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Datasets:
Venafi
/
Machine-Identity-Spectra

Tasks:
Feature Extraction
Modalities:
Tabular
Text
Formats:
parquet
Languages:
English
Size:
100K - 1M
Tags:
certificates
machine identity
security
Libraries:
Datasets
pandas
License:
Dataset card Viewer Files Community
Dataset Viewer
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fingerprint
stringlengths
40
40
version
float64
0
2
serial
stringlengths
1
115
serial_number_not_conforming
float64
0
1
issuer
stringlengths
1
356
commonName
stringlengths
1
176
⌀
sigHashAlg
stringclasses
6 values
sigAlg
stringclasses
14 values
notBefore
stringlengths
1
20
notAfter
stringlengths
1
20
after_smaller_than_before
float64
0
1
validTimeDays
float64
-44,233
2.92M
extCount
float64
0
16
basicConstraints_is_critical
int64
0
1
basicConstraints_is_exist
int64
0
1
is_ca
int64
0
1
path_length
float64
0
4
subjectKeyIdentifier_is_critical
int64
0
1
subjectKeyIdentifier_is_exist
int64
0
1
subjectKeyIdentifier
stringlengths
1
589
authorityKeyIdentifier_is_critical
int64
0
0
authorityKeyIdentifier_is_exist
int64
0
1
subjectAltName_is_critical
int64
0
1
subjectAltName_is_exist
int64
0
1
subjectAltName_count
float64
0
2.84k
subjectAltName
stringlengths
1
60k
⌀
Unknown OID_is_critical
int64
0
1
Unknown OID_is_exist
int64
0
1
keyUsage_is_critical
int64
0
1
keyUsage_is_exist
int64
0
1
digital_signature
int64
0
1
content_commitment
int64
0
1
key_encipherment
int64
0
1
data_encipherment
int64
0
1
key_agreement
int64
0
1
key_cert_sign
int64
0
1
crl_sign
int64
0
1
encipher_only
int64
0
1
key_usage_mismatch
float64
0
1
decipher_only
int64
0
1
extendedKeyUsage_is_critical
int64
0
1
extendedKeyUsage_is_exist
int64
0
1
serverAuth
int64
0
1
clientAuth
int64
0
1
parseError
int64
0
1
countryName
stringlengths
1
61
⌀
country_name_not_conforming
float64
0
1
stateOrProvinceName
stringlengths
1
46
⌀
localityName
stringlengths
1
72
⌀
organizationName
stringlengths
1
144
⌀
organizationalUnitName
stringlengths
1
72
⌀
emailAddress
stringlengths
1
95
⌀
path_length_mismatch
int64
0
1
authorityInfoAccess_is_critical
int64
0
0
authorityInfoAccess_is_exist
int64
0
1
certificatePolicies_is_critical
int64
0
1
certificatePolicies_is_exist
int64
0
1
unknown_certificatePolicy_oid
int64
0
1
signedCertificateTimestampList_is_critical
int64
0
0
signedCertificateTimestampList_is_exist
int64
0
1
cRLDistributionPoints_is_critical
int64
0
0
cRLDistributionPoints_is_exist
int64
0
1
unstructuredName
stringlengths
1
125
businessCategory
stringclasses
7 values
serialNumber
stringlengths
1
64
jurisdictionCountryName
stringlengths
1
2
streetAddress
stringlengths
1
97
⌀
Unknown OID
stringlengths
1
90
msCertificateTemplate_is_critical
int64
0
0
msCertificateTemplate_is_exist
int64
0
1
codeSigning
int64
0
1
timeStamping
int64
0
1
emailProtection
int64
0
1
OCSPSigning
int64
0
1
domainComponent
stringlengths
1
49
issuerAltName_is_critical
int64
0
0
issuerAltName_is_exist
int64
0
1
surname
stringlengths
1
30
jurisdictionStateOrProvinceName
stringlengths
1
32
postalCode
stringlengths
1
10
TLSFeature_is_critical
int64
0
0
TLSFeature_is_exist
int64
0
1
dnQualifier
stringclasses
22 values
jurisdictionLocalityName
stringlengths
1
24
title
stringclasses
17 values
givenName
stringclasses
8 values
pseudonym
stringclasses
5 values
generationQualifier
stringclasses
2 values
OCSPNoCheck_is_critical
int64
0
0
OCSPNoCheck_is_exist
int64
0
1
freshestCRL_is_critical
int64
0
0
freshestCRL_is_exist
int64
0
1
subjectDirectoryAttributes_is_critical
int64
0
0
subjectDirectoryAttributes_is_exist
int64
0
1
userID
stringclasses
12 values
msSmartcardLogin
int64
0
1
pkInitKDC
int64
0
1
x500UniqueIdentifier
stringclasses
3 values
0000002084109dcc506394a15f6a053791c86240
2
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1
CN=FF-1C7D224DFD4D
FF-1C7D224DFD4D
sha256
sha256WithRSAEncryption
05/28/2022, 19:43:48
08/14/2030, 19:43:48
0
3,000
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1
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0
1
0x7bfa81480f352034b465870b780aab11812c672e
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FF4dfd4d.local
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[email protected],CN=Synology Inc. CA,OU=Certificate Authority,O=Synology Inc.,L=Taipei,ST=Taiwan,C=TW
synology.com
sha256
sha256WithRSAEncryption
12/20/2015, 00:45:37
09/06/2035, 00:45:37
0
7,200
3
0
0
0
0
0
0
0
0
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TW
0
Taiwan
Taipei
Synology Inc.
FTP Team
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0
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000000e0d6095797587ea24db881793f4f559672
2
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0
OU=B4B02443CDDDB4C905D946148D695685C4FC,O=EC220-G5,CN=TP-LINK SOHO Router CA
tplinkwifi.net
sha256
sha256WithRSAEncryption
01/01/1970, 00:00:00
01/19/2038, 03:14:07
0
24,855
4
1
1
0
0
0
1
0x6930c0724689d87f658bc69e25e7ee21132fec20
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1
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1
5
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0
0
0
0
0000031bfebf56c4fc5e1f49653d447a585e795a
2
944009773
0
CN=FortiGate,O=Fortinet Ltd.
FortiGate
sha256
sha256WithRSAEncryption
06/28/2021, 04:47:08
06/29/2031, 04:47:08
0
3,653
1
0
1
0
0
0
0
0
0
0
0
0
0
-1
0
0
0
0
0
0
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0
0
0
0
0
0
0
0
0
Fortinet Ltd.
0
0
1
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0
0
0
0
0
0
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0
000003c637d5955195a5d991b8d0590e46af6a6e
2
305227355755086870824454248275803938848023
0
CN=R3,O=Let's Encrypt,C=US
pulse.wniverse.eu
sha256
sha256WithRSAEncryption
06/11/2023, 19:02:54
09/09/2023, 19:02:53
0
89
9
1
1
0
0
0
1
0x97f29dd59d73c90b3261ef1bd32ac450894d3c08
0
1
0
1
1
pulse.wniverse.eu
0
0
1
1
1
0
1
0
0
0
0
1
1
1
0
1
1
1
0
0
0
0
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1
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1
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1
1
0
1
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0
0
0
000003f8d8bc83bb48b891691ac94fed1351c2d2
2
-787723277
1
[email protected],CN=UBNT-78:8A:20:E4:54:DE,OU=Technical Support,O=Ubiquiti Networks Inc.,L=San Jose,ST=CA,C=US
UBNT-78:8A:20:E4:54:DE
sha256
sha256WithRSAEncryption
01/01/2019, 07:00:00
01/01/2038, 07:00:00
0
6,940
3
0
0
0
0
0
0
0
0
0
0
1
1
UBNT-78:8A:20:E4:54:DE
0
0
1
1
1
0
1
0
0
0
0
1
1
1
0
1
1
0
0
US
0
CA
San Jose
Ubiquiti Networks Inc.
Technical Support
0
0
0
0
0
0
0
0
0
0
0
0
0
0
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0
0
0
000005f5c1d1e3cbea5a27599a0c9008c207cfa8
2
15317303033930283531
0
CN=Go Daddy Secure Certificate Authority - G2,OU=http://certs.godaddy.com/repository/,O=GoDaddy.com\, Inc.,L=Scottsdale,ST=Arizona,C=US
sharepoint.exetertownship.com
sha256
sha256WithRSAEncryption
05/27/2020, 14:17:41
05/27/2021, 14:17:41
0
365
10
1
1
0
0
0
1
0x6b28a0d59593c3008eb9ea2c890de46162924057
0
1
0
1
2
sharepoint.exetertownship.com, www.sharepoint.exetertownship.com
0
0
1
1
1
0
1
0
0
0
0
1
1
1
0
1
1
1
0
0
0
0
0
0
Domain Control Validated
0
1
0
1
0
1
1
0
1
0
1
0
0
0
0
0
0
0
0
0
0
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0
0
0
0
0000074fe9f59d476d3a47170516cfb932768d12
2
283317870794791636828624440793942039719
0
CN=GTS CA 1D4,O=Google Trust Services LLC,C=US
offers.inlabdigital.es
sha256
sha256WithRSAEncryption
07/21/2023, 15:44:43
10/19/2023, 16:38:57
0
90
10
1
1
0
0
0
1
0xe280483b133075cf21aaa300d079fa101a03fec0
0
1
0
1
1
offers.inlabdigital.es
0
0
1
1
1
0
1
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0
0
0
1
1
1
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1
1
0
0
0
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1
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1
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1
1
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1
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0
0
0
000007877f4e967c3870b65986ebd5f2e1543503
2
71361613070620155382842147769970752829
0
CN=TRAEFIK DEFAULT CERT
TRAEFIK DEFAULT CERT
sha256
sha256WithRSAEncryption
07/23/2023, 23:50:55
07/22/2024, 23:50:55
0
365
4
1
1
0
0
0
0
0
0
0
0
1
1
c3ddf61e5e48ede3cd5caca30be3dbd5.59d5bdf137530ed214bd2644cf7d9e47.traefik.default
0
0
1
1
1
0
1
1
1
0
0
0
0
0
0
1
1
0
0
0
0
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0
1
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0
0
0
0
0
0
0
0
0000087090f74ef6a7d3ad9d49257b4d79ba3b86
2
75058849675993
0
OU=NETASQ Firewall Certification Authority,O=NETASQ - Secure Internet Connectivity,L=Villeneuve d'Ascq,ST=Nord,C=FR
SN510A82HL167A7
sha1
sha1WithRSAEncryption
08/24/2022, 02:45:25
08/23/2032, 02:45:25
0
3,652
5
0
1
0
0
0
1
0x1a914ffc3b8ab992fcc5744d947c4feacd3988
0
1
0
0
0
-1
0
1
0
1
1
1
1
0
0
0
0
1
1
1
0
0
0
0
0
FR
0
Nord
Villeneuve d'Ascq
NETASQ - Secure Internet Connectivity
SN510-A
0
1
0
0
0
0
0
0
0
0
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0
0
0
0
00000a0827291668e4c57f6520e409669a74d47e
2
315714075614814754395025984684304149061903590788
1
CN=cloudron-2021-11-24T01:42:24.410Z
cloudron-2021-11-24T01:42:24.410Z
sha256
sha256WithRSAEncryption
11/24/2021, 01:42:24
02/02/2024, 01:42:24
0
800
3
1
1
1
0
0
1
0xcb426e46a644c4c0f69634d2ccc9845bf962ae65
0
1
0
0
0
-1
0
0
0
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0
0
0
0
0
0
00000add5fd069002f4b21ed507b7ab72e97cd19
2
6784846808376770844819378767659309187
0
CN=DigiCert TLS RSA SHA256 2020 CA1,O=DigiCert Inc,C=US
*.occa.eu-frankfurt-1.ocs.oc-test.com
sha256
sha256WithRSAEncryption
05/06/2021, 00:00:00
06/06/2022, 23:59:59
0
396
10
1
1
0
0
0
1
0xa613560a5ac11b27d1ee9f526597d5a8ab3c5ea5
0
1
0
1
1
*.occa.eu-frankfurt-1.ocs.oc-test.com
0
0
1
1
1
0
1
0
0
0
0
1
1
1
0
1
1
1
0
US
0
California
Redwood City
Oracle Corporation
Oracle OCI-DEV FRANKFURT
0
1
0
1
0
1
1
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
00000b011c55ce39cf3a6328c84fc1e1409d8521
2
18443781257880562463287796308523543240
0
CN=Amazon RSA 2048 M01,O=Amazon,C=US
douwp.awsps.myinstance.com
sha256
sha256WithRSAEncryption
01/24/2023, 00:00:00
02/22/2024, 23:59:59
0
394
10
1
1
0
0
0
1
0x1806de36a2bebfe34efb20940f3d7b4e778d92a3
0
1
0
1
2
douwp.awsps.myinstance.com, *.douwp.awsps.myinstance.com
0
0
1
1
1
0
1
0
0
0
0
1
1
1
0
1
1
1
0
0
0
0
0
0
0
0
1
0
1
0
1
1
0
1
0
1
0
0
0
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0
0
0
0
0
0
0
00000b9e2f51b89c40710695056d1fde687c9134
2
271597013100117130916351639304842201398
0
CN=Sectigo RSA Domain Validation Secure Server CA,O=Sectigo Limited,L=Salford,ST=Greater Manchester,C=GB
*.libre.taxi
sha256
sha256WithRSAEncryption
01/17/2020, 00:00:00
01/16/2021, 23:59:59
0
365
9
1
1
0
0
0
1
0xfa209aa0189235c9b68afbc492d027b4004dc335
0
1
0
1
2
*.libre.taxi, libre.taxi
0
0
1
1
1
0
1
0
0
0
0
1
1
1
0
1
1
1
0
0
0
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1
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1
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1
1
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0
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0
0
00000baff7ae49cfb676dffb4e9e87e706f64b6e
2
2475927082762184736
0
CN=kubernetes
kube-apiserver
sha256
sha256WithRSAEncryption
06/24/2021, 13:40:17
07/15/2024, 21:09:23
0
1,117
5
1
1
0
0
0
0
0
0
1
0
1
9
-1
0
0
1
1
1
0
1
0
0
0
0
1
1
1
0
1
1
0
1
0
0
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0
0
0
0
0
00000c6ac5896981faf64425506e1a8f840be2db
2
16399712472286959377
0
CN=tplinkwifi.net,C=CN
tplinkwifi.net
sha256
sha256WithRSAEncryption
01/01/2010, 00:00:00
12/31/2030, 00:00:00
0
7,669
4
0
1
0
0
0
1
0xd60fb28ef49ea3184f2a4bc65ac6cf566756b152
0
1
0
0
0
-1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
CN
0
0
0
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0
1
0
0
0
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0
0
0
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0
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0
0
0
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0
0
0
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0
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0
0
0
0
0
0
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0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
00000d9cfe39320d04c5eedef86a69a0dbc40dee
2
12190
0
1.2.840.113549.1.9.1=root@euzwaf2r,CN=euzwaf2r,OU=SomeOrganizationalUnit,O=SomeOrganization,L=SomeCity,ST=SomeState,C=--
euzwaf2r
sha256
sha256WithRSAEncryption
06/06/2022, 10:06:37
06/06/2023, 10:06:37
0
365
2
0
1
0
0
0
0
0
0
0
0
0
0
-1
0
0
0
1
1
1
1
0
0
0
0
1
1
1
0
0
0
0
0
--
0
SomeState
SomeCity
SomeOrganization
SomeOrganizationalUnit
root@euzwaf2r
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
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0
0
0
0
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0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
00000e3c3498e2f39b22db49f39d180ff70e26ec
2
124243172389996479575813334938079676766
0
CN=cPanel\, Inc. Certification Authority,O=cPanel\, Inc.,L=Houston,ST=TX,C=US
weatherwatchusa.com
sha256
sha256WithRSAEncryption
09/17/2019, 00:00:00
12/16/2019, 23:59:59
0
90
10
1
1
0
0
0
1
0xe1f1f015d347066b6c02c42d1078490fd8315b97
0
1
0
1
6
weatherwatchusa.com, cpanel.weatherwatchusa.com, mail.weatherwatchusa.com, webdisk.weatherwatchusa.com, webmail.weatherwatchusa.com, www.weatherwatchusa.com
0
0
1
1
1
0
1
0
0
0
0
1
1
1
0
1
1
1
0
0
0
0
0
0
0
0
1
0
1
0
1
1
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
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0
0
0
0
0
0
0
0
0
0
0
0
0
00000e9f37a4ef63618ea8b858b62c87aa4d91f9
2
18374190924174212460
0
CN=Vigor Router,OU=DrayTek Support,O=DrayTek Corp.,L=HuKou,ST=HsinChu,C=TW
Vigor Router
sha256
sha256WithRSAEncryption
07/08/2023, 08:43:06
08/06/2024, 08:43:06
0
395
2
0
0
0
0
0
0
0
0
0
0
1
1
www.draytek.com
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
TW
0
HsinChu
HuKou
DrayTek Corp.
DrayTek Support
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
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0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
00000efe3d437c7d5576d043aeecb778a3555108
2
2330439311991764269
0
CN=kubernetes
kube-apiserver
sha256
sha256WithRSAEncryption
06/04/2021, 08:20:06
07/15/2024, 07:25:58
0
1,136
4
1
1
0
0
0
0
0
0
0
0
1
9
-1
0
0
1
1
1
0
1
0
0
0
0
1
1
1
0
1
1
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
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0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0000109896740e4147dd4ce8ba839ed04cfbe049
2
5497752298060839760
0
CN=Go Daddy Secure Certificate Authority - G2,OU=http://certs.godaddy.com/repository/,O=GoDaddy.com\, Inc.,L=Scottsdale,ST=Arizona,C=US
mail.padgroup.com
sha256
sha256WithRSAEncryption
01/25/2023, 02:39:36
01/25/2024, 01:41:38
0
364
10
1
1
0
0
0
1
0x4b4de92cf2bfc97df0a4e11a8679790628f0b10f
0
1
0
1
4
autodiscover.padgroup.com, mail.padgroup.com, www.mail.padgroup.com, pad-mail.padgroup.com
0
0
1
1
1
0
1
0
0
0
0
1
1
1
0
1
1
1
0
0
0
0
0
0
0
0
1
0
1
0
1
1
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
000010d95431e4e24ca27ca2f255bc63240d5a49
2
1356050388932103535
0
CN=Go Daddy Secure Certificate Authority - G2,OU=http://certs.godaddy.com/repository/,O=GoDaddy.com\, Inc.,L=Scottsdale,ST=Arizona,C=US
webtrac.ci.boca-raton.fl.us
sha256
sha256WithRSAEncryption
07/19/2022, 14:15:31
08/20/2023, 14:15:31
0
397
10
1
1
0
0
0
1
0x4152bf963d10d037037abb81baa771b9eb2b51ce
0
1
0
1
2
webtrac.ci.boca-raton.fl.us, www.webtrac.ci.boca-raton.fl.us
0
0
1
1
1
0
1
0
0
0
0
1
1
1
0
1
1
1
0
0
0
0
0
0
0
0
1
0
1
0
1
1
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
000011515f126e78f3e0b33c0bd625df6b9399ee
2
37666119602409538548883710689
0
CN=GlobalSign RSA OV SSL CA 2018,O=GlobalSign nv-sa,C=BE
download-p160-drcn.platform.dbankcloud.cn
sha256
sha256WithRSAEncryption
08/04/2022, 09:53:46
09/05/2023, 09:53:45
0
396
10
0
1
0
0
0
1
0xd5a17e8488575978223629687401d5a7ddf3cb6
0
1
0
1
7
download-p160-drcn.platform.dbankcloud.cn, *.nsp.hicloud.com, *.platform.dbankcloud.cn, *.platform.dbankcloud.com, *.g03.dbankcloud.com, *.g05.dbankcloud.com, *.g06.dbankcloud.com
0
0
1
1
1
0
1
0
0
0
0
1
1
1
0
1
1
1
0
CN
0
Jiangsu
Nanjing
Huawei Software Technologies Co., Ltd.
0
0
1
0
1
0
1
1
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0000116438583044ece88a80ddda2d6124943312
2
429662193088501963456334476043003598941241
0
CN=R3,O=Let's Encrypt,C=US
construtordecapital.com.br
sha256
sha256WithRSAEncryption
06/15/2023, 21:10:48
09/13/2023, 21:10:47
0
89
9
1
1
0
0
0
1
0xf18be25af6e14fd326855ff8843aebf5ed337396
0
1
0
1
2
construtordecapital.com.br, www.construtordecapital.com.br
0
0
1
1
1
0
0
0
0
0
0
1
1
1
0
1
1
1
0
0
0
0
0
0
0
0
1
0
1
0
1
1
0
1
0
0
0
0
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0
0
0
0
0
0
0
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0
0
0
0
0
0
0
0
0
0
0
0
0
0000123c335cd35a2399ad47e65aa313f4f95ec5
2
241997853916066477842904032031424358170
0
CN=cPanel\, Inc. Certification Authority,O=cPanel\, Inc.,L=Houston,ST=TX,C=US
dttcl.com
sha256
sha256WithRSAEncryption
05/17/2023, 00:00:00
08/15/2023, 23:59:59
0
90
10
1
1
0
0
0
1
0xe0e28cc84fec27fde64b86cd7e81f33ebb52400a
0
1
0
1
2
dttcl.com, www.dttcl.com
0
0
1
1
1
0
1
0
0
0
0
1
1
1
0
1
1
1
0
0
0
0
0
0
0
0
1
0
1
0
1
1
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
00001375314465c77bac38bd8f44c4bfc85e6f56
2
38760167322688713353591373203125513733
0
CN=GoGetSSL RSA DV CA,O=GoGetSSL,L=Riga,C=LV
itrendworld.com
sha256
sha256WithRSAEncryption
09/28/2021, 00:00:00
12/27/2021, 23:59:59
0
90
10
1
1
0
0
0
1
0xe824be97462683727cd18fdb6f8aaf7ceeb5154d
0
1
0
1
2
itrendworld.com, www.itrendworld.com
0
0
1
1
1
0
1
0
0
0
0
1
1
1
0
1
1
1
0
0
0
0
0
0
0
0
1
0
1
0
1
1
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
000013b2554426a60e74d7cfae5fff859d4e0329
2
1542900246
0
CN=Fireware web CA,OU=Fireware,O=WatchGuard
Fireware web CA
sha256
sha256WithRSAEncryption
10/23/2018, 15:24:17
11/19/2028, 15:24:17
0
3,680
4
0
1
1
0
0
1
0x6bf0d327ce4a9e12ee7b4fa5eacf19be3f156225
0
1
0
0
0
-1
0
0
0
1
1
0
1
0
0
1
1
1
1
1
0
0
0
0
0
0
0
0
0
WatchGuard
Fireware
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
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0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0000140277736646e84462cb2c7fa768317258ee
2
164189000505308248331574294392722216313634134406
1
CN=92.246.127.115
92.246.127.115
sha256
sha256WithRSAEncryption
07/07/2023, 12:26:22
01/15/2038, 12:26:22
0
5,306
4
0
1
1
0
0
1
0x7337eb1732591e2a73e75260a262aba4cddddd17
0
1
0
1
7
-1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
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0
0
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0
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0
0
0
0
0
0
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0
0
0
0
0
0
0
0
0
0
0
0
0
000014a1a758f0d7a1c0fc4d9d985f541f63aed1
2
11221166670899913363
0
O=Technicolor,L=Edegem,ST=Antwerp,C=BE
0
sha256
sha256WithRSAEncryption
12/10/2019, 02:17:18
12/07/2029, 02:17:18
0
3,650
5
0
1
0
0
0
1
0x5c61584b52a1796220000f906f96a85263e8c43
0
1
0
0
0
-1
0
0
0
1
1
0
1
0
0
0
0
1
1
1
0
1
1
0
0
BE
0
Antwerp
Edegem
Technicolor
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
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0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
000014a238f37faac2c75922e774cde15f3e27fe
2
29687307193219174
0
CN=Go Daddy Secure Certificate Authority - G2,OU=http://certs.godaddy.com/repository/,O=GoDaddy.com\, Inc.,L=Scottsdale,ST=Arizona,C=US
*.nafinc.com
sha256
sha256WithRSAEncryption
11/30/2022, 07:13:32
01/01/2024, 07:13:32
0
397
10
1
1
0
0
0
1
0xe079582fed7098b6d44ac739e2689c2b69bbad13
0
1
0
1
2
*.nafinc.com, nafinc.com
0
0
1
1
1
0
1
0
0
0
0
1
1
1
0
1
1
1
0
0
0
0
0
0
0
0
1
0
1
0
1
1
0
1
0
1
0
0
0
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0
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0
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0
0
0
0
0
0
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0
0
0
0
0
0
0
0
0
0
0000151fd5ab3ad54dc15bcee411aaf74dc6804a
2
510994444191982021151682610620259278880726362638
1
CN=77.32.76.176
77.32.76.176
sha256
sha256WithRSAEncryption
07/23/2023, 11:30:50
01/15/2038, 11:30:50
0
5,290
4
0
1
1
0
0
1
0x420997c64efe57bb43c5035d79d04953e63376aa
0
1
0
1
7
-1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
00001530f1f1a055db2a4d8f5c326c896d600d56
2
63004710570921215800774811836532098524
0
CN=c64cb7f7-23c9-4aa8-8d37-983ee92a043e
34.27.250.98
sha256
sha256WithRSAEncryption
06/13/2023, 14:48:39
06/11/2028, 14:50:39
0
1,825
5
1
1
0
0
0
0
0
0
1
0
1
10
-1
0
0
1
1
1
0
1
0
0
0
0
1
1
1
0
1
1
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
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0
0
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0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0000155f9b0920b4e9734a691b69914c7e514a77
2
16435433726417286597
0
[email protected],CN=idrac-G9R15Z2,OU=Remote Access Group,O=Dell Inc.,L=Round Rock,ST=Texas,C=US
idrac-G9R15Z2
sha256
sha256WithRSAEncryption
05/29/2019, 23:23:00
05/30/2029, 23:05:00
0
3,653
4
0
1
1
0
0
1
0xab76743ef42def80fc95e8022a51a39f171c937f
0
1
0
1
1
idrac-G9R15Z2
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
US
0
Texas
Round Rock
Dell Inc.
Remote Access Group
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
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0
0
0
0
0
0
0
0
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0
0
0
0
0
0
0
0
0
0
0
0
0
0
000015eba8d176cfa58270aaed768b226d3651ac
2
425743086811654502540897248595475208368733
0
CN=R3,O=Let's Encrypt,C=US
*.heihei.me
sha256
sha256WithRSAEncryption
06/11/2023, 02:16:42
09/09/2023, 02:16:41
0
89
9
1
1
0
0
0
1
0x6b83989555b781d758a36f1cea97763d8cc314ed
0
1
0
1
1
*.heihei.me
0
0
1
1
1
0
1
0
0
0
0
1
1
1
0
1
1
1
0
0
0
0
0
0
0
0
1
0
1
0
1
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
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0
0
0
0
0
0
0
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0
0
0
0
0
0
0
0
0
0
0
0
0
0
00001669a9994708135633e5991152ee7c27d83d
2
12316551025298
0
O=VMware Installer
localhost.localdomain
sha1
sha1WithRSAEncryption
11/17/2015, 16:41:25
05/18/2027, 16:41:25
0
4,200
4
0
1
0
0
0
0
0
0
0
0
1
1
localhost.localdomain
0
0
0
1
1
0
1
1
0
0
0
1
1
1
0
1
1
1
0
US
0
California
Palo Alto
VMware, Inc
VMware ESX Server Default Certificate
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0000170bc1026df709dade36462fd6518f10ed93
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CN=10_0_4_16
10_0_4_16
sha1
sha1WithRSAEncryption
08/26/2022, 07:04:18
08/23/2032, 07:04:18
0
3,650
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0xe32d9424843ef1d5754581ad81a3dc6bc2276121
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0000198f531fc237bd26fcec7f2df071af9c9ccc
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CN=35fb1823-2e8a-4681-a960-3283caaf57ed
35.203.33.118
sha256
sha256WithRSAEncryption
07/13/2022, 07:07:54
07/12/2027, 07:09:54
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1,825
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00001a643308828adcf5a76f69893e68e9dcbc76
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CN=192.168.168.168,OU=HTTPS Management Certificate for SonicWALL (self-signed),O=HTTPS Management Certificate for SonicWALL (self-signed),L=Sunnyvale,ST=California,C=US
192.168.168.168
sha256
sha256WithRSAEncryption
01/01/1970, 00:00:01
01/19/2038, 03:14:07
0
24,855
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US
0
California
Sunnyvale
HTTPS Management Certificate for SonicWALL (self-signed)
HTTPS Management Certificate for SonicWALL (self-signed)
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00001a91e099253fd7d71d97296d92923f875b81
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CN=GlobalSign Extended Validation CA - SHA256 - G3,O=GlobalSign nv-sa,C=BE
mftp.mbremit.com
sha256
sha256WithRSAEncryption
12/01/2022, 07:51:01
01/02/2024, 07:51:00
0
396
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0x5f8a6a912dc3b9031f6125067a043e68a8d7c478
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mftp.mbremit.com
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PH
0
Metro Manila
Makati
Metropolitan Bank & Trust Company
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Private Organization
0000020573
PH
Metrobank Plaza, Sen. Gil J. Puyat Avenue, Urdaneta Village
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00001b4daa10ccccb286ab7e68cdc03690dd861f
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CN=pfSense-5b4988b1d0cf2,[email protected],O=pfSense webConfigurator Self-Signed Certificate,L=Locality,ST=State,C=US
pfSense-5b4988b1d0cf2
sha256
sha256WithRSAEncryption
07/14/2018, 05:23:01
01/04/2024, 05:23:01
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2,000
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0xdf5a2aef322dd680c019ddc1e9848c496a7979e9
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pfSense-5b4988b1d0cf2
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US
0
State
Locality
pfSense webConfigurator Self-Signed Certificate
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00001b4ff6b3eba01f440752928126a336f7e124
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14568251128803504692
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CN=Synology Inc. CA,O=Synology Inc.,L=Taipei,C=TW
synology.com
sha256
sha256WithRSAEncryption
07/31/2019, 06:30:26
04/17/2039, 06:30:26
0
7,200
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TW
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Taipei
Synology Inc.
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00001c4dae52491d41c8a5f5a7369f306b41c69e
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CN=185.109.146.107
185.109.146.107
sha256
sha256WithRSAEncryption
05/02/2022, 16:57:18
01/15/2038, 16:57:18
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5,737
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0xe4cb204219ec006e79609d7729390043063b148d
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00001d793770eec468194b45bb665082f96c95b4
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CN=COMODO RSA Domain Validation Secure Server CA,O=COMODO CA Limited,L=Salford,ST=Greater Manchester,C=GB
mytest.baker.edu
sha256
sha256WithRSAEncryption
11/05/2018, 00:00:00
12/05/2020, 23:59:59
0
761
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1
0x47a1f0b9a66be0d958110ba3ed65b33c87e64f8d
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mytest.baker.edu, www.mytest.baker.edu
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COMODO SSL
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CN=eberhardtthomas.spdns.de
eberhardtthomas.spdns.de
sha256
sha256WithRSAEncryption
01/01/1970, 00:00:30
01/16/2038, 00:00:30
0
24,852
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0x7b16a016b960d337a26422aacf3218ad8e13bcb8
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eberhardtthomas.spdns.de, fritz.box, www.fritz.box, myfritz.box, www.myfritz.box, fritz.nas, www.fritz.nas
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000020982686c0bcd7b4a160531779efa6006c01
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CN=MyRouter
MyRouter
sha256
sha256WithRSAEncryption
03/15/2022, 10:44:16
03/12/2032, 10:44:16
0
3,650
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1
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0x975505e3b070730e590edab9804a024f576a7a8f
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CN=Sectigo RSA Domain Validation Secure Server CA,O=Sectigo Limited,L=Salford,ST=Greater Manchester,C=GB
*.joinleaf.com
sha256
sha256WithRSAEncryption
10/04/2022, 00:00:00
10/09/2023, 23:59:59
0
370
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1
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0x8993ee49abed0a4587974dcd46967c2451cbdb97
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*.joinleaf.com, joinleaf.com
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000021bb86e32433bc8065fd014d4a7dda71a3b9
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CN=Sectigo RSA Domain Validation Secure Server CA,O=Sectigo Limited,L=Salford,ST=Greater Manchester,C=GB
remote.intercom-ict.nl
sha256
sha256WithRSAEncryption
06/02/2023, 00:00:00
06/07/2024, 23:59:59
0
371
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0x2d8de1a879ab9bbab6c4a43700bed4ddf7e086cf
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remote.intercom-ict.nl, tsserver.local.intercom-ict.nl
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0000225cf7d49f22b89a8e562988d7f0d1dfca4e
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[email protected],CN=UBNT-F0:9F:C2:B2:62:CC,OU=Technical Support,O=Ubiquiti Networks Inc.,L=San Jose,ST=CA,C=US
UBNT-F0:9F:C2:B2:62:CC
sha256
sha256WithRSAEncryption
07/03/2019, 08:17:00
07/03/2024, 08:17:00
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1,827
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US
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CA
San Jose
Ubiquiti Networks Inc.
Technical Support
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00002291a7507ae7a4641c9bc80a7a2be69b2b31
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CN=R3,O=Let's Encrypt,C=US
arabio.com.br
sha256
sha256WithRSAEncryption
05/09/2023, 15:47:01
08/07/2023, 15:47:00
0
89
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1
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0x647382599f1f4cdba121692b9173dc0e52eb9f51
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arabio.com.br
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00002423f5a70b86a00e77627fce32633b64aa06
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CN=194.183.10.83
194.183.10.83
sha256
sha256WithRSAEncryption
01/01/1970, 00:00:48
01/16/2038, 00:00:48
0
24,852
4
0
1
1
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0
1
0xc5e9404eb0c2ef9815370b784387e7fd0bd2d3e3
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0000262ec1cc04225cd09c2d425f940cda579811
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CN=cPanel\, Inc. Certification Authority,O=cPanel\, Inc.,L=Houston,ST=TX,C=US
ict.tpllogistica.com
sha256
sha256WithRSAEncryption
11/01/2021, 00:00:00
01/30/2022, 23:59:59
0
90
10
1
1
0
0
0
1
0xf792b5e8b88ea40ce918bd44637b64d3fa005943
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ict.tpllogistica.com, www.ict.tpllogistica.com
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000027263fb46393b1092220f51e9dcb6ef7b007
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CN=letsencrypt-nginx-proxy-companion
letsencrypt-nginx-proxy-companion
sha256
sha256WithRSAEncryption
02/27/2023, 06:29:19
02/27/2024, 06:29:19
0
365
3
1
1
1
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0
1
0x96b568e68ae56548779ae91e17d45f29f66f1d96
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0000273de5fcdfd0e84e775ff4fabfc7a15b92b3
2
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CN=R3,O=Let's Encrypt,C=US
failover.svorcde.de
sha256
sha256WithRSAEncryption
06/02/2023, 23:20:28
08/31/2023, 23:20:27
0
89
9
1
1
0
0
0
1
0x7c296ec4fc9d09f91ba21acf81f1e364d2ff6451
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failover.svorcde.de
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00002745b0fa2886606f93d6d5a69ea99a6c0bde
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CN=c2c97509-93a6-4939-824b-4c2111b8d547
34.141.152.200
sha256
sha256WithRSAEncryption
06/20/2023, 22:00:27
06/18/2028, 22:02:27
0
1,825
5
1
1
0
0
0
0
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10
-1
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000027883fe36e9759c21ea8cca28ff0a73cc1da
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523092330860998466602092003307897432657385816102
1
ST=California,L=San Francisco,OU=CloudFlare Origin SSL Certificate Authority,O=CloudFlare\, Inc.,C=US
CloudFlare Origin Certificate
sha256
sha256WithRSAEncryption
05/30/2018, 05:31:00
05/26/2033, 05:31:00
0
5,475
8
1
1
0
0
0
1
0x2ee521dba510e10c4ba26b13dd705c932394e568
0
1
0
1
2
*.experiencejamaique.com, experiencejamaique.com
0
0
1
1
1
0
1
0
0
0
0
1
1
1
0
1
1
1
0
0
0
0
0
CloudFlare, Inc.
CloudFlare Origin CA
0
1
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
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0
000027e6ea6652110e3a1b6255a81942510c8552
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1
CN=cloudron-2023-01-13T21:45:48.065Z
cloudron-2023-01-13T21:45:48.065Z
sha256
sha256WithRSAEncryption
01/13/2023, 21:45:48
03/23/2025, 21:45:48
0
800
3
1
1
1
0
0
1
0xa726f4b65fe85ff0ff501ff50c88f076faa5a65d
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0
0
0
0
0
0
0
000027e82df97ba58f6668796d135407babacd9a
2
13538050453603667549
0
CN=sslvpn,O=sangfor,L=shenzhen,ST=guangdong,C=CN
sslvpn
sha256
sha256WithRSAEncryption
11/10/2021, 20:02:06
02/13/2024, 20:02:06
0
825
2
1
1
0
0
0
0
0
0
0
0
0
0
-1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
1
0
CN
0
guangdong
shenzhen
sangfor
0
0
1
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0
0
0
0
0
0
0
0
0
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0
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0
0
0
0
00002931e2d363389a01038aa5d5ac72f3559a9b
2
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0
CN=www.routerlogin.net,O=Netgear,L=San Jose,ST=California,C=US
www.routerlogin.net
sha256
sha256WithRSAEncryption
01/20/2020, 10:32:24
01/17/2030, 10:32:24
0
3,650
3
0
0
0
0
0
0
0
0
0
0
1
8
www.routerlogin.net, routerlogin.net, www.orbilogin.com, orbilogin.net, routerlogin.com, orbilogin.com, www.routerlogin.com, www.orbilogin.net
0
0
0
1
0
0
1
1
0
0
0
1
1
1
0
1
1
0
0
US
0
California
San Jose
Netgear
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
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0
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0
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0
000029929475c7dcc9e900b1431e4b1dce1b9d30
2
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0
CN=Amazon RSA 2048 M02,O=Amazon,C=US
plus.ecostools.com
sha256
sha256WithRSAEncryption
03/26/2023, 00:00:00
04/23/2024, 23:59:59
0
394
10
1
1
0
0
0
1
0x1701a2ed469049b52077e5e4ab754b51a312b688
0
1
0
1
1
plus.ecostools.com
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0
1
1
1
0
1
0
0
0
0
1
1
1
0
1
1
1
0
0
0
0
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1
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1
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1
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0
0
0
0
00002b3dfb136cc1bb528a8a34c873d3ff23ad8d
2
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0
CN=JPRS Domain Validation Authority - G4,O=Japan Registry Services Co.\, Ltd.,C=JP
sunplas.jp
sha256
sha256WithRSAEncryption
03/28/2023, 06:21:53
03/31/2024, 14:59:59
0
369
9
0
0
0
0
0
1
0x7d09848ead4bef204325e54f94d1c5942370f5c9
0
1
0
1
2
sunplas.jp, www.sunplas.jp
0
0
1
1
1
0
1
0
0
0
0
1
1
1
0
1
1
0
0
0
0
0
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0
0
0
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1
0
1
1
0
1
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1
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0
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0
0
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0
0
0
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0
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0
0
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0
0
0
0
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0
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0
0
0
0
0
0
0
0
0
0
00002babc01d1ad4cacb5f95b94b11e7b160fa67
2
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1
CN=109.250.210.15
109.250.210.15
sha256
sha256WithRSAEncryption
07/23/2023, 03:39:13
01/15/2038, 03:39:13
0
5,290
4
0
1
1
0
0
1
0xbcbb179a43cd9fa3ccddf8ab9b040b4a6d1799a3
0
1
0
1
8
-1
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0
0
0
0
0
0
00002c7785b0580bf095435420c140f314215150
2
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0
CN=FortiGate,O=Fortinet Ltd.
FortiGate
sha256
sha256WithRSAEncryption
06/09/2023, 13:42:10
09/11/2025, 13:42:10
0
825
2
0
1
0
0
0
0
0
0
0
0
0
0
-1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
Fortinet Ltd.
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
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0
0
0
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0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
00002c92ffb395d3c2a652e202f893950c658eb8
2
131679782493527628440395635514661712372
0
CN=Kubernetes Ingress Controller Fake Certificate,O=Acme Co
Kubernetes Ingress Controller Fake Certificate
sha256
sha256WithRSAEncryption
06/30/2023, 09:23:26
06/29/2024, 09:23:26
0
365
4
1
1
0
0
0
0
0
0
0
0
1
1
ingress.local
0
0
1
1
1
0
1
0
0
0
0
1
1
1
0
1
1
0
0
0
0
0
0
Acme Co
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
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0
0
0
0
0
0
0
0
0
0
0
00002d32fab3c9ea49a42813626fb7e6f536b001
2
20361865358520097245390970532682544303
0
CN=DigiCert TLS RSA SHA256 2020 CA1,O=DigiCert Inc,C=US
*.contecgroup.co.nz
sha256
sha256WithRSAEncryption
02/13/2023, 00:00:00
03/11/2024, 23:59:59
0
392
10
0
1
0
0
0
1
0x554d5c203c5c35b83b3659aa8ae705d6892840d2
0
1
0
1
2
*.contecgroup.co.nz, contecgroup.co.nz
0
0
1
1
1
0
1
0
0
0
0
1
1
1
0
1
1
1
0
NZ
0
0
Christchurch
Contec Group International Limited
0
0
1
0
1
0
1
1
0
1
0
1
0
0
0
0
0
0
0
0
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0
00002e38382819a24dccea34cd9076fbe5b64f4b
2
329077617895057986850720479650624444426038
0
CN=R3,O=Let's Encrypt,C=US
vvassets.com
sha256
sha256WithRSAEncryption
07/18/2023, 23:07:26
10/16/2023, 23:07:25
0
89
9
1
1
0
0
0
1
0xf773849f2141b66c9115a42b18cf70aa5006d66b
0
1
0
1
2
vvassets.com, www.vvassets.com
0
0
1
1
1
0
0
0
0
0
0
1
1
1
0
1
1
1
0
0
0
0
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0
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1
1
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1
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0
0
0
0
0
0
0
00002e9fc43876223a768d02868bd760041a40f6
2
3927804337509955888256874098646111380
0
CN=Amazon RSA 2048 M02,O=Amazon,C=US
*.sumologic.net
sha256
sha256WithRSAEncryption
06/06/2023, 00:00:00
07/05/2024, 23:59:59
0
395
10
1
1
0
0
0
1
0xc2eb830679f19ad505d10123f3e4a77570363c20
0
1
0
1
1
*.sumologic.net
0
0
1
1
1
0
1
0
0
0
0
1
1
1
0
1
1
1
0
0
0
0
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0
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1
0
1
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1
1
0
1
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1
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0
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0
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0
0
0
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0
0
0
0
0
0
0
00003086265918be64313e10e5001b7902371391
2
10223914707396955358480995969296222344
0
CN=Amazon RSA 2048 M02,O=Amazon,C=US
development.struqtur.se
sha256
sha256WithRSAEncryption
02/24/2023, 00:00:00
01/23/2024, 23:59:59
0
333
10
1
1
0
0
0
1
0xc1acb54ec0a2158f4a24b47b8b95dc8266ae5678
0
1
0
1
8
development.struqtur.se, *.wabygg.d-struqtur.com, *.development.struqtur.se, *.bmed.development.struqtur.se, *.wabygg.development.struqtur.se, *.d-struqtur.com, *.bmed.d-struqtur.com, d-struqtur.com
0
0
1
1
1
0
1
0
0
0
0
1
1
1
0
1
1
1
0
0
0
0
0
0
0
0
1
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1
0
1
1
0
1
0
1
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0
0000308a9cd9d474144ded3a02dd212603cc83c1
2
337210905589069410757670587916047689566235
0
CN=R3,O=Let's Encrypt,C=US
ssyncmmate.com
sha256
sha256WithRSAEncryption
06/13/2023, 09:28:39
09/11/2023, 09:28:38
0
89
9
1
1
0
0
0
1
0xd45e8329f2f3d189085b0b8cc142e40c9ff430da
0
1
0
1
2
ssyncmmate.com, www.ssyncmmate.com
0
0
1
1
1
0
0
0
0
0
0
1
1
1
0
1
1
1
0
0
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1
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1
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0
0
0
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0
000030910982a8f0acc98b16756f951a0bd02e82
2
356129903635917442428382034496597295793651
0
CN=R3,O=Let's Encrypt,C=US
stg2.mezon.jocy.jp
sha256
sha256WithRSAEncryption
07/01/2023, 02:50:20
09/29/2023, 02:50:19
0
89
9
1
1
0
0
0
1
0xba080249574f52c7df9c7d028014f5cb34cab87d
0
1
0
1
1
stg2.mezon.jocy.jp
0
0
1
1
1
0
1
0
0
0
0
1
1
1
0
1
1
1
0
0
0
0
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0
0
1
0
1
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1
1
0
1
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0
0
0
0
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0
End of preview. Expand in Dataset Viewer.

Machine Identity Spectra Dataset

Spectra Dataset

Summary

Venafi is excited to release of the Machine Identity Spectra large dataset. This collection of data contains extracted features from 19m+ certificates discovered over HTTPS (port 443) on the public internet between July 20 and July 26, 2023. The features are a combination of X.509 certificate features, RFC5280 compliance checks, and other attributes intended to be used for clustering, features analysis, and a base for supervised learning tasks (labels not included). Some rows may contain nan values as well and as such could require additional pre-processing for certain tasks.

This project is part of Venafi Athena. Venafi is committed to enabling the data science community to increase the adoption of machine learning techniques to identify machine identity threats and solutions. Phillip Maraveyias at Venafi is the lead researcher for this dataset.

Data Structure

The extracted features are contained in the Data folder as certificateFeatures.csv.gz. The unarchived data size is approximately 10GB and contains 98 extracted features for approximately 19m certificates. A description of the features and expected data types is contained in the base folder as features.csv.

The Data folder also contains a 500k row sample of the data in parquet format. This is displayed in the Data Viewer for easy visual inspection of the dataset.

Clustering and PCA Example

To demonstrate a potential use of the data, clustering and Principal Component Analysis (PCA) were conducted on the binary data features in the dataset. 10 clusters were generated and PCA conducted with the top 3 components preserved.

KMeans clustering was performed to generate a total of 10 clusters. In this case we are primarily interested in visualizing the data and understanding better how it may be used, so the choice of 10 clusters is mostly for illustrative purposes.

The top three PCA components accounted for approximately 61%, 10%, and 6% of the total explained variance (for a total of 77% of the overall data variance). Plots of the first 2 components in 2D space and top 3 components in 3D space grouped into the 10 clusters are shown below.

Clusters in 2 Dimensions

Clusters in 3 Dimensions

Contact

Please contact [email protected] if you have any questions about this dataset.

References and Acknowledgement

The following papers provided inspiration for this project:

  • Li, J.; Zhang, Z.; Guo, C. Machine Learning-Based Malicious X.509 Certificates’ Detection. Appl. Sci. 2021, 11, 2164. https://doi.org/ 10.3390/app11052164
  • Liu, J.; Luktarhan, N.; Chang, Y.; Yu, W. Malcertificate: Research and Implementation of a Malicious Certificate Detection Algorithm Based on GCN. Appl. Sci. 2022,12,4440. https://doi.org/ 10.3390/app12094440
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Size of downloaded dataset files:
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Size of the auto-converted Parquet files:
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Number of rows:
500,000