Brazil: Medicamentos Transparentes

Transparência Brasil (TB) structures medicines procurement processes from the Portal Nacional de Contratações Públicas (PNCP) and republishes them as OCDS in the Medicamentos Transparentes portal, with the aim of promoting greater transparency, efficiency in public procurement, and savings for the healthcare system.

PNCP publishes all their contracting data as open data in their portal. However, most of the items are not classified under a common classifier that could be used to identify if the purchased items are medicines or no. Every month, TB collects new tenders and awarded items from the PNCP public endpoints. Then, among all the items available, they filter medicine items based on the presence of active ingredients in their descriptions. Then, they use a language model (LLM) to associate each PNCP item with an item from the Materials Catalog adopted by the Federal Government (CATMAT) (identified by codeBr), based on the similarity between the descriptions. Contracts are available for items described as drugs and medicines under Class 6505 of CATMAT. The project was developed by Transparência Brasil with the support of the Open Contracting Partnership and in partnership with the Comptroller General of the Union (CGU) and the Ministry of Management and Innovation in Public Services (MGI).

Available formats:
JSON
Excel
CSV

Overview

Data date range:
Mar 2022 - Jul 2025
Update frequency:
Monthly
Main language:
Portuguese
OCID prefix:
ocds-ye9ov3
License:
-
Publication policy:
https://medicamentos.transparencia.org.br/dados-abertos
Last retrieved:
Jul 2025 (retrieved monthly)
Retrieved from:
https://medicamentos.transparencia.org.br/dados-abertos

Data available

A contracting process has several stages: tendering, awarding, contracting and implementation. You can learn about the contracting stages in this tutorial.

Parties

Count of parties:
75,155

Planning

Count of planning activities:
0

Tenders

Count of tenders:
30,882
Count of tenderers:
0
Count of tender items:
122,696

Awards

Count of awards:
69,621
Count of suppliers:
69,689
Count of award items:
69,711

Contracts

Count of contracts:
0
Count of contract items:
0
Count of transactions:
0

Documents

Count of documents:
0

Milestones

Count of milestones:
0

Amendments

Count of amendments:
0

Data quality

We have not yet prepared a data quality summary for this dataset.

Access data

This OCDS dataset is available for download in JSON, Excel or CSV format. You can download the data for contracting processes in a specific year or for all time.

JSON

Each contracting process is represented as one line of JSON text in the .jsonl file.

The .jsonl file is compressed using Gzip. Windows users need 7-Zip, WinRAR or WinZip to decompress the .gz file.

Excel

Each contracting process is represented as one row in the main sheet. Other sheets link to it via the _link_main column.

Excel files can have at most 1,048,576 rows. If a year is missing, it had too many rows. Download the CSV files, instead.

CSV

Each contracting process is represented as one row in the main.csv file. Other files link to it via the _link_main column.

The .csv files are archived using tar and compressed using Gzip. Windows users need 7-Zip, WinRAR or WinZip to decompress the .tar.gz file.

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