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 1: Document Description
Part 2: Study Description
Part 3: Data Files Description
Part 4: Variable Description
Part 5: Other Study-Related Materials
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Document Description

Citation

Title:

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

Identification Number:

doi:10.18419/darus-3231

Distributor:

DaRUS

Date of Distribution:

2022-10-28

Version:

1

Bibliographic Citation:

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]

Study Description

Citation

Title:

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

Identification Number:

doi:10.18419/darus-3231

Authoring Entity:

Bulling, Andreas (Universität Stuttgart)

Other identifications and acknowledgements:

Forderer, Sonja

Other identifications and acknowledgements:

Hoppe, Sabrina

Grant Number:

EXC 284 - 39134088

Grant Number:

EXC 284 - 39134088

Distributor:

DaRUS

Access Authority:

Bulling, Andreas

Depositor:

Perceptual User Interfaces

Date of Deposit:

2022-10-18

Holdings Information:

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

Study Scope

Keywords:

Computer and Information Science

Topic Classification:

Activity Recognition, Signal Processing

Abstract:

<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>

Notes:

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

Methodology and Processing

Sources Statement

Data Access

Other Study Description Materials

Related Publications

Citation

Title:

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.

Identification Number:

10.1145/2750858.2807520

Bibliographic Citation:

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.

File Description--f165905

File: P05_Recording.tab

  • Number of cases: 769610

  • No. of variables per record: 9

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

Notes:

UNF:6:uJ/vHM8vm+jt4UaB9sjUFg==

File Description--f165893

File: P06_Recording.tab

  • Number of cases: 665790

  • No. of variables per record: 9

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

Notes:

UNF:6:DC6OwpJv5Ygk+2dV8MP6pg==

File Description--f165908

File: P07_Recording.tab

  • Number of cases: 790638

  • No. of variables per record: 9

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

Notes:

UNF:6:/R9psLi6u8kxr7TQk88R5Q==

File Description--f165913

File: P08_Annotation.tab

  • Number of cases: 805900

  • No. of variables per record: 1

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

Notes:

UNF:6:rooGNwiAulNlMV61wxwT3g==

File Description--f165907

File: P08_Recording.tab

  • Number of cases: 714476

  • No. of variables per record: 9

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

Notes:

UNF:6:H/LgoFX3h4GCVC9jm+Zk8w==

File Description--f165900

File: P09_Recording.tab

  • Number of cases: 684865

  • No. of variables per record: 9

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

Notes:

UNF:6:ZK3P1/2Q6rfgKaBXvJ7Dvg==

File Description--f165909

File: P10_Annotation.tab

  • Number of cases: 821033

  • No. of variables per record: 1

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

Notes:

UNF:6:e+zBXrUqyiKhK8j+WggZog==

File Description--f165912

File: P10_Recording.tab

  • Number of cases: 414316

  • No. of variables per record: 9

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

Notes:

UNF:6:8GFYJtitgJZ5SNL4QdudXA==

Variable Description

List of Variables:

Variables

0.260341

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==

0.740435

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==

0.833168

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==

0.616542

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==

47760.320136

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==

1.222016

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==

70.951561

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==

31.714699

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==

136.696075

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==

0.396886

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==

0.563518

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==

0.728780

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==

0.429478

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==

41112.104513

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==

0.831411

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==

45.835861

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==

32.641315

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==

142.024170

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==

0.255651

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==

0.613549

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==

0.768529

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==

0.568680

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==

38589.960423

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==

0.738598

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==

86.541580

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==

46.683418

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==

146.369949

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==

0;38406.140997;10:40:06;computer_work;using computer; start recording;0;0;0;0;0;1;0;0;0

f165913 Location:

Variable Format: character

Notes: UNF:6:rooGNwiAulNlMV61wxwT3g==

0.349629

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==

0.895855

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==

0.682174

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==

0.549706

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==

38406.124244

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==

1.142943

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==

50.059044

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==

34.289467

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==

135.638992

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==

0.287772

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==

0.339097

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==

0.688942

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==

0.619283

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==

47507.755260

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==

1.070301

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==

65.008438

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==

42.545601

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==

145.892792

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==

0;29821.087482;08:17:01;computer_work;checking camera; start recording;0;0;0;0;0;1;0;0;0

f165909 Location:

Variable Format: character

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

0.319174

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==

0.867953

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==

0.707887

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==

0.295936

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==

29821.054588

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==

1.200532

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==

88.704971

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==

57.237972

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==

137.536713

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==

Other Study-Related Materials

Label:

changelog.txt

Notes:

text/plain

Other Study-Related Materials

Label:

P05_Annotation.csv

Notes:

text/csv

Other Study-Related Materials

Label:

P05_Annotation.npy

Notes:

application/octet-stream

Other Study-Related Materials

Label:

P05_Recording.npy

Notes:

application/octet-stream

Other Study-Related Materials

Label:

P06_Annotation.csv

Notes:

text/csv

Other Study-Related Materials

Label:

P06_Annotation.npy

Notes:

application/octet-stream

Other Study-Related Materials

Label:

P06_Recording.npy

Notes:

application/octet-stream

Other Study-Related Materials

Label:

P07_Annotation.csv

Notes:

text/csv

Other Study-Related Materials

Label:

P07_Annotation.npy

Notes:

application/octet-stream

Other Study-Related Materials

Label:

P07_Recording.npy

Notes:

application/octet-stream

Other Study-Related Materials

Label:

P08_Annotation.npy

Notes:

application/octet-stream

Other Study-Related Materials

Label:

P08_Recording.npy

Notes:

application/octet-stream

Other Study-Related Materials

Label:

P09_Annotation.csv

Notes:

text/csv

Other Study-Related Materials

Label:

P09_Annotation.npy

Notes:

application/octet-stream

Other Study-Related Materials

Label:

P09_Recording.npy

Notes:

application/octet-stream

Other Study-Related Materials

Label:

P10_Annotation.npy

Notes:

application/octet-stream

Other Study-Related Materials

Label:

P10_Recording.npy

Notes:

application/octet-stream

Other Study-Related Materials

Label:

Readme.txt

Notes:

text/plain