGbx07l80RtTibh8NxD9KmiaZar/hTKI/jJJ584h0zMdtw0quuHjN4emi6EAv/yXO/KW13r9EIWQ+oy33qQztTC6IbojxzQbRT8+fkzbx2EtVIhUDkCiLH4BtrPTzj+Z1u0sPnmm1c+B1HIBgIcXVwqih8yL5WfbexFmmuuudh8Y35mpOlvHZeLLLLIa6+9Bj44Mzs1NNJp03Zk4wmWvYqmZI9ttcQK9heOwhZbbFF51lMcA/DqJIeeUyaXRnL3lbIfQwM7krNkgQUW8PUSwh5D6GrN58knn/Q/foY4+OCDq0U5hXSc/2GluJvyIlUxYhbmDJjf+GMC1ZSbM1hOI58wis1KAEHIgoe8U6OA4UPlWXPq/Batv/76voSll166EkB85lhtQQeW2ynjxeB3Vag6Asj4sax2tCmDf7WONbzSUCNbstOfNGlS1ZcggkKgdRDAeM2dFPzPKlLYZJNNiBXqlWKPW+f1KLpSjLDsxVhuueXM0h6OAE2Pvy0lFXDP4QsfDhpSO/fcc8NbKjcWgSZmj4nqufXWW4evJqKdCmOjRwIzEP6nnulYGvUqkMMghBHJ1sMPP1z5ZOCNPboy9Mn3k8RPo/JxG0Uh1BAanuj0qjWZ4447LnxG6U9/+swzzwwZMiScs70DpQKCZTL2S26AYAT5M2/GUKJYhnsgYltI//79SwUk0p6IdyHIuDbhIhtpo8vqIvD222+HOmTw58+z8iF+/fXXMLgdbhpYLcnCs3JgRaHFEeAowp9SzA+DRAxD1lhjDfuWij1u8RcmXL6H5tpnn328Hr6A1+nEE08MN9+YMhu9vX54hjoRL7iBg9hjxyQNhSZmj4EPe0scHWGS5557bns1EeqgWENLw0k0Ob6o5jABDfWc2G3usssu0E9OpHlbciy7//77wxjd6MxBY++99/7HP/5R6rqwNkQFTXeI2ENB0QenVLl5bakzqX97XphNN93Uv5KAwA/FadkzQVUFt4PAwqWV6623HnrjpgCTSfK5D0/8IGOY4BnLK1cIFuLDs2oC41ljx5PC/PPPz9978+ZX4w0hUSeqY18UayTWYKn+6oQkxEaLvv5XBkF47xEjRhRCVfVVRAAPEd5D/jDtOdq+g5yxvCGQJZGLnqfpbwXsd30SCpQ3YfUSAtlDgKOLccj255yemJfZg7qJVpSXPbb5c3LGG5FowewFMT+MUuMPbH5GYjeHi24icLI91RlZnm/JzVsgeAksbjh/TorYQlgN51HPvuNtYFpeffVVuyRG6OTJk/0WR3DO7mF+FL+V4QIHd5wfrrjiinCNO+64I54VWF8TjD6szy1zNCQ+JPWo+2655RZvwMcFo/fQl9tvZbKAsSt6cjw/fXV4D/bp0wdmhhjLXlm0wPsMGwy1MWPGeGNe4+uuu27hhRf2mvQXWMKuu+4aUXIybZgBRKp554/GDK/4vLd4lzwQdN4GTVGJcykCAmzvfbZkBVt33XXtEo9W3BD8lhdo74HBwRP/dr9FoVevXgRu9dxp4S2Va4QAf+ahOIzvJEEx4JndV63ouCeffDKhLvgb58/EGxO1Be3ESiut5DUqCAEhUAcEYE522mknGwj2eKGFFqrDoBoitQhwrCWqOTsvRtF8pf/0pz/VYqr41GC4ChsCcXZ/TLhrMYpolopARthjztOIZ1BRckDMhQBneliUSD2Gvgh+IpXEtjnzzDNhZjyfU6RBti8Jb4a6mChTEVkDMi04HKJqFVo+gVWJR43wNWyATuyqq67CIxcGO6zPfJnUx2TGw/mWr164WFgX2BvUv2Fl3jKREh9//HFe0fAu4kkCOUQSV4QNUlsGEHs3WDvBtEqdJ2cU/q6Ne+QPM9SXlkoqPe1JC3TDDTccddRRgBOZFaZWbMbIlQiVZ7ew28ciA1k1H7pIYwC58MILYbYtDk3kri5rigDCZU5OfPo4VftAvJ/Ez2MfIf+HV+YWsG9CCIIWmp3L7yKZRUAJy91q30xHQAUh0EAEcFSGPcZxjzmgIEEa60HyGjgrDd0QBHCO4x2wowu8MSb3tZsG+8Wxxx6LjgqfGo7NhLTwJIK1G1SU4xHICHtsi0RvaQo6pC9YZsavPHIXa2oyGyH+Jwh25FarXcLr3nPPPbjiXHzxxeWtnRzR7DG///3vQ4Pt8kg1by80hM899xxxzkypXslC8LyFr+bNDIOoVUKwUX1hCEknbqNfdtllWCXFzOTQQw81I2Q0qzXdmWLmUOtbfKawvDrvvPMikpQk42J/i2sJ7v0ZUKcnWW9q25CFmwBa6HvJklr2JAnJjgIBi6dtttmmbCLqKASEQIUI4B1KBAcYFeggp3aDnQrJqnvTIQAf4e7ouK/XSHXssBxxxBEefhVnqzDrqrdRoZ4IZIo9duBQgZJqzGwVvDKmgPifQ4k7ksW0bJ1byMxOO+00Y+3QKqMOjV876BEylzb4gWMZixokvn2L3EXdN2DAAPjAd955B5faklZNBHWDEYfSTp06ldQ3/Y2xDcYeOO88eZGGDx/Ov2EI37wts1GJYS0CKfdr4J0hoW7u0pA3eeom7iLPbi4z+9wVZakGuQ8yQYQdfDnhlhMuDUsBxBxo/nkBml34lXDJaiYEUo4Af4+mMxw4cCDZBFtkG0r5Q6n/9AhmTowPIv6uvPLK2K/hwlnTOZCewyN3ij2uKdQJiWeTPU64eDVLiABnPjTJfCAK6bjYRXr27Ol/2wnJtlQzUhaPGjWqkEttLhQnnHACMuxaf5Fzx1VNwxFAmIIVfe40cIIKQ8HnNlBNGhDAMvPSSy/Fjol06PHz6dq1K+kJ+XjGN9NdISAE6okAfmTXXnutjYiHC3ki6jm6xkoDAkific6LqHrZZZfFlLIOUwrZ43333RflQVaN5uoAZlWGEHtcFRhbggjfiFw/SVs5kbeQsbUEChUsEnfTjz/+OCEBdEoerTphFzUTAkIgJQhgLYKzT/xkiM4gk6V4iHRXCNQfAey8kEXiLsHQxIDAB7X+c9CIjUWAxAE4PTGHurHHGL1iNUb4VQvTOGjQILe1biwULTt6m5ZduRZeKgIeCbzUjmpvCBBFiZ/QEAJCIPMIEGEl82vUAoVAJhEgMF67du1saRiDEFMgSUDNTELRmotCjfH888/Xee14TiGLkZ6pzrDHDPd/mWljWuiWEBACQkAICAEhIASEgBBoBQSIk7TUUkux0ilTpuy8885h4s9WWH6Lr5EnTiwuQLBcNvVEg2hwlp2E9KgkpKjn0BorgoDY4wgguhQCQkAICAEhIASEgBBoUQSw/iBciC2eHGwYvrYoEC25bM+pgZSEDJ31xGDHHXfErJoRCV1BYLB6Dq2xIgiIPY4AokshIASEgBAQAkJACAiB1kVgpZVWInKerZ8AXT///HPrYtFKK//pp59IaM+KCf7Spk0D/E8Z1OLOMA0CWPzyyy+tBH+K1ir2OEUPQ1MRAkJACAgBISAEhIAQaCwC8803H9GD55xzTqZx9913DxkypLHz0eh1QOCTTz4hOBa5WhjrwAMPPPbYY+swaGSI448/nmygVE6bNg1D64ceeijSQJf1QUDscX1w1ihCQAgIASEgBISAEBACzYFAv379lFu+OR5VlWb50ksvPfbYY0aM4NVVoloymQYOXfJcs9tB7HF2n61WJgSEgBAQAkJACAgBIVAWAmPHjl1hhRXoeuGFF1qmn7LIqFNzIFD/gNV5cUFpvOKKK9otnJ9feOGFvM1UWVMExB7XFF4RFwJCQAgIASEgBISAEGg+BIjR1bdvX+b966+/Dhs2rPkWoBknRuCyyy478cQTaY5A5Morr1xggQUSd61yw8UWW+zWW2+1XKq4HxPOusoDiFwCBMQeJwBJTYSAEBACQkAICAEhIARaDIEll1ySBD8s+quvvtppp52mT5/eYgC0ynLHjx9vQbkWWWSRvffem/TXDVz5aqut5ob9U6dOJf92AyfTmkOLPW7N565VCwEhIASEgBAQAkJACMQhsMcee5xyyim0gHe6/fbbJ0yYENda94RAlRDgxTNK48aN23333RXCukq4JiUj9jgpUmonBISAEBACQkAICAEh0FII9OjRo6XW22qLxXL+oosuGj16NAtfYoklsKxOAwKwx27P/8ADDzDJNMyqdeYg9rh1nrVWKgSEgBAQAkJACAgBIVACAvPOOy/5fqwDTqEl9FTTZkCAXMeHHHLI999/z2TJq9ShQ4c0zHrmmWfmrcP73SZzyy23pGFWrTMHscet86y1UiEgBISAEBACQkAICIESECAH8g033NC5c2f63HTTTYMHDy6hs5qmHoEpU6akc45rrbXWvffea3M76KCD7rrrrnTOM5OzEnucyceqRQkBISAEhIAQEAJCQAhUAYEFF1xwzjnnNEIPP/zwpEmTqkBUJFKAwCuvvLL55pvbRJZZZplVV101BZP67xSWXnppu/j2228JDvffGyrVGAGxxzUGWOSFgBAQAkJACAgBISAEmhmBiy++eMiQIawAhqpnz54//vhjM69Gc/8/BJ599tm33nrLLkaNGrX22munDRqPoX366ad//PHHaZteVucj9jirT1brEgJCQAgIASEgBISAEKgCAuTaISOuEZo8ebJCJVUB05SRWHHFFVM2oxlmn332Rx55BLU2E3vnnXf69euXthlmdT5ij7P6ZLUuISAEhIAQEAJCQAgIgeogMNNvP6N10kknKddOdWBtHBXyCROzmvF5sMccc0ybNm0aN5eCI3fp0mWdddax2whl/vWvfxVsqhvVQ2DmoUOHVo+aKAkBISAEhIAQEAJCQAgIgawhQHSuWWed9dFHH2VhTz31VPv27ddcc82sLbKV1kNo6IkTJ7LinXba6ZJLLplxxhnTufrtt9/+8ccf/+CDDz766CP+7d69O+9hOqeamVlJe5yZR6mFCAEhIASEgBAQAkJACNQKgUGDBtWKtOgKgcII+ItHEHWU3oUb6k51EBB7XB0cRUUICAEhIASEgBAQAkIgwwigYNxiiy0WXXRR1njAAQeMHTs2w4vN9tLee++9L7/8kjViWb366qunfLELLbTQ4osvbpNE6f3222+nfMLNPj2xx83+BDV/ISAEhIAQEAJCQAgIgZojMMssszzwwAMbbLABI+F7PGzYsJoPqQFqgMDUqVP79OljCboOOeSQI488sgaDVJMkHsjk3G7bti1EiQx3yy23VJO6aOUgIPY4BxJVCAEhIASEgBAQAkJACAiBfAh06NDB/FSfe+65wYMH//DDD/laqS69CJBGmGdn88OVN70TDWa2/vrrzzbbbEGFijVEQOxxDcEVaSEgBISAEBACQkAICIEsIUBQ2/32248VEUb4nHPO+fTTT7O0ulZYy4gRI2yZJDru2LFjsyx59913t6li1a+3rqZPTexxTeEVcSEgBISAEBACQkAICIFMIdCjRw9fz/vvv+9lFdKPwPnnn3/WWWcxz3bt2t13332WVTj902aGGPPvscceFCZMmLDjjjs2xZybdJJij5v0wWnaQkAICAEhIASEgBAQAg1AYPnll19jjTVs4L59+44fP74Bk9CQZSHw1Vdf/fTTT3SdeeaZF1xwwbJoNKbT7LPPPs8889jYOE4/9NBDjZlHC4wq9rgFHrKWKASEgBAQAkJACAgBIVAlBFZYYYW77757vvnmgx5xnh577LEqERaZ2iLwxBNPXH755TYG4aBrO1gNqOPr3qlTJwjD5Pfr1+/FF1+swSAiOYPYY70EQkAICAEhIASEgBAQAkKgBASWWGKJNm3aWAeMXWGSS+ispg1CoH///p9//jmDo/y/9957GzSL8odt3769O06TAPn7778vn5Z6FkZA7HFhbHRHCAgBISAEhIAQEAJCQAjkQ+D000+3YMIPP/ywh03K11B1qUOgW7duyy67bOqmlWBCWC4MGDAAy3DaHn300d99912CTmpSGgJikh5JxQAAIABJREFUj0vDS62FgBAQAkJACAgBISAEhMCee+554IEHGg6WRFeYpBaBzz777KqrriKlEzOca665iFmd2qnGT2zOOee89NJLV1ppJZo9+eSTgwYNim+vu2UgIPa4DNDURQgIASEgBISAEBACQqDVETAlHihgsnvZZZf9+uuvrY5IWtf/9ttv77PPPtOnT2eCBK/u3bt3Wmda2rx++eUXvXWlQZagtdjjBCCpiRAQAkJACAgBISAEhIAQ+F8EzjjjjF133ZW6H374Yf/993/qqaf+976u0ojAmmuumcZplTKnzTbbzGJ0XX311ccff3wpXdW2OAJij4tjpBZCQAgIASEgBISAEBACQiAXAYIJe+U555zjZRWEQO0QIHUzkauNvt66quMs9rjqkIqgEBACQkAICAEhIASEQEsgsMoqq1x77bW4s7JagiETNqkllt1Ui3z11Vd79erFlFdddVX0/PzbVNPPP9lllllm3nnn5R721WPGjMG5On871ZaOgNjj0jFTDyEgBISAEBACQkAICAEhMMMMM800E+mClltuOQPjX//6l1BJGwIXXHDBl19+yax4WAQb59+0zbCM+Wy//fYXXXQRHX/++ectt9ySMF1lEFGXvAhk4f3IuzBVCgEhIASEgBAQAkJACAiBOiDQsWNHG4UYXcaJ1WFQDZEEAR6H5TqmsT+mJB3T36Z79+7pn2QzzlDscTM+Nc1ZCAgBISAEhIAQEAJCIC0IELZ6m222YTajR4/eb7/90jItzWOGGXgcPBSQ4AFdfvnlWYXkhhtuIExXVldX53WJPa4z4BpOCAgBISAEhIAQEAJCIFMIzDPPPBtuuKEt6e677/7www8ztbxmXsw999xj0+/WrRuPqZmXEp17u3btSFjVtWtXbiACGDVqVLSFrstCQOxxWbCpkxAQAkJACAgBISAEhIAQ+A8Ca6+99pJLLskV7sdbbbXVa6+99p87+l8I1ASBNm3aLL/88m3btq0J9RYmKva4hR++li4EhIAQEAJCQAgIASFQDQTWXXfdO++80yi9/vrrREuuBlXRKB+BsWPHdu7cmchVkMBN1zMhlU8xlT3PPffcBRZYgKkRnYv1fv3116mcZjNNSuxxMz0tzVUICAEhIASEgBAQAkIgnQgsu+yy6ZxYa84KRvGll16ytd90000LLbRQJnFYaaWVCM3N0v7+97+zXvI8ZXKZ9VyU2ON6oq2xhIAQEAJCQAgIASEgBLKJwNxzz33cccfNMsssLO+kk06aPn16NtfZDKv69ttvv/vuO5vpHHPMMeOMMzbDrMuc48Ybb7z11ltb56+++orczmUSUrffEJjx3//+t6AQAkJACAgBISAEhIAQEAJCoHIEcDx+4IEHoLP55puPGTOmcoKiUAYCpAI28BdffHFUx+uvv34ZRJqrC3IZS7uNufVhhx3WXJNP1WzbpGo2mowQyBICyJ5wQ7ruuuvCRVEz66yzZiMlfbgulYWAEBACQkAICAEQmHnmmQ2HiRMn3n///fBp2VZdpvyhr7baaq3AG6f8KTTX9MQeN9fz0mybAwG2w++//37KlCmHHHJIZMazzz77gAEDNtpoo06dOv3+97+P3NWlEBACQkAICAEh0NQIjBw5klw7zz333BdffIHJ6+eff17U6/X5559///33fdWbbrrpvPPO65cqGALjxo2Lt1fHiBphBI3fe++9zz77zHoRMq1FAGSlTzzxBIvFA/nhhx/mLWqRhVd9mTKurjqkItjqCFx//fX7778/7HE8EGusscZmm2126qmnxjfTXSEgBISAEBACQqC5ELjtttt23nlnm3M8e3zRRRdNmDDhL3/5y7vvvutr3HXXXTlL+KUKYIi1MCzftGnTYtCAPe7RowctDzzwwL/+9a+0POigg84//3zX58f0zcCtTz75pG/fvo8//jhrWX311V988cWEi0Kdc/jhh3tj2Gxw88sWLIg9bsGHriXXBIGpU6futddejz766E8//eRhA5deeukOHTqE4z300EPu8I+11Wyzzcbdbbfd9pJLLplvvvnClioLASEgBISAEBACzYgALMppp51mOz6Myl133bXMMsuwEETngwcPvvbaa31R4ZnBK/14YDXrrbce3PKiiy7qDVqk8Oabb+K/zfnq119//fHHHxOuGhc2ULXGt95660477ZSwYwaa4XV81FFHkcuKIOoPPvggWZFzF+XnVb8VgRdpAhj6XQo333xzz549w5psl8UeZ/v5anU1R4BPsFlQf/jhh2TYC8cjDd299977xz/+MaxEIDd8+PCwxspwyIsssghhFRAk595VjRAQAkJACAgBIdBcCCABN6burLPOQpk8bNgwUu/ccsstZayC0MSwOugGMdsuo3vTdbnhhhuefvrpZ555psL00Ztssgnnq5bShR5zzDGIZnjia6211t13392+fXt/+hgpXHPNNbnnVW9QqDD//PPvsMMO3MVge/vtty/ULDP1Yo8z8yi1kHojwCebtAEnnngi4uHI2Hw74IERv1mi9vAuO6VlbL/66qvJ+pArDaWvmbgst9xyCy+8cNhXZSEgBISAEBACQqBZEHD2eM4550Qd9+WXX0ZmDtdhUUjwyerevTt3P/jgA4s5/Omnn8LGRNrPNddcmG0TayrkeSJtMnCJtTkM3n333ReuBeU5C4+EOw0bWPmee+5BP8/xzG+BPI7cdKT7Yost5vVZLWC50K1bN1vdK6+8suqqq1LGfBpVPJICBDS5CycaTp8+ffr3788ttD6mb+cp5LbcZZddkDVwOuWMmns3MzVijzPzKLWQuiLw2GOPIcRl9wpHRbTWpUsXavbdd9955pknvJW3fPnll9t3CmqWBCJshmcy5lht27YNK1UWAkJACAgBISAEmgIBDgNXXnll7lTZ2YcOHUo97lf4yuY2oAbXWc4GFEjVgz4wbAPzQxYMWOuwMjPlG2+8ET4Nc19bEVyxyQvQhW644YZJloklMF64GBgfe+yxYftzzjkn9LANb2Wp/PHHH8PrPvXUUyxq0KBBZ599NsICVC94bofL5A30E+buu+++4IILhncp09GdAQmUY6odawM7jdV6x44dI10ycyn2ODOPUgupBwJkWj/55JPvuOMOsq57+EQ44SWWWGLNNde84IILknDFuROF2j777PPWW2+xH7zxxhveAFclVND8y25RNO6l91JBCAgBISAEhIAQaDgCxB9xDfDvfve7FVZYgSlts802e++9N66hCacHi4LmE9YOJsepLbXUUsjojzvuONJhJKST/mZvv/02cafRc3733XfMFu6rTZs2GAP/4Q9/KGPyHKjADV/c1157zbpj0IcfODmQM3+gImQ6K0WFA4C8hATE8bjonFc5qR5wwAHIbpJHLCOwzsCBAzF45BkZmOjhe/fufd5555XxaNLfRexx+p+RZpgKBJCiwRuTJ+DSSy8NJ4SdSa9evXbcccewsuwyQTuIu5jbnURQZiqDhI9PW24D1QgBISAEhIAQEALpQQD7L/gHD9WJO9Wf//znSqY3efJkHJjDcMRHH310ZvJfvPDCC6zOuS+AgsfL9VArA0DkCOiTvSMqaNy/M++8FopmfO0rr7wyazdza69MXkAthN01rLJ1gQ6nX0wbkrPZycdqcEuEUvoJASGQFwHkl3gB8TviiCMif/wkXSBLIT+sTfL2LbUS6ykGgvuN/yLgpERMQlqybZQ6hNoLASEgBISAEBACtUYAvSUqSs9Ggd4Yxvif//xn5eOy+xOzCg9kOyrgVXvCCScgu6+ccmMpYD235JJL+vmHIMmcr7COrsqsOKdBLYzhjL4BP/CqEE8tEewLHM+ZZpoJgwVAIB10hRNGtw973K5dOyeO8SN2DRWSTVv3GdI2Ic1HCKQEAb7L8MD+9x8pEPiBeRLzgHx6uA1XPme+OJEh4i9Jm4wgufJxRUEICAEhIASEgBCoIgI4Boc7OAreKhKH1KhRo+aee24fAgl+denXmRpsm2W9shVtscUW1WKMw4WglybPiEsWcEIO72avHLLHe+yxR3UXiGNzKM646qqrqku/4dTEHjf8EWgCqUMAUyiMT+JzJyy++OIbbLCB+RHhxEIZ/+FKVhKyx9hXE2XRfkidUVz/52peV2KTAooNspIRU9sXRTpi3VrsjqldsiYmBISAEBACGUCA8wORpV23hucn9s94bFZ9aZxSCItt/CRqaozdqj5E3QjivOas/tZbb/3555/Xbmisi20sTnFkjardQA2kTOhpIOX0yErRG2OWWC07x3BR5IjiaMpZlFEwbET0EN5t9rJ8j/1PUgUh8H8IEE2aNPR5I9rHYLTVVluNHj06pkH8LfYD8h7TBhkqm6sHosBhBi2xhbjk7imnnPLuu+9SWHvttffbb794mrW7++STT5qDEJEzyRNQdKBp06aRAppmeKr40gr1wruboBF4swDpuuuuW6hZVusxWyK/ZfLV8aKCKllDkneJaQm1SZMm0QCPercMjGkf3kKigdUfNQiVSTUZ3lJZCAgBIdAKCOCcGbrLnnnmmah2a7RwMhihFUQ0D30E+phzN2NoEhLzwurffvvtrAK9cW4Wj+qi99FHH3FoeemllyBLrOapU6dWl34aqB1//PEEkbWZYPl8xRVX1G5W+B6brQQc8pFHHomzfbVOI7WbcyLKzc7fa/5CoBYIEOKPSNR4p7D9RH6EjrjwwgupJCKi63L5Y4OXq2Qmpj3Gjwgro0ro1KcvW7J9X7DxTjIii7L2JMqD+4rpEnpVYRo0ceLEmMZNcQtlOHwjKoWis6UN4g+kJGTSxnUtSXu2IsJvDBgwoGjjJA1efvllqNmTev3115N0Cdt46hFCniRcQthdZSEgBIRAUyPAN9xSENlXlJw6fP9ruiKS69hY/MuxpNbD1WIt5CK2JZD2mYNQLYaI0OQQYmHDOXFxnEuy20YopPmSFCqm0QVVYpJ98803NZ0t6ccwkfCXEN/4mg5XN+Iyrq4b1BoomwiQndi+C1Vhj8nQ0BQwlc0eg1W8OVMkS+HYsWObApBCk3znnXds7+ecFL8Hw0IfdNBBvscksdUnM6S1JxtkoQmUVO/hKCFbBntM3HVm4kuohTVXSctRYyEgBIRAPREgh5B9AGeccUbSzGJmVevR4ScZyPXVCExrPWJ16bPRmAsrnCqGY9UlHkONrdm3qqqEj4kZq8639txzT1saiZ3qM7TZBtqgGDzWZ9Baj/Jfjt9fFBWEgBAQApUg8PTTTyNNxPy7EiL0JZ1V2ekHyh764YcfRvnp8uy8dOBdQ1aWNuQPJDc1/GGkPSboxG+jkpSViy66KExypIFfEtT04osv9ssaFTBgQ8NA1k2MIKo+BMKdgw8+2Jn2XPpYfOEagL/c1VdfnXtXNUJACAiBbCDADhiJzlWjdbFbMdD6668PK16jIWpHlhzO7ERYOzMEkb0xg6rdWDGUMYBnY4rs6THt03yLpF+PPfZYnWfYuXNn4u88/vjjjHvggQeyxeOcVec5VH04scdVh1QEhUDLIfCPf/yDMIa2bGKQ4IuC7HydddbBFap9+/blwYEsGQch8s7HdMcGHsdsGmDlXrmzK9See+45uDvYPNy/kbzmzYtIKssrr7wStXY4MQ4oBMPwGlymybwV5m/k1hNPPBHDHrOEVVZZ5bXXXnMiYcFXyqkriWcyJnahKhhBA8LycePGYfiHmhommTQMuCSFQyQvQxn6ue1DCyvuYljBQPPMM8+zzz5rjbkkewdlXg8CXeZSUI0QEAJCoEkRwIcW30smz64XZtktYzlwa7jFhrGp44l06tTJ2OORI0fCZxKsJPT8iu/bwLvjx49/9dVXbQLwV/WcCUFeCGbGsYHtCX4Sn6ZssMe4oHMeA8nTTz+dWFmlQsoRCLOvSC/izMWHjCHI2YMPPgiG9EV5wDFG7HEEQ10KASFQJgKXXXYZPWGxrrnmGreNKZNW3buhFXSjMh8cUSJfzLLXQlyo+I87wcx22WUXvuaMCGNG8Ak3+fY5UKCZBzYL68My2lS8o7GwMmo8BWKzwfFitBY2s/J2220H43f99dfjs/Tmm29SidaX4JBkiUADjPMwM99pp52Qi7N8YpbmUshbA08+ZMiQ3XbbLbyLN6+FXUEkXHSlYUfSYLIEr+EpEGTSeW+YW1JlxrDHPXr0sEBxTiEsgADh68IaK/MUUGJ4PRPu06cPIgYECl5pBU5yrAiRc6Rel0JACAiBJkXgxBNPRPjI5Pn2hl/CUpfzt7/9DZ0qYSAwmWZbsQQZ8UTQf5LuAZ4c5+dhw4bho5R+9pgd1rd4ZL7EJYlfY3XvsmWTIiT9KJW6avQT1gUFA4eKkroTMYQTCEemSC8M3ywCK0HF8SKM3LVLomSj/Icn5/K+++7jyFG2aiQv/QZU1tp6W/SFQLYRqJbvsZmkYpSSxOm04ZA6IwpHBB9lakOiQaAxRlvoHzK4O44LzBY1slciiaQLstu8q3DfY3YvmsX83NvKKAMdDjC5NJPEvibQYu42yeadSy2sMZMwRrdoKLZwtnlv8+mnn/qqKViubL8bKUAEKYO3hw4bDCB4jRd45YgETnc3Y7anQJg0j4rBIYlYoDwOzh9Mw36heJ5yZAJcXnLJJTYKgBDYkwmDPzkhIu9kEp0GZx1G5+cxQnz+LOqoo46Cgc+dgGqEgBAQAk2KAAZH9pXba6+9ylgCBj7E/uWTSz4I/1radun7INETC1EOoxM3xdfVY5gRbbu88FHYIhHKhB+SXwysHJxPPvkECS/1aIYLwWX1fpLh/IDyP75xyu9isIbk2t4ccjsn9wHGlAyvKN4xzwjdsWNH2775FysGfxs5GLzxxhuFcIAz33vvva1xteKhFBqrDvUyrvbnroIQaCQCZ5xxBqGwMTolj1wj51FsbCJLsxURq9AawtR5xmY2ctIC4YK766672t1TTz0V+yU2HkJuOGGE3JTbtm3rNXkLBLJyynkbRCr5oHO2iFRyiWaYbTK3focddgjjSFkD+ENjejnoYOqc2yusyZv3CHDyZmbq168fAv6we6TMgeakk07ySjeNJpgnptFYf7k5N0ppLkPNtj0F4EJrjVk4Eb9hQdE/8HOCFM4666wuXbpYDScSswO0y5VWWglJ88CBA+2Sp4bKneMCl9deey1K4E033dRuRf5FuUHeb6tkd6QLc+Byyy23NL9xIGX3ZefG+5rdF/EHUm0/GEWo6VIICAEh0IwIELQCKSQz50MafpwTrgVR8v3332++QjAqpoWjL/Eswn0BwWKhvEd82zt06GDeKxg3EQ4j4dANb4Z4N4nINZwnYvfjjjuOOBq2Xox7AQ2LLWN3MZVii0RcjtQbhyb2L4zPw+5evuiii+DMsW/C8ouIGKhGTdbvDZqogO7XDbWw5sO2LuHkQRIcvDEvErJ1i+xNJbIeTBrtLgcDDhveMlJgZ0chb5W5FtqRxum/FHuc/mekGQqBtCCAvTTbsx0CcudkGRdJiGW3EDQSkZItCpVmoca59V6DBD0vW+sNIgVYL0yAIpVcwr+5SDW8i9FvqOi2W+wobJOUC1ELKXgZeyTsq00EjmES/CFOtvC0rl6mZc+ePZF9eJdIAe061s6RSi7Z4+HSgQJZqbHHEFlxxRUxxUcMQdarSBfsmQ899FBjayO3uAznQ/g0GHIXQHC2QM0buk8XIhKShctFAoJVlVVyZFlvvfVwUgrPOqSw5i4cMrc4eSCSyPuYQrIqCwEhIASaCAG8bJBFmuQXXoLkvcknD3vGhxQpJB95WGsstIk+jYjTKGAHhPyRbRfOJJ4mHOCYMWOMq0GKjfwXgXV8l+a9CyyhuBnkkSPgczt69Gh2MY9Kbc2wqyrEHsPOYY1lXCUmwQjlmxeTcOYJXX9BDE/14cOH05cDAAm6MUnjXBRGXcFfbMMNNzSdB5pk3+7D4TJZFnucyceqRQmBmiCARe7ZZ589atSoO+64wwaArUK4SBm9MWnoYdhcY8k3F77xvffe47jw2WefuQCS7y+yXjcMLjRRWKm82uBC7QvVI9FMTscyTBQiVageKyYifMBPsnZ8mKdPn77//vuPGDHC9KiFeoX1nJCIxeI1ePiwRcEzs9kj//7Tn/7kt9C6kwnDLjF7xuKAMgyn+3jvt99+3pjHxJGLwxY1cNfWhjMT06MZFmjQt8aw3Gg/jJrVoHxwqyos4Z1mWMC+PdwsOZPxMiBiYOYRWQBjmZACyTSJOgsRDImrLASEgBBoCgRgyYw3Zrbx4SQjy4F/40uLONXqkTa6CY/V8P0nFDAaY1Maw/RGKISXPjSRMnEOSrMCGVmtRdNg/vGLChdYqIxQHgkChw3Ca7H/nnfeeXDL/FuoveoNASzIjDfGVR7vYnQJuchwxjPNBzwzR5340xRWZpx8CE3Cn8MjjzxSecDU3PnUr6YOBtwaQghkGIFq+R5jfMufPcLj9GMVZuVBLmsTxjgcESxBQfzjZV7Hdhem0evRCces0X2P+RbHNEvDLayM3OwN5p8p4cBjy2QLces4auBpMZyLmTM6Z+JaO0RsMDDMcLDdunUzt2E3hIaBdzouYijk54MIGTYbvQT0PSwnBnhOISxwtnCVBb0wWgvvhmVXDiNXDutxVzZ9BbtsWI/rMibivjr48PCuykJACAiBpkYAr1f/vmFjlXwtyA2tIy5IfE5hs/P2xVeFZpgRxTsVm+mTEbz88svzkkpJpZsBs5sg8C11VuDggFPAOCtCASTBE74OmTUMc+RueAlQTgr/oPBWE5UBxITOvEinnXZaePrKuwrEB4QCtZAriNcRJeRtZpWwu4jUCTgX08ZvecRNpDO8kF7fdAVpj/3vQgUh0EgEQuVhI+eRYOy8Mmn4ZMxv3FgXMjCEFu0wAck8Tfh8ExoaXyDo5Ln9v1UM5Kzd/96p4RVbCxsGGleeHYJSHJwQwcLZYgUHQ4j1so2NGhxbaDvfFJoN5nOhMzYMJDpYC2aONAG9qweT5BxQiEhuPYOi6kfJTOxTZMC5DcIaNleYfMsahb46DA8TNouUsfGmI4bT1GPAxi4L0878eXaw96ZbxgoOt6hIR10KASEgBFoZAdhCM+0BBAJDuAQzFxP2QdySsbuB+cm924w1njcBw3IiX1SyBPyYMFyKUMBUGHdufpH6rF5iGU5wMlbHDo4ivegyCW7i1umcMQiTHtMFXzMP2xnTzG6RstE87IgVx2EgSWzUojQb0kDscUNg16BCICMIsGfjl0JcB6xoVl555ZA9Jmby+eefT4yHooyZYwGf6WbbeKviRkuGYU9H5M1yC1jzuqVW7t3a1eBnC0/ItDE6gp+EJ8S8DQk0AULYrmxcWESPVVZoJnQJU0BBDf0trCZ9kQ44b4yhODwzIcHY9SkXoub1hJHErJ2A2GRgtiTMnK5Mw4+TFUG8mC1LCDlz62uDJuGQsQbEf4mnho+00yGVJc+OrdHYY58PFtcYnCNJ8RoVhIAQEALNjoBlmmUVBOVabbXVkiyHLzAsCnGAacyX00P+5u1Lyhxkr0WjRebtm/lK9MMEOil7meykiLBjIk6VTbmeHUObvnqOm+Gx8mQNyfBqtTQhkFoEYDJTO7eYiaEpJXwUAkvMp1Ekekusgi+44AJuUcC413lFb5C3QDagHXfc0W7ByMFfIYbk37y/MMR3EhY674hVrLQ5ICvlUXr8RugnebLsbQT3CidDrG9chTl1wUzCKtstPHs5JBG7xayXw/aFyqgdwnySxKg0Ry8EGai7eTrINQj4Wah70XpWhxfZ2muvTVQPGjOW+2+PGzcu0h0jLsQlGQ4YE1mvLoWAEGgFBMw3CiYNS59wY4pZO77ByBBpgOIOPjleLUwmgiS8Mc3C7H0xo+uWI4B1VXO7yPpKSink7s6l9G6JttIet8Rj1iLTj0DRuJRpWALeI/gYE00kMpmpU6eiisTbx+tZDo25xIXVUwv63ZhC3759YbPhuPDdtdNDocbkDfLkAZFAUIW61KIer2CCcqEKQGVKmG7ySNn8bSysr8sW65oOmcgZxJbEFdkIomTGkJtKWE1DOH5RcNdYSseY7hNTjTRd8LSlYmjteUzo+bFtI3LMiy++iJU1mmS4ZWaFET4WbvDnPs9Sh4hfmu4KASEgBNKDAKEKkTkmnI/LQ4lWSHbZhL3im/G9xUcU5+f4Zs1+lw0F99rcVbDNITjG6sqTEuW2UQ0IYFaNZZ9BEbMpR+J40zKmcfaAlfY4e89UK2pKBDyTcJpnD8MW2gAzVSTlJBymQERrTIt98mEsLq9MUiCEMomg+C7H88aQGjlypBP0OB9eU7cChxsbfdq0abhAwy0Tr9uFHfjlelrg5FNCZ465F+3RISMvIDCG9SV6FsbSVkYPTHLLojSJ7BUqh/F2M2ooKzzXBRr7knJo2aCIMLDxxivJPMd4ami2uQUg1gBA8IbC8N6ilOEQ9be//a3ohNVACAgBISAEhEAhBHC58qCY1gbzNM4Df/zjH5FQEzy5UEfVGwIcz1xmTYbkQo7HeEIRYMV/uL63FIBij1vqcWuxQqCaCJimF3PZ9u3b59J18WTurfJqiPSAp2t5fevWiwgrPhZG0ZiF+2WhAnG8sD8P7xKjxc2zgdejmz744INmxRc2ji//5S9/wcTd20Bt8ODBXGLhjMIfd3G7FU7bG8cXkF9wFolvw12P/1G0pRoIASEgBIRA2QgQr9iV0mUTabqO2GfhMcTviy++aLrJN3bCpLHw3CtFZ1LGIaEozTQ3EHuc5qejuQmBFCGAFa6lOEYNaEwaKRmI3rT66qtbSkabqwcmsUxFeLfCkoVZiyJLwjCbQMf2e/bZZyN3/RLGmPSPmBnj32XZej2XBrMidqW3rH8B+2EkBbnjEjXazIxzb4U1pF/CdsBxs1soWi00V9iSMt5lOErZD/vqyN3IJRARAZtKonlZ6kLKY8aMsTBdbI1FKUStijNKAAAgAElEQVQIhpfozCMu30Q3idS8+eablmuE2DPLL7982F1lISAEhECWEMBOxzPwxa+LlkhF49uUcRerKzIel9Gxebuw9YN5GB45spMWXRr5Gjh+FG2WyQakz8Rer9DS8JlCdWx3yVWZ5DBTiFQz1v9/+z39hIAQEAJFERg6dCgBlgmwSTpBC7OJ6S/xoidOnEi6ZuuOmys63jBPA0wUvBltCtEnAJWnbsJ3y0NzRdozltUQreqEE07YeuutiVBlNThcmSlypEvdLhmdOeQO57Dk3vIaMh5NmjSJS+AlrIvXIwUYOHDgOeecA5+MeTbOaaaqhabv5cQUIa2Ud8ktAJFxp4gwUBSbYgGCGE1hiobhN9k18GSmo6fZyCUSqWHESM5Jb8BY6IpDk2/PBnHyySebbMUbqyAEhIAQyAYCxFlAaozBahiAI2ZpfH4jksSYxroVgwCiefIjwLmRHoJwU+QyxPQ6pn3uLaS6ueFUcpu1YA0eWO5sjE87B5KWAkHscUs9bi1WCJSPALlz4XLRRqLAjFAhvRM1MLe4AKFSxt304IMPpgYGzKWPkS5+OXbsWC/jrepssFfmFojA4fmfcu/Wv+bLL7/Ma9aFoy/SWUAoNCWspsn6iBqB3EvmuBu2xLsYz2FqOEvB39KA2Fdhg5gy+z3e4CiKaUOcEoy3sfR+5ZVXTI0PHZT2TAyDNLPcNjWyOQnHkGWlmGRjwkcb+tpT9va8GBYTBZkIaasRGcCH290tttjCm6kgBISAEMgSAnzfLNksvBkfvaKhtkh2SNQGghpmCYSS1oJFdM+ePemCCBiZuLv5FCWCFduQIUOsGRZJxr+RoZBNB+MyZPcAW5SIGhgCBCIhmkkhIzKszNxFuQURE3vcgg9dSxYC5SCArW/37t1zzZjRf6LGhHmDX7KcFqiLbQAYPLjlcDCaeeIfq2c/K/UTDM/Jhura45B+Q8qoDlwBHk4AHXvnzp0JaIFhUljvZXy2ieM1ffp01uLRvPwuWxfGcmBO8DOUyajZYUfRTsCgOtvpjSMFuFM7rlHPocEwh2H2uFnWHoaWg4X3pYupphk0b0QxuGtjuenC+2AHEVKJLL744iilsaBGB84tzMX5l2wl/MsacaVecMEFKesnBISAEMgwAhg3JVEgE+CaDPZPPvlkhqGIX5qlVMAUnI0P82aY5Pj2fpcMgp7HYdiwYWQttlvIf8PgoN6+RQoozwlNwmJxaMJX6w9/+EOShb/00kscJ/KqhblFQmnTqxO7i5wUSQiGbbp27Ro57IV3018We5z+Z6QZCoFUIIAysEePHpGpoCBFnwz/hjrXGSqSG8HLUeMJez/++GPrSF5cZ56tJqGzVmTc2l2iIMWOyB2bYe24zKsDh3e9/PLLSe9M8iqbD3w7Ia9QzMLxWg16WpJCE2eLTR1M3FTJ5w8LDVfpl1YgPDjSdAAHyREjRuDgTT2m17DHaG5xvS7KHjNtI0VsMGNWI0PkvcS72+rheLEFyNsmt5J4offccw/u6JFoovbQ2aedUWfyCKTZMuH2c+moRggIASEgBFoBAWJhsDWYpzRBOpKzxw4OGnt+fllegZ0a0y3rmzfCaHlk69+LYxh6YI4Z2NZhkYdcPsbjDNE2MTstpQVRXVBsIOCOzPmNN97wgw2u3Qn57SlTpqAtgJSdXnLJRkZJ86XY4zQ/Hc1NCKQdAbyR+cElOm/MjNEYYzqFWzKfV4s17eGLYfZwc4WhqvXC0GmXl1yK8GCYiPv04Ehh/Ewr7pUUsDPHGThkCJdaaikSX7GRMDSRujAUt/aoVSnABrNzGHtM5gnfbIz1DSlTpiXqcaPmt2ApCTJpEmIqwRZjab8bFpjb008/TQ0cNYJ5N4bHhorpRXI4ka7Z10seppBO8jKqAHbTsD00BwwYQA2cttUzLoiRN5s82JjV5Ypawu4qCwEhIAQyjMD2229v2mO+nEiZk1sXx2By55132l2cXPDHiWmZgVscM/hVuBB0p59//jlECJhCDFHXRVdItv7dQ0MwGP4DDjgg79HCJoYggEAkCN+5xC8MET/bMcreQtPGXa7QrUg9/lkWaIbjELx65G5zXYo9bq7npdmmF4GYj1F6J13xzJARkuDHPE4jxPhA833Eyjesh9VcddVVw5qEZcx6Bw0atMoqqxDkiS433XQTUtJCfWH5UPmSJbhQg0rqcRgjxy+cJ4l/jQ4RLIgWBstnKaCxTL7xxht79+7t+YqtGabmVsCsDtkt7mcx0+Cgs9Zaa4UNOAoQ9Qo7doKRwF1//fXX77zzTtjAywR9IUoW9ntsgc4bcxdRLqcBRMWYWNtpjCBbMKu2n3n3QgUE7c7zE2cLG0Lj/HPbo6+G00Zuwi0EIoxISwAxP2dqsI5DRpAkdFkucdUIASEgBFKFAPug+xJjPYQJEmZE8TNkf4QzwbeIzzXMCV4t8GZIMM1Sib2DH/JEvpbbbrut7x0xNLFSRiptDRBAR/xoYjo26hbGZSwW812CY7Gd5cqgIxOjGYJ4N+yK3C3vEhm0dSTedakhr8sbMSW9iKLKIQTTNs4zeF1hChcGSWFzxycrJVNt1DTEHjcKeY2bNQSuuuqqrC0pwXrgdQtlw2P7Z//Doth9sbhEZF6eYS38MNpgfpEUwXnnyKyQYloYqrwNSqoMJcpM4/bbb+fU4hSw74IxNoMir0TNC3+LNJrDjVd6Aatji27lNZECm1YY/dvvoqLHDo2o3RZu2usjBQyq+UUq7RIOOcyeBYNKcGnsspKIElD7Mzp0IMLOip183iEilai4PaeU3yKMCj7MYaRuv6WCEBACQqC5ECA7DjEm+OoiQMTwB+lh0fMAHDVhlmGkiUbJ59c+pxhb2f7I55EfICB7JXxjEjTYbsaPH28ti46ehGCt2yBTRpTABsSGyF6ATDkMhJE7OsbA7jSUe1c1IQLI0PFGDmsiZYQRCNnRImCPhsTh3N9+kTZc4nXMeYPY4Lm3sl9DUBz9hIAQiCCA4uvwww8nDJX9CB2MdDPy42PNXRcS42AZIVLSpdkbw66U1KtRjfmq8nFk58YgJ34OsEbGXvKFxR8mvnHM3dNOOy2vJRVmQiRGiulYrVuIrtnI3U+Yww3zYefANKvQEKhwBw8eHAbSBDF6cdxBbRvpFUYxhamO3A0vOQaFUECTvTBsUGo5Io8nkBi63wgR/iJYrD10bAKJ/8HGyTTK+2HWFYNbZGhdCgEhIATSj4DbM8MeJ5wt31U+oXndRPHE4RbMcxJS6GAxkTWOhVNE7v6ShEj924S5GPCYjZ9AxJmIABzx7ePvghjWWBYeBZyxOItvn/67+B5vvvnm9g7A/RL8Jcmc8dJCNFNoH8eyLAkRa4P/lDkbc9jjlJK8YzpbzpDOaWlWQqCxCGD+al+Z5P+iRK1kzsYew3Q9/vjjRemQ369om1o3wLMUuWOSUUguT3xmojclaRzfxlJB+EPBQthyD8T3qspdokH6uGiMUWInJMtJheUTjwppLgrtQr1ohr0TQ7DBxDTz7ubGjIU2rs5eWXZhww039NXB0ufSIYYKS0DYAW+ce1c1QkAICIEWR8DZYxI0oBFNjsbw4cPZIyI/BPTJKWDT5B/wJuJMcFPq1KmTzRy1OSEzYpYcGj/jNARoMY2L3gpdkyqULxcdq54NXNSCPrie4zKWR10lJkudh67FcDNC1P+oVBACQsAQwMXFAgslBwQTYpjb5O0jLYmZREI/KlGHRpxOIy25xLQVR1y2z9xIyLmNs1SDs5YFnbJFkYq5KhFNkkBEdmIkF9aS049bDSTpSxsCleEMFv+8cGZ+4YUX4HiLps2E4N13382/xJc2pjrhNAo1I8EyL5XdxTI8r1cwS2C/SDK3QqOoXggIASGQVQSwbUYWbA41JMKxsMx1WCyfZbYkG45xMfM2JV4dhq58CIy/EDdbFGUCWF5xxRWFdkm0Avhj24iwx5UEdwQx/KHcBB32uPIg2JVDURUKnEKxdIMUgVpwwiKbRlXIxhMBTwKdcCg1rzHY4wy4Los9jn/outu6CPAXTuY3eAaLJxQBgnz0YYgpvgtl5IULaWJwe/7554c1RcsIjHFzKtpMDYSAEBACQkAICIFaI0DKHMTWjELQKWxN6xAfi0zLeORaSA4YS5JEYP5T62VWlz4KZDechq0K80FUdyCnhtuzjYLnF4+MOCl+q9kLxGchFqaJGzBnCM3Xa7c0ElW4tALFEh4BtRurbpTFHtcNag3UlAigMMTBmLB+kdkTOYkwRXhpRurLvsQVMz6UcYQySjxsqPD/jNTrUggIASEgBISAEKg/AmRpIm7/5MmTGZrcNuzRtc5iOHDgQPc6hjEuFCmz/lAkH5GA2+iNrT1uq8TsSN63jJbILx599FFjyBdccEHCg5VBJM1dcH0noSMzxNqZiCFER8+Njlnd+W+yySZAajQxmOfNry79hlCbqSGjalAh0CwIkLWViFzkoUESHH5i2AW7deuG7QoGP1VZC59pRsGCl90uhiAxjWnGj3HFG8cApVtCQAgIASEgBOqJAHJz5xMseKc7rdRiGkSs9Jy0hH0mMUQtRqk1TZILDhs2zEYhVhl2zpyscnUSlU+D8xWUSeZkvDFa9yQpGyoft84UsHPm4MqgrBdrf3cKq8U0pkyZgjeWvfPEAyO1R3hOrsWIdaMp7XHdoNZATY8AQYmI8Xv//fcTYtEXgw3VlVdeyffdayopkCV4jjnmyKWw1VZbWUxC9j9SI+Y2UI0QEAJCQAgIASHQWARQfuLUin0pMnRmQkRDeIaqRIiIrItk8uRDspiRHBtIN4ilW6RNs1xiA0ykz6OPPtonDNtf9TROxLw0vpFR5p9/fuJ31OK5+BIaWIAlRn9jEyAqNbb3GDVUfT4E3EE7Tcpuo4wDfE1Z8arPvwhBPKr1EwJCIDkCaG7hUUkZ5/l7iWOE4JYfRixEJkhOyloSsphdwShEWF8yITEQOweDlkpW7YWAEBACQkAICIH6I3DIIYf44RutGmZfhD+s1jSIUIWHJxZnNgThl2BRqkW8UXRIAc1pxzItsS6srFEpw4BVZT7oUQkMTiRLQ4zjFpFQq0I5nUSQ0eBc7YFLOawio6nuVPEHJHG3v+QYM6KKr+4QjaUm7bE/XBWEQGkIkAX3wAMPjPTBNJo8tEOGDPEY95EG4SVRNPhq8yNQdlhPuWPHjnzNoZY3hnCksS6FgBAQAkJACAiBlCBAWt1+/foRRNrnQ/I8UtGitPSasgv77bcfEZ6tu2W4xfmzbGqp6gjHNWbMGJ/SoYceijaia9euXlNGAQ9wIsUAvvUlyAthTSukWcY06t8Fy+c+ffoQUJ2h27Zti8gGO8eqRMzBOIJUnSj8bVGcV3nVPUdX/VdaixHFHtcCVdFsCQSInk/SXUR02JOQkD1cM3vVhRdeSA174UILLRTeevPNNxGJUUPsBEJVWwh+b0A+BhxviGKNtC8zLhy+OhWEgBAQAkJACLQCAuh4SXuBY9T7779v64VDJlsvqXfIfFEGAlCDJpwJonnYbyhwwID323TTTcugls4u5IvGeY1UIN9++63NkBPUbbfdhoacKNPLLbdc8mmjeIA/JN9VhBp8XeukJyQXZu/evR977DHDbdlllx09ejRlGNpCCbTiEUZFzOM4+eSTMXu0lqjiSbeZvVA4Yo/j3wTdFQLFESD/E98LsszfeeedkdZIKIkD4UkIEWEScz9vzIldd92VjMfVku1FpqFLISAEhIAQEAJCoM4IvPXWWzvttBNRS3zc8vS9eDLvvPPOr776qtPBuJrTRWb0xr4uCqwLx2DX99otLPKowUw9bFmoTBiXvn37QiRsUBVddEiwKcocTVdYYYXIVJGq8DpFKote4rwNs41ZtbVs06YNwdJRUIdZTosSaZYGYo+b5UlpnmlHAFElH1+L4Mfnw4S7THrFFVd0L2W+UzTzlSAQJbIXpj7Ig2k211xz+S0VhIAQEAJCQAgIgWZHAO0xNsMofv1gwNZPyC7WBYMBywfjh+1rZJlYltGeXv379+cWrrnvvvtu2IbYS2Y3G1ZmpkzGEA5UBJom8Aq5nW1dHJYSWtWBXpjyl6guuMLh9YbqPjMQJVzIc889l6stx8fbrKz33HNPsmrxHsZQ4ykcc8wxNMB+ARd6CjPNNBPPgvTR++67b0zHpr4l9ripH58mn1IECJuR604cmet6662HkU9VPJEilHUpBISAEBACQkAIpAoBbIPzZhLafffd11prrchUp02bNnTo0EhleFmL2M4h/ZSUR44ciVWd21qXMavu3buTcCSeAyyDbFN0gTcmZnXE+y8y8xNPPDH+IHrEEUe4KbX1RWRDNOwInYxdij3O2APVclKBABJfsh3ySUIsR+jFcE5IfI899lhqEN2Z/Di8q7IQEAJCQAgIASGQPQRw0YTNQCe81157keC3pAXC3RH1EzcuvJcfeOAB+hKXeOLEiUR4LolOMzY23HAk5kCVEDcca2EL999/f9a7yiqroOpsxoVXPufjjz8eP2HomEm/ETz77LMxk45wvAnHwnsZ3Q/SHAgm7NKkzeL06U26JE1bCDQcARLNmUdQu3bt2M/C+RCRqzWlmCEIKgsBISAEhIAQaCkEMBmz9XIwwPmT8rhx4zBYjQEBzSeW2DTo0qWL5QGGS8SHCy7x9ddfx6uZEwXUYihk4JbjZqHIkqwIVzXkCElaZrgNBvmvvPKKLZDAZu6mTgHL8/POOw9JzUMPPVQUAaKjbbbZZtaM9KUJ7duLkk15A2mPU/6AND0hIASEgBAQAkJACAiBrCHwzDPPYDx87rnn5i6MyFuXXXbZ+uuv79l6vQ3aP+xd7RI+Z/XVV/dbKggBRwDpCSms7JJ3hgjefssKxLV+8skncQakELkVXmKaHqY4Dm9luCz2OMMPV0sTAkJACAgBISAEhIAQSCkClugx7+QKpd4hinWPHj0sUhesNcrATIYOzouJKpMjQLKlDz/8kPYwxmeddVah1ynmDfSxCvX1BtkrzJS9JWlFQkAICAEhIASEgBAQAkIg5QjAeBT6FZr5SiuthG026mUaHH744SNGjCjUUvUtiwDJsYjuZsu3F6wQFIVev7C+UN8M14s9zvDD1dKEgBAQAkJACAgBISAEMoXAH/7wB88E+dFHH4UJIzO1Ti2mLASeeuopwn1bQiwMDSw6V1mUWreT2OPWffZauRAQAkJACAgBISAEhEDTIUD4a5sz3sukCG66+WvCtUOA4NKeM2XYsGHEPK/dWFmlLPY4q09W6xICQkAICAEhIASEgBDIIAKDBw8+7LDDbGH33nvvBx98kMFFakmlI8CLcdNNN9Fv9tlnJyJXx44dS6ehHjOIPdZLIASEgBAQAkJACAgBISAEmgYBUvWQ2tcy+n7zzTc9e/Z88803m2b2mmjNEMDS3qJtdejQgaBcs8wyS82GyjJhscdZfrpamxAQAkJACAgBISAEhED2EOjatettt91m63r55ZctlnX2lqkVJUcAvTHG9rQncttSSy2VvKNaRhCYeejQoZEqXQoBISAEhIAQEAJCQAgIASGQZgQI0PXXv/7VLKtNTyhj2jQ/r1rPbc011/zhhx8YBZfjCy64oNbDZZi+tMcZfrhamhAQAkJACAgBISAEhEA2EWjXrh0Kw06dOrG86667joRP2VynVpUAATerTtBWTYogIPa4CEC6LQSEgBAQAkJACAgBISAEUojAoosuOvfcc9vE3nnnnbfffjuFk9SUao3A5MmTN954419++YWBeCVWW221Wo+Ybfpij7P9fLU6ISAEhIAQEAJCQAgIgcwicMIJJxCpi+W98MIL22+/vSf1yeyCtbD/RYBYXOQ6fvHFF636hhtugFX+3ya6Kg0Bscel4aXWQkAICAEhIASEgBAQAkIgJQjAC1188cU2mVdffXX8+PEpmZimUR8Exo4d63mw11lnnS5dutRn3AyPIvY4ww9XSxMCQkAICAEhIASEgBDIOAKbbLLJGmusYYvs37//ww8/nPEFa3kBAh6Fi3fg5ptvJmBbcFPFchAQe1wOauojBISAEBACQkAICAEhIATSgMAyyyyDea3N5PPPPx81atSPP/6YholpDrVGgLjlU6dOtVHwOuZNqPWIrUBf7HErPGWtUQgIASEgBISAEBACQiCzCMw003+P9JdeeimpfTK7VC3sPwj8/e9/79Onj3sdH3zwwf+5o/8rQuC/f0sVkVFnISAEhIAQEAJCQAgIASEgBBqBANG5SO3Tq1cvG1weyI14CPUe85///OeECRNs1GuuuaZ79+71nkFGxxN7nNEHq2UJASEgBISAEBACQkAItAYCM84447zzzmshrFnxe++9N27cuNZYeuuu8qqrrvLFzzHHHLwDfqlCJQjMSDTwSvqrrxAQAkJACAgBISAEhIAQEAINR2DatGnrr7/+pEmTmAnc8ksvvbTUUks1fFaaQC0QuPzyyw855BDyeMEVH3rooaecckrbtm1rMVAL0pT2uAUfupYsBISAEBACQkAICAEhkDUEFlhggbPPPttW9fXXX19//fVZW6HW8xsC06dPv+OOOyzH9e9+97vzzjtPvHEVXw2xx1UEU6SEgBAQAkJACAgBISAEhEDDEOjatesBBxxgkbrQKA4fPrxhU9HANUNgt912e/TRR408AatrNk6LEhZ73KIPXssWAkJACAgBISAEhIAQyBgCpL2FJW7Xrh3rIr3TF198kbEFajkg8PHHHxsOnTp1GjNmjDCpLgJij6uLp6gJASEgBISAEBACQkAICIFGIoDjsQ1/9dVXb7/99o2cisauKgI///wzptTvvPMOVPE63nTTTTt06FDVEURsBoXm0ksgBISAEBACQkAICAEhIASygwDsE1zxK6+8wpKWWWYZAllnZ22tvRKyHK+xxhqGQb9+/W644YbWxqMmq5f2uCawiqgQEAJCQAgIASEgBISAEGgIAssvv/wWW2xhmX6mTJly8cUX//LLLw2ZiQatLgLkOnaCAwYM8LIKVURA7HEVwRQpISAEhIAQEAJCQAgIASHQeAROP/10Ajgxjx9++OHggw9+5plnGj8nzaAyBCZOnLjNNtsYjY4dOxKovDJ66p0fAbHH+XFRrRAQAkJACAgBISAEhIAQaF4EDjvssOadvGaei8CNN95ISifqF1544VtvvVVex7kQVaVG7HFVYBQRISAEhIAQEAJCQAgIASGQIgTmnnvu3//+9zYhtI4vv/xyiianqZSIwNixY92HvFu3bsSsLpGAmidFQKG5kiKldkJACAgBISAEhIAQEAJCoIkQIJLTtttua3mA9t577yuvvLKJJq+phgjMP//8X375JTU80GuuucZyd4UNVK4WAtIeVwtJ0RECQkAICAEhIASEgBAQAilCoHPnzl27drUJXX/99eeee26KJqepJEbgzTffJKWTNSdytXjjxMiV01Da43JQUx8hIASEgBAQAkJACAgBIZB+BL755pv+/fvfc889THXWWWf98ccf0z9nzTBE4PXXX+/du/cbb7xBZfv27UeOHLn22muHDVSuLgLSHlcXT1ETAkJACAgBISAEhIAQEAJpQWCeeebZYYcd5phjDib0008/9enTx2x00zI/zaMYAu+//77xxjS86667xBsXA6zS+2KPK0VQ/YWAEBACQkAICAEhIASEQGoR6Nev35lnnmnTu+WWWx566KHUTlUTy0Xg5ptv9sqFFlrIyyrUCAGxxzUCVmSFgBAQAkJACAgBISAEhEAqEMA61+cxZcqUX3/91S9VSDMCgwYNQqLBDGebbbZTTjllscUWS/NsszE3scfZeI5ahRAQAkJACAgBISAEhIAQyI/A7LPP3r17d7tHPuTbb789fzvVpgmBSZMmPfLIIzajLl26HHPMMXiPp2mC2ZyLQnNl87lqVUJACAgBISAEhIAQEAJCwBH4/PPPe/XqNWHCBGo22mij++67r23btn5XhbQhQBC1VVdd9e2337aJPfXUU+utt17aJpnJ+Uh7nMnHqkUJASEgBISAEBACQkAICIH/IrDwwgsTl2vjjTematy4cfvuu+8PP/zw39sqpQwBDOCdN95ggw06deqUsglmdjpijzP7aLUwISAEhIAQEAJCQAgIASHgCBx00EH77LOPXd50003Tp0/3WyqkCoF//etfQ4cOtSnNNNNMu++++5xzzpmqGWZ4MmKPM/xwtTQhIASEgBAQAkJACAgBIfBfBJb87WfXaJLxbv3vPZVSg8DVV1/twcZPPfVU2OPUTC37ExF7nP1nrBUKASEgBISAEBACQkAICAEQ+OMf/3jrrbe2adOG8uTJkx944AHBkjYEvvnmmyuuuMJndfjhh3tZhTog8P//NvQTAkJACAgBISAEhIAQEAJCoBUQgEOeeeaZMd9lsW+88cY//vGPOeaYoxUW3ixrJArXCy+8wGxJ49S5c+cZZ5yxWWaejXlKe5yN56hVCAEhIASEgBAQAkJACAiBRAgccMAB1u6aa67585//nKiPGtULAaypbaj1119/9OjRpuqv1+AaZwaxx3oJhIAQEAJCQAgIASEgBIRACyFw+umn77rrrrbge+6554MPPmihxad7qR9//DHG1emeY8ZnJ/Y44w9YyxMCQkAICAEhIASEgBAQAiECs84662677WY21e+9997OO+/8ySefhA1UbggCX3zxRd++fV9//XVGJ8a4izAaMpmWHVTsccs+ei1cCAgBISAEhIAQEAJCoEUR2GSTTa677jpb/HO//VoUiBosG/Xvi//5denSZemllx41ahQV3333XfxotHnyySetTa9evbbccsv49rpbCwQUmqsWqIqmEBACQkAICAEhIASEgBBINQJrrbUWYbomTJjALPfaa6+2bdtuvvnmMTMeP378Y489ltsA72X5xz7//PP33XefgUNIcMKDh0Btt912XJKfibxaFJnf2BQAACAASURBVFZZZZUdd9wxbEB53Lhxri5ec801l19++UgDXdYHgRn//e9/12ckjSIEhIAQEAJCQAgIASEgBIRAehD49NNPUW+aZfVhhx127rnnhnN79913/XLAgAGvvPLK1KlTvcYL2Gkff/zxdonZ9hJLLOG3Ml/AVfinn346+uijn3nmmeQG6vPMMw988u233z7LLLOgWyaQOECB4cknn0xhvvnmA+rFF1888+ilc4Fij9P5XDQrISAEhIAQEAJCQAgIASFQcwTgis8//3yG6dq168033+xcGbpQ7Ht/+eWXkmaw6KKL3nnnneuuu25JvZq08dNPP73DDjtMmTKlkvlfddVVqO4///zzfv36PfLII5BacMEF84ohKhlFfZMjIPY4OVZqKQSEgBAQAkJACAgBISAEMoUAeY8PPvjgESNGsCrYWrxkf/7555122umtt96aNm2aLxUNZ7t27fwyLBBQKrxEe2wmxCQoIjVReCsbZdTFqNlJufTRRx+hPbZFzTbbbHPNNZcvkNRZeHf7JQUihLuz9z//+c9vv/3W7s4999yrrroqbskvv/wyNbPPPvull17av3//sK/K9URA7HE90dZYQkAICAEhIASEgBAQAkIgXQgMHTr0xBNPjJ/ToEGDzj777LxtYAXxm4Wdjtydc845zznnHPyZjVuO3G3Sy8cffxy9OusK5w9vfMUVV7jncHgrb/kvf/kL0cLff//93LsxOOc2Vk0tEBB7XAtURVMICIGKEPjXbz8jgbgaz5yKyKmzEBACQkAICAEhUBiBt99+e7PNNsvl1gjcRdgt67fBBhsQu6sQjVdfffVvf/sbdyFyyCGHhCbZqKOJwIxPcqG+TVSP1nf//fe/9tprfc6oyi+//HJWt/HGG3tlkgJBqrHKHj58+P333x+2F3scotGQstjjhsCenUHvuuuuH3/80daDdJBYAtlZm1bSCASIRUG6P+Syt9xyi42/3nrrHXjggVh5zTSTEtE14pFoTCEgBISAEGgBBFZffXUz7mWtbLi9e/emcP3115chocb3eOTIkW+++eZLL71kyK2zzjpEcl5qqaWaHUjYYCzPbRXzzjsvR9/TTz+9wnXtvffe2Lffe++933//PZS32morDN1xP252rJp3/mKPm/fZNWbmp512mn/smMHdd9+NA4ZNpXv37nwpItO66aabFOs/gokuIwhccsklmCpZJeLnSZMmRRpwSf6DGWec0eqXWWYZdqPcNqoRArkIHHPMMWHk1dwGiy222HnnnZdbrxohIASEQOsgcMcdd+yzzz5k67UlE4cZt+EKl4+t9bbbbusW13DIXB511FEVkm1Ud6JwXXjhhQDlSX9uuOEGgmlVaz7Er/7www+NWs+ePVG5V4uy6JSKgNjjUhFrxfbItCzN3UMPPXTRRRf5dyEJFnwNjzvuOFquuOKKyy67bJIuatMKCGA9/eCDD7JSQj4iYfn111+Trxo+mRwSMMy8UbxXyTuqZYsg8Oijj2L/hpkfwWZ404p+stCNnHnmmSussAKyPMwLWwQlLVMICAEhYAhcc8018Ma2ERN867PPPuNjWBWLLRSthGXGM9kGYvu+8soridLcdMhjK47I4KyzzrKZYz1Omb3DBfeVr4izEO7fLpVAh8xzWWihhSqnLAqlIiD2uFTEWrE9upeY1ORwKZtuuik2Ic8+++yGG26IXC0vRmuvvTYWs7IVyQtOC1ayrwwZMiR34YiW2RIi9ZdddtkLL7wQqeRytdVWw7x/ueWWy72lmpZFgKwknPPMRK1UEDjr8LLtueeepXZUeyEgBIRAkyJA6l34VcImM38iLSN9Th5fKsmSMbEeP368c8h/+tOfHnjggTDCcxIiDW9DIK7BgwfbNIAIZ2NicVV9Vs8//zyKqGOPPdYoA9QWW2xR9VFEsCgCYo+LQtTSDW677TbcPpGZff311wbEyiuv7A7GfOxgjOeYYw5i0HMYxQmZjwWqZv62CUlv7b/88ss33njDynREGIkZLURaGtbWXjyWCGiM//73v7v3Dlq7hRdeGFRgdDG0zo38QWOMmlykSrxHN+mfZ555YKcvvvhify1bG92WXj0mfJztSEOC6tiB6NSpU/w57Icffpg4caK3/93vfkeoVcR5iO3ttfRbKggBISAEMoYAHzqOefbNxHYGh2EOdVVfIyY85DRCcGlpoggpgh+yZ1eu+nDVJch54+STTz7jjDPs0MIug7KnFryxTRu7p1122QUncNI+sXkReAV9e3VXJGrFEeCV1U8I5CLwzjvvkCaeVGzhO8SR8b333sttHFOD5rlLly4hEaSSfCVjuuhWVhEg5T0v1SKLLBK+DyuttBL+xiUt2aNoOp3tttvuxhtvLImIGmcMAV6tXEv7jTba6NNPP41fKcc11AKEHvXXyQqcFBHWxPfVXSEgBIRA8yKACsTZPMLHsEfXdC1wev6ZJRky396aDlct4sDi06aAsr1alGPokH3aBu3QoQMBrmNa6lYtEJihFkRFs9kRIMv51Vdf7Z8DwvTBkMDoTp06tYyl0QtJ2wILLOAE4boxgGSUMqipS5MiAJdCfgh/B9iSeaP44eNU6oqQc9PxySefXHTRRZ0gAm+YmVLFN6UOrfZpQwDXYo4O4amLV+KZZ5757eV6d/r06QknjMCeLsjs/Y2iwFt6yimnoJROSETNWhkBTKiKymJaGR+tPW0IEIULybJ98Tp27IitX61nCJ+JH7J/Yx955JFaj1g5feaM4MDnTGguPLSTkCWKLXsT6bLyNsYqk7v2yysmwO7Steu4H6PBzktHlTVCQOxxjYBtYrKcBTt37uzfgm7dup1//vmVr2fs2LEnnHACSfOc8hprrDF58uTKKYtC+hH45JNPunbt6o9+rbXWGjZsWOXThkMmPaCTpbDNNttUTlYUmggBHMDCF4CYqHxnOPaVtwQkL3TnF9IktPUTTzxRHkH1ah0EcBfkK8e3rnWWrJU2NQKhgzFywPqsZfTo0f51xXtl3Lhx9Rm37FE8FtfMM8/M1pDQ2A21vAU2W3LJJemVK3rApt1x4NyCW2LuDAmE4W3EHufiU9Mascc1hbcpieMI6n+QbPZlKPdiln3uuee6PIxR+EDENNatbCDwxRdfuJkQDx0L2I8//rhaS2PPIMkT6RDspcUwAS8dC1ZcrSFEJ50I4AZGIH38hO3R47JOfqaqPHqUA5xLyB/mIUmJyEJshXTioFmlBAHbOvmXL1JKpqRpCIEYBIizYB/Pww8/HMlgTMsq3kJ2ue+++3pMbFjHKhKvBSlnj4ErOX1i1hq2/IsQPxdesiV7Awp5FchU9urVy5rtscceZYt9k09bLR2BNuHjUbnFESC64P333495quGAppcgDfPPP38VYcE/sEePHh4HmzgNGI3kRiqu4ogi1VgE4IT79OmDsatNA70xsc1DEUmF0yPU8JFHHjlw4ECSBGKhQBAvXioq+/fvXyFldU85AldccQV5m3ySsMrVijgNV7zfbz+kLQRHYYizzz4b9xDeNB9OBSEQQQAVEPJfbCnRjyG1IdxRpIEuhUB6EOAtRZho88FAxlnl+BniK0em30JtiNVKOolCd62ejyomP5wt8XyhZsKECdBMbe4iotISTdZmztk1fml577Zv354vQ0J4IxQ4ft90000WrHTEiBHEM2vGhFiRRTXNpTPKKrQ4AihMQjNFIu9XUcUXYouDFpaKq666qv2RcOgk9XlCX46QjspNgUDob4zeuHa+wTgIbb311vZSEc4aJrwp8NEky0AAvTEmCauvvro9bhzD+KTU4htCvHTsD03RQXx+tNOycCvjebVIF/Li+OEVO8zjjz8+V2XUIlBomSlHAKdfDwcD05X8sLfzzjvHsDdoPojqyse5qBUPXHHv3r2N1JZbbplauHySsLjJI1nwh++8NDaYeVfn2mOk+XwrCu0sYYZCNiA8lvNSU2XVEZBxddUhbVaCJC72rx68MVq4mq4E8zNG8RFluFhTtBtFnBxOMBX2lNdcc02iH9V6Jm6yRawm9H61Hk70G4LApEmT/NNBTkhivdR0GqS49OGee+65mo4l4k2NANlf/FWhcNBBBzX1cjT5rCJAUiV/UUsKuUq4Ke9IgaDKe//n55sv9TinFIUOW0IjhRtL0caNauCKHKzSks+B0LOOUlH2GPPJGMqcjTfccEOnltcGO6a7bpWNwEwOugqtjAASqeHDhxsCmL9izhGfKbRyrDBTxPzVXftOOukk5lA5WVFIDwLPPvtsv379SCrLlNhEb7nlFqyMaj09pLC2SRMYA3+qWg8n+vVHAL0Enwsbl2eNW5er7Go0GZgcovcbcY50ntS9RsOJbPMigFSOb53Pn3zsMMza2hwQFdKGAGYOZU+pXbt2pDgi2If9TjzxRP9OHnHEEddffz0WPTHEfWgYGDfzjmnfLLdgaM8880ybLWs87rjjcmfONyEeHO8CpCStdGUSMU39lgq1RaBsxlodM4MADAziP3/P6hbAEABDWTtf2MxAqoWAABukv1QffPBB3TDZfffdbVxk0q+99lrdxtVA9UHg6KOPtudL1iXyz9VnUEZxtgdb7ilTptRtXA3UXAh8+OGH/t2zAuIV3AGaaxWabYYRgBc95JBD7OXEpa6klYba47zx/Lfddlt//2kcT5w92hojy45v2ZC7BKleYoklmCGew8mBCs2hCx1rw5DUp556atHVeaAvkkUXbawGVUFA2mP/Q27dAjaonomOj2Y9w88QD7Z1cc/6yolS05AlDhgwwOS177//Pmls8apqyDQ0aK0RQHdRrVhcSabqxggPPfQQQUSTdFGbFkSAaDqhNT4IoEPmBNyCUGjJ6UTgjDPOIHkvc+vUqdNGG21U3UlGUi3GE/ePKkFhQ5eZ+F51u0sEEzs/DB06lGjb1RqXANThkXvIkCHVoiw6VURAkaurCGYWSJGAxy1eSl0PVtko6whL+Oijj7rDRjwRZHKcNTlMoI3Zf//9l1pqKSIfxnfR3aZAgAAeZlIID4PYldR/yadNAkCLFUmvVVZZxToSeWvixIlWxhXHXZpzya699tqIb80GCekvXvS5bVTTpAjwLpnd2rLLLnvPPfeUt4qXX355zJgxnHjC7ryofmQhJfsiiywS3qWMiQ2fKdKQUH7qqacid3UpBAyBOeaYA6MG7GXQrTkmvGxwyHfddRdRiLxSBSHQEASIOGjjErDa04gknImrMUmmON9888X3ovHkyZNj2rjN8FtvvYVXbUzL+t9C9Y0ppY3r8yx1GpxAHnjggUgv2OPnn3/eKomLVvaRO0JWl9VFQOxxdfFsSmqXXHKJzRv+ll8Za0DAhpk0yjqcLjDV/uqrrxISwfcYfhhzETxYMPiBiNjjhNClvJm7EiEo2WGHHUqaLbrf888/ny5EumZbgt3FNJHw5khSjA464b59+yofWEmoZqMxnwgTuxBQ1EUnyZfGt45Dz/jx4wmvGulFgnd/o/gK+cvmzfBzbtNGO6bjoUJBBHhPwjBFtMPYj80RowNMT3mHF1544YKddUMIpBUBtKmICG122223XdEvMI3p4hx1WpeVf178zZYXNSAMToGW3hT1+cdQbYoRkHF1ih9OXabGedH0bAQAQOu73HLLlTEs8e5xsfjyyy/pS0RE2N2SiODU5zG6SuqoxilEgB0FPcl9993H3JBME1Wi1Ek+/PDD1gVrK/QwxPRiiw3ZFWpefPHFGLJIZJmDhQmBj0KTE9NYt5oFgXfffRceg9liO4ClSUnTxrCFDx2BtfhSwRuT+ouXhBeMqK38ONCQqNYJ+hvoNVY49NBDEc1QJoUP75Xl7Yy00aUQAAFyw+bq5XjTeP3GjRuX658s0IRA+hEg3Kblgcewi0BcRSdMY7oUbZalBkgEUPb4ivgIsNGEP7TufleFNCMg9jjNT6cec0PZa4o+GFTsossbknzl3pFzp5cTFohDa2oZkuJ6BvaEfdUsbQiQ8e/YY48liR8TI4rS4osvXuoMCWnuXfbbbz8yNCK4Ofu3H9GY/FZMAcaYoU1F88Ybb4TS3JheupVyBMj6aAZ4xCfHw7yk2Q4cOPDPf/4zr+XKK6/MqwSXgoF0x44dF/ztBzVekp49e8bTxG7WTLtRLCCyCa1n4zvqbqshwHfvmGOO8VWH37Q+ffoQ4FoxERwcFZoOAeyBQ3liOH+ibZWqIAm7N3uZDKkk/7NVkL505MiRbDTh78ADD/Q1rr766rh/+6UKqUJA7HGqHkcjJ1OqNsbmihaFc6ebZ5e9AGNgPvnkk+23317nhrJhzEbHcMPwMJgE/OCHXBZrbX4LLbRQNharVSRE4JlnnkEjZ439rUjSF3E+RjF0pzFfuU022YQXKdfejyRkKIRhgGlW+QctycTUJtsI4Jnp+RHx9iRAF7nfbckcoHv06MF+l20EtLoWRAAvFYI7tODCc5eMsdJqq62WW281aKRIguAJEQo1U32jEJAnVaOQT8W4mEO7zSqamTLm9MILL1xwwQVldIx08UA42Cu622qkjS5bBAGPZslpMmLtv81vvxbBQcsMEcDOpbwoazfffDNmKUaKr1yvXr1CsmEZw2mMt4mh0K1bt7A+LMPwbL755mPHjg0rVRYCuQggi1l00UXNGBVzgy5dusASozeeMGECjfGBRxaML5KMLXOhU00KEcAjwF7d+LlhPkboKWsz77zztlQ0GaKKjh49Oh4fv0tgWkKI+6UKaUNA2uO0PZG6zocYWsYeYycTEwq40JwwdER1jIyc+IeF2qheCJSEADoWXEzpQmwb+JBc/73k1M4555zkjdUykwjgu45NNUtr27Ytsjxinscvk6TZ+NQRE65QM5xHiMpuRv4uxynUWPXpR+Drr7/Gg6O6buSwB/i6Y+PgYXtRFBOblxyq2OTzM1jQIWPPjzgmTJSafsQ0w9ZEgBCbxh7D9F500UVJQLjmmmvYxJO0zEYb5LAWdYXlwPoqlGNTP1axx039+CqdvP8lozYpenCMDMaHYOuttybdDskqyFkXuavLlkXAXypS7+DnWSoOmMIifqYXPqEWNM4o4NJTKilCXqOxoddf//rXTz/9tNTuat/sCMDz8HUy3gNnuc6dO3Owq3xR+JGSAA86CvlWOZgNp4A87oorrkgSZyjhVLFxQMiCA0joJYTLOtb7UGjfvj1xehArm3sIZqh8J/8fe+cdMEWRrf1rWnfVNYEJUIyomFDBsCCYMWIO14CBoJhXARETKIpZTIgoKsZ1jRgIisqa44qYFVRYs+gaMKzpfr/ruZ6v7Jnpt2emZ96emWf+gJrqqlNVz/TbXafOOc+B8i2hcDUTAs2FgD/uuF2d5D93Mr4B4BL3dm6DOq4hO6mtrl27djhOR+jrucRhnDNWsH+uYyjqYGlSj+vgRyx9CSGlVrFSoPXn8BvHxRhHxOQyN9poo5gHbnI5atnsCLhtBO2UT1Hzwa8+YkjBKRENB6qPgw8+ODd/YLxw2DXNs4tEPvvvv398Y13NOALmpMokyT+ckCihb9++ds/gxgZLSiUWCAtdJcRKZpURgEHHt60lD42uy5OKZ85dd91lQnDLIp823JOHHXaYi8XjGid/jg7xaLBKEm4ff/zxxsruzVQQAjWHAMdAFqbHcSR3fk1n9GXy7lPpb5+Ev8h6660H7VZuYzgg/fiALU1uA9VkBwHFHmfnt6ilmZCaAucxZlyCeTDvOlu0aOHhx9aAM3jjx4ddNszJ/uijj+KlRhuCuJz4hLjEG2+8kUpCVSNmcIK74A9DmedhbZLRwa699lrKqE+c8Fml/YsmRjw28a1hXspZs2bhgs70Iqd9POYwnuM7FJIzw0uBLZ3lREIcCVZ87733GIVnop8p4p1uGylMDaEmCVEzHnebbLJJhLZh2rRpzzzzTAQQdnXmwhcCwkAkrYEPJgkgNCbVzZQpU3IBwUsQtM0GaxA1+W/Pnj2BkWbXXXddk40jDdhfhjHwLAHN1pkeQTvSPvnX5557jj1o+GM5bi1btgwpi2G6NhonhPuPhVPZK6+8Qg2+tSGrk+FGPdtiDox9Puy2iVxg+wtLrVdSgJj9rbfeooCDrjN/Yhgn48t8880X0tti7vbjAGIUCWEwORMmTHBGHx/0008/HTdunDUgvjHkLcO7mCMGwh+22247a8C/4IxFncK2226LOcvr+cngdsZuH+G+8kF79erlOdhIr0WoFX2hUuvUqZMJYXVOPs+dYLm1uHTbbbdxcE6hffv2Znq19gYINdRbDf+yFlYUAQRp1gBmVNcrvEveAj+l1aNRh/pJ3salVfoQpXVXr4wgwJ8b9zx/s6XNh7cP7yDOSvhDdgmrrLIKr7C8u2Ta8A6Fk59jO/xl+IpewauHv/SGckZ1rFSoDwR4/ht3DCmRia6v6UXBqjVgwADOtlgFr+bwTzvvutieNblF0fsiL3QZrWTnpE/DIuCsen369EkIwi+//ILyxvm33dA4ifE05KXu9zfqa0JRkWbsvE0Ibttcwj/NvhKvxVbeGmOv5qvV094lHHnkkVaJGoDa4/V4zdn5H5y0XukGH7SISZMmeT28uKZvs0HxSgqmuKJds8Vn+XaJsmkseMqFjeHFZSakyMKu7vXoOehgNsNTTz3V61HarRIfJJ6bVo9CaCcF/DpsmLwx2jWKMe1RYlH2rJ6kgq6cAwi/hdWjXfB+ojGA+C9CRmIYwi1sEl3aG7Oxsz1cCAiNOUTANYC58dz3afz4448cH2DqHzhwoEsAFkwffND0fKW09F4JC2GORCx+IYU1ayGQKaEcb+a/teHMiYNdYiBgtEocbtnFWj3uuIabXcK7m3qW705iMBv7NDB0+94Xx11OYXxcU/ZYwmWXXeaV6Nj+Y6Gteb3dYJxVk3DIK0NGE/bQXm83mE2PI2ob1G8k6jnE8cbunc55DT+N1XPc48cu3bp188YXXHCBxUpxBHDLLbd4PcdA/puSTdrquZFYnU2DI5jXX3+degBhSlbJv+jD1pi/LD8LwPBLzmqr5xjClHNO2bhjrZKhLTlcBBD720Tl4DDIWjb5r/29MBNOWGIaE3rK/Wwf4uuS3Lebb765LZODlRjJupR9BE4//XT7KXkOlDBbjpMuvvhiPwbyu4K/Gr/PY8Ry8Bpa2Pjr5inqb5mYjrokBEpGgDxDdqN2797dX+Ix0tgMcGzNeSW9YJLjxDzSmAbct7zgbHuGAcBfqZGWka92SotYuvhGJdKmGb/yXjNPJf7A+TOPmQnnayFjBcffeRtjCDHk+ZdtYd42uZXA63tszD+5DVRTCQTm9p9KBSGQBAEegltssQU2UmuMUZRDd2xlSfrGtOHh4uyy1uz555+3Alt230BQcLYD353TzMs04OMDoXOi+/HVpYVljgOxc7Iia8+221xowsbeHk2VrTPkjdaY2ZqpIW9jTN9mJLTGKCSWr9WlWb33dWnUA4XZE9DKQqvmAw88wMOaBkhDlzAJLMGM0nzFToj2YvWYEM28jzT/sTg4IDbGIntRQsgMbI15LdlBL9LuvPNOA4S9HScUmJSZG1qlT5XnPjs/LOSYO1DIzX6IEZWfgA/j+kpNeFH/umEW/Q2dkCHcCM+JTPkUr8zQ5oNG6hoO2p2Pi2nUNgE023jjjQ0iXmnoTtaR9dqvwFca+7aYAxrLCWTN7F+QtF/BvnK07D/WoEGDwpaUeQWGx+1hg7Ac9vJBwwb+S9HS18vmw/9wWIL5X9AgbIxJma0SlbgM8IPaQPz5cEv4b+oDYUv3Pxwkm0MER1F5oygtZ5IJ9MZ8BRCzhCPNbksqIWYz4lMAYUrWy/9Fh0FD9q+pFLBgcz/bh2MvP6dLRbiE1AoCKLr45hQ1W45rOfc56qij6Gsd2SLjP8mfDKdUfnYWI5NTMDRkP27GnszfbJM2qBiBuiQEmkQAdzDC2WiGecC3BDG92OaRo4hzQ9pgPAj9pKwXyjD3LW9M4u05S8Unzl+pMWJ535lPE69OAv1CJ8GYXtW8xD4EUwcj8gf+0ksvxQzN0TDObjENSr7ESxnwbY/dsWNHdxMrWaA6JkWgEjq3ZNYKAiVYj8844wy/t3BZxKkM/0yvoVDaEWDIho8+BoDY6JCGyYgtSIgndj8epmy4UWW9nk08frAoNhyLeiUFdv9m+IJ/xet5JfiEMZuzL7dL7MXt7NNNZFaPg421DwdF8bZtOsZYl0zBXHE4ceRh6vWoyg41tnevHzFihElG+0I1tXrcqt2ZmW2WN0b79Wnj7Gr1qFsYAK0+HJTXlTf2c1y0bvfcw3scIl8TgjRvTLimAYKB2it5Q/ivgI7t7rVosGa9dIJW70IB5kaffMKCuwaAuXXhlWxusZisEwoJm7n1GIMk9yqHBX6Vo26u4rLrYNolVEfuPZwCOIbwxqCBJZZXPkJCoxD3KjV8UOq8MYUrr7yS/TH1bLi9nq0DNbzh+Dc0NeP/D1yo4lhTvTGHGt7YzbBcRYszkG+44QYfFPXV3KFBiRMfF0IBLwbksO32SpRPajgUQA6szl4PIOZqgfcyWr3Vo0u7HweuIm7X4tTfvCfY2UcAYYFIRklAf3bhDIrDAsptBBBOXmiM6xoDWWOGtrnxlxUCYtZjnDjCPwqXn7eQ0Hp8xRVXGKT8Gxk0r1gq/WxF1uNCENVKvVuP+fW5890xJ37+5557LnyWZlnymwdXCHb88R3zXsXR2oVQ8Kdf3saqFALlI2AvHbvrfO9RSCwWEb8/ecVw50c+YbwMilwhOZF6tD4Ty99d5FJ2vrq9N97FEosIb1U7OMjdiPpyfFtLY46GvT6mELKxECAW01KX0kXgv9IVJ2m1hYDrbPF/+b4o/jgxE+H6y4E3f7Tmhci5mvupco6exFfHBXohVz3GdsQQ6L3exgtU5jpAUkN7b+MFGlOPNK9hi0+NfSJychvTixXlbYwaafUu2Ru7yu2XvLErGFyyNSIEhpn5mgAAIABJREFUDL0lBfQKk5y3MZdCkL1xOGi4xrAxA5nkENiwsQPic6N92JjpmQT+zdu4f//+9s4rQaHNVY8Zzn7ZUNcKsYopo1Vi62YyvH3zbltBxpcQygGQ3OEAJPIzhV0i5ZjGuZIN//BncmmFGgM+vbwZBftlk8/QbsjIoPbLhjcSkg1/LkUa2x9L5N6gPXMO7w2fJHNL2Nj/WLwvBY/E5oQurI8pJ1SPOeryzV9ChzepxzGw19YlbksiI/wGwDgTM3/OLjlN4xFn7hLey07fcm/vGFHhJf6WOcByGzLnj2GcRdhSZSGQCgLJ1WNjXPdbPaYAvVzuiylmtjWhHjvnBaaFMBYv77ryvrnClratKupBAaSOudTjEMxKl0XN5TdeIxYIunPeoybXj7V27NixbAuIJAwDIDkq870CnpOhb3OTMmMaINNpAyPNLHo2UsnQfCKVfM1tzOajKMmsKG9791wNBy2qcaE1ustuKLmoxoXWyI/FJxRLOW/jQsPRPheNsPGQIUPY20WGSPIVf2882HNbFvplc1tGajDa2yYAq28kjNlaFrpXAST3J2CNfCJDFPoa0zhXcl78TXLyxnl/2ULToz7v3Zv7y9KyEP65f1mF5mz1eWeYu8BCc8vb0iSn+G91RklxwhJVJgLclviX4jVjcgiqJ0Ikr0yeTjDt4WQRXsWbmoACWBs8DCS8mrDMEwADHS9WXLHswI5tdMK+aiYESkBg/V8/FlwzatQoSw6fVw6uPbAwxtyQRxxxhBF24E5Y6JWaK5m3M0dCVo+rUW6DjNQQcoxnEyZxPMzhhUEBjplY3rdq2J6NQd6XbNgmUubXidToa5UQqLT+LflZRsAjDDH0hSxQkTlz1gUPk3kpY3COXMW/1Emn8Z/EizLSIMnXXOtxkl5qk0EEcBu2hxeaBh5ECWeIT76/NjD24qqUsGNMM7abNhPu3phmulQTCPheitiKXG6YvEtIaD120nieY84CmFegVeKi7wxkEBDEtNSlmkDAGSXscXHQQQdFpo0/Pwow/HbhtgyHUj4EQUQal/PVKNkJTwiDL8oRqL5CoBACqMScy3BLc0I0cuTIQs2oJxieyKzwQyQaNz/MXlRGvI1i5ISXnO3yuOOOS+70FEqoWplICvvDBygjoaza0NCj+oktxxBYkqs2tAZKagwJ3woq1w0CvO8tWRFkS5FD8XCNxOJCkmT0PMOHDw8vUb7kkkt4RFolBkAIpSIN9LUxEeCdF3/UGsKCzYRTGKshjNwCTcMGsDcRklfUSergwYNDCSrXBwKc5ceYMvKukQxnIVVe2AZvar8EO6gFTocNcstYEojbpx6/O6KpcxuopqYRgMDCKeveffddHjsozMRnQmvv66KGm4qPHw37pfILBCUWSxJW/qCS0GgIwJNiqpeFz8Qsn7MhyErCD2YSbn4MqlQ2aTLNlXzrrbdyyGj1kNuhdua2yU4N9C5GCwpQkE0QqFWduXFGhoGBfZQNR2oJNyFUZwINPorU44a+AdjbkbnHICiUFxS/mosuuqjSMPn5PbuNjD8rKw1FY8r3G4Dlh3zdROVBcsaHDNX4bHP+0pj4aNUlIECkFrs3OrKhwW0VarRcIbgtmEs/W0CSruU2iNRgLRw6dKhVhjdqpJm+1i4CHJdAqIsfAY8d/Kp47FjKblbEgTLUdzTgULhyC+Qe84Q3lRtFkoWAs8Zg9vBsT5WGBRdl3LDt6BwHHwhrKj1imfI7deoEF7cJwXpMDhFOzcqU2WR3spMQFMZYtITaADNy3uDBJuWoQckISD0uGbp66+gW4MjCoCjEemzBxlCYrLzyypEG9rVr16746vBxdqW8zfJWYo2xxMX0pey5YfM2VmXGEeB0o1i1gZS8hP/lrgsWWTQWDqr5+GFzbrO8NRxsW34guI5D4s28jVVZlwhAPw5tuzEewfKNquNJuWy9JPPEBmJlNh9LLLFEkzhguPY0V002VoMaRQBbMekDeOx4YjayzvB2u+6664gx5iWYm8WtRleqaTcyAgS1GS8dnhHJaWjKRAxNj+ApEwLvFy/oMgVWoTvJFDy5I7FalcaKE1uQYQ9jS+Nslwhw84SvwmI1xP8hIP/yBkeApCbmG8PfHjpqoZAnlGf8zTDx5cKFTYZLaC+5lxLW7LnnnnY7kuUlYRc1yzICvGuN2pfDac6J46eKrywJpcMnMifKvLP5RI5aMN14Mqp4mbgmuqqD7h3fWFdrAgF2VDC4GPULp3UxXAmR5aAAcx8akRhh7XZr2b/uqELqMg7mIh3zfnUTNApSJCVY3vaqzD4C7rrCb3rZZZeFzyLK+FihGyfMwlLmYi32mEFLyIpX5tDq3pgIQDdtlJM8IXkqVjq2luFMzWPbyWM575Yymz8E5lzCre3hwPuC3I2RVA4pTtsPbRmOdHGW6zRF+RKVBAEldkqCUp23CcOJYfqt8mp5HHfo0MEeOlKPqwx+5YYjjNN+U+J24kfBgxH2V2sc/y85A+NF+dUwj6in8PWrKtQuAuwV7CYZNGhQUavAUFzo7iJ9N+QLSaSR/dscsNGryTudpIvaZB8BV4+xGMP6Ft4nBPuEOcMrvRapx5VGWPJzEfDM9tz5JC2bMmVKbpvyawjc5SHsmz2OnMqXWWUJl156afhwuOaaa1KfACxooOQ53qAEh3Ul9VEkMAkCeRLhhD+/yo2AQK9evU444YRmWSkpUvFVe+211xidncGwYcOaZRoaNHUE3PmQlyKGPoJnCqV84AVAOF8h3/5wYquuumr4tVAZczRJyOwqJ+LJszEVEqj6DCIAkRuH98nDsaD99J1ZZDmElvntGrkU+YqmZIHH3Ff77rtv5Kq+1joCeJ3wMiI2csSIEYRmcBSCmchZymt9dZq/EMiLAPoY2gKJHmD6INKeFyhhBYsttljexqVVstOD5N8THcNWXYvPT0LA2Mycfvrp7GrA4ZhjjsESTigZ25vSYIn0gpgaJ2r3qUYsPk3t2rWLNNPXKiGQRIdWm/pGAK9FdxohE3LlPEZyYXSyYm53nFVyG6imdhHYaqut/CkGlUXVFuJn4Thjy7O6arBXZyAsvX5TnXHGGdUZ1EZhe+e5bWFWr+bQGquiCLj1mFtr3LhxFR0rXrisx/H46GrlECAMyh+tHBfCWZjWWGh9kPy7cMhlKmSgTmvC8XJIghWGARMCljDmK14shHzhlgmzAaRl8V10taIIiJrL/2Ybt8BW76abbiJLPBAQigzdf3Ww4JDMXXAxLYZPnOpMQKNUFAFC2f03RZPhZLqiw5nwJ554whPkklkRNqYqDKohqoYALPoeqZ4bJlrRaWB/Jv8tQ3BXn3jiiRUdS8KFgBAQAtVEALvxPvvsYyNiQMa6y2lgsSn0IhNGe8H+iX0VTju7hDMXyVAIuYq0rKGv2JDxK/G9DWwUe++9NzsNEiWw3hIW8tRTT9GdzbDxVJsEzhQwVpUgTV3SQkDO1WkhWdty2rZtu9NOO1myR8LwOLjq0aNHCenskqMArT97TZKOWheeBZ79PLkQtcwyAjzxidXBAQlPJFwD4OE46aSTKj1hwtdND19nnXXuu+++Sg8n+VVGAJe/VVZZxQbF94T8mXDmW/amys0Eh7oHH3wQn1sbghx4EMxUbjhJFgJCQAhUGQFcecmySzTBqFGjGHrWrx+errzBd91110KxUYUmSS40lD0Y4DlV9DbYjWG3IaGA19RoAfWYRIBHH320eVm/+esHGnAswBCLghWINbk07PMWU0Z2mNxjCOi42MC0b9++STlqUCkEKmqblvAaQgCf6pCtHpq+ik4eZp3wniY0paLDSXhzIQDvq/3QhDPxwq3oNEL6JcyMFR1LwpsLgRdeeOGcc87xpwebsErPBEYuHw79nAjVSo8o+dVEQM7V1URbY2UZAULtcqOCYW8tds6hN7U9PFEaU3TYLnY+lWjP4SwEjS1btvS3gxWwkJMXPWZEzg4w1Dv/VtidPYznxST7RowQXao0AmKurjTCtSQfpxf/Q4WP5J133qnE7PHbwTvFCZOgBp00aRIWv0qMJZnNjgCqBXZju69Iq1OhvBEc4kIv5yfc+HX/8MMPzb52TaBCCHDO4jZkzl+mTZtWoYEQ++qrr4b7mEceeaRyY0lysyDQjOoxj6kBAwZA9mMLdxIQJXZqljtBg4IA9yR20a233toVP3Zrf/rtQ5qJt956Ky9Q999/P16H1tB9j3n1w32ItHp9cpIag9VBxO2bZwpsRX4DLP//YWPKWIkRwg4cMzK2Ij+hoDNBiHnRVmWlEZB6XGmEa0Y+x11kEw3/aDfeeGN/bae4DDIH+CgQz/JITVG4RGUQAc6MnQYTn+cZM2akO0l4PmBf95uKQvKkuOnORNKqhgCRIISE2I+OqoxJuRJDoxuvscYafmt1794dd7hKDCSZzYhAs6jH0DEQW3jQQQdxd6FLwPoBAk5aK/W4Ge8HDW0IQFPnj76wAE8Nt27ux20eYeMtttjigw8+qHtIMQgncagOkfEywYy8aEKIOIDwq5w4hJdUrhoCUo+rBnV2B+KwcMiQIXlDf1FfOUdkJ5rK7JGDWc9zsRC8QexxKpIlJOMIPPnkk56xFsYsCLSgoyh/zu+99x4BP3DL+bsE7kfifziCLV+4JGQZAQhRwnTZ2JAff/xxkkamNefZs2dzl7Zq1cpvre233x7Pw7TkS052ECCwiINg+6GroJfCc0uGG38P2rgwfdx2222bbrpp1aaRHfw1k2wigE8fL1M+6G92Wyb/Fw52/ITpS4K0bK4u9VnNmTPnV7Q+hJzCnZvyIsbf/kYbbURosbXPPc3n7eaHv0jgJCL12UpgkwjMRYu8v58qGwcBGAvx77L1EhGBfY8y6T2hy7JKOBsIsdhhhx3KxATfWhL8mBAyB7Ab2GabbcqUqe61ggA25D322AMFxibM6xM3+zInz142DGLfb7/9iNtxOvQyhat7ZhGA8QX+au6oyAy33XZbcmiTlDhSX8JXiANDawBPKp6BpAorQZS6ZB+Biy++mINg5okFLJcmJ8X5sycmORlJwnJlWhyjvRN5sg0cODC3jWqEQPURwOELAmob96yzzsp793IVhwg/9MH44RkWqz/hZh8RazAH94WmweYnZCzL2wyGiz333NMcW2DGDiMf87ZXZfoINKlAq0EdI8D+klMu203i34UboZtzSRjL1/nmm8/uOYwztORUrAT7CUGh9OVjj05kIhl+7DoGVkvLi0B4GsL9ZncFDI15G8dUcnBjN5WrK0gjoL2EmzNmFF3KJgK4N3uIJk8nTtndMYGvK620EqpFyZHnGBLRlLgzw3hj7MafffZZNtHQrFJBAAPOBhtswP3Dk4QtaSoyQyE8mtgQc195mAljLb744rwK+Zj/CwTs7q1QBSN2OD2VhUBCBHhfk/vT7lv/t2/fvm+88YacthJimLDZXnvtxVOCz0ILLQSduAh6EuKWVjNZj+32a8R///GPf/Dn59Y8yAA4vY4AgVUZ23JYycl3u3btqAmZkMIGVuasixNHK2OHwZ3M23Aozrvfv6rQOAhwupyb22nVVVfF6msgwNPWu3fvvICQOuHvf/+7XXr//fct+YS3hCdz7Nix/lWFekWAnx4PF1hebIFEwd1yyy3oHpyvc4f4qnlwkaGE0xMOTbwyvoAQFGNoUYYNGxa2JN6YGw9pYaXK9YfAZpttBosB68L9BM+mFBfIG/Cuu+7y1K8mmTvqpptu4uSFr4QXcl4cjijrcYiGykKgARHAWxsD8oQJE2ztnPm6vaoB0aj+kuet/pAaMQsIEKdHsjXTjXEnww3mggsuyJ0YLtbsOwkYJnbUrl5//fVWwImRg3Z0ktyNI2xbxx13HNvNiEBsPmxAw4jBSAN9rVcE0Go4WnYNltNQzHTkvma9nDqffPLJtnB4GglVwgc7ggOJfCCt8QMXv4rVBT0ZBRuzjFeqUK8IYOJju0BIsC2QJwlPIeNFx+2FO4SjNwsJOffcc2lDPCddONFLAgjpPVFjwpYwMhBRsuyyy+Y+4sJmKguBXAQw9cCMwEOPKAByQIT+qJipR44cCdnHWmutZR2dIjhXjmqEgBBoTATYJnEW/PDDD9tOicSr7NKpbEw0qr9qWY+rj3nzj4jtZZdddmHjaFM54IADrr322phpwVJjzCVQ2D/00EMxLfNe2nzzzY3a4ZRTTnFv2LwtVVmXCOCnwP3mG0S0X7aM3FQoxqzXMgQWu3CYLdhlwoqJ4aXYvmpfiwjAVsJe4bHHHrPJYzcmHC7kL6Ee/5dnn30WGyCpnspZIzY9nLRxqDGH23JEqW+tIJCu9Zhz5NzUr3jHcL5z4oknEpkZwoIWveOOO7qZiEuyHof4qCwEGhaBSy+9FAOVLf+qq66KJOloWFiqsfC0vLQlp1YQQJ1o06aN3VsY33iFo7cknDw2QHRd4pD5wK0Vc4Ny1ZrRnl4J5atZ/SGARxC8i3ar4KfAXUEm5HCZBODZrcK/MSejBK57s8ol5Q4npnKmEMA91R84q6222vTp0wtNj2MXWAC5W/ImGnEhkQK+MHaDwe4G9Vch4aqvVwScNRrn6nLWSGw8oriXwhsMektqJk+eXEgyt3foOanY40JAqV4INBQC+EPx6LCHA45y2k5X7ddXYqeqQd38A82aNevqq692tbZDhw7lcJBMnToVl2yoYsNNAGVqqH/xxRebf8GaQXMjAPdbyL+KC3T8jPBC5OaJ7Cy5qdhujhgxIr6vrtYxAji8OB81hyMJtwjwI9A48oAq9JUA+DoGUEtrEgFXj3FMiDl8iZFDxDJvWHPsD2+zrl274h4Z09EuEScyzzzzWEdcbMik2mQXNRACQqAREPCIMx4mjbDeLKxRztXhW6yey4RCkVLCPVHJPctXjDBlrhlCV3d3NFFdunSRB3WZqNZHdzIb40mIT6wtB/UD1Rd36CZXR7BNJHC9U6dOzunaZHc1qCcEeHBxI0EiSCQn64IXEBIjYwdMskz4ul577bUkLdl2hKzCSbqoTT0hMGnSJM522ZaxqHXXXZf3GlQI+BQkWSPe0TQzp4awPX7UPLvQt91jK7yaW+bw2oLnufT6669jLMptoxohIAQaDQHegEZNirfdmDFjdtppp4SPpkYDKsX1Sj1OEczsikJFgWHLKG3QXbt16wY1CGkksjtjzazGEUCl6dy5M7qNrYOUYJdddlmNr0nTrzYCuLdwak44sQ1MSvYHH3xQp2/V/hkaZrxrrrnm4IMP9uX26dPnoosuQkn2mrwF8jIQQwSnoF8lcJ17lWDmJrObehcrhOoxWXMg+4g00FchIAQaE4FNNtnEbVH42S2//PKNiUPVVj131UbSQM2FAMGfUNqEdK9Q2kg3bq6foxHGhRcdu7HrxtiNlcqrEX73dNf43Xffwa7vunH79u3J4STdOF2QJS1EAA8C7MZec+WVV/LsiqRc8qsUOGWmAUfPoW6MeYe8hrxki9WNEXj00UeH8lUWAkJACBgCxx9/vENx4YUXelmFCiEg63GFgM2EWBRjSFwhnfYzJ1iCIb5r8jg8E7PXJGoQAfwUCErH4kf+WJs+2Qh4lIesMzW4LE25GRCAPpp0TTYwljTCj1E8mmEeGrKRECBIGMYEGCth2LJ18+wiQTFk+yEM+GCfdtppvFvNrdouoSejUUMIt8ACC4SNk5dJd3fooYfiPEkXWY+T46aWQqDuEbBcmCQyhEyXh8ywYcMg16j7VTfjAmU9bkbwKz402WK7d+/uujF+YviASTeuOO4NPMC9995LfLvpxmT1xKH6vPPOk27cwHdEiUsnGRj0ftZ57bXXhvRIunGJUKpbMQjAALfVVluRlsltvz/++GPfvn3vvvvuUMzll19OWmzXjYcPH86zjkq490vWjZEPPz9puskoEY6lshAQAkKAhwOPFws5xjXvzjvvND4OIVMhBGQ9rhCwzSyWI/ChQ4eef/75vNqZCjtLWDE5/1Y0fzP/MHU9PKk7MfEZqxYk1bhYL7HEEnW9Yi0ufQRgpcanGt3YbyTi2KUbpw+0JMYiwBnfmWeeid5r71CigmHeeu6556zTp59+GuYu/vDDD8lpHCuviIucDfEnQGr3O+64o4huaioEhEC9IwD7BgEd5tsC558/kep93c2wvnk4AW2GYTVkJRF44IEHcGfFVmzBn+SKwDds1113lW5cSdQbWvbs2bM5joH6lQJAkDOM0Lu2bds2NChafPEIkHAYD1W8W80BgUBQNISErL/Fj6YeQqAgAthq4NbijMZoO1CS58yZQ7Ilkj5wWIMT1owZM1566SXr379//5ic7QXHKHAB0h0SkmGylqtXAYRULQQaFAGeP5wgc2TM+qHnwEcveR6HBoWs1GXLelwqclnt99Zbb5EhFsoQJohijIcYpMH6+8nqz1Xz8+IB/fbbb3OPYTe2xVx11VXbbbfdMsssU/Nr0wKqi8DHH3+822674XRgw5LVhhRfupGq+yNotN8hwPNt1qxZvXv39hglbkvO/ogA5DTQk5Gmaz3+3Qz0RQgIASEQIMAhMm9JLF7UkYwQexhm5OC6iukgoNjjdHDMiBT+TjbccEPTjTfYYAMMeqjK0o0z8uvU5TTgp1lzzTVNN8b/cPDgwbC/SqWpy9+6oov64IMPYDt33RjrGXHsupEqirmEN4kA9lv0YULfebKZ+/Qbb7zBE48DQXytYc8yCbfeemuTotRACAgBIVA+AoR1eFYnaLogSihfpiTkIiDn6lxMarUG3RhWD/NuJW/Tvvvue/LJJ9fqYjTvzCNAfDvcieeee67x00Ans/LKK5O5Xql3Mv/TZW6CvOM5C3cDHYoH2XTwIsvcRDWhhkQAx+ktttiCqD9erzz3wGDatGmkHIOoH/MyXzkfJASAXMcNCY8WLQSEQFURWHjhhXnyPP/880RQ8i+RIGRFruoMGmAwWY/r4UcmRTgZm3beeWe8E209+H2dcsop9bA2rSGrCHD4gnsCycOY4CKLLHLddde98MILWZ2s5pVpBLiX3G6Mn9iECRMUuJ7pH6whJ8dtCVts69atbfWQ4nz++edW/uabbzwRVENio0ULASFQPQTw1Lvgggs4R2ZIEj7dd999M2fOrN7wjTGS1OOa/52//fZbKKmPOuooCiwGkwuH3DK81PzvmuEFfPnll2eccQZ++zbH+eef/4orruB0JsNT1tSyiwBG47vuusvmhyPrLbfc4p5j2Z20ZtaQCGy66aZkeMLRGnNNBIDRo0fjdx2p1FchIASEQIUQIO86iegQDn2g8yBUaKwGFCtqrtr+0bEbQ/T6zDPP2DI6duy4zTbb8DdT26vS7LONAFtDT/gJlxIu/TvttFO2p6zZZRQBSKq33nprc1iFp5p441atWmV0rpqWEPgNAQ4HOdMhA9NvFf/7P6HIL7/8clijshAQAkKgcgicd955AwYMQP588803efJkmF8qN1ajSZb1uIZ/cViRODFy3bh9+/Y333yzdOMa/kUzP3W2g1iJXTfu1asXPtXSjTP/u2V0gmSngCLBdGMSZf/tb3+TbpzRn0rT+j0CxxxzDFkhIrkS/+fXz+8b6psQEAJCoFIIsPsyF2syz+2zzz7O31Gp8RpJrtTjmvy1SQpKOlBOrwnKZwEQcd1///2vvPIK3Eg1uR5NuhYQ4MlL6N24ceNssgMHDiSH0wILLFALc9ccM4cAujFPMMiNmBmcRriHiWM/cz+SJlQYAWKa4MUhN7I3efXVVzmwhmfOa1QQAkJACFQOAY6V3YeFfMjs0HgoVW64hpIs5+qa/Lk//fRTuN196hMnTuzevbt/VUEIpI4AAe04UZPe0yRjN77sssuIOk59IAlsBAQ4auGo23Tj1VdfncM+OwJvhLVrjfWEAAnJeDZiSf7qq69sXVB2KQ1pPf3EWosQyDICUFiTZ+7aa6+1SZ5zzjnmbp3lOdfE3GQ9ruzPNGPGjBtuuIGcN01+MPy++eabTc4G/q0jjzxyhRVWoCWeXWSbGD9+PMF7TXZUAyFQMgL4Jmy//fauGx9//PGXX365dOOS8WzwjpBUb7nllqYbExJC+LF04wa/JWp3+YQDcG740EMPOdf6LrvsIo6u2v1BNXMhUFsIkJsdblR0AZu2G5NraxUZnK2sx5X6UW6//XZemaRG5JNwDDwMO3fuTON+/fqtueaaeXsNGjTo7LPPtkt/+MMf8LLO20yVQiAtBCyftucMw24MR+vcc+tkLS2AG0sOL+/99tvvvffeY9lrrbUWibKlGzfWHVCnqyU6AF4GHLtYH4kkLrroojpdqJYlBIRA5hBA4yDcg2lxTocxAzWBbO2Zm2VNTUjqcco/1xdffMHJMTFI2HjJhViadBynyR5B306dOrkeMnXqVGiQyG9MljMuLbHEEmPGjNlxxx1LG0K9hECTCKDD4Ch4wAEHmN8gKQSmT5+++OKLc1rZZF81EAK5CMCPgA8YZJtcwl+G8OMWLVrkNlONEKhFBDhDhB0TyswTTzzxuOOOq8UlaM5CQAjUIgLQAo4cOZIoD5s8p3Ubb7xxLS4kO3OWepzyb0FAHS/IiFBswhznRCojXz///HPbNYb1V155Ze/evakh6zcUr+Sbtat9+/aFsG677bYLG6ssBFJEAJqHPffck4esydxggw1gnenfv3+KQ0hUQyEwZcoUHo/mok8OJ56TZDluKAS02EZAADMO6e4aYaVaoxAQAtlBgNNn8rxabrlll132pptu6tKlS3amV3MzkXqc2k+Ghe3YY4+9+uqrOcUxoSuttBK5yC644IL11lsPcun4kX744YcLL7wQ0wr2548++sgaL7jggmeeeSbRy1jtjA8TgX/9619PPfVUMQbH46mr5SDAHYhjAqZjE4LbP/RvSy+9dDky1bcWESCzuiVe8skvs8wyiy66qH9NWHj77bc33HDD2bNn0x6G6ocfflg5nBJCp2ZCQAibrxCjAAAgAElEQVQIASEgBJpEAKsGztWWehOOGDxZiMFsspca5EVA6nFeWIquJIIORnXydnrPzTff/NZbb8UT1WsSFshj/N///d/sJvO2x3x37rnn5r2kSiGQCgIc6Nx2221PPvmkSUOrueWWW5x4JpUhJCSzCEDD5sciTBIONosT9gljGeO8z7/iHX3IIYf417wF7MbkAxsxYoRdJZodaq68LVUpBISAEBACQkAIlIYABmQ2bNYXZUEef6XBSC+pxyVD938dOachJBiLrnk+Q+d70kknQSWNbwNmltKkE72MNOKXJk+eHErA0RrCD9mNQ0xUxq3Ao9xxWOVQJsRkk0024eYMazACzzvvvGGNl8kQ8Nlnn0ELZzczdOt4Q6AeczN7GxXqEgFOnXF7eemllw488MBPPvkk+RqJSD/llFMg74UIJK9VGWLqvfbay3yq8abmacm/iyyySPIh1FIICAEhIASEgBBoEgH8T3v27HnPPffQksQQ2DkWXnjhJnupQS4CUo9zMSmuht0e3EXe5+KLL4aUy7+WU0AzwSJ97733uhB8qocMGeJfVRAC+L4SzwnFUXIo4G+AGj1vex6pPXr08Et45px88sn+VYU6RgAKQI8KCZfJYdxBBx3kNXi1TJgwwb+GBVIvkgo7rKH8yCOPcEfZaQs2Z8Iyl19++UgbfRUCQkAICAEhIARSQeDGG2/EAfCuu+5CGhRFKCmiwCwBWKnHJYD2f11++eUXYt9hirPNHxY57L2oE/PMM0/pQn/fk1A9WLgmTZpEumOukO4YRutCOZ9+31Xf6hkBwkF32GEHVkgekWnTpoVLJV7d2M6JZifvF8a9SOwoVj4MwnQhDcmhhx5qluQff/wRZZi7y6ThBEG6HU5nLMN2KF/lekIAZwFMu6zowQcftHXx03u0Ehlc8VjBAcGXjGGZO4TMTPZEoh7PBZ6EFFq3bs09061bN5LPQZFADfmNcfQy3+xVVlmFDO2wVbsoFYSAEBACQkAICIHUESCB4qabbmpiMZ/Yli/1UepboNTj0n9fDCmQb1l/FBLsxocffnjp4gr3xNeafeprr71GE9SVQmHJhQXoSv0ggP8z7tPovZybRFZFoDsE6WeccYb5QpN2m+Obgw8+eNSoUbC75bUNEgiA3sJjFAY4MsubQGjkxo4d271794h8fa0nBNBvOWAmOyJZ6Hxd/PTXX3/9Vltt5TVNFjAaE58cNsN9pmPHjtQQk2xHMx06dIB7X1xcIUoqCwEhIASEgBCoBAKvv/76rrvualoDmWJ5/9pLuRJj1atMqcel/7Js/kaPHm39UTNOP/300mU11ZMkihAm0Qpfx0svvTR0d2yqq67XFQIEEjvFkS2MQ5ktttiCMvGcEMLlXS1uNq4eo1cbgbC35GTx6aefdmmYE0ODoTdToZ4QOOqoo0ii7isicRdW35YtWxb703/99ddQJGCF7tOnj0sLC5wh8m5WDqcQE5WFgBAQAkJACFQOAfy8oMDEwZAhxOlbAs5Sj0sA7X+7EAM8dOhQCrgRkpAJE8pcc81VoqwE3dBtoLN2Pjoi+ordxSYYRE0yjcBbb71FRhyfYps2bTgO5DN48OCi7r0ZM2bwrJwzZ06E+A3JJNMmWECswg5yXRZQaHle4VBgq7Mbiahg88kvbck8oIhJxowcciUgaq211oKnMDeje2mjqJcQEAJCQAgIASGQBAFsISgL+J/S+Pzzzyf1bJJeamMISD0u5U6YNWsWWWEtSpOQ94gtrhSJCfpMnTp13XXXtYa77757hKA4gQA1qWEE0F7QZ4xrgWVwKINy27Vr15KXRJpuzH0kJAslEIFciNQ6bKZyTSMQukMTaUyapbTO2rh/8GW48sorHZ8UqQpdpgpCQAgIASEgBIRAkwiQV8I8W3Gx/vjjj5tsrwaOwNxeUiE5AnDBmW7MRhPq4OQdUXGhwLEPmVRgYLdyknBi7DBwgK2xxhoMh7KUFj928smrZXMhAMURLFmmG6MYEy/KiUw5ujELgesfPsN333039HolXPmDDz5ormVq3EojwJkIsegWZA7/FkkRodpKSzdm8tychH7wmOJhZWsZMGBAIabrSi9W8oWAEBACQkAINDIC0BVB1woCcLWibhAG1choFLV2qcdFwfV/jaFHshK2F3LDJhSBkgNXMJ6r9iFTaK9evazs/K4xoiDERqUxWmxcGSN0xDEddammEYA/aZtttoGpn1UQWoz/6sCBA1NJZMfd27ZtW9wQ8LoxiKDjmjhxYk3DpcnHIICT1TXXXGNE08cffzw+9qncSOGIaN3I5CiHYGbq4ZAjkTLc+2EblYWAEBACQkAICIFKIwBREXStjII1DnXj2WefrfSIdSNf6nFxP6WF7c2cOZNuGHKNIjihCAw13KDWGBYl1GPIvaCKpYZbdtttt8Vnu0lR8MraoJASO9Vwk73UoEYRIKU72gVxwsyfR9sdd9zBkUq6a8HQhxPEiiuuaGIhgcN1P90hJC0LCEAfCLG5zWTppZfec889KzcrbieMxhBWMwTPPcYicr5yw0myEBACQkAICAEhkIsAFNYwjFg97mOwz+S2UU0uAlKPczGJq3nxxRcx3/388880IhYUGuG41r+/RnKmzp07W91f/vIXDnUgrUHIYostRuXLL7980UUX/b5Hnm9rr7320UcfzQXyssA9m6eFquoIgauvvpq8srYgqMs5VanE4siNPG7cOPPb5wSnOrH0lViIZMYggM+zkVhCT83hWqXTp5NmzBm5cOq+9tprY+amS0JACAgBISAEhEDqCGBRw0lwueWWQ/KHH3548sknpz5EXQqUely9n5UblFTdNl7r1q2tgElw0UUXrd4kNFLtIIC5D/WY+eIFDVM6CYorN3eUJcsOxRD4MqDYQLNUueEkucoIwFZg/vnoxjyINttssyYnACECuRPt8+abb+a2J8bkt+uvT58+PbfBRhttxAGikb1xR1lqutxmqhECQkAICAEhIAQqhADvYgt3Qj55FseMGeOZPis0Yh2InbcO1lATS8DYe/PNN5slsEePHpiga2LammRzIYAzKmHAFiaKnsyn0jPBeYGTRXQn7lUYlfbYYw8ikys9qORXBwFcqjDhMtYxxxyz6aabNjkoB3ncAGZtpjERxcTAQ9cfdiSzHSxxVgMFA3cOsethAxhBUIlhR4eGEF4Qlxa2UVkICAEhIASEgBCoKALYWggOhQeEnUDv3r179uwJlWaTI7IR5Ww9bIY979BDDw1r6rUs9bi4X/bzzz+nA/YQ0sMWZc1D5YB82AYjg3E56XP22WcfkotOmTIF+x5a07Bhw4pbg1rXAgKkIH7ttdeYKfoMymp1psxD87HHHvvoo484WSRFHg6xyZnnqjNDjVIsAth40WPtYI7X4UILLZREAi/RUJtdYokl2rdvH+nIIbTXLLPMMiEFutdTQEMmYJ74+bFjx8L5nyJRdjiKykJACAgBISAEhEBeBNjL7bvvvigO8GXSgNhMXLqM1DpsjyMYzbyGaLuI7xjOjBB8egNe6CSO+tOf/uQ1dVOQelzcT2nESOwUL7zwwuJ6pteanSgGGZKYocPAf3PAAQcUpainNxFJqiACTmWECZfnUbEjceCHlpvbq0uXLsTPc4hol+Bs4HbyZgTDk9iJqNF///vf0IBBraQwFQenRgsoum7jha3amAuKXQuvw5VWWinSi9No99ciSdjyyy8faWBf4eUiod3w4cPxTYCiH0ty3maqFAJCQAgIASEgBCqEAHzAJHYyyqRRo0Z17NgxpHr929/+xlXymMRnq0W7fuaZZ3yGlFGh1113XWqQBpGNX6r1gtTjIn5BVGLobYroENuUzEyYfzHQsWukIe7WpO2J7ZHn4j//+c/nn39e6nEeaGq2iruC0zijf+vUqROMbsUuBUfWc845J3yEuYR27dpBkO5ZwWDkuv/++/2qFfwBx3OQaVgusUgbfa1FBPr27VvstOeaa67ddtttvfXWy+3o+e1yL6lGCAgBISAEhIAQyBQCpMsZNGiQGZDRhAmYgvCVHSOxnzgMOhGszxnzMnsAjr/d7wy7C7lO8Ie10D9aEsls7V955RXO4tkxLrDAAi6hdgtSj4v47XB2LZmvCJcGH+nRRx9FDreUM3VxidB5VBdvo0LDIkAMJ+qxLZ/wY2y5xUJBFHGoG+P9EkYRY/HDgPzSSy8hdtq0abnCyR2PTk6OXNLlYe6rNMVx7gRUUwkEOGop4aVFCihuyNz5cIORxd3q4Txv0aJFbhuvwQ2BZMgW/OyVKggBISAEhIAQEAJVQwAv6IceeogAT8wkaDRdu3ZlcxixkWBv23DDDW1KOI7lhoJihSZiy/g4MTU//vjj1hgjHx8E3n333STZqdqiKjSQ1OMKAfs7sdwrYSz7yF8/v2uhL0KgYggceeSR0CyF4nGZNvU4rPTy6quvDscS6jE1nAWSatsvqVBzCJhnNWccJHOKV2KLWhp3BR74dGnVqhVOWSuvvHJMd/yrOZaGHgzuhtGjR5dgxI4RrktCQAgIASEgBIRAEgRIK4v2i3pMY7Z5ttPzjhxk80LP6y/mbSiceuqp9vVf//rXXnvt9eSTT/rVmTNnYlYh8DO0yvjVGioosVM1fixOWfDpZyS8FKCtxmiM7cWykNnwbB8LRe5VY34aI5MIYHNLQi0YM3fcpPGO3n333SNtTjvtNLjluBU5R4xcinx96qmnIjX6WkMI4BdtvyDcWvEabMmLgvAjiX/BxhtvzBB49ePcNXny5JKHU0chkIsAjAns0nLrS64hZInAEz4eh1KyqLAjx0PIbPKpG3Ypp/zJJ58w3COPPFKOEPUVAkKgzhC45ZZbcoPm0GnZLnLq3aRuHKJBUmX4XOnIx5PUYpfmjc/Dx8iMw/Y1VJZ6XNUfC22HOwZ/BhwdMeaccMIJNjxUW++++25Vp6LBMokAMSFQJjC1ddZZh0dYmcTRHMfMPffc/BtZKzWXXHIJt2IuHXGkpb7WNAKl5TYk4zHc+LZwXA9qGgFNvu4RIJYEqlU+CVXZl19++cADD/QAlrz4wDNC7AAfThLzNiit8vDDD0cmh1aRXCmlSWuy10EHHcRwHI+OHz++ycZqIASEQIMgwA6Qjy/23HPPxYkar1a2i3y8PmHBevHvZZddttVWW1kvOJV4+Lz++usJhWSwWdFAZHANNTqlzp07b7vttjU6eU27QggQE0JoOsI5k2vGWPSzzjqrTZs2TANN6ZRTTqnQYiU2mwhss8027nvPKxNjl38sWJ2bEx9pm3wS03E2l6lZ1QECN9xwQ//+/aH24LGJ9SPJijbbbDNyjBE7N2LEiLzt77rrLg6s7dLDDz9sBc6vMapgHuEDNYP/RVDAt9DqIRDJK9ArTRpEry+88IJXUuArEoYMGQLHe1gPw6JJzuumeNVVV3F1rbXW4ikd9vKyDUeGNlYElY7XqyAEhEDDIgC3FhkWf/rpJxCAl4vn4X777ceJ4WKLLVYmJiSdxehCKJ8/r0iGYkTZZUpulu5SjysO++zZsz3jcciiXvGBNUANIlDRTcyVV16ZEBL4G/r06UNjyAlJb1to+5VQmprVFgLhTQifFmQbW/z24Tz46aefphKuS1tUuua12gJKs212BCC5tH0eMwnv25iJWTNcAY2+NbclAnM5ONHDUWJJXcEHbfO3P4j//R9d2urJxuduF7liY2oI5EMCGjsBL+QjNRI7/rLIrmeS2dHeeOONEQknnXQSVzGGcy7goYCRNvb1448/9j9YaiACYJTScrzlla9KISAEagIBngPkgiUw2GaLlyIHfBBwpjV5to48D+HBtoyhPGqIpXr11VfTkl9NOVKPi0Abk1oJ5yscLeOazzAtW7bkcKWI8dRUCBSPwAMPPADjtPcj6P25Xz+cDrIfwuDgl+IL22+/vTUgeVjeFMrx3XW1DhDgrUkEEYfB6//2gegLXjfXQwYOHKiscnXwQ9fHEtyjwZZDQLI9+vg3PpNnzPIjMq0lFHf8QUDfAL0NPDcE9ls9fxdGeBMjMP4SEdSEvbBn4EgdbdwDqtnUDh48OMxHgBxPRf7ss8+SITKUTMhf6G2Oqxp2ZmuAqoz1m1EuvvjikDE07K6yEBAC9YcAjiQ8K5ynGueUvGkpyl842wYOClu3bo0ozu+gei1fZvUliLm6CMxJsWPh7GgLJL/h2DhJZyPloiWGly5duiTpkrwNjlV8krdXy7pHgOR1mBRsmdhAoAuGON1XPWfOHC+rIATiEeCYmTNB2sAd6C3RlvHIMgMXhTLZ41ysCkKgTAQ4gEYCCuoVV1xBgXQjnjqRLCPQscLJX+wQJjPsBd8hcXrkC7VKRunXr58RRqCvkhE0bFxsGf48O8ckyyhKLAHSHtvCfoOcfKFAyCkIxrHDd6+HVAzjNuuF3MQrKaAVEzGBVo8jpXPjgQ/u3HBAhi1VFgJCoC4RwBvFT8TwVSFOeMkll6zQSglFwR7DATry0Zh4WHHqV6GxKiRW1uPigIUFhA4QQvIGSkIEgmd1oWa89nr27GnDo3jPP//8yaeCZ5Q15pVJ0tHkHdWycRBAdVlxxRWhRvB87h07diRhXeMgoJUWiwDmrwEDBrCTpiNmsdqNGip24WpfBwjcdtttvA27det25plnosG6bszSiJknPjmyxgsuuID2uCWH72jY7DA7e0uSkJH4JPRMppwKnz82bUZH4w19c3hin3jiif7E9mnA0ZjLJQY9hBHCezMKSCAMm0PSsPL888/HgIwuzf7YdWMakD5DKTNCoFQWAvWKAM9AVGJbHZ7PEANX+lwMakDjVyJchQfppEmTagtbWY+L+708G9Oll15KIHH87YUWjTd1JKsY4xG8jtIyceJEY6vGNYuwouQH23hY2ev5D3/4AwSbxS1ArRsGAQLSzKZB1BwHMWz7FlxwwRQz3zYMkA20UB4s5513ni2YSPWllloqd/HEolvQJq7XTXIR5XZXjRBICwHU2pCTmd2YS8ZWzI0KBZed9VCPLzQkNLx8Pa6YFzQfQnwxBXN0iDTC8PADDINycRHkA/uXkdIhBzoG9nlkB/Wx8IL2ckyBXkTiWYMnnngCBd708B122MGjFQp1x23NPBUjDTbddFP+TuH68nriv9Cl33vvPa+hwDJ32mknLr355pvYc4gMxG0b6lpOS93pOmyvshAQAnWGAE4usEmzKHQNngBVcPvC9YannAU242523XXXbbnllrkJpTKLs9TjCv403Iv4YPsAvJjxwudthPe/e1zzJkN7cTJ0bxxT4GxYWaBi8GnYS2z7CCebMWMGCECy7xs4vOmOOeYYbrnhw4c3LDhaeCoIoEIQ5WjqMZzVm2++eSpiJUQIFIsAWisPNPTMvB3ZkxEnz/vX1GMIY/Cm4ZSQl2/e9lRiWkGjzhtsDGVDqILiwMynkJywHgIwtF/rC8Ghx7Y4ITaNE4oKxXoZBlpUev4q83qfYZqGnRsWCXKZ9u7d232zwYHdKuqxjrccSRWEQB0jwJPHXWCw6sHIVfJiCWB2NkSeIab9FpLGkRyPaNzQYPQk3IPGeLIUapy1eqnHxf0i/LpE9fhBcnxnLHWcSeNDZc04SuEr4XyY9ch8aOnFKHCgEi9HV4VAEgQILcPKYS3hZYF3wXuxhYJ/mFvXa1QQAiUggM8LLqzWkYPhEiSoixBIBQHUTo6bQ/UYfy5MIujDWGVRhnnzspNjLNys8KNBJ4RlEFsruq5t7zbccMN1112XBsathbLNB4V23nn//76IXgsssMAhhxyCc6Cr1quuuiqGaF/FI488UoiaFVMJRIkMirU2dMkmMM+VVVzJ3PGbZjyoXXKEi8vrw4ItIayxMoFXWIzxvmb51EBCAVx2SQFZuXCpRgjUKwKQ0eBZY5oIh2XlaBw8kSBRMis0cPG85UgxxrzHw4dHkLuo4L1SSyDjcqlPUQjwMrPzEt49nNrG950+fTouVfbh5WSNX3zxRd7B8R0LXeU9belweYXDmlOomeprFAGn+GPzV+wSQisEhDHFdo+092Md7rQnn3wyclVfawIB2H3sbcRuvskJ8zTbZJNN/O31yiuv5HbxHHU0Yyuf26BQzWuvveaSIVcv1Ez1QiA5AhhFTfezW+vrr7+mLwozb0aoqp3YGVU5lIm6a+3zvkDdMGJt0LStL43tRJt6VOVQoLPdoHaG9WGZcyUTaP8SYOxXcYRGUQ+v5pbZX3r7+AI2IvKWIwGvNFryR23sO+Hc8OVucusSP4quCgEhUCsIkHDOHymkdCpn2uStcFEU8H5FnWlSIPnqrBc2QrxoiU9psksWGvz/U9JwzSrHIMDJsb1f+ZmJbofeI6Yxb2h/SXuzcox4KCp2AAO/5fHHH+8yVRAC6SLgxDY4xsgHL11sqyata9euptBC/8O53mqrrRYzNEdvBG7ENOCW8LsiplneS96RRFB2vJi3mSqFQHIEeBHjjYVtNuzCDqx9+/bEJFuYCZfQGHlv5rJYhb0Klblv8fbiKm9b8nlif2ZQXr6F2pdQT1Cx88dCmRMGLOAQVMhVDWfFcNcLrwRnYUQ9EGIdquLEURN4zKxw8GYjy24EVlEM2owI4wnkXiVMWF2EgBAQAiDAIzGJOkMznFmw2cBVjFmRQD/YiLMPoNTjUn4jyF0Jc6fnPffcQ0gPL+NSpBTfB270mTNnFt9PPYRAcQhcffXVJ510En3QZAhdLq6zWmcGAWLO8YPCzR7jLTbbePW4yVnD2x9aj5tsHzYgBtK+4ohF0HJ4SWUhUBoCWEFD3ZgnFYZcbKccwZiPlYn97rvvIG1mi+b+zDHDhTEpNDv88MOJJoDTAaM0wcPUMCjxyajN+NeQQgK37dBrOkZykkukacTq6y1hq85Vj/lTIpkTinqYzBnSUNRjqL88s739tdLMpL3//vvo+SussALmI2o4LAOT+OMwn4YKQkAI1C4C/kzDrTqeTrioNfIqTygNZgQy3qEeFyW/2RsrsVMpPwFmFvMxwHeaNBKliCi+D/kJeZ9ZSlt2AJbasXgx6pFpBFA/CEtjipj7ijoKwXXfOPTpi4kARoRy1omdgT0lEkgxkuR0sJyx1LeiCLjRDDsS7tAJx0KRzs0uk7BvbjNcSdmOU49x7JJLLsltoBohUAICu+66a9gLfy6oqizNe6dOnfwSlB88S0lU5sHDfilSgHZu8ODBYeXnn39+++23L7vssqT+dnYuCLFxHKMe4mg4YEM1NewbUyb1FGHJGFIwp8Q0y3vJ0jpyxpRLx0UooJHuwMWNWzgz9LnhBsmpQbhDdaKKvKOoUggIgTpAgDcv0Z0shDgUwobTct2CrwEvlbSkZRNnqcel/C7QtXkYEvFORL2jTpQiqJg+pJLCHd968Ar3CRQjQ22zjgAMq8cddxyzxDQBvZYznTY5b4wG5kRHS4RUgbW/ySmpQaYQ8KdHoVnBbPTHP/6Rq6RCJS+OJ7Hz9ljSrIzyjH9B8iMYHzp8crpYFYRAaQj4feXdqYFei69og15pGi98H3vssQcva+Nd96thIVegXbVgOW/pzfAd4w8BJdkuYaElsbA3Cwu8vsOvSEAmmjxH7WF9kjKvfgza9IUbz8KMvRerRnlG8eYqvtPMzY/v+XOmktwq5ivepUuXQpxeLk0FISAEah0B+KJnzZrFKuAv8Dd4+YtqhFe51OMS7xMikcxtiXctR85EOsFkU6KsBN3wdDWeWPavRDu7RShBVzWpVQQ46Xcu/qLWgIsBzCtFdQkbQ3jjaTPFcRoiU4tlQjE9fbFT1+ZdCLxceGJjLuOwL2/iB8KHuMoH+krUDMId88qJVLIjd4IG3U4RcPS1ZATwn8LHOOxudxcmYg5uQqdrv+2xIfOyRk8Oe3kZ4zCBu/6VAuZWVF8+HDh6PTZq/gRMLyW2nz8EuFuN+xoJ++yzD35e3tgKffr0IQ1VpNK+4i4UDopkdOy8LXMr8SbDGTtSz6Gq8XWjGDO3SDwF9mo2EhykDho0iNhs8kt5XuiIHH0VAkJACIQIYAssOafs7rvv7gRd/kAOhWewLPW4xB/F8ih6Z86nTzvtNP+aboHXGOo3h82IxTsRqqQw80S6Y0lajSJA4Jk5y6EOYTcoJ7wT+4PZQPDW9ki2GoVF08ZMhIJqfphQCt1///0xmHDAjGrhGbNzW3KVT2iay20TqeHZaPY6tGtmErmqr0KgBAQ4wsMq4izTBIAQkQvpVOfOndF+UVPtdWmSTznllCRD8KwjrjhsyasWBZIPyZZw27ZL3Pz8CYTuOai+7ubDrZ6rfkfEIoewPaPFwowcXsVpaP/99ycOwj6898P5JCnzl870Ylpyws4ZAZkR4ADjA7dZaYewMUPokhAQAvWHAFyA119/fWnrwrUbwn9zek34QC5toBR7ST0uHUzikWDscBMK78i2bduWY7XLnQpmQDweCZp64YUXuIpuXPLdmStcNdlEgAN+94Fh2zdmzJgk88RWAB8pZ3uY/sL0PEn6RtpgDLEanBRQtiNX9bXmENh6661NPcZq1GT4Zbqrw63LNt9MgBu7vkOV0oVO0mIQwEJLtmE2W7xzadaiRQuOgeCdwn/YkyRxs3kOJ9qsuOKK0DoQNmwRBLnC7blHM+TYVe7eH3/8kTI6ZF6PLajvmADvaGNqQDJDhIOi/eJWjd4eGQ6SMCzPNOZZfe6554ZXTSFnGthYiiX9IqsFNDxMic+FF15Iqj+zJCOfS1SOHDmSf8PsLMQl+ilDOA2VhYAQEAIhAui39tV478NLScqkXDb1GCt0TTitSD1O8rPmb8P58ZFHHumkcJwB8zYdOnRoWhtQeKrh4SR8yGJKednDAsLpeP7ZqLZeEODAhR2VOQjgaMejJOHKOJ9j69OqVauE7fM2w25sW728V1VZowjgh2kznzx5MpS21VkFbi+77babbdChMuJpWZ1xNUp9IzBlyhR8mFkj27VTTz2VAlooa5wAACAASURBVCol/Fs8uMgX4qRcaK2rr766Q4GHP+piz549bYvm9VYg85OxWKFV+judXMfx1FlkKOGlb6ZjDqFMIw0HxZLMbR/ah31cfHyYD0o+ur1XwqqIGxos2ViPed1j3fVLSQqo0yyEKfFBCAn5PBYaPZ9K3NH5N4y+xukxtIQnGUVthIAQaEAE/GHIUxQS7JIRIC6Vh1vJ3avWUepxuVDzhua96wfGvFBhh8NFCj8EO3guYQCUIrRiJEOQY90x4sHG4TQbJchUl9pCAE8Bm/DZZ5/NLqo6k2ffyZ7SPCCwKpRAG1OdeWqUYhE477zzTEPmJ0Y99vdcsXKSt4d6nb04T0LrAvFv8r5qKQRiEIDmg0NDFMiI3dW68KKkQM5F9FJPJxYjjUuE3EOCDa8771wijfkaac/bPMK4zh9R6AqBfk5CJo6zIx2hj7YawvVJYhxqwpGW9hX1GNOukcZjomEyeZsVqmTbys6BgfgQfY2NHTYya8zhKUdUpKGyq/4vzaQeF8JT9UJACDQsAsp7XO5Pj5WPCKVFFlkEBypeyYjjjWgH2GxJjYW4qDFwjt1rr73eeOMN79W6dWtOmmU3dkAaoQBpPhSjbGJQM2B28fSVFV07oaGevGTVVVdlf1bR4SS8agiw4UZB5QGFpQsrGZtmHillOhrETx7yQos0hhiMXTtmvfj2uioEEiJA7An3Mw7Pue1J7s0djt8yLtbQZaETYoB96KGHcluGNThFt2/fvnv37tB9Ye+1zElhA+KNSaTsqQG4hAM2CrMrn+QVz1VleXrzKjc5yMctqAqkIf/LDfBb7DFUAv53B80Y2aSYTDm0FCEmKgsBIdA4CDz44IOWVrZxlizrcTq/9cEHH8ypLSfQvJBcIgHohA3zIdVEPPsFb3S0YmuMkFA3RhrqMZ5jLlaFRkCA7RRURrDns1jCxtiKleyMkBAuktMaOzrGBOwMoW0koQQ1yzICeLUQeWgzxIaMMfmrr76q0IR5lE2YMAHh6BWQYOOt6uzZFRpRYhsKgby6MQ9MeK3wHMZh2KikURSJeG8SGZph+40JOuBhiPJscuwAkaBiP0mkfuDAgdzz06ZNC8ciePjtt9/mzmcDUCjgOWxfbPnRRx/lkKvYXmovBISAECgKAfQXXFntiUfeOHNvKUpCLTaW9Ti1Xw3/59tvv503IlYazpKRS8QRgUAU+JcgpZVXXrnQYNB6OR9Sbhv8stgNcA7tZ9W5bVRTfwgQyYbpmKfSN998g0GDbZ9xU6e+UhRvCMBMn0E4+zyzM6Q+kAQ2LwLwAJHs1Hj+CHrccccdseviTp/irDjaw9HUnnuIhS5OIccpwitRMQjwooSgC07m8JbDWIqXBC5dRItQxryc95zRg1li5NslMicRTgUzthMoUs8BN/c82Z44E2fvuN9++1HJCRT2llyP65ghcPDG/5m/SsK1SPJUiMcEkm34tNDJnZmCAh35i+YwPUa+LgkBISAEikWAh5snMSHmzhgfihXi7XnY5mak86sZKnAIqk+6CKAh4xmLNmumv2J/bM5m2FMigQ8FvpoE7DDoMKjc6c5W0rKMADqM++OxYcL6x64o3QmzWXR2U+40IgWefvrpdIeQtOwggCcC7zmPNsThk8MX7oFUZki6ndB1E3peqNRTkSwhQiAvAjht+RsWzi1UxNxmOFfbDR/J5g1RSG7jCI0zejVtiEfIPd3m1Ux+R/y3fQJWwFDMgzpXMjXuQ4GrTtgAtTYUgpqNrweqvlfilebtsUWH7GIM5+8IorrgquAv2j9++AVhmFeGhbT+9n16KggBIZAdBJymnli5kmeFu5k/i/CRKUEOz5khQ4aYTkRauxIkVL/Lf1V/yMYZEe4Qzo/5YLHxe6tQgRyz1nj06NEhRHy1pCzWEZ8xiJrCBirXNwJkInHiN+4B9kbprpeUnn5PEu2M6S9d+ZKWQQS4i/xHp4DbS/mTxG68xhprhGLxxSpfrCQIgRgEQvUYzudCLdneRcyqsGSNGzcut31e9Zgo4vDGpkx4M949dCcqihd3xHcaZ59cydQ0qR7jxY00jplozEml21hC9dhYu5kDDms0hkgMeuokPuSRJdjXww47TBpy3h9LlUKgDhDIiHochoHgS1sTwEo9rsbPxMZxtdVWy/tyskpipeyNmHc2HHKHfeHYOOigg/K2VGVdIkB6bb8BOCvhboGpK5WVDh48mNybLlz7pFRQzb4Qoj9Caxg5Xbmp+OAjWuzk33vvPeubewjIln38+PHFClR7IZAcgVA9xsE4pmOPHj38QUcBguu8jZOox7BwkV0i7B7h0C5ZPSY7VCgWhd/mnFc95s/WG/OXe+CBB4YLTFjGEV2PfYdRBSFQZwi4eszWMa9zTZL1krLYnyelWY+lHifBuUHb8AYiur3QJ95jljAnOkbCkPC/ImK5QdFssGXbDRCy0eDUd/evH3hWSwAD7YjeHLL4I4/wPAwsDFSCNHWpRQR4ImE9wwDl9wCFDh062H3FvxB3FVoXFL7ejFTboYRIGS9Q+N7w6C4kSvVCoBwEiCU2kyy3bnzkES9ZS5TIPQ+Fe6FnHfX/+Mc/zNQMIaI1I0YAJn+7t++///7c9zXNeEdPnz792muvpZDbwNZoUyU4GVL3cNXuXM15ZVifVz1GOPydhFgTFBM25l1AuHLEgTzy9xj5ipzS3iDhuCoLASGQWQR4XPjWEX7Bjz/+uNipQlZCEJY9OnAwLM0prBbV47lAKvLE1NdsIoBDArmjcN/HXGMzJOoJuqZszlazSh0BWF569+5tWT1dOA5+xxxzjH9NUpg5cyZmPXwCvTFefJhWchOTeAMV6hUB+NjwrIbUIHeBbJ1x3cQynPfSnXfemVt/7LHHwrhu9ch0gq71118fdbqieaRyJ6OaBkEADXnWrFndunULHSLyrp0QYuKQUX05XM7bwCs5K5wxYwYkhYTsWiU5hC3/PGFQJd/Jp59+OrYX/qz44/KxKMAzctJJJ/Xr1w9SLucFoJ6NKcHDcIDxroeUO+xSqMxRFIzW4VX+KvNy1GM3JsKZxFdhY5WFgBCoMwQ4tsPn1BbFG7/Jp19k+TyCQicdnmAe9BFpGfP1pptugtTQGqDLeMK5mC7NfknqcbP/BMVNgJcfr2fSRVg3y3A4efLk0EW2OIlqXTsIfPfddwS0s3V76623bNbspZxkf8UVV0TVyWvNg+ILSwiZ6+iFucB3S3THQw/PQFiUagcGzTRNBDhig273qaeeQujjjz/O7eHSiajET8G/eoFIEC/TwNK881wizbtv7iE/v+WWW3iVWsuFF14Y4n0ofyl4XxWEQEMhgCUHr43cvymsFNBl+ZM8xASPcVg5w5piyxa3Zb0wOPft25cySbAGDRqUyytWrHC1FwJCIOMIlKMec3KHNQWPGFsjDw3O+JwLMOHCOWRHDo84tGIcvHfbbbeQXDChkOo3k3pcfczLHZEzbDaaHIS7oOWXX547eNiwYXnfr95MhfpAAJWD5GGR5Ni2NHTdvIou0ct5/UR42EVYmuoDIq2iNATwIxgxYkRRfWFGOP744/N2wabHgfFjjz3mV+Hzt0Blr1FBCAgBISAEhIAQqBACoXrM+/fWW29NPhCmOLgAyWZCF/xu8F7caKONkne3ltiryatHmZAQAluK7d5c7aUeNxfyZY1LOtzvv/+e2FEMiS4I2yAEHpDHhkzXflWFekKAABIsyVh9OZNzV4KEC8R2MXToUMuhDVFqhHM1oRA1q0sEuKm4tWxp0As999xz8OKGK11kkUVwUrjhhhucTR1H0xgbFG5UOIiSBtbFYgq79NJLcSINxaosBISAEBACQkAIpI4AHitQCWKzhdIV4URVhGyvTQ43e/ZsmP9oxou+2LgShob2/4gjjrBIq2KHbnJuFW0g9bii8FZWON78RABGglGxIZNTsbIDS3pmEMDZ3vhmmBGaDI4reafWrl07D/xAJTb/urwtVSkEHAEMv8Rq+lcKEBRhAQ5rkpQRAm8C7v3WGAfsm2++mbd1kr5qIwSEgBAQAkJACJSDQOfOnZ944gkkYEJj07jmmmuWIy1hX47F2XBaY3we0VlIF5+wb7M3k3rc7D9BWROARA5mJrg03ciDMRD1eMCAAbIhl4VsDXbG9IcXDcHJOLX69MnPiccsJjs88L1SBSFQZQTwdsENm4+xCeLn0qZNGxyuij2NrvK0NZwQEAJCQAgIgVpHAO0Ub1PYB1jIsssuC/WgE4VUaGmwHuDiSoIMk//3v//dnBYrNFzqYqUepw5pMwgkTw8mHXwYfGw0InJFbLbZZl6jghAQAkKgeRGAryv0beEYm2StOFzpLK95fxeNLgSEgBAQAvWNwBVXXHHooYfaGjmqhk1z7bXXrtySif4bOHCgyV9ttdUwWReVdq5yE0soWepxQqCy3gyz4cMPP4zlEBOizRWzDKnGYLQWVWzWfzzNTwg0BgKYjolnJj/t1ltv7SsmXdlFF13kwcxer4IQEAJCQAgIASGQCgKQFsH6QSY8k0YiCVSGCpFIv/zyyxBxkUaUsQhahlDWU8enspYqCJF6XAWQqzcE3gt8yO7jQ3bp0gUlebnllvMaFYSAEBACzYgAjta8lQkJeffdd20ae++995VXXini/Wb8UTS0EBACQkAI1DcC2M/Ck2iCgUnDnvqSn332WXKqf/DBB0gmdTzJ1eHjTH2USgucZ8iQIZUeQ/KrhgDOilCoE4f8+uuvW/5SwlAfffRR+GM32WSTqk1DAwkBISAECiFA1kRCP4iKv+6668g3xoeTZpgt4U2oDl9IoYmpXggIASEgBIRAvSKArRg2aTi6eO2yRlgzCUju1q0bOSnSWvKrr75K+ihjwMFuTLkWdWPQkPU4rVsiW3Lgi0NPnjp1qk2LTGWkacHdmj+DdCeKpdozhptkwgh33XXXdEeRNCEgBOoSgZEjR2JJ/umnn1gd3CEcObdv3762IpTq8nfRooSAEBACQqAuESCaCX4i05BZYNu2be+9997yz6ZNHYBMBIOc4fb444//5S9/qVEMpR7X6A/X9LTfeOMN7MZ9+vTxphCsk7B0iy228JpyCuQKZ1MLK12uetyjRw848XDqLke++goBIdAICNxxxx1QhuBrbYuFw+Puu+9eZZVVGmHtWqMQEAJCQAgIgSojcMIJJ8DO5YPieTp+/PgywzAXX3xx2KpN5lJLLUV2ZdyqW7Zs6aPUVkHqcW39XsXNlsOh++6777LLLps4caL1JOcYXtaQeBUn6LfWxNlDkW25xfHQ+K06//8hazxBCLX7R5J/eaoVAkIgJQQuv/xyTtM4aTZ5Sy655IMPPlj+YXZKs5MYISAEhIAQEAL1g8Avv/yCDRmuoqeeespWRdDTXHPNdf7552P+Tb7O999/H1MZsVF0caWgXbt2BE/BJ5JcTgZbSj3O4I+S8pQgwvnTn/7kQjnUgVBu+PDhSyyxhFfGFz755JPBgwfThpBm38LGd4lc3XfffQksJNnaqaeeGrmkr0JACAgBHjIkeZowYYJBUbt8HvophYAQEAJCQAhkHwGIivbff38Oo32qbNTZrttXskB17NjRL4UFNAgyJ1PDv0Qvh5fY5+NVuu6664aVtViWelyLv1pxc8aGTCQAZ0Jnn322Bxt06NCBoyPSPsWzxT7zzDNo18Qtv/jii5FRO3fuTJT/2LFj//znP0cuQRyPyTpXkV555ZXHjBnDn98GG2wQ6aKvQkAINDgC33zzDS9m3qyOAywGRCbj8MKptleqIASEgBAQAkJACJSPAK/dV155ZY899jAyrVAg2gGBTvichpVo1IcffviXX35pjCHhpY033pj2WKEXXXTRsL5Gy1KPa/SHK2Xa6MM333zz008/7Z3Zeo4YMcK/5hZWWGEFT75iV0lSimGHMn0jfzZhd/5yCDywGvw3wkGhyIOxlvjksL3KQkAICIHPP//82muv5UkVvqo5Uzv44IOrA87VV19dtbGqsyKNIgSEgBAQAkIgBgG4rPGyJu4Sjq6YZoUuQajZq1evNm3awK9ZqE3N1Us9rrmfrKwJz549e5dddoG169NPP0UQxzzc0FiVc+9pFFqSkb733nsoupCzm0q81VZbDR06NEyblmQ2NujXX38N4bsFJyy88MJXXXUV51VJuquNEBACDYXASy+9hMcXXltz5sxh4TxwiEaeNm1arqNKybDwOEI+b3QU8lAIPt6MFdZQxu0FUkPCUiL1+ioEhIAQEAJCoD4QwCZ8yCGHEETJciDZCg+pwwUSmEkenLAGkqPWrVuHNXVQlnpcBz9i0UuYNGkSqu8XX3xhPYlMHjBgAG6NxNNbDQ4S0MniOG1f4bg788wzix4mp0Noi2bL279///32208UtTk4qUIICIH/gtijb9++DsTxxx9P0rhjjz22zAyNr7322t/+9re3334bjdeFN1mAgbNLly4042jvuOOOa7K9GggBISAEhIAQqFEEOKRGCzjttNMg8QqXsNhii/EC3XrrrcPKuixLPa7Ln7XpRbFHvP766wlI9rRMqKnOiwMRFx7RSMFuzF7w5JNPDsm9mpZeoAWDMtwRRxzx2GOPWRPcJrfffnuZZQoApmoh0LgI/Pzzz5deeinPom+//dZR2HHHHTm24w3tNQkLvOPfeecdGpPZDgb+Qr2WWWYZnnUfffRROGjYGI8bHokcsXPYF9arLASEgBAQAkKgnhDAacsZi2xdHFKTfLGe1lhoLVKPCyHTEPXnnXfePffc88gjjxRaLYoxp0eFrpZWj6/1brvt5oNixyYiujRR6iUEhEB9I3DNNdfcdddd+LP4MrfddluO9lq0aOE1SQp06dmzZ6QlB3PO0mmX4OrkoJBBX375ZW+MtnzTTTf5VwpsEe68805mElaqLASEgBAQAkJACNQBAlKP6+BHLGsJI0eOJNkS9NQW5ueyMJL89a9/RTeGaNor0yoQ0rzddtvhvIFA8iGPHj165513FjltWvBKjhCoJwQ4UOvXrx98+ERG2bqg3CcuAz+UMLl6oSUTY3zAAQeg7lp3PGJwkKZxnz594FyAw79QR68nUJlIEDzNMCm7VZkQZRRpYq7KdPb2UVQQAkJACAgBISAEsoCA1OMs/ArNPwdsuVhR0Fp9KlBwnXLKKf419cKQIUMYwsX+5z//YdvqX1UQAkJACIQIEJqx++67Q+/nlXAiEJpBhjmvyS1MnToVMsKQfp+cc4cddlhuyyQ148ePR9NGXffGaNdIo1KPL8dEBSEgBISAEBACNY2A1OOa/vnSnDzmXIs9JpsxiY6hs67ohg99GK4dkj9ZYAMRhliqYzJFpblUyRICQqAGESA94+TJkwn9JSzZpr/ccsvdeuuthfKow7+F//Obb75pjWETIR0dD7pylk46d6zQHB0+//zzLge+68UXX1yPLwdEBSEgBISAEBACtYuA1OPa/e3SnDn+h8QDv/jiiwhl+4jHYJrSC8saNmwY4c12HaJakioXbqsrQkAICIH/gqoAZiwcng0Loj/I1rjRRhtFoOFpxqPsgw8+oJ7MTBiZyagcaVPyV1ysN9tss2eeecYlwCJ2+OGH+1cVhIAQEAJCQAgIgRpFQOpxjf5waU77q6++gs31ueeeM6ElqMdHHnmkJVJGArlJUXQTzo+YZ+fE7tix40MPPZRiatOEc1AzISAEagsBsqYTOexzbtu2LeoxarPzF0yfPr1Hjx74Y1sbFFfUV2+fSgEebEKX/bFJODTR0diQUxEuIUJACAgBISAEhEBzISD1uLmQz9C4aLbQzNiE4Hfda6+9khDe0B7Od8KVYXm97bbbwvXglY0ESw1FAvFOnTqFV8MyntUPPvjg/vvvDzcs9Rhk0JDDBioLASEgBCIIkKXpxx9/JAYEVj+/tMkmm8Av3aZNG3ywOe/7+OOP7dKjjz6K8gzXoLdMq8AcnnjiiX322cds1O3bt4dhe6WVVkpLvuQIASEgBISAEBAC1Udg7uoPqRGzjABqLZ8kM0Q3xngCNY7pxuQjbd26tXUkufE333zDJT5QcMVIw9qz5ZZbdu3a1dr89NNPMY11SQgIASEAAvAjkFrpggsuQD32HIyowdBZGx+168bbbLNNu3btKqEbMw0eld26dUMVtx8F2jDS1H344Yf6jYSAEBACQkAICIHaRUDqce3+dqnN3NKBoqnClUWCpSRyCRLGVvPGG2+QIqVLly7sSvFsJFETFDVcombRRRdNIifS5sknnxw1alSkUl+FgBAQArkILLjggijD+JvwwDGv5n/84x/4XTu7NWd2HN65a0yuhFRqoMImMMRE4Wvt2adSES4hQkAICAEhIASEQJURkHN1lQHP3HBTpkwhpRPOgVhjiARucn74Ew4aNOjee+81PliUZJJC5faCMHbixInUJ4lkRtpOO+2EwyTtscbcfvvtLVq0yJWpGiEgBIRAXgTGjRsXOdrjEUSoSGlPEgJGyJNsA5EXCvU776BeCZ/2VlttZV8PPPDAPfbYg+eeX1VBCAgBISAEhIAQqCEEpB7X0I9Vkamef/75/fv3R3QS9fizzz6D43rDDTe0qZx55pkk/GzVqlXuzEg0usIKK1A/c+ZMkq/kNojUjBkzxmmrScdifSNt9FUICAEhUAiByy+/3BMaQ/h3ySWX9OrVq1DjmHqO53CogZva2qBgoyovvfTSMV1oDHvCxhtvjPsMzUjIzLMxpr0uCQEhIASEgBAQAplFIH22kswuVRMrHwE2jqRUMTknnngieUTz6sY0IA6Z1KAUCjWITCZ+9xlprK9CQAgIgQgC4TPk9NNPL003RibcWssuuyyRIyafpMoLLLBAZKzIVxqsuOKKHuFMFPT777/vXAyRxvoqBISAEBACQkAIZBkBxR5n+dep+NzwlMYgnHCYn3/+efbs2d4Y7Xf99df3r5ECpDVDf/34ljHSQF+FgBAQAhVCAIqskiV36NBh9dVXt+7oxmPHjoVhIYk0ckctssgitHzsscfg/0/SRW2EgBAQAkJACAiBrCEg9Thrv0hV5zNr1qzhw4fbkNDYxI997bXXYjGOb1PyVbyp11hjjZK7q6MQEAINjgBJlVJBgLxQpE02UaRhJzVdQrFEKffr188aE12SsJeaCQEhIASEgBAQAplCQOpxpn6OZpsMgcd9+/aNHx66GmtAWmMi69I1C5MylNykJr9ySnj8AnVVCAiBGkXgq6++4vyOyfNcgoG/ZcuWpS0EgsCHH37YebmGDRtWmhx8bebMmVNaX/USAkJACAgBISAEmhEBqcfNCH6GhoaKxplXm5wWRhK4Z0g92mTLohpAD4uWTpfXXnutqI5qLASEQIMjAEegIUAS9bPOOsueJCVggk575JFHuqh11lmnBCF0gakLhv/S+qqXEBACQkAICAEh0IwIpKzhNONKNHRFEbjjjjs8m2iFBiIhColMEY4BB9tLhUaRWCEgBIRAEgQg94IBO0lLb4OW3rZtW/vKQ8yS1flVFYSAEBACQkAICIHsIyD1OPu/USZm+M477/z73/+u6FSeffbZ//znPwxBRDTaeEXHknAhIASEQOoIrLbaahMmTDCxo0aNwk879SEkUAgIASEgBISAEKgoAlKPKwqvhBeBwBVXXPHNN9/QYfnll99jjz2K6KmmQkAICIE0ECAPfBpiJEMICAEhIASEgBCoVQSkHtfqL5fuvP/1r3998skn6cqUNCEgBIRADSEwc+bMcePG2YRh8t93331raPKaqhAQAkJACAgBIZAKAlKPU4Gx5oVMnDjxueeei1nGlltuudJKK8U00CUhIASEQE0jcM8997z44ou2hMMPP3yeeeap6eVo8kJACAgBISAEhEAJCEg9LgG0+umCG/OQIUNsPfF80TC4Lr300pVb+eeff/7xxx+bfM8gVbnhJFkICAEhEINA9+7dY67qkhAQAkJACAgBIVCvCEg9rtdfNtG6MI8stNBC1jR5tuGpv35iBnjqqadef/31mAa5l5588sl7773X6hdZZJHcBqoRAkJACAgBISAEhIAQEAJCQAhUFAGpxxWFt66Ejx49unXr1izpjTfe2Gabbd56663c5X366ac77LBDjx49YLrOvaoaISAEhEA2EXj66aeHDh1qc1tuueWyOUnNSggIASEgBISAEKg0AvNWegDJrxsE2rdvf9ddd+29994zZszAEXr77bffb7/9Iqt74oknJk2atO666xYbqHzLLbdEROmrEBACQqBqCBx55JGzZ8+24UaMGFG1cTWQEBACQkAICAEhkCkEpB5n6udohsmg4qLQPvDAAz/88AMbxLPOOmvBBRcsNI+OHTvCXtO1a1f2kViPTz311NyW7dq1Q4suyvyCzfnmm29G1Pzzz3/CCSe0atUqV6xqhIAQEAJVQICDv80226wKA2kIISAEhIAQEAJCIIMISD3O4I9S1SkttdRSN95445JLLvk///M/l156aZcuXfbaa6+YGay++uqo09dff721ee+992677baWLVu6JRkduyjdGDlHHHHETz/9RGGDDTbIq3LHzEeXhIAQEAIpItCiRYtFF100RYESJQSEgBAQAkJACNQQAlKPa+jHqsZU58yZg54811xzxQy23q8fa/DFF1+g3GJwxrAc0yXm0n9+/cQ00CUhIASEQOUQIN1xz54946n7k4/uHIc777wzT8rkHdVSCAgBISAEhIAQyAICoubKwq/QzHP44x//2LlzZ5tE7969x48fn3xCmFm6detWsm6M0Rhr87hx42zELbbYIvnQaikEhIAQMAT80fHBBx+8+uqrRcHy7bffPvLII5wMFtUrb+Nnn30W/gUuLbDAArvvvvtiiy2Wt5kqhYAQEAJCQAgIgcwiMBemwsxOThOrGgLYT3bbbbfnn3+eEWGlvu++++aeuxpHJ998841nlsIKff755//hD3+o2qo1kBAQAnWDAGnqfvnlF5YDNKs/GAAAF7tJREFUsdZRRx0V7wITrvrrr7+eMmWK17Rp0wZyQf9aVAHqBOgb6ALJP4EnRfVVYyEgBISAEBACQiALCFRDBcrCOjWHeATatm270047WZuJEyf269cPl+f4LuVfffvttwl1NjlLL700vojSjctHVRKEQGMiAAmCLfyYY47BhpwchD//+c87Bp+SdePkI6qlEBACQkAICAEhkFkEpB5n9qep9sQGDx6M/dZGJcXxaaedVukZTJ48eerUqTYKXF/uHlnpcSVfCAgBIZA6AtOnT7/77rtNLCp66vIlUAgIASEgBISAEKgCAlKPqwBybQyBayL+1RBZ23RxETzssMOIyqvE7N955x0SHbs2zhAki6rEQJIpBIRAgyDQo0eP4cOH8xxjvUSI4JxS5YVvtdVWFvbcv3//Y489tsqjazghIASEgBAQAkIgFQSkHqcCY50I2XTTTbHi2v6SKL7LL798yJAhqa+NLMf77LPP3nvv/eOPP7pwxvKyCkJACAiBYhHgwTVo0CA4sej48ssvcwBXrIRy2pO5/ZNPPjEJ8803X3W4G8qZsPoKASEgBISAEBACeRGQepwXlsatxACCfyBpkA2CCy+88Oijj4ZAKy1EzjnnHDInP/XUUxGBAwcOxHD95JNPRur1VQgIASGQHIFVV13VGp955pn33HNP8o7ltIT4ulevXuZr06FDh2ITv5cztPoKASEgBISAEBAC6SIwTyXMg+lOUdKqjMAqq6yy1lpr3XnnnVh3sSE//fTT77//PpYZ33eWPB9cH9G933zzzVwJP//8M0o4rGAfffTR+uuv/6c//Sm3jWqEgBAQAvEIdO/enUcWrNE//PDDpEmTeJTxQIvvUv7Vk0466Z///KfJefjhh3HtLl+mJAgBISAEhIAQEALNgoDU42aBPeuDrrzyymuvvfb999//3XffMdcXX3xxwoQJK620EmnAUFznn3/+5Asgacpbb72F2yHBzGefffasWbOs7zrrrPPoo4+S9JgPLNmWU4rGZA195plnSKS88MILzzvvvMkHUkshIASEAJnYOWLDnMvRHo8vHlzt27cv/2ivELBfffUVHApjx46lAc/G008/fbvttrP4lEJdVC8EhIAQEAJCQAhkGQHlPc7yr9PMc2Nneccdd1x11VXhPA488MBrrrkmrIkvH3DAAdddd13Yhv0rG8revXuTTcrrTz31VAzLTmRN/Yknnjhs2DBvoIIQEAJCICECEEdfdNFF1pi8TcQhb7vttgn7Jm/GceG+++5L1LF12WCDDTBcJ++ulkJACAgBISAEhEAGEZB6nMEfJUNTIpoOxfXvf/87RpIvvviCmc0111xhXlACic844wyfMSZfPldfffWoUaOs0n0O+dqqVSsMwpdddtkOO+zgXbwwc+ZMDC//+te/sCFTSQ7kNddcE5sz4dDeRgUhIASEQJMIcNBGIneyH//000807tmzJ0+kdEM25syZM2DAAH/QLbbYYoQ6d+7cucm5qYEQEAJCQAgIASGQZQSkHmf518nQ3B566KH99tvvww8/jJ8T3NekLz755JNzm22yySbEM7do0SL3UlhDGwzOpiFTv+CCC6J+46wYZoEK26ssBISAEMiLAId3r7/+ul3q168fCjORyXlbFlt5++2341lz0003Wcdll132xhtv5BFXrBy1FwJCQAgIASEgBLKGgNTjrP0i2Z0PdmBsyATXoSonn+Xmm29u2jKhy2wik3SE1/r7778/+OCDSY9s7Yl2Ns0cx2zM10mEqI0QEAINjgAsBldeeaWHh8CNT2AISuxCCy1UMjI8A+ERRNOGOsGEkEpq8uTJG2+8ccky1VEICAEhIASEgBDIDgJSj7PzW9TGTKCzPuSQQ5LPdfTo0aUxbKFUQ2T93HPPhWONHz++EjGE4RAqCwEhUDcI3HfffXAfEB7iKyI2BFcUfGEI3/DKhAVICnfeeed3333X25PDCRuyfKodEBWEgBAQAkJACNQ6AlKPa/0XrOf5T58+nc3oq6++CgWOrZOEzBtuuOENN9xAhHM9r1xrEwJCICUE4K/+61//ihkZLmsXySkbx3ZQ9J977rlzzz13jE8KvfBk+fzzz+kLCb97a9OLGlK1w8jlYlUQAkJACAgBISAEah0Bqce1/gvW//wfeOCB/fff/+OPP/alQv3VpUuXKqQz9RFVEAJCoKYRgGWwW7duEW8UW9GFF17Ypk2bQqvDN5v8yZGrW2+9dW5lpI2+CgEhIASEgBAQArWIgNTjWvzVGm7ORDvDhTNy5Ehf+XrrrQfLzplnnuk1KggBISAEYhB4++23SauOhuw5n2IaF7o0dOjQFVdcccstt1x66aULtVG9EBACQkAICAEhULsISD2u3d+usWZOghbSILO7xdf6/fffZ/E4N/7xj3+84oorCCNMCwvkk6/lhBNOcBfKUPJBBx2EK2a66WFC+SoLASFQaQR4kpxzzjlTpkxhoEceeeQ///lPkyMSykFMB8122203ErZDpN9kFzUQAkJACAgBISAEahQBqcc1+sM17rTZno4ZM8bXz851n3326d+/P8zYXllU4c0338S70rpA4WNBhoUk7Lvvvn/+85/tajmDFpKveiEgBKqGwNixYyHWuv/++2NG3PPXD4pxTBtdEgJCQAgIASEgBOoGAanHdfNTNspCvvzyS9wjsRh/9NFHvuYVVliBvKOrrbbaYost5pVNFsggBenX3nvvPWvWrCYb5zawQTFim2Upt4FqhIAQyDgCpFjHYSRmkhzAkX09poEuCQEhIASEgBAQAvWEgNTjevo1G2gtDz74IEoyrF0UfNkoujfffLN/jS9Af92zZ0/nxPbGpEXdfvvt/WtYuPfeex977LGwhjKeltdff/1///d/R+r1VQgIASEgBISAEBACQkAICIHaQkDqcW39Xprt7xCYPXs2Ku4///lP47UmOwuZWvB5xgHb0q78rvVvX8jOggL84YcfutVoqaWWatGiBdfxsiYt6hJLLPFb29/9/8knn+Bo+emnn1L72WefOZk27tbw9JClGc6e33XQFyEgBISAEBACQkAICAEhIARqBwGpx7XzW2mmBRB49NFHMd4aX5c1GTJkCEbdY489doEFFgg7ffPNNyjA1113HRqy1y+77LLYnDt37uw1SQq5g7Zr144EVMcdd5y4u5IAqDZCQAgIASEgBISAEBACQiBrCEg9ztovovmUggBE02R+gtr6+++/9/7ozGefffYyyywz77zzUvnVV1/16dMH8i1vsNNOO5100knYfldddVWvTF5gUOzPJHrB6dp7TZs2bfnll3f6Lq9XQQgIASEgBISAEBACQkAICIGMIzAPdraMT1HTEwJNItCyZcuuXbviIE3WlhkzZlj7l19+GVvxkksuucEGG3zxxRcHHHDAHXfcYZdWWWUVOKivvvrqNm3a0LdJ+Xkb0LFVq1a77747bGHwXRvl9eWXX86IG220Ud4uqhQCQkAICAEhIASEgBAQAkIgswjIepzZn0YTKwUB4oHJTkz64m+//fbHH39ExEILLdSpUye+Pv300yZx0UUXhWFrjTXWKGWAAn1Qxbt16wYLLoMS/7zZZpuNHj26QFtVCwEhIASEgBAQAkJACAgBIZBFBKQeZ/FX0ZzKRwDLcL9+/X744YeIKCKEb7311rXXXjtSn8rXXr16MS6illtuOZyucd4uKtFUKnOQECEgBISAEBACQkAICAEhIARKQ0DqcWm4qVcNIDB+/PhRo0bdc889Ptfhw4dvs802HTp08Jp0Cy+88AI+3k6IPXXq1HXWWSfdISRNCAgBISAEhIAQEAJCQAgIgQohMHeF5EqsEGh2BLbbbruVVlrJp0G88c4771w53ZiBSAr11FNP+aDdu3d/6aWXfAIqCAEhIASEgBAQAkJACAgBIZBlBKQeZ/nX0dxSQwC6LLI3rbbaaqlJLCCIkGYGsizKBEKTRKpAQ1ULASEgBISAEBACQkAICAEhkC0EpB5n6/fQbFJE4N///vfMmTNNIJmW1l9//RSFx4iCCewvf/mLNbjooouuuOKKmMa6JASEgBAQAkJACAgBISAEhEBGEJB6nJEfQtNIH4EjjjjizjvvNLlkPE5/gMISx4wZs+2223IdIutTTjmlcENdEQJCQAgIASEgBISAEBACQiArCEg9zsovoXmkjsDEiRNNZv/+/Y899tjk8tFpyQL1zDPPJO8SabnEEkt07NgxUqmvQkAICAEhIASEgBAQAkJACGQZgXmzPDnNTQiUjMDtt99OrmPrjmf1fPPNl1zUxRdfjEY9zzzz8G+kV6tWrY466qhIZfxXiKzvuOOOXXfdNb6ZrgoBISAEhIAQEAJCQAgIASHQvAgosVPz4q/RK4LAww8/vMsuu3z55ZdI33LLLeHKatmyZcKR8IvGK/v777/P237+/9fevYVE1UUBHGdKMaepTCgfLLupXSACA+vBHroSEU0RMaUVdkF8tbCwXoJEyYruENmVKC8VRVRDaL1kUglGSWEmRJINpYVQg5pi3+LbX8PgZzOTnePZB/491Jlz1ll78dtPq3P2PjExkydPPnLkSFpaWkJCwoAx6mR7e3t9fb1sXi0/x4wZI9+XWrBgQYh4LiGAAAIIIIAAAggggIC1Ajw9ttaf0U0R8Pv9qjeW7KWlpZH3xhKfmpoq+063trbK8axZs9xud6DE6urqurq6N2/eyCejMjIyrl69OnHixMDVfgcy6NSpU9VJKUZK6hfATwQQQAABBBBAAAEEENBKgPZYq+mgGOsF5BnvpEmTVHs8Z86coqKiQE25ubnSGL969UrO1NTUPH/+PER7HLiLAwQQQAABBBBAAAEEELCFAFtz2WKaKHLoBOSNaJ/PJ+PJ2uNly5YFD5yUlOT1egN7bmVlZclb3MEBHCOAAAIIIIAAAggggIB9BWiP7Tt3VB5eQJYKOxyO8HG/IuShscfjeffunZwYPXp0dnb2ryv//SuPiysqKmT5sfyWPbfKy8v7BQT/lH28cnJy1Bk+7xQswzECCCCAAAIIIIAAAhoK0B5rOCmUZJhAcXGxvCkdebrOzs7m5mYVL0uLB7xRVhS7XK4BL/U76XQ6k5OT1cmGhoZ+V/mJAAIIIIAAAggggAACWgnQHms1HRRjM4Gf//4JUfTq1aunT58eIoBLCCCAAAIIIIAAAgggoIkA7bEmE0EZWgg8efLkj+qoqqqSDbpC3JKSkiL7YIcI4BICCCCAAAIIIIAAAghoIkB7rMlEUIYWAiUlJX9Uh+zdJR9A/qNbCEYAAQQQQAABBBBAAAE9BWiP9ZwXqrJAoLCwUH20KTo6+sCBA0uWLPn7It6/f9/R0fH3eciAAAIIIIAAAggggAACZgvw3WOzhclvG4EfP3709fVJuXFxcbt27TKk7srKytevXxuSiiQIIIAAAggggAACCCBgqgBPj03lJbnFAi0tLd3d3QYW4ff78/LyGhsbJWdUVJT6wlMk+c+ePRtJGDEIIIAAAggggAACCCBglQDtsVXyjDsUAkePHvX5fJGM9PHjx4cPH4aNbGpqkpy9vb0SGR8fX1BQEPYWFcAGXRFCEYYAAggggAACCCCAgFUCvFxtlTzj6iWwbt262tpaqUma3hBPej98+BCo+/jx44HjAQ9k4fHBgwcHvMRJBBBAAAEEEEAAAQQQ0E2Ap8e6zQj1WCPQ2tqqBt6yZcuqVasGLKK6unrz5s3qUnp6+rx58wYMC5zs6elpa2sL/OQAAQQQQAABBBBAAAEEdBagPdZ5dqhtkAIxMTFOp1Pd/OXLl0Fm+XVbV1eXNM+LFy/euHGj2oZ69uzZ165dC7vwODC0FCMl/crHvwgggAACCCCAAAIIIKCjAO2xjrNCTX8psHTp0jNnzqiO1O1219XVhU5YU1Pz7du338Xs2LFjwoQJsjL506dPEiPPjb1eb1JS0u/i1fmnT5+uWbNGjmNjY+Vt7YULF4aO5yoCCCCAAAIIIIAAAghYK0B7bK0/o5slkJWVNXLkSMkuD36lmw0xzIsXLzIzM79+/api5LHws2fPpFvOz8+XTx/Ln9OnT8ul4cOHu1wueW5cVlaWmJgYIqG6dPfuXbUr2KhRozZs2BA2ngAEEEAAAQQQQAABBBCwVoCtuaz1Z3TrBeQhs2qkVSnSA588eVKOZaVxYNfr+fPnr1y5cu/evRGWK69Vv3z5MsJgwhBAAAEEEEAAAQQQQEAHAcfPnz91qIMaEDBcoKSkZPfu3ZJ25syZ9+7dC7FUWFrZ5uZmVUBKSoo8Ipbjx48fq7ep5TgtLS3E7erG4L89Hk9lZaU6c+jQoZ07dwZf5RgBBBBAAAEEEEAAAQQ0FKA91nBSKMkYAfmvn7y8vGPHjkm6adOmBRpgY7KHzCK9tHzVSUKkMZZvOzkcjpDhXEQAAQQQQAABBBBAAAHrBVh7bP0cUIFJAtKUBvrSz58/Z2dnNzU1mTRWIG1jY6MM1N7ers4E1xCI4QABBBBAAAEEEEAAAQQ0FKA91nBSKMkwgaKiohUrVkg62Wrr0qVLDx48MCz1bxJVVVXJQH6/X67L95P379//m0BOI4AAAggggAACCCCAgF4CvFyt13xQjeECbW1tmzZtun//vmQeMWLEhQsX1q9fb/goKuGVK1e2bdvW3d2tfsqSZrWM2aThSIsAAggggAACCCCAAAIGCvD02EBMUukoMG7cuIqKihkzZkhxXV1d27dvLy0tNaNQ+f5TTk6O6o2lK5YdudSgZoxFTgQQQAABBBBAAAEEEDBcYPi+ffsMT0pCBLQSkIfG379/V29W9/T0yC7W0sSOHz8+ISHBkDrly8knTpwoKCiQ5JJQXue+c+fOokWL5FPJhuQnCQIIIIAAAggggAACCAyBAO3xECAzhPUC6enpsbGxtbW1vb29sqP1o0ePUlNTx44dGxUVJc3zoOvr6Oh4+/at9MPScqskst744sWL8fHxg87JjQgggAACCCCAAAIIIGCJAGuPLWFnUGsE5IXn/Pz84LHXrl17+fJl6ZyDT0Z4LPtvyarmmzdvBuKXL19+48YNp9MZOMMBAggggAACCCCAAAII2EWA9tguM0WdBgjIy8/FxcWySLizs1Me/KqMc+fOlWfIU6ZMOXz4sCxUjo6ODj2SbIIt+2+1tLRItvr6ehUcFxeXkZFx7tw5eWc79O1cRQABBBBAAAEEEEAAAT0FaI/1nBeqMlegrKwsMzPz/2Ps2bMnMTHx/+eDz8i6Yq/XG3wmOTm5vLxc2uzgkxwjgAACCCCAAAIIIICAvQRoj+01X1RrjIDP52toaJBcp06dun379qCTymPnwsJCWXvMB5wGbciNCCCAAAIIIIAAAghoIkB7rMlEUIZlArm5ubKv9a1bt2QtcYRFuFwut9stwbI99datWyO8izAEEEAAAQQQQAABBBDQWYD2WOfZobahE5D3pc+fP3/9+vWwQ3o8nuzsbNmFK2wkAQgggAACCCCAAAIIIGAjAdpjG00WpZor0NfXJ998CjuGw+EYNmxY2DACEEAAAQQQQAABBBBAwF4CtMf2mi+qRQABBBBAAAEEEEAAAQQQMEWAh2CmsJIUAQQQQAABBBBAAAEEEEDAXgK0x/aaL6pFAAEEEEAAAQQQQAABBBAwRYD22BRWkiKAAAIIIIAAAggggAACCNhLgPbYXvNFtQgggAACCCCAAAIIIIAAAqYI0B6bwkpSBBBAAAEEEEAAAQQQQAABewnQHttrvqgWAQQQQAABBBBAAAEEEEDAFAHaY1NYSYoAAggggAACCCCAAAIIIGAvAdpje80X1SKAAAIIIIAAAggggAACCJgiQHtsCitJEUAAAQQQQAABBBBAAAEE7CVAe2yv+aJaBBBAAAEEEEAAAQQQQAABUwRoj01hJSkCCCCAAAIIIIAAAggggIC9BGiP7TVfVIsAAggggAACCCCAAAIIIGCKAO2xKawkRQABBBBAAAEEEEAAAQQQsJcA7bG95otqEUAAAQQQQAABBBBAAAEETBGgPTaFlaQIIIAAAggggAACCCCAAAL2EqA9ttd8US0CCCCAAAIIIIAAAggggIApArTHprCSFAEEEEAAAQQQQAABBBBAwF4C/wCpR08qWcwiIwAAAABJRU5ErkJggg== - -# 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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-[kruskal]:data:image/png;base64,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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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0qNIsZkr85MmTAVfkzFSE2m7W76821DkzYmVBqMX2d999d87imZYEJCCBwASwtd17771xBORzoOEvTnUoiQQkUDWB+++/v+ospk+fBb8a/qbH5Z0SkEDbCYRa/hIzGFrYKtbvL2zVTBDs9ddf37Zt24SbarnMK3fhwgVDTdUC20wkIIEQBC5evIjjSQTXP/peemD64RBcFEICEpBA9QToe+mB6Yerz2pyDmfOnNm6devk+7xDAhKQQFcI7N69+/jx4xFKc+zYsVAeURGYjJFBv78xcEJfQs8IEvHkoYce0vAXuq0onAQkkJsAtrYDBw7kTnWe9PBA1PA3DzifkYAEWksAtfPJJ5+MID5jTg1/ESpCGSQggToJLC0t1ZndennR/Wr4Ww/OyPP6/Y3E0o6TERxPeOVeeeUVbX/taDFKKQEJ5CMQwfEEqx9xplzwm69WTUkCEmgNAZa/sAimQXHRfumB3eG3wSowawlIoCkCEVz/dPqbtfb1+5uVWKD7GfU98MADzQqE54uGv2arwNwlIIFGCND1Ne76x7yrhr9Gat9MJSCBxgkcPHiwWRlQwjX8NVsF5i4BCTRFAB24WRX0lltu0elv1tr/zPLy8qzPeH8cAr/5m7/56quv/vCHP2xEJN55d/lohLyZSkACEQjg+Pz++++fPn26EWFY7esXvBHyZioBCUQggN2NkecLL7zQiDBsK/nMM880krWZSkACEmicwC/+4i+iBn/7299uRBL6/xdffFEPpFnhu+Z3VmLh7n/vvfduvvnm8+fP1ywZhnb8bGvO1OwkIAEJRCOwc+fOU6dO1SwVO0uq9NTM3OwkIIGABO67776nnnqqZsEYdrLFR7M+LzUX2ewkIAEJDBN4/PHHH3zwweHzlZ6h7yXmmBuszwFZ298c0MI98tZbbxH0BCNgbZIZ5q821GYkAQkEJ0DfSw9MP1ybnAw7UXrc4qM24GYkAQmEJUDo1VtvvbVO/2uHnWEbg4JJQAL1E6h/AsYwf3PXsvH+5kYX6MHk9Vrb9COGP145nWwDtQBFkYAEmiNA34sLHv1wPSKQET2whr96aJuLBCQQnADq6MmTJ1FN65GTDp8eWH+TemibiwQkEJ8AoVf3799fj5x0+ARbMMzf3LS1/c2NLtaDKD2sPqhB9eFlq3OUG4uy0khAAhIYRQB7HD0wUYdHXcx5jqW+ePzV0NXnFNq0JCABCVRJIDni1TD4xORHD1xDV18lLdOWgAQkkJMA9rjnn3+e3edyJjoqLaa9sUK42cAoNtOe0/Y3Lan49zH4RCOpVPXhrWa2szYHw/jMlVACEpBAIpC8/yrde53NPVB69PizyUlAAhIYIJAGn5Xu/MvkN2q2Hn8D5P1TAhKQAATYfa5SKwHT3vTATIFLuwwB9/ktQy/cs1dfffUdd9yBAvS9732PACgZ5WO0+Yd/+IeMPDOmaVISkIAEOkaAnR+ZhmH79Z/97GcZi4ZhkTEtehWdfMZkTUoCEpBAlwgwLOT3Z3/2Z3lDYKNX//N//s/ZUYSDLuGyLBKQgAQyEmBqBDX4+9///o9//OOMyZIUM+u4FrKzcN5kFzA19/roZqVfvHjxscceY+ed8sVjzPnQQw/xyqnxlIdpChKQwCIQYNhJ90snXH4Oho6X7pdOWIfrRWg5llECEshCgB54ZWUliwWQ9WUHDhzQ4TpLvZiIBCSwCAQOHTr0yCOPZNkED4dremAdrnM1G21/uUhGTOf8+fPsun3q1Kn5hGPMiaMf63wdc84H0KckIIFFJsAcDD0wCtDcEBxzzo3OByUggQUngOEvzYLPPQdDXD8cro2vuuANyeJLQAJzEKDjTbPgc8/B0PfSAxtfdQ74Yx7R9jcGTkcuMf48fvz4Cy+8wL/TFAlLHyb22267jX/19ZuGmPdIQAISWI8ASk/RA08zBKXXLXpg513Wo+p5CUhAAtMQoNdlCvzEiRP8iz48zSNFD6yv3zS4vEcCEpDAGAJFDzylGyDGvl27dtEPE0JnTLJemo+Atr/5uLXyKRQghqA4AyL9a6+99p//83/+4Q9/yDiTV+vXfu3Xrr/+es7zvvFrZfEUWgISkEBsAvTAr7/+OjK+8cYb/+k//acf/ehHq6urN91009/7e39v06ZNnGeSE3UndiGUTgISkEArCbx06Yfob7/99p//+Z+jA6MY/92/+3e//OUvf/WrX+U8y8rogZ32bmXtKrQEJBCbAAowdkB63ffff/8//sf/iA7813/919gfbrzxxr//9/8+smORoAd22rvSatT2VyneiIljdGcRBMvQ8Eb5m3/zb/7P//k/f/7zn/Oyfetb32KFr+9bxDpTJglIoCsEcDx54oknnn32WQ4++9nPUqwPPviAjpflvffffz9dcVcKajkkIAEJhCOA6kv3SyeMMvwLv/ALdMKMQjH27d+/n7CqhpQKV2EKJAEJdIgAhj9MEBgikivS5z//eXpgykcPjA7MTk0dKmvQolwVVC7FqoAALic7d+7EuM5WZeg3bJfDTpTvvvsua+nJjZCcv/RLv3TPPfckt5QK8jdJCUhAAotLAI+TO++8k2720Ucfxdj35JNP/pf/8l/+23/7b8888wwry4iKQue8e/duJkUXl5Ell4AEJFANAYaa9913Hz0wYVjJgeDxeP9hCkQZZsCJQfArX/nKrbfeWiZCazWCm6oEJCCB1hNguqUwNdDxPvzwwxcuXODg5MmT+PrR8d58883btm2jK8Y+2PrSBi6Afn+BKyeTaP2TnGluE8v6cOhiLINPP/10GnaiBnEPNvhMIpiMBCQggQUlMDDJiYqDk/WOHTsGcGAZpAdOw07mZlIPrCP2ACX/lIAEJDArAfpVelf6WB4krA098LB+i2UweWTTY6elMPhiG+9vVtTeLwEJSGCAALYFemDsDJzH/pD024HQClgGuQfnJKwWqL6sRKSjdinMAMksf2r7y4IxaCKoMml5b6HKTFzVm7Qf9CTePZSetBBY7SdoBSuWBCQQmACqTBpMJlVmmlW9/SuC0X7SMjS1n8CVrGgSkEBQAnS8jCQZT9IVT7mql0eKFcFjJsuDFlixJCABCYQhgPEhdafYFhBqmlW9A5PlPIIhwn0I8laptr+8PKOkNs0k5xhZ0X5IAbshChO3MWTl3XMR/hhiXpKABCRQEOif5MSJjzBSaDADk5zFzcMHSfvBbpgiMOAkSA+Mw+DwnZ6RgAQkIIEBAvSc9J/osWnmGzcT9NiZ3KgHlsLQA5PCQC7+KQEJSEACwwSwHhRbC8znSDS8FIYeeHotelgkzxQEtP0VKLpwgM8IJvZikpP3BI2nTOhiRrDoT/wLnfXcdLsAzjJIQAISKE0gzZrQZxaTnCVnLE+fPk1/Tq+OaHj/zTGCLV0mE5CABCTQGgLY++iB6TmRuPysSfkRbGvAKagEJCCB0gT67Qb4DJWcNRlYCpPMGi6FKVlL2v5KAozyePlJzjElQftBl2L8ycgW+z3vHi+z794YYl6SgAQWisDAEDFvJ4n2k1aucZCWobkf5UK1LgsrAQmMJ9DfSaZoCSVnvvuzG1gKM83Ktf7HPZaABCTQbQJ0kml5L8pwUlMxFORaLzi8FIbufThqdrcJZyydtr+MMJtJKjn65ZrkHFMG3r30YudyaRmTl5ckIAEJtIJA/9Kwqp2j+3v79SLWtwKaQkpAAhLIQmDAOToFWJhpee/0YvQHc6i6t59eKu+UgAQk0BSBtE8A2ilWAtyD0vIUDqqQp87evgr5g6Sp7S9IRcwsxvAkJxpPPb54aD/PPfccCysQeo5QVjMX1QckIAEJBCPQP8mJaMnRL9ck5/iyDnh5pyUVFWla4yXxqgQkIIFGCAx4gqy3f3oVsrkUpgqqpikBCbSLAHYAgtKk/dPRfrH64RNdQxH6DSD4GKJ+Z/TyrkH+xrPQ9td4FcwsAGZvVuAm0xvGvkonOccIh/bDO1/sxp3evXqMj2Ok8pIEJCCBSgkwyVnsn47FDdMb+6fXb3pD+0lugMUKC7QfXFEqLbuJS0ACEmiWQFI+6f3oA/Hva0r5dClMs83A3CUggUYIDCufTUWh6V8KwxLgu+66qx7jYyPYM2aq7S8jzGqTanCSc0zBklSMhNNC4DqnXsdI5SUJSEAC2QkMTHImh7vsucyaYEypZi2F90tAAhIYTyDmzo8xpRpP0qsSkIAEZiUwvOiEme+KAixML1tMqaaXv/47tf3Vz3zmHINMco6XO4g34nghvSoBCUhgVgLDk5wBPeyCeCPOytb7JSABCYwn0AoPO5fCjK9Er0pAAu0lEN/DLinqLIvkIG02ElBRD9IAtP0FqYjRYrRuOpFXLu0IzEH2rdZGM/KsBCQggWoI9E8nsqoXTYL1ZfUv752+cA1GIZxeSO+UgAQkMA0BDGpJpaRnQ6XExwRv68ixZWIu0JkGtfdIQAISGCDAWJ7QXgT4Sga1VkTWG1gKg97uQuCBatX2NwAkxJ+tmOQcQyppP3QWOANyG4vwUddYDjzmES9JQAISiEOgf5KzjTvq1rn7cJxaUxIJSKAbBNq+o65LYbrRDi2FBBaTAD0Yo3g0YYrPdEua+W58ee/0dTGwFCb+zP30RSt/p7a/8gxzptC6Sc7xhR/oO1JQ/Bb1HeNL51UJSKBjBAYmOZktbCqGcRawaD9pYyi8ZnBXZM42uNdMllKbiAQk0FIC9FR4bRBCGmWYItADM2arZ//0KojxQXEpTBVgTVMCEqiCwIDnMr479MD8W0VeNaTJByX5LaYPStKB2/tByUVM218ukmXTafsk55jyd2w4PaakXpKABFpKoMMTFcPDaSyAODO2tKYUWwIS6B6B4YkKxpyRAyzMVAX9juQuhZkJnTdLQAI1EMA6lhz9GLPjo5NmviMHWJiJSf9SGGx/6MAUkLCAMyXSmZu1/TVclcOjslZPco6nyXQuU6CMsbmNd4+S8u6Nf8SrEpCABKojMDzJiU7Q1QAFzDDRA/MvPDdu3EgPzCzowmo/1TUqU5aABKYnMDwqo1+a/vEW3dnhGaYW1YKiSkAC/QSGtxZgbN7JJXpphomZGDT/tBSmSzNM/XU6/ljb33g+FV7t9iTnGHCtC58/pixekoAEWkpgeJITJQCLWEuLM73YFDwtQ2PmCfWOYTYF78zs7vQcvFMCEmiQQP9qrLQtI/Mui7AaC7caBp90whykgrc6skSDTcisJSCBuQlg/0odEeYIEmHOmx64vct7p+cw7HRFwRdqKYy2v+lbS7Y7F2eScwyypP3gYMxAdKHUvjFMvCQBCdRAoH+SE5sX466uTnKOgbmwat8YJl6SgARqIMBQk4h+LARJzhfJAbkzy3unB9i/FKaNO0pNX1LvlIAE4hBwAjjVxcBSmDQWwCIRp6YqkkTbX0VgRyTbP8nJZbwtFmSScwSLvlNoP1gAGY1zLi3C7+pyj75CeygBCdRNYMDa1fYYxrnwaQnNRdJ0JCCB8QT6rV0GfkmsXAozvs14VQISyEVgYa1dYwBiCU1zUYuzFEbb35j2kO2Sk5wTUQ4gSsvQFnAeeCIob5CABGYl4CTnRGIgYg6GDdGS9oMj5IKsgJ5IxhskIIGSBFzlOhFgv3OAS2Em4vIGCUhgegJ0L8y79O+fvmirXCeyGnAO6PYKaG1/E9tDqRsGnNoYTbm7xRigdE8p+gADUW5L489FiP8yhomXJCCBuQkwyYlJizALpODuFhMxov0kxxxcUbjZ/SgnEvMGCUhgDAF3txgDZ+SlgVEDQ3SXwowE5UkJSGAiARxrUnznFGAhrTg0vvMYbv2jhq4GBdL2N6YBzH9peJITq9/WrVvnT3HBnuwPiciIfXEW4S9YPVtcCVRCYHiS86677lqEGMa5aDJiR19kFEqCaD8pIFcn933LRcx0JCCBfgLM4zLvQk/CSfpeemBnvvv5jD8eGLFjAbz33ntdCjMemlclIIGCQP84GvtD8j1ahGB2BYEyB8NLYTBEdMZmqu2vTNsY8Wya5GTIhImdVpI+2A6ZRkdHoHYAACAASURBVJCa4lTSfoDJSB6GqD7w7My7NwUAb5GABGYjYKcxG6+xdzOJlWaMOUjL0NB+FmEr5LFUvCgBCaxLYKDTSPFb7DTW5TX2gkthxuLxogQkMEiAToPgLcy7uH5uEM3sf6elMKyVZmTB051ZCqPtb/a2sM4T/ZOc7ti1DqR5Tg+48HR7Ef48gHxGAhLo9ZzkrK4V+HWrjq0pS6AbBAachdNyDWe+s1SuX7csGE1EAh0mgH2qf/90nYUz1vXAnnhtXwqj7a9s22CSM5nYk2eEk5xlga7/PIvwcULhX25JobtYQqJmuT4wr0ig+wT0jKitjvu92ll9lrQfl6HVxt+MJBCQwLBnBD2DARaqqCkcefr3o3QpTBWQTVMCrSPA8jhGxynAAiHysfoZJLSKShzwascE0dKlMNr+5m8eA5OcbTcDzw+i3ifRftIyNMb8GP7Su+dC4Horwdwk0DyBgUnONO+iKarqikH7STsypekuemAUTXdkqhq76UsgGoFuR0SKRruQZ2ApDD2w0WwLOB5IYHEIqIw1UtdpugtDRNoTr40LPbX9zdxyBmq9M8u/ZwbR6APUQhp/FovwnWputELMXAL1EWCSk2gmOOGTpZOc9XG/Mienmq/k4V8SWBQC/TshpkUYTL0YRb7m6rcWagZudhIIQiAtwmAUjDwuwmiqUtpbC9r+ZmgzTnLOAKuuW9F+nnvuOUahZIj3n96XdYE3HwnUTaB/kpO8GW3qcVZ3HQzlN+B9aYiZIUKekEBHCCSPM/wd0pyrwZcj1OvAUpjk/+5SmAhVowwSyEsg+R4V+6cz882YF8/fvLmY2kwEGJj0R35rxVIYbX9TVfGAgckYxlNRq/GmfrMsk89J+3FruRprwKwkUCGBNL2GiR/Vx0nOCkHPmzRGAbeWmxeez0kgOgFULCPNRa4kl8JErh1lk0BJAhiYUrQrDhjkYmBqaaS5khwiP96/J17wBUna/sY1pIGvqZOc42AFuJamRIrduNu4CD8ARUWQQCACA19TJzkD1c0oUbDP4ojNbBkXt27dmurLxYCjUHlOAi0g0L/DLPOpaebbNzpszQ3sR6mnQtiaUjAJTENg4I1OSyvc5XIadI3cQxBArLSFp0JyRYoWiFzb3+i2oRf9aC4tOTuwDQt9Ja9ftHevJSwVUwINEBj2oseKhC2pAVHMcnYCLAlMc9TMx6Ckuh/l7Ah9QgJNEsCTN4VURhlGjrSOifnUJmUy76kJuBRmalTeKIGIBAZ8WdhagC19XN4bsapGycQQJn1AOeA6FccQJs6eeNr+BisNhwUGLcltwRjGg3Ra9Tev3ICPtOaDVlWgwi4igWHDPZYjJznb2BQ0H7Sx1pR5wQn0G+6ZMY3ptrDgdTRl8ZP5ADU47UfpzoRTcvM2CTRIQMN9g/CzZ40DYLEzYZylMNr+PqnoFMOY5aJOcmZv+s0mmLSf/tioyQ2wWanMXQIS6CcwPEpxkrOfT6uPnVFrdfUp/IIQ6B+lpHBFeCu4vLcDte+MWgcq0SJ0ngCaEmNVwixQUveu7FJ19++JF2EpjLa/Xv8kZ4Qq6VJzD1WWtF0AXrhIxWy2+1GGqh2FWVgCTnIuSNVT0f3bBSR/IvejXJDat5hhCaTVSYw508w3LybaUZzVSWG5tU6w4aUwbhfQukpU4O4RSL5H+OdijqB0+OeyRo1/u1fSBS8RFT2wJx4uDo1U9ELb/vpjGMdxxVzwd6Pq4qP9FLtxk1e0RfhVF9/0JRCHwEAMY9Qdhp0u741TQVVIgoNnCoOimlsFXtOUwPQEBqKSOyE6PbpW30kP3L8Uhi+vccRaXaEK31ICAxOivIaY450QbWltTi92v/WpkeByi2j7G7a88uVzknP6VtuNO1newjQLzoAUR8tvN+rUUrSCgNafVlRT1UIOLG9xP8qqgZu+BAoCWn8KFAt7MLAUJs29uSfewrYHC14ngWHrD4Y/Z77rrILG8xpYdVqn5XexbH+ATmuOGHwaw7jxdh9BgIF577TaxVmXCFWjDN0jwCRn2n6HCRi0nDo/dd2D2Y0S0STwQMEXmyZBZLG0EJiJ0G6UzlJIIBSB/nUPvG70wFh83D89VB3VLExa8c13mQOyTjqwzhA114LZLQgB9Jy07iEFWLj99tvxtm5k1eeCAI9fTJoErkjFbhP1rPheFNtfv5NXimHMFy5+m1DCeggk7aeId4NCTHd8yy231JO7uUig8wSGd3vgLXOSs/P1PmUB004vaD/FQmB6YNTiKR/3NglIYDyB4d0e0IF18hoPbaGuOkpaqOq2sDUT6Pc9QvWl+2XeRUeTmmshcnb9oyQaRnLErmiUtBC2v1t/9Vdfeu01qpyXjRGFM1qRW3+zsqH9YAEkDBliLP3u7y7//u83K4+5S6ADBP7BP/gHx44doyBOcnagNistQn8IyLt/+7efOXGi0uxMXAKLQGD5gQdWnniCkjKjiQ7MvMsilNoyzkGgfynMr/zKr3zve9+bIxEfkYAE+gngV/vAAw9whjUNKbyJ+6f38/G4INAfAvJzn/vcX/7lX1Zh/uuc7e/DD3tsj82AAfd1/ru0ac5Tvd6H7OrA7q7Q3b69d801BHjr7du3duxPAhBIbeatt1KbOd/rHaKlsN1SgpPaDMvQaDM6A9pgJDCWAHFMTpw4wQcMV3YGEgP3sr6MLxkK0K5du1zpMABncf9kuuXw4bXv9Xvv9V5/nbVnz/Z6N1z6aq8x4Xt97bW9G27o7dqF/XjtjD8JSGA9AkQx5m2i70UfvhTR+FSvd/rS27SRR9Bkrrtu7b/0NqEP+1t4Anypn3vuufS9TpPf/UhwQuGHlyhfbSbwNFv0w/FYAgMEcPHDj+Tll1/m/HpvE2pwepuqsOwMyOOf8Qn0txmc9FkK0y8zfS+Dpoxtpiu2PwYMp06tmfww4lyJrB/f4DHaDwMJDTqDXBbj78JMPGubYed1h6CL0UYs5ZQE+FDhr47JD8MfJr8pn+JLxkAiKUBTPuJtnSKQJl34d+o2s2YELHpgzRadag0WphyBQge+FLhtqrR4g9CBNQJOBauDN2GYOHz4MN/uFH1syhIWX23NFlMS87ZFIJAM6OjAM71NTIEnHdgIDIvQSAbKmNoMPTC2v4FLY/7Ef3/fvn30w/O3mdUO/A4eXL3uutVeb/7/tm5dPXmyAyQswrQEnnmmbJvZuHH12LFps/M+CXSXwPPPP49TwJgP1cRLPE4i3SVkyYYI0HnShZb5avPRpxv3JwEJoL6ixJZ8m1Ck/S0MgRdffLFk+CMMfwcPHvzggw8WhpkFlcBoAmfOnCm5igVf2qWlpZ/+9KejM/Bs5wg022Z67ebJcPGGG0ppPP3a0i23rJ45024gSj+RQPkx50CbeeWViXl6gwQ6SeDkyZMZ94gkKQYknQRloT4lQBVv357tq+283adkPVo8AqisKK79OkmZY9Rp52C63ojefPNNHEYmTshNeQOOJ884B9P1NmP51iNw4cKFjOFTeZuwp6+Xl+e7QeCdd95h84kpO9iJt803B9PaNb+EZrvzzhTKZCKa2W64997ek0/O9oh3t4IAy8p27qykzfAa02ZcgNaKZqCQOQiwsPfOO+/EUz1HYlekwbCEsYSLia6A0o0/CLPAV5sVvtl/rAJ+/vm15cD+JLA4BO67r/fUU/mLS4Bj3qZyrtz5pTLFHAQeeeSRRx99NEdKV6RBLComAku6/1+Ron9IIDwBXiVeqOxi8jaxDibjtHp2CU1wbgKPP/44bWYgnN/cqRUPYjWeyRWjnbY/ohfv3r22LUNFP/ZzYFdKBxIV4W0kWeJe02YwGVf0Q12mzRBB0p8Euk6AyBS7d++eKT7FTEhQetgX2IHETNCi30zfSw88tPdLNrExVZw8ubaPgT8JdJ4AE5m8TeyQU9EPTQZ9xt3wKsLbRLJM191zzz0EI6soc6br+GoTiKqi9E1WAnEIYLvhbWJDj4pE4m1iCjyjf25Fcprs9ARoMw8++OBTVUzXXRKCZeO0mSm9UK+aXu4od/Ky3XprhYY/yolGdfPNaY/gKKVWjjIEUHdoM9UZ/pANezRtprqRbZni+6wE8hEgOvjNN99cneEPSQl/u23bNjLKJ7UpNUqghu6R7p0euLKRbaP4zFwCfQQICk5Tr7R7ZGYdlamykW1fYTysgwCbD9x6663VGf4oA7bFnTt3VjeyrQOTeUhgCgIXL17kbarO8IcIvE3Mr+MjNoU43tICAjV0j9gWWYy1vLw8DY7PTHnfNGnVcQ/O6ixz+OijyvP6yU963/722n6CenJVzrriDJ59dm2h2fS7P88tDlPxzz3X+9rXXCwzN0IfDE4Adee3fuu3svurD5eaLNh/8KabbtqyZcvwVc+0iQALwwm2MP1OvnOXjU7+8OG17nfr1rnT8EEJhCbA/OLXv9778Y8rFxI1+4/+aC2SCSqNvzYTYKLuV3/1V2fae3S+4n700Uff/e53eVbvv/kA+lR8ArxHX//618+ePVuDqC+88MK77777jW98o4a8zKI6AhiL6YHxaaguiyLll19++e23357oMdqqNb9M6bPMoc4fhr8zZzT/1Yk8c17MjTN9XeePpeK0GWPl1MncvGohcPr0aWY7azD8FaXBib38doRFah40QAAfpW3b6ph66S/biy8y+uw/4bEEukAAdzzepurC3YxkxOLffFtDjMzBk9URwN8EJ/oaDH/9RWDpWcZg9v0peyyBBgmg/fI2VbrqZbh07P7xwAMPDJ/3TCsI0GYYNzF6qlNa9owe79jXHttfI0MI6oqIJwwk3MahzmabKy9WgaEo1+BvMiAwMacw/9lmBrD4Z5sJMHOF0sO/NReCELZnzpzh35rzNbsMBOh76YErDbYwUkonYEZi8WSrCeDWykRmvUOINWBoMugzRtJsYeNh2Mk63PqjZzhp18LGosiTCbAOt9KF8+tJwBS4vrTrwQl+nriQz7L6sPYf0VfHeP+1JN4fQwgWDdWwbHO4etC07rln+LRnohNIbaZ+wx9csFOzytifBLpCgCEESk/9hj/4kSlZI0BXWC5MOaiySrdXGgOywc5/jFRekkAZAiii9Rv+EJgXuZ41+2Xg+OwoAoSWr9/wd6nJrCkMNTsbjgLgOQlkI8D2rI0Y/iiAb1O2Wqw3ISI2NmL4o5TE/huzyrgltj+Unvp9B4omQsDjynZmKTLxIDMB4kJig2vqx/p0o7Q2Bd98cxNA6anZZb2/BGSNAP1nPG4BgZWVarcjGI+Azp9PgD8JdIMAKmiDO2+gfjsF3raGxLYbDe68waQdg8+2MVNeCYwmcOrUqUfZb6ChX9r6o6HMzXZOApjemH2Z8+HSjyWPjfXcJtqw5jdFCi8NolQCrDi7cMFVnKUY1vkwMTVZa9bsj3Vnb75psMhmK8HcyxPgA8bGvut9QsqnP00KrCF68803bzCM5jSwItzD2vAbb2zGVb+/+KxVdN+PfiAet5EAnne8TbXHWxhEdfLk2vZ3/tpAgO/1jTfe2Iirfj+e8evO+u/0WAKRCRDxZowXVT2SP/nkk/fee289eZlLeQKMmxr0mUjyrxcssg1+fxE8PtC6mjP5l2+CC5dCc7b2T1Gz7uyxxz790yMJtJPAyspKs4Y/sCFAgxNo7ay3RqXmqx1hmTa+h/4k0HYCKJ+NG/5gGEEVb3tV1iU/Hn+NG/4uNZlHGlce6kJuPp0lwLLNxg1/wI2gine2jnMXjOXhjRv+KNNjjz028kMQ3u+PEIlB1hoQ8BjXP0PO535D8qdX/37Q65XBINnrkfF8SwgQLYg9qoIIy6YfW3XjClIZY8SI4HZdiKezUoHCgzYSCOJCm9A980zv7rvbSHGhZGaw95WvfIV1ghFKvZ7jSQTZlEECEwkEcaFNck7cv3VicbyhBgK0mfr3g16vXGwSTSc8cDW23x+OA3FmGhFGN66B5hPzz1BtJo4wMStLqWITCOVtx7RnbFpKd4lAqE4vlDA2EAnMSoBOL4ILbRKbtymOMLOSXJj78fUIYvgDOcLo+rcwTa+DBWW7hpGeU40UdT03rkaEMdP1COB2fb7B/QauFGukD3hs2x+bmkVY6VBwxAlRvaegEfOANhPmlVsjRLRK20zMpqJUkwiwT1+ElQ6FmHjRx1HCCqk8uIIAn2w6vTg/nBBDfRHikFGS+ARQHhrc4mOYD293I3sND0vimfUJHIrUZvhkN7U76vqEvCKBaQk899xz095a/X2Y0dl1pPp8zKEUgRMnTpR6PuvDtJnhvYZj2/4OH85KoHRiuNCr95SmWG0C0bpFdHfWIPuTQAsJhBpCJH6OIqK3o2g9MLzsgaM3GuVbhwAKZ4yVm5/KF00t/1Qyj9YIEGQq2gzZCy+8YN1IoI0EmP+O48CVAB62B47dkuh+iZUUSsbhHji27S/gKCKSNTdU24oiTMBuUb0nSuNQjtkIDH8wZnu+grvVeyqAmjXJgD2wX+2sNWxi9REI+DYFVMvrq48W5BTK5STxcsauBe1GEUcRCDj/jV3JRfSj6irKuYCOmbSZgSgQgW1/LNV5660olVnIoQdBgSLgAQ0m4PIu20zApqJIkwjwqYg2eYXIODUMfMMmlcPrNRLAzTnYhOda4XGeCqhL1FgtZtVWAgENbbxKKOf+ohIIaK2IqUtErUDlCkQg4Py3y34DtY9RogScfUHMgQmYwLa/PErPntVPf2d7m0dV1Ezn1HtmwlXzzRmtbEc+bTerR/aUKodLxUvh8+FmCOScvNq8fHZ19eOS79ElDOo9zbSGKXPlq50xvOme1AsfmTLzcbdl/DSMy8ZrEshHIM/8d24dmPLlUc7zgTKlywSIz8sqxct/zfn/m5bPfsz3uu+/w+VUYOSIOR6eE5CPLQaBnDbrfDow7ANaJBejRUxVyhxDpz2Hs3a/yD3QAwe2/b399lSYx920uXf2SG/vhku/LRvObV7lz/K/UNuPlC9Ol1J4990cpaHZrK5uWkntZu3fvUfLJltaGysrgM9LYEYC5YcQKcO1gcTZpU0z5j7m9lyCjcnCS3MSyPlx3LM26XLu3JySDDyW59MwkKh/SqBKAhnepmp04AzKeZXcFjjtbJH+zq1s2bDhqsv/7SutAmcTbIEr16LXTCBXo1UHrrniGsyONlN6RfbmpUuWq9T9blk5t+fI2aXSjmsDjTmw7S+D3nOux+frk4/Wud4KR3tWS89fxdp6uME2HjDrDG2m11s+vNpb2bBlOWf5sgiWUyDTksAEAu9mMZdc+mod3buh/OChEDePYEVyHmQkkLGjO3KkR7v5TibhMgqWSSKTkcAEAhkarTrwBMYduzwwwItTurCCxUGkJNEI5Gm0FejAeQSLhrsT8uSomrWJl2LE9MYypqvNm0p7TwwI1m3b35VN6Y03er1zG/in5E8frpIAq3s8Q9Vs7t2xufed0rOcA2XMYkYZSNM/JVAlgYFPxZxZHd3L5FXxGZszkSsfyyPYlWn6Vx4CuRyCNi+v7jm3YW26LtMvw6chkyQmI4EpCWRvtLl04AxGySkReNtsBMI6xYcVbDa+3r1IBPI0WnXgRWoz+YcnmzdvzgFwoDEvku1vzx293hu98kuI3n8/R0WYRgUEiKxX9rdplfds01J/tL+ySfK8unIGiCZRK4H837BM4ocVLFP52pxMhh6Y4m/uHV7qrezL8LEuWOYRrEjOAwlUTyC7qplLB1afqb7y58vh/VxthmVnlwNOnV3OMPZ0h675KtSnGiQQttGqAzfYKsZnnbtqNi8dXtp0biXLPHh/ew5s+8s857lnlQXTKyvjq22qq44ipsLUxE25qmbTG5eD/REmklDZpcNEZm7MTbA1zwUjMDBNFKf0YQWLg6gxSbL0wHuWVjcf3bBcfpquD0MWwfrS81AClRPI3Gjz6cDqM5XX/ZwZ9I/u5kwCF4nlLUWkv6v2Ht20dLa8+S+LYHOXyAclMAeByI1WNXiOCq3hkUz1Uuz1cZZp8C1blssvWKXs/e05sO3vuuvy1dOlgMfnVjIPJ/LJZ0qxCHy65jeFidxUdofonI05Fiql6SqB66I22rCCdbUl1FuuS1t87N1bb6bmJoFuE8iqA0f9NHS7Cpsp3dG9hOzYdMee0vGmmhHfXCXQSQKqwTGrNVO9HN13eZ+lq1Y24YJdfvZlAFdg29+11w7IOv+fR86u+RHk2r3h+uvnl8QnKyVwww35k18LkbN5taTik7Ex5y+hKUpgBIFrozbasIKNgLhop8r3wHsu7cZ15HLQhbXtzfC8Xl0tue6svGCLVpWWt3ECGVXNvDpw1E9D4zXWuADXZ2wzlwtz7o1zxJovue73Bnvgyzz9/7YQCNtor7n0awvGhZIz//Ak3+xLf3sObPvLNbW4fHYtaviWfH4EuQRbqBeinsJmqJo3NrDUrH9PnbXjoxuOlivAF79Y7nmflkDdBDLNX+UXO6xg+YvauhTL98Ds7dv/W6E7Prp2ouQS4PKCta4uFLjtBHI1WnXgtreEqeWv4uO4Zvdbs/+V+lUhWCmBfFgCkwiEbbRhBZtEtPvXq6ia0r3vGvYBwQLb/rJME6H0LPU2bNmSM2p4LoWs+29B7SXMMB19aZHvniOrl7xP1lxOjuzpHS1p+ev1sjTm2nGa4SITqMKDIAvPsIJlKV27E/n854PK71c7aMUo1voEMugzvV4VOrD6zPqV1uyVHF4nbPNxds3fOv32HDmMCrxSNuDUwMjzcur+vwTiEsjxNlVSun4HrkoyMNF5CWSoms18s7E7XP5tXj6ytPmN7xwtGfJvoAcObPvLoKxfim3Mgk1WSxe/s8uXic77/1kUsnkz97lxBLK41+F4grPJJ4vOjhBnc8Pe0ra/DI15XLm9JoHsBAY+FXOmv+fIx5e2C2T80PvkuO+rNleieQSbK2sfmkAgbEcX1ig5AaiXF5hAhrepGh04g2ALXK1VFj3Hx/Hc0e/02OU3fbg/PrIJFZiQfyV/Yc0oJcvl4x0mkONtKvTeVXXgDjeVomgZ2sy55b0rmw5f3mb947NL5/YSsq6k43VvoAe+upA43MEv/3JpkdbWCpVO5MoErrmmt337laf8KwyBW27Js5Xz8pYNy1kLtXVr1uRMTAKVE9iapdEe3XtV7j44j2CV81vIDOiB8/5ydcXZBctbTFOTwDABVE0Uzg8/HL4y9ZkKdGDyzqCcT10Cb5yFwPbt2wkF9mGpNnNpn9/lWXKd4t7f+I3fmOIub5FAIAL4cPEru3NrBTrwL9sDB2omV4hC97tx48bz589fcXbGP9Z2Wl+e8ZlJtw/0wIH9/m6/fU3vifZjCBFQqmiUmpIHXTmgVyZtxnnyppqE+c5LgFEEes+8T1f1HCIhWFWpm25JAjSYjRtLppH/cbpfbX/5sZpixQRQNQO2W6RCOfcXkgAjz9tD1s6OHTtCAlMoCYwjELPd7t+/f5zQXmuUwL59+xrNf3TmAy35qtF3RTgbU+8JWakRqiuEDDG10ttuCwFHISQwI4GBr8WMT1dyu0pPJVgzJhrwE+mwM2P9mlSdBAK+TZgjUbT8RSVwWzyF85ZbbsmwFC4qcOXqMIGAdhzcygLOyne4DcxatIDjpmGficC2P3gH1HscRcz6HtR8fzy9p+cUTc1twOwyEQio9+zatStT4UymGgIBP5EBFYlq2Jtq1wj4NnWtRisvD35/eP9Vns0sGQQ0R84ivvcuLgFWmQwESmucRUC1vHEmoQQIuGRq2BwZ2/aH3hPqG8aEp4s3Q71kw8JEWypO0LR4CyeHsXlGAsME+IaFmq4fnrwaltkzDRNgRXaoHs8Fvw03CLMvQSBa60UhD2iOLAG4e49iqhge6TVbTL31m+Vv7nMTCLiIPuai/rkJd/LBaHU0bC+ObftD77n33kAt4/77AwmjKCMJoJuGajNLSyPF9KQE4hNA73nooYfiyHm/PXCcyhgjSahqogGHmkEcw81LEhgmEOptQrly/nu4joKdWYqkdjIMZtIuGCHFkcC0BEKpnbxNbnY3bc01dx/jpjjO1zQYoi4MwNiwuro6cCrWnxcv9m68sdxOZ5kKhEPZsWOZ0jKZKgmwxxlthpbT+A+nvzNnGpdCASQwNwF2DLzxxhsvBnibiHJy5syZOB/UuZEuxIPbtvVef735kmKnuHBB21/zFaEEZQjs3t07frxMAnmexYbO26TtLw/NalPZvXv38QBthu/1hQsXQq0eqJa7qXeRwIMPPvj4449HKBk6sLa/CBUxUYbgbSa23x900TOCTGEFEWNii/MGNNQgzkpPPmltSKDVBNDdDx48GKEIBw4c0PAXoSKmkiHI51Knv6lqy5tiEwjyNiGGhr/YLaWQLojr37333qvhr6gUD1pKIIgbF2+Thr+2NCF64Ahd33qOouH9/qjnCG5cd9/de+aZtrQ55VxrMzienD/fJAodRZukb945CWzbtu31Rt240HiY8MxZJNOqmsCtt/ZeeqnqTMalj9v1K6/o9DcOkdfaQuCee3rPPtuksLrQNkl/nrzvu+++p556ap4nMz3D0JevdoQBcKYCmcziElheXl5ZWWmw/LrQNgh/vqzxFcX7b75nszxFm6EHZsnUcGrh/f4QGTeuZv2niFVx4MAwO8/EJZDaDP829bv22l4Mb6mmAJhvlwg8+eSTDfrckTUCdInnQpSFKqMbbOpH508P3OAnoKmCm28nCaCCNhs0jdfZt6lVTQvHk2YD7bFiQMNfq5qMwq5L4OGHH27W546FL75N61ZPyAv4abJfYoOi8QkYafhDpDbY/hATF6qmrG+oO88/70qHBpvvnFkT27LBNkNoyGY19Tmp+ZgERhDgA/ZMc47PZN3sF3QEEU9NJMBkY3NtZq3z5xPgTwLdIIDbHYpoU9Y33iaUcH+tIoCl4NixY01N2j3wwANu79uq9qKw4wjwHvE2sYn2uJsqu4YViReqsuRNM1XuYAAAIABJREFUuBICqc00NQHDal8M1usV7DM4sq53Ldb5r32t9/3vN7CK8w//sLdjRywUSjMlASzu777be+21KW/Pdtvv/V5v//5sqZmQBAIQ2LJly/vvv3/69OmaZUHj+Wf/7J/VnKnZ5SGA+Q9rxZ/8SZ7Upk+F3Uj/5b+c/nbvlEALCHzpS72bbur90R/VLSpWv9///bozNb8cBDD/8eE+fPhwjsRmSGPHjh1/yNDJnwQ6RADDH5PQvE0fffRRncUi0+eff/7qq6+uM1PzykLgc5/7HNX37W9/u+Y2g4/qyZMnx7SZ9tj+qAdUkO9+t9b9WzGaamvP8gY0lchv/mbvz/6s99Zb9eXvsLM+1uZUKwEU+ldfffWHP/xhbbk6hKgNdVUZMWn3gx/0zp6tKv3hdHH3Y9ipojxMxjNtJ7BlS+9//I/en/5pfeUgaObJk75N9QHPnRNrvnA/+ZMaJ2DIkWEnmeYuiulJoGEC+HD94i/+4ncxRNT1I8d//+//fVP+hnWVssv5fOlLX7rpppv+qMZJO6Z8aDM01DFYW2X7Q5vHnerVV2sy5bCpmb4DY9pOKy7RZjAZM/isZ98PLMX/6l+1AoxCSmAOAnfcccePfvSjs7WYclgx5GznHHUU7pFvfKP3V39Vk/81vT1LIz/3uXAQFEgCWQgwncnv5ZezJDYhEczoGP58myZgin75a1/7GraDF154oQZBcXLB8Dd+2FmDGGYhgYoIfPWrX8W2gjG9Bk+u5L2F8aiisphsPQRwvmZGBJNxDW0mTb1gbRxftKvGXw53lcX26CK4VlX6SzH+lpcrzcTEayJAmyH6XtX+m7QZgmG7v0dNlWo2zRBgMh97HBFkq86eMOFkpO9A1ZzrSL+2vpFmSVffUESeOkiahwQggGpaQ+w/1GyUbd+mTjQ5QmfUEK2M6boXX3wRy0gnmFkICYwmQPQ9DNxV++IRr423qalocaNL7tl5CdTTN95yyy2vvPIK5r+JYm5YXV2deFPEG9i6nr2TP/wwv2xs0cD4gZUO/jpG4NCh3j33VNJm0HVoM41u6NOxurI4wQkcP378nnvuee+997LLiUbFKIVvWPaUTbBhAi+91Nu9u1dBm1mzULCvCE5//iSwIARef33tbaoingnGemYxq55iX5BqilTM8+fP7969m3+rEIrpOrcjqAKsacYk8NZbb/E2vU4/XMGP+fVl3Y8qANtskhcvXqTNVBQ2ne6XTnjKArZqzW9/mb761R4riVjLmVf1wTuMCVV3aO1H3ZljYuXQZt5+u5c3YBkqMm1mCkN7Z0BaEAkws8RE1ttvv513IEGaf/zHf4yHvIQ7SIAPK1E72H8p75pxTH5OvXSwuViksQSYceRt+l//q5d3/yUmXY4eXdOU/HWOAEtxv/nNb27YsOG1117LuPqMdb5Hjx4lHkjngFkgCaxLgFlq9FXWphAFO+PbxDpflrzcfffd62bshdYSYOsPemD+/d73vvdhPt81hmPsrfRP/sk/mQEMfn/t/p08ubpxI76LZf+7/fbVN99sNwqln5LAiy+ubt1atsHQ5HbsWD1zZso8vU0CnSSAhzmq/wyfnHVuTc7qnURkoQYJ0G3eckuGHnj79lU6c38SWGQCKK6or+V1YBRp1Gl/C0DgwoULmC3W+RTPcJoFiTjpLwAwiyiBdQm88847rAKe4bVZ51YWyz/zzDPrZuOFDhGgzWTxkqbNPPnkk3OAae2a34GX59lne08/Pc/8J6sbduzo3X9/zyVmA0g7/ydLgGkzLEOb44enybe+tdZy/ElAAr0eS4CffvrpU6dOzQGDzXy/9a1vEdxkjmd9pMUEaC30wMePz1MEvtf0wDmGr/Pk7jMSiEYATeaJJ3q8U3N4EzB5w9ukp0m0Oq1YHpaePfHEE3y75/BAwTuJr3YWk0fFpTR5CdRBgBUwjz32GG/THJFw8Nu66667MAYZ4bqOqgqTR4Ntpiu2v1SXFy+uDSTYzerK4cSf9nr/R6/3xf76ZrkEhptdu9b+xfznb2EJ0GZQl0+cGFCa/79e7/O93v/Zj4WQUpgnbrtt7V/bTD8ZjyVwiQBKD6oP+wlOHE6wXAKT365du/i36pDJVk5oAoT/K3rgvlCAf9Hrvd/r/Wq/6PS6RQ/sFgT9ZDyWQCKA4a94m9BtLv/e7vX+stf72uU/P/n/4m1yc4YBMgv2Z/HVJhzV+KIXX223IBgPyqsLS4Ap8BMnTvAvAQHHQ2CxCzow096+TeNBdf7qSy+9RJuhH57YZlhltW/fPvph7MVlsHTL9tdPggCcDCQ+/PDZp576v//tv/3ff+EXXv3d3934W7+1dgvI1HX6WXmcCBAC+ZLqc+pf/+v/6//9f/+3z3zmlX/8j7cSTpsfkaqMAmk7kcDUBJjRSgMJvmrFQ2kHDxQdfsVJDyTwCQF05Uvq8uvHjv36H/zBx6urf3znnTv+0T9au8onu5yuI2QJLBYBlJlLuzqc/+M//rU/+IOf/fzn/89v//bdrE3Dho7p3O3sFqs1TFVaPtkpgC87GBTuS4w2cUdiig5fv6lS8SYJSKCHBeK9tBNIoQxDhZeIV4kXKkuoHDF3jEBtbaa7tr9LLeKRRx559NFH//bf/tt//dd//dnPfpYImphLO9ZWLE5eAs8++ywbmH7hC1/47//9v1911VW0GVcj5iVsahKQgATWI8CEOVuhffzxx3/jb/wNOmGimbiybD1WnpfAeAK8TXfeeecHH3zwt/7W3/qv//W/PvzwwwcOHBj/iFclIAEJSEACEugqgau6WjACWKDxYPjD0+Qv/uIvku/Jzp07n3rqqa4W2XKVJ8Cu6hj+cKb98z//czZvIo4mo9DHH3+8fMqmIAEJSEAC4wkw9cJnmlnxl19++ezZs0yS33fffQ8++OD4p7wqAQkME0Dd5W3iPAowajDKMCoxivEc8d2GE/eMBCQgAQlIQAKtI9BNvz8c19F48LZln2y8BlL4TNZRcxLnWwJqHjx4sHVVpcBVE8Dqx8gTT+yTJ0+mGGQjG1LVYpi+BCQggQUkwNTLysoK68HpgVM0E1ZAYKrAdwmHfVywU7e8gGQssgRmJYDFnGlL3iPephRjAZMflnSUHEzqnGRqc9Y0vV8CEpCABCQggVYT6KDfHya/m2++mX9Z2sCG2cnwRyWh/bzyyisMIdCHcOYqglm0uv4UPgsBdGKaBDoxzePFF18sRpgox7QZ1vwmbxTbTBbaJiIBCUhggABWCQx/WCXocoswxnTFGClY84v579Zbb50YCHkgTf+UwAISQFFJ6xXQZ3ibkuEPDijDqMQoxoWSvIBwLLIEJCABCUhgkQl0ze8vBTfBlIOKs3///pFVyxiDpRCMMY4dO1ZoRSPv9OQiEEBRxiH09OnTeInSbEYWeXgKfeRtnpSABCQggZkI8L3GuY89zliTyEe5mHrpT4QZOzphJmMwBfLt7r/ksQQkUBDAPo7hD+seFnNWvRTn+w8OHTrEKgdMgYbA7sfisQQkIAEJSKDzBDrl95eCm6DQ4Lq1nuGPGkUfYs2vM5+db9zTFBBFGS9RDH9LS0vrGf5IhwZDs+Hmbdu2cfM0KXuPBCQgAQmMJ8DUCw59GP74ZGPXG2n4IwUidXAVKyHdNZaL8Wl6VQKLSaBQa5PGsh4E3jWUZFRlZj0Ngb0eJc9LQAISkIAEukegO7Y/vPn4pRVDEzfPZiCBfwGjDgYSjDq6V6+WaBoCSVEmBCRWP0JNjX+EWXQGn9zDSJUlwONv9qoEJCABCYwnUEy98EXGBQljxJj7U0AGXP/SLl5j7vSSBBaQAKosCi1qLcotL9R4AijJLAdGYU6a8/ibvSoBCUhAAhKQQDcIdMH2l9ZsMnuZxgZTLuMliBuqDwMJ1kew91k3qtNSTE8gBZCi8WDRY7XvNA+yJC21GdbLPPLII9M84j0SkIAEJDBMoJh6wUeJ3/ANw2fS3B7/0v3SCeMGOHyPZySwgARQYlFliwjF0xBAVcb7D7U5rZhBF5rmKe+RgAQkIAEJSKC9BFof72+a4CZjqseNXMfA6fClIt4Nhr+JXqIDHJKtmZW/LJzBYXC8r8rAs/4pAQlIQAIvvfQSporxkXnXo8RTGP7ow8fEB1zvWc9LoGMEeB3w3Suzey+PY/7DpG4I7I61DYsjAQlIQAISGCDQbr+/KYObDJS5/89imtSNXPuxdPuYsPGsGktVP6vhDzJEpEoBJRl8sv7X2fJutxZLJwEJ5CVAz0mgMdLE1jAmMu96mTLdwgLhhx9+GAMiAVgJ2rDenZ6XQLcJpJlI1NdiIcsc5TUE9hzQfEQCEpCABCTQRgIttv0xfiC4CXOeuG5NDG4ypm4YSKTwKAwkSNCBxBhWHbjEZpH80tqxjRs3zleiNPg8cOAA3n8MPrFBz5eOT0lAAhJYKAJp6iXNoLDecO6y0/3ido3nPl9tvt1zp+ODEmgpAZTV1PhTAOsySxBIAUUadZoEUa1bCkSxJSABCUhAAhIYT6Cttj+CmyTXrRSvZHwhp7lKvKG0kasDiWlwtfEe9FraDCPPImZ8yVLgeIL7CYNPvP+IHlgyNR+XgAQk0G0CaeqFSZe0z0DJwhKnFYMFieBF6P5LJWH6eLsIpLlqgt4kr73ywhd6kXvplIdpChKQgAQkIIGYBNoX7698cJMxNYE6lYIQoU5Nuf/DmNS8FIcAS2OoWeo3e5A+XP8YeZI+bYa9gOMUWUkkIAEJBCHAhzsF6SPMAgY7/P5yCYb5gx4YHyh8l6bcMyRX1qYjgUYIYOkmSF9as0LUy4wyGAI7I0yTkoAEJCABCUQj0DK/vyK4CRactONqXqBu5JqXZ5DUkmsehj8Gh3jqlVkaM1wihrJnzpxhETG6OF4twzd4RgISkMAiE0hTL6wlJCoZrvoZDX9QZbtSlAG+3fh0p6m7RUZt2TtPIG1ynQIW5zX8gS4li4JtCOzONyQLKAEJSEACC0igTX5/TOyj2fMvay2J9VNdbSULI/5cDFSym4qqE9uURxKgweAVgm8ILiHY/kbeU/4kbYaVMqz8pc0QhSrv4La8eKYgAQlIoBEC/Z5E9I0VyVDpgoCKZDZZCcxEIMUtOX78eHbn2WExsDASWofl+YTDnjsy8nCynpGABCQgAQlIoEECrfH7K4KbMHio1PBHZaQw5Mx8omMR/o+hS4M1ZNZlCGDATTVIs6nO8JfaDAvZWPNLmyH8H6bGMmL7rAQkIIEOEGDqhR6Y3ZCWlpaqM/wBCm9u0meCh7xSjh2gZxEkUBBAEaVho2CgmmZ3ni1yKQ7SXjpoMmSK+l2c90ACEpCABCQggfYSaIftL60+gDLmlXrC8DGQwOMP7ceBRHsbdzLDIT8T1/U0mxR12zbT3jaj5BKQQC4CaeoF8wFWueXl5VzJjkmHCR56+8JKMuZOL0mgRQQKpQKltLbFKO6l06IWoqgSkIAEJCCBaQi0wPaXgpsUMX2mKVWue/o3csWQlCtZ06mBwFNPPcUK8eTCyQZ2NeSYskiDT9bmpCn62vI1IwlIQAJxCKSpF3rC2mbsUtmJukD4P3p++n8iAMYBoiQSmI9AepWwaGP1QymdL5H5nkohsFG/2agHVXy+RHxKAhKQgAQkIIEgBELb/lJwE2KOJP2jkZgjaXkFteVAIkiTnUYMfEzYeYMGwyCQXTimeSTjPSmePTGzbTMZqZqUBCTQFgK46tP74T5PD1zn1EviQ5+fen42X+JD0BZoyimBYQJpBxvOs84XdXT4hqrPJD0KJRxVnKDGqOVV52j6EpCABCQgAQlURCDuXh9McrJFAysdWHfAUsq8e7POSpNVSwhD6CICuiHMrI97f50EmKBm5Mnwr4aYOGPKFaoBj5HTSxKQgAQyEmDqZWVlBV8hemD+zZjyTEmluUN8pjBbsBDY/ZdmoufNEQhguWYFA9Y3nGcbfJVAwduEMEmzQhimNiPwUQYJSEACEpCABGYiENTvrz+4CaGCmjX8ARStK/kvoIdhBGRT15koe3M9BFBPqR3UUzxNqK9mB3sox8iADyDy2GbqaQDmIgEJNEuAqRcMf8nzrllrBWoDJj+CMBQbhTVLxtwlMD0BlEzUBhTOpMw0+yohNm8TqrghsKevQe+UgAQkIAEJBCQQ0e/v1KlTaWUBqkYjaxzG1FOcadgxQi7mJXRlNthNjqK0nDgQWHfGsp0IU/dxmCiJBCTQMQJMvbDOl8831goCkzU79dLPFgMKH27kwV9p+/bt/Zc8lkBAApEXmhw6dAj7PqZA3vH6l/MHrCxFkoAEJCABCbSIQDi/P6wkzHaiWOAzFc3wR72mjVxZ/Ltt2zY2MWxRTXdbVHRlagTD39LSUijDH9gPHjyISElCPFC6XRGWTgISWEACTL2wuxGGP2J0RFtgS6QOVh9TKUwOYblYwNqxyC0igGKJMoOSieYQMMIMajnKOSo6irp76bSoXSmqBCQgAQlIAAKxbH9MzuMkVQTqjllDaSNXZHMgEaSCMPmhK2Ncw8RGqKkgUvWLwXgYlxPOoC6zBLj/kscSkIAEWk2gmHphE1I6YewC0YqTtgsjDgNLCtyuNFrtKE9BANs0iiV/puXqxflQB4WK7l46oepFYSQgAQlIQAITCUSx/fUHN2k2QPhEZNxQbOTKQCKmsWmaUnTjHjxN0JVZboaujIktbKGKwSfrZRx8hq0mBZOABGYikILzYv7DR4lwYDM9W+fNRF04c+YMa37drrRO7OY1PQGUSVRKLNTowCiZ0z9Y/53EH0RI1vwaArt++OYoAQlIQAISmJtAiHh/DBuIE8QQol276BYbubIIIqazw9zNoi0P4kOHryhuJm0J5JRs3Czqsc20pY0ppwQksB6ByMF5R8rMLBGzL3hXYQTkqxEnKOFIaT25IASKZolLHc2yRbvophDYiM3ka+MbkixIa7GYEpCABCQggbkJNO/3hx2EOEEY/vAa4Dd3Sep/sNjINS3TwKxTvwyLnCPuG4ziUi20JYI7Q01my/FPTG0G8/Ei16Bll4AE2kuAqRcm7ZAfa0XA4LwjwTJRxB4F+CemqGooHiNv86QEaiOA6pgCyODrRyi9Fhn+QJT09uT8yztVGzQzkoAEJCABCUhgDgIN2/6SBYQ5TwYPOP3NUYBmH2EgkcKypIEE4ZmblWdxcme2mZWzKe4Mi7laVHDaDF6iafCZrN4tEl5RJSABCUCgmHphMoOABu1iQlxCLIBMvWBzwXWxXcIrbZcIFBvHpUDSqAetKx2qOwo8anyyYLZOfgWWgAQkIAEJLA6BJm1/KewOk5wpbkh7oaeNXBlIpI0O21uQVkiOiomzCVFmGHDScto1SV4QdvBZoPBAAhJoF4Fi6oUemAmYdgmfpMVREeE5Zv8lviZtLIIyt50AdmeURlRHpgNRI9tbHAL/JWWMeIUo9u0tiJJLQAISkIAEuk2gGdtfCm5S+G21dPDQ3zL6N3J1INFPJu9xipd3/PhxRm5MNbc6WpODz7xtw9QkIIGqCfDtZnhfTL20OsIXkSLY/QP1A1MmO5ZWjc70JdBPgJcIuzNn0GQib1PWL/OY47QIg39R7AnGQkcx5mYvSUACEpCABCTQCIEGbH/JfEOoIGwfrQtuMqaS0kaujIUcSIyhVOYSe8KwqOSll15idQwrttq4Omag+A4+B4D4pwQkEJZA+nYTqYPAZG2fekmQi+1KH3/8cQwxFDAsfAXrEgFszSiKND904NYtmV+vIlLwZRR71HvfpvUoeV4CEpCABCTQIIG6bX8puAnmm7TmsQPmm/7KI/AcfgQYdBhIsC7VgUQ/nJLHBJPG8Me/LI1p9eqYAQ4OPgeA+KcEJBCQQDH1Qngvotx25tuN8zh2TArFAkw+MRQzIHxF6gwB1EKUQ1TENPPXrmjFE2uBboF5WdR7lPxt27YZAnsiMW+QgAQkIAEJ1EmgVtsf2kAR3IS9DuosZ215FRu5si7VgUQu7LQcYKawODj95Uo2SDoOPoNUhGJIQAIjCRRTL3y42dlz5D2tPkmhmFJK25Xyb6vLovBhCSQDOsohi3wJkNfqoCVjINNLEMEwhcBGeRtzp5ckIAEJSEACEqiTQH22v7QKgLJ1I7jJmEpi5jNt5OpAYgyl6S+xxCyFxcHZpANhcdYruIPP9ch4XgISaJBA/9QLHj0NSlJp1swqoZwQp4wZSj46leZl4gtIoFAIk2msM56zI6uyPwQ2yv/IezwpAQlIQAISkEDNBGqy/aXovyxvZElsZ4KbjK+qtKiZ9R0MJJjmHX+zV9cjQDxsQssnb0r2klvvtm6c7x982ma6UaeWQgKtJkBHtAhTL6mO3K601W01svC8R6iCKIRpSWxkUXPJhqqPwo/az9YfDAFyJWs6EpCABCQgAQnMTaBy2x+z6AQ3efTRR4utMOaWtXUPpo1cmd1NBFonf+MCoy8SD5uAOMTD7sBm0NPwLAaftplpcHmPBCRQHQGmXuiI+ISxPrHzUy8Jo9uVVtecFjZlFODiPUItXBwOxWYmiYCb/y5O1VtSCUhAAhKISWDD6upqdZIR7wOXAVY64P/PksZur3FYDyMRXlD7FhzCenDWO4+OiNWPpSKMxDocFme94vvirEfG8xKQQD0EmHphxJ42I+LfejINkgsfIJyVWPnLnCWxJroaly0I7Q6L0a/J0JAW7T1KNdsPgWX1bAfc4Rq3aBKQgAQkIIHIBCr0+1uo4CZj6jiNnXCaSBEP3fx3DKt0KW2EBy6g4fG3gOMulGMKfvvtt9tmJrYWb5CABPISSJYvDH9MvaRVe3nTj58a85RuVxq/moJLiCbD5HfSZJjCXEzDH3XE22QI7OBtVfEkIAEJSGBBCFTl90dwE6bNGUKgQGPCWBCa44uJIxtLqFjBysznwmqB4xFxtd/lDX1x4v3dviG53thmul3Llk4CcQhgsCDE6qlTp5h6wVNpMb31i+rAcMOHGwigWJBQxUXZPShD4Pz58yz44N977723k1tjzwGHcQF9SzKsL0gMgTko+YgEJCABCUigOgKfWV5ezpU6lr4//dM/ZYkr2wJi+CPZ3/u93/s7f+fvMJZYcCf/RGbLli0///nPgfPqq69+6Utf+vGPfyyZou2hIp89e5bGw34XuLzt2rULjZk/aTlXX311cdtCHdBUbrrpps9+9rP/4T/8B+zFtBkMo/w4WCgOFlYCEqiaAJ0trvr8u7KykvYlWFpa4iOF2/XCmv9Onz79uc99Lnnuf/e736Xj/clPfgIip+6qbo3tTZ+XCGWG34MPPsjxP/yH//Cb3/ymbYYKhQb//sqv/Mq/+3f/Dp8AdBvfpva2cyWXgAQkIIGWEijr94f1CgeBEydO8C/HYyigLuMAiE1nQSbPsfcxgpLMmCaBLnj48GEooSiPuY2RJ1PEtBzaT7fX/6Y288ILL8Bk4tuUmDh5PqbleEkCEhhDgI6XroZOOA3Lx9xZ9MCdn8Yr9BnsNWOA8CXie3Tbbbfx78LaRsfwWahLzNKh6fEqTWwzxXu0IG1GMgv1IlhYCUhAAhKIT2B+2x9hsJ977jkU5VkLyeABBeihhx5iJeOsz7biflRAyPDvrNKm4cT999/f7T1t0Y8fe+wx+ODCNisiDMd33XUXW8fM+mDw+3mPnn76af7F/DeTqLQZ3ibazPbt22d60JslIIHFJEDH+8QTT/AFH2+qGAmHb9O3vvUteuCOGS9w8YMJPfD4SZdhJmlqCib0w8NXPdNhAljMaTNoMrO2GZhgMkaT4d9O8pFMJ6vVQklAAhKQQBcIsM/vrD+CFmcxTrGo85133pk198j3QyaLCYaRVcfIpFr76U9/ypLe8oNGrMZEX4rcEqaXjVD6WTxhGUVcuHBh+ny9UwISWDQCH3zwASt5y3tPM4FHMNZu0KPbzGKCoRunM+8GE0sxngDqWZYJSNRFlMbxebXrqmTaVV9KKwEJSEACi0agN1OB33zzzSxacmE0xQzEUAST0ExiBLw51/ihe2RSZTHmPHjwYPkxZ8GHg7aPtWgz+/fv7y9RyWPeJkyrHXibAr7giiSBthPAWpd3xS5TgK22XOSai+rvt+nSnYNp+5syRn7aDCpr+fnL/jbTjXk7yYxpNl6SgAQkIAEJBCEwg+2P6Lx5NZ5C+8GNC6tiECJziCGZ8dCYCs7iDlk0mP4DTIrjc495Fb/FvJbQggmBNXU/iVnpSiWBRggwLM87aVf0Nhww39BIoUpmSidZ0ZYddOydcUsvCbljj6OmVhSpBtUaNbK9uCTT3rpTcglIQAISWCgC09r+Hn744X51P/sx6jI7mbYRfQ1kWj2QYIiV19lkuO2x+ga/whY1ngMHDgyXIuOZtg8kWlSViiqB4ARwQ6vIYFF0WYS6w7wYnEO/eHxSK5rILJjQyffn6HHbCaCgVjRdV7QZlMk2UpJMG2tNmSUgAQlIYDEJTLb9VeoyUCg96aBdPlx1kmGZSRsbaHUekQMtB7/CVkRIxEaZd53vAIf+P1vqj9PGdq7MEohJgDW5VRssUp/TIud9Pqb9/WR1x3T17ZqUitmGI0iFalpdO+lPGf/cdpnRJROhfSqDBCQgAQlIYEoCE/b5ZdfRW2+9lS3w+rWTSo+ZLa/aky6L/PWTwZRTm5qVBRH7SN55551ZkpomkbTWtZ6B7jTyjLxn586dc2yNPTKpaU6ync6TTz45zZ3eIwEJdIzASy+9RIcz69bhc0Og761uIe3cUg08+OCDDz7++OMDJ6v7E49IvKKqS9+UayDw6KOPPvLIIzVklLJIG4BU7ZeapTiSyYLRRCQgAQlIQAK1EfjM8vLymMz+6T/9p8ePHx9zQ/ZLf/Inf0IE8arXKJUXu34yWGDBsmXLlvLC15AC0u7evfujjz6qIa+UxXvvvff973//m9/8Zm05zpoRw85/82/+zaxPlbn/tddeY0BeXbDFMrL5rAQkUB2Bt97JVeYSAAAgAElEQVR6i3m7n/3sZ9VlMZAyRsaXX36ZCAxXX331wKUgfz711FP/4l/8izqF+eEPf/j+++9jAawzU/PKSAAF+Hd+53cyJjgxqR//+Md/9Vd/9Y1vfGPinc3eIJlm+Zu7BCQgAQlIYA4C4/z+mB7HWjFHoiUfYcIT94HI5r8GybCGK74ph2HnzTfffPHixZItYY7Hw3pHPvvss/fcc88cJSr/CG2GPZHLp2MKEpBAKwhghtu2bdv58+frl5ZFi0TTqz/fiTnW7AXZLw87LGMS7T/jcSsIvP7662gytXnO9jNhkQfKTP+ZUMf0LfQwkglVKQojAQlIQAISmEhgXdsfKxNZLjTx+YpuiLx+s1ky7JtRw+4ZZaoV/zv8TVCayyRS5tmAAy28IGHSiKIMyVasxStT4z4rAQn0E8DnumaH/f7cCag3fj1B/831HDMdhamCb1M92Q3kwnRmKybtBsRe8D+T5yz/NsUh7KQd7xFvk2SaahjmKwEJSEACEpibwGjbH0aKG2+8sRG/raIkMR24IpAJ61iR6q7mgEpFgykOGGixtWXVmwsX2U1zgKLcoDEUCYO3mWkYeo8EJDANAax+2P6mubO6e5igInZHdenPmnKzxlCkhQZMZhXb+xsk0HibQYdBkwkY+K9xHS8smQabq1lLQAISkIAEpiFw1cibCIvTrOEPqZChWXNJWDIM7QKSSbhoNlTcSHS1ncQ++9hjj9WW3cSMIrRk2kydO/ZMZOINEpBAFQTo/RqJ1DFQlpWVlYEzDf5J19egF2QqOJ/sxr+MDVZB67KmvhpvMxG0qeGKi9CSY5IZZuUZCUhAAhKQQDQCI/z++KzipsS/jcsazVlJMhObROMTwknCOCEjIziKJiY6nkxsvd4ggbYTaCoW7TC3OCsWG3e7TnB0VhpuJGHPNO70V7SZaDFeJBO20SqYBCQgAQlIYCKBEX5/+ExFMPwhejRnpVBkiFw+sXZrvoHwz0FcG7C4PfLIIzUXf2R2DMWDvE0RHBlGIvKkBCSQhQBxuOK4PEdwP4QqWgRdXxa8JRPhQ8DnoGQiPl4DAZSrxp3+UjFpM3HeaESK4EIbk0wNzdIsJCABCUhAAuUJDPr9MXj4pV/6JUwn5ZPOkgL7k+I+kCWpkolIZiJA9rFlN9uJt9V2w5tvvtnsbtG8R1/4whfivE3sEP3KK6/Uxt+MJCCBOgmww0aoxbYnT57csWNHnQSG82Kf1jjhDnBI/+lPfxowgtswt0U+w8ZcceZWaS3vvPMOG3ZFqBHJRKgFZZCABCQgAQnMTWDQ74/ZzjimCkqFBobRbe7iZXwwIJkgDmUJMs0myFR5UemHDh0qjhs5YEvoUG8TY+AG9+ZrpArMVAKLQ+DEiROhCnv48OFm5aG7i2P4AwWfAz4KzTIx9/EEUKviGP5SmwmiWaGKS2Z84/GqBCQgAQlIIDiBQdtftMED+ILoPZIZ35TjWGkLORuvssYFKFAUB43bQwtJPJCABDISwM4VZHFrUajGv90Bu7uAH4WivjyAQOONdrgWgrQZyQxXjWckIAEJSEAC7SJwhe0v5qR0BL1HMhObdYRqGhCSkXCzbm7qygM14p8SkEBFBAL2No07CgX8KgWspooaZEuTDdhmgiwgkExLm7RiS0ACEpCABAoCV9j+cmoYm5fPrq5+fGRPkdPcBzmlmleITDLsOQyTy/8dLs0mlKtd+SHNpuWzBZx0UB5ReanmbTK9DLWTXqLLDeYTOGeXN80t06VY3c3aQ0vI7qMSkMC6BHKMzDN/oZA1h1TrFnn8hSwLfrN/lRq3h46HtuBXc9ZOPh04wtxzJhky9zCZpFrwVm/xJSABCUhggQhcYft79dVXsxR9TV0+u1TGQtEvBl/3xpcy5SCzeenskd7eDVdtWPtvy8q5PUfOLm3uL+jMx5AJEsyIHX7zBB88t7LlEp9Ead/RmZkMPJCj4gaSnPZPbH/T3rrefeeW+2lctWEvPN74ztE31rt/uvNB2sx0wnqXBCQwFYHSHU7+LxRyN9jblAZyGXvur1KDTC4Xyf8fTYCqQa0afW2Ws3l1YHJuUJNJ5c5BppIepnEys7QL75WABCQgAQk0TOAK218e880lm9bRvRvKG24KNnkEK5Kb/SCHAGsDiILJG8srR3ubN5W2j+YQbHYcQ08EEWNIrl6Dgr3//vvD8pQ6s2fPnt65o0fPlUqk1ySTkpL7uAQkMJIA/kojz89ysmtfqBxMZuE39b3vvvvu1Pd6Y60E8igMXdSBc7xNXetham2aZiYBCUhAAhLIQeAK21+exYBH9+K0VRi5cgjZvLUiD5l+Fps3l/P5+ySt/IL1Czn1cRAxhuVtULA8o4hPi7R5aWlP7+jKSlnTX8+R56dQPZJAJwjk7m16vfZ/ocJ2dPkrqxNtOEIh8igMFejAeQQrgTh/o21/D1MCp49KQAISkIAEmiFwhe0vx8xeJcXIr3bMKGZuMpuXDi9tOreC71/JX37nsrkEysaHRSGXw9udXc5gHc0m2OxYMjfazXv2bO4dPVq6xej3N3tV+oQEghPI3Nv0sn2h4NZUJ5yNSe6vUjbBgjfKFooXRKEaJtfUS1RIkrvRZuthGidTIPJAAhKQgAQkEJ/AFba/3F/3bMV/++23s6U1V0KZyBRxjs8u9Va2bFkuGbiNomQSbC4ofQ9l8bB4Y3lLCvO39u/eo5uWzpY3/6EXZgnf01fWaQ/zTtTvWcpjLEb6vIJNi8P7JCCByghkeqnzf6EocVMfqSxMqvgqZRGssqa00Ak31VYnQm9csExKeP4epnEyE+vOGyQgAQlIQAJxCLTD9tc4r0zqxdF9xUYWK5twcCtv28okWFnA+cU4updl45vu2FM6ImJjI8+sNsc9d+zJsMtH2Wr2eQlIICSBTL1N/i8UtPJ/HaargkxM+jLL91XqS9TDQASaaqsTETQuWKa3KX8P0ziZiXXnDRKQgAQkIIE4BK6w/d1www1xJOuX5Jprrun/s/7j/GQyjSLyCzYX3Ouvv36u58Y9dO6Nc+yGUn7db1OIrr322nHFm+XapuVLof6WS4f6u5Rp42/TLEX3XglIYDKBjL3NJ5ll+kKRWgd64KICsnyV7IELntEOmmqrEzk0LljYHqZxMhPrzhskIAEJSEACcQhcYfu77rrr4kjWL8kXv/jF/j/rP66CzNooovSvCsHmEKoKMdbsfqUZVSHYlHzyZb15zx2ZQv1dEj2fYFOS8DYJSKBaAlW81KV730+KXIVs09CsIt+2f5Wm4bbI91TRZrLwbFywKpTwLD1M42Sy1K+JSEACEpCABOoh0A7bX+MzexnUi83LZ1eP7ClqdfPykaXNb3znaMmQf1UoZIWM0x9k4EN0+bNnlwo3vz1HDq/tals2JGIOwabHcMWd2Rotof4259gX5rJ0VThpXk7b/5eABBogkKG3qeYLhbtQU25uOTq6Sr5KGSqrgSa2EFkGUaiGWTeoySRhMjTaanqYxskMV5ZnJCABCUhAAmEJXN0vWR6v/j1HPv7UxnXk41VyIMbH3jIblDb+dc9A5tzy3pWzxPg7fJn40b0bCGlX8pdBsJISXHo8hxjnjn6nB6ClT+Q5t7Jlw0ppz8gcgs0JKFOj3bzEet9zK0dLoyiKkUmwIj0PJCCBhglkeKk794XKwKRXyVcph2ANt7euZp9HYahAB84jWIlqy9BoO9fDlMDpoxKQgAQkIIFmCFxh+/vyl7+cQYqje6/akCGZ/iQyqB39yc1+nIXM2o6By7PnPfaJjRs3jr1e08UsYnSMTyYPgks20KzV2PjblLU0JiYBCfTwrcM6wLbmZVh0rAfO0tFVwSTTp6FMVfvsaAJZNJleBTpwFhV0dJmnOxv2bWqczHT8vEsCEpCABCQQgsAVa35vueWWEEJdKQRrDbZu3Xrlubr/ikmGwV7jZFJNoBfmUZpzV+xv/MZv5E5y2vR27Ngx7a013oeNIKZgNTIwKwl0kEDM97rZHrip5cbjm9ftt98+/gavNkUAhapxD7uRZW9cBYVMFvPfyNKVOdk4mTLC+6wEJCABCUigZgJX2P62b98e8OseYUgTkwxDiDhjm3379tXcdidm16ydC2NoQHsob1OcNjOxBr1BAhKYksCuXbumvLPO2xq0czXb/68HmY9ChtBp66Xu+XIEaDMNttj1ZEctRwVd72pt5yVTG2ozkoAEJCABCVRE4ArbH3kE/LoHGdJIZnwTDMiHCeFm5/ADMgnyNo1vS16VgARmJRDQrH9p+qPJqBQBu7uAH4VZW1q377fNrFe/klmPjOclIAEJSEACbSEwaPuL9nXHdhPEpT8amWhODSwJiebO0HiV3XbbbaE6gphODaEQKYwEWkqAb2UE56B+eo3buRCATq9fpMaPG/8qNU4guAABbehB2gyquG9T8NareBKQgAQkIIHxBAZtf3zdQy37jaOHRSMTcFSzf//+8a2tzqsR7FzR2gxvU7OOkHU2APOSwKIRiBZ4oXF56O7o9OI0gyCLN+MACShJBM2hHwttBkWi/0xTx5Jpirz5SkACEpCABHIRGLT98XV/6KGHcqVeMh2EOXjwYMlEcj0ejcyBAwdyFS1XOrScOIbje++9N4IwTz75ZC685dNZWloqn4gpSEACMQnQ6QXZ/Qk+zE5FECZUpxfqcxCzDUeQCuUKfS+CJMiAWhVHGBTyOMKEIhOktSiGBCQgAQlIYDyBQdsfdz/wwAMRVHYkCWK+KQiGIhNtgS2UcLIIYjjG6hfENhpkAEzt3H333UHe6+KF8kACEshLIIipCwNBEDsXnV4Qh3Qk4XOQt7pNrQoCKFcon1WkPGuatBnUzlmfqu5+NCvJVIfXlCUgAQlIQAJVE9iwuro6nMfx48d37949fL7OMygZb775ZrQlihHIMKy6cOFCBKe24fbw4Ycf3njjjRcvXhy+VOcZZqfjaMynT5+++eab6yz+cF6R28ywtJ6RgATmJrBz585Tp07N/XiWB+l+4/js8z3iq8S3KUvR5k7klVdeiRaQce6ydP7BIG3m2LFj0ezF77333le+8pXGdbyAZDr/UlhACUhAAhLoAIERfn+UCm2j8Sg5eJBFM/wFIYNHW0zDH3wiuHswVR5kajp1EIz3Glffo7nQJjL+KwEJZCfQuMszn6cg7oeJLfI0/kXgE6DhL3tTry5B2kzj7xFKeOOawzDhCMs7YpIZZuUZCUhAAhKQQDQCo/3+kJJpvW3btjU1uYfGw7ReNFhJnmbJEPX5xRdfjEmmkOqee+559tlniz/rPMD4eObMmY0bN9aZ6cS8mCrnbXrrrbcm3lnFDYw5aTOQqSJx05SABKIRePzxxx988MGmpKK3CbI7QUEAp79bb70VF+ziTJ0HrCHlqxRwLrNOCG3Mizbz0ksvNSI5xkfaDP82kvvETFkYxCKYibdVcUNwMlUU2TQlIAEJSEACuQiM9vsjdb6vWN8asRdguHnmmWdylTB7Og2SYQgR1iTaz5lIT035ODz//PPRDH+QYdTX1NtEc4VJIy9yf5PwWAISqI0AS26bCnLHUt9ohj+w0wHSAzcSJDdlreGvtsafMaNm2wzf7oxlyZsUKnojilZ6myKTycvZ1CQgAQlIQAJ5Caxr+yMbzDf1h+xBRT558mRwRbkRMi0aQjQ10Hr44YcDrpFJbywrkbHB5X17J6bWVEVMFMwbJCCBSgkwOK9/AgaDY5xAqwN4m5q0o9un8x8Qxj9bQaApdRTFu/6Xd6YakcxMuLxZAhKQgAQkEITAONsfIhIlp85AOZgqUJQbmZyftT5qJoN4jOVaNIRIA606bbiEgGk8QM/4VoRdsuYwWA06YI5H4VUJSKBSAvV/TPk8RXbYh3b9EtLhh52OqrT5dSZxvNtqdpyvX7ecr7JQ1CUzHzqfkoAEJCABCTRGgH1+J/7q8f7DWsRGeBOFCXVDPWSwoBFBKVTBpxSGnZrrWRiCs8mUIjV+G/Y4huVVv/C0GdYrNV5YBZCABBok8M4779TjQITH3wcffNBgSafPmo9pDZNSdPJ09dNL5Z2RCaCa1rPOFJUyModh2SQzzMQzEpCABCQggbAE1t3rY8A2cerUqTvvvJMtCwbO5/qTCfmmQquULIJkxgOkzRAWurqA2WmIdffdd48XI9RVaMCkurcJeytvUz1W11BgFUYCEhggwDYXbL506NChgfMZ/8ThmngLGROsOim2Xdq5c+f58+cryihNvQSMe1hReRchWdoMX+3XX3+9osLSZnCjY/lCRelXl6xkqmNryhKQgAQkIIG8BCas+S0yQyNhfq8iawIuAyTeiqW+BZDiQDIFipEHaLT4WVQUBIqpeBJvl+EPSowJ2cKvohXcLDGr7lUdWcWelIAEwhJIi38rclFPRq52Gf6oKZQNOsmKVuPSsdO9a/gL+0bMJ1hqMxVtoYNqTYNso+GveJskM1+78ikJSEACEpBAnQSmtf0hE9oJSzgZQmRc+8ByJGw3NQcNyc63CjKMHzpApkBNs8k7HGLMSSilCxcu1LOirShIrgMGEgAhPFbGt4k2wz45ePwBJ5ecpiMBCXSAALMv9JYZrV2YFLOnWSfnZLWkw8w4B0NnTpdOx073XmdZzKseAsmMjmKWt82gHdUWHaUiUJKpCKzJSkACEpCABDITmGM18k9/+lPMLnzsy4iCvax78cgIeASZkpYXhg3dI1M0s/J6cxpz0giLNFt9QJtB9S/ZZtKYs9UcFF4CEqiBQJY5GFytiSRYg7T1ZFF+DoYOnG68LREP66Ha7VxQ0kpaeGkzqIvdazOS6XbLt3QSkIAEJNBqAtPG+xs28128ePH48eOHDx+eKZQb6g6uB7t27crogDAsW7NniONGcKU5yLDiAzIVLZ1olslA7gRJhA//0ooGLo35k8n2u+66Cz4ZfeXGZFfnJdoMb9OJEyf4d/p8MYMWb1NJW/z0mXqnBCTQdgKnT59+7rnn6IGJ1TV9WZix27dvH4a/klaP6XOs7U6iIhY9MMfT51v0wCXnb6bP0TvjEEDT46vNezRT9F7Wg/Meocl0uM1IJk4rVRIJSEACEpBAQWB+21+RBOYbVB8UIA4YURTniwP0G6w2jBa6bfIrylscFAYdyRRMBg4wHGMEJOY6v5F2QJb00n5Sy+meyW+ABn8WbYaDkVZ1bHwwSW8TxmJNfsMMPSMBCUxJgL0LMALyL0bAkXZAvt1FD9w9k98wJQx/SZ+BBvrMSDsgtpuCCQfDiXhm0QgkwzFthleJb/dw8Re2zUhmuDF4RgISkIAEJNAUgQy2v2HR18YQl7wJMFJom+jnI5l+GiOPk8GLQeYijDNHEhg4iUkUwygn0yB84Kp/SkACEshIIBm8mGjByy9jsu1NClMOBh3kB8gizD+1t6biSI7JOE2E22YGKkUyA0D8UwISkIAEJFAngUpsf3UWwLwkIAEJSEACEpCABCQgAQlIQAISkIAEJCCBkQRm2Od35POelIAEJCABCUhAAhKQgAQkIAEJSEACEpCABGIS0PYXs16USgISkIAEJCABCUhAAhKQgAQkIAEJSEACZQlo+ytL0OclIAEJSEACEpCABCQgAQlIQAISkIAEJBCTgLa/mPWiVBKQgAQkIAEJSEACEpCABCQgAQlIQAISKEtA219Zgj4vAQlIQAISkIAEJCABCUhAAhKQgAQkIIGYBLT9xawXpZKABCQgAQlIQAISkIAEJCABCUhAAhKQQFkC2v7KEvR5CUhAAhKQgAQkIAEJSEACEpCABCQgAQnEJKDtL2a9KJUEJCABCUhAAhKQgAQkIAEJSEACEpCABMoS0PZXlqDPS0ACEpCABCQgAQlIQAISkIAEJCABCUggJgFtfzHrRakkIAEJSEACEpCABCQgAQlIQAISkIAEJFCWgLa/sgR9XgISkIAEJCABCUhAAhKQgAQkIAEJSEACMQlo+4tZL0olAQlIQAISkIAEJCABCUhAAhKQgAQkIIGyBLT9lSXo8xKQgAQkIAEJSEACEpCABCQgAQlIQAISiElA21/MelEqCUhAAhKQgAQkIAEJSEACEpCABCQgAQmUJaDtryxBn5eABCQgAQlIQAISkIAEJCABCUhAAhKQQEwC2v5i1otSSUACEpCABCQgAQlIQAISkIAEJCABCUigLAFtf2UJ+rwEJCABCUhAAhKQgAQkIAEJSEACEpCABGIS0PYXs16USgISkIAEJCABCUhAAhKQgAQkIAEJSEACZQlo+ytL0OclIAEJSEACEpCABCQgAQlIQAISkIAEJBCTgLa/mPWiVBKQgAQkIAEJSEACEpCABCQgAQlIQAISKEtA219Zgj4vAQlIQAISkIAEJCABCUhAAhKQgAQkIIGYBLT9xawXpZKABCQgAQlIQAISkIAEJCABCUhAAhKQQFkC2v7KEvR5CUhAAhKQgAQkIAEJSEACEpCABCQgAQnEJKDtL2a9KJUEJCABCUhAAhKQgAQkIAEJSEACEpCABMoS0PZXlqDPS0ACEpCABCQgAQlIQAISkIAEJCABCUggJgFtfzHrRakkIAEJSEACEpCABCQgAQlIQAISkIAEJFCWgLa/sgR9XgISkIAEJCABCUhAAhKQgAQkIAEJSEACMQlo+4tZL0olAQlIQAISkIAEJCABCUhAAhKQgAQkIIGyBLT9lSXo8xKQgAQkIAEJSEACEpCABCQgAQlIQAISiElA21/MelEqCUhAAhKQgAQkIAEJSEACEpCABCQgAQmUJaDtryxBn5eABCQgAQlIQAISkIAEJCABCUhAAhKQQEwC2v5i1otSSUACEpCABCQgAQlIQAISkIAEJCABCUigLAFtf2UJ+rwEJCABCUhAAhKQgAQkIAEJSEACEpCABGIS0PYXs16USgISkIAEJCABCUhAAhKQgAQkIAEJSEACZQlo+ytL0OclIAEJSEACEpCABCQgAQlIQAISkIAEJBCTgLa/mPWiVBKQgAQkIAEJSEACEpCABCQgAQlIQAISKEtA219Zgj4vAQlIQAISkIAEJCABCUhAAhKQgAQkIIGYBLT9xawXpZKABCQgAQlIQAISkIAEJCABCUhAAhKQQFkC2v7KEvR5CUhAAhKQgAQkIAEJSEACEpCABCQgAQnEJKDtL2a9KJUEJCABCUhAAhKQgAQkIAEJSEACEpCABMoS0PZXlqDPS0ACEpCABCQgAQlIQAISkIAEJCABCUggJgFtfzHrRakkIAEJSEACEpCABCQgAQlIQAISkIAEJFCWgLa/sgR9XgISkIAEJCABCUhAAhKQgAQkIAEJSEACMQlo+4tZL0olAQlIQAISkIAEJCABCUhAAhKQgAQkIIGyBLT9lSXo8xKQgAQkIAEJSEACEpCABCQgAQlIQAISiElA21/MelEqCUhAAhKQgAQkIAEJSEACEpCABCQgAQmUJaDtryxBn5eABCQgAQlIQAISkIAEJCABCUhAAhKQQEwC2v5i1otSSUACEpCABCQgAQlIQAISkIAEJCABCUigLAFtf2UJ+rwEJCABCUhAAhKQgAQkIAEJSEACEpCABGIS0PYXs16USgISkIAEJCABCUhAAhKQgAQkIAEJSEACZQlo+ytL0OclIAEJSEACEpCABCQgAQlIQAISkIAEJBCTgLa/mPWiVBKQgAQkIAEJSEACEpCABCQgAQlIQAISKEtA219Zgj4vAQlIQAISkIAEJCABCUhAAhKQgAQkIIGYBLT9xawXpZKABCQgAQlIQAISkIAEJCABCUhAAhKQQFkC2v7KEvR5CUhAAhKQgAQkIAEJSEACEpCABCQgAQnEJKDtL2a9KJUEJCABCUhAAhKQgAQkIAEJSEACEpCABMoS0PZXlqDPS0ACEpCABCQgAQlIQAISkIAEJCABCUggJgFtfzHrRakkIAEJSEACEpCABCQgAQlIQAISkIAEJFCWgLa/sgR9XgISkIAEJCABCUhAAhKQgAQkIAEJSEACMQlo+4tZL0olAQlIQAISkIAEJCABCUhAAhKQgAQkIIGyBLT9lSXo8xKQgAQkIAEJSEACEpCABCQgAQlIQAISiElA21/MelEqCUhAAhKQgAQkIAEJSEACEpCABCQgAQmUJaDtryxBn5eABCQgAQlIQAISkIAEJCABCUhAAhKQQEwC2v5i1otSSUACEpCABCQgAQlIQAISkIAEJCABCUigLAFtf2UJ+rwEJCABCUhAAhKQgAQkIAEJSEACEpCABGIS0PYXs16USgISkIAEJCABCUhAAhKQgAQkIAEJSEACZQlo+ytL0OclIAEJSEACEpCABCQgAQlIQAISkIAEJBCTgLa/mPWiVBKQgAQkIAEJSEACEpCABCQgAQlIQAISKEtA219Zgj4vAQlIQAISkIAEJCABCUhAAhKQgAQkIIGYBP7/9u4nxJKz3hv46SCXwM3C93IXLu4iARc63YsE7sIsLiTXhQYXJiQ9oysdfMEMLmKQl5hVdy/EhPtK4kKSLMS4EJ0ZJbmLYFxIRhAM4nsNL93jIEKyEJKFkFxerwlcTb/fnidzcmb6T7pPVZ3zVNWnCZPTp09VPc/nqfNU1a9+z1Nif3W2i1IRIECAAAECBAgQIECAAAECBAgQaCog9tdU0PIECBAgQIAAAQIECBAgQIAAAQIE6hQQ+6uzXZSKAAECBAgQIECAAAECBAgQIECAQFMBsb+mgpYnQIAAAQIECBAgQIAAAQIECBAgUKeA2F+d7aJUBAgQIECAAAECBAgQIECAAAECBJoKiP01FbQ8AQIECBAgQIAAAQIECBAgQIAAgToFxP7qbBelIkCAAAECBAgQIECAAAECBAgQINBUQOyvqaDlCRAgQIAAAQIECBAgQIAAAQIECNQpIPZXZ7soFQECBAgQIECAAAECBAgQIECAAIGmAmJ/TQUtT4AAAQIECBAgQIAAAQIECBAgQKBOAbG/OttFqQgQIGLkJ10AACAASURBVECAAAECBAgQIECAAAECBAg0FRD7aypoeQIECBAgQIAAAQIECBAgQIAAAQJ1Coj91dkuSkWAAAECBAgQIECAAAECBAgQIECgqYDYX1NByxMgQIAAAQIECBAgQIAAAQIECBCoU0Dsr852USoCBAgQIECAAAECBAgQIECAAAECTQXE/poKWp4AAQIECBAgQIAAAQIECBAgQIBAnQJif3W2i1IRIECAAAECBAgQIECAAAECBAgQaCog9tdU0PIECBAgQIAAAQIECBAgQIAAAQIE6hQQ+6uzXZSKAAECBAgQIECAAAECBAgQIECAQFMBsb+mgpYnQIAAAQIECBAgQIAAAQIECBAgUKeA2F+d7aJUBAgQIECAAAECBAgQIECAAAECBJoKiP01FbQ8AQIECBAgQIAAAQIECBAgQIAAgToFxP7qbBelIkCAAAECBAgQIECAAAECBAgQINBUQOyvqaDlCRAgQIAAAQIECBAgQIAAAQIECNQpIPZXZ7soFQECBAgQIECAAAECBAgQIECAAIGmAmJ/TQUtT4AAAQIECBAgQIAAAQIECBAgQKBOAbG/OttFqQgQIECAAAECBAgQIECAAAECBAg0FRD7aypoeQIECBAgQIAAAQIECBAgQIAAAQJ1Coj91dkuSkWAAAECBAgQIECAAAECBAgQIECgqYDYX1NByxMgQIAAAQIECBAgQIAAAQIECBCoU0Dsr852USoCBAgQIECAAAECBAgQIECAAAECTQXE/poKWp4AAQIECBAgQIAAAQIECBAgQIBAnQJif3W2i1IRIECAAAECBAgQIECAAAECBAgQaCog9tdU0PIECBAgQIAAAQIECBAgQIAAAQIE6hQQ+6uzXZSKAAECBAgQIECAAAECBAgQIECAQFMBsb+mgpYnQIAAAQIECBAgQIAAAQIECBAgUKeA2F+d7aJUBAgQIECAAAECBAgQIECAAAECBJoKiP01FbQ8AQIECBAgQIAAAQIECBAgQIAAgToFxP7qbBelIkCAAAECBAgQIECAAAECBAgQINBUQOyvqaDlCRAgQIAAAQIECBAgQIAAAQIECNQpIPZXZ7soFQECBAgQIECAAAECBAgQIECAAIGmAmJ/TQUtT4AAAQIECBAgQIAAAQIECBAgQKBOAbG/OttFqQgQIECAAAECBAgQIECAAAECBAg0FRD7aypoeQIECBAgQIAAAQIECBAgQIAAAQJ1Coj91dkuSkWAAAECBAgQIECAAAECBAgQIECgqYDYX1NByxMgQIAAAQIECBAgQIAAAQIECBCoU+BDdRarllK98cbkypVaCnN9Of7Pf/3X//v7v7/+vSp+u/nmmz+RgrzzThWluaEQH/7w5Pbbb3jPrwQIDFvglVdeeeutt+qs4111Fiul0ltW2zQKRqBfAjmRzul0lT8v33TTO+++W2HR9s6lP7F3Nu2HAAEC9QhcuXLljVr78/SZ6TnrsaqzJCu7u7t1lqyKUj377OTs2SpKsq8Q/+sf//F//+lP+95e/hu33nrrqynFa68tvyj7S3DXXZOXXtr/tncIEBiwwN13333p0qU6K1jvAVhvWeceo1QEeieQE+mcTlf5c9s//dNrf/xjhUXbO5d+de9s2g8BAgTqETh79uyztfbn6TPTc9ZjVWdJjPmts12UigABAgQIECBAgAABAgQIECBAgEBTAbG/poKWJ0CAAAECBAgQIECAAAECBAgQIFCngNhfne2iVAQIECBAgAABAgQIECBAgAABAgSaCoj9NRW0PAECBAgQIECAAAECBAgQIECAAIE6BcT+6mwXpSJAgAABAgQIECBAgAABAgQIECDQVEDsr6mg5QkQIECAAAECBAgQIECAAAECBAjUKSD2V2e7KBUBAgQIECBAgAABAgQIECBAgACBpgJif00FLU+AAAECBAgQIECAAAECBAgQIECgTgGxvzrbRakIECBAgAABAgQIECBAgAABAgQINBUQ+2sqaHkCBAgQIECAAAECBAgQIECAAAECdQqI/dXZLkpFgAABAgQIECBAgAABAgQIECBAoKmA2F9TQcsTIECAAAECBAgQIECAAAECBAgQqFNA7K/OdlEqAgQIECBAgAABAgQIECBAgAABAk0FxP6aClqeAAECBAgQIECAAAECBAgQIECAQJ0CYn91totSESBAgAABAgQIECBAgAABAgQIEGgqIPbXVNDyBAgQIECAAAECBAgQIECAAAECBOoUEPurs12UigABAgQIECBAgAABAgQIECBAgEBTAbG/poKWJ0CAAAECBAgQIECAAAECBAgQIFCngNjfAtplfff9n+3J6gK2ePJNrF94d3f33d0L6ydftNslLrxvV2Hpuq27tRMgUJHA+vm9TrL8t71Ra09+tce8UBGbohAgQKAFAefSLSBaBQECBCoQ6MMZdQVMXRRB7K8L1dl1rk62L0xOr1z9WVvZWd3Nr9X9rJ+/sH55Z6eycoVud/fUVrHb+/f0xcpKqDgECIxEYHXjak9+08rKTStrWzt7v1Z3p2SyvneDpLqefCR7iGoSINCdgHPp7mytmQABAosU6MUZ9SJBFrotsb+uuXcmaysr78WsdiZbebW+W9kl4/qFC+sXT5/+cdcUJ1z/5vndydbK2uYJF/NxAgQItC6ws7W2cuZaT751tSd/oLKefHLhwuTi6ZXaevLWm8IKCRAYnYBz6dE1uQoTIDBQgT6cUQ+UPtUS+1ts216+PJnsrOSfen5WNzfWd65eytZTppRkdfLA6uTHEv2qahSFIUDgqsDldOU7e915PT+rm7vrOyt7QUk/BAgQGLSAc+lBN6/KESAwIoEKz6gHrS/2t9jmXX9gMsk142I3etTWVjfOb0y2zmxVVKRS3FO7q5PJqY3Z2f6Oqoe/ESBAYFECp9YfODW5fLmibnN1crUnr+ngsqjGsB0CBMYm4Fx6bC2uvgQIDFSgvjPqgUJfq9aHrr3w/wUIrO9mfvitMwvY0nE3sb6xsXrxzFpFl7DXlfzU5czyd/WdTPWSyf8uZM6/6z7gFwIECCxaYK/fvLx1bQTword+0PbWN3ZXL65U25MfVGTvESBAYC4B59JzsVmIAAEC1QnUd0ZdHVHLBRL7axn08NVdnah4Z2tls55A294jPjI9VL2DxN4f83t1qsQLp/aeklyP3+GN7S8ECAxU4OpTPjJXSU09+d4jPk6X2yQDVVctAgQI7Ak4l7YfECBAYBgCFZ5RDwP2qFqI/R2l0+bfLmzv5WWsbLa5zobrWl9fzxouzD56ZPX87u7G1lpNl7XXKrk3vcv67qnJitjfNRL/J0BgwQLrF7b3cqVXNiua6+9qR56efPd9i9XMljDJ00kqClC+XzivCBAgMKeAc+k54SxGgACBugRqPKOuS6iT0pjvrxPWG1e6ub03C/taZeNVL56+aWVl+t/a3px/uabNk3VriK5d3ovxnTr1vuTe64sV5yi+X1KvCBAYpMCpze3zeTLS2um6cqWTvD37c7Un33ujip58kDuCShEgsAwB59LLULdNAgQItC5Q6Rl16/Wsb4Vif923SU5WNiYra2uTGkJq3Ve3pS1cHeS7Pk1KXN8b1HaxrivulmpqNQQI9EAgpynbeTDS2tW7JD0oryISIEBgQALOpQfUmKpCgMCYBZxRL7H1xf66xr86J/FkdTdPqpj+bG92vdUhrD/JLElgyUC2vZ8Le+PXKsu2GQKyOhAgcCyBvdmIM9XUxvbuu7vX/tvenMlMPtZafIgAAQIETi7gXPrkZpYgQIBAjQLOqJfZKub761o/c/z1Ywr2y5trN212rXHC9W9mvqoTLuLjBAgQaF9gbz6Emp7RfngNdZuH2/gLAQL9FHAu3c92U2oCBAjcKNCfM+obSz6E3+X9DaEV1YEAAQIECBAgQIAAAQIECBAgQIDAfgGxv/0m3iFAgAABAgQIECBAgAABAgQIECAwBAGxvyG0ojoQIECAAAECBAgQIECAAAECBAgQ2C8g9rffxDsECBAgQIAAAQIECBAgQIAAAQIEhiAg9jeEVlQHAgQIECBAgAABAgQIECBAgAABAvsFxP72m3iHAAECBAgQIECAAAECBAgQIECAwBAExP6G0IrqQIAAAQIECBAgQIAAAQIECBAgQGC/gNjffhPvECBAgAABAgQIECBAgAABAgQIEBiCgNjfEFpRHQgQIECAAAECBAgQIECAAAECBAjsFxD722/iHQIECBAgQIAAAQIECBAgQIAAAQJDEBD7G0IrqgMBAgQIECBAgAABAgQIECBAgACB/QJif/tNvEOAAAECBAgQIECAAAECBAgQIEBgCAJif0NoRXUgQIAAAQIECBAgQIAAAQIECBAgsF9A7G+/iXcIECBAgAABAgQIECBAgAABAgQIDEFA7G8IragOBAgQIECAAAECBAgQIECAAAECBPYLiP3tN/EOAQIECBAgQIAAAQIECBAgQIAAgSEIiP0NoRXVgQABAgQIECBAgAABAgQIECBAgMB+AbG//SbeIUCAAAECBAgQIECAAAECBAgQIDAEAbG/IbSiOhAgQIDAYQJ/+ctfDvuT9w8TuALtMBrvEyBwEoEr//mfJ/m4z+4J/O1vf3vnnXdYECBAgACBFgXE/o7CvHTlSp0H3pTq9b/+9aiiL+9vOV+58t//vbztH7XlXM2+8cYbR33C3wgQGJBArp3uueeeX//619XWqc7+KIeYO37zmzvuuOOtt96qlk7BCBCoX+Ds2bMff+65V6os6JXJ5K+1nku//vrrH//4x1977bUq5RSKAIGRCtR8HX358uWRtspJqr2yu7t7ks+P5bMvv/zyww8/nH+f+sxnHvznf66t2g//7GdPvvzy1772tVtuuaW2sv30pz/9v//xH68+9NBH6ivb//i3f5v83d898cQTX/ziF2tzUx4CBNoVSNzq85///IsvvvjZz3729ttvb3flraztG9/4xv+8/fYcZVpZW7sr2Xzlla1///e4vfTSSx/+8IfbXbm1ESAweIHcejl37tyzzz77xX/91+/9y79UWN+Pf+c7k3/4hzOf/3yFZfv973//wx/+8NZbb00PnH8rLKEiESAwKoFERdKlv/LKK/fff//a2lptdX/hhRd+85vffPrTn37qqaf0mUe1TmJ/fmYF3nzzza9+9ashu/nmm7/+9a+//fbbs3+t4fVvf/vbFO/ee++toTD7y/Dcc8+leDHc/6elv5NTqI985CMpXrqG3FNdenkUgACBjgTSk5d438bGRkebaL7a9EW5D9F8PR2tIXQpYRiD2dEmrJYAgUEK5OQ5J1qVd3G5Przrrruq9f/e974XwBTy1VdfrbaQCkaAwOAFcsn8uc99Lt1RtbGRNEHOVEtmT82FrGFXmdRQiHrKkANtiQ3lbOB3v/tdPQWbLUnKlt265lOBXCsmT6TCsGkY0zUkpJv+KyVMc8/Cek2AwDAEehH4C3XlF8YpYbn4TJde8xFnGDutWhAYjEAvAn/Rrjz2lxJmJE1O+FPO3PUfzO6hIgQI9EUgnfk3v/nNMvgjWUf1nwr+6le/+sQnPpGz68RzkjrdF+dFltN8f9k99n6uXLly9913Z16SvM6+kgSxj33sY1f/Utc/zz///KVLl5JVl1OBuko2U5pHHnkko+2efvrpmfdqeZn+K71YuoZ0CmnuO++8M01fS+GUgwCBxgLpfNKZZ1RCvumbm5uN1zfqFeQmasJ/wQypmadGvSuoPIHjCWSo73333ZfJFh588MFy8+B4y/nUAQLJncxgmkywVQ5qB3zCWwQIEOhGIN14Zh199NFHc8mc+xDpi2oOPhSDBP5yjZ9hv/k10/7kMj9nsN3w9Hatiww01rmthLRLIljaMC9qHtyUoubrl5+8qBOzlKoX5Zy2e+6pJkZQs6eyESBwTIHckyynJrnmPOYiS/xYDjoJri2xAMfcdLmAD2z9t3yPWSMfI0CgC4G+5FyXuqdPq3nM77SBSvZfbl3L/puaeEGAQHcCGftYJm1It5NZ8rvbUHdrno7zy5l2bkTVHN7pDuHANY897y9pdLfddttjjz2WOHGOqdO81jpjuVtbW7n7ly9hwlV1lrCUKsVL6l+KWmfq37SQJQEwJ3+5pyEBsOY9StkIHEcgiWklPS2xqsTUjrOIzxxHIJhJhy+5JxKljyPmMwRGKDDNuc5UoXKuW9wBchGe8F9WmANcpttvcc1WRYAAgVmBdOO5KE66X8ndThCwPAVh9jO9eF3G+ZUgZsIRifY8+eSTvSh514Ucb+wvV4n33HNPBiZkeEIuFJMgWiaG71p87vWnwNlrc4uyTLc593oWs2BC7MlPfOaZZxazubm3Mo35JiX4jjvuSBR47lVZkACBJQoI/HWKn+NOGXpmAEWnzlZOoKcCAn+dNlxO/jMZUTaR8F+uyTvdlpUTIDBOgTyWPVG/aUZURs7mWr7XFJnArYxWTijw4YcfzpV+Zk7rdY2aF36Msb8E+3JDchrSziCmXmSIZJdNyZP017zVF7CGpP499NBDyRBJZuUCNtdkEylqxnon6zPB33Kvw23VJp6WJbB4gTIhXRLTEp/qRX++eKLmWywzT+UwZOap5pjWQGBIAuXWS/rhXCvK+OuoZXOOmvBfTlnLdIodbcVqCRAYoUCufHNnd/rYg/ozok7URnlKSRIAM9qvPN0h8wDmeuFEaxjSh0cX+yvzVmbwbA6iZTLIRILrb9EUO0G0pN2m2PWXtpQwV+A5Rwl1LwqcOwPZH9Iv5BQ23V+CgLnE7UXJFZLAyAVmA385wI9co9PqC/91ymvlBPooMA38ZQxNxnz0sQp9KbPwX19aSjkJ9EUgUbDy6MucSycVJhlRvRhfeFLekuhTavejH/0oQ4Bzm2qcV/ojiv1l5869sozzzcCEZM8l0FMeAn3SvWfxn8+umaS/pN1mEr3Fb33uLabAOQtMV1J/6t+0jiUBMDtGEp6TGCwBcCrjBYE6BUrgL51kMv7KzMR1lnMwpQpyjp6pjqFng2lTFSEwt4DJFuamm2/BhP8yTiUn2LmiyQC9+VZiKQIECEQgV7sZB5meJKd2JTMuMbIBy6TnzOzVSaBOxk+Sk1L3HsUo2mqXscT+snMnxJsGTjJa7+atzBSVSVLN3MnZZdtq+MWsJ8HKdCL1z/o3q1ESABMdTrBYAuCsjNcEahMogb+USuBvkU1Tck+yRUPPFsluWwRqEyiBv5wsebzSIpsmT6jLtWuuCJKtI/y3SHnbIjAYgTIOMqPc0pNkRrz8pGMZTO2OrkimT80dlFzpJxuspIUlzHL0IkP66/Bjf5nTMWHd7NzZp5OtkBOUfkXQclKVwudaq48jKUKdYGv6l1yi9+trk+HV5dlAJWqcKvSr/EpLYPAC+VYmOp9q5ipIxt+Cm9vQswWD2xyB2gRyXpfhETlHNcvq4pumhP/yr/Df4vFtkUCvBXLPJoMg85PeO1NdlavdXtdovsLnSj9DgPPvNAyaUOB8q+rXUkOO/WWfzkEx45KmO3dfBvnO7kNl4rlMnzz7Zo9ef/nLX05p+zLr3yxsuROSYHGGE6aLzL40kk5hFsFrAnUK5FCdm3VJK07gL3GoOgs57FKV8F8mzE1DZPKUYVdW7QgQmBUw2cKsxlJel/Bfhqrk7PTJJ59cShlslACBHgnkejZRhenDThP1y1RXPSp/60XNGWyy/5IDmEzA6fDn1rdS2woHG/vLgbCMYC/Pdunpzp355pLPn0k3+xi1LPt6rg/TBBlt3bvUv1L+Mkg8WUVpiNJd1vYdVh4CYxMQ+KukxdO9J5s+t0ny0DRDzyppFMUg0LXAkAJ/uRjumqu79ZfxTOmHMye4xyt352zNBAYgUB5wkQhXOXNLUlG/xkF21wQBSRpB5gHMJnIrJSOKhj3d/wBjf2mwDEMoD8fI8PUMRujvzn3u3LkktiQm3d0ev4A1Z6bCbOXb3/72ArbVxSZKAmDpFCQAdiFsnQSOL5AYUxLN8q2U8Xd8tO4+aehZd7bWTKBCgdx6yXiaFCwn2AOYbCEDgypEPn6RkrdSDoUZXiP8d3w3nyQwHoHcrUk8K/doU+VczOaWbX8zirprtSRaZQhwQhaFK0HAvh8dDrMaVOwvQzITLMv+nSkbM4I9OZy9Pi/JIz6y//XxER837G0JqKchcsOh19+idArJjk4aYEIPJaX0hmr6lQCBrgXy7cvxWOCva+cTrV/470RcPkygvwIl5zrlT7wpg6T6W5EhlVz4b0itqS4EWhTIdXcCI8mISjwhIyBzGZuL2RbXP7BVJd0qd1CilAGL5WI/aZIDq2OqM5zYXxopT/JNvCxhpjKCPU3Y3wZLHDM38TKRRyah7G8tpiXPrH8ZWPH4449P3+nji5xgZfq/3OtO4ROAKPOk9rEiykygjwIl8DeNNPWxCkMt83ToWTpGuSdDbWX1GrmAyRaq3QFK+C+XP7lwSCdcbTkVjACBhQmU2c+mgZEkRaWjWNjW+7uhnNBmzGgu9pNnMJ0esb/V2V/yIcT+psmZCfalqfKTZttf1X69k+N3ovX5ovY6gjk1TwQ92X/pgHqd+leqU4LL5fnFEgCnTewFgU4F0nvkkkbgr1PkJiufJmMaetaE0bIE6hTIrM0er1Rn05RS5ao+16s5QS03yWouqrIRINCpwKVLl3J9Op39bBiBkU7F9q+8XOxn1rUELpLrk8Nfno+8/2N9fKffsb8kxyUiO81lzTjtNFUfm+GGMieamWh94mX5ueFP/f01g5eT+pcL+P5WYVryaQJgLncTj5AAOJXxgkAXAkkly7CF3D/ITA4DuLXTBVEN6yy5J2km4b8amkMZCLQlkHBSmWU1PXC+4G2t1nraFUiugPBfu6TWRqBfAolPpa/OlKwlf6jvs58tHT+DLzOW9MEHH8zdr4RTczHS68dDvee529ufTFeZyEuqUUKzva3HAQXPLCo5hGdvO+BvfX4rQ5jTZG+//XafK3Fd2VOX8gjpXPQmSfO6v/mFAIE2BHLbIP18LjjffPPNNtZX0TpSr2QQV1SgNoqSZirTSOecqY31WQcBAssUyFQn6aly0yX315dZjg62nUrlp4MVL3OVOS8teQOZ2GtI59vLNLVtAtUL5Mues+UyWDAnlq+//nr1Re5TAacPSEkcIwGoPhV9X1l7mfeXR3kk02r6wJrksiaolFOTYfwktJxk3Vw1DalSpWky619uRAwj9a/UKJ1sQn7pEdIXJAW1PGdmGPuhWhCoQSA32ZJElsBfppZPhL2GIrVbhmSvt7vCpa+tZP/lnlyy1808tfTmUAACTQSGPcvqII8pJfsvF/95wl4ygIaQpdJkD7YsgREIJHSQZx6Us+Vck+aGTcmOGkHVF1TF3NIusNleAlDJrMwYzQVtu/XN7IsGVv1GSbMqUe3kWw0vDSQVzNc1P4O8WTfg2pU9M1/PEg2s+lukcAR6IpCrl3ynkgc9vK6+tECpXU9a42TFTJdYpuAYXmLjySB8mkBvBaY518PL+CttkoPL8PL+prtbOYCmHx7kBcW0ml4QGLNARvWmH8vJZEIHCfmNmWIxdc/1SAJQJRKVPK0+Xp5MFiPVylaS35c9O/t3gq/DGw9biMoA0r5nkx7R3Jk1My341FNPHfGZ/v4p9wTKVDgD3kX72zpK3i+BMVy3pDPMSVu/2uX4pZ0N/7n4PL6bTxKoQWAa+Ovjtc0xAYcd+wvC9DA64EY8Zlv7GIGBCeRLndhTTiMThxpkOlTN7ZUwVLm9neTx3sU0+hH7mz7EY9hR7VQzX+CEjWre3RuWLVeA+Z4kQNZwPTUvXp7OXPpiV7w1t5SyVSswvWIZ9jdo2LG/7F1pvpE0ZbVfJQUjMIfAGAJ/YRl87C91LCkFOesW/pvji2ARAnUKJN5UpixIBGqo6VB1ys+WavoA5XSwmZho9k81v659vr9MVPHYY4/l0SovvvhiHrOS/btcSOSSaXg/eRp36pvv8/CqNq1RImJpwQySz9wE0zcH9iJnWuVZeNl18xDql19+eWAVVB0C3QmkD8xUGplkKic0eWRheozutmXNXQuk+TIIJX1+juBmnupa2/oJtCKQc9Fhz7LailJfVpK70Ynk5qw7E1QNb3rZvrSCchJoSyCPBMil5blz55IOldhTfob3eIC2rLpeTwm8po/N45XTwebiJU816HqjLay/5sDkdIcuMyzWXNTmZUtl05yJbzZfVeVryLOHckE47NS/0gQlATDNmmjgsNOXKt/lFK8vAvmalCz6RIv6UuYm5UznMOAxv7My5aZdGldPOMviNYHaBEb1VR1D3l/ZwUaSyFnbt0l5CLQokMvnPLw7543J+MsFprOpFm0brmraNIlv1N80lY75nSL2cRz1HDtQvsAJ2yeEn4rPsXjvFikzFCTc2buSn7TAyVTNyWV66rRvZgM86eI+T2A8AmML/KVlxxP7S2VzZyv1zZ08Q8/G86VW034JjCrwl6YZT+wvlc0VaTkXHeqTW/r1XVNaAscXyOlxwvdlHEzCfyOJFRzfp5JPTif9zyOkag5x1DjmtwzyzcPpcxaS0Em5YMgRa8A/Tz/99JUrVx555JHyMJMB17RULTXNi2eeeWbwNU3IL1MAZNRb0oDvvPPODKUx5mLwja6CcwhkqG/GhGZkaLr9fF/mWEMfFxlJh1+aJtNZ5OQ1cyAYetbHfVWZBy9w9uxZky0MuJUzACXH1lxrpAfOCLUB11TVCAxJIHNkZeqzMg9Dokt5HOioTh171JS5t50pv3Kumyuae67+pL+tsfyVxEpLMaYR0wwIHU+SVOL3IxkDO7uz3Xvvvfk+5Esy++aAX6eVy2DGdNk13w0YcBOoWrUCSQRLn58OIRnB1Rayi4Ll3mAST7pYc7XrNPSs2qZRsNEKTHOuk1GS1+NxGFXeX2nWcmsthx7Zf+PZz9W0pwLJf5peOSai1NNajLDYnyU87wAAEOFJREFUlT+CuZa8v2RF5ZZjEqNyMyp56QkJJXpaY6y0gzI9+uijiRA/8cQTHay73lWWK8Dcx6i3iK2WrIT8ctZV7gZkb5cA2CqwlfVVIF+EpCFkJvL0CWPrBvvaZg3Kvbm5mYYuE8/LPWkAaVEC7QjM5lwno6QMK2tn1dZSn0DJrC8z06cfrq+ASkSAwCQnxhkoVp50mozdkQyCHEzDZ8K6XM6k1RLLKoNZk1NfUe1qCMcmmF2eVD3CQexJb8zekIrX0BALLkNJ/ct3Y8HbXe7mJAAu19/WqxKYZvwlHlRVwRZTmBHm/RXYEuSVe7KY3cxWCBwmMM34S0josM8M+P0R5v2V1ixB3lx5jWfwzYB3Y1UbmECiImVUb5L+xnaNPLCmTHWee+650pqJA1YypHXJeX+Z+ie5ftMnVY9wEHvqnrus48x2Gc+sf7PB/pIAWB7rnNkAevNE8Nk6eE2gDYGkHqT/Lxl/SQdrY5XW0Q+BDO5OEnTJPZH91482U8rBCZSc67HNsjq4ZpynQkk4yBVpUj5L0v08q7AMAQJtC0yjIokM5DoxP5k1vu2NWN9CBZLnlAkWyniXEvLKUNeFlmDfxpYW+yvprOXCrwzyLWPa95VwyG/kER/lureEhIdc1YPqlhB4JvkKwtK/BgeVrtv3ys2c3GnPM22S1F1XMnC3Vbd2AnsCJe6TeXBzh1Pgb4T7xOzQM+G/Ee4AqrxcgRL4y6VmeQTEcgtj64sXyFmo8N/i2W2RwIECuRBOLkiiIjkrTlQk6X4jjIocKDOANxPJzWVOIoCJAybokav+J598con1Wk7sL5GOUvPs2bHImccIZxjJiVdmu8ugp2RALHEPWO6mEwjPjcfHH398ucVYytYz2iKZL7mrk50/0/8lB3CEMdClyNvo0gVK4C//5iswhie5Lx28zgJMw3933HGHmafqbCOlGqRACfyVe8+5zhxkHVXqAwWm4b9EHJL++YGf9wECBFoXyFVwmRIuuSBJyE3Ub5xRkdZha1th0rxyu+Wll17KizKZ46VLl5ZSyEXH/srT5RPpmKazjjPlLY2dwF9iPRntO8K453RfTwh8tKl/BSHnXunocw2cEy8JgNMdw4sBC5SjQAn8Zc8fcE1V7QMFsgPk/oehZx8I5QME2hLImef08UpyrttS7el6cgqaKahyGXLfffcJ//W0ERW7vwL50uXeZ575mUygfBNHOPVZf9tuvpJnktlc9Sf4Uw7E6XgXP/BlcbG/nNxn5050owwxGHk6a263JuEzB93yvIv5dqBhLJVZ/7Jv5HbHMKozRy1KAmA6/cTBSwLg4juCOYptEQJzCKTrS4pBjnnJ+BP4mwNweItMc0/MPDW8xlWj2gRydpEeOP1w0v0E/mprnaWUJzfgk4oi/LcUfBsdrUDugme8V36ShZ2pb/LUnUyENVqNsVU8Iz4z7DXDnp5//vlExnIsTiRkYQgLiv2lbrfddluSWnOWn/075xxjTnZL6ybbMwLjfMTHDTt3op+JeWXY7yL3+xvKUMOv6fTz1Uimd0kAzJelhlIpA4EWBXLBmfhOvunJexf4axG276uaDf8taxBE3w2Vn8AHCiTwlx44/+bWS042PvDzPjASgdnw35jvxI+kuVVzuQIJ9iUXKul+udxLDCi5UKa+WW6LLGXryfspMd90vxkJmihZYmWLKUnnsb8S2E5OY+qT6z3PrIlDWjeXN/mqe3xPNBIDTepf8oAy/+VidvpqtxKKhMWTAJjc7xwYcnM+X59qS6tgBE4kMBv4S6znRMv68OAFskvk9CDVzG3wnBAPvr4qSGDBArOBP7deFoxf/+ZK+C934vPAAU+fq7+9lLCnAuWBB0nvmI79TAyop3VR7OYC6XjLWO+sKrGy3JxbwIV/h7G/JHckibEEtnODMYFt41vTtGE5d+5cjq/mV55+ZxIGlfo31ZgmAGZ0fL4+EgCnMl70VyDRnMSyS8afwF9/27HTkudU2NCzToWtfLQCufWS04mS8SfwN9rd4OiKl/Bf7j1n8hnhv6Ot/JXASQVyTZfT4PLAA7lQJ9Ub9ufzjJfy5NvsJBkCnLGhSQ7trspdxf6S15bSJ4kxgYxE/RLnEtgurVge8WHU8+w+nXy3hx56KKl/0j0KS0kAzBcnp2ISAGd3Fa/7KJDvdW5nZa9OZEfgr48tuLAyl4vP7CrZYRwOFsZuQ8MWmM25Fvgbdls3rF0CfzlMC/81ZLQ4gVmBxHGS9JPAX7riXP7LhZrF8boITC/8c5WUB0IkhtbdDZiV3d3dqXuL8/5+61vfymo/+clP5lR+uv65X2Qly80ZbFHmO9/5Thr4S1/60twaswvmCL3cM7m2ZP785z9HZm1t7TOf+cxsBed+PRiZX/7yl7/4xS8yPPz++++fW2N2waXLzBbG62oFcuxp677TD37wgz/+8Y9f+MIXkt7bvL65jZQZUpqvZ+41tCjz3e9+N9Vp66s9GJncB/r+97+fvSX7zNzNNLvg0mVmC+M1geMI5Lw/aXrH+eQHfuaFF17INeeZM2c++tGPfuCHj/OBtk78jrOt/Z9pUeYnP/lJepuvfOUr+7cy3zvDkMmhPz1w8vQzIc98DvuXWq7M/vJ4h8DRApmeK93m0Z855l9zHffzn/88V7if+tSnbrnllmMudcTHcg6cs5ojPuBPSxFI3lt+mm/6D3/4w89+9rM//elP6YETMmq+wqxhdp+5Lva3srLSygZaX0nCW5mZuPXVHn+F1cqUQVLHr0jrnyRzGCmZw2S83wuBzDvb1pVnu/VN8Dq58e2u80RrI3MYF5nDZLxP4KQCmfenlauIk273OJ+fTRo4zufb/QyZwzzJHCbjfQInFah55HvOgXMmfNIa+XzXArnDkcGdXW9lvvXP7jNdjfmdr2SWIkCAAAECBAgQIECAAAECBAgQIECgLQGxv7YkrYcAAQIECBAgQIAAAQIECBAgQIBAXQJif3W1h9IQIECAAAECBAgQIECAAAECBAgQaEtA7K8tSeshQIAAAQIECBAgQIAAAQIECBAgUJeA2F9d7aE0BAgQIECAAAECBAgQIECAAAECBNoSEPtrS9J6CBAgQIAAAQIECBAgQIAAAQIECNQlIPZXV3soDQECBAgQIECAAAECBAgQIECAAIG2BMT+2pK0HgIECBAgQIAAAQIECBAgQIAAAQJ1CYj91dUeSkOAAAECBAgQIECAAAECBAgQIECgLQGxv7YkrYcAAQIECBAgQIAAAQIECBAgQIBAXQJif3W1h9IQIECAAAECBAgQIECAAAECBAgQaEtA7K8tSeshQIAAAQIECBAgQIAAAQIECBAgUJeA2F9d7aE0BAgQIECAAAECBAgQIECAAAECBNoSEPtrS9J6CBAgQIAAAQIECBAgQIAAAQIECNQlIPZXV3soDQECBAgQIECAAAECBAgQIECAAIG2BMT+2pK0HgIECBAgQIAAAQIECBAgQIAAAQJ1CYj91dUeSkOAAAECBAgQIECAAAECBAgQIECgLQGxv7YkrYcAAQIECBAgQIAAAQIECBAgQIBAXQIdxf5W1y9sv7u7++7uhfW66rvc0qyf3zN577/zaK61xqnNsrfAuSZS/r+6uX1tb5nuNu9ub566/lN+I1C3gMPBge3jcHAgy8Th4GAX7xKYU0APfCCcHvhAFj3wwSzeJTCvgB54XrmRLtf5samD2N/q5vnt7fPrqyNtskOrvbqxfWFyeuWmlb3/1rZ2Eh7dgDTl2tlauypTfM5cnP5hxC92NmdNblo5HZXLP754ecQkqt4zAYeDgxvM4eBgl/fedTg4kscfCRxXQA98sJQe+GCX997VAx/J448EjiugBz6ulM8VgUUcm9qP/a1vbKxe3jpzekuE4vodee9YOg1pXd7cujhZPSWD63ojvx0lsL6+Ptm5eHHnqM/4G4GaBBwODmkNh4NDYLxNgEB7AnrgQyz1wIfAeJsAgfYE9MDtWY5kTYs4NrUf+7t4emXt9KbcpA/YSVdX5fx9AJE/XyewurGxPrm4tSX0dx2LX6oWcDg4VvM4HByLyYcIEDiZgB74WF564GMx+RABAicT0AOfzMunbxDo5tjUfuzvhmL79SCB1Y3zG6d2tpL75+c9gWS5XpvbbntTXHTffrG6nmH0Fy/aY/bJeINAvwUcDva1n8PBPhJvECDQjYAeeJ+rHngfiTcIECCwWIGujk1if4tsx+n0jdsbk621tU3Doov+5c21Ms3f3r+nL57a2Bb+u2G/TN64YPENJn4l0GcBh4ODW8/h4GAX7xIg0KaAHvhgTT3wwS7eJUCAwCIEOj82if0tohmvbePimenjLLZOJc1NhOuazMz/L57OrIinHlg3F+IMyvoD657yMePhJYHeCzgcHKMJHQ6OgeQjBAicXEAPfAwzPfAxkHyEAAEC7Ql0fmwS+2uvsU60JgfUw7l2Lu/kOSjG/U6FTm1enepv01R/UxIvCAxIwOHg8MZ0ODjcxl8IEGhDQA98uKIe+HAbfyFAgECXAt0cm8T+umyzI9e9d0D1c5DAXtyPzvsyq+sPmOrvfQ6vCAxPQId3WJs6HBwm430CBNoS0AMfJqkHPkzG+wQIEOhaoItjU/uxv1Ob2+/moQ3bG1fHbJZByxfWu7apf/2rm9u7Mw6rmxc2Vi//2POQ03KZVXh7Y5rmt37h/N7zbE2GeG2f3ntEvOfCXNPw/14JOBwc3FwOBwe75F2Hg0Np/IHASQX0wAeL6YEPdsm7euBDafyBwEkF9MAnFRv75xdybPrQ2JUXVv+dzdNb25nj7/y1LebJ35nYzs9ksnPxx5PQbLxnsbO1trIlJ/I9jdWNjPfd2boIxFeFwGAEHA4ObUqHg0Np/IEAgXYE9MCHOuqBD6XxBwIECHQrsJBjU/uxv71HRG12K9PTtZM5rOHIHCaTwOheJPTwP/sLgZoFfLUPax0yZA4T8D6BtgT0M4dJkiFzmID3CbQloJ9pS3I861nAPtP+mN/xNI+aEiBAgAABAgQIECBAgAABAgQIEKhZQOyv5tZRNgIECBAgQIAAAQIECBAgQIAAAQLzC4j9zW9nSQIECBAgQIAAAQIECBAgQIAAAQI1C4j91dw6ykaAAAECBAgQIECAAAECBAgQIEBgfgGxv/ntLEmAAAECBAgQIECAAAECBAgQIECgZgGxv5pbR9kIECBAgAABAgQIECBAgAABAgQIzC8g9je/nSUJECBAgAABAgQIECBAgAABAgQI1Cwg9ldz6ygbAQIECBAgQIAAAQIECBAgQIAAgfkFxP7mt7MkAQIECBAgQIAAAQIECBAgQIAAgZoFxP5qbh1lI0CAAAECBAgQIECAAAECBAgQIDC/gNjf/HaWJECAAAECBAgQIECAAAECBAgQIFCzgNhfza2jbAQIECBAgAABAgQIECBAgAABAgTmFxD7m9/OkgQIECBAgAABAgQIECBAgAABAgRqFhD7q7l1lI0AAQIECBAgQIAAAQIECBAgQIDA/AJif/PbWZIAAQIECBAgQIAAAQIECBAgQIBAzQJifzW3jrIRIECAAAECBAgQIECAAAECBAgQmF9A7G9+O0sSIECAAAECBAgQIECAAAECBAgQqFlA7K/m1lE2AgQIECBAgAABAgQIECBAgAABAvMLiP3Nb2dJAgQIECBAgAABAgQIECBAgAABAjULiP3V3DrKRoAAAQIECBAgQIAAAQIECBAgQGB+gZXd3d35l7YkAQIECBAgQIAAAQIECBAgQIAAAQK1Cvx/fNYfBgGS2FcAAAAASUVORK5CYII= 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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。
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  • 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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FIjB9ko0WBhZAkQ+9oAgWuuuYa61ptvvrnBNdGaLiwssLewbdu2aCNYx4aAITAoBK666iqCt507d+bA1a5du1CnpsFymAujwRCYcQTw7nCocKtywOGhhx4ioCWGbPxqgByoHzoNK1555ZWh82j8xUIAD+w973kPe4CPPfZYtwXrqJjLL7/82muvvemmm2Jxa/0aAobA4BC4+OKLKZd68MEHu304Krr03HPPBV10Kd7b4GA2hgwBQ6BnCFx33XVsEtx9992d7wFedtll3MTeuZbu2fylItd2I1MhPcRxcHduuOGGztP5EHD99dfbVuQQRcx4MgTiInDrrbcyQOdJd9w1bUVaDBl3vq13Q8AQqIcAlRGoI3QjLla9K6K0YpOAGPLKK6/sNtMXhbdBdGph5CCmsTsmSFOxtinHouqgKypuvPHGEydOoPK63RHtin0b1xAwBFojgPpCieGpdPjQaQo68NV4psXVV1/dmhG70BAwBAyBgAjgUFHhhWvX4Y1LRLDoRu1YBGTNugqIgBW1BgRzRrvi5UKUHKBx7rvvvvSBnMpZqZin4MES+TMqgsa2IeCBAH4Spa08cQcNRizn0VObS/GTGB0a7rnnnksvvbRNF3aNIWAIGAIREEA7vetd76JQAu3UyTPwN2/ezBP4t2/fTuFbBP6sywAI2G5kABBnvAuUC3ckklDn7sTExQ/4XmgZ/D90nMWQMy6Hxr4h0A4BNiR3796Nq5Reg0EwGgw9hp9kMWS76bOrDAFDIBICuFXcG0nn6EZ8vEijTOqWQjNiSBSjxZCTIMrh/P+bn5/PgQ6jodcIvO9973vuuee+8IUvfP/73/+d3/mdNLzg9v3Wb/3W888//zd/8zc4gmkGtVEMAUNgeAisWbMGh+nzn//8sWPHeNJ9Mga5qfsv//Ivqar9i7/4i2SD2kCGgCFgCNREgBIz1OMdd9xx6NChT3ziE8ny9dwPuXXrVgrNbJOg5kx11czCyK6QH9q4ZIweeOABUkdPP/30Rz7ykZUrV0blkMQYMeTXvva1z3zmMx//+MejjmWdGwKGwOAR+OAHP/joo4+SC3viiSeI6xLwyx1Hn/70p0mB4SfFVpgJ2LEhDAFDYJAIEMsRPe7duxcfD92YIJLkVqkNGzYw0D//8z+nv1VqkJMYjykrao2H7cz1fOedd1LgyuN2uFXy2Wefjcc/KoYXjfBYHYpp7aEU8XC2ng2BmUKA0lbSYbfffvvatWujajCK/z/1qU/xPH38M2rGErhlMzWPxqwhYAiERYCqe3wtXC9u5Mb1Ctt5qTd8SDQwJ9GN6W9WLxFjX6ciYGHkVIisQV0EdI+idA1hHjf81L2ySTuFqfhhqBgeI9bkUmtrCBgChsBEBAjn0CqxvSUCVBJt6DGSbp081Gci//aDIWAIGAITEODdSCTuiSGJJIknJ7TyOq38Gik2osd77723k4f6eDEwkxdbUetMTns0pinN4t5IihC4y4gSCMbhtslQ9VoUsqJfdu7c+Za3vOXv//7vTcVEm0br2BCYUQSkwciIocH44M1wX1BALHC/iCFJsRGsfu5znzvzzDMDdm5dGQKGgCEQD4GLLrqIIvwDBw7cdtttJN0CenfQTIDK88a4rQDXjhjS9iHjzWPgnl+xjyEQAQGnBQgpKRXzHOHJJ59k41GlX6gYvnp2aJcbAoaAIVCBANuSBJOYW927WNGy5k+8kYiKWdlvkvo1r7JmhoAhYAhkhQCqTDFeEO8O1vDoSKtJN3LwwgsvZMWvEVONwFz1z/arIdAaAXQB3pJzxaiIaBH+obAIIF0nRKet6bELDQFDwBCoj8AzzzxTzF7xIJz61xZbosTc0185eOyxx4q/2rEhYAgYAv1CoOjdcYM3z8VoF/uhDHfs2OF2CCjy7xcORi0IrOBf4P1N684QKCDAjUCUofJMQr1Skr3E9evX87Cv6ooFir54wPT+/fv1qiIaE5GmeXxigXY7NAQMgVlHgBcL8VoOnrsDEGTf0ULr1q2ro4tKSkxvP7NXE826PBn/hsBQEMC7w7XDwcO7IxREK8q7U1hYwSX1q7zPAx9PT9AgEOXNkHWUakWf9lNXCFgY2RXyszUu6oaYkPcO8VfxJPzjk73jHe/gpx/+8IevetWrXvva177+9a8v3rpN9IjvtWnTJrsNcrbExbg1BDJDgHwWkST3e+sphdRHEBDiLV144YVQyltzf/zjH7/pTW/i+OjRo+g02vPhqyLPLVu2cFsRX+1jCBgChsCQECDRxpveXEyIVpSu4+9rXvOaH/zgBy+//DIn+fAuJbQi7Z0WxcEj8nTFGkOCZXZ4sTByduY6C06JIYkkeUohxQw4W6iYIlkrVqw466yzcNG4dftP/uRP3v/+9xd/tWNDwBAwBLpFAAcIn8nFk5OI+eVf/uXf+73fI3q07cdJENl5Q8AQGBICxId4d+jG4mbAKINvfOMbf/u3f1v7lqO/2pneIRD3HfG9g8MIjocAmoXPkSNH+KtRyE5RxnDJJZd84AMf+NGPfqRf77///sU0/uOP88Ausll8aMBfkvrxaLOeDQFDwBCYigAxJLVY7DfiMLnGBIpUVZxxxhnf/OY3+el///d/+ekb3/gGLcmasV1JMUV1Db/ryg4MAUPAEOgjAvhsuHAPPPAAB47+t7/97atXr371q1/9/e9///jx41Kb3/3ud2mJbuQrrp0l2hxcPT2w3cieTlw/yCYmVHCIRyWKCR1xqogM+YsGGcsGV/Eh4OSvc9fww7hEPhmV9GMvtJOGgCFgCIRFgNBRSoy/Th2hu5weQ6cVR1R73CnaO4+KLBiXKCM2Se8VO7FjQ8AQMAQyRwB9iJbjZqWirsM9c7qxlP1HHzrXTndFwiDVZ6hEuXZcmDnLRt4oAhZGjmJiZ7wQQDs4zULCSX1JrVAH39SFwidzeodj9YbeoUPpnaYdevFmFxsChsAMIIC7gxIjk0X+y4WOZM2dHiuFjpMgkZulkNK5TVyL1nKptJpdTRrCzhsChoAhkAwB6TSVlTmXTFl+nj2GhiyFjpMI454m59qhbF0zdKPz7vD03Hk7yBYBCyOznZo+EabQUZoF7SDSpQ6kWYIwg/5yeocD16d8Ow1nPpmDxQ4MAUOgPgKoF4JGKTG3i0hmneSXQr7WPg298XnppZdIq331q1/VEI6w85c+F1xwAf+/4Q1vcOdLB+i3knJD07rQtNS49BUNWTrjcy1AOfex1G3p6+i4Ca5VlF6ipOa4Y6/V9JU6LH3Fde5LjQym06V3S1wUv8LOaDxQdPeLjUvHPteSrBldaDXHHb0WTouuQonO4teurh1d1/VpHr22/rpudO3zzz+PqqFin79f+9rXhBviUdSNrXWRemOKnXcHFzqJILmQ0u4LKIprXsf22hNDoB0CjzzyCK+C5BFbRWODbtq+fTsvWGv3EqH6lNA/75DkjUNomaJ3hTHgVW+8xajFOyrrj24tDQFDYAAIoCXQFbzwGn/FGWaOORNKhzDElVdeqc55rpgDjTek8Yz7D37wg27c6oPiteoEBVh9ifvVDeoOfK7dvXu367n6wA3nDhJci7vphnMHNccdey1WpppNfmWK3Vj5HMhKliSnpjsOYqOMTMVBDXyuHftq6Jrjjl4L75lfW5odMK9P8+i19de1z7U4frh/RfGoP27xqknHvGhXvmVRVvEz8TZ58Ru/TrrQzneCgD1ip6aSsWaLCJCXJWlENr1U68Xy9kzYN8WX0JEAko8uJI/lUlm8yEgn0UE0sNspm2Jr7Q2BASNAqltKjL8ug46uIBKQEiv6Lv44oCp5Uwidr1q1qrjNQsaND5qTX7/3ve+hWr/1rW/x12XizzzzzLe85S1cxV8+xWtFFXTWiXDGsuBzLam61uMmuHYUKBCoOe7Ya52VGYskJxcWFib91O159mDXrl3LZM3PzztKrrnmGidj7uToAYiNnqw57z7Xjl19NccdvZYJzfzaUZGrT/PotfXX9aRr2WzUazl4YJgEAF+LblFEPC/n7LPP5iRZtpJs1B+3dOHYr8gPH42CSnSuHY/I5sMlcv/sdsqx6KU/aUWt6THv2YiYorG1XhhXFayO6qNuObTbKbvF30Y3BHJDgDoxgkY9CsKFjqS3nRIbdUBDsUCUuHXrVrL1U6MRjYi+hVS7nTIU/gn6IVTDFFKGk2CsRkPggp977rmlMLJRD9Z4FhBA4fApFtsTp7mCVSK6TEAg/eFCSgh2VJGPQ7sqqszNHXVEDvjAwsgBT2571uTKSK2422DwtJxmKRayth8m/pUw4vQOB25AlA47D9I+aEx33g4MAUNgGAgodJQSc2sfJ8MpsWIhazyWm4aRRUrEgjRYyW1Cd0mD9UUVF/my4zQIWBiZBuc+joJWUejIJoHo1xafKjJQL/kzBf3Sjfx1G+xodRdSxksO5g9OSgotjEyJdtZjsQ6lVvjrEvasQ0Vc/O37mtSd6+IRvcNXzQfJNqd3zCfLWkaNOENgGgIscK1x/qotoaNTYukz6z5hZIlXtBYfAmP+kiDTr7hNLqRMExiXqLKv2SJgYWS2U9MJYfh1aEUVZTj/x+lGDjqhKsig7HbA2uhrlpxrl17zB+GrF51YGNmLaYpFpLLd+CVkpFzoqFovklKk7fseOlYAt+SSlX0yhc12O2UFbvaTIZAbAqxlhY6jmXWUWLcORMAwsgj72NJ9VLcLKXuxn1DkyI6DI2BhZHBIe9ehQkcVZbgtO5QD8VXAp+hnBYuK6UbvC3AhZa8D5qygFjEWRmY4KdFJcvc64n5psPS1XtGZbDLAWJ9MmxgKKc0nawKntTUEoiOAe+T0WDGzLt8onwUbKYws4ju2dJ8SNUBwJWpWul9EbEaOLYyckYkusamtOYWOrmxBoaMUQofaYPPmzWS7eOBqieZIX7VTgqMrNNwoQsNup3SA+BxYGOmDXp+uJVuvhD1/RXe3tV7ZYjfWJ4NaMlhyy/gLdNnSb4QZAkNFYGxmnYUp3yjPHHOCMLI43bhNbm+WAxdgo7X4yG2y0v0iYgM+tjBywJNbYo25xrVTwaoLHXXDjtRjJk4Lz3yi5qv+C0JKbHp+lW7URqXbm3W3U6Ih7b6AFghbGNkCtN5c4vwJ9Iv8id7dRd0t1pN8MrQzGgftzN8B1/12C76NbgiAQM6Z9ToTlDiMLJGECeBDJp6/zrm00v0SSkP9amHkUGdWfLGiXUUGc62TCopwTqjnzyR0LM5Ct2FkkRJZltHbKZ1rx0GxvR1PQsDCyEnI9PW8Evajd1HnVuvVR3yXXLIxPpnTO93ehdVHSI1mQ2AUgerMOu5Rh0VZo9RWn+k2jCzShtvkQkqO9ZNqUqx0vwhU02N74UdTxKx9awQIHdkVUImmW8UkhtCK2nXMvNYgnzCyOAVCdfR2Srl2qkTrkdEpspbg2MLIBCBHHwJt4pJSbqc+81qv6KBEHmCST+ZCyjxL7CKjYt0bAi0RUOgo96iYWXfuUYaZ9Tqs5hNGFqnFbXIhJQfuJ1kNlBgH5jY5WKoPVqxYceWVV+7evbu6WfpfWUf23sj0sAcf0T1FHzevGDo6H69HJVF5hpHFKaMGjUBd6pED9xNakY9q0DKP1R3NaQ5WphnGRgmOANrEJaXwCdQ/Uu40izkBwTEvdkjpCB+8B07KJ1MqC0XPRy2ZC6d3euoEF1m2Y0MgLALKAZcy6yyrq6++uheZ9bBopOwNN+hjSx8GLZXuO89JN1bZ7ZQp58XGMgSEAKsSR0K6kRIznWTZXnHFFSpY7VHo2K85xXMmd8lHZBNPohLl3XF88803cx4j5Vw7jvvFYHBqLYwMDmnEDl3CHv3iQkeMvdMsFjpGRH9y10WfjFYoHT7SOxzceOONnLTbKSfjZ7/MEAKTMutkZBQ6mnuUWBqwGiS8+GhcXCU++K/8lc/EeSaFBgopzW1KPEE23IwgoH0whY6sPnFNApqEj25KsqWXXhIIF/loXG3eyLWjzIQP53H/aKBdStcyPZ0djmhFrR2CX2toJfpi+4wAACAASURBVOx1r+OQar1qMd//RrpVVXrHRf74ZE7v2O2U/Z9k42AKApMy60Qmco8GHDriamzdupUnE7o4bQpYOf2M2+RCSldNZ7dTlqbIilpLgNjXRggspZ1P3u6oC7XElFYbmIeQf1FrzbmTZy7Xzm0Xk5KTa4e252BG9nUsjKwpM0mbSUBHa70QTWkW8h9JCbLBQiCgzWTpnaJP5kLKPjqaIYCxPgaIwKTMOsVCUmKWWe/XrGOVCCmlvtxWCSzIKqHEOJgRt6k0cdmGkSU67Ws+CLCCiB61PSCqVBQg3chqyofUsJQMJowswoKx04SqiIOv+pV55MOc8nfATruFkUVh6OAYgdu/f//Ro0dlmDHVLsCAGjQLeal3vetd+F5/8Ad/MGBB7AD6Tof88pe//JnPfOYrX/nKt771rR/84AdFWtA4zDsflZBZbFkEx44zREBGFA3GwY9//GMOUGKoMpGKJJ933nk8zXLLli0Dy6xnOBfJSMIJ/sIXvvClL33p2LFjP/3pTzUu1oopJkFwzjnncAZVxtfBmy0LI5NJXR8HQh+yWyV9SBbm61//+te+9rWXX35ZvLztbW/7zd/8zU984hMf+tCH+shdU5oHGUaWQGDGv/jFL/7d3/0duvH555/Xr6997Wt/7dd+Dd24atUqzqAY+QyjDMfCyJIAJPqq6PHAgQPEkBy7UbG7r371q7/5zW/yF5OM9in9umnTJgrlhyF8juvZOWBC77jjDibd1SfDO7PJXHPP2Jlnnnn22WeXUgk4Ycw4827x5OzISS84naTEJhEvSaaKFXme1MbO548ASmzv3r0osWLGs4JsFJfM1lDjSQsjK2Z/Zn8iz6Jl4hJqFVCQa9MNkPzFGaho2fefhh1G4tehGPHxUJJ1ZopIcv369TzcpN+1Oa/YJy0CzzzzzPbt29EaEjLixptuuumxxx6roOKFF1648847ETV3FbrmwQcfrLjEfsoNgbvvvtsF/7hTPIuS26WqiWSKr732WqdfuOrWW2+tvsR+NQQSIPDII48U1RG2ECWGPPN58skniwTQUud37NjhJBk/CcEutSxeZccZIoAZYpZLSuyee+5hfkvGiJaadN6BUUwZEE/SPkPWPEnClPOAKM9O7PJhIICDh3JzGRPWC1+1HFCGRR5RgDqPWS/miFGtpQVVvKrvxwACs33nYpR+XHTsoLx6HHUmkTOa31JjncQhRGm4lAHGEe1aatmXr3N9IXQAdGJcb7jhBskNAofuaOpIKZ50hhkprI4/BwDaAFhAa5AsQL/Ie25hITA/eOGyTGhhFNAAYDEW+ogAKgu1I2OJN9BUiUmSFU9ia5FqvK4+4jBrNBMQSv/wt04KrIiPzJbLOyA29913X7FB349ZDiyKvnNh9HsigJyj0OTgoeI4LsWN1f2jWovxJOtlkN7d8MJIUmMKIJl69EBT94zL0ai99u4sjKxe2sF+JTPhBAWT7NkvoQjGGOuFK8beJvrLs0O7PAYCGAYX8/tvv+BwOyuF2moRjsbg0fqcEQSUZVdBhH8kgK1VMInp7W8WdhamHi+nOFM+tqaYg0AxNnKyc4bawsicZycNbSgx5+Dh7PkMimV3Ly3EbRhYoo3wGKZ88MnnWtJhzg/3nKliDoJdh34l2iyMTCGTeP9YGrQMusbHDJdoZZtLWRBEeWC6psRpH79iDEi8Me84TAHTirhiKCy8efzvpnmvPsJoNOeAAAIsVcPfgHWJbo8Lt2moGgw9gP4PqAFSygM5SjRY2H1jokcl19BgmLCU7EQaC4jy3I1kTSF7wwA50tz5d4tHR2iEDMjB8+9QPTBrKmLCixhMwiUUODn0Q7JASVXWPl5ZEJLk3SFLfNiaDtJngk4sjIwLslMxuF8xPAn6Z0McmSNhbLom7lw26V0qBi0TSRdgY3DCmHfbyWkyLda2DQJkRiVs1OS3ub7ymtgasnLwFD8SKrNOe+fKx54XkhESqkgaMsXULo/B/OYZRuJyQBuR5DKl9n9gBPD7lV8jM8KSCdz7K69g35nBwSRcguPTVYfKr5E4iFEU5nYg8O1jCFVw0CyMDA7pqQ7JBSqfhIqJmms3XXMK9AyO8Lal+qNWJpA1ULEZuiYDpo2EYSLgEiKelVrV6KRZMtU0RPq1j2FkbOdYUDtvqe9FblQDxciw+AukhZH+GFb0kEaAh5RwqQCzLz/Fzq8JB+IFlcv2otLQwshY0ou0KYZMYyOla9j+ipEdiYXREPtVSB9p87kEmNM1aWSsNLp9HTwChI4kRCLlXEvoUaGN+uITNflSGjTB196FkWgVVeOTcY+ND2PJSlouLAbUFkbGQFV9ksZlkxB9xQKPN4obS0vSio9iQz21f922GmnzuTg6EYQqDXEmM9+TtDCyOHEhj3X7RwJL7IimbgqlhroJVajteraDmggQzON2s0mIe1TzEs9m6BdlrczAeCJpl5cQcPokRjV+aSx9JYBEgxG1JhtxLBlhT/YrjEyvTxhRnlmeG3phhSFxbxZGRgIcFwtHC2WFxY80RKlbl9xJNmKJAPsKAorrUlaw67kqRBM5429hZJTZUeV0+rnnPhPCGPK7mWcvooDedadKT5KhTHyTqhmYrmd+gOPjgCrXnri6Qfuf+edf6095v8JI+UmJ9wbRYKrPt2eG1ZerOi0tjKyDUtM2OFfaQk98W29XDkZTfIbaXoVmZO0Te9fpd6SazqCFkU0Rm96+W0+I+kYiSR4dNp1QaxEOgW5jOTMw4WbSenqlW7e+qxxcpInvURjZlZ8E8l2lLSJNeibdWhgZYyL0XNZObiRRuRMboajoGKwl6LOnL/zoEHmiVj3GKerjCXym3sJIH/TGXMuUU5TVbV2WaoQssztmeqKdUvTeYWWp1Fz6DfBoiFrHnSEgYe6wyFD51w5XU0Do+xJGsu1M/rFDD1VF1DhMAcGf8a4sjAwuALhVLBNcrOA91+xQuZ7+Gno0DBt6NZnNpJm8+vSFZo59FjIxBUXUed6wZmGkm6kwBypl7tYBQtQQOLPHYWa0Ri+ZAC7nu3evFqgBsDVJhwAWq3Pt4ZJxHKTjPM5IfQkjpT0S1zCXIFf+Ituke4na/L9aGBl2jlBHuFWde/M5LNXWwPYxjNSDxLv16pW/6GQPfOpcn0FmxT6hEHjqqad27tzJbR66wyRUt037IW8BAQ899ND+/fubXmvtWyDApL/44ovKILS4PNQlKDss3HXXXReqQ+tnBhFAfhBmGc6u2EeMt23bhjrdtWtXVzTM1LgyFrineMkdMs6kk/KXBHZIRtOh165de+ONNza9ytr3DgHUESsFVx4Xq0Pi5WksLCx0SMPsDI0ZAmqi3269eilnJPDEiRO5gW9hZMgZUTghbz5kv837wh7jil1//fV4hM2vtisaIMCqZm3jfilH2ODK0E2Vv7D0QWhcZ6g/F06oML5DzrHZ+Gpo1GeffbZDMmZkaCwFnHaeCGPGoaF36YPDhw8/+uijMyIqM8smrhTqSCLaLQhyNtgkuP/++7ulZBZGl1fPViQedbf8QgNCKF3dLSWl0S2MLAHS/ivuTibhBDxI2RHh7Nmzpz1LdmUNBKRl9IzcGs3jNlH6AJLiDmO9DxQBZbg7DydAF5tNPk71HQMFOxe2Di59eIp9t1uRgsOlDywBmot8GB1LCODdoY5kYTuHxCqP0kyBUlo5bBLAL/eUsldB+oBsbxr2a45iYWRNoKY3Y3axfNdcc830pkla4BYwzt69e5OMNqODMOPMO9uAegJ45yiQPuBJaCQpH3/88c6JMQL6hQCJMAIK9iFzCCeADg2GPFsiLLYUyUbgH8ceqE7/pA+woXhvbPHVaW9tDIE0CLBMqLjutrLRcYrLQURhht4BEulAXn0muhEeRUluXr2FkcHEj6nFBHZe2ej4wQMje4Extqowh0nwA8G7adOm4D237lDEmPPdGsCZvVAmMythRp2SELHarXgy6RJhOKbxRmnUs16okJur1IgFazwwBKSFUEedVzY6YNevX8+xGXoHSIyD3Lx6tiu4SzO3SbcwMozsEaoRUTDH5KvC9BiiFzxCvAR2GEJ0Zn2MQeDAgQOcld8z5ucuTpE7wNSJsC7GtzH7ioAc93wSYeComLbXGow9VZ50x6rMUywI0TFeWeUO8JPYD1dSI0/Q+kIVSCJ78/PzfSE4WzrluCtyy4RIxbSHDh3KhJ7hkaGaCMpz8skdADL0kNTI6kE7FkaGEf4ME/kwJo/QIoowczyuF+adLH4+iXxoROUx71buMm667NxEBJQII9rJKhEGPVRV2MbUxGnz/kHYZpUIgyf8dQmkN3/WgSEQAAGcKAwrHnyAvgJ1IUPP7gXRTqAurZvTEMC743tWuQPoUcovqw1JCyNPk5vWX44cOcK1/on8fRtXuM+ahWOt6dGFeGBskGoxeHZll48iQKiGBved9GMLa9yUuwO/uZfiw8CM0mxnDIGxCLDjR+VCkF2psEqM9UXmNavk61gAe3oySiJMOm3jvtaYKKy1BGhrAO3CgAhg5bH1KCL/XamwulGG3hy8gHNd7Eq5A18Hr9gjx966UTWPWe1CWxhZmuSWX9llRsUQtrW8fukyVMzGfRvu0ss+79pwbH6NhyE+SQhlLXiHfHwIs2vHIkC+nPOrVq0a+2vdk6t3PHza613v2jA3t3rDx1fXvX5MO8khMjnmNztlCIxDQNLiv68eXImdd9550GsZ93GTFuAcwPpPepGORTdpzbxnBlQkmQYrAmvHXSEgOZQi8qEhuG7UMjHd6DMpFdcy77hSActzguhGAg28+qwm3cLICilq8BOT6hlDkqVY2De34a7FKGLxs3S0b8F3R1JUZSVz4m8Af4Wq77yXgNi3b59vFDmHlqHXp59+utS3fTUEJiEgaZHkTGoz/XwEJab1ZRHFdPCbtxCqITXYvo2EkKRCl81Yc5qWr4AqM1vLYNj/XSIgOcxWNz7xxBNdojPcsZl330kvghNUN2ZlEC2MLM5z+2M2pkIY49Wrzz9Fw/mrV88dO3b81Ik2R+eccw6XZSVzbdjI8prwTtjJXMKOHT57kUtvDQUwbZZmiZwRlR0CkpYQmdfASkx61SKKGBIjVGUjwvS/VEzjH0NCDPNuGizMpFgvfgiYbvTD77SrqcnM5IVSp5E17gvzHsIgLncdVDfSaT420cLI5Tn2+58ZDRFGekeNI1yYEzYCSbAT2sAJMe/LJB37wr5jcxs2nNyQXj7b+H/KHlB/+WiZxgzYBckRICcisfEeObAS6/vWOq+K5lGZeSbypCJCZty9pcd1gF7NEzRHYf4H+MHInt0k7zlTksMQhj6wboQvFm+/DP2dd9550003ec5IgsvDTXp4YnUjVT7zbmFkgDmWwPnmLVZ/fMPquUIV61JI4U2ddJ/dG+kN5JgOhGoI63Ky830L88dWz+/wjSIXe0MazQkbM2d2agIC2KQAkhxBiUmv9ndjijByYWEhz8UYbptlglR5nJY05uMqebDS2aXML7JnYaTnBITJF0fQjfCFeuyvbvScl6iXS/OErNQIR25uNtHCyABzG8D9WqSCZ60sPVfn5OM61xw7P0A8YSomwARXdhEO4RC3RRZIDSSWhR7tcLgIsBUZgrkoSiwEYdZHYAT0xMGTxsr/WXATqAsklhN6D3R6x44dub0VIBBn1s0iAoGE0HRjn8TJc9LTqMdMALUwMsBEIHB8QuSblx/TuvTozh2rj8+ddp9RG1KVU8mzbKkNPzldE7a0QE8n8b0tchkfpFEpq+UT9r8hUIUA0hJo5yewEhNVlhOpmry2v/ns+J32hOkgd0OezoXmvRdKjMLRwG8FOB0K+9YtAmeddRYEhFCPgXWjqDLdGEM8pHlaP6cwqnoMsz0eDjULI8NgyUoOoWWKxCwWtXq++IHutFfWC2NcZL4Xx0I10G5koNsil4Azz7sX8pMVkWSaKNIOJMyOswBKTMIsT871awdBEJAGC225gpC26LVb9jMMlNaLHwKSw9DLJIBuhC2oMu/Ob3rHXx1n0seP1fSsRDGfeV/ZlAFrPxYBZI57YMb+1OokW+Jr5ufmH/Z8ZOfcnB4GbfmqVrMw5SKhGmIXeo6bYhdvi9wboIwZoqVlfF9oOYV7+3lQCEiYgzolYZSYhNk0WAxpE6qtM+4xSHJ9Mu8WRjo07KBDBJxuDEeD6cZwWEbriXmX9Yk2QsuOc7OJthvZciJLl5EY8E7kF6up18yff9cr/kHkckRhTlhpvoJ8DWddlgpa/beel7mSKOaTrFqmy/7PF4FAhVvhlZhMpkUUMUQnfMadN6wvfRZvljx53PK+SebdNFiMSbc+myIgOfSOKGLpxn7lizdv3nzdddc1nYJO2jPv3pNeIDyobszKIFoYWZhmj8MLLriAq/0eiXZaNXWA9zfPzVGldv/99/flLT0e8Hdz6Tvf+U4GPnLkiPfwS1MfImsgSiSHNu/e8zJDHUiYT5w44cdzeCV29OhRSMrKavpBlNfV5MJC1tGcdvPX0i3+rSyZ5FAymRdeRs3sISA5fPTRR/1YD68btXL7pRvxSEMqHL8pqb6aeSeM9N4fWh4kkG7Eq6cCLqtJtzByeY79/r/iiivoYO/evX7dBL6acII1YA+RCwzrcnd4YB/+8IcF8vK5LP5HDkVbFtQYEX1A4NJLL+U5YblpMEzm/v37MedZWc0+zGddGnk2DE4Jvl3dC5K027NnD+OY5UoCtg0yBQF2pTD0KCLU0ZSmaX+WukZ1px12VkZD/8gAZcWwHM5169blQ5WFkWHmQo4OiiZMd4F6OXDgAD0pxA3UpXVzGgKbNm1C0Rw8ePC0s51+IZHPx54c2Okk9G9wYkjcEUxUyDIebxgIb0iEscq8e7IOxiMgbLPSYBDar0TY2rVrb7zxxvH42tlBIJBhRIHjgbomvtXNNYOAOS8m5ETlllrN0Ku3MDKY4BKt4YGxsIP16N2REvkqyfDuzDoYg4AUjRb2mJ+7OGWJ/C5QH8KY2vzJKhcmE26JsHjiJTc0K1dJibAe7bFg9L0rHuPNsPUcAIEMDb12Ry3FFmB2J3ShXWhWd7C61gkDNTotrz6r8hwLIxvNYFVjOWH52GOkjbDWtEzVnHn/ptpRQe3dWZgOkECpvzDdWS8zgwCuUlZ1rSooIgtmibCoMsi8E7nlc8OSEmFmuaJOunXeCAG89osuukiRW6ML4zWWq6n4Nt4oM94zWiirulbKczL06i2MDLZM0DI81OT2229nmoN16tHRwsICTuHVV1/t0YddOh2Bq666CkWzc+fO6U3jt8DO4RFeeeWVTH380WyEQSFA9kF1rZlEFLt27UKXsr4GhXJ+zGzZsgWisBc5kIYuve222+zW7hzmwmgoIqCIAqVUPNnVMSoaW08MaRWtUacAhHGlbrnllqij1O9cfmZuuQMLI+vP4PSWO3bswArm8DhjVAyKhhjStMz0afNrQcUd6QO5vH49+V4t2UPrbdu2zbcvu34mEUCDwXcOGkypGdSXJcJiSyIJUPwSmYzYY03tn5sMyR2gwSwRNhUra5ASAXlT+PE57BMo6SN1nRKEWRtLBghfmv2hznlHRfORw9k5MacRoGdy299QCChP8OCDD4bqsF0/BDaY4SeffLLd5XZVIwTuvvtuFtW1117b6KrgjW+66SbI4G/wnq3D2UFAYRsi3S3LJswp8cdgoTowXikHHR0Lg4XZwni98MILo79mewboKADJljwjLBQCd955Zw6GPpPV2g5VyoO5H7vdtZ1c9cwzzxBM8ulcKWXr1c91MjEDHlQrnNqwDnmUB7Z9+/YOaZi1ocnoY2A6TB/ko+xmbeoHxq9z5TvkCxqosM3BcncIQuKhlQC95557Eo9bHI5MHFq08xRGkaQ6xxZG1kFpGG1ycOU7dzZ8prJ3YSTM5pDT3L17dw4pjLFTb2HkWFi8Tuq5gjfccINXL20vvu+++0jomgfWFr+W1yl9gIoknGvZhd9lerDhrbfe6teNXW0IvCJvvsM8lIS5d+FEr0VH6QM0GAedMEIEi5+Em97J6D6DWhjpg16/rlXlEftpXe1N4VhmG07Umco+hpHMNR41fnVX+wSPPPKI8qpduZfVM2thZDU+bX5lpvVowfRu0GOPPSZxJ5hsQ7pd44GAUladbETL7yd/4UG+XWoInEQAq4k3j7NCEVd6UEyY02OuEUlCMensdaR3keUn4Spx0BX7rce1MLI1dH28UGX//E1PvIJY3Ms8w4k6gPQxjISve++9lzCykyybCyi6LRWpmFwLIyvAaf+TC+dSZi+6df7agzWgK7URjR+ckic5fx3mR1Mya2OlQQANhsnEcCZOSHUYyaQBNvNROonh8ZMkbNn6SdWzZmFkNT4D+xVHS+USJI5TsoYziUIm1YJyTjlu2LF6GkYCgspK02fZJGxdlTfWmf0VNEIJlj68bZNnE5VOjv0Kpkh28af61+L4Fi/k2OdaHp/Fqw5KHY79OjpuzWvhVFXpxW4nXXv8+HEeePjmN7/54MGDCd57xoMNL7/8csaiFE1lD0Ui7TgNAszC2rVrebcPBkYOWexxeXLX5s2b2YLGxmBgYg9n/c8OApiAiy++GKEiksT2J2Ac9YUSQ5gZkb8JRrQhRhG47LLLmAgeAjk/Pz/6a/Az6ExG5B3fZBC0zxN8iNgdrlixgkfsyMuMPZb1nwMCeKroRhxOEh/y8mNT9fjjj+Na4G0y4qgHG3v0gP3ffPPN2BTWS8A+k3V1/fXX8yhpdgv0sKUE4xJEgFjKEdswRRiJwUADFoNONnBr9jWaF6l/bXFEHftcW1+Jj45b81p8qRbXvv71r4+dZOVuFhWh2fPiRico8RnmQj43LlHs2jDlC1DKfawESzwvNlwLBFRDhYChmVtc3ugSlLBy7SkrOBpR2K4x7GBhRw1lu94SXOVqqBKU7QGLLFfiCo6wMOIs5Wl5mUpkL8HiDYtnL3pDdFGMTH2CPUl0iNJqJUe9F0ANjEg9ioxInsUVlTW8R1W3pd//bMrX4m4kuTRAKYZw9XcFbTdy0m6k4nAy+p/+9Keff/75eNtTDEE2FzJsH7Jm7iN2M5YPmyrk11lWOOIyNmEHJYW/devWPXv24IQxRJrNorAsWG+9QIDtbiQNeUODxdssUs4VMUaYFVf0Apw6RPLCMQDEvKIN6rTPoU0CDQabVG2gJ7FchDppdj4jYZvtbiRbWOeee27f4Y00a/7dshuJAPMXxYh6LNXl+fevHrDyKBCOiSEVV4Tq2fppgQCmEGvFe8KpMcRaRao0RCvi1ePbE7Uy7zF8yBa8T7yEMJLfsHBNA1BrXxMBdorc9lTwBAaFQCgvPp08DKMmAjPYjEySfG6mPngymDyoiqsppwkuUTM4WcZyNQLkwqXBYmwZIcDK7yLSXT0jtJp9z19xArCwwZWAJ1VTL3caDD8pRrEDBmswlos4DYdyKqTpG2ApkD3ISz/0jIyI+lJ6iL8xbDFzxwyqzn9GIO0Fm2QNmJdIdTruno4YBjcGvIuP2AEOCyNjgOv6dLoGsaMQMUito0vb02fix2A4vuygGgE9L4T1haMcxBXDz3Y7Qn1RMdUQ2a+9QADBU+aCeDJUxgo1iDFWnpUsexCtmCGYPQ0jhaS8JTQY2iZUkI+1kudtznFscbUwMjbC9O8SLqgyor5QesztdFGdwTwmYMSGaIQAEyTjFcq7Y3QmWhvO/doZsjCykeR4NcafUFIf80mA0VrduPooRI1C1hg5MC8+7eICAkSP2mzBFSMCbG0P8OGYa2ZcSZ/ebW4UILHDXiKAvsJJkuHEs/G83xtlqLt9+MtxLxGpR3Svw0hYRNUog4DyQQB8zE1RGXIzYai4tN48zGIrzA32glmbRebT8kxyzXl3JF98Bg+44nzIsGunIhBQoaFXSdU5B69fDwiwMHKqqIRsgCuGipH/hMSQeED71IwnUS7ImVSVYhIzwyHnJmZfLgHPxOGCIwM1NyeZYjIOSt7r2jyrp2KCZ31nhEDR2lHuiIdaU5LFAwvBKTEiUhZCTe2XEQQNSel7GCl23d4Is0YEyNf6E1dSYgGT9w2nYuaaWxiZeMqdd4ePR9YYn60+AShSLnd3hgfc/69Pg7VsgUDRu0O5ofDr59rQooQABAIKIJn9RjLTgtoYl4x/xA4Oq33iIcADDHjuwh133MEdtIyCAJHu5fOa17wGI40kPfDAAxdeeCH3x/OhAV9pyU23HBNGIqnXXHONiyc5aZ9eIMDTSvbu3ctf7tKGYLxw5vq8887jmIOXX375O9/5Did5Ng9nnn76aSadp1BwzIdJX79+PQ7c0jf7Ywh0iQC6iEefI8moMuhAaJHPCy64QAkyl/XgV6k4nkJx9OhR2jsltmXLFvwk1F2XbCQZu4+P2JkEDA+WuO222zSnmC1NOpaL9tgjPrqQBkw9Wg71deTIESk0fqL9tm3b1F4t7W9UBPAf7BE7UREe7Ryx550QeHdy3lCJWiYoSRpj6J3S07pAJUo3oiRpwK+0Jz3nVtPoEL0+o/eTETD3motR4nlJ0s6dO4u6DoPoqvc1+1zFLMsI0lLzrq4QDHSjKlpHO8/8jIWRXU4QigbhI7RwwjeJGnQKygXfC2mb1MbO9wUB/OkDBw44L3wS2XLUiB55lI6zPZMa23lDID0CyPChQ4dcfFhNwGwqsSGFkZpfzBYz7tKg1ZMuJbZu3TrslymxaqyC/2phZHBI63dIMkVZY8WH1RcqesTWs0yqW/b9V/IaGAL23PrOyFj6CRGdTRzboHSSOHPTpk04eL3OGqwscWVfUyKA6OjdtT/96U+/9KUvaeg3velNP/uzP/uTn/zk29/+ts6QvlUsYTFkytmJNxamguwUySrnir3qVa9661vfesYZZ3zve9/TDg+jo2LYlC7mL+ORZD0bAi0QQJL5kEal9Pof//Efv/KVr6iTlStXUjzzbtTrngAAIABJREFUf//3f3wlkPjABz7w0Y9+9KqrrrJAogXIuV2C2WInmc8Xv/jFz3/+8//wD/9AGYWIRI9huXS8atWq3/iN3/jkJz/5u7/7u7mxYPQYArERwHDzQTf+1V/91d/+7d/+67/+q6qQ0I0MjcvHX45//dd/HfX4x3/8x70OJGKD2Zf+VcxMPfO///u/f/azn2WX6L/+679EfFE3/sIv/AK6Ea+e7cch2ESMPUzisMYombU+JyFAOTVPTEHLuOXxhje8ATer+AgWCqwpsy7KGYoGAW10X8okAux8Jwjo3jBX4YDS0Y1GRWK4u5rH+Sq/IPHQvFNDX7/mvtihHRsCMRDQ3dpOmJFVEl5UK7m7JUvSrgbItmsQg6rc+hzGvZFFVHm6EmbIeb24QSgxd5M/d0LKbKnCmUnXhiSJhqHOO+4TUl2EKJNjuzeyq4lA1BGJYv02zh4uHypRJNEAVVlsgCItNuiK8tjjojcGHG7gvDGJRZtImhV9qOeYcCck3jvKs9gAGUBUnGDExj9G//aInRioju+TGEB307r0g4sipj6uYNQhI8zAMBfDzvGj2tkMEJDucH4VmpRc/lTF4ZSO89icIz712gyYNhIGiIALEpwSc1FERY4DNYWywqAiwPog0jOSERtGGKlHQRAuunnXDFY/sFcZsaKvPMh5R6RBJsPVbmFkykkZtdcugaIoYiwxcguLK4slxubBULPGaIDhhZHKrDkHz9nECsfe2USERDZR8+5izrHSkudJCyOjz8vYvBTpB0xsi7Gd8J10x5aeb0FM0sfnO7Vgv0eXuKyBUxPkI5n3dil5N++ut/4qnR5NopEqBEbjgVJyvSZQFZ4WEl6zk34163UYqaxBMf4nj87zP5oaL5ShUmk4kc5yKQ3ftKsMZx+OLIzMcF7SkDRqml2upCkBZIdLRWpaI+18hqajp2k/mDBSmbXRasHqzNpYkPHeS/OOmsWrb9HV2P5jn7QwMgrCo95ScKc/wRBRoBl6pzIqxZJU7RtX5CObQoJyKSkdfPoeKZ2m/Fr7ThAY1TAuuR4k5AsVmnYCTv1B+xhGjlbcsYFADV6QeVfnaEWXEVNVTh/T8BIDCyPrL4fBtBwb8hVL+n04rQhNUcs+PXd+bd/DSBy5UmVNu8za2IlQ2o7Q1G1syuaGkquxg/qfXAwjsRD4oP59WQ9u8buEa5qkwliHrPWGp81jCwTwjQCccE5Tz+JPUJfilA5JCjcuWwcDvg2pxdTYJY0QGFVirZPrNcdlq4oQopjWRZ7Z3hlGWRdJHyxsL/bcILJ4Y488mKjRHeDge2AlncVst8tdU9IiNYP4PHcjMRDIHjMYifFZ63ZsAWpsTVXaxteq7O8NTT0NI6Nm1sauo1Gv3hni3FIJiy/8cBrcDtohwOs6eH8DD2VyT3Ym1cojzvlbNJDtOm90FY8bhgwewc9fPfCTrIaIIbpAATXqzRpPRUBTzyOeiy+J0tPtp14btgGPF2fSkUP3qkmUjpNDm/qwaA+vN8SGx9MXlRj1VHoAfUolNpYMPRI9JRnDm98KjqQ33FtbiOExFno2eDK9gf5ElxYtF0M79YUqq6C/859WrFhBLEG01jklRkAMBPDrWCOoR2dbSXYgnKyR4n2/MYYu9gkZLNKiiUclaqmmJKNIUovjfr3wo/TWFikl6Ua3YdgChEaX4Mk73Sg/k8tlnRFCt3XRqM+wjS2MbIln/gGbIpyiX+issjlkLWd96TIe2w2qShzoTbLgCbY4uzloc5QO5PHWb/46pUNOWnmNHJSOD/h2bUAEEBX8kqLvTgiBJMtMui3ugCPW7wrRRYD1Ukpd5dIieE71+7GWYxFAicklBWQlHIFXLim6YuwlyU7irKNdsV/Oa5eCveSSSxDOZJFtfX4tjKyPVY9aOt0oM5pPXkMmXh6IFm8+envq/PYijNTU81cOnjJr2h7oVv8oo4FZRD3q/THaKJJuTBbZlmbZwsgSIFO+ju754JfjdWGAfRx09BRvqfbsZBLpcsikdNRGVllxxaSr7HwJAedzo1y0gJnxLVu24NmAZ6lxJl+d0sFZFEludxpnsSulkwk4M0vGqBJDgBVC5JAHKc2LsjaKdXPz50qk5v8Vr8h5SKI2iP2KxLjcZU29/DkGQt/KcuWjdS2MjCQA6buVsySRk5XPPHulnAuLGlsvuLRPhT7PZ4EU5zHbMHI0OM8ns1YE0B0rzcpfN/Uoc2WBU9vxsVW5drKIgB41QdWKc7tJSHAnT8CbRnhSE8IR+x4G98yMIiOom4CMFHEbxjG3inF/czFDD2LcmcBtJ/1icBi3IfUL83yodWsf0yg7hBKTJCPh+dBZTcno7SIYTm7ns/ffVOOmG3vAyrkgKLR+3V7F1KOHcZIcC1ix2LelVaPqfoUkKHFf7aB3CIx9Xk7rx6p3wr67p91tl6HqM3ypElShfDqBaOygOHJoQkyhUyzoyRYPox7beZqTTD0+fPHhAomNu+1GOuEpH4zu5Cg5EWMTjx3qtWvXIgpYozIdcb5rR4Jyfw40QmeZjDgMevYKLGT42MIVPj0qGpnKOAlX5E0JV1cSg2aXYLswY2o/1iB/BCqS63jkzuHIn5ESha40wNVkElS4fapuy3FLpHb4Fd11xx13uHS1fAuWOT5TfyHS7rSK9l0anuy71FfqNPzS7NpuZIdC3nro0b3uYVj5zMs3MtmNlHuPenQOMC6Q6gp77QKxO61dypR3BFgYuaiFKJhBqlh+gv5flz4//OEPpaHe//73f+ADH7jqqqviFQmkDyOd8oX3v/7rv2ar6oEHHhDLeBtve9vbNmzYQBtWFB/UazGT7a4dxgFTDwh85JTs27fviSeeEBQw/qEPfeijH/3oH/3RHw2D2RIXCPxnP/tZpv748eP66XWvex3SzoevTDoISAZKF9rXPBFgQtFj3/3ud//8z//861//+n//93+LTlU6EWgNbyHDcunhQOeff/6v/uqv8ghQeB+27ioKobNf//Ef//H5z3/+P//zP//nf/6HBgqw5SEV2w/geDRLcuaZZ65evfp973vfxz/+cRhMo7ssjOyFLMnQQ+rNN9/M6nAmL+eSfk9giZEIKsiGy7Olt7e+9a14d/gzb3zjG/lK7OQ5RNPLAR+dnGy/xJHnLOOf/dmf4eDJMuLrYhOlG6HKNR7AwWiWBKYuuOACVGJ4y8iuKxu47IOl2X7NapTResUK6cEYUyFA9WkMFtIUtZYoL72jooJ3fpLwUVlU6qS/X+Gl+HT7avaxNCwTEOsvvyXKETm0CdNazbh+JfagoqxH1Y8lZgf8VbVMdbwB2vSxGLt67kbLNSfJM1twmDke2V/dYfBf0TOojkhrB/bpfGp+E29J7x/K7UnxnmiDbR0lJreVFyd4DjfpckQuz6JWpB3xiOS0TEIjn/PuTULI/yS1oPPDs+/Mgt4HVizXnATCIO27WUZ8tjpZY3/LuLgbSS4ND0ORzCQ5G9h5nmdzyy23aDsbFQOO5513HqqEWBFO5ZO53BVbhc899xwljuQ++ZU2tN+2bVtNF7wOdCl3I0la79q167bbbtPmGyYWdlatWoXAcQwaqgsCHPIZynA//fTTsM9+HbzANR7JNddcI6zqcJdVG5giH0YxQ3E2zznnHLiGdxDQwlPuisbgQO4K9jmGEYSEx+qQUKBlVnzVJIZJ3Llz5549e9xsMvtnnXWWZJ45lUuKQNIhbRCSRx99FPaRBM7wK9vysA9WNUe0ZjEQQBpRYq4mR8uW6UOPMRwy/O1vf/sNb3iD1vjRo0dprznlV+aapwoXb6WIQWHUPpFMlBibkE6JwTKqCT3GuO9973u/853vrFy5UmuczXbYd/l4pZ/x+9PIMNO0detWzKuWWBBY4Av75apVpbVYm+gx+mcvjn3Il19+eSz7rHey7+l3A4Iwrk7Qydgv2Hc6HN4RAPQYc/qOd7zjpZdeYsal4ih/5ZhLuJZfYR/h529AerLdjQQfagiJJOfn5wPym3lXmCoMHFtwmC2RinFnjVx44YV8RUv89Kc/fdOb3vTVr36Vrxh3UEI8EBK+IkiIB6uDZnzt4wf20TnoxqLCh312omAHBp9//vmzzz5bKwLjzjKRt8OvLCLcG0xDT707WGAezTK2s4wyDcx+Y8tIGAn0WLh8ckhRKSElKQUBUuDFG67rJ2iVV2YdghiXkwcN9ZwVxfAJ9oTZjpCCQK2gKxslaLkN3aV+uRzjlD617yMbTDQ3zUM50wcITfeWqfvlEqHHXzI99SXHh+xQ1zJZ7L5KQbAEmErkuX7niAoC49BLIKv1aZuplkgdS08T0UiJlXLz9NA7GWai4QLRlRjDQn0lVsrNs4RRhgkkh5WCwgm1IwQXaCE65CMlhl6qwwUXwq8LZdEA2L46F2bVhh0GFwFKidV8uhIXFnPzuMs1cavDPuuxkSWt02eQNnCNnEBekN560QnLTQ4ejJMwql9/wQw6+861Ab27lLgh5HJRYIGVAhp1nDRsCtrA2Xe0a++8O0A2y9jaMrJMnF5Ffpp6d3Ogj8DNQhiJIcd4wCzOh+ciKXXlH04kCCPRklKvSImn+1jqKqWWbD0W60TqFRCaLpLSoMWueuGKIZ8ufmYJ+Hg8dIXwKIYJ64qVQLavYxFwXoLEuJ3m4SqWgJZDC5sxlrAEJyEbve1kr/XSw69yMJIT9FkOdbgGaoyOfxgJ2bCv+Bl73ToKIp4swti6nzq8B2wD2ThJIMkHj6dm9DhKAJGVc7aAsXU/oz1neGamwkgk2Tl42Ls64dPYKaMfFWT1K5pCHxYdvNbs0492StC06Ml2JmYssFFPOpVultHTMsrCNrKMsxJGYjhlgQImmdy6RXmhr30WSdQwEkWgBHZYtejWLca4tc7yAa3mtdCmREtAtVj0aNnTzlnV4n7JKAYMGIDUbWyyoGpOhDXzQQANIyeJeWTp+XSlaxFal1xAQpAT/z7j9cDOuZwk/rY2k0XykGEXlaEf4mmwIGEk0U4L617kt3QMvy6aylyDQTmhvuJnBNU/IKdDpJ29F+cSlMAZzNcZCSNRZcgws4mQYJiCrOVirjzzXAP84oPBPioCnRbEG3G5csKJzB8JYZYxuGV03l1Nyzj8MNKpGJywGOsBxFnA+HY+uiZeGOlUDIomuKcItjLG2eoap2IwM0GsS9HDoEPKZpj9bL1w53zjMgaxLkX2XYAKCMGxLQ5kxy6KCOUkOUiZOGQDGcYUNSpydj0kOFAUgY9I3BtWjJFhOaBoMHRFDF78w0h6gHc++HZhKYRlaTCMY3DrEIpUJl0ucvB9YwReKbahajDmF+gILULNRYb9ILfKrzGJwWWYFaelFyR1FQM9fFpFEXhiYdlH07qlFyR3E4N9s4ySz3iWkcU11TIOPIxkXclO1Iyq2wk6KsZT10QKI1ExuEcYEnYjw7pfRaDYG5GZz03XoGII72Pb0Wy9cLwu0pMxvE83+whVbC/cjTWzB/7qZSp0zlsK7qlPHXpqgwTqJaq35BlGSr2gx+IF+dlqsATqxQ1Rx1uaKqu5NRh8GOlMPPm1SOAnGKI15XhcKlIIUp8ylgx5EThRoXJYOAwonLFjNT1pljG2460qTmSMVVAxO0MOI0m0K08TSmorcHS6Bqehotmkn2KEkZiQ2CrGseMilnzutGFGPGN7x93UA3nhoB3P1ZtKQ6kBMxJbxbgRnaM/NWvlLrGDmggowokaRYgS55G002A12WnaTNX48bYKHT1OgwXfdvAJI1WNn6DYASKlLfNJBRLgJUgBSwBcHiFGvZKTsfQHww4jcTbSmHhg1IYnO37pJ3HSiGgqmfjYThdejRzpINvadEVl3CSm6p83y8jsJ7CMLlavELPBhpEYIdWLh0qiTJVvdA0rBL3WwhIHDyMJobUPWTH3Uzlq1ABdQxzFJwdLzFzgeTMXyeI6mTQEIGxhSaMpcI3hGt5BABzcyagHiloROatuDYizUMWDSSNU0mAYp2RKoxorpSeSFRzKW2LhVGdeq2ke/bV1GKlNQpL32LLRboOfgWsp8GRKo5oFhdAJUsAig7XG1KPAh6TBmEqWcxDvv3qy0v+Km8F8IbFpTDxrUOXf8bY9G2GoLDnimsbdYlEokPZ3p6HZP4w0y8i6TmkZWWgst0lrbbBhpGrtkhkhqQC57yDe1BJzIUsrlPfmQuh4pQ5jVR70I9ydW2IXQqNrxtIZ6SQaFvbJoKdx+yZxgewphA7rDU8azp1XdhDV5s7YgQ8CchRS5gKgFqdEsUQa76QCHzkKiRMTMTBvF0Z2okwyUeBIhZ44QCRZISHBf2qNObYb7RecHv8OhxpGYuJxM/BrW6TsW6OKWVcoFbxgoSlJTGu1W9+0wzrtSWUGwZxOPMPIGFp6KgIzbhlZaMqyjc1oDzOM7NCj7cT7Ka0BVYLxt3Q+wVdtIKAmOgyllDXsxK67DYQEUI8doltT10nuZiwOfT/ZVS4A3HKIJVrn4/znXaVi+IuhNFiLMLLaZvvzWNFDDgo8+BRU8Fv6qZ0CJ3uYVbmjY2qQYSQLEwcDzP13xhxQNQ86VMuOwq6y5BAQRC17hpEdTsGMW8aKLNsAw0hkHRWTOI3tFjkHCmJxqYsnkx0rju0wkFMQ21Xth9ygrsBnlhXEprdwEjC5QV2Bj4HX7Uwo3GQCP8iBBGNXaW8XS3SCLVIUJO3dmnhthYUKDJqGkaR70281FLHqVoHLVU28CV9kv4UCtzCyCGDsYy3PTrLksOa2wsZuy8Tmnf6Vq+0kS87obpukdZbNM4w0y5h4E74o0nIvRy3jAMNI3VOBNSryn/i4QxrIoyNnXek44dwVDag2/A8+rXWcv5x0SAOTztQDvj8XrXvIgYbWxGdyoUx1V36SQFAsASXpMVEQ25WfJH4VSwQxIk3DSJnqrjIIsI8G60qBM7pMJ856esHTiOz2NDUiFkYmmyxnXzo08dotZ50m49oNpD0StJM7k/5A2yRo6XZD+4SRZhlRNRlaxsUwkp2rTpZEOymsvkpy1uFmlMjTak98awdDywPrajPKTY1mIb1QyQPraifQsa9ZaK1nXT9ND+SBdb4TqFno0A9uiltW7XGPtBfXbSbIuWuJwWFc9uK6zQTBckAFznrEwtaMSLuCvTTLXZnRgLCXOGr0takZzTaMRJyQPRIZjdjPubH24pDPbonsKs+ivbiayiQSRJ6J8tZhpFnGbC3jYhg5pE9Xy3sUw/RZVc/lPcqCzxlNBIXsPp00ujYTDwya3USQ2G7Egk/jTDwwWGAimqbzfRgf2LVd5SBGYVQ6ILHH1smgo7xzphOHNR/2Zb8SO6ydDDp29hs5EtmGkWNZ6+/JfGxcJ4nyTgYdKy0+Rqp1GOkz6FguWp/sREt3MuhYiEa19KDCyHyWGejzZCcqDMkejZ2JGCfzWWZwx1MiMK4pt4XzWWawr0q2lNvCo2s7hozV7DMrUaxJcw7NXAKCg87pIR2QOP2ZTyYI8NMTIy85pcmokLH0LrvMd0qTUcF+I1/CwsgKJAP+lJWNS78x2Ci1ERD20a4wT61LZtqFkWYZO79fyYkBpqFEzKDCSN3Qgvl3DHd7wK2oGJg6O3K04eVOTI8PwTxVCLcvBwdUXFBOg7SloYdR4B0EfAAMey3qkk/YPif1hswjad3eMlGkTUofs1c8acdTEVD2gSB8ass0DXQbTLIyaXQgYowHn4a7qaMoM0VGbGrLIA307JAObwsscSGvvY79Kl3Y7qu2f/Mx3/La69gvhHb0sRPtQLCrJiGAHIIzMjmpQeLzrFPoSZYpVl4ejZSYzUnD6QbRFjcQ4RThGU7qdtJ5s4xZWUY9OsG9FewMiBvG59lnnz18+DACSkFdJhxt2rQJSvbs2TOVnscff3xhYeGhhx6a2nJSgxNLH5QskdukNonPw/6LL764f//+BOMy9QiAAE8wXJ0h8IqY1vvvv79OY882Ajkf9hFCYlrkGQQ8WZupy/fu3Qu/8qdzYFyUiKoE9DAQySBlAxMMN3WILVu20ObQoUNTWwZpgKXAx9IuR5AOPTupb788B+JyWYrczHcy++UP4OB7kB+Vj41jnbJa63h3QaZGSjgf9uVqpjQNwGiWMYgs+XdSMg3DCSMPHjyI0s9nmTFVGEW8ogMHDvhP29QecgskIFjJ7DTsa5R8tAzsr1+/nr/J2CdyE+BTRSVNA63ENEmENBzFHgX1lVsiTFENkwhtsdkn40AqLKtEGPtRyTxF8k0gkJUG01ykiaIlY1mZb81FGvZjL64B9M9E5GbjkJBkmWL826xyTJoLDNZTTz0VW7rMMuZmGZXvc0mE4YSR8tez8qS1JyP/IPZKg31CVmY39kD1+2dbmIxdGh+UUaho5VOfvNgt4R0EEmQr3T48AhCbqfr9I4rIf5oouj5VObfM0JMGrnXr1knAYkOX226D+MWgKL6Nzb5WCmjHHqh+/yk9RbGfz0Y0KKXModSflNlsSaxCxJJVjomJ0GpNYOMyzDE59jFbjWTymmuuUZVH/avMMoJVVik26EFXqwSS48Uwcn5+/vbbb+egvx/SFYiaQmRPLvZtXHHqs2bhmF932pJqutKajqmUWFslW+T4NIaPLaw5BcXGfU2poj3sMzUk0lpcW/8SpcQCLzMx34prR7l8UJ9aZddVxUEYJXvaZC9P+2niUEHCmJ+cD0oQMuZnOzWCgNwRZGbkl1YnTi5rPwleriNyecdWpNS6CPbbJsLiajCo90kGsfyxsKjoahQYgqyTVx4w9BKG4DT2S+ZbVYLVKFX9Gof9NDmUKr48foN4ZA/76NFHFpfKg5I0BiAokG6Uw+mjHGryItPQiv2IulEOZ1PTwO2demhITd5pFsAyRlAOqlZoyn59rl1LD8u43EcE9uVvS/gXw0juyrvjjjuWB+zl/ySrMEXUIHlSz5rbuG/DXSfv871rw7H5NX5uGKYRkh599FFPwqovl49ywQUXVDcb9yvytXHuJMMPz68+xTA/rJmfm39YWNy1YQmacT1UnRP7JC2qGnn/Jvb9Z98Rsrjo1sx7ZhDo7cILL+RvP9hfvePkVDvhn5tbveHjqx0ozQ/OO++8BOw3pyvTK0g5s51OLBGCvn0bN+5bvdpn9k5SIZJip0IYDPZRF2QfGrIfV4Mprjt69GhDqk41BzosbHUYibtPA68YkgEjLGGR9MADD5ziJ8IRGhLznS37SGYEplN0iVwhewMIIyWBvhJyEvJgupH+IImVC85RpxMJRDHKm2oyUFzdSNYPpyuNafC1jBF0Y/aWsSApEdjXYpRlHEhRq4z0WWedVUCuxeGx48fnVs/v2HDy0g075lfPHT/uE07IKYytZcR+q5rGRfm66yTDq3cssr5v3+K+476F+WOr5/fuOOmIbriLRvsWmm7Oiv3nnnuuxWTUv8SD/XGD7NtICEkuYRmWcW3qnUsz+0888QTktJr9yWwsSoFnFDmXhv3JPPTsF3JhQsyf7kVHacNde5cVmWeHUBVbg+kGm1bsx9VgQMfKis2++m/F/uS5DbeENTuTR/L9Reyfc845vh0Vrw/H/tNPP13sePSYJwy32ika7cnOjEfAQz+UOwyuGxkgtn5oaxqi68YEpgF427JfnvpT30MoB3pLwH5AyQ/LPnkNZxkHEkYKa25mOIVUm6PV558/d2zfF5bjxmNf2Hds7vzzfVL6wlrktaGo3jWB2J+bO5/9i9Wrz5+bWwqoT9uLWvzp2LHj9QhabiXHKDb7MvPes79M9NJutH8MSXdp2A82+8sAMP0LC/vmNuxYTiKc+qHRURr2G5GUbWMcETZkhJgvkYuzV8iG+Xa3KMbK1Hj3NLEDyXAA9kNrMChOwL7gDRpHhVnCYj+2lyz2A8z+KfkKw75Imso+haPBatFPsWBHpxBAP4QRj9C6UWs2gXoMwH4c3cgkRWU/pGU8KVBhlAOdMSlReWeIYJbxJO/8F579gYSRUvT+K21x0426zhXcE0YR51JRp3c8QcgeW9S03efP/qm4+fix5Vh6WfoWQ+zGH22RxWY/1Ow3Zm/aBWJfu4XT2rb/Hfb9p/604ZfkYMMG382sNLN/GuW9/RJOho8tbKIY3dURBEBE0iV7FqC7cV2Iff84KrgGg1jYj8o7Q4T3FQIt4RlnP00WeNyCsHOnIRDIxvVSNwJEEPZj6EZp7KjqMZxlXJaooLqRThOw728Zl5knilzcHfP37ujQWcaVp3rv81E4M7xYzMgNktwTyb0mQZwxdslil48HYv9kIWtF9LBU4dtsdxb2pQjiyRfsE7Fg8uMN0a5nbZAmYD9sGDldDurBIfZjlzTXoyX3Vkq1BLAWi5O34a6Hmy3SanQkXUFcmUkDiX1vMZ4uuS00GFSxUcwnnoaRitB6mQRRo/PTgajdHezHtl9SEdmyHzsNWnsqZrchUxDgKb4xdWO8uclcN8J4VA9H7AewjMszFFY3in1vy7VM3Mj/gWb/VL9h2ZdlHMhupEDyN/OLz1ZZcfKRMw+T01/8tu/UDLQ9Auu2lza4zo/9xbuxKYWr3sVoV+GbgP3WvC/N+PKDSUPM9eiE5cz+KLW6Odb3tshCvwnYL4zW70Nva6Qbf7wrKE5H8TWveQ0nouZcNaAf+7E0mHRLVPZDdx7o1p+lWfGblNMlacK3GWd/Aip2+jQEvOUwim5MoByEgl8clZFu3Lx583XXXXfa1Nb44j37boyQurEnltHxzkFI9p3wDySMVPmcrzVaLHk49WyVk7cnN3+uTHHSOIaqcGug1PfJr/7sn3yszMPLd8MtltGf/lm8W7LNJw37rad+cZbdJ7D7HaFWbdwMMPut2R/tL1jh/HLg4Wf/Rgkc5hlpZKUe23O4aCPm3CPelx42vPjN470ti7QE3ywaZdCf/XgaLPhW4Sj7YcsWAi5hSEUmNTujZIc6s2rVKroKtafRO/ZDwTjgfpDAPHVjAuWg1edza0x1kUpsAAAgAElEQVRWupGnzjaqbvA3DcV1EVY59MIyxmPfCf9AwkjFab6KZhHvpQfMOOBHoyn3U+0DXPyA5Tpjh5Wn3pr9k6mqhwtRVOlhQ20LqpEzNqNisx9u9sei2/6kojs5Se17mXYl7Lee+pG+wxXOL4eRsWd/hIVenpAMT30m5BTe3LuKljIjvMBnbm7xlMsOTbl8ws8SY1E4oYnvaXXeOhsST4PBGFRF5Z0h1H+gOCrkEjb2E8y+7+KZgetZIK2Vw0l4TDc6OQnk3dGfDFZU9ajOfS3jSd7D60Y6TsC+r/BHY1+8DyqM9MV6aXXN84zK5c9iGbHno1qXkqzaLVzudcz/NOA1LK3FURe2Yx8PbOlRQiVXc/EW3GMOi6V92hYPf5RjNJX9MYg0OaUouh37TcZp3DYN+z6zX2ZJhfPulTfln5t9T8N+M5pyba1gO0MZBjCoIiXMJx54Yr+drxBVg4n92BpM/YdJBgVdwmI/diYoW/bRYHXSoGvXrr3xxhvjrQ7rGQnMVjcyO7H1Q2v2E+jG2OxL+YSZ/Qi6MWfLWNYbEdiX5A8qjGznhRSwXny+zgZXE8Z9kcfnT71VsdCu/qE8g6nxIW9xvffee1vfRO4RSCxKFnuNi3eBus9SDdxpWIwLNOuAIPZjlzV6sD+OiWUBWLxT8uRxy5sma87+OCIanAvH/lLFR7jbItOw3wCpvJuikcMYy9BsQtVUDeY5pqxRK/bjajD4SsC+4PW2XxAbeAkTRBFKaXY8p7ji8mw1mARyKvuHDx9+9NFHKxi0nzwRYAoU0nv2E/xyrdkE6jFb3QikubJfmu3AupHeE5gGKZ9Ws5+O/YE8qVVyfOLEiRJyzb8ulj40v2riFfKkE5Q1QkErS1bFb9VvEzk+7QexHzuZHW72l4j3Z3sZgzTsK0pH+ElGLI/c7v/FG0V3tLt03FW6nSP27I8buZfnEGMJTCjqQ00nNsxbtKbwhLEkrduK/arlWvXbFIpO/lxzP6peZxNbhcu4h5rzk6RqRmK7iWI/RBQdhf3YadCJYmE/LCMgCUQa3/nOdy6f8/o/lKDIv49t42Cf+wnJ6TQsCanSf1W/1YYW9mPzDi2BLGOoOT+FTt6W8RSdS0eB2S9axoHsRuKFUBRKUhDeSuB1+3Xv3r0QEPvdxDh5LOb9+/d3y+zo6LCP4mu9yzra4dgz9M8oBw4cGPtrhydhHw140UUXRaVB0pUh+wcPHkQy5QFERWAYnaPBMEs8gSArdqRUL7nkkthUwT68g0DsgRr1jwzTPg37jIWn2Ii82I1lU2Kzj/HK035JqSKZsXG2/qsRkATm5uGwWlmzCcQjT/aJ6gluE7DPEGYZc7OMRdOwGEYySbGTzdU6IsivmzZtYlXnpmigh/xZqBRaBVBXXHEFcobPV9Em8U+E9NCDdGlfPt7oxJCEUvigrXYzYtHF9iCf2BkEqMcDI1JF0rLyQZl6BHL9+vWx8B1cv2gweMotHaBEGOolNt5iPzcFrunwSYSRRqmjA/O0X7Av7Rp79hEwtHduORSkUdo1NvuR+mfukD1YiNR/sm4xoxlmimVzpbiiQiH1m5tp2LNnD1wnYF9D5Mb+jFtGbRGd9G/dyw76fvDkk08i06y3fBjhdkdI2r59ewKS7rvvvmRj1WRn9+7dkHTrrbfWbO/T7M4770w2Vk06d+xYrA+95557arb3aXbDDTckG6smnYg9JD344IM121szECDkIOWUFRSQhBuagKRnnnkGT5GALcFYNYd44YUXVOdSs71Ps8cee4z1kpX9SmlSU9rKmtNU36QycVdeeWXNbq1ZOwQUSiGT7S6PcZVIYuXG6LzUJ5lidBEaqXS+w6+QhMZuShLWhNRGU7LNMmZlGWWs3TwOpKgVPa6kb1Z7MkpXpNmQYUmzPpUfAo0cPmI/wXYczCpbqRFz4B0aIEY+aAJ6ZM+yYh9RRCAHUOaQYPrcEIixNrHdmW4PtKUs6YpNiRYLI+ZzY4KIWbduXWze6Z/FkltNgXaG09gvPBIseFb2S7sfadhPIGB9H0ITIZnMgRfVvsnvSkAP7Ku8K8FYdYZQ7YD8rjrtPduYZczKMpb24YcTRiKmqgvatWuXp8gGuZyKvttvvx03GkUztUPW5Pz8fKO3so72ibdHP5noWXjhtgEWP87BKKnBz5AVYyxWmieGoQhjFogHSFFDWKg+K/qRD4oThtRVNEv2E+wjimnCj2RMJRhI1Tu33XZbgrHqDHHLLbfQLEHZkoiRAkdt1qEtQRtNRDIxzsp+AS/sS68mgJohsrJfBAnIofRqGvZtlGoEFLHkoxvxMxGSZLpRWigf9tObBsRjltmXRqpeI8l+ZfZPMw1NN5dzbs/2OkELnxwqH6699lom9e67766DmEp6qAKt03hSG7hmaimKa1pmMKlDn/MofdhPWdPIWIzo9tl9iPe/lvQBc5FSDpE02M+htkrLkM2llOz7T1kmPUhy0hRKVbOsBcVCrm4W8FenwKmZCdhtu64oR2dBdcJ+Dgpctwlgxdqh1+Iq2S/kv8W1wS/RbQI33XRTnZ4zUbx1SO11G/lUSGbnXDhNlXKpyqei1rpz9n2WKqmZdk6aWUZCmxwso1zNommY61wiwxKQ3viNpb/pMgsSRkJJI+M3lvIgJ9M7oCL76quvxqLXDN2DcDq2k9FlNrZZ8JN6EEjK0H0sC/hezEJND2xsD7N8UqogZfQyCW15LYnFSTdUF03UJPJin0+fCYKjTNaO85ITZ4IUJ3SuwGW+6ydkLYyMvRjVP/OytE3wiymDt7GsdbJOH3nkEXLTOeRZfNZp6zDSLCN6Jk/LOLQwkjXfifkv6RpVINQ3h6HCSGf+u9WzquNN7IAyBU2j99KsBfkK8ijKxFuRoryr6L2IWz6WvkhVv447id9KEHVos3NQ4F2lI50CZx2VZiTl1068ZBiUAq8fv0XCpKmXbGFkpIkY7bYrySxS0qGNayqZRbJDHXtGs8xg67I7s4ydOJZFyRmb510MI3mkZOt5LQ6QybH2gjp8rlELAkKFkUyB9Cz7cl1NR7cESM+yK9sV+90SID3bYdmPCBiSPkkvSEoHUPnTVTKIcXHlsVh4DOnZl/4kE5d+aI0oNzFUVTaziYWtX6UsO91hdTqkdrjnowdc87er2We+kPxGez7ZhpGUwIEk3kVXYAYf1+VZ6i+o4DSwNpnxTmycy7N0WNyIYYL9ToTKLCPId24ZR28bXAwjoaxdsXLw9RmqQ20G4tCH6rB+PzJCuCCN1FzAMBI9q3VOOFef7FAtdUMR23FdqTnGxQNGpOtvBYfinX54uwlDsxnbVQAgFxA3qJM7KFRTTSQZENLZ7Erl2V0lg5QL6NCVV3l2J8kgpz9DuYkKCxt5XVLgaV6VVFpfsE8EhRLrKhUFAVLgaV6VVGIfN121JI3mC7g6DPtLLBS/Yg6grcOFXCQm1LEqBZDSToyssuQdOswysl1tkyhL3qG0m2VkRXdlGVVmOGoZhxlGOlcgsSVuZ4RQrwHDSHpzoVRiS8zeBfEzn042MZyVcqEUIb07meCASSR+wwtBDBIMN2kIJTLIGDVKZEzqrf55bSJ1XpBWn+CcW6LBFEqlTwbphZ/d5gLQYApm0ieD5KYETEG2CCNhv0UwE0SeO88gwAWKqxM7wqKb5CdVY0ucll5Qq0nSryA5vDAS1rrSUZ1nyTWt2g4NqKPqyBJtOs+SQ4NZxq4sY8Xm3DDDSKTNWeJkoZQzQi1i17BhJOw7S5wslBLgGK1kgMPmpA97cYrowGFSm7DnBTiDJgO8gn5FdKgbJqWiWcCfFLvi/CUDPCDxeXbF3KXfluk201+cCASJVEjiBeW2GlDmRWJ8jluEkQzXyYKSd95h0ZTDuRN/XX4SIDgy+n7AIhpkGMm8KN+Rclsmkyw5vKOd0hcsZJIlh32zjOktY/Ue+GDDSKRNyx5HJEF9DhtQShK0SxEFDyNhX8sez54Dvkb9ADXpcyxW+s2TSXzJIYaqBHEdUSs4w34+OWkte2QyQVyHzwf7LLQEkjZpugd5nrkTsGnkioCHSUy/jz1p7pQMAoE0FdqKIdEYYZMv7cJIMFEyKI0GYzjFkB0W5JfEQNORRoPhl2uHp9tN+BIC/l8HHEYyZfK40pTs4kWgGDHxOWTJEQx0lDyuFpsWLeTKmfgE3lQd8swyYqmTWUY5kyS1J1nGIYeRiKNb/FFTjP6j4H+joXA46iyh+m20+Ok5qq5JM0p9rl1LucWst6heeJpRHFP1D7T4Y+saeXuMYjFk/amp3xLdArYsYWaz/lUtWuqml2RBS00K0S2sXz7BdWORAFxS1bJiKYOnXaCc6Wu3OqRbEICoGgz2tbeDXz7JUSjClexYGgz3PWoeAZZVy0oZOVAk4y7BQAMOI0EP7hRJso0cdeJISUsLJdiQqC8VsK9IMvYt9HmaeLOMksnYllE1GtXpvIGHkaxJt0+IpYyha5yK8ZnOSGEk7Lt9wki6xqkYHL76GjBZS7dPGMkLl/ONo4NSS8ZU/YHwPuPpGlaTUvg434hZfaqsZSMEYntLuNEuiuj2tt6xsLCy5C21K/QY22fxpIsiqBOLEUT5hJHQiWmImkeILV1FqFscBzGvFePGlq6KoRP8xOSSwkizX5eAndEhiroLZkcb+J8BPTBkDUbNZbSjE/ZV3RpJd2HilV9DA4cy8YQloTR5bN1VlK4ZtIyw7PJr1ZZx+GEk65PFID8Jd98n2CstddaVuvVXMfHCSGhGAiQNuPsBs9poVamwgCqmhHCQr+gaGMcSAAI4B+mTTgiblQrlb4YqxrGJn6RqHHLtAWNd3Ds595EMmKPfDkCAJawn7iBsAWWYnlEIWh2xM/o+88j60lpD2ALKMCRhDrQ6ImXZNETr3UiB5jRY2CVM51SpiP2o1TriovVfp8EQ0YChAl4BuUWF6FGrdVoz7n8hcA07jBREqsdGksPOI4LntG5AwfOf1mIPLpmLOQ7o3TEEhkZ+Y1gTD510WGTB59gsY2zLWCfmn4kwUmLKvplshn80hVujfRh0NJGkv4phxdJVwBC3tDLRNSTV2JhiFP9oysXP9AYO1YmKEiWdfIVCbRtCsL8r5uJn8KRbsO2EqfqDIq6qTIB9f1cMWZXmYjUNOM9dH95kLfGWtISDRFPMI/0gEvSZ/zyyypQXh+AgKtelgRDjsN5nSR7Q6tAM2qXzjb6iwdwSRuX6563wOJUGwvnOqlRvLCzw62QVletvcVz8DAieUzOW4ExOzkgYCdrIsBIi/t4dvYGbc/BYd/7yFlsenHMbJM9I/KwNEhRXcA8nbBgpYM0yMlN8glhGTINz8GpaxhkKIxE41IGLplA3rL1GESCuDNoKteKcuVB1DqxbzGTsulCMsYumCCYRkUbuCOjhEjn9wkGoOofYSlb9M9fOFSOYhJdG5gGsQEzeDCs2iDOXhnGN4nKrEA8OSHKjABj0YF/pScXPjdBLyemAxyr6NyzAFulnKTG3ionNGimBbrEt+jcswBYBgNh3MQn+R2wxDhJGCvZiAouJA42m0yEd7rwErGFs9ptSWNG+GPkzcS2sj3S4i59xABrpwEm0IU6RbpqYNGLN86gLtH3+SaKa7FQ3Q5Kdd8eMNLXv6hyVwspyDl6LJVZNZLxfkW28O0d5U/suwjAoLn7GRiA/wQmOEUZCpFlGZ9PbWUaZhnaWcbbCSC0JrTftTKJkiSfRPqgPPqNrBlvF+WL0yCU407FDvlFKQp3RepO6gRdcCqwpPI4NiVGj/IRGdjLKJcRgYxuHojBqP3Dkgkl4YdkQHcHjWIMBm/xUjB65hMtbeDBRmarfOeyoUAdG+DCtTC4nx3LEeT6Ih/xO2iM2KKkY1qU+C9YSWXXrET1WJymg8ImWbuHTQ0/nEZmUtUMg2YJAIKeG07KRDjQu5Ko08TPri+GgOZTcumhK7OP1Tu1c4ZNb+MgAHmca9kNx7frBFisOhH0OYGSs6nbtOUDOUWJKgXGVyigCxs/0iTgVR8zkGMahbUbCSGGOVLMi4Fofljzme6qos4K4SvuZXIi9m7qmMpniEhnMOKIo3lnmsI/+mSrqih6dS4x2nbqmSuPW/xopjBQBZhn9LSMLYep6KU33Cr6vWLGCsVk2Er7Z+bt///4DBw7w99lnny1y/dqlz/e+973iSY5Baf369axMZ8ZKDXr09cUXX3Tsc1ykHO5QQCdOnCie5BjG161bx1+nbUsNevSVGXfsl8gmrQAgjz/+ePG8NLLYd9q22KBfx0899RTs79279/DhwyXKsaD8yqd4HpbxQSX8QFH8yY67QgARZRLvuOOOhx56yNHA9DFZCPDrXve6n/zkJ2eccQZTWVzLONObNm0agBKDqT179iDDJe6QTxBgFd9///3AAkp8HD7ocLGfTIndfvvtW7duxbwytCPD/4BJZ+oRgCJ3TG41+8y7VjEQ+dPQYQ8oLqYe9ouaSggzs3y0KJAN10A6PIYSw4PCd1e+oENMRodGNs4991zCyPn5+dFfB3yGSUc2Dh06xF/HJo4Nnx/96EevfvWrcfFeeukl9KS0hNqgNDBzW7ZscWlTd22/DsR+yb7DHesCRi655JIHHngA3vGCSraD1UGqkZbx+EUgmYWo4QZiz7yPtYwogQsvvPDIkSMwCEol2zHLltE5eBKSRgIw02GkQwqZYzk9/PDD//Iv/yKrc/bZZ69Zs0YyRzOQHUb45Fh2B2gT2NdyevTRR8W+fsXVuOCCCzhm2cN+3z0Px3LxQPGkXLGjR48WEwpM+nnnnUdjtCrsIwzFC4dxLHujSZdpcXwx6atWreIrNhX23Xk7yA0BWU0yYi+//DLH3/jGN4oUKrRAeuVAtzASxd4yPEZ3EU+O9QygVqEFuqur8ClSGOkmosg+s8/H/eTYZ9IHkwIrcscxhtv5i0BRtF/IvHYgUWViP5IOtzCyNCn5fHX5Yg6+853vHD9+vEhbMbKKHT4Vx012LPuOacDN41OMmaFBOUcOpBtZJgkISxBGOi5Qhji3sM8ZBABd4X7iwCwjIASxjIth5Nq1a5Enqj6KEM/OMSsNS3/LLbfIApFWvOqqq2R+ZgcE49QQMAT6iwD2Eg2GHsNYEjNIiaVxC/oLWhrKDx48uHPnzmJleJpxbZRkCGQbRuLSbN68me01V+iYDJN8BpKDd9ttt6EkySMQLpqD1+HspAwjO2RzpoZeDCNniuEis+Rm8L3IZHMS3+uaa65B2w4vW19k2Y4NAUNgSAiQbcVDIlaBKZJfeEjFGyCHxKnxYgjkiUC2YWSecCWjCgcP3YiDx0YcOTV0ozl4ycCfNJCFkZOQ6e/5lf0lvTXl6BQ0CxliVXKqGh7fq3WHdqEhYAgYAikRYNdx165dLsWu7UeroUg5BTaWIWAIZIiAHDx0o2o4zcHLcI6MpCEhMFthZLH0i5pgHknEDmTU+4lrygpF29ddd922bdtQeTUvsWaGgCEwgwigK1RDoRQ7bxqwFPsMioGxbAgYAiUEcPCIHsmvkWWTg4dPZbX9JZTsqyEQFoFZCSMp+sL3UukXcSO+F9uPKJqwaLbuDa3Ho+e4h6F1D3ahIWAIDBsBbn20FPuwp9i4MwQMgRYI4NqhG6nw51o5eCTXIj1RqQV5dokhMGAEBh5GFku/mEXdXR32wesDFg5jzRAwBDpHQCl2YkieFWEp9s6nwwgwBAyBTBDAwdMNSihJSDIHL5N5MTJmCoHBhpHF0i+emrN9+3bqV+3xOTMl3MasIdBrBEix8zIDPQOMFDvvf7MUe68n1Ig3BAyBIAjwYAs9m5rafnPwgkCaphP88HzKANOwPPhRFsNIXk1L+TgOyjC4LZZ+8cwJpNYenzOMmTUuDIFZQEApdpwkPQPMUuy9nnQSmtTaYV7tHq1ez2MfiUeT3HzzzZRfDakCi7Qa9avcBMSMmIPXO7G89tpre0ezEVyNwGIYubCwgJbpexhJxZeyUxxQEw873F2dw+NzqifAfjUEDAFDQAgoxY6fhP9nKfZhSAVhpCyshZHDmNAecYEaQfYgeABhpF7/iI9nDl6PJNBInQUEhlDUSl6K7JRKvzDVt956K/l72zefBfE1Hg2BYSCA+qJ+Vc8A0+sf+57XG8a8GBeGwFQEqDZ/97vfPbWZNWiHgF7/SJUZl+Pg3XTTTehGc/DagWlXGQLBEehxGFkq/frYxz7G62XthRnBRcQ6NAQMgUgIKMVOFoxHRKiGgiJ8c0kjoW3dGgIxEOC2oBjdznifev0j24/s5wMFrh260Ry8GZcKYz9DBHoZRo6WfhFAWslQhuJlJBkChsBYBEopdl5BxGtsLcU+Fis7aQgYArODQOn1j9xNRwBpDt7sCIBx2i8EehZGjpZ+Ub9qbwfql8wZtYbAzCIwmmInBUYlxcwCYowbAoaAISAEqOpn+1G1/RRl6PmI5uCZeBgCOSPQjzBytPQL34s7iHJG1mgzBAwBQ8AhYCl2B4UdGAKGgCHgEOAGJW59JIDU6x+59dEcPAfOwA7OPfdcNpbvvffegfE1y+zkHkaq9ItNSLL4CJ+Vfs2ysBrvhkAfESC5zt2PvPUB4nl2NI+IsBqKPs6j0WwIGAJhEeAGpZ07d8rB49nUOHjEkByEHcV6MwQMgXgIZBpGWulXvCm3ng0BQyABAqUUO6EjNVpWQ5EAeRvCEDAEMkeA0JHtR/YJoJP3kbD9iIbMnGYjzxAwBEYRyC6MnM3SLx6tgSa1JNyogNoZQ6B3CJRS7LwPgMfn2Oru3TwawYZAHQRWrFjBHtru3bvrNJ7xNtygtGvXLqozOMDtQTGSXLP3e8+4VBj7vUYgozBylku/uJvcisV7vZCMeEMABIopdjYe9YgIQ8YQuO6663Ca77zzzlI2gZcZ8FMdfEYNhM+1WFuKCduNW/NaOIXf0hA+13L7HO9WLXU4+nXsuAmuHaXEzhQRYOOR7Uc0JCeJG0musf1oz6YuQmTHhkAfEegmjGTLkTuFKPo6cuQIqJGXIn8v+LABv/RLv/TRj36UkzSzNFUfpcpoNgQGjwDaiQ+uPHoMZg8cOHD8+PGXXnpp5cqVZIU++clPvve977US1sGLQU0G9e47btYotUd4Dh8+XDpZ86vPtZjX1uPWvHbsGxp8rmW51aF57LgJrq05a7PQDMlE4Bf14+OPw+8//dM/ffnLX37++ec5XrNmDYVXv//7v49rZzHkLAiD8Th4BFa88sorlGSwsEeTncGZJ1YkF4W/JZvq+sfZQsVgYs8666x/+7d/c+c5QNds2rSJrJXFk0VY7NgQMAQ6QQAlxo4KuyIlJTaWGB5Vz8s81q1bx1/zmcZCZCcNAUMgEgJEcTwYk32/+fn5SEMUuyVHwPbAoUOH9Dix4k9jj3E78e7QjaUt+rGN7eQwELAntQ5jHotcLIaRa9euJX3O8wOLP4Q9JolI6Y4cL9wpFMf69esZdGzikKFRfzQm4NSmJWdojDbkwrCEWW+GgCFgCNRB4Oabb+aWHtVNKD684IILtN+IHnOqDMVFMp6kGEVcVFu4/RN017Zt22x/sg7U1sYQMAT8ESCu27x585YtW7h107+3ih5Uq1zUdehGokQuIUR0ewAoT0jiJC2PHj3qok1aUv9v3l0FwoP5ycLIwUylY2QxjHRfYhzgVBFAojVwvNhUJHpsqiy4du/evdzbgGeGuiGYlHqKQa31aQgYAoZACQHcHZQYuS2XAquvxJShR4Ohx+iWC3movfOrSgPZV0PAEDAEeoQAybLrr7/eKTc5eDUrL0i3EX9qtwDvjhQbutG8ux7NfgtSLYxsAVrulxBGRvo888wzztkiGfbYY4/5DPTkk0/yUC+hSbeevflQYtcaAobAjCBAqT91EKgdHCMSWC+88EJrxh955JGiPkShte7KLjQEDAFDoFsEAio0lOG1114r7+7SSy998MEHu2XNRo+HAGU7ZAri9W89p0dgLtKQKAJVeeE5BVQKRI9yxaiUCNhtJBDqdwsvLK177rmn/iXW0hAwBKIi4Or8cXFCRX333Xef0u1oMI6j0m+dGwKGgCEQA4G7775bW474Y8STQYbAu9OrI6lc4xm/Qfq0TnJDwMLI3GbEn54zYuyWUqjA/ZbUgN16662oG6XzgwyECNIhKoZyiIsvvlgPjw7Sc7edwA5lIbptoFtKbHRDwBCgwop7iihkpfoUJ4l4MtRDICjcYodTGgwlORgNZjJjCBgCM4IAd4lffvnlMIsqwx8LVaKPd4diJLlGgIr6TfNYoBmZMmPTEIiHQPgwEhVz2WWXQTEqxpWhhmWAlBWdS9fceOONYTu33gwBQ2CWESCbowCP8ip8mlBOUhHSogYzb6mIjB0bAoZAtgiQX/vUpz6l/Bq6UYUVYakl0UbP7D0sLCwQTDJi2P6tN0PAEAiLQOAwcteuXVFVjGPe6Rpu77ZI0sFiB4aAIeCDgMoceG4EhawUmatwy6fDSdc6DYa3hM6c1MzOGwKGgCGQCQLEdfh4RI+R8mtik21J+qdclmINtj0tksxk9oOQwSN5eXRwkK6sk0wQWAwjSb0H8WMoy6QfqYAYKfwSZAzEniQDEUm6J0eX2thXQ8AQMARqIoC/gtdCNT5VrHxqXtW6mVQlPhkVHDhnrfuxCw0BQ8AQGEVAhRU85X70pxZn5Gi5SooWPdS/hNsjKZfl0YzcIRXEO60/tLWMigD52divn4lKv3U+isBiGEn4pzc6jv5c/wxvBMIDY/FHTeGX6GGvQMORJPNnodS5fTUEDIGZQgB/BWVIKb57bGBs9uUtEU8yNA5T7OGsf0PAEJgdBMiLodDIi/mzTCxK2Rc1FLt37/bvrWYPPFyDLBspNhJtNS+xZoaAIZAYgTBFrVSCcT8kf7lDOsE+ZBEjPDCyVpwhiLVH1BSRsWNDwBCojwDOCh+8lgT7kEWqlAsjniQXRjKu+JMdGwKGgHgX388AACAASURBVCHQOQLEotwSKV8LTZWMHsuyJYPaBjIEWiMQJozk9h5VgvFQitaktL5Qnh8EQEbrTuxCQ8AQmFkEyECpIJ9EWEo/SYCTetOzW4kkZ3YKjHFDwBDIEAG2NKWXyNeHemB1fTZdxdnWrVvtJsn6uFlLQyAZAgHCSDwwsvg8WStZJdgoOtShqfjBSltHwbEzhoAhUI0AuXZ8FGqo0vtJIowEHPoT9WW3eVfPlP1qCBgCKRHAu8PHu+GGGwK+ua0R/WTZGB0auDmz0YXW2BAwBBIgECCMZG3jge3YsSMBuRVDqBTNNiQrILKfDAFDYBQBBW88GLCTYgpHz7Zt29gIRYNZ0t1hYgeGgCHQIQLcqbRz506Sa5Fe3laTNUYniFVAW/MSa2YIGAJpEPANI/HAuPca9wsnLA3Fk0ZBy0ADuXxImtTGzhsChoAhUEJAuafOE2H4akSSqC+8pRKF9tUQMAQMgfQIoBu1FZm+1L/ELPqZ/Boxbem8fe0XAueeey7vhugXzUZtNQK+YaRWNSUH1cOk+VWOoG1IpkHbRjEEBoAAr4gk90QGqquSrSKG27dvJ5hEqdqGZBEWOzYEDIH0CLj7lXJ4Q4NUtG1IphcDG9EQqEbAK4zE18ED4xnQOXhg8AkZ7Ivy3HwqMarZtl8NAUPAEACBO+64g7+db0VqLkj5X3XVVXhvPBpRZ+yvIWAIGAKdIIB3h4/H++I7GX10UG1IhnoN5mj/dsYQMARaIOAVRkrLrF+/vsXAkS7ZtGmTgttI/UfqlseR8YggNiIi9W/dGgKGwFgEUGI8wiGTRBgU8nZv/u7du3cstXbSEDAEDIE0CKCFSGyxDZhmuKmjsEmAp3TgwIGpLa2BIWAIJEPAK4w8dOgQhMrvSUZx9UBSeb1zwvBi77333m6f8FENrP1qCAwPATb92Poj95QPa8S0fCipyIcko8QQMARmDQFKulCPZLeJ3DLhXTEttyHwdrdMSDIyDAFDoH0Y6SpaeSltPjhqWw/1Z3Wt+UyKUWII5ImA8k25pW8Ia62uNU+BMaoMgRlBgDINOM0qxQY969at4++ePXtmZBaMTUMgfwTah5E8UZBQLWRF676NKxY/G/f5wQZJhLh2c5Efina1ITB8BHCVyIJxd7cnqydV15L+WrFm4Zhfd6rvsNotPxTtakPAEGiPAPonSEVrWN1IuRlUqQ6uPW92pSFgCIRDYDGMpG6hxa1BJ06c4Npwt/Pt27hx3+rVq/1ZoySMTkjn+3dlPRgChsCAEUBLtFB9JUDwkzbu23DXK/rcteHY/Bq/VJg0mBRsaSz7aggYAoZATQSIuPDu2tWLoX/w7jwrWoPrRjhCPVpRa00BsGaGQAIEVjIGd+W1GElVo+001Ohw/5+984ux6rru/+BEjdVEshs1JWkqE6T0B2GsBrdpDKoqQ6sKu206tmoYkBoB7QMgVQKegKeZeQKewA8VOC8MTzBMJBg1KiBVAipX4KoRoDIGp00xUlQglQKOothOo/D7zCzY3Ll/zz1n7332Ofd7H2bun3P2Xuuz99l7rbXXPmfOiVx/6sbwxIsFI/lPPFu5ka2Q9Y0IiIAjYLZI4UDY7HvvDQ2Pj61/XO76sfHh6en3GMaKhMSQSmn5rqX0RgREIAcBhpF81h11Mf4Utu5CjY16NniOzqBTRCAQgfxJrffv30emwkbYvF6zExPTDZZYMV0tfnbnzp1ixehsERCBOhOwSNPixYuLKTm8YsXQ7PR3n4S/Zr87PTu0YkURHxJ5GFcVCCvWLjpbBEQgPwHGn8LWXaixEa00POZvWp0pAl4J5Hcj7TIuPNCgzezE6PjQ+NRYQcvrCRcLoVUrlk90be3atbo945M21H8RCE7AhojiI9j6U/OJrHN7IsnhepGx7MapJ2uTeZVAKiVu5YWn80RABAoR8JSpMRRobES3ahl4hRpDJ4tA2gTyu5E20BRMnZ+DMz0xPrt+zJcTOY8bI6xaowzS2rMH0u4tkk4E6kPAXyCMjZE4jrYncthLQMycW0Xc69PbpIkIVIeAjTyFMzVQ2P/YaFJpbKxOb5KkNSeQ34304EDOsbVNkYWj9wubqVo+5ELZ9UkERKBKBGYnXuT+0kPz99i5wVrk3KfpKikgWUVABEQgAAGNjQGgqkgRSItAfjfS4uVFM6+mpzG43C2hXxxnh9HcpyL3zOdpH7wK7w5Pq50kjQiIgF8CNoIVDTnNpeTPWsgd8YbHbswtTE5PFHzoh7+VUr/MVJoIiED9CdjYaPe/yK9tmLHRRmyTML9sOrMkAjt37ty8eXNJlavaIATm3Eh25e3evbvf4v2kFrj75M/fLf/GOPsj5766USDH1SwwT4ul/VLR8SIgAtUgYENE0UDYnK7DwysaVF7h4bFFDGIKhDUw1VsREIG+CTCMYN1NTk72e6YNPmZK9XvuwuP9j41290QZeAs5V+bTrl27tmzZUhlxJWgGAnNuJLvyctxA2U8sP4OI/R5idqGPtP5+a9bxIiAClSHgJ+I+fzPC8YmnWaxze70L36oVA052UmV6kgQVgSQJkJaFdZcvUsb4UzRTI9jYCGytRibZ4yTUIBKYe25kvpddxj7iVfnq73iWiaRRpiMg/SACIjA05CniPpfQumERmfhPmA6P33hUIJtivhgGsZUrVz4pUf9FQAREICoBLKh8/meDlKHGRhu6GyrSWxEQgdII5N8buXz5cqS+dOmSR9nndhbNbS0q9Lp+/Trnm3iFCtLJIiACtSaAqXTr1q3CKjal5hf1IU0kmUqF20UFiIAI5CTA+EMwq+iC5PwepfkdS7ZtqejYyPoqzq0WCXI2qk4TgQAECrmRuGpnzpzhwg4gWP4iT548yQi4atWq/EXoTBEQgQEg8Prrr+OzmduWjrqMYAgzMjKSjkiSRAREYKAIMP5g2mHgJaU1Obp4thobk2oUCTPgBPK7kYAbHR3lkr5y5Uo6EBGGYBXWYToiSRIREIE0CTCCIZi5belIODMzw8akNWvWpCOSJBEBERgoAmZEMRYlpfXU1BTybNy4MSmpJIwIDDKBQm6kXcx2YScC0UY9BasSaQ6JIQIpEyBnAYctqRGMKBg3PMOGe/bZZ1NGJ9lEQARqTIDEUSJZ586dSyfdzFZHSYJTwn91O97SpUu5e3B15ZfkrQQKuZFcz7ySymtlYcGGv1ZV9Y0IiIAINBLAVcNhSyqv1ZZGbZm0UVS9FwEREIGYBBiFksprtYxWjY0x+4DqEoGeBAq5kZS+bds29mEfPXq0Z00RDkAMYvlKeIiAWlWIQD0ImFFy8ODBFNTBaHvrrbcUCEuhLSSDCAw4AcuJSGRspC1MEhl4A94tpX5qBIq6kdu3b8fo4fIuPfMBASYmJhBm//79qVHuKQ9JGmNjY7rFf09QOkAE/BJ4df7FE7pzPDvXrySURiCMqNyePXuU0eqdrQoUARHoiwDWFAYeA2MKN9pBBlYjkYcMuL600MEiIAJBCRR1IzF3MHowffbt2xdU0J6FV9oCw40cHx+XG9mzlXWACHgnYIEnglDeS+6rQEZRC4RhKvV1og4WAREQgRAELKS1e/fu0tcJGBuxNom2h1BTZYqACOQmUNSNpOJdu3bh/5gXl1uOgidyw1hWRC14VrAonS4CIjBQBBi+SN8i2l3ugiQjGOPYoUOHtBQ5UN1PyopAsgSwqfDc2CuEgVeikDY4W+5biWKoahEQgVYCHtxICmWgIVj1xhtvlBKysqqJ5SOGLLDWNtY3IiAC3QlYkHvTpk04ct2PDPQr+VoYaji02vkTiLCKFQERyEGAdQKcSRYDy3q+Lk7s1q1bLfEth/w6RQREICiBOTeS2zpjvhSphlg+Yw3PbORqL1JOvnPJuLCkeSWD5QOos0RgwAkwAJLaip2EJxkfBXYSMTjqPXbsWPzaVaMIiEAtCeB6Yd0VfDwGhTAuEV977bXX4kfZXL0nTpzAm61lM0kpEag0gUWPHj3ypQCjDE8Zwhrbu3evrzJ7lnP48GHcSMbKs2fPaimyJy4dIAIi0IkAPiTP2yAiRmZpp2O8f4+dtHr1ajzY06dPE4/zXr4KFAEREIGCBMoytEqxKguy0uldCPDcSOIaFy5c6HKMfqoWAT9JraYz4SKC+txrh9sexqFAxjw+JJ0SC0w+ZBzmqkUE6kqAoPuqVaswmKKNYCTk47viQxJ9kw9Z134lvUSg6gQIrpHtRdrXjh07oumCdcfKBHn+MVcmommnikSgHgR8upHPP/887hxOHamtEW7cirVHJhiVsg7J30q3B/f2WLt2LSNmpbWQ8CJQaQKEotwIxp2TQ+vCOqRd9dhnspNC01b5IiACRQgcOXKEpyMRYotwFwzia5iR2HjE9ZTqX6TVdK4IhCbg041EVnzIy5cvsyZ54MCBcGONDTFEqniC0NWrV2vwHCEMSuJ83CUodHurfBEQgS4E2H5Dvg0jGLeUYJ2QoabLwUV+InL00ksvsZ+cMD/2WZGidK4IiIAIRCBAlI21QbLAyMNnR3egGi2+hr+K16rNSoEgq1gR8EXAsxuJWNhheJJ2A/0QYw2DFyF8G2KoCMfVFwuVIwIiIAIMKXiSjGDskwwxgkGYvAMGMYYyHMiY+zDVuCIgAiKQmwD5GuxdInWCKBhjY4gnJDXG12qQaJYbtU4UgaoQ8O9GornlhtlYw4Zakum9rLNRCCuQX/va1wjhkwamIaYqnUxyikC1CFh+vo1gDDgkuBIg96IC2yBJ0+C+EZSGs8o45qVYFSICIiACcQiwkRtnkiGRfApST71Yd0huBh5lKr4Wpx1LqYWeo8hpKeQDVsqdWrnNKYlVvPH+wk6icKTHscQme/DgQb4qOJEHu9kGSPLNKDZfOcmehUZQYg9AshJKMBEYQALEqixnniQLJr8iBO7evbtlyxYuc14sdd68ebNIaTpXBERABLoTYMzBAAtkV5AL5qw7DMjc1h0qmIGHlcjYyGZISu6ul34VARFIh8AQonDpMhyEk4l8eny/Oetp3n5iUGN0y1IdgwsHuxsYkmxGUVlOrNwxciMr12QSeHAIkHpqjyxjCMJg6svK+eijj4i/sqHIjCRG2r5OHxzI0lQERMAvgdu3b2N0EYL3W2xjaQTazLojyk+YrF8LjeM5y1YICNj1e3qjJHovAiJQCoG550YuWrQI48Y8mXlfL8gfdjPOzMywOdtKp8ZXXnmF91hmvFyV5DPw4uP169cbD968ebOL5buDa/OG++uwVwqfucY61qaxpMgAEuBeO9w27Pjx4zY64VUS3hoZGcE5xAZyYTLIcCRZ97zhyKYRb8+ePdw0YgDpSWUREIH4BBiC2FWEGxn6vtNsIz948KBtlWRItLHRQm9Yeo2KY+rwkYRYGxttswAOJGOjjJ9GUHovAlUhEM+NNCKMGjiHjdZVF1I2GGF42XjU5ciq/yQ3suotKPkHhACmEs4k98hhl2MWlbGiRkdHGcpqP4hloaFjREAEohGI5kaaRlSHdcfwmPHWO0TfbGyswc32o7WpKhKB1Ah8OrJAlvlgYSfGGotFWYDKJLHYVVOAP7KQqk4EREAE2hLA9OHFPkncSEYwcyZJnbChjFMwiRYvXswbNvlwpLzHthj1pQiIQM0IkFZGzj8v/EnGRl4oeOfOHT6aphywZMkS3s8Poisb09DsAP0VARGoHIHYbmQjIIYS+9iU9tB4jN6LgAiIQIIEcBd5JSiYRBIBERCBEgngH/IiBaNEGVS1CIhAHAJBHvgRR3TVIgIiIAIiIAIiIAIiIAIikD4BNutyH5D05ZSE2QnIjczOSkeKgAiIgAiIgAiIgAiIgAiIgAgMyY1UJxABERABERABERABERABERABEeiDgNzIPmCFO5SNBNyV220WDVeRShYBERABERABERABERABERCBggTKvMVOQdHrdDpuZOgnO9UJl3QRAREQAREQAREQAREQAREokYBWI0uEr6pFQAREQAREQAREQAREQAREoHoE5EZWr80ksQiIgAiIgAiIgAiIgAiIgAiUSGAuqZVdeSRVliiEqhYBERABERABERABEfBF4Pnnn8e603O5ffFUOSIgAq0EFj169Kj1W30jAiIgAiIgAiIgAiIgAiIgAl4I8NxIVq0uXLjgpTQVkgIBJbWm0AqSQQREQAREQAREQAREQAREQAQqQ0BuZBJNde3atbVr1547dy4JaSSECIiACIiACIiACIiACIiACHQmIDeyM5uIvzx8+PDixYv37t2LWKeqEgEREAEREAEREAEREAEREIE8BORG5qGmc0RABERABERABERABERABERgYAk8diPJqFyU4TU+Pt5Kii2zGU5dVNa5k5OTrTJnEZhjop0L/1Yh9Y0IiIAIiIAIiIAI5CaQ0dohH6q1itznfvDBB4mfi4RN+kIgo8xlndskMB+zy9x6LvZtRn1zn4t30HTuiRMnDh061PSlPlaawNwDP3itXLnS3nT/2/a5IKtWrWr7fVNRbY+JcO4Xv/jFJkn4mPEW2JHPbVtdq/D6RgREQAREQAREQAR6Esho7fB0kNaicp/77LPPJn4uEjbpC4GMMpd1bpPAfMwuc+u5GJwZ9c19bqtNi83fWpq+qTQBPfCj0s0n4UVABERABERABERABERABEQgNgHtjYxNXPWJgAiIgAiIgAiIgAiIgAiIQKUJyI2sdPNJeBEQAREQAREQAREQAREQARGITUBuZGziqk8EREAEREAEREAEREAEREAEKk1AbmSlm0/Ci4AIiIAIiIAIiIAIiIAIiEBsAnIjYxNXfSIgAiIgAiIgAiIgAiIgAiJQaQJyIyvdfBJeBERABERABERABERABERABGITkBsZm7jqEwEREAEREAEREAEREAEREIFKE5AbWenmk/AiIAIiIAIiIAIiIAIiIAIiEJuA3MjYxFWfCIiACIiACIiACIiACIiACFSagNzISjefhBcBERABERABERABERABERCB2ATkRsYmrvpEQAREQAREQAREQAREQAREoNIE5EZWuvkkvAiIgAiIgAiIgAiIgAiIgAjEJiA3MjZx1ScCIiACIiACIiACIiACIiAClSYgN7LSzSfhRUAEREAEREAEREAEREAERCA2AbmRsYmrPhEQAREQAREQAREQAREQARGoNAG5kZVuPgkvAiIgAiIgAiIgAiIgAiIgArEJyI2MTVz1iYAIiIAIiIAIiIAIiIAIiEClCciNrHTzSXgREAEREAEREAEREAEREAERiE1AbmRs4qpPBERABERABERABERABERABCpNQG5kpZtPwouACIiACIiACIiACIiACIhAbAKfjl2h6gtP4N69e7du3epZz7PPPrtq1aqmw4qc+8H8q6nA1o9t641w7vPPP79y5comeTLW2/ZcIIOrqcDWj0XO/eIXv7h8+fKmMjPW2/bca9euPXz4sKnA1o9lnfuV+VeTPBllbnvulStXPv7446YCWz8WOZcGAldTmRnrbXvuxYsXm0pr+7Gsc7mI6NJNImWUue210FSUPoqACIiACIiACFSDwCO9akTg9OnTY2Njx44dy9L5MJ1bVS9yLlXnrjfCuWvWrGnVN2O9bc/dsmVLFn2LnEsVrTJnrLftuQiTReayzqU5WvXNKHPbc+nkWfQtci6XTKvMGette24WgTmmrHMvXLjQqm8WmfF7d+3a1XquvhEBERABERABEagigUUIncUC0DGVILB169bJycm7d+9qNbK1vdquhGg1shUU32g1EghFVhSLnJtxZa9yq5FtO1Xb7qcvRUAEREAEREAE0icgNzL9NupDQnMjFRroA5kOFQEREAEREAEREAEREAER6JOAbrHTJzAdLgIiIAIiIAIiIAIiIAIiIAKDTUBu5GC3v7QXAREQAREQAREQAREQAREQgT4JyI3sE5gOFwEREAEREAEREAEREAEREIHBJiA3crDbX9qLgAiIgAiIgAiIgAiIgAiIQJ8E5Eb2CUyHi4AIiIAI9E/g8OHD3Ee6//N0hgiIgAiIgAiIQIoE5Eam2CqSSQREQARqRuCtt946fvx4zZSSOiIgAiIgAiIwsATkRg5s00txERABERABERABERABERABEchDQG5kHmo6RwREQAREQAREQAREQAREQAQGloDcyIFteikuAiIgAiIgAiIgAiIgAiIgAnkIyI3MQ03niIAIiIAIiIAIiIAIiIAIiMDAEpAbWaumX7Zs2Zo1a2qlkpQRAREQAREQAREQAREQARFIjMCiR48eJSaSxBEBERABEagbgaVLl37lK1+5cOFC3RSTPiIwkAQ++OCDM2fOzMzMoP3Dhw+vXbvWiGHVqlXPzr9GRkZef/31L37xi42/6r0IiEA9CMiNrEc7SgsRSILArVu37t27hyhmQyQhk4RIg4DcyDTaQVKIQCEC5j3y8J5Gv3HlypXPP/88buPLL7986dIlKmAiYDpwNTEjjI6O4k8SS3Jf6o0IiEDVCciNrHoLSn4RKI2Ai0a3hqJNJqwKrAfi0BaQ5mNpsqrisgnIjSy7BVS/CBQigN84MTHBCiSl4DS++uqrPQf2jz/+2FYs+ct7TsSTPHTokJzJQi2hk0UgGQJyI5NpCgkiAhUhQIz55MmTU1NTLtjcGIo2Je7fv2+/YnngZPIlPiQGRE+zoyIMJGbfBORG9o1MJ4hAGgSIGOJATk5OIg7D+ObNm/nbl2jmTzJrmBe6ffv2sbExZbr2xVAHi0CCBORGJtgoEkkEEiWAMbFv3z58SOQjGu3cwu7i2qIlBsSVK1c4EtNhz549u3bt6n6Wfq0ZAbmRNWtQqTMgBBjzDx8+jB/IDfxYSCRoWETxixcv4pHyl8AiE8H4+HiR0nSuCIhAuQTkRpbLX7WLQDUIsNHl4MGDGBOISy7Ttm3b+o1GcyKF4IJSDm9Iatq/f//GjRurob+kLExAbmRhhCpABKISIJFk06ZN586dw3XEgfR4H3jWJPFOyVhhCjh27Jj2O0RtV1UmAv4IyI30xzKBkhiaySFUeC+BpqiVCEePHt29ezfRaDY64vsVNCYo58CBA2+99RY2CtbJ6dOntU+mVt2lgzLYoyxEY4x2+F1fi4AIJESALJI33ngDiyKQp8f4v3XrVowWZoGzZ88qwTWhtpcoIpCZgNzIzKiqcCCDMrsX9BCXKrRVZWTcsWMHbiSeHg5AjhXITnpiQ5DaxPImybHYEDionY7U9yIgAiIgAjEJ4D2uXbuWUZq44d69e8NVTYCSWYD5hXgi/mS4ilSyCIhACALPhChUZYqACNSAADbEa6+9hg+Jj3f16lWPPiRw8B7xSzEdWJzEXrGbN9QAmlQQAREQgUoTYB2SMZmRmfE5qA8JJWYBklrZ5sBcQ72V5ibhRWAACciNHMBGl8oi0JsAM/rq1avZFbNlyxYeGY/X1/uc/o/ANb18+TLpTCykKxm7f346QwREQAR8ErDoIX/xIf2GDjtJyRRjniQ5tPiunQ7T9yIgAgkSkBuZYKNIJBEomQBzOTM69z+wUHHQ+x+QyIQnyV/LcS1Zc1UvAiIgAoNKgJGfPcw28nMrtWgY2H7JsieZtNQerVJVJAIiUJyA3MjiDFWCCNSNAHM5Mzq7YuI8loPVSBY82R7DPhnWP+tGU/qIgAiIQBUI2AjMQx3jjPyNSJhuWPzkjjtKS2nEovcikDgB3WIn8QbqTzzdYqc/Xjq6HQG75wHh4RMnTrT7PdR3hMBJo6V0FieXL18eqhqVKwIiIAIi0EKA0OFLL73Ejbi551nQDJSWmh9/wVooArCfgq34mgI6UdL3IpAUAa1GJtUcEkYESibArW64bx731GGzSmRRsBtwXG1njnbIRIYfoTr6lW6kFIGzqhCBfATYVsCJbGQoxYekauo9cuQIgz+PlMyngs4SARGITEBuZGTgqk4E0iVg8zcpptxcoRRLgt04pDYRjebBkulikmS5CPCk0OPHj+c6VSeJgAiEJXDx4kUSSkkrLfepG6yFWmorS6NhFVbpIiACPgjIjfRBUWWIQC0I8GwPbry+Z8+eEp8EzZ4c7JiDBw8iSS2gSgkREAERSJ0AexkIHbIUWbqgY2NjyGBLo6ULIwFEQAS6E5Ab2Z2PfhWBQSGA28bMjQPJ/RVK1BlTBjOCdVE8yRLFUNUiIAIiMCAEWIpk9Y+Rn/ucla4yYUQtSJbeChJABDISkBuZEZQOE4GaE8BtY18iW1NKSWdthGuJVbY02vi93ouACIiACHgnMDU1RZnbtm3zXnK+Anfu3MmJJlW+EnSWCIhAHAJyI+NwVi0ikDQBVv9w2ywMnIKgtiDJbroUhJEMIiACIlBjAuyK5A5nvBLRkR2S5MWcPHkyEXkkhgiIQCcCciM7kank98uWLWP8raToErpUApgReJKjo6OlSvG0chYkSa+SGfGUiN6JgAiIQAACZLSyo4EhN0DZ+YtEHu61xlOg8hehM0VABMITkBsZnnHEGvbu3ctj3CNWqKpqQmBmZgZNeFZkOvogDGbElStX0hFJkoiACIhAzQhY7ujIyIhPvWYnXly0aNGG6dxlWkxTkcTcAHWiCMQhIDcyDmfVIgLpEmAd8ty5czwrMoX7KzhM69at4735t+5LvREBERABEfBIgNVIMkgZ/32VOedCvjg+W6w48qqef/75S5cuFStGZ4uACIQlIDcyLF+VLgLpE8CM4OY6+aPRLYFn+4JgtHvliEpre0z6PUcSioAIVJ0AGa0+A4jTG3Ah1596dGp9UTA4tySkFC1F54uACIQkIDcyJF2VLQJVIGAR33x7YzoGnofHbzx6+spnUuBJYkboAZJV6ESSUQREoJIEiCHisHkTHQ/ykQcfEnmQSoO/t3ZRQSIQhoDcyDBcVaoIVIeATdVkEPUtsr/Ac9uquWUU38uSaAtHX4qACIhAQQK23OfTjSwoUMPpSMWGC7zchu/0VgREIC0Cho/fFwAAIABJREFUciPTag9JIwLxCZiflseS8Bd4bqu1iSQ3si0cfSkCIiACBQnY6Lp48eKC5YQ43cZ/uZEh2KpMEfBFQG6kL5JJlMNjG8bHx5MQRUJUhwCWhM+9Mab47PjcnfrmXy9O5Lzbgi2Qyo2sTlfqJin38ODBpN2O0G8iIAJxCZiTlnv8X7ANPscO+K7KPvfcc/xu66VdD9SPIiACpRGQG1ka+hAVc1vLiYmJECWrzBoTwE/LsxTZmcjwWMO+yFPr8SjzeZJajezMuHq/nDhx4tChQ9WTWxKLQH0JPPvssyiXO1TXNNT75fTJJ59QoN+5ya+EKk0EREBupPqACAw6AWwIMyaCgFh/ivvrzE5/N8eKpMXI2R4TRDAVKgIiIAKDTcDG2Pv37yeIwZzbPJv2E1RGIolATQnIjaxpw0otEchMgHBvUFdtxfDw0Ozse5nlcQdaOlNAF9fVpDciIAIiMHgEUs74MDdSq5GD1yulcZUIyI2sUmtJVhEIQYB5OndSUxZ53pudHRoeXpHl0IXH2L4dmRELqeiTCIiACPghQJCOl8/xf3qDbYmf2yn5+H3OTZNIlXvTph86KkUERKAXAbmRvQjpdxGoOwGyhrzexoDbLjTshZzegBGxfmxsuH+MZtzIjeyfnM4QAREQgUwEPIcR52/f/fSRwXPv8j02eG7HpjJaMzWhDhKB8gjIjSyPvWoWgTQIWMQ3z33V2weeh99cP/T0Pq0b3hu/kdOOkBuZRgeRFCIgArUlwC2Ub926ZYNtOkqaSLq3czotIklEoC0BuZFtsehLERggArbcl8eM6BB4XnD7vkc38ixEzuO/c+cO/xWQrkdfPHz48OTkZD10kRYiUBsCIyMj6MLTwpLS6OTJk8gzOjqalFQSRgREoImA3MgmIPooAgNH4Otf/zo6p2ZGINLFixdZKeU1cE1SR4Xfeuut48eP11Ez6SQCFSbw+uuvsz1yamoqKR3Onz9PAHHNmjVJSSVhREAEmgjIjWwCoo8iMHAEzIzgoaNJaX7lyhV2bG7cuDEpqSSMCIiACNSJAD4k3hoxuzwJKWFAMPIz/tvEFKYGlSoCIuCHgNxIPxxVighUlwBmBBM203Y6ZgQwza1dt25ddcFKchEQARFIn4DljloeaQrSKqM1hVaQDCKQhYDcyCyUdIwI1JxAgttjsCTYtKmkppr3PKknAiJQNgGSPhhsDx48GPQBwhm1JJqJJBr8M+LSYSJQLgG5keXyV+0ikAQBSx96++23k5BmaMgyWpEqEXkkhgiIgAjUlQAJKXv27MF/O3r0aOk64kNy2/AjR44gVenCSAAREIHuBORGdudTsV+XLVum1ZuKtVka4jJhb9++/dq1a4ncaGfHjh2ItG3btjTwSAoREAERqDMBxn9uZrZv375ytzaYK8tzPhRDrHNvk241IiA3skaNOTS0d+/eCxcu1EolKROLANFoPLeJiYnS85pwZXFoMWv00LBYja96REAEBpoAg/+hQ4cY/JkCSgRhE9DY2FiJMqhqERCB7ATkRmZnpSNFoM4E2Iuya9cu/LfS85qwJLBpcGvrjFu6iYAIiEBKBFgAXLVqFeN/Wffa4dGy1E5GlZYiU+oXkkUEuhGQG9mNjn4TgYEiQAzYbrTA1pSyFMeMsKVIJClLBtUrAiIgAgNI4MSJEwy8W7duZXd6ZPXPnTu3e/duEmtPnz4duWpVJwIikJuA3Mjc6HSiCNSNAGuAeJLsTnnjjTdKSW3l2WVmSWgpsm59S/qIgAgkT8B5cUwBPLwxmry3bt3atGnT888/f/bsWf5Gq1cViYAIFCQgN7IgQJ0uArUiwI5EXubORVYMqwXbhUqJRmspMjJ8VScCIiACECCvlTVJCybGud0OI/9rr71GCgz1Ll++XK0gAiJQIQJyIyvUWBJVBGIQ4EYL7E4huZSdKjHqm68DG8JZErqzTjTsqkgEREAEmgiwNXH//v1sLnjppZf42/Sr34+ELKkFT/LYsWOvvvqq38JVmgiIQGgCciNDE45aPre4HB8fj1qlKqsdAVJbWQ8kKkx+Kc5kBP3wIVmHJK8J20U3V4gAvJQqWOVQgKAU8qpUBPolwF3fWRtkZF69enW4O+4wvxA9ZAMFM86WLVv6FVLHi4AIlE5g0aNHj0oXQgL4IsDO+MnJSbWpL56DXA7h4bVr1/KX27eyPhkOBd6j+ZAk0/LI6XAVqWQREAEREIHsBLjRjiWJ4FWyX93jrkUcVO7ITcKL7cZUgCl7o+hIEUiKgFYjk2oOCSMCqRBgdr969SorSMz0ZkmEkIyMJqLdeJJ4qvIhQxBWmSIgAiKQjwDjP7MAPt6BAwe+9rWvednmwNojpS1dupTSKP/y5cvyIfO1js4SgRQIyI1MoRUkgwikSIDY84ULFzZu3Mit2FmZxOXzKCXGBAnYFEuZ3J2PNU+PhasoERABERCB4gQsnmgJKWxzwP0j4ynffbw5i3MpYd++fWydYDMkPqTupla8jVSCCJRIQG5kifBVtQikToDJnh0ydrsFXD6WJb3ccYE4NMYESU3swMRT1Z0VUu8Hkk8ERGCACRDmu337No+DIhmVvTO/8Ru/wfM52DOZxZ/kFLxHjucszuUUnFJK02bIAe5QUr0+BLQ3sj5tiSbaG1mr5kxJGTZJEkK2ey2wPsk+mRyZSNgT3AUK75HSCEJTiBYhU2pkySICIiAC3QiYT3j8+HGLJxJnJDGVwXzZsmWc9ru/+7v//u///vu///s//OEP+Xj9+nWOd2ks3AB8dHSU6cPjHstusuo3ERCB8ATkRoZnHLEGuZERYQ9iVZgOOJPkuKI8yU7cVXVkZATjoDsL8x5nZmbwITkSG2Lnzp3cswETpPuJ+lUEREAERCBBAoQCmQimpqacl9hJSPMemSyUv9oJkb4XgeoS+HR1RZfkIiACkQmwAsk+RpxJotH4hOSm8sI4sGdG8+unPvWpH/zgB5/73Of+3//7fxaKRkJnZygaHbm9kqqOrDa6StC7/ialr4QRgRoT4L5od+7caUxq/fznP89teB48ePCFL3zhP/7jP37yk5+Y+jic7777Lu8Z/22mqDEWqSYCg0ZAq5G1anGtRtaqOZNXxvxJspjeeeedTsIuXrz4G9/4xptvvkk0WrlMnSgNwvfshmUFm62wg6CsdBSB+hEgIMjr0qVL/DXtGNJxDl955RX+Nm1zwHvkMBxI/uJzNh7/8ssvczzZsPVDJI1EYNAIyI2sVYvLjaxVcyasjO14MXsCZ9IkfeGFF1asWPE7v/M7v/rVr7Ab3nvvPQ6zn7AwMBqwNviLL5GwZhItFAG5kaHIqlwRCEaAR0fiBzLU214G6mEzAk7gunXrWl3HTlLYfGEuJQW6wyjBJgXeaI+Dw6I3IlAhAnIjK9RYvUWVG9mbkY7IS4D8JbMn+OtMAdIUnUnR6h/iYXIkJgh/CU5bzRzmXMqmAHZe0XReBQjIjaxAI0lEERgaYtzGabQooUtb5X7atupYfBWRGYSXeZWufOYCphJbqNQuSnVDEagKAbmRVWmpTHLKjcyESQf1Q8Cm/PPnzze5jmZSZN/rghvpXEq3gElOlHMpsSH6kUvHVoyA3MiKNZjEHSQCjMkM9eY6uiwSxmQb58MNzlavuZT37t0z5Ao1DlLXk67VJiA3strt1yS93MgmIPqYjwD+HiYFriN/rYQue2ByVIGZ4lxKVwXlYKw4r1IbKXOATfkUuZEpt45kG0ACbD1wrqNz4RiBzXuM/zjfTtsp3aQQzpsdwNaXyiLghYDcSC8YUynkwIEDmP66iUUq7VEpOVoTmWwPDNFo7Img2aeYMs6rdIFwbaesVPfpLazcyN6MdIQIBCZgrpqFCJ3raAmltt0xkT2KXbZTOq9SocbAnUXFi0BvAnIjezPSESJQVwJtE5k87oHJwQ2RcCktx0nbKXMATPYUuZHJNo0EqzcBcx0tYdUNquY6Ws5q+v4YoUZerdspnUvZujO/3m0q7UQgEQJyIxNpCIkhApEItE1ksiwm/vKKJEeGagiWO9MB99LOwOJxpkNS0mZQaKAPkRs50M0v5eMSsMHTXEfGfKucreyMmeY6Vvc2Nhb91HbKuB1KtYlAewJyI9tz0bciUCcCLhrN/fdcIhPOmDMpEklk6sLc7hNrua/4lu5IVDCvkjfpa+HEHsA3ciMHsNGlckwClgiK68g471xHlulsnCfNpLquYyeMNrWZS+lUVqixEy59LwLeCciN9I5UBYpAEgQsGm17YJoSmZLaA5MPFv6kW6hs3E6JwaRbxudDGvosuZGhCav8ASRAfM09nMOlbOAuur0Jg5Pt6bZT2uzgOgOTgktgST9914mtNyJQCQJyIyvRTBJSBDIRYB51JoULzZLI5EyKWk6iaOpcSucwWwzeXMrsTyXJRFkH5SIgNzIXNp0kAs0ELDXDElZxmexnXEdbdeSvRjyYMClY9gp/G0ONzqUcHAe7uQPpswj4IyA30h9LlSQCZRCwEKyZFC4aXY89MDlwdtpO6VYpsSFyFKtTihOQG1mcoUoYZAL4RbxIMHGuI2FB5zoGvZl21bEzMzqXsjHU6FxK0at6E0v+sgjIjSyLfJB69cCPIFjTK7RtNLree2ByNEKX7ZTcZAIDAgtM2ylzgM13yqZNm1gwOXToUL7TdZYIDCABnB9zHflr6jNkmetIjomcnxxdAjfSuZQu8KrtlDlI6hQRgIDcyFp1g61bt05OTj569KhWWkmZJwTmYtELo9GWyGR7HZWi84RT+/9mkNnNGBpznNxCJTDbn6lvRUAERCAWARupLMGEWJhV6zYmKJ/CYzswETiXkrnVlcykAGfbE1HLnSBOU70RgYIE5EYWBJjW6XIj02oPH9KYSWF3yrHytAemOFdtpyzOUCWIgAj4IsCyGG6MuY4uyGWrjvzl5asildOFAE3gvErXCrZDxFxKxWq70NNPg0lAbmSt2l1uZD2aE5PC3SnHotHaAxOuZbWdMhxblSwCItCJgAWzLETonBZLtrdHOyrlvhO6CN+33U5pMVxzKZVRHKEVVEX6BORGpt9GfUgoN7IPWIkd2hqN1h6Y+E3UuJ2SsLTLKGM1QNsp4zeHahSBmhFgY54LEbpH+OKQMMLU4DlMNWssp07b7ZQ2QZtLqeVix0pvBo2A3MhatbjcyGo1p0WjLZHJmRTaA5NOI+JJ8qKB+OsayGw+sx60nTKdxpIkIpAmAZwQl7DKexOSVEk31Gv3XZoN11aqTtspbRnZ5gU1aFt0+rKWBORG1qpZ5Uam35zOpCAm7TwTW+ziL6/0VRhMCfH5nUvJe4OALYj1YAuVvB9MMtJaBETACDC88yK1BGfjk08++ad/+qcf/OAHLqnht3/7t7/xjW+8+eabf/Znf6YIVD36DAGCd9555x//8R9v3Ljx85//3JT69V//9RUrVvzFX/wFH3EpiTyyqVL7KuvR4tKiiYDcyCYg1f4oNzLN9sNdZLKxPTAYGSak9sCk2VhZpKJBnUvJGzsFu9C5lLzJUs5AHaMHfgxUcw+UssSVzpw5MzU1hQPZU3GSIV9//fWRkRH+avdjT1zJHkB0gEafmZnhr4sUdJEWZ3J0dJRGV8CxCyX9VDkCciMr12TdBJYb2Y1OlN/MnmBSIRSNg/HLX/4Sw+JnP/uZVY6nQUjy29/+9t/+7d/KgIjSIMEroa3/5V/+5Tvf+c73v//9H/3oR7Q4VT7zzDMvvPACbU0o+utf/zrfWA7bICc7LV26FCAXLlwI3iSqQARiETh8+PDbb79t6Qlc3TgJXO84DNTPJe+WHJkLGChYomQ6wPEwb9P8yT179tjxsURWPUUJ0HwTExPkE9GmlEXzERTgLx2ANnUxRKKN1jE4/vr163ibdACOp2Ns27Zt165dReXQ+SKQAAG5kQk0gj8R5Eb6Y9lfScwWJ0+eJBpt00bjyZ///Od/+tOfmnfhvseeZmMMsUllsTomlXuDTYBlwCIzf82ecCqQ1PTZz372f//3f9039gYr01YhBtCflBvZ1Bn0sdIEGPD37dtHdol5j3ZdZ9SIs3BCmC/IUuGUjRs37t+/n0kh4+k6rCwCNByNTtMjAHM3MzjzePaGY6aw1UvmDs6i0Wn6snRRvSLghwCPqterNgS2bNlCt6iNOpVQ5NixYy5HBXuCJjh9+jRLLnfv3m2S/8GDB3zPizCkm3gIV4+NjfFT08H6mDKBmzdvNk7/2BNHjhyhZS9fvtwq9tWrV/mJAxpDBpzO960H1/gb+jwEaqygVBsQAmfPnrX1QwZ8Ru+PPvoot+IMAvghZswxL7TOGrlL1ol+CdA0bv2QJisyetNh6DYWSaQj0Z38iqrSRCAmAbkcMWkHr0tuZHDEDRXgLpoDyXywfft2XIWGH3u/ZR5iLjF/Emfy0KFDvc/REWUTwJiwqwzLD6cI57Avy494AXEHZzjiTN6+fbtsnSLVLzcyEmhVE5IAgzbXPrmLOBW+wn/MHZYJyTVSxD8JqfdAl02j2ExNM/U70XcCR+ehC9neFjpVp8P0vQgkTkBuZOIN1J94ciP745X3aBadbNZnDmACKGhM4IrYFhomKlzTvELpvLAECCG7WR8Hsu3CY3YJsEucM+nRHs0uQPwj5UbGZ64aPRJgBLAcBFaQQkR/mAiYUAhKahbw2GrFi6I5aBSahgYqXlpTCXQkW9mmaxVZ1m4qVh9FIBoBuZHRUMeoiFR7pY2FBs1qkkUQsf77WonqIlhjlgvFdjlSP5VCgIa2yd5vDpJbhWBZO4RhWgqrTpXKjexERt+nT4ARwEKHbG8uGDfsoiwDguU6KjmlC6WYP9EQLD7TKL4WIVuFpzvRqaiFDubLomitRd+IQCACciMDgVWx9SSwd+9ehnsWD0OkHjlfJailUs+GCakVbW3LxYE8fKI/ZqkUXOEMycBD2XIjPUBUEWUQwNCn93KRBhoBGnUinGR7JZTo2IillPc23ceJ8dG16GB0s3BBilIYqtLaE5AbWfsmloJ+CLBgaCFD1qPChQxD5035YTFIpZDRxOIzL1ahw+kdp5Zw8mcpWW5kFko6JjUCjMnk+GDih8hpbKssjoTlPpw4caLtAfoyAgHg0+g0RDS/jg5GjXQ2ulwEBVWFCHghIDfSC0YVUn8CtpMtzgYGW57C7A7nr9a/wXxoiHfHvE5GU4R1QncXh7rajnIjfXRJlRGbgN1xIMI6ZKNirEmSAUH0KsLI01iv3hsBsAOfJoi818DWJOlyaggRqAoBuZFVaSnJWSaB+IO7BSbZLKHAZFkNj1+HJYEPGc2SoCJ8rbrajnIjy+rJqjc3AYvoEUPMXULuE8vyZHILXJsTy/XhLWBNx6sNTylSbwLPEGvXSwREoAuBo0ePHj58mFQTc+26HOnxJ54ggu965cqVHTt2eCxWRWUkcO/evTfeeIODWZDE/8l4VsHDqMjWP6ma51wXLE2ni4AIFCFw7do1njXP1jjLbyxSVI5ziSGSSM9AtHv37hyn65TcBAAOduDbTZVyl5PvRDobXY6OR/fLV4LOEoGYBORGxqStuqpH4Ny5czhyZt+zTBRTAe4RR2BycnISJzZmvarr448/NkeOJrBtUdGYsBUHMwIj5rXXXnv48GG0elWRCIhAE4GJiQm+4Xq0u6c2/RrhI3soeJ2Zf0WoTlVAwGgb+VKA0NksbGHdrxQZVKkIZCcgNzI7qwoceeDAgbVr11ZA0IqIiDuxdetWhvWzZ8+WYkkwneDBEpi8detWRZjVQUz8dtaBWQ1mTTi+PtzJiYwmWrxmZgShfbtxSHykqlEE+iXACIBHwcVYbqclkkX4smZDQb9tEfN4UAPcnvMRs97GuuhydDy6H52w8Xu9F4EECSwiZzdBsSRSPgL4PCxeqU3z0Ws9C3eC/BZmFNsb2XpAhG8uXrxIaIBJxdIdI9Q44FWwErh06VJurnDz5s3I68+N5F966SU8Sdul0/i93ouACEQgYBcgG6Tt8RsRauxUBXMQMxHjP7NAp2P0vRcCeG7koTDdl+tGoguDPz2QvkcP9KKaChGBQAS0GhkIrIqtPAFSCg8ePIg7UcqSlMNHUqUFJrVTwjEJ+oZGZxXaFgGCVtS9cJ4ahxhahehOSb+KQAgCuBOMt4z8pfuQaLdnzx4tSIZo5dYySfwBNcBbf4r8DR2P7kcnpCtGrlrViUBfBORG9oVLBw8QASx4FqZILyxxScpw41HwRvfaidD5aHHuqGQ5RRGq61IFsQMiCAij8EEXSvpJBEIQmJqaotidO3eGKLzfMi2UyTigFMd+0fV1PHhZA8R5A3hfJwY62LqfdcVAVahYEShOQG5kcYYqoYYEWIo0d8IeGlauhng1pNkwyXG/n3IlqX3tthRpfnvpylpiFSKVLokEEIHBIUAWAEtAbOWNdovmnmxHR0c5ZmZmpueROiA3AcNrqHMX4vFEuh+dkK5Ih/RYrIoSAb8E5Eb65anSakLAxu5EotEwVWAyQsditmZrMdlEiexBInzAgqTMiAhNrypEwBEgWsdQMDIy4r4p/Y35tCdPnixdkhoLAF7z3NLRkU5IV+T+COmIJElEoImA3MgmIPooAnMEyCQhlzURdwJ5XGBSzROOALM1q9DpRKPRFGEwI/Akw2mtkkVABBoJ2KoUj3xo/LL09zz8iWfJKq81UEMAFrxADlR+vmKtEyqvNR89nRWHgNzIOJxVS5UI4EvgURAALuUhH51IrVu3zgTrdIC+L0ggQfPRzJp6JLNt2rRJD1Iv2EV1egQCRG18ZrROb1g099owXUx0C29pX0Mxih3P9pDROjvx4nxLL/jz4sRsxzp7/6DwcW9GOqJsAnIjy24B1Z8eAUsjTGpVCkgWmKyHR5Fem89JRLuT0corHfGcGcGaZDpS5ZOEeL9uF5QPnc6KRoCbbBGt8zcITG/YMD08PFxcflLcKeTOnTvFi1IJrQRod740yK2/ZvpmeOwGD1t7+jq1fmhoeP2bBduerkiHNPEyiaGDRCAuAbmRcXmrtioQMFfNW0arp2g00wlOhaLRgXoQTg5TtefYgcWni61D2PYYtXugdlexItBIAJOdj77u1TnnRK4/NYU/UfhFagz7LEi8LFySCmhDALDg9Zl/ND097cGLfNwVrVu2kVtfiUDZBORGlt0Cqj89ArgTTCeeLAlv0Wg44UbKjAjUXwwshH2VP+dCvjheJKPJJLGFEUWjfbWLyhGBLgTsQlu8eHGXY7L+NDsxMT08PubDiZyvkilJ40BW+H0eB1hPM75VPNf2Q+vHxgquRQ4NWVdUu/fZnjo8HgG5kfFYq6aqEPA4o3iMRkMPJ4fkRgUmQ3Qkm6e9uZHTG3Ah1596NJfYVOxlxo3MiGIUdbYIZCJg4SQfHsXsxOj40PhUcUfCyY1UGvwdDb9vAOuj0Z8INfvd6dmh9esLj/5PFsYVPn5CVv+TIyA3MrkmkUClE/DmRvqORlvKjTyKED3k/v37FOvNksCDfOTBh3QimXghFFeZIiACjoCNrh7GgekJ4kgeVqOcZPOjkwb/Bh4+33qb9OeFmmt8T+vQ1hXV7j4bW2V5JSA30ivOsgtbtmwZD5orW4pq109UkhU/H6tS/qPRym8J17dsnva5N8aTrNYVZUZ4wqliRCACAUtDKZ6LEEFUVeGdgKdtkd7lUoEiEIDApwOUqSJLI7B3/lVa9bWo2Ox1X9HoUzcK741ooKrAZAMMz2+9tbtnueaKo92VzBaAq4oUgWYCfsbYOT9iaIgnfTwtfpZPw+M3bhRIcvWcePlUNr3zOcbatshTBRq6sT1Snpga5dT7gSWg1ciBbXop3p4At2vjh8LPVwgYjTYJ20uvb/MSKEJ1wQPDit2Xta34hXtj21L1pQiIQDMBP4v/8znt7tEPN8YJJs59VcSHRFA2yCWYLtFMsJqfAetp/6G/bZHzJM2N9JEeVc2GkdTJE5AbmXwTScC4BDxGox8/6WOR3bBz7lOxZxHPmRHAkCURokcYVZuz+y1/wQPDfCey2U2VrFv2K5iOFwER6IuAjQNpLv4zOmkc6Ks1sx8M2HyDf3MVHrdFzhdtu+I16Tdz1udkCMiNTKYpJEgaBOzhUUVnlDDR6A8//BBICkyG6ClLliyh2KLtHkAyE0nmYwC0KlIEmgnYhXbnzp3mH8r+7G/TftmaJFk/s6oF7IpJN5/QOrz+TX97WTT+F2sRnR2cgNzI4IhVQeUIEPnzlN/iWXXNKJ6BNhRn5mOCbqR1xeeee65BWL0VAREIQoBxgEjirVu3PJY+n61QNEvBRFI4yWO7NBZlYAu3+3xTF8xdbhRraAiR6JBq94VU9CkhAnIjE2oMiZIIAQKTySY1MaPwSgRUncQoktTahsOThOa5nZKP3+fcNGldUUvQbSDrKxEIQOD111+/cuVKapHEmZkZdB0ZGQmgsYp8DNYgp4ODTkhXpEOmI5IkEYEmAnIjm4BU++OBAwfWrl1bbR0SkN7cSI9mhJdoNGAITC5fvjwBQjUUwcC+++67fnRbmNU8f7ONnMsR165dQ6QauJE7d+7cvHmzH7wqRQSCETBX7cyZM8FqyFPwyZMnGQRWrVqV52Sd04sAYMEL5F4HRv3dOqFiB1Ghq7I+CciN7BNY2oe///77Fy9eTFvGCkg3OjqKlKnNKLQsKZeaUQJ1oJUrV2JGnDt3LlD5uYudmpoio6kGz4PdtWvXli1bcnPQiSIQhwCLP2R8JLUwZaujr776ahwCg1kLeG31Lx316YR0Ra1GptMikqSVgNzIVib6ZtAJYLKnZkbQJOfPn+evLIlwvXPjxo2pmRGsP/NSo4drdJUsAk0EzHC3sF3TT2V9NJ/W4ptlyVD7eg1vOuEDosZ0Qgtq1B6+FKwuAbmR1W07SR6KgJkRBICTuuEK+S1KagrV5PPl2kpvOmYEQllSk8zHoO2uwkWgiYBdcQcPHmz6vpS1bRV+AAAgAElEQVSPTEOTk5P1SEkoBWDGSgkfAxnUicz71v00+GdsPh1WFgG5kWWRV71JEzCPIp28VjbIaVUqdI9hewxmRDqNjr5ktHLvnxpktIZuO5UvAh4JsARElvvRo0dT8ChwJxDj0KFDHhVUUW0JABnUKYQPEIPuRydURmvbltKX6RCQG5lOW0iShAiQRohHwXTCs6RSEGtiYgIxtm3bloIwNZbB8loTubsGYhA+YD8hy+M1Zi7VRCBBAmNjYwz+u3fvLlc2504wNJUrySDUDuREwgd0PLofnXAQsEvHShOQG1np5pPwoQiwBLRnzx6bwkPVkblc0mvxKCxAnvkkHZiHAI2Oz7Zjx44UwgfEDhAGkfJoonNEQAQKEGC8JZhIboLdKrlASYVOtVCm3IlCEPs52cIH5S5I0uXoeHQ/LUX203Q6thwCciPL4a5a0yewfft2W5DEmSxXWrwa3In9+/eXK8Yg1E6LwzmF8AFbdDAmrBPWg/ymTZtKX9upB0lpEYeADblbt24tK6hE9PDw4cPKbIzT3FaLhWvBDvyY9bq66Gx0OT5qxndM9CZlAnIjU24dyVYmAfPc8CjKDUwymZk7oSdGxukNLnxQlu2ImlS9b98+fNo6rUKwqE5PjtOIqkUEihPAf9u7dy+dlghI8dL6LcHqJS/m9OnT/Z6r44sQADjYafRSxiurl45H9yuihc4VgTgE5EbG4axaKkmAbWkM5QQmy3qcIM+fIDBpGbaVJFhBoS2PlPBBKbajAaPREYB0Vpq+ggglsgjUhAArQixPEcsjrBNTJS7/N954gxpxabhBd8yqVRfAzXWnCWiImEDoZnQ2upyWImNiV11FCMiNLEJP59afwIkTJywwyY1SI2vLktRrr7328OHDY8eOsTAVufZBrm7Xrl2l2I7G/MCBA7YxBjEGuRWkuwikQIApgGAiVyV55nHkYeTHgSGGyI1DdZfmOMybagE78GkCGiJaWgodjG5GZ6PLNcmjjyKQLAG5kck2jQRLggCppIzp+HJMJ/yNKROrYfiuFg6PWa/qgoCzHfHoYgJh3ZuAtPW6mPWqLhEQgbYESE84e/YsK1TkCGDltz3G45csf61evZoMcKJIJNh7LFlF9UUA+DQBDUFzRFiTpGvRwehmdDa6XF+i6mARKJGA3MgS4avqahDghmkEJvHo8OuiBSbHx8ctuYU9EtXAVC8pmcjJa2IRmKkdSyKOcm43FJaE0lnjMFctItCTAOPAhQsXWCYixBN0FmAEeOmll/jLsM+k01MwHRCUAE1gm2OtUQLVhVFBp6Jr0cHoZso8CsRZxYYi8EivGhHA8OWeHDVSKCFV2CfJRcgT6u/evRtUrI8++siC0EwqvA9alwrvTuDy5cv4k7xYnOx+ZPFfuXhxHakLS6J4aQmWQKCdVLEEBZNIIpCFwIMHDwgp2izA+yyn9HUMg8z8YBNjtOlLsAE/OGi70JEwKuhUdK0QnWrA207qRyAwFKEOVSEC9SBge9UIFl69ejWQRvioNqlgcGtSCQS5r2LxJC08TOv3dWJfB9sNFXAj6+pDQkNuZF9dQgenScBmAS5VIra+wnxMKOagUiwDTpqKD7JUNApNY86er9mfzkMXsmKDTi6D3HDSPQIBuZERIKuK+hDgbjcWMOaNd63ieCzexa59gfj2rAxjQ3DfHe++PQVu3LiRwtkPefv27RrDlBtZ48YdKNVYnqIzc80SYCLvsYjuXPJ2+VMab0KnuhQRdcDPpWkaW6rgWE23segkHSlCqsuAt53UD0pAbmRQvCq8hgScs8eCoa/IsTMm4uRP1rBVAqtE5NhsCILHrBz6WoVwxkQIBzUwkr6LlxvZNzKdkDABd/HSsVlN6muRiuARgUiuerxHXixF9nV6wlRqLppbN6bVaD4asa/AIqfTVXzFIGrOWupVhMAi5Jwfx/RHBEQgKwHu2zYxMXH06FFOYC7BnrCJIev5Dcdx99eDBw/yaEr22WNMUBSrUg2/621CBLghOzdCoPVpbpxJF5zOISL3T9q9ezc3lCcmTWrTINyScenSpXAjazcHLp0iAgkSYNDmBpvHjx/nQkY8rmWmg5GREaKBxJsshcHEZpznxjm858iZmRkuf/ueMZ/HwxKRtI/6WwkCFy9eZNZ2T5O2RjcbgD0ptL7Tgkan6ekn1uh2x1eO3Lx5MzfvaTzSnaI3IlAtAnIjq9VekjYhAty7FafCDAKbSLAJLFOlp5TMK5x4/vx5/jLNYHDgQMqY6Mmt9ANoOHx+bAhaDYefFscgaLQXu0uIVUGLT01N0XkwNHfu3Dk4xoTcyO59Q79WlwDXNc4kl7b5kz0VYb5Yt24dfzPOFz0L1AHxCeAT0uI2iWepHe+RFu9rvshSrI4RgXIJyI0sl79qrzyBpsAkwUjsAxeKxtPAUMDlwM5AVZwH5p7r168z/ZjmeCD4EnYb2MqzGBgFaFCWo3mkpEWXbRVi8eLFFop2rU+jcySeJ48MuX//PtFrt2rBSiarEANlRMqNHJjrY3AVJUL03e9+95133rGRARDPPPPMr371K96w9MR08K1vfevv/u7vlixZMriMaqc5g/x3vvOd6elp5vef/exnjY3Oe6YDnhdCu+/YsUPLj7VrfCk0JDeyVp2ABBtiY0obi9+oTCQ4CZa4gtvQUwBWsch94q9lwvQ8XgekSQBHEcORoAAGRE8JbfVydHTUbsbb8/iaHcAqLhaVIiY1a1ap41JLmAJcXImxnXgif+nzjBI2O7gn0DICMP6zNsWYIIAVJWDtzqRP42IAoAWtyfBOsxIdNpPg0qVL/OrWqEk4sl6RPYGlonAk9uAQkBtZq7bmUels39J+1xIbFYsBc/lf//Vf/+u//svE+MxnPkOL/OIXv+DjCy+88M1vfpOVqL/+678uUUhV7Z3AP/zDP3zve9/DTDR7gkb/1Kc+9fOf/9wqwmj4kz/5k29/+9uyHryTV4EiUAoBIkd4CMRt+WsCcHVbfLBTnAgn051iAwVhROdwaqmqlHbst1IasSmXFefQggKdgsKtXYU8FGt3zh2onJR+aev49AnIjUy/jfqQUG5kH7D8Hdo2Gk1I0uKOZhyQ+2phS1u24kt3gGYRf00RtSQMQWdP2BI0dqRFo22RodVqlPUQtYVUmQj4JuD8QDeSmz/AeN7XSN46Izh/spM34lsVldcHAXMFyT2xJWVmcNrLUor6avem/oMEPaMPfUipQ0UgOgG5kdGRh6xQbmRIus1lt4YYLVWJ2aXLohP5LUwk5lJaieZ7dD+ruW59Lo+AtSD2BIagSeHsiS72H8aHGY4usU3WQ3ltqJpFoA8CFg+yQdsCRm4VEe+xj4LaHdo6Iwx49ns7SKV9R3oRN09iyraoASnKtLh5jwVXj63dLevVlqYp3GW9dplKSmOhikWgHQG5ke2oVPY7uZERmq4pmsjQjxdhC499RSUxR5w/iZmC5LZU5WWKisBh0KrAjOCeOpiSGBbobuvJ1lj0gew0sBisC+FVYklwoqyH7PR0pAhEI0DEx1xHu+Spl0Ah6QYM+JZu4FcSmxHszp82I+SeXPwKNoCluTQTawicOvMecfNC0GjtaRZKwK6gxoL+agiBVaYIOAJyIx2KOryRGxmoFS0abdtgLHBoozxehJd5BTMF14IFLmevmGvK1KWoZKA2zVisLSFiVZjLh6tPozC78zdjCV0Oa13QdtYDHaDLifpJBEQgBAEX5WFAdr6cXfJckn0FjIqIZzMCTqxLXsiS6lKkRp1rTW+BA5vlSRhhiudeBiGiBm2Bt3Y/DjNjgL/RxGgrm74UgbYE5Ea2xVLVL+VG+m25tt6dLUAF8u46+au22ulXO5XWiUDrQrF5d+FuskqN+KsWp7DsKWST9dCpgfS9CPglYAEdXAguQys5kZzz1hnBRbIYH7ROVbwbQNitPVpphIZtzTnQLJ9RZswPNynYKciDbGYMRItoZJRWhw0sAbmRtWp6uZHFm7PVhSgr19RSH/lrfoUSnIo3bvcSiAQ7e4JuwMG2bZW1iJhhYNszYy6liYH1gMn4yiuv8Le61sOmTZu4lA4dOtS9FfSrCEQjYNc7Y6zlGuCVcYmZmV6uC9GWgGVGuBmBY0xaBqgEpW2rQjpfWuCAfY+WAUTT25ozf1MbY80mYUagA5gxAEZbncar5E06VCXJABKQG1mrRpcbmbs5MSOcSWGFmAvBPM2b3MV6ObFVNiU4eQFrhRjexoUIGp01Z+wJ3B6PFeUoqnXPTHWbfunSpRi7eqptjm6gUzwS4Hp3EbrGMI15j5VY3zMVLP3SyFi6hJJWevYTRlQ2jzhX3MWIGe17npvCAa29V/HlFNplkGWQG1mr1pcb2W9zOnuiEit+GD3O17V9O8yCFkPF86mEAdRvA4U7niA0MDHFLBptk7FlLKcWjQaC5bbZbf2s6StnPciNDNeZVXJPAhaR4ZJvWs9h/IyZa9BTzr4OcOtU6GXDgltVY0YoPQrWly5BD4YPq3mOUuhNCkF1cYW7lFebwviekLfLenWH6Y0IBCUgNzIo3tiFy43MQtwscksatJ30VQzlNnlBKG5raPxVglOXbmCJYdgThHU5zPnhVYlGIzNNT/gDB9jdfgPrgXa3rNcuupf7k9zIcvkPWu1cHXhZ77zzDgvg//Zv//azn/0MAolHi4q0Ueuw8NWvfvWP/uiP3nzzzc997nPMcYPjVdLuNjZa6/P3F7/4BWwtw6jSgYO2PcSZNMxuFk34tV/7tW9+85t/+Id/+Fd/9VemeIKx0ba66MvKEZAbWbkm6yaw3MgudFpnWSxvsoCYVCrtd7kpBNeI6RMC5hWzsEZgsguQwfnJYvb4XSBqDBxs3ry59IzlIq1gellAxLxi1iKsV/M3tV4tN7JIW+vcngSwoclXdCtOnY7nkufCr/qw36odijcOca0H2DdMCtw/BvXr5FUyEjr1bRLspD6KW8pJndRnUrPAIhC6qG+zg+3XkFfZqYfo+34JyI3sl1jSx8uNdM1joWiG13/+539+9913//M///PDDz/k19/6rd/68z//c/Me65cF2pSj+9nPfhbb/Q/+4A9wKmzWZGdd/bR2jW5vmEctFI2D/b3vfe/73//+D3/4w//7v//jV7MgoYGn3XRW1T/aHSPIej179uwnn3yCOl/60pe+/OUvv/zyy3/5l39Jo/Mq92YMciOr3sfSlJ+LnRulYEDbOgzRE14Md8uWLUPgL3zhC8wCdvlzdfAN8US+4Q2DAA7Vli1bOJ6PFX0x5pvz7JRCdzRasmQJGuEt/PKXv2QlljHBRkWbGfnJBkOeZmFTQ0XVt2f5OvcJpVCZll28eDEaMd3/+Mc/5g2zP+3OG2IN/OVl7jTqV9ehYqZz6ptSNr+b+vz6wgsv/PSnP+WNqe9mRg42dxr1mRfsXP0VgZwEHulVIwKnT58eGxurkUL9qYIBvX379iyTImPosWPHHjx40F8FaR9N62MS9ZwUmTaYPE6cOFEn9T/66CM0yjIpwgdKsOKUtNuzD+loSvozvbrnNMDVwTXCldJH6Z4OxbTFdPNUmIoRgUeXL1+mR1mfx3Teu3fv1atXs3BpGip37dp19+7dLCcmdQxXMV6Tqc+b/fv337x5s6eETUMl0wE2QxXnAgZ85//TDbgF9O3bt3uq74ZKc5+YDuBWxbngyJEjztQhMMrHLH2YYzjSzRSUALee0HSACHQhoNXInnaXDkidAPFFi0a7cCxzqoWiLTZpClgY8v79+0QlLS7L90w/FpCubkyOQKxFo4k1ohHmVHb1LSSJW2WIqvjXhWNNfXTnZZF4t/TqorB37tyh9XmhKS2O+pbfVUXFTeajR4/arSPsIyqjvkXinYXNdWEqv//++7xxd5NCfbL73GGhIWg1MjThwSmfPrxv3z6GPlRm+NqzZw/jXg71KeHgwYNMB4wGFII/2TMMl6MW76cgMOozoyE2UaGdO3c6hyp7XYyKqD8xMQFMtMaZpCgKzF5CWUeyAIv6DGWIje6I7Ryq7CKhPnMH6rMdgNNxJqsyD9Jqu3fvNrHptIido9MyKUxOTtL5WcOn86A+Qdjs9HSkCDwl0MXF1E8ikDgBYs8uroYZwUSYJRyLUsTkGldvGEYJbSaubKt4jcF4nAfCitnVJyTp/AfOJTzfWn7i33DnDCS3sQxdMkajUYqgNQc3nktRiSvbKh5N5mxHroKM0WjKoZNwpTizm3MzruG0ytDXN0hLM/V1ig4WgVYC9F676um6GUe81kIav+FSsssBczzxoYB1M7wmUx//IcsCVKOmbd8zFZobxhUaZyhoK0aWL1lLtBkfdxefv/giKjyZC8wNY0bIsp6ZRc5Ax6Cvzdqoz1XgRX3KMfUJQXrpToF0V7HJEhhKVjIJJgJdCDDcu9hhEWOCgZg4nJtFSkn266Jmp58wnmw2xZ7Aqsg9+TFtkAlmEWjmp8RNKEcDW8fNpkUS0uDmbDJ4Jm5COfWd/0y/LWJMNPYirqbcvcgJ1v2N3MjufPRrTwIY/bZmgsVPEK3n8X0dQCCGkZAXb/o6MdrBzotg9PPiPzvJAcs8yGzCkJJsSJEBymJ/jNV+HR7AMg+a+t77lYNc8A0tbnFDX+EDJw/q2zyYfhzByaw36RCQG5lOW0iSrARYOWSyZ9BnNvVi+jOM4o1YmYzRzKlZRSnjOKwcdOdVxH9uFJwp2XlTcGj8KcH3Nt+jvi/PB+vE+eREphNU2YlEz0RrdKevFvGfXYG8afTJg67Jy41sxK73/RJgmGLBxMY9Rux+T89yPNeCWeoJDoN4EbZkylgdaIYiPmUR1QSHQbw7WzIlcJalKXMcY3YFQyvLszlOD3oKAe7QTWNhlJTjCEEJq/DcBORG5kanE8shYF4EM4r3pTPcCVvjSja7A+vBRQ1DqG9WGvv1A1lpBXsM6ru1CC/hg0Z5KNCstGTjCDSK9U/+el85pDuZlcb11YjF43u5kR5hDlpRdPg4Dl6jsxrIW8vRdoxOob0Ik6rRWc0hZ6BTcKLw7ngFjXMhvIsjhHNWcyDCrSV6QgfwPuk3CUP51s0SdKSbRNXHdAjIjUynLSRJDwKNXoR3M9rVTRyaIRuTxbuj4qrI96bRiwjk5sUhnE99zDuX0RTIvItAOJ/unOUymogj5C6k+4lcU0YYXz0EYbmR3fnr104EuDAtxBPHunXDYLhrrZOmbb/nwiTEgxMVZ8+FGwZJc20rT+QvmYjRHfcmzozsJppEcptpdDNImAIikHfxmjidLYJGqiI0AbmRoQlHLZ9xn5WKqFXGqoypPbQX4VSx7A6mrtDBP1djzzfMbRaMD5fR5GRwm2TizFuu3i5vzJBiNg23VuZqd+u9MHdflvuGhC4LEoe2bLjKLL+Xa827J0mmXBw3oNzGUu3eCZAfwbUfM9OSzm8r/zErbcvNTXwxtyw6vz1mpW3Vt4mPuTjmlkVXaekGAFMwIz+vmHMxs238Stu2vr6sBAG5kZVopqxC2r6prEdX6jizbiN4EUaFScsioAyppXPCkrB002g2DdYD6uO4Yk+Urr6zaaI5IXhrmK0w9+5K5YBpLjTNES08bHnjXHE5pNUpIuCXgIV14i8MMuxY5C7addeWm7nQ8RcGzZdg2ImzBthWd+dCh85lba3dlkBZBC7RAHATX/weiP9sBkA6sdTWNtI3iRCQG5lIQ/gRo65upNm15Nr5wZStFFwpfAmSqUp3pWxDYOS7PpgrRUi+dFeqFEOqlC7X2jHLMqSsy0WL2rQqrm9EAALljkJuLagsY7rcUcj5EmVNAeWOQmYAEEws60o09aPFjpvUdLHUpu/1UQSaCMiNbAJS7Y+1dCPdcBZ/MrP0znKXZZhF8GZxpeJ3TdsmymQWv2pXY4kyRF4Adyo3vilLBq41WwDn6muUR+9FIBoBOiHLQbxKDOSxDsbwW8oYiO/KilCI9PLsLWgzYCnhJNYDy5r4HB9bCS/FkWMFMhH1S09sds2hN2kSkBuZZrvklKp+bqTllpBcVFY82Oz4UiYSOoFNpSUml9pKYFm+hIsHx48gAJ9KbTtu/Jwiu/4tglBWFIMrjo5XblZbznFQp9WCgPX/ssZeh9DGQIZi902cNxZBK9eItzGQQSD+/Gszb3zsjY3rAhnxJyCmHrCXmFILBxfIaGSi9yLQREBuZBOQan+snxtpc0nM7fVNPYD5w4zp+PMoktiKUIlTKesAtiAQfx4tl7x1A2ZxWxBo6hURPtLfuM8B8OOTd9px3RERL8uPdWLozQASSKH/G3aL5UW+Cqi0rJGnqbNZLC/ylgpbi4vMvElx+2ixjMh7U0th3lZ9i2WUFUduK5K+TI2A3MjUWqSQPDVzI0uZv1sboKwxvax6mwiUtSZQVr1N6pe1JlBWvU3qWxynxEBGkzz6OCAEEun/Rjv+VRC/xi79ylbGYgZS49fYSX2ieNwfAZd+YNUvK47cqUX0fWoE5Eam1iKF5KmZG2lzSQomrEkS86bb9INEptJSVgWpNJHZq5RVESpNZC3C46oIG8zwDQoNcDp5MAhw+bMUzwCYiLoW0Iy2Q5LLP6ksAAtoRtshaUkQ6YwVpn60BUlbiU1HfYvnxr9ZbiLXvsToSeAZRiu9RCBBAmfOnLl27Rp73DEmShePpI6PP/5437590SQ5efKkqY83Fa3SthXhzzCRoP7BgwfbHhDiy8OHD9+7d2/Pnj3UHqL87GXCf2xsDGGOHj2a/ayCR05MTACceguWU/x0rj6uQboi12PB0q5cuUI5BQvR6YNA4OLFiw8fPhwdHU1EWa4C9hdwCXBVRhDJrrV01GdplGGQKSmC7lQxMzPD33TUZ3MsQQ2TKgKBqakpatm2bVuEurJUQfSEw6Kpn0UkHZMWgZ6Opg6oEIE6rUbajQ1iZpJ0b2jLMop2z0CetBE5kaa7+iT2MJWyStD9MF+/sh8VwyVadd3FtrURCHQ/zNevVJfIUqRpZGsjXI8FFaRN6dUFC9Hpg0DAJrJy7y/SxNnuWcrCVNP3IT7a4J/I6GcK2j1L42QGMVDwCgE2d5nWIeNYI8yz0eaajEAS7JAZJddhEQhoNTItr17SGAFC0QSkGbxKX4tzLTIyMsL74msyrsAub1j7Qn2LAXc5LOZPxIatUSJUyrLVBx98wMxd+lKkKYsYtMWt+VcE9W3RI51oNNcgV6ItEEVQX1UMOAFW/LgEsKTxJdJBEW1NxgZ/M9zTUd/WBiNMfzb4WxA5HfXXrVuHMBHUt2E2nZVYawLUt6synRaRJOkQkBuZTltIkqcEzJJOajDFkcCdiJPaYdOVOa5PoZT6LpoVhZYGOSn1o1lRTn1b/S61zZ9WjvqYEefOnXv6ld6JQBgCHi3p6Q2Lnr5enJgtIDA+bZy8Vhv8c819jeou0HZ24sWnHDZM58BgIV3Lt8xxevZTbPDPpf58JaZqg44LdJ+n0PBjVrmizf5G2GbbrMI1HdeqMFov6A5NJ/T+GHP27y2NjkiMgNzIxBpE4swTOH/+PP+TsqRJNcGMwJLGng7dSswluKxJRWRZHOAVIRwLWzbhsAIG7dCcs5ePFRVne4wFfdE9nXV4KNmVGCeGkr1RdGQtCbAehV5ccQW1w6naML3+1OOkrlPrZ8dfzOFANAiBSGRkkCjR8J3/t++++y6F9q8+3sOGocfa3hgffqotP7w4PjR+w0CcWj/PJYfciERCRujpr0jrzzlQL463CRYMP9F+nsGp9X1rz3TM/tgIW7upgpGfqbZvEd0Jw2OPm9r1/KGh4fVvDrsD+n8zl2T8la9Y0/R/ts6oOQG5kbVqYBZwUrgtR0GmZkkzaRW3pBvDswUDcigVZ03GJTXht/RPslHjBRHIBTHKXOYU6pts/UvVxxmW1FQ0grBA2yeB+AU8+hCJQy2v1WTr78w+j7Z1+KIrsb7V50rkejTZ+lRIh4tAfwTu37/PCZit/Z3WfPTse+8NDY+PPXEZ1o+NDw+9914bH6P5xI6fFy9ezG+MgR2P8PGDld+/+nPewxMHaXhsTu/p6bl1x+mJ8dnh8amxx27E+lMcND2RY2XWpuMI6vev+zz36Q24kIQNnkDw0RgNZaB+aN2pjSqKmz0NUlsvKOhFzpVHo0RQf4Hk+lARAnIjK9JQ2cTE+B4fH892bLpHWcjzlVdeKSii92i03TM2dEgS9VE8l/p4DwED0hYgT1j9hv4SICJrLRJHfUPdoE+fb8OoT3zHOmef0uhwEeiDACt+HF3YmB5esWJodvq7T/zG2e9Ozw6tWFFkTcbieqFXI1G/sO5DQyuGh4eGh1cMDc170wvWouZ+mp19r48WsUOfe+453qSr/vzCcyAfEsXjtD54PbT+07adnZiYHlo/9iSI8PSHft8hFeM/r35P1PG1JyA3svZNXD0FzYzItRbXqKz/aLSN7xYsb6zJ73uL+eWaS8IGpK1FrHX8qtxYWgH1G4tZ+H4uLl80IhtHfetduVp/ocqNn6qjfqPUej+YBBgBuNZY/y+o/ty6G6mdc1koRBTn8zqLORm2ShZ6TYbyi1/+T53m92afONJPcM7513leFVK/Wb25bvD4lTslZcmSJRQbtPWt8OKt/1T9+X6wfj1L00VfJlVQ9YuKqPNLIiA3siTwqrYzAYt3Fh5M/Uejo82jsLG6OkPK8IvvgLS1yJ07dzLUnf8QTyltjQL4icia+qGD8TZPe2j9pwCqpP5TqfVuUAn4W5CxDEfbJdiQ15kXrI0AH374Yd4CMp3nQ31LZHUJvW3qzZHea+oHDSN6mvoX6LsgM2M+sJDPk4ygvrG1ihbokPdD736QuWTL6A49/WUWRwcmREBuZEKNIVGMgK+YnPdoNOIRJg86j1KFlW9rX0W6hPeAtE1voeORvtR/is5TRNbUD70WjfrFm/6p7rzzqn7o1l8guT4MJAES57xY0vMbhB8n+d/gHjMsSOXaE+4awRZIg50r7WYAACAASURBVF4CljRYTP25rQ3TvbzmHOm90dQ3j8Vh9/lmfmdoQ6pzH2VHUN+61mc+85k+xOp2qI8slCflF+uTT0rR/zoSkBtZx1atuE7+1qM8R6PhymAaOiBny32FR+3egcgcAWlWyYJaURAGLxO2R1eqN4hs14utEEZQv3DTL9DHr/qhvegFouvDQBLg2vcwxs5OjDbccOVxun+uW8u4RrAIlyU3ui/9vmHo41VE/cc3mrnxZDfcXE7Kwtfcbo88L1Pfa6JEsxg27AdNeMm7M/RxeDeo+lb4J5980swl12c/WShPqrY+Sed88oX+i8BjAnIj1RWSI2DTVXGxvEejEcmje9NdwWIVhQpII7Ov1umifjHdmwr2GZGV+hFav6n99HHQCBBG8RSsmb/HjMPX6lC5n7K9sc7vdXRqU3ER9R+P+zca9oA27e0okJ0QQX2LoHlq/TZs+Wpur+jCftH+uJZvI6hvXcuT+p6yUJ5wsACi3xDnk7L1v9oE5EZWu/2apD9w4MDatWubvqzcRwv3FjVYA0SjIckQH9qMKD6XBA1IBw3HQhj1Pc2jcx3fY0TWOuSAq19kKWbnzp2bN2+eaxW9RKAzAS4xcjuLjv/z7tM4t6l88ppbli92q1ZbkAltSaN+vgEQH3L+PkJuIdI0n7vByqwDMT8tNjwH5QmdDP8TV7+DBnNUnj7dZHoDec35blzqKUuog5jzXzP3FVyLflq6ryyUJyVanww9/T2pTf+rREBuZJVaq6es77///sWLF3selvgB/kKSC6OOhaPRcIvgRtp91fNZEkgYLiBttl1oK6q4F93QvX1GZK1FIqifu+kbFLe3aam/a9euLVu2tAipL0RgAQEbAYq6kUPzOxoaHqO74T2eQd+wTLegzkwfoo0AuXSfd5NxGN09Sbk16bwDtQBEO0czk/JDQ3HWo2j9XOrzgMQNdjPWuQ2wj9/zdvjN9fPbYh//lr8TxGl95hcf4/98+LTovckX9AsaxS7MBd/qgwgMDcmNVC9IjoCNVkUH0wDRaEZSXKnQATkrP5/6QQPSJlLoucTnfdW9RmRNfXPyw10ztL6HpRiTL4D6oVs/HFiVXBUCdocVH08oxYFqeDWt0vWPI44fZYGq/tVfqKzp/UTlxt+efNe3/jYAho6jUT7LnoyBfcvXqOTjZp+LGiy4U+uj3NrP7eYIrTsqU0W+qX8hrnml8+u6sLD5T3TICOq3qVhfJU9AbmTyTTR4AtpoVXgwZVY5tf5JhJJYZFWi0QXUDxuQtqSmgLfRm+/qBdRvulQ8R2Tj5HQNuPpNTaiPA0hgzZo1aH3p0qXUdD9z5gyX5/Lly4MK9sorr1B+allF+HXnzp1btWpV6JuspKk+1siVK1esZwZtfarAX02t9fEhIRBB/aBsVXggAnIjA4FVsfkJ2HKcj9u1LYxPFg7OmSMRej3KFnxyqb9QX98BaXPsQy/GmvqGOn8fmjvTc0Q2jvrWuxJU35ZiQrd+sRbX2XUggK9CNzt58mRSyly7do2r8vXXXw8tFVXgqk1NTYWuqK/y8SHxJEdGRvo6K8fBGzdu5KwE1UeqCOpbFTMzMznQhTvFLsbR0dFwVajk6hKQG1ndtqut5NgQvAj9pqbh+fPnEenVV18NKhhWFDHvBNW3uS10SBK8WFGpzaO0OCIhGK0TtPXNTk1QfTqkXZhB1VfhIgABrgJ8NtZ/0qFhA3IES5pBhjGQ9SiLWyVCwEYk8/GCisQgs3LlSmjnyWsNJhlurbVLsBoeF2wxFOtsoevKXj7qE94NPfVnl0dHJkVAbmRSzSFhHhNgumISTcqMQDIGd5vkQrcTZgRpJLxCV5S9fJfUBIHsZ+U4kumKqRQrityeHKcHOsV6oy0UBKrCiiVlDsKpmRFciRCIYEQGZavCq0IgwTUZLGmie3EsaVM/nUGAwR9hzMOJ0IVQP6nETtRnPqLpLVMmNAGG2aRiKGaKWHwztO4qv4oE5EZWsdXqL3OCZgSDaZykJlrXYt5JpXWZX2ftErr/ob4ZLqEryl6+mXRx1LcYCsCzixf6SFuLKKj+pk2bdu/eHVpUlV8DApjs+GyTk5OMAymoQ0Yr4380S9rCVW+//XYKuiMDGa34dQUv/+y6WLgqHfWPHj1KP4ymvlWUTlqvNUSEdfjsPURHpkWg4UZmelt5AnY//cqrMa8AZgTLMunoMjY2xqV74cKFCCJ99NFHtigXoa6MVVjXunnzZsbjixx29+5dUGNMFCnE77nYtSQ1PXjwwG+xbUu7fPky6u/du7ftr6V8yZXI9ViwagoBY8FCdPqAEDh06BBXAX9T0Jc0Sy7/q1evRhOGp+Og/unTp6PV2KkiJiOufeYjhuVOx3j/3jz2mMA7qWDqQ4A3nY7x/r1tnUhBfRqdnk//966jCqwNgaHaaCJFIFAnNzKdeRSw8ecSa8oUJhLUjz+XmNsW03DpMoDQCph0WDZdjvH7k7ltMQ2XLvJjy6I+12OXY7L8JDcyCyUdYwTckBsndtMFu6/+36WK1p/ckFv6IFCKP29DLps7WslE/sbskCNHjsSsN/6M00m77du3JxLO6CShvi+dgNzI0pvApwB1ciPdPOoTUN6y4k+lNpEksnoT36U3043+nLfFfJ4XPzRu/Y0FcJ9q5C3LlmKKu/RyI/O2wICed+zYMS/xi4L4fPX/fsWw/Jdy12OdMx/fmzVjptz12BKNkPiTTmv/TMoIaRVP3yRCQG5kIg3hR4w6uZEQie+9tG0G5hJSeiKntSBJIoHAsqZSQtEYkcxkbRsl2pelBIYx2soyXpvAelyKkRvZxFYfexKwqyBOLn1bYViGKsuVdS5c8QhOW9WyfElqPeqX4sravMMtx+J7sI6M7dIsxZV1LlyJ6hPFTmEKds2hN2kSkBuZZrvklKpmbmRZ/lsT/bK82bL8tyb1LSx69uzZpu9DfyzFf2tVygzZ+N6sR/+tVamM35gh62tblNzIjNh1mCPAXnQMWXpOKamtDHol1g4EW49lp1wpvoS50GXVjvq2HhtzN4HreLzZv38/rV9W7QhgcWT+NkoV7b2ZPYkkBEXTWhXlICA3Mge0dE/B9EwkEc4XI8vuK/F2I9zvpMQt5jaUlxIMthY0Q6qsqdQ82FKCwaZ+iWsRCGAeLD3Q19XUbzl+1yLkRvbLX8dDwKYAFkYiu1IsgRJA4VXiWijq2xQQ/35jOPBMfFyzJa6For5NAfENAIvisRZaSvzCLnw6vK0HxjcASo8gGAH9rQQBuZGVaKbBFZKRFGOaoOCJEyfiU2AGJZeV2bQsU545jIkc9ePcIbaJcOmG1O3btzHj4B9/MRAUpRtSFsKgB8KhqWkifOSKo+Nx9fky3+VGRmi1WlYRf1nGDbzxszBaW9DS+1kca/0p0DflDryNSpViADDxMekw9ZQy8Daq7/phTAOg9ImvkYDep09AbmT6bTToEjKUmy8X2ZdgArP7bpfiwbpWd75c5CmNCYxYLI5EuYZUWVNaWb3Otbu98e7LNZXf6SPXGoaUXw9WbmQn2vq+JwFzpVia63lk8QOIHlrsMv4qUFvhnSsVRx5mHItdlpgG0siB5kAehqM4EzFDn9kbMT23Rn2b3jsDIM5EjNZzS/BlL8I3QdDHlAnIjUy5dSTbYwK2LMNcEjPBxjaaxjFcure0S7DxtS7UvTr71ey2OIZLd3niJ9g4uy0FQ8oyS2PmFTu7ze8ivNzI7v1cv3YhQFTLgnqMS7zvcmTBn8yLIHyW1PYQoloW1GNWCjoL4KvgQqA+2zILkvR4umuU0NmteKr4q9Fc1oyIzLWjUUJPxzbV0gHiuKwZ1ddhiROQG5l4A0m8xwRsWYaplOBcaCjM05ZGhckSuq6M5dt2fwypCI40VprtSClrc38rE9sgxEaRoBak1QthM1hjZpG1qtz4jTUH+6OCWpBWI9eXGazeY/9yIxvbVO/7JUDnt9Ae/TNQaobzIpJyogwUQ5+F9hidAg2DeCn4Kml6EQzLtkTMYBhoGLSAHUuRfsNn/fbztse7YTlcHMFsHkbpCCZWWx31ZUUJyI2saMMNothukguabeK8iDhOS/aGNFcq9CSHfWazdRynJbv6NsmFjiMQ9mYexZZKYRXawcFsMk8ydBwhaNhbbqRrUL3JTcACarg6fldmGPZtgKXkBL0Ih8uGQWYBv1Eehn17uEXKXoQbBpkF/C6XMeybi87cFyhC4Vow9xtiB3bHHWYBvyYQHd4ip+EiFLm11onpE5AbmX4bScKnBEgyZJoPl93BeMoMnZoX4fR3wXKST9yXHt84LyKphC6noIsjBMo1DY3XKZLvTeg4Qmi8ciPztbvOaiLA5W+jND2q+FCAdc5wRx4jwz5mdLJehIPA4G+TID5PcXfC+c+oHzph2KlQ5I1rLHwq3L8iRXEu6tsSN+qHW+grKGTj6TYLIC2BxeLLhvR2C1BSICUHWuZtlF/v60dAbmSt2pRILWNrrVRqUYahE+vB1zDqinfGBPZEICfN1VXkjXN0CR57tHhQn1lkblPIs88Wt8yKKNj9XOfoEpXHAuh+cPZfnTGR+FqEc3TJv6LJsivY/UiuKTMmgq5F4KYmmCvYnYx+TZOADdfOm6Jf5bgcGD+ZMT16pNFYme/HWM08yIzPsJDDAeCqZxhxDIt7pNHUp+Gc78fAlW/CwgVlEnEMi3ukMdV3vh8c8jUcZzUyrJD60TiroowE5EZmBFWNw2xcqIasBaTEYnDDqBd3Ar/RjAmyZVLOaDJm2BCWgcMUWNydwP7AlnLGRPrTCdaPZeAgM5HpHPZTY9ejL8HQGRMePfPGWjy+p3/SSzEf6bHF8/roS5YmZ3GZHLa4R9VUlAj0RaDRm7IOnMWfZABh3LDUfbuOUo4bdgHS6E0xghFYzOJPMsITMbQxBPW9rOh2ETLcTyjizADmAoyfLP4k7hPqWyQa9ekGfvNjw+nbVDITAREEVODFXMAwnlF9jjRrhxMpIZ8X2iSMPg4ygUUoP98P9acOBLZu3To5OTkgbXrlypV9+/ZdvHiRGZSJYXR01FkGGdvy3r17586dO3jw4K1btxhYsS2cSZ2xhBIPQ/Hdu3dfu3aNGXTPnj1MqM4yyCjVBx98gPoTExNwYFrFmbTtMRlPL/ewM2fOoD4q0HA7d+5EcmcZZBSMRqcQWv/hw4f0HNQ35zzj6eUedvToUddw1vrOMsgoGD1namrq8OHDH3/8McYE6ptznvF0HSYCiRBg+OJCpjMzJDqRzML+/Oc//8knn3z1q1+9fv06P3EkV70dw7DJmDkyMuJcEXdutd4wBqL+8ePHuaJNciZEu5YZEpcsWQIB5kp+4khedgzDBYozaRoo+7KKf2nQkydP0vqNLWuWABPi4sWLP/zwQyPDAXQA0xEy1vpVV9+GcTqAU5+WNUsACM8991xb9TmAyW7z5s0GqortLpkTIjDIPnT9dB+Q1cjGhiMC59wn5gb8wJ7RNaLRLOM4o5lJFweyouswRN+d/wAH3Omeq6lNwXjMKWgUXNNrbJGY75G8UX3asedqalMwntMrmmlJk6EvzWfTCQYBNGjc7vy5OrhGnMtNn8kSw+5epn4VgRQIMIZzLeMe4Bt8+ctfbjWzuEb4KeOyVQoa9SUDa7Msq+IeoKMbFRshMOXxU5Ypsq96EzmYtVkGQBTk5UbFRvXtJ6bInnNEIhr1JYZN66YjJk2j4rznG/uJKaPnHNFXvTpYBLQa2XS5VfvjQK1GNjYV0VbikcTkXLSVX5lKiUP/+Mc/fuaZZ3jfGIrmV2YaZlyi0fxtO+s0lp/4exYVZ2Zm+NuoPq6C8xaQv1V9C8eifuusk7i+TeLR7qa+CzZzAA5Soy01F4d/EonnV35y6jeVVq2PrCU69VlWdcJjMTf26sZIPMfQMVCftQgXTHEn6o0IVJoAa1NvvfWWrb9xFfzlX/7l3/zN3yxbtqzSSuUWnhXappEwd1GVO5GxkW7QNBJWTovcApv6jPBVn99zE9CJcQjIjYzDOVItA+tGOr6Yy1jVpDD993//949+9KP/+Z//cT/ZeMqQ+vLLL/Me98n9VJs3pLjgTKK+OVSNWV6N6ltgsjZaO0UwGkx9HCqbRN1PqMx7PKuvf/3reFDYFu6n2rxBdwi8++676A4BS+VCO/o8rc8bnGdTH8uyNlpLERGAACMemd5vv/22DX0sOW7bts26vfiIgAiIgAgEIiA3MhDYcoqVGwl3otEYE+ZBYS7bxrnGlZly2ka1ioAIiIAI+CZA6ITlR4Z9CiZQwoCPD9mYieC7QpUnAiIgAiLwmMCnRUIE6kGAIDS3F8KesGg091xhB3ktlxzr0V7SYtAILF26lGRaNmcOmuLSNwQBltxxHe0GaZTPUM+AX6GbhIVgojJFQAREIDIBuZGRgas6/wSIRrP8iA9J0QSheX4D6UyN2wL9V6kSRUAEREAEyiDAJme8R3xIMrdJM+GeMaxAKk+7jKZQnSIgAoNOQG7koPeA6upv0WiWH20PGNtg8B5JZ6quRpJcBERABESgEwH2vRMxZA8wB+A32jOKtGGhEy59LwIiIAKhCciNDE1Y5fsnQDQaY4IbKhCN5vYhuI5Eo2t50xT/7FSiCIiACFSKAOO83T7HbrZM5ioRQ7tpVqX0kLAiIAIiUDcCciPr1qL11oc4NMuPFo0mbZUHr5PRpGh0vRtd2omACAwmATJN7PY55J7YhgUihrp9zmB2BmktAiKQIAG5kQk2ikRqJkA02m6fY9Fo7qZANJrHNjQfp88iIAIiIALVJ8CAT8oJ+95RRRsWqt+e0kAERKCeBORG1qpdR0ZGlixZUieVeA6k3U2BaDSrjrt27SIardvn1KmJpYsIiIAIGAHbsIAPyQ23bcMCKSe6fY66hwiIgAikSUDPjUyzXSTV3OMfSWeyaDRmBMYEW2IwLIRGBESgigT0wI8qtlo0mdmqcPz4cXv8I4FCwoVseteGhWj8VZEIiIAI5CCg1cgc0HRKQAIEoe1uCu7xj9gTJDUFrFJFi4AIiIAIlEGADQsWMSTxhPrZqsCGBT3vt4ymUJ0iIAIi0DcBuZF9I9MJgQiw8Gh3U6B8bqIwNjbG7XN0N4VAtFWsCIiACJRIAL/RBnw8SVYd9bzfEttCVYuACIhAPgJyI/Nx01neCNjjH9kAadFoFh5ZfiR/1VsFKkgEREAERCAZAiw/kr9qN9zmQU024GvDQjLtI0FEQAREICsBuZFZSek47wS4mwLRaO6mQDQaG4K1R+wJ3U3BO2cVKAIiIAKlE2Cfgt1w290+h/xVbVgovV0kgAiIgAjkJiA3Mjc6nZifQNPjH/fv38/yo+6mkB+ozhQBERCBVAmwYYGnd+BDIiC3z2HA5/Y52rCQanNJLhEQARHISkBuZFZSlThu69atTNWPHj1KU1pWHe32Ofb4R91NIc1mklQiEIIAuQYKFYUAm2yZtmGBlJNr164hJDfO2bx5szYsJNteEkwEREAE+iUgN7JfYjo+DwHMCLubgj3+UXdTyANR54hAlQnw0Ncqiy/Z+yBgj38kaGi3z2HDAk9s0vN++yCoQ0VABESgCgTkRlahlaosI6ujpDPZ4x/ZBsNmGD3+scrtKdlFQAREYAEBhnfig9wjjU2Pv/zlL48cOfKTn/yEI37zN3/z7//+77/1rW/93u/9nlJYFyDTBxEQARGoBYFFySZA1gJvbCXSSWrFnrDb59jdFHAddTeF2L1B9YmACIhAMAJnzpyZmZlhozuDfM9K1qxZMzo6ykYG+ZM9WekAERABEagKAa1GVqWlkpbz4sWLpK2Sv4SUly5dIqOJF+/ZCvWnf/qnr7zyyh//8R/rjnxJN6GEEwEREIEMBFh15PlM+JA24HNvbe6X89xzz9kIT+YqLxYnLQPF5oLr169zPNPEjh078CfZIckpGarSISIgAiIgAkkT0Gpk0s3Tr3CRVyMtGu3sie7S4lISil63bh1/9Yiw7qz0qwiIgAikRoBVx3379tkNV3neo60uZnxEEz4n65asXjJf4GRy+tjYGHNBajpKHhEQAREQgewE5EZmZ1WBI+O4kWZMOO8RMwJ7ghgzgOYj0V9xpCwUzUfWKnnetN2vDx+SHFdsCA52R+qNCIiACIhAmgRwAlmBPHz4MB4gQz1P7MidXeKxqDRZSSoREAERGBwCciNr1dah3UgsgImJCe6/Z+FkcpMIJ2f3BvEqcT6dP8mdG7l9n7bK1KoLShkR6EBg6dKljBUXLlzo8Lu+TpQAWaxvvPEGf1lCxIHkuR3FBW1c2Dx06JDu4lscqUoQAREQgfgEnolfpWqsIgH8xvHxcQxBAtIsP549e/bq1avM/dl9SLTmYE7hRExJgtkURYEUS+FVZCKZRUAERKDeBNjQuHr1anxIHEiGbi8+JMSIHh47duzmzZtMCrt372bPpGaBenckaScCIlBLAnIja9msnpViEfK1115jHZL9jSdOnChuTJAWdfny5dOnT2NDUCxmSpZ7/XnWSsWJgAiIgAh0JkCkb+3atfxO3JCH/XY+MOcvRCSZTZgOyHBhimGiyVmQThMBERABESiDgNzIMqhXqk7i0C+99BIxaR4hffv2bbY1+hKfhFii0axPsmcST9J2TvoqXOWIgAiIgAjkJkCeCOuEeHqE/HwtQrYKQ2gSH5XJhSkGl1WeZCsifSMCIiACyRKQG5ls0yQhmGU0saeR7Ss8VDqETJRMdhOrkXiS7JwMUYXKFAEREAERyE6AoZg8ETZD4kPiSWY/MceR3HSNyYWbrhFJ3LRpU44SdIoIiIAIiEApBORGloK9GpXiQ5JohKxEi4PeAoFniLFbEmOCGznIk6xG55CUIiACNSVg7hzbF9l3wGphHC1Z/CTVhYeCsAQap0bVIgIiIAIiUJDApwuer9OTIjAyMrJkyRIvItnd+XDtcPCISXsps0sh3HGHTTJkzxKNJv4docYuwugnERABERhMAiSGEM5Dd9u7HhMCaSlkvrAhc9myZaS5xqxadYmACIiACOQgoAd+5IBW/1PYoIJHx4zOOmS4XTGtHG39kyg4nqQeBNLKR9+IQHUJ6IEflWg7Swkhy7QUR852N/BXwcRK9BYJKQIiMOAElNQ64B2gjfrceB1LwvZDxvQhEYVb9rFVkqoRQPd/b9M2+koEREAEghEgnZVtBdz8rBQfErUsk5bBn52ZwbRUwSIgAiIgAn4IyI30w7FOpXDvdVYFMSOC7ofsRMzqvXLlyr59+zodo+9FQAREQAS8E9i6dSsbGbjbjfeSsxfIjgb8WLxZfNrsZ+lIERABERCB+ASU1BqfedI1ks76ta99DRF5tgf2RFmyklLL5kxkUGprWU2gekXALwEltfrl6b00PDfSQIgekhLivfC+CsSBZAogF4ZdFX2dqINFQAREQARiEtBqZEzaFaiLVCL2pRCNLtGHBBMCkNd08ODBCiCTiCIgAiJQfQIM/gz7e/bsKV0VFiS5fTd3beVVujASQAREQAREoBMBuZGdyAzi9ziQZLQyhZe1McZBJ6kJMRCGfZLuS70RAREQAREIQYB9BKwB4rwlkgBiibVTU1MhlFWZIiACIiACXgjIjfSCMZVC2NmyaNGi3NKw+scaYLkbY5zwJFYhjHZIOiB6IwKVJrBz587NmzdXWoUaCz8zM4N2o6Ojiej4la98hadAkWfLLJCISBJDBERABESgiYD2RjYBqfZH3MjJyclHjx7lU+NLX/oSD5u+efNmvtO9n7V69WoC5A8ePCg3w9a7XipQBERABJIiwJZ4NsbfvXs3HakOHDhAGDHyQ6fSUV+SiIAIiED6BLQamX4bRZKQu7OS1JpONBq1R0ZGCEUTkI6EQNWIgAiIwOAR4H5mvNhKkJTqJo/yWpNqFAkjAiIgAo0E5EY20hjo9zZbJ2VJbNy4kSY5f/78QDeMlBcBERCBkAROnjxJ8cVjiNMb2FTx+PXixGxBkZfPvxRGLIhRp4uACIhAOAJyI8OxrVjJzNZsR+HGNunIre0x6bSFJBEBEagrgTt37qBawcEfH3LD9PpT7KngdWr97PiLG6aLAmN7JKm2pMkULUjni4AIiIAIBCAgNzIA1AoWyW36mKpt9a+g+H4D0uS1YkaQcFtQKp0uAiIgAiLQloDdEJuN8W1/zfTl7MTE9ND6U6fW29Hz76Yniq5I2m1jmQIyyaCDREAEREAE4hKQGxmXd6q1mRmxbNmyggJ6D0iT1oRIikYXbBedLgIiIAKdCDDAkvrR6dfM3w8Pr3h67Irh4aHZ2feefpHn3eLFizlN438edjpHBERABMITkBsZnnEVarB5uqglESAgbdFoPT2yCp1IMopANwJLly5du3ZttyP0W0kEWO7z8bjIwl5ji/q2QKrxvwWMvhABERCBJAjIjUyiGUoXwrKGCiU1PdbBc0DajJv79++XjkgCiIAIiEAtCRBGLOpGDr+5fnioIYt19rvTRW+xA2qLbCqptZa9TkqJgAjUgIDcyBo0ogcV7BYLRS2JOUE8B6TNjFBSk4c2VhEiIAIi0IFA4WfzDo/dmL+vzpMbtc6ueLxNskOFfXzNY5/6OFqHioAIiIAIxCIgNzIW6bTrMT+tqBsZJiDNGqmi0Wl3H0knAiJQYQKMsT5CdU9u0zp/r9ax4feGFuSm5OHjZ2LKU7POEQEREAER6E1AbmRvRoNwROFQtEEKGJAehFaQjiIgAiIQnwABRN/7D+eSWofXvzlcTBlzI4tu2i8mg84WAREQARHoREBuZCcyg/W97YpMMCBNOhNLkUWXSQerMaWtCIiACPRBgAHWx+DvapydePHF8aHxqbGCXuSQ5aH42LTvZNMbERABERABbwQ+7a0kFZQAAZ6yuGTJkhyC2FlYEl4dNgtITxUxJcy4kRmRo011igiIgAhkIcCwbwG7AiPtvOvo7qpDfuuTR0hmEaDTMf427Xeq47iAnQAAChpJREFUQd+LgAiIgAjkJyA3Mj+7BM98ff6VQzDzHkMEpG8UC0ibSPb0sBx66RQREAEREIHuBGz8v3Xr1qpVq7of2flXdjQ8Guv8c75fSLVlw4XX4GY+QXSWCIiACIhAGwJKam0DZQC/8pTUSkD68X36Fi16cXzFqUcFncgnD57W3pgB7JNSWQREIA4B0lioaGZmJk51GWshhnjx4kVCoxmP12EiIAIiIAKRCciNjAw80eqWL1+OZO+//34x+eYC0k9fPpKarl27hkhyI4u1i84WAREQgY4E1qxZw4rfyZMnOx5Rxg9nzpyhWnNxy6hfdYqACIiACPQgIDeyB6AB+XnlypW4aqmZEcAnQM5KaYFUqwFpQKkpAiIgAvkJsOhHBil5rfmL8H3m1NQUGa2vvvqq74JVngiIgAiIgB8CciP9cKxBKczWmBFXrlxJRxfkYTUS+8bT80jS0UySiIAIiEBCBEZHR5EmnUiiZbSyTFrgrj8J4ZUoIiACIlBLAnIja9mseZQyM+LcuXN5Tg5zjtk0SmoKQ1elioAIiMBjApbX+vbbb3PL1hSgHDx4EDG2bduWgjCSQQREQAREoC2BRexka/uDvqwiga1bt05OTuZu0y996UuEfm/evJmI7qtXr2Y18sGDB1qNTKRFJIYI5CZApgMXMvnzuUvQiUEJHD58ePfu3WNjY+Pj40Er6lk4S5FLly5lx/7Vq1d7HqwDREAEREAEyiKg1ciyyKdY78aNG9kbYzc2KF0+7tGH3amM1tIbQgKIgBcC7HCWD+mFZKBCtm/fTgOxDGiPWQpUS5ZikYFFURzaLAfrGBEQAREQgbIIyI0si3yK9e7Zs4flgomJiRSEIy6OMPv3709BGMkgAiIgAvUmwHiL54b/ZgmlZSlLBsrRo0dxaIkhliWD6hUBERABEchCQG5kFkqDcgz3fN+1axezONlN5erMiihiEB3Xoz7KbQjVLgIiMDgE8Nzw3/DiSAYpRWuc2B07dvD3/7d3/7zQBHEAxyNRKHWUVKJCp3SVqESpovQO0J2OSql0qotKVHSoeAsqWp134Pkmm1wut+sxd7c3u7P3VQhnZ2fmM+d2f/Nvr66uKimAmSqggAIKhAu4NjLcKoEjx1wbSQ25frMohR8+Pj7onK6kzpRhdXWViVWUgci2kjKYqQIKKDCFAvTfsSidD3/WJcbvxdvf32dnNXozLy8vpxDfKiuggAJpCTgamVZ7Tby03D0wtZUQjoh04pn9kgHTWXnUB9OrjCF/EfJlBRRQYCICjEZ2u93v7++dnR169CaSxy8nPT8/J4bk0VPGkL8I+bICCihQLwHDyHq1Rx1KQ08wF3Iu51zU45eH+VR8sfs8xYifuzkqoIACUy7A1FYWpbPdGmOD0ShYyHB6esrurASx0TI1IwUUUECBcQQMI8fRa2xaLuRczrmoR961lQU5DEUyk+ru7q6qKbWNbVQrpkClAsyWb7ValRbBzEMFTk5O2Libz3+ajJHJ0GSjHkfX4d7eHo+benh44PuopzGdAgoooEBUAcPIqNypZNa7nDO1laUycYrNRFbuJMiLGNI7iTjm5qKAAgoUClxfXx8eHtK1x1JJRiYLjynlRfbU4Yvew9fX1/irMUupgidRQAEFplPAMHI62/3vWmdDgqyNoTc6wpgkNysbGxt0ezMQyuKcv8vnEQoooIACExNgPgiRJMsUiSGJJB8fH0vPig98ri8MRfJMUXb0YQpM6Vl4QgUUUECByQkYRk7ONvkzs0CRKUZUg0HCiT4ChNuIbLYb45A+Kyz5940VUECBpgiwRj27CrDjDkslmTNSVs24prAjNx2IjHk+PT05A6UsWM+jgAIKRBMwjIxGnWRGRJJZJzFLFrmHKH3jPk7Ym9HEnYQxZJLvEgutgALNFWDHNaabZvuuEfhxLRhztST7t7FQlvNgxvMhGfN0JXxz3z7WTAEFmixgGNnk1i2lbtmSlewegms/I4elnJaTcDPBTQknzIJV57KWBet5FFBAgRIFmG7KmCQ9ffzAKCIXApbND7vYgcmx7Xabz3x6JAlEeaQTTwY+OjoqsZyeSgEFFFAgpsDMz89PzPzMa6ICXKd55CNR2SRy4e7h4uKC83MnwYIZAsuRc2EiE13RbN7DRCYeU8m8KXujR8Y0oQJJCBB70CdFKJJEaS3kbwJ0/52dnWWb7vABzoVgd3eXZ/zSuHz1p2KyydvbG6/wgX97e9tLwixWYkhnsfZb+bMCCiiQooBhZIqtVlmZ6UImkiSe5P6AwcODgwPuIYgqAwvEuho6sLmf4N6CuJF+aG8mAuk8TIHUBQwjU2/B/vITE7Lpzs3NTX4rb/bL4a8DE1+JM1mzsL297cqFfkZ/VkABBZIWMIxMuvmqKTwDktkjJbMbBcJIgsm1tbWsK5p7iGxosdcVTfT4/v5OAJn1RvNXnkhGADnQdV1NZcxVAQWiCBhGRmGOnUnWOZhdC15eXvqz59KwsLDAK0yQ4av/T/6sgAIKKNAAAcPIBjRiZVWgN/r+/p74kMDyz0LYG/0nkQco0GABw8gGN65VU0ABBRSYQgHDyCls9PKrzLwmeqNZAMOpv76+slHHXlc045Msg+F7+Rl7RgUUSETAMDKRhrKYCiiggAIKBAnMBh3lQQr8VyDbZNVpS/9F8o8KKKCAAgoooIACCjREwAd+NKQhrYYCCiiggAIKKKCAAgooEEfA0cg4zpFy4VlenU7Hh7hE4jYbBRQIFuh2u9nmW8EpPFABBRRQQAEF6itgGFnftrFkCiigQGMEXB3dmKa0IgoooIACCiDgpFbfBgoooIACCiiggAIKKKCAAkMIGEYOgeWhCiiggAIKKKCAAgoooIAChpG+BxRQQAEFFFBAAQUUUEABBYYQMIwcAstDFVBAAQUUUEABBRRQQAEFDCN9DyiggAIKKKCAAgoooIACCgwhYBg5BJaHKqCAAgqMJrC8vNxqtUZLayoFFFBAAQUUqJuAYWTdWsTyKKCAAgoooIACCiiggAK1FjCMrHXzWDgFFFBAAQUUUEABBRRQoG4ChpF1axHLo4ACCiiggAIKKKCAAgrUWsAwstbNY+EUUEABBRRQQAEFFFBAgboJGEbWrUXGLc/8/Hz+FOxsMRPw1W63y03LphoB2c4U5huYttPp5Ms8TtqQAnNMYb4R0j4/P+frG5hvPu3n52eEtOQyUObwfPNpqUVgmatKO1BZfg0vcz4t77TA+o6clv+XctPyH50vc7458pn6igIKKKCAAgqkIjCbSkEtZ4jAysrK8fFx/sj19fX8i/lXlpaW8i+Ok3Zzc7PwnAO5FB4TmHZxcXHgbPw6Ttqtra38CfOvFOYbIW1hN0Fgvvm0c3NzEdKSywBgeL75tNQisMxVpR2oLL+GlzmflndaYH1HTlv4Zg7MtzAt/9GFZQ78MMlXxFcUUEABBRRQoG4C/wC48TZpRsgizAAAAABJRU5ErkJggg== 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