- +

Usage

@@ -95,8 +95,8 @@

Pre-installation

Installation

-

Next, download or clone the latest version from GitHub, unpack and install:

-
$ git clone https://github.com/olivercliff/pyspi.git
+

Next, download or clone the latest version from GitHub, unpack and install:

+
$ git clone https://github.com/DynamicsAndNeuralSystems/pyspi.git
 $ cd pyspi
 $ pip install .
 
@@ -162,7 +162,7 @@

Getting StartedSphinx using a theme provided by Read the Docs. - +

@@ -173,7 +173,7 @@

Getting Started Date: Mon, 9 Oct 2023 17:55:56 +1100 Subject: [PATCH 3/4] Update the supplementary paper link --- docs/source/usage.rst | 2 +- setup.py | 4 ++-- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/docs/source/usage.rst b/docs/source/usage.rst index e9e2b2a..dc928d4 100644 --- a/docs/source/usage.rst +++ b/docs/source/usage.rst @@ -52,4 +52,4 @@ For instance, the following code will extract the covariance matrix computed wit print(calc.table['cov_EmpiricalCovariance']) -The identifiers for many of the statistics are outlined in the Supplementary Material of our `preprint `_. +The identifiers for many of the statistics are outlined in the Supplementary Material of our `paper `_. diff --git a/setup.py b/setup.py index c609689..4c5d99b 100644 --- a/setup.py +++ b/setup.py @@ -69,10 +69,10 @@ 'data/forex.npy']}, include_package_data=True, version='0.4.0', - description='Network analysis for time series', + description='Library for pairwise analysis of time series data.', author='Oliver M. Cliff', author_email='oliver.m.cliff@gmail.com', - url='https://github.com/olivercliff/pyspi', + url='https://github.com/DynamicsAndNeuralSystems/pyspi', long_description=long_description, classifiers=[ "Programming Language :: Python", From 63f67ae11ee788ff14d78c41e52ae147e87938c9 Mon Sep 17 00:00:00 2001 From: anniegbryant Date: Mon, 13 Nov 2023 09:30:28 +1100 Subject: [PATCH 4/4] Add documentation for pypsi-distribute and directed SPIs --- README.md | 9 ++++++- docs/source/advanced.rst | 35 +++++-------------------- docs/source/faq.rst | 13 ++-------- docs/source/img/pyspi_DI_figure.png | Bin 0 -> 234745 bytes docs/source/usage.rst | 38 ++++++++++++++++++++++++++++ 5 files changed, 55 insertions(+), 40 deletions(-) create mode 100644 docs/source/img/pyspi_DI_figure.png diff --git a/README.md b/README.md index f84a26d..f140269 100644 --- a/README.md +++ b/README.md @@ -31,7 +31,14 @@ Once you're done, you can learn how to use the package by checking out the: If you have access to a PBS cluster and are processing MTS with many processes (or are analyzing many MTS), then you may find the [_pyspi_ distribute](https://github.com/DynamicsAndNeuralSystems/pyspi-distribute) repository helpful. -If your dataset is large (containing many processes and/or observations), you can use a pre-configured set of reduced statistics or create your own subsets (cf. the [documentation guide](https://pyspi-toolkit.readthedocs.io/en/latest/advanced.html#using-a-reduced-spi-set)). +If your dataset is large (containing many processes and/or observations), you may wish to start with a pre-configured set of reduced statistics or create your own subsets (cf. the [documentation guide](https://pyspi-toolkit.readthedocs.io/en/latest/advanced.html#using-a-reduced-spi-set)). + +### Distributed computation on a high-performance computing (HPC) cluster + +Alternatively, _pyspi_ can be configured to distribute individual jobs across an HPC cluster using the [pyspi-distribute](https://github.com/DynamicsAndNeuralSystems/pyspi-distribute) repository. +We provide some [benchmark estimates](https://pyspi-toolkit.readthedocs.io/en/latest/faq.html#how-long-does-pyspi-take-to-run) for how long a given MTS dataset will take to compute across a variety of parameters for HPC resource request purposes. +For more information about this functionality, check out the [repository readme](https://github.com/DynamicsAndNeuralSystems/pyspi-distribute#distribute-pyspi-jobs-across-a-pbs-cluster) and the [_pyspi_ documentation](https://pyspi-toolkit.readthedocs.io/en/latest/index.html). + ## Other highly comparative toolboxes diff --git a/docs/source/advanced.rst b/docs/source/advanced.rst index e768e21..e3a73a1 100644 --- a/docs/source/advanced.rst +++ b/docs/source/advanced.rst @@ -1,46 +1,25 @@ Advanced ======== -The Data object ---------------------- - -The MTS data is contained within the :class:`~pyspi.data.Data` object, along with preprocessed properties of the MTS that allows us to efficiently compute the methods. -If you want more control over how the MTS are treated upon input, you can directly instantiate a :class:`~pyspi.data.Data` object for inputting to the calculator: - -.. code-block:: - - from pyspi.data import Data - from pyspi.calculator import Calculator - import numpy as np - - M = 10 # Number of processes - T = 1000 # Number of observations - - z = np.random.rand(M,T) - - # The dim_order argument specifies which dimension is a process (p) and an observation (s). - # The normalise argument specifies if we should z-score the data. - dataset = Data(data=z,dim_order='ps',normalise=False) - - calc = Calculator(dataset=dataset) - - Using a reduced SPI set ----------------------- The :class:`~pyspi.calculator.Calculator` object computes 283 SPIs by default, but you may only be interested in a subset of these. -We provide three pre-configured reduced SPI subsets that you may wish to try: +We provide three pre-configured reduced SPI subsets that you may wish to try: `fast`, `sonnet`, and `fabfour`. - :code:`fast`: Most SPIs (excluding those that are computationally expensive) - :code:`sonnet` - 14 SPIs, one from each of the data-driven clusters as described in `Cliff et al. (2023) `_ - :code:`fabfour` - 4 SPIs that are simple and computationally efficient: Pearson correlation, Spearman correlation, directed information with a Gaussian density estimator, and the power envelope correlation. -You may specify any one of these subsets when you instantiate the :code:`Calculator` object: +Users can specify any of these three pre-configured subsets by passing in the corresponding argument in the :code:`Calculator` object as follows: .. code-block:: - from pyspi.calculator import Calculator - calc = Calculator(dataset=dataset, subset='sonnet') + from pyspi import Calculator + calc = Calculator(subset='fast') # or calc = Calculator(subset='sonnet') or calc = Calculator(subset='fabfour') + + + Alternatively, if you would like to use your own bespoke set of SPIs, you can copy a version of the :code:`config.yaml` file to your workspace and edit it to remove any SPIs that you would not like the :code:`Calculator` to compute. First, copy the :code:`config.yaml` file to your workspace: diff --git a/docs/source/faq.rst b/docs/source/faq.rst index 23e0933..0a85307 100644 --- a/docs/source/faq.rst +++ b/docs/source/faq.rst @@ -7,18 +7,9 @@ FAQ How many SPIs should I measure for my dataset? ********************** +The :class:`~pyspi.calculator.Calculator` object computes 283 SPIs by default (see the [Supplementary information](https://www.nature.com/articles/s43588-023-00519-x#Sec15) from the _pyspi_ publication for a detailed description of all 283 SPIs). When first starting out, we recommend that users start with a smaller subset of available SPIs first, so they get a sense of computation times and working with the output in a lower-dimensional space. -Users have the option to pass in a customized configuration `.yaml` file as described in the `Using a reduced SPI set `_ documentation. - -Alternatively, we provide two pre-defined subsets of SPIs that can serve as good starting points: `sonnet` and `fast`. -The `sonnet` subset includes 14 SPIs selected to represent the 14 modules identified through hierarchical clustering in the original paper. -To retain as many SPIs as possible while minimizing computation time, we also offer a `fast` option that omits the most computationally expensive SPIs. -Either SPI subset can be toggled by setting the corresponding flag in the `Calculator()` function call as follows: - -.. code-block:: - - from pyspi import Calculator - calc = Calculator(sonnet=True) # or calc = Calculator(fast=True) +Users have the option to pass in a pre-defined SPI subset or define their own subset with a customized configuration `.yaml` file as described in the `Using a reduced SPI set `_ documentation. 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will extract the covariance matrix computed wit print(calc.table['cov_EmpiricalCovariance']) The identifiers for many of the statistics are outlined in the Supplementary Material of our `paper `_. + +The Data object +--------------------- + +The MTS data is contained within the :class:`~pyspi.data.Data` object, along with preprocessed properties of the MTS that allows us to efficiently compute the methods. +If you want more control over how the MTS are treated upon input, you can directly instantiate a :class:`~pyspi.data.Data` object for inputting to the calculator: + +.. code-block:: + + from pyspi.data import Data + from pyspi.calculator import Calculator + import numpy as np + + M = 10 # Number of processes + T = 1000 # Number of observations + + z = np.random.rand(M,T) + + # The dim_order argument specifies which dimension is a process (p) and an observation (s). + # The normalise argument specifies if we should z-score the data. + dataset = Data(data=z,dim_order='ps',normalise=False) + + calc = Calculator(dataset=dataset) + + +Working with directed statistics +--------------------- + +Some of the SPIs are directed, meaning that the value from process A to process B will be computed separately to the value from process B to process A. +This generally results in asymmetric matrices, which can be useful for analysing the directionality of interactions. +Consider the SPI :code:`di_gaussian`, which measures the directed information from process A to process B using a Gaussian density estimator, and an MTS consisting of three processes (here reflecting three brain regions). +The resulting :code:`calc.table` object will contain a 3x3 matrix, where the entry :code:`calc.table['di_gaussian'][0,1]` will be the directed information from process 0 to process 1. +The rows in this table reflect sources while the columns in this table reflect targets, as schematically depicted below: + +.. figure:: img/pyspi_DI_figure.png + :width: 550px + :height: 300px + :alt: Schematic depicting how to interpret the resulting calc.table object for a directed SPI, like di_gaussian.