遇见数据集

cburger/md_cleaned

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Hugging Face2023-05-28 更新2024-03-04 收录
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资源简介:

--- dataset_info: features: - name: text dtype: string - name: label dtype: class_label: names: '0': ' Allergy / Immunology' '1': ' Autopsy' '2': ' Bariatrics' '3': ' Cardiovascular / Pulmonary' '4': ' Chiropractic' '5': ' Consult - History and Phy.' '6': ' Cosmetic / Plastic Surgery' '7': ' Dentistry' '8': ' Dermatology' '9': ' Diets and Nutritions' '10': ' Discharge Summary' '11': ' ENT - Otolaryngology' '12': ' Emergency Room Reports' '13': ' Endocrinology' '14': ' Gastroenterology' '15': ' General Medicine' '16': ' Hematology - Oncology' '17': ' Hospice - Palliative Care' '18': ' IME-QME-Work Comp etc.' '19': ' Lab Medicine - Pathology' '20': ' Letters' '21': ' Nephrology' '22': ' Neurology' '23': ' Neurosurgery' '24': ' Obstetrics / Gynecology' '25': ' Office Notes' '26': ' Ophthalmology' '27': ' Orthopedic' '28': ' Pain Management' '29': ' Pediatrics - Neonatal' '30': ' Physical Medicine - Rehab' '31': ' Podiatry' '32': ' Psychiatry / Psychology' '33': ' Radiology' '34': ' Rheumatology' '35': ' SOAP / Chart / Progress Notes' '36': ' Sleep Medicine' '37': ' Speech - Language' '38': ' Surgery' '39': ' Urology' splits: - name: train num_bytes: 15217210 num_examples: 4948 download_size: 7196712 dataset_size: 15217210 --- # Dataset Card for "md_cleaned" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

数据集信息: 特征字段: - 字段名:文本(text),数据类型:字符串(string) - 字段名:标签(label),数据类型为类别标签(class_label),其类别名称映射如下: '0': '变态反应学/免疫学(Allergy / Immunology)' '1': '尸体解剖(Autopsy)' '2': '减重代谢外科(Bariatrics)' '3': '心血管/肺部医学(Cardiovascular / Pulmonary)' '4': '脊骨神经医学(Chiropractic)' '5': '问诊-病史与体格检查(Consult - History and Phy.)' '6': '美容/整形外科(Cosmetic / Plastic Surgery)' '7': '牙科(Dentistry)' '8': '皮肤病学(Dermatology)' '9': '饮食与营养学(Diets and Nutritions)' '10': '出院小结(Discharge Summary)' '11': '耳鼻咽喉头颈外科(ENT - Otolaryngology)' '12': '急诊病历(Emergency Room Reports)' '13': '内分泌学(Endocrinology)' '14': '胃肠病学(Gastroenterology)' '15': '普通内科(General Medicine)' '16': '血液学-肿瘤学(Hematology - Oncology)' '17': '临终关怀与姑息治疗(Hospice - Palliative Care)' '18': '独立医学评估/资质医学评估/工伤补偿类等(IME-QME-Work Comp etc.)' '19': '检验医学-病理学(Lab Medicine - Pathology)' '20': '医疗信函(Letters)' '21': '肾脏病学(Nephrology)' '22': '神经病学(Neurology)' '23': '神经外科(Neurosurgery)' '24': '妇产科(Obstetrics / Gynecology)' '25': '门诊病历(Office Notes)' '26': '眼科学(Ophthalmology)' '27': '骨科(Orthopedic)' '28': '疼痛管理(Pain Management)' '29': '儿科学-新生儿学(Pediatrics - Neonatal)' '30': '物理医学-康复医学(Physical Medicine - Rehab)' '31': '足病诊疗学(Podiatry)' '32': '精神病学/心理学(Psychiatry / Psychology)' '33': '放射学(Radiology)' '34': '风湿病学(Rheumatology)' '35': 'SOAP病历/医疗图表/病程记录(SOAP / Chart / Progress Notes)' '36': '睡眠医学(Sleep Medicine)' '37': '言语语言治疗(Speech - Language)' '38': '外科(Surgery)' '39': '泌尿外科学(Urology)' 数据划分: - 划分名称:训练集(train),字节数:15217210,样本量:4948 下载大小:7196712 数据集总大小:15217210 --- # 数据集卡片:md_cleaned [需补充更多信息](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

提供机构:
cburger
原始信息汇总

数据集概述

数据集特征

  • text: 数据类型为字符串。
  • label: 数据类型为分类标签,包含以下类别:
    • 0: Allergy / Immunology
    • 1: Autopsy
    • 2: Bariatrics
    • 3: Cardiovascular / Pulmonary
    • 4: Chiropractic
    • 5: Consult - History and Phy.
    • 6: Cosmetic / Plastic Surgery
    • 7: Dentistry
    • 8: Dermatology
    • 9: Diets and Nutritions
    • 10: Discharge Summary
    • 11: ENT - Otolaryngology
    • 12: Emergency Room Reports
    • 13: Endocrinology
    • 14: Gastroenterology
    • 15: General Medicine
    • 16: Hematology - Oncology
    • 17: Hospice - Palliative Care
    • 18: IME-QME-Work Comp etc.
    • 19: Lab Medicine - Pathology
    • 20: Letters
    • 21: Nephrology
    • 22: Neurology
    • 23: Neurosurgery
    • 24: Obstetrics / Gynecology
    • 25: Office Notes
    • 26: Ophthalmology
    • 27: Orthopedic
    • 28: Pain Management
    • 29: Pediatrics - Neonatal
    • 30: Physical Medicine - Rehab
    • 31: Podiatry
    • 32: Psychiatry / Psychology
    • 33: Radiology
    • 34: Rheumatology
    • 35: SOAP / Chart / Progress Notes
    • 36: Sleep Medicine
    • 37: Speech - Language
    • 38: Surgery
    • 39: Urology

数据集分割

  • train: 包含4948个样本,数据集大小为15217210字节。

数据集大小

  • 下载大小: 7196712字节
  • 数据集大小: 15217210字节
搜集汇总
数据集介绍
cburger/md_cleaned 数据集图片
背景与挑战
背景概述
该数据集是一个医疗文本分类数据集,包含约4,948条医疗记录文本,涵盖手术、放射学、精神病学等40个医疗类别。数据以parquet格式存储,适用于自然语言处理任务,如医疗文本分类或信息提取。
以上内容由遇见数据集搜集并总结生成
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