WISDM Dataset Processed (doi:10.21979/N9/KJWE5B)

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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
Entire Codebook

Document Description

Citation

Title:

WISDM Dataset Processed

Identification Number:

doi:10.21979/N9/KJWE5B

Distributor:

DR-NTU (Data)

Date of Distribution:

2022-05-27

Version:

1

Bibliographic Citation:

Ragab, Mohamed; Eldele, Emadeldeen, 2022, "WISDM Dataset Processed", https://doi.org/10.21979/N9/KJWE5B, DR-NTU (Data), V1, UNF:6:UNCqR5C0NzMZQm8xrjVq0Q== [fileUNF]

Study Description

Citation

Title:

WISDM Dataset Processed

Identification Number:

doi:10.21979/N9/KJWE5B

Authoring Entity:

Ragab, Mohamed (Nanyang Technological University)

Eldele, Emadeldeen (Nanyang Technological University)

Software used in Production:

Python

Distributor:

DR-NTU (Data)

Access Authority:

Ragab, Mohamed

Depositor:

Ragab, Mohamed

Date of Deposit:

2022-03-06

Holdings Information:

https://doi.org/10.21979/N9/KJWE5B

Study Scope

Keywords:

Computer and Information Science, Computer and Information Science, Human Activity Recognition, Domain Adaptation

Abstract:

WISDM is another popular activity recognition dataset for the evaluation of time series domain adaptation. In this dataset, accelerometer sensors were applied to collect data from 36 subjects. This data can be more challenging because of the class imbalance issue among different subjects. Particularly, some subjects may contain only samples from a subset of the overall classes. We consider each subject as a separate domain and we randomly select five cross-domain scenarios.

Kind of Data:

Time series

Methodology and Processing

Sources Statement

Data Access

Other Study Description Materials

File Description--f85782

File: Wisdom_ar_all_column.tab

  • Number of cases: 1098209

  • No. of variables per record: 6

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

Notes:

UNF:6:Y3nzRauIwyzGCGoG0U2bVA==

File Description--f85784

File: Wisdom_ar.tab

  • Number of cases: 1098209

  • No. of variables per record: 5

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

Notes:

UNF:6:5/GCtB+gN+IMxeUvQcw2Rg==

Variable Description

List of Variables:

Variables

user

f85782 Location:

Summary Statistics: Min. 1.0; StDev 10.214225107129932; Valid 1098209.0; Max. 36.0; Mean 18.860667687094033

Variable Format: numeric

Notes: UNF:6:cTdWOwu5aiclJa7f/eFOCQ==

activity

f85782 Location:

Variable Format: character

Notes: UNF:6:kXVz4UW52Gx0e730UdtWjw==

time

f85782 Location:

Summary Statistics: StDev 4.94496079194138E13; Mean 3.3408924094799953E13; Valid 1098209.0; Min. 0.0; Max. 2.09397361451E14

Variable Format: numeric

Notes: UNF:6:jt8nHwBDvRU8gX7mXSKP9A==

x

f85782 Location:

Summary Statistics: Min. -19.61; Max. 19.95; Mean 0.6628694278924379; Valid 1098209.0; StDev 6.849044005904711;

Variable Format: numeric

Notes: UNF:6:lRSHmhT0BtPpkyUJiY7NcA==

y

f85782 Location:

Summary Statistics: Min. -19.61; Max. 20.04; Valid 1098209.0; Mean 7.255623560097563; StDev 6.746213846399087;

Variable Format: numeric

Notes: UNF:6:4d156jbr+3CCC86ZrarFHw==

z

f85782 Location:

Variable Format: character

Notes: UNF:6:BsofKGi3vGHD2d2UUkdVJg==

user

f85784 Location:

Summary Statistics: Min. 1.0; Valid 1098209.0; Mean 18.860667687094033; Max. 36.0; StDev 10.214225107129932

Variable Format: numeric

Notes: UNF:6:cTdWOwu5aiclJa7f/eFOCQ==

x

f85784 Location:

Summary Statistics: StDev 6.849044005904711; Min. -19.61; Mean 0.6628694278924379; Max. 19.95; Valid 1098209.0;

Variable Format: numeric

Notes: UNF:6:ztH37Qi7WEHg8KgRUH10eQ==

y

f85784 Location:

Summary Statistics: StDev 6.746213846399087; Max. 20.04; Valid 1098209.0; Mean 7.255623560097563; Min. -19.61;

Variable Format: numeric

Notes: UNF:6:iQnNTqDIV2uRsDIQu+JY+A==

z

f85784 Location:

Summary Statistics: Mean 0.4110773332782123; Max. 19.61; Valid 1098207.0; Min. -19.8; StDev 4.754121837139125;

Variable Format: numeric

Notes: UNF:6:1pOCU3RLTrPLygD5k6Ltog==

labels

f85784 Location:

Summary Statistics: Mean 2.932700424053438; Valid 1098209.0; Max. 5.0; Min. 0.0; StDev 1.9434649094486438

Variable Format: numeric

Notes: UNF:6:B8UVMif+HrasLGGPOnDEkg==

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WISDM_ar_v1.1_raw_about.txt

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WISDM_ar_v1.1_raw.txt

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WISDM_ar_v1.1_trans_about.txt

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text/plain

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WISDM_ar_v1.1_transformed.arff

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application/octet-stream

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application/x-ipynb+json

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application/x-ipynb+json

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