Initial commit.
[robmyers:contemporary-art-daily-analysis.git] / cad-text-analysis.html
1 <!DOCTYPE html>
2 <html>
3 <head>
4 <meta http-equiv="Content-Type" content="text/html; charset=utf-8"/>
5
6 <title>Contemporary Art Daily</title>
7
8 <script type="text/javascript">
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159 </style>
160
161
162
163 </head>
164
165 <body>
166 <h1>Contemporary Art Daily</h1>
167
168 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" title="plot of chunk press_releases_word_cloud" alt="plot of chunk press_releases_word_cloud" style="display: block; margin: auto;" /></p>
169
170 <p>Contemporary Art Daily (CAD) is a leading contemporary art blog that publishes documentation for selected shows of contemporary art. It was started in 2008 by then art student Forrest Nash, who describes the site as follows:</p>
171
172 <blockquote>
173 <p>Contemporary Art Daily is a website that publishes documentation of at least one contemporary art exhibition every day. We have an international purview, and we work hard to get especially high-quality documentation of the shows we publish.</p>
174 </blockquote>
175
176 <p>Since 2008 CAD has published the details of more than 1800 shows including descriptive text, images of works included, and lists of artists involved in each show.</p>
177
178 <p>Nash describes the criteria used for selecting that documentation as follows:</p>
179
180 <blockquote>
181 <p>Our criteria for Contemporary Art Daily is complicated and not perfectly reducible, but I like to say that we are generally trying to balance two motives that sometimes conflict with each other. On the one hand, we do have a kind of journalistic motive: we hope to in some way represent the breadth of what is happening in contemporary art, even when a particular artist is not of personal interest to us. On the other hand, we have a curatorial motive, to advance art we believe in and think is important. I am usually more concerned about making a mistake and failing to see or include something than I am accidentally letting something through the filter that doesn’t belong.</p>
182 </blockquote>
183
184 <p>(from: <a href="http://metropolism.com/features/why-contemporary-art-daily/">http://metropolism.com/features/why-contemporary-art-daily/</a>).</p>
185
186 <p>As a curated resource, CAD is not a statistically representative population sample of all available contemporary art shows. Like a museum collection, a survey show or a textbook it is a mediated, value-laden view of the artworld. Its popularity demonstrates the appeal of this particular view to contemporary artworld audiences. Analyzing CAD is therefore a way of gaining an insight into one popular view of the contemporary artworld.</p>
187
188 <p>The html code of <a href="http://www.contemporaryartdaily.com">www.contemporaryartdaily.com</a> was downloaded in January 2014 and processed with an R script to extract text and information from each post on the site announcing a show that fits their standard format. This data was then loaded by the R code in this file to generate the report you are now reading. For reasons of practicality and clarity Some analysis has been performed on the entire dataset, some on just the most popular entities (&hellip;most frequently occurring values) within it.</p>
189
190 <p>The presence or absence of surprises in the data may indicate fidelity or bias in the worldview of either Contemporary Art Daily or of the online contemporary artworld audience in relation to each other. The extent to which this generalizes to the culture or the reality of the wider contemporary artworld is open to question. Comparing CAD to the data of a more general art show resource website would provide evidence for this but is outside the scope of the current study. The reader&#39;s intuition will have to suffice on these matters for now.</p>
191
192 <h1>Texts</h1>
193
194 <h2>Word Frequency</h2>
195
196 <p><em>Words that occur 500 or more times in the corpus:</em> also, art, artist, artistic, artists, become, berlin, black, body, born, can, contemporary, different, even, exhibition, exhibitions, film, first, form, forms, gallery, group, history, image, images, including, installation, just, life, light, like, link, lives, london, made, many, material, materials, modern, museum, new, now, object, objects, often, one, painting, paintings, part, photographs, place, pleased, practice, present, process, recent, sculpture, sculptures, series, show, since, solo, space, three, time, together, two, use, used, visual, wall, way, well, will, within, work, works, world, years, york.</p>
197
198 <p><em>Words that occur 1000 or more times in the corpus:</em> also, art, artist, artists, can, contemporary, exhibition, first, form, gallery, like, link, museum, new, objects, one, painting, paintings, series, show, solo, space, time, two, will, work, works, york.</p>
199
200 <p><em>Words that occur 2000 or more times in the corpus:</em> art, artist, artists, exhibition, gallery, new, one, work, works.</p>
201
202 <h2>Word Associations For Most Frequent Terms</h2>
203
204 <p><b>art:</b> museum, london, modern, contemporary, also, york, just, political, world, people, idea, way, something, life, even, like, now, show, arts, opening, part, well, can, exhibitions, kind, time, center, first, make, shows, made, included, major</p>
205
206 <p><b>artist:</b> also, based, created, first, series, thus, world, idea</p>
207
208 <p><b>artists:</b> artistic, early, group</p>
209
210 <p><b>exhibition:</b> space, first, also, solo, installation, spaces</p>
211
212 <p><b>gallery:</b> london, york, solo, exhibitions, museum, show, group, opening, recently, shows</p>
213
214 <p><b>new:</b> york, museum, exhibitions, london, modern, solo, american, also, group, lives, city, included, now, opening, recent, recently, shows</p>
215
216 <p><b>one:</b> like, just, way, even, another, something, also, people, always, can, kind, now, time, never, back, idea, much, see, things, make, point, well, left, made, many, might, world, two, still, come, end, making, part, show, every, almost, first, look, place, real, without, around, become, different, life, moment, political, day, rather, example, room, seen, sometimes, space, opening</p>
217
218 <p><b>work:</b> also, like, made, making, show, just, world, first, idea, way, well, can, time, working, even, london, make, people, something, kind, many, political, practice, always, early, late, museum, often, opening, part, now, point, seen</p>
219
220 <p><b>works:</b> created, lives, often, series, also, made, material, materials, objects</p>
221
222 <h2>Text Topic Modelling</h2>
223
224 <p><b>Topic 1:</b> exhibition, production, artist, artistic, works, individual, presented, display, also, different, presentation, questions, thus, role, process, produced, kunsthalle, created, various, uses.</p>
225
226 <p><b>Topic 2:</b> show, work, gallery, part, first, shows, group, studio, time, london, opening, made, making, exhibited, artist, link, recently, new, end, ideas.</p>
227
228 <p><b>Topic 3:</b> light, black, white, color, first, two, experience, act, takes, using, used, link, become, one, made, exhibition, physical, upon, small, hand.</p>
229
230 <p><b>Topic 4:</b> gallery, exhibition, solo, pleased, new, present, announce, link, second, throughout, exhibitions, upon, view, exhibited, include, art, three, different, display, studio.</p>
231
232 <p><b>Topic 5:</b> will, exhibition, present, work, new, link, view, first, year, opening, also, major, include, selection, practice, developed, nature, projects, three, specific.</p>
233
234 <p><b>Topic 6:</b> exhibition, installation, video, installations, work, artist, performance, link, collection, new, presents, first, various, including, presentation, media, three, two, public, well.</p>
235
236 <p><b>Topic 7:</b> objects, object, work, material, made, narrative, found, everyday, context, often, approach, function, title, works, sense, use, presents, hand, way, formal.</p>
237
238 <p><b>Topic 8:</b> new, york, recent, museum, city, including, included, modern, center, american, exhibited, exhibitions, recently, pleased, group, art, link, announce, centre, work.</p>
239
240 <p><b>Topic 9:</b> art, contemporary, artists, modern, arts, artist, international, conceptual, others, aesthetic, also, formal, work, practice, well, personal, interest, questions, media, place.</p>
241
242 <p><b>Topic 10:</b> forms, form, material, process, abstract, visual, elements, link, surface, movement, together, nature, abstraction, formal, aesthetic, structures, found, relationship, interest, complex.</p>
243
244 <p><b>Topic 11:</b> history, social, cultural, culture, historical, political, present, practice, past, artistic, relationship, contemporary, century, personal, today, ideas, within, power, upon, whose.</p>
245
246 <p><b>Topic 12:</b> works, paper, exhibition, lives, link, shown, also, first, past, large, born, often, whose, created, present, presents, since, selection, times, creating.</p>
247
248 <p><b>Topic 13:</b> paintings, painting, paint, canvas, painted, abstraction, surface, abstract, figures, medium, studio, viewer, figure, wall, well, large, solo, exhibited, interest, never.</p>
249
250 <p><b>Topic 14:</b> museum, art, los, angeles, contemporary, american, modern, center, exhibitions, arts, included, recently, solo, collection, centre, born, including, viewer, recent, major.</p>
251
252 <p><b>Topic 15:</b> time, one, place, years, back, day, now, may, many, year, made, long, see, last, end, found, always, every, first, left.</p>
253
254 <p><b>Topic 16:</b> world, pictures, reality, picture, one, seen, link, point, order, real, subject, since, things, makes, nature, personal, shows, power, way, sometimes.</p>
255
256 <p><b>Topic 17:</b> images, film, image, photographs, photography, series, visual, taken, subject, moment, media, medium, now, narrative, produced, based, original, present, set, process.</p>
257
258 <p><b>Topic 18:</b> also, language, text, meaning, words, two, well, use, title, different, part, point, can, play, context, form, ways, make, idea, together.</p>
259
260 <p><b>Topic 19:</b> body, life, human, world, figure, link, form, one, around, movement, time, experience, everyday, take, whose, use, century, yet, create, physical.</p>
261
262 <p><b>Topic 20:</b> like, just, people, also, see, always, now, much, idea, never, things, look, even, come, kind, every, left, around, something, almost.</p>
263
264 <p><b>Topic 21:</b> artist, series, also, made, based, original, using, used, new, created, first, galerie, four, idea, produced, presented, last, painted, creates, floor.</p>
265
266 <p><b>Topic 22:</b> can, within, become, becomes, yet, rather, without, however, still, often, almost, means, even, appear, thus, sense, seen, may, particular, certain.</p>
267
268 <p><b>Topic 23:</b> space, wall, room, two, one, walls, piece, floor, three, pieces, four, well, large, set, another, viewer, second, small, used, structure.</p>
269
270 <p><b>Topic 24:</b> sculptures, sculpture, materials, works, sculptural, viewer, physical, figures, space, forms, form, uses, formal, material, use, creates, create, like, sense, created.</p>
271
272 <p><b>Topic 25:</b> one, way, something, like, might, make, can, even, kind, another, time, rather, question, different, much, example, sense, sometimes, makes, part.</p>
273
274 <p><b>Topic 26:</b> work, drawings, practice, drawing, making, creating, made, often, create, working, particular, interest, created, within, relationship, ideas, link, using, visual, different.</p>
275
276 <p><b>Topic 27:</b> artists, exhibition, works, group, art, presented, together, work, artistic, show, subject, conceptual, time, link, many, create, pieces, personal, use, well.</p>
277
278 <p><b>Topic 28:</b> berlin, exhibitions, solo, london, paris, born, recent, lives, include, germany, gallery, galerie, kunsthalle, group, centre, international, exhibited, museum, shows, projects.</p>
279
280 <p><b>Topic 29:</b> space, project, design, architecture, spaces, exhibition, city, projects, structure, various, experience, public, structures, specific, also, open, process, based, different, place.</p>
281
282 <p><b>Topic 30:</b> early, years, since, including, important, late, among, many, time, artists, first, known, major, artist, developed, last, public, large, working, others.</p>
283
284 <h1>Text Vocabulary Over Time</h1>
285
286 <h2>Year Vocabulary Word Frequencies</h2>
287
288 <p><b> 2008 :</b> art (267), exhibition (211), new (197), work (193), works (175), gallery (119), artists (116), museum (115), artist (98), york (94), will (87), paintings (78), painting (73), link (71), one (71), solo (70), space (66), contemporary (64), also (58), exhibitions (58), first (58), time (57), berlin (54).</p>
289
290 <p><b> 2009 :</b> works (602), art (589), exhibition (581), new (557), work (545), gallery (346), museum (340), artist (338), paintings (334), will (261), one (255), also (251), link (243), space (235), york (233), painting (231), artists (227), solo (221), first (192), series (185), time (172), show (170), sculptures (160), like (158), exhibitions (157), contemporary (147), can (146), film (146), objects (145), form (143), two (143), present (138), sculpture (137), images (136), world (136), made (135), berlin (127), image (121), well (116), modern (110), way (110), group (109), recent (109), different (108), lives (108), forms (105), london (105), pleased (101), history (96), viewer (95), galerie (94), installation (94), american (93), materials (92), process (91), white (91), born (90), three (90), paper (89), including (88), los (84), paris (84), since (84), artistic (83), elements (83), part (83), within (83), years (82), material (81), often (81), visual (81), angeles (80), life (80), include (78), wall (77), many (76), just (75), arts (74), practice (73), use (73), view (73), color (70), light (70), used (70), abstract (69), make (69), object (69), shows (68), drawings (67), photographs (66), rather (66), large (64), even (63), may (63), body (62), black (61), room (61), shown (61), colour (60), create (60), human (60), individual (60), paint (60), various (60), another (59), kind (59), language (59), making (59), back (58), city (58), drawing (58), place (58), point (58), second (58), sense (58), surface (58), appear (57), films (57), presented (57), production (57), reality (57), subject (57), become (56), figures (56), kunsthalle (56), using (56), always (55), formal (55), perception (55), pieces (55), sculptural (55), seen (55), title (55), video (55), based (54), early (54), experience (54), picture (54), created (53), real (53), something (53), around (52), much (52), uses (52), whitney (52), yet (52), abstraction (51), canvas (51), meaning (51), photography (51), together (51).</p>
291
292 <p><b> 2010 :</b> exhibition (689), works (660), work (635), new (578), art (563), artist (344), one (338), gallery (319), space (307), artists (296), link (284), museum (284), will (267), paintings (252), time (252), also (234), objects (230), first (225), painting (222), form (205), can (200), york (196), like (191), images (180), series (179), two (177), solo (167), contemporary (165), show (164), present (162), forms (156), image (146), way (144), made (143), group (139), sculptures (138), world (133), light (131), photographs (124), exhibitions (123), different (122), years (117), film (116), sculpture (116), visual (114), many (110), history (109), wall (108), become (106), process (105), well (105), material (104), materials (103), together (103), abstract (101), elements (99), even (99), installation (98), paris (98), part (97), practice (97), within (97), life (96), another (94), artistic (92), london (92), now (91), recent (91), pleased (90), berlin (89), lives (89), object (89), use (88), black (86), much (86), shows (86), body (84), project (84), born (83), installations (83), modern (83), pictures (83), around (81), los (81), place (79), relationship (79), various (79), title (78), created (77), angeles (76), often (76), surface (76), used (76), white (76), including (75), create (74), spaces (74), photography (72), sense (72), found (71), point (71), three (71), color (70), rather (70), since (70), something (70), subject (70), galerie (69), however (69), large (69), design (68), drawings (68), figures (68), language (68), making (68), nature (68), order (68), just (67), using (67), canvas (66), make (66), conceptual (65), room (65), view (65), viewer (65), arts (64), presented (64), seen (64), approach (63), exhibited (63), production (63), still (63), context (62), human (62), pieces (62), american (61), experience (61), paint (61), picture (61), thus (61), city (60), kunstverein (60), shown (60), aesthetic (59), becomes (59), past (59), public (59), working (59), formal (58), germany (58), included (58), others (58), second (58), historical (57), based (56), media (56), text (56), act (55), architecture (55), collection (55), john (55), painted (55), reality (55), yet (55), always (54), back (54), culture (54), early (54), include (54), perception (54), among (53), colour (53), physical (53), take (53), abstraction (52), almost (52), films (52), people (52), structure (52), narrative (51), spatial (51), without (51).</p>
293
294 <p><b> 2011 :</b> art (768), exhibition (738), works (696), work (694), new (647), artist (391), museum (365), paintings (360), artists (348), gallery (347), one (338), painting (330), link (310), also (306), york (280), will (276), space (267), solo (245), show (233), objects (232), series (218), time (218), like (214), exhibitions (207), can (197), first (186), contemporary (183), sculptures (174), made (171), group (165), two (163), form (159), present (154), berlin (143), images (143), well (140), sculpture (139), world (139), way (138), london (133), image (125), modern (119), lives (117), recent (117), different (114), within (114), years (114), process (112), many (109), materials (109), part (109), often (106), history (104), material (103), photographs (103), practice (102), back (100), include (100), wall (100), forms (97), since (97), installation (96), now (96), abstract (95), born (95), including (93), life (93), body (92), pleased (91), always (89), american (89), used (89), just (87), place (87), artistic (86), production (86), use (86), video (86), object (85), together (85), title (84), even (83), los (83), film (82), something (82), another (81), point (81), room (81), surface (81), around (80), found (79), light (79), make (79), three (79), drawings (78), using (78), angeles (77), become (77), making (77), paint (77), project (77), things (77), sense (76), subject (75), white (75), based (74), book (74), early (74), created (73), design (73), shows (73), canvas (72), much (72), pictures (72), yet (72), black (71), included (71), view (71), language (70), still (70), city (69), idea (69), large (69), paper (69), second (69), various (69), viewer (69), kind (68), paris (68), cultural (67), photography (67), presented (67), see (67), text (67), david (66), elements (66), seen (66), installations (65), presents (65), sculptural (65), thus (65), visual (65), collection (64), galerie (64), germany (64), may (64), recently (64), colour (63), narrative (63), painted (63), rather (63), architecture (62), drawing (62), experience (62), social (61), whose (61), working (61), abstraction (60), approach (60), center (59), four (59), human (59), performance (59), shown (59), individual (58), means (58), past (58), public (58), arts (57), meaning (57), context (56), culture (56), important (56), kunsthalle (56), kunstverein (56), piece (56), display (55), original (55), others (55), people (55), formal (54), michael (54), movement (54), personal (54), physical (54), media (53), pieces (53), relationship (53), year (53), among (52), announce (52), exhibited (52), open (52), presentation (52), produced (52), studio (52), takes (52), day (51), everyday (51), example (51), never (51).</p>
295
296 <p><b> 2012 :</b> art (1030), exhibition (1018), work (956), works (891), new (864), artist (535), artists (512), gallery (490), one (486), will (450), paintings (448), link (447), also (445), museum (389), space (376), painting (366), like (365), time (352), york (346), first (338), show (329), can (313), objects (284), solo (265), series (262), made (259), two (259), way (232), contemporary (226), images (225), exhibitions (222), world (220), sculpture (219), form (212), present (209), different (203), sculptures (199), well (194), years (188), group (183), forms (179), life (179), material (174), just (171), london (171), people (170), body (166), even (165), part (164), image (157), process (150), now (148), often (148), recent (148), within (146), together (145), berlin (144), artistic (143), practice (142), something (142), photographs (140), materials (139), project (136), place (133), many (132), used (132), since (131), three (131), including (129), installation (128), point (128), become (125), black (125), light (125), modern (124), various (124), production (123), drawings (120), wall (120), use (119), history (117), white (117), around (115), film (115), back (114), early (113), photography (113), see (112), born (111), american (110), another (110), lives (110), always (109), idea (109), rather (109), shows (109), still (109), include (108), language (107), paris (107), visual (107), experience (106), found (106), yet (106), subject (105), color (104), make (103), much (103), human (102), kunsthalle (102), making (102), seen (102), paint (101), public (101), surface (101), working (101), elements (100), object (100), pictures (100), hand (99), pleased (99), social (99), room (97), view (97), city (96), large (96), presented (96), things (96), paper (95), created (94), galerie (94), painted (94), title (94), produced (93), create (92), pieces (92), video (92), real (91), based (90), exhibited (90), sense (90), without (88), dont (87), drawing (87), last (87), performance (87), political (87), martin (86), past (86), piece (86), arts (85), almost (84), cultural (84), might (84), presents (84), personal (83), sculptural (83), take (83), using (83), conceptual (82), los (82), nature (82), open (82), relationship (82), set (82), whose (82), historical (81), installations (81), physical (81), second (81), included (80), may (80), abstraction (79), culture (79), floor (79), really (79), tate (79), walls (79), angeles (78), design (78), kind (78), thus (78), abstract (77), studio (77), approach (76), becomes (76), blue (76), photographic (76), reality (76), end (75), important (75), context (74), everyday (74), formal (74), means (74), music (74), opening (74), several (74), viewer (74), power (73), taken (73), kunstverein (72), never (72), upon (72), however (71), moment (71), shown (71), sound (71), spaces (71), specific (71), center (69), display (69), house (69), picture (69), text (69), year (69), every (68), glass (68), interest (68), aesthetic (67), canvas (67), long (67), order (67), left (66), movement (66), original (66), takes (66), ways (66), whitney (66), come (65), ideas (65), international (65), know (65), meaning (65), media (65), narrative (65), questions (65), society (65), architecture (64), four (64), look (64), others (64), words (64), day (63), play (63), makes (62), presence (62), collection (61), function (61), germany (61), medium (61), particular (61), projects (61), sometimes (61), structures (61), today (61), example (60), said (60), state (60), fact (59), institute (59), matter (59), role (59), street (59), young (59), among (58), century (58), developed (58), line (58), thought (58), took (58), book (57), love (57), recently (57), figure (56), presentation (56), say (56), though (56), untitled (56), began (55), lines (55), published (55), throughout (55), concept (54), creating (54), david (54), get (54), question (54), right (54), seem (54), small (54), biennial (53), books (53), old (53), wood (53), already (52), centre (52), field (52), figures (52), instead (52), major (52), nothing (52), relation (52), system (52), terms (52), thing (52), writing (52), beyond (51), building (51), current (51), find (51), going (51), onto (51), possible (51), rooms (51), story (51), times (51).</p>
297
298 <p><b> 2013 :</b> exhibition (1065), work (1031), art (972), works (876), new (772), artists (540), artist (533), one (515), link (501), will (468), also (458), paintings (440), gallery (428), time (407), space (370), first (361), painting (347), can (323), museum (308), objects (308), show (296), like (292), series (285), form (279), film (272), two (267), body (248), york (245), images (241), present (238), world (237), life (235), made (231), within (228), contemporary (222), solo (220), well (219), sculpture (212), sculptures (206), image (205), years (200), way (198), history (192), forms (189), group (186), different (183), often (177), early (173), exhibitions (173), many (169), visual (166), practice (156), artistic (155), material (153), since (151), even (150), human (150), social (150), black (146), process (145), use (145), materials (144), recent (144), together (141), become (139), installation (138), photographs (138), yet (138), now (137), around (136), just (136), video (136), object (135), place (135), three (135), including (132), light (131), part (129), language (127), room (126), another (123), created (123), sense (121), american (120), point (120), used (118), experience (117), based (114), lives (114), presented (113), something (113), text (113), cultural (112), much (112), presents (111), back (110), found (110), london (110), view (110), wall (110), color (109), subject (109), various (109), make (107), nature (106), public (106), reality (106), white (105), large (104), people (104), project (104), whose (104), abstract (103), things (103), title (103), long (102), see (102), born (101), los (101), pleased (101), political (101), rather (101), still (101), berlin (100), drawings (100), spaces (100), seen (99), always (98), culture (98), include (97), surface (97), media (96), using (96), figures (95), words (95), create (94), modern (94), every (93), late (93), order (93), past (93), piece (93), city (92), several (92), viewer (92), context (91), films (91), historical (91), last (90), relationship (90), working (90), angeles (89), kind (89), without (89), known (88), may (88), movement (88), takes (88), conceptual (87), important (87), paper (87), physical (87), book (86), elements (86), photography (86), great (85), production (85), architecture (84), collection (84), individual (84), kunsthalle (84), pictures (84), becomes (83), performance (83), arts (82), means (82), sound (82), take (82), year (82), formal (81), interest (81), making (81), thus (81), among (80), canvas (80), design (80), narrative (80), painted (80), shows (80), throughout (80), upon (80), certain (79), however (79), idea (79), meaning (79), paris (79), pieces (79), abstraction (78), drawing (78), figure (78), international (78), personal (78), produced (78), almost (77), creating (76), display (76), set (76), john (75), medium (75), presentation (75), colour (74), four (74), landscape (74), man (74), others (74), real (74), second (74), complex (73), included (73), kunstverein (73), music (73), never (73), particular (73), left (72), paint (72), approach (71), behind (71), features (71), small (71), day (70), example (70), exhibited (70), moment (70), pop (70), young (70), aesthetic (69), hand (69), ideas (69), installations (69), number (69), sculptural (69), state (69), taken (69), center (68), know (68), major (68), system (68), central (67), outside (67), specific (67), end (66), floor (66), look (66), walls (66), developed (65), offers (65), original (65), society (65), studio (65), century (64), might (64), presence (64), seem (64), everyday (63), open (63), sometimes (63), towards (63), act (62), away (62), became (62), identity (62), michael (62), power (62), shown (62), ways (62), across (61), imagery (61), living (61), name (61), selection (61), stage (61), come (60), natural (60), perhaps (60), photographic (60), times (60), already (59), building (59), continues (59), curator (59), home (59), portraits (59), appear (58), ever (58), later (58), line (58), looking (58), martin (58), memory (58), oeuvre (58), play (58), recently (58), seems (58), began (57), cast (57), fact (57), makes (57), projects (57), self (57), shapes (57), structures (57), today (57), traditional (57), bodies (56), david (56), head (56), matter (56), potential (56), role (56), structure (56), style (56), venice (56), women (56), called (55), everything (55), love (55), perception (55), representation (55), scene (55), themes (55), war (55), curated (54), face (54), frame (54), galerie (54), picture (54), street (54), expression (53), inside (53), lines (53), museums (53), question (53), range (53), result (53), story (53), subjects (53), along (52), books (52), camera (52), events (52), female (52), following (52), germany (52), glass (52), references (52), surfaces (52), though (52), career (51), centre (51), dont (51), instead (51), interior (51), mirror (51), motifs (51), single (51), terms (51), thing (51)</p>
299
300 <h2>Year Vocabulary tf-idf Heatmap</h2>
301
302 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" title="plot of chunk year_matrix_tfidf" alt="plot of chunk year_matrix_tfidf" style="display: block; margin: auto;" /></p>
303
304 <h2>Year Vocabulary Wordclouds</h2>
305
306 <h3> 2008 </h3>
307
308 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" title="plot of chunk year_wordclouds" alt="plot of chunk year_wordclouds" style="display: block; margin: auto;" /><h3> 2009 </h3>
309 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" title="plot of chunk year_wordclouds" alt="plot of chunk year_wordclouds" style="display: block; margin: auto;" /><h3> 2010 </h3>
310 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" title="plot of chunk year_wordclouds" alt="plot of chunk year_wordclouds" style="display: block; margin: auto;" /><h3> 2011 </h3>
311 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" title="plot of chunk year_wordclouds" alt="plot of chunk year_wordclouds" style="display: block; margin: auto;" /><h3> 2012 </h3>
312 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" title="plot of chunk year_wordclouds" alt="plot of chunk year_wordclouds" style="display: block; margin: auto;" /><h3> 2013 </h3>
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" title="plot of chunk year_wordclouds" alt="plot of chunk year_wordclouds" style="display: block; margin: auto;" /></p>
314
315 <h1>Artists</h1>
316
317 <h2>Artist Popularity</h2>
318
319 <table><thead>
320 <tr>
321 <th align="left">Artist</th>
322 <th align="right">Shows</th>
323 </tr>
324 </thead><tbody>
325 <tr>
326 <td align="left">Oscar Tuazon</td>
327 <td align="right">22</td>
328 </tr>
329 <tr>
330 <td align="left">Heimo Zobernig</td>
331 <td align="right">21</td>
332 </tr>
333 <tr>
334 <td align="left">Josef Strau</td>
335 <td align="right">18</td>
336 </tr>
337 <tr>
338 <td align="left">Nick Mauss</td>
339 <td align="right">16</td>
340 </tr>
341 <tr>
342 <td align="left">Lutz Bacher</td>
343 <td align="right">15</td>
344 </tr>
345 <tr>
346 <td align="left">Josephine Pryde</td>
347 <td align="right">14</td>
348 </tr>
349 <tr>
350 <td align="left">Josh Smith</td>
351 <td align="right">14</td>
352 </tr>
353 <tr>
354 <td align="left">Jutta Koether</td>
355 <td align="right">14</td>
356 </tr>
357 <tr>
358 <td align="left">Matias Faldbakken</td>
359 <td align="right">14</td>
360 </tr>
361 <tr>
362 <td align="left">Michaela Eichwald</td>
363 <td align="right">14</td>
364 </tr>
365 <tr>
366 <td align="left">Rachel Harrison</td>
367 <td align="right">14</td>
368 </tr>
369 <tr>
370 <td align="left">Seth Price</td>
371 <td align="right">14</td>
372 </tr>
373 <tr>
374 <td align="left">Tom Burr</td>
375 <td align="right">14</td>
376 </tr>
377 <tr>
378 <td align="left">Wade Guyton</td>
379 <td align="right">14</td>
380 </tr>
381 <tr>
382 <td align="left">Carissa Rodriguez</td>
383 <td align="right">13</td>
384 </tr>
385 <tr>
386 <td align="left">Louise Lawler</td>
387 <td align="right">13</td>
388 </tr>
389 <tr>
390 <td align="left">Richard Aldrich</td>
391 <td align="right">13</td>
392 </tr>
393 <tr>
394 <td align="left">Claire Fontaine</td>
395 <td align="right">12</td>
396 </tr>
397 <tr>
398 <td align="left">Danh Vo</td>
399 <td align="right">12</td>
400 </tr>
401 <tr>
402 <td align="left">John Miller</td>
403 <td align="right">12</td>
404 </tr>
405 <tr>
406 <td align="left">Liam Gillick</td>
407 <td align="right">12</td>
408 </tr>
409 <tr>
410 <td align="left">Mai-Thu Perret</td>
411 <td align="right">12</td>
412 </tr>
413 <tr>
414 <td align="left">Matthew Brannon</td>
415 <td align="right">12</td>
416 </tr>
417 <tr>
418 <td align="left">Nicolas Ceccaldi</td>
419 <td align="right">12</td>
420 </tr>
421 <tr>
422 <td align="left">Nikolas Gambaroff</td>
423 <td align="right">12</td>
424 </tr>
425 <tr>
426 <td align="left">Valentin Carron</td>
427 <td align="right">12</td>
428 </tr>
429 <tr>
430 <td align="left">Wolfgang Tillmans</td>
431 <td align="right">12</td>
432 </tr>
433 <tr>
434 <td align="left">Allen Ruppersberg</td>
435 <td align="right">11</td>
436 </tr>
437 <tr>
438 <td align="left">Elad Lassry</td>
439 <td align="right">11</td>
440 </tr>
441 <tr>
442 <td align="left">Hans-Peter Feldmann</td>
443 <td align="right">11</td>
444 </tr>
445 <tr>
446 <td align="left">Henrik Olesen</td>
447 <td align="right">11</td>
448 </tr>
449 <tr>
450 <td align="left">Isa Genzken</td>
451 <td align="right">11</td>
452 </tr>
453 <tr>
454 <td align="left">Karl Holmqvist</td>
455 <td align="right">11</td>
456 </tr>
457 <tr>
458 <td align="left">Ken Okiishi</td>
459 <td align="right">11</td>
460 </tr>
461 <tr>
462 <td align="left">Pamela Rosenkranz</td>
463 <td align="right">11</td>
464 </tr>
465 <tr>
466 <td align="left">Sam Lewitt</td>
467 <td align="right">11</td>
468 </tr>
469 <tr>
470 <td align="left">Alex Hubbard</td>
471 <td align="right">10</td>
472 </tr>
473 <tr>
474 <td align="left">B. Wurtz</td>
475 <td align="right">10</td>
476 </tr>
477 <tr>
478 <td align="left">Gedi Sibony</td>
479 <td align="right">10</td>
480 </tr>
481 <tr>
482 <td align="left">John Baldessari</td>
483 <td align="right">10</td>
484 </tr>
485 <tr>
486 <td align="left">Josh Tonsfeldt</td>
487 <td align="right">10</td>
488 </tr>
489 <tr>
490 <td align="left">Kelley Walker</td>
491 <td align="right">10</td>
492 </tr>
493 <tr>
494 <td align="left">Merlin Carpenter</td>
495 <td align="right">10</td>
496 </tr>
497 <tr>
498 <td align="left">Michaela Meise</td>
499 <td align="right">10</td>
500 </tr>
501 <tr>
502 <td align="left">Michael Krebber</td>
503 <td align="right">10</td>
504 </tr>
505 <tr>
506 <td align="left">Simon Denny</td>
507 <td align="right">10</td>
508 </tr>
509 <tr>
510 <td align="left">Thomas Bayrle</td>
511 <td align="right">10</td>
512 </tr>
513 <tr>
514 <td align="left">Tobias Kaspar</td>
515 <td align="right">10</td>
516 </tr>
517 </tbody></table>
518
519 <h2>Artist Popularity By Year</h2>
520
521 <table><thead>
522 <tr>
523 <th align="left"></th>
524 <th align="right">2008</th>
525 <th align="right">2009</th>
526 <th align="right">2010</th>
527 <th align="right">2011</th>
528 <th align="right">2012</th>
529 <th align="right">2013</th>
530 </tr>
531 </thead><tbody>
532 <tr>
533 <td align="left">Oscar Tuazon</td>
534 <td align="right">1</td>
535 <td align="right">1</td>
536 <td align="right">7</td>
537 <td align="right">2</td>
538 <td align="right">6</td>
539 <td align="right">5</td>
540 </tr>
541 <tr>
542 <td align="left">Heimo Zobernig</td>
543 <td align="right">0</td>
544 <td align="right">1</td>
545 <td align="right">4</td>
546 <td align="right">4</td>
547 <td align="right">7</td>
548 <td align="right">4</td>
549 </tr>
550 <tr>
551 <td align="left">Josef Strau</td>
552 <td align="right">1</td>
553 <td align="right">3</td>
554 <td align="right">3</td>
555 <td align="right">3</td>
556 <td align="right">5</td>
557 <td align="right">3</td>
558 </tr>
559 <tr>
560 <td align="left">Nick Mauss</td>
561 <td align="right">0</td>
562 <td align="right">1</td>
563 <td align="right">4</td>
564 <td align="right">5</td>
565 <td align="right">5</td>
566 <td align="right">1</td>
567 </tr>
568 <tr>
569 <td align="left">Lutz Bacher</td>
570 <td align="right">1</td>
571 <td align="right">0</td>
572 <td align="right">5</td>
573 <td align="right">1</td>
574 <td align="right">2</td>
575 <td align="right">6</td>
576 </tr>
577 <tr>
578 <td align="left">Josephine Pryde</td>
579 <td align="right">0</td>
580 <td align="right">1</td>
581 <td align="right">3</td>
582 <td align="right">1</td>
583 <td align="right">5</td>
584 <td align="right">4</td>
585 </tr>
586 <tr>
587 <td align="left">Josh Smith</td>
588 <td align="right">1</td>
589 <td align="right">3</td>
590 <td align="right">2</td>
591 <td align="right">4</td>
592 <td align="right">2</td>
593 <td align="right">2</td>
594 </tr>
595 <tr>
596 <td align="left">Matias Faldbakken</td>
597 <td align="right">2</td>
598 <td align="right">1</td>
599 <td align="right">3</td>
600 <td align="right">3</td>
601 <td align="right">3</td>
602 <td align="right">2</td>
603 </tr>
604 <tr>
605 <td align="left">Michaela Eichwald</td>
606 <td align="right">0</td>
607 <td align="right">0</td>
608 <td align="right">2</td>
609 <td align="right">5</td>
610 <td align="right">3</td>
611 <td align="right">4</td>
612 </tr>
613 <tr>
614 <td align="left">Rachel Harrison</td>
615 <td align="right">0</td>
616 <td align="right">1</td>
617 <td align="right">0</td>
618 <td align="right">4</td>
619 <td align="right">2</td>
620 <td align="right">7</td>
621 </tr>
622 <tr>
623 <td align="left">Seth Price</td>
624 <td align="right">2</td>
625 <td align="right">2</td>
626 <td align="right">4</td>
627 <td align="right">1</td>
628 <td align="right">3</td>
629 <td align="right">2</td>
630 </tr>
631 <tr>
632 <td align="left">Tom Burr</td>
633 <td align="right">0</td>
634 <td align="right">2</td>
635 <td align="right">2</td>
636 <td align="right">2</td>
637 <td align="right">3</td>
638 <td align="right">5</td>
639 </tr>
640 <tr>
641 <td align="left">Wade Guyton</td>
642 <td align="right">2</td>
643 <td align="right">1</td>
644 <td align="right">1</td>
645 <td align="right">4</td>
646 <td align="right">5</td>
647 <td align="right">1</td>
648 </tr>
649 <tr>
650 <td align="left">Carissa Rodriguez</td>
651 <td align="right">0</td>
652 <td align="right">1</td>
653 <td align="right">0</td>
654 <td align="right">3</td>
655 <td align="right">4</td>
656 <td align="right">5</td>
657 </tr>
658 <tr>
659 <td align="left">Jutta Koether</td>
660 <td align="right">0</td>
661 <td align="right">1</td>
662 <td align="right">0</td>
663 <td align="right">3</td>
664 <td align="right">5</td>
665 <td align="right">4</td>
666 </tr>
667 <tr>
668 <td align="left">Louise Lawler</td>
669 <td align="right">0</td>
670 <td align="right">3</td>
671 <td align="right">2</td>
672 <td align="right">3</td>
673 <td align="right">2</td>
674 <td align="right">3</td>
675 </tr>
676 <tr>
677 <td align="left">Richard Aldrich</td>
678 <td align="right">1</td>
679 <td align="right">2</td>
680 <td align="right">1</td>
681 <td align="right">4</td>
682 <td align="right">3</td>
683 <td align="right">2</td>
684 </tr>
685 <tr>
686 <td align="left">Claire Fontaine</td>
687 <td align="right">1</td>
688 <td align="right">3</td>
689 <td align="right">4</td>
690 <td align="right">0</td>
691 <td align="right">4</td>
692 <td align="right">0</td>
693 </tr>
694 <tr>
695 <td align="left">Danh Vo</td>
696 <td align="right">0</td>
697 <td align="right">1</td>
698 <td align="right">1</td>
699 <td align="right">1</td>
700 <td align="right">5</td>
701 <td align="right">4</td>
702 </tr>
703 <tr>
704 <td align="left">John Miller</td>
705 <td align="right">0</td>
706 <td align="right">1</td>
707 <td align="right">1</td>
708 <td align="right">1</td>
709 <td align="right">4</td>
710 <td align="right">5</td>
711 </tr>
712 <tr>
713 <td align="left">Liam Gillick</td>
714 <td align="right">1</td>
715 <td align="right">2</td>
716 <td align="right">3</td>
717 <td align="right">1</td>
718 <td align="right">2</td>
719 <td align="right">3</td>
720 </tr>
721 <tr>
722 <td align="left">Mai-Thu Perret</td>
723 <td align="right">1</td>
724 <td align="right">1</td>
725 <td align="right">0</td>
726 <td align="right">3</td>
727 <td align="right">5</td>
728 <td align="right">2</td>
729 </tr>
730 <tr>
731 <td align="left">Matthew Brannon</td>
732 <td align="right">2</td>
733 <td align="right">2</td>
734 <td align="right">1</td>
735 <td align="right">0</td>
736 <td align="right">2</td>
737 <td align="right">5</td>
738 </tr>
739 <tr>
740 <td align="left">Nicolas Ceccaldi</td>
741 <td align="right">0</td>
742 <td align="right">0</td>
743 <td align="right">1</td>
744 <td align="right">4</td>
745 <td align="right">2</td>
746 <td align="right">5</td>
747 </tr>
748 <tr>
749 <td align="left">Nikolas Gambaroff</td>
750 <td align="right">1</td>
751 <td align="right">1</td>
752 <td align="right">2</td>
753 <td align="right">4</td>
754 <td align="right">4</td>
755 <td align="right">0</td>
756 </tr>
757 <tr>
758 <td align="left">Valentin Carron</td>
759 <td align="right">0</td>
760 <td align="right">2</td>
761 <td align="right">1</td>
762 <td align="right">3</td>
763 <td align="right">3</td>
764 <td align="right">3</td>
765 </tr>
766 <tr>
767 <td align="left">Wolfgang Tillmans</td>
768 <td align="right">0</td>
769 <td align="right">0</td>
770 <td align="right">3</td>
771 <td align="right">0</td>
772 <td align="right">2</td>
773 <td align="right">7</td>
774 </tr>
775 <tr>
776 <td align="left">Allen Ruppersberg</td>
777 <td align="right">0</td>
778 <td align="right">0</td>
779 <td align="right">3</td>
780 <td align="right">1</td>
781 <td align="right">3</td>
782 <td align="right">4</td>
783 </tr>
784 <tr>
785 <td align="left">Elad Lassry</td>
786 <td align="right">0</td>
787 <td align="right">0</td>
788 <td align="right">4</td>
789 <td align="right">3</td>
790 <td align="right">1</td>
791 <td align="right">3</td>
792 </tr>
793 <tr>
794 <td align="left">Hans-Peter Feldmann</td>
795 <td align="right">1</td>
796 <td align="right">1</td>
797 <td align="right">1</td>
798 <td align="right">2</td>
799 <td align="right">2</td>
800 <td align="right">4</td>
801 </tr>
802 <tr>
803 <td align="left">Henrik Olesen</td>
804 <td align="right">1</td>
805 <td align="right">1</td>
806 <td align="right">1</td>
807 <td align="right">1</td>
808 <td align="right">3</td>
809 <td align="right">4</td>
810 </tr>
811 <tr>
812 <td align="left">Isa Genzken</td>
813 <td align="right">0</td>
814 <td align="right">2</td>
815 <td align="right">2</td>
816 <td align="right">1</td>
817 <td align="right">1</td>
818 <td align="right">5</td>
819 </tr>
820 <tr>
821 <td align="left">Karl Holmqvist</td>
822 <td align="right">0</td>
823 <td align="right">2</td>
824 <td align="right">1</td>
825 <td align="right">1</td>
826 <td align="right">3</td>
827 <td align="right">4</td>
828 </tr>
829 <tr>
830 <td align="left">Ken Okiishi</td>
831 <td align="right">0</td>
832 <td align="right">0</td>
833 <td align="right">0</td>
834 <td align="right">3</td>
835 <td align="right">5</td>
836 <td align="right">3</td>
837 </tr>
838 <tr>
839 <td align="left">Pamela Rosenkranz</td>
840 <td align="right">0</td>
841 <td align="right">0</td>
842 <td align="right">0</td>
843 <td align="right">5</td>
844 <td align="right">5</td>
845 <td align="right">1</td>
846 </tr>
847 <tr>
848 <td align="left">Alex Hubbard</td>
849 <td align="right">1</td>
850 <td align="right">1</td>
851 <td align="right">1</td>
852 <td align="right">3</td>
853 <td align="right">2</td>
854 <td align="right">2</td>
855 </tr>
856 <tr>
857 <td align="left">B. Wurtz</td>
858 <td align="right">0</td>
859 <td align="right">0</td>
860 <td align="right">1</td>
861 <td align="right">1</td>
862 <td align="right">5</td>
863 <td align="right">3</td>
864 </tr>
865 <tr>
866 <td align="left">Gedi Sibony</td>
867 <td align="right">1</td>
868 <td align="right">1</td>
869 <td align="right">4</td>
870 <td align="right">0</td>
871 <td align="right">3</td>
872 <td align="right">1</td>
873 </tr>
874 <tr>
875 <td align="left">John Baldessari</td>
876 <td align="right">0</td>
877 <td align="right">2</td>
878 <td align="right">1</td>
879 <td align="right">3</td>
880 <td align="right">1</td>
881 <td align="right">3</td>
882 </tr>
883 <tr>
884 <td align="left">Josh Tonsfeldt</td>
885 <td align="right">0</td>
886 <td align="right">0</td>
887 <td align="right">2</td>
888 <td align="right">2</td>
889 <td align="right">1</td>
890 <td align="right">5</td>
891 </tr>
892 <tr>
893 <td align="left">Kelley Walker</td>
894 <td align="right">2</td>
895 <td align="right">2</td>
896 <td align="right">2</td>
897 <td align="right">1</td>
898 <td align="right">2</td>
899 <td align="right">1</td>
900 </tr>
901 <tr>
902 <td align="left">Merlin Carpenter</td>
903 <td align="right">0</td>
904 <td align="right">2</td>
905 <td align="right">3</td>
906 <td align="right">3</td>
907 <td align="right">2</td>
908 <td align="right">0</td>
909 </tr>
910 <tr>
911 <td align="left">Michaela Meise</td>
912 <td align="right">0</td>
913 <td align="right">2</td>
914 <td align="right">2</td>
915 <td align="right">2</td>
916 <td align="right">3</td>
917 <td align="right">1</td>
918 </tr>
919 <tr>
920 <td align="left">Michael Krebber</td>
921 <td align="right">0</td>
922 <td align="right">0</td>
923 <td align="right">4</td>
924 <td align="right">4</td>
925 <td align="right">1</td>
926 <td align="right">1</td>
927 </tr>
928 <tr>
929 <td align="left">Sam Lewitt</td>
930 <td align="right">1</td>
931 <td align="right">1</td>
932 <td align="right">1</td>
933 <td align="right">2</td>
934 <td align="right">3</td>
935 <td align="right">2</td>
936 </tr>
937 <tr>
938 <td align="left">Simon Denny</td>
939 <td align="right">0</td>
940 <td align="right">0</td>
941 <td align="right">3</td>
942 <td align="right">3</td>
943 <td align="right">2</td>
944 <td align="right">2</td>
945 </tr>
946 <tr>
947 <td align="left">Thomas Bayrle</td>
948 <td align="right">1</td>
949 <td align="right">0</td>
950 <td align="right">0</td>
951 <td align="right">0</td>
952 <td align="right">3</td>
953 <td align="right">6</td>
954 </tr>
955 <tr>
956 <td align="left">Aaron Curry</td>
957 <td align="right">0</td>
958 <td align="right">1</td>
959 <td align="right">2</td>
960 <td align="right">4</td>
961 <td align="right">1</td>
962 <td align="right">1</td>
963 </tr>
964 <tr>
965 <td align="left">Amy Sillman</td>
966 <td align="right">0</td>
967 <td align="right">0</td>
968 <td align="right">1</td>
969 <td align="right">1</td>
970 <td align="right">2</td>
971 <td align="right">5</td>
972 </tr>
973 <tr>
974 <td align="left">Anicka Yi</td>
975 <td align="right">0</td>
976 <td align="right">0</td>
977 <td align="right">0</td>
978 <td align="right">3</td>
979 <td align="right">2</td>
980 <td align="right">4</td>
981 </tr>
982 <tr>
983 <td align="left">Anne Collier</td>
984 <td align="right">1</td>
985 <td align="right">0</td>
986 <td align="right">3</td>
987 <td align="right">2</td>
988 <td align="right">1</td>
989 <td align="right">2</td>
990 </tr>
991 <tr>
992 <td align="left">Charline von Heyl</td>
993 <td align="right">0</td>
994 <td align="right">0</td>
995 <td align="right">1</td>
996 <td align="right">4</td>
997 <td align="right">3</td>
998 <td align="right">1</td>
999 </tr>
1000 <tr>
1001 <td align="left">Christopher Williams</td>
1002 <td align="right">1</td>
1003 <td align="right">1</td>
1004 <td align="right">2</td>
1005 <td align="right">1</td>
1006 <td align="right">2</td>
1007 <td align="right">2</td>
1008 </tr>
1009 <tr>
1010 <td align="left">Daniel Buren</td>
1011 <td align="right">0</td>
1012 <td align="right">2</td>
1013 <td align="right">1</td>
1014 <td align="right">2</td>
1015 <td align="right">0</td>
1016 <td align="right">4</td>
1017 </tr>
1018 <tr>
1019 <td align="left">Darren Bader</td>
1020 <td align="right">0</td>
1021 <td align="right">0</td>
1022 <td align="right">1</td>
1023 <td align="right">0</td>
1024 <td align="right">4</td>
1025 <td align="right">4</td>
1026 </tr>
1027 <tr>
1028 <td align="left">Haegue Yang</td>
1029 <td align="right">0</td>
1030 <td align="right">1</td>
1031 <td align="right">1</td>
1032 <td align="right">2</td>
1033 <td align="right">2</td>
1034 <td align="right">3</td>
1035 </tr>
1036 <tr>
1037 <td align="left">Ida Ekblad</td>
1038 <td align="right">0</td>
1039 <td align="right">1</td>
1040 <td align="right">2</td>
1041 <td align="right">2</td>
1042 <td align="right">1</td>
1043 <td align="right">3</td>
1044 </tr>
1045 <tr>
1046 <td align="left">Isabelle Cornaro</td>
1047 <td align="right">0</td>
1048 <td align="right">0</td>
1049 <td align="right">2</td>
1050 <td align="right">4</td>
1051 <td align="right">2</td>
1052 <td align="right">1</td>
1053 </tr>
1054 <tr>
1055 <td align="left">James Lee Byars</td>
1056 <td align="right">0</td>
1057 <td align="right">2</td>
1058 <td align="right">0</td>
1059 <td align="right">2</td>
1060 <td align="right">2</td>
1061 <td align="right">3</td>
1062 </tr>
1063 <tr>
1064 <td align="left">John Armleder</td>
1065 <td align="right">0</td>
1066 <td align="right">0</td>
1067 <td align="right">3</td>
1068 <td align="right">3</td>
1069 <td align="right">3</td>
1070 <td align="right">0</td>
1071 </tr>
1072 <tr>
1073 <td align="left">Jordan Wolfson</td>
1074 <td align="right">1</td>
1075 <td align="right">0</td>
1076 <td align="right">2</td>
1077 <td align="right">2</td>
1078 <td align="right">2</td>
1079 <td align="right">2</td>
1080 </tr>
1081 <tr>
1082 <td align="left">Matt Mullican</td>
1083 <td align="right">0</td>
1084 <td align="right">1</td>
1085 <td align="right">1</td>
1086 <td align="right">2</td>
1087 <td align="right">2</td>
1088 <td align="right">3</td>
1089 </tr>
1090 <tr>
1091 <td align="left">Michelangelo Pistoletto</td>
1092 <td align="right">1</td>
1093 <td align="right">0</td>
1094 <td align="right">4</td>
1095 <td align="right">2</td>
1096 <td align="right">0</td>
1097 <td align="right">2</td>
1098 </tr>
1099 <tr>
1100 <td align="left">Richard Artschwager</td>
1101 <td align="right">0</td>
1102 <td align="right">1</td>
1103 <td align="right">2</td>
1104 <td align="right">2</td>
1105 <td align="right">1</td>
1106 <td align="right">3</td>
1107 </tr>
1108 <tr>
1109 <td align="left">Richard Hawkins</td>
1110 <td align="right">0</td>
1111 <td align="right">2</td>
1112 <td align="right">1</td>
1113 <td align="right">2</td>
1114 <td align="right">2</td>
1115 <td align="right">2</td>
1116 </tr>
1117 <tr>
1118 <td align="left">Rosemarie Trockel</td>
1119 <td align="right">0</td>
1120 <td align="right">0</td>
1121 <td align="right">1</td>
1122 <td align="right">1</td>
1123 <td align="right">3</td>
1124 <td align="right">4</td>
1125 </tr>
1126 <tr>
1127 <td align="left">Sergej Jensen</td>
1128 <td align="right">0</td>
1129 <td align="right">0</td>
1130 <td align="right">5</td>
1131 <td align="right">3</td>
1132 <td align="right">0</td>
1133 <td align="right">1</td>
1134 </tr>
1135 <tr>
1136 <td align="left">Stephen Prina</td>
1137 <td align="right">1</td>
1138 <td align="right">0</td>
1139 <td align="right">0</td>
1140 <td align="right">1</td>
1141 <td align="right">5</td>
1142 <td align="right">2</td>
1143 </tr>
1144 <tr>
1145 <td align="left">Tobias Kaspar</td>
1146 <td align="right">0</td>
1147 <td align="right">0</td>
1148 <td align="right">2</td>
1149 <td align="right">1</td>
1150 <td align="right">5</td>
1151 <td align="right">1</td>
1152 </tr>
1153 <tr>
1154 <td align="left">Trisha Donnelly</td>
1155 <td align="right">0</td>
1156 <td align="right">4</td>
1157 <td align="right">0</td>
1158 <td align="right">1</td>
1159 <td align="right">2</td>
1160 <td align="right">2</td>
1161 </tr>
1162 <tr>
1163 <td align="left">Zoe Leonard</td>
1164 <td align="right">1</td>
1165 <td align="right">1</td>
1166 <td align="right">0</td>
1167 <td align="right">0</td>
1168 <td align="right">2</td>
1169 <td align="right">5</td>
1170 </tr>
1171 <tr>
1172 <td align="left">Albert Oehlen</td>
1173 <td align="right">1</td>
1174 <td align="right">1</td>
1175 <td align="right">1</td>
1176 <td align="right">3</td>
1177 <td align="right">0</td>
1178 <td align="right">2</td>
1179 </tr>
1180 <tr>
1181 <td align="left">Amy Yao</td>
1182 <td align="right">0</td>
1183 <td align="right">0</td>
1184 <td align="right">1</td>
1185 <td align="right">0</td>
1186 <td align="right">3</td>
1187 <td align="right">4</td>
1188 </tr>
1189 <tr>
1190 <td align="left">Carol Bove</td>
1191 <td align="right">0</td>
1192 <td align="right">1</td>
1193 <td align="right">2</td>
1194 <td align="right">1</td>
1195 <td align="right">2</td>
1196 <td align="right">2</td>
1197 </tr>
1198 <tr>
1199 <td align="left">Charlotte Posenenske</td>
1200 <td align="right">1</td>
1201 <td align="right">0</td>
1202 <td align="right">2</td>
1203 <td align="right">2</td>
1204 <td align="right">0</td>
1205 <td align="right">3</td>
1206 </tr>
1207 <tr>
1208 <td align="left">Cindy Sherman</td>
1209 <td align="right">0</td>
1210 <td align="right">2</td>
1211 <td align="right">0</td>
1212 <td align="right">0</td>
1213 <td align="right">2</td>
1214 <td align="right">4</td>
1215 </tr>
1216 <tr>
1217 <td align="left">Clément Rodzielski</td>
1218 <td align="right">0</td>
1219 <td align="right">0</td>
1220 <td align="right">4</td>
1221 <td align="right">1</td>
1222 <td align="right">3</td>
1223 <td align="right">0</td>
1224 </tr>
1225 <tr>
1226 <td align="left">Eileen Quinlan</td>
1227 <td align="right">1</td>
1228 <td align="right">1</td>
1229 <td align="right">1</td>
1230 <td align="right">2</td>
1231 <td align="right">1</td>
1232 <td align="right">2</td>
1233 </tr>
1234 <tr>
1235 <td align="left">Jorge Pardo</td>
1236 <td align="right">1</td>
1237 <td align="right">0</td>
1238 <td align="right">2</td>
1239 <td align="right">1</td>
1240 <td align="right">2</td>
1241 <td align="right">2</td>
1242 </tr>
1243 <tr>
1244 <td align="left">Joyce Pensato</td>
1245 <td align="right">2</td>
1246 <td align="right">2</td>
1247 <td align="right">0</td>
1248 <td align="right">1</td>
1249 <td align="right">1</td>
1250 <td align="right">2</td>
1251 </tr>
1252 <tr>
1253 <td align="left">Lawrence Weiner</td>
1254 <td align="right">2</td>
1255 <td align="right">1</td>
1256 <td align="right">1</td>
1257 <td align="right">0</td>
1258 <td align="right">1</td>
1259 <td align="right">3</td>
1260 </tr>
1261 <tr>
1262 <td align="left">Liz Deschenes</td>
1263 <td align="right">0</td>
1264 <td align="right">3</td>
1265 <td align="right">0</td>
1266 <td align="right">1</td>
1267 <td align="right">4</td>
1268 <td align="right">0</td>
1269 </tr>
1270 <tr>
1271 <td align="left">Lucie Stahl</td>
1272 <td align="right">0</td>
1273 <td align="right">0</td>
1274 <td align="right">0</td>
1275 <td align="right">2</td>
1276 <td align="right">3</td>
1277 <td align="right">3</td>
1278 </tr>
1279 <tr>
1280 <td align="left">Martin Kippenberger</td>
1281 <td align="right">2</td>
1282 <td align="right">1</td>
1283 <td align="right">0</td>
1284 <td align="right">1</td>
1285 <td align="right">2</td>
1286 <td align="right">2</td>
1287 </tr>
1288 <tr>
1289 <td align="left">Michael Riedel</td>
1290 <td align="right">0</td>
1291 <td align="right">0</td>
1292 <td align="right">3</td>
1293 <td align="right">2</td>
1294 <td align="right">3</td>
1295 <td align="right">0</td>
1296 </tr>
1297 <tr>
1298 <td align="left">Sherrie Levine</td>
1299 <td align="right">0</td>
1300 <td align="right">3</td>
1301 <td align="right">1</td>
1302 <td align="right">1</td>
1303 <td align="right">1</td>
1304 <td align="right">2</td>
1305 </tr>
1306 <tr>
1307 <td align="left">Yngve Holen</td>
1308 <td align="right">0</td>
1309 <td align="right">0</td>
1310 <td align="right">1</td>
1311 <td align="right">1</td>
1312 <td align="right">5</td>
1313 <td align="right">1</td>
1314 </tr>
1315 <tr>
1316 <td align="left">Allison Katz</td>
1317 <td align="right">0</td>
1318 <td align="right">0</td>
1319 <td align="right">0</td>
1320 <td align="right">1</td>
1321 <td align="right">0</td>
1322 <td align="right">6</td>
1323 </tr>
1324 <tr>
1325 <td align="left">Andreas Slominski</td>
1326 <td align="right">0</td>
1327 <td align="right">1</td>
1328 <td align="right">2</td>
1329 <td align="right">1</td>
1330 <td align="right">2</td>
1331 <td align="right">1</td>
1332 </tr>
1333 <tr>
1334 <td align="left">Angela Bulloch</td>
1335 <td align="right">1</td>
1336 <td align="right">2</td>
1337 <td align="right">1</td>
1338 <td align="right">2</td>
1339 <td align="right">0</td>
1340 <td align="right">1</td>
1341 </tr>
1342 <tr>
1343 <td align="left">Ann Craven</td>
1344 <td align="right">1</td>
1345 <td align="right">0</td>
1346 <td align="right">2</td>
1347 <td align="right">0</td>
1348 <td align="right">0</td>
1349 <td align="right">4</td>
1350 </tr>
1351 <tr>
1352 <td align="left">Annette Kelm</td>
1353 <td align="right">0</td>
1354 <td align="right">0</td>
1355 <td align="right">2</td>
1356 <td align="right">2</td>
1357 <td align="right">2</td>
1358 <td align="right">1</td>
1359 </tr>
1360 <tr>
1361 <td align="left">Antoine Catala</td>
1362 <td align="right">0</td>
1363 <td align="right">0</td>
1364 <td align="right">0</td>
1365 <td align="right">1</td>
1366 <td align="right">3</td>
1367 <td align="right">3</td>
1368 </tr>
1369 <tr>
1370 <td align="left">Dan Rees</td>
1371 <td align="right">0</td>
1372 <td align="right">0</td>
1373 <td align="right">1</td>
1374 <td align="right">2</td>
1375 <td align="right">1</td>
1376 <td align="right">3</td>
1377 </tr>
1378 <tr>
1379 <td align="left">Douglas Gordon</td>
1380 <td align="right">1</td>
1381 <td align="right">2</td>
1382 <td align="right">0</td>
1383 <td align="right">1</td>
1384 <td align="right">1</td>
1385 <td align="right">2</td>
1386 </tr>
1387 <tr>
1388 <td align="left">Ei Arakawa</td>
1389 <td align="right">0</td>
1390 <td align="right">2</td>
1391 <td align="right">0</td>
1392 <td align="right">2</td>
1393 <td align="right">2</td>
1394 <td align="right">1</td>
1395 </tr>
1396 <tr>
1397 <td align="left">Elizabeth Peyton</td>
1398 <td align="right">0</td>
1399 <td align="right">0</td>
1400 <td align="right">0</td>
1401 <td align="right">0</td>
1402 <td align="right">2</td>
1403 <td align="right">5</td>
1404 </tr>
1405 <tr>
1406 <td align="left">Felix Gonzalez-Torres</td>
1407 <td align="right">1</td>
1408 <td align="right">0</td>
1409 <td align="right">3</td>
1410 <td align="right">1</td>
1411 <td align="right">0</td>
1412 <td align="right">2</td>
1413 </tr>
1414 <tr>
1415 <td align="left">Franz West</td>
1416 <td align="right">1</td>
1417 <td align="right">2</td>
1418 <td align="right">1</td>
1419 <td align="right">1</td>
1420 <td align="right">0</td>
1421 <td align="right">2</td>
1422 </tr>
1423 <tr>
1424 <td align="left">Gerwald Rockenschaub</td>
1425 <td align="right">1</td>
1426 <td align="right">2</td>
1427 <td align="right">1</td>
1428 <td align="right">2</td>
1429 <td align="right">1</td>
1430 <td align="right">0</td>
1431 </tr>
1432 <tr>
1433 <td align="left">Karen Kilimnik</td>
1434 <td align="right">0</td>
1435 <td align="right">1</td>
1436 <td align="right">0</td>
1437 <td align="right">1</td>
1438 <td align="right">1</td>
1439 <td align="right">4</td>
1440 </tr>
1441 <tr>
1442 <td align="left">Kaspar Müller</td>
1443 <td align="right">0</td>
1444 <td align="right">0</td>
1445 <td align="right">0</td>
1446 <td align="right">2</td>
1447 <td align="right">3</td>
1448 <td align="right">2</td>
1449 </tr>
1450 <tr>
1451 <td align="left">Keren Cytter</td>
1452 <td align="right">0</td>
1453 <td align="right">0</td>
1454 <td align="right">1</td>
1455 <td align="right">0</td>
1456 <td align="right">1</td>
1457 <td align="right">5</td>
1458 </tr>
1459 <tr>
1460 <td align="left">Kerstin Brätsch</td>
1461 <td align="right">1</td>
1462 <td align="right">1</td>
1463 <td align="right">1</td>
1464 <td align="right">1</td>
1465 <td align="right">2</td>
1466 <td align="right">1</td>
1467 </tr>
1468 <tr>
1469 <td align="left">Klara Liden</td>
1470 <td align="right">0</td>
1471 <td align="right">1</td>
1472 <td align="right">2</td>
1473 <td align="right">2</td>
1474 <td align="right">2</td>
1475 <td align="right">0</td>
1476 </tr>
1477 <tr>
1478 <td align="left">Lara Favaretto</td>
1479 <td align="right">0</td>
1480 <td align="right">1</td>
1481 <td align="right">1</td>
1482 <td align="right">1</td>
1483 <td align="right">3</td>
1484 <td align="right">1</td>
1485 </tr>
1486 <tr>
1487 <td align="left">Lucy McKenzie</td>
1488 <td align="right">0</td>
1489 <td align="right">0</td>
1490 <td align="right">2</td>
1491 <td align="right">1</td>
1492 <td align="right">2</td>
1493 <td align="right">2</td>
1494 </tr>
1495 <tr>
1496 <td align="left">Marlie Mul</td>
1497 <td align="right">0</td>
1498 <td align="right">0</td>
1499 <td align="right">1</td>
1500 <td align="right">2</td>
1501 <td align="right">1</td>
1502 <td align="right">3</td>
1503 </tr>
1504 <tr>
1505 <td align="left">Martin Creed</td>
1506 <td align="right">0</td>
1507 <td align="right">0</td>
1508 <td align="right">0</td>
1509 <td align="right">1</td>
1510 <td align="right">3</td>
1511 <td align="right">3</td>
1512 </tr>
1513 <tr>
1514 <td align="left">Miriam Cahn</td>
1515 <td align="right">0</td>
1516 <td align="right">1</td>
1517 <td align="right">0</td>
1518 <td align="right">2</td>
1519 <td align="right">0</td>
1520 <td align="right">4</td>
1521 </tr>
1522 <tr>
1523 <td align="left">Morag Keil</td>
1524 <td align="right">0</td>
1525 <td align="right">0</td>
1526 <td align="right">1</td>
1527 <td align="right">2</td>
1528 <td align="right">1</td>
1529 <td align="right">3</td>
1530 </tr>
1531 <tr>
1532 <td align="left">Moyra Davey</td>
1533 <td align="right">0</td>
1534 <td align="right">0</td>
1535 <td align="right">0</td>
1536 <td align="right">1</td>
1537 <td align="right">3</td>
1538 <td align="right">3</td>
1539 </tr>
1540 <tr>
1541 <td align="left">Nora Schultz</td>
1542 <td align="right">0</td>
1543 <td align="right">1</td>
1544 <td align="right">1</td>
1545 <td align="right">1</td>
1546 <td align="right">1</td>
1547 <td align="right">3</td>
1548 </tr>
1549 <tr>
1550 <td align="left">Olivier Mosset</td>
1551 <td align="right">0</td>
1552 <td align="right">1</td>
1553 <td align="right">0</td>
1554 <td align="right">1</td>
1555 <td align="right">2</td>
1556 <td align="right">3</td>
1557 </tr>
1558 <tr>
1559 <td align="left">R. H. Quaytman</td>
1560 <td align="right">2</td>
1561 <td align="right">1</td>
1562 <td align="right">1</td>
1563 <td align="right">2</td>
1564 <td align="right">0</td>
1565 <td align="right">1</td>
1566 </tr>
1567 <tr>
1568 <td align="left">Robert Morris</td>
1569 <td align="right">1</td>
1570 <td align="right">0</td>
1571 <td align="right">2</td>
1572 <td align="right">1</td>
1573 <td align="right">2</td>
1574 <td align="right">1</td>
1575 </tr>
1576 <tr>
1577 <td align="left">Rudolf Stingel</td>
1578 <td align="right">1</td>
1579 <td align="right">1</td>
1580 <td align="right">0</td>
1581 <td align="right">1</td>
1582 <td align="right">2</td>
1583 <td align="right">2</td>
1584 </tr>
1585 <tr>
1586 <td align="left">Sterling Ruby</td>
1587 <td align="right">0</td>
1588 <td align="right">1</td>
1589 <td align="right">3</td>
1590 <td align="right">0</td>
1591 <td align="right">2</td>
1592 <td align="right">1</td>
1593 </tr>
1594 <tr>
1595 <td align="left">Sylvie Fleury</td>
1596 <td align="right">0</td>
1597 <td align="right">2</td>
1598 <td align="right">1</td>
1599 <td align="right">3</td>
1600 <td align="right">0</td>
1601 <td align="right">1</td>
1602 </tr>
1603 <tr>
1604 <td align="left">Tauba Auerbach</td>
1605 <td align="right">1</td>
1606 <td align="right">1</td>
1607 <td align="right">1</td>
1608 <td align="right">2</td>
1609 <td align="right">1</td>
1610 <td align="right">1</td>
1611 </tr>
1612 <tr>
1613 <td align="left">Tobias Madison</td>
1614 <td align="right">0</td>
1615 <td align="right">0</td>
1616 <td align="right">2</td>
1617 <td align="right">1</td>
1618 <td align="right">3</td>
1619 <td align="right">1</td>
1620 </tr>
1621 <tr>
1622 <td align="left">Troy Brauntuch</td>
1623 <td align="right">1</td>
1624 <td align="right">1</td>
1625 <td align="right">1</td>
1626 <td align="right">1</td>
1627 <td align="right">2</td>
1628 <td align="right">1</td>
1629 </tr>
1630 <tr>
1631 <td align="left">Virginia Overton</td>
1632 <td align="right">0</td>
1633 <td align="right">0</td>
1634 <td align="right">1</td>
1635 <td align="right">2</td>
1636 <td align="right">1</td>
1637 <td align="right">3</td>
1638 </tr>
1639 <tr>
1640 <td align="left">Zin Taylor</td>
1641 <td align="right">0</td>
1642 <td align="right">1</td>
1643 <td align="right">0</td>
1644 <td align="right">2</td>
1645 <td align="right">2</td>
1646 <td align="right">2</td>
1647 </tr>
1648 </tbody></table>
1649
1650 <h2>Artist Clustering</h2>
1651
1652 <p>We can&#39;t cluster artists by texts as the text may not refer to them uiquely.</p>
1653
1654 <p>So we cluster artists by show, venue, and city appearances.</p>
1655
1656 <p><strong>Show:</strong></p>
1657
1658 <p>Cluster 1 : Josef Strau, Henrik Olesen.<br />
1659 Cluster 2 : Lutz Bacher, Rachel Harrison, John Miller, Wolfgang Tillmans.<br />
1660 Cluster 3 : Josh Smith, Matias Faldbakken, Alex Hubbard.<br />
1661 Cluster 4 : Richard Aldrich, Danh Vo, Nicolas Ceccaldi, Nikolas Gambaroff, Elad Lassry, Isa Genzken, Karl Holmqvist, Ken Okiishi, Pamela Rosenkranz, Sam Lewitt, B. Wurtz, Gedi Sibony, Josh Tonsfeldt, Kelley Walker, Merlin Carpenter, Michaela Meise, Michael Krebber, Simon Denny, Thomas Bayrle, Tobias Kaspar.<br />
1662 Cluster 5 : Oscar Tuazon.<br />
1663 Cluster 6 : Heimo Zobernig, Seth Price, Tom Burr, Wade Guyton, Claire Fontaine, Liam Gillick, Matthew Brannon, Allen Ruppersberg, Hans-Peter Feldmann, John Baldessari.<br />
1664 Cluster 7 : Jutta Koether, Mai-Thu Perret, Valentin Carron.<br />
1665 Cluster 8 : Nick Mauss, Josephine Pryde, Michaela Eichwald, Carissa Rodriguez, Louise Lawler</p>
1666
1667 <p><strong>Venue:</strong></p>
1668
1669 <p>Cluster 1 : Josh Smith, Matias Faldbakken, Liam Gillick, Valentin Carron, Hans-Peter Feldmann.<br />
1670 Cluster 2 : Josef Strau, Henrik Olesen.<br />
1671 Cluster 3 : Josephine Pryde, Carissa Rodriguez, Louise Lawler, Ken Okiishi.<br />
1672 Cluster 4 : Oscar Tuazon, Lutz Bacher, Rachel Harrison, Alex Hubbard.<br />
1673 Cluster 5 : Nick Mauss, Jutta Koether, Michaela Eichwald, Richard Aldrich, Sam Lewitt, Merlin Carpenter, Michael Krebber.<br />
1674 Cluster 6 : Nicolas Ceccaldi, Nikolas Gambaroff, Pamela Rosenkranz, Gedi Sibony, Michaela Meise.<br />
1675 Cluster 7 : Heimo Zobernig, Seth Price, Tom Burr, Wade Guyton, Claire Fontaine, Mai-Thu Perret, Matthew Brannon, Allen Ruppersberg, Elad Lassry, John Baldessari.<br />
1676 Cluster 8 : Danh Vo, John Miller, Wolfgang Tillmans, Isa Genzken, Karl Holmqvist, B. Wurtz, Josh Tonsfeldt, Kelley Walker, Simon Denny, Thomas Bayrle, Tobias Kaspar</p>
1677
1678 <p><strong>City:</strong></p>
1679
1680 <p>Cluster 1 : Oscar Tuazon, Lutz Bacher, Rachel Harrison, Alex Hubbard.<br />
1681 Cluster 2 : Nicolas Ceccaldi, Nikolas Gambaroff, Pamela Rosenkranz, Gedi Sibony, Michaela Meise.<br />
1682 Cluster 3 : Louise Lawler, Danh Vo, John Miller, Mai-Thu Perret, Wolfgang Tillmans, Elad Lassry, Isa Genzken, Karl Holmqvist, B. Wurtz, Josh Tonsfeldt, Kelley Walker, Simon Denny, Thomas Bayrle, Tobias Kaspar.<br />
1683 Cluster 4 : Josephine Pryde, Carissa Rodriguez, Ken Okiishi.<br />
1684 Cluster 5 : Josh Smith, Matias Faldbakken, Liam Gillick, Valentin Carron, Hans-Peter Feldmann.<br />
1685 Cluster 6 : Josef Strau, Henrik Olesen.<br />
1686 Cluster 7 : Nick Mauss, Jutta Koether, Michaela Eichwald, Richard Aldrich, Sam Lewitt, Merlin Carpenter, Michael Krebber.<br />
1687 Cluster 8 : Heimo Zobernig, Seth Price, Tom Burr, Wade Guyton, Claire Fontaine, Matthew Brannon, Allen Ruppersberg, John Baldessari</p>
1688
1689 <h1>Venues</h1>
1690
1691 <h2>Most Popular Venues</h2>
1692
1693 <table><thead>
1694 <tr>
1695 <th align="left">Venue</th>
1696 <th align="right">Shows</th>
1697 </tr>
1698 </thead><tbody>
1699 <tr>
1700 <td align="left">Friedrich Petzel, New York</td>
1701 <td align="right">26</td>
1702 </tr>
1703 <tr>
1704 <td align="left">Greene Naftali, New York</td>
1705 <td align="right">18</td>
1706 </tr>
1707 <tr>
1708 <td align="left">Capitain Petzel, Berlin</td>
1709 <td align="right">16</td>
1710 </tr>
1711 <tr>
1712 <td align="left">Eva Presenhuber, Zurich</td>
1713 <td align="right">16</td>
1714 </tr>
1715 <tr>
1716 <td align="left">Air de Paris, Paris</td>
1717 <td align="right">15</td>
1718 </tr>
1719 <tr>
1720 <td align="left">Bortolami, New York</td>
1721 <td align="right">15</td>
1722 </tr>
1723 <tr>
1724 <td align="left">David Kordansky, Los Angeles</td>
1725 <td align="right">15</td>
1726 </tr>
1727 <tr>
1728 <td align="left">Mezzanin, Vienna</td>
1729 <td align="right">14</td>
1730 </tr>
1731 <tr>
1732 <td align="left">Modern Art, London</td>
1733 <td align="right">14</td>
1734 </tr>
1735 <tr>
1736 <td align="left">Daniel Buchholz, Berlin</td>
1737 <td align="right">13</td>
1738 </tr>
1739 <tr>
1740 <td align="left">Lisa Cooley, New York</td>
1741 <td align="right">13</td>
1742 </tr>
1743 <tr>
1744 <td align="left">Secession, Vienna</td>
1745 <td align="right">13</td>
1746 </tr>
1747 <tr>
1748 <td align="left">Chantal Crousel, Paris</td>
1749 <td align="right">12</td>
1750 </tr>
1751 <tr>
1752 <td align="left">Miguel Abreu, New York</td>
1753 <td align="right">12</td>
1754 </tr>
1755 <tr>
1756 <td align="left">Overduin and Kite, Los Angeles</td>
1757 <td align="right">12</td>
1758 </tr>
1759 <tr>
1760 <td align="left">Andrew Kreps, New York</td>
1761 <td align="right">11</td>
1762 </tr>
1763 <tr>
1764 <td align="left">Balice Hertling, Paris</td>
1765 <td align="right">11</td>
1766 </tr>
1767 <tr>
1768 <td align="left">David Zwirner, New York</td>
1769 <td align="right">11</td>
1770 </tr>
1771 <tr>
1772 <td align="left">Richard Telles, Los Angeles</td>
1773 <td align="right">11</td>
1774 </tr>
1775 <tr>
1776 <td align="left">Wiels, Brussels</td>
1777 <td align="right">11</td>
1778 </tr>
1779 <tr>
1780 <td align="left">Barbara Weiss, Berlin</td>
1781 <td align="right">10</td>
1782 </tr>
1783 <tr>
1784 <td align="left">Clifton Benevento, New York</td>
1785 <td align="right">10</td>
1786 </tr>
1787 <tr>
1788 <td align="left">Mathew, Berlin</td>
1789 <td align="right">10</td>
1790 </tr>
1791 <tr>
1792 <td align="left">Paula Cooper, New York</td>
1793 <td align="right">10</td>
1794 </tr>
1795 <tr>
1796 <td align="left">Sprueth Magers, Berlin</td>
1797 <td align="right">10</td>
1798 </tr>
1799 <tr>
1800 <td align="left">Algus Greenspon, New York</td>
1801 <td align="right">9</td>
1802 </tr>
1803 <tr>
1804 <td align="left">Daniel Buchholz, Cologne</td>
1805 <td align="right">9</td>
1806 </tr>
1807 <tr>
1808 <td align="left">Francesca Pia, Zurich</td>
1809 <td align="right">9</td>
1810 </tr>
1811 <tr>
1812 <td align="left">Gio Marconi, Milan</td>
1813 <td align="right">9</td>
1814 </tr>
1815 <tr>
1816 <td align="left">Meyer Riegger, Karlsruhe</td>
1817 <td align="right">9</td>
1818 </tr>
1819 <tr>
1820 <td align="left">Micheline Szwajcer, Antwerp</td>
1821 <td align="right">9</td>
1822 </tr>
1823 <tr>
1824 <td align="left">Swiss Institute, New York</td>
1825 <td align="right">9</td>
1826 </tr>
1827 <tr>
1828 <td align="left">The Approach, London</td>
1829 <td align="right">9</td>
1830 </tr>
1831 <tr>
1832 <td align="left">UNTITLED, New York</td>
1833 <td align="right">9</td>
1834 </tr>
1835 </tbody></table>
1836
1837 <h2>Most Popular Venues By Year</h2>
1838
1839 <table><thead>
1840 <tr>
1841 <th align="left"></th>
1842 <th align="right">2008</th>
1843 <th align="right">2009</th>
1844 <th align="right">2010</th>
1845 <th align="right">2011</th>
1846 <th align="right">2012</th>
1847 <th align="right">2013</th>
1848 </tr>
1849 </thead><tbody>
1850 <tr>
1851 <td align="left">Friedrich Petzel, New York</td>
1852 <td align="right">2</td>
1853 <td align="right">5</td>
1854 <td align="right">7</td>
1855 <td align="right">3</td>
1856 <td align="right">5</td>
1857 <td align="right">4</td>
1858 </tr>
1859 <tr>
1860 <td align="left">Greene Naftali, New York</td>
1861 <td align="right">1</td>
1862 <td align="right">1</td>
1863 <td align="right">1</td>
1864 <td align="right">8</td>
1865 <td align="right">4</td>
1866 <td align="right">3</td>
1867 </tr>
1868 <tr>
1869 <td align="left">Capitain Petzel, Berlin</td>
1870 <td align="right">1</td>
1871 <td align="right">5</td>
1872 <td align="right">3</td>
1873 <td align="right">1</td>
1874 <td align="right">4</td>
1875 <td align="right">2</td>
1876 </tr>
1877 <tr>
1878 <td align="left">Eva Presenhuber, Zurich</td>
1879 <td align="right">0</td>
1880 <td align="right">6</td>
1881 <td align="right">3</td>
1882 <td align="right">2</td>
1883 <td align="right">3</td>
1884 <td align="right">2</td>
1885 </tr>
1886 <tr>
1887 <td align="left">Bortolami, New York</td>
1888 <td align="right">0</td>
1889 <td align="right">3</td>
1890 <td align="right">0</td>
1891 <td align="right">4</td>
1892 <td align="right">3</td>
1893 <td align="right">5</td>
1894 </tr>
1895 <tr>
1896 <td align="left">David Kordansky, Los Angeles</td>
1897 <td align="right">0</td>
1898 <td align="right">2</td>
1899 <td align="right">3</td>
1900 <td align="right">2</td>
1901 <td align="right">4</td>
1902 <td align="right">4</td>
1903 </tr>
1904 <tr>
1905 <td align="left">Air de Paris, Paris</td>
1906 <td align="right">1</td>
1907 <td align="right">1</td>
1908 <td align="right">3</td>
1909 <td align="right">1</td>
1910 <td align="right">4</td>
1911 <td align="right">4</td>
1912 </tr>
1913 <tr>
1914 <td align="left">Mezzanin, Vienna</td>
1915 <td align="right">0</td>
1916 <td align="right">2</td>
1917 <td align="right">5</td>
1918 <td align="right">1</td>
1919 <td align="right">2</td>
1920 <td align="right">4</td>
1921 </tr>
1922 <tr>
1923 <td align="left">Modern Art, London</td>
1924 <td align="right">0</td>
1925 <td align="right">1</td>
1926 <td align="right">4</td>
1927 <td align="right">4</td>
1928 <td align="right">3</td>
1929 <td align="right">2</td>
1930 </tr>
1931 <tr>
1932 <td align="left">Daniel Buchholz, Berlin</td>
1933 <td align="right">0</td>
1934 <td align="right">3</td>
1935 <td align="right">3</td>
1936 <td align="right">1</td>
1937 <td align="right">2</td>
1938 <td align="right">4</td>
1939 </tr>
1940 <tr>
1941 <td align="left">Lisa Cooley, New York</td>
1942 <td align="right">1</td>
1943 <td align="right">2</td>
1944 <td align="right">3</td>
1945 <td align="right">3</td>
1946 <td align="right">1</td>
1947 <td align="right">3</td>
1948 </tr>
1949 <tr>
1950 <td align="left">Secession, Vienna</td>
1951 <td align="right">1</td>
1952 <td align="right">1</td>
1953 <td align="right">2</td>
1954 <td align="right">3</td>
1955 <td align="right">4</td>
1956 <td align="right">2</td>
1957 </tr>
1958 <tr>
1959 <td align="left">Chantal Crousel, Paris</td>
1960 <td align="right">0</td>
1961 <td align="right">2</td>
1962 <td align="right">3</td>
1963 <td align="right">2</td>
1964 <td align="right">4</td>
1965 <td align="right">1</td>
1966 </tr>
1967 <tr>
1968 <td align="left">Overduin and Kite, Los Angeles</td>
1969 <td align="right">1</td>
1970 <td align="right">3</td>
1971 <td align="right">1</td>
1972 <td align="right">2</td>
1973 <td align="right">2</td>
1974 <td align="right">3</td>
1975 </tr>
1976 <tr>
1977 <td align="left">Andrew Kreps, New York</td>
1978 <td align="right">0</td>
1979 <td align="right">2</td>
1980 <td align="right">2</td>
1981 <td align="right">0</td>
1982 <td align="right">4</td>
1983 <td align="right">3</td>
1984 </tr>
1985 <tr>
1986 <td align="left">Balice Hertling, Paris</td>
1987 <td align="right">1</td>
1988 <td align="right">0</td>
1989 <td align="right">4</td>
1990 <td align="right">1</td>
1991 <td align="right">2</td>
1992 <td align="right">3</td>
1993 </tr>
1994 <tr>
1995 <td align="left">David Zwirner, New York</td>
1996 <td align="right">0</td>
1997 <td align="right">2</td>
1998 <td align="right">3</td>
1999 <td align="right">4</td>
2000 <td align="right">1</td>
2001 <td align="right">1</td>
2002 </tr>
2003 <tr>
2004 <td align="left">Miguel Abreu, New York</td>
2005 <td align="right">1</td>
2006 <td align="right">2</td>
2007 <td align="right">3</td>
2008 <td align="right">0</td>
2009 <td align="right">3</td>
2010 <td align="right">2</td>
2011 </tr>
2012 <tr>
2013 <td align="left">Richard Telles, Los Angeles</td>
2014 <td align="right">0</td>
2015 <td align="right">4</td>
2016 <td align="right">1</td>
2017 <td align="right">1</td>
2018 <td align="right">2</td>
2019 <td align="right">3</td>
2020 </tr>
2021 <tr>
2022 <td align="left">Wiels, Brussels</td>
2023 <td align="right">0</td>
2024 <td align="right">0</td>
2025 <td align="right">2</td>
2026 <td align="right">2</td>
2027 <td align="right">3</td>
2028 <td align="right">4</td>
2029 </tr>
2030 <tr>
2031 <td align="left">Clifton Benevento, New York</td>
2032 <td align="right">0</td>
2033 <td align="right">0</td>
2034 <td align="right">2</td>
2035 <td align="right">1</td>
2036 <td align="right">3</td>
2037 <td align="right">4</td>
2038 </tr>
2039 <tr>
2040 <td align="left">Mathew, Berlin</td>
2041 <td align="right">0</td>
2042 <td align="right">0</td>
2043 <td align="right">0</td>
2044 <td align="right">1</td>
2045 <td align="right">5</td>
2046 <td align="right">4</td>
2047 </tr>
2048 <tr>
2049 <td align="left">Paula Cooper, New York</td>
2050 <td align="right">1</td>
2051 <td align="right">2</td>
2052 <td align="right">2</td>
2053 <td align="right">0</td>
2054 <td align="right">3</td>
2055 <td align="right">2</td>
2056 </tr>
2057 <tr>
2058 <td align="left">Sprueth Magers, Berlin</td>
2059 <td align="right">1</td>
2060 <td align="right">4</td>
2061 <td align="right">2</td>
2062 <td align="right">2</td>
2063 <td align="right">1</td>
2064 <td align="right">0</td>
2065 </tr>
2066 <tr>
2067 <td align="left">Barbara Weiss, Berlin</td>
2068 <td align="right">0</td>
2069 <td align="right">2</td>
2070 <td align="right">1</td>
2071 <td align="right">0</td>
2072 <td align="right">3</td>
2073 <td align="right">3</td>
2074 </tr>
2075 <tr>
2076 <td align="left">Daniel Buchholz, Cologne</td>
2077 <td align="right">0</td>
2078 <td align="right">1</td>
2079 <td align="right">2</td>
2080 <td align="right">3</td>
2081 <td align="right">1</td>
2082 <td align="right">2</td>
2083 </tr>
2084 <tr>
2085 <td align="left">Francesca Pia, Zurich</td>
2086 <td align="right">1</td>
2087 <td align="right">3</td>
2088 <td align="right">2</td>
2089 <td align="right">1</td>
2090 <td align="right">0</td>
2091 <td align="right">2</td>
2092 </tr>
2093 <tr>
2094 <td align="left">Gio Marconi, Milan</td>
2095 <td align="right">2</td>
2096 <td align="right">2</td>
2097 <td align="right">1</td>
2098 <td align="right">2</td>
2099 <td align="right">2</td>
2100 <td align="right">0</td>
2101 </tr>
2102 <tr>
2103 <td align="left">Meyer Riegger, Karlsruhe</td>
2104 <td align="right">0</td>
2105 <td align="right">1</td>
2106 <td align="right">3</td>
2107 <td align="right">1</td>
2108 <td align="right">2</td>
2109 <td align="right">2</td>
2110 </tr>
2111 <tr>
2112 <td align="left">Micheline Szwajcer, Antwerp</td>
2113 <td align="right">0</td>
2114 <td align="right">1</td>
2115 <td align="right">3</td>
2116 <td align="right">0</td>
2117 <td align="right">4</td>
2118 <td align="right">1</td>
2119 </tr>
2120 <tr>
2121 <td align="left">Swiss Institute, New York</td>
2122 <td align="right">0</td>
2123 <td align="right">0</td>
2124 <td align="right">1</td>
2125 <td align="right">2</td>
2126 <td align="right">4</td>
2127 <td align="right">2</td>
2128 </tr>
2129 <tr>
2130 <td align="left">The Approach, London</td>
2131 <td align="right">0</td>
2132 <td align="right">3</td>
2133 <td align="right">3</td>
2134 <td align="right">1</td>
2135 <td align="right">0</td>
2136 <td align="right">2</td>
2137 </tr>
2138 <tr>
2139 <td align="left">Algus Greenspon, New York</td>
2140 <td align="right">0</td>
2141 <td align="right">0</td>
2142 <td align="right">0</td>
2143 <td align="right">0</td>
2144 <td align="right">5</td>
2145 <td align="right">3</td>
2146 </tr>
2147 <tr>
2148 <td align="left">Broadway 1602, New York</td>
2149 <td align="right">0</td>
2150 <td align="right">0</td>
2151 <td align="right">2</td>
2152 <td align="right">3</td>
2153 <td align="right">1</td>
2154 <td align="right">2</td>
2155 </tr>
2156 <tr>
2157 <td align="left">Catherine Bastide, Brussels</td>
2158 <td align="right">0</td>
2159 <td align="right">3</td>
2160 <td align="right">0</td>
2161 <td align="right">1</td>
2162 <td align="right">3</td>
2163 <td align="right">1</td>
2164 </tr>
2165 <tr>
2166 <td align="left">Cherry and Martin, Los Angeles</td>
2167 <td align="right">0</td>
2168 <td align="right">0</td>
2169 <td align="right">0</td>
2170 <td align="right">1</td>
2171 <td align="right">2</td>
2172 <td align="right">5</td>
2173 </tr>
2174 <tr>
2175 <td align="left">dépendance, Brussels</td>
2176 <td align="right">0</td>
2177 <td align="right">0</td>
2178 <td align="right">2</td>
2179 <td align="right">1</td>
2180 <td align="right">4</td>
2181 <td align="right">1</td>
2182 </tr>
2183 <tr>
2184 <td align="left">Elizabeth Dee, New York</td>
2185 <td align="right">1</td>
2186 <td align="right">1</td>
2187 <td align="right">3</td>
2188 <td align="right">2</td>
2189 <td align="right">0</td>
2190 <td align="right">1</td>
2191 </tr>
2192 <tr>
2193 <td align="left">Emanuel Layr, Vienna</td>
2194 <td align="right">0</td>
2195 <td align="right">0</td>
2196 <td align="right">0</td>
2197 <td align="right">4</td>
2198 <td align="right">3</td>
2199 <td align="right">1</td>
2200 </tr>
2201 <tr>
2202 <td align="left">Jacky Strenz, Frankfurt</td>
2203 <td align="right">0</td>
2204 <td align="right">2</td>
2205 <td align="right">2</td>
2206 <td align="right">1</td>
2207 <td align="right">1</td>
2208 <td align="right">2</td>
2209 </tr>
2210 <tr>
2211 <td align="left">Konrad Fischer, Berlin</td>
2212 <td align="right">0</td>
2213 <td align="right">1</td>
2214 <td align="right">3</td>
2215 <td align="right">1</td>
2216 <td align="right">3</td>
2217 <td align="right">0</td>
2218 </tr>
2219 <tr>
2220 <td align="left">Kunsthalle Zurich</td>
2221 <td align="right">0</td>
2222 <td align="right">1</td>
2223 <td align="right">2</td>
2224 <td align="right">1</td>
2225 <td align="right">2</td>
2226 <td align="right">2</td>
2227 </tr>
2228 <tr>
2229 <td align="left">Kunstverein Munich</td>
2230 <td align="right">0</td>
2231 <td align="right">0</td>
2232 <td align="right">1</td>
2233 <td align="right">1</td>
2234 <td align="right">2</td>
2235 <td align="right">4</td>
2236 </tr>
2237 <tr>
2238 <td align="left">Matthew Marks, New York</td>
2239 <td align="right">1</td>
2240 <td align="right">2</td>
2241 <td align="right">3</td>
2242 <td align="right">0</td>
2243 <td align="right">1</td>
2244 <td align="right">1</td>
2245 </tr>
2246 <tr>
2247 <td align="left">Max Hetzler, Berlin</td>
2248 <td align="right">1</td>
2249 <td align="right">3</td>
2250 <td align="right">1</td>
2251 <td align="right">3</td>
2252 <td align="right">0</td>
2253 <td align="right">0</td>
2254 </tr>
2255 <tr>
2256 <td align="left">Michael Werner, New York</td>
2257 <td align="right">0</td>
2258 <td align="right">4</td>
2259 <td align="right">1</td>
2260 <td align="right">0</td>
2261 <td align="right">2</td>
2262 <td align="right">1</td>
2263 </tr>
2264 <tr>
2265 <td align="left">UNTITLED, New York</td>
2266 <td align="right">0</td>
2267 <td align="right">0</td>
2268 <td align="right">2</td>
2269 <td align="right">2</td>
2270 <td align="right">1</td>
2271 <td align="right">3</td>
2272 </tr>
2273 <tr>
2274 <td align="left">Barbara Gladstone, New York</td>