Redaction Analysis Engine

Mapping what they don't want you to see
9,031 redactions detected across 2,830 documents
9,031
Total Redactions
2,830
Documents Affected
6,523
With Candidate Matches
20
Clusters Identified

Who's Behind the Black Bars?

Al Gore
politician Named in Files
Matched 1674 redactions
Avg confidence: 83.7% (HIGH)
Bill Gates
business Inner Circle
Matched 1044 redactions
Avg confidence: 100.0% (HIGH)
Ghislaine Maxwell
co-conspirator Inner Circle
Matched 1010 redactions
Avg confidence: 45.0% (MEDIUM)
Lawrence Krauss
academic Named in Files
Matched 461 redactions
Avg confidence: 35.1% (LOW)
Eva Dubin
business Inner Circle
Matched 444 redactions
Avg confidence: 97.2% (HIGH)
Glenn Dubin
business Inner Circle
Matched 408 redactions
Avg confidence: 100.0% (HIGH)
Mort Zuckerman
business Named in Files
Matched 245 redactions
Avg confidence: 38.3% (LOW)
Joi Ito
academic Named in Files
Matched 212 redactions
Avg confidence: 86.1% (HIGH)
Sarah Kellen
co-conspirator Inner Circle
Matched 150 redactions
Avg confidence: 99.7% (HIGH)
Sultan Ahmed bin Sulayem
business Named in Files
Matched 136 redactions
Avg confidence: 92.1% (HIGH)
Prince Andrew
royalty Inner Circle
Matched 41 redactions
Avg confidence: 94.1% (HIGH)
Alan Dershowitz
attorney Inner Circle
Matched 29 redactions
Avg confidence: 35.9% (LOW)
Jay Lefkowitz
attorney Inner Circle
Matched 26 redactions
Avg confidence: 78.5% (HIGH)
George Mitchell
politician Named in Files
Matched 22 redactions
Avg confidence: 60.0% (MEDIUM)
Jean-Luc Brunel
co-conspirator Inner Circle
Matched 16 redactions
Avg confidence: 100.0% (HIGH)
Steve Bannon
politician Named in Files
Matched 12 redactions
Avg confidence: 60.0% (MEDIUM)
Nadia Marcinkova
co-conspirator Inner Circle
Matched 11 redactions
Avg confidence: 92.7% (HIGH)
Leon Black
business Named in Files
Matched 10 redactions
Avg confidence: 35.0% (LOW)
Anil Ambani
business Named in Files
Matched 9 redactions
Avg confidence: 35.0% (LOW)
Stephen Hawking
academic Named in Files
Matched 5 redactions
Avg confidence: 55.0% (MEDIUM)
Leslie Wexner
business Inner Circle
Matched 3 redactions
Avg confidence: 100.0% (HIGH)
Noam Chomsky
academic Named in Files
Matched 3 redactions
Avg confidence: 90.0% (HIGH)
George Church
academic Named in Files
Matched 3 redactions
Avg confidence: 60.0% (MEDIUM)
Lesley Groff
co-conspirator Inner Circle
Matched 2 redactions
Avg confidence: 52.5% (MEDIUM)
Donald Trump
politician Inner Circle
Matched 2 redactions
Avg confidence: 60.0% (MEDIUM)

Redaction Types

XXXXX Patterns
4,047
FOIA Exemptions
2,599
Tagged [REDACTED]
2,217
Black Bars
168

FOIA Exemption Decoder

b7E
829 occurrences
Law Enforcement Techniques — Investigation methods
b7C
542 occurrences
Law Enforcement Privacy — Personal privacy of subjects/witnesses
b7A
275 occurrences
Law Enforcement — Could interfere with proceedings
b1A
170 occurrences
Unknown exemption code
b7F
125 occurrences
Unknown exemption code
b7D
83 occurrences
Confidential Source — Identity of informants
b1C
73 occurrences
Unknown exemption code
b1B
72 occurrences
Unknown exemption code
b2A
61 occurrences
Unknown exemption code
b7B
55 occurrences
Unknown exemption code
b3B
53 occurrences
Unknown exemption code
b3A
45 occurrences
Unknown exemption code
b2C
44 occurrences
Unknown exemption code
b2B
37 occurrences
Unknown exemption code
b5B
15 occurrences
Unknown exemption code
b4I
14 occurrences
Unknown exemption code
b4B
12 occurrences
Unknown exemption code
b1E
11 occurrences
Unknown exemption code
b1F
9 occurrences
Unknown exemption code
b1D
8 occurrences
Unknown exemption code
b5A
8 occurrences
Unknown exemption code
b3C
6 occurrences
Unknown exemption code
b6C
6 occurrences
Unknown exemption code
b2D
5 occurrences
Unknown exemption code
b1J
4 occurrences
Unknown exemption code
b1G
3 occurrences
Unknown exemption code
b1H
3 occurrences
Unknown exemption code
b3D
3 occurrences
Unknown exemption code
b4A
3 occurrences
Unknown exemption code
b7S
3 occurrences
Unknown exemption code
b1K
2 occurrences
Unknown exemption code
b2
2 occurrences
Unknown exemption code
b2E
2 occurrences
Unknown exemption code
b4E
2 occurrences
Unknown exemption code
b1I
1 occurrence
Unknown exemption code
b1L
1 occurrence
Unknown exemption code
b1R
1 occurrence
Unknown exemption code
b4D
1 occurrence
Unknown exemption code
b5C
1 occurrence
Unknown exemption code
b5D
1 occurrence
Unknown exemption code
b6A
1 occurrence
Unknown exemption code
b7
1 occurrence
Unknown exemption code
b7G
1 occurrence
Unknown exemption code
b7H
1 occurrence
Unknown exemption code
b7I
1 occurrence
Unknown exemption code
b7K
1 occurrence
Unknown exemption code
b7O
1 occurrence
Unknown exemption code
b9A
1 occurrence
Unknown exemption code

Redaction Clusters

Al Gore
1674 redactions — avg score: 83.7%  —  View redactions
Al Gore appears as top candidate for 1674 redactions across 749 documents (avg score: 0.837)
Bill Gates
1044 redactions — avg score: 100.0%  —  View redactions
Bill Gates appears as top candidate for 1044 redactions across 520 documents (avg score: 1.000)
Eva Dubin
444 redactions — avg score: 97.2%  —  View redactions
Eva Dubin appears as top candidate for 444 redactions across 309 documents (avg score: 0.972)
Glenn Dubin
408 redactions — avg score: 100.0%  —  View redactions
Glenn Dubin appears as top candidate for 408 redactions across 354 documents (avg score: 1.000)
Joi Ito
212 redactions — avg score: 86.1%  —  View redactions
Joi Ito appears as top candidate for 212 redactions across 152 documents (avg score: 0.861)
Ghislaine Maxwell
194 redactions — avg score: 66.3%  —  View redactions
Ghislaine Maxwell appears as top candidate for 194 redactions across 107 documents (avg score: 0.663)
Sarah Kellen
150 redactions — avg score: 99.7%  —  View redactions
Sarah Kellen appears as top candidate for 150 redactions across 116 documents (avg score: 0.997)
Sultan Ahmed bin Sulayem
136 redactions — avg score: 92.1%  —  View redactions
Sultan Ahmed bin Sulayem appears as top candidate for 136 redactions across 82 documents (avg score: 0.921)
Prince Andrew
41 redactions — avg score: 94.2%  —  View redactions
Prince Andrew appears as top candidate for 41 redactions across 34 documents (avg score: 0.941)
Jay Lefkowitz
26 redactions — avg score: 78.5%  —  View redactions
Jay Lefkowitz appears as top candidate for 26 redactions across 13 documents (avg score: 0.785)
George Mitchell
22 redactions — avg score: 60.0%  —  View redactions
George Mitchell appears as top candidate for 22 redactions across 2 documents (avg score: 0.600)
Jean-Luc Brunel
16 redactions — avg score: 100.0%  —  View redactions
Jean-Luc Brunel appears as top candidate for 16 redactions across 14 documents (avg score: 1.000)
Mort Zuckerman
13 redactions — avg score: 97.7%  —  View redactions
Mort Zuckerman appears as top candidate for 13 redactions across 13 documents (avg score: 0.977)
Steve Bannon
12 redactions — avg score: 60.0%  —  View redactions
Steve Bannon appears as top candidate for 12 redactions across 6 documents (avg score: 0.600)
Nadia Marcinkova
11 redactions — avg score: 92.7%  —  View redactions
Nadia Marcinkova appears as top candidate for 11 redactions across 10 documents (avg score: 0.927)

Search & Filter Redactions

6,523 results found
Document Type FOIA Context Top Candidate Score Signals
EFTA00572859.pdf xxxx
...ress 38.11 AMERICAN EXPRESS KARYNA SHULIAK 817142 XXXX XXXXXXXXXXX1088 TC - 12EDA56D2C21CCF0 TSI: F800 EMV Contact(Z) - Sign...
Glenn Dubin 100%
length
EFTA00572859.pdf xxxx
...*ww***ww***ww*• Loyallist KARYNA SHULIAK Loyalty Number XXXXXXXXX3621 Beginning Points 1214 Account Balance Net Points Th...
Eva Dubin 100%
length
EFTA00572861.pdf xxxx
...an Express AMERICAN EXPRESS KARYNA SHULIAK 831787 XXXX XXXXXXXXXXX1088 TC - DBB19343652AC60A TSI: F800 EMV Contact(Z) - Sign...
Glenn Dubin 100%
length
EFTA00572861.pdf xxxx
...***********WW** Loyallist KARYNA SHULIAK Loyalty Number XXXXXXXXX3621 Beginning Points 2121 Account Balance Net Points Pe...
Eva Dubin 100%
length
EFTA00572868.pdf xxxx
...an Express Karyna Shuliak Amount: $244.78 301 E 66th St XXXXXXXXXXXX1088 Apt 8H New York, NY 10065 Delivery Date These items...
Sarah Kellen 100%
length
EFTA00573128.pdf xxxx
...044423 Payment Summary American Express Amount: $129.56 XXXXXXXXXXXXX1088 $119.00 ea $119.00 Order Totals Merchandise Totals:...
Prince Andrew 100%
length
EFTA00573408.pdf xxxx
...5% 3.64 TOTAL $44.60 American Express 44.60 Card No.: XXXXXXXXXXX1088 [S] Auth No.: 540031 TOTAL ITEMS 4 Staples brand pro...
Glenn Dubin 100%
length
EFTA00573563.pdf xxxx
...alm Beach 204763 0032 0076 44362 11/27/15 SHULIAK/KARYNA XXXXXXXXXXX1088 /S 12/19 TAKE MDSE 25-JACKET 1 545.00 032-25-3233...
Glenn Dubin 100%
length
EFTA00573565.pdf xxxx
...0% 1.35 TOTAL $23.84 American Express 23.84 Card No.: XXXXXXXXXXX1088 [S] Auth No.: 559500 **********STAPLES COUPONS REDEEM...
Glenn Dubin 100%
length
EFTA00573680.pdf xxxx
...T NON-TAXABLE AMOUNT TAX 8.875% TOTAL AMERICAN EXPRESS XXXXXXXXXXX1088 151354 / Primary / 63992 CHANGE DUE TOTAL ITEMS SOLD...
Glenn Dubin 100%
length
EFTA00574364.pdf xxxx
...0.32 American Express 70.32 KARYNA SHULIAK 554929 XXXX XXXXXXXXXXX1088 CRU Swipe(R) - Signature Your Total Savings is $11.41...
Glenn Dubin 100%
length
EFTA00574364.pdf xxxx
...***WWW********* Loyallist KARYNA SHULIAK Loyalty Number XXXXXXXXX3621 Beginning Points 282 Account Balance Net Points Thi...
Eva Dubin 100%
length
EFTA00574786.pdf xxxx
...ES 1 3415180164973 936/72 Orig 180.00 $25.00 Coupon CRL XXXXXXXXX5821 8.875% NY RGLR Tax Total Reward Card 0100THOO 86520...
Eva Dubin 100%
length
EFTA00574815.pdf xxxx
...Karyna Shuliak Card Type: American Express Card Number: XXXXXXXXXXXXXXX1091 ;United Club Relax in our exclusive airport clubs b...
Jean-Luc Brunel 100%
length
EFTA00574897.pdf xxxx
...GNR /NNRNR 786337533588 86/9 Orig 86.00 20% Coupon CRL XXXXXXXXX3841 DESGNR INNRWR 786337507091 86/9 Orig 86.00 20% Cou...
Eva Dubin 100%
length
EFTA00574897.pdf xxxx
...GNR INNRWR 786337507091 86/9 Orig 86.00 20% Coupon CRL XXXXXXXXX3845 TRAD SLEEPER 737045078380 240/85 Dept not coupon el...
Eva Dubin 100%
length
EFTA00574897.pdf xxxx
...LEEPER 737045078380 240/85 Dept not coupon eligible CRL XXXXXXXXX3848 8L8 68.80 8L8 68.80 8L8 75.00 Sub Total 212.60 To...
Eva Dubin 100%
length
EFTA00574897.pdf xxxx
...W**WWW********* Loyallist KARYNA SHULIAK Loyalty Number XXXXXXXXX3621 ITHE D Ur l'C'TDA/ RSA EFTA00574897 Beginning Point...
Eva Dubin 100%
length
EFTA00575123.pdf xxxx
...of Cardholder: Card Type: American Express Card Number: XXXXXXXXXXX1091 ;United Club Relax in our exclusive airport clubs b...
Glenn Dubin 100%
length
EFTA00575276.pdf xxxx
...yna Shuliak Paid by: Credit Card Amex Credit Card Number: XXXXXXXXXXXX Credit Card Expiration Date: 10/17 Cardholder Name: Karyn...
Sarah Kellen 100%
length
EFTA00575716.pdf xxxx
...NS POLO ELS 108.75 092449581004 547/32 Orig 145.00 CRL XXXXXXXXX5577 HENS POLO ELS 108.75 092449580922 547/32 Orig 145....
Eva Dubin 100%
length
EFTA00575716.pdf xxxx
...NS POLO ELS 108.75 092449580922 547/32 Orig 145.00 CRL XXXXXXXXX3218 HENS POLO ELS 108.75 092449580915 547/32 Orig 145....
Eva Dubin 100%
length
EFTA00575716.pdf xxxx
...NS POLO ELS 108.75 092449580915 547/32 Orig 145.00 CRL XXXXXXXXX3216 Visa Sub Total 326.25 Total 326.25 326.25 KARYNA...
Eva Dubin 100%
length
EFTA00578703.pdf xxxx
...002 17:50:26 +0000 hello birthday one. I miss you, so thereXXXXXXX EFTA00578703...
Al Gore 100%
length
EFTA00579104.pdf xxxx
...YONE, THINKING OF YOU ALL AND WISHING YOU A HAPPY EASTER! XXXXXXXXXXXX AND MOMMY Stay in touch better and keep protected online ...
Sarah Kellen 100%
length

Methodology & Disclaimer

Candidate predictions are algorithmic estimates generated by pattern matching against document context, redaction length, FOIA exemption codes, and known associate proximity. They are NOT confirmed identities and are NOT accusations. This tool is for research purposes only. Not all redactions hide guilty parties — some exist for procedural, privacy, or national security reasons.

Signal weights: Length Match (35%), Context Keywords (25%), Name Proximity (25%), FOIA Role Match (15%). Scores above 70% = High Confidence, 40-70% = Medium, below 40% = Low.

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Classified Material
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This archive contains 1.43 million government documents related to the Jeffrey Epstein investigation, including materials referenced in active criminal proceedings.

Contents include evidence of sexual abuse, trafficking, and exploitation of minors.

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