NikitaSirotkin/airline-customer-reviews-v1

---
annotations_creators: []
language:
- en
language_creators: []
license: []
multilinguality:
- monolingual
pretty_name: 'airline_customer_reviews'
size_categories:
- n<1K
source_datasets:
- 'extended|https://www.kaggle.com/datasets/juhibhojani/airline-reviews'
tags:
- adaption
- preference-training
- travel
- transportation
- corporate-business
task_categories: []
task_ids: []
---


This dataset is a remastered version of this [dataset](https://www.kaggle.com/datasets/juhibhojani/airline-reviews) prepared using [Adaption's](https://frontend-pharos-app-dev.vercel.app/app/auth) Adaptive Data platform.

# airline_customer_reviews

This dataset contains a collection of customer reviews and feedback specifically regarding various airlines, such as Binter Canarias and Adria Airways. The entries include short textual statements ranging from positive comments about flight comfort to negative complaints about service quality. Each sample represents a direct user opinion or a label indicating the airline being reviewed.

### Dataset size

There are 655 data points in this dataset. This is a preference training dataset.

### Quality of Remastered Dataset

The final quality is A, with a relative quality improvement of 203.3%.

### Domain
- Travel (46%)
- Transportation (20%)
- Corporate-business (16%)

### Language
- English (100%)

### Tone
- Critical (26%)
- Informative (24%)
- Informal (22%)

### Evaluation Results

- **Quality Gains:**
<img src="https://proteus-dev-public.s3.us-east-1.amazonaws.com/temp/1e37ef12-3433-4af5-9808-df4b9c1c982b.png" alt="QualityGains" style="max-width: 50%; display: block; margin-left: auto; margin-right: auto;" />

- **Grade Improvement:**
<img src="https://proteus-dev-public.s3.us-east-1.amazonaws.com/temp/4e1c592b-80a3-4c45-9052-1eee07e2e81f.png" alt="Grade" style="max-width: 50%; display: block; margin-left: auto; margin-right: auto;" />

- **Percentile Chart:**
<img src="https://proteus-dev-public.s3.us-east-1.amazonaws.com/temp/3cbca0fe-7cbb-40f2-96fd-ef0835ebb51a.png" alt="Percentile Chart" style="max-width: 50%; display: block; margin-left: auto; margin-right: auto;" />

---
注释生成者: []
语言:
- 英语
语言生成者: []
许可证: []
多语言属性:
- 单语言
数据集展示名: 'airline_customer_reviews（航空公司客户评论）'
样本规模类别:
- 少于1000条
源数据集:
- '扩展来源|https://www.kaggle.com/datasets/juhibhojani/airline-reviews'
标签:
- 适配（adaption）
- 偏好训练（preference-training）
- 旅行（travel）
- 交通（transportation）
- 企业商务（corporate-business）
任务类别: []
任务子类型: []
---


本数据集是基于[原数据集](https://www.kaggle.com/datasets/juhibhojani/airline-reviews)重制的版本，由[Adaption（适配平台）](https://frontend-pharos-app-dev.vercel.app/app/auth)的自适应数据平台（Adaptive Data platform）制作完成。

# 航空公司客户评论（airline_customer_reviews）

本数据集收录了针对多家航空公司的客户评论与反馈，涵盖航司包括特内里费航空（Binter Canarias）和亚德里亚航空（Adria Airways）等。数据条目包含简短文本表述，内容覆盖从对航班舒适度的正面评价，到对服务质量的负面投诉等各类用户反馈。每条样本均包含直接的用户观点，或标注了被评论的航司名称。

### 数据集规模
本数据集共包含655条数据样本，属于偏好训练（preference-training）数据集。

### 重制数据集质量
最终质量评级为A级，相对质量提升幅度达203.3%。

### 应用领域
- 旅行（Travel）：46%
- 交通（Transportation）：20%
- 企业商务（Corporate-business）：16%

### 语言属性
- 英语（English）：100%

### 文本语气
- 批判性（Critical）：26%
- 信息性（Informative）：24%
- 非正式性（Informal）：22%

### 评估结果
- **质量提升情况：**
<img src="https://proteus-dev-public.s3.us-east-1.amazonaws.com/temp/1e37ef12-3433-4af5-9808-df4b9c1c982b.png" alt="QualityGains" style="max-width: 50%; display: block; margin-left: auto; margin-right: auto;" />

- **评级提升情况：**
<img src="https://proteus-dev-public.s3.us-east-1.amazonaws.com/temp/4e1c592b-80a3-4c45-9052-1eee07e2e81f.png" alt="Grade" style="max-width: 50%; display: block; margin-left: auto; margin-right: auto;" />

- **百分位分布图：**
<img src="https://proteus-dev-public.s3.us-east-1.amazonaws.com/temp/3cbca0fe-7cbb-40f2-96fd-ef0835ebb51a.png" alt="Percentile Chart" style="max-width: 50%; display: block; margin-left: auto; margin-right: auto;" />