| | --- |
| | language: |
| | - en |
| | tags: |
| | - higgs |
| | - tabular_classification |
| | - binary_classification |
| | - UCI |
| | pretty_name: Higgs |
| | size_categories: |
| | - 10K<n<100K |
| | task_categories: |
| | - tabular-classification |
| | configs: |
| | - higgs |
| | license: cc |
| | --- |
| | # Higgs |
| | The [Higgs dataset](https://www.nature.com/articles/ncomms5308/) from "[Searching for exotic particles in high-energy physics with deep learning](https://www.nature.com/articles/ncomms5308/)". |
| | Try to classify particles as Higgs bosons. |
| |
|
| | # Configurations and tasks |
| | | **Configuration** | **Task** | **Description** | |
| | |-------------------|---------------------------|-----------------------------------------------------------------| |
| | | higgs | Binary classification | Is the particle a Higgs boson? | |
| |
|
| | # Usage |
| | ```python |
| | from datasets import load_dataset |
| | |
| | dataset = load_dataset("mstz/higgs")["train"] |
| | ``` |
| |
|
| | # Features |
| | |**Feature** |**Type** | |
| | |---------------------------|-----------| |
| | |`lepton_pT` |`[float64]`| |
| | |`lepton_eta` |`[float64]`| |
| | |`lepton_phi` |`[float64]`| |
| | |`missing_energy_magnitude` |`[float64]`| |
| | |`missing_energy_phi` |`[float64]`| |
| | |`jet1pt` |`[float64]`| |
| | |`jet1eta` |`[float64]`| |
| | |`jet1phi` |`[float64]`| |
| | |`jet1b` |`[float64]`| |
| | |`jet2pt` |`[float64]`| |
| | |`jet2eta` |`[float64]`| |
| | |`jet2phi` |`[float64]`| |
| | |`jet2b` |`[float64]`| |
| | |`jet3pt` |`[float64]`| |
| | |`jet3eta` |`[float64]`| |
| | |`jet3phi` |`[float64]`| |
| | |`jet3b` |`[float64]`| |
| | |`jet4pt` |`[float64]`| |
| | |`jet4eta` |`[float64]`| |
| | |`jet4phi` |`[float64]`| |
| | |`jet4b` |`[float64]`| |
| | |`m_jj` |`[float64]`| |
| | |`m_jjj` |`[float64]`| |
| | |`m_lv` |`[float64]`| |
| | |`m_jlv` |`[float64]`| |
| | |`m_bb` |`[float64]`| |
| | |`m_wbb` |`[float64]`| |
| | |`m_wwbb` |`[float64]`| |
