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spam_detector.c
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#include "utils.h"
// citeste lista de spammeri din fisierul corespunzator
user *get_spammers(int *nrspammers)
{
FILE *f_spammers;
f_spammers = fopen("data/spammers", "r");
fscanf(f_spammers, "%d", nrspammers);
user *spammerlist = calloc(*nrspammers, sizeof(user));
for (int i = 0; i < *nrspammers; i++) {
spammerlist[i].usrname = calloc(WORD_MAX, sizeof(char));
fscanf(f_spammers, "%s", spammerlist[i].usrname);
fscanf(f_spammers, "%d", &spammerlist[i].score);
}
fclose(f_spammers);
return spammerlist;
}
/* calculeaza scorului unui anumit email
dupa formula si criteriile alese */
double get_score(crit critlist)
{
double score = 0;
score += 5 * critlist.kwords;
score += 60 * critlist.uppcase;
score += critlist.spammers;
score -= critlist.re * 40;
score += critlist.adv * 100;
return score;
}
// analizeaza ficare email si returneaza lista cu scorurile acestora
double *scan_emails(int nrfiles, int nrkeywords, keyword *keywordlist)
{
double *scores = calloc(nrfiles, sizeof(double)); // lista scoruri email
crit *critlist = calloc(nrfiles, sizeof(crit)); // lista scoruri partiale
int *lenlist = calloc(nrfiles, sizeof(int)); // lista lungimi body
int nrspammers = 0;
user *spammerlist = get_spammers(&nrspammers); // lista spammeri
double avglen = 0; // medie lungimi body
for (int i = 0; i < nrfiles; i++) { // parcurge fiecare email
char path[PATH_MAX];
snprintf(path, PATH_MAX, EMAILS_PATH "%d", i);
FILE *f_email;
f_email = fopen(path, "r");
char currword[WORD_MAX]; // cuvantul curent
char *sendername;
while (fscanf(f_email, "%s", currword) != EOF) {
if (!strcmp(currword, "Re:")) // verifica daca e reply
critlist[i].re = true;
if (!strcmp(currword, "ADV:")) // verifica daca e reclama
critlist[i].adv = true;
// verifica daca s-a gasit adresa sender-ului
if (strchr(currword, '@') && currword[0] != '"') {
if (currword[0] == '<') { // elimina "<>" daca e cazul
sendername = currword + 1;
sendername[strlen(sendername) - 1] = '\0';
} else {
sendername = currword;
}
break;
}
}
// cauta adresa in lista de spammeri
for (int j = 0; j < nrspammers; j++)
if (!strcmp(sendername, spammerlist[j].usrname))
critlist[i].spammers = spammerlist[j].score;
// sare peste continut pana ajunge la Body
while (fscanf(f_email, "%s", currword) != EOF) {
if (!strcmp(currword, "Body:"))
break;
}
int capscount = 0; // nr caractere uppercase
while (fscanf(f_email, "%s", currword) != EOF) {
if (!strcasecmp(currword, "groups"))
critlist[i].re = true;
int pos = 0;
while (currword[pos] != '\0') { // numara caracterele cuvantului
lenlist[i]++;
if (currword[pos] >= 'A' && currword[pos] <= 'Z')
capscount++;
pos++;
}
}
avglen += lenlist[i];
critlist[i].uppcase = (capscount > lenlist[i] / 2) ? 1 : 0;
fclose(f_email);
}
avglen /= nrfiles;
for (int i = 0; i < nrfiles; i++) // calcul scor keywords
for (int j = 0; j < nrkeywords; j++) {
critlist[i].kwords += keywordlist[j].app[i] * keywordlist[j].stdev *
(avglen / lenlist[i]);
if (keywordlist[j].app[i])
critlist[i].kwords += keywordlist[j].blacklist * 100;
}
for (int i = 0; i < nrfiles; i++)
scores[i] = get_score(critlist[i]);
free(critlist);
free(lenlist);
for (int i = 0; i < nrspammers; i++)
free(spammerlist[i].usrname);
free(spammerlist);
return scores;
}
// scrie rezultatele predictiei in fisier
void print_pred(double *scores, int nrfiles)
{
FILE *f_predict;
f_predict = fopen("prediction.out", "w");
for (int i = 0; i < nrfiles; i++) {
if (scores[i] > SPAM_SCORE)
fprintf(f_predict, "1\n");
else
fprintf(f_predict, "0\n");
}
fclose(f_predict);
}
int main(void)
{
int nrfiles = count_files(EMAILS_PATH);
int nrkeywords = 0;
keyword *keywordlist = get_keywords(nrfiles, &nrkeywords);
print_stat(nrkeywords, keywordlist);
double *scores = scan_emails(nrfiles, nrkeywords, keywordlist);
print_pred(scores, nrfiles);
for (int i = 0; i < nrkeywords; i++)
free(keywordlist[i].app);
free(keywordlist);
free(scores);
return 0;
}