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multi_label.py
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multi_label.py
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from apkcollector import debug
import json
import psycopg2
import re
from src.malware_labels_dic import malware_labels
from db.config import config
def obtainEngineNameList(file):
try:
with open(file, 'r') as file:
engineList = []
for line in file:
scan_results = json.loads(line)
for item in scan_results.keys():
if item not in engineList:
engineList.append(item)
print (engineList)
return engineList
except Exception as t_e:
print(t_e)
def insert_results(hash, scan_result):
sql = """INSERT INTO multi_labeling(hash_id, engine, malware, number, nmalware)
VALUES(%s,%s,%s,%s,%s);"""
delimiters = "/", ".", " ", ",", "_", ":", "(", ")", "!", "-", "[", "]", "@", "#", ";"
regexPattern = '|'.join(map(re.escape, delimiters))
av = []
s = 0
malware_list = dict()
for item in scan_result:
result = scan_result[item]["result"]
if(result != None):
malware_list_bool = dict()
av.append(scan_result[item]["engine_name"])
s+=1
result = result.upper()
vulnlist = re.split(regexPattern, result)
for vuln in vulnlist:
if vuln in malware_labels.keys():
for label in malware_labels[vuln]:
if label not in malware_list_bool:
if label not in malware_list.keys():
malware_list[label]=1
malware_list_bool[label]=True
else:
malware_list[label]+=1
malware_list_bool[label]=True
if malware_list:
try:
params = config()
conn = psycopg2.connect(**params)
cursor = conn.cursor()
#print(hash, av, json.dumps(malware_list), s, len(malware_list))
cursor.execute(sql, (hash, av, json.dumps(malware_list), s, len(malware_list)))
conn.commit()
cursor.close()
conn.close()
except (Exception, psycopg2.Error) as error:
print("Error while fetching data from PostgreSQL", error)
finally:
if conn:
cursor.close()
conn.close()
#print("AV={} y son {} - {}".format(s, av, malware_list))
av.clear()
def results():
try:
params = config()
conn = psycopg2.connect(**params)
cursor = conn.cursor()
postgreSQL_select_Query = "select scan_result, hash_id from vt"
sql = """INSERT INTO multi_labeling(hash_id, engine, malware, number, nmalware)
VALUES(%s,%s,%s,%s,%s);"""
#update_sql = """Update multi_labeling set nmalware = %s where malware = %s"""
cursor.execute(postgreSQL_select_Query)
delimiters = "/", ".", " ", ",", "_", ":", "(", ")", "!", "-", "[", "]", "@", "#", ";"
regexPattern = '|'.join(map(re.escape, delimiters))
n = 0
s = 0
av = []
for row in cursor:
s = 0
resultados = dict()
malware_list = dict()
for item in row[0]:
result = row[0][item]["result"]
if(result != None):
malware_list_bool = dict()
av.append(row[0][item]["engine_name"])
s+=1
result = result.upper()
vulnlist = re.split(regexPattern, result)
for vuln in vulnlist:
if vuln in malware_labels.keys():
for label in malware_labels[vuln]:
if label not in malware_list_bool:
if label not in malware_list.keys():
malware_list[label]=1
malware_list_bool[label]=True
else:
malware_list[label]+=1
malware_list_bool[label]=True
if malware_list:
conn2 = psycopg2.connect(**params)
cursor2 = conn2.cursor()
print (row[1], av, json.dumps(malware_list), s, len(malware_list))
cursor2.execute(sql, (row[1], av, json.dumps(malware_list), s, len(malware_list)))
conn2.commit()
cursor2.close()
conn2.close()
resultados[n]=malware_list
n+=1
print("AV={} y son {} - {}".format(s, av, resultados))
av.clear()
except (Exception, psycopg2.Error) as error:
print("Error while fetching data from PostgreSQL", error)
finally:
if conn:
cursor.close()
conn.close()
print("PostgreSQL connection is closed")
def total_vulns():
try:
params = config()
conn = psycopg2.connect(**params)
cursor = conn.cursor()
postgreSQL_select_Query = "select scan_result from vt"
cursor.execute(postgreSQL_select_Query)
delimiters = "/", ".", " ", ",", "_", ":", "(", ")", "!", "-", "[", "]", "@", "#", ";"
regexPattern = '|'.join(map(re.escape, delimiters))
n = 0
s = 0
y = 0
for row in cursor:
output = set()
output2 = set()
for item in row[0]:
result = row[0][item]["result"]
if(result != None):
result = result.upper()
output2.add(result)
vulnlist = re.split(regexPattern, result)
for vuln in vulnlist:
if vuln in malware_labels.keys():
output.add(result)
if output:
n+=1
if output2:
y+=1
if output2 and not output:
print(output2)
s+=1
print("---------------------------------------------------------")
print("The above tags are not detected with the dictionary used.")
print("Total: ", s)
print("Total no None: ", y)
print("Tagged: ", n)
except (Exception, psycopg2.Error) as error:
print("Error while fetching data from PostgreSQL", error)
finally:
if conn:
cursor.close()
conn.close()
def results_compare():
try:
params = config()
conn = psycopg2.connect(**params)
cursor = conn.cursor()
postgreSQL_select_Query = "select scan_result from vt"
cursor.execute(postgreSQL_select_Query)
delimiters = "/", ".", " ", ",", "_", ":", "(", ")", "!", "-", "[", "]", "@", "#", ";"
regexPattern = '|'.join(map(re.escape, delimiters))
n = 0
s = 0
y = 0
for row in cursor:
s = 0
resultados = dict()
malware_list = dict()
for item in row[0]:
result = row[0][item]["result"]
if(result != None):
malware_list_bool = dict()
s+=1
result = result.upper()
print("{} - {}".format(row[0][item]["engine_name"], result))
#print(result)
vulnlist = re.split(regexPattern, result)
for vuln in vulnlist:
if vuln in malware_labels.keys():
for label in malware_labels[vuln]:
if label not in malware_list_bool:
if label not in malware_list.keys():
malware_list[label]=1
malware_list_bool[label]=True
else:
malware_list[label]+=1
malware_list_bool[label]=True
if malware_list:
resultados[n]=malware_list
n+=1
print(n)
postgreSQL_select_Query = "select hash_id from vt"
cursor.execute(postgreSQL_select_Query)
for row in cursor:
print(row[0])
y+=1
print(y)
except (Exception, psycopg2.Error) as error:
print("Error while fetching data from PostgreSQL", error)
finally:
if conn:
cursor.close()
conn.close()
print("PostgreSQL connection is closed")
if __name__ == '__main__':
results()
#total_vulns()
#results_compare()