Ebb and Flow gameplay data and trained model parameters for: Jaffe, P.I., Poldrack, R.A., Schafer, R.J. & Bissett, P.G. Modelling human behaviour in cognitive tasks with latent dynamical systems. Nat Hum Behav (2023). https://doi.org/10.1038/s41562-022-01510-8 Ebb and Flow is a task-switching game offered as a part of the Lumosity cognitive training platform (Lumos Labs, Inc.). The data and model parameters are organized by participant/model in individual archived directories (140 participants; 245 models). Within each model directory, “data_pre_split.pickle” contains the raw Ebb and Flow data. The processed model inputs for the training, validation, and holdout/test splits are contained in the files "train_model_inputs.pt", "val_model_inputs.pt", and "test_model_inputs.pt", respectively. Other metadata associated with each split is contained in "train_other_data.pkl", "val_other_data.pkl", and "test_other_data.pkl". The parameters from the trained model are stored in “model_params.pth”. Some intermediate analysis products are contained in the subfolder “model_analysis”. Metadata for all models can be found in “model_metadata.csv”. The metadata field “switch_cost_type” identifies models that were trained on data with (sc+) or without (sc-) a switch cost (note that models marked “NA”, except for the optimal models, were also trained on data with a switch cost but were not included in the paired comparison of the sc+ and sc- models; see manuscript for details). The "exgauss" field identifies models that were trained with an exGaussian response template (coded as "exgauss+"); models identified as "exgauss-" were trained with a Gaussian kernel and were used in paired comparisons with the exgauss+ models. The "early" field identifies models that were trained with early-stage practice data if set to TRUE. The "optimal" field identifies models that were trained to perform the task optimally if set to TRUE. The other metadata fields are self-explanatory. Fast command line download instructions (macOS/linux) For help downloading on Windows, see https://github.com/dvolgyes/zenodo_get. 1) Copy and save the complete list of files below to a text file, e.g. "files.txt". Save it to the same directory you would like to save the data to. 2) Install parallel if it's not already installed: sudo apt-get install parallel 3) Run the following from the directory with files.txt (all data will be saved here). The flag -jN will create N parallel wget instances to download the files, e.g.: cat files_test.txt | parallel -j8 wget {} 4) Unzip the files and cleanup: unzip "*.zip" rm *.zip files.txt List of files https://zenodo.org/records/7102065/files/ages80to89_u4120_exgauss.ziphttps://zenodo.org/records/7102065/files/optimal_square9.ziphttps://zenodo.org/records/7102065/files/optimal_square8.ziphttps://zenodo.org/records/7102065/files/optimal_square7.ziphttps://zenodo.org/records/7102065/files/optimal_square6.ziphttps://zenodo.org/records/7102065/files/optimal_square5.ziphttps://zenodo.org/records/7102065/files/optimal_square4.ziphttps://zenodo.org/records/7102065/files/optimal_square3.ziphttps://zenodo.org/records/7102065/files/optimal_square2.ziphttps://zenodo.org/records/7102065/files/optimal_square1.ziphttps://zenodo.org/records/7102065/files/optimal_square10.ziphttps://zenodo.org/records/7102065/files/model_metadata.csvhttps://zenodo.org/records/7102065/files/ages80to89_u5484_expt1.ziphttps://zenodo.org/records/7102065/files/ages80to89_u5484_early.ziphttps://zenodo.org/records/7102065/files/ages80to89_u5441_expt1.ziphttps://zenodo.org/records/7102065/files/ages80to89_u5441_early.ziphttps://zenodo.org/records/7102065/files/ages80to89_u5150_expt1.ziphttps://zenodo.org/records/7102065/files/ages80to89_u5121_expt2.ziphttps://zenodo.org/records/7102065/files/ages80to89_u5121_expt1.ziphttps://zenodo.org/records/7102065/files/ages80to89_u5121_exgauss.ziphttps://zenodo.org/records/7102065/files/ages80to89_u5121_early.ziphttps://zenodo.org/records/7102065/files/ages80to89_u4928_expt2.ziphttps://zenodo.org/records/7102065/files/ages80to89_u4928_expt1.ziphttps://zenodo.org/records/7102065/files/ages80to89_u4760_expt2.ziphttps://zenodo.org/records/7102065/files/ages80to89_u4760_expt1.ziphttps://zenodo.org/records/7102065/files/ages80to89_u4760_exgauss.ziphttps://zenodo.org/records/7102065/files/ages80to89_u4532_expt2.ziphttps://zenodo.org/records/7102065/files/ages80to89_u4532_expt1.ziphttps://zenodo.org/records/7102065/files/ages80to89_u4278_expt2.ziphttps://zenodo.org/records/7102065/files/ages80to89_u4278_expt1.ziphttps://zenodo.org/records/7102065/files/ages80to89_u4239_expt1.ziphttps://zenodo.org/records/7102065/files/ages80to89_u4122_expt2.ziphttps://zenodo.org/records/7102065/files/ages80to89_u4122_expt1.ziphttps://zenodo.org/records/7102065/files/ages80to89_u4120_expt1.ziphttps://zenodo.org/records/7102065/files/ages80to89_u3701_expt1.ziphttps://zenodo.org/records/7102065/files/ages80to89_u3667_expt1.ziphttps://zenodo.org/records/7102065/files/ages80to89_u3667_exgauss.ziphttps://zenodo.org/records/7102065/files/ages80to89_u2831_expt2.ziphttps://zenodo.org/records/7102065/files/ages80to89_u2831_expt1.ziphttps://zenodo.org/records/7102065/files/ages80to89_u1887_expt1.ziphttps://zenodo.org/records/7102065/files/ages80to89_u1459_expt2.ziphttps://zenodo.org/records/7102065/files/ages80to89_u1459_expt1.ziphttps://zenodo.org/records/7102065/files/ages80to89_u1447_expt1.ziphttps://zenodo.org/records/7102065/files/ages80to89_u1441_expt1.ziphttps://zenodo.org/records/7102065/files/ages80to89_u1441_early.ziphttps://zenodo.org/records/7102065/files/ages80to89_u1427_expt2.ziphttps://zenodo.org/records/7102065/files/ages80to89_u1427_expt1.ziphttps://zenodo.org/records/7102065/files/ages80to89_u1427_early.ziphttps://zenodo.org/records/7102065/files/ages80to89_u1172_expt2.ziphttps://zenodo.org/records/7102065/files/ages80to89_u1172_expt1.ziphttps://zenodo.org/records/7102065/files/ages80to89_u1172_exgauss.ziphttps://zenodo.org/records/7102065/files/ages70to79_u975_expt1.ziphttps://zenodo.org/records/7102065/files/ages70to79_u96_expt2.ziphttps://zenodo.org/records/7102065/files/ages70to79_u96_expt1.ziphttps://zenodo.org/records/7102065/files/ages70to79_u910_expt2.ziphttps://zenodo.org/records/7102065/files/ages70to79_u910_expt1.ziphttps://zenodo.org/records/7102065/files/ages70to79_u910_early.ziphttps://zenodo.org/records/7102065/files/ages70to79_u4913_expt1.ziphttps://zenodo.org/records/7102065/files/ages70to79_u4913_exgauss.ziphttps://zenodo.org/records/7102065/files/ages70to79_u4913_early.ziphttps://zenodo.org/records/7102065/files/ages70to79_u4876_expt1.ziphttps://zenodo.org/records/7102065/files/ages70to79_u4876_exgauss.ziphttps://zenodo.org/records/7102065/files/ages70to79_u4864_expt1.ziphttps://zenodo.org/records/7102065/files/ages70to79_u4172_expt2.ziphttps://zenodo.org/records/7102065/files/ages70to79_u4172_expt1.ziphttps://zenodo.org/records/7102065/files/ages70to79_u3898_expt1.ziphttps://zenodo.org/records/7102065/files/ages70to79_u384_expt2.ziphttps://zenodo.org/records/7102065/files/ages70to79_u384_expt1.ziphttps://zenodo.org/records/7102065/files/ages70to79_u3694_expt2.ziphttps://zenodo.org/records/7102065/files/ages70to79_u3694_expt1.ziphttps://zenodo.org/records/7102065/files/ages70to79_u3694_early.ziphttps://zenodo.org/records/7102065/files/ages70to79_u3538_expt1.ziphttps://zenodo.org/records/7102065/files/ages70to79_u3509_expt1.ziphttps://zenodo.org/records/7102065/files/ages70to79_u3509_early.ziphttps://zenodo.org/records/7102065/files/ages70to79_u3457_expt1.ziphttps://zenodo.org/records/7102065/files/ages70to79_u3457_exgauss.ziphttps://zenodo.org/records/7102065/files/ages70to79_u3218_expt2.ziphttps://zenodo.org/records/7102065/files/ages70to79_u3218_expt1.ziphttps://zenodo.org/records/7102065/files/ages70to79_u3143_expt1.ziphttps://zenodo.org/records/7102065/files/ages70to79_u3143_early.ziphttps://zenodo.org/records/7102065/files/ages70to79_u2266_expt2.ziphttps://zenodo.org/records/7102065/files/ages70to79_u2266_expt1.ziphttps://zenodo.org/records/7102065/files/ages70to79_u21_expt1.ziphttps://zenodo.org/records/7102065/files/ages70to79_u2141_expt1.ziphttps://zenodo.org/records/7102065/files/ages70to79_u2141_exgauss.ziphttps://zenodo.org/records/7102065/files/ages70to79_u2022_expt1.ziphttps://zenodo.org/records/7102065/files/ages70to79_u1276_expt1.ziphttps://zenodo.org/records/7102065/files/ages70to79_u1276_exgauss.ziphttps://zenodo.org/records/7102065/files/ages60to69_u627_expt1.ziphttps://zenodo.org/records/7102065/files/ages60to69_u5459_expt1.ziphttps://zenodo.org/records/7102065/files/ages60to69_u5459_exgauss.ziphttps://zenodo.org/records/7102065/files/ages60to69_u5069_expt1.ziphttps://zenodo.org/records/7102065/files/ages60to69_u5069_early.ziphttps://zenodo.org/records/7102065/files/ages60to69_u4993_expt2.ziphttps://zenodo.org/records/7102065/files/ages60to69_u4993_expt1.ziphttps://zenodo.org/records/7102065/files/ages60to69_u4964_expt1.ziphttps://zenodo.org/records/7102065/files/ages60to69_u4852_expt2.ziphttps://zenodo.org/records/7102065/files/ages60to69_u4852_expt1.ziphttps://zenodo.org/records/7102065/files/ages60to69_u478_expt1.ziphttps://zenodo.org/records/7102065/files/ages60to69_u438_expt2.ziphttps://zenodo.org/records/7102065/files/ages60to69_u438_expt1.ziphttps://zenodo.org/records/7102065/files/ages60to69_u438_exgauss.ziphttps://zenodo.org/records/7102065/files/ages60to69_u388_expt1.ziphttps://zenodo.org/records/7102065/files/ages60to69_u388_early.ziphttps://zenodo.org/records/7102065/files/ages60to69_u3724_expt1.ziphttps://zenodo.org/records/7102065/files/ages60to69_u3724_exgauss.ziphttps://zenodo.org/records/7102065/files/ages60to69_u3469_expt1.ziphttps://zenodo.org/records/7102065/files/ages60to69_u3461_expt1.ziphttps://zenodo.org/records/7102065/files/ages60to69_u3461_exgauss.ziphttps://zenodo.org/records/7102065/files/ages60to69_u3461_early.ziphttps://zenodo.org/records/7102065/files/ages60to69_u3328_expt1.ziphttps://zenodo.org/records/7102065/files/ages60to69_u3328_exgauss.ziphttps://zenodo.org/records/7102065/files/ages60to69_u3066_expt2.ziphttps://zenodo.org/records/7102065/files/ages60to69_u3066_expt1.ziphttps://zenodo.org/records/7102065/files/ages60to69_u268_expt1.ziphttps://zenodo.org/records/7102065/files/ages60to69_u2490_expt1.ziphttps://zenodo.org/records/7102065/files/ages60to69_u2186_expt1.ziphttps://zenodo.org/records/7102065/files/ages60to69_u2186_early.ziphttps://zenodo.org/records/7102065/files/ages60to69_u1597_expt1.ziphttps://zenodo.org/records/7102065/files/ages60to69_u1597_early.ziphttps://zenodo.org/records/7102065/files/ages60to69_u3969_expt1.ziphttps://zenodo.org/records/7102065/files/ages60to69_u1194_expt1.ziphttps://zenodo.org/records/7102065/files/ages50to59_u697_expt1.ziphttps://zenodo.org/records/7102065/files/ages50to59_u697_exgauss.ziphttps://zenodo.org/records/7102065/files/ages50to59_u697_early.ziphttps://zenodo.org/records/7102065/files/ages50to59_u5128_expt1.ziphttps://zenodo.org/records/7102065/files/ages50to59_u5128_exgauss.ziphttps://zenodo.org/records/7102065/files/ages50to59_u4609_expt1.ziphttps://zenodo.org/records/7102065/files/ages50to59_u452_expt2.ziphttps://zenodo.org/records/7102065/files/ages50to59_u452_expt1.ziphttps://zenodo.org/records/7102065/files/ages50to59_u4220_expt1.ziphttps://zenodo.org/records/7102065/files/ages50to59_u4150_expt1.ziphttps://zenodo.org/records/7102065/files/ages50to59_u4107_expt1.ziphttps://zenodo.org/records/7102065/files/ages50to59_u3536_expt1.ziphttps://zenodo.org/records/7102065/files/ages50to59_u3316_expt1.ziphttps://zenodo.org/records/7102065/files/ages50to59_u3316_exgauss.ziphttps://zenodo.org/records/7102065/files/ages50to59_u3199_expt1.ziphttps://zenodo.org/records/7102065/files/ages50to59_u3195_expt1.ziphttps://zenodo.org/records/7102065/files/ages50to59_u2584_expt1.ziphttps://zenodo.org/records/7102065/files/ages50to59_u2584_exgauss.ziphttps://zenodo.org/records/7102065/files/ages50to59_u2347_expt1.ziphttps://zenodo.org/records/7102065/files/ages50to59_u2347_early.ziphttps://zenodo.org/records/7102065/files/ages50to59_u2247_expt1.ziphttps://zenodo.org/records/7102065/files/ages50to59_u195_expt2.ziphttps://zenodo.org/records/7102065/files/ages50to59_u195_expt1.ziphttps://zenodo.org/records/7102065/files/ages50to59_u195_exgauss.ziphttps://zenodo.org/records/7102065/files/ages50to59_u1917_expt1.ziphttps://zenodo.org/records/7102065/files/ages50to59_u1917_early.ziphttps://zenodo.org/records/7102065/files/ages50to59_u1590_expt1.ziphttps://zenodo.org/records/7102065/files/ages50to59_u1434_expt1.ziphttps://zenodo.org/records/7102065/files/ages50to59_u1434_early.ziphttps://zenodo.org/records/7102065/files/ages50to59_u1325_expt1.ziphttps://zenodo.org/records/7102065/files/ages50to59_u1325_early.ziphttps://zenodo.org/records/7102065/files/ages50to59_u1027_expt1.ziphttps://zenodo.org/records/7102065/files/ages40to49_u970_expt1.ziphttps://zenodo.org/records/7102065/files/ages40to49_u734_expt1.ziphttps://zenodo.org/records/7102065/files/ages40to49_u734_exgauss.ziphttps://zenodo.org/records/7102065/files/ages40to49_u734_early.ziphttps://zenodo.org/records/7102065/files/ages40to49_u660_expt1.ziphttps://zenodo.org/records/7102065/files/ages40to49_u4878_expt1.ziphttps://zenodo.org/records/7102065/files/ages40to49_u4487_expt1.ziphttps://zenodo.org/records/7102065/files/ages40to49_u3887_expt1.ziphttps://zenodo.org/records/7102065/files/ages40to49_u3574_expt1.ziphttps://zenodo.org/records/7102065/files/ages40to49_u3233_expt2.ziphttps://zenodo.org/records/7102065/files/ages40to49_u3233_expt1.ziphttps://zenodo.org/records/7102065/files/ages40to49_u3055_expt1.ziphttps://zenodo.org/records/7102065/files/ages40to49_u2772_expt1.ziphttps://zenodo.org/records/7102065/files/ages40to49_u2771_expt1.ziphttps://zenodo.org/records/7102065/files/ages40to49_u2771_exgauss.ziphttps://zenodo.org/records/7102065/files/ages40to49_u2492_expt1.ziphttps://zenodo.org/records/7102065/files/ages40to49_u2492_early.ziphttps://zenodo.org/records/7102065/files/ages40to49_u2482_expt1.ziphttps://zenodo.org/records/7102065/files/ages40to49_u2482_exgauss.ziphttps://zenodo.org/records/7102065/files/ages40to49_u2166_expt1.ziphttps://zenodo.org/records/7102065/files/ages40to49_u1892_expt1.ziphttps://zenodo.org/records/7102065/files/ages40to49_u1739_expt1.ziphttps://zenodo.org/records/7102065/files/ages40to49_u1739_early.ziphttps://zenodo.org/records/7102065/files/ages40to49_u1614_expt1.ziphttps://zenodo.org/records/7102065/files/ages40to49_u1614_early.ziphttps://zenodo.org/records/7102065/files/ages40to49_u1468_expt1.ziphttps://zenodo.org/records/7102065/files/ages40to49_u1468_exgauss.ziphttps://zenodo.org/records/7102065/files/ages40to49_u1468_early.ziphttps://zenodo.org/records/7102065/files/ages40to49_u1462_expt1.ziphttps://zenodo.org/records/7102065/files/ages40to49_u1462_exgauss.ziphttps://zenodo.org/records/7102065/files/ages40to49_u1397_expt1.ziphttps://zenodo.org/records/7102065/files/ages30to39_u98_expt1.ziphttps://zenodo.org/records/7102065/files/ages30to39_u878_expt1.ziphttps://zenodo.org/records/7102065/files/ages30to39_u878_exgauss.ziphttps://zenodo.org/records/7102065/files/ages30to39_u5155_expt1.ziphttps://zenodo.org/records/7102065/files/ages30to39_u5155_early.ziphttps://zenodo.org/records/7102065/files/ages30to39_u4851_expt2.ziphttps://zenodo.org/records/7102065/files/ages30to39_u4851_expt1.ziphttps://zenodo.org/records/7102065/files/ages30to39_u4496_expt1.ziphttps://zenodo.org/records/7102065/files/ages30to39_u4367_expt1.ziphttps://zenodo.org/records/7102065/files/ages30to39_u4367_exgauss.ziphttps://zenodo.org/records/7102065/files/ages30to39_u418_expt1.ziphttps://zenodo.org/records/7102065/files/ages30to39_u418_early.ziphttps://zenodo.org/records/7102065/files/ages30to39_u4039_expt1.ziphttps://zenodo.org/records/7102065/files/ages30to39_u4024_expt1.ziphttps://zenodo.org/records/7102065/files/ages30to39_u3873_expt1.ziphttps://zenodo.org/records/7102065/files/ages30to39_u3859_expt1.ziphttps://zenodo.org/records/7102065/files/ages30to39_u3859_exgauss.ziphttps://zenodo.org/records/7102065/files/ages30to39_u3859_early.ziphttps://zenodo.org/records/7102065/files/ages30to39_u3850_expt1.ziphttps://zenodo.org/records/7102065/files/ages30to39_u3850_early.ziphttps://zenodo.org/records/7102065/files/ages30to39_u3531_expt1.ziphttps://zenodo.org/records/7102065/files/ages30to39_u3365_expt1.ziphttps://zenodo.org/records/7102065/files/ages30to39_u2856_expt1.ziphttps://zenodo.org/records/7102065/files/ages30to39_u2280_expt1.ziphttps://zenodo.org/records/7102065/files/ages30to39_u2106_expt1.ziphttps://zenodo.org/records/7102065/files/ages30to39_u2106_exgauss.ziphttps://zenodo.org/records/7102065/files/ages30to39_u1495_expt1.ziphttps://zenodo.org/records/7102065/files/ages30to39_u1387_expt1.ziphttps://zenodo.org/records/7102065/files/ages30to39_u1248_expt1.ziphttps://zenodo.org/records/7102065/files/ages30to39_u1248_early.ziphttps://zenodo.org/records/7102065/files/ages20to29_u953_expt1.ziphttps://zenodo.org/records/7102065/files/ages20to29_u953_early.ziphttps://zenodo.org/records/7102065/files/ages20to29_u890_expt1.ziphttps://zenodo.org/records/7102065/files/ages20to29_u5396_expt1.ziphttps://zenodo.org/records/7102065/files/ages20to29_u5326_expt1.ziphttps://zenodo.org/records/7102065/files/ages20to29_u4587_expt1.ziphttps://zenodo.org/records/7102065/files/ages20to29_u4587_early.ziphttps://zenodo.org/records/7102065/files/ages20to29_u4504_expt1.ziphttps://zenodo.org/records/7102065/files/ages20to29_u4504_exgauss.ziphttps://zenodo.org/records/7102065/files/ages20to29_u4394_expt1.ziphttps://zenodo.org/records/7102065/files/ages20to29_u4394_exgauss.ziphttps://zenodo.org/records/7102065/files/ages20to29_u3975_expt1.ziphttps://zenodo.org/records/7102065/files/ages20to29_u3975_early.ziphttps://zenodo.org/records/7102065/files/ages20to29_u3750_expt1.ziphttps://zenodo.org/records/7102065/files/ages20to29_u367_expt1.ziphttps://zenodo.org/records/7102065/files/ages30to39_u3365_exgauss.ziphttps://zenodo.org/records/7102065/files/ages20to29_u3257_expt1.ziphttps://zenodo.org/records/7102065/files/ages20to29_u3257_exgauss.ziphttps://zenodo.org/records/7102065/files/ages20to29_u3139_expt1.ziphttps://zenodo.org/records/7102065/files/ages20to29_u2809_expt1.ziphttps://zenodo.org/records/7102065/files/ages20to29_u2360_expt1.ziphttps://zenodo.org/records/7102065/files/ages20to29_u224_expt1.ziphttps://zenodo.org/records/7102065/files/ages20to29_u1559_expt1.ziphttps://zenodo.org/records/7102065/files/ages20to29_u1474_expt1.ziphttps://zenodo.org/records/7102065/files/ages20to29_u1444_expt1.ziphttps://zenodo.org/records/7102065/files/ages20to29_u1259_expt1.ziphttps://zenodo.org/records/7102065/files/ages20to29_u1259_exgauss.ziphttps://zenodo.org/records/7102065/files/ages20to29_u1259_early.ziphttps://zenodo.org/records/7102065/files/ages20to29_u1076_expt1.ziphttps://zenodo.org/records/7102065/files/ages20to29_u1076_exgauss.ziphttps://zenodo.org/records/7102065/files/ages20to29_u1076_early.zip

For general inquiries about the data, please contact Paul Jaffe (pauljaffe7@gmail.com). If you wish to use this data for research or other purposes, please first contact Bob Schafer (bschafer@lumoslabs.com).