Packages
Generates locality-sensitive hashes for fuzzy matching of binary data, allowing similarity comparison of objects by hash value rather than exact matching.
Fetches statistical data and metadata from Eurostat and related European Commission databases via their SDMX 2.1 API, returning results as pandas dataframes or tuples.
However, dormant maintenance (last release 792 days ago) means you should verify that the Eurostat API endpoint has not changed and that deprecated SDMX functions…
Provides a Python API that abstracts visualization across multiple plotting backends (PyVista, Trame, Plotly) for PyAnsys libraries, with built-in picking, viewing, and measuring tools.
Install it if your workflow involves switching between desktop (PyVista), web (Trame), or interactive (Plotly) visualization; skip it if you are locked into a single…
Runs an MCP server that exposes Google Analytics Admin and Data APIs as tools for LLMs, enabling queries about accounts, properties, reports, and real-time analytics data.
However, it requires Google Cloud setup (enabling APIs, configuring credentials) and is not a standalone library—it only works as an MCP server within a compatible…
Parses hypervisor disk, backup, and configuration files from various virtualization platforms, extracting structured data for forensic analysis and system inspection.
Large Image provides Python methods to efficiently read, tile, and serve large geospatial and medical images in many formats, with support for pyramidal tiffs, region access, and dynamic tile styling.
Rensa computes MinHash signatures for fast similarity estimation and deduplication of large datasets using Rust-backed algorithms with Python bindings.
Meridian is a Bayesian marketing mix modeling (MMM) framework that quantifies the impact of marketing channels on sales and KPIs, enabling budget optimization and ROI analysis using aggregated, privacy-safe data.
Analyzes finger photoplethysmogram (PPG) signals to detect pulse waves, identify fiducial points, and extract biomarkers from continuous PPG recordings.
However, be aware that the last PyPI release was over a year ago (aging status), the AGPL v3 license requires open-source compliance or internal-only use, and the 66…
Manages physical quantities with numerical values and units, supporting arithmetic operations, unit conversions, and integration with NumPy arrays.
Install it if you work with physical quantities and want automatic unit tracking; skip it if your calculations never mix units or if you need a heavier symbolic math…
LitServe lets you build custom inference servers in Python by defining how requests are handled, models are loaded, and outputs are produced, with built-in support for batching, streaming, and multi-GPU scaling.
Parse, validate, and convert SSSOM (Simple Standard for Sharing Ontology Mappings) files between TSV, JSON, OWL, and RDF formats, with built-in support for ontology mapping metadata and curation.
Install it if you work with ontology mappings in SSSOM format or need to convert between mapping representations.
gridstatus provides a unified Python API to fetch raw electricity supply, demand, and pricing data from major US and Canadian Independent System Operators (ISOs) including CAISO, SPP, ISONE, MISO, ERCOT, NYISO, PJM, IESO, AESO, and EIA.
However, for production systems requiring guaranteed uptime and data quality, the maintainers recommend their hosted GridStatus.io API instead.
Parses disk volume and partition systems including LVM2, GPT, and MBR to extract partition metadata and structure.
However, the AGPL-3.0-or-later license requires careful review if you plan to use it in proprietary software.
cg is a clinical sequencing platform that provides REST APIs and CLI tools to orchestrate interactions between genomic analysis tools, exposing both HTTP endpoints for web portals and command-line interfaces for automation.
However, verify the license terms before use, and note that it is tightly scoped to clinical sequencing workflows—not a general-purpose library.
Applies banks of gammatone filters to audio signals to produce perceptually-motivated spectrograms that model how the human ear perceives sound, using numpy and scipy.
However, verify the unclear license before use in proprietary work, and do not expect bug fixes or maintenance.
Python client library for connecting to Databend databases, supporting both local embedded in-process analytics and remote server connections with synchronous, asynchronous, and PEP 249 cursor interfaces.
pyLDAvis creates interactive web-based visualizations for interpreting topics in fitted LDA (latent Dirichlet allocation) topic models, extracting and displaying model information for exploration in Jupyter notebooks or standalone HTML files.
Provides access to global macroeconomic data through the OpenBB Platform, extending it with economy-focused data retrieval capabilities.
However, the AGPL-3.0-only license requires that your application be open-source or compatible with copyleft obligations—verify this constraint before adopting it in…
Provides equity market data access through the OpenBB Platform, including pricing, fundamental analysis, options, ownership, and discovery tools via sub-modules.
However, the AGPL-3.0-only license is a hard blocker for closed-source commercial applications.
Highcharts Maps for Python wraps the Highcharts Maps JavaScript library to create interactive geospatial and map-based data visualizations directly from Python, with native integration into Jupyter, Pandas, PySpark, and GeoPandas workflows.
However, verify the license terms first (they are unclear in the metadata), and be aware that the package has not been updated in 724 days—test compatibility with…
Download and convert Overture Maps geospatial data to GeoJSON, GeoParquet, or GeoJSONSeq formats, with optional bounding-box filtering and Python API access.
Integrates EconDB economic data into the OpenBB Platform, enabling access to economic indicators and datasets through OpenBB's standardized provider interface.
Integrates OECD statistical data into the OpenBB Platform, enabling programmatic access to OECD datasets through the OpenBB ecosystem.
However, the AGPL-3.0-only license is a hard constraint for proprietary use—verify your project's licensing requirements before committing.
Extracts keyphrases from text documents using part-of-speech patterns and produces document-keyphrase matrices compatible with scikit-learn's vectorizer interface.
However, do not expect active development or rapid bug fixes; treat it as a research tool rather than a production library with ongoing support.
Provides derivatives market data and analytics through the OpenBB Platform, extending the core framework with options, futures, and related financial instruments.
However, the AGPL-3.0 license means any proprietary modifications must be released under the same license—verify this aligns with your use case before committing.
Provides a provider extension for the OpenBB platform that exposes International Monetary Fund (IMF) data through standardized endpoints, handling SDMX API access to IMF dataflows with automatic metadata normalization and symbol-based querying.
However, the AGPL-3.0-only license requires that any code using this package (including derivative works) be open-sourced under the same license—a significant…
Integrates Federal Reserve data sources into the OpenBB Platform, providing access to economic indicators, FOMC documents, and fixed-income rate data not available through FRED.
Automated machine learning for image classification and object detection, handling model selection, hyperparameter tuning, and training with minimal code.
However, the latest release is from 2023-01-11, so verify ongoing support and compatibility with your target environment before committing to production use.
Provides fixed income market data—government bonds and central bank rates—as an extension to the OpenBB Platform.
Parses and reads NTFS file systems, the primary file system used by Windows operating systems, enabling programmatic access to NTFS structures and data.
WBGAPI provides a Python interface to query World Bank data and metadata APIs, supporting multiple databases, indicators, countries, and time periods with optional pandas integration.
Install it if you need to work with World Bank indicators, development data, or metadata in Python.
Extends the OpenBB SDK with commands to retrieve and work with ETF (exchange-traded fund) data.
However, the AGPL-3.0-only license requires that any code using this extension remain open-source; if you need proprietary use, this is a blocker.
Downloads and caches NFL data from nflverse repositories into Polars DataFrames, providing access to play-by-play, player stats, team stats, rosters, schedules, and other NFL analytics datasets.
vllm-tpu is a high-throughput LLM inference and serving engine optimized for Google TPUs, supporting 200+ model architectures with efficient memory management, continuous batching, and structured output generation.
Automates machine learning for text data, training and deploying high-accuracy models with minimal code through AutoGluon's text prediction interface.
Penman is a Python library for reading, writing, and manipulating graphs encoded in PENMAN notation, commonly used for Abstract Meaning Representation (AMR) and other semantic graph formats.
Provides differentiable GPU-capable solvers for controlled differential equations (CDEs), enabling Neural Controlled Differential Equation models for irregular time series with support for backpropagation and memory-efficient adjoint methods.
However, proceed with caution: the project is aging (last release October 2021, no recent commits), so compatibility with the latest PyTorch versions and long-term…
Performs fast fuzzy string matching on large datasets using TF-IDF vectorization and K-Nearest Neighbours, scaling better than traditional fuzzy matchers by avoiding O(n²) complexity.
However, the last update was in April 2023, there is no active maintenance, and testing is limited to a single use case.
Leafmap enables interactive geospatial mapping and analysis in Jupyter notebooks with minimal code, combining vector and raster data visualization, interactive editing, and backend analysis tools.