Radiology Report Text Extraction
This dataset contains synthetic radiology report texts with structured fields for patient demographics, imaging modality, body part examined, and detailed report content. It includes optional annotations for clinical entities, report classifications, and summaries, making it ideal for developing and benchmarking NLP models in medical imaging. The dataset supports entity recognition, classification, and summarization tasks, facilitating research in healthcare AI and clinical decision support.
Sample rows
preview · 8 of 200 rows · all 12 columns| report_idstring | report_classificationstring | ageinteger | body_part_examinedstring | patient_idstring | study_datedate | modalitystring | sexstring | report_textstring | impression_textstring | entities_annotatedstring | summary_textstring |
|---|---|---|---|---|---|---|---|---|---|---|---|
| RPT-00001 | Normal | 27 | Chest | PAT-0001 | 2022-02-17 | X-ray | Female | Frontal chest X-ray demonstrates clear lungs, no focal consolidation, pleural effusion, or pneumothorax. Cardiac silhouette within normal limits. | Normal chest X-ray. No acute findings. | {"entities": [{"text": "clear lungs", "type": "finding", "start": 29, "end": 40}]} | No abnormality detected in chest X-ray. |
| RPT-00002 | Abnormal | 45 | Abdomen | PAT-0002 | 2019-12-03 | CT | Male | CT scan of the abdomen shows mild hepatic steatosis, no evidence of hepatomegaly, splenomegaly or mass lesion. No ascites seen. | Mild fatty liver. Otherwise unremarkable study. | {"entities": [{"text": "hepatic steatosis", "type": "pathology", "start": 32, "end": 49}]} | Fatty liver noted; all other findings normal. |
| RPT-00003 | Abnormal | 74 | Brain | PAT-0003 | 2021-05-22 | MRI | Female | MRI brain reveals no acute infarct or hemorrhage. Mild periventricular white matter changes consistent with chronic microvascular ischemia. | Chronic microvascular changes. No acute event. | {"entities": [{"text": "chronic microvascular ischemia", "type": "pathology", "start": 88, "end": 118}]} | Chronic small vessel changes, no acute stroke. |
| RPT-00004 | Follow-up Recommended | 53 | Thyroid | PAT-0004 | 2024-01-16 | Ultrasound | Female | Ultrasound of the thyroid demonstrates a 1.2 cm hypoechoic nodule in the right lobe. No suspicious lymphadenopathy is identified. | Right thyroid nodule, benign features. | {"entities": [{"text": "1.2 cm hypoechoic nodule", "type": "finding", "start": 40, "end": 64}]} | Right thyroid nodule, suggest follow-up. |
| RPT-00005 | Normal | 52 | Breast right | PAT-0005 | 2022-08-05 | Mammography | Female | Screening mammogram of the right breast shows dense glandular tissue with no discrete mass, microcalcifications, or architectural distortion. | Dense tissue, no suspicious findings. | {"entities": [{"text": "dense glandular tissue", "type": "finding", "start": 37, "end": 59}]} | Normal right breast mammogram. |
| RPT-00006 | Abnormal | 19 | Hand | PAT-0006 | 2023-05-09 | X-ray | Male | X-ray of the left hand shows a non-displaced fracture of the fifth metacarpal shaft with minimal soft tissue swelling. | Non-displaced fifth metacarpal fracture. | {"entities": [{"text": "non-displaced fracture", "type": "finding", "start": 34, "end": 56}]} | Left hand fracture noted. |
| RPT-00007 | Critical | 68 | Whole body | PAT-0007 | 2021-07-13 | PET | Male | Whole body PET scan demonstrates increased uptake in mediastinal lymph nodes, concerning for metastatic disease. | Suspicious for mediastinal metastases. | {"entities": [{"text": "increased uptake in mediastinal lymph nodes", "type": "finding", "start": 35, "end": 76}]} | Possible mediastinal metastases detected. |
| RPT-00008 | Abnormal | 25 | Sinuses | PAT-0008 | 2020-06-24 | CT | Female | CT of the paranasal sinuses reveals mucosal thickening in the left maxillary sinus and mild nasal septal deviation. | Mild sinus mucosal thickening. | {"entities": [{"text": "mucosal thickening", "type": "finding", "start": 41, "end": 59}]} | Mild left maxillary sinusitis. |
| RPT-00009 | Normal | 41 | Liver | PAT-0009 | 2023-11-02 | Ultrasound | Female | Liver ultrasound shows a 2.0 cm hyperechoic lesion in segment VI, likely hemangioma. No biliary duct dilatation. | Likely hepatic hemangioma. No further workup required. | {"entities": [{"text": "2.0 cm hyperechoic lesion", "type": "finding", "start": 22, "end": 47}]} | Benign liver lesion observed. |
| RPT-00010 | Follow-up Recommended | 61 | Spine lumbar | PAT-0010 | 2022-07-18 | MRI | Male | Lumbar spine MRI demonstrates degenerative disc disease at L4-L5 and L5-S1 levels, with mild posterior disc bulge but no nerve root compression. | Degenerative lumbar disc disease, mild bulge. | {"entities": [{"text": "degenerative disc disease", "type": "pathology", "start": 27, "end": 52}]} | Degenerative changes, recommend follow-up. |
| RPT-00011 | Abnormal | 23 | Foot | PAT-0011 | 2023-03-29 | X-ray | Male | X-ray of the right foot reveals acute comminuted fracture of the distal third of the fifth metatarsal. | Acute fracture of right fifth metatarsal. | {"entities": [{"text": "comminuted fracture", "type": "finding", "start": 36, "end": 55}]} | Right foot fracture identified. |
| RPT-00012 | Critical | 66 | Chest | PAT-0012 | 2022-12-11 | CT | Female | Contrast-enhanced CT chest shows multiple bilateral pulmonary nodules, some with spiculated margins, suspicious for metastatic disease. | Findings concerning for pulmonary metastases. | {"entities": [{"text": "multiple bilateral pulmonary nodules", "type": "finding", "start": 33, "end": 70}]} | Suspicious pulmonary nodules, likely metastases. |
| RPT-00013 | Critical | 57 | Head and neck | PAT-0013 | 2020-09-14 | PET | Male | PET scan of head and neck demonstrates increased uptake in the left cervical lymph node region, suggestive of malignancy. | Increased uptake in cervical node. Malignancy possible. | {"entities": [{"text": "increased uptake in the left cervical lymph node region", "type": "finding", "start": 44, "end": 97}]} | Possible malignancy in cervical lymph node. |
| RPT-00014 | Normal | 39 | Pelvis | PAT-0014 | 2023-02-21 | Ultrasound | Female | Pelvic ultrasound reveals a normal uterus and ovaries. No adnexal mass or free fluid is seen. | Normal pelvic ultrasound. | {"entities": [{"text": "normal uterus and ovaries", "type": "finding", "start": 30, "end": 55}]} | No abnormality found on pelvic ultrasound. |
| RPT-00015 | Critical | 81 | Skull | PAT-0015 | 2023-08-12 | X-ray | Male | Skull X-ray demonstrates multiple lytic lesions involving the parietal bone, suggestive of metastatic disease. | Multiple lytic skull lesions, likely metastases. | {"entities": [{"text": "multiple lytic lesions", "type": "finding", "start": 25, "end": 47}]} | Lytic skull lesions suggest metastases. |
| RPT-00016 | Abnormal | 49 | Spine cervical | PAT-0016 | 2021-11-29 | MRI | Male | MRI cervical spine shows mild disc bulging at C5-C6 and C6-C7, with no spinal cord compression or abnormal enhancement. | Mild cervical disc bulge. No acute abnormality. | {"entities": [{"text": "disc bulging at C5-C6 and C6-C7", "type": "finding", "start": 29, "end": 62}]} | Mild disc bulge in cervical spine. |
| RPT-00017 | Follow-up Recommended | 54 | Thyroid | PAT-0001 | 2024-04-04 | Ultrasound | Female | Follow-up thyroid ultrasound for known nodule shows stable size and benign features. No suspicious lymphadenopathy. | Thyroid nodule unchanged, benign appearance. | {"entities": [{"text": "stable size and benign features", "type": "finding", "start": 52, "end": 82}]} | Stable thyroid nodule, recommend routine follow-up. |
| RPT-00018 | Normal | 6 | Head | PAT-0017 | 2020-01-19 | CT | Female | CT head shows no evidence of acute intracranial hemorrhage, infarction, or mass effect. Ventricles and sulci are normal for age. | Normal CT of head. | {"entities": [{"text": "no evidence of acute intracranial hemorrhage", "type": "finding", "start": 13, "end": 59}]} | No acute abnormality in CT head. |
| RPT-00019 | Abnormal | 83 | Chest | PAT-0018 | 2021-06-10 | X-ray | Male | Portable chest X-ray in elderly male shows patchy right lower lobe opacity with mild volume loss. | Right lower lobe pneumonia suspected. | {"entities": [{"text": "right lower lobe opacity", "type": "finding", "start": 49, "end": 73}]} | Possible right lower lobe pneumonia. |
| RPT-00020 | Abnormal | 37 | Scrotum | PAT-0019 | 2022-03-14 | Ultrasound | Male | Ultrasound of the scrotum reveals bilateral varicoceles, right greater than left. No testicular mass identified. | Bilateral varicoceles, no mass. | {"entities": [{"text": "bilateral varicoceles", "type": "finding", "start": 32, "end": 54}]} | Bilateral scrotal varicoceles found. |
What the 200 rows show
from the 200-row sampleCritical (report classification) stands out: mean age is 71.7, against 44.3 for the rest.
- 49.5median age
- 4sexes
- 7modalities
Median 49.5, from 0 to 85.
- string 10
- integer 1
- date 1
Columns
12 columns in three groups| column | type | description | example |
|---|---|---|---|
| Text 10 columns | |||
report_id | string | Unique identifier for each radiology reportunique | RPT-00001 |
patient_id | string | Anonymized unique identifier for the patient associated with the report | PAT-0001 |
modality | string | Type of imaging modality used (e.g., X-ray, CT, MRI, Ultrasound)7 values | X-ray |
body_part_examined | string | Body part or region examined in the radiology study | Chest |
report_text | string | Full text of the radiology report as written by the radiologist | Frontal chest X-ray demon… |
impression_text | string | Summary or impression section of the radiology report, if availableoptional | Normal CT of head. |
entities_annotated | string | JSON-encoded list of recognized clinical entities (e.g., findings, anatomical sites, pathologies) with their positions/types for NLP tasksoptional | {"entities": [{"text": "c… |
report_classification | string | Label or category assigned to the report for classification tasks (e.g., Normal, Abnormal, Critical, Follow-up Recommended)Normal · Abnormal · Critical · Follow-up Recommended · Other · optional | Normal |
summary_text | string | Machine-generated or human-written summary of the report for summarization tasksoptional | Normal chest X-ray. |
sex | string | Sex of the patientMale · Female · Other · Unknown · optional | Female |
| Numbers 1 column | |||
age | integer | Age of the patient at the time of the study (in years)0 to 120 · optional | 27 |
| Dates and times 1 column | |||
study_date | date | Date when the radiology study was performed | 2022-02-17 |
Use it for
A healthcare dashboard
Age by report_
classification and a breakdown of body_ part_ examined. Excel, Power BI or Tableau. Why do the 28 Critical rows have a mean age of 71.7?
A root-cause class exercise
Hand out the rows and one question. The answer is in the data, not in the brief.
- Reports200RPT-0000127NormalRPT-0000245AbnormalRPT-0000374Abnormal
A software demo
Believable reports with patient_
id, study_ date and modality to fill a screen in front of a buyer.
This dataset200 rows12 columns
Yours1,000 rows12 columns
blueprint · radiology-report-text-extraction
Behind this dataset
Same schema. As many rows as you need.
These 200 rows came out of a blueprint — 12 columns with generation rules behind each one. Open it in Data Factory to retune a column, add your own, wire in foreign keys, and run it at the size you actually need.
Rules it was built with
- Reports generated from common imaging modalities: CT, MRI, X-ray
- Each report contains anonymized patient demographics
- Findings and impressions clearly separated
- Medical abbreviations and synonyms included
Open the blueprint in Data Factory
1 credit per row. New accounts start with 25 free credits.
- Exports
- CSV, JSON, JSONL, Parquet, SQL, Excel, TSV, XML
- Licence
- yours to use, including commercially
- API slug
- radiology-report-text-extraction