Deploy in 115+ regions with the modern database for every enterprise.
MongoDB Atlas gives you the freedom to build and run modern applications anywhere—across AWS, Azure, and Google Cloud. With global availability in over 115 regions, Atlas lets you deploy close to your users, meet compliance needs, and scale with confidence across any geography.
Start Free
Gemini 3 and 200+ AI Models on One Platform
Access Google's best plus Claude, Llama, and Gemma. Fine-tune and deploy from one console.
Build generative AI apps with Vertex AI. Switch between models without switching platforms.
Extract data from a wide range of Internet sources
Up-to-date remote data access for pandas. Works for multiple versions of pandas. Install using pip and then import and use one of the data readers. This example reads 5-years of 10-year constant maturity yields on U.S. government bonds. Stable documentation is available on github.io. A second copy of the stable documentation is hosted on read the docs for more details.
This program corrupts a unix stream at a specified error rate
...[FILE]
where:
OPTIONS
-bit single bit error instead of byte substitution corruption
-B NUM_B number of bytes per a single corruption event
-kB NUM_KB number of kilobytes per a single corruption event
-MB NUM_MB number of megabytes per a single corruption event
-u uniform corruption instead of a random statistical event
-c CHAR substitute a constant CHAR instead of a random bit/byte error