HRP>60 | Room Occupancy | Households size | Education Level | Housing area | Log 10 Density | |||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
effect | Dir | Ind | tot | Dir | Ind | tot | Dir | Ind | tot | Dir | Ind | tot | Dir | Ind | tot | Dir | Ind | tot |
M_A | .000 | .000 | .000 | −.745 | .000 | −.745 | 1.047 | .000 | 1.047 | .000 | .000 | .000 | .000 | .000 | .000 | .000 | .000 | .000 |
density | .805 | .000 | .805 | .000 | .000 | .000 | .000 | .000 | .000 | .000 | .000 | .000 | .000 | .000 | .000 | .000 | .000 | .000 |
gas | .000 | .207 | .207 | .000 | .174 | .174 | −.493 | −.245 | −.738 | .239 | .000 | .239 | −.234 | .000 | −.234 | .257 | .000 | .257 |
df | χ2 | Probability level | RMSEA | NFI | CFI | |
---|---|---|---|---|---|---|
Electricity model | 11 | 6.352 | 0.849 | 0.057 | 0.980 | 1.000 |
Effect | Household size | Education level | Room occupancy | HRP>60 | Log 10 density | Appliance | Housing area | ||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Dir | indir | tot | Dir | indir | tot | Dir | indir | tot | Dir | indir | tot | Dir | indir | tot | Dir | indir | tot | Dir | indir | tot | |
density | .000 | .000 | .000 | .000 | .000 | .000 | .000 | .000 | .000 | .805 | .000 | .805 | .000 | .000 | .000 | .000 | .000 | .000 | .000 | .000 | .000 |
App | .000 | .000 | .000 | 1.070 | .000 | 1.070 | −.163 | .000 | −.163 | −.480 | .222 | −.259 | .275 | .000 | .275 | .000 | .000 | .000 | .000 | .000 | .000 |
M_A | 1.047 | .000 | 1.047 | .000 | .000 | .000 | −.745 | .000 | −.745 | .000 | .000 | .000 | .000 | .000 | .000 | .000 | .000 | .000 | .000 | .000 | .000 |
Elec | .000 | −.868 | −.868 | .000 | .207 | .207 | −.395 | .586 | .192 | .000 | −.396 | −.396 | −.430 | .053 | −.376 | .194 | .000 | .194 | −.829 | .000 | −.829 |
Standard Err | |||||
---|---|---|---|---|---|
housing area | ← | households size | 1.047 | ||
housing area | ← | room occupancy | −.745 | ||
log 10 density | ← | HRP>60 | .805 | ||
gas_kwhm2_p | ← | log 10 density | .257 | .021 | |
gas_kwhm2_p | ← | education level | .239 | .032 | |
gas_kwhm2_p | ← | housing area | −.234 | .052 | |
gas_kwhm2_p | ← | households size | −.493 |
A-A | EL | Log10HRP>60 | M_A | H-S | R-O | Log10Dt | Log10 (A-C) | C | TV | Refr | WM | App | ||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
EUI | Correlation | .594 | .521 | .514 | −.593 | −.781 | −.321 | .335 | .280 | .348 | .490 | .358 | .253 | .431 |
Sig. | .000 | .001 | .001 | .000 | .000 | .057 | .046 | .099 | .038 | .002 | .032 | .137 | .009 | |
G | Correlation | .590 | .551 | .564 | −.543 | −.747 | −.330 | .395 | .287 | .390 | − | − | − | − |
Sig. | .000 | .000 | .000 | .001 | .000 | .049 | .017 | .089 | .019 | − | − | − | − | |
E | Correlation | .362 | .018 | −.166 | −.782 | −.746 | −.089 | −.356 | .086 | − | .078 | .044 | −.234 | .006 |
Sig. | .030 | .916 | .332 | .000 | .000 | .604 | .033 | .616 | − | .653 | .800 | .170 | .973 |
gas model | 8 | 8.908 | 0.35 | 0.057 | 0.964 | 0.996 |
Electricity model summary (R2=0.937) | Gas model summary (R2= 0.986) | ||||||||
---|---|---|---|---|---|---|---|---|---|
model | unstandardised coefficients | standardised coefficients | Sig. | model | unstandardised coefficients | standardised coefficients | Sig. | ||
B | Std. error | Beta | B | Std. error | Beta | ||||
(constant) | 0.927 | 0.268 | 0.002 | (constant) | 1.635 | .163 | .000 | ||
log10_electricity subscribers | 1.239 | 0.097 | 1.178 | 0.000 | log10_gas_subscribers | 1.141 | .050 | 1.097 | .000 |
log10_number_of housings | −0.372 | 0.145 | −0.238 | 0.015 | log10_population number | −.161 | .065 | −.120 | .020 |
Variables (2013) | Mean | Std deviation | Skewness | Kurtosis | Skewness | Kurtosis |
---|---|---|---|---|---|---|
gas subscribers | 3126.86 | 7523.27 | 4.35 | 21.32 | 0.80 | 0.13 |
gas consumption (Kth) | 80545.56 | 210208.39 | 4.84 | 25.86 | 0.72 | 0.11 |
electricity subscribers | 3968.75 | 8209.25 | 4.13 | 19.38 | 0.74 | 0.56 |
electricity consumption (mwh) | 10139.75 | 21255.03 | 4.18 | 19.66 | 0.51 | 0.56 |
number of population | 35667.14 | 64194.61 | 4.51 | 22.92 | 0.32 | 1.77 |
number of housing | 6256.29 | 9888.58 | 4.03 | 18.07 | 0.91 | 0.59 |
Cluster | 1 | 2 | 3 | 4 | ||
---|---|---|---|---|---|---|
Label | ▪ | ▾ | • | ♦ | ||
Housing energy consumption | ||||||
Municipality energy consumption | ||||||
Size | 3 (8.3 %) | 26 (72.2%) | 1 (2.8 %) | 6 (16.7 %) | ||
Variables | climate zone | semi-arid | semi-arid | semi-arid | arid | |
population distribution | density | average density | low density | dense | low density | |
municipality centre | moderately populated | thinly populated | highly populated | thinly populated | ||
secondary agglomeration | moderately populated | thinly populated | thinly populated | thinly populated | ||
scattered zone | moderately populated | moderately populated | moderately populated | highly populated | ||
population characteristics | average age | highest rate | moderate rate | lowest rate | lowest rate | |
education level | highest rate | low rate | moderate rate | low rate | ||
dwelling occupancy | mean area | moderate | high | moderate | less | |
room occupancy | moderate | moderate | highest rate | lowest rate | ||
household size | low rate | moderate rate | lowest rate | highest rate | ||
dwelling typology | collective dwelling | high rate | low rate | highest rate | lowest rate | |
individual dwelling | high rate | low rate | highest rate | low rate | ||
traditional dwelling | high rate | moderate rate | high rate | moderate | ||
appliance ownership | highest rate | moderate rate | moderate rate | lowest rate |
Validation test | |||||||
---|---|---|---|---|---|---|---|
Electricity model | Gas model | ||||||
Skewness | Kurtosis | Kolmogorov-Smirnova (KS) | Shapiro-Wilk | Skewness | Kurtosis | Kolmogorov-Smirnova | Shapiro-Wilk |
.745 | .426 | .200 | .092 | −.334 | −.718 | .200 | .570 |
log 10 density | ← | HRP>60 | .805 | |
appliance | ← | log density | .275 | .008 |
appliance | ← | room occupancy | −.163 | .014 |
appliance | ← | education local | 1.070 | |
appliance | ← | HRP>60 | −.480 | |
housing area | ← | room occupancy | −.745 | |
housing area | ← | household size | 1.047 | |
E_kwhm2_p | ← | housing area | −.829 | |
E_kwhm2_p | ← | log density | −.430 | |
E_kwhm2_p | ← | appliance | .194 | .071 |
E_kwhm2_p | ← | room occupancy | −.395 |