Suicides in England By Upper Tier Local Authority 2002 to 2016

**Overview**
This accelerator contains information about reasons and methods involved in attempting a suicide. It also provides a comprehensive list of prescription drugs which might cause depression or other psychiatric disorders as a side effect that lead to suicidal ideation and failed or successful suicidal attempts.

**Description**
Suicide is the act of intentionally causing one's own death. Risk factors include mental disorders such as depression, bipolar disorder, schizophrenia, personality disorders, and substance abuse, including alcoholism and use of benzodiazepines. Other suicides are impulsive acts due to stress such as from financial difficulties, troubles with relationships, or from bullying. Those who have previously attempted suicide are at higher risk for future attempts. Suicide prevention efforts include limiting access to methods of suicide, such as firearms, drugs, and poisons, treating mental disorders and substance misuse, proper media reporting of suicide, and improving economic conditions. The datasets included in this accelerator consists of following information: - A list of reasons and methods used for suicidal attempts and their relevant ICD-10-CM codes and UMLS concept IDs. Reasons like depression and various mental disorders that lead to suicide can be treated with medication and counseling. Although the treatment plans vary from patient to patient, general treatment options available have been mentioned along with their NDC Product Codes. - A comprehensive list of prescription drugs which might cause depression or other psychiatric disorders as a side effect. If not treated, these side effects may lead to suicidal ideations and even attempts of failed or successful suicides. The side effects causing psychiatric disorders have further been categorized into very common, common, uncommon, rare and very rare based on their frequency of occurrence. Any psychiatric side effects reported to the FDA as a result of post-marketing surveillance have also been included in this dataset.

**Benefits**
- useful for physicians, pharmacists, pharmaceutical companies, medical students and patients (general public)
- enhance patients awareness regarding the risks involved in taking drug treatments that are associated with suicidal behavior
- preventive care

**License Information**
The use of John Snow Labs datasets is free for personal and research purposes. For commercial use please subscribe to the [Data Library](https://www.johnsnowlabs.com/marketplace/) on John Snow Labs website. The subscription will allow you to use all John Snow Labs datasets and data packages for commercial purposes.

**Included Datasets**
- [Medication Correlated Suicide Risks](https://www.johnsnowlabs.com/marketplace/medication-correlated-suicide-risks)
- This dataset consists of a comprehensive list of prescription drugs which might cause depression or other psychiatric disorders as a side effect. If not treated, these side effects may lead to suicidal ideations and even attempts of failed or successful suicides. The side effects causing psychiatric disorders have further been categorized into very common, common, uncommon, rare and very rare based on their frequency of occurrence.
- [Suicide Related Diagnoses Symptoms and Drugs](https://www.johnsnowlabs.com/marketplace/suicide-related-diagnoses-symptoms-and-drugs)
- This dataset consists of information available over the internet for the reasons and methods used for suicidal attempts and their relevant ICD-10-CM codes and UMLS concept IDs. Reasons like depression and various mental disorders that lead to suicide can be treated with medication and counseling. Although the treatment plans vary from patient to patient, general treatment options available have been mentioned in this dataset along with their NDC Product Codes.
- [Suicides in England By Upper Tier Local Authority](https://www.johnsnowlabs.com/marketplace/suicides-in-england-by-upper-tier-local-authority)
- This dataset includes information regarding number of deaths registered and age-standardized suicide rates for upper tier local authorities, rolling three-year aggregates, deaths registered 2002 to 2016.

**Data Engineering Overview**
**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

**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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