Replication Data for: Alarm Propagation in Social Insects (doi:10.48349/ASU/OYZWEK)

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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:

Replication Data for: Alarm Propagation in Social Insects

Identification Number:

doi:10.48349/ASU/OYZWEK

Distributor:

ASU Library Research Data Repository

Date of Distribution:

2020-12-16

Version:

1

Bibliographic Citation:

Xiaohui Guo, 2020, "Replication Data for: Alarm Propagation in Social Insects", https://doi.org/10.48349/ASU/OYZWEK, ASU Library Research Data Repository, V1, UNF:6:4hfqJk/udkEhwzCyamQIJg== [fileUNF]

Study Description

Citation

Title:

Replication Data for: Alarm Propagation in Social Insects

Identification Number:

doi:10.48349/ASU/OYZWEK

Authoring Entity:

Xiaohui Guo (Arizona State University)

Distributor:

ASU Library Research Data Repository

Access Authority:

Xiaohui Guo

Depositor:

Guo, Xiaohui

Date of Deposit:

2020-11-23

Holdings Information:

https://doi.org/10.48349/ASU/OYZWEK

Study Scope

Keywords:

Medicine, Health and Life Sciences

Abstract:

This project studied alarm signal propagation in social insect colonies. The data includes individual ants' x,y coordinates, speed and orientation, which were used to train a machine learning regression model in order to identify each individual ant's alarm state. By applying estimates of alarm state on each individual, we could track the alarm signal propagation pathways.

Methodology and Processing

Sources Statement

Data Access

Other Study Description Materials

File Description--f694

File: AlarmEventsAntTrajectories.tab

  • Number of cases: 296460

  • No. of variables per record: 9

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

Notes:

UNF:6:eZlkMnxUITJt6PaTvKGnVQ==

File Description--f693

File: BaselineAntTrajectories.tab

  • Number of cases: 327570

  • No. of variables per record: 9

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

Notes:

UNF:6:enoEDa2Zla6DH0ZKfM41DA==

File Description--f697

File: TrainingData.tab

  • Number of cases: 64260

  • No. of variables per record: 9

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

Notes:

UNF:6:Swx+5/1iaRALmSwzFtUNNQ==

Variable Description

List of Variables:

Variables

id

f694 Location:

Summary Statistics: Mean 31.0; Max. 61.0; StDev 17.606846556831048; Min. 1.0; Valid 296460.0

Variable Format: numeric

Notes: UNF:6:cavUXNGlbiTViM7VHZleHA==

frames

f694 Location:

Summary Statistics: Mean 2430.5; Min. 1.0; Max. 4860.0; Valid 296460.0; StDev 1402.9634906272663;

Variable Format: numeric

Notes: UNF:6:oDW+c7XmM9/5ICAzH+w6KA==

locX

f694 Location:

Summary Statistics: StDev 258.7539253564551; Min. 560.0; Valid 296460.0; Mean 1000.3468957700608; Max. 1602.0;

Variable Format: numeric

Notes: UNF:6:DFBV9WBN4I8Mhq15pG/D2w==

locY

f694 Location:

Summary Statistics: Min. 27.0; Valid 296460.0; StDev 238.03560079610077; Max. 1065.0; Mean 619.4234771233351

Variable Format: numeric

Notes: UNF:6:A2Bu7jXqMuSG6MM96jBJcA==

orientation

f694 Location:

Summary Statistics: StDev 101.94095505065694; Max. 383.64; Valid 296460.0; Mean 174.4165797742378; Min. -45.0;

Variable Format: numeric

Notes: UNF:6:Q/iyY/N1M8xN6civcI4V4Q==

size1 (px)

f694 Location:

Summary Statistics: Valid 296460.0; StDev 1.2401855303804739; Mean 15.851395458409295; Min. 9.0731; Max. 25.476

Variable Format: numeric

Notes: UNF:6:o74D8m5BZnmZiVauV/nOLg==

size2 (px)

f694 Location:

Summary Statistics: Max. 61.315; Valid 296460.0; Min. 30.024; Mean 45.86113314781111; StDev 3.585152198754537;

Variable Format: numeric

Notes: UNF:6:mr75LvFmvLYYK+963za6Cw==

speed (px/s)

f694 Location:

Summary Statistics: Valid 296460.0; Min. -1.0; Mean 2.5095046671987262; Max. 56.569; StDev 2.7884872306810484

Variable Format: numeric

Notes: UNF:6:CU+dFgqPZ+QY4nwPcQCEpw==

Interpolated

f694 Location:

Summary Statistics: Min. 0.0; Mean 0.03808270930309571; Valid 296460.0; StDev 0.1913962907734261; Max. 1.0;

Variable Format: numeric

Notes: UNF:6:svUSVruoJR787sllDDT8Ww==

id

f693 Location:

Summary Statistics: StDev 17.60684373661272; Valid 327570.0; Max. 61.0; Min. 1.0; Mean 31.0

Variable Format: numeric

Notes: UNF:6:j/3yo+9VX2BZfHQRDPo83w==

frames

f693 Location:

Summary Statistics: Min. 1.0; Max. 5370.0; Valid 327570.0; StDev 1550.1878120906451; Mean 2685.5

Variable Format: numeric

Notes: UNF:6:rEGfK6+oMUuP1J/cLGUXFA==

locX

f693 Location:

Summary Statistics: Mean 1318.3797686600572; Valid 327570.0; Max. 1607.0; Min. 560.0; StDev 270.3647698441003;

Variable Format: numeric

Notes: UNF:6:yrg4/JljZIrm33/bqrlHCw==

locY

f693 Location:

Summary Statistics: Max. 1065.0; Mean 532.5683491624286; Valid 327570.0; Min. 25.0; StDev 286.0840255457701

Variable Format: numeric

Notes: UNF:6:qBBwsfW4hzAUp8enl0N+3g==

orientation

f693 Location:

Summary Statistics: Min. -47.726; Valid 327570.0; Max. 360.0; Mean 181.6559140257878; StDev 119.80384770774155;

Variable Format: numeric

Notes: UNF:6:LpG+lChi5dVcF55qYSQq3w==

size1 (px)

f693 Location:

Summary Statistics: Mean 14.905962002930842; Max. 25.234; Valid 327570.0; StDev 1.6307134675252144; Min. 8.6408

Variable Format: numeric

Notes: UNF:6:lX82gvw/AKJHugf0x+DuWg==

size2 (px)

f693 Location:

Summary Statistics: StDev 3.288907199819809; Valid 327570.0; Max. 57.94; Min. 24.111; Mean 44.503319702659105

Variable Format: numeric

Notes: UNF:6:X+/dxNb0TexKZnBDXKyMbA==

speed (px/s)

f693 Location:

Summary Statistics: Max. 36.235; StDev 1.4087105164385663; Mean 0.9902817140199389; Min. -1.0; Valid 327570.0;

Variable Format: numeric

Notes: UNF:6:6+pbVUOcbsqBBv/DXrvJOQ==

Interpolated

f693 Location:

Summary Statistics: Max. 1.0; Mean 0.14024483316553985; StDev 0.3472413973453316; Valid 327570.0; Min. 0.0

Variable Format: numeric

Notes: UNF:6:4oZ1jMbHqDfem65HVvpIBQ==

ID

f697 Location:

Summary Statistics: Min. 1.0; StDev 16.369041747581623; Max. 54.0; Valid 64260.0; Mean 23.05555555555399

Variable Format: numeric

Notes: UNF:6:GsfZce90GKI03oCk5ops2w==

TimeUnit

f697 Location:

Summary Statistics: Max. 3570.0; Mean 1785.5; Min. 1.0; StDev 1030.578208919805; Valid 64260.0

Variable Format: numeric

Notes: UNF:6:Kp28dCF2h1hwkJMgAwlDdA==

SDOrienOfNeighbor

f697 Location:

Summary Statistics: Max. 218.0653809; Valid 64260.0; Min. 0.0; StDev 40.30696968926116; Mean 30.629400114889915;

Variable Format: numeric

Notes: UNF:6:xXKNmyxqGnsbNffyltyLPQ==

SDSpeedOfNeighbor

f697 Location:

Summary Statistics: Max. 17.91839961; StDev 1.521566260958791; Min. 0.0; Mean 1.8183960273026176; Valid 64260.0;

Variable Format: numeric

Notes: UNF:6:JSR6Nc/t7Y8sAEt1K44dOw==

MeanSpeedOfNeighbor

f697 Location:

Summary Statistics: Min. 0.0; StDev 2.78475799452455; Valid 64260.0; Max. 17.45685667; Mean 3.3906441948087624

Variable Format: numeric

Notes: UNF:6:+Apu5sYqxcfWUv9Iz/sVIg==

Alarm

f697 Location:

Summary Statistics: Max. 1.0; StDev 0.48750181473476734; Valid 64260.0; Mean 0.38888888888903095; Min. 0.0;

Variable Format: numeric

Notes: UNF:6:DpboL7Uc3VF7ARbBRy1leg==

MeanNumberOfContact

f697 Location:

Summary Statistics: Max. 6.7; Mean 0.7905991285376927; Valid 64260.0; Min. 0.0; StDev 0.927695020794017

Variable Format: numeric

Notes: UNF:6:C/zyfFjIYbjwGwsUBbzb4A==

Area

f697 Location:

Summary Statistics: StDev 2607.604149739273; Mean 1494.349958838168; Min. 0.0; Valid 64260.0; Max. 32322.5

Variable Format: numeric

Notes: UNF:6:ywLj4oHoTCBLQJXfsocLig==

TestingLable

f697 Location:

Summary Statistics: Mean 0.6666666666666939; Valid 64260.0; StDev 0.4714081887808592; Max. 1.0; Min. 0.0

Variable Format: numeric

Notes: UNF:6:caLQJczARyUBPoQRUnr7hA==

Other Study-Related Materials

Label:

Movie-S.mp4

Text:

Animations for the estimates of ants' alarm strength from the ML model, and the propagation network. (Left) A distribution of alarmed and unalarmed ants over time (blue bars: the number of unalarmed ants in each bin (Alarm strength < 0.749); pink bars: the number of alarmed ants in each bin (Alarm strength >= 0.749)); (Middle) An animation by overlapping the visualized alarm strength per ant color labeled by estimates from the model with the live feed (the red color spectrum); (Right) An animation of temporal alarm signal propagation networks and nodes color labeled over time (black nodes: alarmed ants; white nodes: unalarmed ants).

Notes:

video/mp4