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customerPredictor.R
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# M5P regression model created using RWeka's M5P function and translatted into R code.
predictCustomerAmount <- function(dayOfWeek, minute, temperature, precipitation) {
# Tree for the regression model
if (minute <= 877.5) {
if (minute <= 367.5) {
return(lm1(dayOfWeek, minute, temperature, precipitation))
} else {
if (minute <= 787.5) {
if (minute <= 682.5) {
if (minute <= 442.5) {
if (minute <= 412.5) {
return(lm2(dayOfWeek, minute, temperature, precipitation))
} else {
if (minute <= 427.5) {
return(lm3(dayOfWeek, minute, temperature, precipitation))
} else {
return(lm4(dayOfWeek, minute, temperature, precipitation))
}
}
} else {
if (minute <= 592.5) {
if (temperature <= 33.728) {
if (dayOfWeek == "SATURDAY" || dayOfWeek == "SUNDAY") {
return(lm5(dayOfWeek, minute, temperature, precipitation))
} else {
if (minute <= 487.5) {
return(lm6(dayOfWeek, minute, temperature, precipitation))
} else {
if (minute <= 532.5) {
return(lm7(dayOfWeek, minute, temperature, precipitation))
} else {
return(lm8(dayOfWeek, minute, temperature, precipitation))
}
}
}
} else {
if (minute <= 562.5) {
return(lm9(dayOfWeek, minute, temperature, precipitation))
} else {
return(lm10(dayOfWeek, minute, temperature, precipitation))
}
}
} else {
if (minute <= 652.5) {
if (minute <= 622.5) {
return(lm11(dayOfWeek, minute, temperature, precipitation))
} else {
return(lm12(dayOfWeek, minute, temperature, precipitation))
}
} else {
if (minute <= 667.5) {
return(lm13(dayOfWeek, minute, temperature, precipitation))
} else {
if (dayOfWeek == "THURSDAY" || dayOfWeek == "SATURDAY" || dayOfWeek == "SUNDAY") {
if (temperature <= 35.537) {
return(lm14(dayOfWeek, minute, temperature, precipitation))
} else {
return(lm15(dayOfWeek, minute, temperature, precipitation))
}
} else {
if (temperature <= 37.976) {
return(lm16(dayOfWeek, minute, temperature, precipitation))
} else {
return(lm17(dayOfWeek, minute, temperature, precipitation))
}
}
}
}
}
}
} else {
if (minute <= 757.5) {
return(lm18(dayOfWeek, minute, temperature, precipitation))
} else {
return(lm19(dayOfWeek, minute, temperature, precipitation))
}
}
} else {
return(lm20(dayOfWeek, minute, temperature, precipitation))
}
}
} else {
return(lm21(dayOfWeek, minute, temperature, precipitation))
}
}
# Define day of week constants
monday <- "MONDAY"
tuesday <- "TUESDAY"
wednesday <- "WEDNESDAY"
thursday <- "THURSDAY"
friday <- "FRIDAY"
saturday <- "SATURDAY"
sunday <- "SUNDAY"
# Define precipitation constants
clear <- "Clear"
clouds <- "Clouds"
drizzle <- "Drizzle"
fog <- "Fog"
rain <- "Rain"
mist <- "Mist"
snow <- "Snow"
# All linear functions for the model tree.
# Linear functions are defined as a constant multiplied by one of the independent variables and then summed up.
# For the independent variables that are factors, and not numeric, the constant is multiplied against a boolean expression so that if
# the expression is false, the constant multiplies by 0, and if true it is multiplied by 1.
lm1 <- function(dayOfWeek, minute, temperature, precipitation) {
return(
0.001 * minute
- 0.0066 * temperature
+ 0.1977 * (precipitation == fog || precipitation == snow || precipitation == clouds || precipitation == rain || precipitation == mist)
- 0.0578 * (precipitation == clouds || precipitation == rain || precipitation == mist)
+ 0.2033 * (precipitation == rain || precipitation == mist)
+ 0.086 * (precipitation == mist)
+ 0.5148 * (dayOfWeek == thursday || dayOfWeek == tuesday || dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
+ 0.1151 * (dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
- 0.2876
)
}
lm2 <- function(dayOfWeek, minute, temperature, precipitation) {
return(
0.041 * minute
- 0.008 * temperature
+ 0.2353 * (precipitation == fog || precipitation == snow || precipitation == clouds || precipitation == rain || precipitation == mist)
- 0.0578 * (precipitation == clouds || precipitation == rain || precipitation == mist)
+ 0.257 * (precipitation == rain || precipitation == mist)
+ 0.086 * (precipitation == mist)
+ 5.7747 * (dayOfWeek == thursday || dayOfWeek == tuesday || dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
+ 0.1966 * (dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
- 0.085 * (dayOfWeek == monday || dayOfWeek == friday)
- 16.7541
)
}
lm3 <- function(dayOfWeek, minute, temperature, precipitation) {
return(
0.2223 * minute
- 0.008 * temperature
+ 0.2353 * (precipitation == fog || precipitation == snow || precipitation == clouds || precipitation == rain || precipitation == mist)
- 0.0578 * (precipitation == clouds || precipitation == rain || precipitation == mist)
+ 0.257 * (precipitation == rain || precipitation == mist)
+ 0.086 * (precipitation == mist)
+ 2.2589 * (dayOfWeek == saturday || dayOfWeek == thursday || dayOfWeek == tuesday || dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
+ 5.9695 * (dayOfWeek == thursday || dayOfWeek == tuesday || dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
+ 0.1966 * (dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
- 0.085 * (dayOfWeek == monday || dayOfWeek == friday)
- 94.0477
)
}
lm4 <- function(dayOfWeek, minute, temperature, precipitation) {
return(
0.2423 * minute
- 0.008 * temperature
+ 0.2353 * (precipitation == fog || precipitation == snow || precipitation == clouds || precipitation == rain || precipitation == mist)
- 0.0578 * (precipitation == clouds || precipitation == rain || precipitation == mist)
+ 0.257 * (precipitation == rain || precipitation == mist)
+ 0.086 * (precipitation == mist)
+ 6.0319 * (dayOfWeek == saturday || dayOfWeek == thursday || dayOfWeek == tuesday || dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
+ 5.2157 * (dayOfWeek == thursday || dayOfWeek == tuesday || dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
- 0.9235 * (dayOfWeek == tuesday || dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
+ 0.1966 * (dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
- 0.085 * (dayOfWeek == monday || dayOfWeek == friday)
+ 1.1354 * (dayOfWeek == friday)
- 102.6086
)
}
lm5 <- function(dayOfWeek, minute, temperature, precipitation) {
return(
-0.003 * minute
- 0.0857 * temperature
+ 0.2353 * (precipitation == fog || precipitation == snow || precipitation == clouds || precipitation == rain || precipitation == mist)
- 0.0578 * (precipitation == clouds || precipitation == rain || precipitation == mist)
+ 0.257 * (precipitation == rain || precipitation == mist)
+ 0.086 * (precipitation == mist)
+ 11.2191 * (dayOfWeek == thursday || dayOfWeek == tuesday || dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
+ 0.1966 * (dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
- 0.085 * (dayOfWeek == monday || dayOfWeek == friday)
+ 4.1937
)
}
lm6 <- function(dayOfWeek, minute, temperature, precipitation) {
return(
-0.003 * minute
- 0.1392 * temperature
+ 0.2353 * (precipitation == fog || precipitation == snow || precipitation == clouds || precipitation == rain || precipitation == mist)
- 0.0578 * (precipitation == clouds || precipitation == rain || precipitation == mist)
+ 0.257 * (precipitation == rain || precipitation == mist)
+ 0.086 * (precipitation == mist)
+ 10.3636 * (dayOfWeek == thursday || dayOfWeek == tuesday || dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
+ 0.1966 * (dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
- 0.085 * (dayOfWeek == monday || dayOfWeek == friday)
+ 11.1423
)
}
lm7 <- function(dayOfWeek, minute, temperature, precipitation) {
return(
-0.0013 * minute
- 0.2286 * temperature
+ 0.2353 * (precipitation == fog || precipitation == snow || precipitation == clouds || precipitation == rain || precipitation == mist)
- 0.0578 * (precipitation == clouds || precipitation == rain || precipitation == mist)
+ 0.257 * (precipitation == rain || precipitation == mist)
+ 0.086 * (precipitation == mist)
+ 10.3636 * (dayOfWeek == thursday || dayOfWeek == tuesday || dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
+ 0.1966 * (dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
- 0.085 * (dayOfWeek == monday || dayOfWeek == friday)
+ 14.2364
)
}
lm8 <- function(dayOfWeek, minute, temperature, precipitation) {
return(
-0.0176 * minute
- 0.1668 * temperature
+ 0.2353 * (precipitation == fog || precipitation == snow || precipitation == clouds || precipitation == rain || precipitation == mist)
- 0.0578 * (precipitation == clouds || precipitation == rain || precipitation == mist)
+ 0.257 * (precipitation == rain || precipitation == mist)
+ 0.086 * (precipitation == mist)
+ 10.3636 * (dayOfWeek == thursday || dayOfWeek == tuesday || dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
+ 0.1966 * (dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
- 0.085 * (dayOfWeek == monday || dayOfWeek == friday)
+ 20.3591
)
}
lm9 <- function(dayOfWeek, minute, temperature, precipitation) {
return(
0.0248 * minute
- 0.008 * temperature
+ 0.2353 * (precipitation == fog || precipitation == snow || precipitation == clouds || precipitation == rain || precipitation == mist)
- 0.0578 * (precipitation == clouds || precipitation == rain || precipitation == mist)
+ 0.257 * (precipitation == rain || precipitation == mist)
+ 0.086 * (precipitation == mist)
+ 6.6787 * (dayOfWeek == thursday || dayOfWeek == tuesday || dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
+ 0.1966 * (dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
- 0.085 * (dayOfWeek == monday || dayOfWeek == friday)
+ 1.3997
)
}
lm10 <- function(dayOfWeek, minute, temperature, precipitation) {
return(
-0.0108 * minute
- 0.008 * temperature
+ 0.2353 * (precipitation == fog || precipitation == snow || precipitation == clouds || precipitation == rain || precipitation == mist)
- 0.0578 * (precipitation == clouds || precipitation == rain || precipitation == mist)
+ 0.257 * (precipitation == rain || precipitation == mist)
+ 0.086 * (precipitation == mist)
+ 6.6787 * (dayOfWeek == thursday || dayOfWeek == tuesday || dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
+ 0.1966 * (dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
- 0.085 * (dayOfWeek == monday || dayOfWeek == friday)
+ 16.7788
)
}
lm11 <- function(dayOfWeek, minute, temperature, precipitation) {
return(
-0.0372 * minute
- 0.008 * temperature
+ 0.2353 * (precipitation == fog || precipitation == snow || precipitation == clouds || precipitation == rain || precipitation == mist)
- 0.0578 * (precipitation == clouds || precipitation == rain || precipitation == mist)
+ 0.257 * (precipitation == rain || precipitation == mist)
+ 0.086 * (precipitation == mist)
+ 10.937 * (dayOfWeek == thursday || dayOfWeek == tuesday || dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
+ 0.1966 * (dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
- 0.085 * (dayOfWeek == monday || dayOfWeek == friday)
+ 23.2608
)
}
lm12 <- function(dayOfWeek, minute, temperature, precipitation) {
return(
-0.0819 * minute
- 0.008 * temperature
+ 0.2353 * (precipitation == fog || precipitation == snow || precipitation == clouds || precipitation == rain || precipitation == mist)
- 0.0578 * (precipitation == clouds || precipitation == rain || precipitation == mist)
+ 0.257 * (precipitation == rain || precipitation == mist)
+ 0.086 * (precipitation == mist)
+ 7.7363 * (dayOfWeek == thursday || dayOfWeek == tuesday || dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
+ 0.1966 * (dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
- 0.085 * (dayOfWeek == monday || dayOfWeek == friday)
+ 52.0061
)
}
lm13 <- function(dayOfWeek, minute, temperature, precipitation) {
return(
0.1897 * minute
- 0.008 * temperature
+ 0.2353 * (precipitation == fog || precipitation == snow || precipitation == clouds || precipitation == rain || precipitation == mist)
- 0.0578 * (precipitation == clouds || precipitation == rain || precipitation == mist)
+ 1.1339 * (precipitation == rain || precipitation == mist)
+ 0.086 * (precipitation == mist)
+ 9.6794 * (dayOfWeek == thursday || dayOfWeek == tuesday || dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
+ 0.8675 * (dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
- 0.085 * (dayOfWeek == monday || dayOfWeek == friday)
- 126.7732
)
}
lm14 <- function(dayOfWeek, minute, temperature, precipitation) {
return(
0.1776 * minute
- 0.008 * temperature
+ 0.2353 * (precipitation == fog || precipitation == snow || precipitation == clouds || precipitation == rain || precipitation == mist)
- 0.0578 * (precipitation == clouds || precipitation == rain || precipitation == mist)
+ 1.0791 * (precipitation == rain || precipitation == mist)
+ 0.086 * (precipitation == mist)
+ 8.7993 * (dayOfWeek == thursday || dayOfWeek == tuesday || dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
+ 2.3618 * (dayOfWeek == tuesday || dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
+ 0.1966 * (dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
- 0.085 * (dayOfWeek == monday || dayOfWeek == friday)
- 116.9068
)
}
lm15 <- function(dayOfWeek, minute, temperature, precipitation) {
return(
0.1776 * minute
- 0.008 * temperature
+ 0.2353 * (precipitation == fog || precipitation == snow || precipitation == clouds || precipitation == rain || precipitation == mist)
- 0.0578 * (precipitation == clouds || precipitation == rain || precipitation == mist)
+ 1.0791 * (precipitation == rain || precipitation == mist)
+ 0.086 * (precipitation == mist)
+ 8.7993 * (dayOfWeek == thursday || dayOfWeek == tuesday || dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
+ 2.3618 * (dayOfWeek == tuesday || dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
+ 0.1966 * (dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
- 0.085 * (dayOfWeek == monday || dayOfWeek == friday)
- 116.7471
)
}
lm16 <- function(dayOfWeek, minute, temperature, precipitation) {
return(
0.1776 * minute
- 0.0317 * temperature
+ 0.2353 * (precipitation == fog || precipitation == snow || precipitation == clouds || precipitation == rain || precipitation == mist)
- 0.0578 * (precipitation == clouds || precipitation == rain || precipitation == mist)
+ 1.7228 * (precipitation == rain || precipitation == mist)
+ 0.086 * (precipitation == mist)
+ 8.7993 * (dayOfWeek == thursday || dayOfWeek == tuesday || dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
+ 1.7495 * (dayOfWeek == tuesday || dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
+ 0.1966 * (dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
- 0.085 * (dayOfWeek == monday || dayOfWeek == friday)
- 114.4619
)
}
lm17 <- function(dayOfWeek, minute, temperature, precipitation) {
return(
0.1776 * minute
- 0.0258 * temperature
+ 0.4239 * (precipitation == fog || precipitation == snow || precipitation == clouds || precipitation == rain || precipitation == mist)
- 0.0578 * (precipitation == clouds || precipitation == rain || precipitation == mist)
+ 1.8414 * (precipitation == rain || precipitation == mist)
+ 0.086 * (precipitation == mist)
+ 8.7993 * (dayOfWeek == thursday || dayOfWeek == tuesday || dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
+ 1.7495 * (dayOfWeek == tuesday || dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
+ 0.1966 * (dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
- 0.085 * (dayOfWeek == monday || dayOfWeek == friday)
- 115.0859
)
}
lm18 <- function(dayOfWeek, minute, temperature, precipitation) {
return(
-0.0314 * minute
- 0.1849 * temperature
+ 1.4629 * (precipitation == fog || precipitation == snow || precipitation == clouds || precipitation == rain || precipitation == mist)
- 1.0406 * (precipitation == clouds || precipitation == rain || precipitation == mist)
+ 0.257 * (precipitation == rain || precipitation == mist)
+ 0.086 * (precipitation == mist)
+ 35.5686 * (dayOfWeek == thursday || dayOfWeek == tuesday || dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
+ 0.1966 * (dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
- 0.085 * (dayOfWeek == monday || dayOfWeek == friday)
- 6.5521 * (dayOfWeek == friday)
+ 29.7939
)
}
lm19 <- function(dayOfWeek, minute, temperature, precipitation) {
return(
-0.4318 * minute
- 0.008 * temperature
+ 7.0522 * (precipitation == fog || precipitation == snow || precipitation == clouds || precipitation == rain || precipitation == mist)
- 4.2915 * (precipitation == clouds || precipitation == rain || precipitation == mist)
+ 0.257 * (precipitation == rain || precipitation == mist)
+ 0.086 * (precipitation == mist)
+ 17.3502 * (dayOfWeek == thursday || dayOfWeek == tuesday || dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
+ 0.1966 * (dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
- 0.085 * (dayOfWeek == monday || dayOfWeek == friday)
- 1.9118 * (dayOfWeek == friday)
+ 332.7769
)
}
lm20 <- function(dayOfWeek, minute, temperature, precipitation) {
return(
-0.0299 * minute
- 0.0169 * temperature
+ 0.4359 * (precipitation == fog || precipitation == snow || precipitation == clouds || precipitation == rain || precipitation == mist)
- 0.0578 * (precipitation == clouds || precipitation == rain || precipitation == mist)
+ 0.5529 * (precipitation == rain || precipitation == mist)
+ 0.086 * (precipitation == mist)
+ 2.1091 * (dayOfWeek == thursday || dayOfWeek == tuesday || dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
+ 2.2708 * (dayOfWeek == tuesday || dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
+ 0.4813 * (dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
- 0.2952 * (dayOfWeek == monday || dayOfWeek == friday)
+ 26.0812
)
}
lm21 <- function(dayOfWeek, minute, temperature, precipitation) {
return(
0 * minute
- 0.0014 * temperature
+ 0.1507 * (precipitation == fog || precipitation == snow || precipitation == clouds || precipitation == rain || precipitation == mist)
- 0.0995 * (precipitation == clouds || precipitation == rain || precipitation == mist)
+ 0.0626 * (precipitation == rain || precipitation == mist)
+ 0.1482 * (precipitation == mist)
+ 0.1857 * (dayOfWeek == thursday || dayOfWeek == tuesday || dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
+ 0.052 * (dayOfWeek == wednesday || dayOfWeek == monday || dayOfWeek == friday)
+ 0.1546
)
}