object_id stringlengths 18 33 | times_wv sequence | lightcurve sequence |
|---|---|---|
plasticc_000000615 | [
[
59800.3168,
6223.24
],
[
59800.3244,
4826.85
],
[
59800.332,
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],
[
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[
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[
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],
[
59807.1815,
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],
[
59807.1892,
7545.98
],
[
59807.2003,
... | [
[
168.739899,
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],
[
129.541901,
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],
[
30.120724,
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],
[
-60.942333,
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[
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],
[
-256.66098,
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],
[
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],
[
-298.936859,
3.04139
],
[
-311.... |
plasticc_000000615_aug_dIZaHQNmNj | [
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],
[
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],
[
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[
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],
[
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],
[
... | [
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],
[
-56.5566041791061,
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],
[
-48.60495913493361,
10.79385... |
plasticc_000000713 | [
[
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],
[
59854.2461,
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],
[
59857.1879,
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],
[
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[
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],
[
59867.16,
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],
[
59867.1676,
48... | [
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],
[
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],
[
1.380378,
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],
[
1.569406,
1.3699
... |
plasticc_000000730 | [
[
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],
[
59820.2522,
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],
[
59821.2478,
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],
[
59822.2433,
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],
[
59823.2659,
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],
[
59826.3105,
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],
[
59826.3181,
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],
[
59826.3258,
7545.98
],
[
59826.3367,
... | [
[
3.380978,
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],
[
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],
[
1.159034,
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[
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],
[
-0.18097,
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[
0.521923,
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],
[
-1.421768,
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],
[
0.972355,
1.513987
],
[
-0.570261,
2.162375... |
plasticc_000000730_aug_TJCeBXSDuY | [
[
59742.866091587515,
6223.24
],
[
59742.87380324046,
4826.85
],
[
59742.881514893415,
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],
[
59745.94547637295,
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],
[
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],
[
59745.96089967884,
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],
[
59763.11273199748,
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],
[
... | [
[
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[
0.8106697903651234,
1.6599063915070074
],
[
-0.07431116915442992,
6.729... |
plasticc_000000745 | [
[
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],
[
59820.1134,
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],
[
59821.1113,
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],
[
59822.1192,
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],
[
59823.1592,
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],
[
59826.3574,
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],
[
59826.365,
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],
[
59826.3726,
7545.98
],
[
59826.3835,
... | [
[
2.456257,
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],
[
0.419239,
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[
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[
2.605217,
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],
[
3.654285,
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[
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],
[
-0.31206,
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],
[
-1.67189,
1.591988
],
[
-4.23304,
2.492918... |
plasticc_000001124 | [
[
59750.4383,
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],
[
59750.445,
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],
[
59752.407,
6223.24
],
[
59752.4147,
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],
[
59752.4224,
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[
59752.4334,
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],
[
59752.4435,
9710.28
],
[
59767.2968,
6223.24
],
[
59767.3045,
48... | [
[
0.415283,
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],
[
-16.543753,
10.423373
],
[
0.646145,
1.083173
],
[
-0.183834,
1.134061
],
[
-2.154332,
1.479982
],
[
-0.003135,
2.371642
],
[
-4.988304,
9.556839
],
[
-0.605749,
0.896293
],
[
1.165788,
... |
plasticc_000001124_aug_dVcCRmPAnN | [
[
59663.7712291764,
4826.85
],
[
59663.7935173765,
8590.9
],
[
59667.364134455725,
4826.85
],
[
59667.37314457918,
7545.98
],
[
59667.39910796122,
9710.28
],
[
59675.5026470148,
7545.98
],
[
59675.5158065372,
8590.9
],
[
59675.5... | [
[
3.514615789972264,
1.820716373006876
],
[
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],
[
1.302336146231639,
3.050443635003328
],
[
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5.44335475644281
],
[
24.612963721678764,
27.794053950624292
],
[
0.25639501515562746,
3.078169168... |
plasticc_000001227 | [
[
59854.1563,
4826.85
],
[
59854.164,
7545.98
],
[
59854.175,
8590.9
],
[
59854.186,
9710.28
],
[
59857.1408,
6223.24
],
[
59857.1485,
4826.85
],
[
59857.1563,
7545.98
],
[
59857.1673,
8590.9
],
[
59857.1782,
971... | [
[
2.877295,
1.356627
],
[
2.418826,
2.00315
],
[
4.646975,
2.953834
],
[
0.842249,
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],
[
1.014772,
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],
[
-0.523046,
2.934571
],
[
-0.857606,
2.18291
],
[
-0.550855,
2.862777
],
[
-11.103329,
7.060... |
plasticc_000001598 | [
[
59770.2445,
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],
[
59770.2557,
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],
[
59779.3188,
6223.24
],
[
59779.3265,
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[
59779.3342,
7545.98
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[
59779.3452,
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],
[
59779.3562,
9710.28
],
[
59782.1897,
6223.24
],
[
59782.1974,
... | [
[
2.654638,
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],
[
1.327519,
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],
[
0.80751,
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],
[
0.820905,
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],
[
-1.434496,
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],
[
-2.937319,
2.979144
],
[
-4.247611,
7.099228
],
[
0.567132,
1.452374
],
[
1.212051,
1.3940... |
plasticc_000001598_aug_hNXMMqiubu | [
[
59662.81037570491,
6223.24
],
[
59662.81037570491,
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],
[
59662.81957929122,
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59662.82878287753,
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59662.8553178926,
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],
[
59666.432883370646,
6223.24
],
[
59666.441967429855,
4826.85
],
[
5... | [
[
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],
[
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],
[
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3.9412753435148975
],
[
4.7332345567041365,
1.694675651307398
],
[
3.23206875338182,
6.611045459571859
],
[
-0.07228241335731117,
2.05819... |
plasticc_000001632 | [
[
59752.4224,
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],
[
59752.4334,
8590.9
],
[
59752.4435,
9710.28
],
[
59767.2968,
6223.24
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[
59767.3045,
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[
59767.3122,
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],
[
59767.3233,
8590.9
],
[
59767.3343,
9710.28
],
[
59770.2179,
... | [
[
6.093955,
1.476641
],
[
11.917011,
2.368002
],
[
34.559826,
9.541461
],
[
0.477116,
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],
[
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0.7719
],
[
2.303503,
1.349553
],
[
13.469202,
2.159659
],
[
16.413616,
5.021657
],
[
1.881045,
2.057... |
plasticc_000001920 | [
[
59582.3282,
3670.69
],
[
59583.2409,
3670.69
],
[
59584.2432,
3670.69
],
[
59585.2363,
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[
59586.2371,
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[
59588.219,
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[
59588.2266,
4826.85
],
[
59588.2343,
7545.98
],
[
59588.2452,
... | [
[
1.828876,
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[
-1.039297,
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[
-1.35825,
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],
[
3.443703,
2.934097
],
[
0.897385,
3.362228
],
[
0.004668,
1.160406
],
[
-1.582868,
1.015543
],
[
0.171616,
1.554747
],
[
4.609857,
2.2111... |
plasticc_000001920_aug_decSONzIMG | [
[
59939.60750579124,
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],
[
59939.62890573431,
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[
59939.64439253523,
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[
59953.62531324314,
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59953.62531324314,
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[
59953.63601321467,
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],
[
59953.646713186215,
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],
[
599... | [
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[
4.748829687821036,
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],
[
2.8788216215158386,
2.212166487670212
],
[
-1.4024151149557418,
7.46506911235762
],
[
-1.1761818778388258,
2.6646... |
plasticc_000001926 | [
[
59582.3282,
3670.69
],
[
59583.2409,
3670.69
],
[
59584.2432,
3670.69
],
[
59585.2363,
3670.69
],
[
59586.2371,
3670.69
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[
59588.219,
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],
[
59588.2266,
4826.85
],
[
59588.2343,
7545.98
],
[
59588.2452,
... | [
[
3.958863,
2.824126
],
[
0.466958,
2.506363
],
[
-0.544849,
2.526456
],
[
-1.983093,
2.862726
],
[
-7.061294,
3.26184
],
[
-0.47381,
1.367597
],
[
-0.320743,
1.150596
],
[
1.724159,
2.415951
],
[
0.388879,
3.546... |
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AstroClassification and Redshifts Augmented Dataset
This dataset was used in the fine-tuning with targeted augmentations step for the AstroClassification and Redshifts tasks introduced in Connect Later: Improving Fine-tuning for Robustness with Targeted Augmentations. This is a dataset of simulated astronomical time-series (e.g., supernovae, active galactic nuclei) augmented with the redshifting targeted augmentation, and the task is to classify the object type (AstroClassification) or predict the object's redshift (Redshifts).
- Repository: https://github.com/helenqu/connect-later
- Paper: will be updated
- Point of Contact: Helen Qu (helenqu@sas.upenn.edu)
Dataset Loading
The load_dataset HuggingFace dataset loading syntax will use the custom dataset loading script included in this repository to load this dataset in the expected format for pretraining with the run_finetuning.sh script in the Connect Later repository.
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