pacman::p_load(tmap, sf, sp, stplanr,
reshape2, broom, performance,
gtsummary, ggpubr, tidyverse)In_Class_Ex12
SIM_data <- read_rds("SIM_data.rds")ggplot(data = SIM_data,
aes(x = TRIPS)) +
geom_histogram()`stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
ggplot(data = SIM_data,
aes(x = dist,
y = TRIPS)) +
geom_point() +
geom_smooth(method = lm)`geom_smooth()` using formula = 'y ~ x'
ggplot(data = SIM_data,
aes(x = log(dist),
y = log(TRIPS))) +
geom_point() +
geom_smooth(method = lm)`geom_smooth()` using formula = 'y ~ x'
summary(SIM_data) ORIGIN_SZ DESTIN_SZ TRIPS FlowNoIntra
Length:14274 Length:14274 Min. : 1.0 Min. : 1.0
Class :character Class :character 1st Qu.: 11.0 1st Qu.: 11.0
Mode :character Mode :character Median : 56.0 Median : 56.0
Mean : 664.3 Mean : 664.3
3rd Qu.: 296.0 3rd Qu.: 296.0
Max. :104167.0 Max. :104167.0
offset dist ORIGIN_AGE7_12 ORIGIN_AGE13_24 ORIGIN_AGE25_64
Min. :1 Min. : 173.8 Min. : 0 Min. : 0 Min. : 0
1st Qu.:1 1st Qu.: 3465.4 1st Qu.: 240 1st Qu.: 460 1st Qu.: 2210
Median :1 Median : 6121.0 Median : 710 Median : 1400 Median : 7030
Mean :1 Mean : 6951.8 Mean :1037 Mean : 2278 Mean :10536
3rd Qu.:1 3rd Qu.: 9725.1 3rd Qu.:1500 3rd Qu.: 3282 3rd Qu.:15830
Max. :1 Max. :26135.8 Max. :6340 Max. :16380 Max. :74610
DESTIN_AGE7_12 DESTIN_AGE13_24 DESTIN_AGE25_64
Min. : 0 Min. : 0 Min. : 0
1st Qu.: 250 1st Qu.: 460 1st Qu.: 2210
Median : 720 Median : 1430 Median : 7120
Mean :1040 Mean : 2305 Mean :10648
3rd Qu.:1500 3rd Qu.: 3290 3rd Qu.:15830
Max. :6340 Max. :16380 Max. :74610 SIM_data$DESTIN_AGE7_12 <- ifelse(
SIM_data$DESTIN_AGE7_12 == 0,
0.99, SIM_data$DESTIN_AGE7_12)
SIM_data$DESTIN_AGE13_24 <- ifelse(
SIM_data$DESTIN_AGE13_24 == 0,
0.99, SIM_data$DESTIN_AGE13_24)
SIM_data$DESTIN_AGE25_64 <- ifelse(
SIM_data$DESTIN_AGE25_64 == 0,
0.99, SIM_data$DESTIN_AGE25_64)
SIM_data$ORIGIN_AGE7_12 <- ifelse(
SIM_data$ORIGIN_AGE7_12 == 0,
0.99, SIM_data$ORIGIN_AGE7_12)
SIM_data$ORIGIN_AGE13_24 <- ifelse(
SIM_data$ORIGIN_AGE13_24 == 0,
0.99, SIM_data$ORIGIN_AGE13_24)
SIM_data$ORIGIN_AGE25_64 <- ifelse(
SIM_data$ORIGIN_AGE25_64 == 0,
0.99, SIM_data$ORIGIN_AGE25_64)summary(SIM_data) ORIGIN_SZ DESTIN_SZ TRIPS FlowNoIntra
Length:14274 Length:14274 Min. : 1.0 Min. : 1.0
Class :character Class :character 1st Qu.: 11.0 1st Qu.: 11.0
Mode :character Mode :character Median : 56.0 Median : 56.0
Mean : 664.3 Mean : 664.3
3rd Qu.: 296.0 3rd Qu.: 296.0
Max. :104167.0 Max. :104167.0
offset dist ORIGIN_AGE7_12 ORIGIN_AGE13_24
Min. :1 Min. : 173.8 Min. : 0.99 Min. : 0.99
1st Qu.:1 1st Qu.: 3465.4 1st Qu.: 240.00 1st Qu.: 460.00
Median :1 Median : 6121.0 Median : 710.00 Median : 1400.00
Mean :1 Mean : 6951.8 Mean :1036.73 Mean : 2278.59
3rd Qu.:1 3rd Qu.: 9725.1 3rd Qu.:1500.00 3rd Qu.: 3282.50
Max. :1 Max. :26135.8 Max. :6340.00 Max. :16380.00
ORIGIN_AGE25_64 DESTIN_AGE7_12 DESTIN_AGE13_24 DESTIN_AGE25_64
Min. : 0.99 Min. : 0.99 Min. : 0.99 Min. : 0.99
1st Qu.: 2210.00 1st Qu.: 250.00 1st Qu.: 460.00 1st Qu.: 2210.00
Median : 7030.00 Median : 720.00 Median : 1430.00 Median : 7120.00
Mean :10535.93 Mean :1039.98 Mean : 2305.33 Mean :10647.95
3rd Qu.:15830.00 3rd Qu.:1500.00 3rd Qu.: 3290.00 3rd Qu.:15830.00
Max. :74610.00 Max. :6340.00 Max. :16380.00 Max. :74610.00 uncSIM <- glm(formula = TRIPS ~
log(ORIGIN_AGE25_64) +
log(DESTIN_AGE25_64) +
log(dist),
family = poisson(link = "log"),
data = SIM_data,
na.action = na.exclude)
uncSIM
Call: glm(formula = TRIPS ~ log(ORIGIN_AGE25_64) + log(DESTIN_AGE25_64) +
log(dist), family = poisson(link = "log"), data = SIM_data,
na.action = na.exclude)
Coefficients:
(Intercept) log(ORIGIN_AGE25_64) log(DESTIN_AGE25_64)
17.00287 0.21001 0.01289
log(dist)
-1.51785
Degrees of Freedom: 14273 Total (i.e. Null); 14270 Residual
Null Deviance: 36120000
Residual Deviance: 19960000 AIC: 20040000CalcRSquared <- function(observed,estimated){
r <- cor(observed,estimated)
R2 <- r^2
R2
}CalcRSquared(uncSIM$data$TRIPS, uncSIM$fitted.values)[1] 0.1694734r2_mcfadden(uncSIM)# R2 for Generalized Linear Regression
R2: 0.446
adj. R2: 0.446orcSIM <- glm(formula = TRIPS ~
ORIGIN_SZ +
log(DESTIN_AGE25_64) +
log(dist),
family = poisson(link = "log"),
data = SIM_data,
na.action = na.exclude)
summary(orcSIM)
Call:
glm(formula = TRIPS ~ ORIGIN_SZ + log(DESTIN_AGE25_64) + log(dist),
family = poisson(link = "log"), data = SIM_data, na.action = na.exclude)
Deviance Residuals:
Min 1Q Median 3Q Max
-241.02 -16.13 -7.46 0.80 418.33
Coefficients:
Estimate Std. Error z value Pr(>|z|)
(Intercept) 19.9309957 0.0054015 3689.887 < 2e-16 ***
ORIGIN_SZAMSZ02 0.6805710 0.0052686 129.175 < 2e-16 ***
ORIGIN_SZAMSZ03 0.3597850 0.0054884 65.554 < 2e-16 ***
ORIGIN_SZAMSZ04 -0.1106566 0.0060027 -18.434 < 2e-16 ***
ORIGIN_SZAMSZ05 -0.3140561 0.0067998 -46.186 < 2e-16 ***
ORIGIN_SZAMSZ06 0.0634425 0.0060258 10.528 < 2e-16 ***
ORIGIN_SZAMSZ07 -1.1301580 0.0110298 -102.464 < 2e-16 ***
ORIGIN_SZAMSZ08 -0.6330394 0.0102949 -61.491 < 2e-16 ***
ORIGIN_SZAMSZ09 0.1064915 0.0063450 16.784 < 2e-16 ***
ORIGIN_SZAMSZ10 0.5061899 0.0053889 93.931 < 2e-16 ***
ORIGIN_SZAMSZ11 -1.3167911 0.0144870 -90.895 < 2e-16 ***
ORIGIN_SZAMSZ12 -1.5103004 0.0127453 -118.499 < 2e-16 ***
ORIGIN_SZBDSZ01 1.3626004 0.0051433 264.929 < 2e-16 ***
ORIGIN_SZBDSZ02 0.9554084 0.0059655 160.156 < 2e-16 ***
ORIGIN_SZBDSZ03 1.1476190 0.0054278 211.433 < 2e-16 ***
ORIGIN_SZBDSZ04 2.0110410 0.0046344 433.940 < 2e-16 ***
ORIGIN_SZBDSZ05 1.0658940 0.0053976 197.477 < 2e-16 ***
ORIGIN_SZBDSZ06 1.2719222 0.0054774 232.213 < 2e-16 ***
ORIGIN_SZBDSZ07 -0.5053039 0.0111553 -45.297 < 2e-16 ***
ORIGIN_SZBDSZ08 -0.3556193 0.0102947 -34.544 < 2e-16 ***
ORIGIN_SZBKSZ01 -0.3606399 0.0075473 -47.784 < 2e-16 ***
ORIGIN_SZBKSZ02 0.1357265 0.0061394 22.107 < 2e-16 ***
ORIGIN_SZBKSZ03 0.4101999 0.0058983 69.545 < 2e-16 ***
ORIGIN_SZBKSZ04 -0.3418645 0.0070764 -48.310 < 2e-16 ***
ORIGIN_SZBKSZ05 -0.2986750 0.0074073 -40.322 < 2e-16 ***
ORIGIN_SZBKSZ06 -0.2637855 0.0068739 -38.375 < 2e-16 ***
ORIGIN_SZBKSZ07 0.5498323 0.0051476 106.813 < 2e-16 ***
ORIGIN_SZBKSZ08 -0.0527393 0.0061457 -8.582 < 2e-16 ***
ORIGIN_SZBKSZ09 -0.1564691 0.0067300 -23.249 < 2e-16 ***
ORIGIN_SZBLSZ01 -1.7551329 0.0176599 -99.385 < 2e-16 ***
ORIGIN_SZBLSZ02 -1.9493637 0.0213859 -91.152 < 2e-16 ***
ORIGIN_SZBLSZ03 -2.9057732 0.0535995 -54.213 < 2e-16 ***
ORIGIN_SZBLSZ04 -1.4672066 0.0254726 -57.599 < 2e-16 ***
ORIGIN_SZBMSZ01 0.1806064 0.0060563 29.821 < 2e-16 ***
ORIGIN_SZBMSZ02 -1.4026549 0.0078244 -179.267 < 2e-16 ***
ORIGIN_SZBMSZ03 -0.5976236 0.0063808 -93.660 < 2e-16 ***
ORIGIN_SZBMSZ04 -0.5456513 0.0059061 -92.388 < 2e-16 ***
ORIGIN_SZBMSZ05 -3.1095195 0.0188118 -165.297 < 2e-16 ***
ORIGIN_SZBMSZ06 -3.0273827 0.0194319 -155.794 < 2e-16 ***
ORIGIN_SZBMSZ07 -0.7378197 0.0066865 -110.345 < 2e-16 ***
ORIGIN_SZBMSZ08 -0.9306150 0.0067188 -138.510 < 2e-16 ***
ORIGIN_SZBMSZ09 -1.4137345 0.0101071 -139.876 < 2e-16 ***
ORIGIN_SZBMSZ10 -1.7054195 0.0101582 -167.886 < 2e-16 ***
ORIGIN_SZBMSZ11 -1.2418380 0.0076792 -161.714 < 2e-16 ***
ORIGIN_SZBMSZ12 -1.3746537 0.0109769 -125.231 < 2e-16 ***
ORIGIN_SZBMSZ13 -0.4339494 0.0069335 -62.587 < 2e-16 ***
ORIGIN_SZBMSZ14 -0.9950458 0.0076302 -130.410 < 2e-16 ***
ORIGIN_SZBMSZ15 -0.6544196 0.0068964 -94.892 < 2e-16 ***
ORIGIN_SZBMSZ16 -1.5193747 0.0105329 -144.250 < 2e-16 ***
ORIGIN_SZBMSZ17 -1.6536771 0.0180672 -91.529 < 2e-16 ***
ORIGIN_SZBPSZ01 0.1484355 0.0064734 22.930 < 2e-16 ***
ORIGIN_SZBPSZ02 -0.3602094 0.0073902 -48.741 < 2e-16 ***
ORIGIN_SZBPSZ03 -0.1567975 0.0072226 -21.709 < 2e-16 ***
ORIGIN_SZBPSZ04 0.4504873 0.0058418 77.115 < 2e-16 ***
ORIGIN_SZBPSZ05 0.5028646 0.0053682 93.675 < 2e-16 ***
ORIGIN_SZBPSZ06 -1.0125668 0.0105638 -95.853 < 2e-16 ***
ORIGIN_SZBPSZ07 -0.3859065 0.0098561 -39.154 < 2e-16 ***
ORIGIN_SZBSSZ01 0.1488497 0.0065504 22.724 < 2e-16 ***
ORIGIN_SZBSSZ02 0.4269498 0.0055893 76.387 < 2e-16 ***
ORIGIN_SZBSSZ03 -0.2437385 0.0062020 -39.300 < 2e-16 ***
ORIGIN_SZBTSZ01 0.1987940 0.0066672 29.817 < 2e-16 ***
ORIGIN_SZBTSZ02 -0.4571546 0.0090784 -50.356 < 2e-16 ***
ORIGIN_SZBTSZ03 -0.2697243 0.0077941 -34.606 < 2e-16 ***
ORIGIN_SZBTSZ04 -1.0997236 0.0115225 -95.441 < 2e-16 ***
ORIGIN_SZBTSZ05 -1.0053122 0.0132594 -75.819 < 2e-16 ***
ORIGIN_SZBTSZ06 -1.0841201 0.0102242 -106.035 < 2e-16 ***
ORIGIN_SZBTSZ07 -2.3134497 0.0158499 -145.960 < 2e-16 ***
ORIGIN_SZBTSZ08 -1.1581618 0.0121161 -95.589 < 2e-16 ***
ORIGIN_SZCBSZ01 -1.0805930 0.0577831 -18.701 < 2e-16 ***
ORIGIN_SZCCSZ01 -0.8145372 0.0152638 -53.364 < 2e-16 ***
ORIGIN_SZCHSZ01 0.0377079 0.0133240 2.830 0.004654 **
ORIGIN_SZCHSZ02 -0.6209553 0.0096388 -64.422 < 2e-16 ***
ORIGIN_SZCHSZ03 1.6790244 0.0069559 241.381 < 2e-16 ***
ORIGIN_SZCKSZ01 0.0839586 0.0059934 14.008 < 2e-16 ***
ORIGIN_SZCKSZ02 0.4379511 0.0062289 70.309 < 2e-16 ***
ORIGIN_SZCKSZ03 0.7956950 0.0051892 153.335 < 2e-16 ***
ORIGIN_SZCKSZ04 1.2740323 0.0053165 239.637 < 2e-16 ***
ORIGIN_SZCKSZ05 0.9326213 0.0061807 150.893 < 2e-16 ***
ORIGIN_SZCKSZ06 0.3976273 0.0085639 46.431 < 2e-16 ***
ORIGIN_SZCLSZ01 -0.7522917 0.0094655 -79.477 < 2e-16 ***
ORIGIN_SZCLSZ02 -1.3937450 0.0153260 -90.940 < 2e-16 ***
ORIGIN_SZCLSZ03 -0.7898683 0.0091016 -86.784 < 2e-16 ***
ORIGIN_SZCLSZ04 0.8451512 0.0051258 164.882 < 2e-16 ***
ORIGIN_SZCLSZ05 -1.6573818 0.0166091 -99.788 < 2e-16 ***
ORIGIN_SZCLSZ06 0.9478181 0.0048182 196.716 < 2e-16 ***
ORIGIN_SZCLSZ07 -0.2499753 0.0064632 -38.677 < 2e-16 ***
ORIGIN_SZCLSZ08 0.1350119 0.0069296 19.483 < 2e-16 ***
ORIGIN_SZCLSZ09 -1.3868782 0.0192743 -71.955 < 2e-16 ***
ORIGIN_SZDTSZ02 -3.7535792 0.0871325 -43.079 < 2e-16 ***
ORIGIN_SZDTSZ03 -3.8462041 0.0840156 -45.780 < 2e-16 ***
ORIGIN_SZDTSZ13 -2.9738127 0.0349241 -85.151 < 2e-16 ***
ORIGIN_SZGLSZ01 -1.5175198 0.0110135 -137.787 < 2e-16 ***
ORIGIN_SZGLSZ02 0.2405712 0.0058742 40.954 < 2e-16 ***
ORIGIN_SZGLSZ03 0.1940241 0.0061989 31.300 < 2e-16 ***
ORIGIN_SZGLSZ04 1.0292572 0.0049028 209.931 < 2e-16 ***
ORIGIN_SZGLSZ05 0.9864552 0.0050898 193.811 < 2e-16 ***
ORIGIN_SZHGSZ01 0.3073609 0.0054307 56.597 < 2e-16 ***
ORIGIN_SZHGSZ02 0.3827293 0.0054555 70.154 < 2e-16 ***
ORIGIN_SZHGSZ03 0.2342580 0.0059240 39.544 < 2e-16 ***
ORIGIN_SZHGSZ04 0.8750090 0.0049639 176.275 < 2e-16 ***
ORIGIN_SZHGSZ05 1.1695280 0.0049468 236.420 < 2e-16 ***
ORIGIN_SZHGSZ06 -0.0462411 0.0063805 -7.247 4.25e-13 ***
ORIGIN_SZHGSZ07 0.4488583 0.0055139 81.404 < 2e-16 ***
ORIGIN_SZHGSZ08 0.2236095 0.0061279 36.490 < 2e-16 ***
ORIGIN_SZHGSZ09 -1.6376674 0.0084442 -193.941 < 2e-16 ***
ORIGIN_SZHGSZ10 -2.9849025 0.0501042 -59.574 < 2e-16 ***
ORIGIN_SZJESZ01 0.3926525 0.0056268 69.783 < 2e-16 ***
ORIGIN_SZJESZ02 0.1230160 0.0056864 21.633 < 2e-16 ***
ORIGIN_SZJESZ03 0.0188276 0.0061020 3.085 0.002032 **
ORIGIN_SZJESZ04 -1.3611618 0.0117184 -116.156 < 2e-16 ***
ORIGIN_SZJESZ05 -2.0643662 0.0157083 -131.419 < 2e-16 ***
ORIGIN_SZJESZ06 0.1556368 0.0055245 28.172 < 2e-16 ***
ORIGIN_SZJESZ07 -1.7664532 0.0133171 -132.646 < 2e-16 ***
ORIGIN_SZJESZ08 -0.9115981 0.0138203 -65.961 < 2e-16 ***
ORIGIN_SZJESZ09 0.6121916 0.0060381 101.388 < 2e-16 ***
ORIGIN_SZJESZ10 -1.1953045 0.0233216 -51.253 < 2e-16 ***
ORIGIN_SZJESZ11 -1.4088748 0.0220921 -63.773 < 2e-16 ***
ORIGIN_SZJWSZ01 0.5759093 0.0077741 74.081 < 2e-16 ***
ORIGIN_SZJWSZ02 0.9769314 0.0053029 184.227 < 2e-16 ***
ORIGIN_SZJWSZ03 1.3242695 0.0049068 269.882 < 2e-16 ***
ORIGIN_SZJWSZ04 0.5621088 0.0057831 97.199 < 2e-16 ***
ORIGIN_SZJWSZ05 -1.5744341 0.0146904 -107.174 < 2e-16 ***
ORIGIN_SZJWSZ06 -0.9113320 0.0126913 -71.807 < 2e-16 ***
ORIGIN_SZJWSZ07 -2.3083419 0.0357843 -64.507 < 2e-16 ***
ORIGIN_SZJWSZ08 2.0114225 0.0047956 419.429 < 2e-16 ***
ORIGIN_SZJWSZ09 1.9086705 0.0045255 421.759 < 2e-16 ***
ORIGIN_SZKLSZ01 0.2743166 0.0056908 48.204 < 2e-16 ***
ORIGIN_SZKLSZ02 -0.6443386 0.0074521 -86.463 < 2e-16 ***
ORIGIN_SZKLSZ03 -0.3990113 0.0067213 -59.366 < 2e-16 ***
ORIGIN_SZKLSZ04 -2.1413876 0.0138405 -154.719 < 2e-16 ***
ORIGIN_SZKLSZ05 -1.0913697 0.0121512 -89.816 < 2e-16 ***
ORIGIN_SZKLSZ06 -5.6240764 0.1857405 -30.279 < 2e-16 ***
ORIGIN_SZKLSZ07 -1.1885897 0.0096830 -122.750 < 2e-16 ***
ORIGIN_SZKLSZ08 -1.7018593 0.0114317 -148.872 < 2e-16 ***
ORIGIN_SZLKSZ01 -1.6659670 0.0446420 -37.318 < 2e-16 ***
ORIGIN_SZMDSZ01 -1.1210505 0.0318834 -35.161 < 2e-16 ***
ORIGIN_SZMDSZ02 -0.5096299 0.0116645 -43.691 < 2e-16 ***
ORIGIN_SZMDSZ03 -1.9187039 0.0198291 -96.762 < 2e-16 ***
ORIGIN_SZMPSZ01 -0.5260512 0.0094201 -55.844 < 2e-16 ***
ORIGIN_SZMPSZ02 -0.2905084 0.0077974 -37.257 < 2e-16 ***
ORIGIN_SZMPSZ03 0.3342293 0.0063715 52.457 < 2e-16 ***
ORIGIN_SZMUSZ02 -3.8337096 0.1105053 -34.693 < 2e-16 ***
ORIGIN_SZNTSZ01 -2.9845040 0.0397028 -75.171 < 2e-16 ***
ORIGIN_SZNTSZ02 -3.1812985 0.0249470 -127.522 < 2e-16 ***
ORIGIN_SZNTSZ03 -0.9742991 0.0085424 -114.054 < 2e-16 ***
ORIGIN_SZNTSZ05 -4.2086932 0.0579737 -72.597 < 2e-16 ***
ORIGIN_SZNTSZ06 -4.5831822 0.0583494 -78.547 < 2e-16 ***
ORIGIN_SZNVSZ01 0.3186962 0.0052944 60.195 < 2e-16 ***
ORIGIN_SZNVSZ02 -0.5321136 0.0073747 -72.154 < 2e-16 ***
ORIGIN_SZNVSZ03 -0.9911852 0.0090560 -109.451 < 2e-16 ***
ORIGIN_SZNVSZ04 -0.8329721 0.0099590 -83.640 < 2e-16 ***
ORIGIN_SZNVSZ05 -2.1460777 0.0182401 -117.657 < 2e-16 ***
ORIGIN_SZPGSZ01 -0.5604078 0.0151515 -36.987 < 2e-16 ***
ORIGIN_SZPGSZ02 -0.4025139 0.0085135 -47.279 < 2e-16 ***
ORIGIN_SZPGSZ03 0.6975483 0.0055534 125.608 < 2e-16 ***
ORIGIN_SZPGSZ04 1.2175486 0.0051080 238.363 < 2e-16 ***
ORIGIN_SZPGSZ05 0.3895354 0.0069851 55.767 < 2e-16 ***
ORIGIN_SZPLSZ01 -0.5572701 0.0134473 -41.441 < 2e-16 ***
ORIGIN_SZPLSZ02 -0.9854214 0.0172337 -57.180 < 2e-16 ***
ORIGIN_SZPLSZ03 -1.6991954 0.0472629 -35.952 < 2e-16 ***
ORIGIN_SZPLSZ04 -2.2000217 0.0373580 -58.890 < 2e-16 ***
ORIGIN_SZPLSZ05 -1.7086663 0.0260920 -65.486 < 2e-16 ***
ORIGIN_SZPNSZ01 1.5292867 0.0055102 277.535 < 2e-16 ***
ORIGIN_SZPNSZ02 0.7457519 0.0127815 58.346 < 2e-16 ***
ORIGIN_SZPNSZ03 -1.3659046 0.0216180 -63.184 < 2e-16 ***
ORIGIN_SZPNSZ04 -2.0025379 0.0360655 -55.525 < 2e-16 ***
ORIGIN_SZPNSZ05 -0.9157959 0.0320955 -28.533 < 2e-16 ***
ORIGIN_SZPRSZ01 0.0522611 0.0139142 3.756 0.000173 ***
ORIGIN_SZPRSZ02 1.3063371 0.0053809 242.774 < 2e-16 ***
ORIGIN_SZPRSZ03 0.9963670 0.0054293 183.516 < 2e-16 ***
ORIGIN_SZPRSZ04 -0.0300950 0.0088010 -3.419 0.000627 ***
ORIGIN_SZPRSZ05 1.6840313 0.0050839 331.245 < 2e-16 ***
ORIGIN_SZPRSZ06 -0.8277202 0.0131296 -63.042 < 2e-16 ***
ORIGIN_SZPRSZ07 -2.1698449 0.0177362 -122.340 < 2e-16 ***
ORIGIN_SZPRSZ08 0.4559353 0.0072609 62.793 < 2e-16 ***
ORIGIN_SZQTSZ01 -0.3517047 0.0078770 -44.650 < 2e-16 ***
ORIGIN_SZQTSZ02 -0.8199353 0.0071544 -114.605 < 2e-16 ***
ORIGIN_SZQTSZ03 -0.2457614 0.0065555 -37.490 < 2e-16 ***
ORIGIN_SZQTSZ04 -1.2216614 0.0084050 -145.349 < 2e-16 ***
ORIGIN_SZQTSZ05 -0.7219952 0.0072360 -99.778 < 2e-16 ***
ORIGIN_SZQTSZ06 -0.6729363 0.0076658 -87.784 < 2e-16 ***
ORIGIN_SZQTSZ07 -1.4497690 0.0109365 -132.563 < 2e-16 ***
ORIGIN_SZQTSZ08 -0.2770151 0.0070193 -39.465 < 2e-16 ***
ORIGIN_SZQTSZ09 -0.6157554 0.0078739 -78.202 < 2e-16 ***
ORIGIN_SZQTSZ10 -0.3091547 0.0075471 -40.963 < 2e-16 ***
ORIGIN_SZQTSZ11 -1.9698881 0.0151247 -130.243 < 2e-16 ***
ORIGIN_SZQTSZ12 -2.6449643 0.0205857 -128.485 < 2e-16 ***
ORIGIN_SZQTSZ13 -0.3754107 0.0088433 -42.452 < 2e-16 ***
ORIGIN_SZQTSZ14 -1.6537473 0.0134378 -123.067 < 2e-16 ***
ORIGIN_SZQTSZ15 -0.3435351 0.0131956 -26.034 < 2e-16 ***
ORIGIN_SZRCSZ01 -1.7104390 0.0141179 -121.154 < 2e-16 ***
ORIGIN_SZRCSZ06 -1.1250727 0.0094909 -118.542 < 2e-16 ***
ORIGIN_SZRVSZ01 -3.0220116 0.0339694 -88.963 < 2e-16 ***
ORIGIN_SZRVSZ02 -3.6040075 0.0297641 -121.086 < 2e-16 ***
ORIGIN_SZRVSZ03 -3.2345594 0.0259149 -124.814 < 2e-16 ***
ORIGIN_SZRVSZ04 -3.6900313 0.0575908 -64.073 < 2e-16 ***
ORIGIN_SZRVSZ05 -2.9527570 0.0178582 -165.344 < 2e-16 ***
ORIGIN_SZSBSZ01 0.0238445 0.0078563 3.035 0.002405 **
ORIGIN_SZSBSZ02 -0.5780602 0.0093054 -62.121 < 2e-16 ***
ORIGIN_SZSBSZ03 0.8961719 0.0054586 164.175 < 2e-16 ***
ORIGIN_SZSBSZ04 0.8421798 0.0061888 136.080 < 2e-16 ***
ORIGIN_SZSBSZ05 -0.1682984 0.0078342 -21.482 < 2e-16 ***
ORIGIN_SZSBSZ06 -1.1482701 0.0196421 -58.460 < 2e-16 ***
ORIGIN_SZSBSZ07 -0.8830317 0.0160709 -54.946 < 2e-16 ***
ORIGIN_SZSBSZ08 -1.1039492 0.0174602 -63.226 < 2e-16 ***
ORIGIN_SZSBSZ09 -0.5946691 0.0101961 -58.323 < 2e-16 ***
ORIGIN_SZSESZ02 1.1144933 0.0050948 218.749 < 2e-16 ***
ORIGIN_SZSESZ03 1.1058963 0.0049026 225.574 < 2e-16 ***
ORIGIN_SZSESZ04 0.7427975 0.0056948 130.433 < 2e-16 ***
ORIGIN_SZSESZ05 -0.2812684 0.0069596 -40.414 < 2e-16 ***
ORIGIN_SZSESZ06 0.8168315 0.0055800 146.387 < 2e-16 ***
ORIGIN_SZSESZ07 -2.2842043 0.0231232 -98.784 < 2e-16 ***
ORIGIN_SZSGSZ01 -0.7313790 0.0098957 -73.909 < 2e-16 ***
ORIGIN_SZSGSZ02 -1.1185406 0.0110919 -100.843 < 2e-16 ***
ORIGIN_SZSGSZ03 0.1752618 0.0060508 28.965 < 2e-16 ***
ORIGIN_SZSGSZ04 0.3764395 0.0056165 67.023 < 2e-16 ***
ORIGIN_SZSGSZ05 -1.7203916 0.0118945 -144.637 < 2e-16 ***
ORIGIN_SZSGSZ06 0.4630857 0.0052886 87.563 < 2e-16 ***
ORIGIN_SZSGSZ07 -0.7051233 0.0073133 -96.417 < 2e-16 ***
ORIGIN_SZSKSZ01 0.2053928 0.0100710 20.395 < 2e-16 ***
ORIGIN_SZSKSZ02 1.2630428 0.0063490 198.935 < 2e-16 ***
ORIGIN_SZSKSZ03 -0.3035297 0.0096788 -31.360 < 2e-16 ***
ORIGIN_SZSKSZ04 -1.7952886 0.0359225 -49.977 < 2e-16 ***
ORIGIN_SZSKSZ05 -0.3836861 0.0176686 -21.716 < 2e-16 ***
ORIGIN_SZSLSZ01 -2.5916326 0.0348001 -74.472 < 2e-16 ***
ORIGIN_SZSLSZ04 -0.2251549 0.0088517 -25.436 < 2e-16 ***
ORIGIN_SZSRSZ01 -2.9590365 0.0173638 -170.414 < 2e-16 ***
ORIGIN_SZTHSZ01 -1.9639893 0.0570321 -34.437 < 2e-16 ***
ORIGIN_SZTHSZ03 -1.7281304 0.0272797 -63.349 < 2e-16 ***
ORIGIN_SZTHSZ04 -2.7837906 0.0343179 -81.118 < 2e-16 ***
ORIGIN_SZTHSZ06 -2.1800693 0.0205491 -106.091 < 2e-16 ***
ORIGIN_SZTMSZ01 0.8228136 0.0066824 123.131 < 2e-16 ***
ORIGIN_SZTMSZ02 2.3174781 0.0044978 515.243 < 2e-16 ***
ORIGIN_SZTMSZ03 1.7061757 0.0048615 350.957 < 2e-16 ***
ORIGIN_SZTMSZ04 1.2407899 0.0058389 212.504 < 2e-16 ***
ORIGIN_SZTMSZ05 -0.1000526 0.0124079 -8.064 7.41e-16 ***
ORIGIN_SZTNSZ01 -2.0347519 0.0139596 -145.760 < 2e-16 ***
ORIGIN_SZTNSZ02 -1.8682671 0.0107901 -173.146 < 2e-16 ***
ORIGIN_SZTNSZ03 -2.1737183 0.0146759 -148.115 < 2e-16 ***
ORIGIN_SZTNSZ04 -0.5006452 0.0081501 -61.428 < 2e-16 ***
ORIGIN_SZTPSZ01 -0.6722487 0.0075606 -88.914 < 2e-16 ***
ORIGIN_SZTPSZ02 0.4552916 0.0050191 90.711 < 2e-16 ***
ORIGIN_SZTPSZ03 -0.7865781 0.0072250 -108.869 < 2e-16 ***
ORIGIN_SZTPSZ04 -0.7049044 0.0066456 -106.071 < 2e-16 ***
ORIGIN_SZTPSZ05 -0.5574925 0.0070366 -79.227 < 2e-16 ***
ORIGIN_SZTPSZ06 -0.4247282 0.0068709 -61.815 < 2e-16 ***
ORIGIN_SZTPSZ07 -0.2846984 0.0071030 -40.081 < 2e-16 ***
ORIGIN_SZTPSZ08 -1.0898051 0.0110046 -99.031 < 2e-16 ***
ORIGIN_SZTPSZ09 -0.8092746 0.0079160 -102.232 < 2e-16 ***
ORIGIN_SZTPSZ10 -0.9332072 0.0086809 -107.502 < 2e-16 ***
ORIGIN_SZTPSZ11 -0.0421981 0.0064343 -6.558 5.44e-11 ***
ORIGIN_SZTPSZ12 -0.6330081 0.0078324 -80.819 < 2e-16 ***
ORIGIN_SZTSSZ01 -1.7650409 0.0517357 -34.116 < 2e-16 ***
ORIGIN_SZTSSZ02 1.1707267 0.0094178 124.310 < 2e-16 ***
ORIGIN_SZTSSZ03 0.6581679 0.0095894 68.635 < 2e-16 ***
ORIGIN_SZTSSZ04 0.8736493 0.0104965 83.233 < 2e-16 ***
ORIGIN_SZTSSZ05 0.0957248 0.0178709 5.356 8.49e-08 ***
ORIGIN_SZTSSZ06 1.7581609 0.0206810 85.013 < 2e-16 ***
ORIGIN_SZWCSZ01 0.8097950 0.0105622 76.669 < 2e-16 ***
ORIGIN_SZWCSZ02 -1.9966163 0.0345747 -57.748 < 2e-16 ***
ORIGIN_SZWCSZ03 -5.0687420 0.1474971 -34.365 < 2e-16 ***
ORIGIN_SZWDSZ01 1.4926003 0.0047216 316.124 < 2e-16 ***
ORIGIN_SZWDSZ02 0.9916597 0.0055755 177.859 < 2e-16 ***
ORIGIN_SZWDSZ03 1.5918065 0.0052180 305.062 < 2e-16 ***
ORIGIN_SZWDSZ04 1.3717152 0.0060516 226.669 < 2e-16 ***
ORIGIN_SZWDSZ05 0.6700111 0.0062287 107.569 < 2e-16 ***
ORIGIN_SZWDSZ06 0.8115996 0.0060947 133.165 < 2e-16 ***
ORIGIN_SZWDSZ07 -0.6488914 0.0093567 -69.351 < 2e-16 ***
ORIGIN_SZWDSZ08 -0.3610234 0.0096440 -37.435 < 2e-16 ***
ORIGIN_SZWDSZ09 1.4445461 0.0052279 276.317 < 2e-16 ***
ORIGIN_SZYSSZ01 -0.2039272 0.0069548 -29.322 < 2e-16 ***
ORIGIN_SZYSSZ02 0.8707707 0.0058957 147.697 < 2e-16 ***
ORIGIN_SZYSSZ03 1.8348842 0.0050377 364.231 < 2e-16 ***
ORIGIN_SZYSSZ04 1.0780641 0.0052960 203.564 < 2e-16 ***
ORIGIN_SZYSSZ05 0.3222765 0.0069700 46.237 < 2e-16 ***
ORIGIN_SZYSSZ06 -0.4424689 0.0124866 -35.435 < 2e-16 ***
ORIGIN_SZYSSZ07 -1.0267883 0.0155821 -65.895 < 2e-16 ***
ORIGIN_SZYSSZ08 0.1833117 0.0070935 25.842 < 2e-16 ***
ORIGIN_SZYSSZ09 1.0766070 0.0050451 213.396 < 2e-16 ***
log(DESTIN_AGE25_64) 0.0295428 0.0001051 280.998 < 2e-16 ***
log(dist) -1.7024691 0.0004625 -3681.042 < 2e-16 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(Dispersion parameter for poisson family taken to be 1)
Null deviance: 36117615 on 14273 degrees of freedom
Residual deviance: 12983718 on 13993 degrees of freedom
AIC: 13068835
Number of Fisher Scoring iterations: 6CalcRSquared(orcSIM$data$TRIPS, orcSIM$fitted.values)[1] 0.4029115decSIM <- glm(formula = TRIPS ~
DESTIN_SZ +
log(ORIGIN_AGE25_64) +
log(dist),
family = poisson(link = "log"),
data = SIM_data,
na.action = na.exclude)
summary(decSIM)
Call:
glm(formula = TRIPS ~ DESTIN_SZ + log(ORIGIN_AGE25_64) + log(dist),
family = poisson(link = "log"), data = SIM_data, na.action = na.exclude)
Deviance Residuals:
Min 1Q Median 3Q Max
-189.20 -15.64 -7.08 1.55 379.03
Coefficients:
Estimate Std. Error z value Pr(>|z|)
(Intercept) 19.4822997 0.0050784 3836.298 < 2e-16 ***
DESTIN_SZAMSZ02 0.1263056 0.0049743 25.392 < 2e-16 ***
DESTIN_SZAMSZ03 0.0421788 0.0049859 8.460 < 2e-16 ***
DESTIN_SZAMSZ04 -1.1668479 0.0074254 -157.143 < 2e-16 ***
DESTIN_SZAMSZ05 -1.2586639 0.0075854 -165.931 < 2e-16 ***
DESTIN_SZAMSZ06 -1.1414791 0.0073474 -155.359 < 2e-16 ***
DESTIN_SZAMSZ07 -1.5565804 0.0109476 -142.185 < 2e-16 ***
DESTIN_SZAMSZ08 -0.3990754 0.0074159 -53.813 < 2e-16 ***
DESTIN_SZAMSZ09 -1.0109118 0.0076802 -131.626 < 2e-16 ***
DESTIN_SZAMSZ10 0.0159285 0.0051765 3.077 0.00209 **
DESTIN_SZAMSZ11 -0.3653273 0.0094866 -38.510 < 2e-16 ***
DESTIN_SZAMSZ12 0.5297606 0.0053243 99.500 < 2e-16 ***
DESTIN_SZBDSZ01 1.0394822 0.0044226 235.037 < 2e-16 ***
DESTIN_SZBDSZ02 0.1956964 0.0059564 32.855 < 2e-16 ***
DESTIN_SZBDSZ03 0.3209267 0.0053718 59.742 < 2e-16 ***
DESTIN_SZBDSZ04 1.2429874 0.0043104 288.370 < 2e-16 ***
DESTIN_SZBDSZ05 0.8535842 0.0046360 184.122 < 2e-16 ***
DESTIN_SZBDSZ06 0.5181443 0.0053736 96.423 < 2e-16 ***
DESTIN_SZBDSZ07 -0.5849371 0.0110468 -52.951 < 2e-16 ***
DESTIN_SZBDSZ08 -1.2871050 0.0128623 -100.068 < 2e-16 ***
DESTIN_SZBKSZ01 -1.0633560 0.0077771 -136.730 < 2e-16 ***
DESTIN_SZBKSZ02 -0.4065316 0.0066712 -60.938 < 2e-16 ***
DESTIN_SZBKSZ03 -0.6815674 0.0066509 -102.477 < 2e-16 ***
DESTIN_SZBKSZ04 -0.4185485 0.0058306 -71.785 < 2e-16 ***
DESTIN_SZBKSZ05 -0.8887654 0.0073867 -120.319 < 2e-16 ***
DESTIN_SZBKSZ06 -0.9436078 0.0068625 -137.501 < 2e-16 ***
DESTIN_SZBKSZ07 -0.0067325 0.0048408 -1.391 0.16430
DESTIN_SZBKSZ08 -1.2680903 0.0079177 -160.160 < 2e-16 ***
DESTIN_SZBKSZ09 -0.0350151 0.0054287 -6.450 1.12e-10 ***
DESTIN_SZBLSZ01 -0.3045203 0.0081978 -37.146 < 2e-16 ***
DESTIN_SZBLSZ02 0.6432424 0.0074449 86.400 < 2e-16 ***
DESTIN_SZBLSZ03 1.9595113 0.0084705 231.333 < 2e-16 ***
DESTIN_SZBLSZ04 0.0149756 0.0172081 0.870 0.38415
DESTIN_SZBMSZ01 -0.0378127 0.0055294 -6.838 8.00e-12 ***
DESTIN_SZBMSZ02 -0.8458055 0.0054043 -156.505 < 2e-16 ***
DESTIN_SZBMSZ03 -1.1334399 0.0063720 -177.878 < 2e-16 ***
DESTIN_SZBMSZ04 -1.1164759 0.0057743 -193.353 < 2e-16 ***
DESTIN_SZBMSZ05 -1.1078742 0.0078703 -140.766 < 2e-16 ***
DESTIN_SZBMSZ06 -2.2787234 0.0155126 -146.895 < 2e-16 ***
DESTIN_SZBMSZ07 -0.2739089 0.0051924 -52.752 < 2e-16 ***
DESTIN_SZBMSZ08 -1.6825978 0.0071842 -234.209 < 2e-16 ***
DESTIN_SZBMSZ09 -3.0047801 0.0159980 -187.823 < 2e-16 ***
DESTIN_SZBMSZ10 -2.2232689 0.0096907 -229.423 < 2e-16 ***
DESTIN_SZBMSZ11 -1.9657136 0.0086445 -227.394 < 2e-16 ***
DESTIN_SZBMSZ12 -1.5359286 0.0089658 -171.310 < 2e-16 ***
DESTIN_SZBMSZ13 -0.5657561 0.0059960 -94.355 < 2e-16 ***
DESTIN_SZBMSZ14 -1.6904858 0.0084858 -199.214 < 2e-16 ***
DESTIN_SZBMSZ15 -1.5268383 0.0079959 -190.953 < 2e-16 ***
DESTIN_SZBMSZ16 -2.2045600 0.0130872 -168.452 < 2e-16 ***
DESTIN_SZBMSZ17 -2.2992381 0.0184895 -124.353 < 2e-16 ***
DESTIN_SZBPSZ01 -0.8549497 0.0065168 -131.191 < 2e-16 ***
DESTIN_SZBPSZ02 -1.7470549 0.0095751 -182.457 < 2e-16 ***
DESTIN_SZBPSZ03 -1.4015145 0.0090888 -154.203 < 2e-16 ***
DESTIN_SZBPSZ04 -0.5250632 0.0066496 -78.962 < 2e-16 ***
DESTIN_SZBPSZ05 0.3413171 0.0046404 73.553 < 2e-16 ***
DESTIN_SZBPSZ06 -0.8569188 0.0090795 -94.380 < 2e-16 ***
DESTIN_SZBPSZ07 -0.0751284 0.0089704 -8.375 < 2e-16 ***
DESTIN_SZBSSZ01 0.1015228 0.0055735 18.215 < 2e-16 ***
DESTIN_SZBSSZ02 -0.7066412 0.0063845 -110.682 < 2e-16 ***
DESTIN_SZBSSZ03 0.1622730 0.0046689 34.756 < 2e-16 ***
DESTIN_SZBTSZ01 0.5470615 0.0047984 114.009 < 2e-16 ***
DESTIN_SZBTSZ02 -0.1393371 0.0078266 -17.803 < 2e-16 ***
DESTIN_SZBTSZ03 0.1474771 0.0059428 24.816 < 2e-16 ***
DESTIN_SZBTSZ04 -1.2857827 0.0122000 -105.392 < 2e-16 ***
DESTIN_SZBTSZ05 -0.2629188 0.0081769 -32.154 < 2e-16 ***
DESTIN_SZBTSZ06 -0.8319920 0.0081401 -102.209 < 2e-16 ***
DESTIN_SZBTSZ07 -1.8829448 0.0121227 -155.324 < 2e-16 ***
DESTIN_SZBTSZ08 -1.5732123 0.0116752 -134.748 < 2e-16 ***
DESTIN_SZCBSZ01 -3.5334327 0.3333510 -10.600 < 2e-16 ***
DESTIN_SZCCSZ01 -0.2129306 0.0093782 -22.705 < 2e-16 ***
DESTIN_SZCHSZ01 -0.1494972 0.0113078 -13.221 < 2e-16 ***
DESTIN_SZCHSZ02 0.0041774 0.0063195 0.661 0.50860
DESTIN_SZCHSZ03 2.5565450 0.0046495 549.857 < 2e-16 ***
DESTIN_SZCKSZ01 0.0489719 0.0053801 9.102 < 2e-16 ***
DESTIN_SZCKSZ02 -0.3548993 0.0060671 -58.496 < 2e-16 ***
DESTIN_SZCKSZ03 0.5386351 0.0044913 119.928 < 2e-16 ***
DESTIN_SZCKSZ04 -0.4425512 0.0073837 -59.936 < 2e-16 ***
DESTIN_SZCKSZ05 -0.4092591 0.0077267 -52.967 < 2e-16 ***
DESTIN_SZCKSZ06 0.2207041 0.0074252 29.724 < 2e-16 ***
DESTIN_SZCLSZ01 0.2851460 0.0052362 54.457 < 2e-16 ***
DESTIN_SZCLSZ02 -1.9270528 0.0147688 -130.482 < 2e-16 ***
DESTIN_SZCLSZ03 -0.6266521 0.0086780 -72.212 < 2e-16 ***
DESTIN_SZCLSZ04 -0.1335581 0.0054216 -24.634 < 2e-16 ***
DESTIN_SZCLSZ05 -0.8912963 0.0096015 -92.829 < 2e-16 ***
DESTIN_SZCLSZ06 0.1781234 0.0048150 36.993 < 2e-16 ***
DESTIN_SZCLSZ07 -0.5609619 0.0062277 -90.075 < 2e-16 ***
DESTIN_SZCLSZ08 -0.3875308 0.0068390 -56.665 < 2e-16 ***
DESTIN_SZCLSZ09 0.2539453 0.0072623 34.968 < 2e-16 ***
DESTIN_SZDTSZ02 -2.5036295 0.0373421 -67.046 < 2e-16 ***
DESTIN_SZDTSZ03 -0.8956407 0.0149971 -59.721 < 2e-16 ***
DESTIN_SZDTSZ13 -1.6562176 0.0175441 -94.403 < 2e-16 ***
DESTIN_SZGLSZ01 -0.2716152 0.0056553 -48.029 < 2e-16 ***
DESTIN_SZGLSZ02 -0.1735665 0.0055548 -31.246 < 2e-16 ***
DESTIN_SZGLSZ03 0.7029507 0.0044934 156.441 < 2e-16 ***
DESTIN_SZGLSZ04 0.5788027 0.0045449 127.351 < 2e-16 ***
DESTIN_SZGLSZ05 0.6865291 0.0045131 152.118 < 2e-16 ***
DESTIN_SZHGSZ01 0.3275950 0.0043866 74.681 < 2e-16 ***
DESTIN_SZHGSZ02 -0.6326974 0.0063517 -99.610 < 2e-16 ***
DESTIN_SZHGSZ03 -1.0597982 0.0073914 -143.382 < 2e-16 ***
DESTIN_SZHGSZ04 -0.2267013 0.0052178 -43.448 < 2e-16 ***
DESTIN_SZHGSZ05 -0.3063050 0.0055452 -55.238 < 2e-16 ***
DESTIN_SZHGSZ06 -0.7483961 0.0065544 -114.182 < 2e-16 ***
DESTIN_SZHGSZ07 0.1096958 0.0051309 21.379 < 2e-16 ***
DESTIN_SZHGSZ08 -0.1374201 0.0056692 -24.240 < 2e-16 ***
DESTIN_SZHGSZ09 0.0775400 0.0060230 12.874 < 2e-16 ***
DESTIN_SZHGSZ10 -3.3017475 0.0289292 -114.132 < 2e-16 ***
DESTIN_SZJESZ01 -0.0489065 0.0057246 -8.543 < 2e-16 ***
DESTIN_SZJESZ02 -0.5101614 0.0060074 -84.921 < 2e-16 ***
DESTIN_SZJESZ03 -0.5328921 0.0064129 -83.097 < 2e-16 ***
DESTIN_SZJESZ04 -0.7348953 0.0082249 -89.351 < 2e-16 ***
DESTIN_SZJESZ05 -1.0864570 0.0111740 -97.231 < 2e-16 ***
DESTIN_SZJESZ06 0.2407920 0.0046801 51.451 < 2e-16 ***
DESTIN_SZJESZ07 -1.1523093 0.0090103 -127.888 < 2e-16 ***
DESTIN_SZJESZ08 -0.4627356 0.0094529 -48.952 < 2e-16 ***
DESTIN_SZJESZ09 0.0528616 0.0068126 7.759 8.53e-15 ***
DESTIN_SZJESZ10 1.0240660 0.0084045 121.848 < 2e-16 ***
DESTIN_SZJESZ11 0.7875517 0.0076251 103.284 < 2e-16 ***
DESTIN_SZJWSZ01 -0.1533418 0.0076198 -20.124 < 2e-16 ***
DESTIN_SZJWSZ02 -0.0011019 0.0059389 -0.186 0.85280
DESTIN_SZJWSZ03 0.9063789 0.0046747 193.892 < 2e-16 ***
DESTIN_SZJWSZ04 0.7019286 0.0049743 141.112 < 2e-16 ***
DESTIN_SZJWSZ05 -0.5197057 0.0072971 -71.220 < 2e-16 ***
DESTIN_SZJWSZ06 0.3350986 0.0061171 54.780 < 2e-16 ***
DESTIN_SZJWSZ07 -0.5961960 0.0328336 -18.158 < 2e-16 ***
DESTIN_SZJWSZ08 0.8054662 0.0056006 143.819 < 2e-16 ***
DESTIN_SZJWSZ09 1.5860146 0.0040282 393.723 < 2e-16 ***
DESTIN_SZKLSZ01 -0.6500838 0.0063560 -102.279 < 2e-16 ***
DESTIN_SZKLSZ02 -0.7039434 0.0064465 -109.197 < 2e-16 ***
DESTIN_SZKLSZ03 -1.1972384 0.0075577 -158.413 < 2e-16 ***
DESTIN_SZKLSZ04 -1.7172228 0.0097573 -175.993 < 2e-16 ***
DESTIN_SZKLSZ05 -0.6042386 0.0093730 -64.466 < 2e-16 ***
DESTIN_SZKLSZ06 -3.0201496 0.0389503 -77.539 < 2e-16 ***
DESTIN_SZKLSZ07 -1.1522413 0.0076607 -150.409 < 2e-16 ***
DESTIN_SZKLSZ08 -0.6977825 0.0057610 -121.122 < 2e-16 ***
DESTIN_SZLKSZ01 -0.6895952 0.0268661 -25.668 < 2e-16 ***
DESTIN_SZMDSZ01 -0.7155951 0.0228203 -31.358 < 2e-16 ***
DESTIN_SZMDSZ02 -0.8153643 0.0123003 -66.288 < 2e-16 ***
DESTIN_SZMDSZ03 -2.7745226 0.0301326 -92.077 < 2e-16 ***
DESTIN_SZMPSZ01 -0.5492095 0.0087198 -62.984 < 2e-16 ***
DESTIN_SZMPSZ02 -0.6104744 0.0069346 -88.033 < 2e-16 ***
DESTIN_SZMPSZ03 0.2775047 0.0054964 50.489 < 2e-16 ***
DESTIN_SZMUSZ02 -2.6322870 0.0214943 -122.464 < 2e-16 ***
DESTIN_SZNTSZ01 -4.0762008 0.0531046 -76.758 < 2e-16 ***
DESTIN_SZNTSZ02 -1.9765545 0.0125659 -157.296 < 2e-16 ***
DESTIN_SZNTSZ03 -1.4563069 0.0085433 -170.462 < 2e-16 ***
DESTIN_SZNTSZ05 -2.0125598 0.0270737 -74.336 < 2e-16 ***
DESTIN_SZNTSZ06 -3.0145357 0.0504986 -59.695 < 2e-16 ***
DESTIN_SZNVSZ01 -0.4693625 0.0053866 -87.135 < 2e-16 ***
DESTIN_SZNVSZ02 -0.4525631 0.0060428 -74.894 < 2e-16 ***
DESTIN_SZNVSZ03 -0.4821492 0.0064725 -74.492 < 2e-16 ***
DESTIN_SZNVSZ04 -1.8929756 0.0128397 -147.432 < 2e-16 ***
DESTIN_SZNVSZ05 -1.4501752 0.0099737 -145.400 < 2e-16 ***
DESTIN_SZPGSZ01 -1.2305867 0.0174321 -70.593 < 2e-16 ***
DESTIN_SZPGSZ02 -0.8232919 0.0080153 -102.715 < 2e-16 ***
DESTIN_SZPGSZ03 0.2138480 0.0050850 42.054 < 2e-16 ***
DESTIN_SZPGSZ04 0.1045757 0.0053579 19.518 < 2e-16 ***
DESTIN_SZPGSZ05 -0.7542450 0.0088883 -84.858 < 2e-16 ***
DESTIN_SZPLSZ01 -0.0098642 0.0080428 -1.226 0.22003
DESTIN_SZPLSZ02 -1.2630412 0.0152594 -82.771 < 2e-16 ***
DESTIN_SZPLSZ03 -0.1554479 0.0108611 -14.312 < 2e-16 ***
DESTIN_SZPLSZ04 -1.5505819 0.0114768 -135.105 < 2e-16 ***
DESTIN_SZPLSZ05 -0.2417805 0.0130391 -18.543 < 2e-16 ***
DESTIN_SZPNSZ01 0.7926715 0.0073628 107.659 < 2e-16 ***
DESTIN_SZPNSZ02 2.1914920 0.0073537 298.013 < 2e-16 ***
DESTIN_SZPNSZ03 1.0246845 0.0086874 117.951 < 2e-16 ***
DESTIN_SZPNSZ04 2.5522612 0.0091789 278.057 < 2e-16 ***
DESTIN_SZPNSZ05 1.7995301 0.0138562 129.872 < 2e-16 ***
DESTIN_SZPRSZ01 -0.6576686 0.0096037 -68.481 < 2e-16 ***
DESTIN_SZPRSZ02 0.3113532 0.0059851 52.021 < 2e-16 ***
DESTIN_SZPRSZ03 0.9255296 0.0044779 206.687 < 2e-16 ***
DESTIN_SZPRSZ04 -0.0028578 0.0093218 -0.307 0.75917
DESTIN_SZPRSZ05 0.2457863 0.0058261 42.187 < 2e-16 ***
DESTIN_SZPRSZ06 0.3692137 0.0064542 57.205 < 2e-16 ***
DESTIN_SZPRSZ07 -1.6733306 0.0138440 -120.871 < 2e-16 ***
DESTIN_SZPRSZ08 -0.2221048 0.0074846 -29.675 < 2e-16 ***
DESTIN_SZQTSZ01 -1.0185488 0.0093179 -109.311 < 2e-16 ***
DESTIN_SZQTSZ02 -1.2802688 0.0081670 -156.761 < 2e-16 ***
DESTIN_SZQTSZ03 -1.3322708 0.0079106 -168.415 < 2e-16 ***
DESTIN_SZQTSZ04 -1.1803631 0.0077366 -152.568 < 2e-16 ***
DESTIN_SZQTSZ05 -1.2215818 0.0072829 -167.734 < 2e-16 ***
DESTIN_SZQTSZ06 -1.3213145 0.0074858 -176.509 < 2e-16 ***
DESTIN_SZQTSZ07 -1.6426306 0.0123347 -133.171 < 2e-16 ***
DESTIN_SZQTSZ08 -0.2224169 0.0058405 -38.082 < 2e-16 ***
DESTIN_SZQTSZ09 -0.8142678 0.0069796 -116.665 < 2e-16 ***
DESTIN_SZQTSZ10 -0.1090496 0.0062573 -17.428 < 2e-16 ***
DESTIN_SZQTSZ11 -0.0108951 0.0061145 -1.782 0.07477 .
DESTIN_SZQTSZ12 -0.8582515 0.0090243 -95.105 < 2e-16 ***
DESTIN_SZQTSZ13 0.1834409 0.0065231 28.122 < 2e-16 ***
DESTIN_SZQTSZ14 0.1994454 0.0073615 27.093 < 2e-16 ***
DESTIN_SZQTSZ15 0.6740197 0.0088699 75.990 < 2e-16 ***
DESTIN_SZRCSZ01 -0.7746427 0.0079375 -97.593 < 2e-16 ***
DESTIN_SZRCSZ06 -1.4394098 0.0209931 -68.566 < 2e-16 ***
DESTIN_SZRVSZ01 -2.6060495 0.0175759 -148.274 < 2e-16 ***
DESTIN_SZRVSZ02 -2.5823769 0.0354706 -72.803 < 2e-16 ***
DESTIN_SZRVSZ03 -2.5890601 0.0152644 -169.614 < 2e-16 ***
DESTIN_SZRVSZ04 -2.2277482 0.0165661 -134.477 < 2e-16 ***
DESTIN_SZRVSZ05 -3.8610445 0.0298251 -129.456 < 2e-16 ***
DESTIN_SZSBSZ01 -1.2035529 0.0103954 -115.777 < 2e-16 ***
DESTIN_SZSBSZ02 -1.0267199 0.0085239 -120.452 < 2e-16 ***
DESTIN_SZSBSZ03 0.5977382 0.0050336 118.750 < 2e-16 ***
DESTIN_SZSBSZ04 0.5362769 0.0060573 88.534 < 2e-16 ***
DESTIN_SZSBSZ05 -1.0440525 0.0089622 -116.495 < 2e-16 ***
DESTIN_SZSBSZ06 -1.3939595 0.0246679 -56.509 < 2e-16 ***
DESTIN_SZSBSZ07 0.1029116 0.0235414 4.372 1.23e-05 ***
DESTIN_SZSBSZ08 1.3564902 0.0060529 224.105 < 2e-16 ***
DESTIN_SZSBSZ09 0.4573712 0.0056585 80.829 < 2e-16 ***
DESTIN_SZSESZ02 -0.1553609 0.0056716 -27.393 < 2e-16 ***
DESTIN_SZSESZ03 0.5412776 0.0043801 123.576 < 2e-16 ***
DESTIN_SZSESZ04 -0.6382091 0.0065411 -97.568 < 2e-16 ***
DESTIN_SZSESZ05 -0.3332093 0.0055002 -60.581 < 2e-16 ***
DESTIN_SZSESZ06 -0.3085951 0.0072340 -42.659 < 2e-16 ***
DESTIN_SZSESZ07 -2.6237684 0.0245753 -106.764 < 2e-16 ***
DESTIN_SZSGSZ01 -0.1062372 0.0066634 -15.943 < 2e-16 ***
DESTIN_SZSGSZ02 -0.0475568 0.0058908 -8.073 6.85e-16 ***
DESTIN_SZSGSZ03 -0.2118402 0.0055056 -38.477 < 2e-16 ***
DESTIN_SZSGSZ04 -0.1099618 0.0054841 -20.051 < 2e-16 ***
DESTIN_SZSGSZ05 -2.1556963 0.0113821 -189.394 < 2e-16 ***
DESTIN_SZSGSZ06 0.4416352 0.0043842 100.734 < 2e-16 ***
DESTIN_SZSGSZ07 -0.3949335 0.0059250 -66.655 < 2e-16 ***
DESTIN_SZSISZ01 -1.2847094 0.0288610 -44.514 < 2e-16 ***
DESTIN_SZSKSZ01 0.3089834 0.0082924 37.261 < 2e-16 ***
DESTIN_SZSKSZ02 1.4139309 0.0059981 235.729 < 2e-16 ***
DESTIN_SZSKSZ03 0.2427688 0.0067373 36.034 < 2e-16 ***
DESTIN_SZSKSZ04 -0.2527488 0.0161286 -15.671 < 2e-16 ***
DESTIN_SZSKSZ05 0.6046051 0.0122766 49.249 < 2e-16 ***
DESTIN_SZSLSZ01 -0.3927387 0.0099790 -39.356 < 2e-16 ***
DESTIN_SZSLSZ04 -0.5942110 0.0086225 -68.914 < 2e-16 ***
DESTIN_SZSRSZ01 -2.6855766 0.0138707 -193.615 < 2e-16 ***
DESTIN_SZTHSZ01 -3.2750084 0.0402668 -81.333 < 2e-16 ***
DESTIN_SZTHSZ03 -1.7964408 0.0261810 -68.616 < 2e-16 ***
DESTIN_SZTHSZ04 -2.6323994 0.0241831 -108.853 < 2e-16 ***
DESTIN_SZTHSZ06 -1.9444390 0.0166052 -117.098 < 2e-16 ***
DESTIN_SZTMSZ01 0.3856054 0.0063086 61.123 < 2e-16 ***
DESTIN_SZTMSZ02 1.8586526 0.0039229 473.790 < 2e-16 ***
DESTIN_SZTMSZ03 1.2601385 0.0044018 286.278 < 2e-16 ***
DESTIN_SZTMSZ04 1.5884327 0.0043362 366.316 < 2e-16 ***
DESTIN_SZTMSZ05 1.0377553 0.0063271 164.018 < 2e-16 ***
DESTIN_SZTNSZ01 -0.9954275 0.0080345 -123.895 < 2e-16 ***
DESTIN_SZTNSZ02 -2.1032696 0.0109228 -192.557 < 2e-16 ***
DESTIN_SZTNSZ03 -2.0044892 0.0129215 -155.128 < 2e-16 ***
DESTIN_SZTNSZ04 -0.9750326 0.0081677 -119.377 < 2e-16 ***
DESTIN_SZTPSZ01 -0.7788383 0.0068769 -113.254 < 2e-16 ***
DESTIN_SZTPSZ02 0.2866080 0.0042843 66.898 < 2e-16 ***
DESTIN_SZTPSZ03 -0.8749841 0.0065470 -133.646 < 2e-16 ***
DESTIN_SZTPSZ04 -1.6852792 0.0081488 -206.812 < 2e-16 ***
DESTIN_SZTPSZ05 -1.3721346 0.0068230 -201.104 < 2e-16 ***
DESTIN_SZTPSZ06 -0.7832133 0.0069164 -113.239 < 2e-16 ***
DESTIN_SZTPSZ07 -2.3109126 0.0130830 -176.635 < 2e-16 ***
DESTIN_SZTPSZ08 -1.6406531 0.0104897 -156.406 < 2e-16 ***
DESTIN_SZTPSZ09 -0.5636273 0.0076848 -73.343 < 2e-16 ***
DESTIN_SZTPSZ10 -1.5640843 0.0099984 -156.433 < 2e-16 ***
DESTIN_SZTPSZ11 -0.3700482 0.0059834 -61.846 < 2e-16 ***
DESTIN_SZTPSZ12 -0.8828228 0.0072302 -122.102 < 2e-16 ***
DESTIN_SZTSSZ01 0.3529526 0.0221887 15.907 < 2e-16 ***
DESTIN_SZTSSZ02 1.0265792 0.0153515 66.871 < 2e-16 ***
DESTIN_SZTSSZ03 1.9647347 0.0092388 212.662 < 2e-16 ***
DESTIN_SZTSSZ04 1.8649836 0.0089976 207.275 < 2e-16 ***
DESTIN_SZTSSZ05 2.8437058 0.0085738 331.673 < 2e-16 ***
DESTIN_SZTSSZ06 3.4238870 0.0161304 212.263 < 2e-16 ***
DESTIN_SZWCSZ01 2.9550693 0.0051690 571.689 < 2e-16 ***
DESTIN_SZWCSZ02 -0.8214103 0.0129213 -63.570 < 2e-16 ***
DESTIN_SZWCSZ03 -1.7393427 0.0347472 -50.057 < 2e-16 ***
DESTIN_SZWDSZ01 1.3424417 0.0039957 335.972 < 2e-16 ***
DESTIN_SZWDSZ02 -0.2103694 0.0068601 -30.666 < 2e-16 ***
DESTIN_SZWDSZ03 0.8268551 0.0051363 160.983 < 2e-16 ***
DESTIN_SZWDSZ04 -0.0643997 0.0079076 -8.144 3.82e-16 ***
DESTIN_SZWDSZ05 0.0451985 0.0075732 5.968 2.40e-09 ***
DESTIN_SZWDSZ06 0.6981330 0.0051936 134.423 < 2e-16 ***
DESTIN_SZWDSZ07 -0.0403233 0.0067749 -5.952 2.65e-09 ***
DESTIN_SZWDSZ08 0.2850631 0.0069225 41.179 < 2e-16 ***
DESTIN_SZWDSZ09 1.3016106 0.0050365 258.433 < 2e-16 ***
DESTIN_SZYSSZ01 0.7598564 0.0044144 172.133 < 2e-16 ***
DESTIN_SZYSSZ02 0.2648061 0.0058239 45.469 < 2e-16 ***
DESTIN_SZYSSZ03 -0.0412163 0.0068337 -6.031 1.63e-09 ***
DESTIN_SZYSSZ04 -0.0561054 0.0060829 -9.223 < 2e-16 ***
DESTIN_SZYSSZ05 -0.9970159 0.0121827 -81.839 < 2e-16 ***
DESTIN_SZYSSZ06 -1.3808376 0.0125738 -109.819 < 2e-16 ***
DESTIN_SZYSSZ07 -0.7128364 0.0165296 -43.125 < 2e-16 ***
DESTIN_SZYSSZ08 0.9409510 0.0045886 205.064 < 2e-16 ***
DESTIN_SZYSSZ09 0.3738436 0.0047971 77.930 < 2e-16 ***
log(ORIGIN_AGE25_64) 0.1928847 0.0001667 1157.214 < 2e-16 ***
log(dist) -1.7828141 0.0004794 -3718.501 < 2e-16 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(Dispersion parameter for poisson family taken to be 1)
Null deviance: 36117615 on 14273 degrees of freedom
Residual deviance: 12319763 on 13992 degrees of freedom
AIC: 12404881
Number of Fisher Scoring iterations: 7CalcRSquared(decSIM$data$TRIPS, decSIM$fitted.values)[1] 0.496166dbcSIM <- glm(formula = TRIPS ~
ORIGIN_SZ +
DESTIN_SZ +
log(dist),
family = poisson(link = "log"),
data = SIM_data,
na.action = na.exclude)
summary(dbcSIM)
Call:
glm(formula = TRIPS ~ ORIGIN_SZ + DESTIN_SZ + log(dist), family = poisson(link = "log"),
data = SIM_data, na.action = na.exclude)
Deviance Residuals:
Min 1Q Median 3Q Max
-159.373 -12.413 -4.694 2.892 270.252
Coefficients:
Estimate Std. Error z value Pr(>|z|)
(Intercept) 21.9587595 0.0066831 3285.715 < 2e-16 ***
ORIGIN_SZAMSZ02 0.4778050 0.0054127 88.275 < 2e-16 ***
ORIGIN_SZAMSZ03 0.2895973 0.0055517 52.163 < 2e-16 ***
ORIGIN_SZAMSZ04 -0.2628080 0.0060720 -43.282 < 2e-16 ***
ORIGIN_SZAMSZ05 -0.2631404 0.0069008 -38.132 < 2e-16 ***
ORIGIN_SZAMSZ06 0.1722337 0.0062028 27.767 < 2e-16 ***
ORIGIN_SZAMSZ07 -0.9883200 0.0111224 -88.859 < 2e-16 ***
ORIGIN_SZAMSZ08 -0.4052821 0.0104095 -38.934 < 2e-16 ***
ORIGIN_SZAMSZ09 0.0356290 0.0064816 5.497 3.86e-08 ***
ORIGIN_SZAMSZ10 0.4815569 0.0055521 86.735 < 2e-16 ***
ORIGIN_SZAMSZ11 -1.4440079 0.0146079 -98.851 < 2e-16 ***
ORIGIN_SZAMSZ12 -1.7862677 0.0128071 -139.475 < 2e-16 ***
ORIGIN_SZBDSZ01 0.8653749 0.0054381 159.132 < 2e-16 ***
ORIGIN_SZBDSZ02 0.0841000 0.0062834 13.385 < 2e-16 ***
ORIGIN_SZBDSZ03 0.3158343 0.0057510 54.918 < 2e-16 ***
ORIGIN_SZBDSZ04 1.4556701 0.0049986 291.215 < 2e-16 ***
ORIGIN_SZBDSZ05 0.6363125 0.0057193 111.257 < 2e-16 ***
ORIGIN_SZBDSZ06 0.6749341 0.0058650 115.078 < 2e-16 ***
ORIGIN_SZBDSZ07 -1.2176407 0.0113698 -107.095 < 2e-16 ***
ORIGIN_SZBDSZ08 -0.9803580 0.0105604 -92.833 < 2e-16 ***
ORIGIN_SZBKSZ01 -0.2919642 0.0080763 -36.151 < 2e-16 ***
ORIGIN_SZBKSZ02 0.4609570 0.0067997 67.791 < 2e-16 ***
ORIGIN_SZBKSZ03 0.6273448 0.0065989 95.068 < 2e-16 ***
ORIGIN_SZBKSZ04 -0.2499063 0.0076555 -32.644 < 2e-16 ***
ORIGIN_SZBKSZ05 -0.2628428 0.0078905 -33.311 < 2e-16 ***
ORIGIN_SZBKSZ06 -0.2174034 0.0075134 -28.936 < 2e-16 ***
ORIGIN_SZBKSZ07 0.7094093 0.0058574 121.114 < 2e-16 ***
ORIGIN_SZBKSZ08 -0.1614362 0.0067626 -23.872 < 2e-16 ***
ORIGIN_SZBKSZ09 -0.2739085 0.0072969 -37.537 < 2e-16 ***
ORIGIN_SZBLSZ01 -2.4281074 0.0181172 -134.022 < 2e-16 ***
ORIGIN_SZBLSZ02 -2.7305447 0.0219341 -124.489 < 2e-16 ***
ORIGIN_SZBLSZ03 -3.3071431 0.0540398 -61.198 < 2e-16 ***
ORIGIN_SZBLSZ04 -2.4550671 0.0263946 -93.014 < 2e-16 ***
ORIGIN_SZBMSZ01 0.1198976 0.0065964 18.176 < 2e-16 ***
ORIGIN_SZBMSZ02 -1.3908667 0.0083230 -167.112 < 2e-16 ***
ORIGIN_SZBMSZ03 -0.6999122 0.0069754 -100.339 < 2e-16 ***
ORIGIN_SZBMSZ04 -0.2691159 0.0066184 -40.662 < 2e-16 ***
ORIGIN_SZBMSZ05 -2.6163780 0.0190989 -136.991 < 2e-16 ***
ORIGIN_SZBMSZ06 -2.9729956 0.0197182 -150.774 < 2e-16 ***
ORIGIN_SZBMSZ07 -0.7309916 0.0072407 -100.956 < 2e-16 ***
ORIGIN_SZBMSZ08 -1.0019514 0.0073169 -136.936 < 2e-16 ***
ORIGIN_SZBMSZ09 -1.3667460 0.0105325 -129.764 < 2e-16 ***
ORIGIN_SZBMSZ10 -1.6907268 0.0106687 -158.476 < 2e-16 ***
ORIGIN_SZBMSZ11 -1.2288802 0.0082919 -148.202 < 2e-16 ***
ORIGIN_SZBMSZ12 -1.6517767 0.0115101 -143.507 < 2e-16 ***
ORIGIN_SZBMSZ13 -0.7251351 0.0075289 -96.314 < 2e-16 ***
ORIGIN_SZBMSZ14 -1.1534912 0.0082629 -139.599 < 2e-16 ***
ORIGIN_SZBMSZ15 -0.5476774 0.0075710 -72.339 < 2e-16 ***
ORIGIN_SZBMSZ16 -1.5195034 0.0111459 -136.329 < 2e-16 ***
ORIGIN_SZBMSZ17 -1.6026767 0.0184419 -86.904 < 2e-16 ***
ORIGIN_SZBPSZ01 0.5571291 0.0071866 77.523 < 2e-16 ***
ORIGIN_SZBPSZ02 0.0523197 0.0082259 6.360 2.01e-10 ***
ORIGIN_SZBPSZ03 0.2942047 0.0080482 36.555 < 2e-16 ***
ORIGIN_SZBPSZ04 0.6246296 0.0065878 94.816 < 2e-16 ***
ORIGIN_SZBPSZ05 0.8663708 0.0060852 142.372 < 2e-16 ***
ORIGIN_SZBPSZ06 -0.9896182 0.0109551 -90.334 < 2e-16 ***
ORIGIN_SZBPSZ07 -0.5219250 0.0101830 -51.255 < 2e-16 ***
ORIGIN_SZBSSZ01 0.3299588 0.0066440 49.663 < 2e-16 ***
ORIGIN_SZBSSZ02 0.2851357 0.0057077 49.956 < 2e-16 ***
ORIGIN_SZBSSZ03 -0.2084740 0.0063364 -32.901 < 2e-16 ***
ORIGIN_SZBTSZ01 0.1425664 0.0071103 20.051 < 2e-16 ***
ORIGIN_SZBTSZ02 -0.5591999 0.0093616 -59.733 < 2e-16 ***
ORIGIN_SZBTSZ03 -0.3648190 0.0081677 -44.666 < 2e-16 ***
ORIGIN_SZBTSZ04 -1.4555078 0.0120138 -121.152 < 2e-16 ***
ORIGIN_SZBTSZ05 -0.8635510 0.0133848 -64.517 < 2e-16 ***
ORIGIN_SZBTSZ06 -1.1383111 0.0106421 -106.963 < 2e-16 ***
ORIGIN_SZBTSZ07 -2.3477669 0.0160858 -145.953 < 2e-16 ***
ORIGIN_SZBTSZ08 -1.2918779 0.0124862 -103.464 < 2e-16 ***
ORIGIN_SZCBSZ01 -3.3713588 0.0578683 -58.259 < 2e-16 ***
ORIGIN_SZCCSZ01 -0.6029242 0.0153385 -39.308 < 2e-16 ***
ORIGIN_SZCHSZ01 -0.7641380 0.0135100 -56.561 < 2e-16 ***
ORIGIN_SZCHSZ02 -0.8400736 0.0101951 -82.400 < 2e-16 ***
ORIGIN_SZCHSZ03 1.2753127 0.0072576 175.720 < 2e-16 ***
ORIGIN_SZCKSZ01 0.2470943 0.0067135 36.806 < 2e-16 ***
ORIGIN_SZCKSZ02 0.5793581 0.0070498 82.181 < 2e-16 ***
ORIGIN_SZCKSZ03 1.0795767 0.0060642 178.025 < 2e-16 ***
ORIGIN_SZCKSZ04 1.4947920 0.0063122 236.808 < 2e-16 ***
ORIGIN_SZCKSZ05 0.7457580 0.0074071 100.681 < 2e-16 ***
ORIGIN_SZCKSZ06 0.5760952 0.0094861 60.730 < 2e-16 ***
ORIGIN_SZCLSZ01 -0.9061335 0.0098617 -91.884 < 2e-16 ***
ORIGIN_SZCLSZ02 -1.7609479 0.0156124 -112.791 < 2e-16 ***
ORIGIN_SZCLSZ03 -1.0081325 0.0095171 -105.929 < 2e-16 ***
ORIGIN_SZCLSZ04 0.6181200 0.0057953 106.659 < 2e-16 ***
ORIGIN_SZCLSZ05 -2.0462335 0.0168934 -121.127 < 2e-16 ***
ORIGIN_SZCLSZ06 0.7902389 0.0055680 141.924 < 2e-16 ***
ORIGIN_SZCLSZ07 -0.5472929 0.0071001 -77.082 < 2e-16 ***
ORIGIN_SZCLSZ08 -0.2197650 0.0077460 -28.372 < 2e-16 ***
ORIGIN_SZCLSZ09 -1.8175782 0.0195989 -92.739 < 2e-16 ***
ORIGIN_SZDTSZ02 -3.7618796 0.0872098 -43.136 < 2e-16 ***
ORIGIN_SZDTSZ03 -3.4514766 0.0840812 -41.049 < 2e-16 ***
ORIGIN_SZDTSZ13 -3.0627578 0.0352485 -86.891 < 2e-16 ***
ORIGIN_SZGLSZ01 -1.8055929 0.0111938 -161.303 < 2e-16 ***
ORIGIN_SZGLSZ02 -0.1588829 0.0061413 -25.871 < 2e-16 ***
ORIGIN_SZGLSZ03 -0.2508524 0.0064276 -39.027 < 2e-16 ***
ORIGIN_SZGLSZ04 0.8819358 0.0051993 169.627 < 2e-16 ***
ORIGIN_SZGLSZ05 0.6062778 0.0053735 112.828 < 2e-16 ***
ORIGIN_SZHGSZ01 0.3841503 0.0056776 67.660 < 2e-16 ***
ORIGIN_SZHGSZ02 0.3962330 0.0057579 68.815 < 2e-16 ***
ORIGIN_SZHGSZ03 0.2159531 0.0061671 35.017 < 2e-16 ***
ORIGIN_SZHGSZ04 0.7831941 0.0052216 149.992 < 2e-16 ***
ORIGIN_SZHGSZ05 1.1741558 0.0051799 226.677 < 2e-16 ***
ORIGIN_SZHGSZ06 -0.1891403 0.0065556 -28.852 < 2e-16 ***
ORIGIN_SZHGSZ07 0.3105421 0.0057186 54.304 < 2e-16 ***
ORIGIN_SZHGSZ08 -0.0766364 0.0063474 -12.074 < 2e-16 ***
ORIGIN_SZHGSZ09 -1.2211107 0.0101434 -120.384 < 2e-16 ***
ORIGIN_SZHGSZ10 -3.4844709 0.0504793 -69.028 < 2e-16 ***
ORIGIN_SZJESZ01 0.4916496 0.0063444 77.493 < 2e-16 ***
ORIGIN_SZJESZ02 0.1343893 0.0063762 21.077 < 2e-16 ***
ORIGIN_SZJESZ03 -0.2761723 0.0068085 -40.563 < 2e-16 ***
ORIGIN_SZJESZ04 -1.5932744 0.0121402 -131.240 < 2e-16 ***
ORIGIN_SZJESZ05 -2.3041311 0.0160245 -143.788 < 2e-16 ***
ORIGIN_SZJESZ06 0.2811076 0.0062495 44.981 < 2e-16 ***
ORIGIN_SZJESZ07 -1.9413956 0.0136276 -142.461 < 2e-16 ***
ORIGIN_SZJESZ08 -1.3315645 0.0143168 -93.007 < 2e-16 ***
ORIGIN_SZJESZ09 0.4418314 0.0069208 63.841 < 2e-16 ***
ORIGIN_SZJESZ10 -1.5551555 0.0236523 -65.751 < 2e-16 ***
ORIGIN_SZJESZ11 -1.8888230 0.0224630 -84.086 < 2e-16 ***
ORIGIN_SZJWSZ01 0.2564586 0.0084699 30.279 < 2e-16 ***
ORIGIN_SZJWSZ02 0.6899398 0.0061751 111.729 < 2e-16 ***
ORIGIN_SZJWSZ03 1.4761229 0.0057392 257.198 < 2e-16 ***
ORIGIN_SZJWSZ04 0.5701272 0.0065749 86.713 < 2e-16 ***
ORIGIN_SZJWSZ05 -2.1253657 0.0150769 -140.968 < 2e-16 ***
ORIGIN_SZJWSZ06 -1.5307265 0.0131906 -116.047 < 2e-16 ***
ORIGIN_SZJWSZ07 -2.8801618 0.0360772 -79.833 < 2e-16 ***
ORIGIN_SZJWSZ08 1.4428820 0.0059638 241.938 < 2e-16 ***
ORIGIN_SZJWSZ09 1.8968475 0.0055649 340.860 < 2e-16 ***
ORIGIN_SZKLSZ01 0.1116580 0.0059844 18.658 < 2e-16 ***
ORIGIN_SZKLSZ02 -0.9618787 0.0077344 -124.364 < 2e-16 ***
ORIGIN_SZKLSZ03 -0.7070626 0.0070275 -100.613 < 2e-16 ***
ORIGIN_SZKLSZ04 -2.2742765 0.0139991 -162.459 < 2e-16 ***
ORIGIN_SZKLSZ05 -1.1907262 0.0123719 -96.244 < 2e-16 ***
ORIGIN_SZKLSZ06 -5.9774897 0.1857994 -32.172 < 2e-16 ***
ORIGIN_SZKLSZ07 -1.4258369 0.0103083 -138.320 < 2e-16 ***
ORIGIN_SZKLSZ08 -1.7625888 0.0116107 -151.808 < 2e-16 ***
ORIGIN_SZLKSZ01 -2.0541388 0.0448216 -45.829 < 2e-16 ***
ORIGIN_SZMDSZ01 -0.8571117 0.0321054 -26.697 < 2e-16 ***
ORIGIN_SZMDSZ02 -0.6034597 0.0120724 -49.987 < 2e-16 ***
ORIGIN_SZMDSZ03 -2.1681163 0.0201078 -107.825 < 2e-16 ***
ORIGIN_SZMPSZ01 -0.9331562 0.0096218 -96.984 < 2e-16 ***
ORIGIN_SZMPSZ02 -1.0268229 0.0081379 -126.178 < 2e-16 ***
ORIGIN_SZMPSZ03 0.0054001 0.0066875 0.807 0.419385
ORIGIN_SZMUSZ02 -3.6269863 0.1105492 -32.809 < 2e-16 ***
ORIGIN_SZNTSZ01 -3.0593717 0.0399843 -76.514 < 2e-16 ***
ORIGIN_SZNTSZ02 -3.3331415 0.0251754 -132.397 < 2e-16 ***
ORIGIN_SZNTSZ03 -0.8351522 0.0090372 -92.413 < 2e-16 ***
ORIGIN_SZNTSZ05 -4.2082472 0.0583343 -72.140 < 2e-16 ***
ORIGIN_SZNTSZ06 -3.8549296 0.0593793 -64.920 < 2e-16 ***
ORIGIN_SZNVSZ01 0.2789069 0.0056024 49.784 < 2e-16 ***
ORIGIN_SZNVSZ02 -0.6036857 0.0077126 -78.273 < 2e-16 ***
ORIGIN_SZNVSZ03 -1.0072683 0.0092678 -108.685 < 2e-16 ***
ORIGIN_SZNVSZ04 -0.8723996 0.0101399 -86.037 < 2e-16 ***
ORIGIN_SZNVSZ05 -2.1552928 0.0183064 -117.734 < 2e-16 ***
ORIGIN_SZPGSZ01 0.0520607 0.0157846 3.298 0.000973 ***
ORIGIN_SZPGSZ02 -0.3481687 0.0089328 -38.976 < 2e-16 ***
ORIGIN_SZPGSZ03 0.9095292 0.0058835 154.590 < 2e-16 ***
ORIGIN_SZPGSZ04 1.3653717 0.0054727 249.489 < 2e-16 ***
ORIGIN_SZPGSZ05 0.3762720 0.0073841 50.957 < 2e-16 ***
ORIGIN_SZPLSZ01 -0.9142754 0.0136552 -66.954 < 2e-16 ***
ORIGIN_SZPLSZ02 -1.0987582 0.0175891 -62.468 < 2e-16 ***
ORIGIN_SZPLSZ03 -2.3427113 0.0474176 -49.406 < 2e-16 ***
ORIGIN_SZPLSZ04 -2.9140779 0.0374458 -77.821 < 2e-16 ***
ORIGIN_SZPLSZ05 -2.2381965 0.0261572 -85.567 < 2e-16 ***
ORIGIN_SZPNSZ01 0.9659006 0.0075177 128.484 < 2e-16 ***
ORIGIN_SZPNSZ02 -0.0158348 0.0143869 -1.101 0.271053
ORIGIN_SZPNSZ03 -2.1837321 0.0224396 -97.316 < 2e-16 ***
ORIGIN_SZPNSZ04 -3.2481509 0.0370762 -87.608 < 2e-16 ***
ORIGIN_SZPNSZ05 -2.0450679 0.0328165 -62.318 < 2e-16 ***
ORIGIN_SZPRSZ01 -0.6701245 0.0141567 -47.336 < 2e-16 ***
ORIGIN_SZPRSZ02 0.7931907 0.0058079 136.570 < 2e-16 ***
ORIGIN_SZPRSZ03 0.4249094 0.0058610 72.498 < 2e-16 ***
ORIGIN_SZPRSZ04 -0.8529967 0.0090997 -93.739 < 2e-16 ***
ORIGIN_SZPRSZ05 0.7865479 0.0055282 142.278 < 2e-16 ***
ORIGIN_SZPRSZ06 -1.3303664 0.0134512 -98.903 < 2e-16 ***
ORIGIN_SZPRSZ07 -3.0458370 0.0181514 -167.802 < 2e-16 ***
ORIGIN_SZPRSZ08 -0.5342399 0.0075966 -70.327 < 2e-16 ***
ORIGIN_SZQTSZ01 -0.2548930 0.0086485 -29.473 < 2e-16 ***
ORIGIN_SZQTSZ02 -0.8662439 0.0076549 -113.162 < 2e-16 ***
ORIGIN_SZQTSZ03 -0.0890168 0.0072455 -12.286 < 2e-16 ***
ORIGIN_SZQTSZ04 -1.4634370 0.0089384 -163.724 < 2e-16 ***
ORIGIN_SZQTSZ05 -0.6535669 0.0077612 -84.210 < 2e-16 ***
ORIGIN_SZQTSZ06 -0.8275765 0.0081835 -101.128 < 2e-16 ***
ORIGIN_SZQTSZ07 -1.5369800 0.0112808 -136.248 < 2e-16 ***
ORIGIN_SZQTSZ08 -0.4437979 0.0075302 -58.936 < 2e-16 ***
ORIGIN_SZQTSZ09 -0.8184934 0.0083589 -97.918 < 2e-16 ***
ORIGIN_SZQTSZ10 -0.6906597 0.0080980 -85.288 < 2e-16 ***
ORIGIN_SZQTSZ11 -2.3251162 0.0154191 -150.795 < 2e-16 ***
ORIGIN_SZQTSZ12 -3.0442790 0.0208985 -145.670 < 2e-16 ***
ORIGIN_SZQTSZ13 -0.7241013 0.0093441 -77.493 < 2e-16 ***
ORIGIN_SZQTSZ14 -1.8225351 0.0138207 -131.870 < 2e-16 ***
ORIGIN_SZQTSZ15 -0.8720806 0.0138589 -62.926 < 2e-16 ***
ORIGIN_SZRCSZ01 -1.8063415 0.0144295 -125.184 < 2e-16 ***
ORIGIN_SZRCSZ06 -0.5370905 0.0101573 -52.877 < 2e-16 ***
ORIGIN_SZRVSZ01 -2.7426167 0.0341386 -80.338 < 2e-16 ***
ORIGIN_SZRVSZ02 -3.0827269 0.0302299 -101.976 < 2e-16 ***
ORIGIN_SZRVSZ03 -2.9133853 0.0262543 -110.968 < 2e-16 ***
ORIGIN_SZRVSZ04 -3.4220022 0.0582209 -58.776 < 2e-16 ***
ORIGIN_SZRVSZ05 -2.6206257 0.0197470 -132.710 < 2e-16 ***
ORIGIN_SZSBSZ01 0.1010337 0.0085117 11.870 < 2e-16 ***
ORIGIN_SZSBSZ02 -0.8810456 0.0098244 -89.680 < 2e-16 ***
ORIGIN_SZSBSZ03 0.8303668 0.0063009 131.785 < 2e-16 ***
ORIGIN_SZSBSZ04 0.3489128 0.0071456 48.829 < 2e-16 ***
ORIGIN_SZSBSZ05 -0.3182914 0.0085560 -37.201 < 2e-16 ***
ORIGIN_SZSBSZ06 -0.9074308 0.0200035 -45.364 < 2e-16 ***
ORIGIN_SZSBSZ07 -0.2217124 0.0167188 -13.261 < 2e-16 ***
ORIGIN_SZSBSZ08 -1.3007367 0.0178771 -72.760 < 2e-16 ***
ORIGIN_SZSBSZ09 -0.9813703 0.0107885 -90.965 < 2e-16 ***
ORIGIN_SZSESZ02 1.1283424 0.0054209 208.146 < 2e-16 ***
ORIGIN_SZSESZ03 1.2389996 0.0051926 238.610 < 2e-16 ***
ORIGIN_SZSESZ04 0.7535119 0.0060371 124.814 < 2e-16 ***
ORIGIN_SZSESZ05 -0.2347978 0.0071482 -32.847 < 2e-16 ***
ORIGIN_SZSESZ06 0.9520620 0.0057572 165.368 < 2e-16 ***
ORIGIN_SZSESZ07 -2.4296685 0.0231677 -104.873 < 2e-16 ***
ORIGIN_SZSGSZ01 -0.6995899 0.0099969 -69.980 < 2e-16 ***
ORIGIN_SZSGSZ02 -1.2602157 0.0111471 -113.053 < 2e-16 ***
ORIGIN_SZSGSZ03 0.0725860 0.0061970 11.713 < 2e-16 ***
ORIGIN_SZSGSZ04 0.2738315 0.0057524 47.603 < 2e-16 ***
ORIGIN_SZSGSZ05 -2.0207710 0.0119838 -168.625 < 2e-16 ***
ORIGIN_SZSGSZ06 0.4885608 0.0054646 89.404 < 2e-16 ***
ORIGIN_SZSGSZ07 -0.8892155 0.0075074 -118.445 < 2e-16 ***
ORIGIN_SZSKSZ01 -0.3682754 0.0108025 -34.092 < 2e-16 ***
ORIGIN_SZSKSZ02 1.1826086 0.0071388 165.659 < 2e-16 ***
ORIGIN_SZSKSZ03 -0.3230177 0.0101683 -31.767 < 2e-16 ***
ORIGIN_SZSKSZ04 -1.8504236 0.0362400 -51.060 < 2e-16 ***
ORIGIN_SZSKSZ05 -0.2759035 0.0185157 -14.901 < 2e-16 ***
ORIGIN_SZSLSZ01 -2.2757902 0.0348766 -65.253 < 2e-16 ***
ORIGIN_SZSLSZ04 -0.0899820 0.0090356 -9.959 < 2e-16 ***
ORIGIN_SZSRSZ01 -2.1460151 0.0187871 -114.228 < 2e-16 ***
ORIGIN_SZTHSZ01 -2.6851549 0.0571841 -46.956 < 2e-16 ***
ORIGIN_SZTHSZ03 -1.0121495 0.0275551 -36.732 < 2e-16 ***
ORIGIN_SZTHSZ04 -2.6129645 0.0345167 -75.701 < 2e-16 ***
ORIGIN_SZTHSZ06 -1.7229100 0.0208134 -82.779 < 2e-16 ***
ORIGIN_SZTMSZ01 -0.2254986 0.0070312 -32.071 < 2e-16 ***
ORIGIN_SZTMSZ02 1.7271575 0.0049219 350.914 < 2e-16 ***
ORIGIN_SZTMSZ03 0.9891319 0.0052266 189.250 < 2e-16 ***
ORIGIN_SZTMSZ04 0.2018090 0.0062114 32.490 < 2e-16 ***
ORIGIN_SZTMSZ05 -1.1882870 0.0125842 -94.427 < 2e-16 ***
ORIGIN_SZTNSZ01 -1.6122620 0.0141911 -113.611 < 2e-16 ***
ORIGIN_SZTNSZ02 -1.5630967 0.0112227 -139.280 < 2e-16 ***
ORIGIN_SZTNSZ03 -2.0739538 0.0149298 -138.914 < 2e-16 ***
ORIGIN_SZTNSZ04 -0.2816960 0.0085295 -33.026 < 2e-16 ***
ORIGIN_SZTPSZ01 -0.7822239 0.0077901 -100.412 < 2e-16 ***
ORIGIN_SZTPSZ02 0.5735478 0.0053042 108.131 < 2e-16 ***
ORIGIN_SZTPSZ03 -0.8748650 0.0074202 -117.903 < 2e-16 ***
ORIGIN_SZTPSZ04 -0.8537831 0.0069792 -122.332 < 2e-16 ***
ORIGIN_SZTPSZ05 -0.5581114 0.0077012 -72.471 < 2e-16 ***
ORIGIN_SZTPSZ06 0.0262001 0.0075241 3.482 0.000497 ***
ORIGIN_SZTPSZ07 -0.5969952 0.0074272 -80.380 < 2e-16 ***
ORIGIN_SZTPSZ08 -1.0537959 0.0111297 -94.683 < 2e-16 ***
ORIGIN_SZTPSZ09 -0.9588508 0.0081314 -117.920 < 2e-16 ***
ORIGIN_SZTPSZ10 -1.1177249 0.0089403 -125.021 < 2e-16 ***
ORIGIN_SZTPSZ11 -0.2799677 0.0067135 -41.702 < 2e-16 ***
ORIGIN_SZTPSZ12 -0.8898871 0.0080215 -110.938 < 2e-16 ***
ORIGIN_SZTSSZ01 -2.6146463 0.0521606 -50.127 < 2e-16 ***
ORIGIN_SZTSSZ02 0.1682588 0.0119965 14.026 < 2e-16 ***
ORIGIN_SZTSSZ03 0.2587653 0.0123809 20.900 < 2e-16 ***
ORIGIN_SZTSSZ04 -0.5473825 0.0135215 -40.482 < 2e-16 ***
ORIGIN_SZTSSZ05 -0.9967379 0.0206068 -48.369 < 2e-16 ***
ORIGIN_SZTSSZ06 0.4933147 0.0229597 21.486 < 2e-16 ***
ORIGIN_SZWCSZ01 1.2524706 0.0111133 112.700 < 2e-16 ***
ORIGIN_SZWCSZ02 -2.8544820 0.0347805 -82.071 < 2e-16 ***
ORIGIN_SZWCSZ03 -5.1277334 0.1475585 -34.751 < 2e-16 ***
ORIGIN_SZWDSZ01 1.4725308 0.0056496 260.645 < 2e-16 ***
ORIGIN_SZWDSZ02 0.1571680 0.0064909 24.214 < 2e-16 ***
ORIGIN_SZWDSZ03 1.2584097 0.0061471 204.717 < 2e-16 ***
ORIGIN_SZWDSZ04 0.8578765 0.0069277 123.833 < 2e-16 ***
ORIGIN_SZWDSZ05 0.1702728 0.0069687 24.434 < 2e-16 ***
ORIGIN_SZWDSZ06 0.1736910 0.0069507 24.989 < 2e-16 ***
ORIGIN_SZWDSZ07 -1.5610176 0.0100803 -154.859 < 2e-16 ***
ORIGIN_SZWDSZ08 -0.9490906 0.0102047 -93.005 < 2e-16 ***
ORIGIN_SZWDSZ09 1.2107011 0.0062294 194.354 < 2e-16 ***
ORIGIN_SZYSSZ01 -0.3324158 0.0074537 -44.598 < 2e-16 ***
ORIGIN_SZYSSZ02 0.8177113 0.0066108 123.693 < 2e-16 ***
ORIGIN_SZYSSZ03 1.6751777 0.0058470 286.503 < 2e-16 ***
ORIGIN_SZYSSZ04 0.8130044 0.0059025 137.738 < 2e-16 ***
ORIGIN_SZYSSZ05 0.3678420 0.0072431 50.785 < 2e-16 ***
ORIGIN_SZYSSZ06 -0.6024384 0.0126722 -47.540 < 2e-16 ***
ORIGIN_SZYSSZ07 -0.7631918 0.0158478 -48.157 < 2e-16 ***
ORIGIN_SZYSSZ08 0.2141930 0.0076154 28.126 < 2e-16 ***
ORIGIN_SZYSSZ09 1.0809368 0.0057973 186.457 < 2e-16 ***
DESTIN_SZAMSZ02 0.0761304 0.0051207 14.867 < 2e-16 ***
DESTIN_SZAMSZ03 0.0143394 0.0050755 2.825 0.004724 **
DESTIN_SZAMSZ04 -1.2516780 0.0074947 -167.008 < 2e-16 ***
DESTIN_SZAMSZ05 -1.2312375 0.0076598 -160.741 < 2e-16 ***
DESTIN_SZAMSZ06 -1.0333412 0.0075283 -137.261 < 2e-16 ***
DESTIN_SZAMSZ07 -1.5338249 0.0110036 -139.392 < 2e-16 ***
DESTIN_SZAMSZ08 -0.3751665 0.0075358 -49.784 < 2e-16 ***
DESTIN_SZAMSZ09 -1.1633493 0.0077556 -150.001 < 2e-16 ***
DESTIN_SZAMSZ10 0.1017717 0.0053151 19.148 < 2e-16 ***
DESTIN_SZAMSZ11 -0.8840362 0.0097007 -91.131 < 2e-16 ***
DESTIN_SZAMSZ12 0.1628123 0.0055220 29.484 < 2e-16 ***
DESTIN_SZBDSZ01 1.0040794 0.0047922 209.523 < 2e-16 ***
DESTIN_SZBDSZ02 -0.2478149 0.0063085 -39.283 < 2e-16 ***
DESTIN_SZBDSZ03 0.1016088 0.0057420 17.696 < 2e-16 ***
DESTIN_SZBDSZ04 1.1082928 0.0047747 232.116 < 2e-16 ***
DESTIN_SZBDSZ05 0.8737933 0.0050593 172.712 < 2e-16 ***
DESTIN_SZBDSZ06 0.2897032 0.0058244 49.740 < 2e-16 ***
DESTIN_SZBDSZ07 -0.9026193 0.0113656 -79.416 < 2e-16 ***
DESTIN_SZBDSZ08 -1.7063577 0.0131234 -130.024 < 2e-16 ***
DESTIN_SZBKSZ01 -1.3892839 0.0083307 -166.767 < 2e-16 ***
DESTIN_SZBKSZ02 -0.6661120 0.0073464 -90.672 < 2e-16 ***
DESTIN_SZBKSZ03 -0.9536826 0.0073196 -130.292 < 2e-16 ***
DESTIN_SZBKSZ04 -0.6655610 0.0065868 -101.044 < 2e-16 ***
DESTIN_SZBKSZ05 -0.9053119 0.0079264 -114.215 < 2e-16 ***
DESTIN_SZBKSZ06 -1.2622159 0.0075079 -168.119 < 2e-16 ***
DESTIN_SZBKSZ07 -0.0423370 0.0056686 -7.469 8.10e-14 ***
DESTIN_SZBKSZ08 -1.3811240 0.0084985 -162.515 < 2e-16 ***
DESTIN_SZBKSZ09 -0.0797012 0.0061428 -12.975 < 2e-16 ***
DESTIN_SZBLSZ01 -0.8859670 0.0088108 -100.555 < 2e-16 ***
DESTIN_SZBLSZ02 0.1362723 0.0082167 16.585 < 2e-16 ***
DESTIN_SZBLSZ03 1.2037396 0.0093508 128.732 < 2e-16 ***
DESTIN_SZBLSZ04 -0.9316219 0.0178080 -52.315 < 2e-16 ***
DESTIN_SZBMSZ01 0.7188470 0.0061160 117.536 < 2e-16 ***
DESTIN_SZBMSZ02 -0.0597895 0.0061206 -9.769 < 2e-16 ***
DESTIN_SZBMSZ03 -0.2427075 0.0069937 -34.704 < 2e-16 ***
DESTIN_SZBMSZ04 -0.0622494 0.0065569 -9.494 < 2e-16 ***
DESTIN_SZBMSZ05 -0.2857019 0.0086450 -33.048 < 2e-16 ***
DESTIN_SZBMSZ06 -1.3486558 0.0158904 -84.872 < 2e-16 ***
DESTIN_SZBMSZ07 0.4549687 0.0058315 78.020 < 2e-16 ***
DESTIN_SZBMSZ08 -0.8730268 0.0077814 -112.195 < 2e-16 ***
DESTIN_SZBMSZ09 -2.0319890 0.0163038 -124.633 < 2e-16 ***
DESTIN_SZBMSZ10 -1.4319101 0.0102616 -139.541 < 2e-16 ***
DESTIN_SZBMSZ11 -1.2429176 0.0092250 -134.733 < 2e-16 ***
DESTIN_SZBMSZ12 -0.8526549 0.0096009 -88.810 < 2e-16 ***
DESTIN_SZBMSZ13 0.1399907 0.0066885 20.930 < 2e-16 ***
DESTIN_SZBMSZ14 -1.0103155 0.0091377 -110.566 < 2e-16 ***
DESTIN_SZBMSZ15 -0.6819769 0.0086179 -79.135 < 2e-16 ***
DESTIN_SZBMSZ16 -1.4468308 0.0134051 -107.931 < 2e-16 ***
DESTIN_SZBMSZ17 -1.5312175 0.0186843 -81.952 < 2e-16 ***
DESTIN_SZBPSZ01 -1.1726725 0.0073257 -160.077 < 2e-16 ***
DESTIN_SZBPSZ02 -2.1072012 0.0103320 -203.949 < 2e-16 ***
DESTIN_SZBPSZ03 -1.6944911 0.0098520 -171.995 < 2e-16 ***
DESTIN_SZBPSZ04 -0.7664610 0.0074458 -102.939 < 2e-16 ***
DESTIN_SZBPSZ05 0.1358370 0.0056258 24.145 < 2e-16 ***
DESTIN_SZBPSZ06 -1.2425471 0.0096942 -128.175 < 2e-16 ***
DESTIN_SZBPSZ07 -0.1666192 0.0094969 -17.545 < 2e-16 ***
DESTIN_SZBSSZ01 0.3857894 0.0057261 67.374 < 2e-16 ***
DESTIN_SZBSSZ02 -0.5293265 0.0064886 -81.578 < 2e-16 ***
DESTIN_SZBSSZ03 0.3909966 0.0048540 80.551 < 2e-16 ***
DESTIN_SZBTSZ01 0.7114965 0.0054528 130.482 < 2e-16 ***
DESTIN_SZBTSZ02 -0.0487084 0.0082474 -5.906 3.51e-09 ***
DESTIN_SZBTSZ03 0.5539032 0.0064423 85.979 < 2e-16 ***
DESTIN_SZBTSZ04 -0.7120734 0.0128676 -55.339 < 2e-16 ***
DESTIN_SZBTSZ05 0.2176097 0.0086791 25.073 < 2e-16 ***
DESTIN_SZBTSZ06 -0.2167084 0.0084925 -25.518 < 2e-16 ***
DESTIN_SZBTSZ07 -1.4045618 0.0124363 -112.940 < 2e-16 ***
DESTIN_SZBTSZ08 -0.8213918 0.0120793 -68.000 < 2e-16 ***
DESTIN_SZCBSZ01 -5.7340877 0.3333916 -17.199 < 2e-16 ***
DESTIN_SZCCSZ01 -0.0304192 0.0095920 -3.171 0.001518 **
DESTIN_SZCHSZ01 -0.2598507 0.0115311 -22.535 < 2e-16 ***
DESTIN_SZCHSZ02 0.3497750 0.0068334 51.186 < 2e-16 ***
DESTIN_SZCHSZ03 2.4550172 0.0050883 482.481 < 2e-16 ***
DESTIN_SZCKSZ01 -0.4691744 0.0063130 -74.319 < 2e-16 ***
DESTIN_SZCKSZ02 -0.9557084 0.0069331 -137.847 < 2e-16 ***
DESTIN_SZCKSZ03 0.0442112 0.0057117 7.740 9.91e-15 ***
DESTIN_SZCKSZ04 -0.8592063 0.0081238 -105.764 < 2e-16 ***
DESTIN_SZCKSZ05 -1.1745333 0.0087305 -134.532 < 2e-16 ***
DESTIN_SZCKSZ06 -0.4982877 0.0085514 -58.269 < 2e-16 ***
DESTIN_SZCLSZ01 0.2665065 0.0059712 44.632 < 2e-16 ***
DESTIN_SZCLSZ02 -1.9758876 0.0150823 -131.007 < 2e-16 ***
DESTIN_SZCLSZ03 -0.9051310 0.0091479 -98.944 < 2e-16 ***
DESTIN_SZCLSZ04 -0.0828732 0.0061559 -13.462 < 2e-16 ***
DESTIN_SZCLSZ05 -1.1414780 0.0100760 -113.287 < 2e-16 ***
DESTIN_SZCLSZ06 0.3229402 0.0056269 57.392 < 2e-16 ***
DESTIN_SZCLSZ07 -0.4833612 0.0069777 -69.272 < 2e-16 ***
DESTIN_SZCLSZ08 -0.3219670 0.0075615 -42.580 < 2e-16 ***
DESTIN_SZCLSZ09 0.0564166 0.0080703 6.991 2.74e-12 ***
DESTIN_SZDTSZ02 -1.6384236 0.0374725 -43.723 < 2e-16 ***
DESTIN_SZDTSZ03 -0.4021571 0.0152716 -26.334 < 2e-16 ***
DESTIN_SZDTSZ13 -1.2799441 0.0177095 -72.274 < 2e-16 ***
DESTIN_SZGLSZ01 -0.0190303 0.0060665 -3.137 0.001707 **
DESTIN_SZGLSZ02 -0.0308469 0.0058724 -5.253 1.50e-07 ***
DESTIN_SZGLSZ03 0.6927638 0.0048456 142.969 < 2e-16 ***
DESTIN_SZGLSZ04 0.9325848 0.0049183 189.616 < 2e-16 ***
DESTIN_SZGLSZ05 0.8480056 0.0048801 173.768 < 2e-16 ***
DESTIN_SZHGSZ01 0.0652969 0.0047795 13.662 < 2e-16 ***
DESTIN_SZHGSZ02 -0.9498251 0.0066577 -142.667 < 2e-16 ***
DESTIN_SZHGSZ03 -1.4372499 0.0076387 -188.154 < 2e-16 ***
DESTIN_SZHGSZ04 -0.5236292 0.0055353 -94.599 < 2e-16 ***
DESTIN_SZHGSZ05 -0.5420295 0.0058099 -93.295 < 2e-16 ***
DESTIN_SZHGSZ06 -0.9054730 0.0067581 -133.983 < 2e-16 ***
DESTIN_SZHGSZ07 0.0215109 0.0054019 3.982 6.83e-05 ***
DESTIN_SZHGSZ08 -0.0490979 0.0059206 -8.293 < 2e-16 ***
DESTIN_SZHGSZ09 -0.0711560 0.0062875 -11.317 < 2e-16 ***
DESTIN_SZHGSZ10 -3.5807154 0.0290642 -123.200 < 2e-16 ***
DESTIN_SZJESZ01 -0.4023638 0.0065057 -61.848 < 2e-16 ***
DESTIN_SZJESZ02 -0.7654353 0.0067096 -114.081 < 2e-16 ***
DESTIN_SZJESZ03 -0.8778812 0.0071238 -123.232 < 2e-16 ***
DESTIN_SZJESZ04 -1.1998075 0.0088733 -135.215 < 2e-16 ***
DESTIN_SZJESZ05 -1.5623652 0.0116898 -133.652 < 2e-16 ***
DESTIN_SZJESZ06 0.2311474 0.0055595 41.577 < 2e-16 ***
DESTIN_SZJESZ07 -1.2753348 0.0094838 -134.475 < 2e-16 ***
DESTIN_SZJESZ08 -0.7654533 0.0099306 -77.081 < 2e-16 ***
DESTIN_SZJESZ09 0.1637628 0.0074164 22.081 < 2e-16 ***
DESTIN_SZJESZ10 0.7394958 0.0091249 81.041 < 2e-16 ***
DESTIN_SZJESZ11 0.5157364 0.0086546 59.591 < 2e-16 ***
DESTIN_SZJWSZ01 -1.0165204 0.0083025 -122.435 < 2e-16 ***
DESTIN_SZJWSZ02 -0.8530646 0.0067851 -125.727 < 2e-16 ***
DESTIN_SZJWSZ03 0.5176135 0.0056449 91.695 < 2e-16 ***
DESTIN_SZJWSZ04 0.3427105 0.0058499 58.584 < 2e-16 ***
DESTIN_SZJWSZ05 -1.1695940 0.0080069 -146.073 < 2e-16 ***
DESTIN_SZJWSZ06 -0.7466462 0.0070240 -106.299 < 2e-16 ***
DESTIN_SZJWSZ07 -3.0124535 0.0333481 -90.334 < 2e-16 ***
DESTIN_SZJWSZ08 -0.4253502 0.0066584 -63.881 < 2e-16 ***
DESTIN_SZJWSZ09 0.9428005 0.0053190 177.251 < 2e-16 ***
DESTIN_SZKLSZ01 -0.2965013 0.0066422 -44.639 < 2e-16 ***
DESTIN_SZKLSZ02 -0.4921137 0.0067689 -72.702 < 2e-16 ***
DESTIN_SZKLSZ03 -0.8489213 0.0078294 -108.427 < 2e-16 ***
DESTIN_SZKLSZ04 -1.2656342 0.0099918 -126.667 < 2e-16 ***
DESTIN_SZKLSZ05 -0.3570126 0.0096300 -37.073 < 2e-16 ***
DESTIN_SZKLSZ06 -2.4764906 0.0390868 -63.359 < 2e-16 ***
DESTIN_SZKLSZ07 -0.7316189 0.0080994 -90.330 < 2e-16 ***
DESTIN_SZKLSZ08 -0.1115398 0.0061168 -18.235 < 2e-16 ***
DESTIN_SZLKSZ01 -1.4940710 0.0271518 -55.027 < 2e-16 ***
DESTIN_SZMDSZ01 -1.6101440 0.0231238 -69.631 < 2e-16 ***
DESTIN_SZMDSZ02 -0.9339318 0.0126277 -73.959 < 2e-16 ***
DESTIN_SZMDSZ03 -3.4868547 0.0303657 -114.829 < 2e-16 ***
DESTIN_SZMPSZ01 -0.4518483 0.0089869 -50.279 < 2e-16 ***
DESTIN_SZMPSZ02 -0.5868264 0.0073193 -80.176 < 2e-16 ***
DESTIN_SZMPSZ03 0.4805365 0.0059041 81.391 < 2e-16 ***
DESTIN_SZMUSZ02 -1.3837581 0.0218713 -63.268 < 2e-16 ***
DESTIN_SZNTSZ01 -3.0694691 0.0533346 -57.551 < 2e-16 ***
DESTIN_SZNTSZ02 -1.4992973 0.0130358 -115.014 < 2e-16 ***
DESTIN_SZNTSZ03 -0.5221236 0.0089923 -58.064 < 2e-16 ***
DESTIN_SZNTSZ05 -1.9751162 0.0282369 -69.948 < 2e-16 ***
DESTIN_SZNTSZ06 -3.9959411 0.0511214 -78.166 < 2e-16 ***
DESTIN_SZNVSZ01 -0.1126966 0.0057077 -19.745 < 2e-16 ***
DESTIN_SZNVSZ02 -0.0259250 0.0064427 -4.024 5.72e-05 ***
DESTIN_SZNVSZ03 -0.0123214 0.0067692 -1.820 0.068725 .
DESTIN_SZNVSZ04 -1.3371298 0.0130261 -102.650 < 2e-16 ***
DESTIN_SZNVSZ05 -0.9686333 0.0101539 -95.395 < 2e-16 ***
DESTIN_SZPGSZ01 -1.1798309 0.0180543 -65.349 < 2e-16 ***
DESTIN_SZPGSZ02 -1.3289737 0.0085335 -155.736 < 2e-16 ***
DESTIN_SZPGSZ03 -0.1661373 0.0055166 -30.116 < 2e-16 ***
DESTIN_SZPGSZ04 -0.3046408 0.0058469 -52.103 < 2e-16 ***
DESTIN_SZPGSZ05 -1.5412612 0.0093261 -165.264 < 2e-16 ***
DESTIN_SZPLSZ01 -0.3439667 0.0083504 -41.192 < 2e-16 ***
DESTIN_SZPLSZ02 -1.7574919 0.0154244 -113.942 < 2e-16 ***
DESTIN_SZPLSZ03 -0.3455776 0.0112089 -30.831 < 2e-16 ***
DESTIN_SZPLSZ04 -2.0749385 0.0141153 -146.999 < 2e-16 ***
DESTIN_SZPLSZ05 -0.4855216 0.0134069 -36.214 < 2e-16 ***
DESTIN_SZPNSZ01 0.0117816 0.0083558 1.410 0.158543
DESTIN_SZPNSZ02 0.7389858 0.0089823 82.272 < 2e-16 ***
DESTIN_SZPNSZ03 -0.4708719 0.0098588 -47.761 < 2e-16 ***
DESTIN_SZPNSZ04 1.3156771 0.0111200 118.316 < 2e-16 ***
DESTIN_SZPNSZ05 0.9881886 0.0153169 64.516 < 2e-16 ***
DESTIN_SZPRSZ01 -1.0678999 0.0098295 -108.642 < 2e-16 ***
DESTIN_SZPRSZ02 0.0650279 0.0063927 10.172 < 2e-16 ***
DESTIN_SZPRSZ03 0.6348138 0.0050147 126.592 < 2e-16 ***
DESTIN_SZPRSZ04 -0.3640286 0.0097572 -37.309 < 2e-16 ***
DESTIN_SZPRSZ05 0.0380410 0.0062577 6.079 1.21e-09 ***
DESTIN_SZPRSZ06 0.3153712 0.0068742 45.877 < 2e-16 ***
DESTIN_SZPRSZ07 -1.6669973 0.0145573 -114.513 < 2e-16 ***
DESTIN_SZPRSZ08 -0.6170648 0.0078424 -78.683 < 2e-16 ***
DESTIN_SZQTSZ01 -0.5496582 0.0098285 -55.925 < 2e-16 ***
DESTIN_SZQTSZ02 -0.7318114 0.0086807 -84.303 < 2e-16 ***
DESTIN_SZQTSZ03 -0.5893064 0.0084789 -69.503 < 2e-16 ***
DESTIN_SZQTSZ04 -0.7103906 0.0085341 -83.242 < 2e-16 ***
DESTIN_SZQTSZ05 -0.4721472 0.0078164 -60.405 < 2e-16 ***
DESTIN_SZQTSZ06 -0.6591466 0.0080069 -82.322 < 2e-16 ***
DESTIN_SZQTSZ07 -0.9540454 0.0126807 -75.236 < 2e-16 ***
DESTIN_SZQTSZ08 0.4508867 0.0064870 69.507 < 2e-16 ***
DESTIN_SZQTSZ09 -0.4061810 0.0075485 -53.810 < 2e-16 ***
DESTIN_SZQTSZ10 0.1351889 0.0068202 19.822 < 2e-16 ***
DESTIN_SZQTSZ11 0.3181553 0.0067958 46.816 < 2e-16 ***
DESTIN_SZQTSZ12 -0.1055766 0.0095576 -11.046 < 2e-16 ***
DESTIN_SZQTSZ13 0.5199663 0.0071928 72.290 < 2e-16 ***
DESTIN_SZQTSZ14 0.6086332 0.0078537 77.496 < 2e-16 ***
DESTIN_SZQTSZ15 1.3906866 0.0092250 150.753 < 2e-16 ***
DESTIN_SZRCSZ01 -0.0862091 0.0085363 -10.099 < 2e-16 ***
DESTIN_SZRCSZ06 -1.0186282 0.0211113 -48.250 < 2e-16 ***
DESTIN_SZRVSZ01 -1.5294454 0.0179337 -85.283 < 2e-16 ***
DESTIN_SZRVSZ02 -2.3607754 0.0355628 -66.383 < 2e-16 ***
DESTIN_SZRVSZ03 -1.5266254 0.0156276 -97.688 < 2e-16 ***
DESTIN_SZRVSZ04 -1.0986565 0.0168695 -65.127 < 2e-16 ***
DESTIN_SZRVSZ05 -2.4004418 0.0320917 -74.799 < 2e-16 ***
DESTIN_SZSBSZ01 -1.4023966 0.0109496 -128.078 < 2e-16 ***
DESTIN_SZSBSZ02 -1.3899893 0.0090891 -152.929 < 2e-16 ***
DESTIN_SZSBSZ03 0.4509008 0.0059864 75.321 < 2e-16 ***
DESTIN_SZSBSZ04 0.1796309 0.0070142 25.610 < 2e-16 ***
DESTIN_SZSBSZ05 -1.3159699 0.0096485 -136.391 < 2e-16 ***
DESTIN_SZSBSZ06 -1.7705263 0.0253064 -69.964 < 2e-16 ***
DESTIN_SZSBSZ07 -0.7471529 0.0238628 -31.310 < 2e-16 ***
DESTIN_SZSBSZ08 0.7884520 0.0069638 113.221 < 2e-16 ***
DESTIN_SZSBSZ09 0.0131702 0.0066350 1.985 0.047150 *
DESTIN_SZSESZ02 -0.7247347 0.0060626 -119.541 < 2e-16 ***
DESTIN_SZSESZ03 0.1032728 0.0048330 21.368 < 2e-16 ***
DESTIN_SZSESZ04 -1.0992420 0.0068328 -160.878 < 2e-16 ***
DESTIN_SZSESZ05 -0.8374712 0.0058155 -144.006 < 2e-16 ***
DESTIN_SZSESZ06 -0.5531619 0.0074766 -73.985 < 2e-16 ***
DESTIN_SZSESZ07 -3.0328672 0.0246371 -123.101 < 2e-16 ***
DESTIN_SZSGSZ01 -0.1933777 0.0068235 -28.340 < 2e-16 ***
DESTIN_SZSGSZ02 -0.3000845 0.0060284 -49.779 < 2e-16 ***
DESTIN_SZSGSZ03 -0.4322879 0.0057308 -75.433 < 2e-16 ***
DESTIN_SZSGSZ04 -0.1214792 0.0056548 -21.482 < 2e-16 ***
DESTIN_SZSGSZ05 -2.0309074 0.0114993 -176.611 < 2e-16 ***
DESTIN_SZSGSZ06 0.6592095 0.0046364 142.182 < 2e-16 ***
DESTIN_SZSGSZ07 -0.4618538 0.0062027 -74.460 < 2e-16 ***
DESTIN_SZSISZ01 -0.5227257 0.0293399 -17.816 < 2e-16 ***
DESTIN_SZSKSZ01 -0.4797341 0.0091087 -52.668 < 2e-16 ***
DESTIN_SZSKSZ02 0.8477357 0.0067821 124.996 < 2e-16 ***
DESTIN_SZSKSZ03 -0.2477566 0.0074817 -33.115 < 2e-16 ***
DESTIN_SZSKSZ04 -1.3315992 0.0167055 -79.710 < 2e-16 ***
DESTIN_SZSKSZ05 -0.3519096 0.0131326 -26.797 < 2e-16 ***
DESTIN_SZSLSZ01 -0.8570431 0.0102100 -83.941 < 2e-16 ***
DESTIN_SZSLSZ04 -0.9949105 0.0088280 -112.699 < 2e-16 ***
DESTIN_SZSRSZ01 -1.0260696 0.0154393 -66.458 < 2e-16 ***
DESTIN_SZTHSZ01 -4.2040410 0.0404795 -103.856 < 2e-16 ***
DESTIN_SZTHSZ03 -2.4907000 0.0264056 -94.325 < 2e-16 ***
DESTIN_SZTHSZ04 -3.0701470 0.0244975 -125.325 < 2e-16 ***
DESTIN_SZTHSZ06 -2.5308161 0.0169699 -149.135 < 2e-16 ***
DESTIN_SZTMSZ01 -0.2354889 0.0067201 -35.042 < 2e-16 ***
DESTIN_SZTMSZ02 1.7379292 0.0044573 389.906 < 2e-16 ***
DESTIN_SZTMSZ03 0.9112458 0.0048718 187.043 < 2e-16 ***
DESTIN_SZTMSZ04 1.0731075 0.0048626 220.685 < 2e-16 ***
DESTIN_SZTMSZ05 0.6398583 0.0067321 95.046 < 2e-16 ***
DESTIN_SZTNSZ01 -0.3500456 0.0083835 -41.754 < 2e-16 ***
DESTIN_SZTNSZ02 -1.0573515 0.0112412 -94.060 < 2e-16 ***
DESTIN_SZTNSZ03 -1.4069979 0.0132733 -106.002 < 2e-16 ***
DESTIN_SZTNSZ04 -0.3616604 0.0085207 -42.445 < 2e-16 ***
DESTIN_SZTPSZ01 -0.5919243 0.0071153 -83.190 < 2e-16 ***
DESTIN_SZTPSZ02 0.7083350 0.0046540 152.198 < 2e-16 ***
DESTIN_SZTPSZ03 -0.5746433 0.0069625 -82.534 < 2e-16 ***
DESTIN_SZTPSZ04 -1.5821259 0.0084517 -187.196 < 2e-16 ***
DESTIN_SZTPSZ05 -1.1796256 0.0073039 -161.505 < 2e-16 ***
DESTIN_SZTPSZ06 -0.3968272 0.0077295 -51.339 < 2e-16 ***
DESTIN_SZTPSZ07 -2.1796617 0.0135199 -161.219 < 2e-16 ***
DESTIN_SZTPSZ08 -1.2568483 0.0107267 -117.170 < 2e-16 ***
DESTIN_SZTPSZ09 -0.2446623 0.0080840 -30.265 < 2e-16 ***
DESTIN_SZTPSZ10 -1.2542191 0.0102049 -122.904 < 2e-16 ***
DESTIN_SZTPSZ11 -0.0886883 0.0062888 -14.102 < 2e-16 ***
DESTIN_SZTPSZ12 -0.7211823 0.0075086 -96.048 < 2e-16 ***
DESTIN_SZTSSZ01 -1.6271921 0.0238498 -68.227 < 2e-16 ***
DESTIN_SZTSSZ02 -0.3340439 0.0169137 -19.750 < 2e-16 ***
DESTIN_SZTSSZ03 0.3924580 0.0111060 35.338 < 2e-16 ***
DESTIN_SZTSSZ04 0.4169932 0.0114926 36.283 < 2e-16 ***
DESTIN_SZTSSZ05 1.3206287 0.0120381 109.704 < 2e-16 ***
DESTIN_SZTSSZ06 2.4023725 0.0192840 124.579 < 2e-16 ***
DESTIN_SZWCSZ01 2.0697378 0.0061379 337.206 < 2e-16 ***
DESTIN_SZWCSZ02 -2.0934025 0.0134782 -155.318 < 2e-16 ***
DESTIN_SZWCSZ03 -3.0670149 0.0349748 -87.692 < 2e-16 ***
DESTIN_SZWDSZ01 1.0113215 0.0051461 196.522 < 2e-16 ***
DESTIN_SZWDSZ02 -1.3383793 0.0076482 -174.993 < 2e-16 ***
DESTIN_SZWDSZ03 0.3394361 0.0060396 56.202 < 2e-16 ***
DESTIN_SZWDSZ04 -0.8324928 0.0086019 -96.780 < 2e-16 ***
DESTIN_SZWDSZ05 -0.8279090 0.0083251 -99.447 < 2e-16 ***
DESTIN_SZWDSZ06 -0.2252899 0.0061074 -36.888 < 2e-16 ***
DESTIN_SZWDSZ07 -1.3638599 0.0077990 -174.877 < 2e-16 ***
DESTIN_SZWDSZ08 -0.4350176 0.0077566 -56.083 < 2e-16 ***
DESTIN_SZWDSZ09 0.5461048 0.0060745 89.901 < 2e-16 ***
DESTIN_SZYSSZ01 0.0243093 0.0053476 4.546 5.47e-06 ***
DESTIN_SZYSSZ02 -0.3398962 0.0065947 -51.540 < 2e-16 ***
DESTIN_SZYSSZ03 -0.3694187 0.0074032 -49.900 < 2e-16 ***
DESTIN_SZYSSZ04 -0.5222848 0.0067396 -77.495 < 2e-16 ***
DESTIN_SZYSSZ05 -1.5460539 0.0124899 -123.784 < 2e-16 ***
DESTIN_SZYSSZ06 -1.5556892 0.0127640 -121.881 < 2e-16 ***
DESTIN_SZYSSZ07 -0.8673403 0.0167723 -51.713 < 2e-16 ***
DESTIN_SZYSSZ08 0.5389364 0.0052540 102.577 < 2e-16 ***
DESTIN_SZYSSZ09 0.1199483 0.0055235 21.716 < 2e-16 ***
log(dist) -1.8906989 0.0005319 -3554.786 < 2e-16 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(Dispersion parameter for poisson family taken to be 1)
Null deviance: 36117615 on 14273 degrees of freedom
Residual deviance: 8091747 on 13715 degrees of freedom
AIC: 8177420
Number of Fisher Scoring iterations: 7CalcRSquared(dbcSIM$data$TRIPS, dbcSIM$fitted.values)[1] 0.6883675model_list <- list(unconstrained=uncSIM,
originConstrained=orcSIM,
destinationConstrained=decSIM,
doublyConstrained=dbcSIM)compare_performance(model_list,
metrics = "RMSE")# Comparison of Model Performance Indices
Name | Model | RMSE
-----------------------------------------
unconstrained | glm | 2429.978
originConstrained | glm | 2057.579
destinationConstrained | glm | 1891.724
doublyConstrained | glm | 1487.111df <- as.data.frame(uncSIM$fitted.values) %>%
round(digits = 0)SIM_data <- SIM_data %>%
cbind(df) %>%
rename(uncTRIPS = "uncSIM$fitted.values")df <- as.data.frame(orcSIM$fitted.values) %>%
round(digits = 0)SIM_data <- SIM_data %>%
cbind(df) %>%
rename(orcTRIPS = "orcSIM$fitted.values")df <- as.data.frame(decSIM$fitted.values) %>%
round(digits = 0)SIM_data <- SIM_data %>%
cbind(df) %>%
rename(decTRIPS = "decSIM$fitted.values")df <- as.data.frame(dbcSIM$fitted.values) %>%
round(digits = 0)SIM_data <- SIM_data %>%
cbind(df) %>%
rename(dbcTRIPS = "dbcSIM$fitted.values")unc_p <- ggplot(data = SIM_data,
aes(x = uncTRIPS,
y = TRIPS)) +
geom_point() +
geom_smooth(method = lm)
orc_p <- ggplot(data = SIM_data,
aes(x = orcTRIPS,
y = TRIPS)) +
geom_point() +
geom_smooth(method = lm)
dec_p <- ggplot(data = SIM_data,
aes(x = decTRIPS,
y = TRIPS)) +
geom_point() +
geom_smooth(method = lm)
dbc_p <- ggplot(data = SIM_data,
aes(x = dbcTRIPS,
y = TRIPS)) +
geom_point() +
geom_smooth(method = lm)
ggarrange(unc_p, orc_p, dec_p, dbc_p,
ncol = 2,
nrow = 2)`geom_smooth()` using formula = 'y ~ x'
`geom_smooth()` using formula = 'y ~ x'
`geom_smooth()` using formula = 'y ~ x'
`geom_smooth()` using formula = 'y ~ x'