Python

By analyzing the motives behind insider block trades, we aim to explore the relationship between stock prices and insider transfers.

During the election period, the internet is full of election-related news; some even make relevant expectations on the stock market, affecting investor's sentiment. However, does the so-called "election market trend" really exist? In this article, we will conduct a quantitative analysis on Taiwan stock index in previous presidential elections using TEJ API.

This article explores how the combination of LLM and TEJAPI enhances the efficiency and precision of stock market analysis. It elucidates how this integration contributes to identifying market trends, analyzing stock performance, discovering key information in market news, and providing third-party investment insights. This synergy not only aids professional traders and investors but also offers ordinary investors more ways to grasp the dynamics of the market.

Aroon Indicator, developed by Tushar Chande in 1995, is typically for measuring market tendency. It consists of two lines - Aroon Up and Aroon Down.

Oscillator Technical Indicator is a technical indicator used in the financial market analysis for assessing the over-bought/over-sold of a given asset in a given period. It can assist investors in identifying trends and potential trend reversals. Oscillator Technical Indicator processes and converts specific price indicators (e.g., opening, closing, highest, and lowest price) in a limited range. Some may include a negative range. Oscillator Technical Indicators are normally presented in a linear format. Today, we are going to introduce an Oscillator Technical Indicator — Aroon Up Down.

Using PE ratio to assess current stock price Keywords: PE ratio, EPS, visualization Highlights: Preface: The PE ratio is a typical indicator that evaluates the reasonability of the stock’s price. The formula is PE ratio = (Price Per Share) / (Earning Per Share). The higher PE ratio indicates the overestimated price of the stock, which […]

Investments always come with risks, and not all are inevitable. Through risk diversification, the distribution of different asset types could help investors efficiently manage risk and reduce the influence of market volatility on their portfolios. Today’s article will mainly discuss how to use data, comparing the similarity of funds from a scientific point of view.

Create a price deviation ratio trading strategy using python and perform historical backtesting. Summary of Key Points in This Article Article Difficulty: ★☆☆☆☆ Calculate the N-day Price Deviation Ratio Indicator using unadjusted closing prices of individual stocks and use the N-day previous low and high prices as entry and exit signals. Reading Recommendation: This article […]

In the previous article, we used an LSTM model to predict stock price trends by using the past 10 days' opening prices, highest prices, lowest prices, closing prices, and trading volumes to predict the closing price for the next day. However, we observed that the model's performance was not very satisfactory when relying solely on yesterday's stock price to predict tomorrow's price. Therefore, we have decided to change our approach. This time, we aim to use the model to help us identify buy and sell points and formulate a trading strategy. We have also incorporated eight new feature indicators, with four being technical indicators and four being macroeconomic indicators, in the hope of improving our prediction results using these two facets of feature values.

An Introduction to National Stabilization Fund and its hot stocks’ performances Keyword：Quant analysis、National Stabilization Fund、Protection Performance Highlights Difficulty: ★☆☆☆☆ Preface In 2022, under the unstable background caused by the Ukrainian-Russian War and high inflation, rising prices suppressed consumers’ purchasing power, which made a great influence on companies’ profits. As a result of this, people were […]

We use Python to backtest Kenneth L. Fisher’s growth stocks strategy on the Taiwan stock market. Keyword： Kenneth L. Fisher、Growth Stocks、Strategy Backtest What is Kenneth Fisher’s Growth Stocks Strategy? Kenneth L. Fisher, founder and president of Fisher Investments, and his father Philip A. Fisher, a representative of Qualitative Investment in the United States. Warren Buffett […]

We use yoy and mom of monthly sales of Taiwan listed companies to establish strategies and observe the win rate and return. Keyword：Application、Monthly sales、Backtesting Highlights Difficulties: ★★☆☆☆We use yoy and mom as our buy&sell point for trading strategy.Advice: The backtesting framework in this paper can refer to 【Quant】 Market strength indicator trade. For readers who are […]