Esempio n. 1
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def validate_historic_dashboard_filters(filters, graphs=False):
    """ Validate historic dashboard filters

        Args:
            filters: dictionary representing the filters provided to the historic dashboard endpoints
            graphs: whether or not to validate the files and rules as well

        Exceptions:
            ResponseException if filter is invalid
    """
    required_filters = ['quarters', 'fys', 'agencies']
    if graphs:
        required_filters.extend(['files', 'rules'])
    missing_filters = [required_filter for required_filter in required_filters if required_filter not in filters]
    if missing_filters:
        raise ResponseException('The following filters were not provided: {}'.format(', '.join(missing_filters)),
                                status=StatusCode.CLIENT_ERROR)

    wrong_filter_types = [key for key, value in filters.items() if not isinstance(value, list)]
    if wrong_filter_types:
        raise ResponseException('The following filters were not lists: {}'.format(', '.join(wrong_filter_types)),
                                status=StatusCode.CLIENT_ERROR)

    for quarter in filters['quarters']:
        if quarter not in range(1, 5):
            raise ResponseException('Quarters must be a list of integers, each ranging 1-4, or an empty list.',
                                    status=StatusCode.CLIENT_ERROR)

    current_fy = fy(datetime.now())
    for fiscal_year in filters['fys']:
        if fiscal_year not in range(2017, current_fy + 1):
            raise ResponseException('Fiscal Years must be a list of integers, each ranging from 2017 through the'
                                    ' current fiscal year, or an empty list.', status=StatusCode.CLIENT_ERROR)

    for agency in filters['agencies']:
        if not isinstance(agency, str):
            raise ResponseException('Agencies must be a list of strings, or an empty list.',
                                    status=StatusCode.CLIENT_ERROR)

    if graphs:
        for file_type in filters['files']:
            if file_type not in FILE_TYPES:
                raise ResponseException('Files must be a list of one or more of the following, or an empty list: {}'.
                                        format(', '.join(FILE_TYPES)), status=StatusCode.CLIENT_ERROR)

        for rule in filters['rules']:
            if not isinstance(rule, str):
                raise ResponseException('Rules must be a list of strings, or an empty list.',
                                        status=StatusCode.CLIENT_ERROR)
Esempio n. 2
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def compare_contract_results(sub,
                             d1,
                             contract,
                             sub_contract,
                             parent_duns,
                             duns,
                             dom_country,
                             int_country,
                             created_at,
                             updated_at,
                             debug=False):
    """ Helper function for contract results """
    attr = {
        'created_at': created_at,
        'updated_at': updated_at,
        'id': sub.id,
        'unique_award_key': d1.unique_award_key,
        'award_id': contract.contract_number,
        'parent_award_id': contract.idv_reference_number,
        'award_amount': contract.dollar_obligated,
        'action_date': str(contract.date_signed),
        'fy': 'FY{}'.format(fy(contract.date_signed)),
        'awarding_agency_code': d1.awarding_agency_code,
        'awarding_agency_name': d1.awarding_agency_name,
        'awarding_sub_tier_agency_c': contract.contracting_office_aid,
        'awarding_sub_tier_agency_n': contract.contracting_office_aname,
        'awarding_office_code': contract.contracting_office_id,
        'awarding_office_name': contract.contracting_office_name,
        'funding_agency_code': d1.funding_agency_code,
        'funding_agency_name': d1.funding_agency_name,
        'funding_sub_tier_agency_co': contract.funding_agency_id,
        'funding_sub_tier_agency_na': contract.funding_agency_name,
        'funding_office_code': contract.funding_office_id,
        'funding_office_name': contract.funding_office_name,
        'awardee_or_recipient_uniqu': contract.duns,
        'awardee_or_recipient_legal': contract.company_name,
        'dba_name': contract.dba_name,
        'ultimate_parent_unique_ide': contract.parent_duns,
        'ultimate_parent_legal_enti': contract.parent_company_name,
        'legal_entity_country_code': contract.company_address_country,
        'legal_entity_country_name': dom_country.country_name,
        'legal_entity_address_line1': contract.company_address_street,
        'legal_entity_city_name': contract.company_address_city,
        'legal_entity_state_code': contract.company_address_state,
        'legal_entity_state_name': contract.company_address_state_name,
        'legal_entity_zip': contract.company_address_zip,
        'legal_entity_congressional': contract.company_address_district,
        'legal_entity_foreign_posta': None,
        'business_types': contract.bus_types,
        'place_of_perform_city_name': contract.principle_place_city,
        'place_of_perform_state_code': contract.principle_place_state,
        'place_of_perform_state_name': contract.principle_place_state_name,
        'place_of_performance_zip': contract.principle_place_zip,
        'place_of_perform_congressio': contract.principle_place_district,
        'place_of_perform_country_co': contract.principle_place_country,
        'place_of_perform_country_na': int_country.country_name,
        'award_description': d1.award_description,
        'naics': contract.naics,
        'naics_description': d1.naics_description,
        'cfda_numbers': None,
        'cfda_titles': None,
        'subaward_type': 'sub-contract',
        'subaward_report_year': contract.report_period_year,
        'subaward_report_month': contract.report_period_mon,
        'subaward_number': sub_contract.subcontract_num,
        'subaward_amount': sub_contract.subcontract_amount,
        'sub_action_date': str(sub_contract.subcontract_date),
        'sub_awardee_or_recipient_uniqu': sub_contract.duns,
        'sub_awardee_or_recipient_legal': sub_contract.company_name,
        'sub_dba_name': sub_contract.dba_name,
        'sub_ultimate_parent_unique_ide': sub_contract.parent_duns,
        'sub_ultimate_parent_legal_enti': sub_contract.parent_company_name,
        'sub_legal_entity_country_code': sub_contract.company_address_country,
        'sub_legal_entity_country_name': int_country.country_name,
        'sub_legal_entity_address_line1': sub_contract.company_address_street,
        'sub_legal_entity_city_name': sub_contract.company_address_city,
        'sub_legal_entity_state_code': sub_contract.company_address_state,
        'sub_legal_entity_state_name': sub_contract.company_address_state_name,
        'sub_legal_entity_zip': None,
        'sub_legal_entity_congressional':
        sub_contract.company_address_district,
        'sub_legal_entity_foreign_posta': sub_contract.company_address_zip,
        'sub_business_types': sub_contract.bus_types,
        'sub_place_of_perform_city_name': sub_contract.principle_place_city,
        'sub_place_of_perform_state_code': sub_contract.principle_place_state,
        'sub_place_of_perform_state_name':
        sub_contract.principle_place_state_name,
        'sub_place_of_performance_zip': sub_contract.principle_place_zip,
        'sub_place_of_perform_congressio':
        sub_contract.principle_place_district,
        'sub_place_of_perform_country_co':
        sub_contract.principle_place_country,
        'sub_place_of_perform_country_na': dom_country.country_name,
        'subaward_description': sub_contract.overall_description,
        'sub_high_comp_officer1_full_na': sub_contract.top_paid_fullname_1,
        'sub_high_comp_officer1_amount': sub_contract.top_paid_amount_1,
        'sub_high_comp_officer2_full_na': sub_contract.top_paid_fullname_2,
        'sub_high_comp_officer2_amount': sub_contract.top_paid_amount_2,
        'sub_high_comp_officer3_full_na': sub_contract.top_paid_fullname_3,
        'sub_high_comp_officer3_amount': sub_contract.top_paid_amount_3,
        'sub_high_comp_officer4_full_na': sub_contract.top_paid_fullname_4,
        'sub_high_comp_officer4_amount': sub_contract.top_paid_amount_4,
        'sub_high_comp_officer5_full_na': sub_contract.top_paid_fullname_5,
        'sub_high_comp_officer5_amount': sub_contract.top_paid_amount_5,
        'prime_id': contract.id,
        'internal_id': contract.internal_id,
        'date_submitted':
        contract.date_submitted.strftime('%Y-%m-%d %H:%M:%S.%f'),
        'report_type': contract.report_type,
        'transaction_type': contract.transaction_type,
        'program_title': contract.program_title,
        'contract_agency_code': contract.contract_agency_code,
        'contract_idv_agency_code': contract.contract_idv_agency_code,
        'grant_funding_agency_id': None,
        'grant_funding_agency_name': None,
        'federal_agency_name': None,
        'treasury_symbol': contract.treasury_symbol,
        'dunsplus4': None,
        'recovery_model_q1': str(contract.recovery_model_q1).lower(),
        'recovery_model_q2': str(contract.recovery_model_q2).lower(),
        'compensation_q1': None,
        'compensation_q2': None,
        'high_comp_officer1_full_na': contract.top_paid_fullname_1,
        'high_comp_officer1_amount': contract.top_paid_amount_1,
        'high_comp_officer2_full_na': contract.top_paid_fullname_2,
        'high_comp_officer2_amount': contract.top_paid_amount_2,
        'high_comp_officer3_full_na': contract.top_paid_fullname_3,
        'high_comp_officer3_amount': contract.top_paid_amount_3,
        'high_comp_officer4_full_na': contract.top_paid_fullname_4,
        'high_comp_officer4_amount': contract.top_paid_amount_4,
        'high_comp_officer5_full_na': contract.top_paid_fullname_5,
        'high_comp_officer5_amount': contract.top_paid_amount_5,
        'sub_id': sub_contract.id,
        'sub_parent_id': sub_contract.parent_id,
        'sub_federal_agency_id': None,
        'sub_federal_agency_name': None,
        'sub_funding_agency_id': sub_contract.funding_agency_id,
        'sub_funding_agency_name': sub_contract.funding_agency_name,
        'sub_funding_office_id': sub_contract.funding_office_id,
        'sub_funding_office_name': sub_contract.funding_office_name,
        'sub_naics': sub_contract.naics,
        'sub_cfda_numbers': None,
        'sub_dunsplus4': None,
        'sub_recovery_subcontract_amt': sub_contract.recovery_subcontract_amt,
        'sub_recovery_model_q1': str(sub_contract.recovery_model_q1).lower(),
        'sub_recovery_model_q2': str(sub_contract.recovery_model_q2).lower(),
        'sub_compensation_q1': None,
        'sub_compensation_q2': None,
    }
    if debug and not (attr.items() <= sub.__dict__.items()):
        print(sorted(attr.items()))
        print(sorted(sub.__dict__.items()))
    return attr.items() <= sub.__dict__.items()
Esempio n. 3
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def test_fy_type_exceptions(not_date):
    assert fy(None) is None

    with pytest.raises(TypeError):
        fy(not_date)
Esempio n. 4
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def test_fy_returns_correct(raw_date, expected_fy):
    assert fy(raw_date) == expected_fy
Esempio n. 5
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def test_fy_returns_integer(raw_date, expected_fy):
    assert isinstance(fy(raw_date), int)
def compare_grant_results(sub, fabs, grant, sub_grant, parent_recipient, recipient, dom_country, int_country,
                          created_at, updated_at, debug=False):
    """ Helper function for grant results """
    attr = {
        'created_at': created_at,
        'updated_at': updated_at,
        'id': sub.id,

        'unique_award_key': fabs.unique_award_key if fabs else None,
        'parent_award_id': None,
        'award_amount': grant.total_fed_funding_amount,
        'action_date': str(grant.obligation_date),
        'fy': 'FY{}'.format(fy(grant.obligation_date)),
        'awarding_agency_code': fabs.awarding_agency_code if fabs else None,
        'awarding_agency_name': fabs.awarding_agency_name if fabs else None,
        'awarding_sub_tier_agency_c': grant.federal_agency_id,
        'awarding_sub_tier_agency_n': fabs.awarding_sub_tier_agency_n if fabs else None,
        'awarding_office_code': fabs.awarding_office_code if fabs else None,
        'awarding_office_name': fabs.awarding_office_name if fabs else None,
        'funding_agency_code': fabs.funding_agency_code if fabs else None,
        'funding_agency_name': fabs.funding_agency_name if fabs else None,
        'funding_sub_tier_agency_co': fabs.funding_sub_tier_agency_co if fabs else None,
        'funding_sub_tier_agency_na': fabs.funding_sub_tier_agency_na if fabs else None,
        'funding_office_code': fabs.funding_office_code if fabs else None,
        'funding_office_name': fabs.funding_office_name if fabs else None,
        'awardee_or_recipient_uniqu': grant.duns,
        'awardee_or_recipient_uei': grant.uei_number,
        'awardee_or_recipient_legal': grant.awardee_name,
        'dba_name': grant.dba_name,
        'ultimate_parent_unique_ide': grant.parent_duns,
        'ultimate_parent_legal_enti': parent_recipient.legal_business_name,
        'legal_entity_country_code': int_country.country_code,
        'legal_entity_country_name': int_country.country_name,
        'legal_entity_address_line1': grant.awardee_address_street,
        'legal_entity_city_name': grant.awardee_address_city,
        'legal_entity_state_code': grant.awardee_address_state,
        'legal_entity_state_name': grant.awardee_address_state_name,
        'legal_entity_zip': None,
        'legal_entity_congressional': grant.awardee_address_district,
        'legal_entity_foreign_posta': grant.awardee_address_zip,
        'business_types': fabs.business_types_desc if fabs else None,
        'place_of_perform_city_name': grant.principle_place_city,
        'place_of_perform_state_code': grant.principle_place_state,
        'place_of_perform_state_name': grant.principle_place_state_name,
        'place_of_performance_zip': grant.principle_place_zip,
        'place_of_perform_congressio': grant.principle_place_district,
        'place_of_perform_country_co': dom_country.country_code,
        'place_of_perform_country_na': dom_country.country_name,
        'award_description': grant.project_description,
        'naics': None,
        'naics_description': None,
        'cfda_numbers': extract_cfda(grant.cfda_numbers, 'numbers'),
        'cfda_titles': extract_cfda(grant.cfda_numbers, 'titles'),

        'subaward_type': 'sub-grant',
        'subaward_report_year': grant.report_period_year,
        'subaward_report_month': grant.report_period_mon,
        'subaward_number': sub_grant.subaward_num,
        'subaward_amount': sub_grant.subaward_amount,
        'sub_action_date': str(sub_grant.subaward_date),
        'sub_awardee_or_recipient_uniqu': sub_grant.duns,
        'sub_awardee_or_recipient_uei': sub_grant.uei_number,
        'sub_awardee_or_recipient_legal': sub_grant.awardee_name,
        'sub_dba_name': sub_grant.dba_name,
        'sub_ultimate_parent_unique_ide': sub_grant.parent_duns,
        'sub_ultimate_parent_legal_enti': parent_recipient.legal_business_name,
        'sub_legal_entity_country_code': dom_country.country_code,
        'sub_legal_entity_country_name': dom_country.country_name,
        'sub_legal_entity_address_line1': sub_grant.awardee_address_street,
        'sub_legal_entity_city_name': sub_grant.awardee_address_city,
        'sub_legal_entity_state_code': sub_grant.awardee_address_state,
        'sub_legal_entity_state_name': sub_grant.awardee_address_state_name,
        'sub_legal_entity_zip': sub_grant.awardee_address_zip,
        'sub_legal_entity_congressional': sub_grant.awardee_address_district,
        'sub_legal_entity_foreign_posta': None,
        'sub_business_types': ','.join(recipient.business_types) if recipient.business_types else None,
        'sub_place_of_perform_city_name': sub_grant.principle_place_city,
        'sub_place_of_perform_state_code': sub_grant.principle_place_state,
        'sub_place_of_perform_state_name': sub_grant.principle_place_state_name,
        'sub_place_of_performance_zip': sub_grant.principle_place_zip,
        'sub_place_of_perform_congressio': sub_grant.principle_place_district,
        'sub_place_of_perform_country_co': int_country.country_code,
        'sub_place_of_perform_country_na': int_country.country_name,
        'subaward_description': sub_grant.project_description,
        'sub_high_comp_officer1_full_na': sub_grant.top_paid_fullname_1,
        'sub_high_comp_officer1_amount': sub_grant.top_paid_amount_1,
        'sub_high_comp_officer2_full_na': sub_grant.top_paid_fullname_2,
        'sub_high_comp_officer2_amount': sub_grant.top_paid_amount_2,
        'sub_high_comp_officer3_full_na': sub_grant.top_paid_fullname_3,
        'sub_high_comp_officer3_amount': sub_grant.top_paid_amount_3,
        'sub_high_comp_officer4_full_na': sub_grant.top_paid_fullname_4,
        'sub_high_comp_officer4_amount': sub_grant.top_paid_amount_4,
        'sub_high_comp_officer5_full_na': sub_grant.top_paid_fullname_5,
        'sub_high_comp_officer5_amount': sub_grant.top_paid_amount_5,

        'prime_id': grant.id,
        'internal_id': grant.internal_id,
        'date_submitted': grant.date_submitted.strftime('%Y-%m-%d %H:%M:%S.%f'),
        'report_type': None,
        'transaction_type': None,
        'program_title': None,
        'contract_agency_code': None,
        'contract_idv_agency_code': None,
        'grant_funding_agency_id': grant.funding_agency_id,
        'grant_funding_agency_name': grant.funding_agency_name,
        'federal_agency_name': grant.federal_agency_name,
        'treasury_symbol': None,
        'dunsplus4': grant.dunsplus4,
        'recovery_model_q1': None,
        'recovery_model_q2': None,
        'compensation_q1': str(grant.compensation_q1).lower(),
        'compensation_q2': str(grant.compensation_q2).lower(),
        'high_comp_officer1_full_na': grant.top_paid_fullname_1,
        'high_comp_officer1_amount': grant.top_paid_amount_1,
        'high_comp_officer2_full_na': grant.top_paid_fullname_2,
        'high_comp_officer2_amount': grant.top_paid_amount_2,
        'high_comp_officer3_full_na': grant.top_paid_fullname_3,
        'high_comp_officer3_amount': grant.top_paid_amount_3,
        'high_comp_officer4_full_na': grant.top_paid_fullname_4,
        'high_comp_officer4_amount': grant.top_paid_amount_4,
        'high_comp_officer5_full_na': grant.top_paid_fullname_5,
        'high_comp_officer5_amount': grant.top_paid_amount_5,
        'place_of_perform_street': grant.principle_place_street,
        'sub_id': sub_grant.id,
        'sub_parent_id': sub_grant.parent_id,
        'sub_federal_agency_id': sub_grant.federal_agency_id,
        'sub_federal_agency_name': sub_grant.federal_agency_name,
        'sub_funding_agency_id': sub_grant.funding_agency_id,
        'sub_funding_agency_name': sub_grant.funding_agency_name,
        'sub_funding_office_id': None,
        'sub_funding_office_name': None,
        'sub_naics': None,
        'sub_cfda_numbers': sub_grant.cfda_numbers,
        'sub_dunsplus4': sub_grant.dunsplus4,
        'sub_recovery_subcontract_amt': None,
        'sub_recovery_model_q1': None,
        'sub_recovery_model_q2': None,
        'sub_compensation_q1': str(sub_grant.compensation_q1).lower(),
        'sub_compensation_q2': str(sub_grant.compensation_q2).lower(),
        'sub_place_of_perform_street': sub_grant.principle_place_street
    }
    normal_compare = (attr.items() <= sub.__dict__.items())

    dash_attrs = {
        'award_id': grant.fain,
    }
    dash_compare = True
    for da_name, da_value in dash_attrs.items():
        dash_compare &= (da_value.replace('-', '') == sub.__dict__[da_name].replace('-', ''))

    compare = normal_compare & dash_compare
    if debug and not compare:
        print(sorted(attr.items()))
        print(sorted(sub.__dict__.items()))
    return compare
def replicate_grant_results(sub, d2, grant, sub_grant, parent_duns, duns, dom_country, int_country):
    """ Helper function for grant results """
    return (
        generate_unique_key(grant, d2),
        grant.fain,
        None,
        grant.total_fed_funding_amount,
        grant.obligation_date,
        'FY{}'.format(fy(grant.obligation_date)),
        d2.awarding_agency_code,
        d2.awarding_agency_name,
        grant.federal_agency_id,
        d2.awarding_sub_tier_agency_n,
        d2.awarding_office_code,
        d2.awarding_office_name,
        d2.funding_agency_code,
        d2.funding_agency_name,
        d2.funding_sub_tier_agency_co,
        d2.funding_sub_tier_agency_na,
        d2.funding_office_code,
        d2.funding_office_name,
        grant.duns,
        grant.awardee_name,
        grant.dba_name,
        grant.parent_duns,
        parent_duns.legal_business_name,
        grant.awardee_address_country,
        int_country.country_name,
        grant.awardee_address_street,
        grant.awardee_address_city,
        grant.awardee_address_state,
        grant.awardee_address_state_name,
        None,
        grant.awardee_address_district,
        grant.awardee_address_zip,
        d2.business_types_desc,
        grant.principle_place_city,
        grant.principle_place_state,
        grant.principle_place_state_name,
        grant.principle_place_zip,
        grant.principle_place_district,
        grant.principle_place_country,
        dom_country.country_name,
        grant.project_description,
        None,
        None,
        extract_cfda(grant.cfda_numbers, 'numbers'),
        extract_cfda(grant.cfda_numbers, 'titles'),
        'sub-grant',
        grant.report_period_year,
        grant.report_period_mon,
        sub_grant.subaward_num,
        sub_grant.subaward_amount,
        sub_grant.subaward_date,
        sub_grant.duns,
        sub_grant.awardee_name,
        sub_grant.dba_name,
        sub_grant.parent_duns,
        parent_duns.legal_business_name,
        sub_grant.awardee_address_country,
        dom_country.country_name,
        sub_grant.awardee_address_street,
        sub_grant.awardee_address_city,
        sub_grant.awardee_address_state,
        sub_grant.awardee_address_state_name,
        sub_grant.awardee_address_zip,
        sub_grant.awardee_address_district,
        None,
        ', '.join(parent_duns.business_types_codes),
        sub_grant.principle_place_city,
        sub_grant.principle_place_state,
        sub_grant.principle_place_state_name,
        sub_grant.principle_place_zip,
        sub_grant.principle_place_district,
        sub_grant.principle_place_country,
        int_country.country_name,
        sub_grant.project_description,
        sub_grant.top_paid_fullname_1,
        sub_grant.top_paid_amount_1,
        sub_grant.top_paid_fullname_2,
        sub_grant.top_paid_amount_2,
        sub_grant.top_paid_fullname_3,
        sub_grant.top_paid_amount_3,
        sub_grant.top_paid_fullname_4,
        sub_grant.top_paid_amount_4,
        sub_grant.top_paid_fullname_5,
        sub_grant.top_paid_amount_5
    )
def replicate_contract_results(sub, d1, contract, sub_contract, parent_duns, duns, dom_country, int_country):
    """ Helper function for contract results """
    return (
        generate_unique_key(contract, d1),
        contract.contract_number,
        contract.idv_reference_number,
        contract.dollar_obligated,
        contract.date_signed,
        'FY{}'.format(fy(contract.date_signed)),
        d1.awarding_agency_code,
        d1.awarding_agency_name,
        contract.contracting_office_aid,
        contract.contracting_office_aname,
        contract.contracting_office_id,
        contract.contracting_office_name,
        d1.funding_agency_code,
        d1.funding_agency_name,
        contract.funding_agency_id,
        contract.funding_agency_name,
        contract.funding_office_id,
        contract.funding_office_name,
        contract.duns,
        contract.company_name,
        contract.dba_name,
        contract.parent_duns,
        contract.parent_company_name,
        contract.company_address_country,
        dom_country.country_name,
        contract.company_address_street,
        contract.company_address_city,
        contract.company_address_state,
        contract.company_address_state_name,
        contract.company_address_zip,
        contract.company_address_district,
        None,
        contract.bus_types,
        contract.principle_place_city,
        contract.principle_place_state,
        contract.principle_place_state_name,
        contract.principle_place_zip,
        contract.principle_place_district,
        contract.principle_place_country,
        int_country.country_name,
        d1.award_description,
        contract.naics,
        d1.naics_description,
        None,
        None,
        'sub-contract',
        contract.report_period_year,
        contract.report_period_mon,
        sub_contract.subcontract_num,
        sub_contract.subcontract_amount,
        sub_contract.subcontract_date,
        sub_contract.duns,
        sub_contract.company_name,
        sub_contract.dba_name,
        sub_contract.parent_duns,
        sub_contract.parent_company_name,
        sub_contract.company_address_country,
        int_country.country_name,
        sub_contract.company_address_street,
        sub_contract.company_address_city,
        sub_contract.company_address_state,
        sub_contract.company_address_state_name,
        None,
        sub_contract.company_address_district,
        sub_contract.company_address_zip,
        sub_contract.bus_types,
        sub_contract.principle_place_city,
        sub_contract.principle_place_state,
        sub_contract.principle_place_state_name,
        sub_contract.principle_place_zip,
        sub_contract.principle_place_district,
        sub_contract.principle_place_country,
        dom_country.country_name,
        sub_contract.overall_description,
        sub_contract.top_paid_fullname_1,
        sub_contract.top_paid_amount_1,
        sub_contract.top_paid_fullname_2,
        sub_contract.top_paid_amount_2,
        sub_contract.top_paid_fullname_3,
        sub_contract.top_paid_amount_3,
        sub_contract.top_paid_fullname_4,
        sub_contract.top_paid_amount_4,
        sub_contract.top_paid_fullname_5,
        sub_contract.top_paid_amount_5
    )