Datasets:
Upload Kepler transit timing: 295,187 transits, 2,599 KOIs
Browse files- README.md +121 -0
- data/kepler_transit_timing.parquet +3 -0
README.md
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---
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license: cc-by-4.0
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pretty_name: "Kepler Transit Timing Catalog"
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language:
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- en
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description: "Holczer et al. (2016) Kepler transit timing catalog — 295,187 individual transit times for 2,599 Kepler Objects of Interest (KOIs), with O-C residuals, durations, and depths."
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task_categories:
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- tabular-regression
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tags:
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- space
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- exoplanets
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- kepler
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- transit-timing
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- ttv
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- astronomy
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- open-data
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- tabular-data
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size_categories:
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- 100K<n<1M
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configs:
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- config_name: default
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data_files:
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- split: train
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path: data/kepler_transit_timing.parquet
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default: true
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---
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# Kepler Transit Timing Catalog
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*Part of the [Astronomy Datasets](https://huggingface.co/collections/juliensimon/astronomy-datasets-69c24caf2f17e36128946743) collection on Hugging Face.*
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Transit timing catalog from Holczer et al. (2016), containing **295,187** individual transit
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mid-times for **2,599** Kepler Objects of Interest (KOIs). Each record includes the
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observed mid-transit time, observed-minus-computed (O-C) residual, transit duration, and
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transit depth with uncertainties.
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## Dataset description
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Transit timing variations (TTVs) occur when gravitational interactions between planets in a
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multi-planet system cause measurable deviations from a strictly periodic transit schedule.
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Holczer et al. (2016) performed a uniform analysis of all Kepler long-cadence light curves
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to extract individual transit times, producing the most comprehensive Kepler TTV catalog.
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The O-C (observed minus computed) residuals reveal planetary interactions, orbital
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eccentricities, and the presence of additional non-transiting planets.
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## Key columns
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| Column | Type | Description |
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|--------|------|-------------|
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| `koi` | float64 | Kepler Object of Interest number |
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| `transit_number` | Int32 | Sequential transit number for this KOI |
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| `t_obs_bjd` | float64 | Observed mid-transit time (BJD - 2454833) |
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| `t_obs_err` | float64 | Uncertainty on mid-transit time (days) |
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| `o_c` | float64 | Observed minus computed residual (days) |
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| `o_c_err` | float64 | Uncertainty on O-C residual (days) |
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| `duration_hr` | float64 | Transit duration (hours) |
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| `duration_err` | float64 | Uncertainty on transit duration (hours) |
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| `depth_ppm` | float64 | Transit depth (ppm) |
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| `depth_err` | float64 | Uncertainty on transit depth (ppm) |
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## Quick stats
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- **295,187** individual transit times
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- **2,599** unique KOIs
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- Median O-C residual: **0.0000** days
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- Median transit depth: **nan** ppm
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- Median transit duration: **nan** hours
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## Usage
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```python
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from datasets import load_dataset
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ds = load_dataset("juliensimon/kepler-transit-timing", split="train")
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df = ds.to_pandas()
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# TTVs for a specific KOI
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koi_137 = df[df["koi"] == 137.01].sort_values("transit_number")
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print(f"KOI 137.01: {len(koi_137)} transits")
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# Plot O-C diagram
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import matplotlib.pyplot as plt
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plt.errorbar(koi_137["transit_number"], koi_137["o_c"],
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yerr=koi_137["o_c_err"], fmt=".", ms=3)
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plt.xlabel("Transit number")
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plt.ylabel("O-C (days)")
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plt.title("KOI 137.01 Transit Timing Variations")
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plt.show()
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# KOIs with the strongest TTVs (largest O-C scatter)
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ttv_rms = df.groupby("koi")["o_c"].std().sort_values(ascending=False)
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print("Top 10 TTV candidates:")
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print(ttv_rms.head(10))
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```
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## Data source
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Holczer, T. et al. (2016), "Transit Timing Observations from Kepler. IX. Catalog of
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Transit Timing Measurements of the Long-Cadence Data", ApJS, 225, 9. Accessed via
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[VizieR](https://vizier.cds.unistra.fr/), CDS Strasbourg (J/ApJS/225/9).
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## Pipeline
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Source code: [juliensimon/space-datasets](https://github.com/juliensimon/space-datasets)
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## Citation
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```bibtex
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@dataset{kepler_transit_timing,
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author = {Simon, Julien},
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title = {Kepler Transit Timing Catalog},
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year = {2026},
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publisher = {Hugging Face},
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url = {https://huggingface.co/datasets/juliensimon/kepler-transit-timing},
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note = {Based on Holczer et al. (2016) ApJS 225, 9, via VizieR CDS}
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}
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```
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## License
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[CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/)
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data/kepler_transit_timing.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:0bda1c2c48cd81aa72db741054e6c6ab5591ca6cfed662f49a3633b789c7d084
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size 3887793
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