Assessing the risk from natural 'Black Swans' through the lens of Counterfactual Analysis (doi:10.21979/N9/MVCHXR)

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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:

Assessing the risk from natural 'Black Swans' through the lens of Counterfactual Analysis

Identification Number:

doi:10.21979/N9/MVCHXR

Distributor:

DR-NTU (Data)

Date of Distribution:

2020-10-14

Version:

1

Bibliographic Citation:

Lin, Yolanda Chia-Yi, 2020, "Assessing the risk from natural 'Black Swans' through the lens of Counterfactual Analysis", https://doi.org/10.21979/N9/MVCHXR, DR-NTU (Data), V1, UNF:6:Xaf6E1hAFLQkddTrK4g6Lg== [fileUNF]

Study Description

Citation

Title:

Assessing the risk from natural 'Black Swans' through the lens of Counterfactual Analysis

Identification Number:

doi:10.21979/N9/MVCHXR

Authoring Entity:

Lin, Yolanda Chia-Yi (Nanyang Technological University)

Software used in Production:

PDF

Software used in Production:

HDF

Grant Number:

NRF2018-SR2001-007

Grant Number:

NRF-NRFF2018-06

Grant Number:

Contribution number 307

Distributor:

DR-NTU (Data)

Access Authority:

Lin, Yolanda Chia-Yi

Access Authority:

Jenkins, Susanna

Depositor:

Lin, Yolanda Chia-Yi

Date of Deposit:

2020-06-17

Holdings Information:

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

Study Scope

Keywords:

Earth and Environmental Sciences, Engineering, Earth and Environmental Sciences, Engineering, counterfactual, risk analysis, uncertainty

Abstract:

Dataset related to the study on assessing risk from natural "black swan" events through the lens of counterfactual analysis, as demonstrated by multiple case studies on past events in Singapore.

Kind of Data:

textual data

Kind of Data:

Generated data

Methodology and Processing

Sources Statement

Data Access

Other Study Description Materials

Related Publications

Citation

Identification Number:

10.3389/feart.2020.575048

Bibliographic Citation:

Lin, Y. C., Jenkins, S. F., Chow, J. R., Biass, S., Woo, G., & Lallemant, D. (2020). Modeling downward counterfactual events : unrealized disasters and why they matter. Frontiers in Earth Science, 8, 575048-.

Citation

Identification Number:

10356/145497

Bibliographic Citation:

Lin, Y. C., Jenkins, S. F., Chow, J. R., Biass, S., Woo, G., & Lallemant, D. (2020). Modeling downward counterfactual events : unrealized disasters and why they matter. Frontiers in Earth Science, 8, 575048-.

File Description--f40731

File: Figure2-occupancy-hotel-new-world.tab

  • Number of cases: 25

  • No. of variables per record: 4

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

Notes:

UNF:6:2lI9AplhN9NEbljT0Dalzg==

File Description--f40802

File: Figure5a-lat2p33-lon102p9-m4p6-d10.tab

  • Number of cases: 96868

  • No. of variables per record: 4

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

Notes:

UNF:6:sm/H9PooDDebqLzlKa+aNw==

File Description--f40803

File: Figure5b-lat1p98-lon103p3-m4p6-d10.tab

  • Number of cases: 96868

  • No. of variables per record: 4

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

Notes:

UNF:6:zkdr29+FBfD3skldj5IIqA==

File Description--f40801

File: Figure5c-lat1p48-lon103p8-m4p6-d10.tab

  • Number of cases: 96868

  • No. of variables per record: 4

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

Notes:

UNF:6:7++m0/xzgCMlTmRIXmrGRw==

File Description--f40800

File: Figure5d-lat1p33-lon103p9-m4p6-d10.tab

  • Number of cases: 96868

  • No. of variables per record: 4

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

Notes:

UNF:6:8j/nas3xRPqhSZO5QT3k2A==

File Description--f40781

File: Figure6a-pinatubo-ylin-1-run-04-hour-89.tab

  • Number of cases: 852380

  • No. of variables per record: 5

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

Notes:

UNF:6:zqIFS3+t4+Whh974HBkIzA==

File Description--f40780

File: Figure6b-pinatubo-ylin-1-run-10-hour-89.tab

  • Number of cases: 852380

  • No. of variables per record: 5

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

Notes:

UNF:6:W6+ueA7uwd1e7t3zljql6Q==

File Description--f40779

File: Figure7-pinatubo-ylin-1-changi-comparison.tab

  • Number of cases: 214

  • No. of variables per record: 5

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

Notes:

UNF:6:RFQh3/j/cbwXLEIpKRI7Kg==

Variable Description

List of Variables:

Variables

hour

f40731 Location:

Summary Statistics: Min. 0.0; Max. 24.0; Valid 25.0; Mean 12.0; StDev 7.359800721939872;

Variable Format: numeric

Notes: UNF:6:Vq1PaZP383+ji3340lLwlw==

bank_occupancy

f40731 Location:

Summary Statistics: Min. 0.0; Valid 25.0; Max. 24.0; Mean 6.0; StDev 9.945685831890462

Variable Format: numeric

Notes: UNF:6:x5BdWSmmmc63/7BywG2VSw==

hotel_occupancy

f40731 Location:

Summary Statistics: Valid 25.0; Max. 49.0; StDev 7.468377780125122; Mean 41.12; Min. 31.0;

Variable Format: numeric

Notes: UNF:6:5Wh4Jmh9Qu2FZhE4B0aSIw==

restaurant_occupancy

f40731 Location:

Summary Statistics: Mean 60.59999999999999; Valid 25.0; StDev 102.81780001536698; Max. 250.0; Min. 0.0

Variable Format: numeric

Notes: UNF:6:3ai8bmDXtXQYx9NI3gWPFA==

lon

f40802 Location:

Summary Statistics: Max. 104.5; Mean 102.85; StDev 0.9550354701081175; Min. 101.2; Valid 96868.0;

Variable Format: numeric

Notes: UNF:6:5Uda0HFh52EMrfupL7Q95g==

lat

f40802 Location:

Summary Statistics: StDev 0.585521563047907; Min. 1.18; Max. 3.2; Mean 2.1900000000000124; Valid 96868.0

Variable Format: numeric

Notes: UNF:6:UvW0Rsa/HjjEMUvVFGiubw==

pga

f40802 Location:

Summary Statistics: Mean -5.798124400682443; Max. -1.72478950069565; Valid 96868.0; StDev 0.9351835383844126; Min. -7.46096055908089;

Variable Format: numeric

Notes: UNF:6:A9iBBwQCltCZI41Wz09KTg==

pga.in.g

f40802 Location:

Summary Statistics: Mean 0.5657104303673594; Max. 17.8210561024048; Min. 0.057510348521069; Valid 96868.0; StDev 1.1757341375866905;

Variable Format: numeric

Notes: UNF:6:EDdYZV2pr3hQQx062yV+jw==

lon

f40803 Location:

Summary Statistics: Valid 96868.0; StDev 0.9550354701081175; Max. 104.5; Min. 101.2; Mean 102.85;

Variable Format: numeric

Notes: UNF:6:5Uda0HFh52EMrfupL7Q95g==

lat

f40803 Location:

Summary Statistics: Mean 2.1900000000000124; Valid 96868.0; Min. 1.18; StDev 0.585521563047907; Max. 3.2

Variable Format: numeric

Notes: UNF:6:UvW0Rsa/HjjEMUvVFGiubw==

pga

f40803 Location:

Summary Statistics: Max. -1.66533800221677; Mean -5.834856614127753; Valid 96868.0; StDev 1.0052068550486983; Min. -7.95034881454161;

Variable Format: numeric

Notes: UNF:6:KqfWOZ31bXlhp8FGSMJllA==

pga.in.g

f40803 Location:

Summary Statistics: Min. 0.0352539172388945; Mean 0.581731019978688; Max. 18.9126721926065; StDev 1.2535958685140844; Valid 96868.0

Variable Format: numeric

Notes: UNF:6:jMSOnAo6CvNLz3iowIcFRQ==

lon

f40801 Location:

Summary Statistics: Max. 104.5; Valid 96868.0; StDev 0.9550354701081175; Min. 101.2; Mean 102.85

Variable Format: numeric

Notes: UNF:6:5Uda0HFh52EMrfupL7Q95g==

lat

f40801 Location:

Summary Statistics: Min. 1.18; Valid 96868.0; Mean 2.1900000000000124; Max. 3.2; StDev 0.585521563047907

Variable Format: numeric

Notes: UNF:6:UvW0Rsa/HjjEMUvVFGiubw==

pga

f40801 Location:

Summary Statistics: Mean -6.286218531838821; Valid 96868.0; StDev 1.1972411628248718; Max. -1.6397259403651; Min. -8.63202108506064

Variable Format: numeric

Notes: UNF:6:xZx9Nc6/5TZGbQ5oz86VfQ==

pga.in.g

f40801 Location:

Summary Statistics: Mean 0.48748638766437985; StDev 1.2669981183545098; Min. 0.0178303913377504; Max. 19.4033211675917; Valid 96868.0

Variable Format: numeric

Notes: UNF:6:hYV7ovtCvd01tXAdHzu54A==

lon

f40800 Location:

Summary Statistics: Valid 96868.0; Min. 101.2; Max. 104.5; Mean 102.85; StDev 0.9550354701081175

Variable Format: numeric

Notes: UNF:6:5Uda0HFh52EMrfupL7Q95g==

lat

f40800 Location:

Summary Statistics: Max. 3.2; Min. 1.18; Valid 96868.0; Mean 2.1900000000000124; StDev 0.585521563047907

Variable Format: numeric

Notes: UNF:6:UvW0Rsa/HjjEMUvVFGiubw==

pga

f40800 Location:

Summary Statistics: Valid 96868.0; Min. -8.81322992947215; StDev 1.1954394508464459; Mean -6.484163224655147; Max. -1.62538954458968

Variable Format: numeric

Notes: UNF:6:5/8IIWKfnheB97k2JCaIkw==

pga.in.g

f40800 Location:

Summary Statistics: Mean 0.4104005223108019; Min. 0.0148752020643599; Valid 96868.0; Max. 19.6834984264713; StDev 1.1485165618031166

Variable Format: numeric

Notes: UNF:6:wbmBzrn45/ON7BwhRqX65w==

lon

f40781 Location:

Summary Statistics: Valid 852380.0; Max. 126.0; Min. 99.0; StDev 7.866070975458357; Mean 112.5

Variable Format: numeric

Notes: UNF:6:v+im3mMvka8dT+wLBf4xuQ==

lat

f40781 Location:

Summary Statistics: StDev 6.133925671310548; Valid 852380.0; Max. 20.0; Min. -1.0; Mean 9.5;

Variable Format: numeric

Notes: UNF:6:GsTNKiI2yWQi4b5e4rp4yA==

time

f40781 Location:

Summary Statistics: Min. 0.0; StDev 26.556559027670797; Mean 45.5; Max. 91.0; Valid 852380.0

Variable Format: numeric

Notes: UNF:6:sdEv7tVOXKs5j7HJswPDCw==

ground_c

f40781 Location:

Summary Statistics: Min. 0.0; Valid 852380.0; Max. 5.85321092605591; Mean 0.02713462715679487; StDev 0.11418907847042555

Variable Format: numeric

Notes: UNF:6:htnw1w4dsZN7y+GwPcoy+w==

run

f40781 Location:

Summary Statistics: Mean 4.0; Max. 4.0; Valid 852380.0; StDev 0.0; Min. 4.0

Variable Format: numeric

Notes: UNF:6:cYvJI7kw6lBa/Dlx9XjtgA==

lon

f40780 Location:

Summary Statistics: Valid 852380.0; StDev 7.866070975458357; Mean 112.5; Max. 126.0; Min. 99.0

Variable Format: numeric

Notes: UNF:6:v+im3mMvka8dT+wLBf4xuQ==

lat

f40780 Location:

Summary Statistics: StDev 6.133925671310548; Min. -1.0; Max. 20.0; Mean 9.5; Valid 852380.0;

Variable Format: numeric

Notes: UNF:6:GsTNKiI2yWQi4b5e4rp4yA==

time

f40780 Location:

Summary Statistics: Min. 0.0; Valid 852380.0; StDev 26.556559027670797; Max. 91.0; Mean 45.5;

Variable Format: numeric

Notes: UNF:6:sdEv7tVOXKs5j7HJswPDCw==

ground_c

f40780 Location:

Summary Statistics: StDev 0.14122863292098095; Valid 852380.0; Mean 0.02987725137585984; Max. 9.23779773712158; Min. 0.0

Variable Format: numeric

Notes: UNF:6:TDbuptwFsVQlnKOZdr0LEw==

run

f40780 Location:

Summary Statistics: Mean 10.0; Min. 10.0; Max. 10.0; Valid 852380.0; StDev 0.0

Variable Format: numeric

Notes: UNF:6:fjWgoSiV1H+0za9Fe5jDfA==

lon

f40779 Location:

Summary Statistics: StDev 0.0; Max. 104.0; Min. 104.0; Valid 214.0; Mean 104.0

Variable Format: numeric

Notes: UNF:6:hAOATlIMhepqLVmy7u93zA==

lat

f40779 Location:

Summary Statistics: Min. 1.25; Valid 214.0; StDev 0.0; Mean 1.25; Max. 1.25

Variable Format: numeric

Notes: UNF:6:IF7ZbmHQ0otnb3l7wojKVQ==

time

f40779 Location:

Summary Statistics: StDev 32.71691315629029; Min. 0.0; Valid 214.0; Max. 121.0; Mean 54.05140186915895;

Variable Format: numeric

Notes: UNF:6:2j0btrp9914azFXQ/NHgmg==

ground_c

f40779 Location:

Summary Statistics: Valid 214.0; Min. 0.0; Mean 0.013389228240307924; Max. 0.032331507652998; StDev 0.012265022102416236

Variable Format: numeric

Notes: UNF:6:1cPXAo8F0GgFR4ZXMnNxEw==

run

f40779 Location:

Summary Statistics: Valid 214.0; Mean 15.13084112149532; StDev 4.4660095770961075; Min. 10.0; Max. 19.0

Variable Format: numeric

Notes: UNF:6:Bb0wY0Kl7XdZGg3L5ouyZg==

Other Study-Related Materials

Label:

counterfactual_SARS.pdf

Notes:

application/pdf

Other Study-Related Materials

Label:

counterfactual_SingHealth.pdf

Notes:

application/pdf