National Energy Board, Canada’s Energy Future 2016: Energy Supply and Demand Projections to 2040
National Energy Board, Canada’s Energy Future 2016: Energy Supply and Demand Projections to 2040
Electricity Generation.xlsx (Ontario table) -> NEB_generation.csv
Electricity Capacity.xlsx (Ontario table) -> NEB_capacity.csv
NEB Generation Projections (GWh)
NEB_generation <- transpose(read.csv("NEB_generation.csv", header = FALSE))
NEB_generation <- NEB_generation[-1,]
colnames(NEB_generation) <- c("Year","Hydro","Wind","Biomass_and_Geothermal","Solar","Uranium","Coal","Natural_Gas","Oil")
Start year is 2005
NEB_generation$Year <- NULL
NEB_generation$Hydro <- as.numeric(NEB_generation$Hydro)
NEB_generation$Wind <- as.numeric(NEB_generation$Wind)
NEB_generation$Biomass_and_Geothermal <- as.numeric(NEB_generation$Biomass_and_Geothermal)
NEB_generation$Solar <- as.numeric(NEB_generation$Solar)
NEB_generation$Uranium <- as.numeric(NEB_generation$Uranium)
NEB_generation$Coal <- as.numeric(NEB_generation$Coal)
NEB_generation$Natural_Gas <- as.numeric(NEB_generation$Natural_Gas)
NEB_generation$Oil <- as.numeric(NEB_generation$Oil)
NEB_generation$Total <- NEB_generation$Hydro+NEB_generation$Wind+NEB_generation$Biomass_and_Geothermal+NEB_generation$Solar+NEB_generation$Uranium+NEB_generation$Coal+NEB_generation$Natural_Gas+NEB_generation$Oil
NEB_generation.ts <- ts(NEB_generation, start = 2005, frequency = 1)
ggplot2::autoplot(NEB_generation.ts, ylab="GWh", main="Ontario Annual Electricity Generation Projections")
![](data:image/png;base64,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)
NEB Capacity Projections (MW)
NEB_capacity <- transpose(read.csv("NEB_capacity.csv", header = FALSE))
NEB_capacity <- NEB_capacity[-1,]
colnames(NEB_capacity) <- c("Year","Petroleum1","Petroleum2","Petroleum3","Coal", "Nuclear","Biomass_and_Geothermal","Solar","Wind","Hydro")
NEB_capacity$Year <- NULL
NEB_capacity$Petroleum <- as.numeric(NEB_capacity$Petroleum1) + as.numeric(NEB_capacity$Petroleum2) + as.numeric(NEB_capacity$Petroleum3)
NEB_capacity$Petroleum1 <- NULL
NEB_capacity$Petroleum2 <- NULL
NEB_capacity$Petroleum3 <- NULL
NEB_capacity$Coal <- as.numeric(NEB_capacity$Coal)
NEB_capacity$Nuclear <- as.numeric(NEB_capacity$Nuclear)
NEB_capacity$Biomass_and_Geothermal <- as.numeric(NEB_capacity$Biomass_and_Geothermal)
NEB_capacity$Solar <- as.numeric(NEB_capacity$Solar)
NEB_capacity$Wind <- as.numeric(NEB_capacity$Wind)
NEB_capacity$Hydro <- as.numeric(NEB_capacity$Hydro)
NEB_capacity$Total <- NEB_capacity$Petroleum+NEB_capacity$Coal+NEB_capacity$Nuclear+NEB_capacity$Biomass_and_Geothermal+NEB_capacity$Solar+NEB_capacity$Wind+NEB_capacity$Hydro
NEB_capacity.ts <- ts(NEB_capacity, start = 2005, frequency = 1)
ggplot2::autoplot(NEB_capacity.ts, ylab="MW", main="Ontario Annual Electricity Capacity Projections")
![](data:image/png;base64,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)
Monthly Electricity Supply and Disposition Survey (MELE), Ontario (MWh)
Statistics Canada, Monthly Electricity Supply and Disposition Survey (MELE)
Electric power generation, monthly generation by type of electricity. Table: 25-10-0015-01
MELE_generation <- read.csv("2510001501-noSymbol.csv")
MELE_generation$YEAR_MONTH <- NULL
MELE_generation.ts <- ts(MELE_generation, start = 2008, frequency = 12)
ggplot2::autoplot(MELE_generation.ts, ylab="MWh", main="Ontario Monthly Electricity Generation")
![](data:image/png;base64,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)
MELE_generation_total.ts <- ts(MELE_generation$Total, start = 2008, frequency = 12)
plot(MELE_generation_total.ts)
![](data:image/png;base64,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)
MELE_generation_total.ts.components <- decompose(MELE_generation_total.ts)
forecast::autoplot(MELE_generation_total.ts.components)
![](data:image/png;base64,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)
MELE_generation_total.ts.arima <- auto.arima(MELE_generation_total.ts)
MELE_generation_total.ts.arima
Series: MELE_generation_total.ts
ARIMA(1,1,1)(2,1,0)[12]
Coefficients:
ar1 ma1 sar1 sar2
0.6312 -0.9083 -0.6268 -0.3358
s.e. 0.1059 0.0604 0.0879 0.0850
sigma^2 estimated as 2.994e+11: log likelihood=-1786.41
AIC=3582.82 AICc=3583.34 BIC=3596.84
MELE_generation_total.ts.arima.forecast <- forecast(MELE_generation_total.ts.arima, level = c(95), h = 120)
forecast::autoplot(MELE_generation_total.ts.arima.forecast)
![](data:image/png;base64,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)
IESO
Independent Electricity System Operator (IESO), Data Directory
Hourly Generator Energy Output and Capability Report
Hourly Generator Energy Output and Capability Report
The Hourly Generator Energy Output and Capability Report presents the energy output and capability for generating facilities in the IESO-administered energy market with a maximum output capability of 20 MW or more.
http://reports.ieso.ca/docrefs/helpfile/GenOutputCapability_h4.pdf
Output is the actual energy production of the unit or facility. The hourly output is the facility’s five-minute outputs averaged over an hour.
Capability is the maximum potential output of the unit or facility under current conditions, which includes maximum unit derates and outages for that hour. In this report, Capability is provided for nuclear, hydro, gas, and biofuel generation (excluding wind and solar).
GOC-2010.xlsx - GOC-2019-Jan-April.xlsx -> IESO_output_2010.csv, IESO_capability_2010.csv - IESO_output_2019.csv, IESO_capability_2019.csv
observation for each hour, 2010 to April 2019
Robert J Hyman, Seasonal periods. forecast::msts
IESO_output_2010 <- fread("IESO_output_2010.csv")
IESO_output_2010$DATE <- NULL
IESO_output_2010$HOUR <- NULL
IESO_output_2010$TOTAL <- rowSums(IESO_output_2010, na.rm=TRUE)
IESO_output_2010 <- IESO_output_2010[,.(TOTAL)]
IESO_output_2011 <- fread("IESO_output_2011.csv")
IESO_output_2011$DATE <- NULL
IESO_output_2011$HOUR <- NULL
IESO_output_2011$TOTAL <- rowSums(IESO_output_2011, na.rm=TRUE)
IESO_output_2011 <- IESO_output_2011[,.(TOTAL)]
IESO_output_2012 <- fread("IESO_output_2012.csv")
IESO_output_2012$DATE <- NULL
IESO_output_2012$HOUR <- NULL
IESO_output_2012$TOTAL <- rowSums(IESO_output_2012, na.rm=TRUE)
IESO_output_2012 <- IESO_output_2012[,.(TOTAL)]
IESO_output_2012.ts <- msts(IESO_output_2012$TOTAL, seasonal.periods = c(24, 24*365.25), start=2012)
forecast::autoplot(IESO_output_2012.ts)
![](data:image/png;base64,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)
2012 Outliers
which(IESO_output_2012$TOTAL==0)
[1] 3947 7834
3947: DATE 13-Jun-12, HOUR 11
7834: DATE 22-Nov-12, HOUR 10
IESO_output_2012$TOTAL[3947]
[1] 0
IESO_output_2012$TOTAL[7834]
[1] 0
IESO_output_2012$TOTAL[3947] <- IESO_output_2012$TOTAL[3946]
IESO_output_2012$TOTAL[7834] <- IESO_output_2012$TOTAL[7833]
IESO_output_2012.ts <- msts(IESO_output_2012$TOTAL, seasonal.periods = c(24, 24*365.25), start=2012)
autoplot(IESO_output_2012.ts)
![](data:image/png;base64,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)
IESO_output_2013 <- fread("IESO_output_2013.csv")
IESO_output_2013$DATE <- NULL
IESO_output_2013$HOUR <- NULL
IESO_output_2013$TOTAL <- rowSums(IESO_output_2013, na.rm=TRUE)
IESO_output_2013 <- IESO_output_2013[,.(TOTAL)]
IESO_output_2014 <- fread("IESO_output_2014.csv")
IESO_output_2014$DATE <- NULL
IESO_output_2014$HOUR <- NULL
IESO_output_2014$TOTAL <- rowSums(IESO_output_2014, na.rm=TRUE)
IESO_output_2014 <- IESO_output_2014[,.(TOTAL)]
IESO_output_2015 <- fread("IESO_output_2015.csv")
IESO_output_2015 <- IESO_output_2015[,.(TOTAL)]
IESO_output_2016 <- fread("IESO_output_2016.csv")
IESO_output_2016 <- IESO_output_2016[,.(TOTAL)]
IESO_output_2016.ts <- msts(IESO_output_2015$TOTAL, seasonal.periods = c(24, 24*365.25), start=2016)
forecast::autoplot(IESO_output_2016.ts)
![](data:image/png;base64,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)
2016 Outliers
Autoregressive replacement of outlier values
for (t in which(IESO_output_2016$TOTAL<4000)){
IESO_output_2016$TOTAL[t] <- IESO_output_2016$TOTAL[t-1]
}
IESO_output_2017 <- fread("IESO_output_2017.csv")
IESO_output_2017 <- IESO_output_2017[,.(TOTAL)]
IESO_output_2018 <- fread("IESO_output_2018.csv")
IESO_output_2018 <- IESO_output_2018[,.(TOTAL)]
IESO_output_2019 <- fread("IESO_output_2019.csv")
IESO_output_2019$DATE <- NULL
IESO_output_2019$HOUR <- NULL
IESO_output_2019$TOTAL <- rowSums(IESO_output_2019, na.rm=TRUE)
IESO_output_2019 <- IESO_output_2019[,.(TOTAL)]
IESO_output_2010_to_2019 <- do.call("rbind",list(IESO_output_2010,IESO_output_2011,IESO_output_2012,
IESO_output_2013, IESO_output_2014, IESO_output_2015,
IESO_output_2016, IESO_output_2017, IESO_output_2018,
IESO_output_2019))
IESO_output_2010_to_2019.ts <- msts(IESO_output_2010_to_2019$TOTAL, seasonal.periods = c(24, 168, 8766), start=2010)
forecast::autoplot(IESO_output_2010_to_2019.ts)
![](data:image/png;base64,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)
IESO_output_2010_to_2019.ts.components <- mstl(IESO_output_2010_to_2019.ts)
forecast::autoplot(IESO_output_2010_to_2019.ts.components)
![](data:image/png;base64,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)
IESO_output_2010_to_2019.24.ts <- IESO_output_2010_to_2019.ts.components[, "Seasonal24"]
IESO_output_2010_to_2019.168.ts <- IESO_output_2010_to_2019.ts.components[, "Seasonal168"]
IESO_output_2010_to_2019.8766.ts <- IESO_output_2010_to_2019.ts.components[, "Seasonal8766"]
autoplot(subset(IESO_output_2010_to_2019.24.ts, end = 24*7*4))
![](data:image/png;base64,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)
autoplot(subset(IESO_output_2010_to_2019.168.ts, end = 24*7*4))
![](data:image/png;base64,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)
autoplot(subset(IESO_output_2010_to_2019.8766.ts, end = 24*7*52))
![](data:image/png;base64,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)
Realtime Constrained Totals Report (Ontario and Market Demand)
http://reports.ieso.ca/docrefs/helpfile/RealtimeConstTotals_h2.pdf
TOTAL ENERGY: Total energy dispatched into the IESO-controlled grid, calculated as Ontario generation plus imports
TOTAL LOSS: Total losses in the IESO-controlled grid, calculated by the load flow
TOTAL LOAD: Total system load, calculated as Total Energy - Total Loss
TOTAL DISP LOAD: Total MW withdrawn from the IESO-controlled grid by dispatchable load, where the value represents the system-wide amount of dispatchable load that was dispatched down. For example, if the load is bidding 100 MW and gets dispatched down to 90 MW, then the Total Disp Load quantity is 10 MW
ONTARIO DEMAND: Total Ontario electricity demand, calculated as:
Total Energy + Total Generation Without Offers - Total Exports + Total Off Market +/- Over/Under Generation
Hourly Demand Report
PUB_Demand_2002.csv - PUB_Demand_2019.csv (to July)
Demand_2010 <- fread("PUB_Demand_2010.csv")
Demand_2010 <- Demand_2010[,.(DEMAND = `Market Demand`)]
Demand_2011 <- fread("PUB_Demand_2011.csv")
Demand_2011 <- Demand_2011[,.(DEMAND = `Market Demand`)]
Demand_2012 <- fread("PUB_Demand_2012.csv")
Demand_2012 <- Demand_2012[,.(DEMAND = `Market Demand`)]
Demand_2013 <- fread("PUB_Demand_2013.csv")
Demand_2013 <- Demand_2013[,.(DEMAND = `Market Demand`)]
Demand_2014 <- fread("PUB_Demand_2014.csv")
Demand_2014 <- Demand_2014[,.(DEMAND = `Market Demand`)]
Demand_2015 <- fread("PUB_Demand_2015.csv")
Demand_2015 <- Demand_2015[,.(DEMAND = `Market Demand`)]
Demand_2016 <- fread("PUB_Demand_2016.csv")
Demand_2016 <- Demand_2016[,.(DEMAND = `Market Demand`)]
Demand_2017 <- fread("PUB_Demand_2017.csv")
Demand_2017 <- Demand_2017[,.(DEMAND = `Market Demand`)]
Demand_2018 <- fread("PUB_Demand_2018.csv")
Demand_2018 <- Demand_2018[,.(DEMAND = `Market Demand`)]
Demand_2019 <- fread("PUB_Demand_2019.csv")
Demand_2019 <- Demand_2019[,.(DEMAND = `Market Demand`)]
Demand_2010_to_2019 <- do.call("rbind",list(Demand_2010,Demand_2011,Demand_2012,
Demand_2013, Demand_2014, Demand_2015,
Demand_2016, Demand_2017, Demand_2018,
Demand_2019))
Demand_2010_to_2019.ts <- msts(Demand_2010_to_2019$DEMAND, seasonal.periods = c(24, 168, 8766), start=2010)
Demand_2010_to_2019.ts.components <- mstl(Demand_2010_to_2019.ts)
forecast::autoplot(Demand_2010_to_2019.ts.components)
![](data:image/png;base64,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)
attributes(Demand_2010_to_2019.ts.components)
$dim
[1] 83496 6
$dimnames
$dimnames[[1]]
NULL
$dimnames[[2]]
[1] "Data" "Trend" "Seasonal24" "Seasonal168" "Seasonal8766" "Remainder"
$tsp
[1] 2010.000 2019.525 8766.000
$class
[1] "mstl" "mts" "msts" "ts"
$seasonal.periods
[1] 24 168 8766
Demand_2010_to_2019.24.ts <- Demand_2010_to_2019.ts.components[, "Seasonal24"]
Demand_2010_to_2019.168.ts <- Demand_2010_to_2019.ts.components[, "Seasonal168"]
Demand_2010_to_2019.8766.ts <- Demand_2010_to_2019.ts.components[, "Seasonal8766"]
class(Demand_2010_to_2019.8766.ts)
[1] "msts" "ts"
autoplot(subset(Demand_2010_to_2019.Seasonal24.ts, end = 24*7*4))
Error in subset(Demand_2010_to_2019.Seasonal24.ts, end = 24 * 7 * 4) :
object 'Demand_2010_to_2019.Seasonal24.ts' not found
autoplot(subset(Demand_2010_to_2019.168.ts, end = 24*7*4))
![](data:image/png;base64,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)
autoplot(subset(Demand_2010_to_2019.8766.ts, end = 24*7*365))
![](data:image/png;base64,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)
Hourly Ontario Energy Price (HOEP)
Yearly Hourly HOEP OR Predispatch Report
PUB_PriceHOEPPredispOR_2002.csv - PUB_PriceHOEPPredispOR_2019.csv (to July)
HOEP_2010 <- fread("PUB_PriceHOEPPredispOR_2010.csv")
HOEP_2010 <- HOEP_2010[,.(HOEP)]
HOEP_2011 <- fread("PUB_PriceHOEPPredispOR_2011.csv")
HOEP_2011 <- HOEP_2011[,.(HOEP)]
HOEP_2012 <- fread("PUB_PriceHOEPPredispOR_2012.csv")
HOEP_2012 <- HOEP_2012[,.(HOEP)]
HOEP_2013 <- fread("PUB_PriceHOEPPredispOR_2013.csv")
HOEP_2013 <- HOEP_2013[,.(HOEP)]
HOEP_2014 <- fread("PUB_PriceHOEPPredispOR_2014.csv")
HOEP_2014 <- HOEP_2014[,.(HOEP)]
HOEP_2015 <- fread("PUB_PriceHOEPPredispOR_2015.csv")
HOEP_2015 <- HOEP_2015[,.(HOEP)]
HOEP_2016 <- fread("PUB_PriceHOEPPredispOR_2016.csv")
HOEP_2016 <- HOEP_2016[,.(HOEP)]
HOEP_2017 <- fread("PUB_PriceHOEPPredispOR_2017.csv")
HOEP_2017 <- HOEP_2017[,.(HOEP)]
HOEP_2018 <- fread("PUB_PriceHOEPPredispOR_2018.csv")
HOEP_2018 <- HOEP_2018[,.(HOEP)]
HOEP_2018.ts <- ts(HOEP_2018$HOEP, frequency = 24)
HOEP_2018.ts.components <- decompose(HOEP_2018.ts)
forecast::autoplot(HOEP_2018.ts.components)
![](data:image/png;base64,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)
autoplot(subset(HOEP_2018.ts.components$seasonal, end = 24*7*4))
![](data:image/png;base64,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)
HOEP_2019 <- fread("PUB_PriceHOEPPredispOR_2019.csv")
HOEP_2019 <- HOEP_2019[,.(HOEP)]
HOEP_2010_to_2019 <- do.call("rbind",list(HOEP_2010,HOEP_2011,HOEP_2012,
HOEP_2013, HOEP_2014, HOEP_2015,
HOEP_2016, HOEP_2017, HOEP_2018,
HOEP_2019))
HOEP_2010_to_2019.ts <- msts(HOEP_2010_to_2019$HOEP, seasonal.periods = c(24, 168, 8766), start=2010)
autoplot(HOEP_2010_to_2019.ts)
![](data:image/png;base64,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)
HOEP_2010_to_2019.ts.components <- mstl(HOEP_2010_to_2019.ts)
forecast::autoplot(HOEP_2010_to_2019.ts.components)
![](data:image/png;base64,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)
HOEP_2010_to_2019.24.ts <- HOEP_2010_to_2019.ts.components[, "Seasonal24"]
HOEP_2010_to_2019.168.ts <- HOEP_2010_to_2019.ts.components[, "Seasonal168"]
HOEP_2010_to_2019.8766.ts <- HOEP_2010_to_2019.ts.components[, "Seasonal8766"]
autoplot(subset(HOEP_2010_to_2019.24.ts, end = 24*7*4))
![](data:image/png;base64,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)
autoplot(subset(HOEP_2010_to_2019.168.ts, end = 24*7*4))
![](data:image/png;base64,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)
autoplot(subset(HOEP_2010_to_2019.8766.ts, end = 24*7*52))
![](data:image/png;base64,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)
autoplot(subset(HOEP_2010_to_2019.ts.components[,"Seasonal24"], end = 24*7*4))
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAArwAAAGwCAMAAAB8TkaXAAAAulBMVEUAAAAAADoAAGYAOmYAOpAAZrYzMzM6AAA6ADo6AGY6kJA6kNtNTU1NTW5NTY5NbqtNjshmAABmAGZmOgBmtv9uTU1uTW5uTY5ubo5ubqtuq+SOTU2OTW6OTY6Obk2ObquOyP+QOgCQOjqQtpCQ2/+rbk2rbm6rjk2ryKur5OSr5P+2ZgC2///Ijk3I///bkDrb/7bb///kq27k///r6+v/tmb/yI7/25D/5Kv//7b//8j//9v//+T///+LoEyaAAAACXBIWXMAAA7DAAAOwwHHb6hkAAAYEklEQVR4nO2dDXvbNpZGmZk46W4843jHnW6SZsfajfcjmlptLCe2Zf7/v7WiPixCvAQBAiBxxXOePnbxWoIo6egGhEiwKAGUUoy9AQB9QV5QC/KCWpAX1HKQdzW7GnE7ALypVd7Fv16+G29DAHx5kffxsvjTP8fcEgBPqLygltqY9z+/jLgdAN4w2wBqQV5QC/KCWpAX1IK8oJZjeVczpstACfUvKfbwZQWo4FB574uq5lJ5QQ21YcNqti65yAtqMMa8i+IKeUEN5g7b4+Wf/4a8oITj2YZ5gbygBOZ5QS01eee7SbJ7pspABQd556//KO+LK+QFLdS+pLja/DxDXlDCkbzlanaGvKADc9hQci4b6KG+w/Zqcx7Q5os2gPxhqgzUgrygFuQFtXjKu7Rh/ytAJJAX1IK8oBZR3nnn12v2Pgfadpg4yAtqQV5QC/KCWpAX1IK8oBbkBbWI8nZj73OgbYeJg7ygFuQFtSAvqAV5QS3IC2ppyOu2Pq+9T7NZJNx8mDJi5V1U2u7OgUdeyBVJ3p22tu8p7H2aTeSFNCAvqMU2bLAscmrv02wiL6RBlLe8r/bXLENe5IUMkOU1eL45/8vXsnz6dH5xh7yQDw7y/nZdfr+4e765Lr+9R17IB1HeH29r87xPn2/3vx5+uUVeyAZJ3tXsrNZ6+PA/1bDh4cNd+fTrevhQvlnTXqebsBgPpEWYKtvx8PN1Ze565LCTt8L+gTCbVF5IgyTvambIuy25h8obRV6MhmAkec2vJ57+sbE28pgXeSEYedhgHJjz22bY8HzzMeZsA/JCMGLlNXn6dP7X29jzvMgLwTjIK2Hv02wiL6RBlndRFFeL7YVVkBdyRZR3/vr3yytzthd5ITskeR8vr6qp3qSHRCIvBIO8oBZx2LCohg1pj+dFXghGlHd7PK/F3UTyYjT4IMvbib1Ps4m8kAbkBbUgL6gFeUEtyAtqQV5Qi0Xe+6J49QV5IVuovKAW5AW1IC+opSFvbX1eyxK99j7NJvJCGgR5a6cOtx5YZu/TbCIvpAF5QS0Ned2w92k2kRfSIFTeorCdvYa8kAv5V16Mhhbyr7zICy1QeUEtyAtqaZN3NbOdwoa8kAENeQe6AibyQjDNynu/OW2YygvZIwwbVrN1yUVeyB5B3mqdvSvkhewR5V0PfP/8N+SFzJHlLcu5dcEc5IUMaJO3A3ufZhN5IQ2CvPPdJNnwq0QiL/jQlHf++o/yvrpqNvJC3jTk3R6M/nh5hryQOS3yVpdwRV7IG3nYsJGYr4chb5rylvPtOjmbL9piIE5kpAhhoiibKqMcg9p5XuQFtYdEIi9QeUExyAtqEeX98ZZhA+SPJO9q9m41uzLWfUJeyA9J3krb+bvy3rJ8g71Ps4m8kIY2eRd5H9uAvNAy5p1vzF1QeSFrRHmrE9jm7VdTQV7IAlHebux9mk3khTQgL6hFlJd5XtCAJO9qdkblhfyR5LV+PYG8kAty5UVeUIAkr/XrCeSFXJDk3R/Syw4bZI1Yebux92k2kRfSgLygFlneRTVqsK20Z+/TbCIvpEGUd1GNdh8vLfba+zSbyAtpkOTdzfNySCTkDfKCWhg2gFpEedlhAw3I8nZi79NsIi+kAXlBLaK86z02+wqnyAsZIMo7P6v22RaWo3rtfZpN5IU0SPKuC291PDpTZZA3LfJW82TIC3kjybuavbt/9aUaPCAvZIwkb3UC5tn+2hTIC7kiytuNvU+zibyQBuQFtYjysm4DaECSl/V5QQWSvKzPCypok5f1eSF7JHkb6/M+31yX5dOn84s75IV8EOU9Xp/32/n1RuBv75EX8kGU94iHf/+P6/Lp82358MttH3kl05AXgnGQ9/m//29ddR8+3JVPv35dt9+ssajeoJD65sLZEI3GaUBXL0Pebx+rIcP3i728FfYPhNmk8kIaRHnnr3/fHhVZsS65z0blRV7IA0nezSGRV/upsm/nFR8Z80JudMtbbqfKnm8+9p1tEOVNYDRMDHHYsKiGDbV1GwLneZEXkiDvsN1HXbcBeSEJsryd2Ps0m8gLaUBeUIsg7+LVl83K/iMMG8KMhonRlLc697Ka44230B7yQhIa8lYH5ZQ/3l5Vcw6RjudFXkhCQ97NCRRV9Y13PC/yQhJkeTdFF3khb4Rhw9Xu4sO2hRvsfZpN5IU0NOStqu5myHtfxDoBE3khCU15y3k1S7aaHU6kQF7IEkFeF+x9ms1QeZ2NhomBvKCWhrzVd2u2JfaQF3KBygtqOaXKi9ET45QqL/JODOQFtSAvqEWrvOzFAfKCXpAX1GKR974oWo9vsPdpNpEX0kDlBbUgL6ilIa9xHZXWkynsfZpN5IU0IC+oRZC3qIG8kC8Ned2w92k2kRfSgLygFlHezQK9tqu3Ii9kgCjv/Kxc/OmfizPkhZyR5H3cXpAil0VHkBdkWuStVtlDXsgbSd7V7F21WNmcYQNkjSRv+eNtcWZd7Ql5IQNEebux92k2kRfSIMm7+4aYMS/kDfKCWpryLl4ObLDssPkgXzg7Rei1WXAyCJXXhv0DYTapvJAGSV4H7H2aTeSFNIjy/nhrPR4SeSELJHm3q/pTeSFzJHkZ84IK5MqLvKAASV7rDC/yQi5I8u5PY2OHDbJGrLzd2Ps0m8gLaUgvbyFKhbwQjCzvoiiubNfNRl7IAFHe+evft2cCKZMXe6eFJO/mNKCrWEeVIS8kAnlBLeKwYVENG6pzMJPJO5zRcLqI8lbrSldXz0ZeyBlZ3k7sfRot5IVEIC+oRZQ36vG8yAuJkOSNezyvu7xJjIbTRZI37vG8yAuJkCsv8oICJHnjHs+LvJAISd64x/MiLyRCrLzd2Ps0WsgLiUBeUIss72KUr4eTGA2niyjvohrtDn9gDvKCF5K8cVeJRF5IBPKCWhg2gFpEedlhAw3I8nZi79NoIS8kAnlBLbK8m2GD7egce59GK4W8HkbD6SLKm/0OG/LCUutUGfLCEnlBMeKwobryMMMGyB258r5ciq2t+Nr7NFrIC4kQK2839j6NFvJCIhzkffj5/Py6LJ8+nV/c6ZMXoU8XUV5j3YanX7+WD3//+nxzXX57Pz15xfvzicgCSV5z3YbvlbG/XT99vi0ffrk9ZXndPUXeLJDkba7bsK6+Dx/uNkW4LN+saR9kNCikIUmK0OMS2/IoKTCEsbCu2/B887H8frGXt8L+gTBaY1fewHpKOc4XSd7jryeePn1c77Z9QN4eISRElNdcaO/h5+vKYK1jXuQ9WeRhQ/27ta27m6GDytkG5D1ZJHnNHbZv5xXXaud5MfpkkStvRgvtIe8E6PkqSfKWP/4ln4X2kHcCRJQ3q4X2kHcCxKy83dj7PNow5AU7yKtH3ikbHfMFkeXNfd2GJPKOrPlESC7vKZ2AqcZod1S7H/NVkuQ9qXPYkDcvtMkrbAbyuqF61JH8VRpi2CDKGz9ULq/qIfM4T1OUN/IO22DyYvQAZPSMZHk7sfd5vA3IO1IYSO7P6PTlHdXonN7qwR99HHmrYyLtFyC293m8DchLGCk0EOWdn5Udl8+293m8DdOVF6MjhwaSvINMlTEQJuwRGkxUXsYSeYXiayfd0kAcNuic50VevWFEect7jfO8WcorvgXu79VUQvcPfh1Z3k7sfR5v7TTkdX4gr06nESJvqLyjhuGfHc1hdHknt8OGvKOFVF7k1RCGPU0D5M0kdH8DW+4uZFmGyDsReYPdF7Kxw9TyPl5ePV7aznxH3txC5N0zP6u+p1goO7Zh0vLqGUt0e1pYbmkgybsuvNVROcw2aA/H9lQM08tbfTeMvOpD93+NT0be1exddRnBOcOGkwxz8lQMg+StFpc+K+ev/0DeUwyHK8ejyNuNvU9zw5A3r/C05Z3q8bxTDkfyVAzzkrf5hJE3szCnIhsg7+LlqtnRdthEeQND5I0anoi80kUEM5TX0eixpdAcDnBuSXx5HbD3aW7tMlTJkDBHKbSEmuVNPOZF3txDzfKeSuXF6J7hqcrrQSH1PlhYJVI40MW8VYceVyLvGxbOoQ0qL2Ez1Vd5d1cetn07jLxTCBXKu6isnb9bO2yZMLP3aW7tMsi+6cib3Xbqk3c7yVtdA/PeUnvtfZpbuwyyD3lHC9XK+9OXk5kqy04K5K09rmso0Rw2bA6FrMYOtmMi7X2aW7sMsi+RvOOakuEmjSuv8fBiKNGUd3Nww+s/VrN4x/OOKG+e5bieFlKYxXZqlNcFe5/m1i5dnULevLZzwBEC8jqHQ0rR6SnyIm9m8rp72sNo5N2CvLVQi7wDGa1P3sfLl4PRT2GqzMvoQE+R1xYOU3kXtnWeTlreflKk8PSE5fX44PeQ137S+6TlHazI9jAaeV2x92k+haXwYg8aNlIveUV9MpQ3vtEjyVuIt5RA3nqKvGbaFRbOIfL2DN3kdTF6XE9Hldfd01Hl3Z/7bjuF2N6n0ZqkvEWCWyLvMU1557vJhsfLrNdtCJXXzeio8rqH0eQNMjpY3k5PY8t7WLRB4yGR7p52yRvmlIe8u//vK2/Ccoy8yNsRyvKGGb20hmPIWxw2tMvToGHDbpZX5bAhb3klT91DD6OX1jC5vIJ9A8m7vfCw0h22QHmNV3v/K22RRV6nUESQ1wV7n0Yrf0/FcNQii7yt21RHhbyJPRVDd3kTeJpWXlejYw5vh5J3vjuebJQdtvE8bZW3Hg7kqY+8Unh4DlnLW0ieiqFMU95qh+2+GvCmlncMT8VQibyDjyX0ybudKqumGiLKm42nYugsb3GK8hb1vuv3VitvuZqdTVzeQyrJ23zfspJXCg/PtlteZ6OdPR1E3v08r/3iw/Y+jVZWnoqhJK/saYe8IxjtJW/hFlrlPQpjedp8kXvJW85ffdnW3hOUV/LUQ94OTwPl7XN3D3kLf3m7w2B5G52KRssI8rpg79NoZS9vIYex5E3rvoenu6eUQl4Ho9uKbDp5H/+tpfja+zRa+ctba+cnb6fRoqfu8gphJHnN0Ete8VPWBHkVyevqVIu8ohOivO5G2+VtKimGR/JKDy8yCXlfUnmEIMqbi6eJ5ZXKsZe8VqORt2dYNH6anjqFyGsPxbu3TdQI8m43qhEib+NnpvLaPe1jdJu8+7sa8jbDnVJNJaVQllfwdHtTN3kbocwJy+vpabu8iY1OIq/kqRAWYugjb3RPkbeHp07yivoM72l3iLzI6yRvMyzq3Q3laVc4oLzyow8sbyv2Po3WsPL29/Q4rKXOYS1L5GnjrW4NG3d3lzfUUw95HUMZWd7N0g3vTF+fPp1f3CGvNbTKG8FoH3klKfrLW+wrotCnENZ2BOvhEPJu1ol8vDTsfb65Lr+9z1TeGJ5mJm+Qp61h44E65K2/ck15d/+8R5Z3KYQykry7oyLNQyKfPt+WD7/cZimvx8RCu6c95TWUFMNOeQWnlsGeilLY5LWH7fK2eCqFsuYDyPvw4a58+vXr+v/erCndKRqFPXpY1NrF4SZFWHhIbaHZlsLjezdCs9+XoBDCMnZYSI++CYuj7Sz2/xnh/k8d4ctb5BBK22mnc9jw/WIvb4X9A2G0+hfZZulrCeXK61NkCyE8KqotoVlLuyqvUNGWPqUzethWeWtfve3uXbz8bIbNcrw0Q0vlbYTSdsqI8ko7bIfKm0JeZ0/r7aOXK0De/R96emoPu+UdxlMxFJQUQ8OwY0+PnlEEeY9DGVlegT5j3j5KJpe3zdOB5C2E8NipAY3etOQiu3QMly2h4KmT0c3Ha0OSVxzzPt989J5tiO+p376Zl6fJ5DXf8rTyFh23lE0xX3m7kn7h4QFq8jaeZ2sYS94+87xh8kqe+g1v+8tr6NMztMrrb7STkoUUGrc0X2TBs1ieyqGfvB32NuXdry1dFMEL7fWR1+6pl7xunu4fO7q8kULzTW1Rclh53TztDF/+2HzufeWtr3KaVt4enk5QXvFd7S+v8dS75Y3kqSnhURhV3prGYQfmxPe0Vd5wT4/Fqd1/VE/t72phhsbWC899aTasTkkP2z+0PVCO8qbwtF5OOuU99rSvvMmNdvH0ODT+Vt9vb8graJCXvEJ4NAMik6+8rZ6KYQ95j5R0lVd0Kq2nRmh4+hIaT8KyufUXwiMsEnraEuqRV1LSR143T6PK2230Ufmwhv537/cRWB79zTFskzekT4+whaTyCqJ5eBpxhODiqRC2eCre8uh+tjBMc2N7nTyNI68RFq23PGV52z0V7Hs5NbozDJa3RUl3eZftocsvq6fir07bl9It7eFSCIvapjiEJyKvrGRb6OypqHlDyUjySuGeqPJaf0meivaJ8rYYXQi3PPzsHZ6QvE373MMWT4Pl9fHUWV5bmKO8hSDvti0pWbjI2/cFcQhbsMvbir3P3QN7eVoI85IdnnbL6+Gpe5GNE/aVd2kLneVdHn2DUduoYyW3747LLdMZ3YIgb6xrD299lJQMCpf2cNwim6b6BHraKm9DSTEsapXBvGF+8ka79nBRf4FSeBpX3mUGYZoiK4Wyp8tCKLLLwz+AR/d2NnooeeNdvtXL0z7yHhVLd0+zlbelSoZ5Ko8QWuWVbjmEvLawheTyunjTHdo8lW9i63qZb+iupF+RTSGvs9GDyRvh2sPeMnW76OLp8hTCIeV19HQwedtv2UJT3vBrD/csllOTN4GnPsPbZREib6vRTvLKRssbb0GQ1wVrn+k8HUtej3fA+e5JPPWUt5lJ8shhIT26GLpuJ/KOLO+mLdkjhymKrCzvcSbLKxvddkPk9fm1f2aR5A0rnTHkbdzbWXNLkT3OPDwV3QmWN2AsYSVbeeN66v5qed69v6dJwmHlFcMx5X28fDkBs/dUmSHA/ld7eOyps1MxqqR7n5l5Gi6vkLmHXuV4uMq7sEgbKq+Lp4H2xQgzU3JAeZ2RLR9d3peZ3jB5jzzNQMnT8lSWN4WnIl7yBrxHNiR5HbD3Ob6Sji+MVKcyVHLkIuuOh9HCrZHXx1Pt8oqeDiWqhE85Fr/jmLy8GyVd5RWFzs1T5fKKWSJ5w4/nzVNe6d9Y13+N9cg7Ks7y1o70PrplmLwRjudtdSog9OrT0VMvowfz1PHzNHKRFfGTVwj9PpANeaMcEjnoex0gb9s/adLtcgv9itSI+Bjt93lMJa/zwUkexzbJRdZRXvfXUD5gZVRPMxwhuDOgvBGO5y1blHT3VBwQSU9N/ocm7J1umWxC3pi0GR0ob/jxvJu/+n0h7hCKI4TBGKoce7xEqkklrwv2PjcbElveTdr1dJLhfvxgCnlPjyhvb67yxnl28WjbZRZuGPip9dostaSSd747nizsBMxQJTW8ic5GT2Uw4E4ieasdtvtqwBt49vBpeSriIa/z3adMsLzbqbJqqmEweU+LqT7vCESSt1zNzmzyOuA5ij4Zpvq8R6Qxz/t42f9Miv6fPQB3mvKW81dfql+rGfJC1gjyumDvc6Bth4ljlzfwOmwAKUFeUAvyglqQF9SCvKAW5AW1IC+oBXlBLXZ5W7H3OdC2w8QR5J1b14dEXsiFprzVgTmdC0Xa+xxo22HiNORdza52P5AX8qYh7+Z43tXsXce4wcabgPsCeIO8oBbkBbUgL6jF84IqAPnAaYOgFuQFtZhj3s1Z74GnvgMMBPKCWgLlffj5/Py6LJ8+nV/cbdq/3NZaACkJk/fp16/lw9+/Pt9cl9/er9vfz/96W760AJISJu/3ytHfrp8+325q7m9/+d/1z30LIC3hY9519X34cLcpwtthw6EFkJJgeZ9vPpbfL+ryHloAKQn9hu3p08eypPLCGAR+SfHw8/X652GU+8CYFwYjTN6tu5uhw3Z+oZL20AJISV3eH2/XY4btOqeOfDuvuGaeF8agsT7vj7eWawgCZMRB3vuXC2d3nMcGkAe1EzD3x6EvdtdxBcgbzwtnA+QD8oJaGDaAWthhS8tqtvva8uzHTz6TkOCAMFUWcgIxCKBtIhpfUjDgjQ7yJoITMNOzlXf988dP/7WuD++qInG1HVFQKkJA3vQc5H1brcRZbJfjXM3O2DkOg0VH0lOT96oanF1tGpsdZPaOQzArL4UgBbVhw5dda/1jsa0U7B73B3nT0yIvr3UoyJseWd57r4NPQQB50yPLu5qtX2wMDgF50yPLu5kqw90QkBfUgrygFuZ5QS18wwZqQV5Qy2HYUL9WduuFswHy4VB514Pe3ffsC2ZwQAPGsGHO1+2gCMa8oJa6vLvj8zh7GHTw/3RecDzu809XAAAAAElFTkSuQmCC)
---
title: "Ontario Electricity Generation, Demand, and Price Timeseries"
output: 
  html_notebook: 
    toc: yes
---

# Author

* Jordan Bell
* July 23, 2019
* <https://jordanbell2357.github.io/IESO.nb.html>

```{r}
library(data.table)
library(ggfortify) #autoplot
library(forecast) #autoplot, auto.arima
```

# National Energy Board, Canada's Energy Future 2016: Energy Supply and Demand Projections to 2040

National Energy Board, [Canada’s Energy Future 2016: Energy Supply and Demand Projections to 2040](https://apps.neb-one.gc.ca/ftrppndc4/dflt.aspx?GoCTemplateCulture=en-CA)

Electricity Generation.xlsx (Ontario table) -> NEB_generation.csv

Electricity Capacity.xlsx (Ontario table) -> NEB_capacity.csv

## NEB Generation Projections (GWh)

```{r}
NEB_generation <- transpose(read.csv("NEB_generation.csv", header = FALSE))

NEB_generation <- NEB_generation[-1,]

colnames(NEB_generation) <- c("Year","Hydro","Wind","Biomass_and_Geothermal","Solar","Uranium","Coal","Natural_Gas","Oil")
```

Start year is 2005

```{r}
NEB_generation$Year <- NULL

NEB_generation$Hydro <- as.numeric(NEB_generation$Hydro)

NEB_generation$Wind <- as.numeric(NEB_generation$Wind)

NEB_generation$Biomass_and_Geothermal <- as.numeric(NEB_generation$Biomass_and_Geothermal)

NEB_generation$Solar <- as.numeric(NEB_generation$Solar)

NEB_generation$Uranium <- as.numeric(NEB_generation$Uranium)

NEB_generation$Coal <- as.numeric(NEB_generation$Coal)

NEB_generation$Natural_Gas <- as.numeric(NEB_generation$Natural_Gas)

NEB_generation$Oil <- as.numeric(NEB_generation$Oil)

NEB_generation$Total <- NEB_generation$Hydro+NEB_generation$Wind+NEB_generation$Biomass_and_Geothermal+NEB_generation$Solar+NEB_generation$Uranium+NEB_generation$Coal+NEB_generation$Natural_Gas+NEB_generation$Oil
```

```{r}
NEB_generation.ts <- ts(NEB_generation, start = 2005, frequency = 1)

ggplot2::autoplot(NEB_generation.ts, ylab="GWh", main="Ontario Annual Electricity Generation Projections")
```

## NEB Capacity Projections (MW)

```{r}
NEB_capacity <- transpose(read.csv("NEB_capacity.csv", header = FALSE))

NEB_capacity <- NEB_capacity[-1,]

colnames(NEB_capacity) <- c("Year","Petroleum1","Petroleum2","Petroleum3","Coal", "Nuclear","Biomass_and_Geothermal","Solar","Wind","Hydro")

NEB_capacity$Year <- NULL

NEB_capacity$Petroleum <- as.numeric(NEB_capacity$Petroleum1) + as.numeric(NEB_capacity$Petroleum2) + as.numeric(NEB_capacity$Petroleum3)

NEB_capacity$Petroleum1 <- NULL

NEB_capacity$Petroleum2 <- NULL

NEB_capacity$Petroleum3 <- NULL

NEB_capacity$Coal <- as.numeric(NEB_capacity$Coal)

NEB_capacity$Nuclear <- as.numeric(NEB_capacity$Nuclear)

NEB_capacity$Biomass_and_Geothermal <- as.numeric(NEB_capacity$Biomass_and_Geothermal)

NEB_capacity$Solar <- as.numeric(NEB_capacity$Solar)

NEB_capacity$Wind <- as.numeric(NEB_capacity$Wind)

NEB_capacity$Hydro <- as.numeric(NEB_capacity$Hydro)

NEB_capacity$Total <- NEB_capacity$Petroleum+NEB_capacity$Coal+NEB_capacity$Nuclear+NEB_capacity$Biomass_and_Geothermal+NEB_capacity$Solar+NEB_capacity$Wind+NEB_capacity$Hydro
```

```{r}
NEB_capacity.ts <- ts(NEB_capacity, start = 2005, frequency = 1)

ggplot2::autoplot(NEB_capacity.ts, ylab="MW", main="Ontario Annual Electricity Capacity Projections")
```

# Monthly Electricity Supply and Disposition Survey (MELE), Ontario (MWh)

Statistics Canada, Monthly Electricity Supply and Disposition Survey (MELE)

Electric power generation, monthly generation by type of electricity. [Table: 25-10-0015-01](https://www150.statcan.gc.ca/t1/tbl1/en/cv!recreate.action?pid=2510001501&selectedNodeIds=1D7,3D2,3D3,3D4,3D5,3D6,3D7,3D8,3D9,3D10,3D11&checkedLevels=1D1,2D1&refPeriods=20080101,20190301&dimensionLayouts=layout3,layout3,layout2,layout3&vectorDisplay=false)

```{r}
MELE_generation <- read.csv("2510001501-noSymbol.csv")
```

```{r}
MELE_generation$YEAR_MONTH <- NULL

MELE_generation.ts <- ts(MELE_generation, start = 2008, frequency = 12)

ggplot2::autoplot(MELE_generation.ts, ylab="MWh", main="Ontario Monthly Electricity Generation")
```

```{r}
MELE_generation_total.ts <- ts(MELE_generation$Total, start = 2008, frequency = 12)

plot(MELE_generation_total.ts)
```

```{r}
MELE_generation_total.ts.components <- decompose(MELE_generation_total.ts)

forecast::autoplot(MELE_generation_total.ts.components)
```

```{r}
MELE_generation_total.ts.arima <- auto.arima(MELE_generation_total.ts)

MELE_generation_total.ts.arima
```

```{r}
MELE_generation_total.ts.arima.forecast <- forecast(MELE_generation_total.ts.arima, level = c(95), h = 120)

forecast::autoplot(MELE_generation_total.ts.arima.forecast)
```

# IESO

Independent Electricity System Operator (IESO), [Data Directory](http://ieso.ca/en/Power-Data/Data-Directory)

## Hourly Generator Energy Output and Capability Report

Hourly Generator Energy Output and Capability Report

> The Hourly Generator Energy Output and Capability Report presents the energy output and capability for generating facilities in the IESO-administered energy market with a maximum output capability of 20 MW or more.

<http://reports.ieso.ca/docrefs/helpfile/GenOutputCapability_h4.pdf>

> **Output** is the actual energy production of the unit or facility. The hourly output is the facility’s five-minute
outputs averaged over an hour. 
>
> **Capability** is the maximum potential output of the unit or facility under current conditions, which includes
maximum unit derates and outages for that hour. In this report, Capability is provided for nuclear, hydro, gas,
and biofuel generation (excluding wind and solar). 

GOC-2010.xlsx - GOC-2019-Jan-April.xlsx -> IESO_output_2010.csv, IESO_capability_2010.csv -
IESO_output_2019.csv, IESO_capability_2019.csv

observation for each hour, 2010 to April 2019

Robert J Hyman, [Seasonal periods](https://robjhyndman.com/hyndsight/seasonal-periods/).
[forecast::msts](https://www.rdocumentation.org/packages/forecast/versions/8.7/topics/msts)

```{r}
IESO_output_2010 <- fread("IESO_output_2010.csv")

IESO_output_2010$DATE <- NULL

IESO_output_2010$HOUR <- NULL

IESO_output_2010$TOTAL <- rowSums(IESO_output_2010, na.rm=TRUE)

IESO_output_2010 <- IESO_output_2010[,.(TOTAL)]
```

```{r}
IESO_output_2011 <- fread("IESO_output_2011.csv")

IESO_output_2011$DATE <- NULL

IESO_output_2011$HOUR <- NULL

IESO_output_2011$TOTAL <- rowSums(IESO_output_2011, na.rm=TRUE)

IESO_output_2011 <- IESO_output_2011[,.(TOTAL)]
```

```{r}
IESO_output_2012 <- fread("IESO_output_2012.csv")

IESO_output_2012$DATE <- NULL

IESO_output_2012$HOUR <- NULL

IESO_output_2012$TOTAL <- rowSums(IESO_output_2012, na.rm=TRUE)

IESO_output_2012 <- IESO_output_2012[,.(TOTAL)]

IESO_output_2012.ts <- msts(IESO_output_2012$TOTAL, seasonal.periods = c(24, 24*365.25), start=2012)
```

```{r}
forecast::autoplot(IESO_output_2012.ts)
```

### 2012 Outliers

```{r}
which(IESO_output_2012$TOTAL==0)
```

3947: DATE 13-Jun-12, HOUR 11

7834: DATE 22-Nov-12, HOUR 10

```{r}
IESO_output_2012$TOTAL[3947]
```

```{r}
IESO_output_2012$TOTAL[7834]
```

```{r}
IESO_output_2012$TOTAL[3947] <- IESO_output_2012$TOTAL[3946]

IESO_output_2012$TOTAL[7834] <- IESO_output_2012$TOTAL[7833]

IESO_output_2012.ts <- msts(IESO_output_2012$TOTAL, seasonal.periods = c(24, 24*365.25), start=2012)

autoplot(IESO_output_2012.ts)
```

```{r}
IESO_output_2013 <- fread("IESO_output_2013.csv")

IESO_output_2013$DATE <- NULL

IESO_output_2013$HOUR <- NULL

IESO_output_2013$TOTAL <- rowSums(IESO_output_2013, na.rm=TRUE)

IESO_output_2013 <- IESO_output_2013[,.(TOTAL)]
```

```{r}
IESO_output_2014 <- fread("IESO_output_2014.csv")

IESO_output_2014$DATE <- NULL

IESO_output_2014$HOUR <- NULL

IESO_output_2014$TOTAL <- rowSums(IESO_output_2014, na.rm=TRUE)

IESO_output_2014 <- IESO_output_2014[,.(TOTAL)]
```

```{r}
IESO_output_2015 <- fread("IESO_output_2015.csv")

IESO_output_2015 <- IESO_output_2015[,.(TOTAL)]
```

```{r}
IESO_output_2016 <- fread("IESO_output_2016.csv")

IESO_output_2016 <- IESO_output_2016[,.(TOTAL)]

IESO_output_2016.ts <- msts(IESO_output_2015$TOTAL, seasonal.periods = c(24, 24*365.25), start=2016)
```

```{r}
forecast::autoplot(IESO_output_2016.ts)
```

### 2016 Outliers

Autoregressive replacement of outlier values

```{r}
for (t in which(IESO_output_2016$TOTAL<4000)){
  IESO_output_2016$TOTAL[t] <- IESO_output_2016$TOTAL[t-1] 
}
```

```{r}
IESO_output_2017 <- fread("IESO_output_2017.csv")

IESO_output_2017 <- IESO_output_2017[,.(TOTAL)]
```

```{r}
IESO_output_2018 <- fread("IESO_output_2018.csv")

IESO_output_2018 <- IESO_output_2018[,.(TOTAL)]
```

```{r}
IESO_output_2019 <- fread("IESO_output_2019.csv")

IESO_output_2019$DATE <- NULL

IESO_output_2019$HOUR <- NULL

IESO_output_2019$TOTAL <- rowSums(IESO_output_2019, na.rm=TRUE)

IESO_output_2019 <- IESO_output_2019[,.(TOTAL)]
```

```{r}
IESO_output_2010_to_2019 <- do.call("rbind",list(IESO_output_2010,IESO_output_2011,IESO_output_2012,
                                           IESO_output_2013, IESO_output_2014, IESO_output_2015,
                                           IESO_output_2016, IESO_output_2017, IESO_output_2018,
                                           IESO_output_2019))
```

```{r}
IESO_output_2010_to_2019.ts <- msts(IESO_output_2010_to_2019$TOTAL, seasonal.periods = c(24, 168, 8766), start=2010)
```

```{r}
forecast::autoplot(IESO_output_2010_to_2019.ts)
```

```{r}
IESO_output_2010_to_2019.ts.components <- mstl(IESO_output_2010_to_2019.ts)

forecast::autoplot(IESO_output_2010_to_2019.ts.components)
```

```{r}
IESO_output_2010_to_2019.24.ts <- IESO_output_2010_to_2019.ts.components[, "Seasonal24"]

IESO_output_2010_to_2019.168.ts <- IESO_output_2010_to_2019.ts.components[, "Seasonal168"]

IESO_output_2010_to_2019.8766.ts <- IESO_output_2010_to_2019.ts.components[, "Seasonal8766"]

autoplot(subset(IESO_output_2010_to_2019.24.ts, end = 24*7*4))
```

```{r}
autoplot(subset(IESO_output_2010_to_2019.168.ts, end = 24*7*4))
```

```{r}
autoplot(subset(IESO_output_2010_to_2019.8766.ts, end = 24*7*52))
```


## Realtime Constrained Totals Report (Ontario and Market Demand)

<http://reports.ieso.ca/docrefs/helpfile/RealtimeConstTotals_h2.pdf>

> TOTAL ENERGY: Total energy dispatched into the IESO-controlled grid, calculated as Ontario
generation plus imports
>
> TOTAL LOSS: Total losses in the IESO-controlled grid, calculated by the load flow
>
> TOTAL LOAD: Total system load, calculated as Total Energy - Total Loss
>
> TOTAL DISP LOAD: Total MW withdrawn from the IESO-controlled grid by dispatchable load, where
the value represents the system-wide amount of dispatchable load that was
dispatched down. For example, if the load is bidding 100 MW and gets
dispatched down to 90 MW, then the Total Disp Load quantity is 10 MW
>
> ONTARIO DEMAND: Total Ontario electricity demand, calculated as: 
>
> Total Energy + Total Generation Without Offers - Total Exports + Total Off Market +/- Over/Under
Generation

[Hourly Demand Report](http://reports.ieso.ca/public/Demand/)

PUB_Demand_2002.csv - PUB_Demand_2019.csv (to July)

```{r}
Demand_2010 <- fread("PUB_Demand_2010.csv")

Demand_2010 <- Demand_2010[,.(DEMAND = `Market Demand`)]
```

```{r}
Demand_2011 <- fread("PUB_Demand_2011.csv")

Demand_2011 <- Demand_2011[,.(DEMAND = `Market Demand`)]
```

```{r}
Demand_2012 <- fread("PUB_Demand_2012.csv")

Demand_2012 <- Demand_2012[,.(DEMAND = `Market Demand`)]
```

```{r}
Demand_2013 <- fread("PUB_Demand_2013.csv")

Demand_2013 <- Demand_2013[,.(DEMAND = `Market Demand`)]
```

```{r}
Demand_2014 <- fread("PUB_Demand_2014.csv")

Demand_2014 <- Demand_2014[,.(DEMAND = `Market Demand`)]
```

```{r}
Demand_2015 <- fread("PUB_Demand_2015.csv")

Demand_2015 <- Demand_2015[,.(DEMAND = `Market Demand`)]
```

```{r}
Demand_2016 <- fread("PUB_Demand_2016.csv")

Demand_2016 <- Demand_2016[,.(DEMAND = `Market Demand`)]
```

```{r}
Demand_2017 <- fread("PUB_Demand_2017.csv")

Demand_2017 <- Demand_2017[,.(DEMAND = `Market Demand`)]
```

```{r}
Demand_2018 <- fread("PUB_Demand_2018.csv")

Demand_2018 <- Demand_2018[,.(DEMAND = `Market Demand`)]
```

```{r}
Demand_2019 <- fread("PUB_Demand_2019.csv")

Demand_2019 <- Demand_2019[,.(DEMAND = `Market Demand`)]
```

```{r}
Demand_2010_to_2019 <- do.call("rbind",list(Demand_2010,Demand_2011,Demand_2012,
                                           Demand_2013, Demand_2014, Demand_2015,
                                           Demand_2016, Demand_2017, Demand_2018,
                                           Demand_2019))
```

```{r}
Demand_2010_to_2019.ts <- msts(Demand_2010_to_2019$DEMAND, seasonal.periods = c(24, 168, 8766), start=2010)
```

```{r}
Demand_2010_to_2019.ts.components <- mstl(Demand_2010_to_2019.ts)

forecast::autoplot(Demand_2010_to_2019.ts.components)
```

```{r}
attributes(Demand_2010_to_2019.ts.components)
```

```{r}
Demand_2010_to_2019.24.ts <- Demand_2010_to_2019.ts.components[, "Seasonal24"]

Demand_2010_to_2019.168.ts <- Demand_2010_to_2019.ts.components[, "Seasonal168"]

Demand_2010_to_2019.8766.ts <- Demand_2010_to_2019.ts.components[, "Seasonal8766"]

class(Demand_2010_to_2019.8766.ts)
```

```{r}
autoplot(subset(Demand_2010_to_2019.Seasonal24.ts, end = 24*7*4))
```

```{r}
autoplot(subset(Demand_2010_to_2019.168.ts, end = 24*7*4))
```

```{r}
autoplot(subset(Demand_2010_to_2019.8766.ts, end = 24*7*365))
```




## Hourly Ontario Energy Price (HOEP)

[Yearly Hourly HOEP OR Predispatch Report
](http://reports.ieso.ca/public/PriceHOEPPredispOR/)

PUB_PriceHOEPPredispOR_2002.csv - PUB_PriceHOEPPredispOR_2019.csv (to July)

```{r}
HOEP_2010 <- fread("PUB_PriceHOEPPredispOR_2010.csv")

HOEP_2010 <- HOEP_2010[,.(HOEP)]
```

```{r}
HOEP_2011 <- fread("PUB_PriceHOEPPredispOR_2011.csv")

HOEP_2011 <- HOEP_2011[,.(HOEP)]
```

```{r}
HOEP_2012 <- fread("PUB_PriceHOEPPredispOR_2012.csv")

HOEP_2012 <- HOEP_2012[,.(HOEP)]
```

```{r}
HOEP_2013 <- fread("PUB_PriceHOEPPredispOR_2013.csv")

HOEP_2013 <- HOEP_2013[,.(HOEP)]
```

```{r}
HOEP_2014 <- fread("PUB_PriceHOEPPredispOR_2014.csv")

HOEP_2014 <- HOEP_2014[,.(HOEP)]
```

```{r}
HOEP_2015 <- fread("PUB_PriceHOEPPredispOR_2015.csv")

HOEP_2015 <- HOEP_2015[,.(HOEP)]
```

```{r}
HOEP_2016 <- fread("PUB_PriceHOEPPredispOR_2016.csv")

HOEP_2016 <- HOEP_2016[,.(HOEP)]
```

```{r}
HOEP_2017 <- fread("PUB_PriceHOEPPredispOR_2017.csv")

HOEP_2017 <- HOEP_2017[,.(HOEP)]
```

```{r}
HOEP_2018 <- fread("PUB_PriceHOEPPredispOR_2018.csv")

HOEP_2018 <- HOEP_2018[,.(HOEP)]
```

```{r}
HOEP_2018.ts <- ts(HOEP_2018$HOEP, frequency = 24)

HOEP_2018.ts.components <- decompose(HOEP_2018.ts)

forecast::autoplot(HOEP_2018.ts.components)
```

```{r}
autoplot(subset(HOEP_2018.ts.components$seasonal, end = 24*7*4))
```


```{r}
HOEP_2019 <- fread("PUB_PriceHOEPPredispOR_2019.csv")

HOEP_2019 <- HOEP_2019[,.(HOEP)]
```

```{r}
HOEP_2010_to_2019 <- do.call("rbind",list(HOEP_2010,HOEP_2011,HOEP_2012,
                                           HOEP_2013, HOEP_2014, HOEP_2015,
                                           HOEP_2016, HOEP_2017, HOEP_2018,
                                           HOEP_2019))
```

```{r}
HOEP_2010_to_2019.ts <- msts(HOEP_2010_to_2019$HOEP, seasonal.periods = c(24, 168, 8766), start=2010)
```

```{r}
autoplot(HOEP_2010_to_2019.ts)
```

```{r}
HOEP_2010_to_2019.ts.components <- mstl(HOEP_2010_to_2019.ts)

forecast::autoplot(HOEP_2010_to_2019.ts.components)
```

```{r}
HOEP_2010_to_2019.24.ts <- HOEP_2010_to_2019.ts.components[, "Seasonal24"]

HOEP_2010_to_2019.168.ts <- HOEP_2010_to_2019.ts.components[, "Seasonal168"]

HOEP_2010_to_2019.8766.ts <- HOEP_2010_to_2019.ts.components[, "Seasonal8766"]

autoplot(subset(HOEP_2010_to_2019.24.ts, end = 24*7*4))
```

```{r}
autoplot(subset(HOEP_2010_to_2019.168.ts, end = 24*7*4))
```

```{r}
autoplot(subset(HOEP_2010_to_2019.8766.ts, end = 24*7*52))
```


```{r}
autoplot(subset(HOEP_2010_to_2019.ts.components[,"Seasonal24"], end = 24*7*4))
```

# U.S. Energy Information Administration (EIA): State of New York

[U.S. Energy Information Administration (EIA)](https://www.eia.gov/)

[Average retail price of electricity : New York : all sectors : monthly. Cents per kWh](https://www.eia.gov/electricity/data/browser/#/topic/7?agg=0,1&geo=0002&endsec=vg&freq=M&start=200101&end=201904&ctype=linechart&ltype=pin&rtype=s&maptype=0&rse=0&pin=ELEC.PRICE.NY-ALL.M~ELEC.PRICE.NY-RES.M~ELEC.PRICE.NY-COM.M~ELEC.PRICE.NY-IND.M~ELEC.PRICE.NY-TRA.M~ELEC.PRICE.NY-OTH.M)

```{r}
EIA_NY <- fread("EIA_NY.csv")
```

```{r}
EIA_NY <- EIA_NY[nrow(EIA_NY):1,]

EIA_NY <- EIA_NY[, .(Month, Cents_per_kWh = Average_retail_price_electricity_monthly_cents_per_kWh)]

head(EIA_NY)
```

```{r}
EIA_NY.ts <- ts(EIA_NY$Cents_per_kWh, frequency = 12, start = 2001)

EIA_NY.ts.components <- decompose(EIA_NY.ts)

forecast::autoplot(EIA_NY.ts.components)
```

