Alternatives to zope.interface

Compare zope.interface alternatives for your business or organization using the curated list below. SourceForge ranks the best alternatives to zope.interface in 2026. Compare features, ratings, user reviews, pricing, and more from zope.interface competitors and alternatives in order to make an informed decision for your business.

  • 1
    ManageEngine ADAudit Plus
    ADAudit Plus helps keep your Windows Server ecosystem secure and compliant by providing full visibility into all activities. ADAudit Plus provides a clear picture of all changes made to your AD resources including AD objects and their attributes, group policy, and more. AD auditing helps detect and respond to insider threat, privilege misuse, and other indicators of compromise, and in short, strengthens your organization's security posture. Gain granular visibility into everything that resides in AD, including objects such as users, computers, groups, OUs, GPOs, schema, and sites, along with their attributes. Audit user management actions including creation, deletion, password resets, and permission changes, along with details on who did what, when, and from where. Keep track of when users are added or removed from security and distribution groups to ensure that users have the bare minimum privileges.
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  • 2
    h5py

    h5py

    HDF5

    The h5py package is a Pythonic interface to the HDF5 binary data format. It lets you store huge amounts of numerical data, and easily manipulate that data from NumPy. For example, you can slice into multi-terabyte datasets stored on disk, as if they were real NumPy arrays. Thousands of datasets can be stored in a single file, categorized and tagged however you want. H5py uses straightforward NumPy and Python metaphors, like dictionary and NumPy array syntax. For example, you can iterate over datasets in a file, or check out the .shape or .dtype attributes of datasets. You don't need to know anything special about HDF5 to get started. In addition to the easy-to-use high level interface, h5py rests on a object-oriented Cython wrapping of the HDF5 C API. Almost anything you can do from C in HDF5, you can do from h5py.
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    WTForms

    WTForms

    WTForms

    WTForms is a flexible forms validation and rendering library for Python web development. It can work with whatever web framework and template engine you choose. It supports data validation, CSRF protection, internationalization (I18N), and more. There are various community libraries that provide closer integration with popular frameworks. WTForms tries to provide as usable an API as possible. We’ve listed here some of the known libraries to work with WTForms, but if it’s not listed, it doesn’t mean it won’t work. Pretty much any ORM or object-DB should work, as long as data objects allow attribute access to their members. WTForms uses unicode strings throughout the source code and assumes that form input has already been coerced to unicode by your framework. WTForms fields render to unicode strings by default, and therefore as long as your templating engine can work with that, you should have no unicode issues.
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    statsmodels

    statsmodels

    statsmodels

    statsmodels is a Python module that provides classes and functions for the estimation of many different statistical models, as well as for conducting statistical tests and statistical data exploration. An extensive list of result statistics is available for each estimator. The results are tested against existing statistical packages to ensure that they are correct. The package is released under the open-source Modified BSD (3-clause) license. statsmodels supports specifying models using R-style formulas and pandas DataFrames. Have a look at dir(results) to see available results. Attributes are described in results.__doc__ and results methods have their own docstrings. You can also use numpy arrays instead of formulas. The easiest way to install statsmodels is to install it as part of the Anaconda distribution, a cross-platform distribution for data analysis and scientific computing. This is the recommended installation method for most users.
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    Open IFC Viewer

    Open IFC Viewer

    Open Design Alliance

    Open IFC Viewer is a robust, open-source tool for viewing and navigating IFC (Industry Foundation Classes) files, commonly used in building information modeling. This software provides multiple visualization options, including a tree view that enables users to navigate the hierarchical structure of IFC models, revealing each node’s attributes. With advanced search functions, users can find specific instances by their type or global identifier and track references across model elements. Open IFC Viewer includes a validation plugin for verifying model accuracy based on schema standards, such as attribute consistency and structural integrity. Users can highlight, isolate, or hide objects within the scene and customize lighting parameters to enhance model visualization. The software’s interactive instance viewer allows users to delve into entity definitions and attribute values as specified in IFC files.
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    python-docx

    python-docx

    python-docx

    python-docx is a Python library for creating and updating Microsoft Word (.docx) files. Paragraphs are fundamental in Word. They’re used for body text, but also for headings and list items like bullets. You’re free to specify both width and height, but usually, you wouldn’t want to. If you specify only one, python-docx uses it to calculate the properly scaled value of the other. This way the aspect ratio is preserved and your picture doesn’t look stretched. If you don’t know what a Word paragraph style is you should definitely check it out. Basically, it allows you to apply a whole set of formatting options to a paragraph at once. python-docx allows you to create new documents as well as make changes to existing ones. Actually, it only lets you make changes to existing documents; it’s just that if you start with a document that doesn’t have any content, it might feel at first like you’re creating one from scratch.
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    yarl

    yarl

    Python Software Foundation

    All URL parts, scheme, user, password, host, port, path, query, and fragment are accessible by properties. All URL manipulations produce a new URL object. Strings passed to constructor and modification methods are automatically encoded giving canonical representation as result. Regular properties are percent-decoded, use raw_ versions for getting encoded strings. Human-readable representation of URL is available as .human_repr(). PyPI contains binary wheels for Linux, Windows and MacOS. If you want to install yarl on another operating system (like Alpine Linux, which is not manylinux-compliant because of the missing glibc and therefore, cannot be used with our wheels) the tarball will be used to compile the library from the source code. It requires a C compiler and Python headers installed. Please note that the pure-Python (uncompiled) version is much slower. However, PyPy always uses a pure-Python implementation, and, as such, it is unaffected by this variable.
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    Matplotlib

    Matplotlib

    Matplotlib

    Matplotlib is a comprehensive library for creating static, animated, and interactive visualizations in Python. Matplotlib makes easy things easy and hard things possible. A large number of third party packages extend and build on Matplotlib functionality, including several higher-level plotting interfaces (seaborn, HoloViews, ggplot, ...), and a projection and mapping toolkit (Cartopy).
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    CVXOPT

    CVXOPT

    CVXOPT

    CVXOPT is a free software package for convex optimization based on the Python programming language. It can be used with the interactive Python interpreter, on the command line by executing Python scripts, or integrated in other software via Python extension modules. Its main purpose is to make the development of software for convex optimization applications straightforward by building on Python’s extensive standard library and on the strengths of Python as a high-level programming language. Efficient Python classes for dense and sparse matrices (real and complex), with Python indexing and slicing and overloaded operations for matrix arithmetic. Interfaces to the linear programming solver in GLPK, the semidefinite programming solver in DSDP5, and the linear, quadratic and second-order cone programming solvers in MOSEK.
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    zdaemon

    zdaemon

    Python Software Foundation

    zdaemon is a Unix (Unix, Linux, Mac OS X) Python program that wraps commands to make them behave as proper daemons. zdaemon provides a script, zdaemon, that can be used to run other programs as POSIX (Unix) daemons. (Of course, it is only usable on POSIX-complient systems.) Using zdaemon requires specifying a number of options, which can be given in a configuration file, or as command-line options. It also accepts commands teling it what to do. Start a process as a daemon. Stop a running daemon process. Stop and then restart a program. Find out if the program is running. Send a signal to the daemon process. Reopen the transcript log. Commands can be given on a command line, or can be given using an interactive interpreter. We can specify a program name and command-line options in the program command. Note, however, that the command-line parsing is pretty primitive.
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    broot

    broot

    broot

    The ROOT data analysis framework is used much in High Energy Physics (HEP) and has its own output format (.root). ROOT can be easily interfaced with software written in C++. For software tools in Python there exists pyROOT. Unfortunately, pyROOT does not work well with python3.4. broot is a small library that converts data in python numpy ndarrays to ROOT files containing trees with a branch for each array. The goal of this library is to provide a generic way of writing python numpy datastructures to ROOT files. The library should be portable and supports both python2, python3, ROOT v5 and ROOT v6 (requiring no modifications on the ROOT part, just the default installation). Installation of the library should only require a user to compile to library once or install it as a python package.
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    PyPI

    PyPI

    PyPI

    PyPI is the official repository for Python software packages, hosting hundreds of thousands of projects that developers can publish and users can discover and install. It supports both source distributions (“sdists”) and pre-built binary “wheels”, allowing packages to include native extensions for different platforms. Projects on PyPI consist of multiple releases, each of which can include various files for different operating systems or Python versions. Metadata for each package includes things like version number, dependencies, licensing, classifiers, description (including rendering Markdown or reStructuredText), and other information that tools like pip use to resolve, download, and install the correct package. PyPI provides search and filtering based on package metadata, letting users find what they need via keywords, compatibility, or other package attributes.
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    GDB

    GDB

    GDB

    GDB, the GNU Project debugger, allows you to see what is going on 'inside' another program while it executes - or what another program was doing at the moment it crashed. Start your program, specifying anything that might affect its behavior. Examine what has happened, when your program has stopped. Change things in your program, so you can experiment with correcting the effects of one bug and go on to learn about another. Those programs might be executing on the same machine as GDB (native), on another machine (remote), or on a simulator. GDB can run on most popular UNIX and Microsoft Windows variants, as well as on Mac OS X. Inferior objects now contain a read-only 'connection_num' attribute that gives the connection number as seen in 'info connections' and 'info inferiors'. New method gdb.Frame.level() which returns the stack level of the frame object.
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    pyglet

    pyglet

    pyglet

    The cross-platform windowing and multimedia library for Python. pyglet is a powerful, yet easy-to-use Python library for developing games and other visually-rich applications on Windows, Mac OS X, and Linux. It supports windowing, user interface event handling, Joysticks, OpenGL graphics, loading images, and videos, and playing sounds and music. All of this with a friendly Pythonic API, that's simple to learn and doesn't get in your way. pyglet is provided under the BSD open-source license, allowing you to use it for both commercial and other open-source projects with very little restriction. No external dependencies or installation requirements. For most application and game requirements, pyglet needs nothing else besides Python, simplifying distribution and installation. This makes it easy to package your project with freezers such as PyInstaller. pyglet provides real platform native windows, allowing you to take advantage of multiple windows and multi-monitor desktops.
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    Streamlit

    Streamlit

    Streamlit

    Streamlit. The fastest way to build and share data apps. Turn data scripts into sharable web apps in minutes. All in Python. All for free. No front-end experience required. Streamlit combines three simple ideas. Embrace Python scripting. Build an app in a few lines of code with our magically simple API. Then see it automatically update as you save the source file. Weave in interaction. Adding a widget is the same as declaring a variable. No need to write a backend, define routes, handle HTTP requests, etc. Deploy instantly. Use Streamlit’s sharing platform to effortlessly share, manage, and collaborate on your apps. A minimal framework for powerful apps. Face-GAN explorer. App that uses Shaobo Guan’s TL-GAN project from Insight Data Science, TensorFlow, and NVIDIA's PG-GAN to generate faces that match selected attributes. Real time object detection. An image browser for the Udacity self-driving-car dataset with real-time object detection.
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    Pylons

    Pylons

    Python Software Foundation

    The Pylons web framework is designed for building web applications and sites in an easy and concise manner. They can range from as small as a single Python module, to a substantial directory layout for larger and more complex web applications. Pylons comes with project templates that help boot-strap a new web application project, or you can start from scratch and set things up exactly as desired. A framework to make writing web applications in Python easy. Utilizes a minimalist, component-based philosophy that makes it easy to expand on. Harness existing knowledge about Python. Extensible application design. Fast and efficient, an incredibly small per-request call stack provides top performance. Uses existing and well-tested Python packages. Pylons 1.0 series is stable and production-ready but in maintenance-only mode. The Pylons Project now maintains the Pyramid web framework for future development. Pylons 1.0 users should strongly consider using Pyramid for their next project.
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    gTTS

    gTTS

    gTTS

    gTTS (Google Text-to-Speech), a Python library and CLI tool to interface with Google Translate's text-to-speech API. Write spoken mp3 data to a file, a file-like object (bytestring) for further audio manipulation, or stdout. Or simply pre-generate Google Translate TTS request URLs to feed to an external program. Customizable speech-specific sentence tokenizer that allows for unlimited lengths of text to be read, all while keeping proper intonation, abbreviations, decimals and more. Customizable text pre-processors which can, for example, provide pronunciation corrections.
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    RectLabel

    RectLabel

    RectLabel

    An offline image annotation tool for object detection and segmentation. Draw polygons, cubic bezier curves, line segments, and points. Draw oriented bounding boxes in aerial images. Draw key points with a skeleton. Draw pixels with brushes and superpixels. Read/write in PASCAL VOC xml and YOLO text formats. Export to CreateML object detection and image classification formats. Export to COCO, Labelme, YOLO, DOTA, and CSV formats. Export indexed color mask images and grayscale mask images. Settings for objects, attributes, hotkeys, and labeling fast. Customize the label dialog to combine with attributes. 1-click buttons speed up selecting the object name. Auto-suggest works for more than 5000 object names. Search object, attribute, and image names in a gallery view. Automatic labeling using Core ML models. Automatic text recognition using OCR. Video to image frames, augment images, etc. Supports English, Chinese, Korean, and 11 other languages.
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    pexpect

    pexpect

    pexpect

    Pexpect makes Python a better tool for controlling other applications. Pexpect is a pure Python module for spawning child applications; controlling them, and responding to expected patterns in their output. Pexpect works like Don Libes’ Expect. Pexpect allows your script to spawn a child application and control it as if a human were typing commands. Pexpect can be used for automating interactive applications such as ssh, FTP, passwd, telnet, etc. It can be used to automate setup scripts for duplicating software package installations on different servers. It can be used for automated software testing. Pexpect is in the spirit of Don Libes’ Expect, but Pexpect is pure Python. Unlike other Expect-like modules for Python, Pexpect does not require TCL or Expect nor does it require C extensions to be compiled. It should work on any platform that supports the standard Python pty module. The Pexpect interface was designed to be easy to use.
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    urllib3

    urllib3

    urllib3

    urllib3 is a powerful, user-friendly HTTP client for Python. Much of the Python ecosystem already uses urllib3 and you should too. urllib3 brings many critical features that are missing from the Python standard libraries. Thread safety, connection pooling, client-side TLS/SSL verification. File uploads with multipart encoding. Helpers for retrying requests and dealing with HTTP redirects. Support for gzip, deflate, and brotli encoding. Proxy support for HTTP and SOCKS. 100% test coverage. urllib3 is one of the most downloaded packages on PyPI and is a dependency of many popular Python packages like Requests, Pip, and more! urllib3 is made available under the MIT License. The API Reference documentation provides API-level documentation. The User Guide is the place to go to learn how to use the library and accomplish common tasks. The more in-depth Advanced Usage guide is the place to go for lower-level tweaking.
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    Polymer

    Polymer

    Polymer

    The Polymer library provides a set of features for creating custom elements. These features are designed to make it easier and faster to make custom elements that work like standard DOM elements. Similar to standard DOM elements, Polymer elements can be instantiated using a constructor or document creation element, configured using attributes or properties, populated with internal DOM inside each instance, responsive to property and attribute changes, styled with internal defaults or externally, and responsive to methods that manipulate its internal state. Registering an element associates a class with a custom element name. The element provides callbacks to manage its lifecycle. Polymer also lets you declare properties, to integrate your element's property API with the Polymer data system. Shadow DOM provides a local, encapsulated DOM tree for your element. Polymer can automatically create and populate a shadow tree for your element from a DOM template.
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    tox

    tox

    tox

    tox aims to automate and standardize testing in Python. It is part of a larger vision of easing the packaging, testing and release process of Python software. tox is a generic virtualenv management and test command-line tool you can use for checking that your package installs correctly with different Python versions and interpreters, running your tests in each of the environments, configuring your test tool of choice, and acting as a frontend to continuous integration servers, greatly reducing boilerplate and merging CI and shell-based testing. First, install tox with pip install tox. Then put basic information about your project and the test environments you want your project to run in into a tox.ini file residing right next to your setup.py file. You can also try generating a tox.ini file automatically, by running tox-quickstart and then answering a few simple questions. Install and test your project against Python2.7 and Python3.6.
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    websockets

    websockets

    Python Software Foundation

    An implementation of the WebSocket Protocol (RFC 6455 & 7692). websockets is a library for building WebSocket servers and clients in Python with a focus on correctness, simplicity, robustness, and performance. Built on top of asyncio, Python’s standard asynchronous I/O framework, it provides an elegant coroutine-based API. websockets is heavily tested for compliance with RFC 6455. Continuous integration fails under 100% branch coverage. websockets is built for production. For example, it was the only library to handle backpressure correctly before the issue became widely known in the Python community. Memory usage is optimized and configurable. A C extension accelerates expensive operations. It’s pre-compiled for Linux, macOS, and Windows and packaged in the wheel format for each system and Python version. websockets takes care of everything under the hood so you can focus on your application!
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    Casbin

    Casbin

    Casbin

    Casbin is an open-source authorization library that supports various access control models, including Access Control Lists (ACL), Role-Based Access Control (RBAC), and Attribute-Based Access Control (ABAC). It is implemented in multiple programming languages such as Golang, Java, C/C++, Node.js, JavaScript, PHP, Laravel, Python, .NET (C#), Delphi, Rust, Ruby, Swift (Objective-C), Lua (OpenResty), Dart (Flutter), and Elixir, providing a consistent API across different platforms. Casbin abstracts access control models into configuration files based on the PERM metamodel, allowing developers to switch or upgrade authorization mechanisms by simply modifying configurations. It offers flexible policy storage options, supporting various databases like MySQL, PostgreSQL, Oracle, MongoDB, Redis, and AWS S3. The library also features a role manager to handle RBAC role hierarchies and supports filtered policy management for efficient enforcement.
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    Apple Spotlight
    Spotlight is the default search tool for Mac, iPhone, and iPad. Quick access to content is key to an efficient workflow, and there are several ways you can make it easy for people to locate your app's content. Spotlight is a powerful search technology that makes it easy to locate files and content across the system. Using Spotlight, people can search for things using meaningful attributes like the intended audience for a document or the orientation of an image. Make your app’s content searchable. You can share content with Spotlight by making it indexable and specifying descriptive attributes—known as metadata. Spotlight extracts, stores, and organizes this information to allow for fast, comprehensive searches. For developer guidance, see Core Spotlight. Define metadata for your custom file types. Supply a Spotlight Importer plug-in that describes the types of metadata your file format contains.
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    TRichView

    TRichView

    TRichView

    TRichView is a suite of native Delphi/C++Builder VCL/FireMonkey and Lazarus (Free Pascal) LCL components for displaying, editing, and printing complex rich text documents. TRichView can be used to develop advanced text editors, web/help/book authoring applications, chats and messengers, organizers and diaries, multimedia encyclopedias, and other applications that need a high-quality rich text editor or a hypertext user interface. Supported FireMonkey platforms, Windows, 64-bit macOS. The components support various character attributes (fonts, subscripts/superscripts, colored text background, custom drawn). Documents can contain tables, pictures, images from image lists, footnotes and endnotes, and any Delphi controls. Left, right, center, or justify paragraph alignment, custom margins and indents, multilevel bullets and numbering, background images, print preview, data-aware versions, and more.
    Starting Price: €310 one-time payment
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    waiting

    waiting

    Python Software Foundation

    waiting is a small library for waiting for stuff to happen. It basically waits for a function to return True, in various modes. Waiting is compatible with flux for simulated timelines. The most basic usage is when you have a function you want to wait for. Waiting forever is very simple. If your predicate returns a value, it will be returned as the result of wait(). A timeout parameter can also be specified. When a timeout expires without the predicate being fulfilled, an exception is thrown. Sleeping polls the predicate at a certain interval (by default 1 second). The interval can be changed with the sleep_seconds argument. When waiting for multiple predicates, waiting provides two simple facilities to help aggregate them, any and all. They resemble Python’s built-in any() and all(), except that they don’t call a predicate once it has been satisfied (this is useful when the predicates are inefficient and take time to complete).
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    Active Directory Explorer (AD Explorer)
    Active Directory Explorer (AD Explorer) is an advanced Active Directory (AD) viewer and editor. You can use AD Explorer to easily navigate an AD database, define favorite locations, view object properties and attributes without having to open dialog boxes, edit permissions, view an object's schema, and execute sophisticated searches that you can save and re-execute. AD Explorer also includes the ability to save snapshots of an AD database for off-line viewing and comparisons. When you load a saved snapshot, you can navigate and explore it as you would a live database. If you have two snapshots of an AD database you can use AD Explorer's comparison functionality to see what objects, attributes and security permissions changed between them.
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    Netrivals

    Netrivals

    Netrivals

    Netrivals is formed by a team of more than 50 professionals who help hundreds of brands and retailers worldwide achieve their objectives. The combination of our team along with our technology of product attribute recognition makes Netrivals the perfect partner for our customers. Our systems daily track and update the prices and product attributes of +600M products and +1.8B images from +35K stores globally.
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    NetworkX

    NetworkX

    NetworkX

    NetworkX is a Python package for the creation, manipulation, and study of the structure, dynamics, and functions of complex networks. Generators for classic graphs, random graphs, and synthetic networks. Additional benefits from Python include fast prototyping, easy to teach, and multi-platform. Network structure and analysis measures.
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    openpyxl

    openpyxl

    openpyxl

    openpyxl is a Python library to read/write Excel 2010 xlsx/xlsm/xltx/xltm files. It was born from a lack of an existing library to read/write natively from Python in the Office Open XML format. All kudos to the PHPExcel team as openpyxl was initially based on PHPExcel. By default, openpyxl does not guard against quadratic blowup or billion laughs XML attacks. To guard against these attacks install defusedxml. Install openpyxl using pip. It is advisable to do this in a Python virtualenv without system packages. Sometimes you might want to work with the checkout of a particular version. This may be the case if bugs have been fixed but a release has not yet been made. There is no need to create a file on the filesystem to get started with openpyxl. Just import the Workbook class and start work. Sheets are given a name automatically when they are created. Once you gave a worksheet a name, you can get it as a key of the workbook.
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    Equifax Ignite for Financial Services
    Equifax Ignite is a unified environment that combines the best of data and analytics with decisioning execution, providing: - Rapid access to unique, differentiated data for more predictive insights - Advanced attribute and modeling tools for automated deployment - Automated feedback to evaluate and optimize results - Flexible, modular applications that support your existing technology platforms Equifax Ignite® for Financial Services allows you to create optimized attributes and scores for more predictive analytics within your specific industry. Create powerful analyses, understand trends within financial services, and discover how well you are performing in certain areas relative to your peer groups. Explore many of our powerful data assets by using industry standard tools such as Python® and BigQuery. Then leverage even more automation power with Attribute Engine and Advanced Model Engine from Equifax.
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    imageio

    imageio

    imageio

    Imageio is a Python library that provides an easy interface to read and write a wide range of image data, including animated images, volumetric data, and scientific formats. It is cross-platform, runs on Python 3.5+, and is easy to install. Imageio is written in pure Python, so installation is easy. Imageio works on Python 3.5+. It also works on Pypy. Imageio depends on Numpy and Pillow. For some formats, imageio needs additional libraries/executables (e.g. ffmpeg), which imageio helps you to download/install. If something doesn’t work as it should, you need to know where to search for causes. The overview on this page aims to help you in this regard by giving you an idea of how things work, and - hence - where things may go sideways.
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    AD Query

    AD Query

    SysOp Tools

    Completely free utility for Active Directory. Lookup a user or computer and view converted schema attributes that are normally not readable. A very handy tool for schema data lookup and comparison. No installer, just run the exe. 100% free utility for use in Active Directory domains. Search individual domain users and computer objects. View object Schema & LDAP data in one simple window. View binary Schema data in “human-readable” format. Easy lookup of email aliases, last login date, etc. Export search results to XML file, open with Excel. Small program size, super quick install. AD query software for user accounts is a great time-saving utility for the busy admin! AD Query is a free utility that allows quick and easy auditing of any user or computer object within Active Directory. Unlike the standard Users and Computers MMC, AD Query shows all data populated schema, LDAP and Exchange mail-enabled attributes for the user or computer object.
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    Apache Atlas

    Apache Atlas

    Apache Software Foundation

    Atlas is a scalable and extensible set of core foundational governance services – enabling enterprises to effectively and efficiently meet their compliance requirements within Hadoop and allows integration with the whole enterprise data ecosystem. Apache Atlas provides open metadata management and governance capabilities for organizations to build a catalog of their data assets, classify and govern these assets and provide collaboration capabilities around these data assets for data scientists, analysts and the data governance team. Pre-defined types for various Hadoop and non-Hadoop metadata. Ability to define new types for the metadata to be managed. Types can have primitive attributes, complex attributes, object references; can inherit from other types. Instances of types, called entities, capture metadata object details and their relationships. REST APIs to work with types and instances allow easier integration.
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    MPCPy

    MPCPy

    MPCPy

    MPCPy is a Python package that facilitates the testing and implementation of occupant-integrated model predictive control (MPC) for building systems. The package focuses on the use of data-driven, simplified physical or statistical models to predict building performance and optimize control. Four main modules contain object classes to import data, interact with real or emulated systems, estimate and validate data-driven models, and optimize control input. While MPCPy provides an integration platform, it relies on free, open-source, third-party software packages for model implementation, simulators, parameter estimation algorithms, and optimization solvers. This includes Python packages for scripting and data manipulation as well as other more comprehensive software packages for specific purposes. In particular, modeling and optimization for physical systems currently rely on the Modelica language specification.
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    Headless UI

    Headless UI

    Headless UI

    ​Headless UI is a library of completely unstyled, fully accessible UI components designed to integrate seamlessly with Tailwind CSS. It offers a range of components for both React and Vue. These components are built with accessibility in mind, adhering to WAI-ARIA design patterns and providing full keyboard navigation support. Because they are unstyled by default, developers have complete control over the look and feel, allowing for easy customization to match any design system. Headless UI components expose state information through data attributes and render props, enabling developers to conditionally apply styles based on component states such as focus, open, selected, or disabled. This approach ensures that the components are both flexible and accessible, making them suitable for building custom, high-quality user interfaces. With Headless UI, developers can create complex UI elements like modals, dropdowns, and tabs without sacrificing accessibility or design flexibility.
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    Seaborn

    Seaborn

    Seaborn

    Seaborn is a Python data visualization library based on matplotlib. It provides a high-level interface for drawing attractive and informative statistical graphics. For a brief introduction to the ideas behind the library, you can read the introductory notes or the paper. Visit the installation page to see how you can download the package and get started with it. You can browse the example gallery to see some of the things that you can do with seaborn, and then check out the tutorials or API reference to find out how. To see the code or report a bug, please visit the GitHub repository. General support questions are most at home on StackOverflow, which has a dedicated channel for seaborn.
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    Heeet

    Heeet

    Heeet

    Heeet is a CRM-native marketing attribution and intelligence platform built for B2B teams that are tired of guessing what drives revenue. It captures every meaningful marketing and sales touchpoint, ties them to contacts, accounts, opportunities, and revenue, and stores all of that data directly inside Salesforce or HubSpot—not in an external BI tool, CDP, or data warehouse. Features include: - Revenue attribution & ROI proof - Buyer journey & path analysis (Journey Analytics) - Budget reallocation & channel optimization - Privacy-safe cookieless tracking - Multi-touch attribution engine - Automating Campaign & Influence Objects - Persistent influence tracking at opportunity creation - LinkedIn Engagement tracking - Paid Ad Synchronization to bring detailed live campaign performance data into Salesforce and HubSpot
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    Curio

    Curio

    GrayMeta

    Curio is a metadata platform that connects on-premise and cloud storage locations, creating a single interface to find files regardless of type, size or location. Curio automates time-consuming file tagging and management processes, enabling users the ability to find digital files faster - searching AI-created attributes such as people, objects, landmarks, text, visual text (OCR) and more. Create a single source of truth to find any asset, regardless of file type, size or storage location by connecting and directly uploading your assets. Regardless of file naming conventions or folders, Curio enables users to find any file based on its attributes. Quickly get an overview of all your digital assets, including duplicate files, locations, extensions, file types and more. Let Curio do the heavy lifting with automatic asset tagging, speech-to-text transcription, visual text (OCR) extraction and more.
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    pymetrics

    pymetrics

    pymetrics

    pymetrics helps companies better understand their workforce while making better & fairer people decisions with behavioral science and ethical AI technology. We use behavioral assessments to evaluate candidates. Rather than focusing on backward-looking resumes or self-reported questionnaires, we collect objective behavioral data that measures a candidate's true potential. The same set of assessments is used to measure the unique attributes of your top performers. This data is used to build custom algorithms that represent success in a given role at your company. Every algorithm is rigorously tested for bias. The pymetrics platform can evaluate candidates for any role within your company, and ultimately, any role in the pymetrics ecosystem. Every candidate has a fit - redirect, don't reject.
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    BlackRock 360 Evaluator
    Analyze investments in a portfolio context in minutes. Import or create new portfolios, browse models, or access saved portfolios to get started. Use the 360° Evaluator to objectively analyze your portfolio across key attributes like exposure breakdowns, expenses, risk factors, and much more. Share customizable client reports to show clients the value of what you do. 360° Evaluator helps advisors ensure portfolios are designed to perform the way they’re intended and makes it easy to share essential information with clients. Drawing on data and analytics from Aladdin, 360° Evaluator empowers advisors to quickly and easily see the key attributes of a portfolio, compare it to other portfolios, and optimize for market movements and clients’ evolving needs. Communicate investment ideas to clients easily and in visually appealing ways. 360° Evaluator’s client report contains a portfolio summary that highlights portfolio holdings, analytics, insights, and more.
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    parsel

    parsel

    Python Software Foundation

    Parsel is a BSD-licensed Python library to extract and remove data from HTML and XML using XPath and CSS selectors, optionally combined with regular expressions. Create a selector object for the HTML or XML text that you want to parse. Then use CSS or XPath expressions to select elements. CSS is a language for applying styles to HTML documents. It defines selectors to associate those styles with specific HTML elements. XPath is a language for selecting nodes in XML documents, which can also be used with HTML. You can use either CSS or XPath. CSS is usually more readable, but some things can only be done with XPath. Being built atop lxml, parsel selectors support some EXSLT extensions and come with pre-registered namespaces to use in XPath expressions. Parsel selectors allow you to chain selectors, so most of the time you can just select by class using CSS and then switch to XPath when needed.
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    AttributeStudio

    AttributeStudio

    geomodeling

    AttributeStudio is a multi-attribute seismic interpretation and reservoir property prediction software package. A true integrated software system for seismic and well data interpretation and integration. Easy to use. The system is designed by geoscientists for geoscientists. All industrial standard data formats are supported in data I/O. Comprehensive: including both basic interpretation workflows and advanced modules to predict reservoir properties via the latest machine learning algorithms. Latest innovations. Frequent updates including the latest innovation in seismic interpretation, visualization, and machine learning. Robust. AttributeStudio is built on a solid software architecture that has been fine-tuned for 20 years. Affordable. You only need to license the modules that are required in your work. Corporate team licenses are available at a discount rate. Fault surface tracking is constrained by multiple attributes. Interactive attribute classification on 2D and 3D cross plots.
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    SpecifiedBy

    SpecifiedBy

    SpecifiedBy

    Get your brand, products, news & CPD's out to over 70,000 Architects, contractors and specifiers looking for solutions every month - and see exactly who needs your products. Our unique search engine makes every attribute of your products searchable - making it easy for specifiers to find your products even if they have never heard of you or don't know you have products to meet their needs. SpecifiedBy provides you with unprecedented access and visibility of exactly who is researching products you can provide, what they are interested in, and how to get in touch with them directly. Through features such as Product News, Reviews and personalised Recommendations, we make sure that your brand is consistently placed in front of the most relevant specifiers, keeping you top of mind.
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    Database X-Ray

    Database X-Ray

    Murray Hill Technologies

    Database X-Ray is a must-have SQL Server utility that allows the viewing of all database objects in a tabular format, and shows relationships between each object, including objects referenced by a given object, as well as objects that reference that object. This includes Tables, Views, Stored Procedures, Functions, and Triggers, allowing you to see at a glance what will be affected by deleting or changing an object in your database. (You won't get that from a database diagram!) In addition, you can view the DDL (Data Definition Language) or code that created each object, copy it to the clipboard, and use it in any way you like. All you need to get started is a valid connection string to a database that can be accessed from wherever you install Database X-Ray, whether local or remote. Works with Azure SQL Database too!
    Starting Price: $19 per license
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    IPy

    IPy

    IPy

    The IP class allows a comfortable parsing and handling for most notations in use for IPv4 and IPv6 addresses and networks. It was greatly inspired by RIPE’s Perl module NET::IP’s interface but doesn’t share the implementation. It doesn’t share non-CIDR netmasks, so funky stuff like a netmask of 0xffffff0f can’t be done here. It can detect about a dozen different ways of expressing IP addresses and networks, parse them and distinguish between IPv4 and IPv6 addresses. Nearly all class methods which return a string have an optional parameter ‘wantprefixlen’ which controls if the prefixlen or netmask is printed. Per default the prefilen is always shown if the network contains more than one address. You can also change the defaults on an per-object basis by fiddling with the class members.
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    RecallGraph

    RecallGraph

    RecallGraph

    RecallGraph is a versioned-graph data store - it retains all changes that its data (vertices and edges) have gone through to reach their current state. It supports point-in-time graph traversals, letting the user query any past state of the graph just as easily as the present. RecallGraph is a potential fit for scenarios where data is best represented as a network of vertices and edges (i.e., a graph) having the following characteristics: 1. Both vertices and edges can hold properties in the form of attribute/value pairs (equivalent to JSON objects). 2. Documents (vertices/edges) mutate within their lifespan (both in their individual attributes/values and in their relations with each other). 3. Past states of documents are as important as their present, necessitating retention and queryability of their change history. Also see this blog post for an intro - https://blog.recallgraph.tech/never-lose-your-old-data-again.
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    ManageEngine RecoveryManager Plus
    The enterprise backup and restoration tool. No IT environment is immune to accidental deletions or modifications; on-premises Active Directory (AD), Azure Active Directory, Microsoft Office 365, and Exchange environments are no exception. RecoveryManager Plus can help you overcome any disaster caused by unwanted changes in your IT environment. Back up your AD, Azure Active Directory, Microsoft Office 365, and Exchange environments from a single console and restore any object, site, or mailbox whenever you need it. Back up all changes made to schema classes and attributes, and instantly restore them when needed. Back up all AD objects like users, groups, GPOs, OUs, Exchange attributes, DNS information, computers, and contacts, and restore them either partially or completely. Perform recovery operations without having to restart your DCs, thus ensuring continuous availability of DCs.s.
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    Oracle Data Access Components (ODAC)
    Oracle Data Access Components (ODAC) are a set of Windows and .NET data access drivers and tools. They include support for .NET data access, Microsoft Visual Studio tools for developing Oracle database applications; and ASP.NET providers. ODAC provides comprehensive client support for advanced Oracle database functionality, including performance, high availability, and security, among other features. It is tightly integrated with Visual Studio to provide a seamless development experience for developers. Oracle Data Provider for .NET is an implementation of Microsoft's ADO.NET interface and provides access to Oracle databases. OLAP Data Manipulation Language (OLAP DML) is used to define and manipulate analytic workspace objects. High performance, a feature-rich mechanism for Microsoft ADO and OLE DB data access to Oracle databases, its usage, and its configuration. Provides introductory, installation, post-installation configuration, and usage information.