Financial Data Project in Azure (Official Release)

Summary

Description
System Design
Website
Other Contributors
StackOverflow
Quickstarts: How to access the data?
- Access Azure Blob Storage
- Access data through Azure Databricks Delta Sharing [Upcoming]
- Access data through Wincp (https://winscp.net/eng/index.php) [Not provided anymore due to high usage cost]
Data Governance Policy
Databricks Delta Lake Data Structure
- S&P500 component stocks & SPX Index
- Short-selling research firms data [Upcoming]
Data
- S&P500 component stocks & SPX Index
- Short-selling research firms data
Azure Databricks Runtime & Libraries
Files Explanations
- Backtest Short Selling.py
- Backtest US Sector Rotational Strategy.py
- Bloomberg Speech to Text.py
- Check Empty File.py
- Count the number of files in directory.py
- Delete Files or Directory.py
- Extract FirstRate Stock Tickers Issue Date & Delisted Date.py
- Financial Data Engineering.py
- FirstRate 1min data ETL.py
- FirstRate 30min data ETL.py
- Hierarchical Risk Parity Algorithm.py
- K-Mean clustering in Sector Classification using sklearn.py
- K-Mean clustering in Sector Classification using SparkML.py
- List Tables
- Pair Trading.py
- Short Selling IB Trading.py
- Stream IEX Market Data.py
- US Sector Rotational IB Trading.py
- User Defined Functions.py
- VACUUM FirstRate 30min delta tables
- Web Scraping from BreakoutPoint.py
- Web Scraping.py

Description

Provide over 2 billion historical S&P 500 constituents with high-frequency data rows (no survivorship bias) to different users in Databricks Delta Lake. Data can be back to 2005/01/03.
Increased query performance by at least 1000% compared to a traditional database.
Introduce a better data-driven sector classification than the traditional S&P GICS sector classification.
Stream real-time market data for the last trade updates.
Introduce financial portfolio optimization methods (such as the hierarchical risk parity algorithm developed by Marcos Lopez de Prado (PhD)).
Web scraping short selling data report release signals.
Create a Short Selling strategy by using ib_insync API and web scraping.

System Design

Website

https://matroidevolved.com/ (DELETED)

Other Contributors

(The University of Hong Kong)

StackOverflow

https://stackoverflow.com/c/algorithmic-trading-for-beginners

Notice: Email invitation required.

Quickstarts: How to access the data?

There are 2 solutions:

Access Azure Blob Storage

We can assign you as a "Storage Blob Data Contributor - Allows for read, write, and delete access to Azure Storage blob containers and data". Then, you can accept the email invitation and access the data.

Access data through Azure Databricks Delta Sharing [Upcoming]

For details, please visit: https://docs.microsoft.com/en-us/azure/databricks/sql/language-manual/sql-ref-sharing

Access data through Wincp (https://winscp.net/eng/index.php)

File protocol: SFTP
Host name: finstorage6ef5xpkr7mo3s.blob.core.windows.net
Port number: 22
User name: finstorage6ef5xpkr7mo3s.finance.sftpuser
Password: HCZkFf8x43jCblJvcKU0T5gcspbHLe5c

Data Governance Policy:

Azure Zone-redundant storage (ZRS) is adopted.
All Azure data are stored in the East US.
For storage account data protection, we enable both "soft delete for blobs" and "soft delete for containers" for 90 days.
The "AllowBlobPublicAccess" property is enabled for our open dataset only so that public users can request data in a storage account from public without having the Azure RBAC role assigned by us in advance.
Only SSH File Transfer Protocol (SFTP) can be used for public access storage accounts.
Only a maximum of 1000 local users for the storage account. Only the top 1000 active local users will not be removed. This checking is done every 3 months.
Public users have "Container (anonymous read access for containers and blobs)" access level.

Databricks Delta Lake Data Structure

S&P500 component stocks & SPX Index

Price Delta tables <TICKER>_<TIMESTAMP>_delta have the following columns:

<TICKER>_dateTime <TICKER>_adjOpen <TICKER>_adjHigh <TICKER>_adjLow <TICKER>_adjClose <TICKER>_adjVolume

Notice: <TICKER>_dateTime is based on Eastern Standard Time Zone (EST).

Notice: <TICKER>_<TIMESTAMP>_delta tables provide 1_min and 30_min timestamp choices.

Python Examples:

Get BRK.B 2007/01/1 - 2021/12/31 30min adjusted close: df = spark.sql("select BRKB_adjClose from deltabase.brkb_30min_delta where DATE_FORMAT(BRKB_dateTime,'yyyy-MM-dd') between '2007-01-01' and '2021-12-31'")
Get AAPL 2007/01/1 - 2021/12/31 1min adjusted close: df = spark.sql("select AAPL_adjClose from deltabase.aapl_1min_delta where DATE_FORMAT(AAPL_dateTime,'yyyy-MM-dd') between '2007-01-01' and '2021-12-31'")
Get AAPL 2007/01/1 - 2021/12/31 regular trading hours 1d adjusted open and adjusted close: df = spark.sql("select AAPL_adjOpen, AAPL_adjClose from deltabase.aapl_1min_delta where DATE_FORMAT(AAPL_dateTime,'HHmm') = '1600' and DATE_FORMAT(AAPL_dateTime,'yyyy-MM-dd') between '2007-01-01' and '2021-12-31'")
Get YHOO 2005/01/1 - 2021/12/31 regular trading hours 1d adjusted open and adjusted volume: df = spark.sql("select YHOO_adjOpen, YHOO_adjClose from deltabase.yhoo_1min_delta where DATE_FORMAT(YHOO_dateTime,'HHmm') = '1600' and DATE_FORMAT(YHOO_dateTime,'yyyy-MM-dd') between '2007-01-01' and '2021-12-31'")

Notice: As YHOO is delisted after 16/06/2017, the data points will be null/NaN from 17/06/2017 to 2021/12/31.

Short-selling research firms data [Upcoming]

Data

S&P500 component stocks & SPX Index
Short-selling research firms data

S&P500 component stocks & SPX Index

Contains 1-minute, 5-minute, 30-minute and 1-hour historical intraday data for :

500 component stocks of the S&P500
Active stocks previously included in the S&P500
Delisted stocks previously included in the S&P500
SPX index
Listing of S&P500 component changes back to 2004

Notice: Data is adjusted for dividends and splits. Out-of-hours trades are included.

The intraday bars and tick data for stocks and ETFs are aggregated from trades on the below exchanges:

XASE (NYSE American - AMEX)
XNAS (NASDAQ OMX BX)
XCIS (National Stock Exchange)
FINRA (FINRA)
CQS (Consolidated Quote System)
XISX (International Securities Exchange)
EDGA (Cboe EDGA)
EDGX (Cboe EDGX)
XCHI (Chicago Stock Exchange)
XNYS (New York Stock Exchange)
ARCX (NYSE Arca)
XNGS (Nasdaq)
CTS (Consolidated Tape System)
OOTC (OTC Bulletin Board)
XOTC (OTC Bulletin Board)
PSGM (OTC Bulletin Board)
PINX (OTC Bulletin Board)
OTCB (OTC Bulletin Board)
OTCQ (OTC Bulletin Board)
IEXG (IEX)
XCBO (Chicago Board Options Exchange)
PHLX (Nasdaq PSX)
BATY (Cboe BYX)
BATS (Cboe BZX)
XBOS (NASDAQ BX Options/ETF)

Updates (Dec 2021): Added Signature Bank (SBNY)

Updates (Dec 2021): Added SolarEdge (SEDG)

Updates (Dec 2021): Added FactSet (FDS)

Updates (Dec 2021): Added EPAM Systems (EPAM)

Updates (Sept 2021): Added Match Group (MTCH), Ceridian (CDAY) Brown and Brown (BRO)

Updates (August 2021): Added Bio-Techne (TECH)

A (Agilent Technologies Inc) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
AA (ALCOA CORPORATION) First Date:18-Oct-2016 -> Last Date:15-Feb-2022
AAL (American Airlines Group) First Date:9-Dec-2013 -> Last Date:15-Feb-2022
AAP (Advance Auto Parts) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
AAPL (Apple) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
ABBV (AbbVie) First Date:2-Jan-2013 -> Last Date:15-Feb-2022
ABC (AmerisourceBergen Corp) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
ABMD (ABIOMED Inc) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
ABT (Abbott Laboratories) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
ACN (Accenture plc) First Date:30-Apr-2007 -> Last Date:15-Feb-2022
ACV (Alberto-Culver Co.) First Date:22-May-2015 -> Last Date:15-Feb-2022
ADBE (Adobe Systems Inc) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
ADI (Analog Devices) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
ADM (Archer-Daniels-Midland Co) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
ADP (Automatic Data Processing) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
ADS (Alliance Data Systems) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
ADSK (Autodesk) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
ADT (ADT) First Date:19-Jan-2018 -> Last Date:15-Feb-2022
AEE (Ameren Corp) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
AEP (American Electric Power) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
AES (AES Corp) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
AFL (AFLAC Inc) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
AIG (American International Group) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
AINV (Apollo Investment Corp) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
AIV (Apartment Investment & Management) First Date:21-Jul-2009 -> Last Date:15-Feb-2022
AIZ (Assurant) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
AJG (Arthur J. Gallagher & Co.) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
AKAM (Akamai Technologies Inc) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
ALB (Albemarle Corp) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
ALGN (Align Technology) First Date:1-May-2007 -> Last Date:15-Feb-2022
ALK (Alaska Air Group Inc) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
ALL (Allstate Corp) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
ALLE (Allegion) First Date:18-Nov-2013 -> Last Date:15-Feb-2022
ALTR (ALTAIR ENGINEERING) First Date:1-Nov-2017 -> Last Date:15-Feb-2022
AMAT (Applied Materials) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
AMBC (Ambac Financial Group) First Date:1-May-2013 -> Last Date:15-Feb-2022
AMCR (AMCOR PLC) First Date:11-Jun-2019 -> Last Date:15-Feb-2022
AMD (Advanced Micro Devices Inc) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
AME (AMETEK) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
AMG (Affiliated Managers Group Inc) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
AMGN (Amgen) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
AMP (Ameriprise Financial) First Date:3-Oct-2005 -> Last Date:15-Feb-2022
AMT (American Tower) First Date:3-Jan-2012 -> Last Date:15-Feb-2022
AMZN (Amazon.com) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
AN (AUTONATION) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
ANET (Arista Networks) First Date:6-Jun-2014 -> Last Date:15-Feb-2022
ANF (ABERCROMBIE & FITCH COMPANY) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
ANSS (ANSYS) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
ANTM (Anthem) First Date:30-Apr-2007 -> Last Date:15-Feb-2022
AON (Aon plc) First Date:30-Apr-2007 -> Last Date:15-Feb-2022
AOS (A.O. Smith Corp) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
APA (Apache Corporation) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
APD (Air Products & Chemicals Inc) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
APH (Amphenol Corp) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
APTV (Aptiv Plc) First Date:17-Nov-2011 -> Last Date:15-Feb-2022
ARE (Alexandria Real Estate Equities) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
ARNC (Arconic) First Date:1-Apr-2020 -> Last Date:15-Feb-2022
ASH (ASHLAND GLOBAL HOLDINGS) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
ASO (AmSouth Ban) First Date:2-Oct-2020 -> Last Date:15-Feb-2022
ATGE (DeVry) First Date:1-May-2007 -> Last Date:15-Feb-2022
ATI (ALLEGHENY TECHNOLOGIES INCORPORATED) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
ATO (Atmos Energy Corp) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
ATVI (Activision Blizzard) First Date:30-Apr-2007 -> Last Date:15-Feb-2022
AVB (AvalonBay Communities) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
AVGO (Broadcom) First Date:1-Feb-2016 -> Last Date:15-Feb-2022
AVY (Avery Dennison Corp) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
AWK (American Water Works Company Inc) First Date:23-Apr-2008 -> Last Date:15-Feb-2022
AXP (American Express Co) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
AYI (ACUITY BRANDS) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
AZO (AutoZone Inc) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
BA (Boeing Company) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
BAC (Bank of America Corp) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
BAX (Baxter International) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
BBBY (BED BATH & BEYOND) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
BBY (Best Buy Co.) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
BC (BRUNSWICK CORPORATION) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
BDX (Becton Dickinson) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
BEN (Franklin Resources) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
BFB (Brown-Forman) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
BIDU (Bidu) First Date:5-Aug-2005 -> Last Date:15-Feb-2022
BIG (BIG LOTS) First Date:1-Sep-2006 -> Last Date:15-Feb-2022
BIIB (Biogen) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
BIO (Bio-Rad Laboratories) First Date:8-May-2007 -> Last Date:15-Feb-2022
BK (The Bank of New York Mellon) First Date:30-Apr-2007 -> Last Date:15-Feb-2022
BKNG (Booking Holdings Inc) First Date:30-Apr-2007 -> Last Date:15-Feb-2022
BLK (BlackRock) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
BLL (Ball Corp) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
BMRN (BioMarin Pharmaceutical) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
BMY (Bristol-Myers Squibb) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
BR (Broadridge Financial Solutions) First Date:1-May-2007 -> Last Date:15-Feb-2022
BRKB (BERKSHIRE HATHAWAY) First Date:2-May-2007 -> Last Date:15-Feb-2022
BRO (Brown & Brown) First Date:3-Jan-2007 -> Last Date:15-Feb-2022
BSX (Boston Scientific) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
BTU (PEABODY ENERGY CORPORATION) First Date:3-Apr-2017 -> Last Date:15-Feb-2022
BUD (ANHEUSER-BUSCH INBEV SA) First Date:16-Sep-2009 -> Last Date:15-Feb-2022
BWA (BorgWarner) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
BXP (Boston Properties) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
C (Citigroup) First Date:9-May-2011 -> Last Date:15-Feb-2022
CAG (Conagra Brands) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
CAH (Cardinal Health) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
CAR (Avis Budget Group) First Date:5-Sep-2006 -> Last Date:15-Feb-2022
CARR (Carrier Global) First Date:19-Mar-2020 -> Last Date:15-Feb-2022
CAT (Caterpillar) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
CB (Chubb Limited) First Date:18-Jul-2008 -> Last Date:15-Feb-2022
CBH (ALLIANZGI CONVERTIBLE & INCOME 2024 TARGET TERM FUND) First Date:28-Jun-2017 -> Last Date:15-Feb-2022
CBOE (Cboe Global Markets) First Date:15-Jun-2010 -> Last Date:15-Feb-2022
CBRE (CBRE Group) First Date:3-Jan-2017 -> Last Date:15-Feb-2022
CC (CHEMOURS COMPANY (THE)) First Date:19-Jun-2015 -> Last Date:15-Feb-2022
CCI (Crown Castle International) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
CCK (CROWN HOLDINGS) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
CCL (Carnival) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
CCU (COMPANIA CERVECERIAS UNIDAS S.A.) First Date:30-Apr-2007 -> Last Date:15-Feb-2022
CDAY (Ceridian HCM Holding) First Date:26-Apr-2018 -> Last Date:15-Feb-2022
CDNS (Cadence Design Systems) First Date:31-Oct-2005 -> Last Date:15-Feb-2022
CDW (CDW CORPORATION) First Date:27-Jun-2013 -> Last Date:15-Feb-2022
CE (Celanese) First Date:1-Mar-2005 -> Last Date:15-Feb-2022
CERN (Cerner) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
CF (CF Industries Holdings Inc) First Date:3-Oct-2005 -> Last Date:15-Feb-2022
CFG (Citizens Financial Group) First Date:24-Sep-2014 -> Last Date:15-Feb-2022
CHD (Church & Dwight) First Date:2-Jan-2004 -> Last Date:15-Feb-2022
CHIR (Chiron) First Date:11-Dec-2018 -> Last Date:15-Feb-2022
CHK (CHESAPEAKE ENERGY CORPORATION) First Date:10-Feb-2021 -> Last Date:15-Feb-2022
CHKP (Check Point Software Technologies Ltd) First Date:2-Jan-2004 -> Last Date:15-Feb-2022
CHRW (C. H. Robinson Worldwide) First Date:3-Jan-2006 -> Last Date:15-Feb-2022
CHTR (Charter Communications) First Date:14-Sep-2010 -> Last Date:15-Feb-2022
CI (CIGNA) First Date:2-Jan-2004 -> Last Date:15-Feb-2022
CIEN (CIENA CORPORATION) First Date:1-Dec-2006 -> Last Date:15-Feb-2022
CINF (Cincinnati Financial) First Date:2-Jan-2004 -> Last Date:15-Feb-2022
CIT (CIT GROUP INC (DEL)) First Date:10-Dec-2009 -> Last Date:15-Feb-2022
CL (Colgate-Palmolive) First Date:2-Jan-2004 -> Last Date:15-Feb-2022
CLF (CLEVELAND-CLIFFS) First Date:2-Jan-2004 -> Last Date:15-Feb-2022
CLX (The Clorox Company) First Date:2-Jan-2004 -> Last Date:15-Feb-2022
CMA (Comerica) First Date:2-Jan-2004 -> Last Date:15-Feb-2022
CMCSA (Comcast) First Date:2-Jan-2004 -> Last Date:15-Feb-2022
CME (CME Group) First Date:2-Jan-2004 -> Last Date:15-Feb-2022
CMG (Chipotle Mexican Grill) First Date:26-Jan-2006 -> Last Date:15-Feb-2022
CMI (Cummins) First Date:2-Jan-2004 -> Last Date:15-Feb-2022
CMS (CMS Energy) First Date:2-Jan-2004 -> Last Date:15-Feb-2022
CNC (Centene Corporation) First Date:2-Jan-2004 -> Last Date:15-Feb-2022
CNP (CenterPoint Energy) First Date:2-Jan-2004 -> Last Date:15-Feb-2022
CNX (CNX RESOURCES CORPORATION) First Date:2-Jan-2004 -> Last Date:15-Feb-2022
COF (Capital One Financial) First Date:2-Jan-2004 -> Last Date:15-Feb-2022
COO (The Cooper Companies) First Date:2-Jan-2004 -> Last Date:15-Feb-2022
COOP (Mr. Cooper Group) First Date:28-Mar-2012 -> Last Date:15-Feb-2022
COP (ConocoPhillips) First Date:2-Jan-2004 -> Last Date:15-Feb-2022
COST (Costco Wholesale) First Date:30-Apr-2007 -> Last Date:15-Feb-2022
COTY (Coty) First Date:13-Jun-2013 -> Last Date:15-Feb-2022
CPB (Campbell Soup) First Date:2-Jan-2004 -> Last Date:15-Feb-2022
CPRI (Capri Holdings) First Date:15-Dec-2011 -> Last Date:15-Feb-2022
CPRT (Copart Inc) First Date:2-Jan-2004 -> Last Date:15-Feb-2022-
CRM (Salesforce.com) First Date:23-Jun-2004 -> Last Date:15-Feb-2022
CSCO (Cisco Systems) First Date:2-Jan-2004 -> Last Date:15-Feb-2022
CSX (CSX) First Date:2-Jan-2004 -> Last Date:15-Feb-2022
CTAS (Cintas Corporation) First Date:2-Jan-2004 -> Last Date:15-Feb-2022
CTLT (Catalent) First Date:31-Jul-2014 -> Last Date:15-Feb-2022
CTSH (Cognizant Technology Solutions) First Date:2-Jan-2004 -> Last Date:15-Feb-2022
CTVA (CORTEVA) First Date:24-May-2019 -> Last Date:15-Feb-2022
CTXS (Citrix Systems) First Date:2-Jan-2004 -> Last Date:15-Feb-2022
CVS (CVS Health) First Date:2-Jan-2004 -> Last Date:15-Feb-2022
CVX (Chevron) First Date:2-Jan-2004 -> Last Date:15-Feb-2022
CZR (Caesars Entertainment Corporation) First Date:22-Sep-2014 -> Last Date:15-Feb-2022
D (Dominion Energy) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
DAL (Delta Air Lines) First Date:16-May-2007 -> Last Date:15-Feb-2022
DAN (Dana) First Date:1-Feb-2008 -> Last Date:15-Feb-2022
DD (DUPONT DE NEMOURS) First Date:24-May-2019 -> Last Date:15-Feb-2022
DDS (DILLARD'S) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
DE (Deere & Co.) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
DELL (DELL TECHNOLOGIES) First Date:1-May-2007 -> Last Date:15-Feb-2022
DFS (Discover Financial Services) First Date:2-Jul-2007 -> Last Date:15-Feb-2022
DG (Dollar General) First Date:13-Nov-2009 -> Last Date:15-Feb-2022
DGX (Quest Diagnostics) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
DHI (D. R. Horton) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
DHR (Danaher) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
DIS (The Walt Disney Company) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
DISCA (Discovery Class A) First Date:2-May-2007 -> Last Date:15-Feb-2022
DISCK (Discovery Class C) First Date:18-Sep-2008 -> Last Date:15-Feb-2022
DISH (Dish Network) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
DLR (Digital Realty Trust Inc) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
DLTR (Dollar Tree) First Date:27-Apr-2007 -> Last Date:15-Feb-2022
DLX (Deluxe) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
DNB (DUN & BRADSTREET CORPORATION (T) First Date:30-Jun-2020 -> Last Date:15-Feb-2022
DOV (Dover) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
DOW (DOW) First Date:20-Mar-2019 -> Last Date:15-Feb-2022
DPZ (Domino's Pizza) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
DRE (Duke Realty Corp) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
DRI (Darden Restaurants) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
DTE (DTE Energy Co.) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
DUK (Duke Energy) First Date:15-Jun-2012 -> Last Date:15-Feb-2022
DVA (DaVita) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
DVN (Devon Energy) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
DXC (DXC Technology) First Date:16-Mar-2017 -> Last Date:15-Feb-2022
DXCM (Dexcom) First Date:2-May-2005 -> Last Date:15-Feb-2022
EA (Electronic Arts) First Date:30-Apr-2007 -> Last Date:15-Feb-2022
EBAY (eBay) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
ECL (Ecolab) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
ED (Consolidated Edison) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
EFX (Equifax) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
EIX (Edison Int'l) First Date:30-Apr-2007 -> Last Date:15-Feb-2022
EL (Estee Lauder Cos.) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
EMN (Eastman Chemical) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
EMR (Emerson Electric Company) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
ENDP (ENDO INTERNATIONAL PLC) First Date:3-Mar-2014 -> Last Date:15-Feb-2022
ENPH (Enphase Energy) First Date:30-Mar-2012 -> Last Date:15-Feb-2022
EPAM (EPAM Systems) First Date:8-Feb-2012 -> Last Date:15-Feb-2022
EOG (EOG Resources) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
EQ (EQUILLIUM) First Date:12-Oct-2018 -> Last Date:15-Feb-2022
EQIX (Equinix) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
EQR (Equity Residential) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
EQT (EQT CORPORATION) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
ES (Eversource Energy) First Date:26-Apr-2007 -> Last Date:15-Feb-2022
ESS (Essex Property Trust) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
ETN (Eaton Corporation) First Date:15-May-2012 -> Last Date:15-Feb-2022
ETR (Entergy) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
ETSY (Etsy) First Date:16-Apr-2015 -> Last Date:15-Feb-2022
EVRG (Evergy) First Date:2-May-2007 -> Last Date:15-Feb-2022
EW (Edwards Lifesciences) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
EXC (Exelon) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
EXPD (Expeditors) First Date:6-Jun-2005 -> Last Date:15-Feb-2022
EXPE (Expedia Group) First Date:9-Aug-2005 -> Last Date:15-Feb-2022
EXR (Extra Space Storage) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
F (Ford Motor) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
FANG (Diamondback Energy) First Date:12-Oct-2012 -> Last Date:15-Feb-2022
FAST (Fastenal Co) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
FB (Facebook) First Date:18-May-2012 -> Last Date:15-Feb-2022
FBHS (Fortune Brands Home & Security) First Date:4-Oct-2011 -> Last Date:15-Feb-2022
FCX (Freeport-McMoRan) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
FDX (FedEx Corporation) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
FDS (Factset Research Systems) First Date:1-May-2007 -> Last Date:15-Feb-2022
FE (FirstEnergy Corp) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
FFIV (F5 Networks) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
FHN (FIRST HORIZON NATIONAL CORPORATION) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
FIS (Fidelity National Information Services) First Date:1-Feb-2006 -> Last Date:15-Feb-2022
FISV (Fiserv Inc) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
FITB (Fifth Third Bancorp) First Date:20-Jan-2011 -> Last Date:15-Feb-2022
FL (Foot Locker Inc) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
FLEX (Flex Ltd) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
FLR (Fluor) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
FLS (Flowserve Corporation) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
FLT (FleetCor Technologies Inc) First Date:15-Dec-2010 -> Last Date:15-Feb-2022
FMC (FMC Corporation) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
FOSL (FOSSIL GROUP) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
FOX (Twenty-First Century Fox Class B) First Date:30-Apr-2007 -> Last Date:15-Feb-2022
FOXA (Twenty-First Century Fox Class A) First Date:27-Feb-2019 -> Last Date:15-Feb-2022
FPL (FIRST TRUST NEW OPPORTUNITIES MLP & ENERGY FUND) First Date:27-Mar-2014 -> Last Date:15-Feb-2022
FRC (First Republic Bank) First Date:9-Dec-2010 -> Last Date:15-Feb-2022
FRT (Federal Realty Investment Trust) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
FSLR (FIRST SOLAR) First Date:17-Nov-2006 -> Last Date:15-Feb-2022
FTI (TechnipFMC) First Date:17-Jan-2017 -> Last Date:15-Feb-2022
FTNT (Fortinet) First Date:18-Nov-2009 -> Last Date:15-Feb-2022
FTV (Fortive Corp) First Date:5-Jul-2016 -> Last Date:15-Feb-2022
GCI (GANNETT CO.) First Date:4-Feb-2014 -> Last Date:15-Feb-2022
GD (General Dynamics) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
GE (General Electric) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
GHC (GRAHAM HOLDINGS COMPANY) First Date:16-May-2007 -> Last Date:15-Feb-2022
GILD (Gilead Sciences) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
GIS (General Mills) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
GL (GLOBE LIFE) First Date:1-May-2007 -> Last Date:15-Feb-2022
GLW (Corning) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
GM (General Motors) First Date:18-Nov-2010 -> Last Date:15-Feb-2022
GME (GAMESTOP CORPORATION) First Date:10-Oct-2005 -> Last Date:15-Feb-2022
GNRC (Generac Holdings) First Date:11-Feb-2010 -> Last Date:15-Feb-2022
GNW (GENWORTH FINANCIAL INC) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
GOOG (Alphabet Inc Class C) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
GOOGL (Alphabet Inc Class A) First Date:27-Apr-2007 -> Last Date:15-Feb-2022
GP (Georgia-Pacific Group) First Date:28-Aug-2020 -> Last Date:15-Feb-2022
GPC (Genuine Parts) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
GPN (Global Payments) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
GPS (Gap) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
GRMN (Garmin Ltd.) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
GS (Goldman Sachs Group) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
GT (THE GOODYEAR TIRE & RUBBER COMPANY) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
GWW (Grainger (W.W.)) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
HAL (Halliburton Co.) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
HAS (Hasbro) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
HBAN (Huntington Bancshares) First Date:18-Sep-2009 -> Last Date:15-Feb-2022
HBI (Hanesbrands Inc) First Date:6-Sep-2006 -> Last Date:15-Feb-2022
HCA (HCA Holdings) First Date:10-Mar-2011 -> Last Date:15-Feb-2022
HD (Home Depot) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
HES (Hess Corporation) First Date:27-Apr-2007 -> Last Date:15-Feb-2022
HFC (HollyFrontier Corp) First Date:27-Apr-2007 -> Last Date:15-Feb-2022
HIG (Hartford Financial Svc.Gp.) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
HII (Huntington Ingalls Industries) First Date:22-Mar-2011 -> Last Date:15-Feb-2022
HLT (Hilton Worldwide Holdings Inc) First Date:12-Dec-2013 -> Last Date:15-Feb-2022
HOG (Harley-Davidson) First Date:1-Sep-2006 -> Last Date:15-Feb-2022
HOLX (Hologic) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
HON (Honeywell Int'l) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
HP (Helmerich & Payne) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
HPE (Hewlett Packard Enterprise) First Date:2-Nov-2015 -> Last Date:15-Feb-2022
HPQ (HP) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
HRB (Block H&R) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
HRL (Hormel Foods) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
HSIC (Henry Schein) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
HST (Host Hotels & Resorts) First Date:18-Apr-2006 -> Last Date:15-Feb-2022
HSY (The Hershey Company) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
HUM (Humana) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
IAC (IAC/INTERACTIVECORP) First Date:1-Jul-2020 -> Last Date:15-Feb-2022
IBM (International Business Machines) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
ICE (Intercontinental Exchange) First Date:16-Nov-2005 -> Last Date:15-Feb-2022
IDXX (IDEXX Laboratories) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
IEX (IDEX CORPORATION) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
IFF (Intl Flavors & Fragrances) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
IGT (INTERNATIONAL GAME TECHNOLOGY) First Date:7-Apr-2015 -> Last Date:15-Feb-2022
IHRT (iHeartMedia) First Date:7-May-2019 -> Last Date:15-Feb-2022
ILMN (Illumina Inc) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
INCY (Incyte) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
INFO (IHS Markit Ltd.) First Date:19-Jun-2014 -> Last Date:15-Feb-2022
INFY (Infosys Ltd ADR) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
INTC (Intel) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
INTU (Intuit) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
IP (International Paper) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
IPG (Interpublic Group) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
IPGP (IPG Photonics) First Date:13-Dec-2006 -> Last Date:15-Feb-2022
IQV (IQVIA Holdings) First Date:9-May-2013 -> Last Date:15-Feb-2022
IR (Ingersoll-Rand PLC) First Date:12-May-2017 -> Last Date:15-Feb-2022
IRM (Iron Mountain Incorporated) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
ISRG (Intuitive Surgical) First Date:1-Jun-2006 -> Last Date:15-Feb-2022
IT (Gartner Inc) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
ITT (ITT) First Date:1-May-2007 -> Last Date:15-Feb-2022
ITW (Illinois Tool Works) First Date:30-Apr-2007 -> Last Date:15-Feb-2022
IVZ (Invesco Ltd.) First Date:24-May-2007 -> Last Date:15-Feb-2022
J (JACOBS ENGINEERING GROUP) First Date:2-May-2007 -> Last Date:15-Feb-2022
JBHT (J. B. Hunt Transport Services) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
JBL (JABIL) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
JCI (Johnson Controls International) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
JD (JD.Com Inc) First Date:22-May-2014 -> Last Date:15-Feb-2022
JEF (Jefferies Financial Group) First Date:24-Apr-2007 -> Last Date:15-Feb-2022
JKHY (Jack Henry & Associates Inc) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
JNJ (Johnson & Johnson) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
JNPR (Juniper Networks) First Date:29-Oct-2009 -> Last Date:15-Feb-2022
JP (Jefferson-Pilot) First Date:16-Jul-2015 -> Last Date:15-Feb-2022
JPM (JPMorgan Chase & Co.) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
JWN (Nordstrom) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
K (Kellogg Co.) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
KBH (KB HOME) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
KEY (KeyCorp) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
KEYS (Keysight Technologies) First Date:3-Nov-2014 -> Last Date:15-Feb-2022
KHC (Kraft Heinz Co) First Date:6-Jul-2015 -> Last Date:15-Feb-2022
KIM (Kimco Realty) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
KLAC (KLA-Tencor) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
KMB (Kimberly-Clark) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
KMI (Kinder Morgan) First Date:11-Feb-2011 -> Last Date:15-Feb-2022
KMX (Carmax Inc) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
KO (Coca-Cola Company) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
KODK (Eastman Kodak Co.) First Date:1-Nov-2013 -> Last Date:15-Feb-2022
KR (Kroger Co.) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
KSS (Kohl's) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
KSU (Kansas City Southern) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
L (Loews) First Date:27-Apr-2007 -> Last Date:15-Feb-2022
LBTYK (Liberty Global PLC Class C) First Date:8-Sep-2005 -> Last Date:15-Feb-2022
LDOS (LEIDOS HOLDINGS) First Date:27-Apr-2007 -> Last Date:15-Feb-2022
LEG (Leggett & Platt) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
LEN (Lennar) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
LH (Laboratory of America Holding) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
LHX (L3HARRIS TECHNOLOGIES) First Date:1-May-2007 -> Last Date:15-Feb-2022
LIFE (ATYR PHARMA) First Date:7-May-2015 -> Last Date:15-Feb-2022
LIN (Linde plc) First Date:29-Oct-2018 -> Last Date:15-Feb-2022
LKQ (LKQ Corporation) First Date:27-Apr-2007 -> Last Date:15-Feb-2022
LLY (Lilly (Eli) & Co.) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
LMT (Lockheed Martin) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
LNC (Lincoln National) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
LNT (Alliant Energy Corp) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
LOGI (Logitech International SA) First Date:24-Sep-2012 -> Last Date:15-Feb-2022
LOW (Lowe's Cos.) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
LRCX (Lam Research) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
LSI (LIFE STORAGE) First Date:27-Apr-2007 -> Last Date:15-Feb-2022
LU (Lucent Technology) First Date:2-Nov-2020 -> Last Date:15-Feb-2022
LUMN (Lumen Technologies) First Date:30-Apr-2007 -> Last Date:15-Feb-2022
LUV (Southwest Airlines) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
LVS (Las Vegas Sands) First Date:27-Apr-2007 -> Last Date:15-Feb-2022
LW (Lamb Weston Holdings Inc) First Date:1-Nov-2016 -> Last Date:15-Feb-2022
LYB (LyondellBasell) First Date:14-Oct-2010 -> Last Date:15-Feb-2022
LYV (Live Nation Entertainment) First Date:3-Jan-2006 -> Last Date:15-Feb-2022
M (Macy's) First Date:1-Jun-2007 -> Last Date:15-Feb-2022
MA (Mastercard) First Date:25-May-2006 -> Last Date:15-Feb-2022
MAA (Mid-America Apartments) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
MAC (Macerich) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
MAR (Marriott Int'l.) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
MAS (Masco) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
MAT (Mattel) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
MBI (MBIA) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
MCD (McDonald's) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
MCHP (Microchip Technology) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
MCK (McKesson) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
MCO (Moody's Corp) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
MDLZ (Mondelez International) First Date:30-Apr-2007 -> Last Date:15-Feb-2022
MDP (MEREDITH CORPORATION) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
MDT (Medtronic plc) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
MET (MetLife) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
MGM (MGM Resorts International) First Date:1-Jun-2005 -> Last Date:15-Feb-2022
MHK (Mohawk Industries) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
MKC (McCormick & Co.) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
MKTX (MARKETAXESS HOLDINGS) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
MLM (Martin Marietta Materials) First Date:30-Apr-2007 -> Last Date:15-Feb-2022
MMC (Marsh & McLennan) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
MMI (MARCUS & MILLICHAP) First Date:31-Oct-2013 -> Last Date:15-Feb-2022
MMM (3M Company) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
MNST (Monster Beverage) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
MO (Altria Group Inc) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
MOS (The Mosaic Company) First Date:20-May-2011 -> Last Date:15-Feb-2022
MPC (Marathon Petroleum) First Date:23-Jun-2011 -> Last Date:15-Feb-2022
MPWR (Monolithic Power Systems) First Date:3-Jan-2007 -> Last Date:15-Feb-2022
MRK (Merck & Co.) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
MRO (Marathon Oil) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
MRVL (Marvell Technology Group Ltd.) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
MS (Morgan Stanley) First Date:1-Mar-2006 -> Last Date:15-Feb-2022
MSCI (MSCI Inc) First Date:15-Nov-2007 -> Last Date:15-Feb-2022
MSFT (Microsoft) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
MSI (Motorola Solutions) First Date:17-Dec-2010 -> Last Date:15-Feb-2022
MTB (M&T Bank) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
MTCH (Match Group) First Date:19-Nov-2015 -> Last Date:15-Feb-2022
MTD (Mettler Toledo) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
MTW (MANITOWOC COMPANY (THE)) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
MU (Micron Technology) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
MUR (MURPHY OIL CORPORATION) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
NAVI (NAVIENT CORPORATION) First Date:17-Apr-2014 -> Last Date:15-Feb-2022
NBR (NABORS INDUSTRIES LTD.) First Date:3-Nov-2005 -> Last Date:15-Feb-2022
NCLH (Norwegian Cruise Line) First Date:18-Jan-2013 -> Last Date:15-Feb-2022
NDAQ (Nasdaq) First Date:10-Feb-2005 -> Last Date:15-Feb-2022
NE (NOBLE CORPORATION) First Date:20-Nov-2013 -> Last Date:15-Feb-2022
NEE (NextEra Energy) First Date:30-Apr-2007 -> Last Date:15-Feb-2022
NEM (Newmont Mining Corporation) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
NFLX (Netflix) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
NI (NiSource) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
NKE (Nike) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
NKTR (Nektar Therapeutics) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
NLOK (NORTONLIFELOCK) First Date:27-Apr-2007 -> Last Date:15-Feb-2022
NLSN (Nielsen Holdings) First Date:31-Aug-2015 -> Last Date:15-Feb-2022
NOC (Northrop Grumman) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
NOV (National Oilwell Varco) First Date:15-Mar-2005 -> Last Date:15-Feb-2022
NOW (ServiceNow) First Date:29-Jun-2012 -> Last Date:15-Feb-2022
NRG (NRG Energy) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
NSC (Norfolk Southern) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
NTAP (NetApp) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
NTES (NetEase Inc) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
NTRS (Northern Trust) First Date:29-Apr-2009 -> Last Date:15-Feb-2022
NUE (Nucor) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
NVDA (Nvidia Corporation) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
NVR (NVR) First Date:3-May-2007 -> Last Date:15-Feb-2022
NWL (Newell Brands) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
NWS (News Class B) First Date:19-Jun-2013 -> Last Date:15-Feb-2022
NWSA (News Class A) First Date:19-Jun-2013 -> Last Date:15-Feb-2022
NXPI (NXP Semiconductors NV) First Date:6-Aug-2010 -> Last Date:15-Feb-2022
NYT (NEW YORK TIMES COMPANY (THE)) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
O (Realty Income Corporation) First Date:10-Feb-2012 -> Last Date:15-Feb-2022
ODFL (Old Dominion Freight Line) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
ODP (OFFICE DEPOT) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
OGN (Organon) First Date:14-May-2021 -> Last Date:15-Feb-2022
OI (O-I GLASS) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
OKE (ONEOK) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
OMC (Omnicom Group) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
ONE (Bank One) First Date:28-Mar-2018 -> Last Date:15-Feb-2022
ORCL (Oracle) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
ORLY (O'Reilly Automotive) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
OTIS (Otis Worldwide) First Date:19-Mar-2020 -> Last Date:15-Feb-2022
OXY (Occidental Petroleum) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
PAR (PAR Technology) First Date:16-May-2007 -> Last Date:15-Feb-2022
PAYC (Paycom) First Date:15-Apr-2014 -> Last Date:15-Feb-2022
PAYX (Paychex) First Date:6-Jun-2005 -> Last Date:15-Feb-2022
PBCT (People's United Financial) First Date:29-Mar-2007 -> Last Date:15-Feb-2022
PBI (PITNEY BOWES) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
PCAR (PACCAR) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
PCG (PACIFIC GAS & ELECTRIC CO.) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
PDCO (PATTERSON COMPANIES) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
PEAK (HEALTHPEAK PROPERTIES) First Date:30-Apr-2007 -> Last Date:15-Feb-2022
PEG (Public Serv. Enterprise) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
PENN (Penn National Gaming) First Date:3-Jan-2007 -> Last Date:15-Feb-2022
PEP (PepsiCo) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
PFE (Pfizer) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
PFG (Principal Financial Group) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
PG (Procter & Gamble) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
PGR (Progressive) First Date:26-Apr-2007 -> Last Date:15-Feb-2022
PH (Parker-Hannifin) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
PHM (Pulte Homes) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
PKG (Packaging Corporation of America) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
PKI (PerkinElmer) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
PLD (Prologis) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
PLL (PIEDMONT LITHIUM LIMITED) First Date:22-May-2008 -> Last Date:15-Feb-2022
PM (Philip Morris International) First Date:31-Mar-2008 -> Last Date:15-Feb-2022
PNC (PNC Financial Services) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
PNR (Pentair plc) First Date:17-Sep-2012 -> Last Date:15-Feb-2022
PNW (Pinnacle West Capital) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
POOL (Pool Corporation) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
PPG (PPG Industries) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
PPL (PPL) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
PRGO (Perrigo) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
PRI (Primerica) First Date:1-Apr-2010 -> Last Date:15-Feb-2022
PRU (Prudential Financial) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
PSA (Public Storage) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
PSX (Phillips 66) First Date:1-May-2012 -> Last Date:15-Feb-2022
PTC (PTC) First Date:27-Apr-2007 -> Last Date:15-Feb-2022
PVH (PVH) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
PWR (Quanta Services) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
PXD (Pioneer Natural Resources) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
PYPL (PayPal) First Date:6-Jul-2015 -> Last Date:15-Feb-2022
QCOM (QUALCOMM) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
QGEN (Qiagen NV) First Date:15-Feb-2005 -> Last Date:15-Feb-2022
QRVO (Qorvo) First Date:2-Jan-2015 -> Last Date:15-Feb-2022
R (RYDER SYSTEM) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
RCL (Royal Caribbean Cruises Ltd) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
RE (Everest Re Group Ltd.) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
REG (Regency Centers Corporation) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
REGN (Regeneron) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
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RLGY (Realogy Holdings) First Date:11-Oct-2012 -> Last Date:15-Feb-2022
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ROK (Rockwell Automation) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
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RRC (RANGE RESOURCES CORPORATION) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
RRD (R.R. DONNELLEY & SONS COMPANY) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
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RTX (Raytheon Co.) First Date:27-Apr-2007 -> Last Date:15-Feb-2022
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SE (SEA LIMITED) First Date:16-May-2007 -> Last Date:15-Feb-2022
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TER (TERADYNE) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
TEVA (Teva Pharmaceutical Industries Ltd) First Date:11-Feb-2013 -> Last Date:15-Feb-2022
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TROW (T. Rowe Price Group) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
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ZBRA (Zebra Technologies) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
ZION (Zions Bancorp) First Date:3-Jan-2005 -> Last Date:15-Feb-2022
ZTS (Zoetis) First Date:1-Feb-2013 -> Last Date:15-Feb-2022
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ABK-DELISTED (AMBAC FINANCIAL GROUP INC) First Date:1-Jan-2005 -> Last Date:9-Nov-2010
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AEGN-DELISTED (Aegion) First Date:3-May-2007 -> Last Date:14-May-2021
AET-DELISTED (AETNA COMMON STOCK) First Date:1-Jan-2005 -> Last Date:28-Nov-2018
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MJN-DELISTED (MEAD JOHNSON NUTRITION COMPANY) First Date:11-Feb-2009 -> Last Date:14-Jun-2017
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MWV-DELISTED (MEADWESTVACO CORPORATION COMMON) First Date:1-Jan-2005 -> Last Date:1-Jul-2015
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SNDK-DELISTED (SANDISK CORP.) First Date:1-Jan-2005 -> Last Date:11-May-2016
SNIDELISTED (SCRIPPS NETWORKS INTERACTIVE I) First Date:1-Jul-2008 -> Last Date:6-Mar-2018
SNR-DELISTED (New Senior Investment Group i) First Date:7-Nov-2014 -> Last Date:20-Sep-2021
SONA-DELISTED (Southern National Bancorp) First Date:16-May-2007 -> Last Date:26-Feb-2021
SOTR-DELISTED (SouthTrust) First Date:15-Feb-2008 -> Last Date:19-Feb-2009
SOV-DELISTED (Sovereign Ban) First Date:3-Jan-2005 -> Last Date:29-Jan-2009
SPKE-DELISTED (Spark Energy Com) First Date:29-Jul-2014 -> Last Date:9-Aug-2021
SSS-DELISTED (Sovran Self Storage) First Date:1-Jan-2005 -> Last Date:12-Aug-2016
STI-DELISTED (SunTrust Banks) First Date:1-Jan-2005 -> Last Date:6-Dec-2019
STJ-DELISTED (ST. JUDE MEDICAL COMMON S) First Date:1-Jan-2005 -> Last Date:4-Jan-2017
STMP-DELISTED (Stamps.com) First Date:3-Jan-2007 -> Last Date:4-Oct-2021
STND-DELISTED (Standard Avb Financial Corp.) First Date:7-Oct-2010 -> Last Date:28-May-2021
STPK-DELISTED (Star Peak Energy Transition) First Date:12-Apr-2021 -> Last Date:12-Apr-2021
STR-DELISTED (QUESTAR CORPORATION COMMON STOC) First Date:1-Jan-2005 -> Last Date:16-Sep-2016
SUNE-DELISTED () First Date:3-Jun-2013 -> Last Date:21-Apr-2016
SVA-DELISTED (Sinovac Biotech, Ltd) First Date:26-Apr-2007 -> Last Date:22-Feb-2019
SVMK-DELISTED (SVMK) First Date:26-Sep-2018 -> Last Date:14-May-2021
SVU-DELISTED (SUPERVALU COMMON STOCK) First Date:1-Jan-2005 -> Last Date:19-Oct-2018
SWY-DELISTED (SAFEWAY COMMON STOCK) First Date:1-Jan-2005 -> Last Date:29-Jan-2015
SYKE-DELISTED (Sykes Enterprises) First Date:30-Apr-2007 -> Last Date:26-Aug-2021
SYMC-DELISTED (Symantec) First Date:2-Jan-2018 -> Last Date:4-Nov-2019
SYX-DELISTED (Systemax) First Date:1-May-2007 -> Last Date:14-May-2021
TBA-DELISTED (Thoma Bravo Advantage) First Date:15-Jan-2021 -> Last Date:28-Jun-2021
TBIO-DELISTED (Translate Bio) First Date:28-Jun-2018 -> Last Date:13-Sep-2021
TCF-DELISTED (TCF Financial Corporation) First Date:27-Apr-2007 -> Last Date:8-Jun-2021
TCO-DELISTED (Taubman Centers) First Date:3-Jan-2007 -> Last Date:28-Dec-2020
TCP-DELISTED (TC PipeLines LP) First Date:10-May-2007 -> Last Date:2-Mar-2021
TECD-DELISTED (Tech Data Corporation) First Date:3-Jan-2007 -> Last Date:29-Jun-2020
TE-DELISTED (TECO ENERGY COMMON STOCK) First Date:1-Jan-2005 -> Last Date:30-Jun-2016
TEG-DELISTED (INTEGRYS ENERGY GROUP COM) First Date:22-Feb-2007 -> Last Date:29-Jun-2015
TEK-DELISTED (Tektronix) First Date:3-Jan-2005 -> Last Date:21-Nov-2007
TERP-DELISTED (TerraForm Power) First Date:18-Jul-2014 -> Last Date:30-Jul-2020
TIE-DELISTED (TITANIUM METALS CORPORATION COM) First Date:1-Jan-2005 -> Last Date:7-Jan-2013
TIF-DELISTED (Tiffany & Co.) First Date:3-Jan-2005 -> Last Date:6-Jan-2021
TIN-DELISTED (Temple-Inland) First Date:3-Jan-2005 -> Last Date:10-Feb-2012
TLAB-DELISTED (TELLABS) First Date:1-Jan-2005 -> Last Date:3-Dec-2013
TMK-DELISTED (Torchmark) First Date:1-Jan-2005 -> Last Date:8-Aug-2019
TNAV-DELISTED (Telenav) First Date:13-May-2010 -> Last Date:16-Feb-2021
TNB-DELISTED (Thomas & Betts) First Date:3-Jan-2005 -> Last Date:16-May-2012
TPCO-DELISTED (Tribune Publishing Company) First Date:20-Jun-2016 -> Last Date:24-May-2021
TRCO-DELISTED (Tribune Media Co) First Date:5-Dec-2014 -> Last Date:18-Sep-2019
TRIL-DELISTED (Trillium Therapeutics Inc.) First Date:19-Dec-2014 -> Last Date:16-Nov-2021
TSG-DELISTED (Sabre Holdings) First Date:1-Jan-2005 -> Last Date:4-May-2020
TSO-DELISTED (TESORO CORPORATION COMMON STOCK) First Date:1-Jan-2005 -> Last Date:31-Jul-2017
TSS-DELISTED (Total System Services) First Date:1-Jan-2005 -> Last Date:17-Sep-2019
TSU-DELISTED (TIM Participacoes S.A.) First Date:30-May-2017 -> Last Date:12-Oct-2020
TWC-DELISTED (TIME WARNER CABLE INC COMMON ST) First Date:1-Mar-2007 -> Last Date:17-May-2016
TWX-DELISTED (TIME WARNER NEW COMMON STO) First Date:1-Jan-2005 -> Last Date:14-Jun-2018
TXU-DELISTED (TXU) First Date:3-Jan-2005 -> Last Date:10-Oct-2007
UFS-DELISTED (Domtar) First Date:16-May-2007 -> Last Date:29-Nov-2021
USCR-DELISTED (Us Concrete) First Date:15-Oct-2010 -> Last Date:25-Aug-2021
UST-DELISTED () First Date:1-Jan-2005 -> Last Date:1-Apr-2021
UTX-DELISTED (United Technologies) First Date:3-Jan-2005 -> Last Date:2-Apr-2020
UVN-DELISTED (Univision Comm) First Date:3-Jan-2005 -> Last Date:28-Mar-2007
VAR-DELISTED (Varian Medical Systems) First Date:3-Jan-2005 -> Last Date:14-Apr-2021
VEDL-DELISTED (Vedanta Limited) First Date:9-Sep-2013 -> Last Date:8-Nov-2021
VEI-DELISTED (VINE ENERGY INC.) First Date:18-Mar-2021 -> Last Date:1-Nov-2021
VER-DELISTED (VEREIT) First Date:7-Sep-2011 -> Last Date:29-Oct-2021
VIAB-DELISTED (Viacom) First Date:30-Apr-2007 -> Last Date:4-Dec-2019
VIA-DELISTED (Viacom Inc) First Date:1-Jan-2005 -> Last Date:4-Dec-2019
VIE-DELISTED (Viela Bio) First Date:3-Oct-2019 -> Last Date:12-Mar-2021
VIP-DELISTED (VIMPELCOM LTD.) First Date:1-Jan-2005 -> Last Date:30-Mar-2017
VMED-DELISTED (VIRGIN MEDIA) First Date:8-Feb-2007 -> Last Date:7-Jun-2013
VRTU-DELISTED (Virtusa) First Date:3-Aug-2007 -> Last Date:10-Feb-2021
VSLR-DELISTED () First Date:1-Oct-2014 -> Last Date:7-Oct-2020
VSM-DELISTED (Versum Materials) First Date:19-Sep-2016 -> Last Date:4-Oct-2019
WCG-DELISTED (WellCare) First Date:1-Jan-2005 -> Last Date:23-Jan-2020
WCRX-DELISTED (WARNER CHILCOTT PLC) First Date:21-Sep-2006 -> Last Date:30-Sep-2013
WDR-DELISTED (Waddell & Reed Fnancial) First Date:30-Apr-2007 -> Last Date:30-Apr-2021
WFM-DELISTED (WHOLE FOODS MARKET) First Date:27-Apr-2007 -> Last Date:25-Aug-2017
WFT-DELISTED (Weatherford Int'l plc) First Date:3-Jan-2005 -> Last Date:10-May-2019
WIFI-DELISTED (Boingo Wireless) First Date:4-May-2011 -> Last Date:1-Jun-2021
WIN-DELISTED (WINDSTREAM CORPORATION) First Date:18-Jul-2006 -> Last Date:5-Mar-2019
WMGI-DELISTED (Wright Medical Group N.V.) First Date:18-Jun-2010 -> Last Date:10-Nov-2020
WORK-DELISTED (Slack Technologies) First Date:20-Jun-2019 -> Last Date:20-Jul-2021
WPX-DELISTED (WPX ENERGY) First Date:3-Jan-2012 -> Last Date:6-Jan-2021
WRI-DELISTED (Weingarten Realty Investors) First Date:3-Jan-2007 -> Last Date:3-Aug-2021
WSH-DELISTED (Willis Group Holdings) First Date:1-Jan-2005 -> Last Date:4-Jan-2016
WTRE-DELISTED (Watford Common Shares) First Date:28-Mar-2019 -> Last Date:1-Jul-2021
WUBA-DELISTED (58.com) First Date:31-Oct-2013 -> Last Date:17-Sep-2020
WWY-DELISTED (Wrigley Co.) First Date:3-Jan-2005 -> Last Date:6-Oct-2008
WXS-DELISTED (WEX (old ticker)) First Date:1-Mar-2005 -> Last Date:12-Apr-2013
WYND-DELISTED (Wyndham Destinations) First Date:21-May-2018 -> Last Date:12-Feb-2021
WYN-DELISTED (WYNDHAM WORLDWIDE CORP COMMON) First Date:1-Aug-2006 -> Last Date:31-May-2018
XEC-DELISTED (Cimarex Energy) First Date:3-Jan-2005 -> Last Date:30-Sep-2021
XL-DELISTED (XL GROUP PLC) First Date:1-Jan-2005 -> Last Date:11-Sep-2018
XLRN-DELISTED (Acceleron Pharma) First Date:19-Sep-2013 -> Last Date:19-Nov-2021
XONE-DELISTED (The Exone Company) First Date:7-Feb-2013 -> Last Date:11-Nov-2021
YHOO-DELISTED (YAHOO!) First Date:1-Jan-2005 -> Last Date:16-Jun-2017

Azure Databricks Runtime & Libraries:

Databricks Runtime 11.2 (includes Photon): https://docs.databricks.com/release-notes/runtime/11.2.html
Databricks Runtime 11.2 for Machine Learning: https://docs.databricks.com/release-notes/runtime/11.2ml.html

Files Explanations:

Backtest Short Selling.py

Collect data (e.g. target security, release date) from the short selling data provider.
Backtest the idea: Short sell the target stock if a new short selling report of the target is released.

The short selling strategy idea comes from the following papers:

BSIC "Activist Short-Sellers: Manipulative Profit Seekers or Bearers of Justice?" (https://bsic.it/activist-short-sellers-manipulative-profit-seekers-or-bearers-of-justice/)
"Textual Analysis of Short-seller Research Reports, Stock Prices, and Real Investment" (https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3965873)

Backtest US Sector Rotational Strategy.py

Collect data (e.g. target security, release date) from the short selling data provider.
Backtest 11 US Sector ETFs Rotational Trading Idea.

Bloomberg Speech to Text.py

Convert Bloomberg TV speech to text data using Azure Cognitive Services.

Check Empty File.py

Validate file completeness by checking empty files

Count the number of files in directory.py

Validate file completeness by counting the number of files

Delete Files or Directory.py

Delete Files or Directory

Extract FirstRate Stock Tickers Issue Date & Delisted Date.py

Extract and sort the first date and last date for every ticker in a text file.

Financial Data Engineering.py

REST API getting data from:

ETL to Delta Lake

FirstRate 1min data ETL.py

FirstRate 1min data ETL to Delta Lake

FirstRate 30min data ETL.py

FirstRate 30 min data ETL to Delta Lake

Hierarchical Risk Parity Algorithm.py

) )

K-Mean clustering in Sector Classification using SparkML.py

Run Clustering using pyspark.ml

K-Mean clustering in Sector Classification using sklearn.py

Run Clustering using sklearn

List Tables

list all delta lake tables

Pair Trading.py

Pair Trading using cointegration, statmodels...

Short Selling IB Trading.py

Use ib_insync to short sell the target stock if a new short selling report of the target is released.

Stream IEX Market Data.py

Stream IEX market data for all S&P500 constituents last trade updates and SPY S&P500 last trade update.

US Sector Rotational IB Trading.py

Find the best target ETF and then use ib_insync to buy the target ETF if the target ETF drops below certain threshold near the market close.

User Defined Functions.py

Monte Carlo Simulation in Apache Spark Distributed System.
Shapley Additive Explanations (SHAP) for small datasets.
Shapley Additive Explanations (SHAP) for Apache Spark Distributed System. (Developing)

VACUUM FirstRate 30min delta tables

VACUUM FirstRate 30min delta lake tables

Web Scraping from BreakoutPoint.py

Get the short selling data of short-selling firms from the short selling report data provider:

Web Scraping.py [deprecated]

Get email title subjects from short-selling firms:
- Blue Orca Capital (https://www.blueorcacapital.com/)
- Boatman Capital Research (https://theboatmancapital.com/research/)
- Citron Research (Pending) (https://citronresearch.com/)
- Culper Research (https://culperresearch.com/latest-research)
- Fuzzy Panda Research (https://fuzzypandaresearch.com/)
- Glasshouse Research (https://www.glasshouseresearch.com/research.html)
- Glaucus Research (https://glaucusresearch.com/corporate-corruption/)
- GMT Research (https://www.gmtresearch.com/en/library/companies/?offset=0&limit=20)
- Gotham City Research LLC (https://www.gothamcityresearch.com/main)
- Grizzly Research (https://grizzlyreports.com/)
- Hindenburg Research (https://hindenburgresearch.com/)
- Jehoshaphat Research (https://jehoshaphatresearch.com/research/)
- Kerrisdale Capital (https://www.kerrisdalecap.com/commentary?cat=short)
- Kynikos Associates LP (Found but no short selling reports posted) (https://kynikos.com/)
- Muddy Waters Research (https://www.muddywatersresearch.com/research/)
- Ningi Research (https://ningiresearch.com/research/)
- Peabody Street Research (https://peabodystreet.substack.com/)
- Prescience Point Capital Management (https://www.presciencepoint.com/research/)
- Richard Pearson (Missing)
- Scorpion Capital (https://scorpioncapital.com/)
- ShadowFall Research (https://www.shadowfall.com/researchreports/)
- Spruce Point Capital Management (https://www.sprucepointcap.com/research/)
- Sumerian Research (Missing)
- Viceroy Research (https://viceroyresearch.org/research/)
- Wolfpack Research (https://wolfpackresearch.com/research/)
- White Diamond Research (https://whitediamondresearch.com/)
- Bleecker Street Research (https://www.bleeckerstreetresearch.com/)
Get data by Web scraping/ Manually check:
- Bonitas Research (https://www.bonitasresearch.com/research/)
- Buceph Research (https://www.buceph.com/)
- DF Research (https://dfresearch.substack.com/)
- Dirty Bubble Media (https://dirtybubblemedia.substack.com/)
- Iceberg Research (https://iceberg-research.com/)
- Jcapital Research (https://jcapitalresearch.substack.com/) & (https://www.jcapitalresearch.com/company-reports.html)
- Marcus Aurelius Value (http://www.mavalue.org/research/)
- Mako Research (https://seekingalpha.com/author/mako-research)
- PAA Research (https://www.pleaseactaccordingly.com/the-library)
- Ragnarok Research (https://researchragnarok.substack.com/)
- Quintessential Fund (https://www.qcmfunds.com/the-dark-side-of-darktrace/)
Note:
1. "Missing" means the company website cannot be found on the internet so their reports cannot be email subscriped.
2. "Found but no short selling reports posted" means the company may no longer focus on sharing short selling reports on the internet.
3. "Pending" means the subscription is waiting to be added.
4. Short-selling research firms that require substack.com subscription usually release their reports during regular trading hours (before EST 13:00) while normal research firms tend to release posts before the market open.

Name		Name	Last commit message	Last commit date
Latest commit History 290 Commits
Backtest Short Selling.py		Backtest Short Selling.py
Backtest US Sector Rotational Strategy.py		Backtest US Sector Rotational Strategy.py
Bloomberg Speech to Text.py		Bloomberg Speech to Text.py
Check Empty File.py		Check Empty File.py
Count number of file in directory.py		Count number of file in directory.py
Delete Files or Directory.py		Delete Files or Directory.py
Extract FirstRate Stock Tickers Issue Date & Delisted Date.py		Extract FirstRate Stock Tickers Issue Date & Delisted Date.py
Financial Data Engineering.py		Financial Data Engineering.py
FirstRate 1min data ETL.py		FirstRate 1min data ETL.py
FirstRate 30min data ETL.py		FirstRate 30min data ETL.py
Hierarchical Risk Parity Algorithm.py		Hierarchical Risk Parity Algorithm.py
K-Mean clustering in Sector Classification using sklearn.py		K-Mean clustering in Sector Classification using sklearn.py
K-Mean clustering in Sector Classification using SparkML.py		K-Mean clustering in Sector Classification using SparkML.py
List Tables		List Tables
Pair Trading.py		Pair Trading.py
README.md		README.md
Short Selling IB Trading.py		Short Selling IB Trading.py
Stream IEX Market Data.py		Stream IEX Market Data.py
US Sector Rotational IB Trading.py		US Sector Rotational IB Trading.py
User Defined Functions.py		User Defined Functions.py
VACUUM FirstRate 30min delta tables.py		VACUUM FirstRate 30min delta tables.py
Web Scraping from BreakoutPoint.py		Web Scraping from BreakoutPoint.py
Web Scraping.py		Web Scraping.py

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Financial Data Project in Azure (Official Release)

Summary

Description

System Design

Website

Other Contributors

StackOverflow

Quickstarts: How to access the data?

Data Governance Policy:

Databricks Delta Lake Data Structure

S&P500 component stocks & SPX Index

Short-selling research firms data [Upcoming]

Data

S&P500 component stocks & SPX Index

Azure Databricks Runtime & Libraries:

Files Explanations:

Backtest Short Selling.py

Backtest US Sector Rotational Strategy.py

Bloomberg Speech to Text.py

Check Empty File.py

Count the number of files in directory.py

Delete Files or Directory.py

Extract FirstRate Stock Tickers Issue Date & Delisted Date.py

Financial Data Engineering.py

FirstRate 1min data ETL.py

FirstRate 30min data ETL.py

Hierarchical Risk Parity Algorithm.py

K-Mean clustering in Sector Classification using SparkML.py

K-Mean clustering in Sector Classification using sklearn.py

List Tables

Pair Trading.py

Short Selling IB Trading.py

Stream IEX Market Data.py

US Sector Rotational IB Trading.py

User Defined Functions.py

VACUUM FirstRate 30min delta tables

Web Scraping from BreakoutPoint.py

Web Scraping.py [deprecated]

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