exominer-plusplus / README.md
29thDay's picture
Update README.md
808f7a5 verified
|
Raw History Blame Contribute Delete
5.6 kB
metadata
dataset_info:
  features:
    - name: uid
      dtype: string
    - name: target_id
      dtype: int64
    - name: label
      dtype: string
    - name: fold
      dtype: int8
    - name: paper_score
      dtype: float32
    - name: global_flux_view_fluxnorm
      list: float32
      length: 301
    - name: global_flux_view_fluxnorm_var
      list: float32
      length: 301
    - name: flux_trend_global_norm
      list: float32
      length: 301
    - name: flux_trend_global_norm_var
      list: float32
      length: 301
    - name: pgram_smooth_norm
      list: float32
      length: 674
    - name: pgram_tpm_smooth_norm
      list: float32
      length: 674
    - name: local_centr_view
      list: float32
      length: 31
    - name: local_centr_view_var
      list: float32
      length: 31
    - name: local_momentum_dump_view
      list: float32
      length: 31
    - name: local_momentum_dump_view_var
      list: float32
      length: 31
    - name: local_flux_view_fluxnorm
      list: float32
      length: 31
    - name: local_flux_view_fluxnorm_var
      list: float32
      length: 31
    - name: local_weak_secondary_view_selfnorm
      list: float32
      length: 31
    - name: local_weak_secondary_view_selfnorm_var
      list: float32
      length: 31
    - name: local_flux_odd_view_fluxnorm
      list: float32
      length: 31
    - name: local_flux_odd_view_fluxnorm_var
      list: float32
      length: 31
    - name: local_flux_even_view_fluxnorm
      list: float32
      length: 31
    - name: local_flux_even_view_fluxnorm_var
      list: float32
      length: 31
    - name: unfolded_local_flux_view_fluxnorm
      dtype:
        array2_d:
          shape:
            - 20
            - 31
          dtype: float32
    - name: diff_imgs
      dtype:
        array3_d:
          shape:
            - 5
            - 33
            - 33
          dtype: float32
    - name: oot_imgs
      dtype:
        array3_d:
          shape:
            - 5
            - 33
            - 33
          dtype: float32
    - name: target_imgs
      dtype:
        array3_d:
          shape:
            - 5
            - 33
            - 33
          dtype: float32
    - name: quality
      list: float32
      length: 5
    - name: boot_fap
      dtype: float32
    - name: flux_even_local_stat_abs_min
      dtype: float32
    - name: flux_global_stat_abs_min
      dtype: float32
    - name: flux_local_stat_abs_min
      dtype: float32
    - name: flux_odd_local_stat_abs_min
      dtype: float32
    - name: flux_trend_global_stat_max
      dtype: float32
    - name: flux_trend_global_stat_min
      dtype: float32
    - name: flux_weak_secondary_local_stat_abs_min
      dtype: float32
    - name: mag_shift
      dtype: float32
    - name: pgram_smooth_max_power
      dtype: float32
    - name: pgram_tpm_smooth_max_power
      dtype: float32
    - name: ruwe
      dtype: float32
    - name: tce_albedo_stat
      dtype: float32
    - name: tce_cap_stat
      dtype: float32
    - name: tce_dikco_msky_err
      dtype: float32
    - name: tce_dikco_msky
      dtype: float32
    - name: tce_hap_stat
      dtype: float32
    - name: tce_max_mult_ev
      dtype: float32
    - name: tce_max_sngle_ev
      dtype: float32
    - name: tce_maxmes
      dtype: float32
    - name: tce_model_chisq
      dtype: float32
    - name: tce_num_transits
      dtype: float32
    - name: tce_num_transits_obs
      dtype: float32
    - name: tce_period
      dtype: float32
    - name: tce_prad
      dtype: float32
    - name: tce_ptemp_stat
      dtype: float32
    - name: tce_robstat
      dtype: float32
    - name: tce_sdens
      dtype: float32
    - name: tce_slogg
      dtype: float32
    - name: tce_smass
      dtype: float32
    - name: tce_smet
      dtype: float32
    - name: tce_sradius
      dtype: float32
    - name: tce_steff
      dtype: float32
  splits:
    - name: labeled
      num_bytes: 4678333145
      num_examples: 57162
    - name: unlabeled
      num_bytes: 12077505435
      num_examples: 147567
  download_size: 5654031391
  dataset_size: 16755838580
configs:
  - config_name: default
    data_files:
      - split: labeled
        path: data/labeled-*
      - split: unlabeled
        path: data/unlabeled-*
license: cc-by-4.0
size_categories:
  - 100K<n<1M
pretty_name: ExoMiner++ TESS 2-min TCEs
tags:
  - astronomy
  - exoplanets
  - tess

ExoMiner++ TESS 2-min TCEs (Hugging Face format)

The ExoMiner++ dataset of TESS SPOC 2-min TCEs, sectors 1-67, converted from the original TFRecords to Hugging Face datasets.

Changes from the original

  • The TFRecords were decoded and stored as Arrow/Parquet. Feature values are unchanged.
  • Each TCE was joined with its catalog row (label, fold, paper_score).
  • The data is split into labeled (57,162 TCEs) and unlabeled (147,567 TCEs).

Built with scripts/build_dataset.py from [TODO].

This is not an official NASA release and is not endorsed by NASA.

Columns

  • uid, target_id: TCE and TIC identifiers.
  • label: KP, CP, BD, EB, FP, NTP, NEB or NPC for labeled TCEs; UNK for unlabeled ones.
  • fold: the paper's cross-validation fold 0-9; -1 for unlabeled TCEs.
  • paper_score: the ExoMiner++ score from the original catalog.
  • All other columns are the raw, unnormalized TFRecord features: scalars, 1-D views (31, 301 or 674 bins), the unfolded flux view (20 x 31) and the difference images (5 x 33 x 33).

Usage

import datasets
labeled = datasets.load_dataset("29thDay/exominer-plusplus", split="labeled")
labeled = labeled.with_format("numpy")