pacman::p_load(tmap, sf, performance, knitr,
AER, MASS, ggpubr, tidyverse,
epiDisplay)In-class Exercise 4: Calibrating Spatial Interaction Models with R
Overview
This in-class exercise is a continuation of Hands-on Exercise 3, In-class Exercise 3 and In-class Exercise 4: Preparing Spatial Interaction Modelling Variables. We will continue our journey of calibrating Spatial Interaction Models by using propulsiveness and attractiveness variables prepared in earlier in-class exercise.
Getting Started
The Data
flow_data <- read_rds("data/rds/flow_data_tidy.rds")glimpse(flow_data)Rows: 14,734
Columns: 13
$ ORIGIN_SZ <chr> "AMSZ01", "AMSZ01", "AMSZ01", "AMSZ01", "AMSZ01", "AMS…
$ DESTIN_SZ <chr> "AMSZ01", "AMSZ02", "AMSZ03", "AMSZ04", "AMSZ05", "AMS…
$ MORNING_PEAK <dbl> 1998, 8289, 8971, 2252, 6136, 2148, 1620, 1925, 1773, …
$ dist <dbl> 50.0000, 810.4491, 1360.9294, 840.4432, 1076.7916, 805…
$ ORIGIN_AGE7_12 <dbl> 310, 310, 310, 310, 310, 310, 310, 310, 310, 310, 310,…
$ ORIGIN_AGE13_24 <dbl> 710, 710, 710, 710, 710, 710, 710, 710, 710, 710, 710,…
$ ORIGIN_AGE25_64 <dbl> 2780, 2780, 2780, 2780, 2780, 2780, 2780, 2780, 2780, …
$ DESTIN_AGE7_12 <dbl> 310.00, 1140.00, 1010.00, 980.00, 810.00, 1050.00, 420…
$ DESTIN_AGE13_24 <dbl> 710.00, 2770.00, 2650.00, 2000.00, 1920.00, 2390.00, 1…
$ DESTIN_AGE25_64 <dbl> 2780.00, 15700.00, 14240.00, 11320.00, 9650.00, 12460.…
$ SCHOOL_COUNT <dbl> 0.99, 2.00, 2.00, 1.00, 3.00, 2.00, 0.99, 0.99, 3.00, …
$ RETAIL_COUNT <dbl> 1.00, 0.99, 6.00, 0.99, 0.99, 0.99, 1.00, 117.00, 0.99…
$ geometry <LINESTRING [m]> LINESTRING (29501.77 39419...., LINESTRING …kable(head(flow_data[, 1:5], n = 5))| ORIGIN_SZ | DESTIN_SZ | MORNING_PEAK | dist | ORIGIN_AGE7_12 | geometry |
|---|---|---|---|---|---|
| AMSZ01 | AMSZ01 | 1998 | 50.0000 | 310 | LINESTRING (29501.77 39419…. |
| AMSZ01 | AMSZ02 | 8289 | 810.4491 | 310 | LINESTRING (29501.77 39419…. |
| AMSZ01 | AMSZ03 | 8971 | 1360.9294 | 310 | LINESTRING (29501.77 39419…. |
| AMSZ01 | AMSZ04 | 2252 | 840.4432 | 310 | LINESTRING (29501.77 39419…. |
| AMSZ01 | AMSZ05 | 6136 | 1076.7916 | 310 | LINESTRING (29501.77 39419…. |
Preparing inter-zonal flow data
flow_data$FlowNoIntra <- ifelse(
flow_data$ORIGIN_SZ == flow_data$DESTIN_SZ,
0, flow_data$MORNING_PEAK)
flow_data$offset <- ifelse(
flow_data$ORIGIN_SZ == flow_data$DESTIN_SZ,
0.000001, 1)inter_zonal_flow <- flow_data %>%
filter(FlowNoIntra > 0)Calibrating Spatial Interaction Models
Origin- (Production-) constrained Model
orcSIM_Poisson <- glm(formula = MORNING_PEAK ~
ORIGIN_SZ +
log(SCHOOL_COUNT) +
log(dist) - 1,
family = poisson(link = "log"),
data = inter_zonal_flow,
na.action = na.exclude)
summary(orcSIM_Poisson)
Call:
glm(formula = MORNING_PEAK ~ ORIGIN_SZ + log(SCHOOL_COUNT) +
log(dist) - 1, family = poisson(link = "log"), data = inter_zonal_flow,
na.action = na.exclude)
Coefficients:
Estimate Std. Error z value Pr(>|z|)
ORIGIN_SZAMSZ01 19.8348561 0.0047238 4198.89 <2e-16 ***
ORIGIN_SZAMSZ02 20.5944893 0.0042428 4854.01 <2e-16 ***
ORIGIN_SZAMSZ03 20.2196800 0.0045182 4475.14 <2e-16 ***
ORIGIN_SZAMSZ04 19.7601499 0.0049621 3982.22 <2e-16 ***
ORIGIN_SZAMSZ05 19.6201706 0.0056125 3495.81 <2e-16 ***
ORIGIN_SZAMSZ06 19.9227734 0.0048571 4101.75 <2e-16 ***
ORIGIN_SZAMSZ07 18.6888684 0.0096199 1942.72 <2e-16 ***
ORIGIN_SZAMSZ08 19.1748771 0.0090571 2117.11 <2e-16 ***
ORIGIN_SZAMSZ09 20.0034895 0.0052661 3798.53 <2e-16 ***
ORIGIN_SZAMSZ10 20.2709047 0.0045301 4474.74 <2e-16 ***
ORIGIN_SZAMSZ11 18.4507374 0.0129172 1428.39 <2e-16 ***
ORIGIN_SZAMSZ12 18.3551601 0.0109577 1675.10 <2e-16 ***
ORIGIN_SZBDSZ01 21.1681145 0.0043259 4893.40 <2e-16 ***
ORIGIN_SZBDSZ02 20.6704634 0.0050452 4097.04 <2e-16 ***
ORIGIN_SZBDSZ03 20.9386261 0.0045286 4623.64 <2e-16 ***
ORIGIN_SZBDSZ04 21.7923608 0.0038648 5638.66 <2e-16 ***
ORIGIN_SZBDSZ05 20.8655426 0.0045860 4549.88 <2e-16 ***
ORIGIN_SZBDSZ06 21.0481502 0.0046044 4571.31 <2e-16 ***
ORIGIN_SZBDSZ07 19.1946161 0.0097935 1959.93 <2e-16 ***
ORIGIN_SZBDSZ08 19.2698235 0.0091091 2115.44 <2e-16 ***
ORIGIN_SZBKSZ01 19.4843657 0.0064508 3020.45 <2e-16 ***
ORIGIN_SZBKSZ02 20.1201070 0.0049850 4036.12 <2e-16 ***
ORIGIN_SZBKSZ03 20.3562182 0.0047005 4330.62 <2e-16 ***
ORIGIN_SZBKSZ04 19.5528328 0.0059397 3291.90 <2e-16 ***
ORIGIN_SZBKSZ05 19.6019882 0.0063059 3108.51 <2e-16 ***
ORIGIN_SZBKSZ06 19.6583036 0.0056117 3503.10 <2e-16 ***
ORIGIN_SZBKSZ07 20.4422246 0.0041776 4893.29 <2e-16 ***
ORIGIN_SZBKSZ08 19.8790301 0.0050429 3941.96 <2e-16 ***
ORIGIN_SZBKSZ09 19.8092400 0.0055440 3573.10 <2e-16 ***
ORIGIN_SZBLSZ01 18.1240710 0.0149002 1216.36 <2e-16 ***
ORIGIN_SZBLSZ02 17.8130174 0.0192358 926.03 <2e-16 ***
ORIGIN_SZBLSZ03 16.9580022 0.0462658 366.53 <2e-16 ***
ORIGIN_SZBLSZ04 18.2702931 0.0233271 783.22 <2e-16 ***
ORIGIN_SZBMSZ01 20.0444122 0.0052589 3811.51 <2e-16 ***
ORIGIN_SZBMSZ02 18.6031531 0.0066413 2801.14 <2e-16 ***
ORIGIN_SZBMSZ03 19.3188719 0.0054609 3537.65 <2e-16 ***
ORIGIN_SZBMSZ04 19.4012617 0.0049051 3955.35 <2e-16 ***
ORIGIN_SZBMSZ05 16.8827045 0.0168726 1000.60 <2e-16 ***
ORIGIN_SZBMSZ06 16.9290380 0.0181768 931.35 <2e-16 ***
ORIGIN_SZBMSZ07 19.2421046 0.0056052 3432.92 <2e-16 ***
ORIGIN_SZBMSZ08 19.1050263 0.0055689 3430.64 <2e-16 ***
ORIGIN_SZBMSZ09 18.6535335 0.0086043 2167.93 <2e-16 ***
ORIGIN_SZBMSZ10 18.2887211 0.0089018 2054.51 <2e-16 ***
ORIGIN_SZBMSZ11 18.8239689 0.0063079 2984.18 <2e-16 ***
ORIGIN_SZBMSZ12 18.7093457 0.0092939 2013.08 <2e-16 ***
ORIGIN_SZBMSZ13 19.6160534 0.0057392 3417.89 <2e-16 ***
ORIGIN_SZBMSZ14 19.0511599 0.0063250 3012.02 <2e-16 ***
ORIGIN_SZBMSZ15 19.3676364 0.0057888 3345.71 <2e-16 ***
ORIGIN_SZBMSZ16 18.3856824 0.0092466 1988.37 <2e-16 ***
ORIGIN_SZBMSZ17 18.3262978 0.0157593 1162.89 <2e-16 ***
ORIGIN_SZBPSZ01 20.0309398 0.0053382 3752.36 <2e-16 ***
ORIGIN_SZBPSZ02 19.6217238 0.0061249 3203.59 <2e-16 ***
ORIGIN_SZBPSZ03 19.6911256 0.0059596 3304.09 <2e-16 ***
ORIGIN_SZBPSZ04 20.3371244 0.0048003 4236.66 <2e-16 ***
ORIGIN_SZBPSZ05 20.4232382 0.0043323 4714.13 <2e-16 ***
ORIGIN_SZBPSZ06 18.7700645 0.0093449 2008.59 <2e-16 ***
ORIGIN_SZBPSZ07 19.4084279 0.0087828 2209.83 <2e-16 ***
ORIGIN_SZBSSZ01 19.9759546 0.0056370 3543.69 <2e-16 ***
ORIGIN_SZBSSZ02 20.2471427 0.0046900 4317.07 <2e-16 ***
ORIGIN_SZBSSZ03 19.6096716 0.0052563 3730.70 <2e-16 ***
ORIGIN_SZBTSZ01 20.0154768 0.0058416 3426.40 <2e-16 ***
ORIGIN_SZBTSZ02 19.3076644 0.0081266 2375.85 <2e-16 ***
ORIGIN_SZBTSZ03 19.5224950 0.0068713 2841.16 <2e-16 ***
ORIGIN_SZBTSZ04 18.6537299 0.0103752 1797.91 <2e-16 ***
ORIGIN_SZBTSZ05 18.7920411 0.0120478 1559.79 <2e-16 ***
ORIGIN_SZBTSZ06 18.6408221 0.0094384 1974.99 <2e-16 ***
ORIGIN_SZBTSZ07 17.5616925 0.0141445 1241.60 <2e-16 ***
ORIGIN_SZBTSZ08 18.6836943 0.0109486 1706.48 <2e-16 ***
ORIGIN_SZCBSZ01 18.4777047 0.0548304 337.00 <2e-16 ***
ORIGIN_SZCCSZ01 18.9366613 0.0139342 1359.01 <2e-16 ***
ORIGIN_SZCHSZ01 19.7097762 0.0120926 1629.91 <2e-16 ***
ORIGIN_SZCHSZ02 19.3473689 0.0081367 2377.78 <2e-16 ***
ORIGIN_SZCHSZ03 21.3174526 0.0063367 3364.10 <2e-16 ***
ORIGIN_SZCKSZ01 19.9914781 0.0048935 4085.28 <2e-16 ***
ORIGIN_SZCKSZ02 20.4024397 0.0049909 4087.90 <2e-16 ***
ORIGIN_SZCKSZ03 20.6227932 0.0041757 4938.78 <2e-16 ***
ORIGIN_SZCKSZ04 21.2394341 0.0042067 5048.92 <2e-16 ***
ORIGIN_SZCKSZ05 20.8119715 0.0049187 4231.21 <2e-16 ***
ORIGIN_SZCKSZ06 20.1723727 0.0071706 2813.19 <2e-16 ***
ORIGIN_SZCLSZ01 19.3418875 0.0076590 2525.39 <2e-16 ***
ORIGIN_SZCLSZ02 18.5210857 0.0135452 1367.35 <2e-16 ***
ORIGIN_SZCLSZ03 19.0639140 0.0080131 2379.08 <2e-16 ***
ORIGIN_SZCLSZ04 20.7015199 0.0041966 4932.94 <2e-16 ***
ORIGIN_SZCLSZ05 18.2512094 0.0146697 1244.14 <2e-16 ***
ORIGIN_SZCLSZ06 20.8049642 0.0039225 5304.03 <2e-16 ***
ORIGIN_SZCLSZ07 19.6317502 0.0053880 3643.64 <2e-16 ***
ORIGIN_SZCLSZ08 20.0819877 0.0056661 3544.24 <2e-16 ***
ORIGIN_SZCLSZ09 18.5580583 0.0165316 1122.58 <2e-16 ***
ORIGIN_SZDTSZ02 15.9547091 0.0833971 191.31 <2e-16 ***
ORIGIN_SZDTSZ03 16.1809403 0.0737950 219.27 <2e-16 ***
ORIGIN_SZDTSZ13 16.8934424 0.0312424 540.72 <2e-16 ***
ORIGIN_SZGLSZ01 18.3305602 0.0095978 1909.87 <2e-16 ***
ORIGIN_SZGLSZ02 20.1130799 0.0049125 4094.29 <2e-16 ***
ORIGIN_SZGLSZ03 20.0087850 0.0053081 3769.50 <2e-16 ***
ORIGIN_SZGLSZ04 20.8659429 0.0041095 5077.50 <2e-16 ***
ORIGIN_SZGLSZ05 20.7695912 0.0043005 4829.55 <2e-16 ***
ORIGIN_SZHGSZ01 20.0700050 0.0044558 4504.20 <2e-16 ***
ORIGIN_SZHGSZ02 20.2162306 0.0044078 4586.45 <2e-16 ***
ORIGIN_SZHGSZ03 20.0730779 0.0048691 4122.52 <2e-16 ***
ORIGIN_SZHGSZ04 20.7463916 0.0039970 5190.44 <2e-16 ***
ORIGIN_SZHGSZ05 21.0085543 0.0039787 5280.22 <2e-16 ***
ORIGIN_SZHGSZ06 19.7596631 0.0054033 3656.96 <2e-16 ***
ORIGIN_SZHGSZ07 20.3039840 0.0045933 4420.33 <2e-16 ***
ORIGIN_SZHGSZ08 20.0466913 0.0052359 3828.66 <2e-16 ***
ORIGIN_SZHGSZ09 18.2904463 0.0068796 2658.66 <2e-16 ***
ORIGIN_SZHGSZ10 16.9273379 0.0421016 402.06 <2e-16 ***
ORIGIN_SZJESZ01 20.2105223 0.0046345 4360.89 <2e-16 ***
ORIGIN_SZJESZ02 20.0553136 0.0046250 4336.27 <2e-16 ***
ORIGIN_SZJESZ03 19.9283521 0.0049663 4012.72 <2e-16 ***
ORIGIN_SZJESZ04 18.5272373 0.0099131 1868.96 <2e-16 ***
ORIGIN_SZJESZ05 17.8163098 0.0138768 1283.89 <2e-16 ***
ORIGIN_SZJESZ06 20.0519054 0.0044827 4473.13 <2e-16 ***
ORIGIN_SZJESZ07 18.1592588 0.0117147 1550.12 <2e-16 ***
ORIGIN_SZJESZ08 19.0127760 0.0116351 1634.09 <2e-16 ***
ORIGIN_SZJESZ09 20.6474613 0.0048360 4269.56 <2e-16 ***
ORIGIN_SZJESZ10 18.7316276 0.0191218 979.60 <2e-16 ***
ORIGIN_SZJESZ11 18.4713145 0.0197052 937.38 <2e-16 ***
ORIGIN_SZJWSZ01 20.4455197 0.0062844 3253.40 <2e-16 ***
ORIGIN_SZJWSZ02 20.8736301 0.0042105 4957.46 <2e-16 ***
ORIGIN_SZJWSZ03 21.2446711 0.0039394 5392.87 <2e-16 ***
ORIGIN_SZJWSZ04 20.5320433 0.0046167 4447.29 <2e-16 ***
ORIGIN_SZJWSZ05 18.1978617 0.0128796 1412.92 <2e-16 ***
ORIGIN_SZJWSZ06 18.8656784 0.0107494 1755.05 <2e-16 ***
ORIGIN_SZJWSZ07 17.6298655 0.0277165 636.08 <2e-16 ***
ORIGIN_SZJWSZ08 21.8938104 0.0037081 5904.30 <2e-16 ***
ORIGIN_SZJWSZ09 21.6870952 0.0035930 6035.95 <2e-16 ***
ORIGIN_SZKLSZ01 20.1320553 0.0047771 4214.27 <2e-16 ***
ORIGIN_SZKLSZ02 19.2343254 0.0062284 3088.16 <2e-16 ***
ORIGIN_SZKLSZ03 19.4537766 0.0057108 3406.52 <2e-16 ***
ORIGIN_SZKLSZ04 17.7998675 0.0119771 1486.16 <2e-16 ***
ORIGIN_SZKLSZ05 18.7901113 0.0107510 1747.75 <2e-16 ***
ORIGIN_SZKLSZ06 14.0574604 0.1857156 75.69 <2e-16 ***
ORIGIN_SZKLSZ07 18.7444042 0.0084840 2209.39 <2e-16 ***
ORIGIN_SZKLSZ08 18.1689046 0.0101435 1791.19 <2e-16 ***
ORIGIN_SZLKSZ01 18.1057097 0.0397078 455.97 <2e-16 ***
ORIGIN_SZMDSZ01 18.6897699 0.0285411 654.84 <2e-16 ***
ORIGIN_SZMDSZ02 19.2168566 0.0102648 1872.12 <2e-16 ***
ORIGIN_SZMDSZ03 17.8088649 0.0169590 1050.11 <2e-16 ***
ORIGIN_SZMPSZ01 19.2289393 0.0083870 2292.72 <2e-16 ***
ORIGIN_SZMPSZ02 19.4637541 0.0068241 2852.21 <2e-16 ***
ORIGIN_SZMPSZ03 20.1158402 0.0054351 3701.07 <2e-16 ***
ORIGIN_SZMUSZ02 16.0345681 0.1037455 154.56 <2e-16 ***
ORIGIN_SZNTSZ01 16.9917526 0.0352472 482.07 <2e-16 ***
ORIGIN_SZNTSZ02 16.5919379 0.0233165 711.60 <2e-16 ***
ORIGIN_SZNTSZ03 18.8932132 0.0075744 2494.34 <2e-16 ***
ORIGIN_SZNTSZ05 15.8704767 0.0495822 320.08 <2e-16 ***
ORIGIN_SZNTSZ06 15.3135326 0.0557027 274.92 <2e-16 ***
ORIGIN_SZNVSZ01 20.2546190 0.0043237 4684.53 <2e-16 ***
ORIGIN_SZNVSZ02 19.2392181 0.0065216 2950.10 <2e-16 ***
ORIGIN_SZNVSZ03 18.8978476 0.0080305 2353.26 <2e-16 ***
ORIGIN_SZNVSZ04 18.8916836 0.0090864 2079.11 <2e-16 ***
ORIGIN_SZNVSZ05 17.6223579 0.0168013 1048.87 <2e-16 ***
ORIGIN_SZPGSZ01 19.3354858 0.0122868 1573.67 <2e-16 ***
ORIGIN_SZPGSZ02 19.4076441 0.0072856 2663.82 <2e-16 ***
ORIGIN_SZPGSZ03 20.4934774 0.0045228 4531.10 <2e-16 ***
ORIGIN_SZPGSZ04 20.9829809 0.0041075 5108.40 <2e-16 ***
ORIGIN_SZPGSZ05 20.1767537 0.0057227 3525.73 <2e-16 ***
ORIGIN_SZPLSZ01 19.1757857 0.0119920 1599.05 <2e-16 ***
ORIGIN_SZPLSZ02 18.8191619 0.0149646 1257.58 <2e-16 ***
ORIGIN_SZPLSZ03 18.3098090 0.0371707 492.59 <2e-16 ***
ORIGIN_SZPLSZ04 17.4543587 0.0370232 471.44 <2e-16 ***
ORIGIN_SZPLSZ05 18.1978293 0.0225001 808.79 <2e-16 ***
ORIGIN_SZPNSZ01 21.3553624 0.0044609 4787.18 <2e-16 ***
ORIGIN_SZPNSZ02 20.5701589 0.0111236 1849.23 <2e-16 ***
ORIGIN_SZPNSZ03 18.4160952 0.0193487 951.80 <2e-16 ***
ORIGIN_SZPNSZ04 17.7262285 0.0334873 529.34 <2e-16 ***
ORIGIN_SZPNSZ05 18.9611837 0.0275439 688.40 <2e-16 ***
ORIGIN_SZPRSZ01 19.8725779 0.0117373 1693.11 <2e-16 ***
ORIGIN_SZPRSZ02 21.1465884 0.0044476 4754.59 <2e-16 ***
ORIGIN_SZPRSZ03 20.7704400 0.0045188 4596.45 <2e-16 ***
ORIGIN_SZPRSZ04 19.7406719 0.0074642 2644.70 <2e-16 ***
ORIGIN_SZPRSZ05 21.5038805 0.0041851 5138.16 <2e-16 ***
ORIGIN_SZPRSZ06 19.0191179 0.0117177 1623.11 <2e-16 ***
ORIGIN_SZPRSZ07 17.6397067 0.0162460 1085.79 <2e-16 ***
ORIGIN_SZPRSZ08 20.1557286 0.0062065 3247.54 <2e-16 ***
ORIGIN_SZQTSZ01 19.7019752 0.0066192 2976.48 <2e-16 ***
ORIGIN_SZQTSZ02 19.1166393 0.0061097 3128.89 <2e-16 ***
ORIGIN_SZQTSZ03 19.6783696 0.0055828 3524.84 <2e-16 ***
ORIGIN_SZQTSZ04 18.7213291 0.0072751 2573.33 <2e-16 ***
ORIGIN_SZQTSZ05 19.2498822 0.0062176 3096.03 <2e-16 ***
ORIGIN_SZQTSZ06 19.2514764 0.0065477 2940.17 <2e-16 ***
ORIGIN_SZQTSZ07 18.5197136 0.0095257 1944.18 <2e-16 ***
ORIGIN_SZQTSZ08 19.5698752 0.0061139 3200.89 <2e-16 ***
ORIGIN_SZQTSZ09 19.1865091 0.0069697 2752.84 <2e-16 ***
ORIGIN_SZQTSZ10 19.5636024 0.0064318 3041.72 <2e-16 ***
ORIGIN_SZQTSZ11 17.7046879 0.0143580 1233.09 <2e-16 ***
ORIGIN_SZQTSZ12 17.2545632 0.0186718 924.10 <2e-16 ***
ORIGIN_SZQTSZ13 19.4520621 0.0078806 2468.34 <2e-16 ***
ORIGIN_SZQTSZ14 18.1538401 0.0122079 1487.06 <2e-16 ***
ORIGIN_SZQTSZ15 19.4820765 0.0120857 1612.00 <2e-16 ***
ORIGIN_SZRCSZ01 18.2441435 0.0125024 1459.25 <2e-16 ***
ORIGIN_SZRCSZ06 18.7940051 0.0081961 2293.04 <2e-16 ***
ORIGIN_SZRVSZ01 16.7427655 0.0323719 517.20 <2e-16 ***
ORIGIN_SZRVSZ02 16.3244999 0.0276769 589.82 <2e-16 ***
ORIGIN_SZRVSZ03 16.6612734 0.0244941 680.22 <2e-16 ***
ORIGIN_SZRVSZ04 16.0867448 0.0556316 289.17 <2e-16 ***
ORIGIN_SZRVSZ05 17.0243564 0.0164105 1037.41 <2e-16 ***
ORIGIN_SZSBSZ01 20.0776122 0.0062300 3222.74 <2e-16 ***
ORIGIN_SZSBSZ02 19.2287441 0.0080821 2379.18 <2e-16 ***
ORIGIN_SZSBSZ03 20.7067645 0.0044850 4616.86 <2e-16 ***
ORIGIN_SZSBSZ04 20.7250948 0.0050470 4106.38 <2e-16 ***
ORIGIN_SZSBSZ05 19.7278256 0.0065344 3019.09 <2e-16 ***
ORIGIN_SZSBSZ06 18.8470088 0.0171009 1102.10 <2e-16 ***
ORIGIN_SZSBSZ07 19.3662073 0.0124339 1557.53 <2e-16 ***
ORIGIN_SZSBSZ08 18.9319472 0.0140580 1346.70 <2e-16 ***
ORIGIN_SZSBSZ09 19.1007690 0.0088532 2157.51 <2e-16 ***
ORIGIN_SZSESZ02 20.8772730 0.0041353 5048.56 <2e-16 ***
ORIGIN_SZSESZ03 20.9055777 0.0039251 5326.18 <2e-16 ***
ORIGIN_SZSESZ04 20.5620327 0.0046027 4467.36 <2e-16 ***
ORIGIN_SZSESZ05 19.4726179 0.0058631 3321.20 <2e-16 ***
ORIGIN_SZSESZ06 20.7293565 0.0045388 4567.19 <2e-16 ***
ORIGIN_SZSESZ07 17.6384101 0.0195694 901.33 <2e-16 ***
ORIGIN_SZSGSZ01 19.0908922 0.0085636 2229.30 <2e-16 ***
ORIGIN_SZSGSZ02 18.6118265 0.0101921 1826.10 <2e-16 ***
ORIGIN_SZSGSZ03 20.0122412 0.0050226 3984.45 <2e-16 ***
ORIGIN_SZSGSZ04 20.2430693 0.0046957 4311.02 <2e-16 ***
ORIGIN_SZSGSZ05 18.0306887 0.0107603 1675.67 <2e-16 ***
ORIGIN_SZSGSZ06 20.2968098 0.0044259 4585.94 <2e-16 ***
ORIGIN_SZSGSZ07 19.1175890 0.0062761 3046.11 <2e-16 ***
ORIGIN_SZSKSZ01 20.1055198 0.0085135 2361.62 <2e-16 ***
ORIGIN_SZSKSZ02 21.0090654 0.0055299 3799.19 <2e-16 ***
ORIGIN_SZSKSZ03 19.5974539 0.0080345 2439.18 <2e-16 ***
ORIGIN_SZSKSZ04 18.2951351 0.0275744 663.48 <2e-16 ***
ORIGIN_SZSKSZ05 19.4180023 0.0155539 1248.43 <2e-16 ***
ORIGIN_SZSLSZ01 17.0425036 0.0329343 517.47 <2e-16 ***
ORIGIN_SZSLSZ04 19.5216773 0.0076566 2549.64 <2e-16 ***
ORIGIN_SZSRSZ01 16.9882761 0.0162024 1048.50 <2e-16 ***
ORIGIN_SZTHSZ01 17.8848178 0.0488525 366.10 <2e-16 ***
ORIGIN_SZTHSZ03 18.3280287 0.0223520 819.97 <2e-16 ***
ORIGIN_SZTHSZ04 17.2887838 0.0286183 604.12 <2e-16 ***
ORIGIN_SZTHSZ06 17.7137131 0.0183217 966.82 <2e-16 ***
ORIGIN_SZTMSZ01 20.4891959 0.0056272 3641.09 <2e-16 ***
ORIGIN_SZTMSZ02 22.1443734 0.0037176 5956.62 <2e-16 ***
ORIGIN_SZTMSZ03 21.4784634 0.0040345 5323.72 <2e-16 ***
ORIGIN_SZTMSZ04 20.8862351 0.0049749 4198.36 <2e-16 ***
ORIGIN_SZTMSZ05 19.5080323 0.0112766 1729.95 <2e-16 ***
ORIGIN_SZTNSZ01 17.8426257 0.0128114 1392.71 <2e-16 ***
ORIGIN_SZTNSZ02 17.9839752 0.0098214 1831.10 <2e-16 ***
ORIGIN_SZTNSZ03 17.6609617 0.0134588 1312.22 <2e-16 ***
ORIGIN_SZTNSZ04 19.3461963 0.0073514 2631.63 <2e-16 ***
ORIGIN_SZTPSZ01 19.1667325 0.0065559 2923.58 <2e-16 ***
ORIGIN_SZTPSZ02 20.3243731 0.0041187 4934.65 <2e-16 ***
ORIGIN_SZTPSZ03 19.2048306 0.0059339 3236.45 <2e-16 ***
ORIGIN_SZTPSZ04 19.2413896 0.0054565 3526.34 <2e-16 ***
ORIGIN_SZTPSZ05 19.4295659 0.0058440 3324.68 <2e-16 ***
ORIGIN_SZTPSZ06 19.7101444 0.0054775 3598.37 <2e-16 ***
ORIGIN_SZTPSZ07 19.5596100 0.0060214 3248.36 <2e-16 ***
ORIGIN_SZTPSZ08 18.7979693 0.0095641 1965.47 <2e-16 ***
ORIGIN_SZTPSZ09 19.1027148 0.0066795 2859.90 <2e-16 ***
ORIGIN_SZTPSZ10 18.9714615 0.0075921 2498.83 <2e-16 ***
ORIGIN_SZTPSZ11 19.8630857 0.0053908 3684.61 <2e-16 ***
ORIGIN_SZTPSZ12 19.2775614 0.0065625 2937.55 <2e-16 ***
ORIGIN_SZTSSZ01 17.9597288 0.0478912 375.01 <2e-16 ***
ORIGIN_SZTSSZ02 20.9546971 0.0081666 2565.89 <2e-16 ***
ORIGIN_SZTSSZ03 20.4055112 0.0084443 2416.47 <2e-16 ***
ORIGIN_SZTSSZ04 20.7483687 0.0088682 2339.63 <2e-16 ***
ORIGIN_SZTSSZ05 19.9628531 0.0151293 1319.48 <2e-16 ***
ORIGIN_SZTSSZ06 21.5811362 0.0178108 1211.69 <2e-16 ***
ORIGIN_SZWCSZ01 20.7108540 0.0086335 2398.89 <2e-16 ***
ORIGIN_SZWCSZ02 17.6397892 0.0328833 536.44 <2e-16 ***
ORIGIN_SZWCSZ03 14.8390913 0.1240692 119.60 <2e-16 ***
ORIGIN_SZWDSZ01 21.2240606 0.0037448 5667.58 <2e-16 ***
ORIGIN_SZWDSZ02 20.7729893 0.0044409 4677.64 <2e-16 ***
ORIGIN_SZWDSZ03 21.3964805 0.0041502 5155.51 <2e-16 ***
ORIGIN_SZWDSZ04 21.1536722 0.0048407 4369.96 <2e-16 ***
ORIGIN_SZWDSZ05 20.4690390 0.0051670 3961.47 <2e-16 ***
ORIGIN_SZWDSZ06 20.6745506 0.0049056 4214.51 <2e-16 ***
ORIGIN_SZWDSZ07 19.1813218 0.0082633 2321.27 <2e-16 ***
ORIGIN_SZWDSZ08 19.2929231 0.0080603 2393.57 <2e-16 ***
ORIGIN_SZWDSZ09 21.3866290 0.0039905 5359.38 <2e-16 ***
ORIGIN_SZYSSZ01 19.5852726 0.0057381 3413.21 <2e-16 ***
ORIGIN_SZYSSZ02 20.7543673 0.0047970 4326.50 <2e-16 ***
ORIGIN_SZYSSZ03 21.7355719 0.0039706 5474.07 <2e-16 ***
ORIGIN_SZYSSZ04 20.9419376 0.0043328 4833.39 <2e-16 ***
ORIGIN_SZYSSZ05 20.1714855 0.0058245 3463.24 <2e-16 ***
ORIGIN_SZYSSZ06 19.2486053 0.0116698 1649.44 <2e-16 ***
ORIGIN_SZYSSZ07 18.7339402 0.0141499 1323.97 <2e-16 ***
ORIGIN_SZYSSZ08 19.9390490 0.0060983 3269.63 <2e-16 ***
ORIGIN_SZYSSZ09 20.9908642 0.0039987 5249.38 <2e-16 ***
log(SCHOOL_COUNT) 0.3672258 0.0004589 800.19 <2e-16 ***
log(dist) -1.6558900 0.0004019 -4120.59 <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: 189463537 on 14471 degrees of freedom
Residual deviance: 16430417 on 14190 degrees of freedom
AIC: 16520118
Number of Fisher Scoring iterations: 6
Note
Use file from elearn, there is no BUSINESS_COUNT. I have separated ex4 and ex4.1 for learning purpose
Goodness of fit
CalcRSquared <- function(observed, estimated){
r <- cor(observed, estimated)
R2 <- r^2
R2
}CalcRSquared(orcSIM_Poisson$data$MORNING_PEAK, orcSIM_Poisson$fitted.values)[1] 0.423468Doubly constrained model
dbcSIM_Poisson <- glm(formula = MORNING_PEAK ~
ORIGIN_SZ +
DESTIN_SZ +
log(dist),
family = poisson(link = "log"),
data = inter_zonal_flow,
na.action = na.exclude)
summary(dbcSIM_Poisson)
Call:
glm(formula = MORNING_PEAK ~ ORIGIN_SZ + DESTIN_SZ + log(dist),
family = poisson(link = "log"), data = inter_zonal_flow,
na.action = na.exclude)
Coefficients:
Estimate Std. Error z value Pr(>|z|)
(Intercept) 21.8312374 0.0059160 3690.190 < 2e-16 ***
ORIGIN_SZAMSZ02 0.5263502 0.0048031 109.585 < 2e-16 ***
ORIGIN_SZAMSZ03 0.3139982 0.0049254 63.751 < 2e-16 ***
ORIGIN_SZAMSZ04 -0.2146257 0.0053639 -40.013 < 2e-16 ***
ORIGIN_SZAMSZ05 -0.1890446 0.0060386 -31.306 < 2e-16 ***
ORIGIN_SZAMSZ06 0.1539201 0.0054401 28.294 < 2e-16 ***
ORIGIN_SZAMSZ07 -0.9826565 0.0098676 -99.584 < 2e-16 ***
ORIGIN_SZAMSZ08 -0.4488417 0.0093070 -48.226 < 2e-16 ***
ORIGIN_SZAMSZ09 0.0713474 0.0057402 12.429 < 2e-16 ***
ORIGIN_SZAMSZ10 0.4313742 0.0050370 85.641 < 2e-16 ***
ORIGIN_SZAMSZ11 -1.4712226 0.0131178 -112.154 < 2e-16 ***
ORIGIN_SZAMSZ12 -1.7250733 0.0111603 -154.573 < 2e-16 ***
ORIGIN_SZBDSZ01 0.8810576 0.0048168 182.914 < 2e-16 ***
ORIGIN_SZBDSZ02 0.1100240 0.0055529 19.814 < 2e-16 ***
ORIGIN_SZBDSZ03 0.3606166 0.0050672 71.167 < 2e-16 ***
ORIGIN_SZBDSZ04 1.4624347 0.0044212 330.781 < 2e-16 ***
ORIGIN_SZBDSZ05 0.6207557 0.0050843 122.092 < 2e-16 ***
ORIGIN_SZBDSZ06 0.6712973 0.0051953 129.214 < 2e-16 ***
ORIGIN_SZBDSZ07 -1.2338669 0.0100775 -122.437 < 2e-16 ***
ORIGIN_SZBDSZ08 -1.0444562 0.0094555 -110.460 < 2e-16 ***
ORIGIN_SZBKSZ01 -0.2838426 0.0071354 -39.780 < 2e-16 ***
ORIGIN_SZBKSZ02 0.5550522 0.0059014 94.054 < 2e-16 ***
ORIGIN_SZBKSZ03 0.7396640 0.0056796 130.231 < 2e-16 ***
ORIGIN_SZBKSZ04 -0.2242451 0.0067482 -33.230 < 2e-16 ***
ORIGIN_SZBKSZ05 -0.2371614 0.0069386 -34.180 < 2e-16 ***
ORIGIN_SZBKSZ06 -0.1413812 0.0065035 -21.739 < 2e-16 ***
ORIGIN_SZBKSZ07 0.7089989 0.0051843 136.758 < 2e-16 ***
ORIGIN_SZBKSZ08 -0.0907065 0.0059157 -15.333 < 2e-16 ***
ORIGIN_SZBKSZ09 -0.1775146 0.0063302 -28.042 < 2e-16 ***
ORIGIN_SZBLSZ01 -2.3684539 0.0154280 -153.516 < 2e-16 ***
ORIGIN_SZBLSZ02 -2.8078475 0.0197839 -141.926 < 2e-16 ***
ORIGIN_SZBLSZ03 -3.3122763 0.0466091 -71.065 < 2e-16 ***
ORIGIN_SZBLSZ04 -2.6770542 0.0241793 -110.717 < 2e-16 ***
ORIGIN_SZBMSZ01 0.0618035 0.0059400 10.405 < 2e-16 ***
ORIGIN_SZBMSZ02 -1.3535767 0.0073741 -183.557 < 2e-16 ***
ORIGIN_SZBMSZ03 -0.7569095 0.0063187 -119.790 < 2e-16 ***
ORIGIN_SZBMSZ04 -0.2949304 0.0059603 -49.483 < 2e-16 ***
ORIGIN_SZBMSZ05 -2.6131992 0.0172376 -151.599 < 2e-16 ***
ORIGIN_SZBMSZ06 -3.0315024 0.0185502 -163.422 < 2e-16 ***
ORIGIN_SZBMSZ07 -0.6962524 0.0064068 -108.674 < 2e-16 ***
ORIGIN_SZBMSZ08 -0.9310730 0.0064541 -144.261 < 2e-16 ***
ORIGIN_SZBMSZ09 -1.2911253 0.0092047 -140.268 < 2e-16 ***
ORIGIN_SZBMSZ10 -1.6687004 0.0095708 -174.353 < 2e-16 ***
ORIGIN_SZBMSZ11 -1.1152794 0.0072027 -154.841 < 2e-16 ***
ORIGIN_SZBMSZ12 -1.5323954 0.0099932 -153.344 < 2e-16 ***
ORIGIN_SZBMSZ13 -0.6267376 0.0065863 -95.158 < 2e-16 ***
ORIGIN_SZBMSZ14 -1.0475467 0.0072472 -144.544 < 2e-16 ***
ORIGIN_SZBMSZ15 -0.5049444 0.0067390 -74.929 < 2e-16 ***
ORIGIN_SZBMSZ16 -1.5282897 0.0099545 -153.527 < 2e-16 ***
ORIGIN_SZBMSZ17 -1.5722349 0.0161533 -97.332 < 2e-16 ***
ORIGIN_SZBPSZ01 0.5814175 0.0062904 92.429 < 2e-16 ***
ORIGIN_SZBPSZ02 0.0875442 0.0072190 12.127 < 2e-16 ***
ORIGIN_SZBPSZ03 0.3358227 0.0070460 47.662 < 2e-16 ***
ORIGIN_SZBPSZ04 0.6507586 0.0057726 112.733 < 2e-16 ***
ORIGIN_SZBPSZ05 0.9502124 0.0052971 179.384 < 2e-16 ***
ORIGIN_SZBPSZ06 -1.0480314 0.0098191 -106.734 < 2e-16 ***
ORIGIN_SZBPSZ07 -0.5467931 0.0091676 -59.644 < 2e-16 ***
ORIGIN_SZBSSZ01 0.2998334 0.0059193 50.654 < 2e-16 ***
ORIGIN_SZBSSZ02 0.2841036 0.0050863 55.856 < 2e-16 ***
ORIGIN_SZBSSZ03 -0.2331505 0.0056565 -41.218 < 2e-16 ***
ORIGIN_SZBTSZ01 0.0987284 0.0063715 15.495 < 2e-16 ***
ORIGIN_SZBTSZ02 -0.6261229 0.0084604 -74.006 < 2e-16 ***
ORIGIN_SZBTSZ03 -0.4326963 0.0073452 -58.909 < 2e-16 ***
ORIGIN_SZBTSZ04 -1.4998668 0.0110013 -136.336 < 2e-16 ***
ORIGIN_SZBTSZ05 -0.9564768 0.0122202 -78.270 < 2e-16 ***
ORIGIN_SZBTSZ06 -1.2853131 0.0099328 -129.401 < 2e-16 ***
ORIGIN_SZBTSZ07 -2.3870991 0.0144589 -165.096 < 2e-16 ***
ORIGIN_SZBTSZ08 -1.3715855 0.0113825 -120.499 < 2e-16 ***
ORIGIN_SZCBSZ01 -3.5940232 0.0548979 -65.467 < 2e-16 ***
ORIGIN_SZCCSZ01 -0.7008220 0.0140373 -49.926 < 2e-16 ***
ORIGIN_SZCHSZ01 -0.9109524 0.0122869 -74.140 < 2e-16 ***
ORIGIN_SZCHSZ02 -0.8566547 0.0088749 -96.526 < 2e-16 ***
ORIGIN_SZCHSZ03 1.1153731 0.0066136 168.650 < 2e-16 ***
ORIGIN_SZCKSZ01 0.3001815 0.0058548 51.271 < 2e-16 ***
ORIGIN_SZCKSZ02 0.7185711 0.0060595 118.585 < 2e-16 ***
ORIGIN_SZCKSZ03 1.1389824 0.0053179 214.178 < 2e-16 ***
ORIGIN_SZCKSZ04 1.6281772 0.0054761 297.324 < 2e-16 ***
ORIGIN_SZCKSZ05 0.8338470 0.0064178 129.927 < 2e-16 ***
ORIGIN_SZCKSZ06 0.6528993 0.0082375 79.259 < 2e-16 ***
ORIGIN_SZCLSZ01 -0.7174758 0.0082123 -87.366 < 2e-16 ***
ORIGIN_SZCLSZ02 -1.7513100 0.0139062 -125.938 < 2e-16 ***
ORIGIN_SZCLSZ03 -1.0362873 0.0085485 -121.224 < 2e-16 ***
ORIGIN_SZCLSZ04 0.6160017 0.0051276 120.136 < 2e-16 ***
ORIGIN_SZCLSZ05 -2.1005122 0.0150228 -139.821 < 2e-16 ***
ORIGIN_SZCLSZ06 0.7252108 0.0049447 146.665 < 2e-16 ***
ORIGIN_SZCLSZ07 -0.5343482 0.0062500 -85.496 < 2e-16 ***
ORIGIN_SZCLSZ08 -0.2153408 0.0067571 -31.869 < 2e-16 ***
ORIGIN_SZCLSZ09 -1.8019961 0.0169078 -106.578 < 2e-16 ***
ORIGIN_SZDTSZ02 -3.9057711 0.0834668 -46.794 < 2e-16 ***
ORIGIN_SZDTSZ03 -3.4152419 0.0738650 -46.236 < 2e-16 ***
ORIGIN_SZDTSZ13 -3.0183438 0.0315257 -95.742 < 2e-16 ***
ORIGIN_SZGLSZ01 -1.7812384 0.0099367 -179.258 < 2e-16 ***
ORIGIN_SZGLSZ02 -0.1074991 0.0054325 -19.788 < 2e-16 ***
ORIGIN_SZGLSZ03 -0.2461106 0.0057176 -43.045 < 2e-16 ***
ORIGIN_SZGLSZ04 0.8657186 0.0046413 186.524 < 2e-16 ***
ORIGIN_SZGLSZ05 0.5871393 0.0047939 122.477 < 2e-16 ***
ORIGIN_SZHGSZ01 0.3543819 0.0050461 70.229 < 2e-16 ***
ORIGIN_SZHGSZ02 0.4218178 0.0050820 83.003 < 2e-16 ***
ORIGIN_SZHGSZ03 0.2411309 0.0054241 44.456 < 2e-16 ***
ORIGIN_SZHGSZ04 0.8180622 0.0046153 177.252 < 2e-16 ***
ORIGIN_SZHGSZ05 1.2173687 0.0045655 266.647 < 2e-16 ***
ORIGIN_SZHGSZ06 -0.1826300 0.0058214 -31.372 < 2e-16 ***
ORIGIN_SZHGSZ07 0.3172839 0.0050733 62.540 < 2e-16 ***
ORIGIN_SZHGSZ08 -0.1151369 0.0057067 -20.176 < 2e-16 ***
ORIGIN_SZHGSZ09 -1.2873441 0.0091690 -140.401 < 2e-16 ***
ORIGIN_SZHGSZ10 -3.3783178 0.0424682 -79.549 < 2e-16 ***
ORIGIN_SZJESZ01 0.4859234 0.0055927 86.885 < 2e-16 ***
ORIGIN_SZJESZ02 0.1766088 0.0055800 31.650 < 2e-16 ***
ORIGIN_SZJESZ03 -0.2177441 0.0059535 -36.574 < 2e-16 ***
ORIGIN_SZJESZ04 -1.5532182 0.0104526 -148.597 < 2e-16 ***
ORIGIN_SZJESZ05 -2.3332926 0.0142701 -163.509 < 2e-16 ***
ORIGIN_SZJESZ06 0.3007382 0.0055019 54.661 < 2e-16 ***
ORIGIN_SZJESZ07 -1.9687994 0.0121092 -162.587 < 2e-16 ***
ORIGIN_SZJESZ08 -1.3032070 0.0122024 -106.800 < 2e-16 ***
ORIGIN_SZJESZ09 0.5762635 0.0058766 98.061 < 2e-16 ***
ORIGIN_SZJESZ10 -1.4423113 0.0194773 -74.051 < 2e-16 ***
ORIGIN_SZJESZ11 -1.9720897 0.0200811 -98.206 < 2e-16 ***
ORIGIN_SZJWSZ01 0.3808627 0.0071357 53.374 < 2e-16 ***
ORIGIN_SZJWSZ02 0.7963999 0.0053150 149.840 < 2e-16 ***
ORIGIN_SZJWSZ03 1.5429636 0.0049961 308.834 < 2e-16 ***
ORIGIN_SZJWSZ04 0.6410760 0.0056711 113.042 < 2e-16 ***
ORIGIN_SZJWSZ05 -2.1571049 0.0133584 -161.479 < 2e-16 ***
ORIGIN_SZJWSZ06 -1.5174532 0.0113384 -133.833 < 2e-16 ***
ORIGIN_SZJWSZ07 -2.7089963 0.0280439 -96.598 < 2e-16 ***
ORIGIN_SZJWSZ08 1.5343415 0.0051711 296.713 < 2e-16 ***
ORIGIN_SZJWSZ09 1.8837410 0.0048845 385.656 < 2e-16 ***
ORIGIN_SZKLSZ01 0.1081286 0.0053307 20.284 < 2e-16 ***
ORIGIN_SZKLSZ02 -0.8844695 0.0067728 -130.591 < 2e-16 ***
ORIGIN_SZKLSZ03 -0.6872640 0.0062857 -109.337 < 2e-16 ***
ORIGIN_SZKLSZ04 -2.2090319 0.0122440 -180.418 < 2e-16 ***
ORIGIN_SZKLSZ05 -1.1728726 0.0110765 -105.888 < 2e-16 ***
ORIGIN_SZKLSZ06 -6.1162315 0.1857789 -32.922 < 2e-16 ***
ORIGIN_SZKLSZ07 -1.4082749 0.0092299 -152.578 < 2e-16 ***
ORIGIN_SZKLSZ08 -1.7781551 0.0104682 -169.862 < 2e-16 ***
ORIGIN_SZLKSZ01 -2.0531568 0.0398803 -51.483 < 2e-16 ***
ORIGIN_SZMDSZ01 -0.8825639 0.0287621 -30.685 < 2e-16 ***
ORIGIN_SZMDSZ02 -0.6219993 0.0107388 -57.921 < 2e-16 ***
ORIGIN_SZMDSZ03 -2.0840156 0.0173117 -120.382 < 2e-16 ***
ORIGIN_SZMPSZ01 -0.9659093 0.0086972 -111.060 < 2e-16 ***
ORIGIN_SZMPSZ02 -1.0411153 0.0073403 -141.836 < 2e-16 ***
ORIGIN_SZMPSZ03 0.0001659 0.0059401 0.028 0.977719
ORIGIN_SZMUSZ02 -3.7599031 0.1037937 -36.225 < 2e-16 ***
ORIGIN_SZNTSZ01 -3.0388366 0.0355325 -85.523 < 2e-16 ***
ORIGIN_SZNTSZ02 -3.4230640 0.0235902 -145.106 < 2e-16 ***
ORIGIN_SZNTSZ03 -0.9094796 0.0082551 -110.172 < 2e-16 ***
ORIGIN_SZNTSZ05 -4.0861681 0.0499630 -81.784 < 2e-16 ***
ORIGIN_SZNTSZ06 -3.9497128 0.0565388 -69.858 < 2e-16 ***
ORIGIN_SZNVSZ01 0.3235636 0.0049439 65.447 < 2e-16 ***
ORIGIN_SZNVSZ02 -0.6946748 0.0070536 -98.485 < 2e-16 ***
ORIGIN_SZNVSZ03 -1.0540196 0.0083781 -125.806 < 2e-16 ***
ORIGIN_SZNVSZ04 -0.9897977 0.0093463 -105.903 < 2e-16 ***
ORIGIN_SZNVSZ05 -2.2578432 0.0169180 -133.458 < 2e-16 ***
ORIGIN_SZPGSZ01 0.2399827 0.0130436 18.398 < 2e-16 ***
ORIGIN_SZPGSZ02 -0.3352342 0.0078451 -42.732 < 2e-16 ***
ORIGIN_SZPGSZ03 0.9515148 0.0051376 185.207 < 2e-16 ***
ORIGIN_SZPGSZ04 1.3998952 0.0047991 291.697 < 2e-16 ***
ORIGIN_SZPGSZ05 0.4451629 0.0063423 70.189 < 2e-16 ***
ORIGIN_SZPLSZ01 -0.9705918 0.0122781 -79.050 < 2e-16 ***
ORIGIN_SZPLSZ02 -1.0670151 0.0153358 -69.577 < 2e-16 ***
ORIGIN_SZPLSZ03 -2.1229124 0.0373527 -56.834 < 2e-16 ***
ORIGIN_SZPLSZ04 -3.0911932 0.0371296 -83.254 < 2e-16 ***
ORIGIN_SZPLSZ05 -2.1705708 0.0226085 -96.007 < 2e-16 ***
ORIGIN_SZPNSZ01 0.9052637 0.0065952 137.262 < 2e-16 ***
ORIGIN_SZPNSZ02 -0.1720425 0.0125658 -13.691 < 2e-16 ***
ORIGIN_SZPNSZ03 -2.3973459 0.0201408 -119.029 < 2e-16 ***
ORIGIN_SZPNSZ04 -3.4483689 0.0343741 -100.319 < 2e-16 ***
ORIGIN_SZPNSZ05 -2.0588530 0.0282328 -72.924 < 2e-16 ***
ORIGIN_SZPRSZ01 -0.6399015 0.0120470 -53.117 < 2e-16 ***
ORIGIN_SZPRSZ02 0.8122270 0.0050886 159.617 < 2e-16 ***
ORIGIN_SZPRSZ03 0.3990960 0.0051810 77.031 < 2e-16 ***
ORIGIN_SZPRSZ04 -0.8485348 0.0079236 -107.089 < 2e-16 ***
ORIGIN_SZPRSZ05 0.8008791 0.0048532 165.021 < 2e-16 ***
ORIGIN_SZPRSZ06 -1.4498806 0.0121422 -119.408 < 2e-16 ***
ORIGIN_SZPRSZ07 -3.2025045 0.0167118 -191.631 < 2e-16 ***
ORIGIN_SZPRSZ08 -0.5862269 0.0067255 -87.165 < 2e-16 ***
ORIGIN_SZQTSZ01 -0.1859270 0.0075531 -24.616 < 2e-16 ***
ORIGIN_SZQTSZ02 -0.8715122 0.0068124 -127.929 < 2e-16 ***
ORIGIN_SZQTSZ03 -0.1259816 0.0064796 -19.443 < 2e-16 ***
ORIGIN_SZQTSZ04 -1.4620032 0.0079848 -183.098 < 2e-16 ***
ORIGIN_SZQTSZ05 -0.6675643 0.0069616 -95.892 < 2e-16 ***
ORIGIN_SZQTSZ06 -0.8190026 0.0072713 -112.634 < 2e-16 ***
ORIGIN_SZQTSZ07 -1.5189403 0.0099864 -152.101 < 2e-16 ***
ORIGIN_SZQTSZ08 -0.4976238 0.0067874 -73.316 < 2e-16 ***
ORIGIN_SZQTSZ09 -0.9006162 0.0075978 -118.536 < 2e-16 ***
ORIGIN_SZQTSZ10 -0.6690184 0.0071574 -93.473 < 2e-16 ***
ORIGIN_SZQTSZ11 -2.5203437 0.0147000 -171.452 < 2e-16 ***
ORIGIN_SZQTSZ12 -3.0461675 0.0190193 -160.162 < 2e-16 ***
ORIGIN_SZQTSZ13 -0.7501068 0.0084481 -88.791 < 2e-16 ***
ORIGIN_SZQTSZ14 -1.9321849 0.0126114 -153.209 < 2e-16 ***
ORIGIN_SZQTSZ15 -0.9576828 0.0127157 -75.315 < 2e-16 ***
ORIGIN_SZRCSZ01 -1.8167951 0.0129234 -140.582 < 2e-16 ***
ORIGIN_SZRCSZ06 -0.5560563 0.0090507 -61.438 < 2e-16 ***
ORIGIN_SZRVSZ01 -2.8862570 0.0325532 -88.663 < 2e-16 ***
ORIGIN_SZRVSZ02 -3.1555662 0.0281279 -112.186 < 2e-16 ***
ORIGIN_SZRVSZ03 -2.9836089 0.0248449 -120.089 < 2e-16 ***
ORIGIN_SZRVSZ04 -3.5520422 0.0561371 -63.274 < 2e-16 ***
ORIGIN_SZRVSZ05 -2.5866584 0.0180382 -143.399 < 2e-16 ***
ORIGIN_SZSBSZ01 0.2867444 0.0071098 40.331 < 2e-16 ***
ORIGIN_SZSBSZ02 -0.9012334 0.0087262 -103.278 < 2e-16 ***
ORIGIN_SZSBSZ03 0.8311038 0.0055422 149.958 < 2e-16 ***
ORIGIN_SZSBSZ04 0.4044170 0.0062047 65.179 < 2e-16 ***
ORIGIN_SZSBSZ05 -0.2661845 0.0074162 -35.892 < 2e-16 ***
ORIGIN_SZSBSZ06 -0.9023075 0.0175046 -51.547 < 2e-16 ***
ORIGIN_SZSBSZ07 0.0505870 0.0131317 3.852 0.000117 ***
ORIGIN_SZSBSZ08 -1.1158011 0.0145416 -76.732 < 2e-16 ***
ORIGIN_SZSBSZ09 -0.9682835 0.0095396 -101.501 < 2e-16 ***
ORIGIN_SZSESZ02 1.1452735 0.0047810 239.548 < 2e-16 ***
ORIGIN_SZSESZ03 1.2815277 0.0045677 280.564 < 2e-16 ***
ORIGIN_SZSESZ04 0.8085857 0.0052756 153.269 < 2e-16 ***
ORIGIN_SZSESZ05 -0.2329413 0.0063113 -36.909 < 2e-16 ***
ORIGIN_SZSESZ06 1.0576879 0.0049909 211.925 < 2e-16 ***
ORIGIN_SZSESZ07 -2.3165908 0.0196831 -117.695 < 2e-16 ***
ORIGIN_SZSGSZ01 -0.6606350 0.0088079 -75.005 < 2e-16 ***
ORIGIN_SZSGSZ02 -1.3638984 0.0104040 -131.094 < 2e-16 ***
ORIGIN_SZSGSZ03 0.1152591 0.0054649 21.091 < 2e-16 ***
ORIGIN_SZSGSZ04 0.2954067 0.0050865 58.077 < 2e-16 ***
ORIGIN_SZSGSZ05 -2.0792678 0.0109882 -189.227 < 2e-16 ***
ORIGIN_SZSGSZ06 0.4563227 0.0048880 93.356 < 2e-16 ***
ORIGIN_SZSGSZ07 -0.8955254 0.0067100 -133.461 < 2e-16 ***
ORIGIN_SZSKSZ01 -0.3184402 0.0093032 -34.229 < 2e-16 ***
ORIGIN_SZSKSZ02 1.1160484 0.0063851 174.790 < 2e-16 ***
ORIGIN_SZSKSZ03 -0.2566692 0.0086021 -29.838 < 2e-16 ***
ORIGIN_SZSKSZ04 -1.5781827 0.0279394 -56.486 < 2e-16 ***
ORIGIN_SZSKSZ05 -0.2724361 0.0163597 -16.653 < 2e-16 ***
ORIGIN_SZSLSZ01 -2.4458625 0.0330301 -74.050 < 2e-16 ***
ORIGIN_SZSLSZ04 -0.0987076 0.0079626 -12.396 < 2e-16 ***
ORIGIN_SZSRSZ01 -2.2584977 0.0176647 -127.854 < 2e-16 ***
ORIGIN_SZTHSZ01 -2.5878524 0.0489998 -52.814 < 2e-16 ***
ORIGIN_SZTHSZ03 -0.8101746 0.0226814 -35.720 < 2e-16 ***
ORIGIN_SZTHSZ04 -2.4186655 0.0288663 -83.789 < 2e-16 ***
ORIGIN_SZTHSZ06 -1.7080541 0.0186353 -91.657 < 2e-16 ***
ORIGIN_SZTMSZ01 -0.2193476 0.0061823 -35.480 < 2e-16 ***
ORIGIN_SZTMSZ02 1.7772464 0.0043394 409.558 < 2e-16 ***
ORIGIN_SZTMSZ03 1.0051343 0.0046055 218.249 < 2e-16 ***
ORIGIN_SZTMSZ04 0.1642370 0.0055078 29.819 < 2e-16 ***
ORIGIN_SZTMSZ05 -1.2878706 0.0114828 -112.157 < 2e-16 ***
ORIGIN_SZTNSZ01 -1.7163504 0.0131268 -130.751 < 2e-16 ***
ORIGIN_SZTNSZ02 -1.6508988 0.0103851 -158.968 < 2e-16 ***
ORIGIN_SZTNSZ03 -2.1545577 0.0137947 -156.187 < 2e-16 ***
ORIGIN_SZTNSZ04 -0.3949120 0.0078496 -50.310 < 2e-16 ***
ORIGIN_SZTPSZ01 -0.8058100 0.0069916 -115.253 < 2e-16 ***
ORIGIN_SZTPSZ02 0.5369060 0.0047272 113.577 < 2e-16 ***
ORIGIN_SZTPSZ03 -0.7779333 0.0064278 -121.027 < 2e-16 ***
ORIGIN_SZTPSZ04 -0.8153581 0.0061387 -132.823 < 2e-16 ***
ORIGIN_SZTPSZ05 -0.5073676 0.0067771 -74.865 < 2e-16 ***
ORIGIN_SZTPSZ06 0.0847301 0.0065717 12.893 < 2e-16 ***
ORIGIN_SZTPSZ07 -0.5839519 0.0066148 -88.280 < 2e-16 ***
ORIGIN_SZTPSZ08 -1.0577941 0.0098480 -107.412 < 2e-16 ***
ORIGIN_SZTPSZ09 -0.9067707 0.0071367 -127.057 < 2e-16 ***
ORIGIN_SZTPSZ10 -1.1362091 0.0080905 -140.438 < 2e-16 ***
ORIGIN_SZTPSZ11 -0.2374621 0.0059472 -39.928 < 2e-16 ***
ORIGIN_SZTPSZ12 -0.8028874 0.0069663 -115.253 < 2e-16 ***
ORIGIN_SZTSSZ01 -2.7809271 0.0482843 -57.595 < 2e-16 ***
ORIGIN_SZTSSZ02 0.0425804 0.0105088 4.052 5.08e-05 ***
ORIGIN_SZTSSZ03 0.1142369 0.0109412 10.441 < 2e-16 ***
ORIGIN_SZTSSZ04 -0.6186261 0.0116324 -53.181 < 2e-16 ***
ORIGIN_SZTSSZ05 -1.0846732 0.0173555 -62.497 < 2e-16 ***
ORIGIN_SZTSSZ06 0.3980173 0.0198100 20.092 < 2e-16 ***
ORIGIN_SZWCSZ01 1.3545143 0.0092002 147.227 < 2e-16 ***
ORIGIN_SZWCSZ02 -2.9863278 0.0330906 -90.247 < 2e-16 ***
ORIGIN_SZWCSZ03 -5.0504916 0.1241385 -40.684 < 2e-16 ***
ORIGIN_SZWDSZ01 1.5238429 0.0049404 308.448 < 2e-16 ***
ORIGIN_SZWDSZ02 0.2832576 0.0056218 50.386 < 2e-16 ***
ORIGIN_SZWDSZ03 1.3702524 0.0053266 257.245 < 2e-16 ***
ORIGIN_SZWDSZ04 1.0248225 0.0059272 172.903 < 2e-16 ***
ORIGIN_SZWDSZ05 0.2356778 0.0060587 38.899 < 2e-16 ***
ORIGIN_SZWDSZ06 0.3146925 0.0059919 52.520 < 2e-16 ***
ORIGIN_SZWDSZ07 -1.4971897 0.0091243 -164.088 < 2e-16 ***
ORIGIN_SZWDSZ08 -0.8894079 0.0087414 -101.747 < 2e-16 ***
ORIGIN_SZWDSZ09 1.4437633 0.0053160 271.590 < 2e-16 ***
ORIGIN_SZYSSZ01 -0.2519398 0.0064443 -39.095 < 2e-16 ***
ORIGIN_SZYSSZ02 0.8726785 0.0057658 151.354 < 2e-16 ***
ORIGIN_SZYSSZ03 1.7868139 0.0050674 352.611 < 2e-16 ***
ORIGIN_SZYSSZ04 0.8418040 0.0051738 162.704 < 2e-16 ***
ORIGIN_SZYSSZ05 0.4292096 0.0062520 68.652 < 2e-16 ***
ORIGIN_SZYSSZ06 -0.7459961 0.0119123 -62.624 < 2e-16 ***
ORIGIN_SZYSSZ07 -0.8422281 0.0144559 -58.262 < 2e-16 ***
ORIGIN_SZYSSZ08 0.1829428 0.0067885 26.949 < 2e-16 ***
ORIGIN_SZYSSZ09 1.1159712 0.0050760 219.853 < 2e-16 ***
DESTIN_SZAMSZ02 0.0694567 0.0045966 15.111 < 2e-16 ***
DESTIN_SZAMSZ03 0.0760100 0.0044639 17.028 < 2e-16 ***
DESTIN_SZAMSZ04 -1.1306391 0.0064373 -175.639 < 2e-16 ***
DESTIN_SZAMSZ05 -1.0751133 0.0065164 -164.985 < 2e-16 ***
DESTIN_SZAMSZ06 -0.9624298 0.0065937 -145.962 < 2e-16 ***
DESTIN_SZAMSZ07 -1.5060319 0.0097616 -154.281 < 2e-16 ***
DESTIN_SZAMSZ08 -0.4813202 0.0069794 -68.963 < 2e-16 ***
DESTIN_SZAMSZ09 -1.0220675 0.0066313 -154.129 < 2e-16 ***
DESTIN_SZAMSZ10 0.1235142 0.0047044 26.255 < 2e-16 ***
DESTIN_SZAMSZ11 -0.8917993 0.0088519 -100.746 < 2e-16 ***
DESTIN_SZAMSZ12 0.0195208 0.0051704 3.775 0.000160 ***
DESTIN_SZBDSZ01 0.9736349 0.0042757 227.713 < 2e-16 ***
DESTIN_SZBDSZ02 -0.1969470 0.0055284 -35.625 < 2e-16 ***
DESTIN_SZBDSZ03 0.1266471 0.0050786 24.938 < 2e-16 ***
DESTIN_SZBDSZ04 1.1608485 0.0041956 276.684 < 2e-16 ***
DESTIN_SZBDSZ05 0.9293840 0.0044412 209.265 < 2e-16 ***
DESTIN_SZBDSZ06 0.4090567 0.0050300 81.323 < 2e-16 ***
DESTIN_SZBDSZ07 -0.8171478 0.0098945 -82.586 < 2e-16 ***
DESTIN_SZBDSZ08 -1.5895287 0.0111632 -142.391 < 2e-16 ***
DESTIN_SZBKSZ01 -1.3793311 0.0072145 -191.189 < 2e-16 ***
DESTIN_SZBKSZ02 -0.5253670 0.0061879 -84.903 < 2e-16 ***
DESTIN_SZBKSZ03 -1.0095362 0.0065426 -154.301 < 2e-16 ***
DESTIN_SZBKSZ04 -0.5662858 0.0056453 -100.311 < 2e-16 ***
DESTIN_SZBKSZ05 -0.9406607 0.0070597 -133.244 < 2e-16 ***
DESTIN_SZBKSZ06 -1.3129276 0.0067414 -194.755 < 2e-16 ***
DESTIN_SZBKSZ07 0.0120605 0.0049284 2.447 0.014400 *
DESTIN_SZBKSZ08 -1.3658471 0.0075109 -181.849 < 2e-16 ***
DESTIN_SZBKSZ09 -0.1771310 0.0055645 -31.832 < 2e-16 ***
DESTIN_SZBLSZ01 -0.8175223 0.0075645 -108.074 < 2e-16 ***
DESTIN_SZBLSZ02 0.1631280 0.0071753 22.735 < 2e-16 ***
DESTIN_SZBLSZ03 1.2598494 0.0081706 154.194 < 2e-16 ***
DESTIN_SZBLSZ04 -0.5642975 0.0137827 -40.943 < 2e-16 ***
DESTIN_SZBMSZ01 0.6921844 0.0054211 127.684 < 2e-16 ***
DESTIN_SZBMSZ02 -0.1209392 0.0055362 -21.845 < 2e-16 ***
DESTIN_SZBMSZ03 -0.2373881 0.0062427 -38.027 < 2e-16 ***
DESTIN_SZBMSZ04 -0.0407117 0.0058001 -7.019 2.23e-12 ***
DESTIN_SZBMSZ05 -0.2363309 0.0075967 -31.110 < 2e-16 ***
DESTIN_SZBMSZ06 -1.1930710 0.0134761 -88.532 < 2e-16 ***
DESTIN_SZBMSZ07 0.4625103 0.0051864 89.178 < 2e-16 ***
DESTIN_SZBMSZ08 -0.8604731 0.0069899 -123.102 < 2e-16 ***
DESTIN_SZBMSZ09 -2.1290239 0.0154841 -137.498 < 2e-16 ***
DESTIN_SZBMSZ10 -1.4617153 0.0094014 -155.478 < 2e-16 ***
DESTIN_SZBMSZ11 -1.3234050 0.0085506 -154.773 < 2e-16 ***
DESTIN_SZBMSZ12 -0.8399230 0.0085361 -98.397 < 2e-16 ***
DESTIN_SZBMSZ13 0.1366529 0.0059697 22.891 < 2e-16 ***
DESTIN_SZBMSZ14 -1.0491968 0.0083021 -126.378 < 2e-16 ***
DESTIN_SZBMSZ15 -0.6726684 0.0076276 -88.189 < 2e-16 ***
DESTIN_SZBMSZ16 -1.4011734 0.0116569 -120.201 < 2e-16 ***
DESTIN_SZBMSZ17 -1.5682752 0.0167333 -93.722 < 2e-16 ***
DESTIN_SZBPSZ01 -1.1120017 0.0063197 -175.959 < 2e-16 ***
DESTIN_SZBPSZ02 -2.0833466 0.0091139 -228.590 < 2e-16 ***
DESTIN_SZBPSZ03 -1.6937265 0.0087437 -193.709 < 2e-16 ***
DESTIN_SZBPSZ04 -0.7964999 0.0066129 -120.447 < 2e-16 ***
DESTIN_SZBPSZ05 0.2109118 0.0048815 43.206 < 2e-16 ***
DESTIN_SZBPSZ06 -1.1808365 0.0083657 -141.152 < 2e-16 ***
DESTIN_SZBPSZ07 -0.2077428 0.0084543 -24.572 < 2e-16 ***
DESTIN_SZBSSZ01 0.3164175 0.0050682 62.431 < 2e-16 ***
DESTIN_SZBSSZ02 -0.4852688 0.0057001 -85.134 < 2e-16 ***
DESTIN_SZBSSZ03 0.4130432 0.0043061 95.921 < 2e-16 ***
DESTIN_SZBTSZ01 0.6215095 0.0048914 127.061 < 2e-16 ***
DESTIN_SZBTSZ02 -0.0145076 0.0071799 -2.021 0.043324 *
DESTIN_SZBTSZ03 0.4919981 0.0058498 84.105 < 2e-16 ***
DESTIN_SZBTSZ04 -0.6957555 0.0114078 -60.989 < 2e-16 ***
DESTIN_SZBTSZ05 0.3329814 0.0073568 45.262 < 2e-16 ***
DESTIN_SZBTSZ06 -0.1333295 0.0073965 -18.026 < 2e-16 ***
DESTIN_SZBTSZ07 -1.4449581 0.0113186 -127.663 < 2e-16 ***
DESTIN_SZBTSZ08 -0.7079056 0.0103797 -68.201 < 2e-16 ***
DESTIN_SZCBSZ01 -5.7344725 0.3162767 -18.131 < 2e-16 ***
DESTIN_SZCCSZ01 -0.0009541 0.0083381 -0.114 0.908900
DESTIN_SZCHSZ01 -0.2083016 0.0099054 -21.029 < 2e-16 ***
DESTIN_SZCHSZ02 0.5369606 0.0057531 93.334 < 2e-16 ***
DESTIN_SZCHSZ03 2.5530638 0.0043945 580.971 < 2e-16 ***
DESTIN_SZCKSZ01 -0.5725975 0.0056507 -101.333 < 2e-16 ***
DESTIN_SZCKSZ02 -1.1181852 0.0063287 -176.685 < 2e-16 ***
DESTIN_SZCKSZ03 0.1156680 0.0049440 23.396 < 2e-16 ***
DESTIN_SZCKSZ04 -0.8647725 0.0071003 -121.794 < 2e-16 ***
DESTIN_SZCKSZ05 -1.1641791 0.0076248 -152.684 < 2e-16 ***
DESTIN_SZCKSZ06 -0.4397612 0.0073040 -60.208 < 2e-16 ***
DESTIN_SZCLSZ01 0.1930552 0.0053752 35.916 < 2e-16 ***
DESTIN_SZCLSZ02 -2.0436501 0.0136039 -150.225 < 2e-16 ***
DESTIN_SZCLSZ03 -0.9338571 0.0082908 -112.638 < 2e-16 ***
DESTIN_SZCLSZ04 0.0532041 0.0053276 9.987 < 2e-16 ***
DESTIN_SZCLSZ05 -1.0782781 0.0088184 -122.276 < 2e-16 ***
DESTIN_SZCLSZ06 0.4068171 0.0049068 82.910 < 2e-16 ***
DESTIN_SZCLSZ07 -0.3579507 0.0060289 -59.373 < 2e-16 ***
DESTIN_SZCLSZ08 -0.2487993 0.0066588 -37.364 < 2e-16 ***
DESTIN_SZCLSZ09 0.1611080 0.0071178 22.635 < 2e-16 ***
DESTIN_SZDTSZ02 -1.7308348 0.0349466 -49.528 < 2e-16 ***
DESTIN_SZDTSZ03 -0.5994253 0.0146230 -40.992 < 2e-16 ***
DESTIN_SZDTSZ13 -1.3685031 0.0162803 -84.059 < 2e-16 ***
DESTIN_SZGLSZ01 -0.0910001 0.0055275 -16.463 < 2e-16 ***
DESTIN_SZGLSZ02 -0.0692224 0.0052840 -13.100 < 2e-16 ***
DESTIN_SZGLSZ03 0.6493421 0.0043446 149.459 < 2e-16 ***
DESTIN_SZGLSZ04 0.9327947 0.0043674 213.583 < 2e-16 ***
DESTIN_SZGLSZ05 0.8161728 0.0043625 187.087 < 2e-16 ***
DESTIN_SZHGSZ01 0.0658625 0.0042516 15.491 < 2e-16 ***
DESTIN_SZHGSZ02 -0.8134329 0.0056721 -143.409 < 2e-16 ***
DESTIN_SZHGSZ03 -1.3546132 0.0066257 -204.448 < 2e-16 ***
DESTIN_SZHGSZ04 -0.4500588 0.0048448 -92.895 < 2e-16 ***
DESTIN_SZHGSZ05 -0.5026431 0.0050996 -98.566 < 2e-16 ***
DESTIN_SZHGSZ06 -0.8673686 0.0059530 -145.704 < 2e-16 ***
DESTIN_SZHGSZ07 0.0560490 0.0047702 11.750 < 2e-16 ***
DESTIN_SZHGSZ08 -0.0443189 0.0052599 -8.426 < 2e-16 ***
DESTIN_SZHGSZ09 -0.0126355 0.0054966 -2.299 0.021518 *
DESTIN_SZHGSZ10 -3.5821793 0.0263281 -136.059 < 2e-16 ***
DESTIN_SZJESZ01 -0.3704281 0.0056684 -65.350 < 2e-16 ***
DESTIN_SZJESZ02 -0.7369159 0.0058686 -125.570 < 2e-16 ***
DESTIN_SZJESZ03 -0.8985484 0.0063627 -141.222 < 2e-16 ***
DESTIN_SZJESZ04 -1.0511995 0.0073996 -142.061 < 2e-16 ***
DESTIN_SZJESZ05 -1.5324974 0.0102612 -149.349 < 2e-16 ***
DESTIN_SZJESZ06 0.3105267 0.0048241 64.370 < 2e-16 ***
DESTIN_SZJESZ07 -1.3234483 0.0085497 -154.795 < 2e-16 ***
DESTIN_SZJESZ08 -0.6559742 0.0083174 -78.867 < 2e-16 ***
DESTIN_SZJESZ09 0.2663752 0.0063370 42.035 < 2e-16 ***
DESTIN_SZJESZ10 0.8529026 0.0076067 112.126 < 2e-16 ***
DESTIN_SZJESZ11 0.5559641 0.0074629 74.497 < 2e-16 ***
DESTIN_SZJWSZ01 -0.9790971 0.0071830 -136.308 < 2e-16 ***
DESTIN_SZJWSZ02 -0.8746590 0.0060179 -145.342 < 2e-16 ***
DESTIN_SZJWSZ03 0.5689062 0.0049105 115.855 < 2e-16 ***
DESTIN_SZJWSZ04 0.4520963 0.0050302 89.876 < 2e-16 ***
DESTIN_SZJWSZ05 -1.0249671 0.0067371 -152.137 < 2e-16 ***
DESTIN_SZJWSZ06 -0.7451483 0.0062189 -119.819 < 2e-16 ***
DESTIN_SZJWSZ07 -2.8453099 0.0287335 -99.024 < 2e-16 ***
DESTIN_SZJWSZ08 -0.3372309 0.0058003 -58.141 < 2e-16 ***
DESTIN_SZJWSZ09 1.0505330 0.0045908 228.832 < 2e-16 ***
DESTIN_SZKLSZ01 -0.2334836 0.0057970 -40.277 < 2e-16 ***
DESTIN_SZKLSZ02 -0.5416148 0.0061432 -88.164 < 2e-16 ***
DESTIN_SZKLSZ03 -0.8026495 0.0068745 -116.757 < 2e-16 ***
DESTIN_SZKLSZ04 -1.2918594 0.0090197 -143.227 < 2e-16 ***
DESTIN_SZKLSZ05 -0.4069101 0.0087812 -46.339 < 2e-16 ***
DESTIN_SZKLSZ06 -2.5333101 0.0363215 -69.747 < 2e-16 ***
DESTIN_SZKLSZ07 -0.6623343 0.0070761 -93.601 < 2e-16 ***
DESTIN_SZKLSZ08 -0.1408205 0.0054965 -25.620 < 2e-16 ***
DESTIN_SZLKSZ01 -1.2639235 0.0208254 -60.691 < 2e-16 ***
DESTIN_SZMDSZ01 -1.5655800 0.0202787 -77.203 < 2e-16 ***
DESTIN_SZMDSZ02 -0.9767682 0.0114687 -85.168 < 2e-16 ***
DESTIN_SZMDSZ03 -3.3328109 0.0254294 -131.061 < 2e-16 ***
DESTIN_SZMPSZ01 -0.4552859 0.0080666 -56.441 < 2e-16 ***
DESTIN_SZMPSZ02 -0.5386560 0.0064620 -83.358 < 2e-16 ***
DESTIN_SZMPSZ03 0.4952000 0.0052295 94.694 < 2e-16 ***
DESTIN_SZMUSZ02 -1.4434175 0.0202509 -71.277 < 2e-16 ***
DESTIN_SZNTSZ01 -2.9194067 0.0449654 -64.926 < 2e-16 ***
DESTIN_SZNTSZ02 -1.3780179 0.0112867 -122.092 < 2e-16 ***
DESTIN_SZNTSZ03 -0.5044699 0.0080449 -62.707 < 2e-16 ***
DESTIN_SZNTSZ05 -2.0017134 0.0258750 -77.361 < 2e-16 ***
DESTIN_SZNTSZ06 -3.8120537 0.0434271 -87.781 < 2e-16 ***
DESTIN_SZNVSZ01 -0.1071506 0.0051026 -20.999 < 2e-16 ***
DESTIN_SZNVSZ02 -0.0274710 0.0057611 -4.768 1.86e-06 ***
DESTIN_SZNVSZ03 0.1076352 0.0057909 18.587 < 2e-16 ***
DESTIN_SZNVSZ04 -1.2087250 0.0110438 -109.448 < 2e-16 ***
DESTIN_SZNVSZ05 -1.0058290 0.0092167 -109.131 < 2e-16 ***
DESTIN_SZPGSZ01 -1.2029931 0.0163170 -73.726 < 2e-16 ***
DESTIN_SZPGSZ02 -1.2878671 0.0074139 -173.709 < 2e-16 ***
DESTIN_SZPGSZ03 -0.1520894 0.0048629 -31.275 < 2e-16 ***
DESTIN_SZPGSZ04 -0.1985959 0.0050374 -39.424 < 2e-16 ***
DESTIN_SZPGSZ05 -1.5290983 0.0082617 -185.083 < 2e-16 ***
DESTIN_SZPLSZ01 -0.3567934 0.0074298 -48.022 < 2e-16 ***
DESTIN_SZPLSZ02 -1.7114351 0.0134462 -127.280 < 2e-16 ***
DESTIN_SZPLSZ03 -0.3241427 0.0098895 -32.776 < 2e-16 ***
DESTIN_SZPLSZ04 -1.7117196 0.0119003 -143.838 < 2e-16 ***
DESTIN_SZPLSZ05 -0.5086379 0.0120051 -42.368 < 2e-16 ***
DESTIN_SZPNSZ01 0.2026781 0.0068977 29.383 < 2e-16 ***
DESTIN_SZPNSZ02 0.8313754 0.0078544 105.848 < 2e-16 ***
DESTIN_SZPNSZ03 -0.4041254 0.0086586 -46.673 < 2e-16 ***
DESTIN_SZPNSZ04 1.5814539 0.0093641 168.885 < 2e-16 ***
DESTIN_SZPNSZ05 1.1823430 0.0129843 91.059 < 2e-16 ***
DESTIN_SZPRSZ01 -1.1057553 0.0088197 -125.374 < 2e-16 ***
DESTIN_SZPRSZ02 0.0895099 0.0056308 15.897 < 2e-16 ***
DESTIN_SZPRSZ03 0.6921925 0.0043977 157.397 < 2e-16 ***
DESTIN_SZPRSZ04 -0.2848336 0.0084725 -33.619 < 2e-16 ***
DESTIN_SZPRSZ05 0.1744480 0.0053553 32.575 < 2e-16 ***
DESTIN_SZPRSZ06 0.4279206 0.0058735 72.856 < 2e-16 ***
DESTIN_SZPRSZ07 -1.5123108 0.0124303 -121.664 < 2e-16 ***
DESTIN_SZPRSZ08 -0.5650226 0.0068530 -82.449 < 2e-16 ***
DESTIN_SZQTSZ01 -0.5952360 0.0090505 -65.769 < 2e-16 ***
DESTIN_SZQTSZ02 -0.7728170 0.0078910 -97.937 < 2e-16 ***
DESTIN_SZQTSZ03 -0.5066812 0.0073996 -68.474 < 2e-16 ***
DESTIN_SZQTSZ04 -0.6398414 0.0075411 -84.847 < 2e-16 ***
DESTIN_SZQTSZ05 -0.4354527 0.0069345 -62.795 < 2e-16 ***
DESTIN_SZQTSZ06 -0.6597391 0.0071919 -91.733 < 2e-16 ***
DESTIN_SZQTSZ07 -0.9392696 0.0112518 -83.477 < 2e-16 ***
DESTIN_SZQTSZ08 0.4617774 0.0057011 80.998 < 2e-16 ***
DESTIN_SZQTSZ09 -0.3174497 0.0065890 -48.178 < 2e-16 ***
DESTIN_SZQTSZ10 0.1993449 0.0059923 33.267 < 2e-16 ***
DESTIN_SZQTSZ11 0.2551535 0.0061885 41.230 < 2e-16 ***
DESTIN_SZQTSZ12 -0.1662603 0.0086701 -19.176 < 2e-16 ***
DESTIN_SZQTSZ13 0.5500978 0.0063091 87.192 < 2e-16 ***
DESTIN_SZQTSZ14 0.5364435 0.0070157 76.463 < 2e-16 ***
DESTIN_SZQTSZ15 1.3611043 0.0081643 166.715 < 2e-16 ***
DESTIN_SZRCSZ01 -0.1034049 0.0076769 -13.470 < 2e-16 ***
DESTIN_SZRCSZ06 -1.0633902 0.0189846 -56.013 < 2e-16 ***
DESTIN_SZRVSZ01 -1.5486221 0.0165272 -93.701 < 2e-16 ***
DESTIN_SZRVSZ02 -2.4092611 0.0326906 -73.699 < 2e-16 ***
DESTIN_SZRVSZ03 -1.5172079 0.0139258 -108.950 < 2e-16 ***
DESTIN_SZRVSZ04 -1.1663615 0.0157430 -74.088 < 2e-16 ***
DESTIN_SZRVSZ05 -2.2404292 0.0281339 -79.634 < 2e-16 ***
DESTIN_SZSBSZ01 -1.3783780 0.0096022 -143.549 < 2e-16 ***
DESTIN_SZSBSZ02 -1.4445213 0.0081630 -176.959 < 2e-16 ***
DESTIN_SZSBSZ03 0.5149906 0.0051663 99.683 < 2e-16 ***
DESTIN_SZSBSZ04 0.2389086 0.0060765 39.317 < 2e-16 ***
DESTIN_SZSBSZ05 -1.2737442 0.0082818 -153.801 < 2e-16 ***
DESTIN_SZSBSZ06 -1.8683520 0.0227277 -82.206 < 2e-16 ***
DESTIN_SZSBSZ07 -0.5993154 0.0184895 -32.414 < 2e-16 ***
DESTIN_SZSBSZ08 0.8156302 0.0059840 136.302 < 2e-16 ***
DESTIN_SZSBSZ09 0.0900611 0.0057054 15.785 < 2e-16 ***
DESTIN_SZSESZ02 -0.6397704 0.0052491 -121.882 < 2e-16 ***
DESTIN_SZSESZ03 0.1714103 0.0042357 40.468 < 2e-16 ***
DESTIN_SZSESZ04 -1.0596175 0.0059865 -177.002 < 2e-16 ***
DESTIN_SZSESZ05 -0.8071891 0.0051229 -157.566 < 2e-16 ***
DESTIN_SZSESZ06 -0.5580934 0.0066216 -84.284 < 2e-16 ***
DESTIN_SZSESZ07 -3.1448863 0.0227788 -138.062 < 2e-16 ***
DESTIN_SZSGSZ01 -0.1795225 0.0060127 -29.857 < 2e-16 ***
DESTIN_SZSGSZ02 -0.2986570 0.0053561 -55.760 < 2e-16 ***
DESTIN_SZSGSZ03 -0.4074671 0.0050609 -80.513 < 2e-16 ***
DESTIN_SZSGSZ04 -0.1505164 0.0050931 -29.553 < 2e-16 ***
DESTIN_SZSGSZ05 -1.9908372 0.0101448 -196.242 < 2e-16 ***
DESTIN_SZSGSZ06 0.6715268 0.0041161 163.148 < 2e-16 ***
DESTIN_SZSGSZ07 -0.4494757 0.0055319 -81.252 < 2e-16 ***
DESTIN_SZSISZ01 -0.5517983 0.0261860 -21.072 < 2e-16 ***
DESTIN_SZSKSZ01 -0.4749154 0.0079257 -59.921 < 2e-16 ***
DESTIN_SZSKSZ02 0.9400302 0.0057218 164.290 < 2e-16 ***
DESTIN_SZSKSZ03 -0.2800377 0.0066081 -42.378 < 2e-16 ***
DESTIN_SZSKSZ04 -1.2570212 0.0145351 -86.482 < 2e-16 ***
DESTIN_SZSKSZ05 -0.2600474 0.0112800 -23.054 < 2e-16 ***
DESTIN_SZSLSZ01 -0.7775604 0.0085818 -90.606 < 2e-16 ***
DESTIN_SZSLSZ04 -0.8586515 0.0073142 -117.396 < 2e-16 ***
DESTIN_SZSRSZ01 -1.1370887 0.0142148 -79.993 < 2e-16 ***
DESTIN_SZTHSZ01 -4.3259988 0.0368554 -117.378 < 2e-16 ***
DESTIN_SZTHSZ03 -2.6632914 0.0252720 -105.385 < 2e-16 ***
DESTIN_SZTHSZ04 -3.1000906 0.0216372 -143.276 < 2e-16 ***
DESTIN_SZTHSZ06 -2.5952642 0.0156340 -166.001 < 2e-16 ***
DESTIN_SZTMSZ01 -0.2092828 0.0059257 -35.318 < 2e-16 ***
DESTIN_SZTMSZ02 1.8238139 0.0039155 465.798 < 2e-16 ***
DESTIN_SZTMSZ03 0.8518259 0.0043636 195.210 < 2e-16 ***
DESTIN_SZTMSZ04 1.0222812 0.0043466 235.191 < 2e-16 ***
DESTIN_SZTMSZ05 0.6323777 0.0060058 105.294 < 2e-16 ***
DESTIN_SZTNSZ01 -0.3336078 0.0074388 -44.847 < 2e-16 ***
DESTIN_SZTNSZ02 -1.0820469 0.0101689 -106.408 < 2e-16 ***
DESTIN_SZTNSZ03 -1.4186505 0.0119906 -118.313 < 2e-16 ***
DESTIN_SZTNSZ04 -0.3058199 0.0074743 -40.916 < 2e-16 ***
DESTIN_SZTPSZ01 -0.4872299 0.0061571 -79.133 < 2e-16 ***
DESTIN_SZTPSZ02 0.7158441 0.0041312 173.278 < 2e-16 ***
DESTIN_SZTPSZ03 -0.4314229 0.0059917 -72.004 < 2e-16 ***
DESTIN_SZTPSZ04 -1.5898245 0.0076083 -208.959 < 2e-16 ***
DESTIN_SZTPSZ05 -1.0445550 0.0062363 -167.497 < 2e-16 ***
DESTIN_SZTPSZ06 -0.4319582 0.0070100 -61.621 < 2e-16 ***
DESTIN_SZTPSZ07 -2.1602303 0.0120352 -179.493 < 2e-16 ***
DESTIN_SZTPSZ08 -1.1920493 0.0093083 -128.063 < 2e-16 ***
DESTIN_SZTPSZ09 -0.2022481 0.0071137 -28.431 < 2e-16 ***
DESTIN_SZTPSZ10 -1.2464793 0.0090124 -138.308 < 2e-16 ***
DESTIN_SZTPSZ11 -0.0808445 0.0056019 -14.432 < 2e-16 ***
DESTIN_SZTPSZ12 -0.6784376 0.0066340 -102.267 < 2e-16 ***
DESTIN_SZTSSZ01 -1.5845062 0.0222086 -71.346 < 2e-16 ***
DESTIN_SZTSSZ02 -0.1886010 0.0146338 -12.888 < 2e-16 ***
DESTIN_SZTSSZ03 0.6525526 0.0092450 70.585 < 2e-16 ***
DESTIN_SZTSSZ04 0.5285464 0.0100182 52.759 < 2e-16 ***
DESTIN_SZTSSZ05 1.4670106 0.0104357 140.577 < 2e-16 ***
DESTIN_SZTSSZ06 2.5043588 0.0167444 149.564 < 2e-16 ***
DESTIN_SZWCSZ01 1.9787931 0.0054306 364.375 < 2e-16 ***
DESTIN_SZWCSZ02 -2.2593108 0.0127916 -176.624 < 2e-16 ***
DESTIN_SZWCSZ03 -3.1897655 0.0326927 -97.568 < 2e-16 ***
DESTIN_SZWDSZ01 1.0476108 0.0044629 234.738 < 2e-16 ***
DESTIN_SZWDSZ02 -1.3176990 0.0065894 -199.973 < 2e-16 ***
DESTIN_SZWDSZ03 0.3432057 0.0052496 65.377 < 2e-16 ***
DESTIN_SZWDSZ04 -0.7895927 0.0073392 -107.586 < 2e-16 ***
DESTIN_SZWDSZ05 -0.8751665 0.0072946 -119.975 < 2e-16 ***
DESTIN_SZWDSZ06 -0.2106221 0.0053027 -39.720 < 2e-16 ***
DESTIN_SZWDSZ07 -1.6050834 0.0071754 -223.692 < 2e-16 ***
DESTIN_SZWDSZ08 -0.5124717 0.0069223 -74.032 < 2e-16 ***
DESTIN_SZWDSZ09 0.3813542 0.0054697 69.721 < 2e-16 ***
DESTIN_SZYSSZ01 0.0853753 0.0046572 18.332 < 2e-16 ***
DESTIN_SZYSSZ02 -0.3227172 0.0057351 -56.271 < 2e-16 ***
DESTIN_SZYSSZ03 -0.4151283 0.0066299 -62.615 < 2e-16 ***
DESTIN_SZYSSZ04 -0.4637327 0.0058206 -79.671 < 2e-16 ***
DESTIN_SZYSSZ05 -1.5888242 0.0111001 -143.136 < 2e-16 ***
DESTIN_SZYSSZ06 -1.4606209 0.0107759 -135.545 < 2e-16 ***
DESTIN_SZYSSZ07 -0.7839065 0.0144357 -54.304 < 2e-16 ***
DESTIN_SZYSSZ08 0.6265412 0.0045504 137.691 < 2e-16 ***
DESTIN_SZYSSZ09 0.1520067 0.0048092 31.607 < 2e-16 ***
log(dist) -1.8468315 0.0004608 -4008.033 < 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: 47094011 on 14470 degrees of freedom
Residual deviance: 10420261 on 13912 degrees of freedom
AIC: 10510518
Number of Fisher Scoring iterations: 7CalcRSquared(dbcSIM_Poisson$data$MORNING_PEAK,
dbcSIM_Poisson$fitted.values)[1] 0.7001882Model comparison
Statistical measures
model_list <- list(
Origin_Constrained = orcSIM_Poisson,
Doubly_Constrained = dbcSIM_Poisson)compare_performance(model_list,
metrics = "RMSE")# Comparison of Model Performance Indices
Name | Model | RMSE
-------------------------------------
Origin_Constrained | glm | 2642.615
Doubly_Constrained | glm | 1906.694Visualising fitted values
df <- as.data.frame(orcSIM_Poisson$fitted.values) %>%
round(digits = 0)inter_zonal_flow <- inter_zonal_flow %>%
cbind(df) %>%
rename(orcTRIPS = "orcSIM_Poisson.fitted.values")df <- as.data.frame(dbcSIM_Poisson$fitted.values) %>%
round(digits = 0)inter_zonal_flow <- inter_zonal_flow %>%
cbind(df) %>%
rename(dbcTRIPS = "dbcSIM_Poisson.fitted.values")orc_p <- ggplot(data = inter_zonal_flow,
aes(x = orcTRIPS,
y = MORNING_PEAK)) +
geom_point() +
geom_smooth(method = lm) +
coord_cartesian(xlim=c(0,150000),
ylim=c(0,150000))
dbc_p <- ggplot(data = inter_zonal_flow,
aes(x = dbcTRIPS,
y = MORNING_PEAK)) +
geom_point() +
geom_smooth(method = lm) +
coord_cartesian(xlim=c(0,150000),
ylim=c(0,150000))ggarrange(orc_p, dbc_p,
ncol = 2,
nrow = 1)`geom_smooth()` using formula = 'y ~ x'
`geom_smooth()` using formula = 'y ~ x'