Okuphakelayo Kwedatha Yasebhange Elimaphakathi Ngokuqondile I-AI Native · Iseva ye-MCP

Hweba Ngokushesha Ngokuqondile Idatha Yokukhishwa Kwemakro

Okuphakelayo kwe-API okujwayelekile, okunesikhathi esibekiwe okuvela emabhange amakhulu kanye nama-ejensi ezibalo. Ukulethwa kwezimemezelo ngesikhathi sangempela phakathi kwama-millisecond angu-50 okukhishwa okusemthethweni.

Kuqala ngo $25/ngenyanga · Isivivinyo samahhala sezinsuku eziyi-14

Qala Isivivinyo Samahhala Buka Ideshibhodi Buka Amadokhumenti

Imephu yokusabalala

Kuhlelwe kumahabhu amakhulu ahambisa i-FX

Zonke izimali ezingu-14 ezisekelwayo zihlanganisiwe kuwo wonke ama-endpoints ezimemezelo, ikhalenda, kanye ne-FX spot — isethi ephelele yamahabhu amakhulu aqhuba intengo yamapheya.

Ukusabalala kwemali

Izimali ezingu-14 kuzo zonke izifunda ezinkulu

Ukusabalala okugcwele kwezimemezelo ne-FX spot kuzo zonke izimali ezisekelwayo. Bona ikhathalogi ephelele yezinkomba →

Izimali ezingu-14 Izindlela zomphakathi ezingu-9 Ukukhishwa + i-FX spot + amakhalenda

Isifunda

Asia-Pacific

Izimali ezingu-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

Isifunda

Europe, Middle East, and Africa

Izimali ezingu-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

Isifunda

Americas

Izimali ezingu-3
US$

🇺🇸USD

Bukhoma

US Dollar

 C$

🇨🇦CAD

Bukhoma

Canadian Dollar

 R$

🇧🇷BRL

Bukhoma

Brazilian Real

Uhlu lwama-endpoints

Ama-endpoints ezimemezelo atholakalayo

Kuhlelwe ngesizinda esikhulu — yonke inkomba etholakala nge-API yezimemezelo.

Ama-endpoints angu-21 Vula inkomba ephelele yezinkomba

Isigaba

Economy
Ama-endpoints angu-6
gdp
inflation
ppi
retail_sales
trade_balance
current_account_balance

Isigaba

Labor Market
Ama-endpoints angu-5
unemployment
employment
full_time_employment
part_time_employment
participation_rate

Isigaba

Monetary Policy
Ama-endpoints angu-2
policy_rate
risk_free_rate

Isigaba

Money Supply
Ama-endpoints angu-3
m1
m2
m3

Isigaba

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

Idatha enkulu ngaphakathi kweyakho ukuhamba komsebenzi we-AI

Iseva ye-FXMacroData MCP ivumela i-Claude, i-Cursor, i-VS Code, nanoma iyiphi i-AI host ehambisana ne-MCP ukuthi ibuze idatha yasebhange elikhulu bukhoma ngqo — noma ngabe abathengisi nabahlaziyi basebenza khona.

Claude (Iwebhu Nedeskithophu)

Faka i-FXMacroData njengesixhumi esikude se-MCP kuzilungiselelo ze-Claude. Buza ngamanani enqubomgomo esikhathi sangempela, i-CPI, i-GDP, nomlando we-FX spot ngesiNgisi esilula — akukho khodi edingekayo.

I-VS Code ne-Cursor

Faka i-MCP endpoint kuphaneli yesixhumi somhleli wakho. Umongo omkhulu obukhoma kuyo yonke iseshini yokubhala ikhodi — akukho ukukopisha-nokunamathisela, akukho ukushintsha umongo.

Ama-Agent Angokwezifiso nama-SDK

Noma yikuphi ukusebenza okuhambisana ne-MCP. Ukuthutha kwe-HTTP okusakazekayo nge-OAuth 2.0 noma ukuqinisekiswa kwe-API-key. Yakha ama-agent azi umongo omkhulu, izexwayiso, namapayiphi.

Buka Amadokhumenti e-MCP Thola Ukhiye we-API
Claude claude.ai
I-FXMacroData ixhunyiwe
Uyini umehluko wamanani we-EUR vs USD kusuka kumanani amabhange amakhulu?
indicator_query(currency="eur", indicator="policy_rate")
indicator_query(currency="usd", indicator="policy_rate")
Imiphumela yamathuluzi
ECB (EUR) policy_rate: 4.25%
Fed (USD) policy_rate: 5.50%
Umehluko: −1.25% (i-USD premium)
Ngokusekelwe kudatha yakamuva yebhange elikhulu, i- Izinga le-Fed elingu-5.50% lidlula i- Izinga le-ECB elingu-4.25% ngo- amaphuzu ayi-125, kusekela ukuqina okuqhubekayo kwe-USD ekubekeni kwe-EUR/USD.
Buza ngedatha ye-FX macro...

Umhlahlandlela wokufaka ophelele nereferensi yamathuluzi →

Ukusabalala

Konke okudingayo kuma-workflow e-FX aqhutshwa yi-macro

Suka ekukhishweni kwezomnotho uye ekukhiqizeni isignali ngokuhlanganiswa okuphelele kwezinkomba, amakhalenda okukhishwa, nezindlela zokusebenzisa zabathengisi be-quant, abacwaningi abahlelekile, nabathuthukisi.

Ubuqotho be-Backtest

Ayikho i-Lookahead Bias — Idatha Yesikhathi Esithile

Konke ukukhishwa kwezomnotho kufakwe isitembu ngesikhathi sakho sangempela isikhathi sosuku sokumenyezelwa, hhayi nje isikhathi sokubhekisela. Uma wenza i-backtest ngaphezu kwewindi lomlando, imodeli yakho ibona kuphela idatha eyayitholakala esidlangalaleni ngaleso sikhathi esiqondile — ihambisana nezimo zokuhweba zangempela. Ihambisana ne-pandas merge_asof, amafreyimu okufunda izenzakalo, kanye nama-pipeline esignali e-vectorised.

Ukusha kwedatha

Okuphakelayo Kwebhange Elimaphakathi Ngokuqondile

Idatha yezimemezelo ilethwa ngesikhathi sangempela, phakathi kwama-millisecond angu-50 okushicilelwa okusemthethweni kwebhange elikhulu kanye ne-ejensi yezibalo — FRED, ECB, RBA, BoE, SNB, BoJ, BoC, kanye ne-RBNZ. Akukho kubambezeleka okumaphakathi. Yakha iziqapha zesignali ezibukhoma, amadeshibhodi okwehluka kwesilinganiso, noma i-logic yokwenza eqhutshwa umcimbi ngaphandle kokufaka okudala.

Ikhwalithi yedatha

Kwenziwe Kwajwayelekile Kuzo Zonke Izinsiza

Inkomba ngayinye isebenzisa amayunithi ahambisanayo, amagama enkambu, kanye ne-JSON schema kuzo zonke izimali ezisekelwayo. Ayikho i-logic yokuhlaziya eqondene nemali. Izimpendulo ziguqulela ngqo ku pd.DataFramengesikhathi se-ISO 8601 — ilungele resample(), rolling(), kanye nokubalwa kokusabalala kwezimali ezahlukene.

Ukuhlanganisa

Yakhelwe Ama-Pipeline Ocwaningo

Amaklayenti e-Python avumelanayo nangavumelanisi, ama-endpoint e-REST, kanye neqoqo le-Postman lokwenza i-prototyping esheshayo. Sebenzisa imodeli yedatha efanayo ku-Jupyter notebook, umsebenzi we-Airflow ohleliwe, noma injini yesignali yokuhweba ebukhoma — akukho zinguquko ze-schema ezidingekayo phakathi kwezindawo.

Ukusabalala kwe-endpoint ye-REST

9 ama-endpoint agxile kuma-workflow e-FX macro

Uchungechunge lwezimemezelo zezinkomba zezomnotho, amakhalenda okukhishwa, ukuma kwe-COT, amanani e-FX spot, isikhathi seseshini, kanye nezimpawu zokulinganisa zezimpahla — ku-API eyodwa ehambisanayo.

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
Buka amadokhumenti Zama bukhoma
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
Buka amadokhumenti Zama bukhoma
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
Buka amadokhumenti Zama bukhoma
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
Buka amadokhumenti Zama bukhoma
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
Buka amadokhumenti Zama bukhoma
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
Buka amadokhumenti Zama bukhoma
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
Buka amadokhumenti Zama bukhoma
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
Buka amadokhumenti Zama bukhoma
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

Inkomba ephelele ye-endpoint enamapharamitha, ukuqinisekiswa, nezibonelo

Phequlula wonke ama-endpoint angu-9 → I-OpenAPI isikimu
Ukusakaza bukhoma SSE · Server-Sent Events

Izaziso zokukhishwa ngesikhathi sangempela

Xhuma kanye bese uthola umcimbi wokudonsa ngesikhathi esifanayo lapho kukhishwa khona noma yikuphi ukukhishwa kwezomnotho — okuhlanganisa zonke izimali eziyi-18. Izinga lamahhala: imicimbi ye-USD ngaphandle kokuqinisekiswa. Izinga le-Pro: zonke izimali ngokuhlunga ngesikhombisi.

Ukuqala okusheshayo (USD, akukho ukuqinisekiswa okudingekayo)

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

I-ecosystem yonjiniyela

Yakha inqwaba yakho yamasu ngokushesha

Sebenzisa inkundla kusuka kuma-notebook, ama-API, amadokhumenti, neziteshi zomphakathi ezifanele ucwaningo lwe-quant kanye nokungeniswa konjiniyela.

GitHub

GitHub

Iphakheji ye-fxmacrodata yomdabu yokuhlanganiswa okungenamthungo kwe-pandas ne-NumPy.

Buka ku-GitHub →
Postman

Postman

Hlola ama-endpoint ethu ngemizuzwana ngendawo yethu yokusebenza yomphakathi eselungiselelwe kusengaphambili.

Hlola Iqoqo →
Hugging Face

Hugging Face

Hlola ideshibhodi yethu yedatha esebenzisanayo kanye nama-overlay ayisisekelo ku-Hugging Face.

Buka Isikhala →
Kaggle

Kaggle

Funda ukuhlaziya kwethu kobuchwepheshe mayelana nokwehluka kwenzalo kanye nokumodela kwedatha ye-macro.

Funda Okubhalwe Phansi →
RapidAPI

RapidAPI

Finyelela i-API yethu futhi uphathe ukukhokhelwa kwesikhungo ngemakethe ye-RapidAPI.

Buka ku-RapidAPI →

I-Developer SDK

Isebenza kuzo zonke izilimi

Sebenzisa i-Python SDK esemthethweni ukuze ufinyelele ngomugqa owodwa, noma ushayele i-REST API kunoma yiluphi ulimi. Ukuqinisekiswa kwepharamitha yombuzo, izimpendulo ze-JSON, ukuncika okuyiziro ngaphandle kwe-HTTP.

I-Terminal 
pip install fxmacrodata
from fxmacrodata import Client

client = Client(api_key="YOUR_API_KEY")

# Landa idatha yokwehla kwamandla emali ye-USD (mahhala, akukho ukhiye odingekayo)
cpi = client.get_indicator("usd", "inflation")

# Amanani enqubomgomo anoma iyiphi imali esekelwayo
rate = client.get_indicator("eur", "policy_rate")

Imihlahlandlela yokuqalisa ngokushesha yazo zonke izilimi →

1

I-SDK Esemthethweni ye-Python

Faka fxmacrodata kusuka ku-PyPI. Amaklayenti avumelanayo nangavumelanisi, okukhiphayo okulungele i-pandas, ukufinyelela idatha ngomugqa owodwa.

2

Noma yiluphi ulimi nge-REST

I-API ye-JSON ejwayelekile enokuqinisekiswa kwepharamitha yombuzo. Isebenza kusuka ku-Go, R, Java, C#, MATLAB, Rust — noma yini engenza isicelo se-HTTP.

3

Imininingwane ye-OpenAPI ifakiwe

Khiqiza amaklayenti anohlobo ngezilimi ezingaphezu kuka-40 kusuka kokushicilelwe Isikimu se-OpenAPI.

4

Idatha ye-USD mahhala, akukho ukhiye odingekayo

Izinkomba ze-USD zisebenza ngaphandle kokhiye we-API, ukuze ukwazi ukuhlola isakhiwo sedatha futhi wakhe amamodeli akho ngaphambi kokubhalisa.

Iphakheji ye-PyPI GitHub Thola Ukhiye we-API

Amawijethi afakekayo

Faka amashadi amakhulu abukhoma kunoma iyiphi ikhasi

Ishadi ngalinye kudeshibhodi ye-FXMacroData linenguqulo efakekayo. Khetha ishadi, kopisha eyodwa <iframe> isiqephu, bese ufaka amashadi okuhweba okuthwala okusebenzisanayo, umehluko wenzalo, ukwehla kwamandla emali, namashadi esilinganiso sendawo kusayithi lakho locwaningo noma ibhulogi yokuhweba — akukho ukhiye we-API odingekayo.

  • Izinhlobo zamashadi eziyi-9 — ukuthwala, izinzalo, ukwehla kwamandla emali, ukungasebenzi, ibhalansi yezohwebo, nokuningi
  • Noma iyiphi imali esekelwayo — EUR/USD, GBP/USD, USD/JPY, nokuningi
  • Isebenza kunoma iyiphi ikhasi le-HTML, i-WordPress, i-Notion, noma isayithi elimile
Phequlula igalari yamawijethi → Vula ideshibhodi
Ukuhweba Okuthwala kwe-EUR/USD Amanani
<iframe src="https://fxmacrodata.com/dashboard/embed/EUR_USD/carryChart" width="100%" height="400" ...></iframe>

Ukulanda Idatha Yamahhala

Landa amasethi edatha amakhulu njenge-CSV noma i-JSON

Inkomba ngayinye kudeshibhodi ye-FXMacroData iyatholakala ukuze ilandwe. Idatha ye-USD imahhala kubo bonke abasebenzisi — akukho ukungena okudingekayo. Vula zonke izimali eziyi-14 ngokubhalisa kwe-Pro.

  • Amanani enqubomgomo, ukwehla kwamandla emali, i-GDP, ukungasebenzi, ibhalansi yezohwebo nokuningi
  • I-CSV & JSON — ilungele i-pandas, i-R, noma noma iyiphi ipayipi ledatha
  • Idatha ehlelekile efakwe inkomba yi-Google Datasets ngemali ngayinye
  • Idatha ye-USD ihlala imahhala — akukho ukhiye we-API noma i-akhawunti edingekayo
Landa Idatha Yamahhala ye-USD → Vula zonke izimali

Landa ngemali

🇺🇸 USD Mahhala 🇪🇺 EUR 🇬🇧 GBP 🇯🇵 JPY 🇦🇺 AUD 🇨🇦 CAD
Buka zonke izimali eziyi-14 →

Ucwaningo

Izindatshana zakamuva

Buka konke →
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 Evame Ukubuzwa

Imibuzo evame ukubuzwa

Izimpendulo ezisheshayo zemibuzo ejwayelekile mayelana ne-FXMacroData.

Idatha Nokuhlanganiswa
Idatha isesikhathini sangempela kangakanani?

Idatha yezimemezelo ilethwa ngesikhathi sangempela, kungakapheli imizuzwana engu-50 yokushicilelwa okusemthethweni kwebhange elikhulu.

Yimaphi imithombo yedatha efakiwe?

I-FXMacroData ihlanganisa idatha evela ku-FRED (Federal Reserve), ECB, RBA, namanye amabhange amakhulu emhlabeni wonke.

Yimaphi ama-endpoints amahhala vs akhokhelwayo?

Ikhalenda, ikhathalogi yedatha, i-forex, nezikhathi zemakethe kuyatholakala emphakathini. Izimemezelo ze-USD ziyatholakala emphakathini, kanti izimemezelo ezingezona eze-USD zidinga ukhiye we-Professional API. I-COT nezimpahla zidinga njalo ukhiye we-Professional API.

Ukukhokha Nokubhalisa
Ingabe isivivinyo samahhala sidinga ikhadi lesikweletu?

Yebo. Isivivinyo sezinsuku eziyi-14 sidinga ikhadi lesikweletu elisebenzayo lapho ubhalisa.

Ngingakwazi ukukhansela noma nini?

Yebo, ungakhansela kuzilungiselelo zakho zokubhalisa ngaphambi komjikelezo wakho olandelayo wokukhokha.

Kwenzekani uma isivivinyo samahhala siphela?

Ukubhalisa kwakho kuguqukela ngokuzenzakalelayo ohlelweni olukhokhelwayo ngaphandle uma kukhanselwe ngaphambi kokuphela kwesivivinyo. Ungakwazi ukuphatha lokhu kuzilungiselelo zakho zokukhokha.

I-Quant Nokuhlola Okudala
Ingabe idatha isesikhathini esithile / ayinayo i-lookahead bias?

Yebo. Konke okukhishiwe kufaka phakathi i- announcement_datetimeinkambu — isikhathi sangempela idatha eyenziwa ngaso esidlangalaleni. Uma uhlukanisa idatha yakho ngosuku oluthile, ubona kuphela okukhishiwe okushicilelwe ngaleso sikhathi, okwenza kube nokusebenziseka ngokuqondile ekuhloleni okudala okusekelwe kumcimbi.

Ngingakwazi ukusebenzisa lokhu nge-pandas noma ama-backtesting frameworks?

Yebo. Zonke izimpendulo ze-API zibuyisa i-JSON ehlanzekile eguqulela ngokuqondile ku- pd.DataFrame. I-schema engaguquki kuzo zonke izimali ezisekelwayo ivumela pd.concat() ngaphandle kokuhlela kabusha. Isebenza nge-vectorbt, i-backtrader, nama-pipeline okufunda umcimbi wangokwezifiso.

Ezobuchwepheshe Nokusekela
Ingabe niyazisekela ezinye izilimi zokuhlela?

Yebo. I-Python SDK esemthethweni iyatholakala nge- pip install fxmacrodata, futhi i-REST API isebenza kunoma yiluphi ulimi — Go, R, Java, C#, MATLAB, Rust, nokuningi. Bheka iziqondiso zokuqalisa ngokushesha ngezibonelo ngezilimi eziningi.

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