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Datasets:
Venafi
/
Machine-Identity-Spectra

Tasks:
Feature Extraction
Languages: English
Size Categories: 10M<n<100M
Tags: certificates machine identity security
License: apache-2.0
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fingerprint
string
version
float64
serial
string
serial_number_not_conforming
float64
issuer
string
commonName
string
sigHashAlg
string
sigAlg
string
notBefore
string
notAfter
string
after_smaller_than_before
float64
validTimeDays
float64
extCount
float64
basicConstraints_is_critical
int64
basicConstraints_is_exist
int64
is_ca
int64
path_length
float64
subjectKeyIdentifier_is_critical
int64
subjectKeyIdentifier_is_exist
int64
subjectKeyIdentifier
string
authorityKeyIdentifier_is_critical
int64
authorityKeyIdentifier_is_exist
int64
subjectAltName_is_critical
int64
subjectAltName_is_exist
int64
subjectAltName_count
float64
subjectAltName
string
Unknown OID_is_critical
int64
Unknown OID_is_exist
int64
keyUsage_is_critical
int64
keyUsage_is_exist
int64
digital_signature
int64
content_commitment
int64
key_encipherment
int64
data_encipherment
int64
key_agreement
int64
key_cert_sign
int64
crl_sign
int64
encipher_only
int64
key_usage_mismatch
float64
decipher_only
int64
extendedKeyUsage_is_critical
int64
extendedKeyUsage_is_exist
int64
serverAuth
int64
clientAuth
int64
parseError
int64
countryName
string
country_name_not_conforming
float64
stateOrProvinceName
string
localityName
string
organizationName
string
organizationalUnitName
string
emailAddress
string
path_length_mismatch
int64
authorityInfoAccess_is_critical
int64
authorityInfoAccess_is_exist
int64
certificatePolicies_is_critical
int64
certificatePolicies_is_exist
int64
unknown_certificatePolicy_oid
int64
signedCertificateTimestampList_is_critical
int64
signedCertificateTimestampList_is_exist
int64
cRLDistributionPoints_is_critical
int64
cRLDistributionPoints_is_exist
int64
unstructuredName
string
businessCategory
string
serialNumber
string
jurisdictionCountryName
string
streetAddress
string
Unknown OID
string
msCertificateTemplate_is_critical
int64
msCertificateTemplate_is_exist
int64
codeSigning
int64
timeStamping
int64
emailProtection
int64
OCSPSigning
int64
domainComponent
string
issuerAltName_is_critical
int64
issuerAltName_is_exist
int64
surname
string
jurisdictionStateOrProvinceName
string
postalCode
string
TLSFeature_is_critical
int64
TLSFeature_is_exist
int64
dnQualifier
string
jurisdictionLocalityName
string
title
string
givenName
string
pseudonym
string
generationQualifier
string
OCSPNoCheck_is_critical
int64
OCSPNoCheck_is_exist
int64
freshestCRL_is_critical
int64
freshestCRL_is_exist
int64
subjectDirectoryAttributes_is_critical
int64
subjectDirectoryAttributes_is_exist
int64
userID
string
msSmartcardLogin
int64
pkInitKDC
int64
x500UniqueIdentifier
string
"0000002084109dcc506394a15f6a053791c86240"
2
"-26983520324738650059137582838745270222"
1
"CN=FF-1C7D224DFD4D"
"FF-1C7D224DFD4D"
"sha256"
"sha256WithRSAEncryption"
"05/28/2022, 19:43:48"
"08/14/2030, 19:43:48"
0
3,000
7
1
1
1
0
0
1
"0x7bfa81480f352034b465870b780aab11812c672e"
0
1
0
1
1
"FF4dfd4d.local"
0
1
1
1
1
0
1
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1
1
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1
1
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1
1
1
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0
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"0"
0
0
"0"
"00000072bf552f1d2c06a88897a56c953ce78338"
2
"5630966575062423"
0
"[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
0
0
1
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
"TW"
0
"Taiwan"
"Taipei"
"Synology Inc."
"FTP Team"
0
0
0
0
0
0
0
0
0
0
"0"
"0"
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"0"
"000000e0d6095797587ea24db881793f4f559672"
2
"10894728410168507283"
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"
0
1
0
1
5
"-1"
0
0
0
0
0
0
0
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1
"0"
0
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0
0
0
0
0
0
"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
0
0
0
0
0
0
0
0
0
0
0
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"
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0
0
0
0
0
0
"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
0
0
"0"
0
0
"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"
"0"
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"0"
"0"
1
0
1
0
1
1
0
1
0
0
"0"
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0
0
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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"
"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"
"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"
"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
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0
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0
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0
"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
0
0
0
0
1
1
1
0
1
1
0
0
"0"
0
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1
0
1
0
1
1
0
1
0
1
"0"
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0
0
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0
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0
0
"0"
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"0"
0
0
0
0
0
0
"0"
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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1
0
0
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0
0
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
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"
"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
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"
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0
0
0
0
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"
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"0"
"0"
"0"
1
0
1
0
1
1
0
1
0
1
"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"
"0"
"0"
0
0
0
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
"0"
"0"
"0"
"0"
"0"
1
0
1
0
1
1
0
1
0
0
"0"
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"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
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
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"11221166670899913363"
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"O=Technicolor,L=Edegem,ST=Antwerp,C=BE"
"0"
"sha256"
"sha256WithRSAEncryption"
"12/10/2019, 02:17:18"
"12/07/2029, 02:17:18"
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"CN=Go Daddy Secure Certificate Authority - G2,OU=http://certs.godaddy.com/repository/,O=GoDaddy.com\, Inc.,L=Scottsdale,ST=Arizona,C=US"
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"sha256"
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397
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"06/13/2023, 14:48:39"
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"[email protected],CN=idrac-G9R15Z2,OU=Remote Access Group,O=Dell Inc.,L=Round Rock,ST=Texas,C=US"
"idrac-G9R15Z2"
"sha256"
"sha256WithRSAEncryption"
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"05/30/2029, 23:05:00"
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"425743086811654502540897248595475208368733"
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"CN=R3,O=Let's Encrypt,C=US"
"*.heihei.me"
"sha256"
"sha256WithRSAEncryption"
"06/11/2023, 02:16:42"
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"12316551025298"
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"O=VMware Installer"
"localhost.localdomain"
"sha1"
"sha1WithRSAEncryption"
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"05/18/2027, 16:41:25"
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"11203846798169428360"
0
"CN=10_0_4_16"
"10_0_4_16"
"sha1"
"sha1WithRSAEncryption"
"08/26/2022, 07:04:18"
"08/23/2032, 07:04:18"
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3,650
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"294467199537688702511469432841493823864"
0
"CN=35fb1823-2e8a-4681-a960-3283caaf57ed"
"35.203.33.118"
"sha256"
"sha256WithRSAEncryption"
"07/13/2022, 07:07:54"
"07/12/2027, 07:09:54"
0
1,825
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"1322221276"
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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"
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"US"
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"Sunnyvale"
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"19653563673275825753668155462"
0
"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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1
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0
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1
"0x5f8a6a912dc3b9031f6125067a043e68a8d7c478"
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"mftp.mbremit.com"
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1
1
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1
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1
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"PH"
0
"Metro Manila"
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"Metropolitan Bank & Trust Company"
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1
0
1
0
1
1
0
1
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0
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"Private Organization"
"0000020573"
"PH"
"Metrobank Plaza, Sen. Gil J. Puyat Avenue, Urdaneta Village"
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"0"
1
"CN=pfSense-5b4988b1d0cf2,[email protected],O=pfSense webConfigurator Self-Signed Certificate,L=Locality,ST=State,C=US"
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"sha256"
"sha256WithRSAEncryption"
"07/14/2018, 05:23:01"
"01/04/2024, 05:23:01"
0
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1
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"US"
0
"State"
"Locality"
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1
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"00001b4ff6b3eba01f440752928126a336f7e124"
0
"14568251128803504692"
0
"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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0
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0
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"TW"
0
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"Taipei"
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"662485052458227833382305210819955722562917654687"
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"CN=185.109.146.107"
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"sha256"
"sha256WithRSAEncryption"
"05/02/2022, 16:57:18"
"01/15/2038, 16:57:18"
0
5,737
4
0
1
1
0
0
1
"0xe4cb204219ec006e79609d7729390043063b148d"
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1
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"00001d793770eec468194b45bb665082f96c95b4"
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"70648368127283627565075366836285147420"
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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
10
1
1
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0
0
1
"0x47a1f0b9a66be0d958110ba3ed65b33c87e64f8d"
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"mytest.baker.edu, www.mytest.baker.edu"
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0
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1
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1
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1
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"COMODO SSL"
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1
0
1
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1
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1
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1
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0
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"00001eb5d1562870c92b05952ca7bad6df2729a8"
2
"16375464387008105803"
0
"CN=eberhardtthomas.spdns.de"
"eberhardtthomas.spdns.de"
"sha256"
"sha256WithRSAEncryption"
"01/01/1970, 00:00:30"
"01/16/2038, 00:00:30"
0
24,852
4
0
1
1
0
0
1
"0x7b16a016b960d337a26422aacf3218ad8e13bcb8"
0
1
0
1
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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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0
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"000020982686c0bcd7b4a160531779efa6006c01"
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"2215001864415910891"
0
"CN=MyRouter"
"MyRouter"
"sha256"
"sha256WithRSAEncryption"
"03/15/2022, 10:44:16"
"03/12/2032, 10:44:16"
0
3,650
4
1
1
1
0
0
1
"0x975505e3b070730e590edab9804a024f576a7a8f"
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"00002128886e5470e41c3ec6e48b89a858e3e25b"
2
"310379309643783719223141462349161080226"
0
"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
9
1
1
0
0
0
1
"0x8993ee49abed0a4587974dcd46967c2451cbdb97"
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1
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1
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"*.joinleaf.com, joinleaf.com"
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0
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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
9
1
1
0
0
0
1
"0x2d8de1a879ab9bbab6c4a43700bed4ddf7e086cf"
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1
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"109041537"
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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"
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"sha256"
"sha256WithRSAEncryption"
"07/03/2019, 08:17:00"
"07/03/2024, 08:17:00"
0
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"05/09/2023, 15:47:01"
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"CN=cPanel\, Inc. Certification Authority,O=cPanel\, Inc.,L=Houston,ST=TX,C=US"
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"sha256WithRSAEncryption"
"11/01/2021, 00:00:00"
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0
"CN=c2c97509-93a6-4939-824b-4c2111b8d547"
"34.141.152.200"
"sha256"
"sha256WithRSAEncryption"
"06/20/2023, 22:00:27"
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0
1,825
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"CloudFlare Origin Certificate"
"sha256"
"sha256WithRSAEncryption"
"05/30/2018, 05:31:00"
"05/26/2033, 05:31:00"
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"0x2ee521dba510e10c4ba26b13dd705c932394e568"
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"CN=www.routerlogin.net,O=Netgear,L=San Jose,ST=California,C=US"
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"sha256WithRSAEncryption"
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"01/17/2030, 10:32:24"
0
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"CN=Amazon RSA 2048 M02,O=Amazon,C=US"
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"sha256WithRSAEncryption"
"03/26/2023, 00:00:00"
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"CN=JPRS Domain Validation Authority - G4,O=Japan Registry Services Co.\, Ltd.,C=JP"
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"sha256"
"sha256WithRSAEncryption"
"03/28/2023, 06:21:53"
"03/31/2024, 14:59:59"
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"0x7d09848ead4bef204325e54f94d1c5942370f5c9"
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"sha256"
"sha256WithRSAEncryption"
"07/23/2023, 03:39:13"
"01/15/2038, 03:39:13"
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"5418901641026140486"
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"CN=FortiGate,O=Fortinet Ltd."
"FortiGate"
"sha256"
"sha256WithRSAEncryption"
"06/09/2023, 13:42:10"
"09/11/2025, 13:42:10"
0
825
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"131679782493527628440395635514661712372"
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"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
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1
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"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
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1
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"0x554d5c203c5c35b83b3659aa8ae705d6892840d2"
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"NZ"
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"Christchurch"
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"329077617895057986850720479650624444426038"
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"CN=R3,O=Let's Encrypt,C=US"
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"sha256"
"sha256WithRSAEncryption"
"07/18/2023, 23:07:26"
"10/16/2023, 23:07:25"
0
89
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1
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0
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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:
90.6 MB
Size of the auto-converted Parquet files:
90.6 MB
Number of rows:
500,000