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dump.txt
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dump.txt
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|- Data path: wrds/equity/compustat
|- Provider: wrds
|- Sub-providers: [None]
|- Data path: wrds/equity/crsp
|- Provider: wrds
|- Sub-providers: [None]
|- Data path: openbb/fixedincome/rate/estr
|- Provider: openbb
|- Sub-providers: ['fred']
|- Data path: openbb/economy/export_destinations
|- Provider: openbb
|- Sub-providers: ['econdb']
|- Data path: openbb/fixedincome/rate/overnight_bank_funding
|- Provider: openbb
|- Sub-providers: ['fred', 'federal_reserve']
|- Data path: openbb/equity/price/nbbo
|- Provider: openbb
|- Sub-providers: ['polygon']
|- Data path: openbb/economy/money_measures
|- Provider: openbb
|- Sub-providers: ['federal_reserve']
|- Data path: openbb/economy/balance_of_payments
|- Provider: openbb
|- Sub-providers: ['fred', 'ecb']
|- Data path: openbb/equity/discovery/top_retail
|- Provider: openbb
|- Sub-providers: ['nasdaq']
|- Data path: openbb/etf/equity_exposure
|- Provider: openbb
|- Sub-providers: ['fmp']
|- Data path: openbb/equity/profile
|- Provider: openbb
|- Sub-providers: ['fmp', 'yfinance', 'intrinio', 'tmx', 'finviz']
|- Data path: openbb/commodity/petroleum_status_report
|- Provider: openbb
|- Sub-providers: ['eia']
|- Data path: openbb/economy/fred_series
|- Provider: openbb
|- Sub-providers: ['fred', 'intrinio']
|- Data path: openbb/index/sectors
|- Provider: openbb
|- Sub-providers: ['tmx']
|- Data path: openbb/etf/info
|- Provider: openbb
|- Sub-providers: ['fmp', 'yfinance', 'intrinio', 'tmx']
|- Data path: openbb/economy/available_indicators
|- Provider: openbb
|- Sub-providers: ['econdb', 'imf']
|- Data path: openbb/equity/shorts/fails_to_deliver
|- Provider: openbb
|- Sub-providers: ['sec']
|- Data path: openbb/etf/sectors
|- Provider: openbb
|- Sub-providers: ['fmp', 'tmx']
|- Data path: openbb/equity/estimates/forward_pe
|- Provider: openbb
|- Sub-providers: ['intrinio']
|- Data path: openbb/economy/survey/nonfarm_payrolls
|- Provider: openbb
|- Sub-providers: ['fred']
|- Data path: openbb/etf/discovery/active
|- Provider: openbb
|- Sub-providers: ['wsj']
|- Data path: openbb/equity/fundamental/income_growth
|- Provider: openbb
|- Sub-providers: ['fmp']
|- Data path: openbb/equity/discovery/undervalued_large_caps
|- Provider: openbb
|- Sub-providers: ['yfinance']
|- Data path: openbb/equity/price/historical
|- Provider: openbb
|- Sub-providers: ['fmp', 'polygon', 'tiingo', 'yfinance', 'intrinio', 'cboe', 'tmx', 'tradier', 'alpha_vantage']
|- Data path: openbb/equity/fundamental/trailing_dividend_yield
|- Provider: openbb
|- Sub-providers: ['tiingo']
|- Data path: openbb/economy/gdp/forecast
|- Provider: openbb
|- Sub-providers: ['oecd']
|- Data path: openbb/equity/fundamental/dividends
|- Provider: openbb
|- Sub-providers: ['fmp', 'yfinance', 'intrinio', 'tmx', 'nasdaq']
|- Data path: openbb/economy/fred_release_table
|- Provider: openbb
|- Sub-providers: ['fred']
|- Data path: openbb/economy/long_term_interest_rate
|- Provider: openbb
|- Sub-providers: ['oecd']
|- Data path: openbb/regulators/sec/sic_search
|- Provider: openbb
|- Sub-providers: ['sec']
|- Data path: openbb/fixedincome/government/treasury_auctions
|- Provider: openbb
|- Sub-providers: ['government_us']
|- Data path: openbb/fixedincome/corporate/spot_rates
|- Provider: openbb
|- Sub-providers: ['fred']
|- Data path: openbb/economy/survey/manufacturing_outlook_texas
|- Provider: openbb
|- Sub-providers: ['fred']
|- Data path: openbb/currency/search
|- Provider: openbb
|- Sub-providers: ['fmp', 'polygon', 'intrinio']
|- Data path: openbb/derivatives/futures/curve
|- Provider: openbb
|- Sub-providers: ['yfinance', 'cboe']
|- Data path: openbb/equity/discovery/undervalued_growth
|- Provider: openbb
|- Sub-providers: ['yfinance']
|- Data path: openbb/currency/reference_rates
|- Provider: openbb
|- Sub-providers: ['ecb']
|- Data path: openbb/equity/fundamental/revenue_per_geography
|- Provider: openbb
|- Sub-providers: ['fmp']
|- Data path: openbb/news/company
|- Provider: openbb
|- Sub-providers: ['fmp', 'polygon', 'tiingo', 'yfinance', 'intrinio', 'tmx', 'benzinga']
|- Data path: openbb/equity/compare/company_facts
|- Provider: openbb
|- Sub-providers: ['sec']
|- Data path: openbb/regulators/cftc/cot
|- Provider: openbb
|- Sub-providers: ['cftc']
|- Data path: openbb/equity/discovery/filings
|- Provider: openbb
|- Sub-providers: ['fmp']
|- Data path: openbb/equity/screener
|- Provider: openbb
|- Sub-providers: ['fmp', 'yfinance', 'nasdaq', 'finviz']
|- Data path: openbb/economy/calendar
|- Provider: openbb
|- Sub-providers: ['fmp', 'nasdaq', 'tradingeconomics']
|- Data path: openbb/fixedincome/mortgage_indices
|- Provider: openbb
|- Sub-providers: ['fred']
|- Data path: openbb/equity/fundamental/search_attributes
|- Provider: openbb
|- Sub-providers: ['intrinio']
|- Data path: openbb/regulators/sec/symbol_map
|- Provider: openbb
|- Sub-providers: ['sec']
|- Data path: openbb/fixedincome/corporate/commercial_paper
|- Provider: openbb
|- Sub-providers: ['fred']
|- Data path: openbb/equity/search
|- Provider: openbb
|- Sub-providers: ['intrinio', 'cboe', 'tmx', 'tradier', 'nasdaq', 'sec']
|- Data path: openbb/fixedincome/rate/sonia
|- Provider: openbb
|- Sub-providers: ['fred']
|- Data path: openbb/index/available
|- Provider: openbb
|- Sub-providers: ['fmp', 'yfinance', 'cboe', 'tmx']
|- Data path: openbb/news/world
|- Provider: openbb
|- Sub-providers: ['fmp', 'tiingo', 'intrinio', 'benzinga', 'biztoc']
|- Data path: openbb/equity/ownership/insider_trading
|- Provider: openbb
|- Sub-providers: ['fmp', 'intrinio', 'tmx', 'sec']
|- Data path: openbb/equity/ownership/major_holders
|- Provider: openbb
|- Sub-providers: ['fmp']
|- Data path: openbb/economy/country_profile
|- Provider: openbb
|- Sub-providers: ['econdb']
|- Data path: openbb/fixedincome/sofr
|- Provider: openbb
|- Sub-providers: ['fred', 'federal_reserve']
|- Data path: openbb/equity/discovery/gainers
|- Provider: openbb
|- Sub-providers: ['yfinance', 'tmx']
|- Data path: openbb/equity/fundamental/reported_financials
|- Provider: openbb
|- Sub-providers: ['intrinio']
|- Data path: openbb/equity/ownership/institutional
|- Provider: openbb
|- Sub-providers: ['fmp']
|- Data path: openbb/equity/calendar/earnings
|- Provider: openbb
|- Sub-providers: ['fmp', 'tmx', 'nasdaq', 'seeking_alpha']
|- Data path: openbb/economy/pce
|- Provider: openbb
|- Sub-providers: ['fred']
|- Data path: openbb/equity/estimates/consensus
|- Provider: openbb
|- Sub-providers: ['fmp', 'yfinance', 'intrinio', 'tmx']
|- Data path: openbb/equity/fundamental/filings
|- Provider: openbb
|- Sub-providers: ['fmp', 'intrinio', 'tmx', 'sec']
|- Data path: openbb/derivatives/options/unusual
|- Provider: openbb
|- Sub-providers: ['intrinio']
|- Data path: openbb/index/price/historical
|- Provider: openbb
|- Sub-providers: ['fmp', 'polygon', 'yfinance', 'intrinio', 'cboe']
|- Data path: openbb/economy/short_term_interest_rate
|- Provider: openbb
|- Sub-providers: ['oecd']
|- Data path: openbb/fixedincome/rate/sofr
|- Provider: openbb
|- Sub-providers: ['fred', 'federal_reserve']
|- Data path: openbb/fixedincome/corporate/hqm
|- Provider: openbb
|- Sub-providers: ['fred']
|- Data path: openbb/etf/discovery/gainers
|- Provider: openbb
|- Sub-providers: ['wsj']
|- Data path: openbb/index/sp500_multiples
|- Provider: openbb
|- Sub-providers: ['multpl']
|- Data path: openbb/economy/composite_leading_indicator
|- Provider: openbb
|- Sub-providers: ['oecd']
|- Data path: openbb/economy/interest_rates
|- Provider: openbb
|- Sub-providers: ['oecd']
|- Data path: openbb/equity/compare/peers
|- Provider: openbb
|- Sub-providers: ['fmp']
|- Data path: openbb/equity/fundamental/balance
|- Provider: openbb
|- Sub-providers: ['fmp', 'polygon', 'yfinance', 'intrinio']
|- Data path: openbb/economy/house_price_index
|- Provider: openbb
|- Sub-providers: ['oecd']
|- Data path: openbb/regulators/sec/institutions_search
|- Provider: openbb
|- Sub-providers: ['sec']
|- Data path: openbb/fixedincome/government/treasury_prices
|- Provider: openbb
|- Sub-providers: ['tmx', 'government_us']
|- Data path: openbb/equity/discovery/aggressive_small_caps
|- Provider: openbb
|- Sub-providers: ['yfinance']
|- Data path: openbb/equity/fundamental/metrics
|- Provider: openbb
|- Sub-providers: ['fmp', 'yfinance', 'intrinio', 'finviz']
|- Data path: openbb/economy/cpi
|- Provider: openbb
|- Sub-providers: ['fred', 'oecd']
|- Data path: openbb/economy/fred_search
|- Provider: openbb
|- Sub-providers: ['fred']
|- Data path: openbb/equity/fundamental/cash_growth
|- Provider: openbb
|- Sub-providers: ['fmp']
|- Data path: openbb/fixedincome/government/treasury_rates
|- Provider: openbb
|- Sub-providers: ['fmp', 'federal_reserve']
|- Data path: openbb/equity/fundamental/management
|- Provider: openbb
|- Sub-providers: ['fmp', 'yfinance']
|- Data path: openbb/regulators/sec/cik_map
|- Provider: openbb
|- Sub-providers: ['sec']
|- Data path: openbb/fixedincome/corporate/moody
|- Provider: openbb
|- Sub-providers: ['fred']
|- Data path: openbb/equity/fundamental/historical_splits
|- Provider: openbb
|- Sub-providers: ['fmp']
|- Data path: openbb/equity/fundamental/cash
|- Provider: openbb
|- Sub-providers: ['fmp', 'polygon', 'yfinance', 'intrinio']
|- Data path: openbb/fixedincome/spreads/treasury_effr
|- Provider: openbb
|- Sub-providers: ['fred']
|- Data path: openbb/fixedincome/rate/effr_forecast
|- Provider: openbb
|- Sub-providers: ['fred']
|- Data path: openbb/equity/estimates/historical
|- Provider: openbb
|- Sub-providers: ['fmp']
|- Data path: openbb/etf/historical
|- Provider: openbb
|- Sub-providers: ['fmp', 'polygon', 'tiingo', 'yfinance', 'intrinio', 'cboe', 'tmx', 'tradier', 'alpha_vantage']
|- Data path: openbb/equity/fundamental/ratios
|- Provider: openbb
|- Sub-providers: ['fmp', 'intrinio']
|- Data path: openbb/currency/price/historical
|- Provider: openbb
|- Sub-providers: ['fmp', 'polygon', 'tiingo', 'yfinance']
|- Data path: openbb/derivatives/options/chains
|- Provider: openbb
|- Sub-providers: ['yfinance', 'intrinio', 'cboe', 'tmx', 'tradier']
|- Data path: openbb/economy/unemployment
|- Provider: openbb
|- Sub-providers: ['oecd']
|- Data path: openbb/economy/central_bank_holdings
|- Provider: openbb
|- Sub-providers: ['federal_reserve']
|- Data path: openbb/fixedincome/corporate/bond_prices
|- Provider: openbb
|- Sub-providers: ['tmx']
|- Data path: openbb/index/search
|- Provider: openbb
|- Sub-providers: ['cboe']
|- Data path: openbb/equity/estimates/analyst_search
|- Provider: openbb
|- Sub-providers: ['benzinga']
|- Data path: openbb/derivatives/futures/historical
|- Provider: openbb
|- Sub-providers: ['yfinance']
|- Data path: openbb/equity/shorts/short_interest
|- Provider: openbb
|- Sub-providers: ['finra']
|- Data path: openbb/fixedincome/rate/ecb
|- Provider: openbb
|- Sub-providers: ['fred']
|- Data path: openbb/regulators/sec/schema_files
|- Provider: openbb
|- Sub-providers: ['sec']
|- Data path: openbb/fixedincome/corporate/ice_bofa
|- Provider: openbb
|- Sub-providers: ['fred']
|- Data path: openbb/crypto/search
|- Provider: openbb
|- Sub-providers: ['fmp']
|- Data path: openbb/etf/price_performance
|- Provider: openbb
|- Sub-providers: ['fmp', 'intrinio', 'finviz']
|- Data path: openbb/fixedincome/government/yield_curve
|- Provider: openbb
|- Sub-providers: ['fred', 'fmp', 'ecb', 'econdb', 'federal_reserve']
|- Data path: openbb/equity/calendar/dividend
|- Provider: openbb
|- Sub-providers: ['fmp', 'nasdaq']
|- Data path: openbb/equity/compare/groups
|- Provider: openbb
|- Sub-providers: ['finviz']
|- Data path: openbb/economy/primary_dealer_fails
|- Provider: openbb
|- Sub-providers: ['federal_reserve']
|- Data path: openbb/equity/discovery/losers
|- Provider: openbb
|- Sub-providers: ['yfinance']
|- Data path: openbb/equity/discovery/latest_financial_reports
|- Provider: openbb
|- Sub-providers: ['sec']
|- Data path: openbb/equity/discovery/active
|- Provider: openbb
|- Sub-providers: ['yfinance']
|- Data path: openbb/fixedincome/rate/effr
|- Provider: openbb
|- Sub-providers: ['fred', 'federal_reserve']
|- Data path: openbb/fixedincome/government/us_yield_curve
|- Provider: openbb
|- Sub-providers: ['fred']
|- Data path: openbb/regulators/cftc/cot_search
|- Provider: openbb
|- Sub-providers: ['cftc']
|- Data path: openbb/equity/darkpool/otc
|- Provider: openbb
|- Sub-providers: ['finra']
|- Data path: openbb/equity/fundamental/employee_count
|- Provider: openbb
|- Sub-providers: ['fmp']
|- Data path: openbb/economy/direction_of_trade
|- Provider: openbb
|- Sub-providers: ['imf']
|- Data path: openbb/equity/estimates/forward_ebitda
|- Provider: openbb
|- Sub-providers: ['fmp', 'intrinio']
|- Data path: openbb/equity/fundamental/historical_eps
|- Provider: openbb
|- Sub-providers: ['fmp', 'alpha_vantage']
|- Data path: openbb/currency/snapshots
|- Provider: openbb
|- Sub-providers: ['fmp', 'polygon']
|- Data path: openbb/economy/port_volume
|- Provider: openbb
|- Sub-providers: ['econdb']
|- Data path: openbb/equity/fundamental/multiples
|- Provider: openbb
|- Sub-providers: ['fmp']
|- Data path: openbb/commodity/price/spot
|- Provider: openbb
|- Sub-providers: ['fred']
|- Data path: openbb/equity/estimates/forward_eps
|- Provider: openbb
|- Sub-providers: ['fmp', 'intrinio', 'seeking_alpha']
|- Data path: openbb/economy/share_price_index
|- Provider: openbb
|- Sub-providers: ['oecd']
|- Data path: openbb/regulators/sec/rss_litigation
|- Provider: openbb
|- Sub-providers: ['sec']
|- Data path: openbb/economy/survey/economic_conditions_chicago
|- Provider: openbb
|- Sub-providers: ['fred']
|- Data path: openbb/etf/discovery/losers
|- Provider: openbb
|- Sub-providers: ['wsj']
|- Data path: openbb/commodity/short_term_energy_outlook
|- Provider: openbb
|- Sub-providers: ['eia']
|- Data path: openbb/equity/fundamental/balance_growth
|- Provider: openbb
|- Sub-providers: ['fmp']
|- Data path: openbb/etf/countries
|- Provider: openbb
|- Sub-providers: ['fmp', 'tmx']
|- Data path: openbb/economy/primary_dealer_positioning
|- Provider: openbb
|- Sub-providers: ['federal_reserve']
|- Data path: openbb/fixedincome/bond_indices
|- Provider: openbb
|- Sub-providers: ['fred']
|- Data path: openbb/equity/ownership/share_statistics
|- Provider: openbb
|- Sub-providers: ['fmp', 'yfinance', 'intrinio']
|- Data path: openbb/etf/search
|- Provider: openbb
|- Sub-providers: ['fmp', 'intrinio', 'tmx']
|- Data path: openbb/equity/estimates/price_target
|- Provider: openbb
|- Sub-providers: ['fmp', 'finviz', 'benzinga']
|- Data path: openbb/economy/immediate_interest_rate
|- Provider: openbb
|- Sub-providers: ['oecd']
|- Data path: openbb/equity/fundamental/historical_attributes
|- Provider: openbb
|- Sub-providers: ['intrinio']
|- Data path: openbb/equity/fundamental/latest_attributes
|- Provider: openbb
|- Sub-providers: ['intrinio']
|- Data path: openbb/economy/survey/bls_series
|- Provider: openbb
|- Sub-providers: ['bls']
|- Data path: openbb/equity/historical_market_cap
|- Provider: openbb
|- Sub-providers: ['fmp', 'intrinio']
|- Data path: openbb/equity/ownership/form_13f
|- Provider: openbb
|- Sub-providers: ['sec']
|- Data path: openbb/economy/indicators
|- Provider: openbb
|- Sub-providers: ['econdb', 'imf']
|- Data path: openbb/equity/fundamental/revenue_per_segment
|- Provider: openbb
|- Sub-providers: ['fmp']
|- Data path: openbb/equity/price/performance
|- Provider: openbb
|- Sub-providers: ['fmp', 'finviz']
|- Data path: openbb/economy/gdp/nominal
|- Provider: openbb
|- Sub-providers: ['oecd', 'econdb']
|- Data path: openbb/equity/shorts/short_volume
|- Provider: openbb
|- Sub-providers: ['stockgrid']
|- Data path: openbb/equity/calendar/splits
|- Provider: openbb
|- Sub-providers: ['fmp']
|- Data path: openbb/etf/holdings
|- Provider: openbb
|- Sub-providers: ['fmp', 'intrinio', 'tmx', 'sec']
|- Data path: openbb/fixedincome/spreads/tcm
|- Provider: openbb
|- Sub-providers: ['fred']
|- Data path: openbb/fixedincome/spreads/tcm_effr
|- Provider: openbb
|- Sub-providers: ['fred']
|- Data path: openbb/index/snapshots
|- Provider: openbb
|- Sub-providers: ['cboe', 'tmx']
|- Data path: openbb/equity/price/quote
|- Provider: openbb
|- Sub-providers: ['fmp', 'yfinance', 'intrinio', 'cboe', 'tmx', 'tradier']
|- Data path: openbb/etf/holdings_date
|- Provider: openbb
|- Sub-providers: ['fmp']
|- Data path: openbb/crypto/price/historical
|- Provider: openbb
|- Sub-providers: ['fmp', 'polygon', 'tiingo', 'yfinance']
|- Data path: openbb/equity/discovery/growth_tech
|- Provider: openbb
|- Sub-providers: ['yfinance']
|- Data path: openbb/equity/fundamental/management_compensation
|- Provider: openbb
|- Sub-providers: ['fmp']
|- Data path: openbb/equity/market_snapshots
|- Provider: openbb
|- Sub-providers: ['fmp', 'polygon', 'intrinio']
|- Data path: openbb/economy/retail_prices
|- Provider: openbb
|- Sub-providers: ['fred']
|- Data path: openbb/fixedincome/rate/dpcredit
|- Provider: openbb
|- Sub-providers: ['fred']
|- Data path: openbb/equity/fundamental/transcript
|- Provider: openbb
|- Sub-providers: ['fmp']
|- Data path: openbb/economy/survey/university_of_michigan
|- Provider: openbb
|- Sub-providers: ['fred']
|- Data path: openbb/fixedincome/government/tips_yields
|- Provider: openbb
|- Sub-providers: ['fred']
|- Data path: openbb/economy/fred_regional
|- Provider: openbb
|- Sub-providers: ['fred']
|- Data path: openbb/fixedincome/rate/ameribor
|- Provider: openbb
|- Sub-providers: ['fred']
|- Data path: openbb/fixedincome/government/eu_yield_curve
|- Provider: openbb
|- Sub-providers: ['ecb']
|- Data path: openbb/equity/fundamental/income
|- Provider: openbb
|- Sub-providers: ['fmp', 'polygon', 'yfinance', 'intrinio']
|- Data path: openbb/economy/risk_premium
|- Provider: openbb
|- Sub-providers: ['fmp']
|- Data path: openbb/derivatives/options/snapshots
|- Provider: openbb
|- Sub-providers: ['intrinio']
|- Data path: openbb/fixedincome/rate/iorb
|- Provider: openbb
|- Sub-providers: ['fred']
|- Data path: openbb/equity/calendar/ipo
|- Provider: openbb
|- Sub-providers: ['intrinio', 'nasdaq']
|- Data path: openbb/equity/estimates/forward_sales
|- Provider: openbb
|- Sub-providers: ['intrinio', 'seeking_alpha']
|- Data path: openbb/economy/gdp/real
|- Provider: openbb
|- Sub-providers: ['oecd', 'econdb']
|- Data path: openbb/index/constituents
|- Provider: openbb
|- Sub-providers: ['fmp', 'cboe', 'tmx']
|- Data path: openbb/economy/survey/sloos
|- Provider: openbb
|- Sub-providers: ['fred']
|- Data path: openbb/economy/survey/bls_search
|- Provider: openbb
|- Sub-providers: ['bls']
Duplicate rows (entire rows):
Empty DataFrame
Columns: [date, identifier, cusip, permco, issuno, hexcd, hsiccd, bidlo, askhi, prc, vol, ret, bid, ask, shrout, cfacpr, cfacshr, openprc, numtrd, retx]
Index: []
Duplicate (date, identifier) pairs and their counts:
Empty DataFrame
Columns: [date, identifier, count]
Index: []
date identifier cusip ... openprc numtrd retx
0 1925-12-31 10006 00080010 ... 109.750000 NaN NaN
1 1925-12-31 10022 00299090 ... 55.125000 NaN NaN
2 1925-12-31 10030 00338690 ... 150.625000 NaN NaN
3 1925-12-31 10049 00369890 ... 73.500000 NaN NaN
4 1925-12-31 10057 00462610 ... 11.750000 NaN NaN
... ... ... ... ... ... ... ...
105258375 2023-12-29 93426 92835K10 ... 33.790001 NaN 0.013385
105258376 2023-12-29 93427 G3323L10 ... 195.179993 NaN -0.033416
105258377 2023-12-29 93429 12503M10 ... 177.850006 NaN 0.004049
105258378 2023-12-29 93434 78513510 ... 0.620000 419.0 0.166667
105258379 2023-12-29 93436 88160R10 ... 255.100006 1062240.0 -0.018564
[105258380 rows x 20 columns]
The multi-index is not unique. Identifying duplicate index entries:
MultiIndex([(1926, 1, 1, 10006),
(1926, 1, 1, 10022),
(1926, 1, 1, 10030),
(1926, 1, 1, 10049),
(1926, 1, 1, 10057),
(1926, 1, 1, 10065),
(1926, 1, 1, 10073),
(1926, 1, 1, 10081),
(1926, 1, 1, 10102),
(1926, 1, 1, 10110),
...
(2023, 1, 1, 24634),
(2023, 1, 1, 24675),
(2023, 1, 1, 24607),
(2023, 1, 1, 24624),
(2023, 1, 1, 24630),
(2023, 1, 1, 24662),
(2023, 1, 1, 24667),
(2023, 1, 1, 24658),
(2023, 1, 1, 24660),
(2023, 1, 1, 24676)],
names=['year', 'month', 'day', 'identifier'], length=448194)
date cusip ... numtrd retx
year month day identifier ...
1926 1 1 10006 1926-01-02 00080010 ... NaN 0.001147
10022 1926-01-02 00299090 ... NaN 0.004464
10030 1926-01-02 00338690 ... NaN NaN
10049 1926-01-02 00369890 ... NaN -0.010135
10057 1926-01-02 00462610 ... NaN 0.010204
... ... ... ... ... ...
2023 1 1 93426 2023-12-29 92835K10 ... NaN 0.013385
93427 2023-12-29 G3323L10 ... NaN -0.033416
93429 2023-12-29 12503M10 ... NaN 0.004049
93434 2023-12-29 78513510 ... 419.0 0.166667
93436 2023-12-29 88160R10 ... 1062240.0 -0.018564
[105257684 rows x 19 columns]