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Some data is better when it travels.

Selected datasets go public when they are solid enough to reuse. Questions that need more context can become focused reports.

01 / DATASETS

Public when it is ready.

Open does not mean dumping everything. We publish selected datasets when the structure, documentation and context are good enough to be useful outside M221Tech.

PUBLIC DATA / SELECTED RELEASES

M221Tech datasets

Reusable data from the fields we work on, released selectively rather than by default. Public datasets are shared through the M221Tech Kaggle space.

SelectionNot every internal dataset
QualityStructured before release
ContextDocumented enough to reuse
02 / REPORTS

A question first. A report second.

Reports are not a shelf of generic PDFs. They start with a concrete question and use the data and context M221Tech already knows how to work with.

01 / QUESTION

Start with what you want to understand.

A competition, a category, a product set, a trend or another question connected to data we cover.

02 / SCOPE

Check what the data can actually support.

We define the useful perimeter before promising an answer the underlying data cannot carry.

03 / OUTPUT

Build the answer around the question.

The result can be a focused analysis, a structured extract or another useful format depending on the need.

Have a question worth digging into?

Send the question and a little context. We will tell you whether it fits the data we currently cover.

Request a report →
03 / SCOPE

Open data. Not open everything.

The public layer is deliberate. M221Tech can share useful data without publishing every internal method, pipeline or working database behind it.

PUBLIC

Selected datasets.

Datasets chosen for reuse when they are mature enough to stand on their own.

ON REQUEST

Focused analysis.

Reports and extracts can be shaped around a specific question when the available data supports it.

IN-HOUSE

Methods and pipelines.

Collection workflows, transformation logic and internal tooling remain part of how M221Tech builds its products.

04 / CONTACT

Dataset, question or idea?

Tell us what you are trying to understand or reuse.

m221tech@gmail.com →