Package: CNAIM 2.1.4

Mohsin Vindhani

CNAIM: Common Network Asset Indices Methodology (CNAIM)

Implementation of the CNAIM standard in R. Contains a series of algorithms which determine the probability of failure, consequences of failure and monetary risk associated with electricity distribution companies' assets such as transformers and cables. Results are visualized in an easy-to-understand risk matrix.

Authors:Emil Larsen [aut], Kalle Hansen [aut], Kenneth Rosenorn [aut], Peter Larsen [aut], Utiligize ApS [cph], Mohsin Vindhani [aut, cre]

CNAIM_2.1.4.tar.gz
CNAIM_2.1.4.zip(r-4.7)CNAIM_2.1.4.zip(r-4.6)CNAIM_2.1.4.zip(r-4.5)
CNAIM_2.1.4.tgz(r-4.6-any)CNAIM_2.1.4.tgz(r-4.5-any)
CNAIM_2.1.4.tar.gz(r-4.7-any)CNAIM_2.1.4.tar.gz(r-4.6-any)
CNAIM_2.1.4.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION
card.svg |card.png
CNAIM/json (API)

# Install 'CNAIM' in R:

install.packages('CNAIM', repos = c('https://utiligize.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/utiligize/cnaim/issues

Datasets:

transformer_11kv_faults - Failure statistics dataset for 10,000 6.6/11kV transformers

On CRAN:

6.76 score 7 stars 103 scripts 279 downloads 204 exports 53 dependencies

Last updated from:7418b6b149. Checks:9 OK. Indexed: yes.

Target	Result	Time
linux-devel-x86_64	OK	184
source / vignettes	OK	206
linux-release-x86_64	OK	177
macos-release-arm64	OK	179
macos-oldrel-arm64	OK	165
windows-devel	OK	134
windows-release	OK	145
windows-oldrel	OK	185
wasm-release	OK	120

Exports:beta_1 beta_2 cof cof_transformer_04_10kv cof_transformer_11kv current_health dga_test_modifier duty_factor_cables duty_factor_transformer_11_20kv duty_factor_transformer_33_66kv e_cof_tf environmental_cof_board_04kv environmental_cof_cables_04_10kv environmental_cof_cables_60_30kv environmental_cof_ehv_cables environmental_cof_ehv_fittings environmental_cof_ehv_switchgear environmental_cof_hv_switchgear_distribution environmental_cof_hv_switchgear_primary environmental_cof_lv_switchgear_and_other environmental_cof_lv_ugb environmental_cof_ohl_cond environmental_cof_ohl_cond_50kv environmental_cof_ohl_fittings_50kv environmental_cof_pillar_04kv environmental_cof_poles environmental_cof_poles_ohl_support_50kv environmental_cof_relay environmental_cof_serviceline environmental_cof_sub_cables environmental_cof_submarine_10kv environmental_cof_submarine_30_60kv environmental_cof_switchgear_30_60kv environmental_cof_switchgear_primary_10kv environmental_cof_switchgear_secondary_10kv environmental_cof_tower_ohl_support_50kv environmental_cof_towers environmental_cof_transformer_30_60kv environmental_cof_transformers expected_life f_cof_transformer_11kv ffa_test_modifier financial_cof_board_04kv financial_cof_cables_04_10kv financial_cof_cables_60_30kv financial_cof_ehv_cables financial_cof_ehv_fittings financial_cof_ehv_switchgear financial_cof_hv_switchgear_distribution financial_cof_hv_switchgear_primary financial_cof_lv_switchgear_and_other financial_cof_lv_ugb financial_cof_ohl_cond financial_cof_ohl_cond_50kv financial_cof_ohl_fittings_50kv financial_cof_pillar_04kv financial_cof_poles financial_cof_poles_ohl_support_50kv financial_cof_relay financial_cof_serviceline financial_cof_sub_cables financial_cof_submarine_cables_10kv financial_cof_submarine_cables_30_60kv financial_cof_switchgear_30_60kv financial_cof_switchgear_primary_10kv financial_cof_switchgear_secondary_10kv financial_cof_tower_ohl_support_50kv financial_cof_towers financial_cof_transformer_30_60kv financial_cof_transformers health_score_excl_ehv_132kv_tf initial_health location_factor location_factor_sub matrix_adjusted_circles matrix_adjusted_intervals mmi n_cof_excl_ehv_132kv_tf network_cof_board_04kv network_cof_cables_04_10kv network_cof_cables_60_30kv network_cof_ehv_cables network_cof_ehv_fittings network_cof_ehv_pole network_cof_ehv_sub_cable network_cof_ehv_switchgear network_cof_hv_lv_poles network_cof_hv_sub_cables network_cof_hv_switchgear_distribution network_cof_hv_switchgear_primary network_cof_lv_switchgear_and_other network_cof_lv_ugb network_cof_ohl_cond network_cof_ohl_cond_50kv network_cof_ohl_fittings_50kv network_cof_pillar_04kv network_cof_poles_ohl_support_50kv network_cof_relay network_cof_serviceline network_cof_submarine_cables_10kv network_cof_submarine_cables_30_60kv network_cof_switchgear_30_60kv network_cof_switchgear_primary_10kv network_cof_switchgear_secondary_10kv network_cof_tower network_cof_tower_ohl_support_50kv network_cof_transformer_30_60kv network_cof_transformers oil_test_modifier pof_132kv_cb pof_board_04kv pof_building pof_cables_04kv_pex pof_cables_10kv_oil pof_cables_10kv_pex pof_cables_132kv pof_cables_60_30kv pof_cables_66_33kv pof_ehv_fittings pof_ehv_switchgear pof_future_board_04kv pof_future_building pof_future_cables_04kv_pex pof_future_cables_10kv_oil pof_future_cables_10kv_pex pof_future_cables_132kv pof_future_cables_60_30kv pof_future_cables_66_33kv pof_future_meter pof_future_ohl_cond_132_66_33kv pof_future_ohl_cond_50kv pof_future_ohl_fittings_50kv pof_future_pillar_04kv pof_future_poles pof_future_poles_ohl_support_50kv pof_future_relay pof_future_rtu pof_future_serviceline pof_future_submarine_cables pof_future_submarine_cables_10kv_oil pof_future_submarine_cables_10kv_pex pof_future_submarine_cables_30_60kv_oil pof_future_submarine_cables_30_60kv_pex pof_future_switchgear_30_60kv pof_future_switchgear_primary_10kv pof_future_switchgear_secondary_10kv pof_future_transformer_04_10kv pof_future_transformer_11_20kv pof_future_transformer_132kv pof_future_transformer_30_60kv pof_future_transformer_33_66kv pof_hv_switchgear_distribution pof_hv_switchgear_primary pof_lv_switchgear_and_other pof_lv_ugb pof_meter pof_ohl_cond_132_66_33kv pof_poles pof_submarine_cables pof_switchgear_primary_10kv pof_switchgear_secondary_10kV pof_tower_ohl_support_50kv pof_towers pof_transformer_04_10kv pof_transformer_11_20kv pof_transformer_132kv pof_transformer_30_60kv pof_transformer_33_66kv predict_weibull_model present_value_future_risk risk_calculation risk_matrix_points_plot risk_matrix_structure risk_matrix_summary_plot s_cof_swg_tf_ohl safety_cof_board_04kv safety_cof_cables_04_10kv safety_cof_cables_60_30kv safety_cof_ehv_cables safety_cof_ehv_fittings safety_cof_ehv_switchgear safety_cof_hv_switchgear_distribution safety_cof_hv_switchgear_primary safety_cof_lv_switchgear_and_other safety_cof_lv_ugb safety_cof_ohl_cond safety_cof_ohl_cond_50kv safety_cof_ohl_fittings_50kv safety_cof_pillar_04kv safety_cof_poles safety_cof_poles_ohl_support_50kv safety_cof_relay safety_cof_serviceline safety_cof_sub_cables safety_cof_submarine_cables_10kv safety_cof_submarine_cables_30_60kv safety_cof_switchgear_30_60kv safety_cof_switchgear_primary_10kv safety_cof_switchgear_secondary_10kv safety_cof_tower_ohl_support_50kv safety_cof_towers safety_cof_transformer_30_60kv safety_cof_transformers train_weibull_model

Dependencies:base64enc bslib cachem cli cpp11 digest dplyr evaluate farver fastmap fontawesome fs generics ggplot2 glue gtable highr htmltools htmlwidgets isoband jquerylib jsonlite knitr labeling lifecycle magrittr memoise mime pillar pkgconfig plyr r2d3 R6 rappdirs RColorBrewer Rcpp rlang rmarkdown rstudioapi S7 sass scales stringi stringr tibble tidyselect tinytex utf8 vctrs viridisLite withr xfun yaml

cnaim

Rendered fromcnaim.Rmdusingknitr::rmarkdown

Last update: 2022-06-16
Started: 2020-09-07

Citation

Development and contributors

Readme and manuals

Help Manual

Help page	Topics
Initial Ageing Rate	beta_1
Forecast Ageing Rate	beta_2
Consequences of Failure	cof
Consequences of Failure for a 0.4/10 kV transformer	cof_transformer_04_10kv
Consequences of Failure for a 6.6/11 kV transformer	cof_transformer_11kv
Current Health score	current_health
DGA Test Modifier	dga_test_modifier
Duty Factor for all cables (incl. submarine cables).	duty_factor_cables
Duty Factor for 6.6/11kV and 20kV Transformers	duty_factor_transformer_11_20kv
Duty Factor for 33/10kV and 66/10kV Transformers and Tapchanger	duty_factor_transformer_33_66kv
Environmental Consequences of Failure for transformers	e_cof_tf
Environmental cost of Failure for 0.4kV Board	environmental_cof_board_04kv
Environmental cost of Failure for 0.4kV and 10kV UG Cables	environmental_cof_cables_04_10kv
Environmental cost of Failure for 30-60 kV UG cables	environmental_cof_cables_60_30kv
Environmental cost of Failure for EHV UG cables & 132 kV UG cables	environmental_cof_ehv_cables
Environmental cost of Failure for EHV/132kV fittings	environmental_cof_ehv_fittings
Environmental cost of Failure for EHV swicthgear & 132kV CB	environmental_cof_ehv_switchgear
Environmental cost of Failure for HV switchgear distribution	environmental_cof_hv_switchgear_distribution
Environmental cost of Failure for HV switchgear primary	environmental_cof_hv_switchgear_primary
Environmental cost of Failure for LV swicthgear and others	environmental_cof_lv_switchgear_and_other
Environmental cost of Failure for LV UGB	environmental_cof_lv_ugb
Environmental cost of Failure for Overhead line conductors	environmental_cof_ohl_cond
Environmental cost of Failure for 50kV Overhead Line Conductors	environmental_cof_ohl_cond_50kv
Environmental cost of Failure for 50kV Fittings	environmental_cof_ohl_fittings_50kv
Environmental cost of Failure for 0.4kv Pillar	environmental_cof_pillar_04kv
Environmental cost of Failure for Poles	environmental_cof_poles
Environmental cost of Failure for Poles OHL Support 50kV	environmental_cof_poles_ohl_support_50kv
Environmental cost of Failure for Relays	environmental_cof_relay
Environmental cost of Failure for Service Lines	environmental_cof_serviceline
Environmental cost of Failure for sub cables	environmental_cof_sub_cables
Environmental cost of Failure for 10kV Submarine Cables	environmental_cof_submarine_10kv
Environmental cost of Failure for 30kV and 60kV Submarine Cables	environmental_cof_submarine_30_60kv
Environmental cost of Failure for 30kV and 60kV Switchgear	environmental_cof_switchgear_30_60kv
Environmental cost of Failure for 10kV Switchgear Primary	environmental_cof_switchgear_primary_10kv
Environmental cost of Failure for 10kV Switchgear Secondary	environmental_cof_switchgear_secondary_10kv
Environmental cost of Failure for Tower OHL Support 50 kV	environmental_cof_tower_ohl_support_50kv
Environmental cost of Failure for towers	environmental_cof_towers
Environmental cost of Failure for 30/10kV and 60/10kV Transformers	environmental_cof_transformer_30_60kv
Environmental cost of Failure for Transformers	environmental_cof_transformers
Expected Life	expected_life
Financial Consequences of Failure for a 6.6/11 kV Transformer	f_cof_transformer_11kv
Oil Test Modifier	ffa_test_modifier
Financial cost of Failure for 0.4kV Board	financial_cof_board_04kv
Financial cost of Failure for 0.4kV and 10kV UG Cables	financial_cof_cables_04_10kv
Financial cost of Failure for 30-60 kV UG cables	financial_cof_cables_60_30kv
Financial cost of Failure for EHV UG cables & 132 kV UG cables	financial_cof_ehv_cables
Financial cost of Failure for EHV/132kV fittings	financial_cof_ehv_fittings
Financial cost of Failure for EHV swicthgear & 132kV CB	financial_cof_ehv_switchgear
Financial cost of Failure for HV swicthgear distribution	financial_cof_hv_switchgear_distribution
Financial cost of Failure for HV swicthgear primary	financial_cof_hv_switchgear_primary
Financial cost of Failure for LV swicthgear and others	financial_cof_lv_switchgear_and_other
Financial cost of Failure for LV UGB	financial_cof_lv_ugb
Financial cost of Failure for Overhead Line Conductors	financial_cof_ohl_cond
Financial cost of Failure for 50kV Overhead Line Conductors	financial_cof_ohl_cond_50kv
Financial cost of Failure for 50kV Fittings	financial_cof_ohl_fittings_50kv
Financial cost of Failure for 0.4kV Pillar	financial_cof_pillar_04kv
Financial cost of Failure for Poles	financial_cof_poles
Financial cost of Failure for Poles OHL Support 50kV	financial_cof_poles_ohl_support_50kv
Financial cost of Failure for Relays	financial_cof_relay
Financial cost of Failure for Service Lines	financial_cof_serviceline
Financial cost of Failure for Sub cables	financial_cof_sub_cables
Financial cost of Failure for 10kV Submarine Cables	financial_cof_submarine_cables_10kv
Financial cost of Failure for 30kV and 60kV Submarine Cables	financial_cof_submarine_cables_30_60kv
Financial cost of Failure for 30kV and 60kV Switchgear	financial_cof_switchgear_30_60kv
Financial cost of Failure for 10kV Swicthgear Primary	financial_cof_switchgear_primary_10kv
Financial cost of Failure for 10 kV Swicthgear Secondary	financial_cof_switchgear_secondary_10kv
Financial cost of Failure for Tower OHL Support 50 kV	financial_cof_tower_ohl_support_50kv
Financial cost of Failure for Towers	financial_cof_towers
Financial cost of Failure for 30/10 kV and 60/10 kV Transformers	financial_cof_transformer_30_60kv
Financial cost of Failure for Transformers	financial_cof_transformers
Health Score Factor for all Assets Categories excl. EHV and 132kV Transformers	health_score_excl_ehv_132kv_tf
Initial Health	initial_health
Location Factor (Excl.Submarine Cables)	location_factor
Location Factor (Excl.Submarine Cables)	location_factor_sub
Adjust circles for matrix visualization	matrix_adjusted_circles
Adjust banding for matrix visualization	matrix_adjusted_intervals
Maximum and Multiple Increment (MMI) Technique	mmi
Network cost of Failure for all Assets Categories excl. EHV and 132kV Transformers	n_cof_excl_ehv_132kv_tf
Network cost of Failure for 0.4kV Board	network_cof_board_04kv
Network cost of Failure for 0.4kV and 10kV UG Cables	network_cof_cables_04_10kv
Network cost of Failure for 30-60 kV UG cables	network_cof_cables_60_30kv
Network cost of Failure for EHV UG cabkes & 132 kV UG cables	network_cof_ehv_cables
Network cost of Failure for EHV/132kV Fittings	network_cof_ehv_fittings
Network cost of Failure for Poles	network_cof_ehv_pole
Network cost of Failure for EHV /132 kV sub cables	network_cof_ehv_sub_cable
Network cost of Failure for EHV swicthgear & 132kV CB	network_cof_ehv_switchgear
Network cost of Failure for LV,HV,EHV Poles	network_cof_hv_lv_poles
Network cost of Failure for HV Sub cables	network_cof_hv_sub_cables
Network cost of Failure for HV Switchgear distribution	network_cof_hv_switchgear_distribution
Network cost of Failure for HV Switchgear Primary	network_cof_hv_switchgear_primary
Network cost of Failure for LV swicthgear and others	network_cof_lv_switchgear_and_other
Network cost of Failure for LV UGB	network_cof_lv_ugb
Network cost of Failure for Overhead Line Conductors	network_cof_ohl_cond
Network cost of Failure for 50kV Overhead Line Conductors	network_cof_ohl_cond_50kv
Network cost of Failure for 50kV Fittings	network_cof_ohl_fittings_50kv
Network cost of Failure for 0.4kV Pillar	network_cof_pillar_04kv
Network cost of Failure for Poles OHL Support 50kV	network_cof_poles_ohl_support_50kv
Network cost of Failure for Relays	network_cof_relay
Network cost of Failure for Service Lines	network_cof_serviceline
Network cost of Failure for 10kV Submarine Cables	network_cof_submarine_cables_10kv
Network cost of Failure for 30kV and 60kV Submarine Cables	network_cof_submarine_cables_30_60kv
Network cost of Failure for 30kV and 60kV Switchgear	network_cof_switchgear_30_60kv
Network cost of Failure for 10kV Switchgear Primary	network_cof_switchgear_primary_10kv
Network cost of Failure for 10kV Switchgear Secondary	network_cof_switchgear_secondary_10kv
Network cost of Failure for Towers	network_cof_tower
Network cost of Failure for Tower OHL Support 50 kV	network_cof_tower_ohl_support_50kv
Network cost of Failure for 30/10kV and 60/10kV Transformers	network_cof_transformer_30_60kv
Network cost of Failure for Transformers	network_cof_transformers
Oil Test Modifier	oil_test_modifier
Plot of probability of failure	plot_pof
Current Probability of Failure for 132kV Switchgear	pof_132kv_cb
Current Probability of Failure for 0.4kV Board	pof_board_04kv
Current Probability of Failure for Primary Substation Building and Secondary Substation Building.	pof_building
Current Probability of Failure for 0.4kV UG PEX Non Pressurised Cables	pof_cables_04kv_pex
Current Probability of Failure for 10kV UG Oil Non Preesurised Cables (Armed Paper Lead)	pof_cables_10kv_oil
Current Probability of Failure for 10kV UG PEX Non Pressurised Cables	pof_cables_10kv_pex
Current Probability of Failure for 132kV cables	pof_cables_132kv
Current Probability of Failure for 30-60kV cables	pof_cables_60_30kv
Current Probability of Failure for 33-66kV cables	pof_cables_66_33kv
Current Probability of Failure for EHV/132kV Fittings	pof_ehv_fittings
Current Probability of Failure for EHV Switchgear	pof_ehv_switchgear
Future Probability of Failure for 0.4kV Board	pof_future_board_04kv
Future Probability of Failure for Primary Substation Building and Secondary Substation Building.	pof_future_building
Future Probability of Failure for 0.4kV UG PEX Non Pressurised Cables	pof_future_cables_04kv_pex
Future Probability of Failure for 10kV UG Oil Non Preesurised Cables (Armed Paper Lead)	pof_future_cables_10kv_oil
Future Probability of Failure for 10kV UG PEX Non Pressurised Cables	pof_future_cables_10kv_pex
Future Probability of Failure for 132kV cables	pof_future_cables_132kv
Future Probability of Failure for 30-60kV cables	pof_future_cables_60_30kv
Future Probability of Failure for 33-66kV cables	pof_future_cables_66_33kv
Future Probability of Failure for Meters	pof_future_meter
Future Probability of Failure for 33-132kV OHL Conductors	pof_future_ohl_cond_132_66_33kv
Future Probability of Failure for 50kV OHL Conductors	pof_future_ohl_cond_50kv
Future Probability of Failure for 50 kV Fittings	pof_future_ohl_fittings_50kv
Future Probability of Failure for 0.4kV Pillar	pof_future_pillar_04kv
Future Probability of Failure for Poles	pof_future_poles
Future Probability of Failure for Poles OHL support 50 kV	pof_future_poles_ohl_support_50kv
Future Probability of Failure for Relay	pof_future_relay
Future Probability of Failure for RTU	pof_future_rtu
Future Probability of Failure for Service Line	pof_future_serviceline
Future Probability of Failure for Submarine Cables	pof_future_submarine_cables
Future Probability of Failure for 10kV Oil Submarine Cables	pof_future_submarine_cables_10kv_oil
Future Probability of Failure for 10kV Non Pressurised submarine cables	pof_future_submarine_cables_10kv_pex
Future Probability of Failure for 30kV and 60kV Oil Submarine Cables	pof_future_submarine_cables_30_60kv_oil
Future Probability of Failure for 30kV and 60kV Non Pressurised Submarine Cables	pof_future_submarine_cables_30_60kv_pex
Future Probability of Failure for 30kV and 60kV Switchgear	pof_future_switchgear_30_60kv
Future Probability of Failure for 10kV Switchgear Primary	pof_future_switchgear_primary_10kv
Future Probability of Failure for 10kV Switchgear Secondary	pof_future_switchgear_secondary_10kv
Future Probability of Failure for 0.4/10kV Transformers	pof_future_transformer_04_10kv
Future Probability of Failure for 6.6/11kV and 20kV Transformers	pof_future_transformer_11_20kv
Future Probability of Failure for 132kV Transformers	pof_future_transformer_132kv
Future Probability of Failure for 30/10kV and 60/10kV Transformers	pof_future_transformer_30_60kv
Future Probability of Failure for 33/10kV and 66/10kV Transformers	pof_future_transformer_33_66kv
Current Probability of Failure for HV Switchgear Distribution	pof_hv_switchgear_distribution
Current Probability of Failure for HV Switchgear Primary	pof_hv_switchgear_primary
Current Probability of Failure for LV switchgear and others	pof_lv_switchgear_and_other
Current Probability of Failure for LV UGB	pof_lv_ugb
Current Probability of Failure for Meters	pof_meter
Current Probability of Failure for 33-132kV OHL Conductors	pof_ohl_cond_132_66_33kv
Current Probability of Failure for Poles	pof_poles
Current Probability of Failure for Submarine Cables	pof_submarine_cables
Current Probability of Failure for 10 kV Switchgear (GM) Primary	pof_switchgear_primary_10kv
Current Probability of Failure for 10kV Switchgear secondary	pof_switchgear_secondary_10kV
Current Probability of Failure for Towers OHL support 50kV	pof_tower_ohl_support_50kv
Current Probability of Failure for Towers	pof_towers
Current Probability of Failure for 0.4/10kV Transformers	pof_transformer_04_10kv
Current Probability of Failure for 6.6/11kV and 20kV Transformers	pof_transformer_11_20kv
Current Probability of Failure for 132kv Transformers	pof_transformer_132kv
Current Probability of Failure for 30/10kV and 60/10kV Transformers	pof_transformer_30_60kv
Current Probability of Failure for 33/10kV and 66/10kV Transformers	pof_transformer_33_66kv
Prediction function for Weibull model	predict_weibull_model
Present Value of Future Risk	present_value_future_risk
Calculates risk and converts to matrix coordinates	risk_calculation
Make a risk matrix with individual asset points	risk_matrix_points_plot
Makes a default risk matrix structure	risk_matrix_structure
Make a risk matrix with non-linear spacing	risk_matrix_summary_plot
Safety Consequences of Failure for Switchgears, Transformers & Overhead Lines	s_cof_swg_tf_ohl
Safety cost of Failure for 0.4kV Board	safety_cof_board_04kv
Safety cost of Failure for 0.4kV and 10kV UG Cables	safety_cof_cables_04_10kv
Safety cost of Failure for 30-60 kV UG cables	safety_cof_cables_60_30kv
Safety cost of Failure for EHV UG cables & 132 kV UG cables	safety_cof_ehv_cables
Safety cost of Failure for EHV/132kV Fittings	safety_cof_ehv_fittings
Safety cost of Failure for EHV swicthgear & 132kV CB	safety_cof_ehv_switchgear
Safety cost of Failure for HV Switchgear Distribution	safety_cof_hv_switchgear_distribution
Safety cost of Failure for HV Switchgear Primary	safety_cof_hv_switchgear_primary
Safety cost of Failure for LV swicthgear and others	safety_cof_lv_switchgear_and_other
Safety cost of Failure for LV UGB	safety_cof_lv_ugb
Safety cost of Failure for Overhead Line Conductors	safety_cof_ohl_cond
Safety cost of Failure for 50kV Overhead Line Conductors	safety_cof_ohl_cond_50kv
Safety cost of Failure for 50kV Fittings	safety_cof_ohl_fittings_50kv
Safety cost of Failure for 0.4kV Pillar	safety_cof_pillar_04kv
Safety cost of Failure for Pole	safety_cof_poles
Safety cost of Failure for Poles OHL Support 50kV	safety_cof_poles_ohl_support_50kv
Safety cost of Failure for Relays	safety_cof_relay
Safety cost of Failure for Service Lines	safety_cof_serviceline
Safety cost of Failure for Sub cables	safety_cof_sub_cables
Safety cost of Failure for 10kV Submarine Cables	safety_cof_submarine_cables_10kv
Safety cost of Failure for 30kV and 60kV Submarine Cables	safety_cof_submarine_cables_30_60kv
Safety cost of Failure for 30kV and 60kV Switchgear	safety_cof_switchgear_30_60kv
Safety cost of Failure for 10kV Switchgear Primary	safety_cof_switchgear_primary_10kv
Safety cost of Failure for 10 kV Switchgear Secondary	safety_cof_switchgear_secondary_10kv
Safety cost of Failure for Tower OHL Support 50 kV	safety_cof_tower_ohl_support_50kv
Safety cost of Failure for tower	safety_cof_towers
Safety cost of Failure for 30/10kv and 60/10kv Transformer	safety_cof_transformer_30_60kv
Safety cost of Failure for Transformer	safety_cof_transformers
Training function for Weibull model	train_weibull_model
Failure statistics dataset for 10,000 6.6/11kV transformers	transformer_11kv_faults