jsplit
price-transparency-guide
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2 | 14 | |
59 | 341 | |
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10.0 | 5.9 | |
over 1 year ago | 24 days ago | |
Go | Ruby | |
Apache License 2.0 | - |
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jsplit
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Show HN: Up to 100x Faster FastAPI with simdjson and io_uring on Linux 5.19
Regarding the hard way, this little utility does a great job of splitting larger than memory JSON documents into collections of NDJSON files:
https://github.com/dolthub/jsplit
- [OC] The ridiculously absurd amount of pricing data that insurance companies just publicly dumped
price-transparency-guide
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Are there any websites making the "Transparency in coverage" data available?
The problem is that its all released in files in JSON code. The file from the above link has links to 2374 other JSON files that are compressed into multipart JSON.GZ files and some of these are 25 gigabytes and larger. Literally terabytes of data.
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Analyzing multi-gigabyte JSON files locally
Neither of these are implemented via HL7 or FHIR. CMS has defined a new "machine readable format" to implement the regulation: https://github.com/CMSgov/price-transparency-guide
- Dataset needed!!!!! Well I've worked on some datasets that I took from Kaggle. No satisfaction. I request you to provide an excellent Dataset to perform Exploratory Data Analysis.
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Help hosting trillions of rows of new health insurance public price data
CMS was very particular in the format they required payers to use. You can even check out the spec yourself on GitHub. Unfortunately their requirements don’t make a lot of sense from a data engineering standpoint.
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Curious if this community saw this - [OC] The ridiculously absurd amount of pricing data that insurance companies just publicly dumped
You can review the provided example schemas here: https://github.com/CMSgov/price-transparency-guide/tree/master/schemas
- [OC] The ridiculously absurd amount of pricing data that insurance companies just publicly dumped
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I analyzed 1835 hospital price lists so you didn't have to
The health insurance companies are now required to publish this and in fact the rule went into effect July 1 2022.
Look up price transparency by CMS (the data will be published in this format: https://github.com/CMSgov/price-transparency-guide)
Note: the data being published by payors in machine readable format (MRF) is MASSIVE - terrabytes of data. Example: https://transparency-in-coverage.uhc.com/
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How Much Health Insurers Pay for Almost Everything Is About to Go Public
This may be useful in figuring out how to parse the contents.
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Hospitals and Insurers Didn’t Want You to See These Prices. Here’s Why
FYI, there is a similar effort going on that requires all health plans to host machine readable files containing negotiated rates by provider and procedure code by 2022-01-01: https://github.com/CMSgov/price-transparency-guide
- Instructions around the usage of meta robot tags and robots.txt files
What are some alternatives?
data-analysis
mumps-examples - This is a collection of M scripts for learning purposes. The examples in this tutorial are run with GT.M.
JsonReader - A JSON pull parser for PHP
transparency-in-coverage-filesizes
json_benchmark - Python JSON benchmarking and "correctness".
simdjson-go - Golang port of simdjson: parsing gigabytes of JSON per second
polars - Dataframes powered by a multithreaded, vectorized query engine, written in Rust
json-buffet
db-benchmark - reproducible benchmark of database-like ops
msgspec - A fast serialization and validation library, with builtin support for JSON, MessagePack, YAML, and TOML
Cap'n Proto - Cap'n Proto serialization/RPC system - core tools and C++ library