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TypoTweet Maps: Characterizing Urban Areas through Typographic Social Media Visualization Alex Godwin, Yongxin Wang, and John T. Stasko School of Interactive Computing Georgia Institute of Technology Atlanta, GA Abstract Analyzing the important events and news stories that have captured the public interest in a city can be useful for determining the topics that are vital to the people that live there. Social media data, such as tweets, provides a useful and ever-churning feed of data to analyze for this purpose. For even a moderately-sized city, however, individual neighborhoods can have very different characteristics from one another. Geotagged tweets can be a rich data source for determining what people are saying online about the location they are in. Relating the text data to spatial location, however, presents a unique challenge in representation and layout. In this paper, we introduce TypoTweet Maps: a technique for constructing representations of neighborhood topics as typographic maps. TypoTweet Maps show differences in neighborhood topics using only text, avoiding the channel interference of feature labels that are unnecessary for residents who are familiar with the shape of the city. We describe the process of mapping geotagged tweets to the shape of neighborhoods and streets, and present a case study applying the technique to the city of Atlanta. 1. Introduction Analyzing the important events and news stories that have captured the public interest in a city can be useful for determining the topics that are vital to the people that live there. Social media data, such as tweets, provides a useful and ever-churning feed of data to analyze for this purpose. For even a moderately-sized city, however, indi- vidual neighborhoods can have very different characteristics from one another. The residents of one neighborhood may be interested in the highest quality nightlife and dining, while residents of an- other may be focused on the home. For business owners and city planners looking to make changes to the city, these characteristics can be used to plan new opportunities and features that will res- onate with the people who already live in each area. Similarly, a resident may find enjoyment in reading what the other inhabitants of her neighborhood are saying and how it differs from the chatter of other areas. Geotagged tweets can be a rich data source for determining what people are saying online about the location they are in. Relating the text data to spatial location, however, presents a unique chal- lenge in representation and layout. The distribution of social media topics can be used to identify clusters of similar residents that dif- fer from the statistically defined areas defined by the city [JTC12]. The text can be analyzed to determine sentiment, which can then be compared to spatial distributions of historical crime data to de- termine the effects of long-term crime in each neighborhood on residents speech patterns [VEDC15] or to find correlations with demographic distribution and sites of segregation [Lin14]. Many of these efforts have not conveyed the tweet topics and sentiments in a geospatial representation that maintains the context of rela- tive neighborhood locations. A geospatial visualization, however, would readily fit the mental maps of residents of the city who are familiar with the general shape of the city, allowing them to quickly lookup and browse areas that they are interested in [BM13]. Maps typically use text to relay the name of locations and alter the typography of feature names to represent attributes. For exam- ple, major highways can be rendered with thick lines and bold text, while secondary roads and footpaths use thin lines and less salient text [KO11]. Text for relevant topics can be overlaid on the map as pins, but this hides the content of the tweets. The text of tweets can be overlaid on the map, but will compete with the ink used to display map features for salience. Residents who are already famil- iar with the city, however, already know the names of many of the streets and neighborhoods. In this paper, we introduce TypoTweet Maps: a technique for constructing representations of neighbor- hood topics as typographic maps. TypoTweet Maps show differ- ences in neighborhood topics using only text, avoiding the chan- nel interference of feature labels that are unnecessary for residents who are familiar with the shape of the city. We describe the process of mapping geotagged tweets to the shape of neighborhoods and streets, and present a case study applying the technique to the city of Atlanta. c 2017 The Author(s) Eurographics Proceedings c 2017 The Eurographics Association. Eurographics Conference on Visualization (EuroVis) 2017 Short Paper B. Kozlíková, T. Schreck, and T. Wischgoll (Editors) DOI: 10.2312/eurovisshort.20171128

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Page 1: TypoTweet Maps: Characterizing Urban Areas through ...stasko/papers/eurovis17-typotweet.pdf · identify spatiotemporal anomalies in social media data, but did not align the analysis

TypoTweet Maps: Characterizing Urban Areasthrough Typographic Social Media Visualization

Alex Godwin, Yongxin Wang, and John T. Stasko

School of Interactive ComputingGeorgia Institute of Technology

Atlanta, GA

AbstractAnalyzing the important events and news stories that have captured the public interest in a city can be useful for determiningthe topics that are vital to the people that live there. Social media data, such as tweets, provides a useful and ever-churning feedof data to analyze for this purpose. For even a moderately-sized city, however, individual neighborhoods can have very differentcharacteristics from one another. Geotagged tweets can be a rich data source for determining what people are saying onlineabout the location they are in. Relating the text data to spatial location, however, presents a unique challenge in representationand layout. In this paper, we introduce TypoTweet Maps: a technique for constructing representations of neighborhood topics astypographic maps. TypoTweet Maps show differences in neighborhood topics using only text, avoiding the channel interferenceof feature labels that are unnecessary for residents who are familiar with the shape of the city. We describe the process ofmapping geotagged tweets to the shape of neighborhoods and streets, and present a case study applying the technique to thecity of Atlanta.

1. Introduction

Analyzing the important events and news stories that have capturedthe public interest in a city can be useful for determining the topicsthat are vital to the people that live there. Social media data, such astweets, provides a useful and ever-churning feed of data to analyzefor this purpose. For even a moderately-sized city, however, indi-vidual neighborhoods can have very different characteristics fromone another. The residents of one neighborhood may be interestedin the highest quality nightlife and dining, while residents of an-other may be focused on the home. For business owners and cityplanners looking to make changes to the city, these characteristicscan be used to plan new opportunities and features that will res-onate with the people who already live in each area. Similarly, aresident may find enjoyment in reading what the other inhabitantsof her neighborhood are saying and how it differs from the chatterof other areas.

Geotagged tweets can be a rich data source for determining whatpeople are saying online about the location they are in. Relatingthe text data to spatial location, however, presents a unique chal-lenge in representation and layout. The distribution of social mediatopics can be used to identify clusters of similar residents that dif-fer from the statistically defined areas defined by the city [JTC12].The text can be analyzed to determine sentiment, which can thenbe compared to spatial distributions of historical crime data to de-termine the effects of long-term crime in each neighborhood on

residents speech patterns [VEDC15] or to find correlations withdemographic distribution and sites of segregation [Lin14]. Manyof these efforts have not conveyed the tweet topics and sentimentsin a geospatial representation that maintains the context of rela-tive neighborhood locations. A geospatial visualization, however,would readily fit the mental maps of residents of the city who arefamiliar with the general shape of the city, allowing them to quicklylookup and browse areas that they are interested in [BM13].

Maps typically use text to relay the name of locations and alterthe typography of feature names to represent attributes. For exam-ple, major highways can be rendered with thick lines and bold text,while secondary roads and footpaths use thin lines and less salienttext [KO11]. Text for relevant topics can be overlaid on the mapas pins, but this hides the content of the tweets. The text of tweetscan be overlaid on the map, but will compete with the ink used todisplay map features for salience. Residents who are already famil-iar with the city, however, already know the names of many of thestreets and neighborhoods. In this paper, we introduce TypoTweetMaps: a technique for constructing representations of neighbor-hood topics as typographic maps. TypoTweet Maps show differ-ences in neighborhood topics using only text, avoiding the chan-nel interference of feature labels that are unnecessary for residentswho are familiar with the shape of the city. We describe the processof mapping geotagged tweets to the shape of neighborhoods andstreets, and present a case study applying the technique to the cityof Atlanta.

c© 2017 The Author(s)Eurographics Proceedings c© 2017 The Eurographics Association.

Eurographics Conference on Visualization (EuroVis) 2017 Short PaperB. Kozlíková, T. Schreck, and T. Wischgoll (Editors)

DOI: 10.2312/eurovisshort.20171128

http://www.eg.org
http://diglib.eg.org
http://dx.doi.org/10.2312/eurovisshort.20171128
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A. Godwin, Y. Wang, & J. T. Stasko / TypoTweet Maps: Characterizing Urban Areas through Typographic Social Media Visualization

2. Related Work

Spatial analysis of social media data can be useful for understand-ing the distribution of topics and sentiment to serve a variety of do-main analysis questions. For example, Hawelka et al. used globallysourced geotagged tweets to reveal patterns of travel and cohesiveregions of tourism between groups of countries [HSB∗14]. Geo-tagged tweets can also reveal momentary hotspots as people tweetfrom or refer to locations, indicating places which currently oc-cupy a high interest within online communities [SCR13]. By com-bining this notion with interactive spatial representations of data,researchers have been able to design systems that can quickly iden-tify trending hotspots and provide information about what typesof topics are contributing to those trends. Chae et al., for exam-ple, utilized seasonal-trend decomposition (STL) to identify un-usual peaks and outliers in social discourse against the usual pop-ular topics and pinpoint their location on a map [CTB∗12]. Simi-larly, MacEachren et al. have presented multiple systems for con-ducting spatial tweet trend analysis in the context of crisis man-agement [MJR∗11, MRJ∗11]. These approaches, however, do notsupport the representation of all the available twitter data on themap concurrently. Similarly, these systems are not intended for theuse or enjoyment by casual users who live in a city and want tounderstand it more fully.

Many commercial typographic maps are created by hand usinga vector-based drawing program, and distributed primarily as en-joyable art pieces for purchase online. Axis Maps, for example,sells typographic maps for many major cities, including Boston,London, and Chicago [axi]. These maps encode only the placenames and layout but do not indicate any additional informationabout the city. Maharik et al. explored the use of text-based rep-resentations of abstract shapes that could be used to create artisticrenderings of all forms, and presented a technique for construct-ing text paths that conveyed the shapes of elements within an im-age [MBS∗11]. Instead of aligning the text to lines within eachneighborhood, we base our approach on word clouds in order to fillthe available space and preserve separability of adjacent neighbor-hoods without altering text orientation. Thom et al. used a tag cloudrepresentation in combination with a spatial clustering algorithm toidentify spatiotemporal anomalies in social media data, but did notalign the analysis with political boundaries or streets [TBK∗12].Buchin et al. proposed a word cloud method for filling the inte-rior of political regions with tagged social media topics while pre-serving the boundary silhouette of the region and the interior prox-imity of topics to location [BCL∗16]. In contrast, previous workby Afzal et al. explored methods for automatically creating typo-graphic maps [AMJ∗12], and speculated that they may also be usedto convey thematic distributions of underlying spatial data. Theydid not, however, explore the substitution of labels with descriptivetopics drawn from geotagged social media data.

3. TypoTweet Maps

To create typographic maps of twitter data, we first collectedgeospatial data that could be used to define the shapes of neigh-borhoods and streets within the city. These features serve as a guid-ing mesh for the contouring of text within the display so that itfollows familiar routes and boundaries. This is to support the user

as they attempt to lookup the topics that are represented in famil-iar neighborhoods to determine if topics they believe are importantare present. This representation also makes it possible for a userto browse the visualization, finding familiar neighborhoods, to dis-cover what people are saying in those areas.

To facilitate rapid data querying, we compiled tweets from theTwitter API using a collection of sample points spaced at least1km apart. These locations were determined using Bridson’s pois-son disk sampling algorithm [Bri07] within a bounding box for thecity of Atlanta, yielding 471 locations from which to draw tweets.This allowed us to create a somewhat uniform distribution of sam-pling locations throughout the city. For each sampling point, wequeried the Twitter API for the most recent 100 tweets at that loca-tion. Tweets were then filtered for common stop words and links.We did not, however, remove emoji, foul language, insults, or slurs,many of which are present in the resulting visualization (see Sec-tion 3.3).

3.1. Neighborhoods

We obtained neighborhood statistical area shapefiles from the At-lanta Regional Commission (ARC). For each neighborhood, we de-termined the sampling points that were contained within the bound-aries. The tweets obtained from these sampling locations were usedto create a bag of words model, identifying the keywords that werecommonly found in the tweets. For each neighborhood, we createa word cloud using its bounding box in which common words arelocated in the center. We do not, however, map the term frequencyto the style or size of the type. Though this can be used to conveyinformation about the tweets [BGN08], we wanted to instead con-vey a more uniform appearance within each neighborhood ratherthan having a heavy and salient centroid with a diminishing outerperimeter. We then used the boundary of the neighborhood as aclipping path, retaining the visible shape of the area while exclud-ing the tweets that are less characteristic of the conversations oc-curring in that location. Each neighborhood was assigned a color toeasily distinguish it from adjacent regions.

3.2. Roads

We obtained road data from OpenStreetMap (OSM) for the majorhighways located in the city. This data consisted of the motorways,trunks, primary, and secondary roads located within the city lim-its. We then used the waypoints along the path of each street toquery the sampling locations, assembling the collection of tweetsthat were most descriptive of the route taken by the road throughthe city. We then used the sequential waypoints that define the pathof each road to create a textpath. We placed keywords at the begin-ning of each street, gradually adding more terms until the road ter-minates. The salience of the type for the displayed road is mappedto the importance of that road for transportation: larger, more heav-ily utilized highways are rendered in dark, bold lettering while lessimportant roads are rendered more lightly. To help visually distin-guish the roads from the underlying neighborhoods, a white line isrendered beneath them.

c© 2017 The Author(s)Eurographics Proceedings c© 2017 The Eurographics Association.

26

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A. Godwin, Y. Wang, & J. T. Stasko / TypoTweet Maps: Characterizing Urban Areas through Typographic Social Media Visualization

3.3. Atlanta Tweets

We used the shapes of the neighborhoods and roads of Atlanta tovisualize Twitter data for the city (Figure 2). Many of the topics foreach neighborhood contain relatively routine chatter, discussing theimportance of food in that neighborhood or talking about restau-rants and events. Neighborhoods vary in the importance of night-time activities (e.g., cocktails, beer, sweat) to daytime (e.g., brunch,job offers). Certain topics may have no local referent, and are likelyimportant topics of general national interest that locals are buzzingabout (e.g., Russia, oscars). Foul language is more prominent insome neighborhoods than others, as are variations on racial slursthat may or may not be appropriate depending on who is doingthe tweeting. In some places the roads reflect the characteristics ofthe regions they are passing through, though many of them referspecifically to road-based topics (e.g., the name of the road or “ac-cident”). That there is a clear connection in topics about roads inthe location of the road is concerning, as it may indicate that manyof these tweets are originating from moving cars.

Some of the most interesting areas to focus on within the mapare the transitions from one neighborhood to another or areas whereseveral neighborhoods converge. At these locations, it is far easierto perceive the differences in topics between locations. For exam-ple, in Figure 1, several neighborhoods are shown in close proxim-ity. At the moment the tweets were captured, the topics were verydifferent, moving from runners in the area around the primary At-lanta park to discussion of theater towards primary theater in themidtown area. Discussion of bars and nightlife is heavier north ofthose neighborhoods, including several references to women, bars,and adult entertainment. The roads in this area largely reflect placenames, such as midtown Atlanta and the location of a highly visiblebuilding (i.e., Spire).

It is admittedly challenging to determine, in this view, whetherthe visible topics indicate a referent that is located within the neigh-borhood. While topics that can be tied directly to locations of in-terest are more obvious, other topics (e.g., histrology in the north-west corner of Figure 1) are more challenging to consider. Thisindicates that a useful next step to consider would be to conduct aterm frequency inverse document frequency (tf-idf ) analysis of thetopics among the neighborhoods, weighting the topics that moreuniquely define each neighborhood more highly than those that aremore common. This would make it difficult, however, to determinethe characteristics in common between neighborhoods.

4. Discussion and Future Work

In this paper, we have presented TypoTweet Maps: our approachfor capturing representative social media topics about neighbor-hoods in typographic maps. In its current format, the visualizationis most easily inspected as a high-resolution printout. It’s no sur-prise that the current business model for typographic maps is dis-tribution through printed posters, as the small text is challenging toread on a computer screen or even on a single page high resolutionprintout. The current implementation is also very slow to render,though the use of sampling points does allow for a server to gradu-ally update the backing twitter data as time passes. Regardless, theprocess of generating the visual representation of the text currently

Figure 1: TypoMap zoomed into the area around midtown in At-lanta. In the area around Piedmont park (red text) topics gener-ally focus on the park and fitness activities. To the west, discussionis more centered around theater, stage, and tickets largely due tothat area’s proximity to the Fox Theater, a local landmark. Movingnorth, there is frequent discussion of nightlife.

takes quite a bit of time (30-45 minutes for the image in Figure 2).This could be improved, however, with further work to parallelizethe process of querying map features from the sampled tweets.

There are several promising directions for future work based onthis technique. The current technique contains no interaction, ow-ing largely to the extremely processor-intensive task of displayingthe text without additional constraints. Nevertheless, it would beextremely useful to include the capability for a user to query a termor topic and highlight the regions and roads that include that topic.Similarly, it would be useful for a user to be able to select a road orregion on the map and see a secondary visual representation of thetopics that comprise that feature. Additional, more complex inter-actions with the proposed visualization technique would be inter-esting to consider. For example, a user could select a route along theroads on the map and review the change in topics from one locationto another. The topics for the road could be contrasted within thecontext of the surrounding regions that the user would be passingas they move from one area to another.

The representation could also be modified to incorporate mul-tiple data sets concurrently. The typographic style of the topicscould be altered to reflect an underlying spatial distribution, as pro-posed by Afzal et al. [AMJ∗12]. This would convey both the spatialdistribution of topics within the map but also a secondary chan-nel of point-based data distribution. To accommodate this, how-ever, our technique would have to more closely tie the location oftopics within each region to the sampling point rather than con-structing tag clouds from all the terms within a region. Similarly,the sentiment of important topics within each neighborhood couldbe mapped to the salience of typographic features so that wordsthat are more closely aligned with strong positive or negative affectstand out prominently in the display.

c© 2017 The Author(s)Eurographics Proceedings c© 2017 The Eurographics Association.

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Figure 2: TypoTweet map of the city of Atlanta. Roads and neighborhoods are rendered using important social media topics in that area.Major highways are rendered in bold text, while secondary and local roads are in smaller type. Neighborhoods are printed in different huesfor legibility. Only neighborhoods within the city limits are included, while some neighborhoods inside the city are blank due to the lack ofavailable tweets.

c© 2017 The Author(s)Eurographics Proceedings c© 2017 The Eurographics Association.

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Page 5: TypoTweet Maps: Characterizing Urban Areas through ...stasko/papers/eurovis17-typotweet.pdf · identify spatiotemporal anomalies in social media data, but did not align the analysis

A. Godwin, Y. Wang, & J. T. Stasko / TypoTweet Maps: Characterizing Urban Areas through Typographic Social Media Visualization

References[AMJ∗12] AFZAL S., MACIEJEWSKI R., JANG Y., ELMQVIST N.,

EBERT D. S.: Spatial text visualization using automatic typographicmaps. IEEE Transactions on Visualization and Computer Graphics 18,12 (2012), 2556–2564. 2, 3

[axi] AxisMaps. http://www.axismaps.com/. Accessed: 2017-04-24. 2

[BCL∗16] BUCHIN K., CREEMERS D., LAZZAROTTO A., SPECK-MANN B., WULMS J.: Geo word clouds. In 2016 IEEE Pacific Visu-alization Symposium (PacificVis) (2016), IEEE, pp. 144–151. 2

[BGN08] BATEMAN S., GUTWIN C., NACENTA M.: Seeing things in theclouds: the effect of visual features on tag cloud selections. In Proceed-ings of the nineteenth ACM conference on Hypertext and hypermedia(2008), ACM, pp. 193–202. 2

[BM13] BREHMER M., MUNZNER T.: A multi-level typology of abstractvisualization tasks. IEEE Transactions on Visualization and ComputerGraphics 19, 12 (2013), 2376–2385. 1

[Bri07] BRIDSON R.: Fast poisson disk sampling in arbitrary dimensions.In SIGGRAPH sketches (2007), p. 22. 2

[CTB∗12] CHAE J., THOM D., BOSCH H., JANG Y., MACIEJEWSKI R.,EBERT D. S., ERTL T.: Spatiotemporal social media analytics for ab-normal event detection and examination using seasonal-trend decompo-sition. In 2012 IEEE Conference on Visual Analytics Science and Tech-nology (VAST), (2012), IEEE, pp. 143–152. 2

[HSB∗14] HAWELKA B., SITKO I., BEINAT E., SOBOLEVSKY S.,KAZAKOPOULOS P., RATTI C.: Geo-located twitter as proxy for globalmobility patterns. Cartography and Geographic Information Science 41,3 (2014), 260–271. 2

[JTC12] JOSEPH K., TAN C. H., CARLEY K. M.: Beyond local, cate-gories and friends: clustering foursquare users with latent topics. In Pro-ceedings of the 2012 ACM Conference on Ubiquitous Computing (2012),ACM, pp. 919–926. 1

[KO11] KRAAK M.-J., ORMELING F.: Cartography: visualization ofspatial data. Guilford Press, 2011. 1

[Lin14] LIN Y.-R.: Assessing sentiment segregation in urban commu-nities. In Proceedings of the 2014 International Conference on SocialComputing (2014), ACM, p. 9. 1

[MBS∗11] MAHARIK R., BESSMELTSEV M., SHEFFER A., SHAMIRA., CARR N.: Digital micrography. ACM Transactions on Gr-pahics(Proc. SIGGRAPH 2011) 30, 4 (2011), 100:1–100:12. 2

[MJR∗11] MACEACHREN A. M., JAISWAL A., ROBINSON A. C.,PEZANOWSKI S., SAVELYEV A., MITRA P., ZHANG X., BLANFORDJ.: Senseplace2: Geotwitter analytics support for situational awareness.In 2011 IEEE Conference on Visual Analytics Science and Technology(VAST) (2011), IEEE, pp. 181–190. 2

[MRJ∗11] MACEACHREN A. M., ROBINSON A. C., JAISWAL A.,PEZANOWSKI S., SAVELYEV A., BLANFORD J., MITRA P.: Geo-twitter analytics: Applications in crisis management. In 25th Interna-tional Cartographic Conference (2011), pp. 3–8. 2

[SCR13] STEFANIDIS A., CROOKS A., RADZIKOWSKI J.: Harvestingambient geospatial information from social media feeds. GeoJournal 78,2 (2013), 319–338. 2

[TBK∗12] THOM D., BOSCH H., KOCH S., WÖRNER M., ERTL T.:Spatiotemporal anomaly detection through visual analysis of geolocatedtwitter messages. In 2012 IEEE Pacific Visualization Symposium (Paci-ficVis) (2012), IEEE, pp. 41–48. 2

[VEDC15] VALDES J. M. D., EISENSTEIN J., DE CHOUDHURY M.:Psychological effects of urban crime gleaned from social media. In NinthInternational AAAI Conference on Web and Social Media (2015). 1

c© 2017 The Author(s)Eurographics Proceedings c© 2017 The Eurographics Association.

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