Example Index

This page mirrors the MATLAB Examples help index and points to the canonical Python notebook or script equivalent for each workflow.

Paper cross-reference:

Class and Object Workflows

  • SignalObjExamples: notebooks/SignalObjExamples.ipynb

  • CovariateExamples: notebooks/CovariateExamples.ipynb

  • CovCollExamples: notebooks/CovCollExamples.ipynb

  • nSpikeTrainExamples: notebooks/nSpikeTrainExamples.ipynb

  • nstCollExamples: notebooks/nstCollExamples.ipynb

  • EventsExamples: notebooks/EventsExamples.ipynb

  • HistoryExamples: notebooks/HistoryExamples.ipynb

  • TrialExamples: notebooks/TrialExamples.ipynb

  • TrialConfigExamples: notebooks/TrialConfigExamples.ipynb

  • ConfigCollExamples: notebooks/ConfigCollExamples.ipynb

  • ConfidenceIntervalOverview: notebooks/ConfidenceIntervalOverview.ipynb

Fitting, Assessment, and Analysis

  • AnalysisExamples: notebooks/AnalysisExamples.ipynb

  • AnalysisExamples2: notebooks/AnalysisExamples2.ipynb

  • FitResultExamples: notebooks/FitResultExamples.ipynb

  • FitResultReference: notebooks/FitResultReference.ipynb

  • FitResSummaryExamples: notebooks/FitResSummaryExamples.ipynb

Simulation and Example-Data Analyses

  • PPThinning: notebooks/PPThinning.ipynb

  • PPSimExample: notebooks/PPSimExample.ipynb

  • PSTHEstimation: notebooks/PSTHEstimation.ipynb

  • ValidationDataSet: notebooks/ValidationDataSet.ipynb

  • mEPSCAnalysis: notebooks/mEPSCAnalysis.ipynb

  • ExplicitStimulusWhiskerData: notebooks/ExplicitStimulusWhiskerData.ipynb

  • HippocampalPlaceCellExample: notebooks/HippocampalPlaceCellExample.ipynb

Decoding and Network Workflows

  • DecodingExample: notebooks/DecodingExample.ipynb

  • DecodingExampleWithHist: notebooks/DecodingExampleWithHist.ipynb

  • StimulusDecode2D: notebooks/StimulusDecode2D.ipynb

  • HybridFilterExample: notebooks/HybridFilterExample.ipynb

  • NetworkTutorial: notebooks/NetworkTutorial.ipynb

Consolidated Paper Workflow

All five paper examples are self-contained scripts mirroring their MATLAB counterparts:

Example

Script

What it demonstrates

01 — mEPSC Poisson

example01_mepsc_poisson.py

Constant vs piecewise Poisson under Mg2+ washout

02 — Whisker Stimulus

example02_whisker_stimulus_thalamus.py

Explicit-stimulus GLM with lag and history selection

03 — PSTH and SSGLM

example03_psth_and_ssglm.py

PSTH comparison and state-space GLM dynamics

04 — Place Cells

example04_place_cells_continuous_stimulus.py

Gaussian vs Zernike receptive-field models

05 — PPAF and PPHF

example05_decoding_ppaf_pphf.py

Adaptive and hybrid point-process decoding

  • Generated gallery and figure index: Paper Examples

  • Master notebook: notebooks/nSTATPaperExamples.ipynb

Supplementary (README) Examples

These smaller demos serve as quick install and plotting checks:

Example

Run command

Multitaper spectrum + spectrogram

python examples/readme_examples/example1_multitaper_and_spectrogram.py

Simulated CIF spike train

python examples/readme_examples/example2_simulate_cif_spiketrain_10s.py

Spike-train raster

python examples/readme_examples/example3_nstcoll_raster_from_example2.py