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---
language:
- en
license: other
extra_gated_prompt: "To get access to this dataset, you must subscribe to Papers With Backtest. To subscribe, go to https://paperswithbacktest.com/ > Login > Choose Your Plan > Subscribe."
dataset_info:
features:
- name: symbol
dtype: string
- name: datetime
dtype: string
- name: client
dtype: string
- name: client_description
dtype: string
- name: spend
dtype: float64
- name: transaction_type
dtype: string
- name: filing_type
dtype: string
- name: lobby_description
sequence: string
- name: issue_codes
sequence: string
- name: government_entity_details
sequence: string
- name: quarter
dtype: string
- name: effective_date
dtype: string
- name: termination_date
dtype: string
- name: client_state
dtype: string
- name: client_country
dtype: string
- name: client_id
dtype: string
- name: government_lobby
dtype: bool
- name: performing_own_lobbying
dtype: bool
- name: registrant_dt_updated
dtype: string
- name: registrant_name
dtype: string
- name: registrant_address
dtype: string
- name: registrant_id
dtype: string
- name: registrant_description
dtype: string
- name: registrant_contact_name
dtype: string
- name: registrant_house_registrant_id
dtype: string
- name: registrant_contact_telephone
dtype: string
- name: lobbyist_full_names
sequence: string
- name: lobbyist_ids
sequence: string
- name: previous_goverment_positions
sequence: string
- name: lobbyist_new_statuses
sequence: string
- name: client_url
dtype: string
- name: registrant_url
dtype: string
- name: filing_url
dtype: string
- name: filing_id
dtype: string
- name: unique_id
dtype: string
- name: match
dtype: string
- name: date_time
dtype: string
- name: date
dtype: string
- name: ticker
dtype: string
---
# Dataset Information
Weekly **Lobbying** disclosures for publicly traded companies, sourced from **SOV.AI**.
Each record captures a lobbying filing enriched with issue coverage, registrant
context, spending amounts, and matched ticker metadata.
- **Coverage**: 163,627 filings matched to 1,862 tickers, quarters **2008-Q1** to **2026-Q1** (measured 2026-11-09 on the source); `datetime` holds a placeholder (1899-12-30) on 18 rows
- **Update cadence**: Weekly refresh as filings land after **US-EST market close**
- **Fields**:
- Client profile, geography, and matched ticker information
- Spending amounts, transaction types, and filing metadata
- Lobbying issues, government entities, and registrant details
- Lobbyist rosters, prior government positions, and status updates
## Data Source
Data provided by Lobbying feed.