tickers.cash_flow() returning dict not dataframe

[jponsiglione]

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 GSDWW EPIX SAITW SAFT PYN GIFI VVI CRMD NGM BTCY LUV LBBBU ETON GCO EVE PEPL ICU TOP NMR AGS EDD BOOM PAY BOTJ INDB BH SMPL NWN BME TUYA MOND JOBY VRPX LBBBW RMMZ CKX BOX ACRE ONCT SKE BUD CCSI LPL LSTR TTMI UZE NSTS NXST GECCM OBE MAXN LPTX GNLN GETR OHAAW STLD VOR CSTL ASG ASXC DHCAW SAJ GNSS DMS DH OLK SOFI MBSC HROWL MCAGR VNRX CSR HROW JILL MTC MKTW AVTR PAYO ESCA VNDA ODC BLKB PWM ARIZW ESTE MIY IMRN NAMSW ITCI SGRY PUMP URGN CVE GPRE SXTPW ALZN BANX EMCG TXG NETC DSGR MRCY ALT SLM TOL WAFU SBCF KFFB BFLY GLBZ OXUSW TECK AMN ZBRA XPEL USIO IEX LILM NXT VAC CRF PLL KZIA CLAR IMKTA AVGR BRKHW FET ETR MIND KNSW RZB DRUG MMSI BEAM MNPR ALOR PIRS TSLA ACGL FCT SU SQFT WMPN AGI MSTR NWPX AXTI DARE TLRY USGO DRS BQ ZTEK PVBC HLGN AINC VYNE IGTAW NRSNW ETV RELI NEWT HEI/A RHE BPYPN NSSC MFA IBRX TYL REYN SES MGLD HA FSRXU M SOHOO DG GBCI SAIA DHCNL TPX STZ CMCSA AMX GNT CENT IPA RDFN EDUC LSBK RVLP AENT SE BP BHFAL FLS CVII AEZS KTN LPLA TAYD JXJT CNSL TMTC CNSP ODV MDRR NC DWAC EPSN UNIT AXP AVK SQFTP FCX HYZN GNTA NFYS UPC TIPT AFRI CAL RTLPO DMTK S CPOP XWEL MHNC FMNB NAVI EXTO MEIP SPHR BHAT MCFT JKS WHG AUUD KEQU VINC VEEV CSAN BTMWW INNV GSBC NEWTI PRTH AMK FHB AQNU CURO NCAC WIW GRRRW ZAPPW SVM CLBTW OP MITAU ATAT TSP THRY INTG NBR ATOM CHSCO NSA MAR CYTO ATR CPSH OPEN TRMD LL PCT ATAQ PCM AWH CANG TXT SLAC VTR INST CPSS BRK/B REAL FSLY NMZ XPEV EMR ALLE FULTP POOL AMTX GYRO OSA ADT BTE APWC TRU CLRCR ORI USEG ROCLW AMKR MLKN OVID SLND LHC KOF AKR WSBCP EIX IE WRBY AVPT ARLO SHOP ARHS MTX FFC NXL GGG UIS AUID VRAR RNP HYPR UTI NGS CETUR OLIT KGS STRR IVCBW IAG RPRX HES KTCC VSH ASPAW PLPC OTMOW DUNE EBMT EVBN RF GTAC RRR IDEX CGEM TTD DSS GOOS FFIE VIRT PSO TWKS CDNS BLBD VTNR WOR CMPX ATLCP MYI SGEN POR A HARP NCNC EGP KIND USM HUMAW DGHI KNX LIFE LTRX MASI DHIL CEADW AJG ZKIN BTCM PIK HRMY FIZZ VIV ACAXR FTAIM LFMD ALYA COLM POWW ENCPW ZLSWW SLNH RUM VCYT IGMS PCTI QNCX PSTL ATUS KAVL AMCR BRKH AVHIU ICPT BXSL ARQQ LKCO FSRX BYNO KIM VRME AACG LGHL VSAT ALSA GLPI STRC SBH OSG RBLX FURY STEW CGBD BKR PEP EDI NEOV EDN LANC EICA EPAM GPCR PBTS WDC PHIN UFPI ONTO SGMT CPA MCAA EVLV RYAAY FMY BELFA ACON CUEN NPWR ACIC RILY THS KWR AKA ARW EMLD PRA LOCO YMM KRO CNTG KMPB REGCP CGO JAGX BIPH POWL GLQ TGVCW NSTG BLW MLGO FSEA OCC JTAIW XRAY VLN ASPA BSVN ASCBR EGO WEA LCFY MLYS KURA TPB ASPI CGNT RVLV BATL QGEN LEXXW BLFY APTO CDZIP IIM IVDAW XLO SUPV ZLS ALLO SOJD IPAR NBB AIR SFWL CIGI WPC REFR PETQ KKR EMAN MRVL APA CHK BRCC NDSN CLH TYGO GE EFC HUBCW AAP PLMI AVHI DSX LIAN PBA WST NOVV CNVS PEPG GMGI ACAB CRESW PIIIW CLOE CHRW YUMC FCN LIVN KRT BPRN SGA MCOM OPFI INVA TEL VRTS TNK TOUR SYF PSA KRNLW SLNO EXPO SYNA FAZEW MWG KIQ OPK UVV CASY SRPT HOFT SCCC BLEU SCVL ETNB PFX MAQCW CCIF JELD EBON CNMD INTEW LC YOTAW PW JAZZ OZ CFRX WFRD GTIM TS NEPT GCMG RWAYZ CRH ACGLN CYD WMS PEGY DGX OTRK ETO UZF NMRK LUCD SONX QUIK PRSR FLNG WIT APM PEG PACWP ODVWW RGCO RWAY KRNL ASIX AMPX SNX TRKA BXP GOTU WHLM DADA HHLA IGC FWRD CORR WTM KRC ILMN ARBE 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OTLY ETAO CET IMMR JGGC FGB NVT UHS EFXT XFIN KTTA SUI MRKR INBX GCI MSGM NHWK PYXS AEY CEN FTII CVNA LPX AAMC SGIIW PCYO RPHM PHXM AIXI SSBI PAI SWBI MDGL FARO BWMX SERA BIGC MDVL NERV AWINW APXI MNMD DLO CPTNW BLMN JG MNTN PZZA EW DTIL ETWO CJJD EXPR BFRGW SHIP WKSPW MFV RDI JEWL HPLTU MNDO APAC GIS ZIONO HLTH ATHE TRUP CLPS NRG PTY BCDA ELLO PTN PTGX MC QFIN SCCD CIR RDHL GROW HEAR NATH HOPE RCFA RBT GPC MRIN MYMD VICR CVAC PAAS CYBR CPRI EAI IRWD NWTNW RNW RRAC WLDS MSD NRBO MGF ALBT JMSB IMCR CFFI OSBC CD MORF DOYU LSDI ICUI UBX SCHL GOOGL OABIW PTLO UA EGLX HTBI WMB INMD SVVC GEN STHO PERI VTOL YELP SSNT MPWR DCFCW FRD WPP DDS FCPT SCI BTA CW BASE WMG SOHOB FTIIW ITP EXPI THRX CHI SCKT BXMX BGLC MMLP LECO HGBL MBTCU ASTL BRK/A NLSP KELYB MIRO MTTR PFS DC KOPN BV HSPO WKEY SGMA IPXXU LHX FRES CLWT FMX CLNNW SNAL TLS WAFDP STRM AMT UPTDU POWI HPK DECAW DHY LBRDK VBFC IFN AOGO AMRC AVAH OUT LTHM FBP ECF BITF AXNX FRT CRT FRLAW PRQR TILE SCRM KMF AKO/B QDROW NLTX SPR FVCB OXUS RAD 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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]

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.