mstz/higgs

---
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]`|

原始信息汇总

数据集概述

基本信息

• 名称: Higgs
• 语言: 英语
• 标签:
  • Higgs
  • tabular_classification
  • binary_classification
  • UCI
• 描述: 用于分类粒子是否为Higgs boson的数据集。
• 大小: 10K<n<100K
• 任务类别: tabular-classification
• 配置: higgs
• 许可证: cc

任务描述

• 配置: higgs
• 任务: Binary classification
• 描述: 判断粒子是否为Higgs boson。

数据集使用

python from datasets import load_dataset

dataset = load_dataset("mstz/higgs")["train"]

特征描述

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]