About us

At ZNSTARS, We believe that by sharing our expertise and resources, we can help drive innovation, improve financial transparency, and foster collaboration within the open-source ecosystem. At ZNSTARS, our work is guided by the principles of generosity, inclusivity, and the belief that by contributing to the community, we can help build a better, more equitable future for all.

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Our Research

Open Database

The Linkable Open Data Environment (LODE) is an exploratory initiative that aims at enhancing the use and harmonization of open micro data primarily from municipal, provincial and federal sources.

The results are a collection of datasets released under a single open data license (Open Government Licence - Canada), as well as open source tools used to process the data, and collaborations in an open space.

Built upon the LODE, I have compiled the provincial into countrywide data, and added FSA (first 3 digits of postal code) column using geospatial join, I have also added indicator to distinguish between condos and other type of structures.

The complete open address dataset is approximately 1.8G, so download when you are connected to WIFI ;)

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Machine Learning in Insurance

​• Geo_LLM: Address correction using NER (Named Entity Recognition) and LLM

Geo LLM Read More

Software Development and Automation

Utility Management Tool Provides you with the following solution:
​• ResQ one-stop Automation Solution
​• Task Scheduler
​• Excel Batch Processing

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Cases


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Company Address

Location Mobile: jzhng106@gmail.com

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