Sharp writing on market data, trading systems, and financial product building.
A public reading room from OHLC.dev for teams building financial workflows, studying market infrastructure, and refining product decisions with cleaner data context.
148
Published articles
5
Current page
7
Total pages
Build Smart Money Flow and Bandar Distribution Dashboard Using Python
This project demonstrates how to retrieve Smart Money Flow and Bandar Distribution data from the Indonesia Stock Exchange API using Python. The notebook configures RapidAPI authentication, requests market analysis data for selected stock symbols, converts API responses into pandas DataFrames, displays structured tables, and summarizes the retrieved information for further financial analysis.
Recent reads
Articles 02 to 05, arranged for fast scanning.
Build a Today Corporate Actions and Forex IDR Impact Dashboard Using Python
This project demonstrates how to build a Today Corporate Actions Dashboard using Python and the Indonesia Stock Exchange API. The notebook retrieves Today Corporate Actions and Forex IDR Impact data through RapidAPI, applies fallback sample data when necessary, transforms API responses into pandas DataFrames, and visualizes the USD/IDR change percentage using Matplotlib.
Build an Economic Calendar and Insider Net Dashboard with the Indonesia Stock Exchange API
This project demonstrates how to build an IDX Economic Calendar and Insider Net Dashboard using Python and the Indonesia Stock Exchange API. The notebook retrieves market event data and insider trading information, prepares the datasets for analysis, and serves as the foundation for data exploration, visualization, and export into Excel and CSV formats.
IDX Broker and Bonus Calendar Dashboard Using Python
This project builds an IDX Broker and Bonus Calendar Dashboard using Python and the Indonesia Stock Exchange API. The notebook retrieves Top Brokers data and Bonus Calendar data, processes API responses into dataframes, sorts broker information by trading value, filters Bonus Calendar columns, and displays both datasets through a simple dashboard interface.
IDX Corporate Action Monitor Hari Ini and Warrant Calendar Dashboard
This project builds an IDX Corporate Action Monitor Hari Ini using Python and the Indonesia Stock Exchange API. The notebook retrieves Today Corporate Actions data and Warrant Calendar data, summarizes corporate action categories, displays dividend, public expose, RUPS, and warrant calendar tables, and generates simple insights for beginner investors.
IDX Broker and Bonus Calendar Dashboard Using Python
This project builds an IDX Broker and Bonus Calendar Dashboard using Python and the Indonesia Stock Exchange API. The notebook retrieves Top Brokers data and Bonus Calendar data, processes API responses into dataframes, sorts broker data by trading value, filters Bonus Calendar columns, and displays both datasets through a dashboard interface.
Economic Calendar and BBCA OHLCV Dashboard
This project builds an IDX Economic Calendar and BBCA OHLCV Dashboard using Python and the Indonesia Stock Exchange API. The notebook retrieves Economic Calendar data and BBCA OHLCV data, processes API responses into dataframes, generates BBCA summary metrics, and displays the information through a dashboard interface.
Tender Offer Calendar and Today Corporate Actions Dashboard Using Python
Monitoring corporate actions is an important part of understanding activity in the stock market. Corporate actions can provide information about events that may affect sharehold...
IDX Broker Intelligence Dashboard with Top Brokers and Smart Money Flow Using Python
This project builds an IDX Broker Intelligence Dashboard using Python and the Indonesia Stock Exchange API. The notebook retrieves Top Brokers data and BBCA Smart Money Flow data, processes API responses into dataframes, and displays the information through a dashboard interface for market monitoring.
IDX Market Intelligence Dashboard Using Economic Calendar and Top Gainers Data
Build an IDX Market Intelligence Dashboard with Python by combining Economic Calendar and Top Gainers Market APIs. Track macroeconomic events, monitor leading stocks, and gain better market visibility through a unified dashboard.
IDX Stock Split Economic Calendar Dashboard Using Python and IDX API
The IDX Stock Split Economic Calendar Dashboard is a Python project that retrieves Stock Split Calendar data and Economic Calendar data from the Indonesia Stock Exchange API. The IDX Stock Split Economic Calendar Dashboard processes API responses into dataframes and displays the results through a dashboard interface.
IDX Corporate Action Calendar Dashboard: Right Issue & Stock Split Calendar Using Python
The IDX Corporate Action Calendar Dashboard is a Python-based project that combines Right Issue Calendar data and Stock Split Calendar data from the Indonesia Stock Exchange API. The dashboard displays corporate action information, summary statistics, and a conclusion that helps investors monitor upcoming corporate action schedules more efficiently.
IDX Corporate Action Calendar Dashboard: IPO Calendar & Right Issue Calendar Using Python
IDX Corporate Action Calendar Dashboard is a Python-based project that combines IPO Calendar data and Right Issue Calendar data from the IDX API. The dashboard displays IPO information, Right Issue information, and a dashboard summary containing the total number of records available in both datasets.
IDX Market Intelligence Dashboard with Top Brokers and Economic Calendar
IDX Market Intelligence Dashboard is a Python-based dashboard project that combines Top Brokers data and Economic Calendar data. The notebook displays broker activity, economic agendas, insight sections, and a conclusion to help users understand market conditions more simply.
IDX Broker Intelligence Dashboard Using Python
IDX Broker Intelligence Dashboard is a Python-based workflow that combines Top Broker data and Broker Activity data from the IDX API. The notebook retrieves broker rankings, analyzes broker accumulation activity, converts responses into structured dataframes, and presents the results through a broker intelligence dashboard for market analysis.
Warrant Calendar API and Today Corporate Actions Dashboard Analysis with Python
This tutorial demonstrates how to build an interactive IDX corporate action dashboard using Warrant Calendar API and Today Corporate Actions API with Python, including API configuration, JSON processing, dataframe conversion, and real-time data visualization.
Today Corporate Actions and Trending Stocks Using Python
Today Corporate Actions & Trending Stocks is a Python-based workflow that retrieves Today Corporate Actions and Trending Stocks data from the IDX API, converts the responses into structured dataframes, and generates a summary for daily market monitoring.
Top Brokers and IPO Calendar Analysis Using Python
Top Brokers and IPO Calendar Analysis is a Python-based workflow that combines Top Broker data and IPO Calendar data from the IDX API. The workflow helps investors analyze broker transaction value, monitor net buy and net sell activity, visualize market participation, and track IPO calendar information through a structured notebook process.
Dividend and Bonus Calendar Dashboard Using Python
Learn how to build a Dividend and Bonus Calendar Dashboard using Python and the IDX API. Retrieve dividend calendar data, track bonus calendar events, monitor corporate actions, and generate a simple investment research dashboard.
BBCA Stock Fundamental and Insight Analysis Using Python
BBCA Stock Fundamental and Insight Analysis is a Python-based workflow that combines earnings data and stock insights from the IDX API. The dashboard helps investors analyze company performance, valuation metrics, growth indicators, financial health, and investment opportunities through a centralized research environment.
Tender Offer Calendar and Economic Calendar Dashboard Using Python
Tender Offer Calendar and Economic Calendar Dashboard is a Python-based workflow that combines Tender Offer Calendar data and Economic Calendar data from the IDX API. The workflow helps investors monitor corporate actions, track economic events, organize market information, and generate insights through a centralized dashboard for research and market monitoring.
Economic Calendar and Market Mover Dashboard Using Python
Economic Calendar and Market Mover Dashboard is a Python-based workflow that combines Economic Calendar data and Top Gainer stock data from the IDX API. The workflow helps investors monitor economic events, identify strong-performing stocks, track market momentum, and generate market insights through a structured dashboard.
Sector Rotation and Risk Reward Analysis Using Python
Sector Rotation and Risk Reward Analysis is a Python workflow that helps investors analyze sector momentum, identify top-performing sectors, review market conditions, and evaluate risk-reward data through a simple investment dashboard.
Analyze US Stocks Parent Data with Python Using IDX API
US Stocks Parent and All Sectors Intelligence is a Python-based workflow that combines data from the US Stocks Parent API and the All Sectors API to provide a unified view of stock parent information and market sector classifications. The workflow retrieves, processes, and displays structured data that supports investment research, sector analysis, and market intelligence generation.