Data Library

This product includes all the available data packages and datasets offered by John Snow Labs.

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The use of John Snow Labs datasets is free for personal and research purposes. For commercial use please subscribe to the Data Library on AWS (this product). The subscription will allow you to use all John Snow Labs datasets and data packages for commercial purposes.

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This data package includes the following data products and their respective datasets whose commercial access is after the subscription.

S.N.	Data Product	Category
1	International Clinical Trial	Clinical Trials
2	US Clinical Trials	Clinical Trials
3	Diagnostic Devices and Examinations	Devices
4	Establishment Registration and Medical Device Listing Files	Devices
5	FDA Medical Devices Classification and Recalls	Devices
6	Humanitarian Device Exemptions	Devices
7	Manufacturer And User Facility Device Experience	Devices
8	Medical Device Adverse Events for Total Hip Replacements	Devices
9	Medical Devices Applications and Approvals	Devices
10	X-Ray Assembler Data	Devices
11	CMS Drug Manufacturer Rebate	Drug Pricing
12	CMS Drug Utilization	Drug Pricing
13	HCPCS Crosswalk for Medicare Cost Drug and Average Sales Price Part B	Drug Pricing
14	Medicare Prescription Drug Plans	Drug Pricing
15	National Average Drug Acquisition Cost Files	Drug Pricing
16	NDC to Healthcare Common Procedure Coding System Crosswalks	Drug Pricing
17	Prescription Drug Cost	Drug Pricing
18	ATC and DDD Classification System	Drug Safety
19	Biotech Pharma and Research Information Database	Drug Safety
20	Canada Vigilance Adverse Reaction Database	Drug Safety
21	Drug And Product Reaction	Drug Safety
22	Drug Ingredients and Development Process	Drug Safety
23	DrugBank Database	Drug Safety
24	European Medicine Agency Authorizations and Certificates	Drug Safety
25	FDA Drug Adverse Events Reporting System FAERS 2014	Drug Safety
26	FDA Drug Adverse Events Reporting System FAERS 2015	Drug Safety
27	FDA Drug Adverse Events Reporting System FAERS 2016	Drug Safety
28	FDA Drug Adverse Events Reporting System FAERS 2017	Drug Safety
29	FDA Drug Adverse Events Reporting System FAERS 2018	Drug Safety
30	FDA Drug Adverse Events Reporting System FAERS 2019	Drug Safety
31	FDA Drug Adverse Events Reporting System FAERS 2020	Drug Safety
32	FDA Drug Adverse Events Reporting System FAERS 2021	Drug Safety
33	FDA Drug Adverse Events Reporting System FAERS 2022	Drug Safety
34	FDA Drug Product Labels Validation Method	Drug Safety
35	FDA Drug Unique Ingredient Identifier	Drug Safety
36	FDA Drugs Database	Drug Safety
37	International Drugs Database	Drug Safety
38	National Antimicrobial Resistance Monitoring System Isolate Level Data	Drug Safety
39	National Drug Code and Drug Labels Database	Drug Safety
40	National Quality Forum Medication Measures for Ambulatory Care	Drug Safety
41	Orange Book Approved and Purple Book Licensed Drug Products	Drug Safety
42	US Vaccines Database	Drug Safety
43	Vaccine Adverse Event Reporting System VAERS Data	Drug Safety
44	Alcoholic Beverage Control	Food
45	Food and Dietary Supplements Database	Food
46	Mobile Food	Food
47	New York City Open Data Reports	Food
48	Restaurant Inspection Scores	Food
49	USDA Long Term Agricultural Projection	Food
50	USDA Nutrition Dataset for the Apps for Healthy Kids Competition	Food
51	USDA Report on Productivity Growth in Farm Sectors	Food
52	USDA Yield and Retention	Food
53	Comparative Toxicogenomics Database	Genomics
54	Drug Targets and Drug Lists	Genomics
55	Gene and miRNA Annotations	Genomics
56	Gene Products and Targets	Genomics
57	Genetic Associations	Genomics
58	Genetic Associations in Aging	Genomics
59	Human Gene Expression Database	Genomics
60	Diagnosis Related Groups and Classifications	Billing
61	DME Supplier Hospital and Practitioner Services Report Codes	Billing
62	Health Care Codes Lists	Billing
63	Healthcare Common Procedure Coding System	Billing
64	ICD-9 ICD-10 and Clinical Classification Codes	Billing
65	ICD-9 ICD-10 CM and PCS Codes Mapping	Billing
66	Integrated Outpatient Code Editors	Billing
67	National Correct Coding Initiative PTP for Outpatient Hospitals	Billing
68	California State Health	Census
69	Canadian Census	Census
70	Census Data by Zip Code 2010-2014	Census
71	Census Data by Zip Code 2012-2016	Census
72	European Census	Census
73	US Cities Demographics	Census
74	US Crime Data	Census
75	US Socioeconomic Indicators	Census
76	Climate	Core
77	Demographics	Core
78	Economy	Core
79	Geography	Core
80	Health	Core
81	Internet	Core
82	Pharma	Core
83	Transportation	Core
84	Basic Stand Alone Medicare Claims Public Use Files	Cost
85	Clinical Diagnostic Carrier and Laboratory Fee Schedule	Cost
86	Co-Morbidity Chronic Condition	Cost
87	Electric Utility Companies and Rates	Cost
88	Energy Efficiency Portfolio Standard Program	Cost
89	Executive Budget Investments and Appropriations	Cost
90	Home Health Agency Medicare Cost Report	Cost
91	Hospital Medicare Cost Report	Cost
92	Hospital Treatment Events Costs	Cost
93	Medicare Advantage Rates And Statistics	Cost
94	Medicare Claims and Utilization	Cost
95	Medicare Fee For Service Expenditure Data	Cost
96	Medicare Utilization Indicators by Geographic Variation	Cost
97	Physician Fee Schedule	Cost
98	American Academy of Orthopaedic Surgeons Guidelines for Hip Fractures	Guidelines
99	Anticoagulation Therapy Outcomes	Guidelines
100	Medical Transcription	Guidelines
101	MEDLINE PubMed Data	Guidelines
102	NGC Guideline Summaries	Guidelines
103	Nursing Order Sets	Guidelines
104	Acute Hospital Activity and NHS Beds Information	Hospitals
105	Cardiovascular Conditions	Hospitals
106	Health Facility Database	Hospitals
107	Hospital Compare Clinical Process of Care	Hospitals
108	Hospital Compare General Information	Hospitals
109	Hospital Compare Inpatient Discharges	Hospitals
110	Hospital Compare Outpatient Information	Hospitals
111	Hospital Compare Quality of Care and Measures	Hospitals
112	Hospital Compare Readmissions and Deaths	Hospitals
113	ACO Quality Performance Standard Measures	Measures
114	CAHPS Survey Database and Chartbook	Measures
115	Consumer Complaints	Measures
116	MIPS CMS Approved Data	Measures
117	Physician Quality Reporting System PQRS	Measures
118	Quality Performance Measures	Measures
119	Behavioral Risk Factor Health and Diseases Surveillance System	Outcomes
120	CDC STATE System Tobacco Legislation	Outcomes
121	Communicable Diseases Geographic Distribution	Outcomes
122	Community Health Status Indicators	Outcomes
123	Health and Disease Indicator Reports	Outcomes
124	Health and Disease Registries	Outcomes
125	Healthcare Associated Infections	Outcomes
126	Hip Knee Joint Conditions and Complication Rates	Outcomes
127	Medicare Health Plan Models	Outcomes
128	New York State Hospital De-Identified Data	Outcomes
129	Oral Health Surveillance	Outcomes
130	Post Hospital Discharge Events	Outcomes
131	Social Determinants of Health	Outcomes
132	Surgical Outcomes	Outcomes
133	CMS Healthcare Industry Providers Financial Relationships	Payments
134	Health Insurance Plan Payments	Payments
135	Occupational Wages	Payments
136	USA Social Security Administration Recipients Data	Payments
137	Medicare Physicians Utilization and Payment Data	Physicians
138	Medicare Provider Services and Utilization	Physicians
139	NPPES Healthcare Providers Database	Physicians
140	NUCC Health Provider Taxonomy Code Set and Certificates	Physicians
141	Physician and Other Healthcare Information	Physicians
142	US Healthcare and Medicare Cost and Budget	Physicians
143	Birds and Vectors Database	Pophealth
144	Cancer Statistics	Pophealth
145	Disease Prevalence Rates	Pophealth
146	Global Life Expectancy Data	Pophealth
147	Global Mortality and Morbidity Data	Pophealth
148	Global Tobacco Surveillance System GTSS	Pophealth
149	Health and Hospitals Corporation	Pophealth
150	Health Nutrition and Population	Pophealth
151	Health Plan Selection	Pophealth
152	Healthcare Financing and Expenditure	Pophealth
153	Immunization Coverage Data	Pophealth
154	National Health Surveys	Pophealth
155	OASDI Benefits	Pophealth
156	Occupational Health And Safety	Pophealth
157	OECD Countries Health Indicators	Pophealth
158	Substance Abuse and Mental Health Data	Pophealth
159	Suicide Data	Pophealth
160	UK Life Expectancy Data	Pophealth
161	UK Mortality and Morbidity Data	Pophealth
162	US County Level Health Outcomes And Determinants Of Health	Pophealth
163	US Life Expectancy Data	Pophealth
164	US Mortality and Morbidity Data	Pophealth
165	US Mother And Child Health	Pophealth
166	Water Sanitation and Hygiene	Pophealth
167	World Development Indicators	Pophealth
168	Dialysis Facility Compare	Providers
169	Home Health and Hospice Compare Data	Providers
170	Medicare Helpful Contacts Information	Providers
171	Medicare Provider Utilization and Payment Data	Providers
172	Nursing Home Compare	Providers
173	Activities	Terminology
174	Anatomy	Terminology
175	Concepts	Terminology
176	Convergent Medical Terminology Full	Terminology
177	Convergent Medical Terminology Subsets	Terminology
178	FHIR Definitions	Terminology
179	Health Multilingual Terminologies	Terminology
180	ICH Medical Dictionary of Abbreviations and Acronyms	Terminology
181	Logical Observation Identifiers Names and Codes LOINC	Terminology
182	Organism	Terminology
183	Processes	Terminology
184	RxNorm Drug Terminologies	Terminology
185	SNOMED Clinical Terminology Delta	Terminology
186	Delta de terminología clínica de SNOMED	Terminology
187	SNOMED Clinical Terminology Encoded Subsets	Terminology
188	SNOMED Clinical Terminology Full	Terminology
189	Terminología clínica SNOMED completa	Terminology
190	SNOMED Clinical Terminology Snapshot	Terminology
191	Instantánea de terminología clínica de SNOMED	Terminology
192	SNOMED Clinical Terminology to ICD-10-CM Map	Terminology
193	Substances	Terminology

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We deliver high-quality data

• Each dataset goes through 3 levels of quality review
  • 2 Manual reviews are done by domain experts
  • Then, an automated set of 60+ validations enforces every datum matches metadata & defined constraints
• Data is normalized into one unified type system
  • All dates, unites, codes, currencies look the same
  • All null values are normalized to the same value
  • All dataset and field names are SQL and Hive compliant
• Data and Metadata
  • Data is available in both CSV and Apache Parquet format, optimized for high read performance on distributed Hadoop, Spark & MPP clusters
  • Metadata is provided in the open Frictionless Data standard, and its every field is normalized & validated
• Data Updates
  • Data updates support replace-on-update: outdated foreign keys are deprecated, not deleted

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Our data is curated and enriched by domain experts

Each dataset is manually curated by our team of doctors, pharmacists, public health & medical billing experts:

• Field names, descriptions, and normalized values are chosen by people who actually understand their meaning
• Healthcare & life science experts add categories, search keywords, descriptions and more to each dataset
• Both manual and automated data enrichment supported for clinical codes, providers, drugs, and geo-locations
• The data is always kept up to date – even when the source requires manual effort to get updates
• Support for data subscribers is provided directly by the domain experts who curated the data sets
• Every data source’s license is manually verified to allow for royalty-free commercial use and redistribution.

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• If you have questions about our products, contact us at info@johnsnowlabs.com .

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John Snow Labs , an AI and NLP for healthcare company, provides state-of-the-art software, models, and data to help healthcare and life science organizations build, deploy, and operate AI projects.