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S. 4069: AI-Ready Bio-Data Standards Act

The AI-Ready Bio-Data Standards Act is aimed at ensuring biological datasets created through federally funded research are suitable for use in artificial intelligence (AI) applications. The bill requires the Director of the National Institute of Standards and Technology (NIST) to establish definitions, standards, resources, and frameworks within two years of enactment for these datasets to be "artificial intelligence-ready." Below are key provisions of the bill:

Definitions and Standards

The bill mandates that NIST must:

  • Define what "artificial intelligence-ready" means, ensuring datasets are formatted for effective AI training and support advancements in AI and biotechnology.
  • Establish standards to ensure biological datasets meet the definition of being artificial intelligence-ready.

Resources and Frameworks

NIST is required to create the following:

  • Data management resources and cybersecurity frameworks for federal agencies involved in funding biological research and for researchers generating datasets.
  • Guidelines for making sure those definitions and standards do not impose excessive burdens on researchers receiving federal funds.

Consultation and Public Input

The Director must consult with various stakeholders including:

  • Private sector entities from both the biotechnology and artificial intelligence industries.
  • Academics and federal agency heads.
  • Public feedback will also be solicited to inform the establishment and updates of the definitions and standards.

Annual Review and Updates

The definitions and standards will be reviewed annually, ensuring they remain relevant and effective. Additionally, NIST will conduct evaluations to ensure compliance with the standards and to minimize any undue burden on researchers.

Information Gathering

Within one year, NIST must inventory existing biotechnology standards and datasets that relate to federally funded biological research. This information will then be made publicly accessible through NIST’s website.

Testing and Evaluation

NIST, in collaboration with the National Science Foundation, must conduct tests to evaluate the effectiveness and clarity of the established standards, ensuring they are easy to follow and applicable.

Agency-Specific Data Management Policies

Within two years, NIST must create or revise agency-specific policies that mandate compliance with the established definitions, standards, resources, and frameworks for AI-ready datasets. This includes creating oversight mechanisms and reporting requirements for agencies to ensure adherence to these policies.

Advisory Group

An advisory group will be set up to provide recommendations and review practices for ensuring datasets meet the standards. The group will consist of representatives from federal agencies, academia, and the private sector.

Annual Reports and Sunset Clause

NIST is required to submit annual reports to Congress regarding the establishment and implementation of the definitions, standards, and frameworks. The provisions of this act will terminate ten years after its enactment.

Definitions

The bill includes clear definitions for terms such as "biological data," "biological dataset," and "negative data" to guide its implementation.

Relevant Companies

  • ILMN - Illumina, Inc. - A key player in biotechnology that could be significantly impacted due to its focus on genomic data and biological datasets.
  • AMGN - Amgen Inc. - A biopharmaceutical company that may need to adapt its data management practices to comply with the new standards for federally funded research data.
  • GILD - Gilead Sciences, Inc. - Another major player in biopharmaceuticals that likely deals with biological datasets from federally funded research, potentially subject to new regulations.

This is an AI-generated summary of the bill text. There may be mistakes.

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Sponsors

2 bill sponsors

Actions

2 actions

Date Action
Mar. 12, 2026 Introduced in Senate
Mar. 12, 2026 Read twice and referred to the Committee on Commerce, Science, and Transportation.

Corporate Lobbying

0 companies lobbying

None found.

* Note that there can be significant delays in lobbying disclosures, and our data may be incomplete.

Potentially Relevant Congressional Stock Trades

Estimated excess return of the underlying stock since the transaction
Politician Stock Transaction Filed Traded
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David Taylor R / House
AMGN logo
AMGN AMGEN INC. - COMMON STOCK
Sale $1,001 - $15,000
Mar 06, 2026 Feb 26, 2026 -3.17%
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Ro Khanna D / House
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AMGN AMGEN INC. CMN
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Mar 09, 2026 Feb 24, 2026 -4.28%
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Gilbert Ray Cisneros, Jr. D / House
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ILMN ILLUMINA, INC. - COMMON STOCK
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Mar 09, 2026 Feb 10, 2026 +10.93%
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David Taylor R / House
AMGN logo
AMGN AMGEN INC. - COMMON STOCK
Sale $1,001 - $15,000
Feb 02, 2026 Jan 29, 2026 +7.22%
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Ro Khanna D / House
ILMN logo
ILMN _ILLUMINA, INC CMN
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Feb 06, 2026 Jan 29, 2026 -10.22%
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Ro Khanna D / House
GILD logo
GILD GILEAD SCIENCES CMN
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Feb 06, 2026 Jan 29, 2026 +4.59%
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Josh Gottheimer D / House
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GILD GILEAD SCIENCES, INC. - COMMON STOCK
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Feb 26, 2026 Jan 27, 2026 +3.81%
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Ro Khanna D / House
AMGN logo
AMGN AMGEN INC. CMN
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Feb 06, 2026 Jan 23, 2026 +6.03%
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David Taylor R / House
AMGN logo
AMGN AMGEN INC. - COMMON STOCK
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Feb 02, 2026 Jan 16, 2026 +10.75%
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David Taylor R / House
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AMGN AMGEN INC. - COMMON STOCK
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Dec 05, 2025 Dec 03, 2025 +5.07%
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David Taylor R / House
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AMGN AMGEN INC. - COMMON STOCK
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Dec 05, 2025 Dec 03, 2025 +5.07%
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Lisa C. McClain R / House
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ILMN ILLUMINA, INC. - COMMON STOCK
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Nov 21, 2025 Oct 31, 2025 +5.91%
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Lisa C. McClain R / House
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ILMN ILLUMINA, INC. - COMMON STOCK
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Nov 21, 2025 Oct 30, 2025 +30.90%
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Lisa C. McClain R / House
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ILMN ILLUMINA, INC. - COMMON STOCK
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Nov 21, 2025 Oct 30, 2025 +30.90%
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Marjorie Taylor Greene R / House
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AMGN AMGEN INC. - COMMON STOCK
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Oct 28, 2025 Oct 24, 2025 +22.66%
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Ro Khanna D / House
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AMGN AMGEN INC. CMN
Sale $1,001 - $15,000
Oct 03, 2025 Sep 29, 2025 +28.45%
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Lisa C. McClain R / House
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AMGN AMGEN INC. - COMMON STOCK
Sale $1,001 - $15,000
Oct 22, 2025 Sep 25, 2025 +29.18%
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Val T. Hoyle D / House
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GILD GILEAD SCIENCES, INC. - COMMON STOCK
Sale $1,001 - $15,000
Oct 10, 2025 Sep 23, 2025 +22.22%
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Marjorie Taylor Greene R / House
AMGN logo
AMGN AMGEN INC. - COMMON STOCK
Purchase $1,001 - $15,000
Sep 27, 2025 Sep 11, 2025 +23.60%
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Sheldon Whitehouse D / Senate
AMGN logo
AMGN Amgen Inc
Sale (Full) $1,001 - $15,000
Oct 03, 2025 Sep 04, 2025 +23.42%
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Lisa C. McClain R / House
AMGN logo
AMGN AMGEN INC. - COMMON STOCK
Purchase $1,001 - $15,000
Aug 13, 2025 Jun 24, 2025 +17.89%
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Lisa C. McClain R / House
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ILMN ILLUMINA, INC. - COMMON STOCK
Purchase $1,001 - $15,000
Aug 13, 2025 Jun 09, 2025 +38.97%
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Cliff Bentz R / House
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AMGN AMGEN INC. - COMMON STOCK
Purchase $1,001 - $15,000
Jul 09, 2025 Jun 06, 2025 +10.62%
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Marjorie Taylor Greene R / House
GILD logo
GILD GILEAD SCIENCES, INC. - COMMON STOCK
Purchase $1,001 - $15,000
Jun 18, 2025 Jun 06, 2025 +13.42%
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Marjorie Taylor Greene R / House
AMGN logo
AMGN AMGEN INC. - COMMON STOCK
Purchase $1,001 - $15,000
May 19, 2025 May 14, 2025 +21.32%
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Josh Gottheimer D / House
GILD logo
GILD GILEAD SCIENCES, INC. - COMMON STOCK
Sale $1,001 - $15,000
Jun 11, 2025 May 14, 2025 +28.86%
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Jefferson Shreve R / House
GILD logo
GILD GILEAD SCIENCES, INC. - COMMON STOCK
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Jun 22, 2025 May 12, 2025 +20.63%
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Jefferson Shreve R / House
AMGN logo
AMGN AMGEN INC. - COMMON STOCK
Sale $15,001 - $50,000
Jun 22, 2025 May 12, 2025 +14.41%
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Marjorie Taylor Greene R / House
AMGN logo
AMGN AMGEN INC. - COMMON STOCK
Purchase $1,001 - $15,000
May 06, 2025 May 05, 2025 +8.12%
Congress pfp
Marjorie Taylor Greene R / House
GILD logo
GILD GILEAD SCIENCES, INC. - COMMON STOCK
Purchase $1,001 - $15,000
May 06, 2025 May 05, 2025 +18.04%
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Marjorie Taylor Greene R / House
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GILD GILEAD SCIENCES, INC. - COMMON STOCK
Purchase $1,001 - $15,000
May 06, 2025 May 05, 2025 +18.04%
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John Boozman R / Senate
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GILD Gilead Sciences Inc
Sale (Full) $1,001 - $15,000
May 14, 2025 Apr 16, 2025 +7.03%
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Jared Moskowitz D / House
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AMGN AMGEN INC. - COMMON STOCK
Purchase $1,001 - $15,000
May 09, 2025 Apr 16, 2025 -1.38%
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Jared Moskowitz D / House
AMGN logo
AMGN AMGEN INC. - COMMON STOCK
Purchase $1,001 - $15,000
May 09, 2025 Apr 16, 2025 -1.38%
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Tommy Tuberville R / Senate
AMGN logo
AMGN Amgen Inc
Sale (Full) $15,001 - $50,000
May 15, 2025 Apr 15, 2025 -3.93%
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Jefferson Shreve R / House
AMGN logo
AMGN AMGEN INC. - COMMON STOCK
Purchase $15,001 - $50,000
May 08, 2025 Apr 11, 2025 -0.96%
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Ro Khanna D / House
AMGN logo
AMGN AMGEN INC. CMN
Purchase $1,001 - $15,000
May 12, 2025 Apr 09, 2025 -0.99%
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Robert Bresnahan R / House
AMGN logo
AMGN AMGEN INC. - COMMON STOCK
Sale $1,001 - $15,000
May 08, 2025 Apr 08, 2025 -7.56%
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Thomas H. Kean, Jr. R / House
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ILMN ILLUMINA, INC. - COMMON STOCK
Purchase $1,001 - $15,000
Apr 18, 2025 Apr 01, 2025 +43.92%
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Thomas H. Kean, Jr. R / House
ILMN logo
ILMN ILLUMINA, INC. - COMMON STOCK
Purchase $1,001 - $15,000
May 15, 2025 Apr 01, 2025 +43.92%
Congress pfp
Jefferson Shreve R / House
GILD logo
GILD GILEAD SCIENCES, INC. - COMMON STOCK
Purchase $15,001 - $50,000
Apr 11, 2025 Mar 31, 2025 +6.04%
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Carol D. Miller R / House
GILD logo
GILD GILEAD SCIENCES, INC. - COMMON STOCK
Purchase $1,001 - $15,000
Apr 11, 2025 Mar 10, 2025 +0.98%
Congress pfp
Josh Gottheimer D / House
GILD logo
GILD GILEAD SCIENCES, INC. - COMMON STOCK
Purchase $1,001 - $15,000
Apr 10, 2025 Mar 07, 2025 +3.87%
Congress pfp
Ro Khanna D / House
ILMN logo
ILMN ILLUMINA, INC CMN
Sale $1,001 - $15,000
Mar 06, 2025 Feb 25, 2025 +21.31%
Congress pfp
Jefferson Shreve R / House
AMGN logo
AMGN AMGEN INC. - COMMON STOCK
Purchase $15,001 - $50,000
Mar 09, 2025 Feb 24, 2025 +2.80%
Congress pfp
Ro Khanna D / House
AMGN logo
AMGN AMGEN INC. CMN
Sale $1,001 - $15,000
Mar 06, 2025 Feb 19, 2025 +11.54%
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Daniel Meuser R / House
AMGN logo
AMGN AMGEN INC. - COMMON STOCK
Sale $1,001 - $15,000
Aug 20, 2025 Feb 11, 2025 +9.24%
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Ro Khanna D / House
AMGN logo
AMGN AMGEN INC. CMN
Purchase $1,001 - $15,000
Feb 06, 2025 Jan 22, 2025 +19.40%
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Emily Randall D / House
AMGN logo
AMGN AMGEN INC. - COMMON STOCK
Sale $1,001 - $15,000
Feb 11, 2025 Jan 06, 2025 +24.73%
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Marjorie Taylor Greene R / House
GILD logo
GILD GILEAD SCIENCES, INC. - COMMON STOCK
Purchase $1,001 - $15,000
Dec 27, 2024 Dec 24, 2024 +38.04%
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Virginia Foxx R / House
AMGN logo
AMGN AMGEN INC. - COMMON STOCK
Purchase $1,001 - $15,000
Jan 06, 2025 Dec 06, 2024 +20.03%
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Julia Letlow R / House
AMGN logo
AMGN AMGEN INC. - COMMON STOCK
Sale $1,001 - $15,000
Jan 13, 2026 Nov 19, 2024 +13.46%
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Ro Khanna D / House
GILD logo
GILD GILEAD SCIENCES CMN
Purchase $1,001 - $15,000
Dec 05, 2024 Nov 15, 2024 +44.37%
Congress pfp
Ro Khanna D / House
AMGN logo
AMGN AMGEN INC. CMN
Sale $15,001 - $50,000
Dec 05, 2024 Nov 15, 2024 +10.99%
Congress pfp
Ro Khanna D / House
AMGN logo
AMGN AMGEN INC. CMN
Purchase $1,001 - $15,000
Dec 05, 2024 Nov 12, 2024 +6.82%
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Val T. Hoyle D / House
GILD logo
GILD GILEAD SCIENCES, INC. - COMMON STOCK
Purchase $1,001 - $15,000
Sep 12, 2025 Oct 29, 2024 +44.16%
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Julia Letlow R / House
AMGN logo
AMGN AMGEN INC. - COMMON STOCK
Purchase $1,001 - $15,000
Jan 13, 2026 Oct 23, 2024 -2.74%
Congress pfp
Ro Khanna D / House
AMGN logo
AMGN AMGEN INC. CMN
Purchase $1,001 - $15,000
Nov 08, 2024 Oct 14, 2024 -4.83%
Congress pfp
Ro Khanna D / House
AMGN logo
AMGN AMGEN INC. CMN
Purchase $1,001 - $15,000
Nov 08, 2024 Oct 11, 2024 -6.96%
Congress pfp
Sheldon Whitehouse D / Senate
AMGN logo
AMGN Amgen Inc
Sale (Partial) $1,001 - $15,000
Oct 10, 2024 Sep 17, 2024 -11.69%
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Ro Khanna D / House
AMGN logo
AMGN AMGEN INC. CMN
Purchase $1,001 - $15,000
Oct 04, 2024 Sep 09, 2024 -13.03%
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Michael C. Burgess R / House
ILMN logo
ILMN ILLUMINA, INC. - COMMON STOCK
Sale $15,001 - $50,000
Sep 24, 2024 Sep 03, 2024 -21.97%
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Michael C. Burgess R / House
ILMN logo
ILMN ILLUMINA, INC. - COMMON STOCK
Sale $15,001 - $50,000
Oct 01, 2024 Aug 30, 2024 -20.41%
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Scott Franklin R / House
AMGN logo
AMGN C�������: OUR BROKER PURCHASED SHARES OF 29 STOCKS IN MY SPOUSE'S ROTH IRA ON 8/7/24 IN ORDER TO REBALANCE THE PORTFOLIO IN ACCORDANCE WITH THE FIRM'S INVESTMENT STRATEGY FOR ACCOUNTS THAT SIZE. HE FAILED TO NOTIFY ME OF THESE TRANSACTIONS AND IT WASN'T DISCOVERED UNTIL I WAS ATTEMPTING TO RECONCILE OUR INVESTMENT HOLDINGS FOR MY 2024 FINANCIAL DISCLOSURE. SP AMGEN INC. - COMMON STOCK
Purchase $1,001 - $15,000
Jul 03, 2025 Aug 07, 2024 -14.89%
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Scott Franklin R / House
AMGN logo
AMGN AMGEN INC. - COMMON STOCK
Purchase $50,001 - $100,000
Aug 20, 2024 Aug 07, 2024 -14.89%
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Ro Khanna D / House
GILD logo
GILD GILEAD SCIENCES CMN
Purchase $1,001 - $15,000
Sep 06, 2024 Aug 02, 2024 +56.94%
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Scott Franklin R / House
AMGN logo
AMGN AMGEN INC. - COMMON STOCK
Purchase $1,001 - $15,000
Aug 20, 2024 Aug 02, 2024 -18.63%
Congress pfp
Ro Khanna D / House
AMGN logo
AMGN AMGEN INC. CMN
Sale $15,001 - $50,000
Sep 06, 2024 Aug 02, 2024 -18.63%
Congress pfp
Ro Khanna D / House
AMGN logo
AMGN AMGEN INC. CMN
Sale $15,001 - $50,000
Sep 06, 2024 Aug 02, 2024 -18.63%
Congress pfp
Ro Khanna D / House
ILMN logo
ILMN ILLUMINA, INC CMN
Sale $1,001 - $15,000
Aug 07, 2024 Jul 02, 2024 +0.01%
Congress pfp
Ro Khanna D / House
AMGN logo
AMGN AMGEN INC. CMN
Purchase $1,001 - $15,000
Aug 07, 2024 Jul 02, 2024 -7.28%
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Kathy E. Manning D / House
AMGN logo
AMGN AMGEN INC. - COMMON STOCK
Purchase $1,001 - $15,000
Aug 16, 2024 Jul 02, 2024 -7.28%
Congress pfp
Ro Khanna D / House
AMGN logo
AMGN AMGEN INC. CMN
Sale $15,001 - $50,000
Jun 05, 2024 May 29, 2024 -6.97%
Congress pfp
Ro Khanna D / House
ILMN logo
ILMN ILLUMINA, INC CMN
Purchase $1,001 - $15,000
Jun 05, 2024 May 29, 2024 -0.74%
Congress pfp
Ro Khanna D / House
GILD logo
GILD GILEAD SCIENCES CMN
Purchase $1,001 - $15,000
Jun 05, 2024 May 29, 2024 +92.96%
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Ro Khanna D / House
ILMN logo
ILMN ILLUMINA, INC CMN
Sale $1,001 - $15,000
Jun 05, 2024 May 28, 2024 -3.71%
Congress pfp
Tommy Tuberville R / Senate
GILD logo
GILD Gilead Sciences Inc
Purchase $1,001 - $15,000
Jun 14, 2024 May 10, 2024 +83.56%
Congress pfp
Tommy Tuberville R / Senate
GILD logo
GILD Gilead Sciences Inc
Purchase $1,001 - $15,000
Jun 14, 2024 May 10, 2024 +83.56%
Congress pfp
Tommy Tuberville R / Senate
GILD logo
GILD Gilead Sciences Inc
Purchase $1,001 - $15,000
Jun 14, 2024 May 10, 2024 +83.56%
Congress pfp
Tommy Tuberville R / Senate
GILD logo
GILD Gilead Sciences, Inc. - Common Stock
Sale (Full) $1,001 - $15,000
Jun 14, 2024 May 08, 2024 +86.03%
Congress pfp
Ro Khanna D / House
GILD logo
GILD GILEAD SCIENCES CMN
Sale $1,001 - $15,000
May 06, 2024 Apr 26, 2024 +82.18%
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Thomas H. Kean, Jr. R / House
ILMN logo
ILMN ILLUMINA, INC. - COMMON STOCK
Purchase $1,001 - $15,000
May 30, 2024 Apr 19, 2024 -25.08%
Congress pfp
Tommy Tuberville R / Senate
GILD logo
GILD Gilead Sciences, Inc. - Common Stock
Purchase $1,001 - $15,000
May 15, 2024 Apr 05, 2024 +72.07%
Congress pfp
Tommy Tuberville R / Senate
GILD logo
GILD Gilead Sciences, Inc. - Common Stock
Sale (Full) $1,001 - $15,000
May 15, 2024 Apr 03, 2024 +68.63%
Congress pfp
Ro Khanna D / House
GILD logo
GILD GILEAD SCIENCES CMN
Purchase $1,001 - $15,000
Apr 05, 2024 Mar 25, 2024 +64.25%