API Access
Access dataset files directly from scripts, code, or AI agents.
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API Access
Access dataset files directly from scripts, code, or AI agents.
Each file has a stable URL (r-link) that you can use directly in scripts, apps, or AI agents. These URLs are permanent and safe to hardcode.
Start with these files — they give you everything you need to understand and access the dataset.
- 1. Fetch datapackage.json to inspect schema and resources
- 2. Download data resources listed in datapackage.json
- 3. Read README.md for full context
Data Files
Explore with AIexpenditure
| Field | Type | Description |
|---|---|---|
| LOCATION | string | Country code |
| Country | string | Country name |
| TIME | year | Date in the form of %Y |
| Business enterprise | number | GERD - financed by Business enterprise (in '000 current PPP$) |
| Government | number | GERD - financed by Government (in '000 current PPP$) |
| Higher Education | number | GERD - financed by Higher education (in '000 current PPP$) |
| Private non-profit | number | GERD - financed by Private non-profit (in '000 current PPP$) |
| Rest of the world | number | GERD - financed by Rest of the world (abroad) (in '000 current PPP$) |
| Not specified source | string | GERD - financed by Not specified source (in '000 current PPP$) |
| Basic research | string | GERD - Basic research (in '000 current PPP$) |
| Applied research | string | GERD - Applied research (in '000 current PPP$) |
| Experimental development | string | GERD - Experimental development (in '000 current PPP$) |
| Not specified activities | string | GERD - Not specified activities (in '000 current PPP$) |
| Medical and health sciences | string | GERD - Medical and health sciences (in '000 current PPP$) |
Download
Download CSVAbout
- Last updated
- 9 February 2026
- Total rows
- ...
- Format
- CSV
- File size
- 150 kB
About this dataset
Expenditure on Research and Development(R&D) by countries with indicators such as source of funds, type of R%&D activity, fields of R&D(medical and health sciences) since 1996.
Data
Data comes from UNESCO institute for statistics http://data.uis.unesco.org
It consists of useful information about how much is spent by government/the private sectors, type of activites like Basic research, Applied research, Experimental development for specific countries. Also, we added spendings for Medical and health sciences.
Preparation
The main resource is located in archive/gerd.csv
There are several steps have been done to get final data.
- Extracted separately each resource by source of funds "Business enterprise", "Government" and "Higher Education", "Private non-profit", "Rest of the world", "Not specified source"
- Extracted separately each resource by type of activities "Basic research", "Applied research", "Experimental development", "Not specified activities"
- Extracted by field of R&D "Medical and health sciences"
- Merged them into one resource
data/medical.csvusingpandaslibrary.
Process is recorded and automated in python script:
# to get final merged data which is `data/expenditure.csv`, run the following script
scripts/process.py
License
Public Domain Dedication and License (PDDL)