dpguthrie / yahooquery

Python wrapper for an unofficial Yahoo Finance API
https://yahooquery.dpguthrie.com
MIT License
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tickers.cash_flow() returning dict not dataframe #219

Open jponsiglione opened 1 year ago

jponsiglione commented 1 year ago

When retrieving data using tickers.cash_flow(), I am getting a dictionary. The docs suggest I should be getting a dataframe.

I scraped a full list of tickers from the nasdaq site for this project. You should be able to reproduce the issue below:

ticker_string = 'T ABBV TROW SWK MPW EPD UNM MMP FNF WBA SGU KD NNDM HPE LUKOY XOM AFL INTC MFC CAH PDBC WU SHI LNC WBD VET FG C PRU MED BEN USB BBY AQN WHR GOLD GILD MO BIDU FL POYYF MS IBM BTI BABA BMY UGI JD EVRZF SMG PM META MDT BK FITB ALLY AEM IIPR AMGN OHI PETS DVN TD FLIC TGT TFC HPQ LEG SLV KEY VZ TAST SKGRU ST DMAQR AGNCP ASNS ESNT LIBYW TGB BBLGW PSX AIHS ARQT DLNG INTE JSM AEG CNFRL BCAB LW MSA HOWL VSACW RRGB SPRB BROS ZDGE MBLY OCEA PET CRUS LDWY DATS AKTS HTLFP GILT RKLB RDW ARRW OSUR DCI ESLT DIT SEPAU ENLV ECVT EDR ATHA OXLCZ OCTO CPK CENX CHY AEI CASI PSNYW SBOW HY NUVB PSTV TSBX NAVB LSPD FTNT WE FUTU ARWR AEIS CEVA NCPL BDN TLYS DKDCW CFIVU OXSQZ EOSEW MNTX VEDU EVT CTV LFCR RL BKU LARK LAD RENB HMN PHI ARTLW EQRXW MTBL CPLP SBRA MANH PLMIU WPM GRCL SAMAW SMMF RRBI HSPOU MGIH GCV BYNOW VCXAU ORRF IMXI HD WHLRD UPLD RXRX FHI WWW BSL LICY OEC VCSA VRNT BUI LVRO DHACW SWKS ANGI PWUP INKT GAINL HAIN BWB GENE MNSB AFGC CUBB HUBCZ MET ELVA MOR NXG MKTX CGRN RLYB ECCC LEVI PACW SRC ASAI WTW LGI BBDO UHT HELE LE AGD GWRE ALORW CNDB CITEW MYTE NMT CLFD EQRX SRAD CYBN NVVEW ACVA HUDI SNCR ULTA NVCR TRCA AWP BUSE INFU EZFL ENSG FGFPP GGR ZM MLR DYN AEFC NVDA FGIWW SRZN NCTY ALLT CHKP ASCAR FLXS BFH MMAT EVER BLD CMA MFM EBIX CRESY IONM GOEV DPSI BWXT CTR HOMB GNE RWODU KVUE EVRG GDEVW ADTX FCCO CMND FPF OPRT RUSHA AOSL INVZ OMI IMO SHW SBAC RTLPP ZIP DECA MAG COE KPLT IFS SPG BGI NJR IMAB DAVEW SHLS BREZW MERC RKT BFRG LLYVA FLT CPSI ENX NKTR NXTC SMTI DXR IBIO AEAEU HYLN CECO NUS LFLYW CHMG ORAN ADI FCUV CTIB KERN HCKT CF CHPT UFCS FGEN NVACR ROIV NTCO CMPR WSO SXT NRACW MYD EFSCP SPH GOCO CZNC ANGO OLLI ANZUW GLUE NTES MNP CTRA LX ESRT ATXS STOK TWIN NXGN VBIV HAIAW CSLR NETD NU SBFG TFX HCVIU MPLN CSLRW RWAYL CFBK KSM PL PROCW WESTW NBIX EFX VSAC HIHO CDLX SLS NWSA MXC RYAN APPN THC EQNR TVE GTBP EVGN BTT PRTS ESGRP PMGM RFL EVAX BBN CHEAW G NEWP MGPI IDYA ELIQ ISPOW RCB GRNQ GPI RSKD FFBC AWI DK OSAAW ATIF BERY QDRO SOHO QTRX CFFEU OCCIO LCID PII ADC 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tickers = Ticker(ticker_string)

# Get the cashflow statements
annual_cashflow = tickers.cash_flow(frequency="a", trailing=False)

This yields a dictionary. If I try to convert that to a dataframe: df = pd.DataFrame(annual_cashflow)

Then I get this hot mess: T ... NABL 0 {'meta': {'symbol': ['T'], 'type': ['annualPur... ... {'meta': {'symbol': ['NABL'], 'type': ['annual... 1 {'meta': {'symbol': ['T'], 'type': ['annualEar... ... {'meta': {'symbol': ['NABL'], 'type': ['annual... 2 {'meta': {'symbol': ['T'], 'type': ['annualPur... ... {'meta': {'symbol': ['NABL'], 'type': ['annual... 3 {'meta': {'symbol': ['T'], 'type': ['annualBeg... ... {'meta': {'symbol': ['NABL'], 'type': ['annual... 4 {'meta': {'symbol': ['T'], 'type': ['annualNet... ... {'meta': {'symbol': ['NABL'], 'type': ['annual... .. ... ... ... 120 {'meta': {'symbol': ['T'], 'type': ['annualPur... ... {'meta': {'symbol': ['NABL'], 'type': ['annual... 121 {'meta': {'symbol': ['T'], 'type': ['annualDep... ... {'meta': {'symbol': ['NABL'], 'type': ['annual... 122 {'meta': {'symbol': ['T'], 'type': ['annualDiv... ... {'meta': {'symbol': ['NABL'], 'type': ['annual... 123 {'meta': {'symbol': ['T'], 'type': ['annualDiv... ... {'meta': {'symbol': ['NABL'], 'type': ['annual... 124 {'meta': {'symbol': ['T'], 'type': ['annualAmo... ... {'meta': {'symbol': ['NABL'], 'type': ['annual...

Thanks, in advance, for any insight you can provide.

ms82494 commented 1 year ago

I'm not 100% certain, but I think you need tickers = Ticker(ticker_string.split()).

Also, you have a lot of tickers in that list. I'd break this up into small chunks to avoid Yahoo's obscure rate limiting logic. If you still get strange results, at least you can localize the tickers that give you trouble.

The cash_flow attribute does provide a dataframe when I try it with a handful of valid ticker symbols.