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The posts from 2018-2016 are on our archive site: www.softwarestudies.com.

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28 May 2020

"Cultural Analytics" book published by The MIT Press - October 2020



  • The cover of Lev Manovich's Cultural Analytics book (The MIT Press, 2020.)

This new book by Lev Manovich brings together his insights from running the Cultural Analytics lab since 2007, directing over 40 cultural data projects, and teaching practical courses in data visualization, data science, and digital culture for many years.

More information

Book page on manovich.net

Book summary

How can we see a billion images? What analytical methods can we bring to bear on the astonishing scale of digital culture--the billions of photographs shared on social media every day, the hundreds of millions of songs created by twenty million musicians on Soundcloud, the content of four billion Pinterest boards? In Cultural Analytics, Lev Manovich presents concepts and methods for computational analysis of cultural data. Drawing on more than a decade of research and projects from his own lab, Manovich offers a gentle, nontechnical introduction to the core ideas of data analytics and discusses the ways that our society uses data and algorithms. Manovich offers examples of computational cultural analysis and discusses the shift from “new media” to “more media”; explains how to turn cultural processes into computational data; and introduces concepts for exploring cultural datasets using data visualization as well other recently developed methods for analyzing image and video datasets. He considers both the possibilities and the limitations of computational methods, and how using them challenges our existing ideas about culture and how to study it.

13 September 2018

"AI Aesthetics," new book by Lev Manovich

  • Lev Manovich. AI Aesthetics. Moscow: Strelka Press, 2018.

AI plays a crucial role in global cultural ecosystem. It recommends what we should see, listen to, read, and buy. It determines how many people will see our shared content. It helps us make aesthetic decisions when we create media. In professional cultural production, AI has already been adopted to produce movie trailers, music albums, fashion items, product and web designs, architecture, etc.

In the new book AI Aesthetics (2018), Lev Manovich offers a systematic framework to help us think about the cultural uses of AI today and in the future. He challenges existing ideas and gives us new concepts for understanding media, design, and aesthetics in the AI era.

31 July 2018

Our new project explores the history of photography magazine Sovetskoe Foto, 1926–1991

  • Sovetskoe Foto covers: October 1927 (left), January 1934 (middle), August–September 1991 (right). View and download full-size images on Flickr.

  • Montage of available Sovetskoe Foto covers published between 1926 and 1991. Visualization by Alise Tifentale, image editing by Lev Manovich. Scroll down to see a larger image in Figure 1. View and download full-size image on Flickr.

Published in Moscow, Russia, from 1926 to 1991, Sovetskoe Foto (Soviet Photography) was the only specialized photography magazine in the Soviet Union, aimed at a broad audience of professional photojournalists and amateur photographers. As such, it is unequaled in representing the official photographic culture of the USSR throughout the history of this country. We explore the digital archive of Sovetskoe Foto to find out what it can tell us about the history of this remarkable magazine and the twentieth-century photography in general.

13 July 2018

Exploring photography magazine Sovetskoe Foto, 1926–1991

  • Sovetskoe Foto covers: October 1927 (left), January 1934 (middle), August–September 1991 (right). View and download full-size images on Flickr.

  • Montage of available Sovetskoe Foto covers published between 1926 and 1991. Visualization by Alise Tifentale, image editing by Lev Manovich. Scroll down to see a larger image in Figure 1. View and download full-size image on Flickr.

Published in Moscow, Russia, from 1926 to 1991, Sovetskoe Foto (Soviet Photography) was the only specialized photography magazine in the Soviet Union, aimed at a broad audience of professional photojournalists and amateur photographers. As such, it is unequaled in representing the official photographic culture of the USSR throughout the history of this country. We explore the digital archive of Sovetskoe Foto to find out what it can tell us about the history of this remarkable magazine and the twentieth-century photography in general.

02 July 2018

Japanese Translation of “Instagram and Contemporary Image” by Lev Manovich



  • Top: Cover of the Japanese translation of Instagram and Contemporary Image by Lev Manovich (2018). Bottom: Book pages showing selected Instagram images from a number of users from Asia and Eastern Europe.



The Japanese translation of Instagram and Contemporary Image, a 2017 book by Lev Manovich.

22 January 2018

"Theories of Software Culture" (Теории софт-культуры): New Book by Lev Manovich in Russian

  • Lev Manovich. Theories of Software Culture. 2017.

New book by Lev Manovich in Russian: Theories of Software Culture (2017). Манович Л. Теории софт-культуры (Нижний Новгород: Красная ласточка, 2017). 208 pages, ill. ISBN 978-5-9908655-2-5

28 November 2017

Visual Earth: the first study to analyze the growth of image sharing on Twitter around the world

  • Map showing the locations of 100 million image tweets shared between 09/2011—06/2014 (random sample from the complete dataset of 270 million tweets). Learn more on the project website Visual Earth.

  • Map showing the 100 cities used in our study. The size of each circle corresponds to the total number of visual tweets shared in the central part of a given city. Learn more on the project website Visual Earth.

Visual Earth is the first study to analyze the growth of image sharing on Twitter around the world in relation to economic, geographic, and demographic differences. We use a unique dataset of 270 million geocoded images shared on Twitter around the world between 09/2011—06/2014. We also look in detail at image sharing trends in 100 urban areas situated on five continents.

Our new project Visual Earth analyzes 270 million geo-coded images shared on Twitter worldwide over 3 years

  • Map showing locations of 100 million image tweets shared between 09/2011—06/2014 (random sample from the complete dataset of 270 million tweets). Learn more on the project website Visual Earth.

  • Map showing the 100 cities used in our study. The size of each circle corresponds to the total number of visual tweets shared in the central part of a given city. Learn more on the project website Visual Earth.

Visual Earth is the first study to analyze the growth of image sharing on Twitter around the world in relation to economic, geographic, and demographic differences. We use a unique dataset of 270 million geocoded images shared on Twitter around the world between 09/2011—06/2014. We also look in detail at image sharing trends in 100 urban areas situated on five continents.

08 November 2017

“The Image-Interface: Graphical Supports for Visual Information” – new book by Everardo Reyes-Garcia

  • Sample illustration from: Everardo Reyes-Garcia. The Image-Interface: Graphical Supports for Visual Information (London: Wiley-ISTE, 2017).

  • Sample illustration from: Everardo Reyes-Garcia. The Image-Interface: Graphical Supports for Visual Information (London: Wiley-ISTE, 2017).

  • Sample illustration from: Everardo Reyes-Garcia. The Image-Interface: Graphical Supports for Visual Information (London: Wiley-ISTE, 2017).

New book by an associate member of the Cultural Analytics Lab, Dr. Everardo Reyes-Garcia, Associate Professor, Université Paris 8, France:

Everardo Reyes-Garcia. The Image-Interface: Graphical Supports for Visual Information (London: Wiley-ISTE, November 2017). 70,000 words.

25 September 2017

Free workshops by Lev Manovich: “Thinking with Data: Learn to use R to manage, analyze, and visualize your datasets"

  • Closeup of the data visualization "Research - Royal College of Art" by Karin von Ompteda.


Thinking with Data: Using R to manage, analyze and visualize your data

Instructor: Dr. Lev Manovich

Time: 4:30 – 6:30 pm (selected Mondays)

Location: Science Center - Room 4102, The Graduate Center CUNY, 365 Fifth Avenue, New York City

Description:

Learn to use R to manage, analyze, and visualize your data. R is the leading language today for learning and doing data science, statistics, and machine learning used in all academic fields.

This series of workshops teaches students how to use R for organizing, analyzing and visualizing data. The workshops take place at the Graduate Center, City University of New York.

22 September 2017

On Broadway on view in the exhibition "You Are Here NYC: Art, Information, and Mapping"

  • View of the exhibition. Photo: Lev Manovich.

  • View of the exhibition. Photo: Lev Manovich.

Our interactive installation On Broadway is included in the exhibition You Are Here NYC: Art, Information, and Mapping at The Pratt Manhattan Gallery, New York City, September 22 - November 15, 2017.

The exhibition of New York City maps and cartography-based artworks is curated by Katharine Harmon, author of You Are Here – NYC: Mapping the Soul of the City, with Jessie Braden, Director, Spatial Analysis and Visualization Initiative, Pratt Institute.

31 May 2017

Cultural Analytics 2017, a two-day symposium at the University of Notre Dame

  • Detail of the conference poster.

Cultural Analytics 2017 is a two-day symposium at the University of Notre Dame, devoted to new research in the fields of computational and data-intensive cultural studies.

Combining methods and insights from computer science and the quantitative social sciences with questions central to the interpretive humanities, the symposium Cultural Analytics 2017 explores some of the most compelling contemporary interdisciplinary work in a rigorous, collegial environment.

09 March 2017

Our lab contributed to a Google project that visualizes love trends in Australia

Cultural Analytics Lab contributed to the new Google research project that attempted to quantify the unquantifiable: love.

Lev Manovich and Agustin Indaco collaborated with Google team Love by Numbers by providing input on the questions to be included in the survey, guidance on statistical validity, and suggestions on how the data should be visualized and presented to a wide audience.

Visit the project web site: www.equalitycampaign.org.au/lovebynumbers.

04 February 2017

Lev Manovich to deliver a keynote lecture at “Coding Dürer,” an international hackathon for art history

  • Albrecht Dürer, Melencolia I. 1514. Detail.

Lev Manovich is a keynote speaker at “Coding Dürer,” a five days international and interdisciplinary hackathon for art history and information science.

The goal of this hackathon is to bring art historians and information scientists together to work on data from Europeana, Europe’s digital platform for cultural heritage.

“Coding Dürer” will take place in Munich, Germany, March 13-17, 2017. The keynote lecture will be open to the public.

12 October 2016

"What Makes Photo Cultures Different?" We compare images shared in five global cities along 1000 dimensions

  • Stylistic clusters of Architecture images. Detail.

Our paper compares content, photo techniques and visual styles of 100,000 Instagram images shared in a number of global cities. We use computer vision to detect 1000 types of content and 50 aesthetic features and then compare the images on these dimensions using three different methods.

23 July 2016

Inequaligram: How do Cities Look on Instagram?

  • To visually show the differences in image-sharing by the city’s locals and visitors, we plot the locations of 200,000 images randomly selected from our dataset. See more images on the project web site, Inequaligram.net.

How does a city such as New York is represented in millions of Instagram posts created by locals and visitors? Which parts of a city receive most attention and which remain invisible? How can we quantify and measure these patterns? We investigate these questions using methods from economics and cultural analytics.

25 May 2016

Culture Analytics Institute brings together 200+ computer science and humanities researchers

  • 50,000 Instagram photos from Tokyo, organized by brightness mean (radius) and hue mean (perimeter). Detail. From the project Phototrails.

Culture Analytics Institute (March 7–June 10, 2016) is bringing together more than 200 computer science and humanities researchers. The use of computational and mathematical techniques to analyze cultural content, trends and patterns is a rapidly developing research area spanning a number of disciplines.

The goal of Culture Analytics program is to present best research and to promote collaborations. To do this, we are bringing together leading scholars in the social sciences, humanities, applied mathematics, engineering, and computer science working on qualitative culture analysis.

The program is organized by Institute for Pure and Applied Mathematics (IPAM), University of California - Los Angeles (UCLA).

24 May 2016

"Instagram and Contemporary Image" - new book by Lev Manovich is released online

  • Historical examples of "casual photos." Color prints and slides from 1956-1976. Sources: http://look-at-me.tumblr.com/ (submitted vintage personal photos) and https://www.flickr.com (only photos with Creative License are used).

  • "Professional photos" from Instagram gallery of @neivy (Connecticut, USA) during October-November 2015. 869 posts, 11.7k followers (as of 12/28/2015).

  • "Designed photos" from Instagram gallery @recklesstonight (Kiev, Ukraine) during October-December 2015. 123 posts, 52.1k followers (as of 12/28/2015).

Lev Manovich, Instagram and Contemporary Image . 25,000 words. Written December, 2015 – November, 2016.

The book is released chapter by chapter on manovich.net during 2016.

Text: Attribution-NonCommercial-NoDerivatives 4.0 International Creative Commons license. Images copyright belongs to their respective authors.

02 May 2016

The Science of Culture? Social Computing, Digital Humanities, and Cultural Analytics

  • This visualization shows all images that have one or more “Maidan” tags, and every image is repeated for each of its tags. For example, if an image has #euromaidan and #майдан tags, its repeated twice. As a result, 1,340 images turn into 2,917. (The images are organized by date and time (left to right, top to bottom). From research project The Exceptional and the Everyday: 144 Hours in Kyiv (2014), an analysis of Instagram images shared in Kyiv during the 2014 Ukrainian Revolution.

  • Map of Kyiv that shows locations of images shared during February 18-22, 2014. From research project The Exceptional and the Everyday: 144 Hours in Kyiv.

  • Detail of research visualizations for the installation On Broadway (2014), an interactive installation exploring the Broadway in NYC using 40 million user-generated images and data points.

  • Screenshot of the installation On Broadway.

Author

Lev Manovich

Download Article

The Science of Culture? Social Computing, Digital Humanities and Cultural Analytics (2015).

Abstract

I define Cultural Analytics as “the analysis of massive cultural data sets and flows using computational and visualization techniques,” I developed this concept in 2005, and in 2007 we established a research lab Software Studies Initiative to start working on practical projects. The following are the examples of theoretical and practical questions that are driving our work.

16 April 2016

A View from Above: Exploratory Visualizations of MoMA Photography Collection

  • Radial visualization of 18,941 photographs in the MoMA photography collection. Dates: 1837 - 2012. The distance of a image h from the center is determined by its year of creation; the newer the photograph, the farther it is from the center. The degree of a photograph’s placement in the circle is determined by its average brightness (it increases counterclockwise from 90 degrees).

  • Visualization of 18,941 photographs in the MoMA photography collection. Dates: 1837 - 2012. Images are sorted by year of creation (vertical axis, ascending from top to bottom).

Publication

Nadav Hochman and Lev Manovich. "A View from Above: Exploratory Visualizations of the Thomas Walther Collection," in Mitra Abbaspour, Lee Ann Daffner, and Maria Morris Hambourg, eds. Object:Photo. Modern Photographs: The Thomas Walther Collection 1909–1949. New York: The Museum of Modern Art, 2014.

Authors

Nadav Hochman and Lev Manovich, 2013.

Description

The use of quantitative analysis and visualization for the study of cultural visual data allows us to view cultural artifacts in new ways, to confirm and describe more precisely the existing understanding of historical developments, and, potentially, to reveal previously unnoticed patterns. This essay presents visualizations of photographs in the Thomas Walther Collection at The Museum of Modern Art, New York, in relation to the greater MoMA photography collection. To the best of our knowledge, this is the first time that historical patterns in a large photography collection have been analyzed and visualized using quantitative computer techniques.