Textable is an open source program for text analysis. It offers a set of basic text-analytic components (e.g. import text from files, segment into words, measure segment diversity, etc.), which the user combines using a visual interface to build custom analytic workflows.
HEURIST is an extremely flexible data management system designed specifically for Humanities data - see http://HeuristNetwork.org. It is available as a free web service for researchers (hosted at the University of Sydney Data Centre) or for local installation (Open Source). Any confident researcher can design, create, manage, analyse, visualise and publish their own richly-structured database(s) through a simple web interface, without programmers or consultants. Quite complex databases can be built in a few hours through borrowing structures and vocabularies published by other users. Databases can be designed and built incrementally, as existing data are not affected by changes in structure. Advanced features include record linking, drilldown facet searches, rule-based queries, custom reports, linked map-timelines, network visualisation, normalised spreadsheet import, crosstabulation, XML feeds, XSLT transforms.
Gephi is graphing software that provides a way to explore data through visualization and network analysis.
Analyse-it Method Validation Edition provides the statistical analysis you need to validate and verify analytical and diagnostic methods to meet the demands of regulatory compliance. With support for 11 CLSI protocols, it lets you:
• Validate or verify analytical performance characteristics (precision, trueness, linearity, interferences, detection capability) of a measurement procedure to ensure they meet requirements for intended use or manufacturer's claims.
Analyse-it Standard Edition provides you with the powerful statistical analysis and regression you’d expect from an expensive statistics package, but without the complexity or the cost.
• Describe your data with a wide range of statistics.
• Visualize distributions, see trends and patterns, and spot outliers with powerful charts from histograms to scatter plots.
Analyse-it Quality Control & Improvement Edition provides the statistical analysis you need to understand processes, bring them under control, and find improvements that better your product.
• Bring processes under statistical control so they are stable and predictable with powerful Shewhart, cumulative sum, and moving average control charts. Include Xbar-R, Xbar-S, R, S, I-MR, time weighted CUSUM, UWMA, EMA plots, and WECO, Nelson, Montomery or custom rulesets.
MyIndicators (http://myindicators.net/) is a digital, easy-to-use tool allows researchers, educators, students or anyone, to build their own tailored indicators (e.g. goals, strategies, parameters, survey, questions, calories intakes, alcohol consumptions or quantified self in terms of training, mood tracking or sleeping quality etc.)
Onodo is a user friendly tool for doing basic visualisation and analysis within a browser making it cross-platform right out of the box. Data can be entered via their intuitive, in-browser node and edge creation tables or imported from a file. As data is added it is instantly previewed and displayed. The visual appearance can be tweaked on the fly and customised in a variety of ways (including applying a unique image or URL to each node). Once created, visualisations can be embedded and shared outside of the Onodo browser environment.
A set of dataset management and statistical plugins for Microsoft Excel 2007, 2010 & 2013 including single and multiple linear regression, polynomial regression, and scatter plot with fit, fit confidence and prediction bands. The program can be used to generate visualizations and data reports. Requires Microsoft Excel.
Recollection is a platform developed by Zepheira for the Library of Congress National Digital Information Infrastructure and Preservation Program (NDIIPP), allowing users to create and share embeddable interfaces to digital cultural heritage collections. The Library of Congress released its latest version of Recollection as Viewshare, built to increase the ease of finding, using, and sharing the project's software.
TXM is a free and open-source cross-platform Unicode, XML & TEI based text analysis software, supporting Windows, Mac OS X and Linux. It is also available as a J2EE standard compliant portal software (GWT based) for online access with access control built in (see a demo portal: http://portal.textometrie.org/demo).
TagCrowd is a web-based word cloud generator that can accept a URL, text, or an uploaded plain text file. Options are provided to show word frequency, exclude particular words, and more.
A key benefit is that once a developer has loaded Mapstraction, s/he can to switch from one map API to another quickly and easily - often only needing to change a few lines of code.
Mapstraction displays points, lines, polygons and markers on the maps, and also allows developers to add base maps and overlays.
ZeeMaps quickly maps point data on Google base maps in two ways:
1) The user uploads a .csv file of data points and their locations.
2) A group of users all add their own data location points to the map, on their own time from their own devices.
Each point can include text, video, image, or audio annotations.
Basic functionality is free; larger uploads and large numbers of maps require a paid subscription.
GPS Visualizer is a free, easy-to-use tool for creating maps from GPS data, driving routes, street addresses or co-ordinates.
Data is uploaded into the utility and displayed in a format specified by the user. A wide range of data formats may be uploaded into the tool, including .GPX, .KML and .CSV files. Some of the formats in which GPS Visualiser displays the data include Google Maps, Google Earth, SVG drawings, elevation profiles, image files, plain text files or GPX files.
BatchGeo is an online service that maps address data as points. The cut and paste interface makes it easy to convert a spreadsheet of street addressed into a map can be embedded or downloaded as a KML file. A limited number of addresses can be mapped for free; large files require a subscription.
Crowdmap allows the investigator to set up a Web map around a particular topic and invite multiple users (participants, research subjects, collaborators, multiple assistants) to contribute information to the map on their own time and from their own device.
For $10/month, users can buy fee-based services including private maps and custom branding.
ArcGIS is a suite of software that comprises of Desktop GIS, Server GIS, Mobile GIS, and ArcGIS Online. ArcGIS is a platform for building a complete geographic information system (GIS) that lets you easily create, edit, and analyse geographic knowledge on the desktop; publish data, maps, globes and models to a GIS server and/or share them online; and use them on the desktop, on the Web, or in the field.
- View and query maps
- Manipulate shapefiles and geodatabases
Weave (Web-based Analysis and Visualization Environment) is a visualization platform designed to enable visualization of any available data by anyone for any purpose. Weave is an application development platform supporting multiple levels of user proficiency — novice to advanced — as well as the ability to integrate, disseminate and visualize data at “nested” levels of geography.
Viewshare is a free web application for creating interfaces and visualizations of cultural heritage collections. It can create interactive maps, timelines, facets, tag clouds, histograms, and image galleries. The intended users of Viewshare are individuals managing and creating access to digital collections of cultural heritage materials. Viewshare is offered as a software as a service (SaaS), email firstname.lastname@example.org to request a free account.
The Science of Science (Sci2) Tool is a modular toolset supporting temporal, geospatial, topical, and network analysis and visualization of datasets at the micro (individual), meso (local), and macro (global) levels. Users of the tool can:
- Access science datasets online or load their own
- Perform different types of analysis with the most effective algorithms available
- Use different visualizations to interactively explore and understand specific datasets
- Share datasets and algorithms across scientific boundaries
Open source map design studio for creating and styling web tile maps, based on either provided free MapBox Geodata, or data imported as a variety of file formats. It uses the CartoCSS styling language to customize interactive visualizations, with powerful control of symbols, zoom levels, labels, and other cartographic details. The finished maps can be exported either as images or tiled web maps. Though the TileMill software is free, there may be a fee to host the created tiles on MapBox or elsewhere.
Visualizes a series of events across both time and space. Allows researcher to create of an interactive timeline and map that are linked together. Users of the timeline can press "play" to watch the timeline scroll forward and the map zoom from place to place as they highlight each event (and the researcher's attached images and text) in turn. Users can also pause the progress of history, move forward or back at their own pace, and zoom in or out of either the map or timeline to examine areas of interest.
Compare to: StoryMap JS, MapStory, Odyssey.js
CartoDB is a cloud based mapping, analysis and visualization engine that lets users build spatial applications for both mobile and the web. Users input tabular data and then construct an interactive visualisation through the web interface. It provides automatic georeferencing functionality and provides APIs for mobile data collection and dissemination.
Use is free for up to five tables; after that, there are monthly pricing plans.
Development was funded through EU and Spanish research programmes.
The DataTank is an open source tool that publishes data, stored in text-based files (e.g., CSV, XML, JSON) or in binary structures (e.g., SHP files, relational databases). The DataTank reads data from these structures and publishes them to the web using a URI as an identifier, providing these data in any format a user wants regardless of the original data structure. The DataTank requires a server with Apache2 or Nginx, mod rewrite enabled, PHP 5.4 or higher, Git, any database supported by Laravel 4.
Geographically Encoded Objects for RSS feeds. GeoRSS was designed as a lightweight, community driven way to extend existing feeds with geographic information.
As RSS and Atom become more prevalent as a way to publish and share information, it becomes increasingly important that location is described in an interoperable manner so that applications can request, aggregate, share and map geographically tagged feeds.
RSS Map of Digital Humanities centers
StoryMapJS is a project by KnightLab which aims to help journalists and historians tell stories by using maps using a straight-forward and simple authoring tool. It is constructed around a framework of highlighting the locations of a series of events. As an editing tool, it is relatively intuitive and easy to use.
Quadrigram describes itself as a "visual programming environment" for living data. It is a web-based tool for data visualization that allows the user to customize and publish interactive visualizations with a range of data types. Visualization possibilities range from basic charts and graphs (e.g., pie chart, bar graph), to more sophisticated visualizations for exploring complex datasets (e.g., networks, geo-data, zoomable tree map, quadrification, stacked flow).
Aeon Timeline is more like an abstract temporal entity management program. I t happens to use a visual timeline, but it allows for conceptual linking of people, places, events in a rather clever fashion. It is intended for brainstorming and collecting via flexible input and export.
Text 2 Mind Map is a web-based tool for mind mapping. Very basic interface and functionality. Requires users to structure information in a linear text outline, which it returns as a diagram.
Lucidchart is an online diagram tool that enables users to easily visualize complex information through flow charts, mind maps and other diagram types. Multiple users can work together simultaneously to edit a document. Lucidchart integrates with many platforms including Google Apps/Drive, Confluence, JIRA, Slack, ec. Free accounts are provided for educational use.
*Especially useful for journalists.
"TwXplorer helps make Twitter search more useful by helping users find and explore chatter about topics that interest them." (from twXplorer website)
Exploratree is a web-based library and editing application for "interactive thinking guides," which are templates useful for mind mapping, brainstorming, planning, and visualization. Originally developed for use in the classroom, to help students refine and focus their ideas, as well as manage plans to further their investigation. Thinking guides can be edited, printed, and downloaded directly from the browser.
A free iOS app for text analysis. Textal allows you to analyze documents, tweet streams, and webpages. Create clickable text clouds based on the source data that you choose. It comes pre-loaded with a large number of public domain texts. Text clouds are easily shareable via various Twitter and email.
yWorks is a powerful set of tools for creating diagrams using any number of frameworks. There are tools for working with HTML, FLEX, AJAX, Silverlight, Java and .NET.
yEd is also available from the yWorks site. This free graph editor can be used to create diagrams manually, or to import data for analysis.
It is highly interactive and allows a researcher to extend their work from a dedicated graph analysis package such as Gephi and share it via the web to allow for communication of research outputs, while permitting viewers to explore and discover their own findings from the raw graph network.
CulturalAnalytics is an R package containing functions for statistical analysis and plotting of image properties, including statistics such as the standard deviation and mean in the RGB and HSV color spaces, image entropy and histograms in greyscale (intensity) and color, and for plotting color clouds and image scatter charts.
NVivo is commercial software for qualitative analysis of unstructured data, in a range of formats and from diverse sources. Enables users to collect, organize, and analyze content from interviews, focus group discussions, surveys, audio, social media, videos, and webpages.
SentimentBuilder is an online tool that performs text analytics on emails, reviews, feedback, chat data or any unstructured texts via Natural Language Processing. It's the only tool where you can upload a file for processing and then visually view the results in a Sankey Flow Report to quickly identify trends, issues and strengths and then customize each view, save and share! Export any result for your own offline analysis! Try the Always Free version today and upload your own data or try one of our sample files.
nodegoat is a web-based data management, analysis & visualisation environment.
Using nodegoat, you can define, create, update, query, and manage any number of datasets by use of a graphic user interface. Your custom data model autoconfigures the backbone of notegoat's core functionalities.
DH Press (originally called diPH) is a toolkit conceived as an easy-to-use WordPress plugin which allows potentially every kind of user to visualise and mashup historic and geographic information, documents and various types of multimedia content to develop digital humanities project.
VisualEyes is web-based authoring tool developed at the University of Virginia to weave images, maps, charts, video, and data into highly interactive and compelling dynamic visualizations.
TimeMapper is an open source timeline tool that takes information in a Google spreadsheet and uses it to generate a timeline that can then be published, shared, or embedded on the web. It utilizes components from other open source tools like TimelineJS and Leaflet maps. It is simple to use, but not easily customizable.
Omeka is a content management system designed for the display of library, museum, archives, and scholarly collections and exhibitions.
Kartograph is a pair of free and open source libraries for representing data with a spatial component on webpages or in print. The first library, Kartograph.py, is a Python library that builds lightweight vector graphic maps from either shapefiles or PostGIS tables. These graphics files can be styled either using a cascading style sheet during creation or later on the second library, Kartograph.js. The vector files can also be edited and enhanced in a vector graphics program like Adobe Illustrator.
TimeRime is a web-based tool allowing people to create, view, and compare interactive timelines.
JuxtaposeJS helps tell stories by comparing two image frames, including photos and gifs. It provides a means, by a draggable pane, to see the changes and visually analyse the differences between the two images.
It’s an adaptable storytelling tool that is ideal for highlighting then/now stories that explain slow changes over time (growth of a city skyline, regrowth of a forest, etc.) or before/after stories that show the impact of single dramatic events (natural disasters, protests, wars, etc.).
Lucidchart is a cloud-based diagramming and visual communication app with an intuitive drag-and-drop interface. Features include professional templates and an extensive shape library. Team users can edit the same file together in real time. With over four million users, Lucidchart is an excellent tool for making flowcharts, mockups, network diagrams, and more.
SylvaDB is a graph database management system. It allows users with no knowledge in graph theory to model, collect, query, and analyze data in a network structure. SylvaDB provides tools for easy creation of schemas and modelling, automatic forms creation to input the data, collaborative features, a visual query editor, global and local search, reports charts generation, networks metrics, and visualizations tools.
Coggle is a web-based tool for non-linear structuring and visualization of information. Easy to create visually appealing diagrams with little to no technical expertise. Supports Markdown and LaTeX formatting (use LaTeX via the \\( \\) or \\[ \\] escape sequences). Users can add images by dragging and dropping them in the browser, view change history for each diagram and revert to previous states, and download their work as PDFs or images. Also enables real-time collaboration with others.
Possible use cases for Coggle may include:
140kit provides a management layer for tweet collection and analysis.
Raw data cannot be passed through to the users, but any analytical process can be run across your dataset, and the data is held for as long as the user wants. When new analytical processes are created, they can be run on existing sets of data. 140kit does not claim any control of the analysis, however it retains ownership of the data collected.
Find searches that correlate with real-world data: Google Correlate finds search patterns which correspond with real-world trends.
Qualrus is an innovative qualitative data analysis tool that helps you manage unstructured data. Additionally, Qualrus learns your coding trends, provides a visual semantic network display, and gives advice and technical support.
An image viewer and converter with simple editing features; can also generate slideshows and save them as .exe files. Includes support for Photoshop filters.
ImageJ is a Java open source image processing program designed for scientific multidimensional images. It is highly extensible, with thousands of plugins and macros for performing a wide variety of tasks, and a strong, established user base.
There are three major versions of ImageJ:
- ImageJ1 - The stable version, developed by Wayne Rasband at NIH since 1997
- ImageJ2 - Focuses on analysis of scientific multidimensional image data. Includes ImageJ1 with a compatibility layer
Minitab provides tools for statistical analysis and visualization. It includes tools for creating graphics, and working with variance, regression, reliability, sample size, time series, forecasting, equivalence tests, tables, simulations, and distributions.
Project Quincy allows users to trace the development of social networks and institutions over time and space using information about people, places and organizations. It is a Django application with a MySQL database that can be installed on a web server.
Lynks provides an easy to use, in-browser tool that helps you to create your own networks. Lynks is an initiative by Centre for Innovation, part of Leiden University (Campus The Hague). The software has been developed in 2014 in co-creation, with expertise from Dr. Eelke Heemskerk from University of Amsterdam. The software development has been supported by the financial contributions from the European Union Fund for Regional Development (EFRO) and the Municipality of The Hague.
bubbl.us is a web-based mind mapping tool, useful for organizing ideas, brainstorming, analyzing relationships, and visualizing data. Simple interface, with basic and easily understood functionality. Free to try without creating an account. Also available as an iOS application for iPad.
Graphviz is open source software for graph visualization, representing structural information as diagrams of abstract graphs and networks. The package includes web and interactive graphical interfaces, and auxiliary tools, libraries, and language bindings.
Juxta is an open-source cross-platform desktop tool for comparing and collating multiple witnesses to a single textual work. The software allows you to set any of the witnesses as the base text, to add or remove witness texts, to switch the base text at will, and to annotate Juxta-revealed comparisons and save the results. New in version 1.6.5 is the ability to upload your comparison sets to a free online workspace called Juxta Commons where you can analyze your data privately or choose to share visualizations of your work with anyone on the web.
Text analysis software aimed at beginners to qualitative research, and using live visualizations as the interface. Quirkos supports standard code-and-retrieve operations, searches and queries on the data, and can visualize connections between topics and themes.
Find more information at http://www.quirkos.com/qualitative-data-analysis-software.html
ScraperWiki is an online tool to make that makes the process of data scraping simpler and more collaborative. Anyone can write a screen scraper using the online editor. In the free version, the code and data are shared with the world. Because it's a wiki, other programmers can contribute to and improve the code.
OmniGraffle is a comprehensive diagramming and drawing application. Drag and drop to create wireframes, flow charts, network diagrams, UI mockups, family trees, office layouts, etc.. Upgrading to OmniGraffle Pro adds Visio support, shared layers, presentation mode, object-geometry controls, AppleScript and Actions support and more.
Creately is a web based diagramming tool with real-time collaboration to work together on diagrams. If you're not comfortable storing data on the cloud you can use the desktop version. It lets you create workflows, mind maps, concept maps, business process models, wire-frames, org charts and many more diagram types useful in research projects.
Tiki-Toki provides users with the ability to create interactive and stylish timelines either through a web application or through a desktop app. Timelines created through the web interface can be shared or embedded. Timelines created through the desktop app are only available locally, and can be used for presentations, or for creating timelines using data that you wish to store locally. Users with a free account can create one timeline that can't be embedded. Paid users can create multiple timelines that can be embedded, as well as edited by multiple users.
Praat is software for the phonetic analysis of speech, including support for articulatory and speech synthesis.
CorpusSearch 2 allows users to construct and search syntactically annotated corpora, including finding and counting lexical and syntactic patterns, correcting systemic errors, and coding linguistic features.
The software is released under Mozilla Public License 1.1 (MPL 1.1) .
A software tool for performing concordance – the analysis of a set of words within its immediate context - on a body of text. The tool performs full concordance, reading and analysing each and every word in a text. It was initially written for the analysis of English texts, but has since been extended to cater for other Western languages. Limited support is also provided for text in East Asian scripts, such as Chinese and Korean.
AntConc is free concordance software. It is multi-platform and easy to deploy and use.
AntConc is part of a suite of related tools for text processing and analysis, including applications for parallel corpus analysis, word profiling, PDF to text conversion, text structure analysis, detecting and converting character encodings, Japanese and Chinese segmenter and tokenizer, wordclass tagger, and spelling variant anaysis. The developer is currently drafting a more explicit licence for the use of the software.
Time Flow is an open-source timeline built to help journalists analyze temporal data. The application offers several view modes--timeline, calendar, list, table--to help explore thousands of data points. It is not a web-based tool--it is a desktop application that can run off a thumb-drive and is built to handle large datasets, and timeline events that may include approximate dates or date spans.
Data Desk implements traditional statistical techniques using a simple graphic display interface for data exploration. The program focuses specifically on the visual exploration of data.
CATMA (Computer Aided Textual Markup & Analysis) is a free, open source markup and analysis tool from the University of Hamburg's Department of Languages, Literature and Media. It incorporates three interactive modules: (1) The tagger enables flexible and individual textual markup and markup editing. (2) The analyzer incorporates a query language and predefined functions. It also includes a query builder that allows users to construct queries from combinations of pre-defined questions while allowing for manual modification for more specific questions.
A simple word cloud generator with customizable font and color options. Word clouds are generated by pasting text into a box, or by entering the URL of any blog, blog feed, or any other web page that has an Atom or RSS feed.
The Visual Understanding Environment (VUE) is concept mapping software that can integrate with multiple repositories to pull in, organize, and analyze data. Multiple features for advanced management of digital resources for teaching, learning, and research.
A software tool for the manipulation of audio recordings. Wavesurfer provides basic audio editing function, such as excision, copying, pasting, zero-crossing adjustment, and effects such as fading, normalization, echo, inversion, reversal, replacement with silence, and DC-removal.
Software for creating data dashboards. Many of the sample galleries portray corporate financial data.
Flare is an ActionScript library for creating visualizations that run in the Adobe Flash Player. From basic charts and graphs to complex interactive graphics, the toolkit supports data management, visual encoding, animation, and interaction techniques. Flare features a modular design that lets developers create customized visualization techniques without having to reinvent the wheel.
Protovis composes custom views of data with simple marks such as bars and dots. Unlike low-level graphics libraries that quickly become tedious for visualization, Protovis defines marks through dynamic properties that encode data, allowing inheritance, scales and layouts to simplify construction.
Processing is an open source programming language and environment for people who want to create images, animations, and interactions. Initially developed to serve as a software sketchbook and to teach fundamentals of computer programming within a visual context, Processing also has evolved into a tool for generating finished professional work. Today, there are tens of thousands of students, artists, designers, researchers, and hobbyists who use Processing for learning, prototyping, and production.
Gliffy is a tool that makes it easy to create, share, and collaborate on a wide range of diagrams. Gliffy works directly in your browser and can be used to build flow charts, organization charts, network diagrams, workflows, technical drawings, and wireframes.
All Our Ideas is a research project that seeks to develop a new form of social data collection by combining the best features of quantitative and qualitative methods. Using the power of the web, we are creating a data collection tool that has the scale, speed, and quantification of a survey while still allowing for new information to "bubble up" from respondents as happens in interviews, participant observation, and focus groups.
The cross-platform Advene application allows users to easily create comments and analyses of video documents, through the definition of time-aligned annotations and their mobilisation into
automatically-generated or user-written comment views (HTML documents). Annotations can also be used to modify the rendition of the audiovisual document, thus providing virtual montage, captioning, navigation... capabilities. Users can exchange their comments/analyses in the form of Advene packages, independently from the video itself.
Statwing is an easy-to-use, web-based tool for data analysis and visualization. Upload data, select variables of interest, and Statwing automatically selects statistical tests and visualizations, then distills the results into plain English sentences (as well as traditional statistical output for those so inclined).
Free trial available, as well as multiple pricing plans:
Ptolemaic is a computer application for music visualization and analysis written in the Java programming language. The software is designed to aid in the analysis of all types of Western music using established analytical techniques, including tonal functional analysis (Harrison 1994), pitch-class set analysis (Forte 1973), hierarchical linear analysis (Schenker 1935, Jones 2002), tonal pitch-space analysis on the Tonnetz (Riemann 1915), pitch-class set analysis (Forte 1973), and transformation analysis (Lewin 1987).
Raw is an open web app to create custom vector-based visualisations utilising the D3.js library through a simple interface.
It is an open and customizable project and forkable via GitHub. Primarily conceived as a tool for designers and vis geeks, RAW allows to export visualizations in vector (SVG) or raster (PNG) format and embed them in your web page.
The amount of online data annotated with geospatial and temporal metadata has grown rapidly in the recent years. Providers like Flickr and Twitter are popular, but hard to browse. Many systems exist that, in multiple linked views, show the data under geospatial, temporal, and topical aspects. GeoTemCo is a web-application which easily can be utilized to visualize such kind of data, and furthermore, it allows the comparative analysis of several datasets.
One of the substantial tasks in the ﬁeld of textual criticism is called collation, which is the cautious comparison of various editions of one and the same text. The traditional approach of a humanities scholar is to put the texts of several editions next to each other and mark the differences among the textual entities (e.g., sentences, sections, chapters). Since this is an extremely laborious approach many Digital Humanities projects investigate tools that support the humanities scholars with computational methods.
Gerbil is a generic framework for visualization and analysis of multispectral and hyperspectral data that strives to both bring new innovations in analysis capabilities and be of use in a wide range of hyperspectral data applications. In a nutshell, Gerbil lets you…
Plot.ly is a free to educational (public) user web-based graphic tool that combined leading edge visualisations with a user-friendly, guided creation experience. Accepting data in a variety of forms, it leads the user through creation and sharing and then facilitates discussion around the output objects. The data, the code and any algorithm transformations are freely accessible to all users and products are easily embedded in other documents for presentation purposes.
Plot.ly also offer their services on a paid basis to enterprise users.