Uploading New Exposures to Existing Dataset and Updating the Risk Dataset#

Use this notebook to append new exposure data to an existing upload and update an existing risk dataset.

import datetime as dt
from pathlib import Path

import polars as pl
from tqdm import tqdm

from bayesline.apiclient import BayeslineApiClient
from bayesline.api.equity import (
    ContinuousExposureGroupSettings,
    ExposureSettings, 
    UniverseSettings,
)

bln = BayeslineApiClient.new_client(
    endpoint="https://[ENDPOINT]",
    api_key="[API-KEY]",
)

Updating New Exposure Files#

exposure_dir = Path("PATH/TO/EXPOSURES")

exposure_dataset_name = "My-Exposures"

Below gets the exposure uploader for the chosen dataset name My-Exposures. This dataset is assummed to be already created since we demonstrate a catch up upload. See the Uploaders Tutorial for a deep dive into the Uploaders API.

exposure_uploader = bln.equity.uploaders.get_data_type("exposures")
uploader = exposure_uploader.get_dataset(dataset=exposure_dataset_name)

Below we list the existing files in the provided folder and filter out all dates for which we already processed files in a previous run.

# list all csv files and group them by year
# expects file pattern "*_YYYY-MM-DD.csv"

files = list(exposure_dir.glob("*.csv"))
file_date_strs = [file.name.split("_")[-1].replace("-", "")[:8] for file in files]

available_dates = [
    dt.date(int(d[:4]), int(d[4:6]), int(d[6:8])) for d in file_date_strs
]

existing_dates = (
    uploader.get_data(columns=["date"], unique=True).collect().to_series().to_list()
)

new_dates = sorted(set(available_dates) - set(existing_dates))

print(f"Got {len(new_dates)} new dates")

Got 30 new dates

files_by_date = {
    dt.date(int(d[:4]), int(d[4:6]), int(d[6:8])): f for d, f in zip(file_date_strs, files)
}

As a next step we iterate over each csv file and stage it. Note that for large amounts of files it’s much more performant to upload zip files instead. See this recipe for details.

See the Uploaders Tutorial for more details on the staging and commit concepts.

for date in tqdm(new_dates):
    file = files_by_date[date]
    result = uploader.stage_file(file)
    assert result.success

uploader.commit(mode="append")

UploadCommitResult(version=2, committed_names=['exposures_2025-06-14', 'exposures_2025-06-05', 'exposures_2025-06-04', 'exposures_2025-06-06', 'exposures_2025-06-28', 'exposures_2025-06-10', 'exposures_2025-06-26', 'exposures_2025-06-21', 'exposures_2025-06-29', 'exposures_2025-06-08', 'exposures_2025-06-17', 'exposures_2025-06-24', 'exposures_2025-06-22', 'exposures_2025-06-11', 'exposures_2025-06-01', 'exposures_2025-06-25', 'exposures_2025-06-27', 'exposures_2025-06-19', 'exposures_2025-06-13', 'exposures_2025-06-12', 'exposures_2025-06-02', 'exposures_2025-06-30', 'exposures_2025-06-03', 'exposures_2025-06-23', 'exposures_2025-06-18', 'exposures_2025-06-16', 'exposures_2025-06-07', 'exposures_2025-06-15', 'exposures_2025-06-20', 'exposures_2025-06-09'])

uploader.get_data_detail_summary()

shape: (61, 6)

date	n_assets	min_exposure	max_exposure	mean_exposure	std_exposure
date	i64	f32	f32	f64	f64
2025-05-01	9108	-3.0	3.0	0.07378	0.871145
2025-05-02	9107	-3.0	3.0	0.075814	0.869677
2025-05-03	9106	-3.0	3.0	0.075695	0.869591
2025-05-04	9106	-3.0	3.0	0.075698	0.869592
2025-05-05	9107	-3.0	3.0	0.080996	0.868992
…	…	…	…	…	…
2025-06-26	9126	-3.0	3.0	0.08665	0.868966
2025-06-27	9124	-3.0	3.0	0.085263	0.868539
2025-06-28	9119	-3.0	3.0	0.085423	0.868163
2025-06-29	9119	-3.0	3.0	0.085438	0.868134
2025-06-30	9121	-3.0	3.0	0.085612	0.86852

Updating the Risk Dataset#

To bring the newly uploaded exposures into the pre-existing dataset we need to update it. This pulls the most recent version for all referenced datasets and re-creates the risk dataset.

risk_dataset_name = "My-Risk-Dataset"

risk_datasets = bln.equity.riskdatasets
risk_dataset = risk_datasets.load(risk_dataset_name)

risk_dataset.update()

RiskDatasetUpdateResult()

risk_dataset.describe()

RiskDatasetProperties(factor_risk_model_settings_menu=FactorRiskModelSettingsMenu(exposure_settings_menu=ExposureSettingsMenu(universe_settings_menu=UniverseSettingsMenu(calendar_settings_menu=CalendarSettingsMenu(exchanges=['ARCX', 'BVCA', 'BVMF', 'DIFX', 'DSMD', 'ETFP', 'FRAB', 'HSTC', 'JBUL', 'PFTS', 'ROCO', 'SHSC', 'SZSC', 'WBDM', 'XADS', 'XAMM', 'XAMS', 'XASE', 'XASX', 'XATH', 'XBAH', 'XBEL', 'XBEY', 'XBKF', 'XBKK', 'XBOG', 'XBOM', 'XBOS', 'XBRA', 'XBRU', 'XBRV', 'XBUD', 'XBUE', 'XCAI', 'XCAN', 'XCAS', 'XCHG', 'XCSE', 'XCYS', 'XDUB', 'XEQY', 'XETB', 'XHEL', 'XHKG', 'XHNX', 'XICE', 'XIDX', 'XJAM', 'XJAS', 'XJSE', 'XKAR', 'XKLS', 'XKOS', 'XKRX', 'XKUW', 'XLIM', 'XLIS', 'XLIT', 'XLJU', 'XLON', 'XLUX', 'XMAD', 'XMAL', 'XMAU', 'XMEX', 'XMUS', 'XNAI', 'XNAM', 'XNCM', 'XNGO', 'XNMS', 'XNSA', 'XNSE', 'XNYS', 'XNZE', 'XOSL', 'XPAE', 'XPAR', 'XPHS', 'XPRM', 'XPSX', 'XQUI', 'XRIS', 'XSAU', 'XSEC', 'XSES', 'XSGO', 'XSHE', 'XSHG', 'XSSC', 'XSTC', 'XSTO', 'XSWX', 'XTAE', 'XTAI', 'XTAL', 'XTKS', 'XTSE', 'XTSX', 'XTUN', 'XWAR', 'XZAG', 'XZIM']), id_types=['bayesid'], categorical_hierarchies={'trbc': {'50': {'5010': {'501010': {'50101010': ['5010101010', '5010101011', '5010101012']}, '501020': {'50102010': ['5010201010'], '50102020': ['5010202010', '5010202011', '5010202012', '5010202013', '5010202014', '5010202015'], '50102030': ['5010203010', '5010203011', '5010203012', '5010203013']}, '501030': {'50103010': ['5010301010', '5010301011', '5010301012', '5010301013', '5010301014', '5010301015'], '50103020': ['5010302010', '5010302011', '5010302012', '5010302013'], '50103030': ['5010303010', '5010303011', '5010303012', '5010303013', '5010303014', '5010303015']}}, '5020': {'502010': {'50201010': ['5020101010', '5020101011', '5020101012', '5020101013', '5020101014', '5020101015', '5020101016', '5020101017', '5020101018', '5020101019', '5020101020'], '50201020': ['5020102010', '5020102011', '5020102012', '5020102013', '5020102014', '5020102015']}}, '5030': {'503010': {'50301010': ['5030101010', '5030101011', '5030101012']}}}, '51': {'5110': {'511010': {'51101010': ['5110101010', '5110101011', '5110101012', '5110101013', '5110101014', '5110101015', '5110101016', '5110101017'], '51101020': ['5110102010', '5110102011', '5110102012', '5110102013', '5110102014'], '51101030': ['5110103010', '5110103011', '5110103012', '5110103014', '5110103016', '5110103017', '5110103018', '5110103019'], '51101090': ['5110109010']}}, '5120': {'512010': {'51201010': ['5120101010', '5120101011', '5120101012', '5120101013', '5120101014', '5120101015', '5120101016'], '51201020': ['5120102010', '5120102011', '5120102012', '5120102013', '5120102014', '5120102015', '5120102016'], '51201030': ['5120103010', '5120103011', '5120103012', '5120103013', '5120103014', '5120103015', '5120103016'], '51201050': ['5120105010', '5120105011', '5120105012', '5120105013', '5120105014', '5120105015', '5120105016', '5120105017'], '51201060': ['5120106010', '5120106011', '5120106012'], '51201070': 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'5320202019', '5320202020', '5320202021', '5320202022', '5320202023', '5320202024', '5320202025', '5320202026', '5320202027', '5320202028', '5320202029', '5320202030'], '53202030': ['5320203010', '5320203011', '5320203012', '5320203013', '5320203014', '5320203015', '5320203016', '5320203017']}, '532030': {'53203010': ['5320301010', '5320301011', '5320301012', '5320301013', '5320301014', '5320301015', '5320301016'], '53203020': ['5320302010', '5320302011', '5320302012', '5320302013', '5320302014', '5320302015', '5320302016', '5320302017', '5320302018', '5320302019', '5320302020']}, '532040': {'53204030': ['5320403010', '5320403011', '5320403012', '5320403013', '5320403014', '5320403015', '5320403016'], '53204040': ['5320404010', '5320404011', '5320404012', '5320404014', '5320404015', '5320404016', '5320404017', '5320404018']}, '532050': {'53205010': ['5320501010', '5320501011', '5320501012', '5320501013', '5320501014', '5320501015', '5320501016'], '53205020': ['5320502010', 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'5440': 'Consumer Goods Conglomerates', '5510': 'Banking & Investment Services', '5530': 'Insurance', '5550': 'Collective Investments', '5560': 'Investment Holding Companies', '5610': 'Healthcare Services & Equipment', '5620': 'Pharmaceuticals & Medical Research', '5710': 'Technology Equipment', '5720': 'Software & IT Services', '5730': 'Financial Technology (Fintech) & Infrastructure', '5740': 'Telecommunications Services', '5910': 'Utilities', '6010': 'Real Estate', '6110': 'Institutions, Associations & Organizations', '6210': 'Government Activity', '6310': 'Academic & Educational Services', '501010': 'Coal', '501020': 'Oil & Gas', '501030': 'Oil & Gas Related Equipment and Services', '502010': 'Renewable Energy', '503010': 'Uranium', '511010': 'Chemicals', '512010': 'Metals & Mining', '512020': 'Construction Materials', '513010': 'Paper & Forest Products', '513020': 'Containers & Packaging', '521010': 'Aerospace & Defense', '521020': 'Machinery, Tools, Heavy Vehicles, Trains & Ships', '522010': 'Construction & Engineering', '522020': 'Diversified Industrial Goods Wholesale', '522030': 'Professional & Commercial Services', '523010': 'Industrial Conglomerates', '524050': 'Freight & Logistics Services', '524060': 'Passenger Transportation Services', '524070': 'Transport Infrastructure', '531010': 'Automobiles & Auto Parts', '532020': 'Textiles & Apparel', '532030': 'Homebuilding & Construction Supplies', '532040': 'Household Goods', '532050': 'Leisure Products', '533010': 'Hotels & Entertainment Services', '533020': 'Media & Publishing', '534020': 'Diversified Retail', '534030': 'Specialty Retailers', '541010': 'Beverages', '541020': 'Food & Tobacco', '542010': 'Personal & Household Products & Services', '543010': 'Food & Drug Retailing', '544010': 'Consumer Goods Conglomerates', '551010': 'Banking Services', '551020': 'Investment Banking & Investment Services', '553010': 'Insurance', '555010': 'Collective Investments', '556010': 'Investment Holding Companies', '561010': 'Healthcare Equipment & Supplies', '561020': 'Healthcare Providers & Services', '562010': 'Pharmaceuticals', '562020': 'Biotechnology & Medical Research', '571010': 'Semiconductors & Semiconductor Equipment', '571020': 'Communications & Networking', '571040': 'Electronic Equipment & Parts', '571050': 'Office Equipment', '571060': 'Computers, Phones & Household Electronics', '571070': 'Integrated Hardware & Software', '572010': 'Software & IT Services', '573010': 'Financial Technology (Fintech) & Infrastructure', '574010': 'Telecommunications Services', '591010': 'Electrical Utilities & IPPs', '591020': 'Natural Gas Utilities', '591030': 'Water & Related Utilities', '591040': 'Multiline Utilities', '601010': 'Real Estate Operations', '601020': 'Residential & Commercial REITs', '611010': 'Institutions, Associations & Organizations', '621010': 'Government Activity', '631010': 'Miscellaneous Educational Service Providers', '631020': 'School, College & University', '631030': 'Professional & Business Education', '50101010': 'Coal', '50102010': 'Integrated Oil & Gas', '50102020': 'Oil & Gas Exploration and Production', '50102030': 'Oil & Gas Refining and Marketing', '50103010': 'Oil & Gas Drilling', '50103020': 'Oil Related Services and Equipment', '50103030': 'Oil & Gas Transportation Services', '50201010': 'Renewable Energy Equipment & Services', '50201020': 'Renewable Fuels', '50301010': 'Uranium', '51101010': 'Commodity Chemicals', '51101020': 'Agricultural Chemicals', '51101030': 'Specialty Chemicals', '51101090': 'Diversified Chemicals', '51201010': 'Non-Gold Precious Metals & Minerals', '51201020': 'Iron & Steel', '51201030': 'Aluminum', '51201050': 'Specialty Mining & Metals', '51201060': 'Gold', '51201070': 'Mining Support Services & Equipment', '51201080': 'Diversified Mining', '51202010': 'Construction Materials', '51301010': 'Forest & Wood Products', '51301020': 'Paper Products', '51302010': 'Non-Paper Containers & Packaging', '51302020': 'Paper Packaging', '52101010': 'Aerospace & Defense', '52102010': 'Industrial Machinery & Equipment', '52102020': 'Heavy Machinery & Vehicles', '52102030': 'Electrical Components & Equipment', '52102040': 'Heavy Electrical Equipment', '52102050': 'Shipbuilding', '52201020': 'Construction & Engineering', '52202010': 'Diversified Industrial Goods Wholesale', '52203010': 'Environmental Services & Equipment', '52203020': 'Commercial Printing Services', '52203030': 'Employment Services', '52203040': 'Business Support Services', '52203060': 'Business Support Supplies', '52203070': 'Professional Information Services', '52301010': 'Industrial Conglomerates', '52405010': 'Courier, Postal, Air Freight & Land-based Logistics', '52405020': 'Marine Freight & Logistics', '52405030': 'Ground Freight & Logistics', '52406010': 'Airlines', '52406020': 'Passenger Transportation, Ground & Sea', '52407010': 'Airport Operators & Services', '52407020': 'Marine Port Services', '52407030': 'Highways & Rail Tracks', '53101010': 'Auto & Truck Manufacturers', '53101020': 'Auto, Truck & Motorcycle Parts', '53101030': 'Tires & Rubber Products', '53202010': 'Textiles & Leather Goods', '53202020': 'Apparel & Accessories', '53202030': 'Footwear', '53203010': 'Homebuilding', '53203020': 'Construction Supplies & Fixtures', '53204030': 'Appliances, Tools & Housewares', '53204040': 'Home Furnishings', '53205010': "Toys & Children's Products", '53205020': 'Recreational Products', '53301010': 'Hotels, Motels & Cruise Lines', '53301020': 'Restaurants & Bars', '53301030': 'Casinos & Gaming', '53301040': 'Leisure & Recreation', '53302010': 'Advertising & Marketing', '53302020': 'Broadcasting', '53302030': 'Entertainment Production', '53302040': 'Consumer Publishing', '53402010': 'Department Stores', '53402020': 'Discount Stores', '53403010': 'Auto Vehicles, Parts & Service Retailers', '53403020': 'Home Improvement Products & Services Retailers', '53403030': 'Home Furnishings Retailers', '53403040': 'Apparel & Accessories Retailers', '53403050': 'Computer & Electronics Retailers', '53403090': 'Miscellaneous Specialty Retailers', '54101010': 'Brewers', '54101020': 'Distillers & Wineries', '54101030': 'Non-Alcoholic Beverages', '54102010': 'Fishing & Farming', '54102020': 'Food Processing', '54102030': 'Tobacco', '54201010': 'Household Products', '54201020': 'Personal Products', '54201030': 'Personal Services', '54301010': 'Drug Retailers', '54301020': 'Food Retail & Distribution', '54401010': 'Consumer Goods Conglomerates', '55101010': 'Banks', '55101030': 'Consumer Lending', '55101050': 'Corporate Financial Services', '55102010': 'Investment Banking & Brokerage Services', '55102020': 'Investment Management & Fund Operators', '55102030': 'Diversified Investment Services', '55102050': 'Financial & Commodity Market Operators & Service Providers', '55301010': 'Multiline Insurance & Brokers', '55301020': 'Property & Casualty Insurance', '55301030': 'Life & Health Insurance', '55301050': 'Reinsurance', '55501010': 'UK Investment Trusts', '55501020': 'Mutual Funds', '55501030': 'Closed End Funds', '55501040': 'Exchange-Traded Funds', '55501050': 'Pension Funds', '55501060': 'Insurance Funds', '55601010': 'Investment Holding Companies', '56101010': 'Advanced Medical Equipment & Technology', '56101020': 'Medical Equipment, Supplies & Distribution', '56102010': 'Healthcare Facilities & Services', '56102020': 'Managed Healthcare', '56201040': 'Pharmaceuticals', '56202010': 'Biotechnology & Medical Research', '57101010': 'Semiconductors', '57101020': 'Semiconductor Equipment & Testing', '57102010': 'Communications & Networking', '57104010': 'Electronic Equipment & Parts', '57105010': 'Office Equipment', '57106010': 'Computer Hardware', '57106020': 'Phones & Handheld Devices', '57106030': 'Household Electronics', '57107010': 'Integrated Hardware & Software', '57201010': 'IT Services & Consulting', '57201020': 'Software', '57201030': 'Online Services', '57301010': 'Financial Technology (Fintech)', '57301020': 'Crowd Collaboration', '57301030': 'Blockchain & Cryptocurrency', '57301090': 'Miscellaneous Fintech Infrastructure', '57401010': 'Integrated Telecommunications Services', '57401020': 'Wireless Telecommunications Services', '59101010': 'Electric Utilities', '59101020': 'Independent Power Producers', '59102010': 'Natural Gas Utilities', '59103010': 'Water & Related Utilities', '59104010': 'Multiline Utilities', '60101010': 'Real Estate Rental, Development & Operations', '60101020': 'Real Estate Services', '60102010': 'Diversified REITs', '60102020': 'Commercial REITs', '60102030': 'Residential REITs', '60102040': 'Specialized REITs', '61101010': 'Religious Organizations', '61101020': 'Civic & Social Organizations', '61101030': 'Environmental Organizations', '61101040': 'Charity Organizations', '61101050': 'Professional Organizations', '62101010': 'Government & Government Finance', '62101020': 'Legal & Safety Public Services', '62101030': 'Government Administration Activities', '62101040': 'National Security & International Affairs', '63101010': 'Miscellaneous Educational Service Providers', '63102010': 'School, College & University', '63103010': 'Professional & Business Education', '5010101010': 'Coal (NEC)', '5010101011': 'Coal Mining Support', '5010101012': 'Coal Wholesale', '5010201010': 'Integrated Oil & Gas', '5010202010': 'Oil & Gas Exploration and Production (NEC)', '5010202011': 'Oil Exploration & Production - Onshore', '5010202012': 'Oil Exploration & Production - Offshore', '5010202013': 'Natural Gas Exploration & Production - Onshore', '5010202014': 'Natural Gas Exploration & Production - Offshore', '5010202015': 'Unconventional Oil & Gas Production', '5010203010': 'Oil & Gas Refining and Marketing (NEC)', '5010203011': 'Petroleum Refining', '5010203012': 'Gasoline Stations', '5010203013': 'Petroleum Product Wholesale', '5010301010': 'Oil & Gas Drilling (NEC)', '5010301011': 'Oil Drilling - Onshore', '5010301012': 'Gas Drilling - Onshore', '5010301013': 'Oil Drilling - Offshore', '5010301014': 'Gas Drilling - Offshore', '5010301015': 'Unconventional Oil & Gas Drilling', '5010302010': 'Oil Related Services and Equipment (NEC)', '5010302011': 'Oil Related Services', '5010302012': 'Oil Related Equipment', '5010302013': 'Oil Related - Surveying & Mapping Services', '5010303010': 'Oil & Gas Transportation Services (NEC)', '5010303011': 'LNG Transportation & Storage', '5010303012': 'Natural Gas Pipeline Transportation', '5010303013': 'Oil Pipeline Transportation', '5010303014': 'Sea-Borne Tankers', '5010303015': 'Oil & Gas Storage', '5020101010': 'Renewable Energy Equipment & Services (NEC)', '5020101011': 'Wind Systems & Equipment', '5020101012': 'Stationary Fuel Cells', '5020101013': 'Photovoltaic Solar Systems & Equipment', '5020101014': 'Thermal Solar Systems & Equipment', '5020101015': 'Biomass Power Energy Equipment', '5020101016': 'Waste to Energy Systems & Equipment', '5020101017': 'Hydropower Equipment', '5020101018': 'Wave Power Energy Equipment', '5020101019': 'Renewable Energy Services', '5020101020': 'Geothermal Equipment', '5020102010': 'Renewable Fuels (NEC)', '5020102011': 'Biodiesel', '5020102012': 'Ethanol Fuels', '5020102013': 'Pyrolytic & Synthetic Fuels', '5020102014': 'Biomass & Biogas Fuels', '5020102015': 'Hydrogen Fuel', '5030101010': 'Uranium (NEC)', '5030101011': 'Uranium Mining', '5030101012': 'Uranium Processing', '5110101010': 'Commodity Chemicals (NEC)', '5110101011': 'Plastics', '5110101012': 'Paints & Coatings', '5110101013': 'Tanning & Softening Agents', '5110101014': 'Explosives', '5110101015': 'Industrial Gases', '5110101016': 'Commodity Chemicals Wholesale', '5110101017': 'Glass', '5110102010': 'Agricultural Chemicals (NEC)', '5110102011': 'Fertilizers', '5110102012': 'Pesticides', '5110102013': 'Organic Fertilizers', '5110102014': 'Agricultural Chemicals Wholesale', '5110103010': 'Specialty Chemicals (NEC)', '5110103011': 'Coloring Agents', '5110103012': 'Synthetic Fibers', '5110103014': 'Advanced Polymers', '5110103016': 'Industrial Biotechnology Chemicals', '5110103017': 'Specialty Chemicals Wholesale', '5110103018': 'Composites', '5110103019': 'Adhesive & Epoxy', '5110109010': 'Diversified Chemicals', '5120101010': 'Non-Gold Precious Metals & Minerals (NEC)', '5120101011': 'Silver Mining', '5120101012': 'Platinum Mining', '5120101013': 'Diamond Mining', '5120101014': 'Semiprecious Gem Stones', '5120101015': 'Pearl Cultivation', '5120101016': 'Rare Earth Minerals', '5120102010': 'Iron & Steel (NEC)', '5120102011': 'Iron Ore Mining', '5120102012': 'Coke Coal Mining', '5120102013': 'Iron, Steel Mills & Foundries', '5120102014': 'Metal Service Centers', '5120102015': 'Metallic Rolling & Drawing Products', '5120102016': 'Metal Merchant Wholesale', '5120103010': 'Aluminum (NEC)', '5120103011': 'Primary Aluminum Production', '5120103012': 'Secondary Smelting & Alloying of Aluminum', '5120103013': 'Aluminum Rolling', '5120103014': 'Aluminum Refining', '5120103015': 'Aluminum Wholesale', '5120103016': 'Bauxite Mining', '5120105010': 'Specialty Mining & Metals (NEC)', '5120105011': 'Lead Ore Mining', '5120105012': 'Copper Ore Mining', '5120105013': 'Nickel Ore Mining', '5120105014': 'Zinc Ore Mining', '5120105015': 'Nonferrous Metal Mining', '5120105016': 'Nonferrous Metal Processing', '5120105017': 'Specialty Mining & Metals Wholesale', '5120106010': 'Gold (NEC)', '5120106011': 'Gold Mining', '5120106012': 'Gold Refining', '5120107010': 'Mining Support Services & Equipment (NEC)', '5120107011': 'Geophysical Surveying & Mapping Services', '5120107012': 'Mining Support Services', '5120107013': 'Mining Machinery & Equipment Manufacturing', '5120108010': 'Diversified Mining', '5120201010': 'Construction Materials (NEC)', '5120201011': 'Construction Material Processing', '5120201012': 'Cement & Concrete Manufacturing', '5120201013': 'Tile & Paving Material Manufacturing', '5120201014': 'Rock Mining', '5120201015': 'Construction Material Wholesale', '5130101010': 'Forest & Wood Products (NEC)', '5130101011': 'Timber Tract Operations', '5130101012': 'Forest Nurseries & Gathering of Forest Products', '5130101013': 'Logging & Sawmills', '5130101014': 'Forest Support & Services', '5130101015': 'Wood Products', '5130101016': 'Wood Product Wholesale', '5130102010': 'Paper Products (NEC)', '5130102011': 'Paper Mills & Products', '5130102012': 'Newsprint Mills', '5130102013': 'Pulp Mills', '5130102014': 'Paper Product Wholesale', '5130201010': 'Non-Paper Containers & Packaging (NEC)', '5130201011': 'Textile Containers & Packaging', '5130201012': 'Glass Containers & Packaging', '5130201013': 'Metal Containers & Packaging', '5130201014': 'Plastic Containers & Packaging', '5130201015': 'Wood Container & Packaging', '5130201016': 'Container & Packaging Material Wholesale', '5130202010': 'Paper Packaging (NEC)', '5130202011': 'Paper Packaging Wholesale', '5210101010': 'Aerospace & Defense (NEC)', '5210101011': 'Arms & Ammunitions Manufacturing', '5210101012': 'Commercial Aircraft Manufacturing', '5210101013': 'Military Aircraft Manufacturing', '5210101014': 'Aircraft Parts Manufacturing', '5210101015': 'Military Vehicles Manufacturing', '5210101016': 'Satellite Design & Manufacture', '5210101017': 'Spacecraft Manufacturing', '5210101018': 'Military Clothing & Accessories', '5210101019': 'Aircraft Equipment Wholesale', '5210101020': 'Aerospace & Defense Electronics', '5210101021': 'Drone Manufacturing', '5210201010': 'Industrial Machinery & Equipment (NEC)', '5210201011': 'Industrial Components', '5210201012': 'Industrial Machinery', '5210201013': 'Ball & Roller Bearings', '5210201014': 'Testing & Measuring Equipment', '5210201015': 'Pump & Pumping Equipment', '5210201016': 'Air & Gas Compressors', '5210201017': 'Welding & Soldering Equipment', '5210201018': 'Industrial Process Furnace & Ovens', '5210201019': 'Fluid Power Cylinder & Actuators', '5210201020': 'Automatic Vending Machines', '5210201021': 'Industrial Moulds', '5210201022': 'Machine Tools', '5210201023': 'Industrial Valve Manufacturing', '5210201024': 'Industrial Machinery & Equipment Wholesale', '5210201025': 'Commercial Equipment', '5210202010': 'Heavy Machinery & Vehicles (NEC)', '5210202011': 'Construction Machinery', '5210202012': 'Heavy Trucks', '5210202013': 'Heavy Buses & Coaches', '5210202014': 'Locomotive Engines & Rolling Stock', '5210202015': 'Agricultural Machinery', '5210202016': 'Commercial Landscaping Equipment', '5210202017': 'Heavy Machinery & Vehicles Wholesale', '5210203010': 'Electrical Components & Equipment (NEC)', '5210203011': 'Batteries & Uninterruptible Power Supplies', '5210203012': 'Wires & Cables', '5210203013': 'Electrical Components', '5210203014': 'Lighting Equipment', '5210203015': 'Heating, Ventilation & Air Conditioning Systems', '5210203016': 'Electrical Insulators', '5210203017': 'Switchgear', '5210203018': 'Portable Motors & Generators', '5210203019': 'Electrical Measuring & Testing Instruments', '5210203020': 'Electric Equipment Wholesale', '5210204010': 'Heavy Electrical Equipment (NEC)', '5210204011': 'Electrical Transmission & Grid Equipment', '5210204012': 'Elevator & Conveying Equipment', '5210204013': 'Turbine Manufacturing', '5210204014': 'Heavy Motors & Generators', '5210204015': 'Industrial Electrical Switchgear', '5210204016': 'Nuclear Generators & Components', '5210205010': 'Shipbuilding (NEC)', '5210205011': 'Ship Parts Manufacturers', '5210205012': 'Ship Repairing & Maintenance', '5220102010': 'Construction & Engineering (NEC)', '5220102011': 'Commercial Buildings', '5220102012': 'Highway & Bridge Construction', '5220102013': 'Railway Construction', '5220102014': 'Power & Communications Network Construction', '5220102015': 'Civil Engineers & Architects', '5220102016': 'Building Contractors', '5220102017': 'Industrial Plant Construction', '5220102018': 'Water & Sewage Construction', '5220102019': 'Land Division & Subdivision', '5220102020': 'Gas Infrastructure Construction', '5220102021': 'Electric Power Plant Construction', '5220102022': 'Nuclear Power Plant Construction', '5220102023': 'Telecommunication Construction', '5220201010': 'Diversified Industrial Goods Wholesale', '5220301010': 'Environmental Services & Equipment (NEC)', '5220301011': 'Purification & Treatment Equipment', '5220301012': 'Waste Management, Disposal & Recycling Services', '5220301013': 'Environmental Consultancy Services', '5220301014': 'Environmental R&D Services & Biotechnology', '5220301015': 'Carbon Capture & Storage', '5220302010': 'Commercial Printing Services (NEC)', '5220302011': 'Specialized Printing Services', '5220302012': 'Newspaper & Magazine Printing Services', '5220302013': 'Book Printing Services', '5220303010': 'Employment Services (NEC)', '5220303011': 'Human Resources Consulting Services', '5220303012': 'Outsourcing & Staffing Services', '5220303013': 'Executive Search Services', '5220303014': 'Online Job Portals', '5220304010': 'Business Support Services (NEC)', '5220304011': 'Corporate Accounting Services', '5220304012': 'Legal Services', '5220304013': 'Management Consulting Services', '5220304014': 'Security Services', '5220304016': 'Cleaning Services', '5220304017': 'Data Processing Services', '5220304018': 'Industrial Equipment Rental', '5220304019': 'Office Equipment & Supplies Rental', '5220304020': 'Pest Control Services', '5220304021': 'Maintenance & Repair Services', '5220304022': 'Industrial Design Services', '5220304023': 'Translation & Interpretation Services', '5220304024': 'Testing Laboratories', '5220304025': 'Call Center Services', '5220304026': 'Exhibition & Conference Services', '5220304027': 'Transaction & Payment Services', '5220306010': 'Business Support Supplies (NEC)', '5220306011': 'Office Furniture', '5220306012': 'Office Supplies', '5220306013': 'Health, Safety & Fire Protection Equipment', '5220306014': 'Office Supplies Wholesale', '5220307010': 'Professional Information Services (NEC)', '5220307011': 'Financial Information Providers', '5220307012': 'Compliance & Investor Communication', '5220307013': 'Rating Agencies', '5220307014': 'Trade & Business Publishing', '5220307015': 'Legal & Tax Information Providers', '5220307016': 'Education & Training Information Providers', '5220307017': 'Journals & Scholarly Research', '5220307018': 'News Agencies', '5220307019': 'Libraries & Archives', '5230101010': 'Industrial Conglomerates', '5240501010': 'Courier, Postal, Air Freight & Land-based Logistics (NEC)', '5240501011': 'Freight Logistics', '5240501012': 'Air Freight', '5240501013': 'Courier Services', '5240501014': 'Integrated Logistics Operators', '5240502010': 'Marine Freight & Logistics (NEC)', '5240502011': 'Marine Logistics', '5240502012': 'Inland Water Freight', '5240502013': 'Deep Sea Freight', '5240503010': 'Ground Freight & Logistics (NEC)', '5240503011': 'Railway Freight Operators', '5240503012': 'Freight Trucking', '5240503013': 'Warehousing', '5240503014': 'Truck Rental', '5240601010': 'Airlines (NEC)', '5240601011': 'Regional Airlines', '5240601012': 'Charter & Private Air Services', '5240601013': 'Specialized Aviation Services', '5240601014': 'Inter-Modal Passenger Transportation', '5240602010': 'Passenger Transportation, Ground & Sea (NEC)', '5240602011': 'Commuting Services', '5240602012': 'Charter Bus Services', '5240602013': 'Rail Services', '5240602014': 'Marine Passenger Transportation', '5240602015': 'Commuter Ferry Operators', '5240602016': 'Taxis & Limousines', '5240602017': 'Passenger Car Rental', '5240701010': 'Airport Operators & Services (NEC)', '5240701011': 'Airport Operators', '5240701012': 'Duty Free Shops', '5240701013': 'Airport Fueling Services', '5240701014': 'Airline Catering Services', '5240702010': 'Marine Port Services (NEC)', '5240702011': 'Port Warehousing Services', '5240702012': 'Port Operators', '5240702013': 'Marine Cargo Handling Services', '5240703010': 'Highways & Rail Tracks (NEC)', '5240703011': 'Highway Operators', '5240703012': 'Railway Operators', '5240703013': 'Parking Lot Operators', '5310101010': 'Auto & Truck Manufacturers (NEC)', '5310101011': 'Motorcycles & Scooters', '5310101012': 'Automobiles & Multi Utility Vehicles', '5310101013': 'Light Trucks', '5310101014': 'Electric (Alternative) Vehicles', '5310101015': 'Luxury Vehicles', '5310101016': 'Auto & Truck Wholesale', '5310102010': 'Auto, Truck & Motorcycle Parts (NEC)', '5310102011': 'Automotive Body Parts', '5310102012': 'Engine & Powertrain Systems', '5310102013': 'Automotive Batteries', '5310102014': 'Automotive Systems', '5310102015': 'Automotive Accessories', '5310102016': 'Motorcycle Parts & Accessories', '5310102017': 'Auto & Truck Parts Wholesale', '5310103010': 'Tires & Rubber Products (NEC)', '5310103011': 'Tire & Tube Manufacturers', '5310103012': 'Tire Retreading', '5310103013': 'Industrial Rubber Products', '5310103014': 'Rubber Plantations', '5310103015': 'Tires & Rubber Products Wholesale', '5320201010': 'Textiles & Leather Goods (NEC)', '5320201011': 'Synthetic Fabrics', '5320201012': 'Natural Fabrics', '5320201013': 'Organic & Ecologically Produced Fabric', '5320201014': 'Leather Goods', '5320201015': 'Fur Goods', '5320201016': 'Fabric Dyeing & Finishing', '5320201017': 'Yarn Goods', '5320201018': 'Cotton Farming', '5320201019': 'Textiles & Leather Goods Wholesale', '5320202010': 'Apparel & Accessories (NEC)', '5320202011': "Men's Clothing", '5320202012': "Women's Clothing", '5320202013': "Children's & Infants' Clothing", '5320202014': 'Sportswear & Outdoors Clothing', '5320202015': 'Jeans', '5320202016': 'Knitwear', '5320202017': 'Lingerie', '5320202018': 'Hosiery & Socks', '5320202019': 'Industrial Clothing & Uniforms', '5320202020': 'Fair Trade & Ethical Clothing', '5320202021': 'Luxury Clothing', '5320202022': 'Theatrical Costumes', '5320202023': 'Animal & Pet Clothing', '5320202024': 'Luxury Accessories', '5320202025': 'Accessories', '5320202026': 'Jewelry', '5320202027': 'Watches', '5320202028': 'Handbags & Luggage', '5320202029': 'Fashion Eyewear', '5320202030': 'Apparel Wholesale', '5320203010': 'Footwear (NEC)', '5320203011': "Men's Footwear", '5320203012': "Women's Footwear", '5320203013': "Children's & Infants' Footwear", '5320203014': 'Sports & Outdoor Footwear', '5320203015': 'Luxury Footwear', '5320203016': 'Functional Footwear', '5320203017': 'Footwear Wholesale', '5320301010': 'Homebuilding (NEC)', '5320301011': 'Residential Builders - Single Homes', '5320301012': 'Residential Builders - Multifamily Homes', '5320301013': 'Prefabricated Homes', '5320301014': 'Sustainable & Energy Efficient Home Builders', '5320301015': 'Retirement Home Builders', '5320301016': 'Residential Architectural & Interior Design Services', '5320302010': 'Construction Supplies & Fixtures (NEC)', '5320302011': 'Construction Supplies', '5320302012': 'Luxury Construction Supplies & Fixtures', '5320302013': 'Doors & Window Frames', '5320302014': 'Flooring & Interior Tile Manufacturers', '5320302015': 'Plumbing Fixtures & Fittings', '5320302016': 'Kitchen Cabinets', '5320302017': 'Bathroom Fixtures', '5320302018': 'Roofing Supplies', '5320302019': 'Lighting Fixtures', '5320302020': 'Construction Supplies & Fixtures Wholesale', '5320403010': 'Appliances, Tools & Housewares (NEC)', '5320403011': 'Household Appliances', '5320403012': 'Tools & Housewares', '5320403013': 'Kitchen Appliances', '5320403014': 'Cutlery & Flatware', '5320403015': 'Appliance & Houseware Wholesale', '5320403016': 'Luxury Appliances', '5320404010': 'Home Furnishings (NEC)', '5320404011': 'Carpets & Curtains', '5320404012': 'Wallpaper', '5320404014': 'Luxury Furnishing', '5320404015': 'Antiques', '5320404016': 'Home Furnishings Wholesale', '5320404017': 'Furniture', '5320404018': 'Art & Craftwork', '5320501010': "Toys & Children's Products (NEC)", '5320501011': 'Dolls & Stuffed Toys', '5320501012': "Games, Toys & Children's Vehicles", '5320501013': "Children's Safety Products", '5320501014': "Children's Furniture", '5320501015': "Children's Products & Accessories", '5320501016': "Toys & Children's Products Wholesale", '5320502010': 'Recreational Products (NEC)', '5320502011': 'Sailing Yachts & Motorboats', '5320502012': 'Bicycle Manufacturing', '5320502013': 'Sporting & Outdoor Goods', '5320502014': 'Musical Instruments', '5320502015': 'Luxury Recreational Products', '5320502016': 'Leisure Products Wholesale', '5320502017': 'Electric Scooters & Bicycles', '5330101010': 'Hotels, Motels & Cruise Lines (NEC)', '5330101011': 'Hotels & Motels', '5330101012': 'Cruise Lines', '5330101013': 'Luxury Hotels', '5330101014': 'Resort Operators', '5330101015': 'Bed & Breakfast', '5330101016': 'Self-Catering Accommodation', '5330101017': 'Campsite Operators', '5330102010': 'Restaurants & Bars (NEC)', '5330102011': 'Pubs, Bars & Night Clubs', '5330102012': 'Commercial Food Services', '5330102013': 'Quick Service Restaurants', '5330102014': 'Mobile Caterers', '5330102015': 'Banquet Halls & Catering', '5330102016': 'Cafés', '5330103010': 'Casinos & Gaming (NEC)', '5330103011': 'Gambling & Gaming Machine Manufacturers', '5330103012': 'Gaming Machine Operators', '5330103013': 'Casinos', '5330103014': 'Horse & Dog Race Tracks', '5330103015': 'Lottery Operators', '5330104010': 'Leisure & Recreation (NEC)', '5330104011': 'Movie Theaters & Movie Products', '5330104012': 'Theatres & Performing Arts', '5330104013': 'Museums & Historic Places', '5330104014': 'Travel Agents', '5330104015': 'Amusement Parks and Zoos', '5330104016': 'Gyms, Fitness and Spa Centers', '5330104017': 'Adventure Sports Facilities & Ski Resorts', '5330104018': 'Public Sport Facilities', '5330104019': 'Professional Sports Venues', '5330104020': 'Golf Courses', '5330104021': 'Hunting & Fishing', '5330104022': 'Marinas', '5330104023': 'Guided Tour Operators', '5330201010': 'Advertising & Marketing (NEC)', '5330201011': 'Advertising Agency', '5330201012': 'Media Buying Agency', '5330201013': 'Signs & Advertising Specialty Producers', '5330201014': 'Outdoor Advertising', '5330201015': 'Direct Marketing', '5330201016': 'Sales Promotions & Events Management', '5330201017': 'Guerrilla & Sensory Marketing', '5330201018': 'Public Relations', '5330201019': 'Digital Media Agencies', '5330201020': 'Branding & Naming', '5330201021': 'Market Research', '5330201022': 'Marketing Consulting Services', '5330202010': 'Broadcasting (NEC)', '5330202011': 'Television Broadcasting', '5330202012': 'Radio Broadcasting', '5330202013': 'Cable Service Providers', '5330203010': 'Entertainment Production (NEC)', '5330203011': 'Movie, TV Production & Distribution', '5330203012': 'Music, Music Video Production & Distribution', '5330203013': 'Plays & Concert Production', '5330203014': 'Entertainment Production Equipment & Services', '5330203015': 'Copyright Management', '5330203016': 'Adult Entertainment Production & Broadcasting', '5330204010': 'Consumer Publishing (NEC)', '5330204011': 'Newspaper Publishing', '5330204012': 'Magazine Publishing', '5330204013': 'Book Publishing', '5330204014': 'Directory Publishing', '5330204015': 'Digital Publishing', '5330204016': 'Adult Publishing', '5330204017': 'Books, Newspapers & Magazines Wholesale', '5340201010': 'Department Stores (NEC)', '5340201011': 'General Department Stores', '5340201012': 'Luxury Department Stores', '5340201013': 'Internet & Mail Order Department Stores', '5340202010': 'Discount Stores (NEC)', '5340202011': 'Internet & Mail Order Discount Stores', '5340202012': 'Discount Stores with Grocery', '5340202013': 'Discount Stores without Grocery', '5340202014': 'Discount Stores with Gasoline', '5340202015': 'Discount Stores without Gasoline', '5340301010': 'Auto Vehicles, Parts & Service Retailers (NEC)', '5340301011': 'New Car Dealers', '5340301012': 'Used Car Dealers', '5340301013': 'Motorcycle Dealers', '5340301014': 'Automotive Parts & Accessories Retailers', '5340301015': 'Tire Dealers', '5340301016': 'Luxury Car Dealers', '5340302010': 'Home Improvement Products & Services Retailers (NEC)', '5340302011': 'Paint & Wallpaper Retailers', '5340302012': 'Builder Merchants', '5340302013': 'Nursery & Garden Centers', '5340302014': 'Kitchen & Bathroom Retailers', '5340302015': 'Home Décor Retailers', '5340302016': 'Interior Design Services', '5340302017': 'Luxury Home Improvement Product Retailers', '5340303010': 'Home Furnishings Retailers (NEC)', '5340303011': 'Furniture Retailers', '5340303012': 'Floor Covering Retailers', '5340303013': 'Soft Furnishing Retailers', '5340303014': 'Luxury Furnishing Retailers', '5340303015': 'Antique Dealers', '5340303016': 'Art & Craftwork Retailers', '5340304010': 'Apparel & Accessories Retailers (NEC)', '5340304011': 'Footwear Retailers', '5340304012': 'Jewelry & Watch Retailers', '5340304013': "Men's Apparel Retailers", '5340304014': "Women's Apparel Retailers", '5340304015': "Children's & Infants' Clothing Retailers", '5340304016': 'Teen Fashion Retailers', '5340304017': 'Handbags & Luggage Retailers', '5340304018': 'Luxury Apparel Retailers', '5340304019': 'Sports & Outdoors Retailers', '5340305010': 'Computer & Electronics Retailers (NEC)', '5340305011': 'Computer Hardware & Software Retailers', '5340305012': 'Consumer Electronics Retailers', '5340305013': 'Mobile Phone Retailers', '5340309010': 'Miscellaneous Specialty Retailers (NEC)', '5340309011': 'Luxury Beauty Supply Retailers', '5340309012': 'Personal Care Products Retailers', '5340309013': 'Optical Goods Stores', '5340309014': 'Health Food Stores', '5340309015': 'Musical Instrument Retailers', '5340309016': 'Hobby & Craft Product Retailers', '5340309017': 'Toys & Games Retailers', '5340309018': 'Book & Magazine Retailers', '5340309019': 'Florists', '5340309020': 'Office Supplies & Stationery Stores', '5340309021': 'Gift, Novelty & Souvenir Stores', '5340309022': 'Used Merchandise Stores', '5340309023': 'Sporting Goods Stores', '5340309024': 'Pet & Pet Supplies Retailers', '5340309025': 'Adult Products Retailers', '5410101010': 'Brewers (NEC)', '5410101011': 'Craft & Micro Brewers', '5410102010': 'Distillers & Wineries (NEC)', '5410102011': 'Wineries', '5410102012': 'Distilleries', '5410102013': 'Malt Producers', '5410103010': 'Non-Alcoholic Beverages (NEC)', '5410103011': 'Carbonated Soft Drinks', '5410103012': 'Fruit Drinks', '5410103013': 'Energy Drinks', '5410103014': 'Bottled Water & Ice', '5410201010': 'Fishing & Farming (NEC)', '5410201011': 'Grain (Crop) Production', '5410201012': 'Poultry Farming', '5410201013': 'Sheep & Specialty Livestock Farming', '5410201014': 'Vegetable, Fruit & Nut Farming', '5410201015': 'Coffee, Tea & Cocoa Farming', '5410201016': 'Sugarcane Farming', '5410201017': 'Commercial Nurseries', '5410201018': 'Commercial Fishing', '5410201019': 'Aquaculture', '5410201020': 'Fur Farming', '5410201021': 'Animal Breeding', '5410201022': 'Agriculture Support Services', '5410201023': 'Organic Farming', '5410201024': 'Animal Feed', '5410201025': 'Agricultural Consultancy Services', '5410201026': 'Fishing & Farming Wholesale', '5410201027': 'Agricultural Biotechnology', '5410201028': 'Hog & Pig Farming', '5410201029': 'Cattle Farming', '5410201030': 'Fair Trade & Ethical Fishing & Farming', '5410202010': 'Food Processing (NEC)', '5410202011': 'Flour Milling', '5410202012': 'Bread & Bakery Product Manufacturing', '5410202013': 'Breakfast Cereal Manufacturing', '5410202014': 'Cookie, Cracker & Pasta Manufacturing', '5410202015': 'Fruit & Vegetable Processing', '5410202016': 'Meat Processing', '5410202017': 'Halal Meat Processing', '5410202018': 'Seafood Product Preparation & Packaging', '5410202019': 'Dairy Products', '5410202020': 'Starch, Vegetable Fat & Oil Manufacturing', '5410202021': 'Coffee & Tea', '5410202022': 'Sugar & Artificial Sweeteners', '5410202023': 'Chocolate & Confectionery', '5410202024': 'Snack Food & Non-Chocolate Confectionary', '5410202025': 'Special Foods & Wellbeing Products', '5410202026': 'Food Ingredients', '5410202027': 'Baby Food', '5410202028': 'Ready-Made Meals', '5410202030': 'Frozen Food Manufacturing', '5410202031': 'Pet Food Manufacturing', '5410202032': 'Vegan & Vegetarian Food Manufacturing', '5410203010': 'Tobacco (NEC)', '5410203011': 'Tobacco Farming', '5410203012': 'Tobacco Stemming & Redrying', '5410203013': 'Cigars & Cigarette Manufacturing', '5410203014': 'Chewing Tobacco Products', '5420101010': 'Household Products (NEC)', '5420101011': 'Laundry Supplies', '5420101012': 'Cleaning Supplies', '5420101013': 'Air Fresheners', '5420101015': 'Pet & Plant Protection Agents', '5420101016': 'Auto Cleaning Products', '5420102010': 'Personal Products (NEC)', '5420102011': 'Cosmetics & Perfumes', '5420102012': 'Luxury Cosmetics', '5420102013': 'Sanitary Products', '5420102014': 'Hair Accessories', '5420102015': 'Birth Control Products', '5420102016': 'Halal Personal Products', '5420103010': 'Personal Services (NEC)', '5420103011': 'Consumer Goods Rental', '5420103012': 'Accounting & Tax Preparation', '5420103013': 'Personal Legal Services', '5420103015': 'Child Care & Family Services', '5420103016': 'Consumer Repair Services', '5420103017': 'Personal Care Services', '5420103018': 'Funeral Services', '5430101010': 'Drug Retailers (NEC)', '5430101011': 'Retail - Drugs with Grocery', '5430101012': 'Retail - Drugs without Grocery', '5430101013': 'Cannabis Product Retailers', '5430101014': 'Non-Cannabis Recreational Drug Retailers', '5430102010': 'Food Retail & Distribution (NEC)', '5430102011': 'Food Wholesale', '5430102012': 'Supermarkets & Convenience Stores', '5430102013': 'Beer, Wine & Liquor Stores', '5430102014': 'Vending Machine Providers', '5430102015': 'Tobacco Stores', '5430102016': 'Food Markets', '5440101010': 'Consumer Goods Conglomerates', '5510101010': 'Banks (NEC)', '5510101011': 'Corporate Banks', '5510101012': 'Retail & Mortgage Banks', '5510101013': 'Money Center Banks', '5510101014': 'Private Banks', '5510101015': 'Islamic Banks', '5510103010': 'Consumer Lending (NEC)', '5510103011': 'Personal & Car Loans', '5510103012': 'Consumer Credit Cards Services', '5510103013': 'Consumer Leasing', '5510103014': 'Credit Unions', '5510103015': 'Microfinancing', '5510105010': 'Corporate Financial Services (NEC)', '5510105011': 'Commercial Loans', '5510105012': 'Import-Export Banks', '5510105013': 'International Trade Financing', '5510105014': 'Factoring', '5510105015': 'Commercial Leasing', '5510201010': 'Investment Banking & Brokerage Services (NEC)', '5510201011': 'Investment Banking', '5510201012': 'Brokerage Services', '5510201013': 'Inter-Dealer Broker', '5510201014': 'Islamic Investment Banking & Brokerage Services', '5510201015': 'Merchant Banks', '5510202010': 'Investment Management & Fund Operators (NEC)', '5510202011': 'Investment Management', '5510202012': 'Hedge Funds', '5510202013': 'Collective Investment Fund Operators', '5510202014': 'Wealth Management', '5510202015': 'Venture Capital', '5510202016': 'Private Equity', '5510202017': 'Islamic Investment Management & Fund Operators', '5510203010': 'Diversified Investment Services', '5510205010': 'Financial & Commodity Market Operators & Service Providers (NEC)', '5510205011': 'Securities & Commodity Exchanges', '5510205012': 'Clearing, Settlement & Custodial Service', '5530101010': 'Multiline Insurance & Brokers (NEC)', '5530101011': 'Islamic Insurance', '5530101012': 'Insurance Brokers', '5530102010': 'Property & Casualty Insurance (NEC)', '5530102011': 'Property Insurance', '5530102012': 'Insurance - Automobile', '5530102013': 'Travel Insurance', '5530102014': 'Casualty Insurance', '5530103010': 'Life & Health Insurance (NEC)', '5530103011': 'Life Insurance', '5530103012': 'Health Insurance', '5530105010': 'Reinsurance (NEC)', '5530105011': 'Life & Health Reinsurance', '5530105012': 'Property & Casualty Reinsurance', '5550101010': 'UK Investment Trusts', '5550102010': 'Mutual Funds (NEC)', '5550102011': 'Islamic Mutual Funds', '5550103010': 'Closed End Funds', '5550104010': 'Exchange-Traded Funds (NEC)', '5550104011': 'Islamic ETFs', '5550104012': 'Islamic Commodity ETFs', '5550105010': 'Pension Funds', '5550106010': 'Insurance Funds', '5560101010': 'Investment Holding Companies (NEC)', '5560101011': 'Shell Companies', '5610101010': 'Advanced Medical Equipment & Technology (NEC)', '5610101011': 'Medical Diagnostic & Testing Equipment', '5610101012': 'Medical Monitoring Systems', '5610101013': 'Laser Equipment', '5610101014': 'Medical Imaging Systems', '5610101015': 'Medical Software & Technology Services', '5610101016': 'Advanced Medical Equipment Wholesale', '5610102010': 'Medical Equipment, Supplies & Distribution (NEC)', '5610102011': 'Medical Supplies', '5610102012': 'Medical Prosthetics', '5610102013': 'Medical Equipment', '5610102014': 'Medical Devices & Implants', '5610102015': 'Medical Equipment Wholesale', '5610102016': 'Glasses, Spectacles & Contact Lenses', '5610102017': 'Laboratory Diagnostic & Testing Substances', '5610102018': 'Veterinary Medical Equipment & Supplies', '5610102019': 'Drug Delivery Systems', '5610201010': 'Healthcare Facilities & Services (NEC)', '5610201011': 'Hospitals, Clinics & Primary Care Services', '5610201012': 'Residential & Long-Term Care', '5610201013': 'Ambulance & Emergency Services', '5610201014': "Doctor's Office", '5610201015': 'Medical & Diagnostic Laboratories', '5610201016': 'Veterinary Services', '5610201017': 'Telemedicine Services', '5610201018': 'Home Healthcare Services', '5610201019': 'Alternative Medicine Facilities', '5610201020': 'Medical Farming', '5610202010': 'Managed Healthcare (NEC)', '5610202011': 'HMO Medical Centers', '5620104010': 'Pharmaceuticals (NEC)', '5620104011': 'Proprietary & Advanced Pharmaceuticals', '5620104012': 'Biopharmaceuticals', '5620104013': 'In-Vivo Diagnostic & Testing Substances', '5620104014': 'Veterinary Drugs', '5620104015': 'Generic Pharmaceuticals', '5620104016': 'Alternative Medicine', '5620104017': 'Recreational Pharmaceuticals', '5620104018': 'Pharmaceuticals Wholesale', '5620201010': 'Biotechnology & Medical Research (NEC)', '5620201011': 'Bio Therapeutic Drugs', '5620201012': 'Bio Diagnostics & Testing', '5620201013': 'Bio Medical Devices', '5710101010': 'Semiconductors (NEC)', '5710101011': 'Integrated Circuits', '5710101012': 'Memory Chips (RAM)', '5710101013': 'Processors', '5710101014': 'Semiconductor Wholesale', '5710101015': 'NFC & RFID Systems', '5710102010': 'Semiconductor Equipment & Testing (NEC)', '5710102011': 'Semiconductor Machinery Manufacturing', '5710102012': 'Semiconductor Testing Equipment & Service', '5710102013': 'Semiconductor Equipment Wholesale', '5710201010': 'Communications & Networking (NEC)', '5710201011': 'Network Equipment', '5710201012': 'Security & Surveillance', '5710201013': 'Conferencing Tools & Systems', '5710201014': 'VOIP Equipment & Systems', '5710201015': 'Broadcasting Equipment', '5710201016': 'Satellite Communications Network', '5710201017': 'Fiber Optic Cable Manufacturing', '5710401010': 'Electronic Equipment & Parts (NEC)', '5710401011': 'Biometric Products', '5710401012': 'Advanced Electronic Equipment', '5710401013': 'Display Screens', '5710401014': 'Electronic Components', '5710401015': '3D Printers', '5710501010': 'Office Equipment (NEC)', '5710501011': 'Commercial Document Management', '5710501012': 'Office Technology Equipment', '5710501013': 'Point of Sale Systems', '5710501014': 'Scientific & Precision Equipment', '5710501015': 'Office Equipment Wholesale', '5710601010': 'Computer Hardware (NEC)', '5710601011': 'Scientific & Super Computers', '5710601012': 'Laptop & Desktop Computers', '5710601013': 'Tablet & Netbook Computers', '5710601014': 'Input Devices', '5710601015': 'Output Devices', '5710601016': 'Servers & Systems', '5710601017': 'Storage Devices', '5710601018': 'Computer Hardware Component Assembly', '5710601019': 'Consumer Document Management', '5710602010': 'Phones & Handheld Devices (NEC)', '5710602011': 'Phones & Smart Phones', '5710602012': 'Portable Satellite Navigation', '5710602013': 'Personal Music Players', '5710602014': 'Electronic Books', '5710602015': 'Mobile Device Component Assembly', '5710603010': 'Household Electronics (NEC)', '5710603011': 'Photographic Equipment', '5710603012': 'TV & Video', '5710603013': 'Home Audio', '5710603014': 'Consumer Electronic Wholesale', '5710701010': 'Integrated Hardware & Software', '5720101010': 'IT Services & Consulting (NEC)', '5720101011': 'Computer Programming', '5720101012': 'Computer Training', '5720101013': 'Technology Consulting & Outsourcing Services', '5720101014': 'IT Testing Services', '5720101015': 'Cloud Computing Services', '5720101016': 'Machine Learning & Artificial Intelligence (AI) Services', '5720102010': 'Software (NEC)', '5720102011': 'System Software', '5720102012': 'Application Software', '5720102013': 'Enterprise Software', '5720102014': 'Mobile Application Software', '5720102015': 'Mobile System Software', '5720102016': 'Programming Software & Testing Tools', '5720102017': 'Server & Database Software', '5720102018': 'Security Software', '5720103010': 'Online Services (NEC)', '5720103011': 'Search Engines', '5720103012': 'Social Media & Networking', '5720103013': 'E-commerce & Auction Services', '5720103014': 'Content & Site Management Services', '5720103015': 'Internet Security & Transactions Services', '5720103016': 'Internet Gaming', '5730101010': 'Financial Technology (Fintech) (NEC)', '5730101020': 'Business to Business', '5730101030': 'Business to Consumer', '5730101040': 'Consumer to Consumer', '5730102010': 'Crowd Collaboration (NEC)', '5730102020': 'Crowdfinancing & Crowdfunding', '5730102030': 'Crowdsourcing Platforms', '5730103010': 'Blockchain & Cryptocurrency (NEC)', '5730103020': 'Cryptocurrency Trading Platforms (Exchanges)', '5730103030': 'Blockchain Technology (Software)', '5730103040': 'Cryptocurrency Hardware', '5730103050': 'Cryptocurrency Mining', '5730109010': 'Miscellaneous Fintech Infrastructure', '5740101010': 'Integrated Telecommunications Services (NEC)', '5740101020': 'Wired Telecommunications Carriers', '5740101030': 'Telecommunications Resellers', '5740101040': 'Internet Service Providers', '5740101050': 'Telecommunications Network Infrastructure', '5740101060': 'VOIP Services', '5740102010': 'Wireless Telecommunications Services (NEC)', '5740102020': 'Alternative Communications Services', '5740102030': 'Satellite Service Operators', '5740102040': 'Wi-Fi & Wi-Max Providers', '5740102050': 'Wireless Telecoms Service Providers', '5910101010': 'Electric Utilities (NEC)', '5910101012': 'Fossil Fuel Electric Utilities', '5910101013': 'Nuclear Utilities', '5910101014': 'Power Charging Stations', '5910101020': 'Alternative Electric Utilities', '5910101021': 'Hydroelectric & Tidal Utilities', '5910101022': 'Solar Electric Utilities', '5910101023': 'Wind Electric Utilities', '5910101024': 'Biomass & Waste to Energy Electric Utilities', '5910101025': 'Geothermal Electric Utilities', '5910102010': 'Independent Power Producers (NEC)', '5910102011': 'Fossil Fuel IPPs', '5910102012': 'Renewable IPPs', '5910102013': 'Nuclear IPPs', '5910201010': 'Natural Gas Utilities (NEC)', '5910201011': 'Natural Gas Distribution', '5910301010': 'Water & Related Utilities (NEC)', '5910301011': 'Water Supply & Irrigation Systems', '5910301012': 'Sewage Treatment Facilities', '5910301013': 'Heating & Air-Conditioning Supply', '5910401010': 'Multiline Utilities', '6010101010': 'Real Estate Rental, Development & Operations (NEC)', '6010101020': 'Office Real Estate Rental & Development', '6010101030': 'Retail Real Estate Rental & Development', '6010101040': 'Industrial Real Estate Rental & Development', '6010101050': 'Residential Real Estate Rental & Development', '6010102010': 'Real Estate Services (NEC)', '6010102020': 'Office Real Estate Services', '6010102030': 'Retail Real Estate Services', '6010102040': 'Industrial Real Estate Services', '6010102050': 'Residential Real Estate Services', '6010201010': 'Diversified REITs', '6010202010': 'Commercial REITs (NEC)', '6010202020': 'Office REITs', '6010202030': 'Retail REITs', '6010202040': 'Industrial REITs', '6010203010': 'Residential REITs', '6010204010': 'Specialized REITs (NEC)', '6010204020': 'Healthcare REITs', '6010204030': 'Hospitality REITs', '6010204040': 'Self-Storage REITs', '6010204050': 'Timber REITs', '6010204060': 'Mortgage REITs', '6010204070': 'Islamic REITs', '6110101010': 'Religious Organizations', '6110102010': 'Civic & Social Organizations', '6110103010': 'Environmental Organizations', '6110104010': 'Charity Organizations', '6110105010': 'Professional Organizations (NEC)', '6110105020': 'Business, Professional & Labor Organizations', '6110105030': 'Political Organizations', '6110105040': 'Non-Governmental Organizations (NGOs)', '6210101010': 'Government & Government Finance (NEC)', '6210101020': 'Public Finance Activities', '6210102010': 'Legal & Safety Public Services (NEC)', '6210102020': 'Police, Justice & Legal Counsel', '6210102030': 'Fire', '6210103010': 'Government Administration Activities', '6210104010': 'National Security & International Affairs', '6310101010': 'Miscellaneous Educational Service Providers', '6310201010': 'School, College & University (NEC)', '6310201020': 'Nursery & Pre-Schools', '6310201030': 'Elementary & Primary Schools', '6310201040': 'Colleges & Secondary Schools', '6310201050': 'Universities', '6310201060': 'School Districts', '6310301010': 'Professional & Business Education'}}), continuous_hierarchies={'market': ['Market'], 'style': ['Dividend', 'Growth', 'Leverage', 'Momentum', 'Size', 'Value', 'Volatility']}, continuous_hierarchies_labels={'market': {'Market': 'Market'}, 'style': {'Dividend': 'Dividend', 'Growth': 'Growth', 'Leverage': 'Leverage', 'Momentum': 'Momentum', 'Size': 'Size', 'Value': 'Value', 'Volatility': 'Volatility'}}), modelconstruction_settings_menu=ModelConstructionSettingsMenu(weights=['SqrtCap', 'InvIdioVar'])))

exposures_api = bln.equity.exposures.load(
    ExposureSettings(
        exposures=[
            ContinuousExposureGroupSettings(hierarchy="market"),
            ContinuousExposureGroupSettings(hierarchy="style"),
        ]
    ),
)

# note that the industry and region hierarchy names tie out with the factor groups we specified above

df = exposures_api.get(UniverseSettings(dataset=risk_dataset_name), standardize_universe=None)

df.filter(pl.col("bayesid") == "ICFFEBBB38").tail()

shape: (5, 10)

date	bayesid	market.Market	style.Dividend	style.Growth	style.Leverage	style.Momentum	style.Size	style.Value	style.Volatility
date	str	f32	f32	f32	f32	f32	f32	f32	f32
2025-06-26	"ICFFEBBB38"	1.0	0.416016	0.282227	0.165039	0.775391	0.6328125	0.050293	-0.904297
2025-06-27	"ICFFEBBB38"	1.0	0.415527	0.282715	0.165039	0.469727	0.633789	0.050354	-0.921875
2025-06-28	"ICFFEBBB38"	1.0	0.415527	0.282227	0.165161	0.469238	0.633789	0.04892	-0.921387
2025-06-29	"ICFFEBBB38"	1.0	0.415527	0.281982	0.165283	0.469238	0.633789	0.048889	-0.921387
2025-06-30	"ICFFEBBB38"	1.0	0.415527	0.281982	0.164185	0.386719	0.635742	0.050232	-0.907227

Uploading New Exposures to Existing Dataset and Updating the Risk Dataset

Contents

Uploading New Exposures to Existing Dataset and Updating the Risk Dataset#

Updating New Exposure Files#

Updating the Risk Dataset#