CumInCAD is a Cumulative Index about publications in Computer Aided Architectural Design
supported by the sibling associations ACADIA, CAADRIA, eCAADe, SIGraDi, ASCAAD and CAAD futures

id ecaade2017_181
authors Balaban, Özgün and Tunçer, Bige
year 2017
title Visualizing and Analising Urban Leisure Runs by Using Sports Tracking Data
source Fioravanti, A, Cursi, S, Elahmar, S, Gargaro, S, Loffreda, G, Novembri, G, Trento, A (eds.), ShoCK! - Sharing Computational Knowledge! - Proceedings of the 35th eCAADe Conference - Volume 1, Sapienza University of Rome, Rome, Italy, 20-22 September 2017, pp. 533-540
summary Recently there has been a significant growth on the usage of personal fitness applications running on smart phones or fitness devices. These applications record millions of GPS points generated from the paths of runners. This data can be analyzed to comprehend behavior of runners within a specific location. In this study, using data generated from several sources such as Endomondo and Strava and other complementary data such as climate data, population data etc., we aim to find out the factors affecting running behavior in urban settings. For this purpose, visualizations of running activities are plotted with different variables by using BIG-DID, a software tool we developed as part of this study. Additionally, an evaluation of the tools used or can be used for data analysis and visualizations discussed. Finally, a linear regression model is introduced, which will be further developed in later stages of this study.
keywords Big Data; Urban Visualization; Fitness Applications; Leisure Runs
series eCAADe
email balaban_ozgun@mymail.sutd.edu.sg
full text file.pdf (11,822,284 bytes)
references Cumincad : CUMINCAD References : TOC for Robots

CumInCAD is a Cumulative Index about publications in Computer Aided Architectural Design
supported by the sibling associations ACADIA, CAADRIA, eCAADe, SIGraDi, ASCAAD and CAAD futures

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ijac201412401f4, b791, 581b, 0779, b5aa, 9111, ecaade2017_198ww, ecaade2016_ws-dleada68, 9d01, d843, 7b43, afb1, a937, 9e97, 53d0, 4cbd, bf36, ecaade2013r_011i7, ecaade2017_308hh, ecaade2014_226y58, af4c, 5d54, ae60, 7b12, ebad, d35d, 2a22, ascaad2014_030x8, 42f0, b5df, ab16, 38f1, ecaade2014_198l51, 46a3, 8e5a, ecaade2015_25i5, 5227, ecaade2017_079h, e335, 2c7f, 6ce4, 47ad, sigradi2015_8.186x12, ecaade2015_314a68, ecaade2015_114m22, 1cad, 5e8d, f454, sigradi2014_049f5, 8c72, 86c5, 2fdd, 333f, ecaade2014_066o15, 205d, d54e, caadria2017_027s9, 721f, 1d0b, 792c, caadria2017_018v7, b263, e181, 35dc, ecaade2014_132j29, ed02, 734b, ecaade2015_129p25, e3a7, 8bb9, 9620, acbd, caadria2017_094r25, ecaade2014_052j12, c257, 7afc, 3b56, fa90, 8323, ijac201412406g9, d520, 280b, 45ac, e6f6, e7ec, e5ad, ijac201513203i7, 5fa4, caadria2016_105x4, ecaade2017_164x, ff26, 2386, 6e6d, 6548, b64d, a384, bbf0, 021c, caadria2017_021c8, 2d28, fabe, ead7, b1cf, ecaade2016_162n44, 49f4, 5feb, 444c, 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acadia17_590e, dedc, a202, 6876, dbf0, 79ac, 28f9, 66ea, 5b29, 7bac, 62f0, caadria2016_809g34, dae5, bd62, 77ef, 5ff4, cc3d, 5b8c, 7e03, 976a, 97fc, c3ca, acadia14projects_189au, c077, sigradi2015_9.152x16, beac, bda6, f66c, 83bf, e44b, acadia17_201xx, 98c3, 6cc5, 5c52, ecaade2015_297c65, e671, 362a, 6382, fac8, b48f, ecaade2017_023jj, ascaad2014_025i6, c4ff, aad8, 2c11, 3ec9, 8f19, 5f3b, 56e2, eee7, bc54, 7e49, 7cc6, ijac201412401m3, cac3, 05fd, sigradi2013_271r, c30f, 6584, b616, fa66, 3ce6, 680d, b818, b85d, f6d0, ac52, 4952, b34e, 59a6, ecaade2016_157b43, 9f07, 4e8e, d888, ecaade2017_282u, 39d4, 1569, 6c18, 46b7, sigradi2013_117k, 7131, ca35, 2bb4, 30a2, 59d4, sigradi2016_479aa, 06ce, sigradi2015_sp_2.112h29, sigradi2013_41k, 0416, 21a3, f119, sigradi2016_382aa, ede7, af55, 78e5, e8ae, ecaade2017_008m, 51bd, 69c2, cf2c, 2704, 10a5, sigradi2015_10.177a20, e8bf, ijac201614102b3, 8a7f, 3478, 4fef, ecaade2014_140s31, ecaade2015_286w62, 81be, 602e, faeb, 2ef5, sigradi2015_3.221p4, d9f6, 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caadria2015_086l13, acadia14projects_375f, 2d1f, 0dee, cc2f, 52fd, acadia17_630c, bcd7, 8977, 4bcd, c69d, 4d1b, 79eb, 428a, ee97, ecaade2015_320p70, sigradi2016_770n, 858a, b079, acadia14_281z, acadia17_366s, ecaade2016_163k45, c018, 3810, 82b8, 4427, 1494, d3ab, ba22, cd15, 43c0, acadia17_640s, 2e93, 7a24, abe8, ecaade2016_132m37, 0100, cf57, 4063, 4c34, sigradi2014_239w8, acadia17_329bb, 40fd, 9db8, d7a5, 6da9, b169, ijac201614207d12, 673f, ad74, 57d1, ce72, 58ce, caadria2015_114u17, fc3a, ace4, 6d6a, acadia15_95a3, 0961, 49ab, d8da, 8932, acadia15_451w19, 997f, caadria2017_008b4, c40f, 1176, b0e5, f1f2, ecaade2014_226c59, 23c6, c54c, 58d0, 5113, 218e, a7c4, 9042, 39fb, 3faf, caadria2015_226m34, 186d, fa17, ascaad2014_017k1, 1f1d, 440b, d746, 669d, f695, 1fac, 5065, 34b5, sigradi2013_155, 83c3, a520, e529, bcfc, sigradi2013_248, f3d8, 3a32, a83c, sigradi2013_100f, 98ca, acadia17_26n, 650a, 1918, ca98, sigradi2016_817f, ca78, ecaade2014_201g52, ecaade2014_199x51, acadia15_185e7, 32cc, 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acadia14projects_681ai, e89c, bbde, acadia14_153a, f5cf, d1b1, 6d93, 35ba, 5a8b, 8d6b, e70b, 6fd1, d3d5, bf0d, b103, c494, acadia17_339kk, acadia14_199ab, 283d, 18c1, caadria2016_881a38, c55b, acadia14projects_719l, 41fa, sigradi2014_232o8, 15cb, ab5b, e6d8, fb80, 8969, fc43, 6fa8, 12b4, 0d3c, fe4e, 9c15, ecaade2015_227w49, 3270, a3ac, sigradi2015_11.142h25, bd80, c545, 27c1, e6d9, 9639, sigradi2016_756c, 2a2f, 90a9, 8967, 6baf, fd26, eb89, 0f06, 75b6, 42ed, fc04, 44f1, dd73, 3d03, 60fc, ecaade2016_mrto66, ecaade2016_021w5, 2466, sigradi2015_13.316v28, a9e9, ff24, acadia17_71kk, ecaade2016_182p49, acadia16_244j15, 9433, sigradi2013_401j, 1616, 8409, 479b, caadria2015_190k28, b8cf, 79e8, sigradi2016_360q, acadia16_270v16, e259, 4835, sigradi2015_8.239d14, c120, ac19, 3887, 7089, 598a, c810, acadia17_358mm, ijac201614208o13, sigradi2016_592q, 18c9, d35c, be23, b7d9, b276, 8679, acadia17_365g, c789, 3683, c010, acadia16_12z1, 186e, 82b7, ecaade2015_103l20, 1b44, acadia14_167y, 5baa, a9d8, acadia17_512i, 29ef, 20d6, f7f3, c306, 3f04, 3465, 996f, ecaade2014_168r40, 6c77, d8db, ecaade2017_032p, 1759, acadia17_500hh, 0ea3, 8ef0, 21b2, 8d66, aa4a, e348, caadria2016_663u28, caadria2017_021k8, 8d89, sigradi2016_522z, acadia17_648v, c02b, ecaade2015_100v19, ecaade2016_099n27, ecaade2017_199u, 10ad, f3fd, 4246, ff89, 9914, b732, a123, c3cb, 044a, ijac201412204c3, c931, aa25, 1afb, acadia17_414gg, caadria2015_073m10, d284, ef8b, 1565, 5808, c4f1, 9e98, 9384, b61a, 6f83, 7609, ecaade2015_53s9, 7c1a, 8574, fba5, c72c, 3f26, 565d, db23, caadria2017_142s37, 7599, 50fc, 612f, ijac201412404c8, 4030, 73e5, 4178, ff44, 5f99, fcb5, acadia16_214f14, 6284, b117, bfa4, e87b, 67f0, fc9e, d926, 797a, 1349, ecaade2017_jgok, 068a, 1c4f, 0776, 3193, f13e, f6e0, 7020, 38b0, 69f6, 9df8, bbc6, 06fe, 2b1b, 5ad4, b09f, 368c, 04a9, 3e0d, 7465, e8c5, 3212, 0988, 16ac, 3663, ecaade2015_193k40, cd6d, ecaade2014_024v7, 7800, 27bf, ijac201614306v3, 38c3, acadia16_342e20, e3c8, 7812, 62e6, 6242, 3858, 988d, 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ascaad2014_019x2, caadria2017_005o3, caadria2016_095l4, caadria2015_004i1, 5670, 22b1, 4358, 2305, 01a5, 9464, 16f7, sigradi2016_669bb, 2797, ecaade2014_121r27, b249, cfdf, f626, ascaad2014_029y7, 297b, 26bb, 16a7, 7689, 69bb, 6cb4, 1557, acadia17_640ii, ec29, 81e0, d7e5, ijac201614205j10, 189f, 6d8a, ed3c, b708, acadia14projects_609av, e253, 835a, 32aa, 72d1, 4214, 0f87, a8d8, 0e82, 9732, d83e, 35c8, 9fc1, 0763, 3252, 2815, ascaad2016_016r6, ijac201614303o2, 6dcb, sigradi2016_564jj, ecaade2017_201ww, ecaade2014_186i47, ecaade2014_084u19, b129, ecaade2014_143o32, 2f67, a51e, b6e1, 672c, 1b31, ijac201715105zz, b04a, e76e, 4af7, 02cb, 08d2, 1c7e, sigradi2016_559u, 6f21, caadria2015_162x24, e836, a390, caadria2015_010z1, c3dc, ad7d, c3aa, 31e9, a86c, 0493, sigradi2013_215, acadia17_248a, ascaad2016_042u16, 5cf9, c9a7, 6051, caadria2015_087s13, ecaade2015_229b51, 3ed5, 37a5, 9678, 74d1, 6822, ed12, d953, fd4e, b959, a1ca, 40a9, 3c32, cca8, d68b, 2d92, 38ac, 2bef, 2369, b903, e9db, 14d6, 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ecaade2015_83l16, 7186, 3012, ascaad2016_035n13, ad13, d6f0, d574, 72dd, acadia14projects_435ab, acadia17_36x, da61, 27ef, 668a, 476c, f4e5, 3481, 06f0, caadria2015_124d20, aaf6, 6fb2, ff4a, cc32, b83c, 59c4, b7a7, 1917, 53cb, d915, ebd3, caadria2015_015d3, 59d0, 0457, 7246, ecaade2015_113u21, 3943, 3827, c769, caadria2016_343d15, 0b5f, 4e77, 2722, 5a85, 8ece, ijac201614104j4, bdff, 1a88, acadia14_63an, 4a40, sigradi2013_342, c7ab, ecaade2015_309v67, f145, 682e, 3834, 2e2e, acadia17_212q, ecaade2017_039h, 34a5, 5fc9, acadia14projects_589f, c8d6, f726, acadia17_391a, 9512, b8c5, ea2e, 65a5, 903e, a3b7, 25d0, ecaade2016_021r5, sigradi2016_448dd, f1c0, sigradi2013_401g, 9d4e, 4ffb, 22a9, f879, f074, sigradi2016_601tt, sigradi2013_303u, ascaad2016_023d10, acadia17_90dd, 6f07, acadia15_357x15, f762, ecaade2015_161k34, 99b2, ecaade2014_224d57, ecaade2016_057p14, 4e37, 5083, acadia14_33aj, e7dd, b743, 5c5b, 428b, d49f, caadria2015_176s26, 0928, 31cc, 0454, eadb, ca2e, acadia16_24u2, d9ca, 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ascaad2014_031j9, ecaade2016_072f20, 4eac, 64da, e69f, 7953, b45d, de53, 61f9, acadia17_62pp, 95a4, fbfc, ecaade2015_209v46, 8093, 713e, sigradi2014_303e5, 8ae9, e1a2, ecaade2016_185e50, 17d2, 746e, 9859, a31b, ecaade2014_194h50, f42a, 3957, 9738, baec, d1d4, c6e1, af1c, f41d, 86b2, 15e3, caadria2017_096n26, 43bb, 4dec, 3661, 46a9, b454, edf3, 651b, 5715, f614, 615b, 8c37, ecaade2014_052m12, effe, e7df, 72fb, dee4, b8d5, 90f8, f1dc, 4ae0, ijac201513205h8, 1639, e03e, 1de8, ecaade2017_059xx, c65a, 13d7, bdf0, b999, 5a31, 83b3, ad28, de72, 2071, baa4, 33d2, f1b8, b566, ascaad2016_045a18, ecaade2017_059yy, 5718, ascaad2016_017e7, 1b77, ecaade2015_178h38, ijac201614208b14, 1c8d, 5e9f, ijac201614405l3, 4ff8, a3cd, caadria2015_142n23, ecaade2017_079g, ijac201614307u4, afa6, 20ac, 099a, acadia14projects_63b, sigradi2014_132r1, b7c2, a9c8, 5287, b099, acadia14_579aw, 263b, 52e8, 9a92, db32, 4ccc, 1b3e, d812, ae23, 3a2b, sigradi2013_183s, e096, 5516, acadia16_140z9, ecaade2015_38n7, da8c, 336c, 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ecaade2015_122o24, beee, c572, caadria2017_158v39, 371f, d0be, a208, 8a0b, 24b6, d20f, a11f, 384f, 3762, a24e, ecaade2015_81r15, 4799, 4662, b659, cf0a, 9fc4, 73f4, a1f8, 060a, ab36, 4a87, 87d1, 3db8, a445, caf1, 7c86, 5f85, ecaade2015_139b30, 639b, acadia17_82p, 5369, cc33, e1ee, 87f1, 7411, 707b, 30de, c8fa, 438e, c562, b65e, c5d9, 3254, ecaade2017_029hh, ecaade2017_265t, 19b1, 02b3, 909b, 718a, 2978, caadria2017_033p11, sigradi2016_360cc, 72c5, c75b, acadia17_348d, 2a1d, b9d5, d5ee, cb31, 6aa6, caadria2017_122a32, caadria2015_015f3, sigradi2015_sp_12.402z31, acadia17_366v, d129, e691, 85f0, f413, acadia17_678q, 6384, 9fbe, 106f, fe5b, ddc9, ecaade2014_089o21, ecaade2017_085d, a211, 2fce, ascaad2016_043o17, ecaade2017_282e, fe85, ecaade2016_121p33, 328f, sigradi2014_041b3, 7101, 3b1a, a629, 47e7, f9be, f983, ccac, 57a9, 32ed, c513, ecaade2017_054x, acadia17_570ff, 4891, f497, 278e, 316e, 52e9, ascaad2016_042d17, 96ea, 4fdd, ecaade2017_112yy, 5fd5, da83, 7a4a, c1bf, a466, 005e, 29f0, 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2062, 69c3, 5370, ecaade2017_152ee, 05ac, 7bbb, 27de, c762, acadia14projects_435ar, 6e41, acadia14projects_167t, 63e4, acadia14projects_579a, 465d, acadia17_650xx, ec13, 884e, ecaade2017_140oo, e662, d2d7, d303, sigradi2014_015b1, 2d90, 8e45, ijac201614405g3, e92c, 9fa7, e9af, 6221, c815, 75bb, acadia14_375ay, a163, 4dcf, ecaade2015_286a63, acadia14projects_43al, ecaade2015_253y57, 1e6e, ecaade2016_224r59, ecaade2015_17d2, bb14, 72e0, 313d, 6c9b, 1a9e, ecaade2015_17u2, e517, sigradi2015_3.268k5, ecaade2015_171g36, ecaade2016_140p39, ijac201412201r1, 8043, d825, 3cf9, 03cb, 4361, c6af, acadia17_222x, c1a4, 7355, sigradi2015_8.328j15, caadria2016_487k20, acadia17_562dd, 2088, acadia14_579b, 4bd5, cbf6, 2b30, 2e0a, ecaade2016_158g43, 3d82, a69b, adf0, 5625, ecaade2016_162l44, aeb2, abc6, 1124, d039, a28f, 31a5, 7fc5, d684, 0bb0, 3bf5, ecaade2016_105e29, a19a, 5eb6, 3390, bdf4, b1d8, f699, ecaade2017_277oo, fa30, d91b, 03aa, 8ba6, 0a12, ecaade2013r_019h10, sigradi2013_183v, 1e47, 35c9, 0c6d, sigradi2016_524dd, cd96, 80da, 9a4e, 8619, e0cb, acadia17_221mm, c511, 6139, 41d4, 3b73, 1cae, caadria2017_015e5, sigradi2015_8.264o14, c0a9, 7c02, ffd5, acadia15_161n6, 3f9c, 4dc0, 6665, 90ad, a38e, f352, ijac201715102m, e729, 6840, 584f, acadia14_681af, 2cab, 4524, bb10, cb54, d5df, 36d0, 66db, 8804, d6e8, e114, c420, ascaad2014_037i2, ecaade2013r_003y2, af3b, acadia17_101u, acadia14projects_389f, da93, 1c0a, ecaade2014_084n19, 0ea5, 053e, a267, 6091, ijac201412403s6, acadia17_391xx, caadria2016_579m24, b96d, 575c, 1831, caadria2015_162z24, 421f, 9e76, ecaade2017_130vv, ecaade2014_019i5, 896b, 835b, 84b4, 8378, 360b, d633, 7f6b, 890f, ijac201614205h10, a848, ecaade2016_079u23, acadia14projects_619ad, 01bc, fa27, 84ae, 83c8, a9b1, 1a3b, ecaade2014_046r11, c6b4, 1da2, df23, e0f9, ecaade2014_023p6, 7e9d, e8d3, d5c0, ijac201412406i9, sigradi2014_141r2, 998e, caadria2015_206b30, 32f6, 6394, ecaade2017_ws-archiedubb, 0e2b, 1980, c091, acadia15_185s7, sigradi2016_407n, 32de, 8652, 8c2a, 5ef2, 2119, b199, 2240, 48af, 4a83, 1bc5, 7ff3, 9699, b920, acadia17_80d, 7758, acadia15_407t17, sigradi2016_590k, b92a, 2b8d, f67c, 17a0, ecaade2016_210y53, a917, cffc, cd13, 5a3a, 5393, 2e98, d779, sigradi2016_816yy, 40bc, c287, 6f87, 7271, acadia16_280j17, acadia14_507ae, ce9e, sigradi2015_11.136x24, 3946, 7dd8, bb55, ae8a, b61f, ecaade2016_243v64, acadia17_110aa, a858, 1b80, caadria2016_579k24, 1bf4, 2b71, 39f4, dc2c, 1bff, 35e3, sigradi2016_407u, caadria2017_015y5, 38c1, ecf8, 0923, cd51, 39d7, db2b, a9f7, ecaade2014_139b31, f70e, sigradi2016_614u, 33ab, d6c6, cdb9, 6841, a6a6, caadria2017_051y16, aa1a, 7354, ae0f, 1a94, acadia14_473am, b66f, f1f7, 3e67, 393a, 6263, 8ecd, ecaade2016_167b48, sigradi2016_592x, caadria2017_101g27, 2ced, ecaade2017_039b, ascaad2016_045w18, 601e, baed, 07e8, e3fb, 17fc, 06cf, 0404, 6f76, e3ff, 1dbe, ecaade2013r_019i10, 27df, ijac201513201e6, fa8a, 1dba, ecaade2015_138w26, b0b3, ecaade2017_249b, 1386, b9ec, eee8, 6de6, b2a6, 25b6, acadia15_195b8, acadia15_211s8, ecaade2015_91h18, acadia16_352f22, 5cc8, sigradi2016_817r, 53fb, 4532, e451, 85b7, dd70, 1b91, 17db, acadia16_260t16, 2d65, 15f1, bcce, acadia14projects_327d, b9b5, 56f3, 264f, fc4c, 2ebf, 9c4c, 97e3, 6e2a, c3db, a3dd, f0ab, 2da9, ecfa, ecaade2015_256a58, 4354, 9996, d730, 6096, bb07, sigradi2014_239h9, 5f51, 56f5, 4de8, 31d6, 57a0, 30f9, 129a, f66f, 575a, acadia14_189ay, ascaad2014_032u9, 90e6, 6c41, c248, 1dd4, ecaade2017_061d, f557, 0d36, cb8c, eda8, caadria2015_016s3, 2ecc, c66a, 9f87, d6fa, acadia17_455aa, 2c9a, 9665, 78af, ee34, ijac201614402y1, 9103, 51bf, 53cd, 1291, 2c68, 2f51, 90e0, 1641, ecaade2013r_003g3, 55fa, 0184, acadia17_274jj, a33d, 582b, acadia17_163mm, caadria2016_507r21, 9808, 747f, 125e, c311, 7087, 5183, a4fc, cd04, 83f1, 000d, c806, 8cfe, 28ef, 670e, acadia14projects_153ak, 4288, 8e07, ecaade2016_221s56, da6e, ecaade2016_038e10, 74e6, 8998, 942c, 6ac5, 2eb5, e23b, acadia17_290l, 4cfb, 7a0a, 58df, e734, 5cb5, dc8a, 8ee2, 7346, c121, ecaade2015_84b17, caadria2016_487m20, b61d, 1a0d, 4344, 565c, 010f, 2534, c5cf, 46f6, ecaade2016_068j18, ecaade2017_225qq, 3158, 05a0, ecaade2016_154e42, e4cf, acadia14_365ao, 4a73, 02c7, 7088, acadia16_344p21, aaf5, ijac201513306h13, 15e0, caadria2015_073b10, 814e, caadria2017_023c9, 09de, sigradi2016_455g, sigradi2013_160i, 6628, edbf, 0576, 79a9, ef39, f816, 691c, 99c4, sigradi2016_522x,