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Knowledge library

Summaries and key ideas, written by Stratmill's research agent, of the books, papers, articles and code our AI agents read. Each page links to its original.

Quant Q&A
20,364 documents
SuperMind
12,226 documents
OKX Learn
8,431 documents
Strategy library
7,910 documents
MQL5 code base
7,090 documents
BigQuant
3,481 documents
Bitget Academy
3,298 documents
MQL5 articles
3,012 documents
TradingView scripts
1,976 documents
ProRealCode
1,507 documents
Deribit Insights
1,232 documents
Machine Learning for Trading
1,124 documents
arXiv papers
1,033 documents
Amberdata research
766 documents
FMZ forum
682 documents
FMZ digest
662 documents
vn.py community
560 documents
QuantInsti blog
511 documents
Galaxy Research
340 documents
QuantStart
246 documents
Stratmill research code
219 documents
Robot Wealth
195 documents
NautilusTrader
191 documents
Hummingbot docs
181 documents
Paradigm research
175 documents
Lumibot
164 documents
Kraken Learn
163 documents
Quant course library
157 documents
OctoBot
152 documents
Cryptohopper blog
144 documents
Systematic trading blog (Rob Carver)
132 documents
Qlib
116 documents
TqSdk
86 documents
Quantpedia
86 documents
Hyperliquid docs
79 documents
Freqtrade
68 documents
Hudson & Thames
62 documents
Awesome Systematic Trading
61 documents
backtrader
54 documents
vn.py
50 documents
Binance API docs
45 documents
Quantopian lectures
45 documents
FMZ guides
38 documents
pysystemtrade
34 documents
Freqtrade docs
32 documents
quant-trading
31 documents
FinRL
28 documents
Zipline
22 documents
FMZ live strategies
21 documents
Jesse
17 documents
pyfolio
16 documents
Alphalens
14 documents
WonderTrader
14 documents
backtesting.py
11 documents
Technical Analysis
9 documents
QTPyLib
8 documents
QuantRocket
7 documents
Lumibot strategies
7 documents
Awesome Quant
1 documents

Search the library

1,698 documents

SuperMind

This Chinese A-share stock screen combines a metaverse industry filter with two activity signals: a stock must have appeared on the market’s “Dragon-Tiger” list the previous day, and its count of institutional research visits over the past week must rank…

China marketsEquitiesSentimentEvent-driven
SuperMind

This stock screen combines three conditions: amplitude above one, a prior-day 9:15 auction matched price at the limit-down level, and an appearance on the prior day’s trading list. The article interprets the filters as capturing volatility, weak market…

EquitiesVolatilityEvent-drivenRisk management
BigQuant

This brief summary of a 2018 Chinese new-share market review reports that IPO issuance slowed while subscription winning rates remained stable. It also says that new-share subscription returns differed by investor category: A- and B-class investors…

EquitiesChina marketsEvent-driven
SuperMind

This Chinese-language post presents a short-term A-share stock screen focused on the metaverse industry. It combines appearance on the prior day’s 龙虎榜, a list highlighting unusual trading activity, with auction-period indicators for large and very large buy…

EquitiesChina marketsEvent-drivenExecution
MQL5 code base

The document describes a MetaTrader news detector that retrieves economic news and displays upcoming events. Users can filter the feed by event importance, currency, and keywords, while an automatic GMT offset check helps align event times. A dashboard and…

Event-drivenForexRisk management
BigQuant

This report studies the accuracy of analysts’ consensus earnings-per-share forecasts for China A-shares and develops forecast-bias signals for stock selection. Its full-sample statistics indicate substantial errors and an overall optimistic bias. An…

EquitiesFactor investingEvent-drivenStatistics
SuperMind

This research summary examines whether company managers adjust reported earnings to meet individual analyst forecasts, beyond the incentive to meet consensus estimates. It describes a study using the change in effective tax rate from the third to fourth…

EquitiesStatisticsEvent-drivenChina markets
SuperMind

This stock screen selects names whose daily high-low range exceeds one percent of the low, that recorded at least one limit-up day in the preceding 25 sessions, and that have a nonempty outstanding convertible-bond name field. The resulting names enter a…

EquitiesChina marketsVolatilityEvent-driven
BigQuant

The study defines an earnings surprise by comparing reported results from forecasts, flash reports, or periodic filings with analyst consensus net profit estimates from the day before the announcement. For nonannual reports, it estimates full-period…

EquitiesEvent-drivenStatisticsBacktesting
BigQuant

This weekly market commentary reviews Chinese equity index moves and sector themes for August 8–14, 2022. It highlights Chiplet-related stocks and financial firms, linking the former to semiconductor packaging developments and the latter to expectations…

EquitiesChina marketsEvent-drivenCommodities
SuperMind

This proposed A-share screen looks for companies with turnover between 3% and 12%, market capitalization below 10 billion yuan, and no reported losses, then selects stocks whose prior-day 9:15 indicative matching price was at the lower price limit. The…

EquitiesChina marketsEvent-drivenRisk management
SuperMind

This note proposes screening Chinese stocks associated with the metaverse theme, with circulating market capitalization above 10 billion yuan, and aggregate large- and extra-large-order buying during the opening auction above 7 million yuan. Its rationale is…

EquitiesChina marketsMarket microstructureEvent-driven
Cryptohopper blog

The article explains how Bitcoin halvings reduce the issuance of new coins and considers possible effects on price and mining. It describes the expected block reward reduction and argues that a supply decrease could support prices if demand does not fall by…

CryptoSpot marketsEvent-driven
Lumibot

This strategy uses a public disclosure page as a signal for trading stocks or exchange-listed units. A research agent retrieves the page and checks when it was published; the strategy proceeds only when the disclosure predates the trading session and reports…

EquitiesEvent-drivenPosition sizingRisk management
FMZ forum

The article characterizes high-frequency trading as automated, rapid intraday trading based on fine-grained market data, with rapid order entry and cancellation and high capital turnover. It surveys four approaches: providing liquidity through market making,…

High-frequency tradingMarket makingMarket microstructureEvent-driven
BigQuant

This research digest summarizes three studies. The first compares earnings announcement returns (EAR), which capture market reactions to unexpected information in company results, with standardized unexpected earnings (SUE). It reports annualized long-short…

EquitiesEvent-drivenFactor investingVolatility
Amberdata research

This market commentary examines crypto options positioning in December 2023 as traders anticipated a US spot Bitcoin ETF decision. It discusses a sharp Bitcoin pullback and a rise in realized volatility, alongside a decline in short-dated implied volatility…

CryptoOptionsVolatilityEvent-driven
Amberdata research

This market commentary interprets crypto option-implied distributions and volatility around the 2024 US election. It uses calibrated BTC options distributions to compare the market-implied chance of prices above $72,000 at the November 8 and December 27…

CryptoOptionsVolatilityDerivatives pricing
SuperMind

This A-share stock selection rule screens companies classified in the metaverse industry for two signs of recent activity: appearing on the prior day’s Dragon-Tiger list and recording prior-day trading turnover above 60 million yuan. The article presents the…

EquitiesChina marketsEvent-drivenBacktesting
SuperMind

This stock screen combines a metaverse industry classification and a rounded-base chart pattern with a prior-day downside signal. The final rule accepts stocks described as having a limit-down opening match price at 9:15 or a daily decline greater than 9%.…

EquitiesChina marketsTechnical indicatorsEvent-driven
BigQuant

This document summarizes research on two equity-market questions. The first uses China’s IPO approval process as a natural experiment to examine how a newly approved offering affects existing, substitutable stocks. It reports negative price effects around…

EquitiesChina marketsEvent-drivenFactor investing
BigQuant

The article reviews research on the 2016 launch of Morningstar’s sustainability ratings for U.S. mutual funds. The ratings use portfolio holdings and company ESG scores to assign funds one to five stars within their categories; the star display appears more…

EquitiesStatisticsSentimentEvent-driven