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

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

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

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

Clear

ACTIVE: q=Sarah Kellen

171 results found matching your filters

Document	Type	FOIA	Context	Top Candidate	Score	Signals
EFTA00436601.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
EFTA00521138.pdf	xxxx	—	...17 PHONE: 212-731-3100 Name: karyna shuliak Card Number: XXXXXXXXXXXX2086• Card Exp Date: XX/XX Card Not Present Transaction Typ...	Sarah Kellen	100%	length
EFTA00521503.pdf	xxxx	—	... Ma.S star rtensprOcenita eau& Ws Seinn, WC Maya kw *woe XXXXXXXXXXXX (ma nr. may ebnisn km Salad ilwoo ban...new:0 Remit PfiX...	Sarah Kellen	100%	length
EFTA00523667.pdf	xxxx	—	...lling Address 301 E. 66th St. , 10065 Credit Card Number XXXXXXXXXXXX1099 Type of card VISA Transaction Details: Submit Date ...	Sarah Kellen	100%	length
EFTA00525513.pdf	xxxx	—	... $152.43 Payment Info Form Of Payment : AMEX Card No. : XXXXXXXXXXXX2086 Auth : APPROVED Auth Code : 889324 Card Entry : Chip...	Sarah Kellen	100%	length
EFTA00527727.pdf	xxxx	—	... Visa KARYNA SHULIAK 05661G XXXX 9.00 0.80 9.80 9.80 XXXXXXXXXXXX1536 S CPO WAAWWWWWW***WWWWWWWWW******* Loyall...	Sarah Kellen	100%	length
EFTA00527758.pdf	xxxx	—	...C EFTA00527758 Visa KARYNA SHULIAK 09101G XXXX 261.30 XXXXXXXXXXXX1536 S WWWWWWW*****WWWWWWWWW******* Loyallist ...	Sarah Kellen	100%	length
EFTA00527786.pdf	xxxx	—	...8.875% NY RGLR Tax 21.30 Total 261.30 Visa 09101G XXXX XXXXXXXXXXXX1536 S 261.30 KARYNA SHULIAK Bloomingdale 'S 59th Street 1...	Sarah Kellen	100%	length
EFTA00527786.pdf	xxxx	—	...tal 130.00 EFTA00527786 Total 130.00 Visa 04068G XXXX XXXXXXXXXXXX1536 S 130.00 KARYNA SHULIAK Bloomingdale '8 59th Street 1...	Sarah Kellen	100%	length
EFTA00527786.pdf	xxxx	—	...8.875% NY RGLR Tax 71.80 Total 880.80 Visa 09124G XXXX XXXXXXXXXXXX1536 S Bloomingdale 880.80 KARYNA SHULIAK 's 59th Street ...	Sarah Kellen	100%	length
EFTA00527786.pdf	xxxx	—	... 8.875% NY RGLR Tax 8.43 Total 103.43 Visa 05456G XXXX XXXXXXXXXXXX1536 S 103.43 KARYNA SHULIAK EFTA00527787...	Sarah Kellen	100%	length
EFTA00532903.pdf	xxxx	—	...rican Express Karyna Shuliak Amount: $32.04 9 E 71st St XXXXXXXXXXXX1088 New York, NY 10021 Shipping Method Standard Shipping...	Sarah Kellen	100%	length
EFTA00532983.pdf	xxxx	—	... $1.51 Order Total $18.49 EFTA00532983 Payment Amount XXXXXXXXXXXX1088 AMEX $18.49 Return Policy Code Definitions Policy I...	Sarah Kellen	100%	length
EFTA00541434.pdf	xxxx	—	...hant N 160243 SEQ I 020531 REF 1573124 PAY FROM PRIMARY XXXXXXXXXXXX4335 4/30/12 14 26 0002 08 0009 406 CHANGE .00 TOTAL NUM...	Sarah Kellen	100%	length
EFTA00545172.pdf	xxxx	—	...TAL 559.68 Payment Method: AmericanExpress Card number : XXXXXXXXXXXX2086 Total : $69.68 Transaction ID : A13F7AE212B8 Order f...	Sarah Kellen	100%	length
EFTA00548915.pdf	xxxx	—	...(s) Returned: 0 Time: 18:06 American Op: 415808 Express:XXXXXXXXXXXX2086<D> Reg: 310 Auth 18:05,10/10/2018 Tran: 31673 Mid: ...	Sarah Kellen	100%	length
EFTA00549530.pdf	xxxx	—	...al: 146.20 7.00 .00 153.20 Payment Info CREDIT CARD: XXXXXXXXXXXX1039 $153.20 Return Type This email is for your records ...	Sarah Kellen	100%	length
EFTA00558100.pdf	xxxx	—	...E #1102-49587 SUBTOTAL STATE TAX RATE TOTAL VISA VISA: XXXXXXXXXXXX8544 APPR:00726A NAME:ION NICOLA Tran Code: 1LM OLA3 003 ...	Sarah Kellen	100%	length
EFTA00558100.pdf	xxxx	—	...AS1E WV,hrifiRk VISA (9.46) Paid by: Sales Total 3.59 XXXXXXXXXXXX8544 0558A )000000000000:544 NICLINICN..swiped 5.5?. Sa...	Sarah Kellen	100%	length
EFTA00563759.pdf	xxxx	—	...cipient American Express Karyna Shuliak Amount: $122.94 XXXXXXXXXXXX2086 Shipping Method Standard Shipping 3 - 7 business day...	Sarah Kellen	100%	length
EFTA00571135.pdf	xxxx	—	...553.84 Payment Summary American Express Amount: $553.84 XXXXXXXXXXXX2036 Recipient 9 E 71st St New York, NY 10021 Delivery D...	Sarah Kellen	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
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
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
EFTA00583627.pdf	xxxx	—	...I 00802 Payment Method Payment Method: CC Credit Card 4: XXXXXXXXXXXX 1018 Please Note: When applicable, the charge will appear ...	Sarah Kellen	100%	length

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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.

Redaction Analysis Engine

Who's Behind the Black Bars?

Redaction Types

FOIA Exemption Decoder

Redaction Clusters

Search & Filter Redactions

Methodology & Disclaimer

Following the case?