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API keys for them are handled by the Keys module. After importing the entire OpenBB SDK, no further action is required to authorize the sources. This module also provides Oanda account holders with broker integration.",source:"@site/content/sdk/guides/intros/forex.md",sourceDirName:"guides/intros",slug:"/guides/intros/forex",permalink:"/sdk/guides/intros/forex",draft:!1,editUrl:"https://github.com/OpenBB-finance/OpenBBTerminal/edit/main/website/content/sdk/guides/intros/forex.md",tags:[],version:"current",frontMatter:{title:"Forex"},sidebar:"tutorialSidebar",previous:{title:"Forecast",permalink:"/sdk/guides/intros/forecast"},next:{title:"Futures",permalink:"/sdk/guides/intros/futures"}},p={},d=[{value:"How to Use",id:"how-to-use",level:2},{value:"Examples",id:"examples",level:2},{value:"Import Statements",id:"import-statements",level:3},{value:"Load",id:"load",level:3},{value:"Average True Range",id:"average-true-range",level:3},{value:"Forward Rates",id:"forward-rates",level:3}],m={toc:d};function k(t){let{components:e,...a}=t;return(0,n.kt)("wrapper",(0,r.Z)({},m,a,{components:e,mdxType:"MDXLayout"}),(0,n.kt)("p",null,"The Forex module provides a way for users to get currency pair data, from a number of sources. API keys for them are handled by the Keys module. After importing the entire OpenBB SDK, no further action is required to authorize the sources. This module also provides Oanda account holders with broker integration."),(0,n.kt)("h2",{id:"how-to-use"},"How to Use"),(0,n.kt)("p",null,"Below is a brief description of each function within the Forex module:"),(0,n.kt)("table",null,(0,n.kt)("thead",{parentName:"table"},(0,n.kt)("tr",{parentName:"thead"},(0,n.kt)("th",{parentName:"tr",align:"left"},"Path"),(0,n.kt)("th",{parentName:"tr",align:"center"},"Type"),(0,n.kt)("th",{parentName:"tr",align:"right"},"Description"))),(0,n.kt)("tbody",{parentName:"table"},(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"openbb.forex.candle"),(0,n.kt)("td",{parentName:"tr",align:"center"},"Function"),(0,n.kt)("td",{parentName:"tr",align:"right"},"OHLC Chart & Optional Moving Averages")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"openbb.forex.fwd"),(0,n.kt)("td",{parentName:"tr",align:"center"},"Function"),(0,n.kt)("td",{parentName:"tr",align:"right"},"Forward Rates of Currency Pairs")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"openbb.forex.get_currency_list"),(0,n.kt)("td",{parentName:"tr",align:"center"},"List"),(0,n.kt)("td",{parentName:"tr",align:"right"},"List of Currency Symbols")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"openbb.forex.load"),(0,n.kt)("td",{parentName:"tr",align:"center"},"Function"),(0,n.kt)("td",{parentName:"tr",align:"right"},"Load Historical OHLC Data for Currency Pairs")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"openbb.forex.oanda"),(0,n.kt)("td",{parentName:"tr",align:"center"},"Sub-Module"),(0,n.kt)("td",{parentName:"tr",align:"right"},"Oanda Broker Integration")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"openbb.forex.quote"),(0,n.kt)("td",{parentName:"tr",align:"center"},"Function"),(0,n.kt)("td",{parentName:"tr",align:"right"},"Realtime Currency Exchange Rate")))),(0,n.kt)("p",null,"The contents of the menu is printed with:"),(0,n.kt)("pre",null,(0,n.kt)("code",{parentName:"pre",className:"language-python"},"help(openbb.forex)\n")),(0,n.kt)("h2",{id:"examples"},"Examples"),(0,n.kt)("h3",{id:"import-statements"},"Import Statements"),(0,n.kt)("p",null,"The examples in this guide will assume that the import statements below are present:"),(0,n.kt)("pre",null,(0,n.kt)("code",{parentName:"pre",className:"language-python"},"from openbb_terminal.sdk import openbb\nimport pandas as pd\n%matplotlib inline\n")),(0,n.kt)("h3",{id:"load"},"Load"),(0,n.kt)("p",null,"The ",(0,n.kt)("inlineCode",{parentName:"p"},"load")," function has the ability to request data from multiple sources:"),(0,n.kt)("ul",null,(0,n.kt)("li",{parentName:"ul"},"AlphaVantage"),(0,n.kt)("li",{parentName:"ul"},"Oanda"),(0,n.kt)("li",{parentName:"ul"},"Polygon"),(0,n.kt)("li",{parentName:"ul"},"YahooFinance (default)")),(0,n.kt)("p",null,"Using the default source:"),(0,n.kt)("pre",null,(0,n.kt)("code",{parentName:"pre",className:"language-python"},"currency_pair = openbb.forex.load(\n from_symbol='USD',\n to_symbol='EUR',\n start_date = '2000-01-01',\n interval = '1week')\n\ncurrency_pair.head(3)\n")),(0,n.kt)("table",null,(0,n.kt)("thead",{parentName:"table"},(0,n.kt)("tr",{parentName:"thead"},(0,n.kt)("th",{parentName:"tr",align:"left"},"date"),(0,n.kt)("th",{parentName:"tr",align:"right"},"Open"),(0,n.kt)("th",{parentName:"tr",align:"right"},"High"),(0,n.kt)("th",{parentName:"tr",align:"right"},"Low"),(0,n.kt)("th",{parentName:"tr",align:"right"},"Close"),(0,n.kt)("th",{parentName:"tr",align:"right"},"Adj Close"),(0,n.kt)("th",{parentName:"tr",align:"right"},"Volume"))),(0,n.kt)("tbody",{parentName:"table"},(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2003-12-01 00:00:00"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.83098"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.83724"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.82028"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.82163"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.82163"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2003-12-08 00:00:00"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.82183"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.82488"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.81261"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.82068"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.82068"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2003-12-15 00:00:00"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.82055"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.82115"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.80373"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.80919"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.80919"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0")))),(0,n.kt)("p",null,"To use an alternate source, add the ",(0,n.kt)("inlineCode",{parentName:"p"},"source")," argument to the syntax:"),(0,n.kt)("pre",null,(0,n.kt)("code",{parentName:"pre",className:"language-python"},"currency_pair = openbb.forex.load(\n from_symbol= 'USD',\n to_symbol= 'EUR',\n source = 'Polygon',\n start_date = '2000-01-01',\n interval = '1week')\n\ncurrency_pair.head(3)\n")),(0,n.kt)("table",null,(0,n.kt)("thead",{parentName:"table"},(0,n.kt)("tr",{parentName:"thead"},(0,n.kt)("th",{parentName:"tr",align:"left"},"date"),(0,n.kt)("th",{parentName:"tr",align:"right"},"Volume"),(0,n.kt)("th",{parentName:"tr",align:"right"},"vw"),(0,n.kt)("th",{parentName:"tr",align:"right"},"Open"),(0,n.kt)("th",{parentName:"tr",align:"right"},"Close"),(0,n.kt)("th",{parentName:"tr",align:"right"},"High"),(0,n.kt)("th",{parentName:"tr",align:"right"},"Low"),(0,n.kt)("th",{parentName:"tr",align:"right"},"Transactions"))),(0,n.kt)("tbody",{parentName:"table"},(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2012-01-29 00:00:00"),(0,n.kt)("td",{parentName:"tr",align:"right"},"3758"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.761"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.7565"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.7597"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.7676"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.7565"),(0,n.kt)("td",{parentName:"tr",align:"right"},"3758")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2012-02-05 00:00:00"),(0,n.kt)("td",{parentName:"tr",align:"right"},"5605"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.7566"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.762"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.7581"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.7672"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.75081"),(0,n.kt)("td",{parentName:"tr",align:"right"},"5605")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2012-02-12 00:00:00"),(0,n.kt)("td",{parentName:"tr",align:"right"},"9045"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.7611"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.757"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.7603"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.77053"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.75278"),(0,n.kt)("td",{parentName:"tr",align:"right"},"9045")))),(0,n.kt)("p",null,"The amount and granularity of historical data available will vary by source. The two tables above illustrate some of those differences."),(0,n.kt)("h3",{id:"average-true-range"},"Average True Range"),(0,n.kt)("p",null,"The loaded data can now be used as inputs for other functions and calculations, such as the average true range over a four week window."),(0,n.kt)("pre",null,(0,n.kt)("code",{parentName:"pre",className:"language-python"},"weekly_atr = openbb.ta.atr(data = currency_pair, window = 4)\ncurrency_pair = 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'EUR')\n\nfwd_eurusd\n")),(0,n.kt)("table",null,(0,n.kt)("thead",{parentName:"table"},(0,n.kt)("tr",{parentName:"thead"},(0,n.kt)("th",{parentName:"tr",align:"left"},"Expiration"),(0,n.kt)("th",{parentName:"tr",align:"right"},"Ask"),(0,n.kt)("th",{parentName:"tr",align:"right"},"Bid"),(0,n.kt)("th",{parentName:"tr",align:"right"},"Mid"),(0,n.kt)("th",{parentName:"tr",align:"right"},"Points"))),(0,n.kt)("tbody",{parentName:"table"},(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"One Year"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1.06639"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1.06589"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1.06614"),(0,n.kt)("td",{parentName:"tr",align:"right"},"263.9")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"Two 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