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

ACTIVE: q=Sarah Kellen
171 results found matching your filters
Document Type FOIA Context Top Candidate Score Signals
EFTA01281718.pdf xxxx
...APPLE PAY - SENT M. 877-233-8552. CA ON 033118 FROM CARD#: XXXXXXXXXXXX2957 04/02 23.00 DEBIT CARD PURCHASE AT APPLE PAY - SENT ...
Sarah Kellen 100%
length
EFTA01281718.pdf xxxx
...APPLE PAY - SENT M. 877-233-8552. CA ON 033118 FROM CARD*: XXXXXXXXXXXX2957 04/02 7,500.03 OUTGOING WIRE TRANS 040218 04/03 3....
Sarah Kellen 100%
length
EFTA01281718.pdf xxxx
...APPLE PAY CASH - A. 877-233-8552. CA ON 041918 FROM CARD#: XXXXXXXXXXXX69I5 04/30 5.03 CHASE CREDIT CRD ALTTOPAY 000000000378193...
Sarah Kellen 100%
length
EFTA01333415.pdf xxxx
...X OOOOOO I/3(XXXX% OOOOO XXICPCXXX OOOOO XXXX OOOOOO XXXXXXXXXXXX OOOOOOO XX! ■ XXXXXXXXXXXXXXXX OOOOOO X OOOOOOO KXXX...
Sarah Kellen 100%
length
EFTA01348988.pdf xxxx
...121015 1521 PA0612 5113 XXXXXXXXXXXX3448 D CONFIDENTIAL - PURSUANT TO FED. R. CRIM. P. 6(e) CO...
Sarah Kellen 100%
length
EFTA01361871.pdf xxxx
...••••S•••••••... 7 . 1%.4.RTZ TRAI LWAYS Stroudsburg L : XXXXXXXXXXXX8582 APPROVAL 701003 QTY ITEM AMOUNT 1 COMMUTER $ 173.5...
Sarah Kellen 100%
length
EFTA01405633.pdf xxxx
...ai {-m(N.-^ai %r9 rtTlw MARTZ TRAILWAYS i Stroudsburg : XXXXXXXXXXXX949? : CRA16 H • APPROVAL 60474A M>.RTZ TRAILWAYS Stroud...
Sarah Kellen 100%
length
EFTA01681808.pdf xxxx
...d Payment Pattern Months 1.12: XXOUWOUCOUr Months 13.24: XXXXXXXXXXXX Months 25.36: 111111111111 Months 37.48: 1111111111 Acco...
Sarah Kellen 100%
length
EFTA01682733.pdf xxxx
...DS XRANSFER•""^ (REED PAYMENT. OPTION - , IMMIX XIICIUS, XXXXXXXXXXXXVtItile • Pecs-ring Electronic Fund T - is a free service ...
Sarah Kellen 100%
length
EFTA01700995.pdf xxxx
...ta; 4213141114111111141 19 1121441;16171ebiohilii 03 In)/ XXXXXXXXXXXX xxxxx 02. 14 .. ' XXX owthra I i "PIP' 11 • 3I-6o ...
Sarah Kellen 100%
length
EFTA01711951.pdf xxxx
...9 Standard Tax 6.00% 5.10 TOTAL $90.09 Visa Card No.: XXXXXXXXXXXX6711 [S] Auth No.: 00510C 90.09 II TOTAL ITEMS 1 Compa...
Sarah Kellen 100%
length
EFTA01719930.pdf xxxx
... JI$ 4LJLJ X a 1.4 4-4 C.4 u*.fu ualtlu sau t4 :4 :4 ra XXXXXXXXXXXX sii'scsiisiisionsgs.sics+ssisitsid =>u LAW = we u EFT...
Sarah Kellen 100%
length
EFTA01746734.pdf xxxx
...images/email/marketingOneOff/eTDS/icon_creditCard.gif> Visa XXXXXXXXXXXX2946 $ 1690.23 <http://img.ed4.net/spacer5=.gif> <http://...
Sarah Kellen 100%
length
EFTA01803477.pdf xxxx
...ABLE-/ Additional Charges: Tue., Mar. 22, =011/MASTERCARD XXXXXXXXXXXX1356 was charged 50.00 USD for the =ollowing: Booking Servi...
Sarah Kellen 100%
length
EFTA01892761.pdf xxxx
... PHONE: 212-752-2700 Name: JEFFREY EPSTEIN Card Number: XXXXXXXXXXXX7668• Card Exp Date: XX/XX Card Present Transaction Type: ...
Sarah Kellen 100%
length
EFTA01893122.pdf xxxx
...7 PHONE: 212-752-2700 Na.: JEFFREY EPSTEIN Card Number: XXXXXXXXXXXX7668. Card Elm Date: XX/XX Card Present Transaction Type: ...
Sarah Kellen 100%
length
EFTA01915535.pdf xxxx
... Smith 0012340414574 985.12 110.08 1095 20 - j 0 Visa XXXXXXXXXXXX2639 $ 1095.20-i Baggage Information Baggage charges for ...
Sarah Kellen 100%
length
EFTA01990511.pdf xxxx
... PHONE: 212-752-2700 Name: JEFFREY EPSTEIN Card Number: XXXXXXXXXXXX7668• Card Elm Date: XX/XX Card Present Transaction Type: ...
Sarah Kellen 100%
length
EFTA02100128.pdf xxxx
...icket Total Imposed Fees 985.12 110.08 1095.20 o. Visa XXXXXXXXXXXX2639 Baggage Information $ 7095.2011 Baggage charges for ...
Sarah Kellen 100%
length
EFTA02103156.pdf xxxx
...O ferhortng1 $26360 Ex.O54 tonen $ 44 C 144 liaslercara XXXXXXXXXXXX315.4 .1.46. 2014 Pa)Tent Amore $94 90 Segment Fe< 3 32...
Sarah Kellen 100%
length
EFTA02105330.pdf xxxx
... EFTA02105330 Paid By Credit Card Trip Amount MC Due: XXXXXXXXXXXXM $0.00 One call books all... Ground Transportation Availa...
Sarah Kellen 100%
length
EFTA02122542.pdf xxxx
...FTA02122542 Paid by: Credit Card Amex Credit Card Number: XXXXXXXXXXXX2003 Credit Card Expira i n • /17 Cardholder Name: ORDE...
Sarah Kellen 100%
length
EFTA02179948.pdf xxxx
...T HAS NO VALUE. Additional Tue., Mar. 22, 2011/MASTERCARD XXXXXXXXXXXX1356 was charged 25.00 USD for the Charges: following: Boo...
Sarah Kellen 100%
length
EFTA02182503.pdf xxxx
... Billing Zip - Billing Country Darren Indyke MasterCard XXXXXXXXXXXX2423 Order Information Order Number - 2502136 Ship Method...
Sarah Kellen 100%
length
HOUSE_OVERSIGHT_019201.jp... tagged
... Kellen also coordi- Firtyy Ric nated the encounters with [name redacted] during the time frame the girls stated they occurred. Purs...
Sarah Kellen 60%
proximity

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
Classified Material
Restricted Access

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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