Model scale versus domain knowledge in statistical forecasting of chaotic systems
Paper • 2303.08011 • Published
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Error code: DatasetGenerationCastError
Exception: DatasetGenerationCastError
Message: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 2 new columns ({' x4', ' x3'})
This happened while the csv dataset builder was generating data using
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Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1890, in _prepare_split_single
writer.write_table(table)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 760, in write_table
pa_table = table_cast(pa_table, self._schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2272, in table_cast
return cast_table_to_schema(table, schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
time: double
x0: double
x1: double
x2: double
x3: double
x4: double
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 905
to
{'time': Value('float64'), 'x0': Value('float64'), ' x1': Value('float64'), ' x2': Value('float64')}
because column names don't match
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1347, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
builder.download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 884, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 947, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1739, in _prepare_split
for job_id, done, content in self._prepare_split_single(
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1892, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 2 new columns ({' x4', ' x3'})
This happened while the csv dataset builder was generating data using
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Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
time float64 | x0 float64 | x1 float64 | x2 float64 |
|---|---|---|---|
0 | -0.784502 | -0.628877 | -0.176203 |
1 | -0.708158 | -0.681436 | -0.189307 |
2 | -0.628996 | -0.725622 | -0.201585 |
3 | -0.547893 | -0.761401 | -0.213058 |
4 | -0.465703 | -0.788828 | -0.223747 |
5 | -0.383247 | -0.808037 | -0.233671 |
6 | -0.301308 | -0.819242 | -0.242849 |
7 | -0.220621 | -0.822723 | -0.251298 |
8 | -0.141869 | -0.818824 | -0.259038 |
9 | -0.065683 | -0.807942 | -0.26609 |
10 | 0.007368 | -0.790522 | -0.272476 |
11 | 0.076775 | -0.767048 | -0.278218 |
12 | 0.14209 | -0.738035 | -0.28334 |
13 | 0.20293 | -0.704025 | -0.287866 |
14 | 0.258976 | -0.665576 | -0.291821 |
15 | 0.309968 | -0.623258 | -0.295228 |
16 | 0.355711 | -0.577646 | -0.298109 |
17 | 0.396067 | -0.529313 | -0.300486 |
18 | 0.430956 | -0.478826 | -0.302379 |
19 | 0.460351 | -0.426742 | -0.303804 |
20 | 0.484279 | -0.373599 | -0.304778 |
21 | 0.502812 | -0.319917 | -0.305315 |
22 | 0.516068 | -0.266191 | -0.305428 |
23 | 0.524204 | -0.212892 | -0.305127 |
24 | 0.527416 | -0.160458 | -0.304423 |
25 | 0.525931 | -0.109296 | -0.303324 |
26 | 0.520005 | -0.059781 | -0.301839 |
27 | 0.509919 | -0.012251 | -0.299974 |
28 | 0.495973 | 0.03299 | -0.297738 |
29 | 0.478486 | 0.075675 | -0.295138 |
30 | 0.45779 | 0.115575 | -0.29218 |
31 | 0.434223 | 0.152494 | -0.288872 |
32 | 0.408132 | 0.186276 | -0.285219 |
33 | 0.379866 | 0.216796 | -0.281229 |
34 | 0.349772 | 0.243967 | -0.276908 |
35 | 0.318193 | 0.267732 | -0.272262 |
36 | 0.285468 | 0.288065 | -0.267296 |
37 | 0.251926 | 0.304973 | -0.262014 |
38 | 0.217885 | 0.318486 | -0.256422 |
39 | 0.183649 | 0.328665 | -0.250522 |
40 | 0.14951 | 0.335591 | -0.244318 |
41 | 0.115741 | 0.339369 | -0.237812 |
42 | 0.082599 | 0.340123 | -0.231006 |
43 | 0.050323 | 0.337995 | -0.2239 |
44 | 0.019131 | 0.333142 | -0.216495 |
45 | -0.010778 | 0.325735 | -0.208789 |
46 | -0.039225 | 0.315956 | -0.200783 |
47 | -0.066052 | 0.303997 | -0.192475 |
48 | -0.091122 | 0.290055 | -0.183862 |
49 | -0.114319 | 0.274334 | -0.174943 |
50 | -0.135545 | 0.257042 | -0.165714 |
51 | -0.154726 | 0.238387 | -0.156173 |
52 | -0.171802 | 0.218578 | -0.146315 |
53 | -0.186737 | 0.197821 | -0.136138 |
54 | -0.199511 | 0.17632 | -0.125636 |
55 | -0.210119 | 0.154276 | -0.114806 |
56 | -0.218575 | 0.131882 | -0.103643 |
57 | -0.224907 | 0.109325 | -0.092141 |
58 | -0.229159 | 0.086784 | -0.080295 |
59 | -0.231384 | 0.064431 | -0.0681 |
60 | -0.231652 | 0.042427 | -0.05555 |
61 | -0.230041 | 0.020923 | -0.042638 |
62 | -0.226639 | 0.00006 | -0.029358 |
63 | -0.221543 | -0.020032 | -0.015702 |
64 | -0.214858 | -0.039234 | -0.001665 |
65 | -0.206693 | -0.057438 | 0.012762 |
66 | -0.197167 | -0.07455 | 0.027585 |
67 | -0.186398 | -0.090484 | 0.042812 |
68 | -0.174511 | -0.10517 | 0.058452 |
69 | -0.161632 | -0.118544 | 0.07451 |
70 | -0.147887 | -0.130558 | 0.090996 |
71 | -0.133405 | -0.141173 | 0.107916 |
72 | -0.118313 | -0.150361 | 0.125279 |
73 | -0.102736 | -0.158103 | 0.143091 |
74 | -0.0868 | -0.164392 | 0.16136 |
75 | -0.070625 | -0.169229 | 0.180092 |
76 | -0.054331 | -0.172625 | 0.199294 |
77 | -0.038033 | -0.174597 | 0.218972 |
78 | -0.021841 | -0.175174 | 0.239132 |
79 | -0.005863 | -0.174388 | 0.259779 |
80 | 0.009802 | -0.172281 | 0.280917 |
81 | 0.025056 | -0.168901 | 0.302551 |
82 | 0.039808 | -0.164299 | 0.324682 |
83 | 0.053974 | -0.158534 | 0.347313 |
84 | 0.067474 | -0.151668 | 0.370444 |
85 | 0.080235 | -0.143769 | 0.394076 |
86 | 0.092189 | -0.134907 | 0.418206 |
87 | 0.103274 | -0.125155 | 0.442832 |
88 | 0.113436 | -0.114589 | 0.467948 |
89 | 0.122625 | -0.103289 | 0.493548 |
90 | 0.130797 | -0.091334 | 0.519624 |
91 | 0.137914 | -0.078807 | 0.546166 |
92 | 0.143945 | -0.06579 | 0.57316 |
93 | 0.148863 | -0.052367 | 0.600593 |
94 | 0.152646 | -0.038623 | 0.628446 |
95 | 0.15528 | -0.024643 | 0.6567 |
96 | 0.156753 | -0.01051 | 0.685334 |
97 | 0.157061 | 0.00369 | 0.71432 |
98 | 0.156203 | 0.017874 | 0.743633 |
99 | 0.154183 | 0.031956 | 0.773242 |
End of preview.
Chaotic Time Series Dataset
Multivariate time series from chaotic dynamical systems.
Each multivariate time series is a drawn from one chaotic dynamical system over an extended duration, making this dataset suitable for long-horizon forecasting tasks.
There are 4 million total multivariate observations, grouped into 135 systems and three granularities
The subdirectories
coarse,medium, andfineeach contain 135.csvfiles, each of which contains a single multivariate time series of length 10,000The number of channels varies depending on the specific dynamical system.
The time series are stationary due to the ergodic property of chaotic systems.
Reference
For more information, or if using this code for published work, please cite the accompanying papers.
William Gilpin. "Chaos as an interpretable benchmark for forecasting and data-driven modelling" Advances in Neural Information Processing Systems (NeurIPS) 2021 https://arxiv.org/abs/2110.05266
William Gilpin. "Model scale versus domain knowledge in statistical forecasting of chaotic systems" Physical Review Research 2023 https://arxiv.org/abs/2303.08011
Code
For executable code, or to simulate new trajectories, please see the dysts repository on GitHub
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