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OpenBB/assets/js/a3333853.e3e9a2ea.js
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"use strict";(self.webpackChunkdocs=self.webpackChunkdocs||[]).push([[99356],{3905:(t,a,e)=>{e.d(a,{Zo:()=>d,kt:()=>N});var r=e(67294);function n(t,a,e){return a in t?Object.defineProperty(t,a,{value:e,enumerable:!0,configurable:!0,writable:!0}):t[a]=e,t}function i(t,a){var e=Object.keys(t);if(Object.getOwnPropertySymbols){var r=Object.getOwnPropertySymbols(t);a&&(r=r.filter((function(a){return Object.getOwnPropertyDescriptor(t,a).enumerable}))),e.push.apply(e,r)}return e}function g(t){for(var a=1;a<arguments.length;a++){var e=null!=arguments[a]?arguments[a]:{};a%2?i(Object(e),!0).forEach((function(a){n(t,a,e[a])})):Object.getOwnPropertyDescriptors?Object.defineProperties(t,Object.getOwnPropertyDescriptors(e)):i(Object(e)).forEach((function(a){Object.defineProperty(t,a,Object.getOwnPropertyDescriptor(e,a))}))}return t}function l(t,a){if(null==t)return{};var e,r,n=function(t,a){if(null==t)return{};var e,r,n={},i=Object.keys(t);for(r=0;r<i.length;r++)e=i[r],a.indexOf(e)>=0||(n[e]=t[e]);return n}(t,a);if(Object.getOwnPropertySymbols){var i=Object.getOwnPropertySymbols(t);for(r=0;r<i.length;r++)e=i[r],a.indexOf(e)>=0||Object.prototype.propertyIsEnumerable.call(t,e)&&(n[e]=t[e])}return n}var p=r.createContext({}),m=function(t){var a=r.useContext(p),e=a;return t&&(e="function"==typeof t?t(a):g(g({},a),t)),e},d=function(t){var a=m(t.components);return r.createElement(p.Provider,{value:a},t.children)},k={inlineCode:"code",wrapper:function(t){var a=t.children;return r.createElement(r.Fragment,{},a)}},h=r.forwardRef((function(t,a){var e=t.components,n=t.mdxType,i=t.originalType,p=t.parentName,d=l(t,["components","mdxType","originalType","parentName"]),h=m(e),N=n,o=h["".concat(p,".").concat(N)]||h[N]||k[N]||i;return e?r.createElement(o,g(g({ref:a},d),{},{components:e})):r.createElement(o,g({ref:a},d))}));function N(t,a){var e=arguments,n=a&&a.mdxType;if("string"==typeof t||n){var i=e.length,g=new Array(i);g[0]=h;var l={};for(var p in a)hasOwnProperty.call(a,p)&&(l[p]=a[p]);l.originalType=t,l.mdxType="string"==typeof t?t:n,g[1]=l;for(var m=2;m<i;m++)g[m]=e[m];return r.createElement.apply(null,g)}return r.createElement.apply(null,e)}h.displayName="MDXCreateElement"},38626:(t,a,e)=>{e.r(a),e.d(a,{assets:()=>p,contentTitle:()=>g,default:()=>k,frontMatter:()=>i,metadata:()=>l,toc:()=>m});var r=e(87462),n=(e(67294),e(3905));const i={title:"Stocks Screener"},g=void 0,l={unversionedId:"guides/intros/stocks/stocks-screener",id:"guides/intros/stocks/stocks-screener",title:"Stocks Screener",description:"The Stocks Screener module imports the same screener found in the OpenBB Terminal, and adds advanced scripting capabilities in the SDK layer. The screener utilizes presets (.ini files) to scan for stocks meeting the criteria defined. User-generated files are kept in the OpenBBUserData folder under, ~/OpenBBUserData/presets/stocks/screener/. There are also presets included within the cloned repo folder:",source:"@site/content/sdk/guides/intros/stocks/stocks-screener.md",sourceDirName:"guides/intros/stocks",slug:"/guides/intros/stocks/stocks-screener",permalink:"/sdk/guides/intros/stocks/stocks-screener",draft:!1,editUrl:"https://github.com/OpenBB-finance/OpenBBTerminal/edit/main/website/content/sdk/guides/intros/stocks/stocks-screener.md",tags:[],version:"current",frontMatter:{title:"Stocks Screener"},sidebar:"tutorialSidebar",previous:{title:"Sector and Industry Analysis",permalink:"/sdk/guides/intros/stocks/sia"},next:{title:"Trading Hours",permalink:"/sdk/guides/intros/stocks/trading-hours"}},p={},m=[{value:"How to Use",id:"how-to-use",level:2},{value:"Template.ini",id:"templateini",level:3},{value:"Examples",id:"examples",level:2},{value:"Performance",id:"performance",level:3},{value:"Overview",id:"overview",level:3},{value:"Ownership",id:"ownership",level:3},{value:"Technical",id:"technical",level:3},{value:"Valuation",id:"valuation",level:3},{value:"Unconventional Applications",id:"unconventional-applications",level:3}],d={toc:m};function k(t){let{components:a,...e}=t;return(0,n.kt)("wrapper",(0,r.Z)({},d,e,{components:a,mdxType:"MDXLayout"}),(0,n.kt)("p",null,"The Stocks Screener module imports the same screener found in the OpenBB Terminal, and adds advanced scripting capabilities in the SDK layer. The screener utilizes presets (.ini files) to scan for stocks meeting the criteria defined. User-generated files are kept in the ",(0,n.kt)("inlineCode",{parentName:"p"},"OpenBBUserData")," folder under, ",(0,n.kt)("inlineCode",{parentName:"p"},"~/OpenBBUserData/presets/stocks/screener/"),". There are also presets included within the cloned repo folder: "),(0,n.kt)("p",null,(0,n.kt)("inlineCode",{parentName:"p"},"path_to_git_clone/OpenBBTerminal/openbb_terminal/stocks/screener/presets")),(0,n.kt)("p",null,"For convenience, they are supplied here as a ZIP file, ",(0,n.kt)("a",{parentName:"p",href:"https://github.com/OpenBB-finance/OpenBBTerminal/files/10127462/stocks_screener_preset.zip"},"stocks_screener_preset.zip"),"."),(0,n.kt)("p",null,"This screener can find stocks on three exchanges:"),(0,n.kt)("ul",null,(0,n.kt)("li",{parentName:"ul"},"AMEX"),(0,n.kt)("li",{parentName:"ul"},"NASDAQ"),(0,n.kt)("li",{parentName:"ul"},"NYSE")),(0,n.kt)("p",null,"The data returned is grouped into five categories:"),(0,n.kt)("ul",null,(0,n.kt)("li",{parentName:"ul"},"Overview"),(0,n.kt)("li",{parentName:"ul"},"Ownership"),(0,n.kt)("li",{parentName:"ul"},"Performance"),(0,n.kt)("li",{parentName:"ul"},"Technical"),(0,n.kt)("li",{parentName:"ul"},"Valuation")),(0,n.kt)("h2",{id:"how-to-use"},"How to Use"),(0,n.kt)("h3",{id:"templateini"},"Template.ini"),(0,n.kt)("p",null,"This file is for seeing all possible arguments and parameters for the screener. Reference this file (included in the ZIP file above) for the master list of settings. There are four categories of parameters to set. Without any parameters, a screener preset file must contain the following at a minimum:"),(0,n.kt)("pre",null,(0,n.kt)("code",{parentName:"pre",className:"language-console"},"# Author of preset: \n# Description: \n\n[General]\n\n[Descriptive]\n\n[Fundamental]\n\n[Technical]\n")),(0,n.kt)("p",null,"Parameters should be added as required, and they all have pre-defined values; for example, Price/Free Cash Flow:"),(0,n.kt)("pre",null,(0,n.kt)("code",{parentName:"pre",className:"language-console"},"# Any, Low (<15), High (>50), Under 5, Under 10, Under 15, Under 20, Under 25, Under 30, Under 35, Under 40, Under 45, Under 50, Under 60, Under 70, Under 80, Under 90, Under 100, Over 5, Over 10, Over 15, Over 20, Over 25, Over 30, Over 35, Over 40, Over 45, Over 50, Over 60, Over 70, Over 80, Over 90, Over 100\n\nPrice/Free Cash Flow = Any\n")),(0,n.kt)("h2",{id:"examples"},"Examples"),(0,n.kt)("p",null,"To make a screener with only a few filters, it should look something like this:"),(0,n.kt)("pre",null,(0,n.kt)("code",{parentName:"pre",className:"language-console"},"# Author of preset: OpenBB\n# Description: SDK Demo Screener\n\n[General]\nOrder = Relative Volume\nSignal = Major News\n\n[Descriptive]\nAverage Volume = Over 500K\nPrice = Over $5\n\n[Fundamental]\nPrice/Free Cash Flow = Low (<15)\n\n[Technical]\nBeta = Under 1\n")),(0,n.kt)("p",null,"Copy the block above to a new text file in any editor, and save the file to the OpenBBUserData folder, naming it something like, ",(0,n.kt)("inlineCode",{parentName:"p"},"sdk_guide_preset.ini"),". Declaring the path to the preset file, when located in the OpenBBUserData folder, is not required. The kernel must be restarted in order for the file to be recalled this way; however, changes to the preset itself will be reflected without a restart. "),(0,n.kt)("p",null,(0,n.kt)("strong",{parentName:"p"},"This preset file has been included in the ZIP file at the top of the page.")),(0,n.kt)("p",null,"It is a good idea to test choices made before making it too complicated. Start with a handful of filters and modify, or add, them one-at-a-time. Let's pass what we have so far through the screener with ",(0,n.kt)("inlineCode",{parentName:"p"},"performance")," selected as the ",(0,n.kt)("inlineCode",{parentName:"p"},"data_type"),"."),(0,n.kt)("h3",{id:"performance"},"Performance"),(0,n.kt)("pre",null,(0,n.kt)("code",{parentName:"pre",className:"language-python"},"openbb.stocks.screener.screener_data(preset_loaded='sdk_guide_preset.ini', data_type = 'performance', limit = 100)\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:"right"}),(0,n.kt)("th",{parentName:"tr",align:"left"},"Ticker"),(0,n.kt)("th",{parentName:"tr",align:"right"},"Perf Week"),(0,n.kt)("th",{parentName:"tr",align:"right"},"Perf Month"),(0,n.kt)("th",{parentName:"tr",align:"right"},"Perf Quart"),(0,n.kt)("th",{parentName:"tr",align:"right"},"Perf Half"),(0,n.kt)("th",{parentName:"tr",align:"right"},"Perf Year"),(0,n.kt)("th",{parentName:"tr",align:"right"},"Perf 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found just under 100 tickers meeting the criteria. 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know know that these eleven companies have a beta relative to the S&P of under 0.5, and that they all have a price-to-free-cashflow ratio under 15. The ",(0,n.kt)("inlineCode",{parentName:"p"},"signal")," argument has also been set as ",(0,n.kt)("inlineCode",{parentName:"p"},"Major News"),", so we know at least this much about the companies and their relative performance over the last year. 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.8239"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.676"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.26"),(0,n.kt)("td",{parentName:"tr",align:"left"},"0.281")))),(0,n.kt)("p",null,"...continued"),(0,n.kt)("p",null,"Combined, the five DataFrames provide an outline of who they are, which segment of the market they belong to, and how they are currently trading."),(0,n.kt)("h3",{id:"unconventional-applications"},"Unconventional Applications"),(0,n.kt)("p",null,"One way to use the screener is to feed it the least amount of variables possible. In this next example, the preset file contains only one filter; requesting data for all constituents of the S&P 500 Index."),(0,n.kt)("pre",null,(0,n.kt)("code",{parentName:"pre",className:"language-console"},"# Author of preset: OpenBB\n# Description: S&P Index\n\n[General]\nOrder = Market Cap.\n\n[Descriptive]\nIndex = S&P 500\n\n[Fundamental]\n\n[Technical]\n")),(0,n.kt)("p",null,"Copy and past the block above into any text editor; then save the file, as ",(0,n.kt)("inlineCode",{parentName:"p"},"sp500_filter.ini"),", to the OpenBBUserData folder. The sample code below combines all five DataFrames for the entire S&P 500 into one, fifty-column, DataFrame. ",(0,n.kt)("strong",{parentName:"p"},"It will likely take over two-minutes to collect the data.")),(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\nsp500_overview = openbb.stocks.screener.screener_data(preset_loaded='sp500_filter.ini', data_type = 'overview', limit = 500)\nsp500_ownership = openbb.stocks.screener.screener_data(preset_loaded='sp500_filter.ini', data_type = 'ownership', limit = 500)\nsp500_performance = openbb.stocks.screener.screener_data(preset_loaded='sp500_filter.ini', data_type = 'performance', limit = 500)\nsp500_technical = openbb.stocks.screener.screener_data(preset_loaded='sp500_filter.ini', data_type = 'technical', limit = 500)\nsp500_valuation = openbb.stocks.screener.screener_data(preset_loaded='sp500_filter.ini', data_type = 'valuation', limit = 500)\n\nsp500_overview = sp500_overview.convert_dtypes()\nsp500_ownership = sp500_ownership.convert_dtypes()\nsp500_performance = sp500_performance.convert_dtypes()\nsp500_technical = sp500_technical.convert_dtypes()\nsp500_valuation = sp500_valuation.convert_dtypes()\n\nsp500_overview.drop(columns = ['P/E'], inplace = True)\nsp500_overview.set_index(keys = ['Ticker', 'Price', 'Change', 'Volume'], inplace = True)\nsp500_performance.drop(columns = ['Avg Volume', 'Price', 'Change', 'Volume'], inplace = True)\nsp500_performance.set_index(keys = ['Ticker'], inplace = True)\nsp500_ownership.drop(columns = ['Price', 'Change', 'Volume', 'Market Cap'], inplace = True)\nsp500_ownership.set_index(keys = ['Ticker'], inplace = True)\nsp500_technical.drop(columns = ['Price', 'Change', 'Volume'], inplace = True)\nsp500_technical.set_index(keys = ['Ticker'], inplace = True)\nsp500_valuation.drop(columns = ['Price', 'Change', 'Volume', 'Market Cap'], inplace = True)\nsp500_valuation.set_index(keys = ['Ticker'], inplace = True)\n\nsp500_df = sp500_overview.join(sp500_valuation)\nsp500_df = sp500_df.join(sp500_ownership)\nsp500_df = sp500_df.join(sp500_performance)\nsp500_df = sp500_df.join(sp500_technical)\n\nsp500_df.reset_index(inplace = True)\n\nsp500_df\n")),(0,n.kt)("p",null,"A summary of the output:"),(0,n.kt)("pre",null,(0,n.kt)("code",{parentName:"pre",className:"language-console"}," Ticker Price Change Volume ... 52W Low RSI from Open Gap\n0 AAPL 141.17 -0.0211 83578852 ... 0.094 42.47 -0.0211 0.0\n1 MSFT 240.33 -0.0059 17929705 ... 0.126 50.94 -0.0044 -0.0015\n2 GOOG 95.44 -0.0084 20145081 ... 0.1437 48.17 -0.0052 -0.0032\n3 GOOGL 95.19 -0.009 20047848 ... 0.1422 48.24 -0.0063 -0.0027\n4 AMZN 92.42 -0.0163 65245723 ... 0.0763 38.54 -0.0167 0.0004\n.. ... ... ... ... ... ... ... ... ...\n498 LUMN 5.47 -0.0091 31885469 ... 0.0018 30.19 -0.0036 -0.0054\n499 PENN 34.07 0.0119 1689121 ... 0.3366 50.3 0.0068 0.005\n500 NWL 12.87 -0.0191 5725896 ... 0.051 40.29 -0.01 -0.0091\n501 VNO 25.31 0.0218 2560781 ... 0.2636 59.59 0.0181 0.0036\n502 PVH 64.88 0.0399 1100532 ... 0.4918 66.83 0.0328 0.0069\n\n[503 rows x 50 columns]\n")))}k.isMDXComponent=!0}}]);
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