Add normalisation for qualys_vuln

This commit is contained in:
pemontto
2019-04-11 20:13:17 +10:00
parent d6980d8229
commit 5671b70bdd
2 changed files with 88 additions and 14 deletions

View File

@ -11,6 +11,7 @@ import pandas as pd
import qualysapi
class qualysWhisperAPI(object):
SCANS = 'api/2.0/fo/scan'
@ -78,6 +79,15 @@ class qualysUtils:
class qualysVulnScan:
COLUMN_MAPPING = {
'cve_id': 'cve',
'cvss_base': 'cvss',
'cvss3_base': 'cvss3',
'ip_status': 'state',
'os': 'operating_system',
'qid': 'plugin_id'
}
def __init__(
self,
config=None,
@ -122,3 +132,76 @@ class qualysVulnScan:
return scan_report
return scan_report
def normalise(self, dataframe):
self.logger.debug('Normalising data')
self.map_fields(dataframe)
self.transform_values(dataframe)
return dataframe
def map_fields(self, dataframe):
self.logger.info('Mapping fields')
# Map fields from COLUMN_MAPPING
fields = [x.lower() for x in dataframe.columns]
for field, replacement in self.COLUMN_MAPPING.iteritems():
if field in fields:
self.logger.info('Renaming "{}" to "{}"'.format(field, replacement))
fields[fields.index(field)] = replacement
fields = [x.replace(' ', '_') for x in fields]
dataframe.columns = fields
return dataframe
def transform_values(self, dataframe):
self.logger.info('Transforming values')
# upper/lowercase fields
self.logger.info('Changing case of fields')
dataframe['cve'] = dataframe['cve'].str.upper()
dataframe['protocol'] = dataframe['protocol'].str.lower()
# Contruct the CVSS vector
dataframe['cvss_vector'] = ''
dataframe.loc[dataframe["cvss"].notnull(), "cvss_vector"] = (
dataframe.loc[dataframe["cvss"].notnull(), "cvss"]
.str.split()
.apply(lambda x: x[1])
.str.replace("(", "")
.str.replace(")", "")
)
dataframe.loc[dataframe["cvss"].notnull(), "cvss"] = (
dataframe.loc[dataframe["cvss"].notnull(), "cvss"]
.str.split()
.apply(lambda x: x[0])
)
dataframe['cvss_temporal_vector'] = ''
dataframe.loc[dataframe["cvss_temporal"].notnull(), "cvss_temporal_vector"] = (
dataframe.loc[dataframe["cvss_temporal"].notnull(), "cvss_temporal"]
.str.split()
.apply(lambda x: x[1])
.str.replace("(", "")
.str.replace(")", "")
)
dataframe.loc[dataframe["cvss_temporal"].notnull(), "cvss_temporal"] = (
dataframe.loc[dataframe["cvss_temporal"].notnull(), "cvss_temporal"]
.str.split()
.apply(lambda x: x[0])
.fillna('')
)
# Combine base and temporal
dataframe["cvss_vector"] = (
dataframe[["cvss_vector", "cvss_temporal_vector"]]
.apply(lambda x: "{}/{}".format(x[0], x[1]), axis=1)
.str.rstrip("/nan")
.fillna("")
)
# Convert Qualys severity to standardised risk number
dataframe['risk_number'] = dataframe['severity'].astype(int)-1
dataframe.fillna('', inplace=True)
return dataframe

View File

@ -815,13 +815,6 @@ class vulnWhispererOpenVAS(vulnWhispererBase):
class vulnWhispererQualysVuln(vulnWhispererBase):
CONFIG_SECTION = 'qualys_vuln'
COLUMN_MAPPING = {'cvss_base': 'cvss',
'cvss3_base': 'cvss3',
'cve_id': 'cve',
'os': 'operating_system',
'qid': 'plugin_id',
'severity': 'risk',
'title': 'plugin_name'}
def __init__(
self,
@ -850,12 +843,11 @@ class vulnWhispererQualysVuln(vulnWhispererBase):
scan_reference=None,
output_format='json',
cleanup=True):
launched_date
if 'Z' in launched_date:
launched_date = self.qualys_scan.utils.iso_to_epoch(launched_date)
report_name = 'qualys_vuln_' + report_id.replace('/','_') \
+ '_{last_updated}'.format(last_updated=launched_date) \
+ '.json'
+ '.{extension}'.format(extension=output_format)
relative_path_name = self.path_check(report_name)
@ -883,7 +875,8 @@ class vulnWhispererQualysVuln(vulnWhispererBase):
vuln_ready = self.qualys_scan.process_data(scan_id=report_id)
vuln_ready['scan_name'] = scan_name
vuln_ready['scan_reference'] = report_id
vuln_ready.rename(columns=self.COLUMN_MAPPING, inplace=True)
# Map and transform fields
vuln_ready = self.qualys_scan.normalise(vuln_ready)
except Exception as e:
self.logger.error('Could not process {}: {}'.format(report_id, str(e)))
self.exit_code += 1
@ -904,9 +897,7 @@ class vulnWhispererQualysVuln(vulnWhispererBase):
self.record_insert(record_meta)
if output_format == 'json':
with open(relative_path_name, 'w') as f:
f.write(vuln_ready.to_json(orient='records', lines=True))
f.write('\n')
vuln_ready.to_json(relative_path_name, orient='records', lines=True)
self.logger.info('Report written to {}'.format(report_name))
return self.exit_code