This package can be used to generate random populations based on (publicly availabled) aggregated data.
These populations can then for example be used for experimentation in the field of machine learning or simulation studies.
The simago package is available on PyPI, the source code on Github and the documentation on ReadTheDocs. The package is released under the GPLv3 licence and tested for Python 3.7 and up.
See the changes in the changelog.
Usage
The easiest way to get started, after installing the package with pip install simago, is to use the function generate_population() from simago.population. This function creates an instance of the PopulationClass object with the generated population Pandas DataFrame as the PopulationClass.population attribute.
The population DataFrame contains a row for every person and a column for each property. The values for these properties are randomly drawn from probability distributions defined by the supplied data. This is done by supplying a settings (YAML) file, a data (CSV) file and possibly a conditions (CSV) file. For more guidance see the example in the documentation.
How to contribute
If you would like to contribute to this project, please check out the contributing guidelines.
1 maintainer
Release files for simago 0.3.2
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| simago-0.3.2.tar.gz | 131.3 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| simago-0.3.2-py3-none-any.whl | Python 3 | none | any | Details |
Total release size:154.6 kB
Release files / simago-0.3.2.tar.gz
| Download URL | simago-0.3.2.tar.gz |
|---|---|
| Size | 131.3 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
77ee7f86675acdbfe217035db64fb5d6660915faf89ab99ba6e19eb7c67d0d3c
|
|
BLAKE2b-256 checksum How to use checksums |
272b7b4aa24ceb55ec5fab3356f8be97cc7bf914e931d863641b40b1557a00ed
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/3.3.0 pkginfo/1.6.1 requests/2.25.1 setuptools/44.0.0 requests-toolbelt/0.9.1 tqdm/4.56.0 CPython/3.8.5
|
Release files / simago-0.3.2-py3-none-any.whl
| Download URL | simago-0.3.2-py3-none-any.whl |
|---|---|
| Size | 23.4 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
a69807bc901aa0444de931943ee09c656b4a5ae117a438dd765a1bda735174d3
|
|
BLAKE2b-256 checksum How to use checksums |
e7f2532dd70b6b2c2dc14fd5e6233d498d6dcd9f238205515324716f08bf1a61
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/3.3.0 pkginfo/1.6.1 requests/2.25.1 setuptools/44.0.0 requests-toolbelt/0.9.1 tqdm/4.56.0 CPython/3.8.5
|
