# Examples

A note about the examples

The examples here are some uses of the analysis and visualization functionality of nitime, with example data from actual neuroscience experiments, or with synthetic data, which is generated as part of the example.

All the examples presented in the documentation are generated from fully functioning python scripts, which are available as part of the source distribution in the doc/examples folder.

If you want to replicate a particular analysis or visualization, simply copy the relevant “.py” script from the source distribution, or download the script using the link at the bottom of each page.

Thanks to the developers of PyMVPA for designing the software which enables us to provide these documented examples!

- Calculation of signal-to-noise and information
- Auditory processing in grasshoppers
- Multitaper spectral estimation
- Multitaper method for baseband demodulation
  - Test 1
  - Test 2
- Granger ‘causality’ of fMRI data
  - References
- Fitting an MAR model: analyzer interface
- Multitaper coherence estimation
- Event-related fMRI
- Multivariate auto-regressive modeling
- Coherency analysis of fMRI data
- Fitting an AR model: algorithm module interface
- Multivariate auto-regressive modeling - 3 variables
- Filtering and normalizing fMRI data
- Multitaper F-test for harmonic components
- Seed correlation/coherence with fMRI data