This dataset requires a paid license. Please purchase access at the link below and provide your Hugging Face username. Once purchased, submit an access request on this page. Access is granted manually.

Public Day Trader Strategy Intelligence Dataset

This dataset maps public-facing day traders and trading educators using only public, non-paywalled profile pages, course pages, blog posts, and public channel pages.

Each row represents one trader or educator plus one public strategy theme. The table emphasizes market focus, strategy language, indicators, risk-management terms, timeframes, monetization models, public content formats, and source URLs so analysts can study how trading creators position themselves online without treating the data as trading advice or proof of profitability.

Dataset Preview

record_id	trader_id	trader_name	brand_name	public_handle	primary_platform	platforms_visible	profile_url	website_url	primary_market_focus	secondary_market_focus	asset_classes_discussed	trading_style	strategy_theme_label	strategy_family	named_strategy_terms	setup_keywords	indicators_mentioned	chart_patterns_mentioned	timeframe_focus	session_focus	risk_management_terms	entry_logic_public_summary	exit_logic_public_summary	position_sizing_terms	educational_product_types	paid_offering_present	public_content_formats	audience_positioning	claimed_specialty	monetization_models	source_url	source_type	source_domain	source_excerpt_short	evidence_type	direct_public_claim_present	inferred_from_repeated_public_content	unsupported_claim_flag	extraction_confidence_score	strategy_source_count	primary_strategy_source_url	profile_visibility_notes	notes	source_page_final_url	source_page_title	source_meta_description	source_page_status_code	source_recency	source_access_notes	last_observed_date
adam-grimes-marketlife--market-structure-education	adam-grimes-marketlife	Adam Grimes and Tom Hansbury	MarketLife	MarketLife	website	website \| courses \| Discord \| subscriptions	https://www.marketlifetrading.com/	https://www.marketlifetrading.com/	multi-asset	futures	stocks \| futures \| options \| currencies \| commodities	evidence-based trading education	Market structure education	market structure	market structure	independent thinking \| evidence-based strategies			intraday \| swing	daily recap	risk definition (R) \| trade management	Public MarketLife copy emphasizes market structure as a core principle taught across markets using e... [22 more chars]	Public materials refer to risk definition and trade management rather than a universal exit pattern.	risk definition (R)	courses \| subscriptions \| Discord	True	homepage \| daily recap	serious traders seeking an evidence-based, multi-asset education brand	market structure and independent thinking	courses \| subscriptions \| community	https://www.marketlifetrading.com/	official website	marketlifetrading.com	Public site explicitly names market structure and evidence-based strategy teaching.	homepage copy	True	False	False	89	1	https://www.marketlifetrading.com/	Public site clearly names Adam Grimes, Tom Hansbury, and the core educational principles.	Brand and founders grouped because the public copy frames the business jointly.	https://www.marketlifetrading.com/	MarketLife		200	Primary source page accessed on 2026-06-04	Public page accessed without login, paywall bypass, or private-community scraping.	2026-06-04 15:30:26+00:00
adam-grimes-marketlife--momentum-education	adam-grimes-marketlife	Adam Grimes and Tom Hansbury	MarketLife	MarketLife	website	website \| courses \| Discord \| subscriptions	https://www.marketlifetrading.com/	https://www.marketlifetrading.com/	multi-asset		stocks \| futures \| options \| currencies \| commodities	evidence-based trading education	Momentum education	momentum	momentum	lasting edge \| daily recap		pullback	intraday \| swing		risk management	Public MarketLife copy says the principles taught include momentum alongside market structure and ri... [29 more chars]	Public materials keep the focus on principle-based trading and trade management rather than canned e... [5 more chars]	risk definition (R)	courses \| subscriptions	True	homepage \| course list	traders seeking multi-asset momentum education inside a broader framework	momentum education within a discretionary-quant blend	courses \| subscriptions	https://www.marketlifetrading.com/	official website	marketlifetrading.com	Public site explicitly includes momentum among the principles taught by MarketLife.	homepage copy	True	False	False	86	1	https://www.marketlifetrading.com/	Momentum is publicly named as a principle taught by the brand.	Distinct momentum row separated from the broader market-structure row.	https://www.marketlifetrading.com/	MarketLife		200	Primary source page accessed on 2026-06-04	Public page accessed without login, paywall bypass, or private-community scraping.	2026-06-04 15:30:26+00:00
adam-grimes-marketlife--options-trading-education	adam-grimes-marketlife	Adam Grimes and Tom Hansbury	MarketLife	MarketLife	website	website \| courses \| Discord \| subscriptions	https://www.marketlifetrading.com/	https://www.marketlifetrading.com/	options	multi-asset	options	options education	Options trading education	options trading	Options Trading	course \| professional experience		pullback	swing \| multi-day		risk definition (R)	Public MarketLife course listings explicitly include options trading as a named education lane withi... [15 more chars]	Public copy stays at the course and framework level, not a public exit recipe.	risk definition (R)	course \| subscriptions	True	homepage \| course list	traders who want options education from a multi-asset educator brand	options education within an evidence-based framework	courses \| subscriptions	https://www.marketlifetrading.com/	official website	marketlifetrading.com	Public MarketLife site includes options trading as a named course offering.	course list and homepage copy	True	False	False	82	1	https://www.marketlifetrading.com/	Options trading appears publicly in the course navigation.	Kept general because the homepage does not list specific options setups.	https://www.marketlifetrading.com/	MarketLife		200	Primary source page accessed on 2026-06-04	Public page accessed without login, paywall bypass, or private-community scraping.	2026-06-04 15:30:26+00:00
al-brooks--price-action-and-advanced-scalping-education	al-brooks	Al Brooks	Brooks Trading Course	Brooks Trading Course	website	website \| course pages \| books	https://www.brookstradingcourse.com/about-al-brooks/	https://www.brookstradingcourse.com/	futures	forex	futures \| forex	price action day trading	Price action and advanced scalping education	price action \| scalping \| chart patterns	price action \| advanced scalping	manual trading \| chart-pattern encyclopedia		chart patterns	intraday		professional price action trader	Public course copy positions Al Brooks around learning price action, chart patterns, and advanced sc... [41 more chars]	Public pages focus on reading price action consistently rather than distributing a simple canned exi... [7 more chars]		video course \| books \| glossary	True	about page \| course pages \| books	traders who want detailed discretionary price-action education	price-action trading education	courses \| books	https://www.brookstradingcourse.com/about-al-brooks/	official about page	brookstradingcourse.com	Public course pages identify Al Brooks with price action, chart patterns, advanced scalping, and fut... [21 more chars]	about-page and course-navigation copy	True	False	False	91	1	https://www.brookstradingcourse.com/about-al-brooks/	Public site is highly explicit about the price-action niche.	High confidence because the public site directly names the strategy family.	https://www.brookstradingcourse.com/about-al-brooks/	About Al Brooks, creator of the Brooks Trading Course	About Al Brooks, creator of the best price action trading course on the market for only $249 for 36... [16 more chars]	200	Primary source page accessed on 2026-06-04	Public page accessed without login, paywall bypass, or private-community scraping.	2026-06-04 15:30:26+00:00
andrew-aziz-bear-bull-traders--opening-range-breakout-and-vwap-education	andrew-aziz-bear-bull-traders	Andrew Aziz	Bear Bull Traders	Bear Bull Traders	website	website \| blog \| courses \| chatroom \| simulator	https://bearbulltraders.com/	https://bearbulltraders.com/	stocks	options	stocks \| options	intraday day trading	Opening range breakout and VWAP education	opening range breakout \| VWAP \| intraday momentum	Opening Range Breakout \| VWAP \| intraday momentum	daily watchlists \| simulator practice \| live chatroom	VWAP	opening range breakout	intraday	market open	risk management \| discipline \| psychology coaching	Public site copy highlights opening-range and VWAP-focused intraday education supported by live room... [38 more chars]	Public copy emphasizes risk management, decision-making, and trader discipline rather than fixed tra... [16 more chars]		stock course \| options course \| live chatroom \| simulator \| psychology coaching	True	homepage \| blog \| community pages	novice and experienced traders seeking community-backed day-trading education	risk-managed day-trading education for stocks and options	courses \| subscriptions \| coaching	https://bearbulltraders.com/	official website	bearbulltraders.com	Homepage copy markets stock and options education around risk management, psychology, Opening Range... [45 more chars]	homepage copy and linked article titles	True	False	False	88	1	https://bearbulltraders.com/	Large public trading-education brand with public website, courses, and blog.	Included as a public trading educator profile, not as evidence of profitability.	https://bearbulltraders.com/	Bear Bull Traders	BearBull Traders offers top-tier trading education and community support for both novice and experie... [163 more chars]	200	Primary source page accessed on 2026-06-04	Public page accessed without login, paywall bypass, or private-community scraping.	2026-06-04 15:30:26+00:00

Access Requirements (Paid Dataset)

This dataset is behind manual gated access.

To obtain access:

Purchase the dataset here:
https://thearticulated.gumroad.com/l/public-day-trader-strategy-intelligence
Provide your Hugging Face username at checkout.
Return to this Hugging Face page and click:
"Request Access"
Your access will be approved within 1-12 hours.

Once approved, you can use the Python snippet at the bottom of this README to load the dataset.

Dataset Structure

Total rows: 52

Total columns: 53

Splits

data: 52 rows

Data Files

data: data/data.parquet

Data Dictionary

The table below describes the columns included in this dataset.

column	pandas_dtype	dataset_type	description
record_id	string	string	Text column. Stable row identifier derived from the trader id and strategy-theme label.
trader_id	string	string	Text column. Stable normalized identifier for the public trader or educator entity.
trader_name	string	string	Text column. Publicly visible trader, educator, or founder name associated with the row.
brand_name	string	string	Text column. Public brand, company, academy, or creator brand attached to the trader profile.
public_handle	string	string	Text column. Public channel handle, brand label, or handle-like identifier shown publicly.
primary_platform	string	string	Text column. Primary public platform used as the source anchor for the row, such as website or YouTube.
platforms_visible	string	string	Text column. Pipe-delimited list of public platform surfaces visible from the source pages.
profile_url	string	string	Text column. Main public profile or landing page URL for the trader or educator.
website_url	string	string	Text column. Primary public website URL associated with the profile.
secondary_urls	string	string	Text column. Pipe-delimited additional public URLs useful for validating platform presence.
primary_market_focus	string	string	Text column. Primary market niche emphasized in public source material, such as stocks, options, futures, or forex.
secondary_market_focus	string	string	Text column. Secondary market niche referenced in public source material when present.
asset_classes_discussed	string	string	Text column. Pipe-delimited asset classes publicly discussed by the trader or educator.
trading_style	string	string	Text column. High-level public trading-style label derived from source-supported positioning language.
strategy_theme_label	string	string	Text column. Short label summarizing the specific public strategy theme captured by the row.
strategy_family	string	string	Text column. Pipe-delimited strategy-family terms publicly associated with the row.
named_strategy_terms	string	string	Text column. Pipe-delimited named concepts, branded terms, or public strategy labels from the source pages.
setup_keywords	string	string	Text column. Pipe-delimited public setup or workflow keywords associated with the profile.
indicators_mentioned	string	string	Text column. Pipe-delimited indicators, tools, or technical concepts explicitly mentioned publicly.
chart_patterns_mentioned	string	string	Text column. Pipe-delimited chart-pattern or pattern-family terms mentioned publicly.
timeframe_focus	string	string	Text column. Public timeframe emphasis such as intraday, swing, one-minute, or higher-timeframe confirmation.
session_focus	string	string	Text column. Public session emphasis such as market open, premarket, kill zones, or live room hours.
risk_management_terms	string	string	Text column. Pipe-delimited risk, discipline, or risk-control phrases mentioned publicly.
entry_logic_public_summary	string	long text	Free-text column containing longer text values. Descriptive summary of public entry-oriented language without turning it into trading instructions.
exit_logic_public_summary	string	string	Text column. Descriptive summary of public exit or management language without turning it into trading instructions.
position_sizing_terms	string	string	Text column. Position-sizing or stop-related terms publicly visible in source material when present.
educational_product_types	string	string	Text column. Pipe-delimited public education or product formats sold or offered by the profile.
paid_offering_present	boolean	boolean	True/false column. Boolean flag showing whether the public profile visibly markets paid products or services.
public_content_formats	string	string	Text column. Pipe-delimited public content formats such as blog, YouTube, tutorials, newsletters, or live rooms.
audience_positioning	string	string	Text column. Short public-facing buyer or learner segment implied by the source pages.
claimed_specialty	string	string	Text column. Conservative summary of the profile's publicly claimed specialty area.
monetization_models	string	string	Text column. Pipe-delimited public monetization formats such as courses, subscriptions, coaching, or books.
source_url	string	string	Text column. Primary public source URL used to ground the row.
source_type	string	string	Text column. Human-readable source type such as official website, official blog post, or public YouTube channel page.
source_domain	string	string	Text column. Domain of the primary public source URL.
source_excerpt_short	string	string	Text column. Short paraphrased evidence summary grounded in the public source page.
evidence_type	string	string	Text column. Short label describing the type of public evidence used for the row.
direct_public_claim_present	boolean	boolean	True/false column. Boolean flag showing whether the strategy theme is directly stated on the captured public pages.
inferred_from_repeated_public_content	boolean	boolean	True/false column. Boolean flag showing whether the row relied on repeated public positioning rather than a single direct statement.
unsupported_claim_flag	boolean	boolean	True/false column. Boolean flag showing whether the row contains any unsupported claim that should be treated cautiously.
extraction_confidence_score	Int64	integer	Whole-number numeric column. 0-100 confidence score reflecting how directly the public page supports the captured strategy language.
strategy_source_count	Int64	integer	Whole-number numeric column. Count of public source URLs cited for the strategy-theme row.
primary_strategy_source_url	string	string	Text column. Primary URL used to support the strategy-theme row.
secondary_strategy_source_urls	string	string	Text column. Pipe-delimited secondary public URLs supporting the row when used.
profile_visibility_notes	string	string	Text column. Short note about why the profile is publicly visible or recognizable as a creator or educator.
notes	string	string	Text column. Additional operator-facing context or limitation note for the row.
source_page_final_url	string	string	Text column. Final resolved URL returned after requesting the primary source page.
source_page_title	string	string	Text column. HTML title captured from the primary source page at collection time.
source_meta_description	string	string	Text column. Meta description captured from the primary source page when available.
source_page_status_code	Int64	integer	Whole-number numeric column. HTTP status code returned when collecting the primary source page.
source_recency	string	string	Text column. Point-in-time recency note for the page access during dataset collection.
source_access_notes	string	string	Text column. Access note confirming the source was public and non-paywalled at collection time.
last_observed_date	datetime64[ns, UTC]	datetime	Date or timestamp column. UTC timestamp when the row and source page snapshot were last observed.

Intended Use

This dataset is intended for research, experimentation, analysis, and model prototyping.

Loading the Dataset


import os
from datasets import load_dataset

HUGGINGFACE_API_KEY_KARMANE = os.environ.get("HUGGINGFACE_API_KEY_KARMANE")

dataset = load_dataset(
    "Karmane/public-day-trader-strategy-intelligence",
    token=HUGGINGFACE_API_KEY_KARMANE,
)

print(dataset)
print(dataset[list(dataset.keys())[0]][0])

# getting the DataFrame itself
# df = dataset[list(dataset.keys())[0]].to_pandas()

Karmane. (2025). Public Day Trader Strategy Intelligence Dataset. Hugging Face. https://huggingface.co/datasets/Karmane/public-day-trader-strategy-intelligence

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