Represent, send, store and search multimodal data

elasticsearch machine-learning deep-learning protobuf pytorch data-structures nearest-neighbor-search cross-modal multi-modal semantic-search multimodal nested-data weaviate dataclass pydantic fastapi neural-search qdrant docarray

• Updated Mar 27, 2026
• Python

A lightweight and high-performance PHP validation library designed for enterprise-grade applications. It features zero dependencies, comprehensive test coverage, and a developer-friendly API—enabling teams to build scalable and secure systems with confidence.

api lightweight open-source enterprise security validation data-validation high-performance validator test-coverage extensible benchmarks wildcard psr-4 memory-efficient no-dependencies psr-12 nested-data custom-rules

• Updated Sep 10, 2026
• PHP

RealNest - A Collection of Nested Data from Real-World Datasets

research dataset nested-data

• Updated Jan 18, 2025
• Python

Jenkins plugin to report data from nested as pie-charts, trend-charts and data tables.

yaml jenkins json views ui csv view metrics xml reporting plot yml jenkins-plugin user-interface jenkins-pipeline nested-data nested-json data-charts build-reports

• Updated Nov 9, 2026
• Java

Search attributes easily using dot paths. Within structures of type dictionary, list and embedded substructures with simple format 'dict.users.0.name'.

list object attributes dictionary array python-library property find deep nested-structures attribute nested dotpath nested-data deep-find

• Updated Aug 24, 2026
• Python

Command line tools for nested structures

cli yaml json nested-data nested-diff

• Updated Dec 11, 2019
• Perl

A small, dependency-free PHP container for flat and nested configuration data with dot-notation access, ArrayAccess support, and optional case-insensitive keys.

config php container configuration arrayaccess dot-notation php8 nested-data php74 parameter-bag initphp

• Updated Sep 30, 2026
• PHP

Query ROOT TTrees directly from DuckDB—without converting the data first. Nested-object decoding, predicate pushdown, dataset indexes, and Apache Iceberg metadata.

sql cpp scientific-computing data-analysis query-engine columnar-storage high-energy-physics hep cern nested-data cern-root predicate-pushdown apache-iceberg jinr duckdb data-lakehouse duckdb-extension root-framework duckdb-community

• Updated Nov 10, 2026
• C++

Tracks changes in nested Python structures (dicts, lists, tuples, and objects with __dict__).

python diff json list library changelog python3 data-structures dict change-tracking nested-data data-diff

• Updated Jan 26, 2026
• Python

🔎 Search attributes easily within structures of type dictionary, list and embedded substructures with simple format 'dict.users.0.name'.

nodejs npm list object attributes dictionary array property find deep nested-structures value recursive nested nested-data deep-find data-sctructure

• Updated Sep 24, 2024
• JavaScript

Multilevel Modeling Projects

multilevel-models nested-data

• Updated Apr 30, 2018

Parse, normalize, read and update JavaScript object paths safely.

typescript browser npm-package developer-tools nested-data object-path

• Updated May 13, 2026
• TypeScript

Delimited defines classes that allow for accessing and modifying nested data

nested-data nested-dicts

• Updated May 4, 2018
• Python

A lightweight, encrypted JSON-based database with support for collections, document operations, and aggregation.

python encryption database local nosql collections document tree-structure file-based aggregation linkage json-database secure-storage nested-data quary

• Updated Jun 1, 2024
• Python

Nested data navigation for Go, one line. No more chains of type assertions.

go golang json nested-data type-assertion path-navigation ruby-dig

• Updated Aug 3, 2026
• Go

Safely access a key or value in a nested dictionary

python utility dictionary nested-data safe-access

• Updated Nov 4, 2026

In this project we’ll use condominium sales data from all 5 boroughs of New York City to determine how well the size of a condominium (measured in gross square feet) explains/predicts sale price for each individual borough & across New York City as a whole.

linear-regression r-language predictive-modeling linear-models bivariate-analysis regression-analysis nested-data linear-regression-model

• Updated Mar 15, 2024

R script drawing a hierarchical treemap of the Mariana Trench geomorphic impact factors grouped into tectonics, bathymetry and geology (treemap package: nested index, value-proportional tiling, Accent palette). Companion to Lemenkova (2019), Geodesy and Cartography 45(2):57-84.

r data-visualization treemap statistical-graphics geomorphometry bathymetry nested-data plate-tectonics hierarchical-visualization mariana-trench

• Updated Sep 13, 2026
• R

Dotted-key get/set/has/del over nested dicts and lists, like jq's path syntax minus the language. Zero dependencies.

python jq nested-data zero-dependencies path-access

• Updated May 28, 2026
• Python

Methodological solution for perfect multicollinearity caused by nested geographic variables in R

r statistics linear-regression rmarkdown geographic-data multicollinearity regression-analysis nested-data multicollinearity-solution

• Updated Apr 29, 2026
• HTML