Dataset untuk prediksi maintenance asset untuk mesin industri (doi:10.34820/FK2/KAMKEP)

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Part 1: Document Description
Part 2: Study Description
Part 3: Data Files Description
Part 4: Variable Description
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Dataset untuk prediksi maintenance asset untuk mesin industri

doi:10.34820/FK2/KAMKEP

Telkom University Dataverse

2022-04-01

1

SUAKANTO, SINUNG, 2022, "Dataset untuk prediksi maintenance asset untuk mesin industri", https://doi.org/10.34820/FK2/KAMKEP, Telkom University Dataverse, V1, UNF:6:Od55ah1GpOGY8hcSD+TllQ== [fileUNF]

Dataset untuk prediksi maintenance asset untuk mesin industri

doi:10.34820/FK2/KAMKEP

SUAKANTO, SINUNG

Telkom University Dataverse

SUAKANTO, SINUNG

SUAKANTO, SINUNG

2022-04-01

Engineering

Data-data yang terkait dengan untuk proses predictive maintenance pada mesin industri

CC0 Waiver

• Number of cases: 1177

• No. of variables per record: 51

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

UNF:6:Od55ah1GpOGY8hcSD+TllQ==

• group - group
• ID - ID
• outcome - outcome
• age - age
• gendera - gendera
• BMI - BMI
• hypertensive - hypertensive
• atrialfibrillation - atrialfibrillation
• CHD with no MI - CHD with no MI
• diabetes - diabetes
• deficiencyanemias - deficiencyanemias
• depression - depression
• Hyperlipemia - Hyperlipemia
• Renal failure - Renal failure
• COPD - COPD
• heart rate - heart rate
• Systolic blood pressure - Systolic blood pressure
• Diastolic blood pressure - Diastolic blood pressure
• Respiratory rate - Respiratory rate
• temperature - temperature
• SP O2 - SP O2
• Urine output - Urine output
• hematocrit - hematocrit
• RBC - RBC
• MCH - MCH
• MCHC - MCHC
• MCV - MCV
• RDW - RDW
• Leucocyte - Leucocyte
• Platelets - Platelets
• Neutrophils - Neutrophils
• Basophils - Basophils
• Lymphocyte - Lymphocyte
• PT - PT
• INR - INR
• NT-proBNP - NT-proBNP
• Creatine kinase - Creatine kinase
• Creatinine - Creatinine
• Urea nitrogen - Urea nitrogen
• glucose - glucose
• Blood potassium - Blood potassium
• Blood sodium - Blood sodium
• Blood calcium - Blood calcium
• Chloride - Chloride
• Anion gap - Anion gap
• Magnesium ion - Magnesium ion
• PH - PH
• Bicarbonate - Bicarbonate
• Lactic acid - Lactic acid
• PCO2 - PCO2
• EF - EF

f5001 Location:

Summary Statistics: Valid 1177.0; Mean 1.2990654205607515; Max. 2.0; StDev 0.4580431721871428; Min. 1.0

Variable Format: numeric

Notes: UNF:6:ZxP4ZLLbLgEXTUddYLQ6hw==

f5001 Location:

Summary Statistics: Min. 100213.0; Max. 199952.0; Mean 150778.12064570942; StDev 29034.669512932767; Valid 1177.0;

Variable Format: numeric

Notes: UNF:6:I6rQRwXFcP479v3Mwa+ODQ==

f5001 Location:

Summary Statistics: Valid 1176.0; Min. 0.0; Max. 1.0; StDev 0.34208690076783854; Mean 0.13520408163265318

Variable Format: numeric

Notes: UNF:6:yi5UV9YQAWTTv33iodZg8Q==

f5001 Location:

Summary Statistics: Min. 19.0; Valid 1177.0; StDev 13.43406075637212; Mean 74.05522514868309; Max. 99.0;

Variable Format: numeric

Notes: UNF:6:d0gdnKEXICoZ46JhxAmp7w==

f5001 Location:

Summary Statistics: Max. 2.0; Valid 1177.0; StDev 0.49958368741589304; Min. 1.0; Mean 1.5250637213254035

Variable Format: numeric

Notes: UNF:6:0sSLMdGM3elU9Ol7fqlQgg==

f5001 Location:

Summary Statistics: StDev 9.32599744012841; Valid 962.0; Min. 13.34680089; Mean 30.188277651590436; Max. 104.970366

Variable Format: numeric

Notes: UNF:6:zi2CxA16azC0Svh0PXwcEA==

f5001 Location:

Summary Statistics: Max. 1.0; Valid 1177.0; Min. 0.0; StDev 0.4502000138602716; Mean 0.7179269328802041

Variable Format: numeric

Notes: UNF:6:9gUx8KpGqnvNVwWwYrA6Rg==

f5001 Location:

Summary Statistics: Max. 1.0; Mean 0.45114698385726426; Min. 0.0; StDev 0.49781918244618517; Valid 1177.0;

Variable Format: numeric

Notes: UNF:6:ozJBrT/p1pL9FzjOxnmP9w==

f5001 Location:

Summary Statistics: Max. 1.0; Valid 1177.0; Mean 0.08581138487680534; StDev 0.28020438684590376; Min. 0.0

Variable Format: numeric

Notes: UNF:6:kqevhdM6ktEWiTBEzabWYg==

f5001 Location:

Summary Statistics: Valid 1177.0; StDev 0.4939949416496692; Max. 1.0; Mean 0.4214103653355988; Min. 0.0

Variable Format: numeric

Notes: UNF:6:mOxrqZrXMPpbzkNKDlbnyA==

f5001 Location:

Summary Statistics: Min. 0.0; StDev 0.4735701869124313; Mean 0.33899745114698393; Valid 1177.0; Max. 1.0

Variable Format: numeric

Notes: UNF:6:fhTICQjZ6Vf0dsgKPY7DQA==

f5001 Location:

Summary Statistics: Valid 1177.0; Max. 1.0; Mean 0.11894647408666112; StDev 0.3238631262022474; Min. 0.0

Variable Format: numeric

Notes: UNF:6:Ix2vSB0f9BJSAJzH//WoZA==

f5001 Location:

Summary Statistics: StDev 0.4855380830305689; Max. 1.0; Valid 1177.0; Mean 0.3797790994052679; Min. 0.0;

Variable Format: numeric

Notes: UNF:6:Zn7IQnsTKZfj0frvfqGiCQ==

f5001 Location:

Summary Statistics: Min. 0.0; Mean 0.3653355989804588; Max. 1.0; StDev 0.4817288279084993; Valid 1177.0;

Variable Format: numeric

Notes: UNF:6:Gyk25E+L2GdaopFoDqqBDQ==

f5001 Location:

Summary Statistics: Min. 0.0; Mean 0.07561597281223434; Valid 1177.0; Max. 1.0; StDev 0.26449505611757546

Variable Format: numeric

Notes: UNF:6:LPvmiqFQrfNLxmNNUnWx0Q==

f5001 Location:

Summary Statistics: Valid 1164.0; StDev 16.01870149965427; Max. 135.7083333; Mean 84.57584840750859; Min. 36.0;

Variable Format: numeric

Notes: UNF:6:Juph0/8Dk2Zhl1w2ZOj1Vw==

f5001 Location:

Summary Statistics: StDev 17.367618384969173; Min. 75.0; Max. 203.0; Mean 117.99503522048235; Valid 1161.0;

Variable Format: numeric

Notes: UNF:6:znCCKrfkl/M9aBEyHQMZfg==

f5001 Location:

Summary Statistics: Max. 107.0; Min. 24.73684211; Mean 59.53449655225668; Valid 1161.0; StDev 10.684680908742525;

Variable Format: numeric

Notes: UNF:6:P0EdY+t/vPMOxfq1R3i9rg==

f5001 Location:

Summary Statistics: Mean 20.801511481503436; Valid 1164.0; Min. 11.13793103; StDev 4.002987118015287; Max. 40.9;

Variable Format: numeric

Notes: UNF:6:2lMR5MHzpQWELGm4+7o1+g==

f5001 Location:

Summary Statistics: Valid 1158.0; StDev 0.6075583791550679; Max. 39.13247842; Mean 36.67728595220207; Min. 33.25;

Variable Format: numeric

Notes: UNF:6:CbhzYHHT3PgFNstCSG4oVg==

f5001 Location:

Summary Statistics: Valid 1164.0; Mean 96.27290043504296; Min. 75.91666667; StDev 2.2980018663286277; Max. 100.0;

Variable Format: numeric

Notes: UNF:6:iHMnJcnD6QhSxbx8wccixQ==

f5001 Location:

Summary Statistics: StDev 1272.3636310655654; Min. 0.0; Max. 8820.0; Valid 1141.0; Mean 1899.2765118317272

Variable Format: numeric

Notes: UNF:6:KPaixJ8vex4QBPlF0gaWqQ==

f5001 Location:

Summary Statistics: Max. 55.425; Mean 31.914013918853016; Min. 20.31111111; StDev 5.202102273361775; Valid 1177.0

Variable Format: numeric

Notes: UNF:6:sjylWFNo50L6SBM06DRORw==

f5001 Location:

Summary Statistics: Max. 6.575; Min. 2.03; StDev 0.6268351725238147; Mean 3.5750098488988953; Valid 1177.0;

Variable Format: numeric

Notes: UNF:6:QeoLWcLXdXx//uoy9BJZKg==

f5001 Location:

Summary Statistics: Mean 29.539938939277825; Max. 40.31428571; Valid 1177.0; Min. 18.125; StDev 2.61905350773012;

Variable Format: numeric

Notes: UNF:6:3wJTtDe1Nm853+Et6fTifQ==

f5001 Location:

Summary Statistics: Max. 37.01111111; StDev 1.4023019864322994; Mean 32.86432707224299; Min. 27.825; Valid 1177.0;

Variable Format: numeric

Notes: UNF:6:NDPmqSRXiSV9TVJ6ZTkDdg==

f5001 Location:

Summary Statistics: StDev 6.532629100224988; Min. 62.6; Max. 116.7142857; Valid 1177.0; Mean 89.90381246580289

Variable Format: numeric

Notes: UNF:6:BSGzjUpzLFcP1RF4TuNJkA==

f5001 Location:

Summary Statistics: Max. 29.05; Mean 15.952128919014443; Min. 12.08888889; Valid 1177.0; StDev 2.131643210817967;

Variable Format: numeric

Notes: UNF:6:qvVMHg1WiSx0+2xSFAoy8w==

f5001 Location:

Summary Statistics: Min. 0.1; Valid 1177.0; Max. 64.75; Mean 10.71294822657689; StDev 5.229402278282463

Variable Format: numeric

Notes: UNF:6:WkeuyPRwI2omRitO0EZXVA==

f5001 Location:

Summary Statistics: StDev 113.12062260236014; Valid 1177.0; Max. 1028.2; Mean 241.50432334404502; Min. 9.571428571

Variable Format: numeric

Notes: UNF:6:JBxaE2bZw6FqFLdGTJ0ZCg==

f5001 Location:

Summary Statistics: Mean 80.11354430419168; StDev 11.13324250299584; Min. 5.0; Max. 98.0; Valid 1033.0;

Variable Format: numeric

Notes: UNF:6:RM7S34cbhFzW3wKF1C4Cog==

f5001 Location:

Summary Statistics: StDev 0.46500657734688033; Mean 0.40556943147167757; Valid 918.0; Max. 8.8; Min. 0.1

Variable Format: numeric

Notes: UNF:6:EEPCPqUDItky3kdkqnJM7g==

f5001 Location:

Summary Statistics: Mean 12.233024294061046; Max. 83.5; Min. 0.966666667; StDev 8.632807278263918; Valid 1032.0

Variable Format: numeric

Notes: UNF:6:fGfCn1HvBzNRePgMmLeiHg==

f5001 Location:

Summary Statistics: Mean 17.481057149161625; Max. 71.27142857; Valid 1157.0; StDev 7.386987854026262; Min. 10.1

Variable Format: numeric

Notes: UNF:6:V5D+4rKBD+R2MY6g83JY/Q==

f5001 Location:

Summary Statistics: Max. 8.342857143; Min. 0.871428571; Valid 1157.0; Mean 1.62546498359637; StDev 0.8340382339002697;

Variable Format: numeric

Notes: UNF:6:bJdpHOne1XmcLD76x+zoLg==

f5001 Location:

Summary Statistics: Max. 118928.0; Min. 50.0; Mean 11014.130911925238; Valid 1177.0; StDev 13148.66462503257;

Variable Format: numeric

Notes: UNF:6:72UVGe0f3aBnQOiXrCRV6g==

f5001 Location:

Summary Statistics: Min. 8.0; StDev 1484.522809680189; Mean 246.77845607469345; Valid 1012.0; Max. 42987.5

Variable Format: numeric

Notes: UNF:6:h7MIcTQQaX0W92iQ+gMICA==

f5001 Location:

Summary Statistics: Min. 0.266666667; Max. 15.52727273; Mean 1.6428456376414613; StDev 1.2796505961357312; Valid 1177.0;

Variable Format: numeric

Notes: UNF:6:pIS/uoY2N5J8/kSPcU2gag==

f5001 Location:

Summary Statistics: Max. 161.75; Mean 36.298422526983856; Min. 5.357142857; Valid 1177.0; StDev 21.85154497788138

Variable Format: numeric

Notes: UNF:6:fi9s2qbgo6gxIf+RZMTImA==

f5001 Location:

Summary Statistics: StDev 51.49425588636487; Max. 414.1; Valid 1159.0; Min. 66.66666667; Mean 148.79653094522862

Variable Format: numeric

Notes: UNF:6:lABmyYnMf7YGYWDbiojCOg==

f5001 Location:

Summary Statistics: Max. 6.566666667; Valid 1177.0; Min. 3.0; Mean 4.176646395857264; StDev 0.41483603133775276

Variable Format: numeric

Notes: UNF:6:CSLltNVzijSONo2aJZJ1cg==

f5001 Location:

Summary Statistics: Max. 154.7368421; Valid 1177.0; StDev 4.151346613012864; Mean 138.89001647986407; Min. 114.6666667

Variable Format: numeric

Notes: UNF:6:gIeSKfnuP1qc2Djx1GwT3g==

f5001 Location:

Summary Statistics: Min. 6.7; Mean 8.500894160843538; StDev 0.5722625957038024; Valid 1176.0; Max. 10.95

Variable Format: numeric

Notes: UNF:6:dNeJYT+ksI9+zncZ48hRAQ==

f5001 Location:

Summary Statistics: StDev 5.339733476185209; Mean 102.28383516657604; Valid 1177.0; Max. 122.5263158; Min. 80.26666667

Variable Format: numeric

Notes: UNF:6:EZsfW9gR+iHmQxdq+zUOuQ==

f5001 Location:

Summary Statistics: StDev 2.652732410844994; Min. 6.636363636; Max. 25.5; Valid 1177.0; Mean 13.925093917981307

Variable Format: numeric

Notes: UNF:6:dVy7jTwjL1hyHDjdS1DtNQ==

f5001 Location:

Summary Statistics: Max. 4.072727273; StDev 0.25153249161165425; Mean 2.1201692361614275; Valid 1177.0; Min. 1.4;

Variable Format: numeric

Notes: UNF:6:q9c89PWdaPr+91iTVJYF0A==

f5001 Location:

Summary Statistics: Max. 7.58; StDev 0.0673204039553684; Valid 885.0; Mean 7.378532073776271; Min. 7.09

Variable Format: numeric

Notes: UNF:6:b4g2MoEDhoPzcGrPOpeKCw==

f5001 Location:

Summary Statistics: StDev 5.1675118881105595; Mean 26.911765590186917; Min. 12.85714286; Valid 1177.0; Max. 47.66666667

Variable Format: numeric

Notes: UNF:6:7OM7je01R+El5LMkxx4giw==

f5001 Location:

Summary Statistics: Min. 0.5; Valid 948.0; StDev 0.9838191428073769; Max. 8.333333333; Mean 1.8534255697974678

Variable Format: numeric

Notes: UNF:6:nOSuS1rkU0VVYAatNDI4zA==

f5001 Location:

Summary Statistics: StDev 12.711271014154681; Max. 98.6; Valid 883.0; Min. 18.75; Mean 45.535382354416754

Variable Format: numeric

Notes: UNF:6:oF81qDB7ky54or1g6rO8fA==

f5001 Location:

Summary Statistics: Valid 1177.0; Max. 75.0; Min. 15.0; Mean 48.715378079864045; StDev 12.868435902053756

Variable Format: numeric

Notes: UNF:6:u5ys++pYHd0yui28r2vYrQ==