Datasets:
Tasks:
Text Classification
Modalities:
Text
Formats:
parquet
Languages:
English
Size:
10K - 100K
Tags:
finance
License:
Update README.md
Browse files
README.md
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# Bankin10
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Banking10 Dataset
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## Overview
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This dataset is a modified version of the original Banking77 dataset created by PolyAI.
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## Original Dataset
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The Banking77 dataset was created to help train and evaluate banking customer service dialogue systems. It contains 13,083 customer service queries labelled with 77 different intents.
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The original dataset focuses on fine-grained intent detection with clusters of semantically similar intents but differ in their banking-specific resolution.
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## Modifications
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We have regrouped the 77 original intents into 10 broader categories to facilitate higher-level categories classification:
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### CARD_MANAGEMENT
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- Card ordering, activation, and delivery
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- Lost, stolen, or malfunctioning cards
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- Currency support
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- Country restrictions
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- Payment method support
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## Dataset Structure
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The dataset maintains the same structure as the original Banking77:
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Training set: 10,003 examples
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Test set: 3,080 examples
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The only difference is in the label space, which has been reduced from 77 to 10 categories.
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## Citation
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If you use this dataset, please cite the original Banking77 dataset:
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Copy@article{banking77,
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title={Banking77 - A Fine-Grained Banking Customer Service Dataset},
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author={Paul, S. and Ganchev, H. and Henderson, M.},
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journal={arXiv preprint arXiv:2003.04807},
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year={2020}
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}
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## License
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This dataset follows the same license as the original Banking77 dataset.
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## Acknowledgments
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We thank PolyAI for creating and sharing the original Banking77 dataset. This modified version aims to provide an alternative perspective on the data by offering a more consolidated view of banking intents.
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---
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dataset_info:
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features:
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- name: text
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dtype: string
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- name: label
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dtype: string
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splits:
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- name: train
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num_bytes: 856872
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num_examples: 10003
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- name: test
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num_bytes: 247690
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num_examples: 3080
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download_size: 384208
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dataset_size: 1104562
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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/train-*
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- split: test
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path: data/test-*
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---
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---
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license: cc-by-4.0
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language:
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- en
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dataset_info:
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features:
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- name: text
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dtype: string
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- name: label
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dtype: string
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splits:
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- name: train
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num_bytes: 856872
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num_examples: 10003
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- name: test
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num_bytes: 247690
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num_examples: 3080
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download_size: 384208
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dataset_size: 1104562
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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/train-*
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- split: test
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path: data/test-*
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task_categories:
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- text-classification
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tags:
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- finance
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---
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# Bankin10
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Banking10 Dataset
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## Overview
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This dataset is a modified version of the original [Banking77](https://huggingface.co/datasets/PolyAI/banking77) dataset created by PolyAI.
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While the original dataset contains 77 fine-grained banking intents for customer service queries, this version provides a higher-level categorization by grouping these intents into 10 macro-categories.
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## Labels
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### CARD_MANAGEMENT
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- Card ordering, activation, and delivery
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- Lost, stolen, or malfunctioning cards
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- Currency support
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- Country restrictions
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- Payment method support
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