Alternatives to ggplot2

Matplotlib is a Python library that allows you to create interactive, animated, or static visualizations. Matplotlib makes difficult things simple and easy. Many third-party packages extend and build upon Matplotlib functionality. These include several higher-level plotting interfaces such as seaborn, HoloViews and ggplot.

Software requirements are growing exponentially but your team's ability to meet them is not. Qt 6's APIs and tools allow developers and designers to create more. You can create consistent branded 2D and 3D applications with a native or custom look & feel using developer-friendly tools, a lighter, but more powerful QML language and a flexible graphics structure. Qt 6 and its vast ecosystem offer everything you need to develop, design, and deploy software for all your product lines, from microcontrollers (MCUs), to supercomputers. With the same codebase, you can create applications that are both beautiful and powerful in the front end. Qt Group is a global company that develops software for over 70 industries. It is the technology behind more than 1+ billion applications and devices. Global companies and developers around the world use Qt.

Altair Engineering, Inc. is not affiliated with the Vega-Altair open-source projects. Altair's API is easy to use, consistent, and friendly. It is built on top VegaLite's powerful visualization grammar. This simple design produces beautiful and efficient visualizations with minimal code. The idea behind linking data columns to visual encoding channels is the key. All other details of the plot are handled automatically. This declarative plotting idea allows for a surprising variety of plots and visualizations. It is possible to create them using relatively simple grammar.

Seaborn is a Python data visualization tool that uses matplotlib. It provides a high-level interface to draw attractive and informative statistical graphs. The paper and introductory notes provide a brief overview of the library's ideas. To download the package and get started, visit the installation page. To see some of the seaborn-related tasks, you can look through the example gallery. Then, check out the tutorials and API reference. Visit the GitHub repository to view the code and report a bug. You can find general support questions on StackOverflow. There is also a channel for seaborn.

Semantic UI React, the official React integration for Semantic UI, is Semantic UI React. jQuery-free declarative API, augmentation and sub-components. Auto-controlled state. jQuery is a DOM manipulator library. It can read from and write to the DOM. React uses a virtualDOM (a JavaScript representation) of the real DOM. React writes only patch updates to the DOM and never reads from it. React's virtual DOM makes it impossible to keep real DOM manipulations in sync. React has reimplemented all jQuery functionality. You can control the rendered HTML tag or render one component as another. Additional props are passed to your component. Augmentation is powerful. Composing component features and props is possible without the need to add nested components. Shorthand props can generate markup for your use, making it easy to create many different uses cases. All object props can be spread on the child parts.

Cryptography can include both high-level instructions and low-level interfaces for common cryptographic algorithms like symmetric ciphers and message digests. Use cryptography's high level symmetric encryption recipe to encrypt. Cryptography can be broadly divided into two levels. One that uses safe cryptographic recipes and requires very few configuration options. These are safe and simple to use, and don't require developers make many decisions. The second level is low-level cryptographic primitives. These can be dangerous and could be misused incorrectly. These require the ability to make decisions and have a deep understanding of cryptographic concepts. This layer is known as the "hazardous materials" (or "hazmat") because of the danger involved in working at this level. These materials live in the cryptography.hazmat packaging, and their documentation will always include an admonition at its top.

WebDataRocks, a free JS library that creates functional pivot tables with ease of use, is a simple and straightforward JS library. It can be used in conjunction with Angular Vue React or other frameworks. Free Customization is flexible JavaScript client-side component Loads up to 1MB of JSON and CSV data files Enterprise features in full Integration with third party charting libraries Enterprise features in full For efficient data management, you can use features like filtering and sorting, number formatting, conditional formatting, calculated values and totals. It allows you to print or export web reports in PDF, Excel, or HTML by using just one click. Modern UI ready-to-use The tool has a spreadsheet-like interface that is optimized for both browsers and mobile apps. This web reporting tool already incorporates all the principles of reliability and an excellent user experience.

List & Label is a reporting tool made for software developers which adds powerful report functions to your application. Itis the preferred reporting component used by thousands worldwide software development teams. List & Label supports a huge variety of data sources, is seamless to integrate and extends applications with convenient print, export and preview functions. The reporting tool is made for development environments such as .NET, C#, Delphi, C++, ASP.NET, ASP.NET MVC, .NET Core etc. The WYSIWYG Report Designer in Office Look & Feel is included in all editions. It helps developers and end users to create flexible reports and dashboards the way they like it. The additionally included and entirely browser-based Web Report Designer for ASP.NET MVC offers more flexibility in development and is independent from printer drivers. Reports for web applications can be designed anywhere at any time in the browser of your choice. List & Label is "Made in Germany" by combit.

PyQtGraph is a pure Python graphics and GUI library based on PyQt/PySide or NumPy. It is intended for use in mathematics/scientific/engineering applications. Although written entirely in Python, the library is extremely fast thanks to its heavy use of NumPy to perform number crunching and Qt GraphicsView framework for fast display. PyQtGraph is available under the MIT open source license. Interactive view boxes for basic 2D plotting. Line and scatter plots. Data can be scaled/panned with the mouse. Rapid drawing allows for real-time data display. Displays all data types (int, float, any bit depth, RGB, RGBA or luminance). Multidimensional images can be sliced at arbitrary angles using these functions (great for MRI data). Rapid update for video display and real-time interaction Image display with interactive level control and lookup tables. Mesh rendering with isosurface generator. Interactive viewports can be rotated/zoomed with the mouse. For easier programming, use the basic 3D scenegraph.

Open source machine learning and data visualization. With a wide range of tools, you can create data analysis workflows visually. Simple data analysis can be done with data visualization. Explore statistical distributions, box and scatter plots. Or dive deeper with decision trees and hierarchical clustering, heatmaps and MDS. Smart attribute ranking and selections can make multidimensional data more sensible in 2D. Interactive data exploration allows for qualitative analysis in a quick and efficient manner. The graphic user interface allows you focus on exploratory data analysis and not coding. Smart defaults make prototyping a data analysis workflow very easy. Connect widgets to the canvas, place them on the screen, and then load your data. We like to show data mining rather than just explain it. Orange excels at this.

Waiting is a small library that waits for things to happen. It simply waits for a function in various modes to return True. Flux can be used to simulate timelines. Waiting is compatible. When you have a function that you need to wait for, waiting is the most basic use. It is easy to wait forever. If your predicate returns value, it will be returned by wait(). You can also specify a timeout parameter. An exception is made if the timeout expires and the predicate has not been fulfilled. The predicate is polled at a specified interval (default 1 second). You can change the interval with the sleep_seconds argument. Waiting provides two simple options to aggregate multiple predicates. They are similar to Python's built in any() and all() but don't call predicates once they have been satisfied. This is useful for predicates that are slow or inefficient.

Bokeh allows you to create simple plots but can also handle custom or specialized use cases. Apps, dashboards and plots can be published on web pages or in Jupyter notebooks. Python offers a wide range of powerful analytics tools, including NumPy and Scipy, Pandas. Scikit-Learn, OpenCV and Scikit-Learn. Bokeh server allows you to connect these tools to rich interactive visualizations in your browser. It has a wide range of widgets, plot tools and UI events that trigger Python callbacks. Researchers at Monash University maintain Microscopium. Researchers can use it to explore large image datasets using Bokeh's interactive tools. Panel is a tool that allows for polished data presentation and makes use of the Bokeh server. Anaconda created it and supports it. Panel allows you to easily create interactive web apps and dashboards using user-definable widgets. These widgets can be connected to plots, images or tables, text, or any other data.

The Python multi-platform windowing and multimedia library. pyglet, a powerful and easy-to-use Python library, allows you to create games and other visually rich applications on Windows, Mac OS X and Linux. It supports windowing, user event handling, Joysticks and OpenGL graphics. It also supports loading images and videos. This is all done with a friendly Pythonic API that's easy to use and doesn't get in the way. pyglet is available under the BSD open source license. This allows you to use it for commercial and open-source projects without restriction. No external dependencies or installation requirements. pyglet doesn't require any additional Python to meet most application or game requirements. This simplifies distribution and installation. This makes it easy for you to package your project using freezers like PyInstaller. pyglet offers real platform native windows that allow you to use multiple windows and multi-monitor desktops.

virtualenvwrapper adds extensions to Ian Bicking’s virtualenv tool. These extensions allow you to create and delete virtual environments, manage your development workflow, and make it easier to work on multiple projects at once without creating conflicts between their dependencies. All of your virtual environments can be organized in one place. Wrappers to manage your virtual environments (create/delete/copy). Switch between environments with a single command Tab completion is used for commands that use a virtual environment argument. All operations can be configured by the user. Plugin system to create more shareable extensions. Virtualenvwrapper's features can be best explained by showing it in action. The workon command includes tab completion for environment names and invokes customization Scripts when an environment is activated.

python_docx is a Python library that allows you to create and update Microsoft Word (.docx), files. Word's fundamental structure is the paragraph. They are used for body text as well as headings and list items such bullets. Although you can specify width and height, it is not recommended. If you only specify one, python docx uses it for the correct scaled value of both. This ensures that your image doesn't look stretched and preserves the aspect ratio. You should learn what a Word paragraph format is. It allows you to apply multiple formatting options to a paragraph at a time. Python-docx can be used to create new documents and make changes to existing documents. It only allows you to make changes to existing documents. However, if you start with a blank document, it may feel like you are creating one from scratch.

The Polymer library offers a variety of features that allow you to create custom elements. These features make it easy and faster to create custom elements that function like standard DOM elements. Polymer elements can be created using a constructor, document creation element, and configured using attributes and properties. Each instance is responsive to changes in property and attribute, styled with externally or internal defaults, and responsive to methods to modify its internal state. Registering an element creates a class that associates it with a custom name. To manage an element's lifecycle, the element provides callbacks. Polymer allows you to declare properties. This allows you to integrate your element’s property API with the Polymer database system. Shadow DOM creates a local, encapsulated tree of DOM for your element. A DOM template can be used to automatically create and populate a Shadow Tree for Polymer.

BioVinci automatically selects the most effective method to visualize high-dimensional data. Machine learning algorithms allow you to explore high-dimensional data. Convert large datasets into speech graphics without programming. You can visualize research results with a variety of graph types and customization options. The software allows scientists without programming experience to quickly apply state of the art machine learning techniques to their data and visually visualize the results to gain insights otherwise difficult to find. BioVinci 2.0 is designed to be easy for even first-time users. We offer a variety of plot configurations to meet different user needs. However, we aim to bring simplicity, information-revealing, interactive, publication-ready, aesthetics, and transparency to every plot.

Pygame is a collection of Python modules that can be used to create video games. Pygame is an extension of the SDL library. This allows you create full-featured games and multimedia programs using the python programming language. Pygame is portable and can be used on almost every platform and operating system. Pygame is completely free. Pygame is free and open-source. You can use it to create commercial, freeware, shareware, or open-source games. Dual-core CPUs are common and 8-core CPUs easily available on desktop systems, multi-core CPUs allow you to do more with your game. Select pygame functions will release the dreaded Python GIL. This is something you can do with C code. Optimized C and assembly code are used for core functions. C code is often 10-20x faster than Python code, while assembly code can easily be 100x faster than Python code. It is compatible with many operating systems. You just need to apt-get or emerge.

Revintel offers 55 out-of-the-box reports and Revintel’s BI solution, Compose, to create your own custom brand-matched interactive visualizations in a variety of formats using drag and drop functionality. These allow you to spend more time on strategy and analysis than on acquiring data. You can understand the booking pace and identify issues that are affecting performance while you still have time. Find trends and opportunities in property, market, brand, or portfolio-wide areas. Make faster, better-informed, revenue decisions. You can save time and maximize your profitability by having a uniform portfolio view at your fingertips. You can quickly drill down into details by creating personalized dashboards that give you a comprehensive overview of the most important aspects of your business. To guide your marketing efforts, compare YOY economic conditions and market conditions. Deeper more actionable insights enable faster, more informed revenue decisions.

We are more than a tool. Visual brand experiences can be created for your business by anyone, no matter how experienced or novice you are. Visme helps you to build the reputation you deserve. Visme combines the best of both design and ease of use to make it a platform that everyone can do their best work. It doesn't matter if you're at an investor meeting or a parent/teacher conference. The key is to show more than tell. Visme allows you to package your expertise into engaging, highly impactful presentations. Visuals are more effective at retaining information than audio. People retain 55% more information if they can see it. It is possible to make complex data and information easily understandable infographics that leave a lasting impression.

Vizzlo provides seamless plug-ins to PowerPoint and Google Slides, as well as cloud support and platform-agnostic desktop applications. Tools shouldn't add any extra steps to your workflow. Vizzlo is always available where you need it. No matter your skill level, our intuitive interface is easy to use and handles complex data with ease. You only need to click one button to access powerful additional analysis functions. Upload your corporate logos, colours, and layouts to create templates that will ensure everyone in your company is on the same page. You can add members to your team and let ideas flow. With document history, you'll know exactly who is working on which projects. Smart features such as data sync and time-shift make it easy to update your favorite visuals in just two clicks.

No more searching for metrics. With a centralized analytics hub, you can quickly see what your business data is telling you and make fact-based decisions. Data is more important than ever for effective decision-making. Cognytics integrates with your existing ERP software to provide powerful dashboards. Your data will come from a single source of truth. Searching for data can lead to a rabbit-hole of wasted time, money, and effort. Our business intelligence dashboards (BI) are seamlessly integrated within your core ECI Software, so you won't need to jump from platform-to-platform for critical metrics reporting. Maximize the impact of your decisions by simplifying the analysis process. In the world of big data today, visualization tools are crucial to analyze massive amounts of information and make intelligent decisions. Cognytics dashboards give your employees instant insight into the applications that they use most.

Dash & Dash Enterprise allow you to build and deploy analytic web applications using Python, R, or Julia. No JavaScript or DevOps are required. The world's most successful companies offer AI, ML and Python analytics at a fraction of the cost of full-stack development. Dash is the way they do it. Apps and dashboards that run advanced analytics such as NLP, forecasting and computer vision can be delivered. You can work in Python, R, or Julia. Reduce costs by migrating legacy per-seat license software to Dash Enterprise's unlimited end-user pricing model. You can deploy and update Dash apps faster without an IT or DevOps staff. You can create pixel-perfect web apps and dashboards without having to write any CSS. Kubernetes makes it easy to scale. High availability support for mission-critical Python apps

ActiveReports is a complete reporting tool for.NET. With our intuitive Visual Studio integrated reporting designer and rich controls, you can create beautiful reports. - Feature-packed reporting for WinForms and WPF, ASP.NET Core, MVC,.NET Core and.NET Core 3 End User Report Designers, Web and Desktop - Dynamic reporting via flexible API and expressions Multiple report types available to suit all reporting needs Export formats available in 10+ formats What's new in ActiveReports. NET v15.1: - Section report deployment of Linux with.NET Core or.NET 5 - Custom font resolution JSViewer Performance Improvement - PDF/UA Enhancements - Chart Enhancements Extended Page Break properties - Dynamic Column Width What's new in ActiveReports version 2.0: RichText support allows you to display dynamic HTML content. Angular, Vue, and React Designer Components - Designer enhancements Guide to Authoring Revised Reports

zdaemon, a Unix (Unix Linux, Mac OS X, Mac OS X), Python program, wraps commands to make them behave like proper daemons. zdaemon offers a script, zdaemon that can be used to execute other programs as POSIX(Unix) daemons. It is only compatible with POSIX systems. Using zdaemon means that you need to specify a number options. These options can be given as either a configuration file or as command-line options. It can also accept commands that tell it what to do. Start a process by creating a daemon. Stop a daemon process. Stop and then start a program. Check if the program is still running. Send a signal for the daemon process. The transcript log can be reopened. You can give commands on a command-line or by using an interactive interpreter. The program command can include a program name and options. However, the command-line parsing can be quite primitive.

With the component library, you can create responsive and mobile-first web projects that are easy to use. A function that receives two theme objects and returns one that includes both themes. If different styling is found for the same components on two themes, the second argument theme will be used to determine the styling. Use grommets to tailor composite components. Use atomic design to create a library that suits your needs. Keyboard navigation, screen reader tags and many other features are available. Grommet supports W3c's WCAG 2.1 spec right out of the box. All devices supported! Flexbox and CSS Grid can be used to create layouts for new phones and widescreen displays.

Material Design Lite (MDL), a collection of components for web developers, is based on Google’s Material Design Philosophy. It's a visual language for users that combines the traditional principles of good design with technology and science. To properly use the Material Design Lite components, it is important to understand the goals and principles behind Material Design. Before you attempt to use the components, you should read the Material Design Introduction. You must use a browser that supports dialog elements in order to use the dialog component. At the time of writing, only Opera and Chrome have native support. Other browsers will need to either include the dialog polyfill, or create your own. Once you have dialog support, create a dialog element. When using the polyfill, the element must be a child element of the body element. Add a content element to that container with the class mdl–dialog content.

Embeddable.NET Library for running workflows within.NET applications, with an integrated HTML5 graphical designer. Designer allows you create interactive workflows with any complexity. You don't need to write them programmatically. Workflow Engine is the backbone for Business Process Management (BPM), which allows you to automate workflow design using visual builders. It is based upon the.NET Framework and JavaScript libraries. Workflow Engine facilitates workflow processing and integration by providing a graphic design tool to create workflow schemes. This software component also simplifies the management, execution and visualization of workflows. Integration with other technologies or databases should be relatively easy and not cause any problems. Workflow Engine provides all the components needed to implement workflows.

Victory is a collection of modular charting elements for React Native and React. Victory is easy to use and offers flexibility. You can create unique data visualizations that are completely customizable with fully customizable styles. Victory uses the same API to create cross-platform charts. Reusable data visualization elements that are fully contained and reusable can be responsible for their own styles, behaviors, and colors. React.js-based library to create sleek presentations using JSX syntax. You can even live demo your code! Universal React Query library is a lightning-fast GraphQL client that's exposed as a collection of ReactJS components. React's physics-based animation library, inspired by nature.

Bit is a collaborative and scalable way to create and reuse components. It provides everything you need, from local development to cross-project integrations. It's free to try. Bit is an open-source toolchain that allows for component-driven development. Distribute composable software instead of monolithic apps. Distribute component ownership across development teams. Components are simple to replace and refactor. Develop consistency and standards across products and teams. Instead of reinventing the wheel, combine existing components to create new ones. Create a reusable design system and UI. Develop a consistent and reusable UI system. Code and teams should be distributed. Encourage autonomy and standardization. Scale to cross-team collaboration. This will bridge the gap between product design, development, and design. A composable and scalable backend that doesn't repeat itself is possible.

Openpyxl is an open-source Python library that can read/write Excel 2010 files xlsx/xlsm/xltx/xltm. It was created because there wasn't an existing library that could natively read/write Python in the Office Open XML format. Openpyxl was originally built on PHPExcel. All credit to the PHPExcel team. Openpyxl doesn't guard against quadratic blowup attacks or billion laughs XML attacks by default. Defusedxml can be installed to protect against these attacks. Install openpyxl with pip This should be done in a Python virtualenv with no system packages. Sometimes, you may want to work with a particular version's checkout. This could be true if bugs have been fixed, but no release has been made. To get started with openpyxl, you don't need to create a file in the filesystem. Simply import the Workbook class to get started. When a sheet is created, it automatically gives it a name. You can give a worksheet a name to make it a key in the workbook.

Accelerate your internal tools development. Low-code platform that allows developers to create internal tools in just minutes. SQL Generate allows you to input natural language and generate SQL statements. This works with databases such as MySQL, Postgre and Supabase. We give developers a great deal of freedom in implementing richer functionality with JavaScript. Wrapping JS statements using Template syntax allows them to place any string type variables at any space for more variety. ILLA is able to connect to any data via APIs or mainstream databases and add actions that are chained to user events. It integrates data from the backend with the frontend components. Developers can write simple data calls for massive information interaction.

Ant Design is an enterprise-class Angular UI component collection. All components are open-source and available under the MIT license. Ant Design of Angular aims to provide a great development experience for programmers. This StackBlitz link demonstrates a basic use-case. It is recommended that you fork this demo while working on Bug Report. This demo should not be used as a scaffold in a production environment. After changing the directory to your newly created project, you will be able to run the following commands to initialize your project's configuration. These include importing stylesheets and i18n files, and loading the initial modules. To customize the building process, you can use any existing scaffold tools from the Angular ecosystem.

Xlrd is a library that allows developers to extract data from Microsoft Excel™,.xls spreadsheet files. Xlrd is a library that reads and formats data from Excel files in the historical format.xls. This library cannot read files other than.xls. Charts, macros and pictures are ignored. However, formula calculations are extracted and comments, hyperlinks, advanced filters, pivot table, conditional formatting and data validation are all possible. This library cannot read password-protected files. This command will display the first, second, or last rows of each sheet within each file. xlrd is licensed by the BSD license.

Selenium WebDriver runs a browser natively. It does this in the same way as a real user, locally or remotely. WebDriver is easy to use. It is a compact and concise programming interface. WebDriver is easy to use with all major browsers. Automate real user interactions in Firefox and Safari, Edge, Chrome and Internet Explorer. Selenium WebDriver is both the language bindings as well as the implementations of each browser controlling code. This is often referred to simply as WebDriver. The W3C is an international organization that develops Web standards. WebDriver was a W3C recommendation in June 2018. Major browser vendors, including Microsoft, Google, Apple, and Microsoft, support WebDriver. They work continuously to improve browsers and browser controlling codes, which results in a more consistent behavior across browsers, which makes automation scripts more stable.

Beautiful Soup is a library that allows you to easily scrape information from web pages. It sits atop an HTML/XML parser and provides Pythonic idioms to iterate, search, and modify the parse tree. Beautiful Soup's support of Python 2 was terminated on December 31, 2020, one year after the sunset date. New Beautiful Soup development will now exclusively target Python 3. Beautiful Soup 4's final release to support Python 2 was 4.9.3. Beautiful Soup is licensed under MIT license. You can download the tarball and drop the bs4/ directory in almost any Python program (or into your library path), and then start using it immediately.

High performance computing has become a more affordable resource for researchers in the scientific community over the past years. The popularity of clusters of workstations and clusters of Beowulf classes has been strongly influenced by the combination of high quality open-source software and cheap hardware. Message-passing is one of the most effective parallel computational models. This paradigm is especially suited for distributed memory architectures. It is used in today’s most complex engineering and scientific applications related to modeling, simulation and design. Because of the incompatible options developers had to choose from, portable message-passing parallel programming used to be a nightmare. This situation has changed significantly since the MPI Forum published its standard specification.

The IP class allows for easy parsing and handling of most notations used for IPv4 or IPv6 addresses and network. Although it was inspired by RIPE’s Perl module NET.IP's interface, it doesn't share its implementation. It doesn't share non CIDR netmasks so it can't do crazy stuff like a netmask 0xffffff0f. It can recognize about a dozen ways to express IP addresses and networks, and parse them to distinguish between IPv4 addresses and IPv6 addresses. Nearly all class methods that return a string include an optional parameter called "wantprefixlen", which controls whether the prefixlen and netmask are printed. If the network has more than one address, the prefilen will always be shown. You can also alter the defaults per-object by manipulating the class members.

The Python Imaging Library provides image processing capabilities for your Python interpreter. This library supports many file formats, an efficient internal representation, as well as powerful image processing capabilities. The core image library allows for quick access to data stored only in basic pixel formats. It should be a solid foundation for an image processing tool. Tidelift subscribers can get Pillow for Enterprise. The Python Imaging Library is perfect for batch processing and image archival applications. The library can be used to create thumbnails, convert file formats, and print images. The current version can identify and read a wide range of formats. The most common interchange and presentation formats are the only ones that support writing. The library includes basic image processing functionality such as point operations, filtering using a set of convolution kernels and color space conversions.

A system is only worth something if it makes business decisions easier. Business decision makers need to look at data from multiple angles in order to make the best business decisions. Your software will be more valuable if it allows end-users to access the data they need instantly. This will reduce end user churn and give you a competitive advantage. It can take several days to add a new report into an IT system. It is a major reason why new versions of your software are not being released on time. Active Query Builder allows users to take full control of creating and maintaining reports. With no intervention from you, users can easily reconfigure reports at any time. Active Query Builder can be added to any existing reporting system by allowing you create new data sources to support reports.

statsmodels is an Python module that provides classes, functions, and methods for the estimation of various statistical models. It also allows for statistical data exploration and statistical tests. Each estimator has a comprehensive list of available result statistics. To ensure accuracy, the results are compared to existing statistical packages. The package is available under the Modified BSD (3 clause) license. statsmodels allows you to specify models using R-style formulas or pandas DataFrames. To see the available results, take a look at dir (results). Results describe attributes. __doc__, results methods have their own documentation strings. Numpy arrays can be used in place of formulas. Installing statsmodels as part of the Anaconda distribution is the easiest way to do so. This cross-platform distribution allows for data analysis and scientific computing. This is the preferred method of installation for most users.

Pandas is an open-source data analysis and manipulation tool that is fast, flexible, flexible, and easy to use. It was built on top the Python programming language. Tools for reading and writing data between memory data structures and various formats: CSV, text files, Microsoft Excel, SQL databases and the fast HDF5 format. Intelligent data alignment and integrated handling missing data: Use a powerful group engine to perform split-apply/combine operations on data sets. Time series-functionality: date range generation and frequency conversion, moving window statistics, date shifting and lagging. You can even create domain-specific offsets and join time sequences without losing data.

Microsoft is committed to ensuring that WinJS runs for existing customers. We don't plan to invest in new features. Only bug fixes that address major issues that are preventing customer deployments will be considered. We may also consider bug fixes in order to assist customers with their WinJS-based apps. Contribute by reviewing code checkins and providing feedback, suggesting new features and testing them out as they are implemented. You can also submit bugs and help us verify fixes as they are tested. All code submissions will undergo rigorous review and testing by the team. Only those that meet a high standard for quality and design appropriateness, will be merged into source.

Xafari, a business application framework for.NET programmers, is available. It is a collection of components, modules, utilities, and tools that complement XAF, DevExpress framework and enhance its capabilities. Xafari offers additional modules for DevExpress XAF UI Workplaces, Doc Panels and Wizards and business logic (XafariModuleBase and AppModule), Application settings, and others. This framework allows you to create complex business applications with a two- or three-tier architecture. The one-year subscription gives you the best tools and components for developing business applications. Try it free of cost! Get our 30-day free trial to get started with your app creation. More than 100 additional modules. More than 50 new functions and solutions. More than 40 new editors. More than 10 examples and online platforms for BI to explore new opportunities. A collection of ERP components. Support for WinForms and WebForms. Prompt and qualified technical support.

Django-MySQL extends Django’s built-in MySQL support and MariaDB support. A cache backend that makes MySQL's upsert statements available and performs compression. Named locks allow for easy locking of e.g. External resources. Django's check framework has additional checks to ensure optimal Django/MySQL configurations. Django-MySQL includes a variety of extensions to QuerySet. These extensions can be installed in a variety of ways, e.g. QuerySetMixin can be added to an existing QuerySet subclass.

The Pylons web framework was designed to make it easy and quick to build web applications and websites. They can be as simple as one Python module or as complex as a directory layout for larger, more complex web applications. Pylons includes project templates to help you set up a new web app project. Or, you can create your own and customize it as you wish. This framework makes it easy to write Python web applications. It is simple to expand on the minimalist, component-based philosophy. Use existing Python knowledge. Extensible application design. High performance, fast and efficient with a very small per-request stack. Uses well-tested Python packages. The Pylons 1.0 series is stable, production-ready, but in maintenance-only mode. The Pylons Project maintains the Pyramid web framework to support future development. Pylons 1.0 users are strongly encouraged to use Pyramid for their next project.

The NumPy vectorization and indexing concepts are fast and flexible. They are the current de-facto standard in array computing. NumPy provides comprehensive mathematical functions, random numbers generators, linear algebra routines and Fourier transforms. NumPy is compatible with a wide variety of hardware and computing platforms. It also works well with sparse array libraries, distributed, GPU, or GPU. NumPy's core is C code that has been optimized. Enjoy Python's flexibility with the speed and efficiency of compiled code. NumPy's high-level syntax makes it easy for programmers of all backgrounds and experience levels. NumPy brings the computational power and simplicity of languages such as C and Fortran into Python, making it a language that is much easier to learn and to use. This power is often accompanied by simplicity: NumPy solutions are often simple and elegant.

IMSL numerical libraries can improve performance and reduce development time. IMSL's tools allow you to achieve your strategic goals. Your IMSL library can be used to model regression, create decision trees, build neural networks, forecast time series, and make decisions. The IMSL C Numerical Library has been proven reliable and robust across all industries. It provides companies with a high-ROI solution to building cutting-edge analytics tools. The IMSL C Numerical Library is able to quickly add sophisticated functionality to your analytic applications, including data mining, forecasting, and advanced statistical analysis. Integration and deployment are easy with the IMSL C library. Easy migrations, support common platforms and combination of platforms, and no additional infrastructure to embed in applications or databases, all possible with the IMSL C library.

React-Bootstrap is the most popular front-end framework. React-Bootstrap replaces Bootstrap JavaScript. Each component was built as a React component from scratch, with no unneeded dependencies such as jQuery. React-Bootstrap is one of the oldest React libraries. It has grown and changed with React, making it an excellent choice for your UI foundation. We built React-Bootstrap with compatibility in our mind. We embrace our bootstrap core, and strive to be compatible the largest UI ecosystem in the world. React-Bootstrap is based entirely on Bootstrap's stylesheet. This means that it works with all the Bootstrap themes you already love. React's component model allows us to have more control over the form and function each component. Each component is designed with accessibility in mind. The result is a set of accessible-by-default components, over what is possible from plain Bootstrap.

Jspreadsheet provides a robust JavaScript data grid that integrates the functionality of spreadsheet applications such as Google Sheets and Excel into your web application. It has a smooth and efficient user interface that allows batch actions, table manipulation and many other features to ensure seamless compatibility between your web app and Excel/Sheets. This familiar environment increases productivity, simplifies adoption by users, and reduces the need for extensive user training. Jspreadsheet provides a comprehensive solution for spreadsheet and data management on web platforms. It optimizes workflow, streamlines automation and facilitates the smooth transfer of tasks from Excel onto the web. Jspreadsheet is a versatile option because it offers a variety of extensions that address a range of needs within the data grid ecosystem and spreadsheet ecosystem.