Transpose - Anandhavalli Dhanasekaran
UNIT II ARRAYS AND STRINGS Introduction to Arrays: Declaration, Initialization – One dimensional array – Example Program: Computing Mean, Median and Mode - Two dimensional arrays – Example Program: Matrix Operations (Addition, Scaling, Determinant and Transpose) - String operations: length, compare, concatenate, copy – Selection sort, linear and binary search.IntroductionIn this computerized world, Data structures and Algorithms are the nuts-and-bolts used by programmers to store and manipulate the data efficiently in computer memory. To develop the software for any real world problem, having an in-depth understanding on every component of software engineering is not mandatory. However it is important to understand that, the subject of data structures and algorithms which are majorly concerned in coding phase of the software. Different types of data structures can be applied to an application but, only some of them provide the efficient results. No single data structure works well for all purpose, and so it is important to know the strengths and limitations of several of them. This chapter will get you started in thinking about the necessity of data structures, classification of data structures and many of the fundamental in C language for developing the complex data structures. Basic TerminologiesDataData is a basic fact of entity that is utilized in calculation or manipulation. It may be a single or set of values that plays a vital role in the computational procedures. In general, Data are classified as Numerical and Alphanumerical data.Example: Name of the person (Alphanumerical), Roll number of the student (Numerical). Structuring of DataWhether data is a single or group of values, it must be organized in a particular fashion for computer processing (Storing, retrieving and manipulating). This organization leads to structuring of data.Example1: Consider the data {23, 4, 8, 35, 11, 90}. These are belonging to numerical type, so it’s organized in a single group such as “Integer Array”. Due to this type of organization, we can perform operation like sorting, adding new values, delete a value and searching.Example2: Consider the data {“Arun”, 65, “Employee”, 15000} which indicate person information such as name, age, designation, salary. These are belonging to Numerical as well as Alphanumerical data. So it’s best to organize like a multiple group such as two “2-Dimensional Character Array” for storing name and designation respectively, and two “Integer Array” for storing age and salary. But accessing a person information is become complex using these multiple array. Instead of that, we can organize these data using single group which has an ability to handle multiple data type such as “Structure”. So structuring of data plays important role in problem solving.Need for Studying “Data Structures”Program = Algorithm + Data structures A computer is an electronic programmable device that manipulates information presented in the form of data. The student of computer science should be aware of, how data is manipulated in a system and the methods for utilization of those data. Program is a combination of data structures and algorithms (procedures), so the Software developer must know the concepts of Data Structures to develop a computerized solution for a given problem. To develop an efficient program (for any problem), the person should know about, How the data are going to be organized (Storing)?, How it will be processed (Retrieving)? and What is the logic behind it?. The first two query states the usage of data structures and last one states the algorithm.For example, consider the sorting problem for a given numbers. To perform sorting, first we know about how to structure the data (i.e., whether data are going to be stored in a linear array or not). After that, we know how to process the data (i.e., all data are taken at a same time for processing or it may be processed one by one). Finally we know that how we perform the sorting process (i.e., by using predefined sorting algorithms such as selection sort, bubble sort, insertion sort or by using their own procedures). Therefore it is very essential to study the concepts of data organization and manipulation which is dealt by the Data Structures. So a data structure is a basic thing to do any problem solving concept. AlgorithmTo solve a well-defined computational problem, an algorithm is a step-by-step finite sequence of definite instructions while terminates with the production of correct output from the given input. It is generally written in Pseudo-English like statements. Algorithm is independent of programming language. It can be easily converted into any programming language, based on its syntactic and semantic constructs. It should be concise and free of ambiguity.Example1: Exchanging the value of variables using intermediate variable.Step 1: Get the values of x & y.Step 2: Assign the value of x to the intermediate variable t. (i.e. t=x)Step 3: Assign y value to x. (i.e. x=y)Step 4: Assign t value to y. (i.e. y=t)Step 5: Print the values of x & y.Example 2: Exchanging the value of variables without using intermediate variable.Step 1: Get the values of x & y.Step 2: Use the mathematical formula, x=x+y, y=x-y, and x=x-y.Step 3: Print the values of x & y. ProgramComputer solution to a problem is a set of explicit and unambiguous instruction expressed in a programming language. This set of instruction is called Program. In other words, a program is the expression of an algorithm in a programming language.What do you meant by Efficient Program?Efficient program is determined by its time and space complexity. Time complexity states the time needed to execute (compile as well as run time) a given program. Space complexity states the memory space needed to store and process the program. Example: Addition of two given numbers.Program-1#include<stdio.h>void main(){ int a,b; printf(“Enter 2 nos for addition\n”); scanf(“%d %d”, &a,&b); printf(“Sum=%d\n”,a+b);}Program-2#include<stdio.h>void main(){ int a,b,c,d; printf(“Enter 2 nos for addition\n”); scanf(“%d %d”, &a,&b); c=a; d=b; e=c+d; printf(“Sum=%d\n”,e);}From the above example, Program-1 & Program-2 produces same output. But the time complexity of Program-2 is greater than Program-1. Even though Program-2 gives same output, number of lines of code (LOC) is high. Let we consider, each instruction needs 1 second for its execution then execution time of Program-1 is 4 whereas Program-2 is 7. So Program-1 is efficient than the Program-2. We can say that, the efficiency of a given program is based on its time complexity. The time complexity is not only depends on LOC, but also based on some properties that will be discussed later in this chapter. Time complexity is represented or denoted by the Asymptotic Notation which is universally accepted format. For instance, time complexity of “Insertion sort” algorithm is denoted by O(N2). Pronounced like Big-O of N2.ARRAY AND STRINGArray is a structured type, which is a collection of homogeneous data elements described by a single name. Individual values in the array are called as element.Array elements are differentiated by their position called index or subscript that are always enclosed in square brackets [ ].Subscript must be expressed as a non-negative integer.The dimension of an array is determined by the number of subscripts.All the Array elements are numbered, starting from zero. The first item is stored at the address pointed by the array_name. This can also be referred as position ‘0’.Length of the array is equal to the number of elements in array i.e., calculated by, Length= UpperBound – LowerBound + 1. Where Upper bound is index of last element and Lower bound is index of first element.Contiguous Memory will be allocated based on its size specification (i.e., Multiplication of Length & Bytes of data type).Arrays are widely used data type in ‘C’ language. It is a collection of elements of similar data type. These similar elements could be of all integers, all floats or all characters. An array of character is called as string whereas and array of integer or float is simply called as an array. So array may be defined as a group of elements that share a common name and that are defined by position or index. The elements of arrays are store in sequential order in memory.There are mainly two types of Arrays are used:One dimensional ArrayMultidimensional ArrayOne-Dimensional ArraySyntax Storagetype Datatype Arrayname[Size];Where, Storagetype => Define the scope of variable (i.e.) any one of the keyword such as Auto(optional) / Register / Static / Extern.Datatype => Type of value stored in array. E.g. int, char.Arrayname => Name of the array represented by the user.Size => Maximum no.of element stored in array.Example int X[5];Address of array and the address of first element are same. The system need not keep track of the address of every element of A, but needs to keep address of first element only, denoted by Base(A) and called as Base Address.We can obtain the address of variable using the Address operator (&). For instance, ‘&A’ display the Base address of variable A.The computer calculates the address of any element of A by the following formula.Address of Nth element = Base(A) + ( Index(N) * Bytes per element )Example, consider the statement int X[5]; The Memory allocation will be, 420 422 424 426 428 X[0] X[1] X[2] X[3] X[4] Here Base address is “420” and Bytes per element is 2. Suppose the system need to calculate the address of 3rd element,Address of 3rd element= 420 + (3 * 2) = 426Initialization of One-Dimensional Array SyntaxDatatype arrayname [size] = {list of values};Example 1. int mark[7]={100,7,45,75,88};Memory address 0001 0002 0003 0004 0005 0006 0007100 7 45 75 88 0 0 mark[0] mark[1] mark[2] mark[3] mark[4] mark[5] mark[6]Here, only 5 elements are initialized to the array “mark”. In default, the compiler will assign zero to the uninitialized elements of an integer array and Garbage values to the character array. 2. char nam[6]={‘G’,’U’,’N’,’A’,’\0’}; or char nam[6]=”GUNA”;Program 1: Write a ‘C’ program to find the biggest number among the given ten numbers using array.#include<stdio.h> #include<conio.h>void main( ){ int value[10],i,big=0; clrscr( ); printf("enter any 10 numbers\n"); for(i=0;i<10;i++) scanf("%d",&value[i]); big=value[0]; for(i=1;i<10;i++) if(big<value[i]) big=value[i];printf("the biggest number is: %d",big);getch( ); }Outputenter any 10 numbers1 5 6 10 9 2 3 4 7 8 the biggest number is 10One dimensional ArraySo far, we've been declaring simple variables: the declaration int i;declares a single variable, named i, of type int. It is also possible to declare an array of several elements. The declaration int a[10];declares an array, named a, consisting of ten elements, each of type int. Simply speaking, an array is a variable that can hold more than one value. You specify which of the several values you're referring to at any given time by using a numeric subscript. (Arrays in programming are similar to vectors or matrices in mathematics.) We can represent the array a above with a picture like this: In C, arrays are zero-based: the ten elements of a 10-element array are numbered from 0 to 9. The subscript which specifies a single element of an array is simply an integer expression in square brackets. The first element of the array is a[0], the second element is a[1], etc. You can use these ``array subscript expressions'' anywhere you can use the name of a simple variable, for example: a[0] = 10;a[1] = 20;a[2] = a[0] + a[1];Notice that the subscripted array references (i.e. expressions such as a[0] and a[1]) can appear on either side of the assignment operator. it is possible to initialize some or all elements of an array when the array is defined. The syntax looks like this: int a[10] = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9};The list of values, enclosed in braces {}, separated by commas, provides the initial values for successive elements of the array.The subscript does not have to be a constant like 0 or 1; it can be any integral expression. For example, it's common to loop over all elements of an array: int i;for(i = 0; i < 10; i = i + 1)a[i] = 0;This loop sets all ten elements of the array a to 0. Arrays are a real convenience for many problems, but there is not a lot that C will do with them for you automatically. In particular, you can neither set all elements of an array at once nor assign one array to another; both of the assignments a = 0;/* WRONG */and int b[10];b = a;/* WRONG */are illegal. To set all of the elements of an array to some value, you must do so one by one, as in the loop example above. To copy the contents of one array to another, you must again do so one by one: int b[10];for(i = 0; i < 10; i = i + 1)b[i] = a[i];Remember that for an array declared int a[10];there is no element a[10]; the topmost element is a[9]. This is one reason that zero-based loops are also common in C. Note that the for loop for(i = 0; i < 10; i = i + 1)...does just what you want in this case: it starts at 0, the number 10 suggests (correctly) that it goes through 10 iterations, but the less-than comparison means that the last trip through the loop has i set to 9. (The comparison i <= 9 would also work, but it would be less clear and therefore poorer style.)C program to find the mean, median and mode of a set of numbers#include<stdio.h>main() { int i,j,a[20]={0},sum=0,n,t,b[20]={0},k=0,c=1,max=0,mode; float x=0.0,y=0.0; printf("\nEnter the limit\n"); scanf("%d",&n); printf("Enter the set of numbers\n"); for(i=0;i<n;i++) { scanf("%d",&a[i]); sum=sum+a[i]; } x=(float)sum/(float)n; printf("Mean\t= %f",x); for(i=0;i<n;i++) { for(j=i+1;j<n;j++) { if(a[i]>a[j]) { t=a[i]; a[i]=a[j]; a[j]=t; } } } if(n%2==0) y=(float)(a[n/2]+a[(n-1)/2])/2; else y=a[(n-1)/2]; printf("\nMedian\t= %f",y); for(i=0;i<n-1;i++) { mode=0; for(j=i+1;j<n;j++) { if(a[i]==a[j]) { mode++; } } if((mode>max)&&(mode!=0)) { k=0; max=mode; b[k]=a[i]; k++; } else if(mode==max) { b[k]=a[i]; k++; } } for(i=0;i<n;i++) { if(a[i]==b[i]) c++; } if(c==n) printf("\nThere is no mode"); else { printf("\nMode\t= "); for(i=0;i<k;i++) printf("%d ",b[i]); } }Two-dimensional arrayIt is also referred as matrix. The total number of elements in array can be calculated by the multiplication of row-size and column-size. For instance, row size is 3 and column size is 2 then total element is 3x2 = 6.It is not compulsory that the row size and column size should be equal. All the elements of the first row will be assigned and then second row and so on.While initializing an array, the row size is optional.An array of string can be represented as a two dimensional array of characters.SyntaxStorageType Datatype Arrayname[Row_size] [Column_size]Example int rank[ ][2]={1,2,3,4,5,6};char nam[4][8] = { {“madhu”}, {“revathy”}, {“anand”}, {“vijaya”} }Program 2: Write a ‘C’ program to calculate sum of all elements in a matrix.#include<stdio.h> #include<conio.h>void main( ){ int value[10][10], i,j,row,col,sum=0; clrscr( ); printf("enter the order of matrix\n"); scanf("%d %d",&row,&col); printf("\nenter the elements of matrix\n"); for(i=0;i<row;i++) for(j=0;j<col;j++) scanf("%d",&value[i][j]); for(i=0;i<row;i++) for(j=0;j<col;j++) sum=sum+value[i][j];printf("the sum is: %d", sum);getch( );}Outputenter the order of matrix22enter the element of matrix2 4 8 1the sum is: 15Memory Allocation01024181 TransposeThe?transpose?of a matrix is a new matrix whose rows are the columns of the original.?(This makes the columns of the new matrix the rows of the original). Here is a matrix and its transpose:The superscript "T" means "transpose".Another way to look at the transpose is that the element at row r column c in the original is placed at row c column r of the transpose.?The element?arc?of the original matrix becomes element?acr?in the transposed matrix.Usually we will work with square matrices, and it is usually square matrices that will be transposed. However, non-square matrices can be transposed, as well:C Program for Addition , Multiplication , Subtraction & Transpose of Matrices#include<stdio.h>#include<conio.h>int main(){ int m,n,a[20][20],b[20][20],i,j,sum[20][20],sub[20][20],opt,tr[20][20],opt1,ch,e,f; printf("Note : For Addition or Subtraction , no. of rows and columns should be same and for transpose of matrices , your first matrices entered should be the desired matrices .\n"); printf("Enter the no. of rows: "); scanf("%d",&m); printf("Enter the no. of columns: "); scanf("%d",&n); printf("Enter the Data Elements of first matrices\n"); for(i=0;i<m;i++) { for(j=0;j<n;j++) { scanf("%d",&a[i][j]); } } printf("Enter the no. of rows for second matrices: "); scanf("%d",&e); printf("Enter the no. of columns: "); scanf("%d",&f); printf("Enter the Data Elements of second matrices\n"); for(i=0;i<e;i++) { for(j=0;j<f;j++) { scanf("%d",&b[i][j]); } } do { if(m==e&&n==f) { printf("Enter 1 for addtion or subtraction of matrices\n"); if(n==e){printf("Enter 2 for multiplication of matrices\n");} printf("Enter 3 for transpose of first matrices\n"); } else if(m!=n&&n==e) { printf("Enter 2 for multiplication of matrices\n"); printf("Enter 3 for transpose of first matrices\n"); }else{printf("Enter 3 for transpose of first matrices\n");} scanf("%d",&ch); switch(ch) { case 1 : for(i=0;i<m;i++) { for(j=0;j<n;j++) { sum[i][j]=a[i][j]+b[i][j]; sub[i][j]=a[i][j]-b[i][j]; } } printf("Enter 1 for Addition or 2 for Subtraction: "); scanf("%d",&opt); switch(opt) { case 1 : printf("The resultant matrices is :\n"); for(i=0;i<m;i++) { for(j=0;j<n;j++) { printf("%3d",sum[i][j]); } printf("\n"); } break; case 2 : printf("The resultant matrices is :\n"); for(i=0;i<m;i++) { for(j=0;j<n;j++) { printf("%3d",sub[i][j]); } printf("\n"); } } break; case 2 : printf("The resultant matrices is : \n"); int k; for(i=0;i<m;i++) { for(j=0;j<f;j++) { sum[i][j]=0; for(k=0;k<m;k++) { sum[i][j]+=a[i][k]*b[k][j]; } printf("%d\t",sum[i][j]); } printf("\n"); } break; case 3 : for(i=0;i<m;i++) { for(j=0;j<n;j++) { tr[j][i]=a[i][j]; } } printf("The resultant matrices is :\n"); for(i=0;i<n;i++) { for(j=0;j<m;j++) { printf("%3d",tr[i][j]); } printf("\n"); } break; }} while(ch>0); getch();}Determinant of a MatrixWhat is Determinant of a Matrix?Determinant of a Matrix is a special number that is defined only for square matrices (matrices which have same number of rows and columns). Determinant is used at many places in calculus and other matrix related algebra, it actually represents the matrix in term of a real number which can be used in solving system of linear equation and finding the inverse of a matrix.How to calculate?The value of determinant of a matrix can be calculated by following procedure –For each element of first row or first column get cofactor of those elements and then multiply the element with the determinant of the corresponding cofactor, and finally add them with alternate signs. As a base case the value of determinant of a 1*1 matrix is the single value itself.Cofactor?of an element, is a matrix which we can get by removing row and column of that element from that matrix.Determinant of 2 x 2 Matrix:Determinant of 3 x 3 Matrix:C program to find Determinant of a matrix// Dimension of input square matrix#define N 4?// Function to get cofactor of mat[p][q] in temp[][]. n is current// dimension of mat[][]void getCofactor(int mat[N][N], int temp[N][N], int p, int q, int n){????int i = 0, j = 0;?????// Looping for each element of the matrix????for (int row = 0; row < n; row++)????{????????for (int col = 0; col < n; col++)????????{????????????//? Copying into temporary matrix only those element????????????//? which are not in given row and column????????????if (row != p && col != q)????????????{????????????????temp[i][j++] = mat[row][col];?????????????????// Row is filled, so increase row index and????????????????// reset col index????????????????if (j == n - 1)????????????????{????????????????????j = 0;????????????????????i++;????????????????}????????????}????????}????}}?/* Recursive function for finding determinant of matrix.???n is current dimension of mat[][]. */int determinantOfMatrix(int mat[N][N], int n){????int D = 0; // Initialize result?????//? Base case : if matrix contains single element????if (n == 1)????????return mat[0][0];?????int temp[N][N]; // To store cofactors?????int sign = 1;? // To store sign multiplier??????// Iterate for each element of first row????for (int f = 0; f < n; f++)????{????????// Getting Cofactor of mat[0][f]????????getCofactor(mat, temp, 0, f, n);????????D += sign * mat[0][f] * determinantOfMatrix(temp, n - 1);?????????// terms are to be added with alternate sign????????sign = -sign;????}?????return D;}?/* function for displaying the matrix */void display(int mat[N][N], int row, int col){????for (int i = 0; i < row; i++)????{????????for (int j = 0; j < col; j++)????????????printf("? %d", mat[i][j]);????????printf("n");????}}?// Driver program to test above functionsint main(){????/* int mat[N][N] = {{6, 1, 1},?????????????????????{4, -2, 5},?????????????????????{2, 8, 7}}; */?????int mat[N][N] = {{1, 0, 2, -1},?????????????????????{3, 0, 0, 5},?????????????????????{2, 1, 4, -3},?????????????????????{1, 0, 5, 0}????????????????????};?????printf("Determinant of the matrix is : %d",????????????determinantOfMatrix(mat, N));????return 0;}Multidimensional ArrayThe declaration of an array of arrays looks like this: int a2[5][7];You have to read complicated declarations like these ``inside out.'' What this one says is that a2 is an array of 5 something’s, and that each of the something’s is an array of 7 ints. More briefly, ``a2 is an array of 5 arrays of 7 ints,'' or, ``a2 is an array of array of int.'' In the declaration of a2, the brackets closest to the identifier a2 tell you what a2 first and foremost is. That's how you know it's an array of 5 arrays of size 7, not the other way around. You can think of a2 as having 5 ``rows'' and 7 ``columns,'' although this interpretation is not mandatory. (You could also treat the ``first'' or inner subscript as ``x'' and the second as ``y.'' Unless you're doing something fancy, all you have to worry about is that the subscripts when you access the array match those that you used when you declared it, as in the examples below.) To illustrate the use of multidimensional arrays, we might fill in the elements of the above array a2 using this piece of code: int i, j;for(i = 0; i < 5; i = i + 1){for(j = 0; j < 7; j = j + 1) a2[i][j] = 10 * i + j;}This pair of nested loops sets a[1][2] to 12, a[4][1] to 41, etc. Since the first dimension of a2 is 5, the first subscripting index variable, i, runs from 0 to 4. Similarly, the second subscript varies from 0 to 6. We could print a2 out (in a two-dimensional way, suggesting its structure) with a similar pair of nested loops: for (i = 0; i < 5; i = i + 1){for (j = 0; j < 7; j = j + 1)printf ("%d\t", a2[i][j]);printf ("\n");}(The character \t in the printf string is the tab character.) Just to see more clearly what's going on, we could make the ``row'' and ``column'' subscripts explicit by printing them, too: for(j = 0; j < 7; j = j + 1)printf("\t%d:", j);printf ("\n");for(i = 0; i < 5; i = i + 1){printf("%d:", i);for(j = 0; j < 7; j = j + 1)printf("\t%d", a2[i][j]);printf("\n");}This last fragment would print 0: 1: 2: 3: 4: 5: 6:0: 0 1 2 3 4 5 61: 10 11 12 13 14 15 162: 20 21 22 23 24 25 263: 30 31 32 33 34 35 364: 40 41 42 43 44 45 46STRINGString are the combination of number of characters these are used to store any word in any variable of constant. A string is an array of character. It is internally represented in system by using ASCII value. Every single character can have its own ASCII value in the system. A character string is stored in one array of character type. e.g. “Ram” contains ASCII value per location, when we are using strings and then these strings are always terminated by character ‘\0’. We use conversion specifies %s to set any string we can have any string as follows:-char nm [25].When we store any value in nm variable then it can hold only 24 character because at the end of the string one character is consumed automatically by ‘\0’.#include<string.h>There are some common inbuilt functions to manipulation on string in string.h file. these are as follows:1. strlen - string length2. strcpy - string copy3. strcmp - string compare4. strups - string upper5. strlwr - string lower 6. strcat - string concatenateIn C, string.h includes various build in functions for string operations. The main operations are1. Length of the string (strlen)The syntax of strlen is :strlen(string);It calculates the length of the string and returns its length. For example:#include<string.h>string = "Mumbai";printf("Length = %d",strlen(string));The above code displays 5 because Mumbai consists of 5 characters. Note: it does not count null character.2. Joining two strings (strcat)The syntax of strcat isstrcat(string1,string2);Now it removes the null character from string1 and joins the first character of string2 at that position. Now, string1 consists of both string1 and string2 in joined form. Example:#include<string.h>=char string1[] = "Anti";char string2[] = "Particle";strcat(string1,string2);=printf("%s",string1); //display AntiParticle3. Comparing two strings(strcmp)The syntax of strcmp isstrcmp(string1,string2);It returns 0 if string1 is same as string2 and returns 1 if they are not same. Example:#include<string.h>char string1 = "Nepal";char string2 = "Srilanka";if(strcmp(string1,string2)==0){printf("They are equal");}else{printf("They are not equal"); //this is executed} 4. Copying one string to another (strcpy)The syntax of strcpy isstrcpy(destination_string, source_string);It copies the content of source_string to destination_string. Example:#include<string.h>char source[] = "Hello";char destination[10]; //uninitializedstrcpy(destination,source);printf("%s",destination); //prints Hello These are some of the functions in string.h for string operation. To use these functions you must include header file <string.h>. But we can make our own functions to perform above task without including string,h. Here is the complete source code that has own functions find_length (like strlen) to find the length, join_strings( like strcat) for joining strings, compare_strings(like strcmp) for comparing two strings and copy_string(like strcpy) to copy one string from another. Observer carefully the code, if you are a beginner, you will learn a lot of things about string operation.///fundamental string operation, lenth, concatenation, compare and copy strings without string.h#include < stdio.h > #include < stdlib.h >??int find_length(char string[]) {????int len = 0, i;????for (i = 0; string[i] != '\0'; i++) {??????len++;????}????return len;??}void join_strings(char string1[], char string2[]) {????int i, len1, len2;????len1 = find_length(string1);????len2 = find_length(string2);????for (i = len1; i < len1 + len2; i++) {??????string1[i] = string2[i - len1];????}????string1[i] = '\0'; //adding null character at the end of input??}??/*returns 0 if thery are same otherwise returns 1*/int compare_strings(char string1[], char string2[]) {??int len1, len2, i, count = 0;??len1 = find_length(string1);??len2 = find_length(string2);??if (len1 != len2)????return 1;??for (i = 0; i < len1; i++) {????if (string1[i] == string2[i])??????count++;??}??if (count == len1)????return 0;??return 1;}void copy_string(char destination[], char source[]) {??int len, i;??len = find_length(source);??for (i = 0; i < len; i++) {????destination[i] = source[i];??}??destination[i] = '\0';}int main() {??char string1[20], string2[20]; //string variables declaration with size 20??int choice;??while (1) {????printf("\n1. Find Length \n2. Concatenate \n3. Compare \n4. Copy \n5. Exit\n");????printf("Enter your choice: ");????scanf("%d", & choice);????switch (choice) {????case 1:??????printf("Enter the string: ");??????scanf("%s", string1);??????printf("The length of string is %d", find_length(string1));??????break;????case 2:??????printf("Enter two strings: ");??????scanf("%s%s", string1, string2);??????join_strings(string1, string2);??????printf("The concatenated string is %s", string1);??????break;????case 3:??????printf("Enter two strings: ");??????scanf("%s%s", string1, string2);??????if (compare_strings(string1, string2) == 0) {????????printf("They are equal");??????} else {????????printf("They are not equal");??????}??????break;????case 4:??????printf("Enter a string: ");??????scanf("%s", string1);??????printf("String1 = %s\n");??????printf("After copying string1 to string 2\n");??????copy_string(string2, string1);??????printf("String2 = %s", string2);??????break;????case 5:??????exit(0);????}??}??return 0;}Sorting Techniques IntroductionIt is a process rearranging a group (or) a sequence of elements either in ascending or descending order depends upon their relationship among the data items. In other words, sorting is the process of rearranging records in order of their keys.ApplicationThey are used in many applications such as,DictionariesTelephone directoriesStudents information system etc,Sorting algorithms have a wide range of usage. Hence there is a need for faster sorting algorithms. We consider about the analysis of their complexities. Most sorting algorithms are comparison Based and therefore mainly comparison statements are taken into account in complexity analysis.The factors to be considered while choosing a sorting technique are,Execution time of sorting techniqueNumber of comparisons required for sortingMain or auxiliary memory space needed for sorting techniquesProgramming timeSorting algorithms are often classified by behavior of algorithm that is computational complexity,Good behavior – O(N log N)Worst behavior – O(N2)Average behavior–O(N)Sorting techniques are categorized into 2 types based on “Memory utilization” and are often classified by the stability (Maintaining relative orders of records with equal keys) of algorithms. Internal & External Sorting: Internal sorting takes place in a main memory of a computer. E.g. Bubble sort, Insertion sort, Quick sort, heap sort etc. External sorting takes place in the secondary memory of a computer, since the number objects to be sorted is too large to fit in main memory. E.g. Merge sorting, Multiway merge, Polyphase merge etc.Stable sort & Unstable sort: In stable sort, after each pass any one of element is placed in their appropriate (i.e.) Actual position, in list. It won’t change the position in future pass. In unstable sort, it is not maintain the stability. After the completion of execution only, the elements are placed in their position.Implementation of Sorting algorithms Write a C program to sort the array of elements using Insertion sort.Write a C program to sort the array of elements using Selection sort.Write a C program to sort the array of elements using Shell sort.Write a C program to sort the array of elements using Bubble sort.Write a C program to sort the array of elements using Quick sort.Procedure & SolutionWrite a C program to sort the array of elements using Insertion sort.#include<stdio.h>void ins(int a[],int n){int i,j,temp;for(i=1;i<=n-1;i++){temp=a[i];for(j=i;j>=1;j--){if(temp<a[j-1])a[j]=a[j-1];elsebreak;}a[j]=temp;}}void main(){int a[10],i,n;printf("Enter no. of elements:");scanf("%d",&n);printf("Enter the elements:\n");for(i=0;i<n;i++)scanf("%d",&a[i]);ins(a,n);for(i=0;i<n;i++)printf("%d\t",a[i]);}Write a C program to sort the array of elements using Selection sort.#include<stdio.h>void sel(int a[],int n){int i,j,temp,pos;for(i=0;i<n-1;i++){pos=i;for(j=i+1;j<n;j++){if(a[pos]>a[j])pos=j;}if(pos!=i){temp=a[i];a[i]=a[pos];a[pos]=temp;}}}void main(){int a[10],i,n;printf("Enter no. of elements:");scanf("%d",&n);printf("Enter the elements:\n");for(i=0;i<n;i++)scanf("%d",&a[i]);sel(a,n);for(i=0;i<n;i++)printf("%d\t",a[i]);}Write a C program to sort the array of elements using Shell sort.#include<stdio.h>void shel(int a[],int n){int i,j,k,temp;for(k=n/2;k>0;k=k/2){for(i=k;i<n;i++){temp=a[i];for(j=i;j>=k;j=j-k){if(a[j-k]>temp)a[j]=a[j-k];elsebreak;}a[j]=temp;}}}void main(){int a[10],i,n;printf("Enter no. of elements:");scanf("%d",&n);printf("Enter the elements:\n");for(i=0;i<n;i++)scanf("%d",&a[i]);shel(a,n);for(i=0;i<n;i++)printf("%d\t",a[i]);}Write a C program to sort the array of elements using Bubble sort.#include<stdio.h>void bub(int a[],int n){int i,j,temp;for(i=0;i<n-1;i++){for(j=0;j<n-1-i;j++){if(a[j]>a[j+1]){temp=a[j];a[j]=a[j+1];a[j+1]=temp;}}}}void main(){int a[10],i,n;printf("Enter no. of elements:");scanf("%d",&n);printf("Enter the elements:\n");for(i=0;i<n;i++)scanf("%d",&a[i]);bub(a,n);for(i=0;i<n;i++)printf("%d\t",a[i]);}Write a C program to sort the array of elements using Quick sort.#include<stdio.h>void qsort(int a[],int left,int right){int i,j,pivot,temp;if(left<right){pivot=left;i=left+1;j=right;while(i<j){while(a[pivot]>=a[i])i=i+1;while(a[pivot]<a[j])j=j-1;if(a[i]>a[pivot]&&a[j]<a[pivot]&&i<j){temp=a[i];a[i]=a[j];a[j]=temp;}}temp=a[pivot];a[pivot]=a[j];a[j]=temp;qsort(a,left,j-1);qsort(a,j+1,right);}}void main(){int a[10],i,n;printf("Enter no. of elements:");scanf("%d",&n);printf("Enter the elements:\n");for(i=0;i<n;i++)scanf("%d",&a[i]);qsort(a,0,n-1);for(i=0;i<n;i++)printf("%d\t",a[i]);}Linear Search TechniquesLinear search is the simplest search algorithm also referred as sequential search. It is a method for finding a particular value in a list that checks each element in sequence until the desired element is found or the list is exhausted. The list need not be ordered.It is a special case of brute-force search. Its worst case cost is proportional to the number of elements in the list. If the list has large number of elements then it is not an appropriate method. Binary search or Hashing methods have faster search times but require additional resources to attain that speed.#include <stdio.h>void main(){ int i, n, search, array[100]; printf("Enter number of elements\n"); scanf("%d",&n); printf("Enter %d integers\n", n); ? for (i = 0; i < n; i++) scanf("%d",&array[i]); printf("Enter value to find\n"); scanf("%d", &search); for (i = 0; i < n; i++){if(array[i]==search){printf("%d found at location %d.\n", search, i+1); break;}} if(i==n){ printf("Not found! %d is not present in the list.\n", search);}}Binary Search TechniquesBinary search is also referred as half-interval search algorithm. It finds the position of a specified input value (the search "key") within sorted array. For binary search, the array should be arranged in ascending or descending order. A binary search is a divide and conquer search algorithm.In each step, the algorithm compares the search key value with the key value of the middle element of the array. If the keys match, then a matching element has been found and its index, or position, is returned. Otherwise, if the search key is less than the middle element's key, then the algorithm repeats its action on the sub-array to the left of the middle element or, if the search key is greater, on the sub-array to the right. If the remaining array to be searched is empty, then the key cannot be found in the array and a special "not found" indication is returned.A binary search halves the number of elements to be checked in each iteration. So locating an item takes logarithmic time. #include <stdio.h>?void main(){ int c, first, last, middle, n, search, array[100];? printf("Enter number of elements\n"); scanf("%d",&n); printf("Enter %d integers\n", n); //to be in sorted order or call insertion sort for (c = 0; c < n; c++) scanf("%d",&array[c]); printf("Enter value to find\n"); scanf("%d", &search); first = 0; last = n - 1; middle = (first+last)/2; while (first <= last) { if (array[middle] < search) first = middle + 1; else if (array[middle] == search) { printf("%d found at location %d.\n", search, middle+1); break; } else last = middle - 1; middle = (first + last)/2; } if (first > last) printf("Not found! %d is not present in the list.\n", search);}Complexity of Sorting and Searching algorithmsAlgorithmData StructureTime Complexity: BestTime Complexity: AverageTime Complexity: WorstSpace Complexity: WorstQuick SortArrayO(n log(n))O(n log(n))O(n2)O(log(n))Merge sortArrayO(n log(n))O(n log(n))O(n log(n))O(n)Heap sortArrayO(n log(n))O(n log(n))O(n log(n))O(1)Bubble sortArrayO(n)O(n2)O(n2)O(1)Insertion sortArrayO(n)O(n2)O(n2)O(1)Selection sortArrayO(n2)O(n2)O(n2)O(1)Linear searchArrayO(1)O(n)O(n)O(1)Binary searchArrayO(log n)O(log n)O(log n)O(log n) ................
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