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Main.c
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/**
* @file Main.c
* @description // Reading CSV file and writing some calculations to a new file
* @assignment Project 2
* @date 17.12.2022
* @author Mehmetcan Bozkuş - mehmetcan.bozkus@stu.fsm.edu.tr
*/
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#include <ctype.h> // for strtrim func
#include "matrixLib.h"
typedef enum {
Irissetosa = 1,
IrisVersicolor,
IrisVirginica
} IrisType;
typedef struct {
float SepalLengthCm;
float SepalWidthCm;
float PetalLengthCm;
float PetalWidthCm;
IrisType IrisType;
} IrisDataType;
void writeStringToFile(FILE *, char *);
void strtrim(char *);
void writeMatrixToFile(FILE *, float **, int, int);
int main() {
// read Iris.csv and IrisStatistic file
FILE *fp = fopen("Iris.csv", "r"); // read file
FILE *statsPtr = fopen("IrisStatistic.txt", "w"); // write file
// check if file opened successfully
if (fp == NULL || statsPtr == NULL) {
printf("Error opening file\n");
} else {
printf("File opened successfully\n");
}
// read first line for column count
char firstLine[1024];
int countOfIris = atoi(fgets(firstLine, 1024, fp));
// pass one line (column names line)
fgets(firstLine, 1024, fp);
// create array for IrisDataType
IrisDataType *IrisDataArray = (IrisDataType *) malloc(sizeof(IrisDataType) * countOfIris);
// read file line by line
for (int i = 0; i < countOfIris; i++) {
// get line
char line[512];
fgets(line, 512, fp);
// get first token
char *token;
strtok(line, ","); // pass id column
// get each column value and switch case
for (int j = 1; j <= 5; ++j) {
token = strtok(NULL, ",");
switch (j) {
case 1:
IrisDataArray[i].SepalLengthCm = atof(token);
continue;
case 2:
IrisDataArray[i].SepalWidthCm = atof(token);
continue;
case 3:
IrisDataArray[i].PetalLengthCm = atof(token);
continue;
case 4:
IrisDataArray[i].PetalWidthCm = atof(token);
continue;
case 5:
strtrim(token); // trim token for IrisType comparison
// assign IrisType to IrisDataArray element according to token value
// (Iris-setosa, Iris-versicolor, Iris-virginica)
if (strcmp(token, "Iris-setosa") == 0) {
IrisDataArray[i].IrisType = Irissetosa;
} else if (strcmp(token, "Iris-versicolor") == 0) {
IrisDataArray[i].IrisType = IrisVersicolor;
} else if (strcmp(token, "Iris-virginica") == 0) {
IrisDataArray[i].IrisType = IrisVirginica;
}
continue;
default:
printf("Error in switch case. Exiting...");
exit(1);
}
}
}
fclose(fp);
// print IrisDataArray
// for (int i = 0; i < countOfIris; i++)
// {
// // print array
// printf("%d. SepalLengthCm: %f, SepalWidthCm: %f, PetalLengthCm: %f, PetalWidthCm: %f, IrisType: %d\n", i + 1,
// IrisDataArray[i].SepalLengthCm, IrisDataArray[i].SepalWidthCm,
// IrisDataArray[i].PetalLengthCm, IrisDataArray[i].PetalWidthCm, IrisDataArray[i].IrisType);
// }
// create matrix for IrisDataArray
float **IrisDataMatrix = returnMatrix(countOfIris, 5);
for (int i = 0; i < countOfIris; i++) {
IrisDataMatrix[i][0] = IrisDataArray[i].SepalLengthCm;
IrisDataMatrix[i][1] = IrisDataArray[i].SepalWidthCm;
IrisDataMatrix[i][2] = IrisDataArray[i].PetalLengthCm;
IrisDataMatrix[i][3] = IrisDataArray[i].PetalWidthCm;
IrisDataMatrix[i][4] = IrisDataArray[i].IrisType;
}
// print IrisDataMatrix
printf("SepLen SepWid PetLen PetWid IrisType\n");
printMatrix(IrisDataMatrix, countOfIris, 5);
// creating vectors for columns
float *SepalLengthCmVector = returnVector(countOfIris);
float *SepalWidthCmVector = returnVector(countOfIris);
float *PetalLengthCmVector = returnVector(countOfIris);
float *PetalWidthCmVector = returnVector(countOfIris);
// assign values to vectors
for (int i = 0; i < countOfIris; i++) {
SepalLengthCmVector[i] = IrisDataMatrix[i][0];
SepalWidthCmVector[i] = IrisDataMatrix[i][1];
PetalLengthCmVector[i] = IrisDataMatrix[i][2];
PetalWidthCmVector[i] = IrisDataMatrix[i][3];
}
// calculate column variances
float SepalLengthCmVariance = calculateVariance(SepalLengthCmVector, countOfIris);
float SepalWidthCmVariance = calculateVariance(SepalWidthCmVector, countOfIris);
float PetalLengthCmVariance = calculateVariance(PetalLengthCmVector, countOfIris);
float PetalWidthCmVariance = calculateVariance(PetalWidthCmVector, countOfIris);
// write variances to file
char varianceString[2048];
sprintf(varianceString,
"SepalLengthCmVariance: %f\nSepalWidthCmVariance: %f\nPetalLengthCmVariance: %f\nPetalWidthCmVariance: %f\n",
SepalLengthCmVariance, SepalWidthCmVariance, PetalLengthCmVariance,
PetalWidthCmVariance);
writeStringToFile(statsPtr, varianceString);
// calculate column means
float *means = returnVector(4);
for (int i = 0; i < 4; ++i) {
means[i] = columnMeans(IrisDataMatrix, countOfIris, 4)[i];
}
// each column mean
float meanSepalLengthCm = means[0];
float meanSepalWidthCm = means[1];
float meanPetalLengthCm = means[2];
float meanPetalWidthCm = means[3];
// write means to file
char meansString[1024];
// write means to file. create new string for each mean with sprintf
sprintf(meansString, "Means of SepalLengthCm = %f", meanSepalLengthCm);
writeStringToFile(statsPtr, meansString);
sprintf(meansString, "Means of SepalWidthCm = %f", meanSepalWidthCm);
writeStringToFile(statsPtr, meansString);
sprintf(meansString, "Means of PetalLengthCm = %f", meanPetalLengthCm);
writeStringToFile(statsPtr, meansString);
sprintf(meansString, "Means of PetalWidthCm = %f", meanPetalWidthCm);
writeStringToFile(statsPtr, meansString);
// calculate correlation of 3 different pairs
float corre1 = correlation(SepalLengthCmVector, SepalWidthCmVector, countOfIris);
float corre2 = correlation(PetalLengthCmVector, PetalWidthCmVector, countOfIris);
float corre3 = correlation(SepalLengthCmVector, PetalWidthCmVector, countOfIris);
// write correlations to file
char correString[1024];
// write correlations to file
sprintf(correString, "\nCorrelation of SepalLengthCm and SepalWidthCm = %f", corre1);
writeStringToFile(statsPtr, correString);
sprintf(correString, "Correlation of PetalLengthCm and PetalWidthCm = %f", corre2);
writeStringToFile(statsPtr, correString);
sprintf(correString, "Correlation of SepalLengthCm and PetalWidthCm = %f", corre3);
writeStringToFile(statsPtr, correString);
// calculate covariance matrix of IrisDataMatrix
float **covarianceMat = covarianceMatrix(IrisDataMatrix, countOfIris, 4);
// write covariance matrix to file
char covMatLine[1024];
sprintf(covMatLine, "\nCovariance Matrix of IrisDataMatrix:");
writeStringToFile(statsPtr, covMatLine);
writeMatrixToFile(statsPtr, covarianceMat, 4, 4);
return 0;
}
void writeMatrixToFile(FILE *pFile, float **mat, int row, int col) { // write matrix to file
for (int i = 0; i < row; i++) {
for (int j = 0; j < col; j++) {
fprintf(pFile, "%f ", mat[i][j]);
}
fprintf(pFile, "\n");
}
}
void writeStringToFile(FILE *fp, char *str) { // write string to file
fprintf(fp, "%s\n", str);
}
void strtrim(char *str) { // trim string
int i;
int begin = 0;
int end = strlen(str) - 1;
while (isspace((unsigned char) str[begin])) // if current char is space, increment begin
begin++;
while ((end >= begin) &&
isspace((unsigned char) str[end])) // if current char is space and end is greater than begin, decrement end
end--;
// Shift all characters back to the start of the string array.
for (i = begin; i <= end; i++)
str[i - begin] = str[i];
str[i - begin] = '\0'; // Null terminate string.
}