Automating VirusTotal's API v3 for IP address and URL analysis w/HTML Reporting. Python script that functions like a CLI tool to interact programmatically with VirusTotal API v3.
License: MIT License
Please help me resolve the following error. I followed the tutorial and had no problems with the installation. I tried to enter an IP list from a txt file and got the error below. Please help me fix it as I am a beginner in Python coding.
Traceback (most recent call last):
File "/home/haha/python-vt/vt-ip-url-analysis.py", line 459, in <module>
urlReportIPLst(args.ip_list)
File "/home/haha/python-vt/vt-ip-url-analysis.py", line 322, in urlReportIPLst
urlReport(i)
File "/home/haha/python-vt/vt-ip-url-analysis.py", line 104, in urlReport
epoch_time = (decodedResponse["data"]["attributes"]["last_analysis_date"])
KeyError: 'data'
Hi, I'm trying to run the script on a WSL VM.
I have done all the steps indicated to use your script and I am getting the following errors:
─$ python vt-ip-url-analysis.py -h
/home/nueve/.local/lib/python3.11/site-packages/requests/init.py:102: RequestsDependencyWarning: urllib3 (1.26.8) or chardet (5.2.0)/charset_normalizer (2.0.10) doesn't match a supported version!
warnings.warn("urllib3 ({}) or chardet ({})/charset_normalizer ({}) doesn't match a supported "
Traceback (most recent call last):
File "init.pxd", line 942, in numpy.import_array
RuntimeError: module compiled against API version 0x10 but this version of numpy is 0xf
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/home/nueve/Automating-VirusTotal-APIv3-for-IPs-and-URLs/vt-ip-url-analysis.py", line 6, in
import pandas as pd
File "/usr/local/lib/python3.11/dist-packages/pandas/init.py", line 22, in
from pandas.compat import (
File "/usr/local/lib/python3.11/dist-packages/pandas/compat/init.py", line 15, in
from pandas.compat.numpy import (
File "/usr/local/lib/python3.11/dist-packages/pandas/compat/numpy/init.py", line 7, in
from pandas.util.version import Version
File "/usr/local/lib/python3.11/dist-packages/pandas/util/init.py", line 1, in
from pandas.util._decorators import ( # noqa
File "/usr/local/lib/python3.11/dist-packages/pandas/util/_decorators.py", line 14, in
from pandas._libs.properties import cache_readonly # noqa
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.11/dist-packages/pandas/_libs/init.py", line 13, in
from pandas._libs.interval import Interval
File "pandas/_libs/interval.pyx", line 1, in init pandas._libs.interval
File "pandas/_libs/hashtable.pyx", line 1, in init pandas._libs.hashtable
File "pandas/_libs/missing.pyx", line 1, in init pandas._libs.missing
File "/usr/local/lib/python3.11/dist-packages/pandas/_libs/tslibs/init.py", line 31, in
from pandas._libs.tslibs.conversion import (
File "pandas/_libs/tslibs/conversion.pyx", line 1, in init pandas._libs.tslibs.conversion
File "pandas/_libs/tslibs/nattype.pyx", line 30, in init pandas._libs.tslibs.nattype
File "init.pxd", line 944, in numpy.import_array
ImportError: numpy.core.multiarray failed to import
Thank you for your work and help.
Hi guys, I cloned the repo and install the dependencies correctly but for some reason it gave me an AttributeError: 'int' object has no attribute 'items' error while trying to create the dataframe with the remaining keys stored in the filteredResponse dictionary (pd.DataFrame.from_dict) - see urlReport(arg) function. Looking into the filteredResponse that's being passed to the DataFrame Pandas function, it seems that it didn't like the "favicon" attribute so I added it to the keys_to_remove array and now everything works fine.
The error:
└─$ python3 vt-ip-url-analysis.py -s google.com
+++++ Print filteredResponse +++++
{'favicon': {'raw_md5': '1631ff32e63a6dcc15469d14c7c94e42', 'dhash': 'e89e931939338ee8'}, 'times_submitted': 166200, 'redirection_chain': ['http://google.com/', 'http://www.google.com/'], 'reputation': 2615, 'has_content': False, 'last_analysis_stats': {'harmless': 81, 'malicious': 0, 'suspicious': 0, 'undetected': 8, 'timeout': 0}}
+++++++++++
Traceback (most recent call last):
File "/home/kali/Desktop/Python-VT-Script/vt-ip-url-analysis.py", line 456, in <module>
urlReport(args.single_entry)
File "/home/kali/Desktop/Python-VT-Script/vt-ip-url-analysis.py", line 167, in urlReport
dataframe = pd.DataFrame.from_dict(filteredResponse, orient='index')
File "/home/kali/Desktop/Python-VT-Script/lib/python3.10/site-packages/pandas/core/frame.py", line 1747, in from_dict
data = _from_nested_dict(data)
File "/home/kali/Desktop/Python-VT-Script/lib/python3.10/site-packages/pandas/core/frame.py", line 12029, in _from_nested_dict
for col, v in s.items():
AttributeError: 'int' object has no attribute 'items'
Below is the filteredResponse received for google.com:
{'favicon': {'raw_md5': '1631ff32e63a6dcc15469d14c7c94e42', 'dhash': 'e89e931939338ee8'}, 'times_submitted': 166198, 'redirection_chain': ['http://google.com/', 'http://www.google.com/'], 'reputation': 2615, 'has_content': False, 'last_analysis_stats': {'harmless': 81, 'malicious': 0, 'suspicious': 0, 'undetected': 8, 'timeout': 0}}
After adding "favicon" to the keys_to_remove attribute:
┌──(Python-VT-Script)─(kali㉿kali)-[~/Desktop/Python-VT-Script]
└─$ python3 vt-ip-url-analysis.py -s google.com
+++++Print filteredResponse +++++
{'times_submitted': 166200, 'redirection_chain': ['http://google.com/', 'http://www.google.com/'], 'reputation': 2615, 'has_content': False, 'last_analysis_stats': {'harmless': 81, 'malicious': 0, 'suspicious': 0, 'undetected': 8, 'timeout': 0}}
+++++++++++
0
times_submitted 166200
redirection_chain [http://google.com/, http://www.google.com/]
reputation 2615
has_content False
last_analysis_stats {'harmless': 81, 'malicious': 0, 'suspicious':...
google.com
community score 0/89 : security vendors flagged this as mali...
has_content False
last_analysis_date Thu Oct 6 10:32:49 2022
last_analysis_stats {'harmless': 81, 'malicious': 0, 'suspicious':...
redirection_chain [http://google.com/, http://www.google.com/]
reputation 2615
times_submitted 166200
virustotal report https://www.virustotal.com/gui/url/cf4b367e49b...
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