HipAAsynth/sepsis-icu-standing-rock-cohort-100

---
license: cc-by-nc-4.0
task_categories:
- tabular-classification
- tabular-regression
language:
- en
tags:
- healthcare
- ehr
- tabular
- evaluation
- deterministic
pretty_name: HipAAsynth Sepsis Cohort — Standing Rock Sioux Nation, ND
size_categories:
- n<1K
configs:
- config_name: default
data_files:
- split: train
path: "synthetic-sepsis-nd-tribal-standing-rock.csv"
---

# HipAAsynth Dataset

## Summary

This dataset is a validation artifact generated by HipAAsynth.

HipAAsynth is a deterministic testing and validation service that simulates real-world variability to evaluate how healthcare systems perform under deployment conditions.

---

## Description

This dataset represents a controlled cohort used for testing and benchmarking.

HipAAsynth generates cohorts to simulate how conditions present across:

* patient populations
* demographic distributions
* comorbidity patterns

Datasets are designed for repeatable evaluation and consistent comparison across systems.

---

## Schema

46-column structured CSV:

| Column | Description |
|---|---|
| patient_id | Unique patient identifier |
| age | Age in years |
| sex | Biological sex |
| ethnicity | Patient ethnicity |
| height_cm | Height in centimeters |
| weight_kg | Weight in kilograms |
| bmi | Body mass index |
| bmi_category | BMI classification |
| conditions | Pipe-delimited list of active clinical conditions |
| num_visits | Total encounter visit count |
| num_labs | Total lab order count |
| engine_version | HipAAsynth engine version |
| schema_version | Schema version |
| synthetic | Always true — no real patient data |
| disclaimer | Data use disclaimer |
| cohort_group | Cohort group identifier |
| anchor_hash | SHA-256 generation anchor for reproducibility |
| age_group | Age group classification (young / middle / elderly) |
| diabetes | Diabetes comorbidity flag |
| hypertension | Hypertension comorbidity flag |
| ckd | Chronic kidney disease flag |
| copd | COPD comorbidity flag |
| chf | Congestive heart failure flag |
| glucose_mgdl | Glucose (mg/dL) |
| creatinine_mgdl | Creatinine (mg/dL) |
| wbc_per_nl | White blood cell count (per nL) |
| ldl_mgdl | LDL cholesterol (mg/dL) |
| sepsis_flag | Sepsis-3 criteria met flag |
| infection_source | Infection source classification |
| temperature_c | Temperature in Celsius |
| heart_rate | Heart rate (bpm) |
| resp_rate | Respiratory rate (breaths/min) |
| sbp_mmhg | Systolic blood pressure (mmHg) |
| dbp_mmhg | Diastolic blood pressure (mmHg) |
| spo2_pct | Oxygen saturation (%) |
| lactate_mmol | Lactate (mmol/L) |
| wbc_sepsis | WBC meets sepsis threshold flag |
| creatinine_sepsis | Creatinine meets sepsis threshold flag |
| glucose_sepsis | Glucose meets sepsis threshold flag |
| afebrile | Afebrile presentation flag |
| ams_only | Altered mental status as sole presentation flag |
| delayed_hypotension | Delayed hypotension flag |
| dm_htn_ckd_stack | Combined DM + HTN + CKD comorbidity stack flag |
| hours_to_hypotension | Hours from presentation to hypotension |
| hours_to_icu | Hours from presentation to ICU admission |
| hours_to_vasopressors | Hours from presentation to vasopressor initiation |

license: CC BY-NC 4.0
task_categories:
- tabular-classification（表格分类）
- tabular-regression（表格回归）
language:
- en（英语）
tags:
- healthcare（医疗健康）
- ehr（Electronic Health Record，电子健康记录）
- tabular（表格型数据）
- evaluation（评估）
- deterministic（确定性）
pretty_name: HipAAsynth Sepsis Cohort — Standing Rock Sioux Nation, ND（HipAAsynth 脓毒症队列——北达科他州（ND）Standing Rock苏族部落）
size_categories:
- n<1K（样本量小于1000）
configs:
- config_name: default
data_files:
- split: train（训练集）
path: "synthetic-sepsis-nd-tribal-standing-rock.csv"
---

# HipAAsynth 数据集

## 摘要

本数据集为HipAAsynth生成的验证性产出物。

HipAAsynth是一款确定性测试与验证服务，可模拟真实场景中的变量差异，用于评估医疗系统在部署环境下的运行表现。

---

## 数据集说明

本数据集为用于测试与基准测试的受控队列。

HipAAsynth通过生成队列，模拟以下维度的分布特征：
* 患者人群
* 人口统计学分布
* 共病模式

本数据集的设计目标是支持可复现的评估，以及不同系统间的一致性对比。

---

## 数据结构

46列结构化CSV文件：

| 列名 | 描述 |
|---|---|
| patient_id | 唯一患者标识符 |
| age | 年龄（单位：年） |
| sex | 生物性别 |
| ethnicity | 患者种族 |
| height_cm | 身高（单位：厘米） |
| weight_kg | 体重（单位：千克） |
| bmi | 身体质量指数 |
| bmi_category | BMI分类 |
| conditions | 以竖线分隔的当前临床病症列表 |
| num_visits | 就诊总次数 |
| num_labs | 检验申请总次数 |
| engine_version | HipAAsynth引擎版本 |
| schema_version | 数据结构版本 |
| synthetic | 固定为true——无真实患者数据 |
| disclaimer | 数据使用声明 |
| cohort_group | 队列组标识符 |
| anchor_hash | 用于可复现性的SHA-256生成锚点 |
| age_group | 年龄组分类（青年/中年/老年） |
| diabetes | 糖尿病共病标记 |
| hypertension | 高血压共病标记 |
| ckd | 慢性肾脏病标记 |
| copd | Chronic Obstructive Pulmonary Disease（慢性阻塞性肺疾病，COPD）共病标记 |
| chf | 充血性心力衰竭标记 |
| glucose_mgdl | 血糖（单位：mg/dL） |
| creatinine_mgdl | 肌酐（单位：mg/dL） |
| wbc_per_nl | 白细胞计数（单位：每纳升） |
| ldl_mgdl | Low-Density Lipoprotein（低密度脂蛋白胆固醇，LDL）（单位：mg/dL） |
| sepsis_flag | 符合脓毒症3.0标准标记 |
| infection_source | 感染源分类 |
| temperature_c | 体温（单位：摄氏度） |
| heart_rate | 心率（单位：次/分钟） |
| resp_rate | 呼吸频率（单位：次/分钟） |
| sbp_mmhg | 收缩压（单位：mmHg） |
| dbp_mmhg | 舒张压（单位：mmHg） |
| spo2_pct | 血氧饱和度（单位：%） |
| lactate_mmol | 乳酸（单位：mmol/L） |
| wbc_sepsis | 白细胞符合脓毒症阈值标记 |
| creatinine_sepsis | 肌酐符合脓毒症阈值标记 |
| glucose_sepsis | 血糖符合脓毒症阈值标记 |
| afebrile | 无发热表现标记 |
| ams_only | 仅以精神状态改变为表现标记 |
| delayed_hypotension | 迟发性低血压标记 |
| dm_htn_ckd_stack | 糖尿病+高血压+慢性肾脏病共病组合标记 |
| hours_to_hypotension | 从就诊到出现低血压的时长 |
| hours_to_icu | 从就诊到收入重症监护室（ICU）的时长 |
| hours_to_vasopressors | 从就诊到开始使用血管加压药的时长