Data for "Discovery of Everyday Human Activities From Long-term Visual Behaviour Using Topic Models" (doi:10.18419/darus-3231)

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Part 2: Study Description
Part 3: Data Files Description
Part 4: Variable Description
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Data for "Discovery of Everyday Human Activities From Long-term Visual Behaviour Using Topic Models"

doi:10.18419/darus-3231

DaRUS

2022-10-28

1

Bulling, Andreas, 2022, "Data for "Discovery of Everyday Human Activities From Long-term Visual Behaviour Using Topic Models"", https://doi.org/10.18419/darus-3231, DaRUS, V1, UNF:6:ED4k3r2vTuaHMlglWvQ+Gw== [fileUNF]

Data for "Discovery of Everyday Human Activities From Long-term Visual Behaviour Using Topic Models"

doi:10.18419/darus-3231

Bulling, Andreas (Universität Stuttgart)

Forderer, Sonja

Hoppe, Sabrina

EXC 284 - 39134088

EXC 284 - 39134088

DaRUS

Bulling, Andreas

Perceptual User Interfaces

2022-10-18

https://doi.org/10.18419/darus-3231

Computer and Information Science

Activity Recognition, Signal Processing

<p>We were able to record a dataset of more than 80 hours of eye tracking data. The dataset comprises 7.8 hours of outdoor activities, 14.3 hours of social interaction, 31.3 hours of focused work, 8.3 hours of travel, 39.5 hours of reading, 28.7 hours of computer work, 18.3 hours of watching media, 7 hours of eating, and 11.4 hours of other (special) activities. Note that annotations are not mutually exclusive, i.e. these durations should be seen independently and sum up to more than the actual dataset size. Most of our participants were students and wore the eye tracker through one day of their normal university life. This is reflected in the overall predominant activities, namely focused work, reading, and computer work.</p> <p>Otherwise, as can also be seen from the table, our dataset contains significant variability with respect to participants’ daily routines and consequently the number, type, and distribution of activities that they performed. For example, while P1 wore the eye tracker during a normal working day at the university, P7 and P9 recorded at a weekend and stayed at home all day mainly reading and working on the computer (P7) or watching movies (P9) with little or no social interactions.</p>

The data is only to be used for non-commercial scientific purposes.

Julian Steil and Andreas Bulling. 2015. Discovery of Everyday Human Activities From Long-term Visual Behaviour Using Topic Models. In Proceedings of the ACM International Joint Conference on Pervasive and Ubiquitous Computing (UbiComp), pp.75-85.

10.1145/2750858.2807520

Julian Steil and Andreas Bulling. 2015. Discovery of Everyday Human Activities From Long-term Visual Behaviour Using Topic Models. In Proceedings of the ACM International Joint Conference on Pervasive and Ubiquitous Computing (UbiComp), pp.75-85.

• Number of cases: 769610

• No. of variables per record: 9

• Type of File: text/tab-separated-values

UNF:6:uJ/vHM8vm+jt4UaB9sjUFg==

• Number of cases: 665790

• No. of variables per record: 9

• Type of File: text/tab-separated-values

UNF:6:DC6OwpJv5Ygk+2dV8MP6pg==

• Number of cases: 790638

• No. of variables per record: 9

• Type of File: text/tab-separated-values

UNF:6:/R9psLi6u8kxr7TQk88R5Q==

• Number of cases: 805900

• No. of variables per record: 1

• Type of File: text/tab-separated-values

UNF:6:rooGNwiAulNlMV61wxwT3g==

• Number of cases: 714476

• No. of variables per record: 9

• Type of File: text/tab-separated-values

UNF:6:H/LgoFX3h4GCVC9jm+Zk8w==

• Number of cases: 684865

• No. of variables per record: 9

• Type of File: text/tab-separated-values

UNF:6:ZK3P1/2Q6rfgKaBXvJ7Dvg==

• Number of cases: 821033

• No. of variables per record: 1

• Type of File: text/tab-separated-values

UNF:6:e+zBXrUqyiKhK8j+WggZog==

• Number of cases: 414316

• No. of variables per record: 9

• Type of File: text/tab-separated-values

UNF:6:8GFYJtitgJZ5SNL4QdudXA==

• 0.260341 - 0.260341
• 0.740435 - 0.740435
• 0.833168 - 0.833168
• 0.616542 - 0.616542
• 47760.320136 - 47760.320136
• 1.222016 - 1.222016
• 70.951561 - 70.951561
• 31.714699 - 31.714699
• 136.696075 - 136.696075
• 0.396886 - 0.396886
• 0.563518 - 0.563518
• 0.728780 - 0.728780
• 0.429478 - 0.429478
• 41112.104513 - 41112.104513
• 0.831411 - 0.831411
• 45.835861 - 45.835861
• 32.641315 - 32.641315
• 142.024170 - 142.024170
• 0.255651 - 0.255651
• 0.613549 - 0.613549
• 0.768529 - 0.768529
• 0.568680 - 0.568680
• 38589.960423 - 38589.960423
• 0.738598 - 0.738598
• 86.541580 - 86.541580
• 46.683418 - 46.683418
• 146.369949 - 146.369949
• 0;38406.140997;10:40:06;computer_work;using computer; start recording;0;0;0;0;0;1;0;0;0 - 0;38406.140997;10:40:06;computer_work;using computer; start recording;0;0;0;0;0;1;0;0;0
• 0.349629 - 0.349629
• 0.895855 - 0.895855
• 0.682174 - 0.682174
• 0.549706 - 0.549706
• 38406.124244 - 38406.124244
• 1.142943 - 1.142943
• 50.059044 - 50.059044
• 34.289467 - 34.289467
• 135.638992 - 135.638992
• 0.287772 - 0.287772
• 0.339097 - 0.339097
• 0.688942 - 0.688942
• 0.619283 - 0.619283
• 47507.755260 - 47507.755260
• 1.070301 - 1.070301
• 65.008438 - 65.008438
• 42.545601 - 42.545601
• 145.892792 - 145.892792
• 0;29821.087482;08:17:01;computer_work;checking camera; start recording;0;0;0;0;0;1;0;0;0 - 0;29821.087482;08:17:01;computer_work;checking camera; start recording;0;0;0;0;0;1;0;0;0
• 0.319174 - 0.319174
• 0.867953 - 0.867953
• 0.707887 - 0.707887
• 0.295936 - 0.295936
• 29821.054588 - 29821.054588
• 1.200532 - 1.200532
• 88.704971 - 88.704971
• 57.237972 - 57.237972
• 137.536713 - 137.536713

f165905 Location:

Summary Statistics: Max. 6.358993; Mean 0.3463354605982247; Min. -3.404335; Valid 769610.0; StDev 0.304344382261196

Variable Format: numeric

Notes: UNF:6:bMctUxm9biQivGSD8XgDcw==

f165905 Location:

Summary Statistics: Min. -12.820754; Mean 0.43287777689738954; Valid 769610.0; StDev 0.35103416630263395; Max. 9.496477

Variable Format: numeric

Notes: UNF:6:d3dEMWRHTjPg9lOqn9AHsQ==

f165905 Location:

Summary Statistics: Valid 769610.0; Max. 0.979261; StDev 0.045735910795198696; Mean 0.7651673099920739; Min. 0.065258;

Variable Format: numeric

Notes: UNF:6:0A8rNh8SXqX0yBcZrDJNNg==

f165905 Location:

Summary Statistics: Min. 0.037544; Max. 0.94428; StDev 0.11829462188071445; Valid 769610.0; Mean 0.4472909481893426;

Variable Format: numeric

Notes: UNF:6:HTRg8JYjD7loPThD/Pb4Wg==

f165905 Location:

Summary Statistics: Min. 47760.356388; Mean 62724.43289160058; StDev 8505.24708281884; Max. 77308.148713; Valid 769610.0

Variable Format: numeric

Notes: UNF:6:mOIO13l9+hUJarTWdbNQ1w==

f165905 Location:

Summary Statistics: Max. 1.289386; Min. 0.6; Valid 769610.0; StDev 0.14743253244761328; Mean 1.042270297822291

Variable Format: numeric

Notes: UNF:6:qCpFZbcf50jaiaA6Q0A7aA==

f165905 Location:

Summary Statistics: Max. 149.998047; Min. 17.947079; Valid 769610.0; StDev 17.503277063711916; Mean 72.42871341943454;

Variable Format: numeric

Notes: UNF:6:oDv9ilWtWCDUYdPfRtZ3rA==

f165905 Location:

Summary Statistics: Min. 6.038093; StDev 18.16998818969269; Max. 145.303223; Valid 769610.0; Mean 52.88402141663829

Variable Format: numeric

Notes: UNF:6:7PuFNw+zKGq3HCXxaXQP6A==

f165905 Location:

Summary Statistics: Max. 179.999786; Min. 0.0; Valid 769610.0; StDev 32.605958357622036; Mean 126.88891698212473

Variable Format: numeric

Notes: UNF:6:pW/sXVpVBa7jUuNsJyeGtw==

f165893 Location:

Summary Statistics: StDev 0.11726397917327541; Max. 4.22185; Mean 0.5354456509349795; Valid 665790.0; Min. 0.027776

Variable Format: numeric

Notes: UNF:6:jCK/Mp/yvnueFLeHKQd2qw==

f165893 Location:

Summary Statistics: Valid 665790.0; Min. -2.86103; Mean 0.3269901383769659; Max. 11.551277; StDev 0.33623495085796173

Variable Format: numeric

Notes: UNF:6:LcGSRNqmE6xdB3jLl07gLw==

f165893 Location:

Summary Statistics: Max. 0.980124; Valid 665790.0; StDev 0.046931955386418416; Min. 0.14406; Mean 0.6672882439913486

Variable Format: numeric

Notes: UNF:6:sigcqhpegHYKZNke8kBDWQ==

f165893 Location:

Summary Statistics: Mean 0.37019685478454206; Max. 0.954131; Valid 665790.0; Min. 0.033571; StDev 0.10842344163786961;

Variable Format: numeric

Notes: UNF:6:FOZkllKhuJ5G3vuvl2yVIQ==

f165893 Location:

Summary Statistics: StDev 8232.824500378807; Mean 54502.20864809651; Max. 70123.636541; Min. 41112.139619; Valid 665790.0

Variable Format: numeric

Notes: UNF:6:ZvxCzg/kOZAG4/1IiDdzKA==

f165893 Location:

Summary Statistics: Max. 1.234106; StDev 0.14081024794307734; Min. 0.600003; Mean 0.9970687306447811; Valid 665790.0

Variable Format: numeric

Notes: UNF:6:mqB4SGCwiwzN6Aa7UicyBw==

f165893 Location:

Summary Statistics: Mean 58.55929087692516; StDev 18.115748709839128; Valid 665790.0; Min. 17.34086; Max. 149.985001

Variable Format: numeric

Notes: UNF:6:270mSrr1QdqN7gdO6IBGhQ==

f165893 Location:

Summary Statistics: StDev 15.185593826527176; Valid 665790.0; Mean 46.219617082919505; Max. 147.166473; Min. 6.097862;

Variable Format: numeric

Notes: UNF:6:VEsUOwlX9JVhdCUt27YKDQ==

f165893 Location:

Summary Statistics: Valid 665790.0; StDev 33.07098963937926; Max. 180.0; Min. 0.0; Mean 128.51808114147403;

Variable Format: numeric

Notes: UNF:6:aOztLIo26CpfFv5PygxuAw==

f165908 Location:

Summary Statistics: Min. -0.89631; Valid 790638.0; Mean 0.49100299383029933; StDev 0.14401819245685607; Max. 1.006165

Variable Format: numeric

Notes: UNF:6:8PRSolp+VHGEL9afel0gLg==

f165908 Location:

Summary Statistics: Mean -0.22675672554190474; StDev 1.0098833851244924; Valid 790638.0; Max. 9.099695; Min. -32.368901

Variable Format: numeric

Notes: UNF:6:MtEDakLG2QM1ZLUKNWZ3zg==

f165908 Location:

Summary Statistics: Mean 0.6695181525679262; StDev 0.052232041004139265; Max. 0.978915; Min. 0.087366; Valid 790638.0;

Variable Format: numeric

Notes: UNF:6:F/WX5jAoGyrWFn+X6RohLw==

f165908 Location:

Summary Statistics: StDev 0.11205031140051659; Valid 790638.0; Mean 0.44046967860133185; Min. 0.03559; Max. 0.943188;

Variable Format: numeric

Notes: UNF:6:VgGm5CK/p/VzX+Sp0F7ctQ==

f165908 Location:

Summary Statistics: Max. 69668.509879; Min. 38590.010984; Valid 790638.0; StDev 8914.72989507535; Mean 54328.263496439096;

Variable Format: numeric

Notes: UNF:6:Mxt3k+2VnIPXVVKekGq6Sg==

f165908 Location:

Summary Statistics: Mean 0.9919458043478878; StDev 0.13686974616553552; Min. 0.600003; Valid 790638.0; Max. 1.291965;

Variable Format: numeric

Notes: UNF:6:qwAWYUcPUYCN/+az2GthKg==

f165908 Location:

Summary Statistics: Valid 790638.0; Min. 16.331633; Max. 149.990311; StDev 23.99392040957415; Mean 76.68221398310735

Variable Format: numeric

Notes: UNF:6:H74XApHfvie6YCDU1uMyPg==

f165908 Location:

Summary Statistics: Mean 61.146743653086475; Max. 142.024521; StDev 22.24574079813025; Min. 6.158562; Valid 790638.0

Variable Format: numeric

Notes: UNF:6:DYtKekvUyin9aHLdFAJ+7g==

f165908 Location:

Summary Statistics: StDev 34.43607862658432; Mean 121.00908098535493; Min. 0.0; Valid 790638.0; Max. 179.999252

Variable Format: numeric

Notes: UNF:6:/4iNK+cu/rW2aDzfDoSbGg==

f165913 Location:

Variable Format: character

Notes: UNF:6:rooGNwiAulNlMV61wxwT3g==

f165907 Location:

Summary Statistics: Min. -1.717264; Mean 0.4357230525294059; Max. 1.797032; Valid 714476.0; StDev 0.21912192599958152

Variable Format: numeric

Notes: UNF:6:Tk6ri3feeDWnIxlPWYLPMA==

f165907 Location:

Summary Statistics: Max. 11.729944; Valid 714476.0; StDev 0.7337444845807792; Mean 0.6591337897130205; Min. -5.866781;

Variable Format: numeric

Notes: UNF:6:BSVeQfbvP7lRRlL7hl8z3A==

f165907 Location:

Summary Statistics: StDev 0.07859007739695717; Valid 714476.0; Max. 0.966442; Mean 0.6213642667983241; Min. 0.040585

Variable Format: numeric

Notes: UNF:6:M2dYAGn0AqVtbFhzVhQGZw==

f165907 Location:

Summary Statistics: StDev 0.1677527224975762; Valid 714476.0; Min. 0.033391; Max. 0.963535; Mean 0.42604428696415386;

Variable Format: numeric

Notes: UNF:6:OnldGiPFFOchwiipIoOSUA==

f165907 Location:

Summary Statistics: Min. 38406.16028; StDev 8399.762415750205; Valid 714476.0; Max. 67217.964484; Mean 52281.22844455841

Variable Format: numeric

Notes: UNF:6:2sOSxdvkHD4KqdW+rFLuAw==

f165907 Location:

Summary Statistics: Valid 714476.0; Mean 1.0148711122067249; Max. 1.290816; Min. 0.6; StDev 0.1529161438661869;

Variable Format: numeric

Notes: UNF:6:XgsHwxqD1LwSAeW1Tz4aog==

f165907 Location:

Summary Statistics: Min. 17.063574; Valid 714476.0; Mean 56.88527670727771; Max. 149.98497; StDev 16.691237992885135;

Variable Format: numeric

Notes: UNF:6:6TtsC9p6B+dIjB4PlcFO4A==

f165907 Location:

Summary Statistics: StDev 15.745603151026407; Max. 142.138397; Min. 6.099302; Valid 714476.0; Mean 46.10014171212048

Variable Format: numeric

Notes: UNF:6:CDbDc04wc8BsJj2px9P0Ag==

f165907 Location:

Summary Statistics: Mean 109.84219983851797; StDev 50.53783709371106; Valid 714476.0; Min. 0.0; Max. 180.0

Variable Format: numeric

Notes: UNF:6:/pIj2O5KdrYWZ+FjJSCYwA==

f165900 Location:

Summary Statistics: Valid 684865.0; Max. 3.142328; Min. -0.982423; StDev 0.2700712189702064; Mean 0.5850218776094549;

Variable Format: numeric

Notes: UNF:6:40jqJNfnIHIc8LEmQXFmvw==

f165900 Location:

Summary Statistics: Max. 12.388603; Min. -3.575003; StDev 0.5618555826485992; Valid 684865.0; Mean 0.30421531813130986;

Variable Format: numeric

Notes: UNF:6:BeebuClIUpho7mAmdOI98A==

f165900 Location:

Summary Statistics: StDev 0.07787595354101329; Min. 0.027431; Valid 684865.0; Max. 0.97297; Mean 0.5921858261379982

Variable Format: numeric

Notes: UNF:6:wOPHv6l7FBY8C4CieulgzQ==

f165900 Location:

Summary Statistics: Min. 0.039851; StDev 0.13860452402716802; Max. 0.948887; Mean 0.589237596427033; Valid 684865.0;

Variable Format: numeric

Notes: UNF:6:UCLAFBQ1IIqyxdlVj2QJWA==

f165900 Location:

Summary Statistics: Min. 47507.786349; StDev 8510.132795313559; Max. 75912.164738; Valid 684865.0; Mean 61839.57044808402

Variable Format: numeric

Notes: UNF:6:ec6/tdzOJtWu9eUIkqJMEQ==

f165900 Location:

Summary Statistics: Valid 684865.0; Min. 0.600007; Mean 1.0112542820672739; Max. 1.274148; StDev 0.14941635778740772;

Variable Format: numeric

Notes: UNF:6:5VP0cCFkycgBnKIJirYNcA==

f165900 Location:

Summary Statistics: StDev 22.772653525915608; Min. 15.373527; Mean 72.7328958132334; Valid 684865.0; Max. 149.992935

Variable Format: numeric

Notes: UNF:6:ATdtpYlTb3+zxpEE5WuhcA==

f165900 Location:

Summary Statistics: Max. 144.594193; Min. 5.709547; Valid 684865.0; Mean 58.10227596391845; StDev 21.836568072290497

Variable Format: numeric

Notes: UNF:6:7yxvA/izTfY1UfaKrqZOCA==

f165900 Location:

Summary Statistics: Mean 111.97655633315314; StDev 34.02491640173795; Valid 684865.0; Min. 0.0; Max. 180.0

Variable Format: numeric

Notes: UNF:6:zjJVcDFY7GPlSSB7jC/mbg==

f165909 Location:

Variable Format: character

Notes: UNF:6:e+zBXrUqyiKhK8j+WggZog==

f165912 Location:

Summary Statistics: Valid 414316.0; Min. -4.404596; StDev 1.0723345170095948; Mean 1.0211409052052072; Max. 18.047059

Variable Format: numeric

Notes: UNF:6:g9ynJrlPSPwIyrfNW+ecbg==

f165912 Location:

Summary Statistics: Min. -5.96052; StDev 2.1864505194541413; Valid 414316.0; Mean 2.6174152281133276; Max. 31.562759

Variable Format: numeric

Notes: UNF:6:wWmlOdVmu4gb0XSfk/GWBg==

f165912 Location:

Summary Statistics: Valid 414316.0; StDev 0.07216518565739435; Max. 0.978566; Min. 0.048987; Mean 0.6910207870152252

Variable Format: numeric

Notes: UNF:6:w3q8gayXGyc3sKOlYz4+Pw==

f165912 Location:

Summary Statistics: Valid 414316.0; Mean 0.5026108163020485; Max. 0.96736; Min. 0.033353; StDev 0.17112588642884807;

Variable Format: numeric

Notes: UNF:6:/rg6NoMvQUKefwQLzh1Fbg==

f165912 Location:

Summary Statistics: StDev 7610.934349741612; Mean 41946.05309984461; Valid 414316.0; Min. 29821.090446; Max. 58629.721527

Variable Format: numeric

Notes: UNF:6:zlWvHYtz0ZM7ntovzAIqGA==

f165912 Location:

Summary Statistics: Valid 414316.0; Max. 1.244851; Mean 0.9268641070052741; Min. 0.600001; StDev 0.17507863155916029

Variable Format: numeric

Notes: UNF:6:mmO0IGX+J1ePr+k6a9zwTA==

f165912 Location:

Summary Statistics: Min. 15.74637; StDev 25.923813449310746; Valid 414316.0; Max. 150.000824; Mean 71.09286914459733;

Variable Format: numeric

Notes: UNF:6:8Eotrh1xAqR6LiLFO632Jw==

f165912 Location:

Summary Statistics: StDev 24.10183791019104; Valid 414316.0; Min. 6.039883; Mean 55.64898478189837; Max. 146.765701;

Variable Format: numeric

Notes: UNF:6:1zBD2eosiCyLQJgRXgW56w==

f165912 Location:

Summary Statistics: Valid 414316.0; Max. 180.0; Min. 0.0; Mean 115.51582993989375; StDev 45.86662832163632

Variable Format: numeric

Notes: UNF:6:LhG0WIAoNmmsKEmtTL45SQ==

Label:

changelog.txt

text/plain

Label:

P05_Annotation.csv

text/csv

Label:

P05_Annotation.npy

application/octet-stream

Label:

P05_Recording.npy

application/octet-stream

Label:

P06_Annotation.csv

text/csv

Label:

P06_Annotation.npy

application/octet-stream

Label:

P06_Recording.npy

application/octet-stream

Label:

P07_Annotation.csv

text/csv

Label:

P07_Annotation.npy

application/octet-stream

Label:

P07_Recording.npy

application/octet-stream

Label:

P08_Annotation.npy

application/octet-stream

Label:

P08_Recording.npy

application/octet-stream

Label:

P09_Annotation.csv

text/csv

Label:

P09_Annotation.npy

application/octet-stream

Label:

P09_Recording.npy

application/octet-stream

Label:

P10_Annotation.npy

application/octet-stream

Label:

P10_Recording.npy

application/octet-stream

Label:

Readme.txt

text/plain