PyRAT: An Open-Source Python']Python Library for Animal Behavior Analysis

被引:2
|
作者
De Almeida, Tulio Fernandes [1 ]
Spinelli, Bruno Guedes [1 ]
Lima, Ramon Hypolito [1 ]
Gonzalez, Maria Carolina [1 ]
Rodrigues, Abner Cardoso [1 ]
机构
[1] Edmond & Lily Safra Int Inst Neurosci, Santos Dumont Inst, Post Grad Program Neuroengn, Macaiba, Brazil
关键词
deep learning; unsupervised learning; behavioral analysis; animal tracking; electrophysiology; neuroscience method;
D O I
10.3389/fnins.2022.779106
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Here we developed an open-source Python-based library called Python rodent Analysis and Tracking (PyRAT). Our library analyzes tracking data to classify distinct behaviors, estimate traveled distance, speed and area occupancy. To classify and cluster behaviors, we used two unsupervised algorithms: hierarchical agglomerative clustering and t-distributed stochastic neighbor embedding (t-SNE). Finally, we built algorithms that associate the detected behaviors with synchronized neural data and facilitate the visualization of this association in the pixel space. PyRAT is fully available on GitHub: https://github.com/pyratlib/pyrat.
引用
收藏
页数:9
相关论文
共 50 条
  • [31] pyResearchInsights-An open-source Python']Python package for scientific text analysis
    Shetty, Sarthak J.
    Ramesh, Vijay
    [J]. ECOLOGY AND EVOLUTION, 2021, 11 (20): : 13920 - 13929
  • [32] pyActigraphy, an open-source python']python package for actigraphy data visualisation and analysis
    Hammad, G.
    Reyt, M.
    Beliy, N.
    Baillet, M.
    Deantoni, M.
    Lesoinne, A.
    Muto, V.
    Schmidt, C.
    [J]. JOURNAL OF SLEEP RESEARCH, 2020, 29 : 291 - 292
  • [33] Open-source coupled aerostructural optimization using Python']Python
    Jasa, John P.
    Hwang, John T.
    Martins, Joaquim R. R. A.
    [J]. STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION, 2018, 57 (04) : 1815 - 1827
  • [34] Padasip: An open-source Python']Python toolbox for adaptive filtering
    Cejnek, Matous
    Vrba, Jan
    [J]. JOURNAL OF COMPUTATIONAL SCIENCE, 2022, 65
  • [35] HYSUPP: AN OPEN-SOURCE HYPERSPECTRAL UNMIXING PYTHON']PYTHON PACKAGE
    Rasti, Behnood
    Zouaoui, Alexandre
    Mairal, Julien
    Chanussot, Jocelyn
    [J]. IGARSS 2023 - 2023 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, 2023, : 1134 - 1137
  • [36] Python']Python Indian Weather Radar Toolkit (pyiwr): An open-source Python']Python library for processing, analyzing and visualizing weather radar data
    Singh, Nitig
    Tyagi, Vaibhav
    Das, Saurabh
    Sahoo, Udaya Kumar
    Kundu, Shyam Sundar
    [J]. JOURNAL OF COMPUTATIONAL SCIENCE, 2024, 81
  • [37] pyxopto: An Open-Source Python']Python Library with Utilities for Fast Light Propagation Modeling in Turbid Media
    Naglic, Peter
    Zelinskyi, Yevhen
    Pernus, Franjo
    Likar, Bostjan
    Burmen, Miran
    [J]. DIFFUSE OPTICAL SPECTROSCOPY AND IMAGING VIII, 2021, 11920
  • [38] An open source Python']Python library for environmental isotopic modelling
    Hassanzadeh, Ashkan
    Valdivielso, Sonia
    Vazquez-Sune, Enric
    Criollo, Rotman
    Corbella, Merce
    [J]. SCIENTIFIC REPORTS, 2023, 13 (01)
  • [39] WaterpyBal: A comprehensive open-source python']python library for groundwater recharge assessment and water balance modeling
    Hassanzadeh, Ashkan
    Vazquez-Sune, Enric
    Valdivielso, Sonia
    Corbella, Merce
    [J]. ENVIRONMENTAL MODELLING & SOFTWARE, 2024, 172
  • [40] pyMPSLib: A robust and scalable open-source Python']Python library for mutiple-point statistical simulation
    Chen, Qiyu
    Zhou, Ruihong
    Liu, Cui
    Huang, Qianhong
    Cui, Zhesi
    Liu, Gang
    [J]. EARTH SCIENCE INFORMATICS, 2023, 16 (04) : 3179 - 3190