Utyando lweDatha yeBhanki Ephakathi ngexesha lokwenyani I-AI Native · Iseva ye-MCP

Rhweba Ngokukhawuleza Ngexesha Lokwenyani Idatha Yokukhutshwa KweMacro

Utyando lwe-API olumiselweyo, olunesitampu sexesha oluvela kwiibhanki eziphakathi nakumaziko ezibalo. Ukuhanjiswa kwezaziso ngexesha lokwenyani ngaphakathi kwe-50 milliseconds yokukhutshwa okusemthethweni.

Ukuqala ngo $25/ngenyanga · Isilingo sasimahla seentsuku ezili-14

Qala Isilingo Sasimahla Jonga iDashibhodi Jonga amaxwebhu

Imephu yogcino

Imephu kumaziko amakhulu ahambisa i-FX

Zonke iimali ezili-14 ezixhaswayo zigqunywe kuzo zonke izibhengezo, ikhalenda, kunye nee-endpoints ze-FX spot — iseti epheleleyo yamaziko amakhulu aqhuba ixabiso leepere.

Ugcino lwemali

Iimali ezili-14 kwiingingqi ezinkulu

Isibhengezo esipheleleyo kunye nogcino lwe-FX spot kuzo zonke iimali ezixhaswayo. Bona ikhathalogu epheleleyo yezalathisi →

Iimali ezili-14 Iindlela zikawonke-wonke eziyi-9 Ukukhutshwa + FX spot + iikhalenda

Ummandla

Asia-Pacific

Iimali eziyi-5
¥

🇯🇵JPY

Bukhoma

Japanese Yen

 A$

🇦🇺AUD

Bukhoma

Australian Dollar

 NZ$

🇳🇿NZD

Bukhoma

New Zealand Dollar

 ¥

🇨🇳CNY

Bukhoma

Chinese Yuan

 S$

🇸🇬SGD

Bukhoma

Singapore Dollar

Ummandla

Europe, Middle East, and Africa

Iimali eziyi-6
€

🇪🇺EUR

Bukhoma

Euro

 £

🇬🇧GBP

Bukhoma

British Pound

 Fr

🇨🇭CHF

Bukhoma

Swiss Franc

 kr

🇸🇪SEK

Bukhoma

Swedish Krona

 kr

🇩🇰DKK

Bukhoma

Danish Krone

 zł

🇵🇱PLN

Bukhoma

Polish Złoty

Ummandla

Americas

Iimali eziyi-3
US$

🇺🇸USD

Bukhoma

US Dollar

 C$

🇨🇦CAD

Bukhoma

Canadian Dollar

 R$

🇧🇷BRL

Bukhoma

Brazilian Real

Uluhlu lwee-endpoints

Ii-endpoints zesibhengezo ezikhoyo

Ziqokelelwe ngokwedomeyini enkulu — isalathisi ngasinye esikhoyo nge-API yesibhengezo.

Ii-endpoints eziyi-21 Vula uluhlu olupheleleyo lwezalathisi

Udidi

Economy
Ii-endpoints eziyi-6
gdp
inflation
ppi
retail_sales
trade_balance
current_account_balance

Udidi

Labor Market
Ii-endpoints eziyi-5
unemployment
employment
full_time_employment
part_time_employment
participation_rate

Udidi

Monetary Policy
Ii-endpoints eziyi-2
policy_rate
risk_free_rate

Udidi

Money Supply
Ii-endpoints eziyi-3
m1
m2
m3

Udidi

Government Bond Yields
Ii-endpoints eziyi-5
gov_bond_2y
gov_bond_3y
gov_bond_5y
gov_bond_10y
inflation_linked_bond
AI Native · MCP Server

Idatha enkulu ngaphakathi kweyakho AI workflow

I-FXMacroData MCP server ivumela i-Claude, i-Cursor, i-VS Code, kunye nayiphi na i-AI host ehambelana ne-MCP ukuba ibuze idatha yebhanki ephakathi ngqo — naphi na apho abathengisi kunye nabahlalutyi sele besebenza khona.

Claude (Iwebhu neDesktop)

Yongeza iFXMacroData njengesixhumi se-MCP esikude kuseto lweClaude. Buza ngamaxabiso omgaqo-nkqubo ngexesha lokwenyani, i-CPI, i-GDP, kunye nembali ye-FX spot ngesiNgesi esicacileyo — akukho khowudi ifunekayo.

VS Code & Cursor

Yongeza indawo yokugqibela ye-MCP kwiphaneli yesixhumi somhleli wakho. Umxholo omkhulu obukhoma kuyo yonke iseshoni yokukhowuda — akukho kopa-ncamathisela, akukho tshintsho lomxholo.

Ii-Agent eziCustom kunye nee-SDK

Naluphi na uhlobo oluhambelana ne-MCP. Ukuthutha kwe-HTTP okukwaziyo ukusasazwa nge-OAuth 2.0 okanye uqinisekiso lwe-API-key. Yakha ii-agent ezazi-macro, izilumkiso, kunye neepayiphu.

Jonga amaxwebhu e-MCP Fumana i-API Key
Claude claude.ai
I-FXMacroData ixhunyiwe
Yintoni umahluko wezinga le-EUR vs USD kumaxabiso eebhanki eziphambili?
indicator_query(currency="eur", indicator="policy_rate")
indicator_query(currency="usd", indicator="policy_rate")
Iziphumo zesixhobo
ECB (EUR) policy_rate: 4.25%
Fed (USD) policy_rate: 5.50%
Umehluko: −1.25% (i-USD premium)
Ngokusekelwe kwidatha yamva nje yebhanki ephambili, i- Izinga le-Fed le-5.50% idlula i- Izinga le-ECB le-4.25% nge- i-125 basis points, ixhasa ukuqhubeka kwamandla e-USD ekubekweni kwe-EUR/USD.
Buza nge-FX macro data...

Isikhokelo sokuseta esipheleleyo kunye nereferensi yesixhobo →

Ukuquka

Yonke into oyidingayo kwiinkqubo zokusebenza ze-FX eziqhutywa yi-macro

Suka ekukhutshweni koqoqosho ukuya ekwenzeni isignali ngokuquka okupheleleyo kwesalathisi, iikhalenda zokukhutshwa, kunye neendlela zokuphunyezwa zabarhwebi be-quant, abaphandi abacwangcisiweyo, kunye nabaphuhlisi.

Ingqibelelo yokubuyisela umva

Akukho Kuqwalasela Kwangaphambili — Idatha Yexesha Elithile

Ukukhutshwa koqoqosho ngalunye kufakwe isitampu ngolwakhe lokwenyani ixesha lokwazisa, hayi nje ixesha lokubhekisela. Xa ubuyisela umva ngaphezulu kwefestile yembali, imodeli yakho ibona kuphela idatha eyayifumaneka esidlangalaleni ngalo mzuzu kanye — ihambelana neemeko zokurhweba zokwenyani. Ihambelana ne-pandas merge_asof, izakhelo zokufunda iziganeko, kunye neepayiphu zesignali ezine-vector.

Ubutsha bedatha

Utyando lweBhanki Ephakathi ngexesha lokwenyani

Idatha yesaziso ihambiswa ngexesha lokwenyani, ngaphakathi kwe-50 milliseconds yokupapashwa okusemthethweni kwebhanki ephakathi kunye ne-arhente yezibalo — FRED, ECB, RBA, BoE, SNB, BoJ, BoC, kunye ne-RBNZ. Akukho kulibaziseka okuphakathi. Yakha abahloli besignali abaphilayo, iidashibhodi zokwahluka kwereyithi, okanye ingqiqo yokuphunyezwa eqhutywa yisiganeko ngaphandle kokufakwa okudala.

Umgangatho wedatha

Iqhelekile Kuzo Zonke Iindawo

Isalathisi ngasinye sisebenzisa iiyunithi ezihambelanayo, amagama entsimi, kunye neskimu se-JSON kuzo zonke iimali ezixhaswayo. Akukho ngqiqo yokuhlalutya ethile ngemali. Iimpendulo ziguqulela ngokuthe ngqo kwi- pd.DataFramengezitampu zexesha ze-ISO 8601 — zilungele resample(), rolling(), kunye nokubala kokusasazeka kwemali.

Ukudibanisa

Yakhelwe Iipayiphu Zophando

Abathengi bePython abavumelanayo nabangavumelananga, iindawo zokugqibela ze-REST, kunye nengqokelela ye-Postman yokwenza iiprototypes ngokukhawuleza. Sebenzisa imodeli yedatha efanayo kwi-Jupyter notebook, umsebenzi we-Airflow ocwangcisiweyo, okanye injini yesignali yokurhweba ephilayo — akukho zitshintsho zeskimu ezifunekayo phakathi kweendawo.

Ukuquka kweendawo zokugqibela ze-REST

9 iindawo zokugqibela ezigxile kwiinkqubo zokusebenza ze-FX macro

Uthotho lwesaziso sesalathisi soqoqosho, iikhalenda zokukhutshwa, ukubekwa kwe-COT, iireyithi ze-FX spot, ixesha leseshoni, kunye neebhenchmark zezinto ezithengiswayo — kwi-API enye ehambelanayo.

4 Always free Calendar, data catalogue, forex, and market sessions require no API key.
1 Pro (USD free) Announcements are mixed-access: USD is public, while non-USD currencies require a Professional API key.
2 Pro key required COT and commodities require a Professional API key for every request.

Macro Indicator Series

USD free · Pro key for others

Point-in-time macro releases with announcement timestamps

Historical macroeconomic indicator series stamped with the exact datetime of official publication. GDP, inflation, policy rates, unemployment, and more across 14 currencies.

  • Announcement-timestamped observations for event-driven backtesting
  • 14 currencies with 20+ indicators per currency
  • Central bank target metadata included where applicable
  • Period-over-period and 12-month percentage change enrichment
Jonga amaxwebhu Zama ngoku
Announcements

GET /api/v1/announcements/{currency}/{indicator}

"currency": USD
"indicator": inflation
"data[0].date": 2026-03-28
"data[0].val": 2.8
"data[0].announcement_datetime": 1772272800
"data[0].pct_change": -0.3

Forecast Layer

USD free · Pro key for others

Every release joined to consensus, central-bank and FXMacroData forecasts

A unified forecast layer attached to every macro release. Surveys, central-bank own projections, IMF World Economic Outlook, and the FXMacroData blended forecast — all returned as a list of predictions on each announcement, joined to actuals via a stable announcement_id.

  • Market consensus and survey predictions where published
  • Central-bank own projections (RBNZ MPS, BoC MPR, ECB SPF, RBA SoMP, and more)
  • IMF World Economic Outlook projections for inflation and GDP
  • FXMacroData blended forecast on every announcement, every supported currency
  • Joined to realised values via a stable announcement_id field
Jonga amaxwebhu Zama ngoku
Predictions

GET /api/v1/predictions/{currency}

"currency": USD
"data[0].announcement_id": usd_inflation_2026-03-28
"data[0].predictions[0].prediction_type": fxmacrodata
"data[0].predictions[0].prediction_source": fxmacrodata_blended
"data[0].predictions[0].prediction_source_label": FXMacroData Blended Forecast
"data[0].predictions[0].predicted_value": 2.7

Release Scheduling

Always free

Upcoming macro release dates for every currency

Upcoming release dates sorted by announcement timestamp. Filter by currency and indicator to build targeted event monitors and scheduling pipelines.

  • 18 currencies plus commodity release schedules (COMM)
  • Optional indicator filter for targeted scheduling
  • Cross-domain rows with routing metadata for COT, commodities
  • Pre-sorted by announcement timestamp for pipeline consumption
Jonga amaxwebhu Zama ngoku
Release Calendar

GET /api/v1/calendar/{currency}

"currency": JPY
"data[0].release": policy_rate
"data[0].announcement_datetime": 1774580400
"data[1].endpoint_family": cot
"data[1].endpoint_path": /v1/cot/jpy
"data[1].requires_api_key": true

Indicator Discovery

Always free

Discover available indicators and metadata per currency

Programmatic indicator discovery with name, unit, frequency, and forecast metadata. Use it to enumerate what is available before querying announcement series.

  • Full indicator inventory per currency with metadata
  • Unit, frequency, and official forecast flag per indicator
  • Optional capabilities flag adds route and auth discovery
  • Optional coverage flag adds cross-currency availability grid
Jonga amaxwebhu Zama ngoku
Data Catalogue

GET /api/v1/data_catalogue/{currency}

"gdp.name": GDP
"gdp.unit": %QoQ
"gdp.frequency": Quarterly
"inflation.name": Inflation CPI
"inflation.unit": %YoY
"policy_rate.frequency": Meeting

FX Spot Rates

Always free

Daily FX spot rates with optional technical indicators

Historical daily spot-rate series for any supported currency pair. Append technical indicators like SMA, RSI, MACD, and Bollinger Bands to each row with a single query parameter.

  • Any pair combination across supported currencies
  • Optional technical indicators: SMA, RSI, MACD, Bollinger Bands
  • Date range filtering with sensible defaults
  • JSON-native output ready for charting and analysis
Jonga amaxwebhu Zama ngoku
Forex

GET /api/v1/forex/{base}/{quote}

"base": EUR
"quote": USD
"data[0].date": 2026-03-28
"data[0].val": 1.0842
"data[1].date": 2026-03-27
"data[1].val": 1.0836

Session Timing

Always free

Real-time FX session and overlap timetable

Live open/close state for Sydney, Tokyo, London, and New York sessions plus overlap windows with peak-liquidity metadata. Use for market-timing, session-aware execution, and dashboard displays.

  • Four major sessions with real-time open/close state
  • Overlap windows with liquidity priority ratings
  • Historical snapshots via optional timestamp parameter
  • Holiday-aware market day detection
Jonga amaxwebhu Zama ngoku
Market Sessions

GET /api/v1/market_sessions

"is_market_day": true
"sessions[0].name": London
"sessions[0].is_open": true
"sessions[0].seconds_to_close": 18000
"overlaps[0].name": London / New York
"overlaps[0].priority": high

Market Positioning

Pro key required

Weekly CFTC speculative positioning by currency

Net speculative positioning from the CFTC Legacy Futures-Only report. Includes open interest, long/short splits for commercial, non-commercial, and non-reportable categories with FX spot overlay metadata.

  • 8 major currencies mapped to CME FX futures contracts
  • Full long/short/spread breakdown by trader category
  • Announcement-timestamped for point-in-time accuracy
  • FX spot overlay pair metadata for charting
Jonga amaxwebhu Zama ngoku
Commitment of Traders

GET /api/v1/cot/{currency}

"currency": GBP
"instrument": BRITISH POUND - CME
"fx_overlay.pair": GBP/USD
"data[0].date": 2026-03-24
"data[0].open_interest": 245678
"data[0].noncommercial_net": -8020

Precious Metals

Pro key required

Gold, silver, and platinum daily price series

Daily precious metals prices from official fixing sources (LBMA, spot markets) with period-over-period and rolling 12-month change enrichment for cross-asset analysis.

  • Gold (LBMA PM Fix), silver (LBMA Fix), and platinum spot
  • Consistent schema with announcement series for unified pipelines
  • Percentage change and 12-month rolling change enrichment
  • Date range filtering with sensible defaults
Jonga amaxwebhu Zama ngoku
Commodities

GET /api/v1/commodities/{indicator}

"currency": COMM
"indicator": gold
"data[0].date": 2026-03-28
"data[0].val": 2870.00
"data[0].pct_change": 1.2
"data[0].pct_change_12m": 30.1

Isalathiso esipheleleyo se-endpoint esineeparamitha, uqinisekiso, kunye nemizekelo

Khangela zonke ii-endpoint eziyi-9 → Isikimu se-OpenAPI
Ukusasaza ngqo SSE · Server-Sent Events

Izaziso zokukhutshwa kwangexesha

Qhagamshela kube kanye kwaye ufumane isiganeko sokutyhala ngalo mzuzu naluphi na ukukhutshwa kwezoqoqosho kufakwe — kugubungela zonke iimali ezili-18. Inqanaba lasimahla: iziganeko ze-USD ngaphandle koqinisekiso. Inqanaba le-Pro: zonke iimali ezinefilter ngokwesalathisi.

Ukuqala ngokukhawuleza (USD, akukho qinisekiso lufunekayo)

curl -N "https://api.fxmacrodata.com/v1/stream/events"
Funda nge-SSE → Isikhokelo sokwenza

Indawo yokusebenza yabaphuhlisi

Yakha isicwangciso sakho ngokukhawuleza

Sebenzisa iqonga kwiincwadi, ii-API, amaxwebhu, kunye namajelo oluntu ahambelana nophando lwe-quant kunye nokungeniswa kwabaphuhlisi.

GitHub

GitHub

Iphakheji ye-fxmacrodata yemveli yokudibanisa okungenamthungo kwe-pandas kunye ne-NumPy.

Jonga kwi-GitHub →
Postman

Postman

Vavanya ii-endpoint zethu ngemizuzwana ngendawo yethu yokusebenza yoluntu esele ilungisiwe.

Hlola Ingqokelela →
Hugging Face

Hugging Face

Hlola ideshibhodi yethu yedatha esebenzisanayo kunye ne-overlays esisiseko kwi-Hugging Face.

Jonga Indawo →
Kaggle

Kaggle

Funda uhlalutyo lwethu lobugcisa malunga nokwahluka kwenzala kunye nokumodela kwedatha ye-macro.

Funda Ubhalo →
RapidAPI

RapidAPI

Fikelela kwi-API yethu kwaye ulawule intlawulo yeziko nge-RapidAPI marketplace.

Jonga kwi-RapidAPI →

I-SDK yabaphuhlisi

Isebenza kuyo yonke ilwimi

Sebenzisa i-Python SDK esemthethweni yokufikelela kumgca omnye, okanye ubize i-REST API kuyo nayiphi na ilwimi. Uqinisekiso lwe-Query-parameter, iimpendulo ze-JSON, ukungabikho kokuxhomekeka ngaphandle kwe-HTTP.

I-Terminal 
pip install fxmacrodata
from fxmacrodata import Client

client = Client(api_key="YOUR_API_KEY")

# Faka idatha yokunyuka kwamaxabiso e-USD (simahla, akukho sitshixo sifunekayo)
cpi = client.get_indicator("usd", "inflation")

# Amanqanaba omgaqo-nkqubo kuyo nayiphi na imali exhaswayo
rate = client.get_indicator("eur", "policy_rate")

Izikhokelo zokuqalisa ngokukhawuleza kuzo zonke iilwimi →

1

I-SDK yePython esemthethweni

Faka fxmacrodata kwiPyPI. Abathengi be-Sync kunye ne-async, imveliso elungele i-pandas, ukufikelela kwedatha ngomgca omnye.

2

Naluphi na ulwimi nge-REST

I-JSON API esemgangathweni enoqinisekiso lwe-query-parameter. Isebenza kwi-Go, R, Java, C#, MATLAB, Rust — nantoni na enokwenza isicelo se-HTTP.

3

I-OpenAPI spec ifakiwe

Yenza abathengi abaneentlobo ngeentlobo kwiilwimi ezingaphezu kwe-40 ukusuka kwipapashwe OpenAPI schema.

4

Idatha ye-USD simahla, akukho sitshixo sifunekayo

Izalathisi ze-USD zisebenza ngaphandle kwesitshixo se-API, ukuze ukwazi ukuphonononga isakhiwo sedatha kwaye wakhe iimodeli zakho ngaphambi kokubhalisa.

Iphakheji yePyPI GitHub Fumana iSitshixo se-API

Ii-widget ezifakwayo

Yongeza iitshathi ze-macro ezibukhoma kulo naliphi na iphepha

Yonke itshathi kwi-dashboard ye-FXMacroData inenguqulo efakwayo. Khetha itshathi, khuphela enye <iframe> snippet, kwaye wongeze iitshathi zokurhweba ezisebenzisanayo, umahluko wesivuno, inflation, kunye ne-spot rate kwiwebhusayithi yakho yophando okanye ibhlog yokurhweba — akukho sitshixo se-API sifunekayo.

  • Iintlobo zeetshathi ezi-9 — carry, yields, inflation, ukungaqeshwa, ibhalansi yorhwebo, nokunye
  • Naluphi na ubambiso lwemali oluxhaswayo — EUR/USD, GBP/USD, USD/JPY, nokunye
  • Isebenza kulo naliphi na iphepha le-HTML, WordPress, Notion, okanye indawo emileyo
Khangela igalari yee-widget → Vula i-dashboard
EUR/USD Carry Trade Amanqanaba
<iframe src="https://fxmacrodata.com/dashboard/embed/EUR_USD/carryChart" width="100%" height="400" ...></iframe>

Ukhuphelo lweDatha yasimahla

Khuphela iiseti zedatha ye-macro njenge-CSV okanye i-JSON

Yonke isalathisi kwi-dashboard ye-FXMacroData iyafumaneka ukukhutshelwa. Idatha ye-USD simahla kubo bonke abasebenzisi — akukho ngeniso ifunekayo. Vula zonke iimali ezili-14 ngobhaliso lwe-Pro.

  • Amanqanaba omgaqo-nkqubo, inflation, GDP, ukungaqeshwa, ibhalansi yorhwebo nokunye
  • CSV & JSON — ilungele i-pandas, R, okanye nayiphi na ipayiphu yedatha
  • Idatha elungelelanisiweyo efakwe kwi-index yi-Google Datasets kuyo yonke imali
  • Idatha ye-USD isoloko isimahla — akukho sitshixo se-API okanye i-akhawunti efunekayo
Khuphela iDatha ye-USD yasimahla → Vula zonke iimali

Khuphela ngemali

🇺🇸 USD Simahla 🇪🇺 EUR 🇬🇧 GBP 🇯🇵 JPY 🇦🇺 AUD 🇨🇦 CAD
Jonga zonke iimali ezili-14 →

Uphando

Amanqaku amva nje

Jonga zonke →
NZD Press Release Brief: Reserve Bank of New Zealand - Financial system resilient amid heightened global risks
Central Bank Watch

NZD Press Release Brief: Reserve Bank of New Zealand - Financial system resilient amid heightened global risks

“The global risk environment has worsened over the past six months, as conflict in the Middle East threatens world energy supply”, says R...

2026-05-06 12:00 UTC
Using FXMacroData with Prediction Markets: Kalshi and Polymarket
HowTo

Using FXMacroData with Prediction Markets: Kalshi and Polymarket

Step-by-step guide to connecting FXMacroData macro announcements, consensus forecasts, and COT positioning data to prediction market contracts on Kalshi and Polymarket — with working Python code.

2026-05-05 14:30 UTC
AUD Press Release Brief: Reserve Bank of Australia - Statement by the Monetary Policy Board: Monetary Policy Decision
Central Bank Watch

AUD Press Release Brief: Reserve Bank of Australia - Statement by the Monetary Policy Board: Monetary Policy Decision

Statement by the Monetary Policy Board: Monetary Policy Decision

2026-05-05 12:00 UTC

Imibuzo Ebuzwa Rhoqo

Imibuzo ebuzwa rhoqo

Iimpendulo ezikhawulezayo kwimibuzo eqhelekileyo malunga ne-FXMacroData.

Idatha & Nokugubungela
Ingakanani idatha ekwixesha lokwenyani?

Idatha yezaziso ihanjiswa ngexesha lokwenyani, ngaphakathi kwe-50 milliseconds yopapasho olusemthethweni lwebhanki ephambili.

Zeziphi iindawo zedatha ezibandakanyiweyo?

I-FXMacroData iqokelela kwi-FRED (Federal Reserve), ECB, RBA, kunye nezinye iibhanki eziphambili zehlabathi.

Zeziphi iindawo zokugqibela ezisimahla xa kuthelekiswa nezihlawulelwayo?

Ikhalenda, ikhathalogu yedatha, i-forex, kunye neeseshoni zemarike zisesidlangalaleni. Izaziso ze-USD zisesidlangalaleni, ngelixa izaziso ezingezizo ze-USD zifuna isitshixo se-API sobuNgcali. I-COT kunye nezinto ezithengiswayo zihlala zifuna isitshixo se-API sobuNgcali.

Intlawulo & Nobhaliso
Ngaba isilingo sasimahla sifuna ikhadi letyala?

Ewe. Isilingo seentsuku ezili-14 sifuna ikhadi letyala elisebenzayo xa ubhalisa.

Ndingakwazi ukurhoxisa nanini na?

Ewe, ungakwazi ukurhoxisa kwisetingi zakho zobhaliso phambi komjikelo wakho wentlawulo olandelayo.

Kwenzeka ntoni xa isilingo sasimahla siphela?

Ubhaliso lwakho luguqukela ngokuzenzekelayo kwisicwangciso esihlawulelwayo ngaphandle kokuba lurhoxisiwe phambi kokuphela kwesilingo. Ungakwazi ukulawula oku kwisetingi zakho zentlawulo.

I-Quant & Uvavanyo olubuyela umva
Ngaba idatha ikwixesha elithile / ayinabuhlanga bokujonga phambili?

Ewe. Ukhupho ngalunye lubandakanya i- announcement_datetimeindawo — ixesha lokwenyani idatha eyenziwe ngalo esidlangalaleni. Xa usika idathasethi yakho kumhla othile, ubona kuphela ukukhutshwa okupapashwe ngelo xesha, okwenza ukuba isebenziseke ngokuthe ngqo kuvavanyo olubuyela umva oluqhutywa yimisitho.

Ndingakwazi ukusebenzisa oku nge-pandas okanye izakhelo zovavanyo olubuyela umva?

Ewe. Zonke iimpendulo ze-API zibuyisa i-JSON ecocekileyo eguqulela ngokuthe ngqo kwi- pd.DataFrame. Iskimu esingaguqukiyo kwiimali ezixhaswayo sivumela pd.concat() ngaphandle kokulungisa kwakhona. Isebenza nge-vectorbt, backtrader, kunye neepayiphu zokufunda iziganeko zesiko.

Ezobuchwepheshe & Nenkxaso
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Ewe. I-Python SDK esemthethweni iyafumaneka nge- pip install fxmacrodata, kwaye i-REST API isebenza kuyo nayiphi na ilwimi — Go, R, Java, C#, MATLAB, Rust, nangaphezulu. Jonga izikhokelo zokuqalisa ngokukhawuleza ngezifundo ngeelwimi ezininzi.

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