A notebook for initial exploration of the VCDB Community Dataset
In [2]:
import pandas as pd
import numpy as np
import matplotlib as mpl
import pylab as pl
import seaborn as sns
In [ ]:
% pylab inline
In [11]:
"""
Load the dataset from the CSV file
"""
# originally in C:\Users\Eves\Documents\GitHub\soteria\notebooks
# want to get to C:\Users\Eves\Documents\GitHub\soteria\data\vcdb_fully_processed.csv
csvpath = '../data/vcdb_fully_processed_utf8.csv'
df_raw = pd.read_csv(csvpath)
#df_raw.head()
df_raw.ix[0]
Out[11]:
incident_id 0012CC25-9167-40D8-8FE3-3D0DFD8FB6BB
reference http://www.publicservice.co.uk/news_story.asp?...
security_incident Confirmed
victim.country GB
victim.employee_count Unknown
victim.industry All Other Information Services
victim.revenue.amount NaN
victim.state NaN
victim.victim_id Universal Jobmatch
actor.external.motive.Espionage 0
actor.external.motive.Financial 1
actor.external.motive.Fun 0
actor.external.motive.Grudge 0
actor.external.motive.Ideology 0
actor.external.motive.NA 0
...
attribute.integrity.variety.Modify.privileges 0
attribute.integrity.variety.Other 0
attribute.integrity.variety.Software.installation 0
attribute.integrity.variety.Unknown 0
attribute.availability.variety.Degradation 0
attribute.availability.variety.Destruction 0
attribute.availability.variety.Interruption 0
attribute.availability.variety.Loss 0
attribute.availability.variety.Obscuration 0
attribute.availability.variety.Other 0
timeline.discovery.day_count NaN
timeline.incident.day NaN
timeline.incident.month NaN
timeline.incident.year 2012
discovery_method Unknown
Name: 0, Length: 325, dtype: object
In [14]:
"""
Check the columns in our dataset
"""
cols = df_raw.columns
for i,col in enumerate(cols):
print(i, col)
0 incident_id
1 reference
2 security_incident
3 victim.country
4 victim.employee_count
5 victim.industry
6 victim.revenue.amount
7 victim.state
8 victim.victim_id
9 actor.external.motive.Espionage
10 actor.external.motive.Financial
11 actor.external.motive.Fun
12 actor.external.motive.Grudge
13 actor.external.motive.Ideology
14 actor.external.motive.NA
15 actor.external.motive.Other
16 actor.external.motive.Unknown
17 actor.external.variety.Acquaintance
18 actor.external.variety.Activist
19 actor.external.variety.Competitor
20 actor.external.variety.Customer
21 actor.external.variety.Force.majeure
22 actor.external.variety.Former.employee
23 actor.external.variety.Nation.state
24 actor.external.variety.Organized.crime
25 actor.external.variety.Other
26 actor.external.variety.State.affiliated
27 actor.external.variety.Unaffiliated
28 actor.external.variety.Unknown
29 actor.external
30 actor.internal.motive.Convenience
31 actor.internal.motive.Espionage
32 actor.internal.motive.Fear
33 actor.internal.motive.Financial
34 actor.internal.motive.Fun
35 actor.internal.motive.Grudge
36 actor.internal.motive.Ideology
37 actor.internal.motive.NA
38 actor.internal.motive.Other
39 actor.internal.motive.Unknown
40 actor.internal.variety.Call.center
41 actor.internal.variety.Cashier
42 actor.internal.variety.Developer
43 actor.internal.variety.End.user
44 actor.internal.variety.Executive
45 actor.internal.variety.Finance
46 actor.internal.variety.Helpdesk
47 actor.internal.variety.Human.resources
48 actor.internal.variety.Maintenance
49 actor.internal.variety.Manager
50 actor.internal.variety.Other
51 actor.internal.variety.System.admin
52 actor.internal.variety.Unknown
53 actor.internal
54 actor.partner.motive.Convenience
55 actor.partner.motive.Financial
56 actor.partner.motive.Fun
57 actor.partner.motive.NA
58 actor.partner.motive.Other
59 actor.partner.motive.Unknown
60 actor.partner
61 actor.unknown
62 action.malware.variety.Adminware
63 action.malware.variety.Backdoor
64 action.malware.variety.Brute.force
65 action.malware.variety.C2
66 action.malware.variety.Capture.app.data
67 action.malware.variety.Capture.stored.data
68 action.malware.variety.Client.side.attack
69 action.malware.variety.Destroy.data
70 action.malware.variety.Disable.controls
71 action.malware.variety.DoS
72 action.malware.variety.Downloader
73 action.malware.variety.Exploit.vuln
74 action.malware.variety.Export.data
75 action.malware.variety.Other
76 action.malware.variety.Packet.sniffer
77 action.malware.variety.Password.dumper
78 action.malware.variety.Ram.scraper
79 action.malware.variety.Ransomware
80 action.malware.variety.Rootkit
81 action.malware.variety.Scan.network
82 action.malware.variety.Spam
83 action.malware.variety.Spyware.Keylogger
84 action.malware.variety.Unknown
85 action.malware.vector.Direct.install
86 action.malware.vector.Download.by.malware
87 action.malware.vector.Email.attachment
88 action.malware.vector.Email.autoexecute
89 action.malware.vector.Email.link
90 action.malware.vector.Other
91 action.malware.vector.Remote.injection
92 action.malware.vector.Unknown
93 action.malware.vector.Web.drive.by
94 action.malware
95 action.hacking.variety.Abuse.of.functionality
96 action.hacking.variety.Brute.force
97 action.hacking.variety.Cryptanalysis
98 action.hacking.variety.DoS
99 action.hacking.variety.Forced.browsing
100 action.hacking.variety.MitM
101 action.hacking.variety.Other
102 action.hacking.variety.Path.traversal
103 action.hacking.variety.RFI
104 action.hacking.variety.SQLi
105 action.hacking.variety.SSI.injection
106 action.hacking.variety.Unknown
107 action.hacking.variety.Use.of.backdoor.or.C2
108 action.hacking.variety.Use.of.stolen.creds
109 action.hacking.variety.XSS
110 action.hacking.vector.3rd.party.desktop
111 action.hacking.vector.Backdoor.or.C2
112 action.hacking.vector.Command.shell
113 action.hacking.vector.Desktop.sharing
114 action.hacking.vector.Other
115 action.hacking.vector.Partner
116 action.hacking.vector.Physical.access
117 action.hacking.vector.Unknown
118 action.hacking.vector.VPN
119 action.hacking.vector.Web.application
120 action.hacking
121 action.social.target.Call.center
122 action.social.target.Cashier
123 action.social.target.Customer
124 action.social.target.End.user
125 action.social.target.Executive
126 action.social.target.Finance
127 action.social.target.Maintenance
128 action.social.target.Manager
129 action.social.target.Other
130 action.social.target.Partner
131 action.social.target.System.admin
132 action.social.target.Unknown
133 action.social.variety.Baiting
134 action.social.variety.Bribery
135 action.social.variety.Elicitation
136 action.social.variety.Extortion
137 action.social.variety.Forgery
138 action.social.variety.Influence
139 action.social.variety.Other
140 action.social.variety.Phishing
141 action.social.variety.Pretexting
142 action.social.variety.Scam
143 action.social.variety.Unknown
144 action.social.vector.Documents
145 action.social.vector.Email
146 action.social.vector.IM
147 action.social.vector.In.person
148 action.social.vector.Phone
149 action.social.vector.SMS
150 action.social.vector.Software
151 action.social.vector.Unknown
152 action.social.vector.Website
153 action.social
154 action.misuse.variety.Data.mishandling
155 action.misuse.variety.Email.misuse
156 action.misuse.variety.Embezzlement
157 action.misuse.variety.Illicit.content
158 action.misuse.variety.Knowledge.abuse
159 action.misuse.variety.Net.misuse
160 action.misuse.variety.Privilege.abuse
161 action.misuse.variety.Unapproved.hardware
162 action.misuse.variety.Unapproved.software
163 action.misuse.variety.Unapproved.workaround
164 action.misuse.variety.Unknown
165 action.misuse.vector.LAN.access
166 action.misuse.vector.Non.corporate
167 action.misuse.vector.Other
168 action.misuse.vector.Physical.access
169 action.misuse.vector.Remote.access
170 action.misuse.vector.Unknown
171 action.misuse
172 action.physical.location.Other
173 action.physical.location.Partner.facility
174 action.physical.location.Partner.vehicle
175 action.physical.location.Personal.residence
176 action.physical.location.Personal.vehicle
177 action.physical.location.Public.facility
178 action.physical.location.Public.vehicle
179 action.physical.location.Unknown
180 action.physical.location.Victim.grounds
181 action.physical.location.Victim.public.area
182 action.physical.location.Victim.secure.area
183 action.physical.location.Victim.work.area
184 action.physical.variety.Connection
185 action.physical.variety.Other
186 action.physical.variety.Snooping
187 action.physical.variety.Surveillance
188 action.physical.variety.Tampering
189 action.physical.variety.Theft
190 action.physical.variety.Unknown
191 action.physical.variety.Wiretapping
192 action.physical.vector.Bypassed.controls
193 action.physical.vector.Disabled.controls
194 action.physical.vector.Privileged.access
195 action.physical.vector.Uncontrolled.location
196 action.physical.vector.Unknown
197 action.physical.vector.Visitor.privileges
198 action.physical
199 action.error.variety.Classification.error
200 action.error.variety.Data.entry.error
201 action.error.variety.Disposal.error
202 action.error.variety.Gaffe
203 action.error.variety.Loss
204 action.error.variety.Maintenance.error
205 action.error.variety.Malfunction
206 action.error.variety.Misconfiguration
207 action.error.variety.Misdelivery
208 action.error.variety.Omission
209 action.error.variety.Other
210 action.error.variety.Programming.error
211 action.error.variety.Publishing.error
212 action.error.variety.Unknown
213 action.error.vector.Carelessness
214 action.error.vector.Inadequate.personnel
215 action.error.vector.Inadequate.processes
216 action.error.vector.Inadequate.technology
217 action.error.vector.Other
218 action.error.vector.Random.error
219 action.error.vector.Unknown
220 action.error
221 action.environmental.variety.Fire
222 action.environmental.variety.Humidity
223 action.environmental.variety.Power.failure
224 action.environmental
225 action.unknown
226 asset.accessibility
227 asset.cloud
228 asset.hosting
229 asset.ownership
230 asset.assets.Kiosk.Term
231 asset.assets.Media
232 asset.assets.Network
233 asset.assets.Person
234 asset.assets.Server
235 asset.assets.Unknown
236 asset.assets.User.Dev
237 asset.assets.variety.M...Disk.drive
238 asset.assets.variety.M...Disk.media
239 asset.assets.variety.M...Documents
240 asset.assets.variety.M...Flash.drive
241 asset.assets.variety.M...Other
242 asset.assets.variety.M...Payment.card
243 asset.assets.variety.M...Smart.card
244 asset.assets.variety.M...Tapes
245 asset.assets.variety.N...Access.reader
246 asset.assets.variety.N...Broadband
247 asset.assets.variety.N...Camera
248 asset.assets.variety.N...Firewall
249 asset.assets.variety.N...LAN
250 asset.assets.variety.N...Other
251 asset.assets.variety.N...PBX
252 asset.assets.variety.N...Private.WAN
253 asset.assets.variety.N...Router.or.switch
254 asset.assets.variety.N...SAN
255 asset.assets.variety.N...Telephone
256 asset.assets.variety.N...WLAN
257 asset.assets.variety.P...Call.center
258 asset.assets.variety.P...Cashier
259 asset.assets.variety.P...Customer
260 asset.assets.variety.P...End.user
261 asset.assets.variety.P...Executive
262 asset.assets.variety.P...Finance
263 asset.assets.variety.P...Maintenance
264 asset.assets.variety.P...Manager
265 asset.assets.variety.P...Other
266 asset.assets.variety.P...Partner
267 asset.assets.variety.P...System.admin
268 asset.assets.variety.S...Authentication
269 asset.assets.variety.S...Backup
270 asset.assets.variety.S...Code.repository
271 asset.assets.variety.S...Database
272 asset.assets.variety.S...Directory
273 asset.assets.variety.S...DNS
274 asset.assets.variety.S...File
275 asset.assets.variety.S...Mail
276 asset.assets.variety.S...Mainframe
277 asset.assets.variety.S...Other
278 asset.assets.variety.S...Payment.switch
279 asset.assets.variety.S...POS.controller
280 asset.assets.variety.S...Remote.access
281 asset.assets.variety.S...SCADA
282 asset.assets.variety.S...VM.host
283 asset.assets.variety.S...Web.application
284 asset.assets.variety.T...ATM
285 asset.assets.variety.T...Gas.terminal
286 asset.assets.variety.T...Kiosk
287 asset.assets.variety.T...Other
288 asset.assets.variety.T...PED.pad
289 asset.assets.variety.U...Desktop
290 asset.assets.variety.U...Laptop
291 asset.assets.variety.U...Media
292 asset.assets.variety.U...Mobile.phone
293 asset.assets.variety.U...Other
294 asset.assets.variety.U...Peripheral
295 asset.assets.variety.U...POS.terminal
296 asset.assets.variety.U...Tablet
297 asset.assets.variety.U...Telephone
298 asset.assets.variety.Unknown
299 attribute.confidentiality.data_disclosure
300 attribute.confidentiality.data_total
301 attribute.integrity.variety.Alter.behavior
302 attribute.integrity.variety.Created.account
303 attribute.integrity.variety.Fraudulent.transaction
304 attribute.integrity.variety.Hardware.tampering
305 attribute.integrity.variety.Log.tampering
306 attribute.integrity.variety.Misappropriation
307 attribute.integrity.variety.Misrepresentation
308 attribute.integrity.variety.Modify.configuration
309 attribute.integrity.variety.Modify.data
310 attribute.integrity.variety.Modify.privileges
311 attribute.integrity.variety.Other
312 attribute.integrity.variety.Software.installation
313 attribute.integrity.variety.Unknown
314 attribute.availability.variety.Degradation
315 attribute.availability.variety.Destruction
316 attribute.availability.variety.Interruption
317 attribute.availability.variety.Loss
318 attribute.availability.variety.Obscuration
319 attribute.availability.variety.Other
320 timeline.discovery.day_count
321 timeline.incident.day
322 timeline.incident.month
323 timeline.incident.year
324 discovery_method
In [17]:
(df_raw['actor.external.motive.Espionage'] * df_raw['actor.external.motive.Financial']).sum()
Out[17]:
0
In [19]:
(df_raw['actor.external.variety.Former.employee'] * df_raw['actor.external.motive.Financial']).sum()
Out[19]:
11
In [20]:
column1= 'actor.external.variety.Former.employee'
column2 = 'actor.external.motive.Financial'
In [22]:
(df_raw[column1]*df_raw[column2]).sum() # common/overlap
Out[22]:
11
In [26]:
(df_raw[column1]+df_raw[column2] > 0).sum()
Out[26]:
569
In [25]:
pd.Series([True, False, True]).sum()
Out[25]:
2
In [27]:
#selecting variables most similar
def similarity(df, column1, column2):
common = (df[column1]*df[column2]).sum()
total = (df[column1]+df[column2]>0).sum()
if common < 5:
return None
return common/total
In [28]:
similarity(df_raw, 'actor.external.variety.Former.employee', 'actor.external.motive.Financial')
Out[28]:
0.019332161687170474
In [36]:
similarities = {}
for column1 in df_raw.columns:
if ((df_raw[column1] != 0) * (df_raw[column1] != 1)).sum()>0:
continue
for column2 in df_raw.columns:
if ((df_raw[column2] != 0) * (df_raw[column2] != 1)).sum()>0:
continue
if column1 == column2:
continue
similarities[(column1, column2)]=similarity(df_raw, column1, column2)
In [37]:
similarities
Out[37]:
{('action.environmental',
'action.environmental.variety.Fire'): 0.33333333333333331,
('action.environmental',
'action.environmental.variety.Humidity'): 0.33333333333333331,
('action.environmental',
'action.environmental.variety.Power.failure'): 0.33333333333333331,
('action.environmental', 'action.error'): 0.0,
('action.environmental', 'action.error.variety.Classification.error'): 0.0,
('action.environmental', 'action.error.variety.Data.entry.error'): 0.0,
('action.environmental', 'action.error.variety.Disposal.error'): 0.0,
('action.environmental', 'action.error.variety.Gaffe'): 0.0,
('action.environmental', 'action.error.variety.Loss'): 0.0,
('action.environmental', 'action.error.variety.Maintenance.error'): 0.0,
('action.environmental', 'action.error.variety.Malfunction'): 0.0,
('action.environmental', 'action.error.variety.Misconfiguration'): 0.0,
('action.environmental', 'action.error.variety.Misdelivery'): 0.0,
('action.environmental', 'action.error.variety.Omission'): 0.0,
('action.environmental', 'action.error.variety.Other'): 0.0,
('action.environmental', 'action.error.variety.Programming.error'): 0.0,
('action.environmental', 'action.error.variety.Publishing.error'): 0.0,
('action.environmental', 'action.error.variety.Unknown'): 0.0,
('action.environmental', 'action.error.vector.Carelessness'): 0.0,
('action.environmental', 'action.error.vector.Inadequate.personnel'): 0.0,
('action.environmental', 'action.error.vector.Inadequate.processes'): 0.0,
('action.environmental', 'action.error.vector.Inadequate.technology'): 0.0,
('action.environmental', 'action.error.vector.Other'): 0.0,
('action.environmental', 'action.error.vector.Random.error'): 0.0,
('action.environmental', 'action.error.vector.Unknown'): 0.0,
('action.environmental', 'action.hacking'): 0.0,
('action.environmental',
'action.hacking.variety.Abuse.of.functionality'): 0.0,
('action.environmental', 'action.hacking.variety.Brute.force'): 0.0,
('action.environmental', 'action.hacking.variety.Cryptanalysis'): 0.0,
('action.environmental', 'action.hacking.variety.DoS'): 0.0,
('action.environmental', 'action.hacking.variety.Forced.browsing'): 0.0,
('action.environmental', 'action.hacking.variety.MitM'): 0.0,
('action.environmental', 'action.hacking.variety.Other'): 0.0,
('action.environmental', 'action.hacking.variety.Path.traversal'): 0.0,
('action.environmental', 'action.hacking.variety.RFI'): 0.0,
('action.environmental', 'action.hacking.variety.SQLi'): 0.0,
('action.environmental', 'action.hacking.variety.SSI.injection'): 0.0,
('action.environmental', 'action.hacking.variety.Unknown'): 0.0,
('action.environmental', 'action.hacking.variety.Use.of.backdoor.or.C2'): 0.0,
('action.environmental', 'action.hacking.variety.Use.of.stolen.creds'): 0.0,
('action.environmental', 'action.hacking.variety.XSS'): 0.0,
('action.environmental', 'action.hacking.vector.3rd.party.desktop'): 0.0,
('action.environmental', 'action.hacking.vector.Backdoor.or.C2'): 0.0,
('action.environmental', 'action.hacking.vector.Command.shell'): 0.0,
('action.environmental', 'action.hacking.vector.Desktop.sharing'): 0.0,
('action.environmental', 'action.hacking.vector.Other'): 0.0,
('action.environmental', 'action.hacking.vector.Partner'): 0.0,
('action.environmental', 'action.hacking.vector.Physical.access'): 0.0,
('action.environmental', 'action.hacking.vector.Unknown'): 0.0,
('action.environmental', 'action.hacking.vector.VPN'): 0.0,
('action.environmental', 'action.hacking.vector.Web.application'): 0.0,
('action.environmental', 'action.malware'): 0.0,
('action.environmental', 'action.malware.variety.Adminware'): 0.0,
('action.environmental', 'action.malware.variety.Backdoor'): 0.0,
('action.environmental', 'action.malware.variety.Brute.force'): 0.0,
('action.environmental', 'action.malware.variety.C2'): 0.0,
('action.environmental', 'action.malware.variety.Capture.app.data'): 0.0,
('action.environmental', 'action.malware.variety.Capture.stored.data'): 0.0,
('action.environmental', 'action.malware.variety.Client.side.attack'): 0.0,
('action.environmental', 'action.malware.variety.Destroy.data'): 0.0,
('action.environmental', 'action.malware.variety.Disable.controls'): 0.0,
('action.environmental', 'action.malware.variety.DoS'): 0.0,
('action.environmental', 'action.malware.variety.Downloader'): 0.0,
('action.environmental', 'action.malware.variety.Exploit.vuln'): 0.0,
('action.environmental', 'action.malware.variety.Export.data'): 0.0,
('action.environmental', 'action.malware.variety.Other'): 0.0,
('action.environmental', 'action.malware.variety.Packet.sniffer'): 0.0,
('action.environmental', 'action.malware.variety.Password.dumper'): 0.0,
('action.environmental', 'action.malware.variety.Ram.scraper'): 0.0,
('action.environmental', 'action.malware.variety.Ransomware'): 0.0,
('action.environmental', 'action.malware.variety.Rootkit'): 0.0,
('action.environmental', 'action.malware.variety.Scan.network'): 0.0,
('action.environmental', 'action.malware.variety.Spam'): 0.0,
('action.environmental', 'action.malware.variety.Spyware.Keylogger'): 0.0,
('action.environmental', 'action.malware.variety.Unknown'): 0.0,
('action.environmental', 'action.malware.vector.Direct.install'): 0.0,
('action.environmental', 'action.malware.vector.Download.by.malware'): 0.0,
('action.environmental', 'action.malware.vector.Email.attachment'): 0.0,
('action.environmental', 'action.malware.vector.Email.autoexecute'): 0.0,
('action.environmental', 'action.malware.vector.Email.link'): 0.0,
('action.environmental', 'action.malware.vector.Other'): 0.0,
('action.environmental', 'action.malware.vector.Remote.injection'): 0.0,
('action.environmental', 'action.malware.vector.Unknown'): 0.0,
('action.environmental', 'action.malware.vector.Web.drive.by'): 0.0,
('action.environmental', 'action.misuse'): 0.0020661157024793389,
('action.environmental', 'action.misuse.variety.Data.mishandling'): 0.0,
('action.environmental',
'action.misuse.variety.Email.misuse'): 0.14285714285714285,
('action.environmental', 'action.misuse.variety.Embezzlement'): 0.0,
('action.environmental', 'action.misuse.variety.Illicit.content'): 0.0,
('action.environmental', 'action.misuse.variety.Knowledge.abuse'): 0.0,
('action.environmental', 'action.misuse.variety.Net.misuse'): 0.0,
('action.environmental', 'action.misuse.variety.Privilege.abuse'): 0.0,
('action.environmental',
'action.misuse.variety.Unapproved.hardware'): 0.058823529411764705,
('action.environmental', 'action.misuse.variety.Unapproved.software'): 0.0,
('action.environmental',
'action.misuse.variety.Unapproved.workaround'): 0.125,
('action.environmental', 'action.misuse.variety.Unknown'): 0.0,
('action.environmental', 'action.misuse.vector.LAN.access'): 0.0,
('action.environmental',
'action.misuse.vector.Non.corporate'): 0.10000000000000001,
('action.environmental', 'action.misuse.vector.Other'): 0.0,
('action.environmental', 'action.misuse.vector.Physical.access'): 0.0,
('action.environmental', 'action.misuse.vector.Remote.access'): 0.0,
('action.environmental', 'action.misuse.vector.Unknown'): 0.0,
('action.environmental', 'action.physical'): 0.0,
('action.environmental', 'action.physical.location.Other'): 0.0,
('action.environmental', 'action.physical.location.Partner.facility'): 0.0,
('action.environmental', 'action.physical.location.Partner.vehicle'): 0.0,
('action.environmental', 'action.physical.location.Personal.residence'): 0.0,
('action.environmental', 'action.physical.location.Personal.vehicle'): 0.0,
('action.environmental', 'action.physical.location.Public.facility'): 0.0,
('action.environmental', 'action.physical.location.Public.vehicle'): 0.0,
('action.environmental', 'action.physical.location.Unknown'): 0.0,
('action.environmental', 'action.physical.location.Victim.grounds'): 0.0,
('action.environmental', 'action.physical.location.Victim.public.area'): 0.0,
('action.environmental', 'action.physical.location.Victim.secure.area'): 0.0,
('action.environmental', 'action.physical.location.Victim.work.area'): 0.0,
('action.environmental', 'action.physical.variety.Connection'): 0.0,
('action.environmental', 'action.physical.variety.Other'): 0.0,
('action.environmental', 'action.physical.variety.Snooping'): 0.0,
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'action.malware.vector.Email.autoexecute'): 0.0,
('attribute.integrity.variety.Unknown',
'action.malware.vector.Email.link'): 0.0,
('attribute.integrity.variety.Unknown', 'action.malware.vector.Other'): 0.0,
('attribute.integrity.variety.Unknown',
'action.malware.vector.Remote.injection'): 0.0,
('attribute.integrity.variety.Unknown',
'action.malware.vector.Unknown'): 0.021505376344086023,
('attribute.integrity.variety.Unknown',
'action.malware.vector.Web.drive.by'): 0.0,
('attribute.integrity.variety.Unknown',
'action.misuse'): 0.006024096385542169,
('attribute.integrity.variety.Unknown',
'action.misuse.variety.Data.mishandling'): 0.0,
('attribute.integrity.variety.Unknown',
'action.misuse.variety.Email.misuse'): 0.0,
('attribute.integrity.variety.Unknown',
'action.misuse.variety.Embezzlement'): 0.0,
('attribute.integrity.variety.Unknown',
'action.misuse.variety.Illicit.content'): 0.0,
('attribute.integrity.variety.Unknown',
'action.misuse.variety.Knowledge.abuse'): 0.0,
('attribute.integrity.variety.Unknown',
'action.misuse.variety.Net.misuse'): 0.0,
('attribute.integrity.variety.Unknown',
'action.misuse.variety.Privilege.abuse'): 0.0080213903743315516,
('attribute.integrity.variety.Unknown',
'action.misuse.variety.Unapproved.hardware'): 0.0,
('attribute.integrity.variety.Unknown',
'action.misuse.variety.Unapproved.software'): 0.0,
('attribute.integrity.variety.Unknown',
'action.misuse.variety.Unapproved.workaround'): 0.0,
('attribute.integrity.variety.Unknown', 'action.misuse.variety.Unknown'): 0.0,
('attribute.integrity.variety.Unknown',
'action.misuse.vector.LAN.access'): 0.0030120481927710845,
('attribute.integrity.variety.Unknown',
'action.misuse.vector.Non.corporate'): 0.0,
('attribute.integrity.variety.Unknown', 'action.misuse.vector.Other'): 0.0,
('attribute.integrity.variety.Unknown',
'action.misuse.vector.Physical.access'): 0.0,
('attribute.integrity.variety.Unknown',
'action.misuse.vector.Remote.access'): 0.040000000000000001,
('attribute.integrity.variety.Unknown',
'action.misuse.vector.Unknown'): 0.013513513513513514,
('attribute.integrity.variety.Unknown',
'action.physical'): 0.0027777777777777779,
('attribute.integrity.variety.Unknown',
'action.physical.location.Other'): 0.0,
('attribute.integrity.variety.Unknown',
'action.physical.location.Partner.facility'): 0.0,
('attribute.integrity.variety.Unknown',
'action.physical.location.Partner.vehicle'): 0.0,
('attribute.integrity.variety.Unknown',
'action.physical.location.Personal.residence'): 0.0,
('attribute.integrity.variety.Unknown',
'action.physical.location.Personal.vehicle'): 0.0,
('attribute.integrity.variety.Unknown',
'action.physical.location.Public.facility'): 0.0,
('attribute.integrity.variety.Unknown',
'action.physical.location.Public.vehicle'): 0.0,
('attribute.integrity.variety.Unknown',
'action.physical.location.Unknown'): 0.0,
('attribute.integrity.variety.Unknown',
'action.physical.location.Victim.grounds'): 0.0,
('attribute.integrity.variety.Unknown',
'action.physical.location.Victim.public.area'): 0.0,
('attribute.integrity.variety.Unknown',
'action.physical.location.Victim.secure.area'): 0.0,
('attribute.integrity.variety.Unknown',
'action.physical.location.Victim.work.area'): 0.011560693641618497,
('attribute.integrity.variety.Unknown',
'action.physical.variety.Connection'): 0.0,
('attribute.integrity.variety.Unknown', 'action.physical.variety.Other'): 0.0,
('attribute.integrity.variety.Unknown',
'action.physical.variety.Snooping'): 0.0,
('attribute.integrity.variety.Unknown',
'action.physical.variety.Surveillance'): 0.0,
('attribute.integrity.variety.Unknown',
'action.physical.variety.Tampering'): 0.02197802197802198,
('attribute.integrity.variety.Unknown', 'action.physical.variety.Theft'): 0.0,
('attribute.integrity.variety.Unknown',
'action.physical.variety.Unknown'): 0.0,
('attribute.integrity.variety.Unknown',
'action.physical.variety.Wiretapping'): 0.0,
('attribute.integrity.variety.Unknown',
'action.physical.vector.Bypassed.controls'): 0.0,
('attribute.integrity.variety.Unknown',
'action.physical.vector.Disabled.controls'): 0.0,
('attribute.integrity.variety.Unknown',
'action.physical.vector.Privileged.access'): 0.0,
('attribute.integrity.variety.Unknown',
'action.physical.vector.Uncontrolled.location'): 0.0,
('attribute.integrity.variety.Unknown',
'action.physical.vector.Unknown'): 0.0040000000000000001,
('attribute.integrity.variety.Unknown',
'action.physical.vector.Visitor.privileges'): 0.0,
('attribute.integrity.variety.Unknown',
'action.social'): 0.0076923076923076927,
('attribute.integrity.variety.Unknown',
'action.social.target.Call.center'): 0.0,
('attribute.integrity.variety.Unknown', 'action.social.target.Cashier'): 0.0,
('attribute.integrity.variety.Unknown',
'action.social.target.Customer'): 0.041666666666666664,
('attribute.integrity.variety.Unknown', 'action.social.target.End.user'): 0.0,
('attribute.integrity.variety.Unknown',
'action.social.target.Executive'): 0.0,
('attribute.integrity.variety.Unknown', 'action.social.target.Finance'): 0.0,
('attribute.integrity.variety.Unknown',
'action.social.target.Maintenance'): 0.0,
('attribute.integrity.variety.Unknown', 'action.social.target.Manager'): 0.0,
('attribute.integrity.variety.Unknown', 'action.social.target.Other'): 0.0,
('attribute.integrity.variety.Unknown', 'action.social.target.Partner'): 0.0,
('attribute.integrity.variety.Unknown',
'action.social.target.System.admin'): 0.0,
('attribute.integrity.variety.Unknown',
'action.social.target.Unknown'): 0.0046948356807511738,
('attribute.integrity.variety.Unknown', 'action.social.variety.Baiting'): 0.0,
('attribute.integrity.variety.Unknown', 'action.social.variety.Bribery'): 0.0,
('attribute.integrity.variety.Unknown',
'action.social.variety.Elicitation'): 0.0,
('attribute.integrity.variety.Unknown',
'action.social.variety.Extortion'): 0.0,
('attribute.integrity.variety.Unknown',
'action.social.variety.Forgery'): 0.040000000000000001,
('attribute.integrity.variety.Unknown',
'action.social.variety.Influence'): 0.0,
('attribute.integrity.variety.Unknown', 'action.social.variety.Other'): 0.0,
('attribute.integrity.variety.Unknown',
'action.social.variety.Phishing'): 0.0046948356807511738,
('attribute.integrity.variety.Unknown',
'action.social.variety.Pretexting'): 0.0,
('attribute.integrity.variety.Unknown', 'action.social.variety.Scam'): 0.0,
('attribute.integrity.variety.Unknown', 'action.social.variety.Unknown'): 0.0,
('attribute.integrity.variety.Unknown',
'action.social.vector.Documents'): 0.041666666666666664,
('attribute.integrity.variety.Unknown', 'action.social.vector.Email'): 0.0,
('attribute.integrity.variety.Unknown', 'action.social.vector.IM'): 0.0,
('attribute.integrity.variety.Unknown',
'action.social.vector.In.person'): 0.0,
('attribute.integrity.variety.Unknown', 'action.social.vector.Phone'): 0.0,
('attribute.integrity.variety.Unknown', 'action.social.vector.SMS'): 0.0,
('attribute.integrity.variety.Unknown', 'action.social.vector.Software'): 0.0,
('attribute.integrity.variety.Unknown',
'action.social.vector.Unknown'): 0.028571428571428571,
('attribute.integrity.variety.Unknown', 'action.social.vector.Website'): 0.0,
('attribute.integrity.variety.Unknown', 'action.unknown'): 0.0,
('attribute.integrity.variety.Unknown',
'actor.external'): 0.0060773480662983425,
('attribute.integrity.variety.Unknown',
'actor.external.motive.Espionage'): 0.0,
('attribute.integrity.variety.Unknown',
'actor.external.motive.Financial'): 0.006956521739130435,
('attribute.integrity.variety.Unknown',
'actor.external.motive.Fun'): 0.0076923076923076927,
('attribute.integrity.variety.Unknown', 'actor.external.motive.Grudge'): 0.0,
('attribute.integrity.variety.Unknown',
'actor.external.motive.Ideology'): 0.011952191235059761,
('attribute.integrity.variety.Unknown', 'actor.external.motive.NA'): 0.0,
('attribute.integrity.variety.Unknown', 'actor.external.motive.Other'): 0.0,
('attribute.integrity.variety.Unknown',
'actor.external.motive.Unknown'): 0.0044977511244377807,
('attribute.integrity.variety.Unknown',
'actor.external.variety.Acquaintance'): 0.0,
('attribute.integrity.variety.Unknown',
'actor.external.variety.Activist'): 0.0095846645367412137,
('attribute.integrity.variety.Unknown',
'actor.external.variety.Competitor'): 0.0,
('attribute.integrity.variety.Unknown',
'actor.external.variety.Customer'): 0.0,
('attribute.integrity.variety.Unknown',
'actor.external.variety.Force.majeure'): 0.0,
('attribute.integrity.variety.Unknown',
'actor.external.variety.Former.employee'): 0.0,
('attribute.integrity.variety.Unknown',
'actor.external.variety.Nation.state'): 0.0,
('attribute.integrity.variety.Unknown',
'actor.external.variety.Organized.crime'): 0.0,
('attribute.integrity.variety.Unknown', 'actor.external.variety.Other'): 0.0,
('attribute.integrity.variety.Unknown',
'actor.external.variety.State.affiliated'): 0.0,
('attribute.integrity.variety.Unknown',
'actor.external.variety.Unaffiliated'): 0.0,
('attribute.integrity.variety.Unknown',
'actor.external.variety.Unknown'): 0.0073461891643709825,
('attribute.integrity.variety.Unknown',
'actor.internal'): 0.0037209302325581397,
('attribute.integrity.variety.Unknown',
'actor.internal.motive.Convenience'): 0.0,
('attribute.integrity.variety.Unknown',
'actor.internal.motive.Espionage'): 0.0,
('attribute.integrity.variety.Unknown', 'actor.internal.motive.Fear'): 0.0,
('attribute.integrity.variety.Unknown',
'actor.internal.motive.Financial'): 0.0,
('attribute.integrity.variety.Unknown', 'actor.internal.motive.Fun'): 0.0,
('attribute.integrity.variety.Unknown',
'actor.internal.motive.Grudge'): 0.060606060606060608,
('attribute.integrity.variety.Unknown',
'actor.internal.motive.Ideology'): 0.0,
('attribute.integrity.variety.Unknown',
'actor.internal.motive.NA'): 0.0036764705882352941,
('attribute.integrity.variety.Unknown', 'actor.internal.motive.Other'): 0.0,
('attribute.integrity.variety.Unknown', 'actor.internal.motive.Unknown'): 0.0,
('attribute.integrity.variety.Unknown',
'actor.internal.variety.Call.center'): 0.0,
('attribute.integrity.variety.Unknown',
'actor.internal.variety.Cashier'): 0.0,
('attribute.integrity.variety.Unknown',
'actor.internal.variety.Developer'): 0.0,
('attribute.integrity.variety.Unknown',
'actor.internal.variety.End.user'): 0.0,
('attribute.integrity.variety.Unknown',
'actor.internal.variety.Executive'): 0.0,
('attribute.integrity.variety.Unknown',
'actor.internal.variety.Finance'): 0.0,
('attribute.integrity.variety.Unknown',
'actor.internal.variety.Helpdesk'): 0.0,
('attribute.integrity.variety.Unknown',
'actor.internal.variety.Human.resources'): 0.0,
('attribute.integrity.variety.Unknown',
'actor.internal.variety.Maintenance'): 0.0,
('attribute.integrity.variety.Unknown',
'actor.internal.variety.Manager'): 0.0,
('attribute.integrity.variety.Unknown', 'actor.internal.variety.Other'): 0.0,
('attribute.integrity.variety.Unknown',
'actor.internal.variety.System.admin'): 0.059999999999999998,
('attribute.integrity.variety.Unknown',
'actor.internal.variety.Unknown'): 0.001557632398753894,
('attribute.integrity.variety.Unknown',
'actor.partner'): 0.024096385542168676,
('attribute.integrity.variety.Unknown',
'actor.partner.motive.Convenience'): 0.0,
('attribute.integrity.variety.Unknown',
'actor.partner.motive.Financial'): 0.02564102564102564,
('attribute.integrity.variety.Unknown', 'actor.partner.motive.Fun'): 0.0,
('attribute.integrity.variety.Unknown',
'actor.partner.motive.NA'): 0.024793388429752067,
('attribute.integrity.variety.Unknown', 'actor.partner.motive.Other'): 0.0,
('attribute.integrity.variety.Unknown', 'actor.partner.motive.Unknown'): 0.0,
('attribute.integrity.variety.Unknown', 'actor.unknown'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.Kiosk.Term'): 0.011363636363636364,
('attribute.integrity.variety.Unknown',
'asset.assets.Media'): 0.0049019607843137254,
('attribute.integrity.variety.Unknown', 'asset.assets.Network'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.Person'): 0.007326007326007326,
('attribute.integrity.variety.Unknown',
'asset.assets.Server'): 0.0062586926286509036,
('attribute.integrity.variety.Unknown',
'asset.assets.Unknown'): 0.012931034482758621,
('attribute.integrity.variety.Unknown',
'asset.assets.User.Dev'): 0.003821656050955414,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.M...Disk.drive'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.M...Disk.media'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.M...Documents'): 0.0054844606946983544,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.M...Flash.drive'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.M...Other'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.M...Payment.card'): 0.025000000000000001,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.M...Smart.card'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.M...Tapes'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.N...Access.reader'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.N...Broadband'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.N...Camera'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.N...Firewall'): 0.0,
('attribute.integrity.variety.Unknown', 'asset.assets.variety.N...LAN'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.N...Other'): 0.0,
('attribute.integrity.variety.Unknown', 'asset.assets.variety.N...PBX'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.N...Private.WAN'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.N...Router.or.switch'): 0.0,
('attribute.integrity.variety.Unknown', 'asset.assets.variety.N...SAN'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.N...Telephone'): 0.0,
('attribute.integrity.variety.Unknown', 'asset.assets.variety.N...WLAN'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.P...Call.center'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.P...Cashier'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.P...Customer'): 0.037037037037037035,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.P...End.user'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.P...Executive'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.P...Finance'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.P...Maintenance'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.P...Manager'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.P...Other'): 0.0045045045045045045,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.P...Partner'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.P...System.admin'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.S...Authentication'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.S...Backup'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.S...Code.repository'): 0.0,
('attribute.integrity.variety.Unknown', 'asset.assets.variety.S...DNS'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.S...Database'): 0.0048192771084337354,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.S...Directory'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.S...File'): 0.013513513513513514,
('attribute.integrity.variety.Unknown', 'asset.assets.variety.S...Mail'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.S...Mainframe'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.S...Other'): 0.01483679525222552,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.S...POS.controller'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.S...Payment.switch'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.S...Remote.access'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.S...SCADA'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.S...VM.host'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.S...Web.application'): 0.0032154340836012861,
('attribute.integrity.variety.Unknown', 'asset.assets.variety.T...ATM'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.T...Gas.terminal'): 0.040000000000000001,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.T...Kiosk'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.T...Other'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.T...PED.pad'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.U...Desktop'): 0.0047732696897374704,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.U...Laptop'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.U...Media'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.U...Mobile.phone'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.U...Other'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.U...POS.terminal'): 0.026315789473684209,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.U...Peripheral'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.U...Tablet'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.U...Telephone'): 0.0,
('attribute.integrity.variety.Unknown',
'asset.assets.variety.Unknown'): 0.012931034482758621,
('attribute.integrity.variety.Unknown',
'attribute.availability.variety.Degradation'): 0.0,
('attribute.integrity.variety.Unknown',
'attribute.availability.variety.Destruction'): 0.0,
('attribute.integrity.variety.Unknown',
'attribute.availability.variety.Interruption'): 0.0,
('attribute.integrity.variety.Unknown',
'attribute.availability.variety.Loss'): 0.0031813361611876989,
('attribute.integrity.variety.Unknown',
'attribute.availability.variety.Obscuration'): 0.0,
('attribute.integrity.variety.Unknown',
'attribute.availability.variety.Other'): 0.0,
('attribute.integrity.variety.Unknown',
'attribute.integrity.variety.Alter.behavior'): 0.0076628352490421452,
('attribute.integrity.variety.Unknown',
'attribute.integrity.variety.Created.account'): 0.0,
('attribute.integrity.variety.Unknown',
'attribute.integrity.variety.Fraudulent.transaction'): 0.0,
('attribute.integrity.variety.Unknown',
'attribute.integrity.variety.Hardware.tampering'): 0.0,
('attribute.integrity.variety.Unknown',
'attribute.integrity.variety.Log.tampering'): 0.0,
('attribute.integrity.variety.Unknown',
'attribute.integrity.variety.Misappropriation'): 0.0,
('attribute.integrity.variety.Unknown',
'attribute.integrity.variety.Misrepresentation'): 0.0,
('attribute.integrity.variety.Unknown',
'attribute.integrity.variety.Modify.configuration'): 0.0,
('attribute.integrity.variety.Unknown',
'attribute.integrity.variety.Modify.data'): 0.0,
('attribute.integrity.variety.Unknown',
'attribute.integrity.variety.Modify.privileges'): 0.0,
('attribute.integrity.variety.Unknown',
'attribute.integrity.variety.Other'): 0.0,
('attribute.integrity.variety.Unknown',
'attribute.integrity.variety.Software.installation'): 0.0064935064935064939}
In [38]:
sorted(similarities.items(), key=lambda x: x[1], reverse=True)
Out[38]: