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2.8 kB
| 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. | |