sovai/government_contracts

Government Contracts

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from datasets import load_dataset
df_contracts = load_dataset("sovai/government_contracts", split="train").to_pandas().set_index(["ticker","date"])

Data arrives late Friday night 11 pm - 12 am after market close US-EST time.

Tutorials are the best documentation — Government Contracts Tutorial

Category	Details
Input Datasets	Governmental Filings
Models Used	Parsing, Regex, Entity Recognition
Model Outputs	Standardized Contracts

Description

This dataset provides comprehensive information about government contracts, including details on transactions, product specifications, entities, locations, competition, and compensation.

It offers investors valuable insights into companies' relationships with government agencies, allowing for risk assessment, comparative analysis, and informed decision-making in the context of government spending and contracts.

Data Access

Contracts Data

Data about contract award details, potential total value, federal action obligations, performance duration, and recipient details.

import sovai as sov
df_contracts = sov.data("spending/contracts", tickers=["MSFT","TSLA"])

Transactions Data:

The data includes information about individual transactions related to contracts, such as federal action obligations, transaction descriptions, and last modified dates.

import sovai as sov
df_transactions = sov.data("spending/transactions", tickers=["MSFT","TSLA"])

Product Specifications

Data about the products or services associated with contracts, such as product or service code descriptions, NAICS codes and descriptions, country of origin, and sustainability information.

import sovai as sov
df_product = sov.data("spending/product", tickers=["MSFT","TSLA"])

Entity Specification

Data about the entities involved in contracts, such as recipient unique identifiers, recipient names, parent company details, and matching information with other datasets like Bloomberg.

import sovai as sov
df_entities = sov.data("spending/entities", tickers=["MSFT","TSLA"])

Location Data

Data about the geographical locations associated with contracts, such as recipient country, address, city, county, state, and zip code, as well as the primary place of performance details.

import sovai as sov
df_location = sov.data("spending/location", tickers=["MSFT","TSLA"])

Competition Data:

Data related to the competition aspect of contracts, such as the extent of competition, number of offers received, and solicitation procedures.

import sovai as sov
df_competition = sov.data("spending/competition", tickers=["MSFT","TSLA"])

Compensation Date

Data about the compensation of highly compensated officers in recipient organization, only published voluntarily by a few companies.

import sovai as sov
df_compensation = sov.data("spending/compensation")

Data Dictionaries

Government Contracts

Column Name	Description	Example
ticker	Stock ticker symbol identifying the company.	TSLA
date	Date of the record.	2023-10-02
contract_award_unique_key	Unique key identifying the prime award.	CONT_AWD_SPE7LX24F0359_9700_SPE7LX22D0144_9700
potential_total_value_of_award	Total amount that could be obligated on a contract if all options are exercised.	8526.629883
total_federal_action_obligation	Total value of federal obligations for the contract.	8526.629883
obligation_value_difference	Difference between the total federal action obligation and the potential total value of the award.	0.0
performance_duration	Duration of the contract's performance period in days.	30.0
awards_past_year	Count of awards per recipient name in the past year.	7.0
transactions_per_award	Count of unique transactions per award.	1.0
prime_award_base_transaction_description	Description of the transaction or award at the prime award level.	8510186794!BATTERY POWER SUPPLY
period_of_performance_start_date	Agreed start date for the contract's requirements.	2023-10-02
period_of_performance_current_end_date	Scheduled completion date for the contract.	2023-11-01
period_of_performance_potential_end_date	Date when awardee effort is completed if all potential options were exercised.	2023-11-01
extension_days_available	Number of days available for extension.	0.0
time_to_start_performance	Number of days between the action date and the period of performance start date.	0.0
modification_number	Identifier of an action indicating the specific change to the initial award.	0
last_modified_date	The date capturing the change or modification.	2023-10-02
recipient_name	The name of the awardee or recipient associated with the unique identifier.	TESLA INDUSTRIES, INC.
recipient_uei	Unique Entity Identifier of the recipient organization.	WK5RYJL58YY9

Government Transactions

Column Name	Description	Example
contract_transaction_unique_key	A system-generated key used to uniquely identify each contract transaction record. It's a concatenation of various elements like agencyID, PIID, etc., with 'none' used for blank fields.	9700_9700_8Z03_0_DAAB1502D1002_0
federal_action_obligation	Amount of the Federal government’s obligation, de-obligation, or liability, in dollars, for a transaction.	248398.0
transaction_description	Description of the transaction or award.	CLIN 0129AA AST - MESSAGING TECHNOLOGIES
contract_award_unique_key	Unique key to identify the prime award. It's a concatenation of elements such as PIID, agencyID, ParentAwardId, and Referenced IDV Agency Identifier, with 'none' for blank fields.	CONT_AWD_8Z03_9700_DAAB1502D1002_9700
last_modified_date	Date when the transaction record was last modified.	2019-10-16T00:00:00

Product Specifications

Column Name	Description	Example
ticker	Stock ticker symbol identifying the company.	TSLA
contract_award_unique_key	Unique key to identify the prime award, consisting of concatenation of elements like PIID, agencyID, ParentAwardId, and Referenced IDV Agency Identifier.	CONT_AWD_SPE7LX20F345T_9700_SPE7LX18D0042_9700
product_or_service_code_description	Description explaining the meaning of the product or service code.	CONVERTERS, ELECTRICAL, NONROTATING
naics_code	North American Industrial Classification System Code assigned to the solicitation and resulting award.	335999.0
naics_description	The title associated with the NAICS Code.	ALL OTHER MISCELLANEOUS ELECTRICAL EQUIPMENT AND COMPONENT MFG
country_of_product_or_service_origin	Country of origin of the product or service.	UNITED STATES
place_of_manufacture	Description explaining the place of manufacture.	MFG IN U.S.
epa_designated_product	Description explaining the EPA-Designated Product Field.	NOT REQUIRED
recovered_materials_sustainability	Description explaining the Recovered Materials/Sustainability Field.	NO CLAUSES INCLUDED AND NO SUSTAINABILITY INCLUDED

Entity Specification

Column Name	Description	Example
ticker	Stock ticker symbol identifying the company.	TSLA
recipient_uei	Unique Entity Identifier (UEI) of the recipient organization, used in financial and business reporting processes.	WK5RYJL58YY9
recipient_parent_uei	Unique Entity Identifier (UEI) of the highest-level parent organization of the recipient.	WK5RYJL58YY9
recipient_name	The name of the awardee or recipient that relates to the unique identifier, as filed in formation documents with individual states.	TESLA INDUSTRIES, INC.
recipient_parent_name	The name of the ultimate parent of the awardee or recipient.	TESLA INDUSTRIES, INC.
names	A name associated with the recipient entity, derived during data processing and matching.	TESLA INDUSTRIES, INC.
similarity	A score representing the similarity between the 'names' field and a corresponding entity in another dataset, used for data matching.	0.9562
bloomberg_share_id	Bloomberg Share ID, a unique identifier for a share class at the Bloomberg level, obtained through data matching with Bloomberg's dataset.	BBG001SQKGD7

For the misstatements, all of the variables have been changed into negative indicators, so that when the company overreports the financial health and corrects it later on, that is a negative sign.

Location Dictionary

Column Name	Description	Example
ticker	Stock ticker symbol identifying the company.	TSLA
contract_award_unique_key	Unique key to identify the prime award, a concatenation of PIID, agencyID, ParentAwardId, and Referenced IDV Agency Identifier.	CONT_AWD_0542_9700_SPM7MX13D0089_9700
recipient_country_name	The name corresponding to the country code of the awardee or recipient.	UNITED STATES
recipient_address_line_1	First line of the awardee or recipient’s legal business address.	109 CENTERPOINT BLVD
recipient_city_name	Name of the city in which the awardee or recipient’s legal business address is located.	NEW CASTLE
recipient_county_name	Name of the county in which the awardee or recipient’s legal business address is located.	NEW CASTLE
recipient_state_code	United States Postal Service two-letter abbreviation for the state or territory in which the awardee or recipient’s legal business address is located.	DE
recipient_state_name	The name or abbreviation for the state, territory, or province in which the award recipient's legal business address is located.	DELAWARE
recipient_zip_4_code	USPS zoning code associated with the awardee or recipient’s legal business address for domestic recipients only.	197204180
primary_place_of_performance_country_code	Country code where the predominant performance of the award will be accomplished.	USA
primary_place_of_performance_country_name	Name of the country where the predominant performance of the award will be accomplished.	UNITED STATES
primary_place_of_performance_city_name	The name of the city where the predominant performance of the award will be accomplished.	NEW CASTLE
primary_place_of_performance_county_name	The name of the county where the predominant performance of the award will be accomplished.	NEW CASTLE
primary_place_of_performance_state_code	USPS two-letter abbreviation for the state or territory indicating where the predominant performance of the award will be accomplished.	DE
primary_place_of_performance_state_name	The name of the state or territory where the predominant performance of the award will be accomplished.	DELAWARE
primary_place_of_performance_zip_4	ZIP code identifying where the predominant performance of the award will be accomplished.	197204180
same_country	Is the place of performance the same as the location of the recepient	1
same_state	Is the place of performance the same as the location of the recepient	1

Competition Dictionary

Column Name	Description	Example
ticker	Stock ticker symbol identifying the company.	TSLA
contract_award_unique_key	Unique key to identify the prime award, a concatenation of PIID, agencyID, ParentAwardId, and Referenced IDV Agency Identifier.	CONT_AWD_0162_9700_SPM43003D4053_9700
extent_competed	Description explaining the meaning of the code provided in the Extent Competed Field.	FULL AND OPEN COMPETITION AFTER EXCLUSION OF S...
number_of_offers_received	The number of actual offers/bids received in response to the solicitation.	2.0
solicitation_procedures	Description explaining the meaning of the code provided in the Solicitation Procedures Field.	ONLY ONE SOURCE

Compensation

Column Name	Description	Example
ticker	Stock ticker symbol identifying the company.	ACCA
date	Date of the record.	2018-10-31
recipient_uei	Unique Entity Identifier (UEI) of the recipient organization, used in financial and business reporting processes.	K5TBNBLVG1F8
recipient_name	The name of the awardee or recipient that relates to the unique identifier, as filed in formation documents with individual states.	ID TECHNOLOGIES, LLC
recipient_parent_name	The name of the ultimate parent of the awardee or recipient.	ACACIA INVESTMENT HOLDINGS LLC
highly_compensated_officer_1_name	The name of an individual identified as one of the five most highly compensated "Executives."	CHRISTOPHER OLIVER
highly_compensated_officer_1_amount	The cash and noncash dollar value earned by the first of the five most highly compensated “Executives” during the awardee's preceding fiscal year.	485518.12500
highly_compensated_officer_2_name	The name of an individual identified as the second of the five most highly compensated "Executives."	DYLAN CONNER
highly_compensated_officer_2_amount	The cash and noncash dollar value earned by the second of the five most highly compensated “Executives” during the awardee's preceding fiscal year.	820596.2500
highly_compensated_officer_3_name	The name of an individual identified as the third of the five most highly compensated "Executives."	GAVIN LONG
highly_compensated_officer_3_amount	The cash and noncash dollar value earned by the third of the five most highly compensated “Executives” during the awardee's preceding fiscal year.	519297.12500
highly_compensated_officer_4_name	The name of an individual identified as the fourth of the five most highly compensated "Executives."	JEFFERY PANEBIANCO
highly_compensated_officer_4_amount	The cash and noncash dollar value earned by the fourth of the five most highly compensated “Executives” during the awardee's preceding fiscal year.	818678.1250
highly_compensated_officer_5_name	The name of an individual identified as the fifth of the five most highly compensated "Executives."	THOMAS BRADY
highly_compensated_officer_5_amount	The cash and noncash dollar value earned by the fifth of the five most highly compensated “Executives” during the awardee's preceding fiscal year.	365064.81250

Use Cases

Understanding these tables is essential for investors:

• Risk Assessment: By analyzing the Misstatement and its industry-adjusted tables, investors can gauge the risk associated with a company's financial reporting.
• Comparative Analysis: The industry-adjusted tables enable investors to compare companies within the same sector on a like-for-like basis, making the analysis more relevant and accurate.
• Informed Decision-Making: Comprehensive data covering raw financials and industry-adjusted scores empowers investors to make well-informed investment decisions.

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