def process_request(self, request):
"""Adds is_human field to the request object. This is used to filter non-human
activity from the usage logs"""
user_agent = request.META.get('HTTP_USER_AGENT', None)
request.is_human = True
if user_agent is None or robot_detection.is_robot(user_agent):
request.is_human = False
def process_request(self, request):
"""Add is_human field to the request object.
This is used to filter non-human activity from the usage logs
"""
user_agent = request.META.get('HTTP_USER_AGENT', None)
request.is_human = True
if user_agent is None or robot_detection.is_robot(user_agent):
request.is_human = False
def thread_index(request, mlist_fqdn, threadid, month=None, year=None):
''' Displays all the email for a given thread identifier '''
store = get_store(request)
thread = store.get_thread(mlist_fqdn, threadid)
if not thread:
raise Http404
prev_thread, next_thread = store.get_thread_neighbors(mlist_fqdn, threadid)
sort_mode = request.GET.get("sort", "thread")
set_message_votes(thread.starting_email, request.user)
# Tags
tag_form = AddTagForm()
try:
tags = Tag.objects.filter(threadid=threadid, list_address=mlist_fqdn)
except Tag.DoesNotExist:
tags = []
# Favorites
fav_action = "add"
if request.user.is_authenticated():
try:
Favorite.objects.get(list_address=mlist_fqdn, threadid=threadid,
user=request.user)
except Favorite.DoesNotExist:
pass
else:
fav_action = "rm"
# Category
category, category_form = get_category_widget(request, thread.category)
# Extract relative dates
today = datetime.date.today()
days_old = today - thread.starting_email.date.date()
days_inactive = today - thread.last_email.date.date()
mlist = store.get_list(mlist_fqdn)
subject = stripped_subject(mlist, thread.starting_email.subject)
# Last view
last_view = None
if request.user.is_authenticated():
last_view_obj, created = LastView.objects.get_or_create(
list_address=mlist_fqdn, threadid=threadid, user=request.user)
if not created:
last_view = last_view_obj.view_date
last_view_obj.save() # update timestamp
# get the number of unread messages
if last_view is None:
if request.user.is_authenticated():
unread_count = len(thread)
else:
unread_count = 0
else:
# XXX: Storm-specific
unread_count = thread.replies_after(last_view).count()
# Flash messages
flash_messages = []
flash_msg = request.GET.get("msg")
if flash_msg:
flash_msg = { "type": FLASH_MESSAGES[flash_msg][0],
"msg": FLASH_MESSAGES[flash_msg][1] }
flash_messages.append(flash_msg)
# TODO: eventually move to a middleware ?
# http://djangosnippets.org/snippets/1865/
is_bot = True
user_agent = request.META.get('HTTP_USER_AGENT', None)
if user_agent:
is_bot = robot_detection.is_robot(user_agent)
context = {
'mlist': mlist,
'threadid': threadid,
'subject': subject,
'tags': tags,
'addtag_form': tag_form,
'month': thread.date_active,
'first_mail': thread.starting_email,
'neighbors': (prev_thread, next_thread),
'months_list': get_months(store, mlist.name),
'days_inactive': days_inactive.days,
'days_old': days_old.days,
'sort_mode': sort_mode,
'fav_action': fav_action,
'reply_form': ReplyForm(),
'is_bot': is_bot,
'num_comments': len(thread),
'participants': thread.participants,
'last_view': last_view,
'unread_count': unread_count,
'category_form': category_form,
'category': category,
'flash_messages': flash_messages,
}
context["participants"].sort(key=lambda x: x[0].lower())
if is_bot:
# Don't rely on AJAX to load the replies
# The limit is a safety measure, don't let a bot kill the DB
context["replies"] = _get_thread_replies(request, thread, limit=1000)
return render(request, "thread.html", context)
def testFunc(self):
self.assertTrue(robot_detection.is_robot(user_agent))
def thread_index(request, mlist_fqdn, threadid, month=None, year=None):
''' Displays all the email for a given thread identifier '''
mlist = get_object_or_404(MailingList, name=mlist_fqdn)
thread = get_object_or_404(Thread, mailinglist=mlist, thread_id=threadid)
starting_email = thread.starting_email
sort_mode = request.GET.get("sort", "thread")
if request.user.is_authenticated():
starting_email.myvote = starting_email.votes.filter(
user=request.user).first()
else:
starting_email.myvote = None
# Tags
tag_form = AddTagForm()
# Favorites
fav_action = "add"
if request.user.is_authenticated() and Favorite.objects.filter(
thread=thread, user=request.user).exists():
fav_action = "rm"
# Category
category, category_form = get_category_widget(request, thread.category)
# Extract relative dates
today = datetime.date.today()
days_old = today - starting_email.date.date()
days_inactive = today - thread.date_active.date()
subject = stripped_subject(mlist, starting_email.subject)
# Last view
last_view = None
if request.user.is_authenticated():
last_view_obj, created = LastView.objects.get_or_create(
thread=thread, user=request.user)
if not created:
last_view = last_view_obj.view_date
last_view_obj.save() # update timestamp
# get the number of unread messages
if last_view is None:
if request.user.is_authenticated():
unread_count = thread.emails_count
else:
unread_count = 0
else:
unread_count = thread.emails.filter(date__gt=last_view).count()
# TODO: eventually move to a middleware ?
# http://djangosnippets.org/snippets/1865/
user_agent = request.META.get('HTTP_USER_AGENT', None)
if user_agent:
is_bot = robot_detection.is_robot(user_agent)
else:
is_bot = True
# Export button
export = {
"url":
"%s?thread=%s" %
(reverse("hk_list_export_mbox",
kwargs={
"mlist_fqdn": mlist.name,
"filename": "%s-%s" % (mlist.name, thread.thread_id)
}), thread.thread_id),
"message":
_("Download"),
"title":
_("This thread in gzipped mbox format"),
}
context = {
'mlist': mlist,
'thread': thread,
'starting_email': starting_email,
'subject': subject,
'addtag_form': tag_form,
'month': thread.date_active,
'months_list': get_months(mlist),
'days_inactive': days_inactive.days,
'days_old': days_old.days,
'sort_mode': sort_mode,
'fav_action': fav_action,
'reply_form': get_posting_form(ReplyForm, request, mlist),
'is_bot': is_bot,
'num_comments': thread.emails_count - 1,
'last_view': last_view,
'unread_count': unread_count,
'category_form': category_form,
'category': category,
'export': export,
}
if is_bot:
# Don't rely on AJAX to load the replies
# The limit is a safety measure, don't let a bot kill the DB
context["replies"] = _get_thread_replies(request, thread, limit=1000)
return render(request, "hyperkitty/thread.html", context)
def testFunc(self):
self.assertTrue(robot_detection.is_robot(user_agent))
def is_human(user_agent):
if robot_detection.is_robot(user_agent):
return False
return True
def thread_index(request, mlist_fqdn, threadid, month=None, year=None):
''' Displays all the email for a given thread identifier '''
# pylint: disable=unused-argument
mlist = get_object_or_404(MailingList, name=mlist_fqdn)
thread = get_object_or_404(Thread, mailinglist=mlist, thread_id=threadid)
starting_email = thread.starting_email
sort_mode = request.GET.get("sort", "thread")
if request.user.is_authenticated():
starting_email.myvote = starting_email.votes.filter(
user=request.user).first()
else:
starting_email.myvote = None
# Tags
tag_form = AddTagForm()
# Favorites
fav_action = "add"
if request.user.is_authenticated() and Favorite.objects.filter(
thread=thread, user=request.user).exists():
fav_action = "rm"
# Category
category, category_form = get_category_widget(request, thread.category)
# Extract relative dates
today = datetime.date.today()
days_old = today - starting_email.date.date()
days_inactive = today - thread.date_active.date()
subject = stripped_subject(mlist, starting_email.subject)
# Last view
last_view = None
if request.user.is_authenticated():
last_view_obj, created = LastView.objects.get_or_create(
thread=thread, user=request.user)
if not created:
last_view = last_view_obj.view_date
last_view_obj.save() # update timestamp
# get the number of unread messages
if last_view is None:
if request.user.is_authenticated():
unread_count = thread.emails_count
else:
unread_count = 0
else:
unread_count = thread.emails.filter(date__gt=last_view).count()
# TODO: eventually move to a middleware ?
# http://djangosnippets.org/snippets/1865/
user_agent = request.META.get('HTTP_USER_AGENT', None)
if user_agent:
is_bot = robot_detection.is_robot(user_agent)
else:
is_bot = True
# Export button
export = {
"url": "%s?thread=%s" % (
reverse("hk_list_export_mbox", kwargs={
"mlist_fqdn": mlist.name,
"filename": "%s-%s" % (mlist.name, thread.thread_id)}),
thread.thread_id),
"message": _("Download"),
"title": _("This thread in gzipped mbox format"),
}
context = {
'mlist': mlist,
'thread': thread,
'starting_email': starting_email,
'subject': subject,
'addtag_form': tag_form,
'month': thread.date_active,
'months_list': get_months(mlist),
'days_inactive': days_inactive.days,
'days_old': days_old.days,
'sort_mode': sort_mode,
'fav_action': fav_action,
'reply_form': get_posting_form(ReplyForm, request, mlist),
'is_bot': is_bot,
'num_comments': thread.emails_count - 1,
'last_view': last_view,
'unread_count': unread_count,
'category_form': category_form,
'category': category,
'export': export,
}
if is_bot:
# Don't rely on AJAX to load the replies
# The limit is a safety measure, don't let a bot kill the DB
context["replies"] = _get_thread_replies(request, thread, limit=1000)
return render(request, "hyperkitty/thread.html", context)
def thread_index(request, mlist_fqdn, threadid, month=None, year=None):
''' Displays all the email for a given thread identifier '''
# pylint: disable=unused-argument
mlist = get_object_or_404(MailingList, name=mlist_fqdn)
thread = get_object_or_404(Thread, mailinglist=mlist, thread_id=threadid)
starting_email = thread.starting_email
sort_mode = request.GET.get("sort", "thread")
if request.user.is_authenticated():
starting_email.myvote = starting_email.votes.filter(
user=request.user).first()
else:
starting_email.myvote = None
# Tags
tag_form = AddTagForm()
# Favorites
fav_action = "add"
if request.user.is_authenticated() and Favorite.objects.filter(
thread=thread, user=request.user).exists():
fav_action = "rm"
# Category
categories = [ (c.name, c.name.upper())
for c in ThreadCategory.objects.all() ] \
+ [("", "no category")]
category, category_form = get_category_widget(request, thread.category,
categories)
# Extract relative dates
today = datetime.date.today()
days_old = today - starting_email.date.date()
days_inactive = today - thread.date_active.date()
subject = stripped_subject(mlist, starting_email.subject)
# Last view
last_view = None
if request.user.is_authenticated():
last_view_obj, created = LastView.objects.get_or_create(
thread=thread, user=request.user)
if not created:
last_view = last_view_obj.view_date
last_view_obj.save() # update timestamp
# get the number of unread messages
if last_view is None:
if request.user.is_authenticated():
unread_count = thread.emails_count
else:
unread_count = 0
else:
unread_count = thread.emails.filter(date__gt=last_view).count()
# Flash messages
flash_messages = []
flash_msg = request.GET.get("msg")
if flash_msg:
flash_msg = {
"type": FLASH_MESSAGES[flash_msg][0],
"msg": FLASH_MESSAGES[flash_msg][1]
}
flash_messages.append(flash_msg)
# TODO: eventually move to a middleware ?
# http://djangosnippets.org/snippets/1865/
user_agent = request.META.get('HTTP_USER_AGENT', None)
if user_agent:
is_bot = robot_detection.is_robot(user_agent)
else:
is_bot = True
context = {
'mlist': mlist,
'thread': thread,
'starting_email': starting_email,
'subject': subject,
'addtag_form': tag_form,
'month': thread.date_active,
'months_list': get_months(mlist),
'days_inactive': days_inactive.days,
'days_old': days_old.days,
'sort_mode': sort_mode,
'fav_action': fav_action,
'reply_form': ReplyForm(),
'is_bot': is_bot,
'num_comments': thread.emails_count - 1,
'last_view': last_view,
'unread_count': unread_count,
'category_form': category_form,
'category': category,
'flash_messages': flash_messages,
}
if is_bot:
# Don't rely on AJAX to load the replies
# The limit is a safety measure, don't let a bot kill the DB
context["replies"] = _get_thread_replies(request, thread, limit=1000)
return render(request, "hyperkitty/thread.html", context)
def thread_index(request, mlist_fqdn, threadid, month=None, year=None):
''' Displays all the email for a given thread identifier '''
search_form = SearchForm(auto_id=False)
store = get_store(request)
thread = store.get_thread(mlist_fqdn, threadid)
if not thread:
raise Http404
prev_thread, next_thread = store.get_thread_neighbors(mlist_fqdn, threadid)
sort_mode = request.GET.get("sort", "thread")
set_message_votes(thread.starting_email, request.user)
from_url = reverse("thread", kwargs={"mlist_fqdn":mlist_fqdn,
"threadid":threadid})
# Tags
tag_form = AddTagForm(initial={'from_url' : from_url})
try:
tags = Tag.objects.filter(threadid=threadid, list_address=mlist_fqdn)
except Tag.DoesNotExist:
tags = []
# Favorites
fav_action = "add"
if request.user.is_authenticated():
try:
Favorite.objects.get(list_address=mlist_fqdn, threadid=threadid,
user=request.user)
except Favorite.DoesNotExist:
pass
else:
fav_action = "rm"
# Extract relative dates
today = datetime.date.today()
days_old = today - thread.starting_email.date.date()
days_inactive = today - thread.last_email.date.date()
mlist = store.get_list(mlist_fqdn)
subject = stripped_subject(mlist, thread.starting_email.subject)
# TODO: eventually move to a middleware ?
# http://djangosnippets.org/snippets/1865/
is_bot = True
user_agent = request.META.get('HTTP_USER_AGENT', None)
if user_agent:
is_bot = robot_detection.is_robot(user_agent)
context = {
'mlist': mlist,
'threadid': threadid,
'subject': subject,
'tags': tags,
'search_form': search_form,
'addtag_form': tag_form,
'month': thread.date_active,
'first_mail': thread.starting_email,
'neighbors': (prev_thread, next_thread),
'months_list': get_months(store, mlist.name),
'days_inactive': days_inactive.days,
'days_old': days_old.days,
'sort_mode': sort_mode,
'fav_action': fav_action,
'reply_form': ReplyForm(),
'is_bot': is_bot,
'participants': thread.participants,
}
context["participants"].sort(key=lambda x: x[0].lower())
if is_bot:
# Don't rely on AJAX to load the replies
context["replies"] = _get_thread_replies(request, thread)
return render(request, "thread.html", context)
def thread_index(request, mlist_fqdn, threadid, month=None, year=None):
''' Displays all the email for a given thread identifier '''
store = get_store(request)
thread = store.get_thread(mlist_fqdn, threadid)
if not thread:
raise Http404
prev_thread, next_thread = store.get_thread_neighbors(mlist_fqdn, threadid)
sort_mode = request.GET.get("sort", "thread")
set_message_votes(thread.starting_email, request.user)
# Tags
tag_form = AddTagForm()
try:
tags = Tag.objects.filter(threadid=threadid, list_address=mlist_fqdn)
except Tag.DoesNotExist:
tags = []
# Favorites
fav_action = "add"
if request.user.is_authenticated():
try:
Favorite.objects.get(list_address=mlist_fqdn,
threadid=threadid,
user=request.user)
except Favorite.DoesNotExist:
pass
else:
fav_action = "rm"
# Category
category, category_form = get_category_widget(request, thread.category)
# Extract relative dates
today = datetime.date.today()
days_old = today - thread.starting_email.date.date()
days_inactive = today - thread.last_email.date.date()
mlist = store.get_list(mlist_fqdn)
subject = stripped_subject(mlist, thread.starting_email.subject)
# Last view
last_view = None
if request.user.is_authenticated():
last_view_obj, created = LastView.objects.get_or_create(
list_address=mlist_fqdn, threadid=threadid, user=request.user)
if not created:
last_view = last_view_obj.view_date
last_view_obj.save() # update timestamp
# get the number of unread messages
if last_view is None:
if request.user.is_authenticated():
unread_count = len(thread)
else:
unread_count = 0
else:
# XXX: Storm-specific
unread_count = thread.replies_after(last_view).count()
# Flash messages
flash_messages = []
flash_msg = request.GET.get("msg")
if flash_msg:
flash_msg = {
"type": FLASH_MESSAGES[flash_msg][0],
"msg": FLASH_MESSAGES[flash_msg][1]
}
flash_messages.append(flash_msg)
# TODO: eventually move to a middleware ?
# http://djangosnippets.org/snippets/1865/
is_bot = True
user_agent = request.META.get('HTTP_USER_AGENT', None)
if user_agent:
is_bot = robot_detection.is_robot(user_agent)
context = {
'mlist': mlist,
'threadid': threadid,
'subject': subject,
'tags': tags,
'addtag_form': tag_form,
'month': thread.date_active,
'first_mail': thread.starting_email,
'neighbors': (prev_thread, next_thread),
'months_list': get_months(store, mlist.name),
'days_inactive': days_inactive.days,
'days_old': days_old.days,
'sort_mode': sort_mode,
'fav_action': fav_action,
'reply_form': ReplyForm(),
'is_bot': is_bot,
'num_comments': len(thread),
'participants': thread.participants,
'last_view': last_view,
'unread_count': unread_count,
'category_form': category_form,
'category': category,
'flash_messages': flash_messages,
}
context["participants"].sort(key=lambda x: x[0].lower())
if is_bot:
# Don't rely on AJAX to load the replies
# The limit is a safety measure, don't let a bot kill the DB
context["replies"] = _get_thread_replies(request, thread, limit=1000)
return render(request, "thread.html", context)
def thread_index(request, mlist_fqdn, threadid, month=None, year=None):
''' Displays all the email for a given thread identifier '''
search_form = SearchForm(auto_id=False)
store = get_store(request)
thread = store.get_thread(mlist_fqdn, threadid)
if not thread:
raise Http404
prev_thread, next_thread = store.get_thread_neighbors(mlist_fqdn, threadid)
sort_mode = request.GET.get("sort", "thread")
set_message_votes(thread.starting_email, request.user)
from_url = reverse("thread",
kwargs={
"mlist_fqdn": mlist_fqdn,
"threadid": threadid
})
# Tags
tag_form = AddTagForm(initial={'from_url': from_url})
try:
tags = Tag.objects.filter(threadid=threadid, list_address=mlist_fqdn)
except Tag.DoesNotExist:
tags = []
# Favorites
fav_action = "add"
if request.user.is_authenticated():
try:
Favorite.objects.get(list_address=mlist_fqdn,
threadid=threadid,
user=request.user)
except Favorite.DoesNotExist:
pass
else:
fav_action = "rm"
# Extract relative dates
today = datetime.date.today()
days_old = today - thread.starting_email.date.date()
days_inactive = today - thread.last_email.date.date()
mlist = store.get_list(mlist_fqdn)
subject = stripped_subject(mlist, thread.starting_email.subject)
# TODO: eventually move to a middleware ?
# http://djangosnippets.org/snippets/1865/
is_bot = True
user_agent = request.META.get('HTTP_USER_AGENT', None)
if user_agent:
is_bot = robot_detection.is_robot(user_agent)
context = {
'mlist': mlist,
'threadid': threadid,
'subject': subject,
'tags': tags,
'search_form': search_form,
'addtag_form': tag_form,
'month': thread.date_active,
'first_mail': thread.starting_email,
'neighbors': (prev_thread, next_thread),
'months_list': get_months(store, mlist.name),
'days_inactive': days_inactive.days,
'days_old': days_old.days,
'sort_mode': sort_mode,
'fav_action': fav_action,
'reply_form': ReplyForm(),
'is_bot': is_bot,
'participants': thread.participants,
}
context["participants"].sort(key=lambda x: x[0].lower())
if is_bot:
# Don't rely on AJAX to load the replies
context["replies"] = _get_thread_replies(request, thread)
return render(request, "thread.html", context)
def thread_index(request, mlist_fqdn, threadid, month=None, year=None):
''' Displays all the email for a given thread identifier '''
# pylint: disable=unused-argument
mlist = get_object_or_404(MailingList, name=mlist_fqdn)
thread = get_object_or_404(Thread, mailinglist=mlist, thread_id=threadid)
starting_email = thread.starting_email
sort_mode = request.GET.get("sort", "thread")
if request.user.is_authenticated():
starting_email.myvote = starting_email.votes.filter(
user=request.user).first()
else:
starting_email.myvote = None
# Tags
tag_form = AddTagForm()
# Favorites
fav_action = "add"
if request.user.is_authenticated() and Favorite.objects.filter(
thread=thread, user=request.user).exists():
fav_action = "rm"
# Category
categories = [ (c.name, c.name.upper())
for c in ThreadCategory.objects.all() ] \
+ [("", "no category")]
category, category_form = get_category_widget(
request, thread.category, categories)
# Extract relative dates
today = datetime.date.today()
days_old = today - starting_email.date.date()
days_inactive = today - thread.date_active.date()
subject = stripped_subject(mlist, starting_email.subject)
# Last view
last_view = None
if request.user.is_authenticated():
last_view_obj, created = LastView.objects.get_or_create(
thread=thread, user=request.user)
if not created:
last_view = last_view_obj.view_date
last_view_obj.save() # update timestamp
# get the number of unread messages
if last_view is None:
if request.user.is_authenticated():
unread_count = thread.emails_count
else:
unread_count = 0
else:
unread_count = thread.emails.filter(date__gt=last_view).count()
# Flash messages
flash_messages = []
flash_msg = request.GET.get("msg")
if flash_msg:
flash_msg = { "type": FLASH_MESSAGES[flash_msg][0],
"msg": FLASH_MESSAGES[flash_msg][1] }
flash_messages.append(flash_msg)
# TODO: eventually move to a middleware ?
# http://djangosnippets.org/snippets/1865/
user_agent = request.META.get('HTTP_USER_AGENT', None)
if user_agent:
is_bot = robot_detection.is_robot(user_agent)
else:
is_bot = True
context = {
'mlist': mlist,
'thread': thread,
'starting_email': starting_email,
'subject': subject,
'addtag_form': tag_form,
'month': thread.date_active,
'months_list': get_months(mlist),
'days_inactive': days_inactive.days,
'days_old': days_old.days,
'sort_mode': sort_mode,
'fav_action': fav_action,
'reply_form': ReplyForm(),
'is_bot': is_bot,
'num_comments': thread.emails_count - 1,
'last_view': last_view,
'unread_count': unread_count,
'category_form': category_form,
'category': category,
'flash_messages': flash_messages,
}
if is_bot:
# Don't rely on AJAX to load the replies
# The limit is a safety measure, don't let a bot kill the DB
context["replies"] = _get_thread_replies(request, thread, limit=1000)
return render(request, "hyperkitty/thread.html", context)
def flag_robots(doc):
"""Flag events which are created by robots."""
doc['is_robot'] = 'user_agent' in doc and is_robot(doc['user_agent'])
return doc
def create_training_data(event, context):
logging.info(json.dumps({'event': event}))
correlation_id = get_correlation_id(event=event)
s3_resource = boto3.resource('s3')
data = open('./data.log')
reader = geoip2.database.Reader('./GeoLite2-City.mmdb')
parsed = cloudfront_log_parser.parse(data)
output = io.StringIO()
fieldnames = [
'ip_address', 'day_of_week', 'hour_of_day', 'minute_of_hour', 'edge',
'response_size', 'http_method', 'cloudfront_host', 'path',
'status_code', 'status_code_group', 'aborted', 'referrer',
'user_agent', 'browser_family', 'browser_version', 'os_family',
'os_version', 'device', 'is_mobile', 'is_tablet', 'is_pc',
'is_touch_capable', 'is_bot', 'querystring', 'edge_result_type',
'request_host', 'request_protocol', 'request_size',
'response_duration', 'ssl_protocol', 'ssl_cypher',
'edge_response_result_type', 'country', 'city', 'latitude',
'longitude', 'is_malicious_bot'
]
writer = csv.DictWriter(output,
fieldnames=fieldnames,
quoting=csv.QUOTE_NONNUMERIC)
writer.writeheader()
return_object = []
pool = ThreadPool(12)
return_object = pool.starmap(format_data,
zip(parsed, itertools.repeat(reader)))
pool.close()
pool.join()
reader.close()
# with ThreadPoolExecutor(max_workers=12) as executor:
# for arg in zip(parsed, itertools.repeat(reader)):
# future = executor.submit(format_data, arg)
# return_object = future.result()
whitelisted_ips = ['']
bad_ips = ['111.88.139.9', '111.88.139.9']
bad_agents = [
'curl', 'wget', 'Python', 'python', 'ruby', '-', 'Java', 'PhantomJS'
]
logging.debug(
json.dumps({
'message': 'multithreaded return object',
'object': '{}'.format(return_object)
}))
for row in return_object:
is_malicious_bot = True
for i in bad_agents:
if i in row['user_agent']:
is_malicious_bot = True
if robot_detection.is_robot(row['ip_address']):
is_malicious_bot = False
if row['ip_address'] in whitelisted_ips:
is_malicious_bot = False
if row['ip_address'] in bad_ips:
is_malicious_bot = True
if 'health' in row['path']:
is_malicious_bot = False
row['is_malicious_bot'] = is_malicious_bot
# Ignore this metadata when training
row['ip_address'] = ''
row['request_host'] = ''
writer.writerow(row)
s3_resource.Object(os.environ['TRANSFORMED_BUCKET'],
"training-data.csv").put(Body=output.getvalue())
logging.info(json.dumps({'message': 'Done!'}))
def is_human(user_agent):
if robot_detection.is_robot(user_agent):
return False
return True