mirror of
https://github.com/OpenBB-finance/OpenBB.git
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1 line
40 KiB
JavaScript
1 line
40 KiB
JavaScript
"use strict";(self.webpackChunkdocs=self.webpackChunkdocs||[]).push([[84482],{3905:(t,e,a)=>{a.d(e,{Zo:()=>d,kt:()=>N});var r=a(67294);function n(t,e,a){return e in t?Object.defineProperty(t,e,{value:a,enumerable:!0,configurable:!0,writable:!0}):t[e]=a,t}function i(t,e){var a=Object.keys(t);if(Object.getOwnPropertySymbols){var r=Object.getOwnPropertySymbols(t);e&&(r=r.filter((function(e){return Object.getOwnPropertyDescriptor(t,e).enumerable}))),a.push.apply(a,r)}return a}function l(t){for(var e=1;e<arguments.length;e++){var a=null!=arguments[e]?arguments[e]:{};e%2?i(Object(a),!0).forEach((function(e){n(t,e,a[e])})):Object.getOwnPropertyDescriptors?Object.defineProperties(t,Object.getOwnPropertyDescriptors(a)):i(Object(a)).forEach((function(e){Object.defineProperty(t,e,Object.getOwnPropertyDescriptor(a,e))}))}return t}function p(t,e){if(null==t)return{};var a,r,n=function(t,e){if(null==t)return{};var a,r,n={},i=Object.keys(t);for(r=0;r<i.length;r++)a=i[r],e.indexOf(a)>=0||(n[a]=t[a]);return n}(t,e);if(Object.getOwnPropertySymbols){var i=Object.getOwnPropertySymbols(t);for(r=0;r<i.length;r++)a=i[r],e.indexOf(a)>=0||Object.prototype.propertyIsEnumerable.call(t,a)&&(n[a]=t[a])}return n}var g=r.createContext({}),m=function(t){var e=r.useContext(g),a=e;return t&&(a="function"==typeof t?t(e):l(l({},e),t)),a},d=function(t){var e=m(t.components);return r.createElement(g.Provider,{value:e},t.children)},k={inlineCode:"code",wrapper:function(t){var e=t.children;return r.createElement(r.Fragment,{},e)}},o=r.forwardRef((function(t,e){var a=t.components,n=t.mdxType,i=t.originalType,g=t.parentName,d=p(t,["components","mdxType","originalType","parentName"]),o=m(a),N=n,h=o["".concat(g,".").concat(N)]||o[N]||k[N]||i;return a?r.createElement(h,l(l({ref:e},d),{},{components:a})):r.createElement(h,l({ref:e},d))}));function N(t,e){var a=arguments,n=e&&e.mdxType;if("string"==typeof t||n){var i=a.length,l=new Array(i);l[0]=o;var p={};for(var g in e)hasOwnProperty.call(e,g)&&(p[g]=e[g]);p.originalType=t,p.mdxType="string"==typeof t?t:n,l[1]=p;for(var m=2;m<i;m++)l[m]=a[m];return r.createElement.apply(null,l)}return r.createElement.apply(null,a)}o.displayName="MDXCreateElement"},7043:(t,e,a)=>{a.r(e),a.d(e,{assets:()=>g,contentTitle:()=>l,default:()=>k,frontMatter:()=>i,metadata:()=>p,toc:()=>m});var r=a(87462),n=(a(67294),a(3905));const i={title:"Dark Pools and Short Data"},l=void 0,p={unversionedId:"guides/intros/stocks/dark-pool-shorts",id:"guides/intros/stocks/dark-pool-shorts",title:"Dark Pools and Short Data",description:"The DPS sub-module contains the commands from the Dark Pools and Short Data menu within the OpenBB Terminal. These functions are meant to supplement other research on technical trading factors, settlement schedules, market flow, and volume dynamics. Commands are specifically for US-listed equities, and the data is reported to FINRA on a lagging schedule. Some will also have a _chart companion.",source:"@site/content/sdk/guides/intros/stocks/dark-pool-shorts.md",sourceDirName:"guides/intros/stocks",slug:"/guides/intros/stocks/dark-pool-shorts",permalink:"/sdk/guides/intros/stocks/dark-pool-shorts",draft:!1,editUrl:"https://github.com/OpenBB-finance/OpenBBTerminal/edit/main/website/content/sdk/guides/intros/stocks/dark-pool-shorts.md",tags:[],version:"current",frontMatter:{title:"Dark Pools and Short Data"},sidebar:"tutorialSidebar",previous:{title:"Comparison Analysis",permalink:"/sdk/guides/intros/stocks/comparison-analysis"},next:{title:"Discovery",permalink:"/sdk/guides/intros/stocks/discovery"}},g={},m=[{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:"CTB",id:"ctb",level:3},{value:"POS",id:"pos",level:3},{value:"SPOS",id:"spos",level:3},{value:"PSI",id:"psi",level:3},{value:"HSI",id:"hsi",level:3}],d={toc:m};function k(t){let{components:e,...a}=t;return(0,n.kt)("wrapper",(0,r.Z)({},d,a,{components:e,mdxType:"MDXLayout"}),(0,n.kt)("p",null,"The ",(0,n.kt)("inlineCode",{parentName:"p"},"DPS")," sub-module contains the commands from the ",(0,n.kt)("a",{parentName:"p",href:"https://docs.openbb.co/terminal/guides/intros/stocks/dark-pool-shorts"},"Dark Pools and Short Data menu")," within the OpenBB Terminal. These functions are meant to supplement other research on technical trading factors, settlement schedules, market flow, and volume dynamics. Commands are specifically for US-listed equities, and the data is reported to ",(0,n.kt)("a",{parentName:"p",href:"https://www.finra.org/#/"},"FINRA")," on a lagging schedule. Some will also have a ",(0,n.kt)("inlineCode",{parentName:"p"},"_chart")," companion."),(0,n.kt)("h2",{id:"how-to-use"},"How to Use"),(0,n.kt)("p",null,"Each function contained within the ",(0,n.kt)("inlineCode",{parentName:"p"},"openbb.stocks.dps")," module is listed below with a short description."),(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:"right"},"Description"))),(0,n.kt)("tbody",{parentName:"table"},(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"openbb.stocks.dps.ctb"),(0,n.kt)("td",{parentName:"tr",align:"right"},"Current Borrow Rates from Interactive Brokers")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"openbb.stocks.dps.dpotc"),(0,n.kt)("td",{parentName:"tr",align:"right"},"Weekly Volume Totals for a Ticker on ATS and OTC Venues")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"openbb.stocks.dps.ftd"),(0,n.kt)("td",{parentName:"tr",align:"right"},"Historical Fails-to-Deliver Numbers")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"openbb.stocks.dps.hsi"),(0,n.kt)("td",{parentName:"tr",align:"right"},"Stocks With High Reported Short Interest")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"openbb.stocks.dps.pos"),(0,n.kt)("td",{parentName:"tr",align:"right"},"Top Short Volumes From Last Trading Day")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"openbb.stocks.dps.prom"),(0,n.kt)("td",{parentName:"tr",align:"right"},"Tickers With Growing Trade Activity on ATS Tapes")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"openbb.stocks.dps.psi"),(0,n.kt)("td",{parentName:"tr",align:"right"},"Price vs. Short Volume")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"openbb.stocks.dps.shorted"),(0,n.kt)("td",{parentName:"tr",align:"right"},"Most Shorted Stocks According to Yahoo Finance")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"openbb.stocks.dps.sidtc"),(0,n.kt)("td",{parentName:"tr",align:"right"},"Short Interest and Days-to-Cover")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"openbb.stocks.dps.spos"),(0,n.kt)("td",{parentName:"tr",align:"right"},"Rolling 20-Day Net Short Volume of a Single Stock")))),(0,n.kt)("h2",{id:"examples"},"Examples"),(0,n.kt)("h3",{id:"import-statements"},"Import Statements"),(0,n.kt)("p",null,"Start out the Python script or Notebook file with the familiar statements:"),(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")),(0,n.kt)("h3",{id:"ctb"},"CTB"),(0,n.kt)("p",null,(0,n.kt)("inlineCode",{parentName:"p"},"openbb.stocks.dps.ctb")," gets the current borrow rate and availability, on Interactive Brokers, for all tickers."),(0,n.kt)("pre",null,(0,n.kt)("code",{parentName:"pre",className:"language-python"},"ctb_df = openbb.stocks.dps.ctb()\n\nctb_df\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"},"Symbol"),(0,n.kt)("th",{parentName:"tr",align:"left"},"Fees"),(0,n.kt)("th",{parentName:"tr",align:"right"},"Available"))),(0,n.kt)("tbody",{parentName:"table"},(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"right"},"0"),(0,n.kt)("td",{parentName:"tr",align:"left"},"PCF"),(0,n.kt)("td",{parentName:"tr",align:"left"},"864.8795%"),(0,n.kt)("td",{parentName:"tr",align:"right"},"100000")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"right"},"1"),(0,n.kt)("td",{parentName:"tr",align:"left"},"EPR PRE"),(0,n.kt)("td",{parentName:"tr",align:"left"},"625.0102%"),(0,n.kt)("td",{parentName:"tr",align:"right"},"80000")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"right"},"2"),(0,n.kt)("td",{parentName:"tr",align:"left"},"KITT"),(0,n.kt)("td",{parentName:"tr",align:"left"},"574.4353%"),(0,n.kt)("td",{parentName:"tr",align:"right"},"100")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"right"},"3"),(0,n.kt)("td",{parentName:"tr",align:"left"},"EFSH"),(0,n.kt)("td",{parentName:"tr",align:"left"},"439.7636%"),(0,n.kt)("td",{parentName:"tr",align:"right"},"2000")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"right"},"4"),(0,n.kt)("td",{parentName:"tr",align:"left"},"EVTL"),(0,n.kt)("td",{parentName:"tr",align:"left"},"434.336%"),(0,n.kt)("td",{parentName:"tr",align:"right"},"9000")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"right"},"17655"),(0,n.kt)("td",{parentName:"tr",align:"left"},"DSAIF"),(0,n.kt)("td",{parentName:"tr",align:"left"},"0.0%"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1000")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"right"},"17656"),(0,n.kt)("td",{parentName:"tr",align:"left"},"DRREF"),(0,n.kt)("td",{parentName:"tr",align:"left"},"0.0%"),(0,n.kt)("td",{parentName:"tr",align:"right"},"25000")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"right"},"17657"),(0,n.kt)("td",{parentName:"tr",align:"left"},"DOSEF"),(0,n.kt)("td",{parentName:"tr",align:"left"},"0.0%"),(0,n.kt)("td",{parentName:"tr",align:"right"},"100")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"right"},"17658"),(0,n.kt)("td",{parentName:"tr",align:"left"},"DMYY"),(0,n.kt)("td",{parentName:"tr",align:"left"},"0.0%"),(0,n.kt)("td",{parentName:"tr",align:"right"},"100000")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"right"},"17659"),(0,n.kt)("td",{parentName:"tr",align:"left"},"DLICY"),(0,n.kt)("td",{parentName:"tr",align:"left"},"0.0%"),(0,n.kt)("td",{parentName:"tr",align:"right"},"100")))),(0,n.kt)("h3",{id:"pos"},"POS"),(0,n.kt)("p",null,(0,n.kt)("inlineCode",{parentName:"p"},"openbb.stocks.dps.pos")," represents the cumulative net short dollar volume (Dark Pool Position $) by security. Is it calculated by taking the net short volume (short volume minus buy volume - a positive number means that the short volume was higher than the buy volume) times the closing price and taking the 20-day cumulative sum of this series. ",(0,n.kt)("a",{parentName:"p",href:"https://www.stockgrid.io/darkpools"},"Source: Stockgrid.io")),(0,n.kt)("ul",null,(0,n.kt)("li",{parentName:"ul"},"Net Short Volume: Short volume minus buy volume."),(0,n.kt)("li",{parentName:"ul"},"Net Short Volume $: Net short volume multiplied by the last close."),(0,n.kt)("li",{parentName:"ul"},"Position: The sum of the net short volume over the last 20 trading days."),(0,n.kt)("li",{parentName:"ul"},"Position $: Position multiplied by the last close.")),(0,n.kt)("p",null,"Data is updated at 6pm EST."),(0,n.kt)("p",null,"The function returns up to 400 results, applying ",(0,n.kt)("inlineCode",{parentName:"p"},"ascend = True")," unlocks the most negative values."),(0,n.kt)("pre",null,(0,n.kt)("code",{parentName:"pre",className:"language-python"},"pos_high = openbb.stocks.dps.pos()\npos_high = pos_high.convert_dtypes()\npos_high.set_index('Date', inplace = True)\npos_low = openbb.stocks.dps.pos(ascend = True)\npos_low = pos_low.convert_dtypes()\npos_low.set_index('Date', inplace = True)\npos_df = pd.concat([pos_low,pos_high])\npos_df.sort_values(by=['Dark Pools Position $'], ascending = False, inplace = True)\n\npos_df\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:"left"},"Ticker"),(0,n.kt)("th",{parentName:"tr",align:"right"},"Short Volume"),(0,n.kt)("th",{parentName:"tr",align:"right"},"Short Volume %"),(0,n.kt)("th",{parentName:"tr",align:"right"},"Net Short Volume"),(0,n.kt)("th",{parentName:"tr",align:"right"},"Net Short Volume $"),(0,n.kt)("th",{parentName:"tr",align:"right"},"Dark Pools Position"),(0,n.kt)("th",{parentName:"tr",align:"right"},"Dark Pools Position $"))),(0,n.kt)("tbody",{parentName:"table"},(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2022-11-25"),(0,n.kt)("td",{parentName:"tr",align:"left"},"SPY"),(0,n.kt)("td",{parentName:"tr",align:"right"},"10511774"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.638082"),(0,n.kt)("td",{parentName:"tr",align:"right"},"4549536"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1.83041e+09"),(0,n.kt)("td",{parentName:"tr",align:"right"},"109490269"),(0,n.kt)("td",{parentName:"tr",align:"right"},"4.27107e+10")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2022-11-25"),(0,n.kt)("td",{parentName:"tr",align:"left"},"QQQ"),(0,n.kt)("td",{parentName:"tr",align:"right"},"2952642"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.490496"),(0,n.kt)("td",{parentName:"tr",align:"right"},"-114422"),(0,n.kt)("td",{parentName:"tr",align:"right"},"-3.283e+07"),(0,n.kt)("td",{parentName:"tr",align:"right"},"130622909"),(0,n.kt)("td",{parentName:"tr",align:"right"},"3.6231e+10")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2022-11-25"),(0,n.kt)("td",{parentName:"tr",align:"left"},"NVDA"),(0,n.kt)("td",{parentName:"tr",align:"right"},"6264211"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.62147"),(0,n.kt)("td",{parentName:"tr",align:"right"},"2448753"),(0,n.kt)("td",{parentName:"tr",align:"right"},"3.98412e+08"),(0,n.kt)("td",{parentName:"tr",align:"right"},"61850799"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1.00604e+10")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2022-11-25"),(0,n.kt)("td",{parentName:"tr",align:"left"},"IWM"),(0,n.kt)("td",{parentName:"tr",align:"right"},"3932703"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.541717"),(0,n.kt)("td",{parentName:"tr",align:"right"},"605706"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1.12407e+08"),(0,n.kt)("td",{parentName:"tr",align:"right"},"34431260"),(0,n.kt)("td",{parentName:"tr",align:"right"},"6.31318e+09")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2022-11-25"),(0,n.kt)("td",{parentName:"tr",align:"left"},"HYG"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1170511"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.523497"),(0,n.kt)("td",{parentName:"tr",align:"right"},"105076"),(0,n.kt)("td",{parentName:"tr",align:"right"},"7.88175e+06"),(0,n.kt)("td",{parentName:"tr",align:"right"},"75184813"),(0,n.kt)("td",{parentName:"tr",align:"right"},"5.53232e+09")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2022-11-25"),(0,n.kt)("td",{parentName:"tr",align:"left"},"META"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1652587"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.359614"),(0,n.kt)("td",{parentName:"tr",align:"right"},"-1290276"),(0,n.kt)("td",{parentName:"tr",align:"right"},"-1.4375e+08"),(0,n.kt)("td",{parentName:"tr",align:"right"},"-88892626"),(0,n.kt)("td",{parentName:"tr",align:"right"},"-8.17035e+09")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2022-11-25"),(0,n.kt)("td",{parentName:"tr",align:"left"},"SQQQ"),(0,n.kt)("td",{parentName:"tr",align:"right"},"6198104"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.358094"),(0,n.kt)("td",{parentName:"tr",align:"right"},"-4912392"),(0,n.kt)("td",{parentName:"tr",align:"right"},"-2.20223e+08"),(0,n.kt)("td",{parentName:"tr",align:"right"},"-160324410"),(0,n.kt)("td",{parentName:"tr",align:"right"},"-8.81487e+09")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2022-11-25"),(0,n.kt)("td",{parentName:"tr",align:"left"},"MSFT"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1246644"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.356497"),(0,n.kt)("td",{parentName:"tr",align:"right"},"-1003640"),(0,n.kt)("td",{parentName:"tr",align:"right"},"-2.48391e+08"),(0,n.kt)("td",{parentName:"tr",align:"right"},"-60211625"),(0,n.kt)("td",{parentName:"tr",align:"right"},"-1.41156e+10")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2022-11-25"),(0,n.kt)("td",{parentName:"tr",align:"left"},"TSLA"),(0,n.kt)("td",{parentName:"tr",align:"right"},"14145558"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.480631"),(0,n.kt)("td",{parentName:"tr",align:"right"},"-1140119"),(0,n.kt)("td",{parentName:"tr",align:"right"},"-2.08482e+08"),(0,n.kt)("td",{parentName:"tr",align:"right"},"-106217407"),(0,n.kt)("td",{parentName:"tr",align:"right"},"-2.06849e+10")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2022-11-25"),(0,n.kt)("td",{parentName:"tr",align:"left"},"AMZN"),(0,n.kt)("td",{parentName:"tr",align:"right"},"9907246"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0.467855"),(0,n.kt)("td",{parentName:"tr",align:"right"},"-1361394"),(0,n.kt)("td",{parentName:"tr",align:"right"},"-1.27168e+08"),(0,n.kt)("td",{parentName:"tr",align:"right"},"-238062247"),(0,n.kt)("td",{parentName:"tr",align:"right"},"-2.26635e+10")))),(0,n.kt)("h3",{id:"spos"},"SPOS"),(0,n.kt)("p",null,(0,n.kt)("inlineCode",{parentName:"p"},"openbb.stocks.dps.spos")," is a section of the same data above, but as a time-series for individual tickers. There is one-year of daily historical data available."),(0,n.kt)("pre",null,(0,n.kt)("code",{parentName:"pre",className:"language-python"},"spy_spos = openbb.stocks.dps.spos('SPY')\n\nspy_spos.tail(5)\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"},"dates"),(0,n.kt)("th",{parentName:"tr",align:"right"},"Net Short Vol. (1k $)"),(0,n.kt)("th",{parentName:"tr",align:"right"},"Position (1M $)"))),(0,n.kt)("tbody",{parentName:"table"},(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"right"},"4"),(0,n.kt)("td",{parentName:"tr",align:"left"},"2021-12-03 00:00:00"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1218.48"),(0,n.kt)("td",{parentName:"tr",align:"right"},"10786")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"right"},"3"),(0,n.kt)("td",{parentName:"tr",align:"left"},"2021-12-02 00:00:00"),(0,n.kt)("td",{parentName:"tr",align:"right"},"3224.17"),(0,n.kt)("td",{parentName:"tr",align:"right"},"9567.52")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"right"},"2"),(0,n.kt)("td",{parentName:"tr",align:"left"},"2021-12-01 00:00:00"),(0,n.kt)("td",{parentName:"tr",align:"right"},"2558.79"),(0,n.kt)("td",{parentName:"tr",align:"right"},"6343.35")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"right"},"1"),(0,n.kt)("td",{parentName:"tr",align:"left"},"2021-11-30 00:00:00"),(0,n.kt)("td",{parentName:"tr",align:"right"},"2737.27"),(0,n.kt)("td",{parentName:"tr",align:"right"},"3784.56")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"right"},"0"),(0,n.kt)("td",{parentName:"tr",align:"left"},"2021-11-29 00:00:00"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1047.29"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1047.29")))),(0,n.kt)("h3",{id:"psi"},"PSI"),(0,n.kt)("p",null,"Price vs.Short Interest. This function has two data sources, with their own syntax. ",(0,n.kt)("inlineCode",{parentName:"p"},"openbb.stocks.dps.psi_sg")," will return the other columns ",(0,n.kt)("inlineCode",{parentName:"p"},"openbb.stocks.dps.spos")," is missing. The example below puts them all together."),(0,n.kt)("pre",null,(0,n.kt)("code",{parentName:"pre",className:"language-python"},"spy_spos = openbb.stocks.dps.spos('SPY')\nspy_spos.rename(columns = {'dates':'date'}, inplace= True)\nspy_spos.set_index(keys = 'date', inplace =True)\nspy_psi,spy_price = openbb.stocks.dps.psi_sg('SPY')\nspy_psi.set_index('date', inplace = True)\nspy_pos = spy_psi.join(spy_spos)\n\nspy_pos\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"},"Short Vol. ","[1M]"),(0,n.kt)("th",{parentName:"tr",align:"right"},"Short Vol. %"),(0,n.kt)("th",{parentName:"tr",align:"right"},"Short Exempt Vol. ","[1k]"),(0,n.kt)("th",{parentName:"tr",align:"right"},"Total Vol. ","[1M]"),(0,n.kt)("th",{parentName:"tr",align:"right"},"Net Short Vol. (1k $)"),(0,n.kt)("th",{parentName:"tr",align:"right"},"Position (1M $)"))),(0,n.kt)("tbody",{parentName:"table"},(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2022-11-25 00:00:00"),(0,n.kt)("td",{parentName:"tr",align:"right"},"10.5118"),(0,n.kt)("td",{parentName:"tr",align:"right"},"63.81"),(0,n.kt)("td",{parentName:"tr",align:"right"},"37.129"),(0,n.kt)("td",{parentName:"tr",align:"right"},"16.474"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1830.41"),(0,n.kt)("td",{parentName:"tr",align:"right"},"42710.7")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2022-11-23 00:00:00"),(0,n.kt)("td",{parentName:"tr",align:"right"},"13.6484"),(0,n.kt)("td",{parentName:"tr",align:"right"},"60.55"),(0,n.kt)("td",{parentName:"tr",align:"right"},"91.552"),(0,n.kt)("td",{parentName:"tr",align:"right"},"22.5399"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1914.28"),(0,n.kt)("td",{parentName:"tr",align:"right"},"42099.3")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2022-11-22 00:00:00"),(0,n.kt)("td",{parentName:"tr",align:"right"},"10.0279"),(0,n.kt)("td",{parentName:"tr",align:"right"},"53.85"),(0,n.kt)("td",{parentName:"tr",align:"right"},"52.335"),(0,n.kt)("td",{parentName:"tr",align:"right"},"18.6233"),(0,n.kt)("td",{parentName:"tr",align:"right"},"572.874"),(0,n.kt)("td",{parentName:"tr",align:"right"},"42444.8")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2022-11-21 00:00:00"),(0,n.kt)("td",{parentName:"tr",align:"right"},"9.42557"),(0,n.kt)("td",{parentName:"tr",align:"right"},"57.6"),(0,n.kt)("td",{parentName:"tr",align:"right"},"61.242"),(0,n.kt)("td",{parentName:"tr",align:"right"},"16.3632"),(0,n.kt)("td",{parentName:"tr",align:"right"},"981.734"),(0,n.kt)("td",{parentName:"tr",align:"right"},"42187.3")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2022-11-18 00:00:00"),(0,n.kt)("td",{parentName:"tr",align:"right"},"18.445"),(0,n.kt)("td",{parentName:"tr",align:"right"},"60.68"),(0,n.kt)("td",{parentName:"tr",align:"right"},"112.603"),(0,n.kt)("td",{parentName:"tr",align:"right"},"30.3973"),(0,n.kt)("td",{parentName:"tr",align:"right"},"2571.31"),(0,n.kt)("td",{parentName:"tr",align:"right"},"42352.3")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2022-02-16 00:00:00"),(0,n.kt)("td",{parentName:"tr",align:"right"},"11.0333"),(0,n.kt)("td",{parentName:"tr",align:"right"},"52.77"),(0,n.kt)("td",{parentName:"tr",align:"right"},"7.958"),(0,n.kt)("td",{parentName:"tr",align:"right"},"20.909"),(0,n.kt)("td",{parentName:"tr",align:"right"},"516.966"),(0,n.kt)("td",{parentName:"tr",align:"right"},"19836.2")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2022-02-15 00:00:00"),(0,n.kt)("td",{parentName:"tr",align:"right"},"11.8138"),(0,n.kt)("td",{parentName:"tr",align:"right"},"57.01"),(0,n.kt)("td",{parentName:"tr",align:"right"},"36.259"),(0,n.kt)("td",{parentName:"tr",align:"right"},"20.7236"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1295.52"),(0,n.kt)("td",{parentName:"tr",align:"right"},"21808.3")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2022-02-14 00:00:00"),(0,n.kt)("td",{parentName:"tr",align:"right"},"12.744"),(0,n.kt)("td",{parentName:"tr",align:"right"},"53.08"),(0,n.kt)("td",{parentName:"tr",align:"right"},"50.473"),(0,n.kt)("td",{parentName:"tr",align:"right"},"24.0105"),(0,n.kt)("td",{parentName:"tr",align:"right"},"648.705"),(0,n.kt)("td",{parentName:"tr",align:"right"},"19105.9")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2022-02-11 00:00:00"),(0,n.kt)("td",{parentName:"tr",align:"right"},"14.1183"),(0,n.kt)("td",{parentName:"tr",align:"right"},"46.63"),(0,n.kt)("td",{parentName:"tr",align:"right"},"55.511"),(0,n.kt)("td",{parentName:"tr",align:"right"},"30.2776"),(0,n.kt)("td",{parentName:"tr",align:"right"},"-898.962"),(0,n.kt)("td",{parentName:"tr",align:"right"},"17553.7")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2022-02-10 00:00:00"),(0,n.kt)("td",{parentName:"tr",align:"right"},"22.5696"),(0,n.kt)("td",{parentName:"tr",align:"right"},"62.98"),(0,n.kt)("td",{parentName:"tr",align:"right"},"46.454"),(0,n.kt)("td",{parentName:"tr",align:"right"},"35.834"),(0,n.kt)("td",{parentName:"tr",align:"right"},"4181.07"),(0,n.kt)("td",{parentName:"tr",align:"right"},"21316.8")))),(0,n.kt)("p",null,"The other version of this command is, ",(0,n.kt)("inlineCode",{parentName:"p"},"openbb.stocks.dps.psi_q"),". It returns daily short volume from Nasdaq and NYSE separately, with daily historic data going back to 2013, and is sourced by Quandl. The first table below is the short volume and from Nasdaq."),(0,n.kt)("pre",null,(0,n.kt)("code",{parentName:"pre",className:"language-python"},"nasdaq_psi = openbb.stocks.dps.psi_q(nyse=False, symbol = 'SPY')\n\nnasdaq_psi.head(5)\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"},"ShortVolume"),(0,n.kt)("th",{parentName:"tr",align:"right"},"ShortExemptVolume"),(0,n.kt)("th",{parentName:"tr",align:"right"},"TotalVolume"))),(0,n.kt)("tbody",{parentName:"table"},(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2013-04-01 00:00:00"),(0,n.kt)("td",{parentName:"tr",align:"right"},"8.99908e+06"),(0,n.kt)("td",{parentName:"tr",align:"right"},"3500"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1.92365e+07")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2013-04-02 00:00:00"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1.15943e+07"),(0,n.kt)("td",{parentName:"tr",align:"right"},"6600"),(0,n.kt)("td",{parentName:"tr",align:"right"},"2.09414e+07")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2013-04-03 00:00:00"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1.89638e+07"),(0,n.kt)("td",{parentName:"tr",align:"right"},"13418"),(0,n.kt)("td",{parentName:"tr",align:"right"},"2.83739e+07")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2013-04-04 00:00:00"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1.29551e+07"),(0,n.kt)("td",{parentName:"tr",align:"right"},"7586"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1.99661e+07")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2013-04-05 00:00:00"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1.43612e+07"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0"),(0,n.kt)("td",{parentName:"tr",align:"right"},"2.81504e+07")))),(0,n.kt)("p",null,"The second table is from NYSE"),(0,n.kt)("pre",null,(0,n.kt)("code",{parentName:"pre",className:"language-python"},"nyse_psi = openbb.stocks.dps.psi_q(nyse=True, symbol = 'SPY')\n\nnyse_psi.head(5)\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"},"ShortVolume"),(0,n.kt)("th",{parentName:"tr",align:"right"},"ShortExemptVolume"),(0,n.kt)("th",{parentName:"tr",align:"right"},"TotalVolume"))),(0,n.kt)("tbody",{parentName:"table"},(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2013-04-01 00:00:00"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1.04127e+06"),(0,n.kt)("td",{parentName:"tr",align:"right"},"3800"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1.61224e+06")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2013-04-02 00:00:00"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1.47136e+06"),(0,n.kt)("td",{parentName:"tr",align:"right"},"4500"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1.9255e+06")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2013-04-03 00:00:00"),(0,n.kt)("td",{parentName:"tr",align:"right"},"2.43128e+06"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0"),(0,n.kt)("td",{parentName:"tr",align:"right"},"3.23342e+06")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2013-04-04 00:00:00"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1.55106e+06"),(0,n.kt)("td",{parentName:"tr",align:"right"},"800"),(0,n.kt)("td",{parentName:"tr",align:"right"},"2.28563e+06")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2013-04-05 00:00:00"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1.94417e+06"),(0,n.kt)("td",{parentName:"tr",align:"right"},"300"),(0,n.kt)("td",{parentName:"tr",align:"right"},"2.93733e+06")))),(0,n.kt)("p",null,"Let's join them together:"),(0,n.kt)("pre",null,(0,n.kt)("code",{parentName:"pre",className:"language-python"},"nyse_psi.join(nasdaq_psi, lsuffix = ' (NYSE)', rsuffix = ' (NQ)')\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"},"ShortVolume (NYSE)"),(0,n.kt)("th",{parentName:"tr",align:"right"},"ShortExemptVolume (NYSE)"),(0,n.kt)("th",{parentName:"tr",align:"right"},"TotalVolume (NYSE)"),(0,n.kt)("th",{parentName:"tr",align:"right"},"ShortVolume (NQ)"),(0,n.kt)("th",{parentName:"tr",align:"right"},"ShortExemptVolume (NQ)"),(0,n.kt)("th",{parentName:"tr",align:"right"},"TotalVolume (NQ)"))),(0,n.kt)("tbody",{parentName:"table"},(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2013-04-01 00:00:00"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1.04127e+06"),(0,n.kt)("td",{parentName:"tr",align:"right"},"3800"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1.61224e+06"),(0,n.kt)("td",{parentName:"tr",align:"right"},"8.99908e+06"),(0,n.kt)("td",{parentName:"tr",align:"right"},"3500"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1.92365e+07")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2013-04-02 00:00:00"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1.47136e+06"),(0,n.kt)("td",{parentName:"tr",align:"right"},"4500"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1.9255e+06"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1.15943e+07"),(0,n.kt)("td",{parentName:"tr",align:"right"},"6600"),(0,n.kt)("td",{parentName:"tr",align:"right"},"2.09414e+07")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2013-04-03 00:00:00"),(0,n.kt)("td",{parentName:"tr",align:"right"},"2.43128e+06"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0"),(0,n.kt)("td",{parentName:"tr",align:"right"},"3.23342e+06"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1.89638e+07"),(0,n.kt)("td",{parentName:"tr",align:"right"},"13418"),(0,n.kt)("td",{parentName:"tr",align:"right"},"2.83739e+07")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2013-04-04 00:00:00"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1.55106e+06"),(0,n.kt)("td",{parentName:"tr",align:"right"},"800"),(0,n.kt)("td",{parentName:"tr",align:"right"},"2.28563e+06"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1.29551e+07"),(0,n.kt)("td",{parentName:"tr",align:"right"},"7586"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1.99661e+07")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2013-04-05 00:00:00"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1.94417e+06"),(0,n.kt)("td",{parentName:"tr",align:"right"},"300"),(0,n.kt)("td",{parentName:"tr",align:"right"},"2.93733e+06"),(0,n.kt)("td",{parentName:"tr",align:"right"},"1.43612e+07"),(0,n.kt)("td",{parentName:"tr",align:"right"},"0"),(0,n.kt)("td",{parentName:"tr",align:"right"},"2.81504e+07")),(0,n.kt)("tr",{parentName:"tbody"},(0,n.kt)("td",{parentName:"tr",align:"left"},"2022-11-21 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