Predictive Maintenance Dashboard

Data Points

Brakes: 51%

Filters: 64%

Cables: 11%

Brakes: 14%

Filters: 88%

Cables: 38%

Brakes: 71%

Filters: 70%

Cables: 1%

Brakes: 60%

Filters: 8%

Cables: 2%

Brakes: 20%

Filters: 119%

Cables: 55%

Brakes: 82%

Filters: 0%

Cables: 80%

Brakes: 86%

Filters: 7%

Cables: 58%

Brakes: 74%

Filters: 87%

Cables: 1%

Brakes: 74%

Filters: 62%

Cables: 1%

#10

Brakes: 87%

Filters: 10%

Cables: 53%

#11

Brakes: 23%

Filters: 80%

Cables: 86%

#12

Brakes: 2%

Filters: 7%

Cables: 0%

#13

Brakes: 21%

Filters: 34%

Cables: 18%

#14

Brakes: 91%

Filters: 34%

Cables: 1%

#15

Brakes: 110%

Filters: 32%

Cables: 52%

#16

Brakes: 87%

Filters: 4%

Cables: 43%

#17

Brakes: 29%

Filters: 40%

Cables: 89%

#18

Brakes: 37%

Filters: 27%

Cables: 31%

#19

Brakes: 1%

Filters: 6%

Cables: 69%

#20

Brakes: 63%

Filters: 72%

Cables: 31%

#21

Brakes: 59%

Filters: 71%

Cables: 67%

#22

Brakes: 20%

Filters: 11%

Cables: 54%

#23

Brakes: 32%

Filters: 33%

Cables: 74%

#24

Brakes: 75%

Filters: 32%

Cables: 55%

#25

Brakes: 57%

Filters: 47%

Cables: 16%

#26

Brakes: 21%

Filters: 22%

Cables: 37%

#27

Brakes: 88%

Filters: 61%

Cables: 23%

#28

Brakes: 48%

Filters: 87%

Cables: 68%

#29

Brakes: 90%

Filters: 36%

Cables: 69%

#30

Brakes: 58%

Filters: 43%

Cables: 85%

#31

Brakes: 41%

Filters: 85%

Cables: 10%

#32

Brakes: 59%

Filters: 90%

Cables: 15%

#33

Brakes: 79%

Filters: 34%

Cables: 72%

#34

Brakes: 97%

Filters: 64%

Cables: 58%

#35

Brakes: 61%

Filters: 46%

Cables: 69%

#36

Brakes: 61%

Filters: 77%

Cables: 79%

#37

Brakes: 46%

Filters: 2%

Cables: 2%

#38

Brakes: 61%

Filters: 0%

Cables: 19%

#39

Brakes: 50%

Filters: 96%

Cables: 58%

#40

Brakes: 54%

Filters: 89%

Cables: 35%

#41

Brakes: 63%

Filters: 13%

Cables: 18%

#42

Brakes: 2%

Filters: 26%

Cables: 89%

#43

Brakes: 50%

Filters: 8%

Cables: 66%

#44

Brakes: 6%

Filters: 78%

Cables: 18%

#45

Brakes: 20%

Filters: 14%

Cables: 19%

#46

Brakes: 72%

Filters: 89%

Cables: 70%

#47

Brakes: 38%

Filters: 41%

Cables: 51%

#48

Brakes: 17%

Filters: 76%

Cables: 32%

#49

Brakes: 3%

Filters: 50%

Cables: 39%

#50

Brakes: 88%

Filters: 62%

Cables: 38%

#51

Brakes: 59%

Filters: 51%

Cables: 81%

#52

Brakes: 13%

Filters: 3%

Cables: 0%

#53

Brakes: 8%

Filters: 22%

Cables: 10%

#54

Brakes: 89%

Filters: 14%

Cables: 56%

#55

Brakes: 52%

Filters: 42%

Cables: 88%

#56

Brakes: 1%

Filters: 28%

Cables: 49%

#57

Brakes: 83%

Filters: 35%

Cables: 22%

#58

Brakes: 59%

Filters: 12%

Cables: 30%

#59

Brakes: 70%

Filters: 31%

Cables: 41%

#60

Brakes: 43%

Filters: 70%

Cables: 6%

#61

Brakes: 7%

Filters: 58%

Cables: 15%

#62

Brakes: 118%

Filters: 85%

Cables: 89%

#63

Brakes: 34%

Filters: 27%

Cables: 59%

#64

Brakes: 77%

Filters: 65%

Cables: 1%

#65

Brakes: 80%

Filters: 41%

Cables: 112%

#66

Brakes: 35%

Filters: 44%

Cables: 47%

#67

Brakes: 49%

Filters: 61%

Cables: 11%

#68

Brakes: 3%

Filters: 56%

Cables: 68%

#69

Brakes: 1%

Filters: 5%

Cables: 36%

#70

Brakes: 5%

Filters: 27%

Cables: 31%

#71

Brakes: 53%

Filters: 27%

Cables: 8%

#72

Brakes: 3%

Filters: 43%

Cables: 18%

#73

Brakes: 53%

Filters: 83%

Cables: 47%

#74

Brakes: 62%

Filters: 29%

Cables: 79%

#75

Brakes: 17%

Filters: 116%

Cables: 2%

#76

Brakes: 89%

Filters: 74%

Cables: 19%

#77

Brakes: 43%

Filters: 88%

Cables: 23%

#78

Brakes: 33%

Filters: 61%

Cables: 53%

#79

Brakes: 73%

Filters: 0%

Cables: 118%

#80

Brakes: 61%

Filters: 26%

Cables: 23%

#81

Brakes: 13%

Filters: 61%

Cables: 74%

#82

Brakes: 47%

Filters: 76%

Cables: 71%

#83

Brakes: 14%

Filters: 2%

Cables: 35%

#84

Brakes: 71%

Filters: 69%

Cables: 37%

#85

Brakes: 77%

Filters: 71%

Cables: 83%

#86

Brakes: 86%

Filters: 26%

Cables: 88%

#87

Brakes: 61%

Filters: 8%

Cables: 24%

#88

Brakes: 39%

Filters: 61%

Cables: 17%

#89

Brakes: 84%

Filters: 36%

Cables: 81%

#90

Brakes: 79%

Filters: 50%

Cables: 65%

#91

Brakes: 81%

Filters: 112%

Cables: 53%

#92

Brakes: 52%

Filters: 23%

Cables: 34%

#93

Brakes: 23%

Filters: 78%

Cables: 79%

#94

Brakes: 25%

Filters: 58%

Cables: 60%

#95

Brakes: 88%

Filters: 31%

Cables: 40%

#96

Brakes: 59%

Filters: 87%

Cables: 32%

#97

Brakes: 40%

Filters: 51%

Cables: 67%

#98

Brakes: 28%

Filters: 61%

Cables: 32%

#99

Brakes: 14%

Filters: 57%

Cables: 13%

#100

Brakes: 44%

Filters: 51%

Cables: 20%

Analyze Data

Data is loaded from the predefined CSV file (data.csv)

Brake Reading

Filter Reading

Cable Reading

Current vs Average Readings

Time Series Analysis with Moving Averages

Correlation Matrix

Value Distributions

Component Relationships

Critical Components Analysis

No critical components detected

Component Trends

Brakes: Stable

Change Rate: -0.07% per reading

Peak Usage: 24.0% of time

Filters: Stable

Change Rate: -0.13% per reading

Peak Usage: 25.0% of time

Cables: Stable

Change Rate: 0.09% per reading

Peak Usage: 24.0% of time

Maintenance Analysis

Immediate Actions

No immediate actions required

Preventive Measures

Brakes

Implement regular checks for brakes

Frequency: Daily

High variability (±29.2%) and frequent peak usage (24.0% of time)

Filters

Implement regular checks for filters

Frequency: Daily

High variability (±29.7%) and frequent peak usage (25.0% of time)

Cables

Implement regular checks for cables

Frequency: Daily

High variability (±28.9%) and frequent peak usage (24.0% of time)

Optimization Suggestions

Brakes

Review brakes usage patterns

Impact: High

Reduced wear and extended component life

Filters

Review filters usage patterns

Impact: High

Reduced wear and extended component life

Cables

Review cables usage patterns

Impact: High

Reduced wear and extended component life

System Health Overview

Overall Health

53.0%

0 Critical

0 Warning

3 Healthy

Detected Anomalies

Row 5:

Filters reading (119) exceeds threshold (90)

Row 14:

Brakes reading (91) exceeds threshold (90)

Row 15:

Brakes reading (110) exceeds threshold (90)

Row 34:

Brakes reading (97) exceeds threshold (90)

Row 39:

Filters reading (96) exceeds threshold (90)

Row 62:

Brakes reading (118) exceeds threshold (90)

Row 65:

Cables reading (112) exceeds threshold (90)

Row 75:

Filters reading (116) exceeds threshold (90)

Row 79:

Cables reading (118) exceeds threshold (90)

Row 91:

Filters reading (112) exceeds threshold (90)