Best Text Analysis Software Mac Rating: 7,7/10 8083 reviews
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  • Jun 12, 2018  Invicta TTS is a very simple free Text To Speech app available on the Mac App Store. Once you open up the app, it presents you with a text box where you can enter or paste any text which will be then converted to speech. The app is very lightweight.
  • But there isn’t time to read thousands of pages and perform tedious manual analyses. JMP helps you quickly explore and uncover hidden meanings in your text data – survey responses, compliance reports, laboratory experiment notes, or engineering maintenance and change logs. With Text Explorer in JMP: Analyze structured and unstructured data together.

BBEdit 11 text editor has to be on this list of best text editors for Mac. It is the most powerful text editor developed by the Bare Bones. It consists rich text and HTML editor which is specially designed for web designers. It also includes various features like searching, modification in text and advanced editing etc.

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AI is adept at many tasks, but reading social cues isn’t always one of them. It’s notoriously bad at understanding nuance, which results in misguided yet funny failed attempts.

That’s because it’s hard to teach machines what people really mean. Until someone builds formulas for sarcasm detection, training AI systems to detect emotions remains a mighty task. Luckily, advancements in text analysis are moving us in the right direction—a 2017 Gartner survey found that 79% of respondents already use or expect to use text analytics (full content available to Gartner clients).

What is text analysis?

Text analysis is the process of finding information from text sources, including emails and survey answers. These sources are unstructured data—that is, any data that’s not stored in a fixed format.

Text analysis involves reading unstructured data from a range of sources with the goal of finding business insights—processes your colleagues currently do by hand that you can automate for faster results. To achieve this, text analysis in businesses often takes one of five key forms:

  1. Summarization: Trying to find key content across either a range of sources or a single document
  2. Sentiment analysis: Assessing the tone, intent, and social context that’s relevant to a document
  3. Explicative: Finding the reason for said sentiment analysis in a given document
  4. Investigative: Reviewing the sources of a specific issue
  5. Classification: Confirming the subject(s) that a text source discusses

As mentioned above, text-based data is unstructured by nature. Unlike databases and log files—which are strongly modeled, and therefore structured—text data doesn’t have numerical value. That makes it much tougher to find the insights you need manually.

So, text analysis software that finds the data for you within unstructured sources is a huge value-add. Technology that can find key content that you need, then investigate and summarize it saves hours of manual labor.

And since text analysis captures sentiment, you can use it for a range of business needs, from modeling intent to expediting group decisions.

To start your search, here are four free and open source text analysis tools. To earn a spot on this list, each tool’s source code must be freely available for anyone to use, edit, copy, and/or share. You can learn more about how we chose which tools to include in our methodology below:

4 Free and Open Source Text Analysis Software

AYLIEN Text Analysis Software

Screenshot showing text analysis within AYLIEN (Source)

Best for: Businesses that want a text analysis API for Google Sheets.

Aylien text analysis is a cloud-based business intelligence (BI) tool that helps teams label documents, track issues, analyze data, and maintain models. It also allows users to extract meaning from content within public datasets. (Available on a monthly subscription.)

Aylien’s text analysis API integrates with tools including Google Sheets. Although Aylien discontinued it, you can still paste a pre-written script into Google Sheets and call the Text Analysis API without any code. Once you’ve pasted the script into the Script Editor on the Tools tab, you can save and enter said script into as many cells as you’d like.

Aylien’s text analysis extension offers language detection, hashtag suggestions, sentiment analysis, and more. It supports raw text and URL as inputs, and can remove ads to extract only the main text on a website.

Keatext Software

3.64/5
14 reviews

A screenshot showing an overview of issues within Keatext (Source)

Best for: Medium to large companies who want to analyze customer sentiment in English and French

Keatext analyzes large amounts of unstructured data collected from several sources. Users can share their data with Keatext team members, who upload it to the platform on your behalf. Worried about losing access to the data you hand over? Fear not – Keatext gives you access to the platform for 4 weeks, and you can download reports for future use.

Keatext is ideal for teams who want to analyze sentiment without setting up and maintaining a new developer environment. The tool prides itself on grouping customer feedback into one of four buckets: Praise, Problems, Suggestions, and Questions. It also alerts users to changes in sentiment, and sentiment towards any new actions you’ve made.

For those on the fence about open source software, Keatext offers strong customer support. Guides, infographics, tutorials, and API documentation are all available on its website. The site also has a help center which lets you search for articles on how to use the tool.

KNIME Analytics Platform Software

4.67/5
9 reviews

Screenshot showing a sample workflow within KNIME (Source)

Best for: Experienced dev teams who want an on-premise text analysis tool.

KNIME offers on-premise data analytics tools for small to large business. It uses the Apache Spark framework to let users build machine learning (ML) models to automate regression, classification, cluster analysis, and more.

KNIME’s text processing tool offers natural language processing (NLP), text mining, and information retrieval. Documentation on the six steps involved is available, as are tutorials for using custom tag sets.

But unless you’re using KNIME’s analytics platform, its text processing option will have limited value. Its support and documentation don’t surpass those of competitors, and teams who don’t work in engineering will face an especially large learning curve.

Refinitiv Intelligent Tagging

A screenshot showing headlines within Refinitiv (Source)

Best for: Financial enterprises who want text analytics plug-ins for WordPress or Drupal sites.

Refinitiv offers five deployment options based on business needs. Its open calais package is free and handles up to 100KB each of HTML, XML, and raw text. It also handles up to 5k submissions per day.

If you host a WordPress or Drupal website, you can install Laiser Tag Plus WordPress plugin or the Drupal Open Calais plugin, respectively. Both plugins integrate Intelligent Tagging output into your site.

If you want to test the Intelligent Tagging tool, you can upload your own content to the Live Demo. Since Refinitiv’s specialty is financial topics and themes, it’ll assign those to the unstructured data that you load into the tool. It helps you tag the subjects (whether they be people, places, facts, or anything else) within your dataset. You can access Q&A, tutorials, documentation, and more after creating an account.

One final note:

To earn a spot on this list, each tool above needed to offer source code that’s freely available for anyone to view, edit, revise, etc. But many tools on this list, along with several more, offer even more features for paid customers.

We know that cost is a key concern when shopping for software. That said, investing in the right tools can save your business lots of money in the long run. To get started with text analysis, input some data into one of the free tools above.

Then, assess the results: Do you agree with the sentiment suggestions each tools makes? Did they help you discover any changes in sentiment that you might have missed?

If you’re impressed, it’s worth assessing BI software that has text analysis and additional features. Most software vendors offered tiered pricing plans that let you scale up as needed. And in an era where we create 2.5 quintillion bytes of data each day, having a strategy and software to manage data isn’t optional.

Gartner predicts (available to clients) that by 2020, 50% of businesses will lack the AI and data literacy skills needed to build business value. Using the right text analysis tool is a great way to stay in the fast lane.

Methodology

We included text analysis products in our software catalog that both:

  1. Offered a free, stand-alone version of the software (not a trial version of the software that requires you to purchase the product after a limited amount of time), and
  2. Met our text analysis software market definition:

Text analysis is the process of finding information from text sources, including emails and survey answers.

We determined the most popular products to feature by choosing those highest ranked in Google search results during the week of September 16 – 20, 2019.

Whether you prefer articles read to you while you do something else or trying to grasp a new foreign language or even for specially abled students, TTS (short for text-to-speech) has proved to be very useful.

In our previous articles we saw some of the best text to speech apps for Windows and Android. And today, we take a look at some of the best TTS options available for Macs.

Text To Speech For Mac

1. macOS TTS

Before we get too ahead of ourselves and start downloading third party apps, it is very trivial to know that macOS itself comes with a built-in TTS and you can use it anywhere on your computer from the Notes app to any browser.

To get started, highlight or select the text which you want to be read and then right click, go to Speech and then to Start Speaking; and your Mac should start reading the text to you. It also supports a lot of other languages other than English and there are a lot of voices to choose from in all the languages. To change the language option simply go to Accessibility > Speech. Although some voices are very robotic, there are a few which aren’t and sound more like a human.

Best Text Analysis Software Mac

But the TTS is far from perfect; it is very basic and barebones and lacks options like pause/play, picking up from a selected word instantly and a lot more.

Quick Tip: It blew my mind and might even blow yours to know that the native TTS on Mac also supports converting your text into audio files. Just select the required text, right click and go to Services > Add to iTunes as a spoken track. The text will be converted to an audio track and added to your iTunes library.

Pros:
– Built-in system wide
– Lots of voice options
– Converting text to iTunes track

Cons:
– No Pause/Play
– Have to select manually all the words to be read
– No instant pickup

Verdict:
Overall, the TTS that comes with macOS is very barebones without all the bells and whistles and should be perfect for somebody looking for a basic TTS experience without even buying or installing any third party software.

2. Invicta TTS

Invicta TTS is a very simple free Text To Speech app available on the Mac App Store.
Once you open up the app, it presents you with a text box where you can enter or paste any text which will be then converted to speech. The app is very lightweight and minimal in nature with everything being to the point.

Although the app is very basic, unlike the built in TTS of Mac OS, it does add the option of playing or pausing the audio which becomes crucial when listening to long texts or articles. The voice settings cannot be changed but the in built voice does the job pretty good enough.

Pros:
– Minimal and Light
– Play/Pause Option

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Cons:
– Cannot read documents automatically
– Supports only English

Verdict:
If you need a simple and light TTS app and might be listening to long articles, Invicta TTS does the job pretty well but do remember that it can only read English.

Link: Get Invicta TTS on the App Store

Price: Free

3. Natural Reader

The next app on our list is Natural Reader which is an extremely powerful TTS software available not only on Mac OS but also on Windows, iOS, Android and even has an online reader.

The app comes in many flavours, each with its fair share of features for the price. The free version comes with basic TTS features along with the ability to read directly from file formats such as Docx, PDF, ePub and Txt. It also has a floating bar which can be used to read text while you are in other applications. The next option or the Personal version, at a steep $100, allows you to read web pages directly, converting text to audio files and syncing everything between your phone apps. There are also Professional and Ultimate versions which add OCR support and a bunch of natural voices.

Pros:
– Support for file formats
– Convert to audio files
– Cross Platform
– OCR Support

Cons:
– Pricey
– No instant pickup

Verdict:
All the features of Natural Reader definitely come at a price and you should be able to decide whether it is a suit for you with respect to your investment in TTS, but even for a casual user the free version works really well. Overall, Natural reader is not just best text to speech software with natural voices, but since it also support PDF, it’s also a good option for those who are looking for PDF Voice Reader for macOS.

Pricing Options: Pricing for Natural Reader

Link: Download Natural Reader from here

4. Read Aloud

Read Aloud is not exactly a stand alone Mac app but instead a Chrome extension which might appeal to some people. Considering how many posts and articles are read on the internet everyday, we had to include Read Aloud.

It is completely free and once you install it, its icon will appear in the extension bar which you can now use to read any webpage or any online article, just by a single click. When it is in work, you get a play/pause button along with a forward or rewind button which can be used to advance or backtrack paragraphs. Considering it is free, the voice options are really good and feel very natural and premium.

Pros:
– Great natural voice
– Forward or rewind by paragraphs
– Listen to webpages

Cons:
– Works only on Chrome

Verdict:
Suggesting Read Aloud is very straight forward; if you are someone who reads a lot on the internet and are looking for a free TTS software for that, nothing beats Read Aloud.

Price: Free

Link: Download Read Aloud from the Chrome Store

5. Capti Voice

Capti Voice is probably the most polished and well rounded TTS software available for the Mac and the award are only there to justify that. Starting off, Capti Voice uses your browser for the app to function instead of a stand alone Mac application. Don’t worry, you can still use it while you are offline as it stores all its data locally and personally I have had no issues.

Capti Voice has a subscription based model and even the free version has a lot to offer from various file format supports to text search while the premium versions add features like creating playlists, OCR Support and intelligent dictionary lookup. The voices offered across all the platforms are very high quality and commendable.

Quick Tip: Don’t forget to use the Chrome extension which allows you to save articles or webpages to be read later by Capti Voice.

Pros:
– Cross platform with mobile apps
– Create Playlists
– Dictionary lookup
– Shortcuts to get around

Cons:
– No standalone app
– Syncs only when you add to cloud storage

Verdict:
Overall, Capti Voice is a really compelling app with features packed to the brim and is very similar to natural Reader but with a subscription based model. It is really the best TTS experience you can get on Mac OS.

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Pricing Info: Pricing Options for Capti Voice

Link: Download Capti Voice from here

Best Text Analysis Software Mac 2017

6. Honorable Mentions

CereProc has some of the most natural sounding computer speeches available on the market, which you can use to replace the default voice on your Mac (also available for other platforms). There are a lot of high quality voice packs to choose from and each costs around $35.

Zamzar is a free online service which you can use to convert your text to audio files or mp3s. Unlike the iTunes spoken track which you can use only on Apple devices, you can use it on any platform without any hassle.

Best Text Analysis Software Mac

Wrapping up: Best Text to Speech for Mac

So these were some of the TTS software available on the Mac and we hope we made your decision a little bit easier. If you are someone who reads mainly on the internet, Read Aloud is by far the best free option. Although a little limited, the built-in TTS feature seems to work just fine, but it can be a pain for long stretches of texts or long articles for which there is Invicta which is also free.

Freddie Mac Analysis

Natural Reader and Capti Voice both are spectacular TTS apps with a lot of plans to choose from, but I guess what it comes down to is the paying model. Natural reader is a one time purchase and should be better if you feel you will be invested in TTS for a long time whereas Capti Voice follows a subscription based model also with a one week free trial. Thanks for reading and do comment below which one is your favorite TTS app on Mac OS.

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Read: Make your Devices Read Out Text, With Text to Speech