pacman::p_load(tmap, sf, sp, DT, stplanr,
performance, reshape2,
ggpubr, tidyverse, httr, ggplot2)Take Home Exercise 2
Geospatial Data Science
Getting Started
sf - importing, integrating, processing and transforming geospatial data.
tidyverse - importing, integrating, wrangling and visualising data.
tmap - creating thematic maps.
Preparing the Flow Data
Importing the OD data
Import the Passenger Volume by Origin Destination Bus Stops data set downloaded from LTA DataMall
odbus <- read_csv("data/aspatial/origin_destination_bus_202308.csv")Check odbus tibble data frame
glimpse(odbus)Rows: 5,709,512
Columns: 7
$ YEAR_MONTH <chr> "2023-08", "2023-08", "2023-08", "2023-08", "2023-…
$ DAY_TYPE <chr> "WEEKDAY", "WEEKENDS/HOLIDAY", "WEEKENDS/HOLIDAY",…
$ TIME_PER_HOUR <dbl> 16, 16, 14, 14, 17, 17, 17, 17, 7, 17, 14, 10, 10,…
$ PT_TYPE <chr> "BUS", "BUS", "BUS", "BUS", "BUS", "BUS", "BUS", "…
$ ORIGIN_PT_CODE <chr> "04168", "04168", "80119", "80119", "44069", "4406…
$ DESTINATION_PT_CODE <chr> "10051", "10051", "90079", "90079", "17229", "1722…
$ TOTAL_TRIPS <dbl> 7, 2, 3, 10, 5, 4, 3, 22, 3, 3, 7, 1, 3, 1, 3, 1, …Note: Values in ORIGIN_PT_CODE and DESTINATION_PT_CODE are character data type
Converting ORIGIN_PT_CODE and DESTINATION_PT_CODE columns from character data type to factors in R (categorical data type)
odbus$ORIGIN_PT_CODE <-
as.factor(odbus$ORIGIN_PT_CODE)
odbus$DESTINATION_PT_CODE <-
as.factor(odbus$DESTINATION_PT_CODE)Extracting the Study Data
Filter out data that belong to trips that occur during “Weekday” and “6-9am” (wdmp)
wdmp <- odbus %>%
filter(DAY_TYPE == "WEEKDAY") %>%
filter(TIME_PER_HOUR >= 6 & TIME_PER_HOUR <= 9) %>%
group_by(ORIGIN_PT_CODE, DESTINATION_PT_CODE) %>%
summarise(TRIPS = sum(TOTAL_TRIPS))Check resulting data table
head(wdmp)# A tibble: 6 × 3
# Groups: ORIGIN_PT_CODE [1]
ORIGIN_PT_CODE DESTINATION_PT_CODE TRIPS
<fct> <fct> <dbl>
1 01012 01112 276
2 01012 01113 143
3 01012 01121 66
4 01012 01211 134
5 01012 01311 256
6 01012 07371 22Output saved in rds format for future use
write_rds(wdmp, "data/rds/wdmp.rds") Import the rds file into R environment
wdmp <- read_rds("data/rds/wdmp.rds") Geospatial Data
Two geospatial data will be used for this exercise:
BusStop: Provides location of bus stop as at Q4 2022
MPSZ-2019: Provides the sub-zone boundary of URA Master Plan 2019
Importing Bus Stop Locations
busstop <- st_read(dsn = "Data/geospatial",
layer = "BusStop") %>%
st_transform(crs = 3414)Reading layer `BusStop' from data source
`C:\lnealicia\ISSS624\Takehome_ex02\data\geospatial' using driver `ESRI Shapefile'
Simple feature collection with 5161 features and 3 fields
Geometry type: POINT
Dimension: XY
Bounding box: xmin: 3970.122 ymin: 26482.1 xmax: 48284.56 ymax: 52983.82
Projected CRS: SVY21Importing Singapore Map
mpsz <- read_rds("data/rds/mpsz.rds")
mpszSimple feature collection with 332 features and 6 fields
Geometry type: MULTIPOLYGON
Dimension: XY
Bounding box: xmin: 2667.538 ymin: 15748.72 xmax: 56396.44 ymax: 50256.33
Projected CRS: SVY21 / Singapore TM
First 10 features:
SUBZONE_N SUBZONE_C PLN_AREA_N PLN_AREA_C REGION_N
1 MARINA EAST MESZ01 MARINA EAST ME CENTRAL REGION
2 INSTITUTION HILL RVSZ05 RIVER VALLEY RV CENTRAL REGION
3 ROBERTSON QUAY SRSZ01 SINGAPORE RIVER SR CENTRAL REGION
4 JURONG ISLAND AND BUKOM WISZ01 WESTERN ISLANDS WI WEST REGION
5 FORT CANNING MUSZ02 MUSEUM MU CENTRAL REGION
6 MARINA EAST (MP) MPSZ05 MARINE PARADE MP CENTRAL REGION
7 SUDONG WISZ03 WESTERN ISLANDS WI WEST REGION
8 SEMAKAU WISZ02 WESTERN ISLANDS WI WEST REGION
9 SOUTHERN GROUP SISZ02 SOUTHERN ISLANDS SI CENTRAL REGION
10 SENTOSA SISZ01 SOUTHERN ISLANDS SI CENTRAL REGION
REGION_C geometry
1 CR MULTIPOLYGON (((33222.98 29...
2 CR MULTIPOLYGON (((28481.45 30...
3 CR MULTIPOLYGON (((28087.34 30...
4 WR MULTIPOLYGON (((14557.7 304...
5 CR MULTIPOLYGON (((29542.53 31...
6 CR MULTIPOLYGON (((35279.55 30...
7 WR MULTIPOLYGON (((15772.59 21...
8 WR MULTIPOLYGON (((19843.41 21...
9 CR MULTIPOLYGON (((30870.53 22...
10 CR MULTIPOLYGON (((26879.04 26...Check structure of busstop and MPSZ sf tibble data frame
glimpse(busstop)Rows: 5,161
Columns: 4
$ BUS_STOP_N <chr> "22069", "32071", "44331", "96081", "11561", "66191", "2338…
$ BUS_ROOF_N <chr> "B06", "B23", "B01", "B05", "B05", "B03", "B02A", "B02", "B…
$ LOC_DESC <chr> "OPP CEVA LOGISTICS", "AFT TRACK 13", "BLK 239", "GRACE IND…
$ geometry <POINT [m]> POINT (13576.31 32883.65), POINT (13228.59 44206.38),…glimpse(mpsz)Rows: 332
Columns: 7
$ SUBZONE_N <chr> "MARINA EAST", "INSTITUTION HILL", "ROBERTSON QUAY", "JURON…
$ SUBZONE_C <chr> "MESZ01", "RVSZ05", "SRSZ01", "WISZ01", "MUSZ02", "MPSZ05",…
$ PLN_AREA_N <chr> "MARINA EAST", "RIVER VALLEY", "SINGAPORE RIVER", "WESTERN …
$ PLN_AREA_C <chr> "ME", "RV", "SR", "WI", "MU", "MP", "WI", "WI", "SI", "SI",…
$ REGION_N <chr> "CENTRAL REGION", "CENTRAL REGION", "CENTRAL REGION", "WEST…
$ REGION_C <chr> "CR", "CR", "CR", "WR", "CR", "CR", "WR", "WR", "CR", "CR",…
$ geometry <MULTIPOLYGON [m]> MULTIPOLYGON (((33222.98 29..., MULTIPOLYGON (…Hexagon Grid Setup
An analytical hexagon data of 375m (this distance is the perpendicular distance between the centre of the hexagon and its edges) is used to represent the traffic analysis zone (TAZ).
Drawing the Hexagon Grid
Draw hexagon grid over the mpsz map
hexagon_grid = st_make_grid(mpsz, c(750, 750), what = "polygons", square = FALSE)Convert the hexagon grid to sf (simple features) object and add a new column grid_id (sequential identifier) to it
grid_sf = st_sf(hexagon_grid) %>%
mutate(grid_id = 1:length(lengths(hexagon_grid)))Assign bus stops to hexagon grid_id
busstop_grid <- st_intersection(grid_sf,busstop) %>%
select(BUS_STOP_N, grid_id) %>%
st_drop_geometry()Save output into rds format
write_rds(busstop_grid, "data/rds/busstop_grid.rds")Retain unique records only
busstop_grid <- unique(busstop_grid)Replace Bus Stop Code with Corresponding Hexagon Grid ID
wdmp left join with busstop_grid for ORIGIN_PT_CODE
wdmp <- wdmp %>%
left_join(busstop_grid, by = c("ORIGIN_PT_CODE" = "BUS_STOP_N"))Rename column to ori_grid
wdmp <- wdmp %>%
rename(ori_grid = grid_id)wdmp left join with busstop_grid for DESTINATION_PT_CODE
wdmp <- wdmp %>%
left_join(busstop_grid, by = c("DESTINATION_PT_CODE" = "BUS_STOP_N"))Rename column to desti_grid
wdmp <- wdmp %>%
rename(desti_grid = grid_id)Remove bus stop codes
wdmp <- wdmp %>%
ungroup() %>%
select(-c(ORIGIN_PT_CODE, DESTINATION_PT_CODE))Remove any NA values
wdmp <- na.omit(wdmp)Reorder columns to Origin, Destination, Number of Trips
wdmp <- wdmp %>%
select(ori_grid, desti_grid, TRIPS)Visualising Spatial Interaction
Removing intra-zonal flows
wdmp1 <- wdmp[wdmp$ori_grid != wdmp$desti_grid, ]Creating desire lines
flowLine <- od2line(flow = wdmp1,
zones = grid_sf,
zone_code = "grid_id")Visualising the desire lines
Flow data is very messy and highly skewed, thus focus is placed on selected flows e.g. flow >= 5000
tm_shape(mpsz) +
tm_polygons() +
flowLine %>%
filter(TRIPS >= 5000) %>%
tm_shape() +
tm_lines(lwd = "TRIPS",
style = "quantile",
scale = c(0.1, 1, 3, 5, 7, 10),
n = 6,
alpha = 0.3)
Hexagons involved in most taken bus route
max_wdmp_row <- wdmp[which.max(wdmp$TRIPS), ]
ori_grid_max <- max_wdmp_row$ori_grid
desti_grid_max <- max_wdmp_row$desti_gridHexagons with the highest volume of trips
max_wdmp_row# A tibble: 1 × 3
ori_grid desti_grid TRIPS
<int> <int> <dbl>
1 1350 1375 96630Note: Trips originating from grid id 1350, with destination 1375 has the highest volume (i.e. 96630 trips)
Locating the bus stops contained within the hexagons and their locations
ori_busstop <- busstop_grid$BUS_STOP_N[busstop_grid$grid_id == ori_grid_max]
desti_busstop <- busstop_grid$BUS_STOP_N[busstop_grid$grid_id == desti_grid_max]List of bus stops of interest
ori_busstop[1] "46211" "46219"desti_busstop[1] "46159" "46109" "46101" "46151"Location of bus stops of interest
busstop_locations_ori <- busstop$LOC_DESC[match(ori_busstop, busstop$BUS_STOP_N)]
busstop_locations_desti <- busstop$LOC_DESC[match(desti_busstop, busstop$BUS_STOP_N)]busstop_locations_ori [1] "JOHOR BAHRU CHECKPT" "JOHOR BAHRU CHECKPT"busstop_locations_desti[1] "BLK 206" "W'LANDS CHECKPT" "W'LANDS CHECKPT" "BLK 212" Note: We can see that the locations with the highest volume of trips involve trips that originate from Malaysia into Singapore, across the causeway. Bus Stop 46159 Blk 206 and Bus Stop 46151 Blk 212 both correspond to Marsiling Lane, which is near the Woodlands checkpoint.
Information from:
Statistical Conclusion
Weekday Morning Peak 6am-9am
Upon examination, a notable trend emerges with heightened activity at transit points like Woodlands checkpoint, indicating substantial cross-border commuting. Specifically, bus stops 46159 Blk 206 and 46151 Blk 212 also located near the checkpoint highlight the significance of these transit nodes. With bus stops servicing this area having the greatest trips volume. In addition, the observed concentration of trips between residential zones (e.g., Bukit Batok) and industrial hubs (e.g., Tuas, Loyang) also reveals a distinct commuting pattern. This concentration suggests a predominant pattern of people commuting from their homes in residential estates or across the border from Malaysia to their workplaces in office and industrial areas.
Propulsive and Attractiveness Variables
Effect of Distance on Number of Trips
Converting from sf data.table to SpatialPolygonsDataFrame
grid_sf is converted from sf tibble data frame to SpatialPolygonsDataFrame of sp object
grid_sp <- as(grid_sf, "Spatial")
grid_spclass : SpatialPolygonsDataFrame
features : 3942
extent : 1917.538, 57042.54, 15315.71, 50606.24 (xmin, xmax, ymin, ymax)
crs : +proj=tmerc +lat_0=1.36666666666667 +lon_0=103.833333333333 +k=1 +x_0=28001.642 +y_0=38744.572 +ellps=WGS84 +towgs84=0,0,0,0,0,0,0 +units=m +no_defs
variables : 1
names : grid_id
min values : 1
max values : 3942 Computing the distance matrix
Euclidean distance between the centroids of the hexagons
euc_dist <- spDists(grid_sp,
longlat = FALSE)
head(euc_dist, n=c(10, 10)) [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8]
[1,] 0.000 1299.038 2598.076 3897.114 5196.152 6495.191 7794.229 9093.267
[2,] 1299.038 0.000 1299.038 2598.076 3897.114 5196.152 6495.191 7794.229
[3,] 2598.076 1299.038 0.000 1299.038 2598.076 3897.114 5196.152 6495.191
[4,] 3897.114 2598.076 1299.038 0.000 1299.038 2598.076 3897.114 5196.152
[5,] 5196.152 3897.114 2598.076 1299.038 0.000 1299.038 2598.076 3897.114
[6,] 6495.191 5196.152 3897.114 2598.076 1299.038 0.000 1299.038 2598.076
[7,] 7794.229 6495.191 5196.152 3897.114 2598.076 1299.038 0.000 1299.038
[8,] 9093.267 7794.229 6495.191 5196.152 3897.114 2598.076 1299.038 0.000
[9,] 10392.305 9093.267 7794.229 6495.191 5196.152 3897.114 2598.076 1299.038
[10,] 11691.343 10392.305 9093.267 7794.229 6495.191 5196.152 3897.114 2598.076
[,9] [,10]
[1,] 10392.305 11691.343
[2,] 9093.267 10392.305
[3,] 7794.229 9093.267
[4,] 6495.191 7794.229
[5,] 5196.152 6495.191
[6,] 3897.114 5196.152
[7,] 2598.076 3897.114
[8,] 1299.038 2598.076
[9,] 0.000 1299.038
[10,] 1299.038 0.000Note: Output distance is a matrix object class of R. Column headers and row headers are also not labeled with the hexagon grid id.
Labelling column and row headers of distance matrix
Create a list sorted according to the the distance matrix by hexagon grid id
grid_id <- grid_sf$grid_idAttach grid_id to row and column for distance matrix matching
colnames(euc_dist) <- paste0(grid_id)
rownames(euc_dist) <- paste0(grid_id)Pivoting distance value by grid_id
Pivot the distance matrix into a long table by using the row and column hexagons. Columns are renamed for easy reference.
dist_pair <- melt(euc_dist) %>%
rename(ori_grid = Var1,
desti_grid = Var2,
euc_dist = value)
head(dist_pair, 10) ori_grid desti_grid euc_dist
1 1 1 0.000
2 2 1 1299.038
3 3 1 2598.076
4 4 1 3897.114
5 5 1 5196.152
6 6 1 6495.191
7 7 1 7794.229
8 8 1 9093.267
9 9 1 10392.305
10 10 1 11691.343Find mininum inter-zonal difference
An analytical hexagon has an inter-zonal difference of 0 when compared to itself, which inaccurately represents intra-zonal disparity. Thus, a small constant value i.e. smaller than the minimum inter-zonal difference, replaces all instances where the intra-zonal difference is ‘0’. Therefore, allowing for a more accurate reflection of intra-zonal differences in the distance computation.
dist_pair %>%
filter(euc_dist > 0) %>%
summary() ori_grid desti_grid euc_dist
Min. : 1 Min. : 1 Min. : 750
1st Qu.: 986 1st Qu.: 986 1st Qu.:14465
Median :1972 Median :1972 Median :22761
Mean :1972 Mean :1972 Mean :23714
3rd Qu.:2957 3rd Qu.:2957 3rd Qu.:31882
Max. :3942 Max. :3942 Max. :64356 Note: The smallest distance inter-zonal difference is 750m, which is the the distance between the centres of two adjacent analytical hexagons in this analysis. The intra-zonal distance is thus set to 50m.
dist_pair$euc_dist <- ifelse(dist_pair$euc_dist == 0,
50, dist_pair$euc_dist)Check resulting data frame
dist_pair %>%
summary() ori_grid desti_grid euc_dist
Min. : 1 Min. : 1 Min. : 50
1st Qu.: 986 1st Qu.: 986 1st Qu.:14465
Median :1972 Median :1972 Median :22761
Mean :1972 Mean :1972 Mean :23708
3rd Qu.:2957 3rd Qu.:2957 3rd Qu.:31882
Max. :3942 Max. :3942 Max. :64356 Converting ori_grid and desti_grid columns to factors in R (categorical data type)
dist_pair$ori_grid <-
as.factor(dist_pair$ori_grid)
dist_pair$desti_grid <-
as.factor(dist_pair$desti_grid)Save the dataframe as rds format
write_rds(dist_pair, "data/rds/dist_pair.rds") Compute the Total Passenger Trips (Between and Within Hexagons)
flow_data <- wdmp %>%
group_by(ori_grid, desti_grid) %>%
summarize(TRIPS = sum(TRIPS)) Display flow_data dataframe
head(flow_data, 10)# A tibble: 10 × 3
# Groups: ori_grid [3]
ori_grid desti_grid TRIPS
<int> <int> <dbl>
1 118 201 1
2 118 228 2
3 118 254 2
4 118 281 1
5 118 285 56
6 146 228 13
7 146 285 37
8 174 257 1
9 174 286 32
10 174 314 9Separating intra-flow (within hexagon) from passenger volume df
Add three new fields in flow_data dataframe
flow_data$FlowNoIntra <- ifelse(
flow_data$ori_grid == flow_data$desti_grid,
0, flow_data$TRIPS)
flow_data$offset <- ifelse(
flow_data$ori_grid == flow_data$desti_grid,
0.000001, 1)Converting ori_grid and desti_grid columns to factors in R (categorical data type)
flow_data$ori_grid <-
as.factor(flow_data$ori_grid)
flow_data$desti_grid <-
as.factor(flow_data$desti_grid)Combining passenger volume data with distance value
left_join() flow_data dataframe and dist_pair dataframe
flow_data1 <- flow_data %>%
left_join (dist_pair,
by = c("ori_grid" = "ori_grid",
"desti_grid" = "desti_grid"))Save output as SIM_data.rds
write_rds(flow_data1, "data/rds/SIM_data")Import to R environment
SIM_data <- readRDS("data/rds/SIM_data.rds")Visualising Plot
flow_data1 %>%
st_drop_geometry() %>%
ggplot(
aes(
x = euc_dist,
y = TRIPS)) +
geom_point(
size = 1,
alpha = .6,
color = "grey") +
geom_smooth(method = lm) +
ggtitle("Trips ~ Distance")
flow_data1 %>%
st_drop_geometry() %>%
ggplot(
aes(x = log(euc_dist),
y = log(TRIPS))) +
geom_point(
size = 1,
alpha = .6,
color = "lightgreen") +
geom_smooth(method = lm) +
ggtitle("Log(Trips ~ Distance)")
Note: Based on the above plots, there seems to be no linear trend when using absolute values. However, there seems to be an inverse linear trend when the data is log transformed. This indicates that the further the distance, the fewer trips.
Propulsive Attributes
Since the time period being analysed is Weekday Morning Peak, propulsive attributes are likely related to:
- Train Station Exits - Part of commute between residence & work/school
- Food & Beverage (F&B) - Breakfast locations before commute
- HDB - Residences/Homes
Importing of Train Station Exit Locations
mrt_exit <- st_read(dsn = "Data/geospatial",
layer = "Train_Station_Exit_Layer") %>%
st_transform(crs = 3414)Reading layer `Train_Station_Exit_Layer' from data source
`C:\lnealicia\ISSS624\Takehome_ex02\data\geospatial' using driver `ESRI Shapefile'
Simple feature collection with 565 features and 2 fields
Geometry type: POINT
Dimension: XY
Bounding box: xmin: 6134.086 ymin: 27499.7 xmax: 45356.36 ymax: 47865.92
Projected CRS: SVY21Number of Train Station Exits per Location
grid_attr <- grid_sf
grid_attr$mrt_exit <- lengths(st_intersects(grid_sf, mrt_exit))
summary(grid_attr$mrt_exit) Min. 1st Qu. Median Mean 3rd Qu. Max.
0.0000 0.0000 0.0000 0.1433 0.0000 19.0000 message(paste("There are", sum(grid_attr$mrt_exit), "Train Station Exits that occur in hexagons with bus stops", "with a maximum of", max(grid_attr$mrt_exit), "within grid_id", grid_attr$grid_id[which.max(grid_attr$mrt_exit)]))Importing of F&B locations
fnb <- st_read(dsn = "Data/geospatial",
layer = "F&B") %>%
st_transform(crs = 3414)Reading layer `F&B' from data source
`C:\lnealicia\ISSS624\Takehome_ex02\data\geospatial' using driver `ESRI Shapefile'
Simple feature collection with 1919 features and 3 fields
Geometry type: POINT
Dimension: XY
Bounding box: xmin: 6010.495 ymin: 25343.27 xmax: 45462.43 ymax: 48796.21
Projected CRS: SVY21 / Singapore TMNumber of F&B per Location
grid_attr$fnb <- lengths(st_intersects(grid_sf, fnb))
summary(grid_attr$fnb) Min. 1st Qu. Median Mean 3rd Qu. Max.
0.0000 0.0000 0.0000 0.4868 0.0000 127.0000 message(paste("There are", sum(grid_attr$fnb), " Food & Beverage establishments that occur in hexagons with bus stops", "with a maximum of", max(grid_attr$fnb), "within grid_id", grid_attr$grid_id[which.max(grid_attr$fnb)]))Importing of residential HDBs
hdb <- read_csv("data/aspatial/hdb.csv")Remove duplicates, select only residential properties and relevant columns
hdb <- unique(hdb)
hdb <- hdb %>%
filter(residential == "Y") %>%
select(
blk_no,
street,
postal,
total_dwelling_units,
lng,
lat
)Rename columns for ease of reference
hdb <- hdb %>%
rename(
longitude = lng,
latitude = lat
)Converting an aspatial data into a simple features tibble data.frame
hdb_sf <- st_as_sf(hdb,
coords = c("longitude", "latitude"),
crs = 4326) %>%
st_transform(crs = 3414)Number of HDB per Location
grid_attr$hdb <- lengths(st_intersects(grid_sf, hdb_sf))
summary(grid_attr$hdb) Min. 1st Qu. Median Mean 3rd Qu. Max.
0.000 0.000 0.000 2.583 0.000 75.000 message(paste("There are", sum(grid_attr$hdb), " residential HDB buildings that occur in hexagons with bus stops", "with a maximum of", max(grid_attr$hdb), "within grid_id", grid_attr$grid_id[which.max(grid_attr$hdb)]))Attractive Attributes
Since the time period being analysed is Weekday Morning Peak, attractive attributes are likely related to:
- Business - Work Location
- Financial Services (FinServ) - Work Location
- School - youths of school-going age commuting to school
Importing of Business Locations
biz <- st_read(dsn = "Data/geospatial",
layer = "Business") %>%
st_transform(crs = 3414)Reading layer `Business' from data source
`C:\lnealicia\ISSS624\Takehome_ex02\data\geospatial' using driver `ESRI Shapefile'
Simple feature collection with 6550 features and 3 fields
Geometry type: POINT
Dimension: XY
Bounding box: xmin: 3669.148 ymin: 25408.41 xmax: 47034.83 ymax: 50148.54
Projected CRS: SVY21 / Singapore TMNumber of Businesses per Location
grid_attr$biz <- lengths(st_intersects(grid_sf, biz))
summary(grid_attr$biz) Min. 1st Qu. Median Mean 3rd Qu. Max.
0.000 0.000 0.000 1.662 0.000 126.000 message(paste("There are", sum(grid_attr$biz), " Businesses that occur in hexagons with bus stops", "with a maximum of", max(grid_attr$biz), "within grid_id", grid_attr$grid_id[which.max(grid_attr$biz)]))The location with the most number of businesses is grid id 3942, with 126 businesses located within.
Importing of Financial Services Locations
fs <- st_read(dsn = "Data/geospatial",
layer = "FinServ") %>%
st_transform(crs = 3414)Reading layer `FinServ' from data source
`C:\lnealicia\ISSS624\Takehome_ex02\data\geospatial' using driver `ESRI Shapefile'
Simple feature collection with 3320 features and 3 fields
Geometry type: POINT
Dimension: XY
Bounding box: xmin: 4881.527 ymin: 25171.88 xmax: 46526.16 ymax: 49338.02
Projected CRS: SVY21 / Singapore TMNumber of Financial Services per Location
grid_attr$fs <- lengths(st_intersects(grid_sf, fs))
summary(grid_attr$fs) Min. 1st Qu. Median Mean 3rd Qu. Max.
0.0000 0.0000 0.0000 0.8422 0.0000 176.0000 message(paste("There are", sum(grid_attr$fs), " Financial Services that occur in hexagons with bus stops", "with a maximum of", max(grid_attr$fs), "within grid_id", grid_attr$grid_id[which.max(grid_attr$fs)]))Note: The hexagaon with grid_id 2009 also boasts the highest count of train station exits!
Importing of School Locations
sch <- read_csv("data/aspatial/schools.csv")Remove duplicates, select only relevant columns
sch <- unique(sch)
sch <- sch %>%
select(
results.LATITUDE,
results.LONGITUDE,
postal_code,
school_name
)Rename columns for ease of reference
sch <- sch %>%
rename(
latitude = results.LATITUDE,
longitude = results.LONGITUDE
)Converting an aspatial data into a simple features tibble data.frame
sch_sf <- st_as_sf(sch,
coords = c("longitude", "latitude"),
crs = 4326) %>%
st_transform(crs = 3414)Number of Schools per Location
grid_attr$sch <- lengths(st_intersects(grid_sf, sch_sf))
summary(grid_attr$sch) Min. 1st Qu. Median Mean 3rd Qu. Max.
0.00000 0.00000 0.00000 0.08879 0.00000 5.00000 message(paste("There are", sum(grid_attr$sch), " Schools that occur in hexagons with bus stops", "with a maximum of", max(grid_attr$sch), "within grid_id", grid_attr$grid_id[which.max(grid_attr$sch)]))Check Propulsive and Attractive Attributes
Check grid_attr
grid_attrSimple feature collection with 3942 features and 7 fields
Geometry type: POLYGON
Dimension: XY
Bounding box: xmin: 1917.538 ymin: 15315.71 xmax: 57042.54 ymax: 50606.24
Projected CRS: SVY21 / Singapore TM
First 10 features:
hexagon_grid grid_id mrt_exit fnb hdb biz fs sch
1 POLYGON ((2292.538 15965.23... 1 0 0 0 0 0 0
2 POLYGON ((2292.538 17264.27... 2 0 0 0 0 0 0
3 POLYGON ((2292.538 18563.3,... 3 0 0 0 0 0 0
4 POLYGON ((2292.538 19862.34... 4 0 0 0 0 0 0
5 POLYGON ((2292.538 21161.38... 5 0 0 0 0 0 0
6 POLYGON ((2292.538 22460.42... 6 0 0 0 0 0 0
7 POLYGON ((2292.538 23759.46... 7 0 0 0 0 0 0
8 POLYGON ((2292.538 25058.49... 8 0 0 0 0 0 0
9 POLYGON ((2292.538 26357.53... 9 0 0 0 0 0 0
10 POLYGON ((2292.538 27656.57... 10 0 0 0 0 0 0Spatial Interaction Modelling
Select attributes relevant Propulsive Attributes and Attractive Attributes for Spatial Interaction Modelling
attr <- grid_attr %>%
st_drop_geometry() %>%
mutate(
grid_id = as.factor(grid_id)
)Flow by Origin
Retain only propulsive attributes
attr_flow <- left_join(
dist_pair,
attr,
by = c("ori_grid" = "grid_id")) %>%
rename(
ori_mrt_exit = mrt_exit,
ori_fnb = fnb,
ori_hdb = hdb
) %>%
select(
-c(fs,biz,sch))Flow by Destination
Retain only attractive attributes
attr_flow <- left_join(
attr_flow,
attr,
by = c("desti_grid" = "grid_id")) %>%
rename(
desti_fs = fs,
desti_biz = biz,
desti_sch = sch
) %>%
select(
-c(mrt_exit,fnb,hdb)
)Add Trips
attr_flow <- left_join(
attr_flow,
flow_data,
by = c("ori_grid", "desti_grid")) %>%
select(
-c(FlowNoIntra, offset)
)Remove NULL values
There are some routes from ori_grid to desti_grid that have 0 or NULL trips. These will be removed
attr_flow <- attr_flow %>%
filter(!is.na(TRIPS) & TRIPS != 0)Summary of attributes
summary(attr_flow) ori_grid desti_grid euc_dist ori_mrt_exit
2634 : 286 2010 : 365 Min. : 50 Min. : 0.000
1849 : 285 1982 : 356 1st Qu.: 2704 1st Qu.: 0.000
2010 : 284 2009 : 343 Median : 5250 Median : 0.000
2038 : 283 1984 : 318 Mean : 6220 Mean : 1.272
1987 : 282 2634 : 300 3rd Qu.: 8649 3rd Qu.: 2.000
1990 : 281 1849 : 299 Max. :25200 Max. :19.000
(Other):64013 (Other):63733
ori_fnb ori_hdb desti_biz desti_fs
Min. : 0.000 Min. : 0.00 Min. : 0.000 Min. : 0.000
1st Qu.: 0.000 1st Qu.: 0.00 1st Qu.: 0.000 1st Qu.: 0.000
Median : 0.000 Median : 9.00 Median : 1.000 Median : 3.000
Mean : 5.154 Mean :17.05 Mean : 7.355 Mean : 8.957
3rd Qu.: 2.000 3rd Qu.:31.00 3rd Qu.: 7.000 3rd Qu.: 9.000
Max. :127.000 Max. :75.00 Max. :126.000 Max. :176.000
desti_sch TRIPS
Min. :0.0000 Min. : 1.0
1st Qu.:0.0000 1st Qu.: 7.0
Median :0.0000 Median : 37.0
Mean :0.5574 Mean : 394.6
3rd Qu.:1.0000 3rd Qu.: 182.0
Max. :5.0000 Max. :96644.0
Note: Columns with prefix “ori” or “desti” have 0 values
Replacing 0 values
0 values in columns with prefix “ori” or “desti” will be replaced with a small value i.e. 0.99
attr_flow <- attr_flow %>%
mutate_at(vars(ori_mrt_exit, ori_fnb, ori_hdb, desti_fs, desti_biz, desti_sch),
~ ifelse(. == 0, 0.99, .))Check attr_flow again
summary(attr_flow) ori_grid desti_grid euc_dist ori_mrt_exit
2634 : 286 2010 : 365 Min. : 50 Min. : 0.990
1849 : 285 1982 : 356 1st Qu.: 2704 1st Qu.: 0.990
2010 : 284 2009 : 343 Median : 5250 Median : 0.990
2038 : 283 1984 : 318 Mean : 6220 Mean : 1.872
1987 : 282 2634 : 300 3rd Qu.: 8649 3rd Qu.: 2.000
1990 : 281 1849 : 299 Max. :25200 Max. :19.000
(Other):64013 (Other):63733
ori_fnb ori_hdb desti_biz desti_fs
Min. : 0.990 Min. : 0.99 Min. : 0.990 Min. : 0.990
1st Qu.: 0.990 1st Qu.: 0.99 1st Qu.: 0.990 1st Qu.: 0.990
Median : 0.990 Median : 9.00 Median : 1.000 Median : 3.000
Mean : 5.713 Mean :17.40 Mean : 7.749 Mean : 9.227
3rd Qu.: 2.000 3rd Qu.:31.00 3rd Qu.: 7.000 3rd Qu.: 9.000
Max. :127.000 Max. :75.00 Max. :126.000 Max. :176.000
desti_sch TRIPS
Min. :0.990 Min. : 1.0
1st Qu.:0.990 1st Qu.: 7.0
Median :0.990 Median : 37.0
Mean :1.173 Mean : 394.6
3rd Qu.:1.000 3rd Qu.: 182.0
Max. :5.000 Max. :96644.0
Save output indo rds
write_rds(attr_flow, "data/rds/sim_data.rds")Linear Correlation between Trips and Propulsive Attributes
Train Station Exits
attr_flow %>%
ggplot(
aes(x = log(ori_mrt_exit),
y = log(TRIPS))
) +
geom_point(
size = 1,
alpha = .7
) +
geom_smooth(method = lm) +
theme(
axis.text.x = element_blank()
) +
ggtitle("Trips ~ Train Strain Station Exits")
Regression Equation
linear_model <- lm(log(TRIPS) ~ log(ori_mrt_exit), data = attr_flow)
intercept <- coef(linear_model)[1]
slope <- coef(linear_model)[2]
equation <- sprintf("log(TRIPS) = %.3f + %.3f * log(ori_mrt_exit)", intercept, slope)
cat("Regression Equation:\n", equation, "\n")Regression Equation:
log(TRIPS) = 3.593 + 0.141 * log(ori_mrt_exit)
Statistical Conclusion
Given the regression equation: log(TRIPS) = 3.593 + 0.141 * log(ori_mrt_exit)
There seems to be a positive correlation between number of trips and the number of train station exits.
Food & Beverage Establishments
attr_flow %>%
ggplot(
aes(x = log(ori_fnb),
y = log(TRIPS))
) +
geom_point(
size = 1,
alpha = .7
) +
geom_smooth(method = lm) +
theme(
axis.text.x = element_blank()
) +
ggtitle("Trips ~ Food & Beverage Establishments")
Regression Equation
linear_model <- lm(log(TRIPS) ~ log(ori_fnb), data = attr_flow)
intercept <- coef(linear_model)[1]
slope <- coef(linear_model)[2]
equation <- sprintf("log(TRIPS) = %.3f + %.3f * log(ori_fnb)", intercept, slope)
cat("Regression Equation:\n", equation, "\n")Regression Equation:
log(TRIPS) = 3.686 + -0.076 * log(ori_fnb)
Statistical Conclusion
Given the regression equation: log(TRIPS) = 3.686 + -0.076 * log(ori_fnb)
There seems to be a negative correlation between number of trips and the number of food & beverage establishments. Conversely to hypothesised, this is not a strong propulsive attribute.
Residential HDB buildings
attr_flow %>%
ggplot(
aes(x = log(ori_hdb),
y = log(TRIPS))
) +
geom_point(
size = 1,
alpha = .7
) +
geom_smooth(method = lm) +
theme(
axis.text.x = element_blank()
) +
ggtitle("Trips ~ Residential HDB buildings")
Regression Equation
linear_model <- lm(log(TRIPS) ~ log(ori_hdb), data = attr_flow)
intercept <- coef(linear_model)[1]
slope <- coef(linear_model)[2]
equation <- sprintf("log(TRIPS) = %.3f + %.3f * log(ori_hdb)", intercept, slope)
cat("Regression Equation:\n", equation, "\n")Regression Equation:
log(TRIPS) = 2.894 + 0.401 * log(ori_hdb)
Statistical Conclusion
Given the regression equation: log(TRIPS) = 2.894 + 0.401 * log(ori_hdb)
There seems to be a negative correlation between number of trips and the number of residential HDB buildings.
Linear Correlation between Trips and Attractive Attributes
Financial Services
attr_flow %>%
ggplot(
aes(x = log(desti_fs),
y = log(TRIPS))
) +
geom_point(
size = 1,
alpha = .7
) +
geom_smooth(method = lm) +
theme(
axis.text.x = element_blank()
) +
ggtitle("Trips ~ Financial Services")
Regression Equation
linear_model <- lm(log(TRIPS) ~ log(desti_fs), data = attr_flow)
intercept <- coef(linear_model)[1]
slope <- coef(linear_model)[2]
equation <- sprintf("log(TRIPS) = %.3f + %.3f * log(desti_fs)", intercept, slope)
cat("Regression Equation:\n", equation, "\n")Regression Equation:
log(TRIPS) = 3.383 + 0.201 * log(desti_fs)
Statistical Conclusion
Given the regression equation: log(TRIPS) = 3.383 + 0.201 * log(desti_fs)
There seems to be a positive correlation between number of trips and the number of financial services.
Businesses
attr_flow %>%
ggplot(
aes(x = log(desti_biz),
y = log(TRIPS))
) +
geom_point(
size = 1,
alpha = .7
) +
geom_smooth(method = lm) +
theme(
axis.text.x = element_blank()
) +
ggtitle("Trips ~ Businesses")
Regression Equation
linear_model <- lm(log(TRIPS) ~ log(desti_biz), data = attr_flow)
intercept <- coef(linear_model)[1]
slope <- coef(linear_model)[2]
equation <- sprintf("log(TRIPS) = %.3f + %.3f * log(desti_biz)", intercept, slope)
cat("Regression Equation:\n", equation, "\n")Regression Equation:
log(TRIPS) = 3.497 + 0.147 * log(desti_biz)
Statistical Conclusion
Given the regression equation: log(TRIPS) = 3.497 + 0.147 * log(desti_biz)
There seems to be a positive correlation between number of trips and the number of businesses.
Schools
attr_flow %>%
ggplot(
aes(x = log(desti_sch),
y = log(TRIPS))
) +
geom_point(
size = 1,
alpha = .7
) +
geom_smooth(method = lm) +
theme(
axis.text.x = element_blank()
) +
ggtitle("Trips ~ Schools")
Regression Equation
linear_model <- lm(log(TRIPS) ~ log(desti_sch), data = attr_flow)
intercept <- coef(linear_model)[1]
slope <- coef(linear_model)[2]
equation <- sprintf("log(TRIPS) = %.3f + %.3f * log(desti_sch)", intercept, slope)
cat("Regression Equation:\n", equation, "\n")Regression Equation:
log(TRIPS) = 3.601 + 0.398 * log(desti_sch)
Statistical Conclusion
Given the regression equation: log(TRIPS) = 3.601 + 0.398 * log(desti_sch)
There seems to be a positive correlation between number of trips and the number of schools.
Origin Constrained Model
-1 is used to exclude the intercept term from the Poisson regression model
oriSIM <- glm(
formula = TRIPS ~ ori_grid
+ log(desti_fs)
+ log(desti_biz)
+ log(desti_sch)
+ log(euc_dist) - 1,
family = poisson(link = "log"),
data = attr_flow,
na.action = na.exclude)Results
summary(oriSIM)
Call:
glm(formula = TRIPS ~ ori_grid + log(desti_fs) + log(desti_biz) +
log(desti_sch) + log(euc_dist) - 1, family = poisson(link = "log"),
data = attr_flow, na.action = na.exclude)
Coefficients:
Estimate Std. Error z value Pr(>|z|)
ori_grid118 7.9993006 0.1270037 62.985 < 2e-16 ***
ori_grid146 8.8219009 0.1414248 62.379 < 2e-16 ***
ori_grid174 8.0716084 0.1507591 53.540 < 2e-16 ***
ori_grid175 7.3625230 0.1104358 66.668 < 2e-16 ***
ori_grid200 8.6428210 0.0803272 107.595 < 2e-16 ***
ori_grid201 9.0153388 0.0259005 348.076 < 2e-16 ***
ori_grid202 9.6799322 0.0226377 427.603 < 2e-16 ***
ori_grid203 8.7013294 0.0495765 175.513 < 2e-16 ***
ori_grid227 8.9581628 0.0642890 139.342 < 2e-16 ***
ori_grid228 8.8223807 0.0319083 276.492 < 2e-16 ***
ori_grid229 8.8299845 0.0762551 115.795 < 2e-16 ***
ori_grid230 10.4731274 0.0129393 809.404 < 2e-16 ***
ori_grid231 7.8670623 0.0685258 114.804 < 2e-16 ***
ori_grid254 11.2842132 0.0159448 707.703 < 2e-16 ***
ori_grid255 8.4496811 0.0672746 125.600 < 2e-16 ***
ori_grid256 7.9838775 0.0500059 159.659 < 2e-16 ***
ori_grid257 10.4202293 0.0184639 564.356 < 2e-16 ***
ori_grid258 8.2449289 0.0701923 117.462 < 2e-16 ***
ori_grid259 7.6409598 0.0491538 155.450 < 2e-16 ***
ori_grid281 10.0266114 0.0446423 224.599 < 2e-16 ***
ori_grid282 7.9826400 0.0515768 154.772 < 2e-16 ***
ori_grid284 8.4428890 0.0373804 225.864 < 2e-16 ***
ori_grid285 10.0527093 0.0158226 635.339 < 2e-16 ***
ori_grid286 11.6163756 0.0057876 2007.113 < 2e-16 ***
ori_grid312 7.9659439 0.0672739 118.411 < 2e-16 ***
ori_grid313 8.3468309 0.0496382 168.154 < 2e-16 ***
ori_grid314 8.3063658 0.0343901 241.534 < 2e-16 ***
ori_grid336 8.2745645 0.1324568 62.470 < 2e-16 ***
ori_grid338 8.4950047 0.0403974 210.286 < 2e-16 ***
ori_grid339 11.2022128 0.0071965 1556.627 < 2e-16 ***
ori_grid340 7.0423112 0.1443403 48.790 < 2e-16 ***
ori_grid366 11.6065089 0.0065671 1767.361 < 2e-16 ***
ori_grid367 8.8706745 0.0253900 349.377 < 2e-16 ***
ori_grid391 8.9129652 0.0863930 103.168 < 2e-16 ***
ori_grid392 11.3820675 0.0074935 1518.933 < 2e-16 ***
ori_grid393 8.9782725 0.0253009 354.860 < 2e-16 ***
ori_grid394 6.8865716 0.2425373 28.394 < 2e-16 ***
ori_grid419 7.9052244 0.0860713 91.845 < 2e-16 ***
ori_grid420 9.4347997 0.0310981 303.388 < 2e-16 ***
ori_grid421 8.1453118 0.1203898 67.658 < 2e-16 ***
ori_grid445 9.0617031 0.0310625 291.725 < 2e-16 ***
ori_grid446 10.2813969 0.0127661 805.370 < 2e-16 ***
ori_grid447 8.2536688 0.0555637 148.544 < 2e-16 ***
ori_grid472 8.0949491 0.1336340 60.576 < 2e-16 ***
ori_grid473 7.9750328 0.0486861 163.805 < 2e-16 ***
ori_grid474 7.8504729 0.0495139 158.551 < 2e-16 ***
ori_grid499 8.2232503 0.0421147 195.258 < 2e-16 ***
ori_grid500 10.8949741 0.0107010 1018.128 < 2e-16 ***
ori_grid526 8.9448282 0.0295241 302.967 < 2e-16 ***
ori_grid527 8.2637154 0.0492728 167.714 < 2e-16 ***
ori_grid528 9.4037749 0.0336468 279.485 < 2e-16 ***
ori_grid552 8.7645020 0.0547254 160.154 < 2e-16 ***
ori_grid553 6.7008530 0.1291027 51.903 < 2e-16 ***
ori_grid554 9.5857394 0.0365261 262.436 < 2e-16 ***
ori_grid555 8.4300890 0.0405965 207.656 < 2e-16 ***
ori_grid581 8.7027767 0.0302309 287.877 < 2e-16 ***
ori_grid582 8.8749175 0.0309785 286.486 < 2e-16 ***
ori_grid607 8.3685707 0.0424923 196.943 < 2e-16 ***
ori_grid608 8.9211877 0.0410757 217.189 < 2e-16 ***
ori_grid609 12.7460514 0.0025296 5038.683 < 2e-16 ***
ori_grid610 8.9224794 0.0534592 166.902 < 2e-16 ***
ori_grid611 7.2729761 0.2672629 27.213 < 2e-16 ***
ori_grid634 9.8822268 0.0342918 288.181 < 2e-16 ***
ori_grid635 7.3429944 0.0616676 119.074 < 2e-16 ***
ori_grid636 9.6833915 0.0136296 710.469 < 2e-16 ***
ori_grid638 9.1042937 0.0220851 412.237 < 2e-16 ***
ori_grid661 8.8374599 0.0578393 152.793 < 2e-16 ***
ori_grid662 8.6403977 0.0362807 238.154 < 2e-16 ***
ori_grid663 8.5835967 0.0236118 363.530 < 2e-16 ***
ori_grid664 8.2624950 0.0449962 183.627 < 2e-16 ***
ori_grid665 10.4548284 0.0124624 838.911 < 2e-16 ***
ori_grid689 8.4951813 0.0402032 211.306 < 2e-16 ***
ori_grid690 8.4747213 0.0316172 268.042 < 2e-16 ***
ori_grid692 10.5140247 0.0122983 854.918 < 2e-16 ***
ori_grid693 10.1312565 0.0249284 406.414 < 2e-16 ***
ori_grid715 8.6461754 0.0553075 156.329 < 2e-16 ***
ori_grid716 9.1639774 0.0361659 253.387 < 2e-16 ***
ori_grid717 9.4564936 0.0170680 554.048 < 2e-16 ***
ori_grid718 12.4583354 0.0033971 3667.331 < 2e-16 ***
ori_grid719 10.7371638 0.0178450 601.689 < 2e-16 ***
ori_grid720 6.1382717 0.2582004 23.773 < 2e-16 ***
ori_grid743 9.8057627 0.0239216 409.912 < 2e-16 ***
ori_grid744 8.9960770 0.0251313 357.964 < 2e-16 ***
ori_grid745 11.2205263 0.0057123 1964.274 < 2e-16 ***
ori_grid746 12.2967246 0.0035928 3422.588 < 2e-16 ***
ori_grid747 9.1536046 0.0229291 399.213 < 2e-16 ***
ori_grid748 7.6228831 0.0595530 128.002 < 2e-16 ***
ori_grid769 7.4815637 0.0648245 115.413 < 2e-16 ***
ori_grid770 9.0574025 0.0244458 370.510 < 2e-16 ***
ori_grid771 10.0377966 0.0110689 906.848 < 2e-16 ***
ori_grid772 12.2014341 0.0031346 3892.540 < 2e-16 ***
ori_grid773 10.9322279 0.0093296 1171.781 < 2e-16 ***
ori_grid774 8.9270946 0.0393243 227.012 < 2e-16 ***
ori_grid775 8.9988147 0.0252656 356.169 < 2e-16 ***
ori_grid776 6.8904416 0.2041263 33.756 < 2e-16 ***
ori_grid777 6.7085807 0.2085168 32.173 < 2e-16 ***
ori_grid797 8.4287737 0.0353409 238.499 < 2e-16 ***
ori_grid798 8.4847916 0.1078359 78.682 < 2e-16 ***
ori_grid799 12.2455058 0.0036231 3379.868 < 2e-16 ***
ori_grid800 12.5530381 0.0029068 4318.551 < 2e-16 ***
ori_grid802 7.2277981 0.0857540 84.285 < 2e-16 ***
ori_grid803 6.0836696 0.1301907 46.729 < 2e-16 ***
ori_grid805 7.4959300 0.0975943 76.807 < 2e-16 ***
ori_grid806 9.1551939 0.0435720 210.116 < 2e-16 ***
ori_grid823 8.6478893 0.0559080 154.681 < 2e-16 ***
ori_grid824 8.5541210 0.0523492 163.405 < 2e-16 ***
ori_grid825 9.7230421 0.0209492 464.125 < 2e-16 ***
ori_grid826 12.9021827 0.0018015 7161.787 < 2e-16 ***
ori_grid827 12.1681331 0.0036818 3304.897 < 2e-16 ***
ori_grid832 5.7955091 1.0000005 5.796 6.81e-09 ***
ori_grid833 7.0740178 0.1280403 55.248 < 2e-16 ***
ori_grid851 7.1428670 0.0980616 72.841 < 2e-16 ***
ori_grid852 9.5021669 0.0211271 449.762 < 2e-16 ***
ori_grid853 10.0650429 0.0088638 1135.522 < 2e-16 ***
ori_grid854 11.3504721 0.0044994 2522.653 < 2e-16 ***
ori_grid856 6.1198825 0.2041261 29.981 < 2e-16 ***
ori_grid861 7.3986567 0.1091129 67.807 < 2e-16 ***
ori_grid862 8.4169686 0.1010210 83.319 < 2e-16 ***
ori_grid878 8.3662974 0.0381035 219.568 < 2e-16 ***
ori_grid879 8.7764650 0.0249192 352.197 < 2e-16 ***
ori_grid880 10.4077465 0.0062159 1674.369 < 2e-16 ***
ori_grid881 10.1415399 0.0107768 941.055 < 2e-16 ***
ori_grid888 7.2240048 0.1856983 38.902 < 2e-16 ***
ori_grid889 9.0233632 0.0591406 152.575 < 2e-16 ***
ori_grid905 8.0071054 0.0448621 178.483 < 2e-16 ***
ori_grid906 6.5355150 0.1270032 51.459 < 2e-16 ***
ori_grid907 8.7925819 0.0238835 368.144 < 2e-16 ***
ori_grid908 12.1205621 0.0029512 4106.944 < 2e-16 ***
ori_grid910 7.7761849 0.0658020 118.175 < 2e-16 ***
ori_grid932 9.3807426 0.0171894 545.727 < 2e-16 ***
ori_grid933 9.8201124 0.0147071 667.711 < 2e-16 ***
ori_grid934 10.8775805 0.0057115 1904.498 < 2e-16 ***
ori_grid935 11.6653882 0.0037665 3097.144 < 2e-16 ***
ori_grid937 11.5467115 0.0066579 1734.278 < 2e-16 ***
ori_grid959 9.8865416 0.0147353 670.945 < 2e-16 ***
ori_grid960 10.6017269 0.0065364 1621.942 < 2e-16 ***
ori_grid961 11.6806772 0.0038322 3048.024 < 2e-16 ***
ori_grid962 12.2441109 0.0028775 4255.090 < 2e-16 ***
ori_grid986 7.3543642 0.0894469 82.220 < 2e-16 ***
ori_grid987 11.6532983 0.0037111 3140.113 < 2e-16 ***
ori_grid988 11.0774988 0.0064183 1725.926 < 2e-16 ***
ori_grid989 11.9389069 0.0031615 3776.399 < 2e-16 ***
ori_grid991 8.4870635 0.0317432 267.367 < 2e-16 ***
ori_grid1013 7.4075864 0.1042610 71.049 < 2e-16 ***
ori_grid1014 9.7831170 0.0105779 924.866 < 2e-16 ***
ori_grid1015 10.9277245 0.0073351 1489.779 < 2e-16 ***
ori_grid1016 10.9075400 0.0049646 2197.053 < 2e-16 ***
ori_grid1042 10.8340830 0.0081187 1334.466 < 2e-16 ***
ori_grid1043 11.1853778 0.0047089 2375.387 < 2e-16 ***
ori_grid1045 8.5131596 0.0403341 211.066 < 2e-16 ***
ori_grid1067 9.8401047 0.0143137 687.460 < 2e-16 ***
ori_grid1068 9.1480847 0.0263855 346.709 < 2e-16 ***
ori_grid1069 8.6540071 0.0194327 445.332 < 2e-16 ***
ori_grid1070 11.5597255 0.0034836 3318.340 < 2e-16 ***
ori_grid1078 7.7763316 0.0743354 104.611 < 2e-16 ***
ori_grid1093 7.9033694 0.0435261 181.578 < 2e-16 ***
ori_grid1094 10.9815572 0.0064162 1711.533 < 2e-16 ***
ori_grid1095 8.1957115 0.0274975 298.053 < 2e-16 ***
ori_grid1096 11.3347872 0.0040744 2781.961 < 2e-16 ***
ori_grid1097 11.6467143 0.0051007 2283.335 < 2e-16 ***
ori_grid1099 12.7502767 0.0029273 4355.599 < 2e-16 ***
ori_grid1100 9.6718886 0.0411429 235.080 < 2e-16 ***
ori_grid1122 11.7170611 0.0041453 2826.565 < 2e-16 ***
ori_grid1123 11.7939660 0.0026966 4373.597 < 2e-16 ***
ori_grid1124 11.1821647 0.0045539 2455.518 < 2e-16 ***
ori_grid1125 12.0402052 0.0042464 2835.408 < 2e-16 ***
ori_grid1126 11.2229146 0.0130280 861.449 < 2e-16 ***
ori_grid1127 11.9027033 0.0036819 3232.720 < 2e-16 ***
ori_grid1128 12.1794821 0.0052747 2309.049 < 2e-16 ***
ori_grid1132 6.1459977 0.2425371 25.340 < 2e-16 ***
ori_grid1147 6.7553945 0.0793085 85.179 < 2e-16 ***
ori_grid1148 10.1267558 0.0086587 1169.552 < 2e-16 ***
ori_grid1149 9.1566869 0.0122725 746.115 < 2e-16 ***
ori_grid1150 12.0161452 0.0029368 4091.561 < 2e-16 ***
ori_grid1151 11.5288141 0.0036126 3191.256 < 2e-16 ***
ori_grid1152 11.5658197 0.0044190 2617.298 < 2e-16 ***
ori_grid1153 12.9745161 0.0034983 3708.788 < 2e-16 ***
ori_grid1154 12.0972336 0.0027698 4367.494 < 2e-16 ***
ori_grid1155 9.6043112 0.0289531 331.720 < 2e-16 ***
ori_grid1158 10.0223662 0.0149675 669.607 < 2e-16 ***
ori_grid1174 8.1944012 0.0371980 220.291 < 2e-16 ***
ori_grid1175 8.8402841 0.0314891 280.741 < 2e-16 ***
ori_grid1176 10.5149946 0.0056157 1872.436 < 2e-16 ***
ori_grid1177 9.7166626 0.0092779 1047.294 < 2e-16 ***
ori_grid1178 11.6034025 0.0039381 2946.433 < 2e-16 ***
ori_grid1179 11.1526270 0.0053581 2081.461 < 2e-16 ***
ori_grid1180 10.5200936 0.0074655 1409.152 < 2e-16 ***
ori_grid1181 11.5818802 0.0037797 3064.241 < 2e-16 ***
ori_grid1182 12.2332757 0.0044941 2722.059 < 2e-16 ***
ori_grid1183 12.5055928 0.0051051 2449.637 < 2e-16 ***
ori_grid1185 8.9500854 0.0256602 348.792 < 2e-16 ***
ori_grid1201 9.0008152 0.0327861 274.532 < 2e-16 ***
ori_grid1202 10.4823686 0.0071226 1471.702 < 2e-16 ***
ori_grid1203 9.2289337 0.0140199 658.275 < 2e-16 ***
ori_grid1205 11.9127565 0.0026806 4444.005 < 2e-16 ***
ori_grid1206 11.3322995 0.0048445 2339.213 < 2e-16 ***
ori_grid1207 10.8761227 0.0052804 2059.727 < 2e-16 ***
ori_grid1209 12.8080826 0.0035455 3612.513 < 2e-16 ***
ori_grid1210 8.8930909 0.0274718 323.717 < 2e-16 ***
ori_grid1211 8.6492327 0.0292322 295.880 < 2e-16 ***
ori_grid1212 8.6207749 0.0375920 229.325 < 2e-16 ***
ori_grid1228 8.3450231 0.0449105 185.815 < 2e-16 ***
ori_grid1229 9.0477502 0.0163557 553.187 < 2e-16 ***
ori_grid1230 10.4795936 0.0065926 1589.589 < 2e-16 ***
ori_grid1231 11.8472980 0.0057826 2048.771 < 2e-16 ***
ori_grid1232 11.6571528 0.0031194 3736.945 < 2e-16 ***
ori_grid1233 11.6449334 0.0056608 2057.130 < 2e-16 ***
ori_grid1235 11.5978984 0.0043940 2639.493 < 2e-16 ***
ori_grid1236 10.2009352 0.0082547 1235.766 < 2e-16 ***
ori_grid1237 10.6919398 0.0070997 1505.974 < 2e-16 ***
ori_grid1238 8.6304351 0.0313863 274.975 < 2e-16 ***
ori_grid1239 7.2419644 0.0783306 92.454 < 2e-16 ***
ori_grid1240 7.5564532 0.1270035 59.498 < 2e-16 ***
ori_grid1255 10.2488520 0.0127206 805.691 < 2e-16 ***
ori_grid1256 9.9319846 0.0095573 1039.209 < 2e-16 ***
ori_grid1257 9.0540603 0.0161027 562.269 < 2e-16 ***
ori_grid1258 10.6076590 0.0069838 1518.903 < 2e-16 ***
ori_grid1259 11.6024794 0.0039598 2930.071 < 2e-16 ***
ori_grid1261 11.3448300 0.0041512 2732.879 < 2e-16 ***
ori_grid1262 11.4110864 0.0041743 2733.659 < 2e-16 ***
ori_grid1263 8.8768601 0.0190589 465.758 < 2e-16 ***
ori_grid1264 9.7724141 0.0129465 754.830 < 2e-16 ***
ori_grid1265 7.9060192 0.0341692 231.379 < 2e-16 ***
ori_grid1266 9.6873814 0.0226388 427.911 < 2e-16 ***
ori_grid1282 10.3188301 0.0112065 920.791 < 2e-16 ***
ori_grid1283 11.0213701 0.0043979 2506.059 < 2e-16 ***
ori_grid1284 10.8294972 0.0057981 1867.753 < 2e-16 ***
ori_grid1285 9.5273961 0.0124466 765.463 < 2e-16 ***
ori_grid1286 10.7310969 0.0050138 2140.306 < 2e-16 ***
ori_grid1287 10.9016515 0.0062068 1756.418 < 2e-16 ***
ori_grid1288 8.7036624 0.0171033 508.889 < 2e-16 ***
ori_grid1289 11.4218310 0.0035018 3261.738 < 2e-16 ***
ori_grid1293 7.8088282 0.0695107 112.340 < 2e-16 ***
ori_grid1308 9.2929668 0.0139184 667.677 < 2e-16 ***
ori_grid1309 11.5138500 0.0036557 3149.535 < 2e-16 ***
ori_grid1310 12.3910608 0.0019477 6361.738 < 2e-16 ***
ori_grid1311 9.6329481 0.0199123 483.768 < 2e-16 ***
ori_grid1312 9.6975893 0.0132337 732.795 < 2e-16 ***
ori_grid1314 10.3473551 0.0079012 1309.600 < 2e-16 ***
ori_grid1315 11.5923462 0.0030561 3793.220 < 2e-16 ***
ori_grid1316 10.9074867 0.0082586 1320.736 < 2e-16 ***
ori_grid1318 8.2747715 0.0466804 177.264 < 2e-16 ***
ori_grid1319 12.1424779 0.0033955 3576.012 < 2e-16 ***
ori_grid1320 10.9045156 0.0092043 1184.725 < 2e-16 ***
ori_grid1335 6.4161498 0.1581168 40.579 < 2e-16 ***
ori_grid1336 10.3163477 0.0070206 1469.448 < 2e-16 ***
ori_grid1337 11.4799801 0.0030300 3788.749 < 2e-16 ***
ori_grid1338 11.1361803 0.0063387 1756.865 < 2e-16 ***
ori_grid1339 9.5327628 0.0224568 424.493 < 2e-16 ***
ori_grid1340 9.0912799 0.0133092 683.084 < 2e-16 ***
ori_grid1341 10.6363825 0.0056502 1882.478 < 2e-16 ***
ori_grid1342 9.3983637 0.0112165 837.902 < 2e-16 ***
ori_grid1343 11.5672346 0.0041135 2812.033 < 2e-16 ***
ori_grid1347 8.7811332 0.0300283 292.428 < 2e-16 ***
ori_grid1348 12.4282176 0.0031704 3920.084 < 2e-16 ***
ori_grid1350 13.7825260 0.0032736 4210.155 < 2e-16 ***
ori_grid1362 9.7776500 0.0083836 1166.278 < 2e-16 ***
ori_grid1363 10.6754403 0.0058534 1823.797 < 2e-16 ***
ori_grid1364 10.8069535 0.0049855 2167.680 < 2e-16 ***
ori_grid1366 10.9270552 0.0049942 2187.958 < 2e-16 ***
ori_grid1367 8.9401731 0.0160589 556.711 < 2e-16 ***
ori_grid1368 9.6900390 0.0111530 868.831 < 2e-16 ***
ori_grid1369 11.8743800 0.0032047 3705.256 < 2e-16 ***
ori_grid1370 12.6677058 0.0036501 3470.532 < 2e-16 ***
ori_grid1372 7.8044368 0.1666687 46.826 < 2e-16 ***
ori_grid1374 10.5288527 0.0069043 1524.981 < 2e-16 ***
ori_grid1375 13.2628688 0.0024239 5471.805 < 2e-16 ***
ori_grid1389 9.9105630 0.0085500 1159.134 < 2e-16 ***
ori_grid1390 8.6418921 0.0242886 355.800 < 2e-16 ***
ori_grid1391 9.4204675 0.0110501 852.525 < 2e-16 ***
ori_grid1392 10.1552246 0.0070673 1436.922 < 2e-16 ***
ori_grid1394 10.1484294 0.0077921 1302.406 < 2e-16 ***
ori_grid1396 11.2068296 0.0070410 1591.650 < 2e-16 ***
ori_grid1397 11.0965019 0.0069642 1593.370 < 2e-16 ***
ori_grid1401 11.6000944 0.0037272 3112.263 < 2e-16 ***
ori_grid1402 11.9743013 0.0036236 3304.540 < 2e-16 ***
ori_grid1416 6.9873999 0.1825759 38.271 < 2e-16 ***
ori_grid1417 8.7319813 0.0220210 396.529 < 2e-16 ***
ori_grid1418 10.0875733 0.0116041 869.311 < 2e-16 ***
ori_grid1419 9.4993266 0.0102928 922.907 < 2e-16 ***
ori_grid1420 10.9370001 0.0041836 2614.283 < 2e-16 ***
ori_grid1422 8.3061260 0.0314459 264.140 < 2e-16 ***
ori_grid1423 12.6983744 0.0048784 2602.994 < 2e-16 ***
ori_grid1426 9.7077030 0.0171282 566.768 < 2e-16 ***
ori_grid1428 11.2500882 0.0047550 2365.931 < 2e-16 ***
ori_grid1429 11.4636802 0.0057525 1992.805 < 2e-16 ***
ori_grid1443 8.9851132 0.0141841 633.463 < 2e-16 ***
ori_grid1444 7.9174147 0.0262760 301.317 < 2e-16 ***
ori_grid1445 10.8529030 0.0053542 2026.983 < 2e-16 ***
ori_grid1446 9.4715643 0.0117738 804.462 < 2e-16 ***
ori_grid1447 10.6330260 0.0048058 2212.551 < 2e-16 ***
ori_grid1455 11.0982662 0.0073491 1510.144 < 2e-16 ***
ori_grid1456 11.8686387 0.0044161 2687.557 < 2e-16 ***
ori_grid1457 7.6787427 0.0496958 154.515 < 2e-16 ***
ori_grid1469 11.2369063 0.0043796 2565.763 < 2e-16 ***
ori_grid1470 10.6447054 0.0056636 1879.508 < 2e-16 ***
ori_grid1471 11.2506769 0.0038511 2921.447 < 2e-16 ***
ori_grid1472 9.3741439 0.0110220 850.494 < 2e-16 ***
ori_grid1480 6.5680904 0.1386781 47.362 < 2e-16 ***
ori_grid1482 11.2618190 0.0042591 2644.193 < 2e-16 ***
ori_grid1483 12.0632549 0.0062955 1916.172 < 2e-16 ***
ori_grid1496 9.0728057 0.0136651 663.938 < 2e-16 ***
ori_grid1497 7.8878636 0.0484553 162.786 < 2e-16 ***
ori_grid1498 9.9628481 0.0079805 1248.401 < 2e-16 ***
ori_grid1499 10.7823693 0.0053251 2024.830 < 2e-16 ***
ori_grid1500 8.3355010 0.0247423 336.893 < 2e-16 ***
ori_grid1501 10.1077894 0.0068065 1485.019 < 2e-16 ***
ori_grid1507 8.1995616 0.0628762 130.408 < 2e-16 ***
ori_grid1509 11.0775165 0.0072400 1530.040 < 2e-16 ***
ori_grid1510 12.8512293 0.0019646 6541.336 < 2e-16 ***
ori_grid1511 11.1592426 0.0100968 1105.221 < 2e-16 ***
ori_grid1523 8.6012261 0.0458915 187.425 < 2e-16 ***
ori_grid1524 8.4552449 0.0363286 232.743 < 2e-16 ***
ori_grid1525 11.3389525 0.0033409 3394.019 < 2e-16 ***
ori_grid1526 8.7590894 0.0151157 579.472 < 2e-16 ***
ori_grid1527 7.8348551 0.0507755 154.304 < 2e-16 ***
ori_grid1534 6.6057973 0.0971311 68.009 < 2e-16 ***
ori_grid1536 12.1377582 0.0038268 3171.788 < 2e-16 ***
ori_grid1537 11.3095513 0.0060842 1858.831 < 2e-16 ***
ori_grid1550 10.0112473 0.0081016 1235.710 < 2e-16 ***
ori_grid1551 8.3378513 0.0203618 409.485 < 2e-16 ***
ori_grid1552 8.4182048 0.0222867 377.724 < 2e-16 ***
ori_grid1553 10.3013708 0.0054251 1898.847 < 2e-16 ***
ori_grid1554 9.1510162 0.0139262 657.106 < 2e-16 ***
ori_grid1555 8.8541242 0.0129991 681.132 < 2e-16 ***
ori_grid1562 8.5162973 0.0598766 142.231 < 2e-16 ***
ori_grid1563 11.2963181 0.0070913 1592.976 < 2e-16 ***
ori_grid1564 12.6270016 0.0028690 4401.111 < 2e-16 ***
ori_grid1565 10.8694328 0.0094742 1147.268 < 2e-16 ***
ori_grid1576 9.2236911 0.0269963 341.664 < 2e-16 ***
ori_grid1578 9.1444531 0.0106885 855.545 < 2e-16 ***
ori_grid1579 11.4083932 0.0033508 3404.628 < 2e-16 ***
ori_grid1581 10.1824595 0.0061898 1645.034 < 2e-16 ***
ori_grid1588 8.1557256 0.1031466 79.069 < 2e-16 ***
ori_grid1590 12.5299832 0.0031847 3934.427 < 2e-16 ***
ori_grid1591 12.3244632 0.0034655 3556.368 < 2e-16 ***
ori_grid1592 9.0962132 0.0285854 318.212 < 2e-16 ***
ori_grid1604 9.5185174 0.0087228 1091.218 < 2e-16 ***
ori_grid1605 10.6172152 0.0045574 2329.666 < 2e-16 ***
ori_grid1606 10.1997025 0.0056795 1795.884 < 2e-16 ***
ori_grid1607 9.3534403 0.0091650 1020.559 < 2e-16 ***
ori_grid1616 8.4820841 0.0474134 178.896 < 2e-16 ***
ori_grid1617 11.1835319 0.0095359 1172.785 < 2e-16 ***
ori_grid1618 12.5119570 0.0029407 4254.728 < 2e-16 ***
ori_grid1619 11.2997279 0.0062906 1796.274 < 2e-16 ***
ori_grid1620 8.9315459 0.0251778 354.739 < 2e-16 ***
ori_grid1630 8.7231703 0.0144007 605.748 < 2e-16 ***
ori_grid1631 9.7818335 0.0078697 1242.971 < 2e-16 ***
ori_grid1632 10.9042734 0.0045853 2378.081 < 2e-16 ***
ori_grid1633 9.6794469 0.0092217 1049.635 < 2e-16 ***
ori_grid1634 10.6765934 0.0051362 2078.686 < 2e-16 ***
ori_grid1635 8.6708698 0.0142575 608.163 < 2e-16 ***
ori_grid1642 7.7854677 0.1036992 75.077 < 2e-16 ***
ori_grid1644 11.6492016 0.0060911 1912.483 < 2e-16 ***
ori_grid1645 12.2310755 0.0037150 3292.385 < 2e-16 ***
ori_grid1646 10.1525060 0.0116229 873.491 < 2e-16 ***
ori_grid1647 6.1153439 0.4472146 13.674 < 2e-16 ***
ori_grid1658 11.4554203 0.0051640 2218.332 < 2e-16 ***
ori_grid1659 10.7291324 0.0044159 2429.637 < 2e-16 ***
ori_grid1660 9.9878881 0.0122133 817.785 < 2e-16 ***
ori_grid1661 9.2349538 0.0115538 799.303 < 2e-16 ***
ori_grid1662 10.2970190 0.0057582 1788.230 < 2e-16 ***
ori_grid1669 6.4889427 0.1889844 34.336 < 2e-16 ***
ori_grid1670 7.8140320 0.0916751 85.236 < 2e-16 ***
ori_grid1672 11.5918908 0.0087645 1322.595 < 2e-16 ***
ori_grid1673 10.6539111 0.0136688 779.432 < 2e-16 ***
ori_grid1674 10.1467892 0.0123641 820.667 < 2e-16 ***
ori_grid1684 11.0402559 0.0040120 2751.788 < 2e-16 ***
ori_grid1685 10.2625546 0.0066267 1548.665 < 2e-16 ***
ori_grid1686 10.7794490 0.0047020 2292.525 < 2e-16 ***
ori_grid1687 8.1190446 0.0206669 392.853 < 2e-16 ***
ori_grid1688 8.1341475 0.0185969 437.394 < 2e-16 ***
ori_grid1689 7.9147305 0.0475758 166.360 < 2e-16 ***
ori_grid1695 6.2385705 0.2236086 27.900 < 2e-16 ***
ori_grid1699 11.3423342 0.0058455 1940.364 < 2e-16 ***
ori_grid1700 7.9446740 0.0588307 135.043 < 2e-16 ***
ori_grid1701 9.3377572 0.0334576 279.092 < 2e-16 ***
ori_grid1712 10.3062149 0.0071966 1432.096 < 2e-16 ***
ori_grid1713 11.2110037 0.0033477 3348.887 < 2e-16 ***
ori_grid1714 8.9781917 0.0184352 487.013 < 2e-16 ***
ori_grid1716 9.9501390 0.0064458 1543.654 < 2e-16 ***
ori_grid1723 8.9139220 0.0463827 192.182 < 2e-16 ***
ori_grid1726 9.0071715 0.0298974 301.269 < 2e-16 ***
ori_grid1727 12.3641632 0.0038782 3188.081 < 2e-16 ***
ori_grid1728 9.6917077 0.0133390 726.572 < 2e-16 ***
ori_grid1738 9.4628969 0.0085173 1111.020 < 2e-16 ***
ori_grid1739 10.5795913 0.0044117 2398.065 < 2e-16 ***
ori_grid1740 9.5235302 0.0094904 1003.486 < 2e-16 ***
ori_grid1741 9.6390583 0.0089350 1078.797 < 2e-16 ***
ori_grid1743 8.1829828 0.0338014 242.090 < 2e-16 ***
ori_grid1744 6.5682844 0.1360862 48.266 < 2e-16 ***
ori_grid1748 5.8423001 0.1767791 33.049 < 2e-16 ***
ori_grid1749 11.0864418 0.0056848 1950.188 < 2e-16 ***
ori_grid1753 12.0628516 0.0031034 3886.983 < 2e-16 ***
ori_grid1754 11.1104426 0.0062014 1791.589 < 2e-16 ***
ori_grid1765 11.0679870 0.0038614 2866.331 < 2e-16 ***
ori_grid1766 11.4284305 0.0037729 3029.058 < 2e-16 ***
ori_grid1767 11.0658269 0.0039110 2829.378 < 2e-16 ***
ori_grid1768 7.8413494 0.0313560 250.075 < 2e-16 ***
ori_grid1770 8.6428095 0.0154791 558.354 < 2e-16 ***
ori_grid1771 7.2472839 0.0476271 152.167 < 2e-16 ***
ori_grid1776 6.4938684 0.1240382 52.354 < 2e-16 ***
ori_grid1777 9.9236393 0.0108740 912.601 < 2e-16 ***
ori_grid1778 8.0619606 0.0341135 236.328 < 2e-16 ***
ori_grid1780 10.3050360 0.0149982 687.086 < 2e-16 ***
ori_grid1781 11.8471415 0.0038905 3045.122 < 2e-16 ***
ori_grid1792 10.6617038 0.0050228 2122.649 < 2e-16 ***
ori_grid1793 11.3927784 0.0031633 3601.585 < 2e-16 ***
ori_grid1794 10.2563798 0.0059502 1723.696 < 2e-16 ***
ori_grid1795 9.2378343 0.0097855 944.034 < 2e-16 ***
ori_grid1796 9.9683095 0.0086849 1147.777 < 2e-16 ***
ori_grid1798 5.7350135 0.1561766 36.721 < 2e-16 ***
ori_grid1800 8.3734215 0.0352366 237.634 < 2e-16 ***
ori_grid1802 7.1369480 0.0615533 115.947 < 2e-16 ***
ori_grid1804 6.3610266 0.1170448 54.347 < 2e-16 ***
ori_grid1805 9.8070690 0.0110848 884.729 < 2e-16 ***
ori_grid1806 10.9550032 0.0059382 1844.827 < 2e-16 ***
ori_grid1807 11.1945604 0.0051762 2162.707 < 2e-16 ***
ori_grid1808 9.0445334 0.0316672 285.612 < 2e-16 ***
ori_grid1820 10.7680187 0.0044783 2404.476 < 2e-16 ***
ori_grid1821 11.5140192 0.0029586 3891.670 < 2e-16 ***
ori_grid1822 9.5234960 0.0089720 1061.468 < 2e-16 ***
ori_grid1823 9.5391112 0.0116488 818.889 < 2e-16 ***
ori_grid1824 10.3391688 0.0055247 1871.430 < 2e-16 ***
ori_grid1827 10.3646941 0.0066474 1559.203 < 2e-16 ***
ori_grid1828 9.8308457 0.0089757 1095.273 < 2e-16 ***
ori_grid1829 9.7394367 0.0107158 908.883 < 2e-16 ***
ori_grid1831 8.9173042 0.0176256 505.930 < 2e-16 ***
ori_grid1833 11.8118687 0.0032997 3579.639 < 2e-16 ***
ori_grid1834 10.7541505 0.0066036 1628.539 < 2e-16 ***
ori_grid1835 11.4880051 0.0054797 2096.481 < 2e-16 ***
ori_grid1846 6.9375105 0.0497596 139.421 < 2e-16 ***
ori_grid1847 10.7406133 0.0089528 1199.688 < 2e-16 ***
ori_grid1848 10.1904733 0.0056387 1807.241 < 2e-16 ***
ori_grid1849 10.6220731 0.0038270 2775.554 < 2e-16 ***
ori_grid1850 9.9445730 0.0092139 1079.297 < 2e-16 ***
ori_grid1852 7.1073850 0.0471506 150.738 < 2e-16 ***
ori_grid1853 9.9005896 0.0076358 1296.601 < 2e-16 ***
ori_grid1854 9.7763757 0.0094027 1039.742 < 2e-16 ***
ori_grid1855 9.5397790 0.0110513 863.229 < 2e-16 ***
ori_grid1856 8.7990851 0.0605290 145.370 < 2e-16 ***
ori_grid1857 6.4718964 0.1154748 56.046 < 2e-16 ***
ori_grid1858 10.0194597 0.0080072 1251.307 < 2e-16 ***
ori_grid1859 11.2549767 0.0055827 2016.035 < 2e-16 ***
ori_grid1860 11.6286282 0.0042865 2712.864 < 2e-16 ***
ori_grid1861 12.5476941 0.0040335 3110.885 < 2e-16 ***
ori_grid1862 8.5607296 0.0407678 209.988 < 2e-16 ***
ori_grid1874 10.2888329 0.0052758 1950.189 < 2e-16 ***
ori_grid1875 10.4993947 0.0047413 2214.443 < 2e-16 ***
ori_grid1876 8.2669086 0.0191277 432.197 < 2e-16 ***
ori_grid1877 10.1678697 0.0065225 1558.899 < 2e-16 ***
ori_grid1878 9.0503313 0.0126625 714.736 < 2e-16 ***
ori_grid1879 8.5944038 0.0151839 566.022 < 2e-16 ***
ori_grid1882 11.0232190 0.0048517 2272.048 < 2e-16 ***
ori_grid1883 10.6634998 0.0064621 1650.163 < 2e-16 ***
ori_grid1884 9.5402783 0.0141021 676.512 < 2e-16 ***
ori_grid1886 12.0074394 0.0026651 4505.360 < 2e-16 ***
ori_grid1887 12.0604950 0.0025835 4668.218 < 2e-16 ***
ori_grid1888 10.9357774 0.0067997 1608.269 < 2e-16 ***
ori_grid1889 8.8487014 0.0559084 158.271 < 2e-16 ***
ori_grid1890 9.5299762 0.0406991 234.157 < 2e-16 ***
ori_grid1900 8.9958346 0.0141397 636.210 < 2e-16 ***
ori_grid1901 10.4777456 0.0045162 2320.049 < 2e-16 ***
ori_grid1902 10.0552978 0.0074034 1358.195 < 2e-16 ***
ori_grid1903 9.3652970 0.0145522 643.565 < 2e-16 ***
ori_grid1904 10.0360586 0.0072681 1380.840 < 2e-16 ***
ori_grid1905 9.5371635 0.0080651 1182.528 < 2e-16 ***
ori_grid1906 9.7694935 0.0073557 1328.150 < 2e-16 ***
ori_grid1907 10.5034022 0.0052709 1992.697 < 2e-16 ***
ori_grid1908 10.3936890 0.0078233 1328.549 < 2e-16 ***
ori_grid1909 11.8052003 0.0039608 2980.484 < 2e-16 ***
ori_grid1910 10.2477339 0.0083625 1225.440 < 2e-16 ***
ori_grid1912 10.0059071 0.0153729 650.881 < 2e-16 ***
ori_grid1913 10.8465226 0.0062681 1730.434 < 2e-16 ***
ori_grid1914 11.9667941 0.0034982 3420.841 < 2e-16 ***
ori_grid1916 10.6074589 0.0155241 683.292 < 2e-16 ***
ori_grid1928 10.2582171 0.0055015 1864.610 < 2e-16 ***
ori_grid1929 9.9722566 0.0061920 1610.495 < 2e-16 ***
ori_grid1930 9.5996676 0.0065566 1464.129 < 2e-16 ***
ori_grid1931 9.7072987 0.0074454 1303.793 < 2e-16 ***
ori_grid1932 10.1744055 0.0060764 1674.404 < 2e-16 ***
ori_grid1933 10.6564309 0.0079821 1335.037 < 2e-16 ***
ori_grid1934 8.6727656 0.0126480 685.704 < 2e-16 ***
ori_grid1935 10.8682830 0.0046713 2326.593 < 2e-16 ***
ori_grid1936 11.3159827 0.0043806 2583.194 < 2e-16 ***
ori_grid1937 10.7350962 0.0053765 1996.685 < 2e-16 ***
ori_grid1938 7.8063122 0.0406679 191.953 < 2e-16 ***
ori_grid1940 12.4806081 0.0032168 3879.774 < 2e-16 ***
ori_grid1941 11.5812010 0.0049373 2345.641 < 2e-16 ***
ori_grid1942 10.8570070 0.0093896 1156.279 < 2e-16 ***
ori_grid1954 9.2119213 0.0139974 658.115 < 2e-16 ***
ori_grid1955 10.4505435 0.0047152 2216.353 < 2e-16 ***
ori_grid1956 9.4372045 0.0090453 1043.326 < 2e-16 ***
ori_grid1958 10.6185826 0.0048085 2208.274 < 2e-16 ***
ori_grid1959 11.0804621 0.0034555 3206.625 < 2e-16 ***
ori_grid1960 11.4352953 0.0046551 2456.528 < 2e-16 ***
ori_grid1961 10.9849167 0.0043156 2545.369 < 2e-16 ***
ori_grid1962 11.3617134 0.0036923 3077.173 < 2e-16 ***
ori_grid1963 10.4175182 0.0057270 1819.014 < 2e-16 ***
ori_grid1964 9.8423001 0.0087291 1127.525 < 2e-16 ***
ori_grid1967 12.5817207 0.0030202 4165.863 < 2e-16 ***
ori_grid1968 12.3531820 0.0040381 3059.187 < 2e-16 ***
ori_grid1982 9.3601918 0.0079952 1170.731 < 2e-16 ***
ori_grid1983 9.8339281 0.0058891 1669.859 < 2e-16 ***
ori_grid1984 10.6773522 0.0037644 2836.403 < 2e-16 ***
ori_grid1985 9.5628579 0.0083580 1144.152 < 2e-16 ***
ori_grid1986 10.6625028 0.0056018 1903.401 < 2e-16 ***
ori_grid1987 11.8020631 0.0023315 5062.011 < 2e-16 ***
ori_grid1988 10.1686420 0.0055678 1826.333 < 2e-16 ***
ori_grid1989 11.2667132 0.0036964 3048.050 < 2e-16 ***
ori_grid1990 12.1452165 0.0021206 5727.389 < 2e-16 ***
ori_grid1991 12.1218411 0.0029099 4165.689 < 2e-16 ***
ori_grid1992 9.2143114 0.0144180 639.086 < 2e-16 ***
ori_grid1994 11.0979088 0.0081311 1364.875 < 2e-16 ***
ori_grid1995 12.7479394 0.0032712 3896.977 < 2e-16 ***
ori_grid2009 9.1260055 0.0086236 1058.263 < 2e-16 ***
ori_grid2010 10.0088233 0.0051495 1943.656 < 2e-16 ***
ori_grid2011 10.8703738 0.0036232 3000.209 < 2e-16 ***
ori_grid2012 10.2265382 0.0063884 1600.795 < 2e-16 ***
ori_grid2013 10.4911719 0.0049092 2137.037 < 2e-16 ***
ori_grid2014 10.8585221 0.0040790 2662.049 < 2e-16 ***
ori_grid2015 10.6723870 0.0050144 2128.357 < 2e-16 ***
ori_grid2016 11.1186589 0.0040114 2771.780 < 2e-16 ***
ori_grid2017 11.1494427 0.0048740 2287.521 < 2e-16 ***
ori_grid2021 10.9827531 0.0070605 1555.524 < 2e-16 ***
ori_grid2036 6.4542108 0.1015400 63.563 < 2e-16 ***
ori_grid2037 8.2619531 0.0150593 548.627 < 2e-16 ***
ori_grid2038 10.3391989 0.0043786 2361.307 < 2e-16 ***
ori_grid2039 11.0802229 0.0047000 2357.505 < 2e-16 ***
ori_grid2040 11.4368300 0.0034041 3359.673 < 2e-16 ***
ori_grid2041 12.3774556 0.0032030 3864.305 < 2e-16 ***
ori_grid2042 11.1084124 0.0041502 2676.597 < 2e-16 ***
ori_grid2043 9.5318390 0.0089466 1065.419 < 2e-16 ***
ori_grid2044 11.7038119 0.0032000 3657.416 < 2e-16 ***
ori_grid2046 10.0606660 0.0094347 1066.351 < 2e-16 ***
ori_grid2049 11.1176393 0.0073762 1507.224 < 2e-16 ***
ori_grid2063 8.0143618 0.0215549 371.812 < 2e-16 ***
ori_grid2064 8.7800177 0.0112830 778.162 < 2e-16 ***
ori_grid2065 10.0862274 0.0052392 1925.160 < 2e-16 ***
ori_grid2066 10.4500692 0.0051591 2025.541 < 2e-16 ***
ori_grid2067 11.0915410 0.0035021 3167.121 < 2e-16 ***
ori_grid2068 10.9842285 0.0045595 2409.061 < 2e-16 ***
ori_grid2069 9.3326238 0.0108054 863.696 < 2e-16 ***
ori_grid2070 12.0510509 0.0036968 3259.841 < 2e-16 ***
ori_grid2071 10.6639969 0.0067721 1574.704 < 2e-16 ***
ori_grid2072 9.5534830 0.0219999 434.251 < 2e-16 ***
ori_grid2074 5.9234609 0.1644016 36.030 < 2e-16 ***
ori_grid2089 7.9746657 0.0863915 92.308 < 2e-16 ***
ori_grid2090 4.6320171 1.0000003 4.632 3.62e-06 ***
ori_grid2091 7.8401407 0.0245276 319.645 < 2e-16 ***
ori_grid2092 9.4656160 0.0085360 1108.911 < 2e-16 ***
ori_grid2093 10.5517177 0.0045311 2328.711 < 2e-16 ***
ori_grid2094 11.0730554 0.0038243 2895.419 < 2e-16 ***
ori_grid2095 12.3841165 0.0046322 2673.491 < 2e-16 ***
ori_grid2096 8.8628880 0.0142919 620.135 < 2e-16 ***
ori_grid2097 9.1967322 0.0248014 370.815 < 2e-16 ***
ori_grid2098 10.1211766 0.0079753 1269.062 < 2e-16 ***
ori_grid2100 8.5381309 0.0309940 275.477 < 2e-16 ***
ori_grid2101 7.6545714 0.0623855 122.698 < 2e-16 ***
ori_grid2102 7.4168200 0.0501318 147.946 < 2e-16 ***
ori_grid2116 7.9091497 0.0592381 133.515 < 2e-16 ***
ori_grid2117 5.0157313 1.0000004 5.016 5.28e-07 ***
ori_grid2119 10.4149300 0.0046109 2258.780 < 2e-16 ***
ori_grid2120 10.2048108 0.0058310 1750.093 < 2e-16 ***
ori_grid2121 10.4061483 0.0056042 1856.843 < 2e-16 ***
ori_grid2122 7.9897328 0.0445977 179.151 < 2e-16 ***
ori_grid2123 10.4763900 0.0053100 1972.952 < 2e-16 ***
ori_grid2124 10.1828372 0.0087887 1158.632 < 2e-16 ***
ori_grid2125 10.1388446 0.0090400 1121.557 < 2e-16 ***
ori_grid2126 9.3657574 0.0135998 688.668 < 2e-16 ***
ori_grid2129 6.8966066 0.0957874 71.999 < 2e-16 ***
ori_grid2146 10.1543150 0.0145450 698.129 < 2e-16 ***
ori_grid2147 10.5475716 0.0043084 2448.119 < 2e-16 ***
ori_grid2148 11.4761748 0.0030436 3770.633 < 2e-16 ***
ori_grid2149 10.9045417 0.0048964 2227.058 < 2e-16 ***
ori_grid2150 9.5500207 0.0092660 1030.655 < 2e-16 ***
ori_grid2151 10.1402033 0.0073263 1384.087 < 2e-16 ***
ori_grid2152 11.2446902 0.0043963 2557.763 < 2e-16 ***
ori_grid2153 8.5480380 0.0291264 293.480 < 2e-16 ***
ori_grid2154 11.0017399 0.0061084 1801.094 < 2e-16 ***
ori_grid2155 7.9804113 0.0339328 235.183 < 2e-16 ***
ori_grid2171 6.2629988 0.2582008 24.256 < 2e-16 ***
ori_grid2172 10.8668937 0.0106409 1021.242 < 2e-16 ***
ori_grid2174 9.9126890 0.0094179 1052.541 < 2e-16 ***
ori_grid2175 11.2693676 0.0035990 3131.218 < 2e-16 ***
ori_grid2176 10.9803244 0.0042788 2566.193 < 2e-16 ***
ori_grid2177 11.6174125 0.0026771 4339.608 < 2e-16 ***
ori_grid2178 10.4426481 0.0057253 1823.959 < 2e-16 ***
ori_grid2179 11.1378455 0.0051958 2143.606 < 2e-16 ***
ori_grid2180 11.3128000 0.0045494 2486.671 < 2e-16 ***
ori_grid2181 11.4920904 0.0044446 2585.618 < 2e-16 ***
ori_grid2182 7.9760919 0.0479517 166.336 < 2e-16 ***
ori_grid2200 9.9875753 0.0155679 641.551 < 2e-16 ***
ori_grid2201 11.0516942 0.0034301 3221.961 < 2e-16 ***
ori_grid2202 9.2323636 0.0162466 568.266 < 2e-16 ***
ori_grid2203 11.1873575 0.0049808 2246.094 < 2e-16 ***
ori_grid2204 10.3000948 0.0055691 1849.493 < 2e-16 ***
ori_grid2205 10.2535237 0.0060423 1696.957 < 2e-16 ***
ori_grid2206 11.6870037 0.0029574 3951.839 < 2e-16 ***
ori_grid2207 10.6409069 0.0058866 1807.638 < 2e-16 ***
ori_grid2208 11.7192089 0.0037027 3165.035 < 2e-16 ***
ori_grid2209 7.2782260 0.0716173 101.627 < 2e-16 ***
ori_grid2227 9.5446032 0.0091137 1047.278 < 2e-16 ***
ori_grid2228 11.1390234 0.0042189 2640.261 < 2e-16 ***
ori_grid2229 10.2504454 0.0056419 1816.849 < 2e-16 ***
ori_grid2230 10.3294041 0.0084981 1215.491 < 2e-16 ***
ori_grid2231 10.7621773 0.0044098 2440.506 < 2e-16 ***
ori_grid2233 11.8903110 0.0028233 4211.420 < 2e-16 ***
ori_grid2234 7.8278498 0.0421566 185.685 < 2e-16 ***
ori_grid2235 9.6196850 0.0323881 297.013 < 2e-16 ***
ori_grid2254 9.5981969 0.0160322 598.684 < 2e-16 ***
ori_grid2255 10.8293794 0.0041816 2589.768 < 2e-16 ***
ori_grid2256 10.3822434 0.0055603 1867.194 < 2e-16 ***
ori_grid2257 9.9064663 0.0109426 905.315 < 2e-16 ***
ori_grid2258 10.2254903 0.0066841 1529.813 < 2e-16 ***
ori_grid2259 9.2520761 0.0116788 792.209 < 2e-16 ***
ori_grid2260 11.5446903 0.0035861 3219.312 < 2e-16 ***
ori_grid2261 11.8532031 0.0036541 3243.801 < 2e-16 ***
ori_grid2262 11.2479209 0.0053750 2092.652 < 2e-16 ***
ori_grid2281 10.8497218 0.0045892 2364.162 < 2e-16 ***
ori_grid2282 10.8313977 0.0043335 2499.429 < 2e-16 ***
ori_grid2283 10.9798616 0.0040822 2689.721 < 2e-16 ***
ori_grid2284 9.6962954 0.0080031 1211.566 < 2e-16 ***
ori_grid2285 11.7958161 0.0037845 3116.882 < 2e-16 ***
ori_grid2286 10.1581751 0.0072852 1394.357 < 2e-16 ***
ori_grid2287 12.0974509 0.0029105 4156.414 < 2e-16 ***
ori_grid2288 10.6829456 0.0077534 1377.840 < 2e-16 ***
ori_grid2308 10.1320022 0.0082072 1234.529 < 2e-16 ***
ori_grid2309 11.0503303 0.0038053 2903.924 < 2e-16 ***
ori_grid2310 10.5586086 0.0045947 2297.986 < 2e-16 ***
ori_grid2311 10.7021478 0.0043806 2443.058 < 2e-16 ***
ori_grid2312 8.2981845 0.0204490 405.799 < 2e-16 ***
ori_grid2313 10.8779155 0.0046790 2324.835 < 2e-16 ***
ori_grid2314 11.7133676 0.0027421 4271.731 < 2e-16 ***
ori_grid2315 10.8622143 0.0056081 1936.874 < 2e-16 ***
ori_grid2316 12.2667785 0.0033864 3622.372 < 2e-16 ***
ori_grid2317 12.4209447 0.0090683 1369.704 < 2e-16 ***
ori_grid2335 9.6312628 0.0097782 984.977 < 2e-16 ***
ori_grid2336 10.9113144 0.0036210 3013.364 < 2e-16 ***
ori_grid2337 10.0127092 0.0063391 1579.505 < 2e-16 ***
ori_grid2338 7.8826630 0.0265152 297.288 < 2e-16 ***
ori_grid2339 11.0391165 0.0043054 2564.045 < 2e-16 ***
ori_grid2340 11.7002664 0.0029347 3986.822 < 2e-16 ***
ori_grid2341 11.6357165 0.0032916 3534.928 < 2e-16 ***
ori_grid2342 11.3542742 0.0040847 2779.731 < 2e-16 ***
ori_grid2343 11.6015662 0.0046301 2505.682 < 2e-16 ***
ori_grid2362 9.7152573 0.0101713 955.164 < 2e-16 ***
ori_grid2363 10.4346803 0.0058746 1776.231 < 2e-16 ***
ori_grid2364 7.7892515 0.0343525 226.745 < 2e-16 ***
ori_grid2365 9.3879357 0.0097549 962.380 < 2e-16 ***
ori_grid2366 5.7908385 0.1825765 31.717 < 2e-16 ***
ori_grid2367 10.8010926 0.0054627 1977.236 < 2e-16 ***
ori_grid2368 11.2510375 0.0035554 3164.537 < 2e-16 ***
ori_grid2369 11.3492966 0.0038891 2918.200 < 2e-16 ***
ori_grid2370 11.7109276 0.0029836 3925.097 < 2e-16 ***
ori_grid2371 11.9113550 0.0036440 3268.737 < 2e-16 ***
ori_grid2389 10.0430249 0.0066150 1518.226 < 2e-16 ***
ori_grid2390 10.9401438 0.0037759 2897.384 < 2e-16 ***
ori_grid2391 10.7069278 0.0051535 2077.593 < 2e-16 ***
ori_grid2392 10.1942963 0.0130230 782.792 < 2e-16 ***
ori_grid2393 9.0433767 0.0264005 342.546 < 2e-16 ***
ori_grid2394 10.0139975 0.0090896 1101.703 < 2e-16 ***
ori_grid2395 11.4277154 0.0037014 3087.401 < 2e-16 ***
ori_grid2396 11.7460122 0.0031279 3755.284 < 2e-16 ***
ori_grid2397 10.9923387 0.0063751 1724.262 < 2e-16 ***
ori_grid2398 11.4705336 0.0071320 1608.326 < 2e-16 ***
ori_grid2416 10.2580522 0.0071637 1431.941 < 2e-16 ***
ori_grid2417 10.7634865 0.0068155 1579.263 < 2e-16 ***
ori_grid2418 10.4858378 0.0053566 1957.543 < 2e-16 ***
ori_grid2419 10.2086724 0.0061211 1667.790 < 2e-16 ***
ori_grid2420 9.2470897 0.0241662 382.646 < 2e-16 ***
ori_grid2422 10.4329492 0.0124507 837.943 < 2e-16 ***
ori_grid2423 11.0145505 0.0050304 2189.582 < 2e-16 ***
ori_grid2424 12.3493166 0.0024602 5019.647 < 2e-16 ***
ori_grid2425 11.6438407 0.0032690 3561.940 < 2e-16 ***
ori_grid2426 11.4277493 0.0087629 1304.106 < 2e-16 ***
ori_grid2443 10.9867478 0.0038889 2825.171 < 2e-16 ***
ori_grid2444 11.3282780 0.0032176 3520.772 < 2e-16 ***
ori_grid2445 11.4898120 0.0031186 3684.253 < 2e-16 ***
ori_grid2448 8.5421877 0.0290237 294.317 < 2e-16 ***
ori_grid2449 11.4670521 0.0053286 2152.001 < 2e-16 ***
ori_grid2450 11.5864754 0.0042570 2721.768 < 2e-16 ***
ori_grid2451 12.5770585 0.0024238 5189.003 < 2e-16 ***
ori_grid2452 8.8789657 0.0350173 253.560 < 2e-16 ***
ori_grid2471 10.5458368 0.0052853 1995.327 < 2e-16 ***
ori_grid2472 10.0487508 0.0150537 667.527 < 2e-16 ***
ori_grid2473 11.1756845 0.0043952 2542.693 < 2e-16 ***
ori_grid2476 8.9803956 0.0247501 362.843 < 2e-16 ***
ori_grid2478 11.3847281 0.0052852 2154.092 < 2e-16 ***
ori_grid2479 10.2688108 0.0113424 905.349 < 2e-16 ***
ori_grid2480 8.7036246 0.0355398 244.898 < 2e-16 ***
ori_grid2497 11.3266083 0.0035118 3225.274 < 2e-16 ***
ori_grid2498 9.7091221 0.0088613 1095.673 < 2e-16 ***
ori_grid2499 11.5636397 0.0041819 2765.146 < 2e-16 ***
ori_grid2500 7.6778234 0.0420778 182.467 < 2e-16 ***
ori_grid2503 6.3965298 0.1525012 41.944 < 2e-16 ***
ori_grid2504 10.0758264 0.0135229 745.095 < 2e-16 ***
ori_grid2505 11.1896107 0.0052655 2125.065 < 2e-16 ***
ori_grid2525 10.1227144 0.0074535 1358.111 < 2e-16 ***
ori_grid2526 11.0184598 0.0043750 2518.518 < 2e-16 ***
ori_grid2527 11.2927345 0.0037557 3006.806 < 2e-16 ***
ori_grid2531 5.5445402 0.4472146 12.398 < 2e-16 ***
ori_grid2532 11.1325450 0.0055255 2014.758 < 2e-16 ***
ori_grid2533 12.0165237 0.0063316 1897.880 < 2e-16 ***
ori_grid2551 10.1634388 0.0068797 1477.314 < 2e-16 ***
ori_grid2552 9.8250452 0.0120876 812.822 < 2e-16 ***
ori_grid2553 11.0460483 0.0075379 1465.407 < 2e-16 ***
ori_grid2554 9.7147862 0.0102146 951.073 < 2e-16 ***
ori_grid2557 8.9762707 0.0253381 354.260 < 2e-16 ***
ori_grid2559 11.1224546 0.0073509 1513.075 < 2e-16 ***
ori_grid2579 10.2350453 0.0065682 1558.281 < 2e-16 ***
ori_grid2580 11.1645213 0.0039018 2861.408 < 2e-16 ***
ori_grid2581 10.8422784 0.0056407 1922.162 < 2e-16 ***
ori_grid2584 8.0084373 0.0622639 128.621 < 2e-16 ***
ori_grid2605 9.9931986 0.0091196 1095.797 < 2e-16 ***
ori_grid2606 10.0868008 0.0144055 700.203 < 2e-16 ***
ori_grid2607 12.0535695 0.0031259 3855.987 < 2e-16 ***
ori_grid2608 10.3547925 0.0076525 1353.131 < 2e-16 ***
ori_grid2609 10.1678393 0.0141420 718.983 < 2e-16 ***
ori_grid2610 9.0625536 0.0237679 381.294 < 2e-16 ***
ori_grid2611 7.9329039 0.0824834 96.176 < 2e-16 ***
ori_grid2633 10.2331656 0.0065057 1572.952 < 2e-16 ***
ori_grid2634 11.7985566 0.0024896 4739.093 < 2e-16 ***
ori_grid2635 11.4292175 0.0046462 2459.888 < 2e-16 ***
ori_grid2636 11.5305595 0.0040978 2813.874 < 2e-16 ***
ori_grid2637 10.2613227 0.0095269 1077.091 < 2e-16 ***
ori_grid2638 10.1827638 0.0101719 1001.070 < 2e-16 ***
ori_grid2660 9.8637649 0.0078709 1253.199 < 2e-16 ***
ori_grid2661 11.3787977 0.0036515 3116.175 < 2e-16 ***
ori_grid2662 10.5069535 0.0060368 1740.485 < 2e-16 ***
ori_grid2663 12.2858996 0.0031329 3921.515 < 2e-16 ***
ori_grid2664 10.7113910 0.0063133 1696.645 < 2e-16 ***
ori_grid2665 11.2454509 0.0044963 2501.054 < 2e-16 ***
ori_grid2687 10.2438902 0.0067836 1510.105 < 2e-16 ***
ori_grid2688 11.3304995 0.0036899 3070.667 < 2e-16 ***
ori_grid2689 11.6290827 0.0034487 3371.988 < 2e-16 ***
ori_grid2690 10.7120741 0.0052472 2041.466 < 2e-16 ***
ori_grid2691 12.2102439 0.0029628 4121.206 < 2e-16 ***
ori_grid2693 11.4954163 0.0041161 2792.821 < 2e-16 ***
ori_grid2714 10.7748784 0.0051008 2112.374 < 2e-16 ***
ori_grid2715 11.9161169 0.0039352 3028.117 < 2e-16 ***
ori_grid2716 7.9446811 0.0254503 312.165 < 2e-16 ***
ori_grid2717 10.9634522 0.0041611 2634.762 < 2e-16 ***
ori_grid2718 11.4846394 0.0052111 2203.900 < 2e-16 ***
ori_grid2719 11.7508474 0.0037628 3122.863 < 2e-16 ***
ori_grid2742 11.3929093 0.0036607 3112.230 < 2e-16 ***
ori_grid2743 10.4166917 0.0104745 994.481 < 2e-16 ***
ori_grid2744 11.5295998 0.0031288 3684.961 < 2e-16 ***
ori_grid2745 11.6640542 0.0034147 3415.855 < 2e-16 ***
ori_grid2746 10.5058145 0.0099849 1052.170 < 2e-16 ***
ori_grid2747 11.1399866 0.0060261 1848.626 < 2e-16 ***
ori_grid2768 11.0282877 0.0047896 2302.551 < 2e-16 ***
ori_grid2769 11.6193941 0.0033781 3439.605 < 2e-16 ***
ori_grid2770 10.0441069 0.0078815 1274.396 < 2e-16 ***
ori_grid2771 11.9105470 0.0023981 4966.639 < 2e-16 ***
ori_grid2772 10.8665983 0.0083068 1308.154 < 2e-16 ***
ori_grid2773 11.2598252 0.0046243 2434.922 < 2e-16 ***
ori_grid2795 7.3609314 0.0985385 74.701 < 2e-16 ***
ori_grid2796 9.4303173 0.0211483 445.914 < 2e-16 ***
ori_grid2797 10.2004310 0.0073474 1388.303 < 2e-16 ***
ori_grid2798 10.7750445 0.0053059 2030.763 < 2e-16 ***
ori_grid2799 11.3698781 0.0040433 2811.998 < 2e-16 ***
ori_grid2800 11.2572423 0.0043676 2577.439 < 2e-16 ***
ori_grid2801 9.2856229 0.0268684 345.597 < 2e-16 ***
ori_grid2822 8.6073043 0.0176316 488.176 < 2e-16 ***
ori_grid2823 9.3210199 0.0119231 781.760 < 2e-16 ***
ori_grid2824 11.0680259 0.0050841 2177.007 < 2e-16 ***
ori_grid2825 11.6241635 0.0031738 3662.548 < 2e-16 ***
ori_grid2826 11.6515477 0.0047744 2440.444 < 2e-16 ***
ori_grid2827 11.5655261 0.0035250 3281.024 < 2e-16 ***
ori_grid2850 10.0074444 0.0105589 947.775 < 2e-16 ***
ori_grid2851 8.9178515 0.0157912 564.736 < 2e-16 ***
ori_grid2852 11.4568038 0.0043003 2664.188 < 2e-16 ***
ori_grid2853 12.0811607 0.0026254 4601.626 < 2e-16 ***
ori_grid2854 11.7260800 0.0034379 3410.790 < 2e-16 ***
ori_grid2877 9.4753575 0.0170238 556.595 < 2e-16 ***
ori_grid2878 10.8737205 0.0056602 1921.084 < 2e-16 ***
ori_grid2879 11.6061375 0.0049567 2341.485 < 2e-16 ***
ori_grid2880 11.0842992 0.0045758 2422.382 < 2e-16 ***
ori_grid2881 11.7579782 0.0040778 2883.430 < 2e-16 ***
ori_grid2905 10.7174942 0.0070802 1513.718 < 2e-16 ***
ori_grid2906 10.2368085 0.0093647 1093.122 < 2e-16 ***
ori_grid2907 11.2200484 0.0043474 2580.879 < 2e-16 ***
ori_grid2908 11.5642021 0.0044721 2585.838 < 2e-16 ***
ori_grid2909 11.7311465 0.0199056 589.338 < 2e-16 ***
ori_grid2931 7.7210937 0.0429610 179.723 < 2e-16 ***
ori_grid2932 6.6429226 0.0688475 96.487 < 2e-16 ***
ori_grid2933 9.8283834 0.0115342 852.105 < 2e-16 ***
ori_grid2934 10.5969698 0.0056266 1883.370 < 2e-16 ***
ori_grid2959 8.3106310 0.0272695 304.759 < 2e-16 ***
ori_grid2960 10.1687747 0.0178775 568.802 < 2e-16 ***
ori_grid2961 10.7795505 0.0072762 1481.489 < 2e-16 ***
ori_grid2962 10.4987950 0.0080291 1307.593 < 2e-16 ***
ori_grid2963 8.2797873 0.0735263 112.610 < 2e-16 ***
ori_grid2987 8.5082836 0.0390792 217.719 < 2e-16 ***
ori_grid2988 8.8120543 0.0214690 410.454 < 2e-16 ***
ori_grid2989 9.0402780 0.0171944 525.768 < 2e-16 ***
ori_grid2990 9.4082623 0.0377529 249.207 < 2e-16 ***
ori_grid3015 10.1654140 0.0184670 550.465 < 2e-16 ***
ori_grid3016 9.6615639 0.0155529 621.208 < 2e-16 ***
ori_grid3017 7.9736543 0.0352109 226.454 < 2e-16 ***
ori_grid3040 10.4246040 0.0084223 1237.731 < 2e-16 ***
ori_grid3043 9.0160754 0.0170772 527.959 < 2e-16 ***
ori_grid3044 8.9412432 0.0180241 496.073 < 2e-16 ***
ori_grid3068 9.0033561 0.0187516 480.139 < 2e-16 ***
ori_grid3070 7.4589698 0.0674266 110.624 < 2e-16 ***
ori_grid3072 8.5958489 0.0486877 176.551 < 2e-16 ***
ori_grid3092 11.5180713 0.0145583 791.166 < 2e-16 ***
ori_grid3098 10.2937961 0.0084900 1212.458 < 2e-16 ***
ori_grid3123 11.1016960 0.0056225 1974.522 < 2e-16 ***
ori_grid3126 6.4748029 0.2672627 24.226 < 2e-16 ***
ori_grid3151 9.9006614 0.0142394 695.301 < 2e-16 ***
ori_grid3152 6.5842707 0.1147116 57.398 < 2e-16 ***
ori_grid3173 11.3905164 0.0161920 703.464 < 2e-16 ***
ori_grid3178 9.6251938 0.0197816 486.574 < 2e-16 ***
ori_grid3179 9.4082496 0.0217454 432.656 < 2e-16 ***
ori_grid3205 9.1116560 0.0295605 308.238 < 2e-16 ***
ori_grid3206 10.7188014 0.0098061 1093.076 < 2e-16 ***
ori_grid3232 9.4250999 0.0425733 221.385 < 2e-16 ***
ori_grid3233 8.9860108 0.0574562 156.398 < 2e-16 ***
ori_grid3308 10.0759179 0.0384183 262.269 < 2e-16 ***
log(desti_fs) 0.3295599 0.0001655 1991.250 < 2e-16 ***
log(desti_biz) 0.0350935 0.0001723 203.630 < 2e-16 ***
log(desti_sch) 0.3924206 0.0006150 638.034 < 2e-16 ***
log(euc_dist) -0.6985434 0.0001180 -5920.797 < 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: 362754959 on 65714 degrees of freedom
Residual deviance: 54731201 on 64889 degrees of freedom
AIC: 55094678
Number of Fisher Scoring iterations: 8
Statistical Conclusion
log(desti_fs) 0.3295599 0.0001655 1991.250 < 2e-16 log(desti_biz) 0.0350935 0.0001723 203.630 < 2e-16 log(desti_sch) 0.3924206 0.0006150 638.034 < 2e-16 log(euc_dist) -0.6985434 0.0001180 -5920.797 < 2e-16
Number of weekday morning peak period trips has a statistically significant relationship with all destination attractiveness attributes.
The strongest positive association is with number of schools (Coefficient Estimate: 0.3924206) followed by number of financial services (Coefficient Estimate: 0.3295599), suggesting that they are the most attractive factors.
The strongest negative association is with distance (-0.6985434). Thus, the further away the destination from origin, the less attractive it is.
Destination Constrained Model
destiSIM <- glm(
formula = TRIPS ~ desti_grid
+ log(ori_mrt_exit)
+ log(ori_fnb)
+ log(ori_hdb)
+ log(euc_dist),
family = poisson(link = "log"),
data = attr_flow,
na.action = na.exclude)Results
summary(destiSIM)
Call:
glm(formula = TRIPS ~ desti_grid + log(ori_mrt_exit) + log(ori_fnb) +
log(ori_hdb) + log(euc_dist), family = poisson(link = "log"),
data = attr_flow, na.action = na.exclude)
Coefficients:
Estimate Std. Error z value Pr(>|z|)
(Intercept) 9.9403435 0.0504536 197.020 < 2e-16 ***
desti_grid146 1.0628533 0.0552626 19.233 < 2e-16 ***
desti_grid174 0.6941007 0.0578209 12.004 < 2e-16 ***
desti_grid175 1.0528053 0.0539797 19.504 < 2e-16 ***
desti_grid200 0.4446523 0.0610570 7.283 3.28e-13 ***
desti_grid201 0.4583900 0.0522431 8.774 < 2e-16 ***
desti_grid202 -0.4458939 0.0557213 -8.002 1.22e-15 ***
desti_grid203 1.0611484 0.0542300 19.568 < 2e-16 ***
desti_grid227 -0.3850821 0.0646209 -5.959 2.54e-09 ***
desti_grid228 0.3963399 0.0531720 7.454 9.06e-14 ***
desti_grid229 -2.3463608 0.1124525 -20.865 < 2e-16 ***
desti_grid230 0.9751001 0.0516221 18.889 < 2e-16 ***
desti_grid231 -0.8842086 0.0599219 -14.756 < 2e-16 ***
desti_grid254 1.1031866 0.0536761 20.553 < 2e-16 ***
desti_grid255 0.3584052 0.0540519 6.631 3.34e-11 ***
desti_grid256 0.8491388 0.0519242 16.353 < 2e-16 ***
desti_grid257 -0.0935795 0.0545954 -1.714 0.086519 .
desti_grid258 0.7491189 0.0547229 13.689 < 2e-16 ***
desti_grid259 -0.0266722 0.0526242 -0.507 0.612265
desti_grid281 -0.7555543 0.0664885 -11.364 < 2e-16 ***
desti_grid282 -0.9249610 0.0578549 -15.988 < 2e-16 ***
desti_grid284 1.0776821 0.0512921 21.011 < 2e-16 ***
desti_grid285 0.4477478 0.0514958 8.695 < 2e-16 ***
desti_grid286 0.4286479 0.0513898 8.341 < 2e-16 ***
desti_grid312 1.3137237 0.0518082 25.357 < 2e-16 ***
desti_grid313 0.6430999 0.0559315 11.498 < 2e-16 ***
desti_grid314 -0.0198885 0.0530747 -0.375 0.707863
desti_grid336 -0.7271931 0.0653579 -11.126 < 2e-16 ***
desti_grid338 -0.4241874 0.0555604 -7.635 2.26e-14 ***
desti_grid339 -0.4200949 0.0529388 -7.935 2.10e-15 ***
desti_grid340 -2.5841447 0.2630802 -9.823 < 2e-16 ***
desti_grid366 -0.2170152 0.0526504 -4.122 3.76e-05 ***
desti_grid367 0.5301393 0.0516424 10.266 < 2e-16 ***
desti_grid391 0.4787041 0.0581676 8.230 < 2e-16 ***
desti_grid392 -0.1537614 0.0532611 -2.887 0.003890 **
desti_grid393 1.0688947 0.0511467 20.899 < 2e-16 ***
desti_grid394 -1.5539356 0.0933669 -16.643 < 2e-16 ***
desti_grid419 1.6476051 0.0534037 30.852 < 2e-16 ***
desti_grid420 0.4702638 0.0526763 8.927 < 2e-16 ***
desti_grid421 0.8223296 0.0555779 14.796 < 2e-16 ***
desti_grid445 1.0324823 0.0518621 19.908 < 2e-16 ***
desti_grid446 -0.7410161 0.0541876 -13.675 < 2e-16 ***
desti_grid447 0.0533526 0.0533074 1.001 0.316901
desti_grid472 -0.2825611 0.0597865 -4.726 2.29e-06 ***
desti_grid473 0.8742550 0.0518986 16.845 < 2e-16 ***
desti_grid474 -0.1339285 0.0529166 -2.531 0.011376 *
desti_grid499 0.7964873 0.0519407 15.335 < 2e-16 ***
desti_grid500 0.0561493 0.0525617 1.068 0.285406
desti_grid526 1.3442943 0.0514092 26.149 < 2e-16 ***
desti_grid527 0.6604876 0.0528022 12.509 < 2e-16 ***
desti_grid528 2.0036028 0.0510520 39.246 < 2e-16 ***
desti_grid552 1.1566457 0.0539988 21.420 < 2e-16 ***
desti_grid553 -1.6951095 0.0777242 -21.809 < 2e-16 ***
desti_grid554 1.9297950 0.0514793 37.487 < 2e-16 ***
desti_grid555 1.2482594 0.0512892 24.338 < 2e-16 ***
desti_grid581 1.3745376 0.0510988 26.900 < 2e-16 ***
desti_grid582 0.4435489 0.0518238 8.559 < 2e-16 ***
desti_grid607 0.3231831 0.0533708 6.055 1.40e-09 ***
desti_grid608 1.4653635 0.0518544 28.259 < 2e-16 ***
desti_grid609 1.1696038 0.0506548 23.090 < 2e-16 ***
desti_grid610 1.7181464 0.0510823 33.635 < 2e-16 ***
desti_grid611 -0.3572868 0.0572997 -6.235 4.51e-10 ***
desti_grid634 1.6974029 0.0523458 32.427 < 2e-16 ***
desti_grid635 1.1121899 0.0514338 21.624 < 2e-16 ***
desti_grid636 -0.0996196 0.0516643 -1.928 0.053829 .
desti_grid638 2.4020004 0.0506058 47.465 < 2e-16 ***
desti_grid661 0.3709588 0.0547537 6.775 1.24e-11 ***
desti_grid662 1.2602117 0.0517153 24.368 < 2e-16 ***
desti_grid663 -0.0453207 0.0513403 -0.883 0.377371
desti_grid664 0.6011804 0.0512078 11.740 < 2e-16 ***
desti_grid665 0.2778475 0.0516962 5.375 7.67e-08 ***
desti_grid689 0.2656310 0.0531421 4.999 5.78e-07 ***
desti_grid690 0.5068064 0.0513412 9.871 < 2e-16 ***
desti_grid692 -0.0033653 0.0520846 -0.065 0.948483
desti_grid693 -0.3962984 0.0562862 -7.041 1.91e-12 ***
desti_grid715 0.1388473 0.0549090 2.529 0.011449 *
desti_grid716 0.2395835 0.0529792 4.522 6.12e-06 ***
desti_grid717 -0.2449507 0.0515461 -4.752 2.01e-06 ***
desti_grid718 1.1469493 0.0506549 22.642 < 2e-16 ***
desti_grid719 0.0023603 0.0539341 0.044 0.965093
desti_grid720 -2.1577321 0.0723387 -29.828 < 2e-16 ***
desti_grid743 1.4335172 0.0511699 28.015 < 2e-16 ***
desti_grid744 0.5530999 0.0512088 10.801 < 2e-16 ***
desti_grid745 -0.2307430 0.0510626 -4.519 6.22e-06 ***
desti_grid746 -0.1133267 0.0511629 -2.215 0.026759 *
desti_grid747 1.1525715 0.0509193 22.635 < 2e-16 ***
desti_grid748 -0.7137677 0.0540662 -13.202 < 2e-16 ***
desti_grid769 -0.2315542 0.0529510 -4.373 1.23e-05 ***
desti_grid770 1.6652938 0.0508363 32.758 < 2e-16 ***
desti_grid771 0.4488705 0.0509138 8.816 < 2e-16 ***
desti_grid772 1.6195745 0.0505272 32.054 < 2e-16 ***
desti_grid773 -0.7755274 0.0522253 -14.850 < 2e-16 ***
desti_grid774 0.4018940 0.0518198 7.756 8.79e-15 ***
desti_grid775 -0.5345335 0.0527012 -10.143 < 2e-16 ***
desti_grid776 -3.9950287 0.1787635 -22.348 < 2e-16 ***
desti_grid777 -1.5013194 0.0660521 -22.729 < 2e-16 ***
desti_grid797 -0.3487587 0.0532429 -6.550 5.74e-11 ***
desti_grid798 -0.8004053 0.0685570 -11.675 < 2e-16 ***
desti_grid799 1.2023581 0.0505813 23.771 < 2e-16 ***
desti_grid800 0.5001979 0.0507331 9.859 < 2e-16 ***
desti_grid802 -3.2936272 0.0888389 -37.074 < 2e-16 ***
desti_grid803 -1.5150271 0.0601657 -25.181 < 2e-16 ***
desti_grid805 -1.7293127 0.0731151 -23.652 < 2e-16 ***
desti_grid806 0.4559386 0.0528682 8.624 < 2e-16 ***
desti_grid823 0.5426242 0.0534629 10.150 < 2e-16 ***
desti_grid824 1.3852767 0.0516634 26.814 < 2e-16 ***
desti_grid825 0.6264247 0.0515676 12.148 < 2e-16 ***
desti_grid826 2.1903828 0.0504703 43.399 < 2e-16 ***
desti_grid827 0.8478785 0.0506542 16.739 < 2e-16 ***
desti_grid832 -3.6965782 0.2062635 -17.922 < 2e-16 ***
desti_grid833 -1.6236871 0.0712036 -22.803 < 2e-16 ***
desti_grid851 0.0483357 0.0544546 0.888 0.374738
desti_grid852 1.1509762 0.0512525 22.457 < 2e-16 ***
desti_grid853 -0.1544802 0.0509228 -3.034 0.002416 **
desti_grid854 0.1038304 0.0507685 2.045 0.040838 *
desti_grid856 -5.0343037 0.2025002 -24.861 < 2e-16 ***
desti_grid861 -1.7817459 0.0717084 -24.847 < 2e-16 ***
desti_grid862 -0.8905064 0.0616523 -14.444 < 2e-16 ***
desti_grid878 0.5112615 0.0519091 9.849 < 2e-16 ***
desti_grid879 1.0316820 0.0509020 20.268 < 2e-16 ***
desti_grid880 -0.4239109 0.0509383 -8.322 < 2e-16 ***
desti_grid881 0.0829892 0.0509773 1.628 0.103533
desti_grid888 -2.6949241 0.1451321 -18.569 < 2e-16 ***
desti_grid889 -1.3770697 0.0694081 -19.840 < 2e-16 ***
desti_grid905 -0.5120283 0.0533165 -9.604 < 2e-16 ***
desti_grid906 -0.3426169 0.0537156 -6.378 1.79e-10 ***
desti_grid907 1.1116453 0.0508229 21.873 < 2e-16 ***
desti_grid908 0.5277592 0.0506687 10.416 < 2e-16 ***
desti_grid910 0.6284839 0.0519535 12.097 < 2e-16 ***
desti_grid932 0.4115483 0.0511974 8.038 9.10e-16 ***
desti_grid933 -0.0525941 0.0516877 -1.018 0.308899
desti_grid934 0.3947950 0.0507264 7.783 7.09e-15 ***
desti_grid935 0.4972338 0.0506636 9.814 < 2e-16 ***
desti_grid937 0.2512537 0.0514041 4.888 1.02e-06 ***
desti_grid959 1.4591523 0.0507314 28.762 < 2e-16 ***
desti_grid960 0.3996339 0.0507948 7.868 3.61e-15 ***
desti_grid961 0.0904795 0.0508245 1.780 0.075038 .
desti_grid962 2.3600220 0.0504808 46.751 < 2e-16 ***
desti_grid986 -0.5926195 0.0537060 -11.035 < 2e-16 ***
desti_grid987 0.7683561 0.0506389 15.173 < 2e-16 ***
desti_grid988 -0.7087289 0.0516593 -13.719 < 2e-16 ***
desti_grid989 0.4999415 0.0506302 9.874 < 2e-16 ***
desti_grid991 0.1760919 0.0515160 3.418 0.000630 ***
desti_grid1013 0.1625538 0.0541394 3.003 0.002678 **
desti_grid1014 -1.3003750 0.0525866 -24.728 < 2e-16 ***
desti_grid1015 -1.8449394 0.0546792 -33.741 < 2e-16 ***
desti_grid1016 -0.0228112 0.0507550 -0.449 0.653116
desti_grid1042 1.1914027 0.0506949 23.501 < 2e-16 ***
desti_grid1043 0.2899818 0.0507001 5.720 1.07e-08 ***
desti_grid1045 -1.5200204 0.0567055 -26.806 < 2e-16 ***
desti_grid1067 1.4149751 0.0507702 27.870 < 2e-16 ***
desti_grid1068 -1.5323250 0.0598590 -25.599 < 2e-16 ***
desti_grid1069 -1.7123855 0.0535071 -32.003 < 2e-16 ***
desti_grid1070 0.5719953 0.0506005 11.304 < 2e-16 ***
desti_grid1078 -1.3310074 0.0630496 -21.110 < 2e-16 ***
desti_grid1093 0.5770509 0.0515402 11.196 < 2e-16 ***
desti_grid1094 -0.7059624 0.0522747 -13.505 < 2e-16 ***
desti_grid1095 -1.9417017 0.0555011 -34.985 < 2e-16 ***
desti_grid1096 0.0612200 0.0507237 1.207 0.227459
desti_grid1097 0.3630513 0.0508016 7.146 8.90e-13 ***
desti_grid1099 0.5343753 0.0507500 10.530 < 2e-16 ***
desti_grid1100 -1.6756594 0.0683236 -24.525 < 2e-16 ***
desti_grid1122 -0.1309811 0.0509843 -2.569 0.010198 *
desti_grid1123 1.5673341 0.0504957 31.039 < 2e-16 ***
desti_grid1124 0.5551806 0.0506327 10.965 < 2e-16 ***
desti_grid1125 0.0428330 0.0509038 0.841 0.400097
desti_grid1126 -3.2765617 0.0784536 -41.764 < 2e-16 ***
desti_grid1127 -0.0094136 0.0508157 -0.185 0.853033
desti_grid1128 0.5456295 0.0509588 10.707 < 2e-16 ***
desti_grid1132 -0.0909543 0.0540888 -1.682 0.092651 .
desti_grid1147 -1.7478176 0.0601658 -29.050 < 2e-16 ***
desti_grid1148 0.0195334 0.0510348 0.383 0.701907
desti_grid1149 -0.4412949 0.0511566 -8.626 < 2e-16 ***
desti_grid1150 0.3871711 0.0506440 7.645 2.09e-14 ***
desti_grid1151 0.0657628 0.0507126 1.297 0.194708
desti_grid1152 -0.2467340 0.0509108 -4.846 1.26e-06 ***
desti_grid1153 0.2089648 0.0508445 4.110 3.96e-05 ***
desti_grid1154 1.7823583 0.0504924 35.300 < 2e-16 ***
desti_grid1155 -1.9253571 0.0618889 -31.110 < 2e-16 ***
desti_grid1158 -1.5099048 0.0584374 -25.838 < 2e-16 ***
desti_grid1174 0.3802938 0.0516778 7.359 1.85e-13 ***
desti_grid1175 1.5835763 0.0509961 31.053 < 2e-16 ***
desti_grid1176 0.4395743 0.0506649 8.676 < 2e-16 ***
desti_grid1177 0.4895519 0.0506775 9.660 < 2e-16 ***
desti_grid1178 0.1526287 0.0507253 3.009 0.002622 **
desti_grid1179 -0.7375642 0.0511926 -14.408 < 2e-16 ***
desti_grid1180 -2.0450363 0.0534646 -38.250 < 2e-16 ***
desti_grid1181 0.6751839 0.0506007 13.343 < 2e-16 ***
desti_grid1182 0.2944419 0.0508629 5.789 7.08e-09 ***
desti_grid1183 0.0335387 0.0513373 0.653 0.513563
desti_grid1185 -0.2694563 0.0527143 -5.112 3.19e-07 ***
desti_grid1201 0.1754783 0.0522233 3.360 0.000779 ***
desti_grid1202 -0.0053046 0.0509846 -0.104 0.917135
desti_grid1203 0.9481834 0.0506390 18.724 < 2e-16 ***
desti_grid1205 1.4782264 0.0504985 29.273 < 2e-16 ***
desti_grid1206 0.4512985 0.0506703 8.907 < 2e-16 ***
desti_grid1207 0.3618208 0.0506465 7.144 9.06e-13 ***
desti_grid1209 2.1594008 0.0505260 42.738 < 2e-16 ***
desti_grid1210 -0.0863973 0.0523823 -1.649 0.099074 .
desti_grid1211 -0.4277214 0.0530918 -8.056 7.87e-16 ***
desti_grid1212 -0.0821923 0.0531639 -1.546 0.122100
desti_grid1228 0.3174551 0.0522051 6.081 1.19e-09 ***
desti_grid1229 0.4655426 0.0508489 9.155 < 2e-16 ***
desti_grid1230 -0.5869481 0.0513090 -11.439 < 2e-16 ***
desti_grid1231 1.9895669 0.0506766 39.260 < 2e-16 ***
desti_grid1232 0.4935257 0.0506074 9.752 < 2e-16 ***
desti_grid1233 1.8329467 0.0505586 36.254 < 2e-16 ***
desti_grid1235 1.0119365 0.0506141 19.993 < 2e-16 ***
desti_grid1236 -1.1099096 0.0519331 -21.372 < 2e-16 ***
desti_grid1237 0.6809251 0.0507518 13.417 < 2e-16 ***
desti_grid1238 -1.5315714 0.0560507 -27.325 < 2e-16 ***
desti_grid1239 0.0464026 0.0526410 0.881 0.378051
desti_grid1240 -1.6861495 0.0805083 -20.944 < 2e-16 ***
desti_grid1255 0.3039164 0.0513640 5.917 3.28e-09 ***
desti_grid1256 -0.4207542 0.0513315 -8.197 2.47e-16 ***
desti_grid1257 -0.0537438 0.0509739 -1.054 0.291728
desti_grid1258 1.1559602 0.0506100 22.841 < 2e-16 ***
desti_grid1259 -0.0668273 0.0508443 -1.314 0.188727
desti_grid1261 -0.0182903 0.0507506 -0.360 0.718551
desti_grid1262 0.0462358 0.0507802 0.911 0.362554
desti_grid1263 -1.2140240 0.0532672 -22.791 < 2e-16 ***
desti_grid1264 0.4837839 0.0509810 9.489 < 2e-16 ***
desti_grid1265 -1.9147998 0.0565756 -33.845 < 2e-16 ***
desti_grid1266 0.3678447 0.0520772 7.063 1.62e-12 ***
desti_grid1282 -0.2768084 0.0519260 -5.331 9.78e-08 ***
desti_grid1283 0.0948884 0.0507394 1.870 0.061468 .
desti_grid1284 -0.3887715 0.0511172 -7.605 2.84e-14 ***
desti_grid1285 0.7296149 0.0507463 14.378 < 2e-16 ***
desti_grid1286 -1.1187554 0.0514112 -21.761 < 2e-16 ***
desti_grid1287 -0.1096271 0.0511467 -2.143 0.032082 *
desti_grid1288 -0.3072974 0.0510749 -6.017 1.78e-09 ***
desti_grid1289 0.7180169 0.0505582 14.202 < 2e-16 ***
desti_grid1293 -0.6037629 0.0549359 -10.990 < 2e-16 ***
desti_grid1308 -1.1138038 0.0524976 -21.216 < 2e-16 ***
desti_grid1309 0.8035633 0.0506311 15.871 < 2e-16 ***
desti_grid1310 1.8101612 0.0504800 35.859 < 2e-16 ***
desti_grid1311 0.9548035 0.0509783 18.730 < 2e-16 ***
desti_grid1312 -1.3009586 0.0542797 -23.968 < 2e-16 ***
desti_grid1314 0.6581301 0.0506807 12.986 < 2e-16 ***
desti_grid1315 1.5587127 0.0504955 30.868 < 2e-16 ***
desti_grid1316 -0.5507336 0.0514947 -10.695 < 2e-16 ***
desti_grid1318 -0.0992228 0.0538192 -1.844 0.065237 .
desti_grid1319 1.9353966 0.0505394 38.295 < 2e-16 ***
desti_grid1320 -0.6632019 0.0532033 -12.465 < 2e-16 ***
desti_grid1335 -2.7676594 0.1017698 -27.195 < 2e-16 ***
desti_grid1336 0.7465610 0.0506774 14.732 < 2e-16 ***
desti_grid1337 0.1204250 0.0506474 2.378 0.017420 *
desti_grid1338 -0.4642341 0.0516510 -8.988 < 2e-16 ***
desti_grid1339 -0.1925124 0.0532160 -3.618 0.000297 ***
desti_grid1340 -1.2679336 0.0519425 -24.410 < 2e-16 ***
desti_grid1341 -0.4532862 0.0511512 -8.862 < 2e-16 ***
desti_grid1342 -0.0878611 0.0509521 -1.724 0.084638 .
desti_grid1343 -0.4776240 0.0510168 -9.362 < 2e-16 ***
desti_grid1347 -0.1357322 0.0517758 -2.622 0.008753 **
desti_grid1348 1.0005810 0.0506852 19.741 < 2e-16 ***
desti_grid1350 3.4314922 0.0505887 67.831 < 2e-16 ***
desti_grid1362 0.2384944 0.0507728 4.697 2.64e-06 ***
desti_grid1363 0.4155700 0.0506882 8.199 2.43e-16 ***
desti_grid1364 -0.3794858 0.0509369 -7.450 9.33e-14 ***
desti_grid1366 0.1347669 0.0507810 2.654 0.007957 **
desti_grid1367 -2.1132797 0.0550749 -38.371 < 2e-16 ***
desti_grid1368 0.9207128 0.0508397 18.110 < 2e-16 ***
desti_grid1369 0.5537134 0.0506679 10.928 < 2e-16 ***
desti_grid1370 0.3024313 0.0508521 5.947 2.73e-09 ***
desti_grid1372 -0.0787273 0.0585829 -1.344 0.178993
desti_grid1374 0.1251345 0.0507916 2.464 0.013752 *
desti_grid1375 2.4155170 0.0505122 47.820 < 2e-16 ***
desti_grid1389 0.2777883 0.0508212 5.466 4.60e-08 ***
desti_grid1390 0.8978756 0.0509646 17.618 < 2e-16 ***
desti_grid1391 0.1848426 0.0508407 3.636 0.000277 ***
desti_grid1392 -1.2027937 0.0518426 -23.201 < 2e-16 ***
desti_grid1394 -0.7568609 0.0515707 -14.676 < 2e-16 ***
desti_grid1396 -0.8920857 0.0524967 -16.993 < 2e-16 ***
desti_grid1397 0.0437091 0.0510911 0.856 0.392267
desti_grid1401 1.3912365 0.0505298 27.533 < 2e-16 ***
desti_grid1402 0.5509054 0.0507024 10.865 < 2e-16 ***
desti_grid1416 0.1027777 0.0565047 1.819 0.068923 .
desti_grid1417 -0.4590877 0.0517516 -8.871 < 2e-16 ***
desti_grid1418 -1.0323404 0.0534432 -19.317 < 2e-16 ***
desti_grid1419 1.6458527 0.0505282 32.573 < 2e-16 ***
desti_grid1420 1.1990350 0.0505336 23.727 < 2e-16 ***
desti_grid1422 -0.6475031 0.0526583 -12.296 < 2e-16 ***
desti_grid1423 0.0053153 0.0510147 0.104 0.917017
desti_grid1426 0.5913998 0.0512285 11.544 < 2e-16 ***
desti_grid1428 -0.1545913 0.0508380 -3.041 0.002359 **
desti_grid1429 0.9713430 0.0508042 19.119 < 2e-16 ***
desti_grid1443 0.9159220 0.0506385 18.087 < 2e-16 ***
desti_grid1444 0.5499688 0.0507982 10.827 < 2e-16 ***
desti_grid1445 0.7680457 0.0506478 15.164 < 2e-16 ***
desti_grid1446 -1.2988989 0.0528082 -24.597 < 2e-16 ***
desti_grid1447 0.1166600 0.0507151 2.300 0.021431 *
desti_grid1455 0.0099025 0.0511331 0.194 0.846441
desti_grid1456 0.3735043 0.0508278 7.348 2.01e-13 ***
desti_grid1457 -3.1468930 0.0839592 -37.481 < 2e-16 ***
desti_grid1469 0.7039677 0.0506827 13.890 < 2e-16 ***
desti_grid1470 1.0657222 0.0506110 21.057 < 2e-16 ***
desti_grid1471 0.4313500 0.0506664 8.514 < 2e-16 ***
desti_grid1472 -0.4428730 0.0512343 -8.644 < 2e-16 ***
desti_grid1480 -1.8437949 0.0660522 -27.914 < 2e-16 ***
desti_grid1482 1.4403025 0.0505667 28.483 < 2e-16 ***
desti_grid1483 1.3244101 0.0508133 26.064 < 2e-16 ***
desti_grid1496 -1.4508658 0.0529441 -27.404 < 2e-16 ***
desti_grid1497 1.5793532 0.0509061 31.025 < 2e-16 ***
desti_grid1498 0.3110729 0.0508014 6.123 9.17e-10 ***
desti_grid1499 -0.2372964 0.0509405 -4.658 3.19e-06 ***
desti_grid1500 -2.0300164 0.0588684 -34.484 < 2e-16 ***
desti_grid1501 -0.7837255 0.0511988 -15.308 < 2e-16 ***
desti_grid1507 1.4386050 0.0511282 28.137 < 2e-16 ***
desti_grid1509 -0.3486657 0.0514545 -6.776 1.23e-11 ***
desti_grid1510 2.4853013 0.0504671 49.246 < 2e-16 ***
desti_grid1511 -0.7928464 0.0544931 -14.549 < 2e-16 ***
desti_grid1523 -0.6151592 0.0614257 -10.015 < 2e-16 ***
desti_grid1524 0.6739404 0.0517406 13.025 < 2e-16 ***
desti_grid1525 0.7641789 0.0505792 15.109 < 2e-16 ***
desti_grid1526 -1.5027989 0.0526817 -28.526 < 2e-16 ***
desti_grid1527 -2.2209003 0.0659279 -33.687 < 2e-16 ***
desti_grid1534 -3.5400694 0.1049727 -33.724 < 2e-16 ***
desti_grid1536 0.9188089 0.0506114 18.154 < 2e-16 ***
desti_grid1537 0.2658154 0.0510212 5.210 1.89e-07 ***
desti_grid1550 0.5871387 0.0507081 11.579 < 2e-16 ***
desti_grid1551 -0.1946877 0.0511351 -3.807 0.000140 ***
desti_grid1552 -1.6463923 0.0545525 -30.180 < 2e-16 ***
desti_grid1553 -0.1736164 0.0507846 -3.419 0.000629 ***
desti_grid1554 -1.4415576 0.0536709 -26.859 < 2e-16 ***
desti_grid1555 -1.1059499 0.0515080 -21.471 < 2e-16 ***
desti_grid1562 -0.9277693 0.0615631 -15.070 < 2e-16 ***
desti_grid1563 0.5856002 0.0507733 11.534 < 2e-16 ***
desti_grid1564 0.5144618 0.0506760 10.152 < 2e-16 ***
desti_grid1565 1.7608780 0.0506688 34.753 < 2e-16 ***
desti_grid1576 0.2257570 0.0511454 4.414 1.01e-05 ***
desti_grid1578 -1.5925833 0.0519440 -30.660 < 2e-16 ***
desti_grid1579 0.7200976 0.0505779 14.237 < 2e-16 ***
desti_grid1581 -0.7672174 0.0511511 -14.999 < 2e-16 ***
desti_grid1588 -1.5102503 0.0703057 -21.481 < 2e-16 ***
desti_grid1590 0.4486638 0.0507541 8.840 < 2e-16 ***
desti_grid1591 0.5714618 0.0507050 11.270 < 2e-16 ***
desti_grid1592 0.7574393 0.0511637 14.804 < 2e-16 ***
desti_grid1604 1.1727486 0.0505368 23.206 < 2e-16 ***
desti_grid1605 0.2038444 0.0506596 4.024 5.73e-05 ***
desti_grid1606 -0.0803118 0.0507077 -1.584 0.113235
desti_grid1607 -0.9368608 0.0512261 -18.289 < 2e-16 ***
desti_grid1616 -1.3268153 0.0599230 -22.142 < 2e-16 ***
desti_grid1617 0.0395371 0.0517440 0.764 0.444814
desti_grid1618 2.1789799 0.0504879 43.158 < 2e-16 ***
desti_grid1619 0.7257280 0.0507904 14.289 < 2e-16 ***
desti_grid1620 0.7905472 0.0510238 15.494 < 2e-16 ***
desti_grid1630 -1.9914061 0.0532573 -37.392 < 2e-16 ***
desti_grid1631 -0.1544957 0.0508306 -3.039 0.002370 **
desti_grid1632 -0.1405373 0.0508304 -2.765 0.005695 **
desti_grid1633 -1.6826686 0.0527637 -31.891 < 2e-16 ***
desti_grid1634 -0.0725358 0.0508291 -1.427 0.153565
desti_grid1635 0.7238922 0.0506138 14.302 < 2e-16 ***
desti_grid1642 -1.1753094 0.0641057 -18.334 < 2e-16 ***
desti_grid1644 0.7527153 0.0507663 14.827 < 2e-16 ***
desti_grid1645 0.6982995 0.0506885 13.776 < 2e-16 ***
desti_grid1646 0.9779155 0.0507622 19.265 < 2e-16 ***
desti_grid1647 -0.5254264 0.0577079 -9.105 < 2e-16 ***
desti_grid1658 -0.0894131 0.0511772 -1.747 0.080615 .
desti_grid1659 0.5418365 0.0505967 10.709 < 2e-16 ***
desti_grid1660 -0.3138602 0.0516374 -6.078 1.22e-09 ***
desti_grid1661 -1.9422234 0.0540403 -35.940 < 2e-16 ***
desti_grid1662 -0.4407548 0.0509515 -8.650 < 2e-16 ***
desti_grid1669 -3.0306324 0.1305274 -23.218 < 2e-16 ***
desti_grid1670 -0.3779879 0.0553142 -6.833 8.29e-12 ***
desti_grid1672 0.1972863 0.0512736 3.848 0.000119 ***
desti_grid1673 1.8864551 0.0506927 37.214 < 2e-16 ***
desti_grid1674 0.7316450 0.0508817 14.379 < 2e-16 ***
desti_grid1684 0.0426291 0.0507457 0.840 0.400878
desti_grid1685 0.2073707 0.0509302 4.072 4.67e-05 ***
desti_grid1686 0.0688253 0.0507360 1.357 0.174928
desti_grid1687 -0.5818035 0.0512257 -11.358 < 2e-16 ***
desti_grid1688 -0.8772718 0.0513803 -17.074 < 2e-16 ***
desti_grid1689 -1.5330847 0.0552829 -27.732 < 2e-16 ***
desti_grid1695 -1.9267125 0.0810983 -23.758 < 2e-16 ***
desti_grid1699 0.6771986 0.0507309 13.349 < 2e-16 ***
desti_grid1700 -0.0052644 0.0521249 -0.101 0.919554
desti_grid1701 1.5990569 0.0511275 31.276 < 2e-16 ***
desti_grid1712 -0.9387474 0.0517775 -18.130 < 2e-16 ***
desti_grid1713 0.8897940 0.0505401 17.606 < 2e-16 ***
desti_grid1714 -0.4510350 0.0515994 -8.741 < 2e-16 ***
desti_grid1716 -0.1767914 0.0507656 -3.483 0.000497 ***
desti_grid1723 -1.9784241 0.0818171 -24.181 < 2e-16 ***
desti_grid1726 -0.2516227 0.0521826 -4.822 1.42e-06 ***
desti_grid1727 0.5220692 0.0508105 10.275 < 2e-16 ***
desti_grid1728 1.0801406 0.0506750 21.315 < 2e-16 ***
desti_grid1738 -0.1904451 0.0507845 -3.750 0.000177 ***
desti_grid1739 1.1703544 0.0505140 23.169 < 2e-16 ***
desti_grid1740 -0.3368312 0.0510163 -6.602 4.04e-11 ***
desti_grid1741 -0.0985685 0.0509241 -1.936 0.052917 .
desti_grid1743 -1.7467734 0.0568386 -30.732 < 2e-16 ***
desti_grid1744 -2.7942358 0.1003166 -27.854 < 2e-16 ***
desti_grid1748 -4.1225093 0.1138482 -36.211 < 2e-16 ***
desti_grid1749 0.1206207 0.0510594 2.362 0.018159 *
desti_grid1753 1.7558066 0.0505079 34.763 < 2e-16 ***
desti_grid1754 0.0364800 0.0509866 0.715 0.474311
desti_grid1765 0.9317201 0.0505684 18.425 < 2e-16 ***
desti_grid1766 0.5429324 0.0506748 10.714 < 2e-16 ***
desti_grid1767 0.3160332 0.0506510 6.239 4.39e-10 ***
desti_grid1768 -1.8091127 0.0549301 -32.935 < 2e-16 ***
desti_grid1770 -1.3154342 0.0519966 -25.298 < 2e-16 ***
desti_grid1771 -2.7508936 0.0604327 -45.520 < 2e-16 ***
desti_grid1776 -4.0746002 0.1106955 -36.809 < 2e-16 ***
desti_grid1777 0.4053450 0.0509052 7.963 1.68e-15 ***
desti_grid1778 -1.1442058 0.0526696 -21.724 < 2e-16 ***
desti_grid1780 -0.3426386 0.0526874 -6.503 7.86e-11 ***
desti_grid1781 0.7608868 0.0506848 15.012 < 2e-16 ***
desti_grid1791 -0.0331598 0.0529635 -0.626 0.531258
desti_grid1792 -0.4235608 0.0509993 -8.305 < 2e-16 ***
desti_grid1793 0.6174801 0.0505761 12.209 < 2e-16 ***
desti_grid1794 0.0716608 0.0507480 1.412 0.157924
desti_grid1795 -0.0684911 0.0508263 -1.348 0.177802
desti_grid1796 0.4261547 0.0507696 8.394 < 2e-16 ***
desti_grid1798 -4.5497710 0.1488374 -30.569 < 2e-16 ***
desti_grid1800 -1.0323038 0.0545049 -18.940 < 2e-16 ***
desti_grid1802 -1.5679645 0.0550279 -28.494 < 2e-16 ***
desti_grid1804 -2.6743594 0.0630510 -42.416 < 2e-16 ***
desti_grid1805 -0.9583895 0.0518888 -18.470 < 2e-16 ***
desti_grid1806 -0.1721253 0.0510364 -3.373 0.000745 ***
desti_grid1807 -0.7002199 0.0512738 -13.656 < 2e-16 ***
desti_grid1808 -0.4131459 0.0529344 -7.805 5.96e-15 ***
desti_grid1820 -0.0936524 0.0507779 -1.844 0.065132 .
desti_grid1821 1.0146926 0.0505405 20.077 < 2e-16 ***
desti_grid1822 -0.7858612 0.0513229 -15.312 < 2e-16 ***
desti_grid1823 -0.1103000 0.0511486 -2.156 0.031048 *
desti_grid1824 0.4565630 0.0506437 9.015 < 2e-16 ***
desti_grid1827 -0.9210352 0.0513974 -17.920 < 2e-16 ***
desti_grid1828 -0.4447944 0.0512087 -8.686 < 2e-16 ***
desti_grid1829 0.7334693 0.0507236 14.460 < 2e-16 ***
desti_grid1831 -1.7773415 0.0535505 -33.190 < 2e-16 ***
desti_grid1833 1.0964491 0.0505526 21.689 < 2e-16 ***
desti_grid1834 1.2567925 0.0505851 24.845 < 2e-16 ***
desti_grid1835 -0.7421669 0.0516365 -14.373 < 2e-16 ***
desti_grid1846 -2.2395692 0.0570348 -39.267 < 2e-16 ***
desti_grid1847 -1.4434285 0.0535023 -26.979 < 2e-16 ***
desti_grid1848 -0.3111298 0.0508280 -6.121 9.29e-10 ***
desti_grid1849 1.2870796 0.0505036 25.485 < 2e-16 ***
desti_grid1850 0.2092324 0.0511089 4.094 4.24e-05 ***
desti_grid1852 -2.8775055 0.0600808 -47.894 < 2e-16 ***
desti_grid1853 0.2081950 0.0507528 4.102 4.09e-05 ***
desti_grid1854 -0.2068123 0.0509374 -4.060 4.90e-05 ***
desti_grid1855 -1.6813857 0.0530461 -31.697 < 2e-16 ***
desti_grid1856 -3.0720563 0.1589714 -19.325 < 2e-16 ***
desti_grid1857 -2.7317620 0.0674752 -40.485 < 2e-16 ***
desti_grid1858 -1.3934295 0.0516799 -26.963 < 2e-16 ***
desti_grid1859 -0.0014513 0.0508881 -0.029 0.977248
desti_grid1860 0.2803491 0.0507333 5.526 3.28e-08 ***
desti_grid1861 -0.3630094 0.0513423 -7.070 1.55e-12 ***
desti_grid1862 -0.8013751 0.0544075 -14.729 < 2e-16 ***
desti_grid1874 0.1063434 0.0506776 2.098 0.035867 *
desti_grid1875 0.3411085 0.0506267 6.738 1.61e-11 ***
desti_grid1876 -0.5884838 0.0514598 -11.436 < 2e-16 ***
desti_grid1877 -0.1947647 0.0509118 -3.826 0.000130 ***
desti_grid1878 -0.1719145 0.0508855 -3.378 0.000729 ***
desti_grid1879 -1.0373882 0.0515418 -20.127 < 2e-16 ***
desti_grid1882 0.4749403 0.0506628 9.375 < 2e-16 ***
desti_grid1883 -0.3578546 0.0511003 -7.003 2.51e-12 ***
desti_grid1884 -1.3819471 0.0537996 -25.687 < 2e-16 ***
desti_grid1886 1.8693210 0.0504807 37.030 < 2e-16 ***
desti_grid1887 2.3249032 0.0504746 46.061 < 2e-16 ***
desti_grid1888 -0.1996025 0.0510999 -3.906 9.38e-05 ***
desti_grid1889 -2.9867216 0.1017707 -29.348 < 2e-16 ***
desti_grid1890 -0.7635244 0.0621621 -12.283 < 2e-16 ***
desti_grid1900 -0.6569418 0.0513556 -12.792 < 2e-16 ***
desti_grid1901 0.4811481 0.0505982 9.509 < 2e-16 ***
desti_grid1902 0.0013906 0.0509460 0.027 0.978224
desti_grid1903 0.1578391 0.0509631 3.097 0.001954 **
desti_grid1904 0.2697837 0.0508500 5.305 1.12e-07 ***
desti_grid1905 -0.4594856 0.0509022 -9.027 < 2e-16 ***
desti_grid1906 -0.2430046 0.0507861 -4.785 1.71e-06 ***
desti_grid1907 0.0175068 0.0507346 0.345 0.730045
desti_grid1908 -0.0993641 0.0510260 -1.947 0.051496 .
desti_grid1909 0.3055202 0.0507523 6.020 1.75e-09 ***
desti_grid1910 -0.9731890 0.0516190 -18.853 < 2e-16 ***
desti_grid1912 -2.5637841 0.0615897 -41.627 < 2e-16 ***
desti_grid1913 0.2196066 0.0506459 4.336 1.45e-05 ***
desti_grid1914 0.7658927 0.0506260 15.128 < 2e-16 ***
desti_grid1916 -1.0226342 0.0573962 -17.817 < 2e-16 ***
desti_grid1928 -0.0302206 0.0507617 -0.595 0.551614
desti_grid1929 0.1928930 0.0507303 3.802 0.000143 ***
desti_grid1930 0.1413916 0.0506493 2.792 0.005245 **
desti_grid1931 -0.4626732 0.0509871 -9.074 < 2e-16 ***
desti_grid1932 0.4546998 0.0506531 8.977 < 2e-16 ***
desti_grid1933 0.8565148 0.0507254 16.885 < 2e-16 ***
desti_grid1934 -0.8094910 0.0510501 -15.857 < 2e-16 ***
desti_grid1935 -0.1137736 0.0507921 -2.240 0.025092 *
desti_grid1936 0.2088580 0.0507709 4.114 3.89e-05 ***
desti_grid1937 0.5445291 0.0506445 10.752 < 2e-16 ***
desti_grid1938 -1.3218582 0.0680626 -19.421 < 2e-16 ***
desti_grid1940 0.1311311 0.0508164 2.580 0.009866 **
desti_grid1941 -0.5097814 0.0512078 -9.955 < 2e-16 ***
desti_grid1942 0.3666820 0.0510623 7.181 6.92e-13 ***
desti_grid1954 -0.5859184 0.0519353 -11.282 < 2e-16 ***
desti_grid1955 0.5513819 0.0505772 10.902 < 2e-16 ***
desti_grid1956 0.0463395 0.0508339 0.912 0.361986
desti_grid1958 0.6311866 0.0506212 12.469 < 2e-16 ***
desti_grid1959 0.4863629 0.0505754 9.617 < 2e-16 ***
desti_grid1960 0.9240979 0.0506296 18.252 < 2e-16 ***
desti_grid1961 1.4889878 0.0505033 29.483 < 2e-16 ***
desti_grid1962 -0.0749470 0.0507198 -1.478 0.139497
desti_grid1963 -0.1626806 0.0507353 -3.206 0.001344 **
desti_grid1964 0.6213793 0.0506379 12.271 < 2e-16 ***
desti_grid1967 0.6052255 0.0506925 11.939 < 2e-16 ***
desti_grid1968 0.4316147 0.0508268 8.492 < 2e-16 ***
desti_grid1982 0.9133005 0.0505263 18.076 < 2e-16 ***
desti_grid1983 0.5467105 0.0505842 10.808 < 2e-16 ***
desti_grid1984 0.7533742 0.0505385 14.907 < 2e-16 ***
desti_grid1985 0.3859724 0.0506762 7.616 2.61e-14 ***
desti_grid1986 -0.1199487 0.0509903 -2.352 0.018653 *
desti_grid1987 1.4442200 0.0504845 28.607 < 2e-16 ***
desti_grid1988 -0.3044893 0.0507206 -6.003 1.93e-09 ***
desti_grid1989 -0.3840953 0.0507819 -7.564 3.92e-14 ***
desti_grid1990 1.7201747 0.0504766 34.079 < 2e-16 ***
desti_grid1991 0.8273154 0.0505974 16.351 < 2e-16 ***
desti_grid1992 1.0064900 0.0506492 19.872 < 2e-16 ***
desti_grid1994 -1.4489332 0.0539639 -26.850 < 2e-16 ***
desti_grid1995 0.1413930 0.0509633 2.774 0.005530 **
desti_grid2009 1.0058702 0.0505184 19.911 < 2e-16 ***
desti_grid2010 0.5106621 0.0505544 10.101 < 2e-16 ***
desti_grid2011 0.5708350 0.0505745 11.287 < 2e-16 ***
desti_grid2012 0.0135738 0.0508473 0.267 0.789506
desti_grid2013 0.0696928 0.0506504 1.376 0.168835
desti_grid2014 0.1728779 0.0506101 3.416 0.000636 ***
desti_grid2015 0.3578550 0.0506323 7.068 1.57e-12 ***
desti_grid2016 -0.0961374 0.0507281 -1.895 0.058072 .
desti_grid2017 0.3697961 0.0506599 7.300 2.89e-13 ***
desti_grid2021 -0.9992044 0.0518687 -19.264 < 2e-16 ***
desti_grid2036 -2.1266109 0.0581159 -36.593 < 2e-16 ***
desti_grid2037 -0.7509667 0.0512930 -14.641 < 2e-16 ***
desti_grid2038 0.9723878 0.0505217 19.247 < 2e-16 ***
desti_grid2039 -0.2659458 0.0508578 -5.229 1.70e-07 ***
desti_grid2040 0.0621907 0.0507359 1.226 0.220284
desti_grid2041 0.6902919 0.0507262 13.608 < 2e-16 ***
desti_grid2042 -0.0886632 0.0508976 -1.742 0.081510 .
desti_grid2043 0.1605666 0.0506674 3.169 0.001529 **
desti_grid2044 0.1355141 0.0506757 2.674 0.007492 **
desti_grid2046 -0.7405755 0.0516105 -14.349 < 2e-16 ***
desti_grid2049 -2.0830062 0.0556258 -37.447 < 2e-16 ***
desti_grid2063 -0.6900062 0.0512835 -13.455 < 2e-16 ***
desti_grid2064 0.3109209 0.0506172 6.143 8.12e-10 ***
desti_grid2065 -0.1926734 0.0507055 -3.800 0.000145 ***
desti_grid2066 -0.1133768 0.0507129 -2.236 0.025374 *
desti_grid2067 -0.2448839 0.0507046 -4.830 1.37e-06 ***
desti_grid2068 0.1821838 0.0506576 3.596 0.000323 ***
desti_grid2069 -1.7011107 0.0522484 -32.558 < 2e-16 ***
desti_grid2070 0.5700938 0.0507067 11.243 < 2e-16 ***
desti_grid2071 1.4020740 0.0505313 27.747 < 2e-16 ***
desti_grid2072 -2.4730489 0.0640691 -38.600 < 2e-16 ***
desti_grid2074 -2.1122809 0.0585510 -36.076 < 2e-16 ***
desti_grid2089 -1.0858640 0.0763826 -14.216 < 2e-16 ***
desti_grid2090 -2.2602084 0.1115617 -20.260 < 2e-16 ***
desti_grid2091 -1.4766778 0.0537162 -27.490 < 2e-16 ***
desti_grid2092 0.1329334 0.0507428 2.620 0.008799 **
desti_grid2093 0.7316640 0.0505612 14.471 < 2e-16 ***
desti_grid2094 0.3265020 0.0506682 6.444 1.16e-10 ***
desti_grid2095 0.9889226 0.0508033 19.466 < 2e-16 ***
desti_grid2096 -0.8663115 0.0512140 -16.916 < 2e-16 ***
desti_grid2097 -0.6103338 0.0547940 -11.139 < 2e-16 ***
desti_grid2098 -0.0726109 0.0508478 -1.428 0.153290
desti_grid2100 -2.0546491 0.0655208 -31.359 < 2e-16 ***
desti_grid2101 -0.8825324 0.0530913 -16.623 < 2e-16 ***
desti_grid2102 -0.1100421 0.0512921 -2.145 0.031921 *
desti_grid2116 -3.2572597 0.1074884 -30.303 < 2e-16 ***
desti_grid2117 -2.1977013 0.1208031 -18.192 < 2e-16 ***
desti_grid2119 0.0343712 0.0506798 0.678 0.497643
desti_grid2120 0.8537375 0.0505526 16.888 < 2e-16 ***
desti_grid2121 0.1138701 0.0507237 2.245 0.024774 *
desti_grid2122 -3.0138457 0.0701835 -42.942 < 2e-16 ***
desti_grid2123 -0.8413929 0.0510049 -16.496 < 2e-16 ***
desti_grid2124 -0.0717019 0.0510356 -1.405 0.160040
desti_grid2125 0.8711314 0.0506030 17.215 < 2e-16 ***
desti_grid2126 -1.2080090 0.0522145 -23.136 < 2e-16 ***
desti_grid2129 -1.4467657 0.0549308 -26.338 < 2e-16 ***
desti_grid2146 -0.8293264 0.0538275 -15.407 < 2e-16 ***
desti_grid2147 0.1177303 0.0506258 2.326 0.020045 *
desti_grid2148 0.5626994 0.0505744 11.126 < 2e-16 ***
desti_grid2149 0.1100344 0.0507239 2.169 0.030061 *
desti_grid2150 -1.4459460 0.0518650 -27.879 < 2e-16 ***
desti_grid2151 -1.4784295 0.0518992 -28.487 < 2e-16 ***
desti_grid2152 1.0328567 0.0505600 20.428 < 2e-16 ***
desti_grid2153 0.0095190 0.0519224 0.183 0.854538
desti_grid2154 -0.8319808 0.0514292 -16.177 < 2e-16 ***
desti_grid2155 -0.5677499 0.0514997 -11.024 < 2e-16 ***
desti_grid2171 -2.7553492 0.1787652 -15.413 < 2e-16 ***
desti_grid2172 -0.8747515 0.0542182 -16.134 < 2e-16 ***
desti_grid2174 -1.1953480 0.0521207 -22.934 < 2e-16 ***
desti_grid2175 1.0647950 0.0505331 21.071 < 2e-16 ***
desti_grid2176 0.1308887 0.0506965 2.582 0.009828 **
desti_grid2177 1.5761792 0.0504809 31.223 < 2e-16 ***
desti_grid2178 -1.2834621 0.0513598 -24.990 < 2e-16 ***
desti_grid2179 0.5316718 0.0506246 10.502 < 2e-16 ***
desti_grid2180 -0.3517668 0.0509231 -6.908 4.92e-12 ***
desti_grid2181 0.6215620 0.0506401 12.274 < 2e-16 ***
desti_grid2182 -0.7225832 0.0533448 -13.546 < 2e-16 ***
desti_grid2200 0.4575149 0.0513779 8.905 < 2e-16 ***
desti_grid2201 0.0972848 0.0506429 1.921 0.054732 .
desti_grid2202 1.1349634 0.0507100 22.381 < 2e-16 ***
desti_grid2203 0.2824580 0.0508259 5.557 2.74e-08 ***
desti_grid2204 0.4897700 0.0505981 9.680 < 2e-16 ***
desti_grid2205 -0.3693776 0.0508316 -7.267 3.68e-13 ***
desti_grid2206 0.5268662 0.0505731 10.418 < 2e-16 ***
desti_grid2207 -0.4278171 0.0508863 -8.407 < 2e-16 ***
desti_grid2208 -0.1537201 0.0508054 -3.026 0.002481 **
desti_grid2209 -1.8067073 0.0563011 -32.090 < 2e-16 ***
desti_grid2227 -0.5017707 0.0510928 -9.821 < 2e-16 ***
desti_grid2228 0.0502071 0.0507120 0.990 0.322153
desti_grid2229 0.5549454 0.0505900 10.969 < 2e-16 ***
desti_grid2230 0.1215511 0.0509434 2.386 0.017033 *
desti_grid2231 -0.3046481 0.0507382 -6.004 1.92e-09 ***
desti_grid2233 0.5314886 0.0505782 10.508 < 2e-16 ***
desti_grid2234 -4.0611345 0.0969233 -41.900 < 2e-16 ***
desti_grid2235 -2.1153761 0.0729037 -29.016 < 2e-16 ***
desti_grid2254 -0.0613545 0.0513851 -1.194 0.232473
desti_grid2255 -0.3477908 0.0508750 -6.836 8.13e-12 ***
desti_grid2256 -0.0780137 0.0507669 -1.537 0.124366
desti_grid2257 -0.1478186 0.0512059 -2.887 0.003892 **
desti_grid2258 -0.9100887 0.0512013 -17.775 < 2e-16 ***
desti_grid2259 -0.9613788 0.0513578 -18.719 < 2e-16 ***
desti_grid2260 -0.1331446 0.0507852 -2.622 0.008749 **
desti_grid2261 0.1729970 0.0507307 3.410 0.000649 ***
desti_grid2262 -0.9577834 0.0514338 -18.622 < 2e-16 ***
desti_grid2281 -0.2579181 0.0508851 -5.069 4.01e-07 ***
desti_grid2282 0.7432115 0.0505720 14.696 < 2e-16 ***
desti_grid2283 -0.1485244 0.0507641 -2.926 0.003436 **
desti_grid2284 -0.0568645 0.0507230 -1.121 0.262254
desti_grid2285 0.2046939 0.0507605 4.033 5.52e-05 ***
desti_grid2286 -0.3743039 0.0508773 -7.357 1.88e-13 ***
desti_grid2287 0.6848713 0.0505642 13.545 < 2e-16 ***
desti_grid2288 -1.5432222 0.0524256 -29.436 < 2e-16 ***
desti_grid2308 -0.3093666 0.0512195 -6.040 1.54e-09 ***
desti_grid2309 0.3854367 0.0506581 7.609 2.77e-14 ***
desti_grid2310 -0.1013628 0.0506795 -2.000 0.045492 *
desti_grid2311 0.7948738 0.0505502 15.724 < 2e-16 ***
desti_grid2312 -0.8055780 0.0513026 -15.702 < 2e-16 ***
desti_grid2313 1.3382775 0.0505389 26.480 < 2e-16 ***
desti_grid2314 1.2608551 0.0504968 24.969 < 2e-16 ***
desti_grid2315 -0.2001558 0.0508627 -3.935 8.31e-05 ***
desti_grid2316 0.2638924 0.0507158 5.203 1.96e-07 ***
desti_grid2317 -1.1001051 0.0565101 -19.467 < 2e-16 ***
desti_grid2335 -1.1396215 0.0528107 -21.579 < 2e-16 ***
desti_grid2336 0.9275648 0.0505237 18.359 < 2e-16 ***
desti_grid2337 0.4753598 0.0505862 9.397 < 2e-16 ***
desti_grid2338 -0.1920550 0.0509335 -3.771 0.000163 ***
desti_grid2339 0.4673920 0.0506192 9.233 < 2e-16 ***
desti_grid2340 0.0953598 0.0506227 1.884 0.059601 .
desti_grid2341 0.7302695 0.0505549 14.445 < 2e-16 ***
desti_grid2342 -0.4573024 0.0508224 -8.998 < 2e-16 ***
desti_grid2343 -0.5899420 0.0511077 -11.543 < 2e-16 ***
desti_grid2362 -0.6044503 0.0517465 -11.681 < 2e-16 ***
desti_grid2363 0.0457978 0.0507974 0.902 0.367281
desti_grid2364 -0.1225482 0.0512786 -2.390 0.016855 *
desti_grid2365 0.8297045 0.0505742 16.406 < 2e-16 ***
desti_grid2366 0.5722200 0.0517896 11.049 < 2e-16 ***
desti_grid2367 0.0737550 0.0507613 1.453 0.146230
desti_grid2368 0.1437054 0.0506455 2.837 0.004547 **
desti_grid2369 1.0911339 0.0505220 21.597 < 2e-16 ***
desti_grid2370 1.5977613 0.0504853 31.648 < 2e-16 ***
desti_grid2371 -0.3213439 0.0508527 -6.319 2.63e-10 ***
desti_grid2389 -0.0721282 0.0508594 -1.418 0.156136
desti_grid2390 0.7308287 0.0505487 14.458 < 2e-16 ***
desti_grid2391 0.6908219 0.0506258 13.646 < 2e-16 ***
desti_grid2392 0.9565678 0.0510930 18.722 < 2e-16 ***
desti_grid2393 1.3278228 0.0509506 26.061 < 2e-16 ***
desti_grid2394 -1.5180246 0.0522050 -29.078 < 2e-16 ***
desti_grid2395 0.0532454 0.0506729 1.051 0.293366
desti_grid2396 0.0949566 0.0506358 1.875 0.060754 .
desti_grid2397 -1.0671274 0.0513318 -20.789 < 2e-16 ***
desti_grid2398 -0.4451901 0.0515557 -8.635 < 2e-16 ***
desti_grid2416 -0.4076651 0.0511859 -7.964 1.66e-15 ***
desti_grid2417 0.1369755 0.0513098 2.670 0.007595 **
desti_grid2418 -0.0454309 0.0507269 -0.896 0.370468
desti_grid2419 0.7564651 0.0505736 14.958 < 2e-16 ***
desti_grid2420 -1.9982271 0.0618075 -32.330 < 2e-16 ***
desti_grid2422 -1.2734002 0.0546562 -23.298 < 2e-16 ***
desti_grid2423 -0.8481399 0.0510888 -16.601 < 2e-16 ***
desti_grid2424 0.8501062 0.0505367 16.822 < 2e-16 ***
desti_grid2425 1.5491055 0.0504918 30.680 < 2e-16 ***
desti_grid2426 -0.7826214 0.0525469 -14.894 < 2e-16 ***
desti_grid2443 1.1068083 0.0505410 21.899 < 2e-16 ***
desti_grid2444 0.5989610 0.0505693 11.844 < 2e-16 ***
desti_grid2445 0.5151480 0.0505752 10.186 < 2e-16 ***
desti_grid2448 -0.1835214 0.0515716 -3.559 0.000373 ***
desti_grid2449 -0.9607956 0.0517115 -18.580 < 2e-16 ***
desti_grid2450 -0.6080522 0.0509435 -11.936 < 2e-16 ***
desti_grid2451 0.9796467 0.0505271 19.389 < 2e-16 ***
desti_grid2452 -1.3581354 0.0555388 -24.454 < 2e-16 ***
desti_grid2471 -0.2533081 0.0508771 -4.979 6.40e-07 ***
desti_grid2472 -1.8896196 0.0539656 -35.015 < 2e-16 ***
desti_grid2473 0.6505095 0.0505927 12.858 < 2e-16 ***
desti_grid2476 0.8011653 0.0510023 15.708 < 2e-16 ***
desti_grid2478 -0.3460370 0.0508728 -6.802 1.03e-11 ***
desti_grid2479 -1.1687476 0.0526780 -22.187 < 2e-16 ***
desti_grid2480 -0.9588851 0.0549594 -17.447 < 2e-16 ***
desti_grid2497 0.2365462 0.0506753 4.668 3.04e-06 ***
desti_grid2498 -1.1412619 0.0523964 -21.781 < 2e-16 ***
desti_grid2499 -0.4491370 0.0510460 -8.799 < 2e-16 ***
desti_grid2500 -0.7174185 0.0526329 -13.631 < 2e-16 ***
desti_grid2503 -2.3434511 0.0768882 -30.479 < 2e-16 ***
desti_grid2504 -1.8429002 0.0592551 -31.101 < 2e-16 ***
desti_grid2505 -0.4033441 0.0509171 -7.922 2.34e-15 ***
desti_grid2525 -0.5020656 0.0512537 -9.796 < 2e-16 ***
desti_grid2526 0.5935305 0.0506144 11.727 < 2e-16 ***
desti_grid2527 0.8140045 0.0505590 16.100 < 2e-16 ***
desti_grid2531 -3.6084352 0.1305280 -27.645 < 2e-16 ***
desti_grid2532 -0.9760525 0.0513461 -19.009 < 2e-16 ***
desti_grid2533 -0.8569742 0.0524370 -16.343 < 2e-16 ***
desti_grid2551 0.3229457 0.0507339 6.365 1.95e-10 ***
desti_grid2552 -0.3786144 0.0517577 -7.315 2.57e-13 ***
desti_grid2553 0.1901012 0.0511267 3.718 0.000201 ***
desti_grid2554 -1.4392342 0.0522285 -27.557 < 2e-16 ***
desti_grid2557 0.4272034 0.0512797 8.331 < 2e-16 ***
desti_grid2559 -1.4055458 0.0525708 -26.736 < 2e-16 ***
desti_grid2579 -0.3090562 0.0508963 -6.072 1.26e-09 ***
desti_grid2580 0.6780507 0.0505832 13.405 < 2e-16 ***
desti_grid2581 -0.4852991 0.0510362 -9.509 < 2e-16 ***
desti_grid2584 -1.1628973 0.0555297 -20.942 < 2e-16 ***
desti_grid2605 -0.7730613 0.0530943 -14.560 < 2e-16 ***
desti_grid2606 -0.3838793 0.0537129 -7.147 8.88e-13 ***
desti_grid2607 -0.1101267 0.0508170 -2.167 0.030225 *
desti_grid2608 -0.7581225 0.0514085 -14.747 < 2e-16 ***
desti_grid2609 -1.8582125 0.0587417 -31.634 < 2e-16 ***
desti_grid2610 -1.5368550 0.0569351 -26.993 < 2e-16 ***
desti_grid2611 1.4339238 0.0515807 27.800 < 2e-16 ***
desti_grid2633 -0.1810438 0.0508798 -3.558 0.000373 ***
desti_grid2634 1.8394236 0.0504764 36.441 < 2e-16 ***
desti_grid2635 -0.6925511 0.0513380 -13.490 < 2e-16 ***
desti_grid2636 0.4785630 0.0506677 9.445 < 2e-16 ***
desti_grid2637 -0.4885528 0.0513620 -9.512 < 2e-16 ***
desti_grid2638 -0.1840959 0.0509879 -3.611 0.000306 ***
desti_grid2660 0.2595452 0.0507417 5.115 3.14e-07 ***
desti_grid2661 0.1718827 0.0506680 3.392 0.000693 ***
desti_grid2662 -0.6679694 0.0510571 -13.083 < 2e-16 ***
desti_grid2663 0.8448146 0.0506181 16.690 < 2e-16 ***
desti_grid2664 -0.2344469 0.0508824 -4.608 4.07e-06 ***
desti_grid2665 0.9674154 0.0505553 19.136 < 2e-16 ***
desti_grid2687 -1.0980493 0.0515764 -21.290 < 2e-16 ***
desti_grid2688 0.1059134 0.0506827 2.090 0.036642 *
desti_grid2689 1.0652121 0.0505485 21.073 < 2e-16 ***
desti_grid2690 0.6116753 0.0505998 12.088 < 2e-16 ***
desti_grid2691 0.0718463 0.0507318 1.416 0.156717
desti_grid2693 0.0989253 0.0507167 1.951 0.051111 .
desti_grid2714 -0.7703169 0.0511990 -15.046 < 2e-16 ***
desti_grid2715 0.1371892 0.0508968 2.695 0.007030 **
desti_grid2716 -1.8076259 0.0527522 -34.266 < 2e-16 ***
desti_grid2717 0.3465419 0.0505959 6.849 7.43e-12 ***
desti_grid2718 -0.5510505 0.0511875 -10.765 < 2e-16 ***
desti_grid2719 0.2441020 0.0506959 4.815 1.47e-06 ***
desti_grid2742 0.3343385 0.0506548 6.600 4.10e-11 ***
desti_grid2743 0.4917468 0.0508802 9.665 < 2e-16 ***
desti_grid2744 0.9051540 0.0505324 17.912 < 2e-16 ***
desti_grid2745 0.9718537 0.0505370 19.231 < 2e-16 ***
desti_grid2746 -0.9875045 0.0523209 -18.874 < 2e-16 ***
desti_grid2747 -0.3448882 0.0510694 -6.753 1.44e-11 ***
desti_grid2768 0.1618233 0.0507582 3.188 0.001432 **
desti_grid2769 1.3437979 0.0505399 26.589 < 2e-16 ***
desti_grid2770 0.8864599 0.0505955 17.521 < 2e-16 ***
desti_grid2771 1.9669578 0.0504718 38.971 < 2e-16 ***
desti_grid2772 -2.0324982 0.0563603 -36.063 < 2e-16 ***
desti_grid2773 -0.7970379 0.0510567 -15.611 < 2e-16 ***
desti_grid2795 -0.8063374 0.0811986 -9.930 < 2e-16 ***
desti_grid2796 -3.5746825 0.1260079 -28.369 < 2e-16 ***
desti_grid2797 0.5769857 0.0506731 11.386 < 2e-16 ***
desti_grid2798 -1.0044479 0.0512405 -19.603 < 2e-16 ***
desti_grid2799 -0.2367531 0.0508048 -4.660 3.16e-06 ***
desti_grid2800 1.0395258 0.0505460 20.566 < 2e-16 ***
desti_grid2801 -1.5300622 0.0584000 -26.200 < 2e-16 ***
desti_grid2822 -1.3489903 0.0522615 -25.812 < 2e-16 ***
desti_grid2823 0.1721397 0.0508206 3.387 0.000706 ***
desti_grid2824 1.0460727 0.0506114 20.669 < 2e-16 ***
desti_grid2825 0.2737636 0.0506296 5.407 6.40e-08 ***
desti_grid2826 -0.3079846 0.0510317 -6.035 1.59e-09 ***
desti_grid2827 1.6218069 0.0504997 32.115 < 2e-16 ***
desti_grid2850 -0.6323069 0.0520380 -12.151 < 2e-16 ***
desti_grid2851 1.1858682 0.0505846 23.443 < 2e-16 ***
desti_grid2852 -0.5448328 0.0511200 -10.658 < 2e-16 ***
desti_grid2853 1.3572263 0.0505038 26.874 < 2e-16 ***
desti_grid2854 0.2741220 0.0506636 5.411 6.28e-08 ***
desti_grid2877 -0.2386361 0.0519705 -4.592 4.40e-06 ***
desti_grid2878 0.0976685 0.0507979 1.923 0.054519 .
desti_grid2879 0.1450803 0.0508336 2.854 0.004317 **
desti_grid2880 -0.8316821 0.0510575 -16.289 < 2e-16 ***
desti_grid2881 -0.3582842 0.0510180 -7.023 2.18e-12 ***
desti_grid2905 0.6808826 0.0508473 13.391 < 2e-16 ***
desti_grid2906 -0.0989448 0.0511652 -1.934 0.053134 .
desti_grid2907 -0.5750216 0.0510566 -11.262 < 2e-16 ***
desti_grid2908 0.2396917 0.0507163 4.726 2.29e-06 ***
desti_grid2909 -0.3786536 0.0616402 -6.143 8.10e-10 ***
desti_grid2931 0.9184117 0.0509755 18.017 < 2e-16 ***
desti_grid2932 0.3638841 0.0510758 7.124 1.05e-12 ***
desti_grid2933 0.8803367 0.0506960 17.365 < 2e-16 ***
desti_grid2934 -0.5024768 0.0509235 -9.867 < 2e-16 ***
desti_grid2959 0.8180844 0.0511707 15.987 < 2e-16 ***
desti_grid2960 1.7375994 0.0508684 34.159 < 2e-16 ***
desti_grid2961 0.2186727 0.0509799 4.289 1.79e-05 ***
desti_grid2962 0.4784967 0.0507219 9.434 < 2e-16 ***
desti_grid2963 1.0308251 0.0517497 19.919 < 2e-16 ***
desti_grid2987 0.6592533 0.0515103 12.798 < 2e-16 ***
desti_grid2988 -1.9080708 0.0556305 -34.299 < 2e-16 ***
desti_grid2989 -0.0982776 0.0510070 -1.927 0.054011 .
desti_grid2990 1.1848254 0.0519981 22.786 < 2e-16 ***
desti_grid3015 -0.6257656 0.0542992 -11.524 < 2e-16 ***
desti_grid3016 -0.1160010 0.0517362 -2.242 0.024951 *
desti_grid3017 -0.5011785 0.0512885 -9.772 < 2e-16 ***
desti_grid3040 0.6150799 0.0507598 12.117 < 2e-16 ***
desti_grid3043 -0.6936834 0.0514002 -13.496 < 2e-16 ***
desti_grid3044 -0.4535903 0.0512985 -8.842 < 2e-16 ***
desti_grid3068 -0.8745424 0.0519816 -16.824 < 2e-16 ***
desti_grid3070 -0.8820337 0.0544201 -16.208 < 2e-16 ***
desti_grid3072 -0.5296694 0.0558222 -9.489 < 2e-16 ***
desti_grid3092 1.2377677 0.0526736 23.499 < 2e-16 ***
desti_grid3098 -0.0846404 0.0509814 -1.660 0.096870 .
desti_grid3123 1.8105611 0.0505447 35.821 < 2e-16 ***
desti_grid3126 -3.2100048 0.0781251 -41.088 < 2e-16 ***
desti_grid3151 1.4634091 0.0506339 28.902 < 2e-16 ***
desti_grid3152 -3.4143291 0.0825726 -41.349 < 2e-16 ***
desti_grid3173 0.4005288 0.0558837 7.167 7.66e-13 ***
desti_grid3178 0.1204703 0.0513512 2.346 0.018976 *
desti_grid3179 -0.0684409 0.0514443 -1.330 0.183390
desti_grid3205 0.3296655 0.0517673 6.368 1.91e-10 ***
desti_grid3206 1.0441271 0.0508250 20.544 < 2e-16 ***
desti_grid3232 0.5633186 0.0551418 10.216 < 2e-16 ***
desti_grid3233 -0.3895608 0.0547099 -7.120 1.08e-12 ***
desti_grid3308 1.1207834 0.0535836 20.917 < 2e-16 ***
log(ori_mrt_exit) 0.1788028 0.0003400 525.958 < 2e-16 ***
log(ori_fnb) 0.0116404 0.0002378 48.942 < 2e-16 ***
log(ori_hdb) 0.4079424 0.0001581 2579.549 < 2e-16 ***
log(euc_dist) -0.6817863 0.0001213 -5621.232 < 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: 104481095 on 65713 degrees of freedom
Residual deviance: 51633762 on 64888 degrees of freedom
AIC: 51997241
Number of Fisher Scoring iterations: 8
Statistical Conclusion
log(ori_mrt_exit) 0.1788028 0.0003400 525.958 < 2e-16 log(ori_fnb) 0.0116404 0.0002378 48.942 < 2e-16 log(ori_hdb) 0.4079424 0.0001581 2579.549 < 2e-16 log(euc_dist) -0.6817863 0.0001213 -5621.232 < 2e-16
Number of weekday morning peak period trips has a statistically significant relationship with all origin propulsive attributes.
The strongest positive association is with number of residential HDB buildings (Coefficient Estimate: 0.4079424) followed by number of train station exits (Coefficient Estimate: 0.1788028), suggesting that they are the most attractive factors.
The strongest negative association is with distance (-0.6817863). Thus, the further away the origin from destination, the less propulsive it is.
Doubly Constrained Model
dbcSIM <- glm(formula = TRIPS ~
ori_grid +
desti_grid +
log(euc_dist),
family = poisson(link = "log"),
data = attr_flow,
na.action = na.exclude)Results
summary(dbcSIM)
Call:
glm(formula = TRIPS ~ ori_grid + desti_grid + log(euc_dist),
family = poisson(link = "log"), data = attr_flow, na.action = na.exclude)
Coefficients:
Estimate Std. Error z value Pr(>|z|)
(Intercept) 6.9463172 0.1371815 50.636 < 2e-16 ***
ori_grid146 1.5714266 0.1907466 8.238 < 2e-16 ***
ori_grid174 1.1864530 0.1976788 6.002 1.95e-09 ***
ori_grid175 0.2682531 0.1688702 1.589 0.112170
ori_grid200 0.3247910 0.1502945 2.161 0.030693 *
ori_grid201 1.3496927 0.1300128 10.381 < 2e-16 ***
ori_grid202 2.5971938 0.1300664 19.968 < 2e-16 ***
ori_grid203 1.2895103 0.1370392 9.410 < 2e-16 ***
ori_grid227 1.6780769 0.1429446 11.739 < 2e-16 ***
ori_grid228 1.2885177 0.1313291 9.811 < 2e-16 ***
ori_grid229 2.1012018 0.1490095 14.101 < 2e-16 ***
ori_grid230 2.8460142 0.1285347 22.142 < 2e-16 ***
ori_grid231 0.6903085 0.1449035 4.764 1.90e-06 ***
ori_grid254 4.0077660 0.1285855 31.168 < 2e-16 ***
ori_grid255 0.9406195 0.1443910 6.514 7.30e-11 ***
ori_grid256 0.0266033 0.1374609 0.194 0.846541
ori_grid257 2.7698380 0.1289915 21.473 < 2e-16 ***
ori_grid258 0.3964559 0.1454541 2.726 0.006418 **
ori_grid259 0.4230084 0.1366778 3.095 0.001969 **
ori_grid281 2.3141992 0.1351617 17.122 < 2e-16 ***
ori_grid282 1.2604560 0.1381254 9.125 < 2e-16 ***
ori_grid284 0.5480667 0.1330126 4.120 3.78e-05 ***
ori_grid285 3.0421698 0.1286426 23.648 < 2e-16 ***
ori_grid286 4.4047244 0.1276620 34.503 < 2e-16 ***
ori_grid312 0.7128319 0.1442775 4.941 7.78e-07 ***
ori_grid313 0.8578270 0.1367860 6.271 3.58e-10 ***
ori_grid314 1.0635534 0.1321202 8.050 8.29e-16 ***
ori_grid336 0.3813211 0.1842904 2.069 0.038534 *
ori_grid338 1.5452977 0.1341515 11.519 < 2e-16 ***
ori_grid339 4.1251130 0.1277071 32.301 < 2e-16 ***
ori_grid340 -0.3556090 0.1927015 -1.845 0.064981 .
ori_grid366 4.6858248 0.1278057 36.664 < 2e-16 ***
ori_grid367 1.7223864 0.1301670 13.232 < 2e-16 ***
ori_grid391 2.6236857 0.1542409 17.010 < 2e-16 ***
ori_grid392 4.4153241 0.1278713 34.529 < 2e-16 ***
ori_grid393 1.5950779 0.1301759 12.253 < 2e-16 ***
ori_grid394 -0.0518365 0.2745113 -0.189 0.850224
ori_grid419 0.6988637 0.1541741 4.533 5.82e-06 ***
ori_grid420 2.6375416 0.1313833 20.075 < 2e-16 ***
ori_grid421 0.7500005 0.1755870 4.271 1.94e-05 ***
ori_grid445 0.5640843 0.1317510 4.281 1.86e-05 ***
ori_grid446 3.3915770 0.1282991 26.435 < 2e-16 ***
ori_grid447 1.1292102 0.1392253 8.111 5.03e-16 ***
ori_grid472 -0.2094210 0.1851814 -1.131 0.258099
ori_grid473 0.2218140 0.1367772 1.622 0.104864
ori_grid474 0.8725214 0.1370651 6.366 1.94e-10 ***
ori_grid499 -0.2381330 0.1346407 -1.769 0.076951 .
ori_grid500 3.4149887 0.1281225 26.654 < 2e-16 ***
ori_grid526 0.2100934 0.1312576 1.601 0.109461
ori_grid527 0.4652501 0.1372768 3.389 0.000701 ***
ori_grid528 2.1335779 0.1320088 16.162 < 2e-16 ***
ori_grid552 0.3764763 0.1390223 2.708 0.006768 **
ori_grid553 -1.6648144 0.1816327 -9.166 < 2e-16 ***
ori_grid554 1.7556285 0.1328408 13.216 < 2e-16 ***
ori_grid555 0.7479216 0.1340872 5.578 2.43e-08 ***
ori_grid581 0.4613919 0.1312543 3.515 0.000439 ***
ori_grid582 1.4645617 0.1313880 11.147 < 2e-16 ***
ori_grid607 0.4572753 0.1348781 3.390 0.000698 ***
ori_grid608 0.7334060 0.1341703 5.466 4.60e-08 ***
ori_grid609 5.4089174 0.1276722 42.366 < 2e-16 ***
ori_grid610 1.3947225 0.1384408 10.075 < 2e-16 ***
ori_grid611 -0.7559848 0.2961939 -2.552 0.010700 *
ori_grid634 2.1582732 0.1323937 16.302 < 2e-16 ***
ori_grid635 -1.0355716 0.1419222 -7.297 2.95e-13 ***
ori_grid636 2.1110080 0.1283919 16.442 < 2e-16 ***
ori_grid638 0.8805027 0.1296137 6.793 1.10e-11 ***
ori_grid661 1.4576848 0.1402567 10.393 < 2e-16 ***
ori_grid662 0.6866446 0.1330431 5.161 2.46e-07 ***
ori_grid663 1.6915545 0.1298236 13.030 < 2e-16 ***
ori_grid664 0.7165089 0.1355069 5.288 1.24e-07 ***
ori_grid665 2.9500007 0.1283158 22.990 < 2e-16 ***
ori_grid689 0.3918125 0.1338825 2.927 0.003428 **
ori_grid690 1.4878703 0.1315634 11.309 < 2e-16 ***
ori_grid692 3.0889413 0.1283014 24.076 < 2e-16 ***
ori_grid693 2.3259644 0.1301104 17.877 < 2e-16 ***
ori_grid715 0.4490345 0.1391943 3.226 0.001256 **
ori_grid716 1.4728320 0.1327582 11.094 < 2e-16 ***
ori_grid717 2.6113674 0.1288016 20.274 < 2e-16 ***
ori_grid718 5.8311616 0.1277234 45.655 < 2e-16 ***
ori_grid719 2.9181555 0.1289382 22.632 < 2e-16 ***
ori_grid720 -1.2236883 0.2880548 -4.248 2.16e-05 ***
ori_grid743 1.9115544 0.1299437 14.711 < 2e-16 ***
ori_grid744 1.9217871 0.1301560 14.765 < 2e-16 ***
ori_grid745 4.4280743 0.1277897 34.651 < 2e-16 ***
ori_grid746 5.2948707 0.1277242 41.456 < 2e-16 ***
ori_grid747 1.6893865 0.1297755 13.018 < 2e-16 ***
ori_grid748 0.8852581 0.1409769 6.279 3.40e-10 ***
ori_grid769 -0.2129722 0.1433831 -1.485 0.137455
ori_grid770 0.6292229 0.1300813 4.837 1.32e-06 ***
ori_grid771 2.7970204 0.1281526 21.826 < 2e-16 ***
ori_grid772 5.0927824 0.1277050 39.879 < 2e-16 ***
ori_grid773 4.1506133 0.1280194 32.422 < 2e-16 ***
ori_grid774 1.8302004 0.1336123 13.698 < 2e-16 ***
ori_grid775 2.4405124 0.1302157 18.742 < 2e-16 ***
ori_grid776 0.4870843 0.2408177 2.023 0.043112 *
ori_grid777 -0.1250648 0.2445100 -0.511 0.609007
ori_grid797 0.6075131 0.1325627 4.583 4.59e-06 ***
ori_grid798 -0.0976507 0.1672281 -0.584 0.559263
ori_grid799 4.8599995 0.1277204 38.052 < 2e-16 ***
ori_grid800 5.8852216 0.1276988 46.087 < 2e-16 ***
ori_grid802 0.3032255 0.1538190 1.971 0.048688 *
ori_grid803 0.2243146 0.1825735 1.229 0.219212
ori_grid805 0.9924633 0.1607541 6.174 6.67e-10 ***
ori_grid806 2.6276291 0.1349231 19.475 < 2e-16 ***
ori_grid823 0.7574152 0.1394723 5.431 5.62e-08 ***
ori_grid824 0.2549903 0.1380427 1.847 0.064720 .
ori_grid825 2.4007553 0.1294901 18.540 < 2e-16 ***
ori_grid826 5.6531094 0.1276797 44.276 < 2e-16 ***
ori_grid827 5.2263427 0.1277291 40.917 < 2e-16 ***
ori_grid832 0.6152852 1.0092484 0.610 0.542096
ori_grid833 0.3690391 0.1808783 2.040 0.041324 *
ori_grid851 -1.1617306 0.1610294 -7.214 5.42e-13 ***
ori_grid852 1.1641751 0.1295236 8.988 < 2e-16 ***
ori_grid853 2.8897495 0.1279810 22.580 < 2e-16 ***
ori_grid854 4.5520563 0.1277508 35.632 < 2e-16 ***
ori_grid856 -0.7946805 0.2407847 -3.300 0.000966 ***
ori_grid861 0.8446066 0.1680031 5.027 4.97e-07 ***
ori_grid862 1.5076126 0.1628149 9.260 < 2e-16 ***
ori_grid878 0.1704921 0.1333688 1.278 0.201126
ori_grid879 1.0806077 0.1301141 8.305 < 2e-16 ***
ori_grid880 3.4285695 0.1278251 26.822 < 2e-16 ***
ori_grid881 3.3731872 0.1281317 26.326 < 2e-16 ***
ori_grid888 0.6031649 0.2253664 2.676 0.007442 **
ori_grid889 2.2729524 0.1407180 16.153 < 2e-16 ***
ori_grid905 1.0195922 0.1353992 7.530 5.06e-14 ***
ori_grid906 -0.7877027 0.1800931 -4.374 1.22e-05 ***
ori_grid907 1.4320433 0.1299154 11.023 < 2e-16 ***
ori_grid908 5.3833063 0.1277075 42.153 < 2e-16 ***
ori_grid910 0.8931580 0.1436415 6.218 5.04e-10 ***
ori_grid932 2.3377699 0.1288547 18.143 < 2e-16 ***
ori_grid933 2.7738792 0.1285398 21.580 < 2e-16 ***
ori_grid934 3.9829243 0.1278036 31.164 < 2e-16 ***
ori_grid935 4.9173355 0.1277291 38.498 < 2e-16 ***
ori_grid937 4.9579544 0.1278795 38.771 < 2e-16 ***
ori_grid959 2.3182567 0.1285649 18.032 < 2e-16 ***
ori_grid960 3.7310732 0.1278449 29.184 < 2e-16 ***
ori_grid961 4.8811240 0.1277345 38.213 < 2e-16 ***
ori_grid962 4.9524758 0.1277117 38.779 < 2e-16 ***
ori_grid986 0.0413807 0.1559144 0.265 0.790696
ori_grid987 4.8184150 0.1277313 37.723 < 2e-16 ***
ori_grid988 4.2364472 0.1278398 33.139 < 2e-16 ***
ori_grid989 5.1605860 0.1277126 40.408 < 2e-16 ***
ori_grid991 1.7724933 0.1316044 13.468 < 2e-16 ***
ori_grid1013 -0.0332360 0.1648589 -0.202 0.840227
ori_grid1014 3.1523699 0.1281132 24.606 < 2e-16 ***
ori_grid1015 4.2654978 0.1278875 33.354 < 2e-16 ***
ori_grid1016 4.1617657 0.1277699 32.572 < 2e-16 ***
ori_grid1042 3.6889996 0.1279545 28.831 < 2e-16 ***
ori_grid1043 4.4049638 0.1277603 34.478 < 2e-16 ***
ori_grid1045 1.7259360 0.1338997 12.890 < 2e-16 ***
ori_grid1067 2.4074810 0.1285193 18.732 < 2e-16 ***
ori_grid1068 2.4369331 0.1303766 18.691 < 2e-16 ***
ori_grid1069 2.0108402 0.1291465 15.570 < 2e-16 ***
ori_grid1070 4.7924066 0.1277212 37.522 < 2e-16 ***
ori_grid1078 0.9975093 0.1477699 6.750 1.47e-11 ***
ori_grid1093 0.7519531 0.1349992 5.570 2.55e-08 ***
ori_grid1094 4.2308709 0.1278436 33.094 < 2e-16 ***
ori_grid1095 1.3863987 0.1306025 10.615 < 2e-16 ***
ori_grid1096 4.5703441 0.1277390 35.779 < 2e-16 ***
ori_grid1097 4.6708445 0.1277822 36.553 < 2e-16 ***
ori_grid1099 6.2312943 0.1277148 48.791 < 2e-16 ***
ori_grid1100 2.7581173 0.1341923 20.553 < 2e-16 ***
ori_grid1122 4.9888819 0.1277466 39.053 < 2e-16 ***
ori_grid1123 4.9697050 0.1277030 38.916 < 2e-16 ***
ori_grid1124 4.4341154 0.1277574 34.707 < 2e-16 ***
ori_grid1125 5.1237130 0.1277499 40.107 < 2e-16 ***
ori_grid1126 4.2883498 0.1283502 33.411 < 2e-16 ***
ori_grid1127 5.3434066 0.1277297 41.834 < 2e-16 ***
ori_grid1128 5.5140418 0.1278226 43.138 < 2e-16 ***
ori_grid1132 -0.2784300 0.2741819 -1.015 0.309870
ori_grid1147 0.0839447 0.1503476 0.558 0.576614
ori_grid1148 3.3473571 0.1279735 26.157 < 2e-16 ***
ori_grid1149 2.5302279 0.1282651 19.727 < 2e-16 ***
ori_grid1150 5.1819167 0.1277081 40.576 < 2e-16 ***
ori_grid1151 4.8617950 0.1277263 38.064 < 2e-16 ***
ori_grid1152 4.6867273 0.1277524 36.686 < 2e-16 ***
ori_grid1153 6.6390696 0.1277391 51.974 < 2e-16 ***
ori_grid1154 5.2727717 0.1277075 41.288 < 2e-16 ***
ori_grid1155 2.4649732 0.1309381 18.825 < 2e-16 ***
ori_grid1158 3.5678957 0.1286354 27.736 < 2e-16 ***
ori_grid1174 1.1613105 0.1330946 8.725 < 2e-16 ***
ori_grid1175 0.8901081 0.1316612 6.761 1.37e-11 ***
ori_grid1176 3.7628412 0.1277992 29.443 < 2e-16 ***
ori_grid1177 2.9508577 0.1280123 23.051 < 2e-16 ***
ori_grid1178 4.8187211 0.1277368 37.724 < 2e-16 ***
ori_grid1179 4.3517415 0.1277888 34.054 < 2e-16 ***
ori_grid1180 3.7369719 0.1278935 29.219 < 2e-16 ***
ori_grid1181 4.8926065 0.1277318 38.304 < 2e-16 ***
ori_grid1182 5.5490632 0.1277793 43.427 < 2e-16 ***
ori_grid1183 5.7901354 0.1278157 45.301 < 2e-16 ***
ori_grid1185 2.1893491 0.1303796 16.792 < 2e-16 ***
ori_grid1201 2.2240711 0.1318433 16.869 < 2e-16 ***
ori_grid1202 3.8050675 0.1278772 29.756 < 2e-16 ***
ori_grid1203 2.3883735 0.1284468 18.594 < 2e-16 ***
ori_grid1205 5.0950553 0.1277036 39.898 < 2e-16 ***
ori_grid1206 4.5144631 0.1277700 35.333 < 2e-16 ***
ori_grid1207 4.1309482 0.1277841 32.328 < 2e-16 ***
ori_grid1209 5.4016220 0.1277677 42.277 < 2e-16 ***
ori_grid1210 2.0357097 0.1307348 15.571 < 2e-16 ***
ori_grid1211 1.9126144 0.1310970 14.589 < 2e-16 ***
ori_grid1212 1.8760729 0.1331443 14.091 < 2e-16 ***
ori_grid1228 1.4444929 0.1353638 10.671 < 2e-16 ***
ori_grid1229 2.1105844 0.1287288 16.396 < 2e-16 ***
ori_grid1230 3.8493137 0.1278452 30.109 < 2e-16 ***
ori_grid1231 4.3417620 0.1278618 33.957 < 2e-16 ***
ori_grid1232 5.0186281 0.1277133 39.296 < 2e-16 ***
ori_grid1233 4.2728905 0.1278348 33.425 < 2e-16 ***
ori_grid1235 4.9994004 0.1277618 39.131 < 2e-16 ***
ori_grid1236 3.5347858 0.1279460 27.627 < 2e-16 ***
ori_grid1237 3.7849768 0.1278819 29.597 < 2e-16 ***
ori_grid1238 1.6502615 0.1314871 12.551 < 2e-16 ***
ori_grid1239 0.3949138 0.1498216 2.636 0.008392 **
ori_grid1240 0.4889966 0.1800992 2.715 0.006625 **
ori_grid1255 3.2858967 0.1283741 25.596 < 2e-16 ***
ori_grid1256 3.2687018 0.1280317 25.530 < 2e-16 ***
ori_grid1257 2.1812244 0.1286907 16.949 < 2e-16 ***
ori_grid1258 3.6660949 0.1278745 28.669 < 2e-16 ***
ori_grid1259 4.8527625 0.1277389 37.990 < 2e-16 ***
ori_grid1261 4.6628196 0.1277425 36.502 < 2e-16 ***
ori_grid1262 4.7263478 0.1277454 36.998 < 2e-16 ***
ori_grid1263 2.1648698 0.1290977 16.769 < 2e-16 ***
ori_grid1264 2.8551874 0.1283467 22.246 < 2e-16 ***
ori_grid1265 1.2211305 0.1321823 9.238 < 2e-16 ***
ori_grid1266 2.8444145 0.1297042 21.930 < 2e-16 ***
ori_grid1282 3.6358213 0.1281891 28.363 < 2e-16 ***
ori_grid1283 4.3017632 0.1277521 33.673 < 2e-16 ***
ori_grid1284 4.0775533 0.1278077 31.904 < 2e-16 ***
ori_grid1285 2.5669744 0.1282883 20.009 < 2e-16 ***
ori_grid1286 4.1661335 0.1277733 32.606 < 2e-16 ***
ori_grid1287 4.2399618 0.1278301 33.169 < 2e-16 ***
ori_grid1288 1.9706420 0.1288171 15.298 < 2e-16 ***
ori_grid1289 4.7365598 0.1277230 37.085 < 2e-16 ***
ori_grid1293 0.7201518 0.1453811 4.954 7.29e-07 ***
ori_grid1308 2.6724673 0.1284348 20.808 < 2e-16 ***
ori_grid1309 4.7631866 0.1277308 37.291 < 2e-16 ***
ori_grid1310 5.5945089 0.1276896 43.813 < 2e-16 ***
ori_grid1311 2.7075283 0.1292200 20.953 < 2e-16 ***
ori_grid1312 3.0784199 0.1283682 23.981 < 2e-16 ***
ori_grid1314 3.4988248 0.1279242 27.351 < 2e-16 ***
ori_grid1315 4.8416948 0.1277118 37.911 < 2e-16 ***
ori_grid1316 4.5305724 0.1279595 35.406 < 2e-16 ***
ori_grid1318 1.0756211 0.1363440 7.889 3.05e-15 ***
ori_grid1319 5.1287894 0.1277308 40.153 < 2e-16 ***
ori_grid1320 4.4073877 0.1280208 34.427 < 2e-16 ***
ori_grid1335 -0.2877828 0.2032382 -1.416 0.156779
ori_grid1336 3.5011589 0.1278718 27.380 < 2e-16 ***
ori_grid1337 4.7931204 0.1277111 37.531 < 2e-16 ***
ori_grid1338 4.4759110 0.1278330 35.014 < 2e-16 ***
ori_grid1339 2.7459190 0.1296415 21.181 < 2e-16 ***
ori_grid1340 2.5538047 0.1283672 19.895 < 2e-16 ***
ori_grid1341 4.0252996 0.1278008 31.497 < 2e-16 ***
ori_grid1342 2.7010831 0.1281684 21.074 < 2e-16 ***
ori_grid1343 5.0157130 0.1277430 39.264 < 2e-16 ***
ori_grid1347 1.6579101 0.1311665 12.640 < 2e-16 ***
ori_grid1348 5.4231214 0.1277212 42.461 < 2e-16 ***
ori_grid1350 6.5232609 0.1277908 51.046 < 2e-16 ***
ori_grid1362 3.0151501 0.1279524 23.565 < 2e-16 ***
ori_grid1363 3.8715288 0.1278113 30.291 < 2e-16 ***
ori_grid1364 4.2239191 0.1277733 33.058 < 2e-16 ***
ori_grid1366 4.2965165 0.1277742 33.626 < 2e-16 ***
ori_grid1367 2.2762749 0.1286808 17.689 < 2e-16 ***
ori_grid1368 2.9569392 0.1281735 23.070 < 2e-16 ***
ori_grid1369 5.2179169 0.1277174 40.855 < 2e-16 ***
ori_grid1370 6.2261712 0.1277433 48.740 < 2e-16 ***
ori_grid1372 -0.1602930 0.2100491 -0.763 0.445391
ori_grid1374 3.5468336 0.1278658 27.739 < 2e-16 ***
ori_grid1375 6.0418397 0.1277103 47.309 < 2e-16 ***
ori_grid1389 3.1193640 0.1279644 24.377 < 2e-16 ***
ori_grid1390 1.5972765 0.1300161 12.285 < 2e-16 ***
ori_grid1391 2.7413904 0.1281525 21.392 < 2e-16 ***
ori_grid1392 3.5880816 0.1278712 28.060 < 2e-16 ***
ori_grid1394 3.6673145 0.1279148 28.670 < 2e-16 ***
ori_grid1396 4.6640260 0.1278803 36.472 < 2e-16 ***
ori_grid1397 4.8295098 0.1278882 37.764 < 2e-16 ***
ori_grid1401 4.5968935 0.1277339 35.988 < 2e-16 ***
ori_grid1402 4.9964391 0.1277325 39.116 < 2e-16 ***
ori_grid1416 -0.2520623 0.2228546 -1.131 0.258029
ori_grid1417 2.1474925 0.1295798 16.573 < 2e-16 ***
ori_grid1418 3.4743405 0.1282181 27.097 < 2e-16 ***
ori_grid1419 2.5168840 0.1280944 19.649 < 2e-16 ***
ori_grid1420 4.2594663 0.1277447 33.344 < 2e-16 ***
ori_grid1422 1.7186987 0.1315119 13.069 < 2e-16 ***
ori_grid1423 6.0523256 0.1277716 47.368 < 2e-16 ***
ori_grid1426 2.6244799 0.1288943 20.361 < 2e-16 ***
ori_grid1428 4.2853522 0.1277672 33.540 < 2e-16 ***
ori_grid1429 4.3300957 0.1278194 33.877 < 2e-16 ***
ori_grid1443 2.0451764 0.1284675 15.920 < 2e-16 ***
ori_grid1444 1.1009866 0.1303604 8.446 < 2e-16 ***
ori_grid1445 4.1040358 0.1277905 32.115 < 2e-16 ***
ori_grid1446 2.8721344 0.1282182 22.400 < 2e-16 ***
ori_grid1447 4.0391429 0.1277656 31.614 < 2e-16 ***
ori_grid1455 4.2291075 0.1279084 33.064 < 2e-16 ***
ori_grid1456 4.8087936 0.1277594 37.639 < 2e-16 ***
ori_grid1457 0.6841370 0.1370206 4.993 5.95e-07 ***
ori_grid1469 4.4148391 0.1277552 34.557 < 2e-16 ***
ori_grid1470 3.7711866 0.1278076 29.507 < 2e-16 ***
ori_grid1471 4.6240485 0.1277347 36.200 < 2e-16 ***
ori_grid1472 2.9011117 0.1281541 22.638 < 2e-16 ***
ori_grid1480 -0.6853664 0.1885550 -3.635 0.000278 ***
ori_grid1482 4.2086624 0.1277524 32.944 < 2e-16 ***
ori_grid1483 4.7447319 0.1278407 37.114 < 2e-16 ***
ori_grid1496 2.5492810 0.1284062 19.853 < 2e-16 ***
ori_grid1497 -0.1808175 0.1366979 -1.323 0.185917
ori_grid1498 3.1239864 0.1279321 24.419 < 2e-16 ***
ori_grid1499 4.1792593 0.1277886 32.704 < 2e-16 ***
ori_grid1500 2.0014978 0.1300522 15.390 < 2e-16 ***
ori_grid1501 3.5593543 0.1278567 27.839 < 2e-16 ***
ori_grid1507 1.4289323 0.1423564 10.038 < 2e-16 ***
ori_grid1509 4.1061482 0.1278917 32.106 < 2e-16 ***
ori_grid1510 5.5548119 0.1276942 43.501 < 2e-16 ***
ori_grid1511 3.6663837 0.1280863 28.624 < 2e-16 ***
ori_grid1523 1.1543746 0.1357175 8.506 < 2e-16 ***
ori_grid1524 0.6980168 0.1331395 5.243 1.58e-07 ***
ori_grid1525 4.6627057 0.1277214 36.507 < 2e-16 ***
ori_grid1526 2.4334554 0.1285692 18.927 < 2e-16 ***
ori_grid1527 1.3936116 0.1374069 10.142 < 2e-16 ***
ori_grid1534 0.0019417 0.1604888 0.012 0.990347
ori_grid1536 4.9838827 0.1277423 39.015 < 2e-16 ***
ori_grid1537 4.2432691 0.1278316 33.194 < 2e-16 ***
ori_grid1550 3.2893841 0.1279356 25.711 < 2e-16 ***
ori_grid1551 1.5599218 0.1292959 12.065 < 2e-16 ***
ori_grid1552 1.9845848 0.1296350 15.309 < 2e-16 ***
ori_grid1553 3.7858108 0.1277924 29.625 < 2e-16 ***
ori_grid1554 2.8578489 0.1284373 22.251 < 2e-16 ***
ori_grid1555 2.3282648 0.1283355 18.142 < 2e-16 ***
ori_grid1562 1.6349519 0.1410343 11.593 < 2e-16 ***
ori_grid1563 4.3304984 0.1279036 33.858 < 2e-16 ***
ori_grid1564 5.4783850 0.1277153 42.895 < 2e-16 ***
ori_grid1565 3.1154863 0.1280667 24.327 < 2e-16 ***
ori_grid1576 2.2864951 0.1305002 17.521 < 2e-16 ***
ori_grid1578 2.5410198 0.1281254 19.832 < 2e-16 ***
ori_grid1579 4.8343074 0.1277209 37.851 < 2e-16 ***
ori_grid1581 3.7055782 0.1278256 28.989 < 2e-16 ***
ori_grid1588 0.4844839 0.1642152 2.950 0.003175 **
ori_grid1590 5.6327642 0.1277269 44.100 < 2e-16 ***
ori_grid1591 5.1166805 0.1277322 40.058 < 2e-16 ***
ori_grid1592 1.6266201 0.1308496 12.431 < 2e-16 ***
ori_grid1604 2.7549245 0.1279752 21.527 < 2e-16 ***
ori_grid1605 4.0498961 0.1277574 31.700 < 2e-16 ***
ori_grid1606 3.6808064 0.1278024 28.801 < 2e-16 ***
ori_grid1607 2.8642353 0.1280043 22.376 < 2e-16 ***
ori_grid1616 1.6617452 0.1362415 12.197 < 2e-16 ***
ori_grid1617 4.0687920 0.1280723 31.769 < 2e-16 ***
ori_grid1618 4.9736657 0.1277218 38.941 < 2e-16 ***
ori_grid1619 3.9860675 0.1278444 31.179 < 2e-16 ***
ori_grid1620 1.4846706 0.1301787 11.405 < 2e-16 ***
ori_grid1630 2.1318791 0.1284856 16.592 < 2e-16 ***
ori_grid1631 3.1648554 0.1279193 24.741 < 2e-16 ***
ori_grid1632 4.4200237 0.1277604 34.596 < 2e-16 ***
ori_grid1633 3.1264077 0.1280083 24.423 < 2e-16 ***
ori_grid1634 4.1777344 0.1277800 32.695 < 2e-16 ***
ori_grid1635 2.0306550 0.1284710 15.806 < 2e-16 ***
ori_grid1642 1.2918628 0.1645076 7.853 4.06e-15 ***
ori_grid1644 4.3520325 0.1278413 34.042 < 2e-16 ***
ori_grid1645 4.9823306 0.1277410 39.003 < 2e-16 ***
ori_grid1646 2.8367945 0.1282253 22.124 < 2e-16 ***
ori_grid1647 -1.4727575 0.4651490 -3.166 0.001544 **
ori_grid1658 4.9751024 0.1277941 38.931 < 2e-16 ***
ori_grid1659 4.1604993 0.1277530 32.567 < 2e-16 ***
ori_grid1660 3.4397374 0.1282961 26.811 < 2e-16 ***
ori_grid1661 2.8235687 0.1281980 22.025 < 2e-16 ***
ori_grid1662 3.8328412 0.1278056 29.990 < 2e-16 ***
ori_grid1669 -0.6630708 0.2281174 -2.907 0.003653 **
ori_grid1670 0.7232574 0.1571879 4.601 4.20e-06 ***
ori_grid1672 4.1146432 0.1280418 32.135 < 2e-16 ***
ori_grid1673 2.5098283 0.1284751 19.536 < 2e-16 ***
ori_grid1674 2.8489471 0.1282981 22.206 < 2e-16 ***
ori_grid1684 4.4374092 0.1277390 34.738 < 2e-16 ***
ori_grid1685 3.6372880 0.1278518 28.449 < 2e-16 ***
ori_grid1686 4.2263242 0.1277642 33.079 < 2e-16 ***
ori_grid1687 1.6662039 0.1293397 12.882 < 2e-16 ***
ori_grid1688 1.6733434 0.1290239 12.969 < 2e-16 ***
ori_grid1689 1.3916630 0.1362549 10.214 < 2e-16 ***
ori_grid1695 -0.5888852 0.2575061 -2.287 0.022203 *
ori_grid1699 4.0730112 0.1278215 31.865 < 2e-16 ***
ori_grid1700 0.5451363 0.1405886 3.878 0.000106 ***
ori_grid1701 1.9019374 0.1320115 14.407 < 2e-16 ***
ori_grid1712 3.8201445 0.1278815 29.873 < 2e-16 ***
ori_grid1713 4.6262142 0.1277206 36.221 < 2e-16 ***
ori_grid1714 2.4737996 0.1290028 19.176 < 2e-16 ***
ori_grid1716 3.4105203 0.1278382 26.678 < 2e-16 ***
ori_grid1723 2.0445668 0.1358801 15.047 < 2e-16 ***
ori_grid1726 1.6775767 0.1311348 12.793 < 2e-16 ***
ori_grid1727 5.3289245 0.1277500 41.714 < 2e-16 ***
ori_grid1728 2.3359540 0.1283871 18.195 < 2e-16 ***
ori_grid1738 2.8779978 0.1279597 22.491 < 2e-16 ***
ori_grid1739 3.9315335 0.1277527 30.775 < 2e-16 ***
ori_grid1740 2.9859319 0.1280305 23.322 < 2e-16 ***
ori_grid1741 3.1228612 0.1279898 24.399 < 2e-16 ***
ori_grid1743 1.6058115 0.1320753 12.158 < 2e-16 ***
ori_grid1744 0.1314097 0.1866083 0.704 0.481308
ori_grid1748 -1.0187580 0.2180742 -4.672 2.99e-06 ***
ori_grid1749 4.5442005 0.1278116 35.554 < 2e-16 ***
ori_grid1753 5.0640095 0.1277227 39.648 < 2e-16 ***
ori_grid1754 4.0307675 0.1278372 31.530 < 2e-16 ***
ori_grid1765 4.4911783 0.1277356 35.160 < 2e-16 ***
ori_grid1766 4.9859786 0.1277371 39.033 < 2e-16 ***
ori_grid1767 4.5003888 0.1277373 35.232 < 2e-16 ***
ori_grid1768 1.4221697 0.1314722 10.817 < 2e-16 ***
ori_grid1770 2.1362844 0.1286115 16.610 < 2e-16 ***
ori_grid1771 0.8513400 0.1362726 6.247 4.18e-10 ***
ori_grid1776 -0.6202393 0.1780155 -3.484 0.000494 ***
ori_grid1777 3.2113293 0.1281478 25.060 < 2e-16 ***
ori_grid1778 1.1841692 0.1321587 8.960 < 2e-16 ***
ori_grid1780 2.9776523 0.1285642 23.161 < 2e-16 ***
ori_grid1781 4.9624190 0.1277461 38.846 < 2e-16 ***
ori_grid1792 4.1468023 0.1277758 32.454 < 2e-16 ***
ori_grid1793 4.8062395 0.1277159 37.632 < 2e-16 ***
ori_grid1794 3.7194896 0.1278158 29.100 < 2e-16 ***
ori_grid1795 2.7704021 0.1280515 21.635 < 2e-16 ***
ori_grid1796 3.3835546 0.1279756 26.439 < 2e-16 ***
ori_grid1798 -0.6472236 0.2017272 -3.208 0.001335 **
ori_grid1800 1.6154820 0.1324535 12.197 < 2e-16 ***
ori_grid1802 0.2789893 0.1417439 1.968 0.049038 *
ori_grid1804 -0.5046498 0.1732133 -2.913 0.003574 **
ori_grid1805 3.1177117 0.1281614 24.326 < 2e-16 ***
ori_grid1806 4.0706482 0.1278199 31.847 < 2e-16 ***
ori_grid1807 4.3672128 0.1277863 34.176 < 2e-16 ***
ori_grid1808 1.9355068 0.1315553 14.712 < 2e-16 ***
ori_grid1820 4.2508911 0.1277552 33.274 < 2e-16 ***
ori_grid1821 4.9257615 0.1277119 38.569 < 2e-16 ***
ori_grid1822 3.0421726 0.1279920 23.768 < 2e-16 ***
ori_grid1823 2.9546577 0.1282119 23.045 < 2e-16 ***
ori_grid1824 3.7676527 0.1277961 29.482 < 2e-16 ***
ori_grid1827 3.8477663 0.1278506 30.096 < 2e-16 ***
ori_grid1828 3.3565279 0.1279949 26.224 < 2e-16 ***
ori_grid1829 2.9991424 0.1281338 23.406 < 2e-16 ***
ori_grid1831 2.2132403 0.1288899 17.172 < 2e-16 ***
ori_grid1833 4.9947583 0.1277237 39.106 < 2e-16 ***
ori_grid1834 3.8733651 0.1278565 30.295 < 2e-16 ***
ori_grid1835 4.7613236 0.1278034 37.255 < 2e-16 ***
ori_grid1846 0.5048484 0.1370336 3.684 0.000229 ***
ori_grid1847 4.6028016 0.1280226 35.953 < 2e-16 ***
ori_grid1848 3.7633819 0.1278014 29.447 < 2e-16 ***
ori_grid1849 4.1104457 0.1277335 32.180 < 2e-16 ***
ori_grid1850 3.4749269 0.1280152 27.145 < 2e-16 ***
ori_grid1852 0.4446738 0.1361047 3.267 0.001086 **
ori_grid1853 3.4192336 0.1279071 26.732 < 2e-16 ***
ori_grid1854 3.1824694 0.1280250 24.858 < 2e-16 ***
ori_grid1855 2.9985727 0.1281565 23.398 < 2e-16 ***
ori_grid1856 2.1269577 0.1413229 15.050 < 2e-16 ***
ori_grid1857 -0.6441030 0.1721526 -3.741 0.000183 ***
ori_grid1858 3.3587981 0.1279285 26.255 < 2e-16 ***
ori_grid1859 4.5038545 0.1278062 35.240 < 2e-16 ***
ori_grid1860 4.8263855 0.1277550 37.778 < 2e-16 ***
ori_grid1861 5.9069038 0.1277539 46.237 < 2e-16 ***
ori_grid1862 1.4679732 0.1340355 10.952 < 2e-16 ***
ori_grid1874 3.7537506 0.1277851 29.375 < 2e-16 ***
ori_grid1875 3.9805361 0.1277651 31.155 < 2e-16 ***
ori_grid1876 1.7287083 0.1291008 13.390 < 2e-16 ***
ori_grid1877 3.7149463 0.1278440 29.058 < 2e-16 ***
ori_grid1878 2.3959243 0.1283021 18.674 < 2e-16 ***
ori_grid1879 2.0929612 0.1285776 16.278 < 2e-16 ***
ori_grid1882 4.3140413 0.1277723 33.764 < 2e-16 ***
ori_grid1883 4.1594857 0.1278450 32.535 < 2e-16 ***
ori_grid1884 2.9078098 0.1284546 22.637 < 2e-16 ***
ori_grid1886 5.1912677 0.1277071 40.650 < 2e-16 ***
ori_grid1887 5.0401728 0.1277064 39.467 < 2e-16 ***
ori_grid1888 4.1864974 0.1278655 32.741 < 2e-16 ***
ori_grid1889 2.1412351 0.1394120 15.359 < 2e-16 ***
ori_grid1890 2.9848225 0.1340421 22.268 < 2e-16 ***
ori_grid1900 2.5525281 0.1284595 19.870 < 2e-16 ***
ori_grid1901 3.9556661 0.1277561 30.963 < 2e-16 ***
ori_grid1902 3.6560378 0.1278952 28.586 < 2e-16 ***
ori_grid1903 2.9098938 0.1285030 22.645 < 2e-16 ***
ori_grid1904 3.5574802 0.1278856 27.818 < 2e-16 ***
ori_grid1905 2.9879742 0.1279315 23.356 < 2e-16 ***
ori_grid1906 3.1948621 0.1278875 24.982 < 2e-16 ***
ori_grid1907 3.9875337 0.1277862 31.205 < 2e-16 ***
ori_grid1908 3.8888220 0.1279250 30.399 < 2e-16 ***
ori_grid1909 5.1383028 0.1277445 40.223 < 2e-16 ***
ori_grid1910 3.7067753 0.1279536 28.970 < 2e-16 ***
ori_grid1912 3.1872071 0.1286050 24.783 < 2e-16 ***
ori_grid1913 4.1181320 0.1278352 32.214 < 2e-16 ***
ori_grid1914 5.4868082 0.1277330 42.955 < 2e-16 ***
ori_grid1916 4.6686664 0.1288388 36.236 < 2e-16 ***
ori_grid1928 3.8890074 0.1277957 30.431 < 2e-16 ***
ori_grid1929 3.5436805 0.1278273 27.722 < 2e-16 ***
ori_grid1930 3.2175124 0.1278442 25.167 < 2e-16 ***
ori_grid1931 3.2579202 0.1278937 25.474 < 2e-16 ***
ori_grid1932 3.6356077 0.1278224 28.443 < 2e-16 ***
ori_grid1933 3.7852748 0.1279533 29.583 < 2e-16 ***
ori_grid1934 2.1610927 0.1283015 16.844 < 2e-16 ***
ori_grid1935 4.2709076 0.1277631 33.428 < 2e-16 ***
ori_grid1936 4.6298155 0.1277549 36.240 < 2e-16 ***
ori_grid1937 4.1188512 0.1277934 32.231 < 2e-16 ***
ori_grid1938 1.1604079 0.1339997 8.660 < 2e-16 ***
ori_grid1940 5.9418681 0.1277248 46.521 < 2e-16 ***
ori_grid1941 5.1031130 0.1277797 39.937 < 2e-16 ***
ori_grid1942 4.1173890 0.1280584 32.152 < 2e-16 ***
ori_grid1954 2.8148744 0.1284410 21.916 < 2e-16 ***
ori_grid1955 4.0269143 0.1277639 31.518 < 2e-16 ***
ori_grid1956 3.0655005 0.1279990 23.949 < 2e-16 ***
ori_grid1958 4.1276408 0.1277687 32.306 < 2e-16 ***
ori_grid1959 4.4456221 0.1277229 34.807 < 2e-16 ***
ori_grid1960 4.6797414 0.1277757 36.625 < 2e-16 ***
ori_grid1961 4.1477570 0.1277520 32.467 < 2e-16 ***
ori_grid1962 4.7277890 0.1277311 37.014 < 2e-16 ***
ori_grid1963 3.7797331 0.1278062 29.574 < 2e-16 ***
ori_grid1964 3.0773562 0.1279776 24.046 < 2e-16 ***
ori_grid1967 6.1534979 0.1277212 48.179 < 2e-16 ***
ori_grid1968 5.8135021 0.1277556 45.505 < 2e-16 ***
ori_grid1982 2.9638275 0.1279276 23.168 < 2e-16 ***
ori_grid1983 3.3800109 0.1278121 26.445 < 2e-16 ***
ori_grid1984 4.2414367 0.1277315 33.206 < 2e-16 ***
ori_grid1985 3.0357585 0.1279508 23.726 < 2e-16 ***
ori_grid1986 4.2659498 0.1278027 33.379 < 2e-16 ***
ori_grid1987 5.1126336 0.1276980 40.037 < 2e-16 ***
ori_grid1988 3.6231345 0.1277984 28.350 < 2e-16 ***
ori_grid1989 4.5965180 0.1277307 35.986 < 2e-16 ***
ori_grid1990 5.3744778 0.1276950 42.088 < 2e-16 ***
ori_grid1991 5.3480375 0.1277124 41.876 < 2e-16 ***
ori_grid1992 2.3353293 0.1284980 18.174 < 2e-16 ***
ori_grid1994 4.5205734 0.1279409 35.333 < 2e-16 ***
ori_grid1995 6.3411057 0.1277287 49.645 < 2e-16 ***
ori_grid2009 2.7873408 0.1279686 21.781 < 2e-16 ***
ori_grid2010 3.5703800 0.1277798 27.942 < 2e-16 ***
ori_grid2011 4.4194020 0.1277281 34.600 < 2e-16 ***
ori_grid2012 3.7769033 0.1278390 29.544 < 2e-16 ***
ori_grid2013 3.8079256 0.1277713 29.803 < 2e-16 ***
ori_grid2014 4.2273144 0.1277420 33.093 < 2e-16 ***
ori_grid2015 3.9927082 0.1277766 31.248 < 2e-16 ***
ori_grid2016 4.5693415 0.1277413 35.770 < 2e-16 ***
ori_grid2017 4.3021527 0.1277730 33.670 < 2e-16 ***
ori_grid2021 4.6073869 0.1278788 36.029 < 2e-16 ***
ori_grid2036 0.0948650 0.1631334 0.582 0.560892
ori_grid2037 1.8417124 0.1285617 14.326 < 2e-16 ***
ori_grid2038 3.8575312 0.1277516 30.196 < 2e-16 ***
ori_grid2039 4.6355764 0.1277663 36.282 < 2e-16 ***
ori_grid2040 4.9863008 0.1277236 39.040 < 2e-16 ***
ori_grid2041 5.8343392 0.1277270 45.678 < 2e-16 ***
ori_grid2042 4.4660604 0.1277462 34.960 < 2e-16 ***
ori_grid2043 2.8438527 0.1279912 22.219 < 2e-16 ***
ori_grid2044 4.9976473 0.1277183 39.130 < 2e-16 ***
ori_grid2046 3.4658887 0.1280286 27.071 < 2e-16 ***
ori_grid2049 4.7930192 0.1278968 37.476 < 2e-16 ***
ori_grid2063 1.8121526 0.1294960 13.994 < 2e-16 ***
ori_grid2064 2.4063694 0.1281743 18.774 < 2e-16 ***
ori_grid2065 3.6442486 0.1277839 28.519 < 2e-16 ***
ori_grid2066 3.8952724 0.1277814 30.484 < 2e-16 ***
ori_grid2067 4.4317842 0.1277242 34.698 < 2e-16 ***
ori_grid2068 4.2420199 0.1277591 33.203 < 2e-16 ***
ori_grid2069 2.6282943 0.1281335 20.512 < 2e-16 ***
ori_grid2070 5.2813152 0.1277368 41.345 < 2e-16 ***
ori_grid2071 3.5548502 0.1278632 27.802 < 2e-16 ***
ori_grid2072 2.7900299 0.1295632 21.534 < 2e-16 ***
ori_grid2074 -0.7456645 0.2081617 -3.582 0.000341 ***
ori_grid2089 2.1180898 0.1548989 13.674 < 2e-16 ***
ori_grid2090 -0.2016914 1.0137304 -0.199 0.842294
ori_grid2091 1.4038877 0.1300099 10.798 < 2e-16 ***
ori_grid2092 3.0648107 0.1279630 23.951 < 2e-16 ***
ori_grid2093 4.0251659 0.1277576 31.506 < 2e-16 ***
ori_grid2094 4.5292919 0.1277352 35.458 < 2e-16 ***
ori_grid2095 5.5847417 0.1277983 43.700 < 2e-16 ***
ori_grid2096 2.1508152 0.1284754 16.741 < 2e-16 ***
ori_grid2097 2.4986745 0.1303252 19.173 < 2e-16 ***
ori_grid2098 3.3192890 0.1279281 25.947 < 2e-16 ***
ori_grid2100 1.8392749 0.1313871 13.999 < 2e-16 ***
ori_grid2101 0.8038318 0.1421077 5.656 1.54e-08 ***
ori_grid2102 0.8800699 0.1371901 6.415 1.41e-10 ***
ori_grid2116 2.2313860 0.1452167 15.366 < 2e-16 ***
ori_grid2117 0.1712545 1.0137304 0.169 0.865848
ori_grid2119 3.9613953 0.1277599 31.007 < 2e-16 ***
ori_grid2120 3.5648947 0.1278108 27.892 < 2e-16 ***
ori_grid2121 3.6575785 0.1277998 28.620 < 2e-16 ***
ori_grid2122 1.2931623 0.1352440 9.562 < 2e-16 ***
ori_grid2123 3.8539711 0.1277878 30.159 < 2e-16 ***
ori_grid2124 3.7980510 0.1279913 29.674 < 2e-16 ***
ori_grid2125 3.1330597 0.1280026 24.477 < 2e-16 ***
ori_grid2126 2.8166443 0.1284024 21.936 < 2e-16 ***
ori_grid2129 0.0462024 0.1596184 0.289 0.772233
ori_grid2146 3.6676809 0.1285784 28.525 < 2e-16 ***
ori_grid2147 3.9947549 0.1277492 31.270 < 2e-16 ***
ori_grid2148 4.8606315 0.1277134 38.059 < 2e-16 ***
ori_grid2149 4.3325962 0.1277724 33.909 < 2e-16 ***
ori_grid2150 2.9585060 0.1280131 23.111 < 2e-16 ***
ori_grid2151 3.5181414 0.1278881 27.510 < 2e-16 ***
ori_grid2152 4.4291071 0.1277557 34.669 < 2e-16 ***
ori_grid2153 1.7659133 0.1309603 13.484 < 2e-16 ***
ori_grid2154 4.4752394 0.1278277 35.010 < 2e-16 ***
ori_grid2155 1.4050767 0.1321197 10.635 < 2e-16 ***
ori_grid2171 -0.0120281 0.2886815 -0.042 0.966765
ori_grid2172 4.4606994 0.1281897 34.798 < 2e-16 ***
ori_grid2174 3.5216768 0.1280272 27.507 < 2e-16 ***
ori_grid2175 4.5391081 0.1277281 35.537 < 2e-16 ***
ori_grid2176 4.3323270 0.1277490 33.913 < 2e-16 ***
ori_grid2177 4.8515264 0.1277055 37.990 < 2e-16 ***
ori_grid2178 3.8764228 0.1278059 30.331 < 2e-16 ***
ori_grid2179 4.2499852 0.1277868 33.258 < 2e-16 ***
ori_grid2180 4.6975901 0.1277604 36.769 < 2e-16 ***
ori_grid2181 4.7411234 0.1277580 37.110 < 2e-16 ***
ori_grid2182 1.5142404 0.1364865 11.094 < 2e-16 ***
ori_grid2200 3.2139230 0.1287896 24.955 < 2e-16 ***
ori_grid2201 4.4942214 0.1277227 35.187 < 2e-16 ***
ori_grid2202 2.2083162 0.1287314 17.154 < 2e-16 ***
ori_grid2203 4.5658517 0.1277803 35.732 < 2e-16 ***
ori_grid2204 3.5955689 0.1277990 28.135 < 2e-16 ***
ori_grid2205 3.6550130 0.1278207 28.595 < 2e-16 ***
ori_grid2206 5.0307407 0.1277117 39.391 < 2e-16 ***
ori_grid2207 3.9458893 0.1278145 30.872 < 2e-16 ***
ori_grid2208 5.3024249 0.1277347 41.511 < 2e-16 ***
ori_grid2209 0.6696058 0.1463972 4.574 4.79e-06 ***
ori_grid2227 3.0431306 0.1280031 23.774 < 2e-16 ***
ori_grid2228 4.4492017 0.1277480 34.828 < 2e-16 ***
ori_grid2229 3.5904439 0.1278020 28.094 < 2e-16 ***
ori_grid2230 3.5510306 0.1279676 27.749 < 2e-16 ***
ori_grid2231 4.1462655 0.1277538 32.455 < 2e-16 ***
ori_grid2233 5.1937227 0.1277096 40.668 < 2e-16 ***
ori_grid2234 0.9626968 0.1344579 7.160 8.08e-13 ***
ori_grid2235 3.1120795 0.1317375 23.623 < 2e-16 ***
ori_grid2254 2.8270370 0.1287272 21.961 < 2e-16 ***
ori_grid2255 4.3540072 0.1277453 34.083 < 2e-16 ***
ori_grid2256 3.8333594 0.1277991 29.995 < 2e-16 ***
ori_grid2257 3.0479949 0.1281471 23.785 < 2e-16 ***
ori_grid2258 3.5712860 0.1278527 27.933 < 2e-16 ***
ori_grid2259 2.7705404 0.1282120 21.609 < 2e-16 ***
ori_grid2260 4.9379929 0.1277285 38.660 < 2e-16 ***
ori_grid2261 5.1225549 0.1277326 40.104 < 2e-16 ***
ori_grid2262 4.7136786 0.1277942 36.885 < 2e-16 ***
ori_grid2281 4.3150632 0.1277602 33.775 < 2e-16 ***
ori_grid2282 4.2474330 0.1277522 33.247 < 2e-16 ***
ori_grid2283 4.3206146 0.1277428 33.823 < 2e-16 ***
ori_grid2284 3.0245206 0.1279284 23.642 < 2e-16 ***
ori_grid2285 5.1523001 0.1277382 40.335 < 2e-16 ***
ori_grid2286 3.5530008 0.1278866 27.782 < 2e-16 ***
ori_grid2287 5.3370880 0.1277129 41.790 < 2e-16 ***
ori_grid2288 4.1776732 0.1279172 32.659 < 2e-16 ***
ori_grid2308 3.6301666 0.1279440 28.373 < 2e-16 ***
ori_grid2309 4.5004982 0.1277336 35.233 < 2e-16 ***
ori_grid2310 3.9671870 0.1277596 31.052 < 2e-16 ***
ori_grid2311 3.9686649 0.1277532 31.065 < 2e-16 ***
ori_grid2312 1.5818921 0.1293061 12.234 < 2e-16 ***
ori_grid2313 4.1468686 0.1277669 32.457 < 2e-16 ***
ori_grid2314 4.8631609 0.1277066 38.081 < 2e-16 ***
ori_grid2315 4.1437793 0.1278027 32.423 < 2e-16 ***
ori_grid2316 5.6091781 0.1277279 43.915 < 2e-16 ***
ori_grid2317 5.8664548 0.1280233 45.823 < 2e-16 ***
ori_grid2335 3.0697470 0.1280505 23.973 < 2e-16 ***
ori_grid2336 4.2960570 0.1277283 33.634 < 2e-16 ***
ori_grid2337 3.3104702 0.1278349 25.896 < 2e-16 ***
ori_grid2338 1.1012470 0.1304042 8.445 < 2e-16 ***
ori_grid2339 4.3313743 0.1277510 33.905 < 2e-16 ***
ori_grid2340 4.9943606 0.1277115 39.107 < 2e-16 ***
ori_grid2341 4.7824348 0.1277205 37.445 < 2e-16 ***
ori_grid2342 4.6605145 0.1277437 36.483 < 2e-16 ***
ori_grid2343 5.0026546 0.1277657 39.155 < 2e-16 ***
ori_grid2362 3.3037157 0.1280860 25.793 < 2e-16 ***
ori_grid2363 3.8911681 0.1278135 30.444 < 2e-16 ***
ori_grid2364 1.1799670 0.1322200 8.924 < 2e-16 ***
ori_grid2365 2.5222056 0.1280515 19.697 < 2e-16 ***
ori_grid2366 -1.4816288 0.2228123 -6.650 2.94e-11 ***
ori_grid2367 4.0404744 0.1277956 31.617 < 2e-16 ***
ori_grid2368 4.6243915 0.1277273 36.205 < 2e-16 ***
ori_grid2369 4.4930879 0.1277386 35.174 < 2e-16 ***
ori_grid2370 4.8647920 0.1277137 38.091 < 2e-16 ***
ori_grid2371 5.2568734 0.1277319 41.156 < 2e-16 ***
ori_grid2389 3.5508081 0.1278490 27.773 < 2e-16 ***
ori_grid2390 4.2724773 0.1277329 33.449 < 2e-16 ***
ori_grid2391 4.0721834 0.1277843 31.868 < 2e-16 ***
ori_grid2392 2.7947748 0.1284158 21.763 < 2e-16 ***
ori_grid2393 1.2091415 0.1305086 9.265 < 2e-16 ***
ori_grid2394 3.2663748 0.1280026 25.518 < 2e-16 ***
ori_grid2395 4.7128940 0.1277317 36.897 < 2e-16 ***
ori_grid2396 5.0537649 0.1277168 39.570 < 2e-16 ***
ori_grid2397 4.3861628 0.1278403 34.310 < 2e-16 ***
ori_grid2398 5.1042214 0.1279199 39.902 < 2e-16 ***
ori_grid2416 3.6799060 0.1278773 28.777 < 2e-16 ***
ori_grid2417 4.3129349 0.1278704 33.729 < 2e-16 ***
ori_grid2418 3.7960767 0.1277906 29.705 < 2e-16 ***
ori_grid2419 3.3605747 0.1278254 26.290 < 2e-16 ***
ori_grid2420 2.7219383 0.1299902 20.940 < 2e-16 ***
ori_grid2422 4.1103066 0.1283236 32.031 < 2e-16 ***
ori_grid2423 4.4356184 0.1277780 34.713 < 2e-16 ***
ori_grid2424 5.6301192 0.1277028 44.088 < 2e-16 ***
ori_grid2425 4.8797967 0.1277221 38.206 < 2e-16 ***
ori_grid2426 5.2178176 0.1280982 40.733 < 2e-16 ***
ori_grid2443 4.3393914 0.1277372 33.971 < 2e-16 ***
ori_grid2444 4.6070400 0.1277174 36.072 < 2e-16 ***
ori_grid2445 4.7184646 0.1277156 36.945 < 2e-16 ***
ori_grid2448 1.6606666 0.1309678 12.680 < 2e-16 ***
ori_grid2449 4.9442095 0.1277931 38.689 < 2e-16 ***
ori_grid2450 5.0285646 0.1277513 39.362 < 2e-16 ***
ori_grid2451 5.7845061 0.1277026 45.297 < 2e-16 ***
ori_grid2452 2.4021177 0.1324175 18.140 < 2e-16 ***
ori_grid2471 3.9182738 0.1277869 30.663 < 2e-16 ***
ori_grid2472 3.1087897 0.1285649 24.181 < 2e-16 ***
ori_grid2473 4.3656763 0.1277558 34.172 < 2e-16 ***
ori_grid2476 1.7295057 0.1301269 13.291 < 2e-16 ***
ori_grid2478 4.7601604 0.1277916 37.249 < 2e-16 ***
ori_grid2479 3.7059155 0.1281847 28.911 < 2e-16 ***
ori_grid2480 2.4259432 0.1328516 18.261 < 2e-16 ***
ori_grid2497 4.6809046 0.1277257 36.648 < 2e-16 ***
ori_grid2498 3.1419859 0.1279845 24.550 < 2e-16 ***
ori_grid2499 4.9038467 0.1277480 38.387 < 2e-16 ***
ori_grid2500 0.9881314 0.1344590 7.349 2.00e-13 ***
ori_grid2503 -0.7253283 0.1989155 -3.646 0.000266 ***
ori_grid2504 3.3186391 0.1283930 25.848 < 2e-16 ***
ori_grid2505 4.6708269 0.1277901 36.551 < 2e-16 ***
ori_grid2525 3.5270463 0.1278957 27.578 < 2e-16 ***
ori_grid2526 4.3011240 0.1277531 33.667 < 2e-16 ***
ori_grid2527 4.5191324 0.1277342 35.379 < 2e-16 ***
ori_grid2531 -1.6450406 0.4651094 -3.537 0.000405 ***
ori_grid2532 4.6328846 0.1278007 36.251 < 2e-16 ***
ori_grid2533 6.0347396 0.1278726 47.193 < 2e-16 ***
ori_grid2551 3.5117466 0.1278640 27.465 < 2e-16 ***
ori_grid2552 3.3266925 0.1282629 25.937 < 2e-16 ***
ori_grid2553 4.3236601 0.1279209 33.799 < 2e-16 ***
ori_grid2554 3.0407958 0.1280868 23.740 < 2e-16 ***
ori_grid2557 1.8693846 0.1302446 14.353 < 2e-16 ***
ori_grid2559 4.7566815 0.1278988 37.191 < 2e-16 ***
ori_grid2579 3.6851438 0.1278471 28.825 < 2e-16 ***
ori_grid2580 4.4204081 0.1277373 34.605 < 2e-16 ***
ori_grid2581 4.1968521 0.1278043 32.838 < 2e-16 ***
ori_grid2584 0.8198077 0.1420653 5.771 7.90e-09 ***
ori_grid2605 3.4245127 0.1280063 26.753 < 2e-16 ***
ori_grid2606 3.8354017 0.1285989 29.825 < 2e-16 ***
ori_grid2607 5.3402610 0.1277181 41.813 < 2e-16 ***
ori_grid2608 3.6313627 0.1279088 28.390 < 2e-16 ***
ori_grid2609 3.1220477 0.1284612 24.303 < 2e-16 ***
ori_grid2610 2.3696447 0.1298974 18.242 < 2e-16 ***
ori_grid2611 0.7372336 0.1520277 4.849 1.24e-06 ***
ori_grid2633 3.5764150 0.1278433 27.975 < 2e-16 ***
ori_grid2634 4.9440782 0.1277019 38.716 < 2e-16 ***
ori_grid2635 4.9276628 0.1277655 38.568 < 2e-16 ***
ori_grid2636 4.6643103 0.1277459 36.512 < 2e-16 ***
ori_grid2637 3.3419117 0.1280379 26.101 < 2e-16 ***
ori_grid2638 3.0605436 0.1280863 23.894 < 2e-16 ***
ori_grid2660 3.1923070 0.1279212 24.955 < 2e-16 ***
ori_grid2661 4.6874478 0.1277308 36.698 < 2e-16 ***
ori_grid2662 3.7496708 0.1278211 29.335 < 2e-16 ***
ori_grid2663 5.3823972 0.1277225 42.141 < 2e-16 ***
ori_grid2664 3.7531219 0.1278366 29.359 < 2e-16 ***
ori_grid2665 4.2675280 0.1277595 33.403 < 2e-16 ***
ori_grid2687 3.6257807 0.1278574 28.358 < 2e-16 ***
ori_grid2688 4.5381077 0.1277317 35.528 < 2e-16 ***
ori_grid2689 4.8544041 0.1277269 38.006 < 2e-16 ***
ori_grid2690 3.9389814 0.1277878 30.824 < 2e-16 ***
ori_grid2691 5.2943245 0.1277147 41.454 < 2e-16 ***
ori_grid2693 4.6919873 0.1277461 36.729 < 2e-16 ***
ori_grid2714 4.0949521 0.1277795 32.047 < 2e-16 ***
ori_grid2715 5.2860753 0.1277441 41.380 < 2e-16 ***
ori_grid2716 1.1024701 0.1301906 8.468 < 2e-16 ***
ori_grid2717 4.1613627 0.1277463 32.575 < 2e-16 ***
ori_grid2718 4.6351021 0.1277891 36.271 < 2e-16 ***
ori_grid2719 4.9855521 0.1277365 39.030 < 2e-16 ***
ori_grid2742 4.6149681 0.1277316 36.130 < 2e-16 ***
ori_grid2743 3.3764278 0.1281328 26.351 < 2e-16 ***
ori_grid2744 4.6460479 0.1277168 36.378 < 2e-16 ***
ori_grid2745 4.5825663 0.1277254 35.878 < 2e-16 ***
ori_grid2746 3.7096084 0.1280691 28.966 < 2e-16 ***
ori_grid2747 4.2718745 0.1278239 33.420 < 2e-16 ***
ori_grid2768 4.3321648 0.1277685 33.906 < 2e-16 ***
ori_grid2769 4.6892262 0.1277249 36.713 < 2e-16 ***
ori_grid2770 3.0881575 0.1279242 24.141 < 2e-16 ***
ori_grid2771 4.9231138 0.1277014 38.552 < 2e-16 ***
ori_grid2772 4.1195226 0.1279535 32.195 < 2e-16 ***
ori_grid2773 4.4165015 0.1277628 34.568 < 2e-16 ***
ori_grid2795 1.0232838 0.1612875 6.344 2.23e-10 ***
ori_grid2796 2.3631351 0.1294204 18.259 < 2e-16 ***
ori_grid2797 3.2782980 0.1278922 25.633 < 2e-16 ***
ori_grid2798 3.9651750 0.1277897 31.029 < 2e-16 ***
ori_grid2799 4.4667285 0.1277445 34.966 < 2e-16 ***
ori_grid2800 4.3643269 0.1277561 34.161 < 2e-16 ***
ori_grid2801 2.6471734 0.1305566 20.276 < 2e-16 ***
ori_grid2822 1.9436377 0.1288900 15.080 < 2e-16 ***
ori_grid2823 2.4347089 0.1282359 18.986 < 2e-16 ***
ori_grid2824 4.0507465 0.1277879 31.699 < 2e-16 ***
ori_grid2825 4.8451937 0.1277188 37.936 < 2e-16 ***
ori_grid2826 4.8782496 0.1277741 38.179 < 2e-16 ***
ori_grid2827 4.5093262 0.1277290 35.304 < 2e-16 ***
ori_grid2850 3.4122248 0.1281201 26.633 < 2e-16 ***
ori_grid2851 1.7547143 0.1286570 13.639 < 2e-16 ***
ori_grid2852 4.5597247 0.1277539 35.691 < 2e-16 ***
ori_grid2853 5.0741444 0.1277070 39.733 < 2e-16 ***
ori_grid2854 4.9916172 0.1277260 39.081 < 2e-16 ***
ori_grid2877 2.3868872 0.1288307 18.527 < 2e-16 ***
ori_grid2878 3.8867308 0.1278077 30.411 < 2e-16 ***
ori_grid2879 4.8161699 0.1277837 37.690 < 2e-16 ***
ori_grid2880 4.3490097 0.1277607 34.040 < 2e-16 ***
ori_grid2881 4.8099497 0.1277481 37.652 < 2e-16 ***
ori_grid2905 3.7667702 0.1278932 29.452 < 2e-16 ***
ori_grid2906 3.2816349 0.1280287 25.632 < 2e-16 ***
ori_grid2907 4.3521507 0.1277523 34.067 < 2e-16 ***
ori_grid2908 4.5438504 0.1277615 35.565 < 2e-16 ***
ori_grid2909 4.2064245 0.1292436 32.546 < 2e-16 ***
ori_grid2931 0.2918952 0.1347724 2.166 0.030324 *
ori_grid2932 -0.5785579 0.1450809 -3.988 6.67e-05 ***
ori_grid2933 2.4779733 0.1282128 19.327 < 2e-16 ***
ori_grid2934 3.7835445 0.1278034 29.604 < 2e-16 ***
ori_grid2959 1.0000504 0.1306299 7.656 1.92e-14 ***
ori_grid2960 1.5478433 0.1290703 11.992 < 2e-16 ***
ori_grid2961 3.7655698 0.1278958 29.442 < 2e-16 ***
ori_grid2962 3.4489450 0.1279378 26.958 < 2e-16 ***
ori_grid2963 1.1319182 0.1473512 7.682 1.57e-14 ***
ori_grid2987 0.9390560 0.1337288 7.022 2.19e-12 ***
ori_grid2988 1.9897464 0.1294764 15.368 < 2e-16 ***
ori_grid2989 2.0434701 0.1288410 15.860 < 2e-16 ***
ori_grid2990 2.1444289 0.1332198 16.097 < 2e-16 ***
ori_grid3015 3.3368363 0.1291946 25.828 < 2e-16 ***
ori_grid3016 2.7881305 0.1286598 21.671 < 2e-16 ***
ori_grid3017 0.9236072 0.1324647 6.972 3.11e-12 ***
ori_grid3040 3.4224029 0.1279614 26.746 < 2e-16 ***
ori_grid3043 2.1166152 0.1288201 16.431 < 2e-16 ***
ori_grid3044 2.0343478 0.1289500 15.776 < 2e-16 ***
ori_grid3068 2.1085835 0.1290513 16.339 < 2e-16 ***
ori_grid3070 0.5178701 0.1443957 3.586 0.000335 ***
ori_grid3072 1.7924269 0.1366599 13.116 < 2e-16 ***
ori_grid3092 4.2329178 0.1285765 32.921 < 2e-16 ***
ori_grid3098 3.4572477 0.1279662 27.017 < 2e-16 ***
ori_grid3123 3.9206958 0.1278124 30.675 < 2e-16 ***
ori_grid3126 -1.3169033 0.2962144 -4.446 8.76e-06 ***
ori_grid3151 2.3142713 0.1284972 18.010 < 2e-16 ***
ori_grid3152 -0.6806226 0.1716501 -3.965 7.33e-05 ***
ori_grid3173 3.9331702 0.1288092 30.535 < 2e-16 ***
ori_grid3178 2.4103703 0.1292059 18.655 < 2e-16 ***
ori_grid3179 2.2018937 0.1295230 17.000 < 2e-16 ***
ori_grid3205 1.9157011 0.1312643 14.594 < 2e-16 ***
ori_grid3206 3.3420418 0.1280928 26.091 < 2e-16 ***
ori_grid3232 2.1694069 0.1346577 16.111 < 2e-16 ***
ori_grid3233 1.7098069 0.1401423 12.201 < 2e-16 ***
ori_grid3308 2.8141314 0.1334063 21.094 < 2e-16 ***
desti_grid146 1.4746715 0.0552814 26.676 < 2e-16 ***
desti_grid174 0.2891124 0.0580662 4.979 6.39e-07 ***
desti_grid175 0.8848560 0.0542540 16.309 < 2e-16 ***
desti_grid200 0.6354167 0.0610629 10.406 < 2e-16 ***
desti_grid201 0.9224596 0.0525680 17.548 < 2e-16 ***
desti_grid202 -0.1696098 0.0571730 -2.967 0.003011 **
desti_grid203 0.7087875 0.0545028 13.005 < 2e-16 ***
desti_grid227 -0.6196091 0.0653937 -9.475 < 2e-16 ***
desti_grid228 0.2636061 0.0534353 4.933 8.09e-07 ***
desti_grid229 -2.5812360 0.1125707 -22.930 < 2e-16 ***
desti_grid230 1.1011688 0.0523530 21.034 < 2e-16 ***
desti_grid231 -1.5264673 0.0601036 -25.397 < 2e-16 ***
desti_grid254 1.8209392 0.0537810 33.858 < 2e-16 ***
desti_grid255 0.2618059 0.0542833 4.823 1.41e-06 ***
desti_grid256 1.4600206 0.0523134 27.909 < 2e-16 ***
desti_grid257 -0.1955136 0.0549172 -3.560 0.000371 ***
desti_grid258 0.4146021 0.0548748 7.555 4.18e-14 ***
desti_grid259 -0.2077495 0.0528163 -3.933 8.37e-05 ***
desti_grid281 -0.8058107 0.0672818 -11.977 < 2e-16 ***
desti_grid282 -0.5847756 0.0583902 -10.015 < 2e-16 ***
desti_grid284 1.3118986 0.0515331 25.457 < 2e-16 ***
desti_grid285 0.1453890 0.0517873 2.807 0.004994 **
desti_grid286 -0.1163249 0.0515220 -2.258 0.023960 *
desti_grid312 0.7931379 0.0519667 15.262 < 2e-16 ***
desti_grid313 0.1111090 0.0561247 1.980 0.047739 *
desti_grid314 -0.0340517 0.0532765 -0.639 0.522725
desti_grid336 -0.8396799 0.0656291 -12.794 < 2e-16 ***
desti_grid338 -0.5485539 0.0560777 -9.782 < 2e-16 ***
desti_grid339 -1.1068322 0.0530865 -20.850 < 2e-16 ***
desti_grid340 -4.0432958 0.2631604 -15.364 < 2e-16 ***
desti_grid366 -1.1909459 0.0530103 -22.466 < 2e-16 ***
desti_grid367 0.2311683 0.0518670 4.457 8.31e-06 ***
desti_grid391 0.2698899 0.0585591 4.609 4.05e-06 ***
desti_grid392 -1.0229265 0.0537351 -19.036 < 2e-16 ***
desti_grid393 0.8242442 0.0513868 16.040 < 2e-16 ***
desti_grid394 -1.6446345 0.0935164 -17.587 < 2e-16 ***
desti_grid419 1.1656688 0.0537905 21.671 < 2e-16 ***
desti_grid420 -0.0762318 0.0529283 -1.440 0.149787
desti_grid421 0.0272569 0.0558128 0.488 0.625293
desti_grid445 1.8118932 0.0523912 34.584 < 2e-16 ***
desti_grid446 -1.3339195 0.0545198 -24.467 < 2e-16 ***
desti_grid447 -0.3949285 0.0535500 -7.375 1.64e-13 ***
desti_grid472 0.0347924 0.0601418 0.579 0.562923
desti_grid473 0.8325327 0.0522390 15.937 < 2e-16 ***
desti_grid474 -0.0329655 0.0532160 -0.619 0.535609
desti_grid499 1.7009551 0.0523957 32.464 < 2e-16 ***
desti_grid500 -0.4156120 0.0528440 -7.865 3.69e-15 ***
desti_grid526 2.2219316 0.0518778 42.830 < 2e-16 ***
desti_grid527 0.8460348 0.0533191 15.867 < 2e-16 ***
desti_grid528 1.4856448 0.0513640 28.924 < 2e-16 ***
desti_grid552 1.0823565 0.0543834 19.902 < 2e-16 ***
desti_grid553 -2.1613685 0.0779143 -27.740 < 2e-16 ***
desti_grid554 1.4869852 0.0518960 28.653 < 2e-16 ***
desti_grid555 0.8973909 0.0516724 17.367 < 2e-16 ***
desti_grid581 1.5492731 0.0514129 30.134 < 2e-16 ***
desti_grid582 -0.1514538 0.0521342 -2.905 0.003672 **
desti_grid607 0.8388080 0.0539360 15.552 < 2e-16 ***
desti_grid608 1.1476047 0.0522534 21.962 < 2e-16 ***
desti_grid609 0.3355831 0.0509994 6.580 4.70e-11 ***
desti_grid610 1.2687934 0.0514835 24.645 < 2e-16 ***
desti_grid611 -0.7695769 0.0576806 -13.342 < 2e-16 ***
desti_grid634 1.5704779 0.0527511 29.771 < 2e-16 ***
desti_grid635 1.8034916 0.0518754 34.766 < 2e-16 ***
desti_grid636 -0.3098003 0.0519922 -5.959 2.54e-09 ***
desti_grid638 2.2190963 0.0510163 43.498 < 2e-16 ***
desti_grid661 0.2710145 0.0551324 4.916 8.85e-07 ***
desti_grid662 1.4058442 0.0521919 26.936 < 2e-16 ***
desti_grid663 -0.5507276 0.0516924 -10.654 < 2e-16 ***
desti_grid664 0.8092488 0.0516241 15.676 < 2e-16 ***
desti_grid665 -0.0419971 0.0521405 -0.805 0.420555
desti_grid689 0.0651718 0.0535014 1.218 0.223174
desti_grid690 0.1279920 0.0516838 2.476 0.013270 *
desti_grid692 -0.2969439 0.0525412 -5.652 1.59e-08 ***
desti_grid693 -0.7780541 0.0566752 -13.728 < 2e-16 ***
desti_grid715 0.1500270 0.0553089 2.713 0.006677 **
desti_grid716 0.0070884 0.0533362 0.133 0.894272
desti_grid717 -0.7624839 0.0519237 -14.685 < 2e-16 ***
desti_grid718 0.1646113 0.0510850 3.222 0.001272 **
desti_grid719 -0.3887464 0.0543323 -7.155 8.37e-13 ***
desti_grid720 -2.7677373 0.0726308 -38.107 < 2e-16 ***
desti_grid743 1.7949091 0.0515783 34.800 < 2e-16 ***
desti_grid744 0.2502025 0.0515636 4.852 1.22e-06 ***
desti_grid745 -0.7175496 0.0514417 -13.949 < 2e-16 ***
desti_grid746 -0.8385877 0.0515693 -16.261 < 2e-16 ***
desti_grid747 0.9313570 0.0513447 18.139 < 2e-16 ***
desti_grid748 -0.9347269 0.0544813 -17.157 < 2e-16 ***
desti_grid769 0.5489055 0.0533887 10.281 < 2e-16 ***
desti_grid770 2.1760138 0.0512614 42.449 < 2e-16 ***
desti_grid771 0.0719106 0.0512940 1.402 0.160936
desti_grid772 1.1022048 0.0509056 21.652 < 2e-16 ***
desti_grid773 -1.3637924 0.0526441 -25.906 < 2e-16 ***
desti_grid774 -0.0180815 0.0522259 -0.346 0.729179
desti_grid775 -0.7743081 0.0531492 -14.569 < 2e-16 ***
desti_grid776 -3.8131874 0.1789016 -21.314 < 2e-16 ***
desti_grid777 -2.1282955 0.0663920 -32.056 < 2e-16 ***
desti_grid797 0.3113040 0.0536736 5.800 6.63e-09 ***
desti_grid798 -1.3258450 0.0688584 -19.255 < 2e-16 ***
desti_grid799 0.7201253 0.0509704 14.128 < 2e-16 ***
desti_grid800 -0.3795230 0.0511258 -7.423 1.14e-13 ***
desti_grid802 -3.8720835 0.0890738 -43.471 < 2e-16 ***
desti_grid803 -1.7671218 0.0605764 -29.172 < 2e-16 ***
desti_grid805 -2.3799570 0.0734213 -32.415 < 2e-16 ***
desti_grid806 -0.0370610 0.0532874 -0.695 0.486746
desti_grid823 0.8266361 0.0538625 15.347 < 2e-16 ***
desti_grid824 1.5198182 0.0520678 29.189 < 2e-16 ***
desti_grid825 0.3522846 0.0520183 6.772 1.27e-11 ***
desti_grid826 1.7320089 0.0508547 34.058 < 2e-16 ***
desti_grid827 0.2245800 0.0510598 4.398 1.09e-05 ***
desti_grid832 -3.9252464 0.2064083 -19.017 < 2e-16 ***
desti_grid833 -2.2404457 0.0715173 -31.327 < 2e-16 ***
desti_grid851 0.3967718 0.0548514 7.234 4.70e-13 ***
desti_grid852 1.6580691 0.0517075 32.066 < 2e-16 ***
desti_grid853 -0.5101643 0.0513088 -9.943 < 2e-16 ***
desti_grid854 -0.3429586 0.0511599 -6.704 2.03e-11 ***
desti_grid856 -5.5720654 0.2026053 -27.502 < 2e-16 ***
desti_grid861 -2.3446146 0.0720266 -32.552 < 2e-16 ***
desti_grid862 -1.5026714 0.0620122 -24.232 < 2e-16 ***
desti_grid878 1.2568809 0.0523473 24.010 < 2e-16 ***
desti_grid879 1.0084902 0.0513129 19.654 < 2e-16 ***
desti_grid880 -0.7304460 0.0513296 -14.230 < 2e-16 ***
desti_grid881 -0.3215273 0.0513752 -6.258 3.89e-10 ***
desti_grid888 -2.8206086 0.1452879 -19.414 < 2e-16 ***
desti_grid889 -1.9357879 0.0697593 -27.750 < 2e-16 ***
desti_grid905 -0.5492179 0.0537322 -10.221 < 2e-16 ***
desti_grid906 -0.8038687 0.0541036 -14.858 < 2e-16 ***
desti_grid907 0.8337831 0.0512326 16.274 < 2e-16 ***
desti_grid908 -0.0226114 0.0510691 -0.443 0.657939
desti_grid910 -0.2216505 0.0523814 -4.231 2.32e-05 ***
desti_grid932 0.2240094 0.0516149 4.340 1.42e-05 ***
desti_grid933 -0.3769376 0.0521104 -7.233 4.71e-13 ***
desti_grid934 0.0633194 0.0511307 1.238 0.215574
desti_grid935 0.0664370 0.0510622 1.301 0.193225
desti_grid937 -0.6834588 0.0519371 -13.159 < 2e-16 ***
desti_grid959 1.2956831 0.0511513 25.330 < 2e-16 ***
desti_grid960 0.0379553 0.0512009 0.741 0.458510
desti_grid961 -0.2649098 0.0512355 -5.170 2.34e-07 ***
desti_grid962 1.9991731 0.0508884 39.285 < 2e-16 ***
desti_grid986 -1.0070714 0.0540890 -18.619 < 2e-16 ***
desti_grid987 0.4134174 0.0510501 8.098 5.57e-16 ***
desti_grid988 -1.0123071 0.0520747 -19.440 < 2e-16 ***
desti_grid989 0.0860208 0.0510297 1.686 0.091853 .
desti_grid991 -0.3706840 0.0519398 -7.137 9.55e-13 ***
desti_grid1013 -0.3545355 0.0545377 -6.501 7.99e-11 ***
desti_grid1014 -1.6474381 0.0529802 -31.095 < 2e-16 ***
desti_grid1015 -2.2068090 0.0550844 -40.062 < 2e-16 ***
desti_grid1016 -0.3543534 0.0511507 -6.928 4.28e-12 ***
desti_grid1042 0.8544512 0.0511193 16.715 < 2e-16 ***
desti_grid1043 -0.0697624 0.0510978 -1.365 0.172167
desti_grid1045 -2.3216550 0.0570817 -40.673 < 2e-16 ***
desti_grid1067 1.1895372 0.0511977 23.234 < 2e-16 ***
desti_grid1068 -1.9871265 0.0602189 -32.998 < 2e-16 ***
desti_grid1069 -2.0158715 0.0538892 -37.408 < 2e-16 ***
desti_grid1070 0.1893586 0.0509995 3.713 0.000205 ***
desti_grid1078 -1.4987886 0.0634184 -23.633 < 2e-16 ***
desti_grid1093 0.5037121 0.0519706 9.692 < 2e-16 ***
desti_grid1094 -1.1493013 0.0527063 -21.806 < 2e-16 ***
desti_grid1095 -2.3278686 0.0558698 -41.666 < 2e-16 ***
desti_grid1096 -0.2767466 0.0511221 -5.413 6.18e-08 ***
desti_grid1097 -0.1140001 0.0512213 -2.226 0.026038 *
desti_grid1099 -0.6408573 0.0511916 -12.519 < 2e-16 ***
desti_grid1100 -2.2986876 0.0686610 -33.479 < 2e-16 ***
desti_grid1122 -0.5220510 0.0514054 -10.156 < 2e-16 ***
desti_grid1123 1.1908591 0.0508968 23.398 < 2e-16 ***
desti_grid1124 0.2375178 0.0510386 4.654 3.26e-06 ***
desti_grid1125 -0.5146150 0.0513273 -10.026 < 2e-16 ***
desti_grid1126 -3.9464483 0.0787280 -50.128 < 2e-16 ***
desti_grid1127 -0.7372778 0.0512318 -14.391 < 2e-16 ***
desti_grid1128 -0.4883360 0.0515054 -9.481 < 2e-16 ***
desti_grid1132 -0.2957633 0.0545289 -5.424 5.83e-08 ***
desti_grid1147 -1.8285110 0.0605301 -30.208 < 2e-16 ***
desti_grid1148 -0.2373362 0.0514450 -4.613 3.96e-06 ***
desti_grid1149 -0.7003059 0.0515570 -13.583 < 2e-16 ***
desti_grid1150 -0.0130482 0.0510478 -0.256 0.798254
desti_grid1151 -0.3140180 0.0511182 -6.143 8.10e-10 ***
desti_grid1152 -0.6294784 0.0513187 -12.266 < 2e-16 ***
desti_grid1153 -1.1443426 0.0513270 -22.295 < 2e-16 ***
desti_grid1154 1.1749928 0.0509044 23.082 < 2e-16 ***
desti_grid1155 -2.6250316 0.0622606 -42.162 < 2e-16 ***
desti_grid1158 -1.6920168 0.0591747 -28.594 < 2e-16 ***
desti_grid1174 0.3472345 0.0521166 6.663 2.69e-11 ***
desti_grid1175 1.5525295 0.0514384 30.182 < 2e-16 ***
desti_grid1176 0.1997350 0.0510692 3.911 9.19e-05 ***
desti_grid1177 0.1564065 0.0510748 3.062 0.002196 **
desti_grid1178 -0.1708030 0.0511335 -3.340 0.000837 ***
desti_grid1179 -1.0882034 0.0515971 -21.090 < 2e-16 ***
desti_grid1180 -2.5089883 0.0538512 -46.591 < 2e-16 ***
desti_grid1181 0.0776259 0.0510114 1.522 0.128075
desti_grid1182 -0.4196644 0.0513559 -8.172 3.04e-16 ***
desti_grid1183 -1.1381135 0.0519214 -21.920 < 2e-16 ***
desti_grid1185 -0.1819066 0.0532629 -3.415 0.000637 ***
desti_grid1201 -0.1395105 0.0526305 -2.651 0.008031 **
desti_grid1202 -0.2713532 0.0513957 -5.280 1.29e-07 ***
desti_grid1203 0.6280910 0.0510355 12.307 < 2e-16 ***
desti_grid1205 1.1247579 0.0509042 22.096 < 2e-16 ***
desti_grid1206 0.1253283 0.0510801 2.454 0.014145 *
desti_grid1207 -0.1675975 0.0510530 -3.283 0.001028 **
desti_grid1209 1.3588103 0.0510190 26.633 < 2e-16 ***
desti_grid1210 -0.0762871 0.0528860 -1.442 0.149167
desti_grid1211 -0.3624029 0.0535922 -6.762 1.36e-11 ***
desti_grid1212 -0.2148145 0.0536112 -4.007 6.15e-05 ***
desti_grid1228 -0.0512526 0.0526140 -0.974 0.329995
desti_grid1229 0.2142370 0.0512551 4.180 2.92e-05 ***
desti_grid1230 -0.9101801 0.0517127 -17.601 < 2e-16 ***
desti_grid1231 1.2423901 0.0511830 24.273 < 2e-16 ***
desti_grid1232 0.1754019 0.0510137 3.438 0.000585 ***
desti_grid1233 1.4932081 0.0510001 29.279 < 2e-16 ***
desti_grid1235 0.5366164 0.0510440 10.513 < 2e-16 ***
desti_grid1236 -1.6579629 0.0523426 -31.675 < 2e-16 ***
desti_grid1237 0.3358671 0.0511677 6.564 5.24e-11 ***
desti_grid1238 -1.9764954 0.0564267 -35.028 < 2e-16 ***
desti_grid1239 -0.0298669 0.0530907 -0.563 0.573733
desti_grid1240 -1.8555881 0.0808633 -22.947 < 2e-16 ***
desti_grid1255 0.2324199 0.0518637 4.481 7.42e-06 ***
desti_grid1256 -0.7260561 0.0517294 -14.036 < 2e-16 ***
desti_grid1257 -0.4210164 0.0513704 -8.196 2.49e-16 ***
desti_grid1258 0.9382379 0.0510230 18.389 < 2e-16 ***
desti_grid1259 -0.3921862 0.0512575 -7.651 1.99e-14 ***
desti_grid1261 -0.5837187 0.0511564 -11.410 < 2e-16 ***
desti_grid1262 -0.5288046 0.0511923 -10.330 < 2e-16 ***
desti_grid1263 -1.5778190 0.0536613 -29.403 < 2e-16 ***
desti_grid1264 0.0630096 0.0513977 1.226 0.220228
desti_grid1265 -2.3144750 0.0569521 -40.639 < 2e-16 ***
desti_grid1266 0.2563433 0.0525120 4.882 1.05e-06 ***
desti_grid1282 -0.6824488 0.0523825 -13.028 < 2e-16 ***
desti_grid1283 -0.1274251 0.0511446 -2.491 0.012722 *
desti_grid1284 -0.7775536 0.0515192 -15.093 < 2e-16 ***
desti_grid1285 0.4504676 0.0511565 8.806 < 2e-16 ***
desti_grid1286 -1.3355974 0.0518109 -25.778 < 2e-16 ***
desti_grid1287 -0.5591374 0.0515653 -10.843 < 2e-16 ***
desti_grid1288 -0.6680102 0.0514763 -12.977 < 2e-16 ***
desti_grid1289 0.2300518 0.0509655 4.514 6.37e-06 ***
desti_grid1293 -1.6921632 0.0553306 -30.583 < 2e-16 ***
desti_grid1308 -1.3434705 0.0528953 -25.399 < 2e-16 ***
desti_grid1309 0.5641412 0.0510462 11.052 < 2e-16 ***
desti_grid1310 1.4034245 0.0508836 27.581 < 2e-16 ***
desti_grid1311 0.5323064 0.0513765 10.361 < 2e-16 ***
desti_grid1312 -1.6601805 0.0546888 -30.357 < 2e-16 ***
desti_grid1314 0.3563189 0.0510892 6.974 3.07e-12 ***
desti_grid1315 1.0742173 0.0509018 21.104 < 2e-16 ***
desti_grid1316 -1.0036297 0.0519569 -19.317 < 2e-16 ***
desti_grid1318 0.1307576 0.0544123 2.403 0.016257 *
desti_grid1319 1.1371553 0.0509699 22.310 < 2e-16 ***
desti_grid1320 -1.8405194 0.0536675 -34.295 < 2e-16 ***
desti_grid1335 -2.9681779 0.1019876 -29.103 < 2e-16 ***
desti_grid1336 0.4999947 0.0510857 9.787 < 2e-16 ***
desti_grid1337 -0.0955283 0.0510512 -1.871 0.061314 .
desti_grid1338 -0.7793120 0.0520488 -14.973 < 2e-16 ***
desti_grid1339 -0.7197919 0.0536156 -13.425 < 2e-16 ***
desti_grid1340 -1.5323191 0.0523370 -29.278 < 2e-16 ***
desti_grid1341 -0.8737409 0.0515561 -16.947 < 2e-16 ***
desti_grid1342 -0.4530094 0.0513554 -8.821 < 2e-16 ***
desti_grid1343 -0.9336492 0.0514324 -18.153 < 2e-16 ***
desti_grid1347 -0.4536657 0.0521821 -8.694 < 2e-16 ***
desti_grid1348 -0.0607721 0.0511160 -1.189 0.234477
desti_grid1350 0.2382598 0.0512390 4.650 3.32e-06 ***
desti_grid1362 0.0477458 0.0511779 0.933 0.350852
desti_grid1363 0.2077061 0.0510943 4.065 4.80e-05 ***
desti_grid1364 -0.5890920 0.0513433 -11.474 < 2e-16 ***
desti_grid1366 -0.1330345 0.0511892 -2.599 0.009353 **
desti_grid1367 -2.5183845 0.0554468 -45.420 < 2e-16 ***
desti_grid1368 0.4661786 0.0512612 9.094 < 2e-16 ***
desti_grid1369 0.1021319 0.0510875 1.999 0.045591 *
desti_grid1370 -0.7168140 0.0513473 -13.960 < 2e-16 ***
desti_grid1372 -0.4957917 0.0589793 -8.406 < 2e-16 ***
desti_grid1374 -0.3175960 0.0512023 -6.203 5.55e-10 ***
desti_grid1375 1.0811130 0.0509586 21.216 < 2e-16 ***
desti_grid1389 0.0451674 0.0512271 0.882 0.377935
desti_grid1390 0.8226139 0.0513870 16.008 < 2e-16 ***
desti_grid1391 -0.0366677 0.0512433 -0.716 0.474262
desti_grid1392 -1.3916607 0.0522435 -26.638 < 2e-16 ***
desti_grid1394 -1.1202755 0.0519760 -21.554 < 2e-16 ***
desti_grid1396 -1.5320512 0.0529582 -28.929 < 2e-16 ***
desti_grid1397 -0.5640223 0.0515685 -10.937 < 2e-16 ***
desti_grid1401 0.9596417 0.0509439 18.837 < 2e-16 ***
desti_grid1402 -0.0702007 0.0511248 -1.373 0.169714
desti_grid1416 -0.0174193 0.0569319 -0.306 0.759630
desti_grid1417 -0.5391600 0.0521636 -10.336 < 2e-16 ***
desti_grid1418 -1.1988516 0.0538955 -22.244 < 2e-16 ***
desti_grid1419 1.4541692 0.0509348 28.550 < 2e-16 ***
desti_grid1420 0.9204044 0.0509395 18.069 < 2e-16 ***
desti_grid1422 -1.0699826 0.0530757 -20.160 < 2e-16 ***
desti_grid1423 -0.4784803 0.0514215 -9.305 < 2e-16 ***
desti_grid1426 0.3955204 0.0516905 7.652 1.98e-14 ***
desti_grid1428 -0.5298677 0.0512502 -10.339 < 2e-16 ***
desti_grid1429 0.1634944 0.0512458 3.190 0.001421 **
desti_grid1443 0.7358680 0.0510441 14.416 < 2e-16 ***
desti_grid1444 0.4203157 0.0512013 8.209 2.23e-16 ***
desti_grid1445 0.5045701 0.0510577 9.882 < 2e-16 ***
desti_grid1446 -1.5189721 0.0531992 -28.553 < 2e-16 ***
desti_grid1447 -0.1804907 0.0511194 -3.531 0.000414 ***
desti_grid1455 -0.2262280 0.0515941 -4.385 1.16e-05 ***
desti_grid1456 -0.1661086 0.0512565 -3.241 0.001192 **
desti_grid1457 -3.6787509 0.0842293 -43.675 < 2e-16 ***
desti_grid1469 0.3784312 0.0510954 7.406 1.30e-13 ***
desti_grid1470 0.8336998 0.0510205 16.340 < 2e-16 ***
desti_grid1471 0.2399337 0.0510760 4.698 2.63e-06 ***
desti_grid1472 -0.5940206 0.0516410 -11.503 < 2e-16 ***
desti_grid1480 -2.3007668 0.0663900 -34.655 < 2e-16 ***
desti_grid1482 1.0875907 0.0509899 21.330 < 2e-16 ***
desti_grid1483 0.8618407 0.0512371 16.821 < 2e-16 ***
desti_grid1496 -1.6440284 0.0533351 -30.824 < 2e-16 ***
desti_grid1497 1.7731346 0.0513578 34.525 < 2e-16 ***
desti_grid1498 0.2095463 0.0512093 4.092 4.28e-05 ***
desti_grid1499 -0.3545894 0.0513498 -6.905 5.01e-12 ***
desti_grid1500 -2.2637740 0.0592221 -38.225 < 2e-16 ***
desti_grid1501 -1.0322031 0.0515997 -20.004 < 2e-16 ***
desti_grid1507 1.4285364 0.0515623 27.705 < 2e-16 ***
desti_grid1509 -0.7704552 0.0518891 -14.848 < 2e-16 ***
desti_grid1510 1.9282479 0.0508814 37.897 < 2e-16 ***
desti_grid1511 -1.3792721 0.0548952 -25.126 < 2e-16 ***
desti_grid1523 -1.0926080 0.0618035 -17.679 < 2e-16 ***
desti_grid1524 1.4604927 0.0523104 27.920 < 2e-16 ***
desti_grid1525 0.5677375 0.0509864 11.135 < 2e-16 ***
desti_grid1526 -1.6141168 0.0530760 -30.411 < 2e-16 ***
desti_grid1527 -2.2883684 0.0662501 -34.541 < 2e-16 ***
desti_grid1534 -3.7609928 0.1051939 -35.753 < 2e-16 ***
desti_grid1536 0.4797524 0.0510410 9.399 < 2e-16 ***
desti_grid1537 -0.1503719 0.0514613 -2.922 0.003477 **
desti_grid1550 0.4028052 0.0511161 7.880 3.27e-15 ***
desti_grid1551 -0.3049298 0.0515391 -5.916 3.29e-09 ***
desti_grid1552 -1.3905770 0.0549513 -25.306 < 2e-16 ***
desti_grid1553 -0.2445030 0.0511895 -4.776 1.78e-06 ***
desti_grid1554 -1.5742521 0.0540706 -29.115 < 2e-16 ***
desti_grid1555 -1.3009879 0.0519052 -25.065 < 2e-16 ***
desti_grid1562 -1.3963241 0.0619441 -22.542 < 2e-16 ***
desti_grid1563 0.3460530 0.0512342 6.754 1.43e-11 ***
desti_grid1564 -0.0118570 0.0511062 -0.232 0.816532
desti_grid1565 1.3621825 0.0511160 26.649 < 2e-16 ***
desti_grid1576 0.1486971 0.0515514 2.884 0.003921 **
desti_grid1578 -1.5990316 0.0523395 -30.551 < 2e-16 ***
desti_grid1579 0.5965209 0.0509879 11.699 < 2e-16 ***
desti_grid1581 -0.9906080 0.0515529 -19.215 < 2e-16 ***
desti_grid1588 -1.9689006 0.0706216 -27.880 < 2e-16 ***
desti_grid1590 -0.2529496 0.0512000 -4.940 7.80e-07 ***
desti_grid1591 0.1615175 0.0511394 3.158 0.001587 **
desti_grid1592 0.3595111 0.0515856 6.969 3.19e-12 ***
desti_grid1604 1.0270393 0.0509433 20.160 < 2e-16 ***
desti_grid1605 0.0931842 0.0510663 1.825 0.068036 .
desti_grid1606 -0.0836917 0.0511131 -1.637 0.101551
desti_grid1607 -1.0485546 0.0516282 -20.310 < 2e-16 ***
desti_grid1616 -1.8184263 0.0602854 -30.164 < 2e-16 ***
desti_grid1617 -0.5574796 0.0522741 -10.665 < 2e-16 ***
desti_grid1618 1.8662299 0.0509163 36.653 < 2e-16 ***
desti_grid1619 0.2904725 0.0512240 5.671 1.42e-08 ***
desti_grid1620 0.6305096 0.0514554 12.254 < 2e-16 ***
desti_grid1630 -2.1373532 0.0536437 -39.844 < 2e-16 ***
desti_grid1631 -0.2474900 0.0512378 -4.830 1.36e-06 ***
desti_grid1632 -0.1467469 0.0512439 -2.864 0.004187 **
desti_grid1633 -1.7798200 0.0531543 -33.484 < 2e-16 ***
desti_grid1634 -0.2494703 0.0512382 -4.869 1.12e-06 ***
desti_grid1635 0.5549477 0.0510183 10.877 < 2e-16 ***
desti_grid1642 -1.2768541 0.0644823 -19.802 < 2e-16 ***
desti_grid1644 0.3202404 0.0512176 6.253 4.04e-10 ***
desti_grid1645 0.2314883 0.0511244 4.528 5.96e-06 ***
desti_grid1646 0.6669688 0.0511912 13.029 < 2e-16 ***
desti_grid1647 -0.5291596 0.0581403 -9.101 < 2e-16 ***
desti_grid1658 -0.4233574 0.0516579 -8.195 2.50e-16 ***
desti_grid1659 0.4512202 0.0510044 8.847 < 2e-16 ***
desti_grid1660 -0.2652533 0.0521113 -5.090 3.58e-07 ***
desti_grid1661 -2.0694383 0.0544244 -38.024 < 2e-16 ***
desti_grid1662 -0.6456194 0.0513554 -12.572 < 2e-16 ***
desti_grid1669 -3.4663958 0.1307267 -26.516 < 2e-16 ***
desti_grid1670 -0.7513985 0.0557231 -13.485 < 2e-16 ***
desti_grid1672 0.0796603 0.0518444 1.537 0.124410
desti_grid1673 1.4915440 0.0511498 29.160 < 2e-16 ***
desti_grid1674 0.4405099 0.0513131 8.585 < 2e-16 ***
desti_grid1684 -0.2066349 0.0511538 -4.039 5.36e-05 ***
desti_grid1685 0.1510286 0.0513481 2.941 0.003269 **
desti_grid1686 0.0336214 0.0511472 0.657 0.510959
desti_grid1687 -0.6602096 0.0516271 -12.788 < 2e-16 ***
desti_grid1688 -0.9415212 0.0517809 -18.183 < 2e-16 ***
desti_grid1689 -1.7356849 0.0556566 -31.186 < 2e-16 ***
desti_grid1695 -2.5188338 0.0813929 -30.947 < 2e-16 ***
desti_grid1699 0.3037362 0.0511612 5.937 2.91e-09 ***
desti_grid1700 -0.5298222 0.0525502 -10.082 < 2e-16 ***
desti_grid1701 1.3643722 0.0515659 26.459 < 2e-16 ***
desti_grid1712 -1.0814653 0.0521911 -20.721 < 2e-16 ***
desti_grid1713 0.7757527 0.0509487 15.226 < 2e-16 ***
desti_grid1714 -0.4953419 0.0520036 -9.525 < 2e-16 ***
desti_grid1716 -0.3572747 0.0511701 -6.982 2.91e-12 ***
desti_grid1723 -2.5287130 0.0821101 -30.797 < 2e-16 ***
desti_grid1726 -0.6566095 0.0525906 -12.485 < 2e-16 ***
desti_grid1727 -0.0265164 0.0512788 -0.517 0.605084
desti_grid1728 0.7820475 0.0510988 15.305 < 2e-16 ***
desti_grid1738 -0.3750839 0.0511893 -7.327 2.35e-13 ***
desti_grid1739 1.0138317 0.0509213 19.910 < 2e-16 ***
desti_grid1740 -0.3603534 0.0514245 -7.007 2.43e-12 ***
desti_grid1741 -0.2073220 0.0513300 -4.039 5.37e-05 ***
desti_grid1743 -1.8330100 0.0572056 -32.042 < 2e-16 ***
desti_grid1744 -3.0595644 0.1005275 -30.435 < 2e-16 ***
desti_grid1748 -4.6736510 0.1140383 -40.983 < 2e-16 ***
desti_grid1749 -0.4605404 0.0514969 -8.943 < 2e-16 ***
desti_grid1753 1.3255785 0.0509347 26.025 < 2e-16 ***
desti_grid1754 -0.3202287 0.0514158 -6.228 4.72e-10 ***
desti_grid1765 0.6957891 0.0509783 13.649 < 2e-16 ***
desti_grid1766 0.3311471 0.0511013 6.480 9.16e-11 ***
desti_grid1767 0.1986161 0.0510620 3.890 0.000100 ***
desti_grid1768 -1.8304743 0.0553088 -33.096 < 2e-16 ***
desti_grid1770 -1.4603365 0.0523939 -27.872 < 2e-16 ***
desti_grid1771 -2.8262104 0.0607768 -46.501 < 2e-16 ***
desti_grid1776 -4.7492701 0.1108911 -42.828 < 2e-16 ***
desti_grid1777 -0.1178011 0.0513272 -2.295 0.021727 *
desti_grid1778 -1.7336994 0.0530713 -32.667 < 2e-16 ***
desti_grid1780 -0.6417638 0.0530913 -12.088 < 2e-16 ***
desti_grid1781 0.3532550 0.0511272 6.909 4.87e-12 ***
desti_grid1791 -0.1258442 0.0533690 -2.358 0.018374 *
desti_grid1792 -0.5631618 0.0514092 -10.954 < 2e-16 ***
desti_grid1793 0.4572838 0.0509868 8.969 < 2e-16 ***
desti_grid1794 -0.0778654 0.0511565 -1.522 0.127984
desti_grid1795 -0.1780746 0.0512314 -3.476 0.000509 ***
desti_grid1796 0.1537808 0.0511804 3.005 0.002659 **
desti_grid1798 -4.8159580 0.1489781 -32.327 < 2e-16 ***
desti_grid1800 -1.1090863 0.0548884 -20.206 < 2e-16 ***
desti_grid1802 -2.1539112 0.0554133 -38.870 < 2e-16 ***
desti_grid1804 -3.3648135 0.0633898 -53.081 < 2e-16 ***
desti_grid1805 -1.5091862 0.0522999 -28.856 < 2e-16 ***
desti_grid1806 -0.6032465 0.0514578 -11.723 < 2e-16 ***
desti_grid1807 -1.1808136 0.0516938 -22.842 < 2e-16 ***
desti_grid1808 -0.7507572 0.0533495 -14.072 < 2e-16 ***
desti_grid1820 -0.2249149 0.0511867 -4.394 1.11e-05 ***
desti_grid1821 0.8604503 0.0509529 16.887 < 2e-16 ***
desti_grid1822 -0.9139380 0.0517272 -17.668 < 2e-16 ***
desti_grid1823 -0.3485966 0.0515582 -6.761 1.37e-11 ***
desti_grid1824 0.2271700 0.0510513 4.450 8.59e-06 ***
desti_grid1827 -1.0681845 0.0518054 -20.619 < 2e-16 ***
desti_grid1828 -0.6330494 0.0516207 -12.263 < 2e-16 ***
desti_grid1829 0.3681575 0.0511414 7.199 6.07e-13 ***
desti_grid1831 -2.0323464 0.0539415 -37.677 < 2e-16 ***
desti_grid1833 0.5734484 0.0509726 11.250 < 2e-16 ***
desti_grid1834 0.7225371 0.0510113 14.164 < 2e-16 ***
desti_grid1835 -1.2699235 0.0520807 -24.384 < 2e-16 ***
desti_grid1846 -2.3041514 0.0574014 -40.141 < 2e-16 ***
desti_grid1847 -1.4910875 0.0541124 -27.555 < 2e-16 ***
desti_grid1848 -0.4180742 0.0512357 -8.160 3.35e-16 ***
desti_grid1849 1.0600024 0.0509091 20.821 < 2e-16 ***
desti_grid1850 -0.2386756 0.0515265 -4.632 3.62e-06 ***
desti_grid1852 -2.9887951 0.0604238 -49.464 < 2e-16 ***
desti_grid1853 0.0796796 0.0511637 1.557 0.119388
desti_grid1854 -0.3310799 0.0513485 -6.448 1.14e-10 ***
desti_grid1855 -1.9096882 0.0534444 -35.732 < 2e-16 ***
desti_grid1856 -4.0303733 0.1591296 -25.328 < 2e-16 ***
desti_grid1857 -3.1420944 0.0677857 -46.353 < 2e-16 ***
desti_grid1858 -1.7773595 0.0520852 -34.124 < 2e-16 ***
desti_grid1859 -0.4993184 0.0513168 -9.730 < 2e-16 ***
desti_grid1860 -0.2057460 0.0511604 -4.022 5.78e-05 ***
desti_grid1861 -1.3113003 0.0518326 -25.299 < 2e-16 ***
desti_grid1862 -1.1805088 0.0548130 -21.537 < 2e-16 ***
desti_grid1874 -0.0373714 0.0510839 -0.732 0.464431
desti_grid1875 0.3162375 0.0510352 6.196 5.77e-10 ***
desti_grid1876 -0.8112383 0.0518605 -15.643 < 2e-16 ***
desti_grid1877 -0.4740414 0.0513197 -9.237 < 2e-16 ***
desti_grid1878 -0.3288461 0.0512891 -6.412 1.44e-10 ***
desti_grid1879 -1.1319177 0.0519445 -21.791 < 2e-16 ***
desti_grid1882 0.3612757 0.0510801 7.073 1.52e-12 ***
desti_grid1883 -0.7177845 0.0515197 -13.932 < 2e-16 ***
desti_grid1884 -1.5738163 0.0541880 -29.044 < 2e-16 ***
desti_grid1886 1.4326812 0.0508966 28.149 < 2e-16 ***
desti_grid1887 1.8052402 0.0508951 35.470 < 2e-16 ***
desti_grid1888 -0.8051673 0.0515299 -15.625 < 2e-16 ***
desti_grid1889 -3.6111550 0.1021118 -35.365 < 2e-16 ***
desti_grid1890 -1.1827388 0.0625554 -18.907 < 2e-16 ***
desti_grid1900 -0.7473074 0.0517596 -14.438 < 2e-16 ***
desti_grid1901 0.3173223 0.0510052 6.221 4.93e-10 ***
desti_grid1902 -0.1247018 0.0513604 -2.428 0.015183 *
desti_grid1903 -0.1659700 0.0513668 -3.231 0.001233 **
desti_grid1904 -0.0814917 0.0512598 -1.590 0.111885
desti_grid1905 -0.5808127 0.0513078 -11.320 < 2e-16 ***
desti_grid1906 -0.3548148 0.0511912 -6.931 4.17e-12 ***
desti_grid1907 -0.0906156 0.0511445 -1.772 0.076435 .
desti_grid1908 -0.2168223 0.0514517 -4.214 2.51e-05 ***
desti_grid1909 -0.1155202 0.0511826 -2.257 0.024007 *
desti_grid1910 -1.2209092 0.0520302 -23.465 < 2e-16 ***
desti_grid1912 -3.2125248 0.0619417 -51.864 < 2e-16 ***
desti_grid1913 -0.2456874 0.0510627 -4.811 1.50e-06 ***
desti_grid1914 -0.0039769 0.0510600 -0.078 0.937918
desti_grid1916 -2.0808800 0.0591360 -35.188 < 2e-16 ***
desti_grid1928 -0.0547858 0.0511683 -1.071 0.284306
desti_grid1929 0.1097516 0.0511364 2.146 0.031853 *
desti_grid1930 -0.0582453 0.0510532 -1.141 0.253922
desti_grid1931 -0.7329215 0.0513923 -14.261 < 2e-16 ***
desti_grid1932 0.2213789 0.0510628 4.335 1.45e-05 ***
desti_grid1933 0.7820813 0.0511687 15.284 < 2e-16 ***
desti_grid1934 -0.9152248 0.0514539 -17.787 < 2e-16 ***
desti_grid1935 -0.2704279 0.0512031 -5.281 1.28e-07 ***
desti_grid1936 -0.0443533 0.0511909 -0.866 0.386254
desti_grid1937 0.3353865 0.0510602 6.568 5.08e-11 ***
desti_grid1938 -1.3660832 0.0684067 -19.970 < 2e-16 ***
desti_grid1940 -0.8077660 0.0512575 -15.759 < 2e-16 ***
desti_grid1941 -1.3065839 0.0516423 -25.301 < 2e-16 ***
desti_grid1942 -0.1797514 0.0515450 -3.487 0.000488 ***
desti_grid1954 -0.7203637 0.0523313 -13.765 < 2e-16 ***
desti_grid1955 0.4692539 0.0509835 9.204 < 2e-16 ***
desti_grid1956 -0.0434516 0.0512421 -0.848 0.396457
desti_grid1958 0.3850965 0.0510326 7.546 4.49e-14 ***
desti_grid1959 0.3045198 0.0509829 5.973 2.33e-09 ***
desti_grid1960 0.8090183 0.0510677 15.842 < 2e-16 ***
desti_grid1961 1.3115082 0.0509151 25.759 < 2e-16 ***
desti_grid1962 -0.2746626 0.0511317 -5.372 7.80e-08 ***
desti_grid1963 -0.4461625 0.0511458 -8.723 < 2e-16 ***
desti_grid1964 0.3588201 0.0510502 7.029 2.08e-12 ***
desti_grid1967 -0.4867036 0.0511393 -9.517 < 2e-16 ***
desti_grid1968 -0.6586625 0.0512932 -12.841 < 2e-16 ***
desti_grid1982 0.7038117 0.0509317 13.819 < 2e-16 ***
desti_grid1983 0.4127172 0.0509904 8.094 5.77e-16 ***
desti_grid1984 0.4595521 0.0509442 9.021 < 2e-16 ***
desti_grid1985 0.1715255 0.0510838 3.358 0.000786 ***
desti_grid1986 -0.4111954 0.0514070 -7.999 1.26e-15 ***
desti_grid1987 1.2313931 0.0508938 24.195 < 2e-16 ***
desti_grid1988 -0.4029454 0.0511283 -7.881 3.25e-15 ***
desti_grid1989 -0.5780192 0.0511921 -11.291 < 2e-16 ***
desti_grid1990 1.4387508 0.0508879 28.273 < 2e-16 ***
desti_grid1991 0.2314111 0.0510160 4.536 5.73e-06 ***
desti_grid1992 0.7542712 0.0510635 14.771 < 2e-16 ***
desti_grid1994 -2.3195006 0.0543675 -42.663 < 2e-16 ***
desti_grid1995 -1.2427721 0.0514271 -24.166 < 2e-16 ***
desti_grid2009 0.7966032 0.0509237 15.643 < 2e-16 ***
desti_grid2010 0.2920065 0.0509598 5.730 1.00e-08 ***
desti_grid2011 0.3952516 0.0509821 7.753 8.99e-15 ***
desti_grid2012 -0.1123186 0.0512598 -2.191 0.028440 *
desti_grid2013 -0.1503980 0.0510592 -2.946 0.003224 **
desti_grid2014 -0.0028286 0.0510192 -0.055 0.955787
desti_grid2015 0.2201935 0.0510436 4.314 1.60e-05 ***
desti_grid2016 -0.2580404 0.0511408 -5.046 4.52e-07 ***
desti_grid2017 0.1285445 0.0510748 2.517 0.011843 *
desti_grid2021 -1.8116590 0.0522982 -34.641 < 2e-16 ***
desti_grid2036 -2.2156420 0.0584750 -37.890 < 2e-16 ***
desti_grid2037 -0.8135267 0.0516949 -15.737 < 2e-16 ***
desti_grid2038 0.8799292 0.0509292 17.277 < 2e-16 ***
desti_grid2039 -0.4319966 0.0512710 -8.426 < 2e-16 ***
desti_grid2040 -0.1804488 0.0511501 -3.528 0.000419 ***
desti_grid2041 -0.0663038 0.0511902 -1.295 0.195236
desti_grid2042 -0.1254038 0.0513154 -2.444 0.014534 *
desti_grid2043 -0.0164833 0.0510774 -0.323 0.746914
desti_grid2044 -0.1427478 0.0510894 -2.794 0.005205 **
desti_grid2046 -1.0755838 0.0520226 -20.675 < 2e-16 ***
desti_grid2049 -3.0489510 0.0560387 -54.408 < 2e-16 ***
desti_grid2063 -0.8507180 0.0516821 -16.461 < 2e-16 ***
desti_grid2064 0.1025129 0.0510217 2.009 0.044516 *
desti_grid2065 -0.2485758 0.0511116 -4.863 1.15e-06 ***
desti_grid2066 -0.2214628 0.0511205 -4.332 1.48e-05 ***
desti_grid2067 -0.4613123 0.0511127 -9.025 < 2e-16 ***
desti_grid2068 -0.0399406 0.0510697 -0.782 0.434168
desti_grid2069 -1.8558832 0.0526458 -35.252 < 2e-16 ***
desti_grid2070 0.0895673 0.0511418 1.751 0.079885 .
desti_grid2071 1.2227956 0.0509465 24.002 < 2e-16 ***
desti_grid2072 -2.8821407 0.0644000 -44.754 < 2e-16 ***
desti_grid2074 -2.6892973 0.0589168 -45.646 < 2e-16 ***
desti_grid2089 -0.1573881 0.0797491 -1.974 0.048434 *
desti_grid2090 -1.3957217 0.1127946 -12.374 < 2e-16 ***
desti_grid2091 -1.6342604 0.0540972 -30.210 < 2e-16 ***
desti_grid2092 -0.0038330 0.0511504 -0.075 0.940266
desti_grid2093 0.5809212 0.0509699 11.397 < 2e-16 ***
desti_grid2094 0.1900784 0.0510803 3.721 0.000198 ***
desti_grid2095 -0.0325653 0.0513539 -0.634 0.525993
desti_grid2096 -0.9587945 0.0516196 -18.574 < 2e-16 ***
desti_grid2097 -0.4163037 0.0556545 -7.480 7.42e-14 ***
desti_grid2098 -0.2673769 0.0512597 -5.216 1.83e-07 ***
desti_grid2100 -2.3970743 0.0658475 -36.403 < 2e-16 ***
desti_grid2101 -1.4253345 0.0534935 -26.645 < 2e-16 ***
desti_grid2102 -0.5772981 0.0517109 -11.164 < 2e-16 ***
desti_grid2116 -2.2499945 0.1180402 -19.061 < 2e-16 ***
desti_grid2117 -1.3013783 0.1211619 -10.741 < 2e-16 ***
desti_grid2119 -0.0515325 0.0510871 -1.009 0.313109
desti_grid2120 0.7514474 0.0509619 14.745 < 2e-16 ***
desti_grid2121 -0.1283979 0.0511325 -2.511 0.012036 *
desti_grid2122 -3.1594456 0.0704849 -44.824 < 2e-16 ***
desti_grid2123 -0.9699781 0.0514123 -18.867 < 2e-16 ***
desti_grid2124 -0.3353220 0.0514616 -6.516 7.22e-11 ***
desti_grid2125 0.6444481 0.0510174 12.632 < 2e-16 ***
desti_grid2126 -1.5302940 0.0526195 -29.082 < 2e-16 ***
desti_grid2129 -2.0753648 0.0553217 -37.514 < 2e-16 ***
desti_grid2146 -1.1158511 0.0544813 -20.481 < 2e-16 ***
desti_grid2147 -0.0455631 0.0510336 -0.893 0.371961
desti_grid2148 0.3821085 0.0509844 7.495 6.65e-14 ***
desti_grid2149 -0.0431678 0.0511379 -0.844 0.398588
desti_grid2150 -1.4906438 0.0522655 -28.521 < 2e-16 ***
desti_grid2151 -1.5983555 0.0523023 -30.560 < 2e-16 ***
desti_grid2152 0.8193592 0.0509753 16.074 < 2e-16 ***
desti_grid2153 -0.2143134 0.0523290 -4.095 4.21e-05 ***
desti_grid2154 -1.1922486 0.0518513 -22.994 < 2e-16 ***
desti_grid2155 -0.9798845 0.0519113 -18.876 < 2e-16 ***
desti_grid2171 -1.9027292 0.1789917 -10.630 < 2e-16 ***
desti_grid2172 -1.4768187 0.0550072 -26.848 < 2e-16 ***
desti_grid2174 -1.1811876 0.0525330 -22.485 < 2e-16 ***
desti_grid2175 0.8165066 0.0509438 16.028 < 2e-16 ***
desti_grid2176 -0.0385833 0.0511075 -0.755 0.450283
desti_grid2177 1.4074676 0.0508911 27.656 < 2e-16 ***
desti_grid2178 -1.5148684 0.0517655 -29.264 < 2e-16 ***
desti_grid2179 0.3191366 0.0510407 6.253 4.04e-10 ***
desti_grid2180 -0.7083153 0.0513405 -13.796 < 2e-16 ***
desti_grid2181 0.0906332 0.0510586 1.775 0.075884 .
desti_grid2182 -0.9589914 0.0537807 -17.832 < 2e-16 ***
desti_grid2200 0.2926135 0.0519824 5.629 1.81e-08 ***
desti_grid2201 -0.1144001 0.0510517 -2.241 0.025035 *
desti_grid2202 0.9931498 0.0511282 19.425 < 2e-16 ***
desti_grid2203 0.1068942 0.0512568 2.085 0.037027 *
desti_grid2204 0.4445550 0.0510083 8.715 < 2e-16 ***
desti_grid2205 -0.5871808 0.0512411 -11.459 < 2e-16 ***
desti_grid2206 0.2309928 0.0509853 4.531 5.88e-06 ***
desti_grid2207 -0.7321578 0.0512982 -14.273 < 2e-16 ***
desti_grid2208 -0.5205272 0.0512306 -10.160 < 2e-16 ***
desti_grid2209 -2.3675822 0.0566786 -41.772 < 2e-16 ***
desti_grid2227 -0.6921958 0.0515012 -13.440 < 2e-16 ***
desti_grid2228 -0.1459955 0.0511232 -2.856 0.004293 **
desti_grid2229 0.3863227 0.0509990 7.575 3.59e-14 ***
desti_grid2230 0.0263370 0.0513643 0.513 0.608127
desti_grid2231 -0.5161279 0.0511479 -10.091 < 2e-16 ***
desti_grid2233 0.2242035 0.0509923 4.397 1.10e-05 ***
desti_grid2234 -4.6447795 0.0971464 -47.812 < 2e-16 ***
desti_grid2235 -2.6925959 0.0732233 -36.772 < 2e-16 ***
desti_grid2254 0.0317774 0.0518430 0.613 0.539906
desti_grid2255 -0.5437950 0.0512848 -10.603 < 2e-16 ***
desti_grid2256 -0.1917560 0.0511776 -3.747 0.000179 ***
desti_grid2257 -0.3762893 0.0516131 -7.291 3.09e-13 ***
desti_grid2258 -1.0827227 0.0516091 -20.979 < 2e-16 ***
desti_grid2259 -1.0890027 0.0517651 -21.037 < 2e-16 ***
desti_grid2260 -0.3769554 0.0512002 -7.362 1.81e-13 ***
desti_grid2261 -0.1779176 0.0511523 -3.478 0.000505 ***
desti_grid2262 -1.2570766 0.0518582 -24.241 < 2e-16 ***
desti_grid2281 -0.4136723 0.0512968 -8.064 7.37e-16 ***
desti_grid2282 0.6172503 0.0509827 12.107 < 2e-16 ***
desti_grid2283 -0.2284601 0.0511739 -4.464 8.03e-06 ***
desti_grid2284 -0.1910407 0.0511326 -3.736 0.000187 ***
desti_grid2285 -0.1210687 0.0511890 -2.365 0.018024 *
desti_grid2286 -0.5669036 0.0512882 -11.053 < 2e-16 ***
desti_grid2287 0.3784316 0.0509801 7.423 1.14e-13 ***
desti_grid2288 -1.6917103 0.0528462 -32.012 < 2e-16 ***
desti_grid2308 -0.5424053 0.0516348 -10.505 < 2e-16 ***
desti_grid2309 0.1226882 0.0510693 2.402 0.016288 *
desti_grid2310 -0.1867028 0.0510878 -3.655 0.000258 ***
desti_grid2311 0.6366484 0.0509612 12.493 < 2e-16 ***
desti_grid2312 -0.9246339 0.0517081 -17.882 < 2e-16 ***
desti_grid2313 1.1352626 0.0509554 22.280 < 2e-16 ***
desti_grid2314 1.0084309 0.0509081 19.809 < 2e-16 ***
desti_grid2315 -0.3711367 0.0512778 -7.238 4.56e-13 ***
desti_grid2316 -0.2309597 0.0511507 -4.515 6.32e-06 ***
desti_grid2317 -1.5033737 0.0569312 -26.407 < 2e-16 ***
desti_grid2335 -1.3524414 0.0532038 -25.420 < 2e-16 ***
desti_grid2336 0.7266669 0.0509327 14.267 < 2e-16 ***
desti_grid2337 0.3558146 0.0509959 6.977 3.01e-12 ***
desti_grid2338 -0.3245550 0.0513416 -6.321 2.59e-10 ***
desti_grid2339 0.2587082 0.0510318 5.070 3.99e-07 ***
desti_grid2340 -0.1381297 0.0510345 -2.707 0.006798 **
desti_grid2341 0.5129083 0.0509677 10.063 < 2e-16 ***
desti_grid2342 -0.6935052 0.0512358 -13.536 < 2e-16 ***
desti_grid2343 -0.9808510 0.0515345 -19.033 < 2e-16 ***
desti_grid2362 -0.8150918 0.0521620 -15.626 < 2e-16 ***
desti_grid2363 -0.1369799 0.0512087 -2.675 0.007474 **
desti_grid2364 -0.2029217 0.0516868 -3.926 8.64e-05 ***
desti_grid2365 0.7120077 0.0509847 13.965 < 2e-16 ***
desti_grid2366 0.4522557 0.0522029 8.663 < 2e-16 ***
desti_grid2367 -0.1210141 0.0511745 -2.365 0.018043 *
desti_grid2368 -0.0644399 0.0510581 -1.262 0.206917
desti_grid2369 0.8923580 0.0509360 17.519 < 2e-16 ***
desti_grid2370 1.3528949 0.0508990 26.580 < 2e-16 ***
desti_grid2371 -0.8004432 0.0512792 -15.610 < 2e-16 ***
desti_grid2389 -0.3210236 0.0512690 -6.262 3.81e-10 ***
desti_grid2390 0.5724573 0.0509576 11.234 < 2e-16 ***
desti_grid2391 0.5879673 0.0510406 11.520 < 2e-16 ***
desti_grid2392 0.8915257 0.0515761 17.286 < 2e-16 ***
desti_grid2393 1.5258553 0.0513932 29.690 < 2e-16 ***
desti_grid2394 -1.6382858 0.0526088 -31.141 < 2e-16 ***
desti_grid2395 -0.2325983 0.0510863 -4.553 5.29e-06 ***
desti_grid2396 -0.1861150 0.0510497 -3.646 0.000267 ***
desti_grid2397 -1.4186517 0.0517497 -27.414 < 2e-16 ***
desti_grid2398 -0.9552357 0.0521660 -18.311 < 2e-16 ***
desti_grid2416 -0.5742493 0.0515905 -11.131 < 2e-16 ***
desti_grid2417 -0.3894753 0.0517657 -7.524 5.32e-14 ***
desti_grid2418 -0.1186040 0.0511368 -2.319 0.020376 *
desti_grid2419 0.6060713 0.0509847 11.887 < 2e-16 ***
desti_grid2420 -1.9610270 0.0623418 -31.456 < 2e-16 ***
desti_grid2422 -1.6299496 0.0552656 -29.493 < 2e-16 ***
desti_grid2423 -1.0956378 0.0515016 -21.274 < 2e-16 ***
desti_grid2424 0.4414381 0.0509533 8.664 < 2e-16 ***
desti_grid2425 1.1787866 0.0509107 23.154 < 2e-16 ***
desti_grid2426 -1.3005465 0.0536042 -24.262 < 2e-16 ***
desti_grid2443 0.8648676 0.0509522 16.974 < 2e-16 ***
desti_grid2444 0.3112213 0.0509789 6.105 1.03e-09 ***
desti_grid2445 0.3585754 0.0509864 7.033 2.02e-12 ***
desti_grid2448 -0.2703285 0.0519898 -5.200 2.00e-07 ***
desti_grid2449 -1.4592599 0.0521426 -27.986 < 2e-16 ***
desti_grid2450 -0.8504810 0.0513638 -16.558 < 2e-16 ***
desti_grid2451 0.5072150 0.0509465 9.956 < 2e-16 ***
desti_grid2452 -1.8089304 0.0560187 -32.292 < 2e-16 ***
desti_grid2471 -0.5357706 0.0512869 -10.447 < 2e-16 ***
desti_grid2472 -2.1388391 0.0543505 -39.353 < 2e-16 ***
desti_grid2473 0.5967597 0.0510073 11.700 < 2e-16 ***
desti_grid2476 0.7848661 0.0514353 15.259 < 2e-16 ***
desti_grid2478 -0.6315170 0.0512972 -12.311 < 2e-16 ***
desti_grid2479 -1.7479940 0.0531035 -32.917 < 2e-16 ***
desti_grid2480 -0.9962112 0.0558253 -17.845 < 2e-16 ***
desti_grid2497 0.0096438 0.0510871 0.189 0.850271
desti_grid2498 -1.4857443 0.0528008 -28.139 < 2e-16 ***
desti_grid2499 -0.7147667 0.0514682 -13.888 < 2e-16 ***
desti_grid2500 -0.7406135 0.0530448 -13.962 < 2e-16 ***
desti_grid2503 -2.7173995 0.0771673 -35.214 < 2e-16 ***
desti_grid2504 -1.9901545 0.0596365 -33.371 < 2e-16 ***
desti_grid2505 -0.6743471 0.0513456 -13.134 < 2e-16 ***
desti_grid2525 -0.7921119 0.0516644 -15.332 < 2e-16 ***
desti_grid2526 0.2973130 0.0510266 5.827 5.66e-09 ***
desti_grid2527 0.7219930 0.0509729 14.164 < 2e-16 ***
desti_grid2531 -3.9539664 0.1306930 -30.254 < 2e-16 ***
desti_grid2532 -1.2327816 0.0517699 -23.813 < 2e-16 ***
desti_grid2533 -2.0358499 0.0531460 -38.307 < 2e-16 ***
desti_grid2551 0.1760381 0.0511459 3.442 0.000578 ***
desti_grid2552 -0.6837392 0.0521940 -13.100 < 2e-16 ***
desti_grid2553 -0.2138818 0.0515941 -4.145 3.39e-05 ***
desti_grid2554 -1.5448424 0.0526317 -29.352 < 2e-16 ***
desti_grid2557 0.4235818 0.0517189 8.190 2.61e-16 ***
desti_grid2559 -1.6892169 0.0530339 -31.852 < 2e-16 ***
desti_grid2579 -0.5900992 0.0513057 -11.502 < 2e-16 ***
desti_grid2580 0.4486590 0.0509946 8.798 < 2e-16 ***
desti_grid2581 -0.6054126 0.0514522 -11.766 < 2e-16 ***
desti_grid2584 -1.3793995 0.0559143 -24.670 < 2e-16 ***
desti_grid2605 -1.0662534 0.0535265 -19.920 < 2e-16 ***
desti_grid2606 -0.9802223 0.0545180 -17.980 < 2e-16 ***
desti_grid2607 -0.5052069 0.0512378 -9.860 < 2e-16 ***
desti_grid2608 -0.9019406 0.0518215 -17.405 < 2e-16 ***
desti_grid2609 -2.0713031 0.0591097 -35.042 < 2e-16 ***
desti_grid2610 -1.6679535 0.0573617 -29.078 < 2e-16 ***
desti_grid2611 1.1640390 0.0520180 22.378 < 2e-16 ***
desti_grid2633 -0.4125551 0.0512894 -8.044 8.72e-16 ***
desti_grid2634 1.5736410 0.0508875 30.924 < 2e-16 ***
desti_grid2635 -0.9754200 0.0517702 -18.841 < 2e-16 ***
desti_grid2636 0.2047509 0.0510868 4.008 6.13e-05 ***
desti_grid2637 -0.6825912 0.0517811 -13.182 < 2e-16 ***
desti_grid2638 -0.4090863 0.0513976 -7.959 1.73e-15 ***
desti_grid2660 0.0280789 0.0511535 0.549 0.583065
desti_grid2661 -0.1162247 0.0510814 -2.275 0.022889 *
desti_grid2662 -0.9071338 0.0514676 -17.625 < 2e-16 ***
desti_grid2663 0.4580812 0.0510513 8.973 < 2e-16 ***
desti_grid2664 -0.4127690 0.0512965 -8.047 8.50e-16 ***
desti_grid2665 0.7728084 0.0509703 15.162 < 2e-16 ***
desti_grid2687 -1.3770630 0.0519813 -26.492 < 2e-16 ***
desti_grid2688 -0.0889528 0.0510960 -1.741 0.081702 .
desti_grid2689 0.7497956 0.0509657 14.712 < 2e-16 ***
desti_grid2690 0.5280745 0.0510143 10.351 < 2e-16 ***
desti_grid2691 -0.2403094 0.0511521 -4.698 2.63e-06 ***
desti_grid2693 -0.1014799 0.0511338 -1.985 0.047189 *
desti_grid2714 -1.0761355 0.0516080 -20.852 < 2e-16 ***
desti_grid2715 -0.3967150 0.0513381 -7.727 1.10e-14 ***
desti_grid2716 -2.0061696 0.0531482 -37.747 < 2e-16 ***
desti_grid2717 0.2126891 0.0510076 4.170 3.05e-05 ***
desti_grid2718 -0.7860661 0.0516157 -15.229 < 2e-16 ***
desti_grid2719 0.0013824 0.0511178 0.027 0.978426
desti_grid2742 0.0871012 0.0510696 1.706 0.088094 .
desti_grid2743 0.4203576 0.0513185 8.191 2.59e-16 ***
desti_grid2744 0.7264144 0.0509451 14.259 < 2e-16 ***
desti_grid2745 0.7853112 0.0509517 15.413 < 2e-16 ***
desti_grid2746 -1.1382936 0.0527262 -21.589 < 2e-16 ***
desti_grid2747 -0.5747321 0.0514916 -11.162 < 2e-16 ***
desti_grid2768 -0.0846605 0.0511732 -1.654 0.098048 .
desti_grid2769 0.9905165 0.0509572 19.438 < 2e-16 ***
desti_grid2770 0.7264327 0.0510103 14.241 < 2e-16 ***
desti_grid2771 1.8048433 0.0508843 35.470 < 2e-16 ***
desti_grid2772 -2.4257788 0.0567746 -42.726 < 2e-16 ***
desti_grid2773 -0.9683461 0.0514692 -18.814 < 2e-16 ***
desti_grid2795 -1.2101178 0.0814969 -14.849 < 2e-16 ***
desti_grid2796 -3.9117686 0.1261865 -31.000 < 2e-16 ***
desti_grid2797 0.4026966 0.0510879 7.882 3.21e-15 ***
desti_grid2798 -1.0556557 0.0516511 -20.438 < 2e-16 ***
desti_grid2799 -0.3180778 0.0512207 -6.210 5.30e-10 ***
desti_grid2800 0.9051582 0.0509624 17.761 < 2e-16 ***
desti_grid2801 -1.6429336 0.0589714 -27.860 < 2e-16 ***
desti_grid2822 -1.6040994 0.0526608 -30.461 < 2e-16 ***
desti_grid2823 -0.0210337 0.0512328 -0.411 0.681401
desti_grid2824 1.0407369 0.0510375 20.392 < 2e-16 ***
desti_grid2825 0.1151552 0.0510447 2.256 0.024073 *
desti_grid2826 -0.4435103 0.0514729 -8.616 < 2e-16 ***
desti_grid2827 1.3632033 0.0509151 26.774 < 2e-16 ***
desti_grid2850 -0.9787271 0.0524603 -18.657 < 2e-16 ***
desti_grid2851 1.0811113 0.0509986 21.199 < 2e-16 ***
desti_grid2852 -0.5843369 0.0515425 -11.337 < 2e-16 ***
desti_grid2853 1.2095310 0.0509197 23.754 < 2e-16 ***
desti_grid2854 0.0918291 0.0510819 1.798 0.072227 .
desti_grid2877 -0.4208692 0.0524019 -8.032 9.62e-16 ***
desti_grid2878 0.1193246 0.0512161 2.330 0.019815 *
desti_grid2879 -0.0124400 0.0512762 -0.243 0.808310
desti_grid2880 -0.9369267 0.0514693 -18.204 < 2e-16 ***
desti_grid2881 -0.5925124 0.0514448 -11.517 < 2e-16 ***
desti_grid2905 0.5397334 0.0512885 10.523 < 2e-16 ***
desti_grid2906 -0.1402354 0.0515890 -2.718 0.006561 **
desti_grid2907 -0.7017364 0.0514657 -13.635 < 2e-16 ***
desti_grid2908 0.1335759 0.0511377 2.612 0.008999 **
desti_grid2909 -0.9928146 0.0620517 -16.000 < 2e-16 ***
desti_grid2931 1.0221910 0.0514122 19.882 < 2e-16 ***
desti_grid2932 0.3497658 0.0514919 6.793 1.10e-11 ***
desti_grid2933 0.9101644 0.0511151 17.806 < 2e-16 ***
desti_grid2934 -0.6065992 0.0513350 -11.816 < 2e-16 ***
desti_grid2959 1.1755085 0.0516198 22.772 < 2e-16 ***
desti_grid2960 2.0643181 0.0513480 40.203 < 2e-16 ***
desti_grid2961 0.0584325 0.0514115 1.137 0.255720
desti_grid2962 0.3029831 0.0511393 5.925 3.13e-09 ***
desti_grid2963 0.9360240 0.0522182 17.925 < 2e-16 ***
desti_grid2987 0.8707784 0.0519777 16.753 < 2e-16 ***
desti_grid2988 -1.9608902 0.0560180 -35.005 < 2e-16 ***
desti_grid2989 -0.2099133 0.0514197 -4.082 4.46e-05 ***
desti_grid2990 1.0493870 0.0524494 20.008 < 2e-16 ***
desti_grid3015 -0.7912770 0.0551995 -14.335 < 2e-16 ***
desti_grid3016 -0.1137762 0.0521932 -2.180 0.029264 *
desti_grid3017 -0.6180905 0.0516974 -11.956 < 2e-16 ***
desti_grid3040 0.3577764 0.0511763 6.991 2.73e-12 ***
desti_grid3043 -0.8080931 0.0518089 -15.598 < 2e-16 ***
desti_grid3044 -0.5175757 0.0517088 -10.009 < 2e-16 ***
desti_grid3068 -1.0845038 0.0523853 -20.702 < 2e-16 ***
desti_grid3070 -0.9684407 0.0548132 -17.668 < 2e-16 ***
desti_grid3072 -0.4322361 0.0562291 -7.687 1.51e-14 ***
desti_grid3092 0.8479477 0.0532270 15.931 < 2e-16 ***
desti_grid3098 -0.2030649 0.0513983 -3.951 7.79e-05 ***
desti_grid3123 1.5021217 0.0509647 29.474 < 2e-16 ***
desti_grid3126 -3.4532561 0.0783950 -44.049 < 2e-16 ***
desti_grid3151 1.3478498 0.0510555 26.400 < 2e-16 ***
desti_grid3152 -3.5418186 0.0828313 -42.759 < 2e-16 ***
desti_grid3173 -0.1001305 0.0564870 -1.773 0.076290 .
desti_grid3178 -0.0930436 0.0517602 -1.798 0.072242 .
desti_grid3179 -0.2372027 0.0518536 -4.574 4.77e-06 ***
desti_grid3205 0.2681214 0.0522639 5.130 2.90e-07 ***
desti_grid3206 0.8666833 0.0512762 16.902 < 2e-16 ***
desti_grid3232 0.2997420 0.0556636 5.385 7.25e-08 ***
desti_grid3233 -0.7426141 0.0551112 -13.475 < 2e-16 ***
desti_grid3308 0.5923535 0.0541612 10.937 < 2e-16 ***
log(euc_dist) -0.6789398 0.0001267 -5360.218 < 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: 104481095 on 65713 degrees of freedom
Residual deviance: 42786337 on 64071 degrees of freedom
AIC: 43151450
Number of Fisher Scoring iterations: 9
Statistical Conclusion
log(euc_dist) -0.6789398 0.0001267 -5360.218 < 2e-16 ***
Number of weekday morning peak period trips has a statistically significant relationship with the log applied distance.
It has a strong negative association (-0.6789398). Thus, the greater the distance between origin and destination, the fewer trips in general.
Unconstrained Model
uncSIM <- glm(formula = TRIPS ~
ori_grid +
desti_grid +
euc_dist,
family = poisson(link = "log"),
data = attr_flow,
na.action = na.exclude)Results
summary(uncSIM)
Call:
glm(formula = TRIPS ~ ori_grid + desti_grid + euc_dist, family = poisson(link = "log"),
data = attr_flow, na.action = na.exclude)
Coefficients:
Estimate Std. Error z value Pr(>|z|)
(Intercept) 3.284e+00 1.374e-01 23.898 < 2e-16 ***
ori_grid146 2.246e+00 1.912e-01 11.750 < 2e-16 ***
ori_grid174 2.302e+00 1.980e-01 11.625 < 2e-16 ***
ori_grid175 5.352e-01 1.692e-01 3.164 0.001558 **
ori_grid200 4.104e-01 1.503e-01 2.731 0.006317 **
ori_grid201 1.936e+00 1.301e-01 14.881 < 2e-16 ***
ori_grid202 3.425e+00 1.300e-01 26.345 < 2e-16 ***
ori_grid203 1.569e+00 1.373e-01 11.423 < 2e-16 ***
ori_grid227 2.574e+00 1.434e-01 17.953 < 2e-16 ***
ori_grid228 1.533e+00 1.314e-01 11.662 < 2e-16 ***
ori_grid229 2.883e+00 1.492e-01 19.315 < 2e-16 ***
ori_grid230 3.984e+00 1.287e-01 30.970 < 2e-16 ***
ori_grid231 1.102e+00 1.452e-01 7.589 3.23e-14 ***
ori_grid254 4.720e+00 1.290e-01 36.577 < 2e-16 ***
ori_grid255 1.613e+00 1.447e-01 11.150 < 2e-16 ***
ori_grid256 1.635e+00 1.375e-01 11.894 < 2e-16 ***
ori_grid257 3.393e+00 1.293e-01 26.242 < 2e-16 ***
ori_grid258 1.068e+00 1.456e-01 7.331 2.28e-13 ***
ori_grid259 1.296e+00 1.369e-01 9.469 < 2e-16 ***
ori_grid281 2.829e+00 1.356e-01 20.869 < 2e-16 ***
ori_grid282 2.144e+00 1.381e-01 15.526 < 2e-16 ***
ori_grid284 1.850e+00 1.330e-01 13.907 < 2e-16 ***
ori_grid285 4.115e+00 1.289e-01 31.925 < 2e-16 ***
ori_grid286 5.396e+00 1.280e-01 42.169 < 2e-16 ***
ori_grid312 1.415e+00 1.445e-01 9.788 < 2e-16 ***
ori_grid313 1.665e+00 1.371e-01 12.151 < 2e-16 ***
ori_grid314 2.167e+00 1.324e-01 16.372 < 2e-16 ***
ori_grid336 9.325e-01 1.845e-01 5.055 4.31e-07 ***
ori_grid338 2.490e+00 1.342e-01 18.547 < 2e-16 ***
ori_grid339 4.986e+00 1.280e-01 38.964 < 2e-16 ***
ori_grid340 2.465e-01 1.929e-01 1.278 0.201288
ori_grid366 5.515e+00 1.281e-01 43.055 < 2e-16 ***
ori_grid367 2.790e+00 1.304e-01 21.390 < 2e-16 ***
ori_grid391 3.017e+00 1.546e-01 19.521 < 2e-16 ***
ori_grid392 5.203e+00 1.282e-01 40.597 < 2e-16 ***
ori_grid393 2.873e+00 1.304e-01 22.028 < 2e-16 ***
ori_grid394 7.688e-01 2.745e-01 2.801 0.005096 **
ori_grid419 1.449e+00 1.544e-01 9.385 < 2e-16 ***
ori_grid420 3.494e+00 1.317e-01 26.529 < 2e-16 ***
ori_grid421 1.162e+00 1.757e-01 6.614 3.74e-11 ***
ori_grid445 2.440e+00 1.319e-01 18.504 < 2e-16 ***
ori_grid446 4.275e+00 1.286e-01 33.245 < 2e-16 ***
ori_grid447 1.899e+00 1.395e-01 13.613 < 2e-16 ***
ori_grid472 8.044e-01 1.854e-01 4.340 1.43e-05 ***
ori_grid473 1.632e+00 1.370e-01 11.916 < 2e-16 ***
ori_grid474 2.043e+00 1.372e-01 14.890 < 2e-16 ***
ori_grid499 1.287e+00 1.348e-01 9.545 < 2e-16 ***
ori_grid500 4.345e+00 1.284e-01 33.837 < 2e-16 ***
ori_grid526 1.980e+00 1.314e-01 15.060 < 2e-16 ***
ori_grid527 2.248e+00 1.373e-01 16.374 < 2e-16 ***
ori_grid528 2.991e+00 1.323e-01 22.608 < 2e-16 ***
ori_grid552 1.276e+00 1.393e-01 9.159 < 2e-16 ***
ori_grid553 -7.534e-01 1.819e-01 -4.143 3.43e-05 ***
ori_grid554 2.665e+00 1.331e-01 20.017 < 2e-16 ***
ori_grid555 2.311e+00 1.343e-01 17.205 < 2e-16 ***
ori_grid581 1.894e+00 1.315e-01 14.398 < 2e-16 ***
ori_grid582 2.376e+00 1.317e-01 18.043 < 2e-16 ***
ori_grid607 1.997e+00 1.350e-01 14.796 < 2e-16 ***
ori_grid608 1.724e+00 1.345e-01 12.822 < 2e-16 ***
ori_grid609 6.561e+00 1.280e-01 51.258 < 2e-16 ***
ori_grid610 2.181e+00 1.387e-01 15.721 < 2e-16 ***
ori_grid611 -1.235e-01 2.963e-01 -0.417 0.676778
ori_grid634 3.196e+00 1.327e-01 24.092 < 2e-16 ***
ori_grid635 5.986e-01 1.421e-01 4.212 2.53e-05 ***
ori_grid636 3.153e+00 1.287e-01 24.501 < 2e-16 ***
ori_grid638 2.823e+00 1.299e-01 21.734 < 2e-16 ***
ori_grid661 2.431e+00 1.406e-01 17.297 < 2e-16 ***
ori_grid662 2.638e+00 1.331e-01 19.814 < 2e-16 ***
ori_grid663 2.666e+00 1.301e-01 20.486 < 2e-16 ***
ori_grid664 2.191e+00 1.357e-01 16.147 < 2e-16 ***
ori_grid665 4.054e+00 1.286e-01 31.523 < 2e-16 ***
ori_grid689 1.428e+00 1.342e-01 10.644 < 2e-16 ***
ori_grid690 2.582e+00 1.318e-01 19.581 < 2e-16 ***
ori_grid692 4.137e+00 1.286e-01 32.168 < 2e-16 ***
ori_grid693 3.188e+00 1.304e-01 24.443 < 2e-16 ***
ori_grid715 1.509e+00 1.395e-01 10.817 < 2e-16 ***
ori_grid716 2.328e+00 1.330e-01 17.496 < 2e-16 ***
ori_grid717 3.474e+00 1.291e-01 26.906 < 2e-16 ***
ori_grid718 6.759e+00 1.280e-01 52.791 < 2e-16 ***
ori_grid719 3.717e+00 1.293e-01 28.757 < 2e-16 ***
ori_grid720 -5.741e-01 2.882e-01 -1.992 0.046379 *
ori_grid743 2.971e+00 1.303e-01 22.812 < 2e-16 ***
ori_grid744 2.996e+00 1.304e-01 22.967 < 2e-16 ***
ori_grid745 5.356e+00 1.281e-01 41.806 < 2e-16 ***
ori_grid746 6.244e+00 1.280e-01 48.761 < 2e-16 ***
ori_grid747 3.088e+00 1.301e-01 23.741 < 2e-16 ***
ori_grid748 1.918e+00 1.412e-01 13.581 < 2e-16 ***
ori_grid769 1.265e+00 1.435e-01 8.814 < 2e-16 ***
ori_grid770 2.500e+00 1.303e-01 19.178 < 2e-16 ***
ori_grid771 3.820e+00 1.285e-01 29.732 < 2e-16 ***
ori_grid772 6.294e+00 1.280e-01 49.164 < 2e-16 ***
ori_grid773 4.930e+00 1.283e-01 38.416 < 2e-16 ***
ori_grid774 2.603e+00 1.339e-01 19.435 < 2e-16 ***
ori_grid775 3.611e+00 1.305e-01 27.671 < 2e-16 ***
ori_grid776 1.524e+00 2.411e-01 6.323 2.57e-10 ***
ori_grid777 1.347e+00 2.447e-01 5.504 3.71e-08 ***
ori_grid797 1.882e+00 1.328e-01 14.165 < 2e-16 ***
ori_grid798 7.766e-01 1.674e-01 4.639 3.51e-06 ***
ori_grid799 5.990e+00 1.280e-01 46.781 < 2e-16 ***
ori_grid800 6.758e+00 1.280e-01 52.784 < 2e-16 ***
ori_grid802 1.124e+00 1.541e-01 7.291 3.07e-13 ***
ori_grid803 1.526e+00 1.827e-01 8.352 < 2e-16 ***
ori_grid805 1.864e+00 1.612e-01 11.561 < 2e-16 ***
ori_grid806 4.149e+00 1.355e-01 30.612 < 2e-16 ***
ori_grid823 1.787e+00 1.398e-01 12.788 < 2e-16 ***
ori_grid824 1.369e+00 1.383e-01 9.895 < 2e-16 ***
ori_grid825 3.629e+00 1.297e-01 27.982 < 2e-16 ***
ori_grid826 7.025e+00 1.280e-01 54.882 < 2e-16 ***
ori_grid827 6.259e+00 1.281e-01 48.878 < 2e-16 ***
ori_grid832 1.898e-01 1.009e+00 0.188 0.850862
ori_grid833 1.314e+00 1.814e-01 7.244 4.37e-13 ***
ori_grid851 -6.365e-02 1.613e-01 -0.395 0.693097
ori_grid852 2.810e+00 1.298e-01 21.651 < 2e-16 ***
ori_grid853 3.888e+00 1.283e-01 30.302 < 2e-16 ***
ori_grid854 5.597e+00 1.281e-01 43.698 < 2e-16 ***
ori_grid856 8.217e-02 2.410e-01 0.341 0.733108
ori_grid861 1.567e+00 1.686e-01 9.292 < 2e-16 ***
ori_grid862 3.894e+00 1.631e-01 23.877 < 2e-16 ***
ori_grid878 1.695e+00 1.336e-01 12.691 < 2e-16 ***
ori_grid879 2.293e+00 1.304e-01 17.586 < 2e-16 ***
ori_grid880 4.498e+00 1.282e-01 35.098 < 2e-16 ***
ori_grid881 4.385e+00 1.285e-01 34.134 < 2e-16 ***
ori_grid888 2.558e+00 2.256e-01 11.340 < 2e-16 ***
ori_grid889 4.678e+00 1.415e-01 33.066 < 2e-16 ***
ori_grid905 2.044e+00 1.357e-01 15.068 < 2e-16 ***
ori_grid906 -1.301e-01 1.803e-01 -0.721 0.470687
ori_grid907 2.484e+00 1.302e-01 19.079 < 2e-16 ***
ori_grid908 6.324e+00 1.280e-01 49.391 < 2e-16 ***
ori_grid910 1.768e+00 1.439e-01 12.281 < 2e-16 ***
ori_grid932 3.307e+00 1.292e-01 25.605 < 2e-16 ***
ori_grid933 3.605e+00 1.288e-01 27.982 < 2e-16 ***
ori_grid934 4.976e+00 1.281e-01 38.839 < 2e-16 ***
ori_grid935 5.892e+00 1.281e-01 46.010 < 2e-16 ***
ori_grid937 6.063e+00 1.282e-01 47.296 < 2e-16 ***
ori_grid959 3.698e+00 1.289e-01 28.700 < 2e-16 ***
ori_grid960 4.764e+00 1.282e-01 37.166 < 2e-16 ***
ori_grid961 5.811e+00 1.281e-01 45.378 < 2e-16 ***
ori_grid962 6.351e+00 1.280e-01 49.602 < 2e-16 ***
ori_grid986 6.827e-01 1.562e-01 4.371 1.23e-05 ***
ori_grid987 5.823e+00 1.281e-01 45.472 < 2e-16 ***
ori_grid988 5.005e+00 1.282e-01 39.053 < 2e-16 ***
ori_grid989 6.164e+00 1.280e-01 48.138 < 2e-16 ***
ori_grid991 2.935e+00 1.319e-01 22.254 < 2e-16 ***
ori_grid1013 7.105e-01 1.651e-01 4.303 1.68e-05 ***
ori_grid1014 4.050e+00 1.284e-01 31.532 < 2e-16 ***
ori_grid1015 4.933e+00 1.282e-01 38.471 < 2e-16 ***
ori_grid1016 5.077e+00 1.281e-01 39.635 < 2e-16 ***
ori_grid1042 4.750e+00 1.283e-01 37.037 < 2e-16 ***
ori_grid1043 5.380e+00 1.281e-01 42.004 < 2e-16 ***
ori_grid1045 2.527e+00 1.342e-01 18.828 < 2e-16 ***
ori_grid1067 3.560e+00 1.288e-01 27.639 < 2e-16 ***
ori_grid1068 2.859e+00 1.307e-01 21.873 < 2e-16 ***
ori_grid1069 2.687e+00 1.295e-01 20.755 < 2e-16 ***
ori_grid1070 5.771e+00 1.281e-01 45.071 < 2e-16 ***
ori_grid1078 2.219e+00 1.481e-01 14.987 < 2e-16 ***
ori_grid1093 1.721e+00 1.352e-01 12.731 < 2e-16 ***
ori_grid1094 4.912e+00 1.282e-01 38.324 < 2e-16 ***
ori_grid1095 2.015e+00 1.309e-01 15.389 < 2e-16 ***
ori_grid1096 5.457e+00 1.281e-01 42.612 < 2e-16 ***
ori_grid1097 5.546e+00 1.281e-01 43.291 < 2e-16 ***
ori_grid1099 7.201e+00 1.280e-01 56.240 < 2e-16 ***
ori_grid1100 3.385e+00 1.345e-01 25.165 < 2e-16 ***
ori_grid1122 5.728e+00 1.281e-01 44.720 < 2e-16 ***
ori_grid1123 6.026e+00 1.280e-01 47.064 < 2e-16 ***
ori_grid1124 5.400e+00 1.281e-01 42.161 < 2e-16 ***
ori_grid1125 5.974e+00 1.281e-01 46.643 < 2e-16 ***
ori_grid1126 4.947e+00 1.287e-01 38.442 < 2e-16 ***
ori_grid1127 6.495e+00 1.281e-01 50.717 < 2e-16 ***
ori_grid1128 6.474e+00 1.281e-01 50.522 < 2e-16 ***
ori_grid1132 1.003e+00 2.744e-01 3.655 0.000257 ***
ori_grid1147 5.743e-01 1.506e-01 3.813 0.000137 ***
ori_grid1148 4.114e+00 1.283e-01 32.067 < 2e-16 ***
ori_grid1149 3.396e+00 1.286e-01 26.409 < 2e-16 ***
ori_grid1150 6.061e+00 1.280e-01 47.335 < 2e-16 ***
ori_grid1151 5.800e+00 1.281e-01 45.293 < 2e-16 ***
ori_grid1152 5.667e+00 1.281e-01 44.245 < 2e-16 ***
ori_grid1153 7.434e+00 1.281e-01 58.045 < 2e-16 ***
ori_grid1154 6.763e+00 1.280e-01 52.816 < 2e-16 ***
ori_grid1155 3.181e+00 1.313e-01 24.233 < 2e-16 ***
ori_grid1158 4.675e+00 1.289e-01 36.260 < 2e-16 ***
ori_grid1174 2.007e+00 1.333e-01 15.057 < 2e-16 ***
ori_grid1175 2.278e+00 1.319e-01 17.279 < 2e-16 ***
ori_grid1176 4.642e+00 1.281e-01 36.232 < 2e-16 ***
ori_grid1177 3.713e+00 1.283e-01 28.931 < 2e-16 ***
ori_grid1178 5.618e+00 1.281e-01 43.866 < 2e-16 ***
ori_grid1179 5.250e+00 1.281e-01 40.979 < 2e-16 ***
ori_grid1180 4.689e+00 1.282e-01 36.565 < 2e-16 ***
ori_grid1181 6.161e+00 1.281e-01 48.105 < 2e-16 ***
ori_grid1182 6.470e+00 1.281e-01 50.510 < 2e-16 ***
ori_grid1183 6.667e+00 1.281e-01 52.033 < 2e-16 ***
ori_grid1185 3.487e+00 1.306e-01 26.701 < 2e-16 ***
ori_grid1201 2.387e+00 1.322e-01 18.064 < 2e-16 ***
ori_grid1202 4.555e+00 1.282e-01 35.532 < 2e-16 ***
ori_grid1203 3.239e+00 1.288e-01 25.150 < 2e-16 ***
ori_grid1205 6.241e+00 1.280e-01 48.742 < 2e-16 ***
ori_grid1206 5.563e+00 1.281e-01 43.424 < 2e-16 ***
ori_grid1207 5.303e+00 1.281e-01 41.390 < 2e-16 ***
ori_grid1209 7.008e+00 1.281e-01 54.716 < 2e-16 ***
ori_grid1210 3.271e+00 1.310e-01 24.982 < 2e-16 ***
ori_grid1211 3.075e+00 1.313e-01 23.412 < 2e-16 ***
ori_grid1212 2.837e+00 1.335e-01 21.258 < 2e-16 ***
ori_grid1228 1.712e+00 1.357e-01 12.621 < 2e-16 ***
ori_grid1229 2.780e+00 1.291e-01 21.542 < 2e-16 ***
ori_grid1230 4.472e+00 1.282e-01 34.890 < 2e-16 ***
ori_grid1231 5.359e+00 1.281e-01 41.819 < 2e-16 ***
ori_grid1232 5.975e+00 1.280e-01 46.662 < 2e-16 ***
ori_grid1233 5.849e+00 1.281e-01 45.643 < 2e-16 ***
ori_grid1235 6.232e+00 1.281e-01 48.655 < 2e-16 ***
ori_grid1236 4.625e+00 1.283e-01 36.057 < 2e-16 ***
ori_grid1237 5.203e+00 1.282e-01 40.578 < 2e-16 ***
ori_grid1238 2.607e+00 1.318e-01 19.777 < 2e-16 ***
ori_grid1239 1.225e+00 1.501e-01 8.163 3.27e-16 ***
ori_grid1240 1.150e+00 1.803e-01 6.376 1.81e-10 ***
ori_grid1255 4.070e+00 1.287e-01 31.632 < 2e-16 ***
ori_grid1256 3.740e+00 1.284e-01 29.138 < 2e-16 ***
ori_grid1257 2.668e+00 1.290e-01 20.677 < 2e-16 ***
ori_grid1258 4.612e+00 1.282e-01 35.977 < 2e-16 ***
ori_grid1259 5.711e+00 1.281e-01 44.593 < 2e-16 ***
ori_grid1261 5.834e+00 1.281e-01 45.552 < 2e-16 ***
ori_grid1262 5.926e+00 1.281e-01 46.264 < 2e-16 ***
ori_grid1263 3.315e+00 1.294e-01 25.609 < 2e-16 ***
ori_grid1264 4.117e+00 1.287e-01 31.994 < 2e-16 ***
ori_grid1265 2.221e+00 1.325e-01 16.759 < 2e-16 ***
ori_grid1266 3.709e+00 1.300e-01 28.523 < 2e-16 ***
ori_grid1282 4.196e+00 1.285e-01 32.650 < 2e-16 ***
ori_grid1283 4.931e+00 1.281e-01 38.501 < 2e-16 ***
ori_grid1284 4.560e+00 1.281e-01 35.586 < 2e-16 ***
ori_grid1285 3.271e+00 1.286e-01 25.434 < 2e-16 ***
ori_grid1286 5.035e+00 1.281e-01 39.305 < 2e-16 ***
ori_grid1287 5.112e+00 1.282e-01 39.889 < 2e-16 ***
ori_grid1288 3.049e+00 1.291e-01 23.611 < 2e-16 ***
ori_grid1289 6.052e+00 1.281e-01 47.263 < 2e-16 ***
ori_grid1293 1.513e+00 1.457e-01 10.388 < 2e-16 ***
ori_grid1308 3.096e+00 1.288e-01 24.040 < 2e-16 ***
ori_grid1309 5.519e+00 1.281e-01 43.098 < 2e-16 ***
ori_grid1310 6.441e+00 1.280e-01 50.309 < 2e-16 ***
ori_grid1311 2.990e+00 1.295e-01 23.081 < 2e-16 ***
ori_grid1312 3.517e+00 1.287e-01 27.327 < 2e-16 ***
ori_grid1314 4.570e+00 1.283e-01 35.632 < 2e-16 ***
ori_grid1315 6.289e+00 1.280e-01 49.117 < 2e-16 ***
ori_grid1316 5.462e+00 1.283e-01 42.579 < 2e-16 ***
ori_grid1318 2.401e+00 1.363e-01 17.610 < 2e-16 ***
ori_grid1319 6.679e+00 1.281e-01 52.154 < 2e-16 ***
ori_grid1320 5.466e+00 1.284e-01 42.583 < 2e-16 ***
ori_grid1335 6.234e-02 2.035e-01 0.306 0.759290
ori_grid1336 4.009e+00 1.282e-01 31.270 < 2e-16 ***
ori_grid1337 5.386e+00 1.280e-01 42.065 < 2e-16 ***
ori_grid1338 4.983e+00 1.282e-01 38.880 < 2e-16 ***
ori_grid1339 2.994e+00 1.300e-01 23.034 < 2e-16 ***
ori_grid1340 3.378e+00 1.287e-01 26.251 < 2e-16 ***
ori_grid1341 5.016e+00 1.281e-01 39.150 < 2e-16 ***
ori_grid1342 3.828e+00 1.285e-01 29.787 < 2e-16 ***
ori_grid1343 6.119e+00 1.281e-01 47.772 < 2e-16 ***
ori_grid1347 2.457e+00 1.315e-01 18.685 < 2e-16 ***
ori_grid1348 6.582e+00 1.281e-01 51.391 < 2e-16 ***
ori_grid1350 7.731e+00 1.281e-01 60.348 < 2e-16 ***
ori_grid1362 3.437e+00 1.283e-01 26.791 < 2e-16 ***
ori_grid1363 4.322e+00 1.281e-01 33.726 < 2e-16 ***
ori_grid1364 4.775e+00 1.281e-01 37.272 < 2e-16 ***
ori_grid1366 5.009e+00 1.281e-01 39.100 < 2e-16 ***
ori_grid1367 3.056e+00 1.290e-01 23.686 < 2e-16 ***
ori_grid1368 4.107e+00 1.285e-01 31.962 < 2e-16 ***
ori_grid1369 6.483e+00 1.281e-01 50.626 < 2e-16 ***
ori_grid1370 7.225e+00 1.281e-01 56.414 < 2e-16 ***
ori_grid1372 4.333e-01 2.103e-01 2.061 0.039342 *
ori_grid1374 4.801e+00 1.282e-01 37.444 < 2e-16 ***
ori_grid1375 7.402e+00 1.281e-01 57.800 < 2e-16 ***
ori_grid1389 3.542e+00 1.283e-01 27.606 < 2e-16 ***
ori_grid1390 2.150e+00 1.303e-01 16.498 < 2e-16 ***
ori_grid1391 3.010e+00 1.285e-01 23.424 < 2e-16 ***
ori_grid1392 4.088e+00 1.282e-01 31.886 < 2e-16 ***
ori_grid1394 4.440e+00 1.282e-01 34.618 < 2e-16 ***
ori_grid1396 5.753e+00 1.282e-01 44.874 < 2e-16 ***
ori_grid1397 5.868e+00 1.282e-01 45.770 < 2e-16 ***
ori_grid1401 6.071e+00 1.281e-01 47.399 < 2e-16 ***
ori_grid1402 6.142e+00 1.281e-01 47.954 < 2e-16 ***
ori_grid1416 -8.341e-02 2.230e-01 -0.374 0.708413
ori_grid1417 2.214e+00 1.299e-01 17.045 < 2e-16 ***
ori_grid1418 3.650e+00 1.285e-01 28.399 < 2e-16 ***
ori_grid1419 3.388e+00 1.284e-01 26.383 < 2e-16 ***
ori_grid1420 5.240e+00 1.281e-01 40.911 < 2e-16 ***
ori_grid1422 2.906e+00 1.318e-01 22.042 < 2e-16 ***
ori_grid1423 8.086e+00 1.281e-01 63.111 < 2e-16 ***
ori_grid1426 3.992e+00 1.292e-01 30.894 < 2e-16 ***
ori_grid1428 5.548e+00 1.281e-01 43.302 < 2e-16 ***
ori_grid1429 5.410e+00 1.282e-01 42.212 < 2e-16 ***
ori_grid1443 2.406e+00 1.288e-01 18.678 < 2e-16 ***
ori_grid1444 1.456e+00 1.307e-01 11.138 < 2e-16 ***
ori_grid1445 4.517e+00 1.281e-01 35.256 < 2e-16 ***
ori_grid1446 3.172e+00 1.286e-01 24.674 < 2e-16 ***
ori_grid1447 4.839e+00 1.281e-01 37.775 < 2e-16 ***
ori_grid1455 5.177e+00 1.282e-01 40.368 < 2e-16 ***
ori_grid1456 5.827e+00 1.281e-01 45.484 < 2e-16 ***
ori_grid1457 1.567e+00 1.373e-01 11.412 < 2e-16 ***
ori_grid1469 4.765e+00 1.281e-01 37.201 < 2e-16 ***
ori_grid1470 4.013e+00 1.281e-01 31.319 < 2e-16 ***
ori_grid1471 4.966e+00 1.281e-01 38.774 < 2e-16 ***
ori_grid1472 3.200e+00 1.285e-01 24.906 < 2e-16 ***
ori_grid1480 6.043e-02 1.888e-01 0.320 0.748937
ori_grid1482 5.621e+00 1.281e-01 43.876 < 2e-16 ***
ori_grid1483 5.587e+00 1.282e-01 43.587 < 2e-16 ***
ori_grid1496 2.731e+00 1.287e-01 21.211 < 2e-16 ***
ori_grid1497 8.415e-01 1.369e-01 6.146 7.94e-10 ***
ori_grid1498 3.247e+00 1.283e-01 25.313 < 2e-16 ***
ori_grid1499 4.470e+00 1.281e-01 34.888 < 2e-16 ***
ori_grid1500 2.046e+00 1.304e-01 15.694 < 2e-16 ***
ori_grid1501 4.231e+00 1.282e-01 33.005 < 2e-16 ***
ori_grid1507 2.483e+00 1.427e-01 17.402 < 2e-16 ***
ori_grid1509 5.156e+00 1.282e-01 40.206 < 2e-16 ***
ori_grid1510 7.119e+00 1.280e-01 55.600 < 2e-16 ***
ori_grid1511 4.590e+00 1.284e-01 35.736 < 2e-16 ***
ori_grid1523 1.025e+00 1.360e-01 7.534 4.92e-14 ***
ori_grid1524 1.716e+00 1.332e-01 12.890 < 2e-16 ***
ori_grid1525 4.938e+00 1.281e-01 38.560 < 2e-16 ***
ori_grid1526 2.604e+00 1.289e-01 20.200 < 2e-16 ***
ori_grid1527 1.433e+00 1.377e-01 10.403 < 2e-16 ***
ori_grid1534 7.759e-01 1.608e-01 4.826 1.40e-06 ***
ori_grid1536 6.168e+00 1.281e-01 48.152 < 2e-16 ***
ori_grid1537 5.331e+00 1.282e-01 41.589 < 2e-16 ***
ori_grid1550 3.584e+00 1.283e-01 27.943 < 2e-16 ***
ori_grid1551 1.611e+00 1.296e-01 12.430 < 2e-16 ***
ori_grid1552 2.037e+00 1.300e-01 15.675 < 2e-16 ***
ori_grid1553 4.063e+00 1.281e-01 31.707 < 2e-16 ***
ori_grid1554 3.018e+00 1.288e-01 23.436 < 2e-16 ***
ori_grid1555 2.956e+00 1.287e-01 22.973 < 2e-16 ***
ori_grid1562 2.807e+00 1.414e-01 19.856 < 2e-16 ***
ori_grid1563 5.463e+00 1.282e-01 42.604 < 2e-16 ***
ori_grid1564 6.513e+00 1.281e-01 50.861 < 2e-16 ***
ori_grid1565 4.627e+00 1.284e-01 36.042 < 2e-16 ***
ori_grid1576 2.713e+00 1.308e-01 20.737 < 2e-16 ***
ori_grid1578 2.578e+00 1.285e-01 20.067 < 2e-16 ***
ori_grid1579 5.122e+00 1.281e-01 39.995 < 2e-16 ***
ori_grid1581 4.248e+00 1.282e-01 33.144 < 2e-16 ***
ori_grid1588 1.143e+00 1.645e-01 6.950 3.66e-12 ***
ori_grid1590 6.585e+00 1.281e-01 51.417 < 2e-16 ***
ori_grid1591 6.162e+00 1.281e-01 48.112 < 2e-16 ***
ori_grid1592 2.580e+00 1.312e-01 19.670 < 2e-16 ***
ori_grid1604 2.993e+00 1.283e-01 23.327 < 2e-16 ***
ori_grid1605 4.186e+00 1.281e-01 32.675 < 2e-16 ***
ori_grid1606 3.814e+00 1.281e-01 29.761 < 2e-16 ***
ori_grid1607 3.068e+00 1.283e-01 23.905 < 2e-16 ***
ori_grid1616 2.462e+00 1.366e-01 18.023 < 2e-16 ***
ori_grid1617 4.991e+00 1.284e-01 38.876 < 2e-16 ***
ori_grid1618 6.406e+00 1.281e-01 50.021 < 2e-16 ***
ori_grid1619 5.074e+00 1.282e-01 39.581 < 2e-16 ***
ori_grid1620 2.849e+00 1.305e-01 21.830 < 2e-16 ***
ori_grid1630 2.188e+00 1.288e-01 16.984 < 2e-16 ***
ori_grid1631 3.092e+00 1.283e-01 24.111 < 2e-16 ***
ori_grid1632 4.344e+00 1.281e-01 33.913 < 2e-16 ***
ori_grid1633 3.116e+00 1.283e-01 24.277 < 2e-16 ***
ori_grid1634 4.508e+00 1.281e-01 35.188 < 2e-16 ***
ori_grid1635 2.636e+00 1.288e-01 20.468 < 2e-16 ***
ori_grid1642 2.107e+00 1.648e-01 12.786 < 2e-16 ***
ori_grid1644 5.404e+00 1.282e-01 42.159 < 2e-16 ***
ori_grid1645 6.032e+00 1.281e-01 47.090 < 2e-16 ***
ori_grid1646 4.127e+00 1.286e-01 32.103 < 2e-16 ***
ori_grid1647 -4.407e-01 4.652e-01 -0.947 0.343559
ori_grid1658 4.590e+00 1.281e-01 35.824 < 2e-16 ***
ori_grid1659 4.276e+00 1.281e-01 33.380 < 2e-16 ***
ori_grid1660 3.397e+00 1.286e-01 26.418 < 2e-16 ***
ori_grid1661 2.811e+00 1.285e-01 21.868 < 2e-16 ***
ori_grid1662 4.326e+00 1.281e-01 33.759 < 2e-16 ***
ori_grid1669 -6.519e-02 2.283e-01 -0.285 0.775264
ori_grid1670 1.725e+00 1.575e-01 10.952 < 2e-16 ***
ori_grid1672 5.227e+00 1.283e-01 40.726 < 2e-16 ***
ori_grid1673 4.249e+00 1.288e-01 32.995 < 2e-16 ***
ori_grid1674 4.148e+00 1.286e-01 32.244 < 2e-16 ***
ori_grid1684 4.637e+00 1.281e-01 36.204 < 2e-16 ***
ori_grid1685 3.484e+00 1.282e-01 27.176 < 2e-16 ***
ori_grid1686 4.134e+00 1.281e-01 32.269 < 2e-16 ***
ori_grid1687 1.584e+00 1.297e-01 12.215 < 2e-16 ***
ori_grid1688 1.835e+00 1.294e-01 14.184 < 2e-16 ***
ori_grid1689 2.197e+00 1.366e-01 16.088 < 2e-16 ***
ori_grid1695 -3.013e-02 2.577e-01 -0.117 0.906904
ori_grid1699 5.123e+00 1.282e-01 39.974 < 2e-16 ***
ori_grid1700 1.317e+00 1.409e-01 9.346 < 2e-16 ***
ori_grid1701 2.995e+00 1.323e-01 22.631 < 2e-16 ***
ori_grid1712 3.452e+00 1.282e-01 26.925 < 2e-16 ***
ori_grid1713 4.681e+00 1.281e-01 36.554 < 2e-16 ***
ori_grid1714 2.052e+00 1.293e-01 15.869 < 2e-16 ***
ori_grid1716 3.868e+00 1.282e-01 30.181 < 2e-16 ***
ori_grid1723 2.638e+00 1.362e-01 19.371 < 2e-16 ***
ori_grid1726 2.516e+00 1.315e-01 19.139 < 2e-16 ***
ori_grid1727 6.332e+00 1.281e-01 49.436 < 2e-16 ***
ori_grid1728 3.600e+00 1.287e-01 27.963 < 2e-16 ***
ori_grid1738 2.971e+00 1.283e-01 23.161 < 2e-16 ***
ori_grid1739 4.057e+00 1.281e-01 31.671 < 2e-16 ***
ori_grid1740 2.837e+00 1.284e-01 22.102 < 2e-16 ***
ori_grid1741 3.100e+00 1.283e-01 24.160 < 2e-16 ***
ori_grid1743 1.775e+00 1.324e-01 13.403 < 2e-16 ***
ori_grid1744 1.787e-01 1.868e-01 0.957 0.338811
ori_grid1748 -5.272e-01 2.183e-01 -2.415 0.015723 *
ori_grid1749 5.606e+00 1.282e-01 43.743 < 2e-16 ***
ori_grid1753 6.374e+00 1.281e-01 49.770 < 2e-16 ***
ori_grid1754 5.084e+00 1.282e-01 39.665 < 2e-16 ***
ori_grid1765 4.752e+00 1.281e-01 37.105 < 2e-16 ***
ori_grid1766 4.725e+00 1.281e-01 36.894 < 2e-16 ***
ori_grid1767 4.377e+00 1.281e-01 34.173 < 2e-16 ***
ori_grid1768 9.871e-01 1.318e-01 7.489 6.94e-14 ***
ori_grid1770 2.440e+00 1.289e-01 18.922 < 2e-16 ***
ori_grid1771 1.145e+00 1.366e-01 8.382 < 2e-16 ***
ori_grid1776 3.120e-02 1.783e-01 0.175 0.861067
ori_grid1777 4.305e+00 1.285e-01 33.507 < 2e-16 ***
ori_grid1778 1.990e+00 1.325e-01 15.023 < 2e-16 ***
ori_grid1780 3.906e+00 1.289e-01 30.298 < 2e-16 ***
ori_grid1781 6.169e+00 1.281e-01 48.162 < 2e-16 ***
ori_grid1792 4.074e+00 1.281e-01 31.798 < 2e-16 ***
ori_grid1793 4.802e+00 1.281e-01 37.503 < 2e-16 ***
ori_grid1794 3.591e+00 1.282e-01 28.023 < 2e-16 ***
ori_grid1795 2.749e+00 1.284e-01 21.415 < 2e-16 ***
ori_grid1796 3.499e+00 1.283e-01 27.267 < 2e-16 ***
ori_grid1798 -8.361e-01 2.019e-01 -4.140 3.47e-05 ***
ori_grid1800 2.166e+00 1.328e-01 16.314 < 2e-16 ***
ori_grid1802 9.160e-01 1.421e-01 6.448 1.13e-10 ***
ori_grid1804 1.952e-01 1.735e-01 1.125 0.260461
ori_grid1805 4.013e+00 1.285e-01 31.225 < 2e-16 ***
ori_grid1806 5.111e+00 1.282e-01 39.881 < 2e-16 ***
ori_grid1807 5.445e+00 1.281e-01 42.494 < 2e-16 ***
ori_grid1808 2.825e+00 1.319e-01 21.420 < 2e-16 ***
ori_grid1820 4.167e+00 1.281e-01 32.530 < 2e-16 ***
ori_grid1821 4.925e+00 1.280e-01 38.459 < 2e-16 ***
ori_grid1822 2.850e+00 1.283e-01 22.208 < 2e-16 ***
ori_grid1823 2.921e+00 1.285e-01 22.726 < 2e-16 ***
ori_grid1824 4.030e+00 1.281e-01 31.450 < 2e-16 ***
ori_grid1827 4.353e+00 1.282e-01 33.958 < 2e-16 ***
ori_grid1828 4.136e+00 1.283e-01 32.229 < 2e-16 ***
ori_grid1829 3.923e+00 1.285e-01 30.540 < 2e-16 ***
ori_grid1831 3.287e+00 1.292e-01 25.433 < 2e-16 ***
ori_grid1833 6.182e+00 1.281e-01 48.271 < 2e-16 ***
ori_grid1834 5.096e+00 1.282e-01 39.753 < 2e-16 ***
ori_grid1835 5.693e+00 1.281e-01 44.428 < 2e-16 ***
ori_grid1846 6.746e-02 1.373e-01 0.491 0.623293
ori_grid1847 4.096e+00 1.283e-01 31.919 < 2e-16 ***
ori_grid1848 3.592e+00 1.281e-01 28.033 < 2e-16 ***
ori_grid1849 4.322e+00 1.281e-01 33.751 < 2e-16 ***
ori_grid1850 3.545e+00 1.283e-01 27.621 < 2e-16 ***
ori_grid1852 7.098e-01 1.364e-01 5.203 1.97e-07 ***
ori_grid1853 3.920e+00 1.282e-01 30.566 < 2e-16 ***
ori_grid1854 3.697e+00 1.284e-01 28.798 < 2e-16 ***
ori_grid1855 3.634e+00 1.285e-01 28.281 < 2e-16 ***
ori_grid1856 2.196e+00 1.416e-01 15.502 < 2e-16 ***
ori_grid1857 4.630e-01 1.724e-01 2.686 0.007240 **
ori_grid1858 4.549e+00 1.283e-01 35.465 < 2e-16 ***
ori_grid1859 5.340e+00 1.281e-01 41.671 < 2e-16 ***
ori_grid1860 5.788e+00 1.281e-01 45.186 < 2e-16 ***
ori_grid1861 6.698e+00 1.281e-01 52.289 < 2e-16 ***
ori_grid1862 2.445e+00 1.344e-01 18.197 < 2e-16 ***
ori_grid1874 3.786e+00 1.281e-01 29.551 < 2e-16 ***
ori_grid1875 3.898e+00 1.281e-01 30.430 < 2e-16 ***
ori_grid1876 1.589e+00 1.294e-01 12.279 < 2e-16 ***
ori_grid1877 3.609e+00 1.282e-01 28.153 < 2e-16 ***
ori_grid1878 2.643e+00 1.286e-01 20.549 < 2e-16 ***
ori_grid1879 2.133e+00 1.289e-01 16.543 < 2e-16 ***
ori_grid1882 4.949e+00 1.281e-01 38.634 < 2e-16 ***
ori_grid1883 4.681e+00 1.282e-01 36.519 < 2e-16 ***
ori_grid1884 3.705e+00 1.288e-01 28.764 < 2e-16 ***
ori_grid1886 6.622e+00 1.281e-01 51.712 < 2e-16 ***
ori_grid1887 6.609e+00 1.281e-01 51.614 < 2e-16 ***
ori_grid1888 5.091e+00 1.282e-01 39.706 < 2e-16 ***
ori_grid1889 2.730e+00 1.397e-01 19.541 < 2e-16 ***
ori_grid1890 3.641e+00 1.344e-01 27.098 < 2e-16 ***
ori_grid1900 2.370e+00 1.288e-01 18.404 < 2e-16 ***
ori_grid1901 4.001e+00 1.281e-01 31.234 < 2e-16 ***
ori_grid1902 3.359e+00 1.282e-01 26.199 < 2e-16 ***
ori_grid1903 2.719e+00 1.288e-01 21.100 < 2e-16 ***
ori_grid1904 3.629e+00 1.282e-01 28.301 < 2e-16 ***
ori_grid1905 3.095e+00 1.283e-01 24.131 < 2e-16 ***
ori_grid1906 3.460e+00 1.282e-01 26.980 < 2e-16 ***
ori_grid1907 4.438e+00 1.281e-01 34.636 < 2e-16 ***
ori_grid1908 4.202e+00 1.283e-01 32.762 < 2e-16 ***
ori_grid1909 5.591e+00 1.281e-01 43.651 < 2e-16 ***
ori_grid1910 4.264e+00 1.283e-01 33.235 < 2e-16 ***
ori_grid1912 3.817e+00 1.289e-01 29.597 < 2e-16 ***
ori_grid1913 5.086e+00 1.282e-01 39.676 < 2e-16 ***
ori_grid1914 6.409e+00 1.281e-01 50.043 < 2e-16 ***
ori_grid1916 5.508e+00 1.290e-01 42.689 < 2e-16 ***
ori_grid1928 3.819e+00 1.281e-01 29.805 < 2e-16 ***
ori_grid1929 3.417e+00 1.282e-01 26.660 < 2e-16 ***
ori_grid1930 3.197e+00 1.282e-01 24.941 < 2e-16 ***
ori_grid1931 3.201e+00 1.282e-01 24.961 < 2e-16 ***
ori_grid1932 3.748e+00 1.282e-01 29.247 < 2e-16 ***
ori_grid1933 4.130e+00 1.283e-01 32.195 < 2e-16 ***
ori_grid1934 2.509e+00 1.286e-01 19.505 < 2e-16 ***
ori_grid1935 4.727e+00 1.281e-01 36.901 < 2e-16 ***
ori_grid1936 5.249e+00 1.281e-01 40.976 < 2e-16 ***
ori_grid1937 4.762e+00 1.281e-01 37.166 < 2e-16 ***
ori_grid1938 1.735e+00 1.343e-01 12.915 < 2e-16 ***
ori_grid1940 6.669e+00 1.281e-01 52.073 < 2e-16 ***
ori_grid1941 5.852e+00 1.281e-01 45.677 < 2e-16 ***
ori_grid1942 5.034e+00 1.284e-01 39.215 < 2e-16 ***
ori_grid1954 2.861e+00 1.288e-01 22.213 < 2e-16 ***
ori_grid1955 4.046e+00 1.281e-01 31.585 < 2e-16 ***
ori_grid1956 2.837e+00 1.283e-01 22.109 < 2e-16 ***
ori_grid1958 4.151e+00 1.281e-01 32.401 < 2e-16 ***
ori_grid1959 4.729e+00 1.281e-01 36.930 < 2e-16 ***
ori_grid1960 5.010e+00 1.281e-01 39.106 < 2e-16 ***
ori_grid1961 4.725e+00 1.281e-01 36.891 < 2e-16 ***
ori_grid1962 5.184e+00 1.281e-01 40.477 < 2e-16 ***
ori_grid1963 4.313e+00 1.281e-01 33.653 < 2e-16 ***
ori_grid1964 3.802e+00 1.283e-01 29.628 < 2e-16 ***
ori_grid1967 6.931e+00 1.281e-01 54.120 < 2e-16 ***
ori_grid1968 6.562e+00 1.281e-01 51.231 < 2e-16 ***
ori_grid1982 3.016e+00 1.283e-01 23.516 < 2e-16 ***
ori_grid1983 3.438e+00 1.282e-01 26.826 < 2e-16 ***
ori_grid1984 4.307e+00 1.281e-01 33.630 < 2e-16 ***
ori_grid1985 3.126e+00 1.283e-01 24.365 < 2e-16 ***
ori_grid1986 4.190e+00 1.281e-01 32.699 < 2e-16 ***
ori_grid1987 5.554e+00 1.280e-01 43.378 < 2e-16 ***
ori_grid1988 3.950e+00 1.281e-01 30.828 < 2e-16 ***
ori_grid1989 5.021e+00 1.281e-01 39.208 < 2e-16 ***
ori_grid1990 6.190e+00 1.280e-01 48.348 < 2e-16 ***
ori_grid1991 5.907e+00 1.281e-01 46.132 < 2e-16 ***
ori_grid1992 3.297e+00 1.288e-01 25.590 < 2e-16 ***
ori_grid1994 5.169e+00 1.283e-01 40.291 < 2e-16 ***
ori_grid1995 7.032e+00 1.281e-01 54.905 < 2e-16 ***
ori_grid2009 2.819e+00 1.283e-01 21.970 < 2e-16 ***
ori_grid2010 3.675e+00 1.281e-01 28.682 < 2e-16 ***
ori_grid2011 4.501e+00 1.281e-01 35.149 < 2e-16 ***
ori_grid2012 3.628e+00 1.282e-01 28.309 < 2e-16 ***
ori_grid2013 4.075e+00 1.281e-01 31.810 < 2e-16 ***
ori_grid2014 4.586e+00 1.281e-01 35.801 < 2e-16 ***
ori_grid2015 4.427e+00 1.281e-01 34.558 < 2e-16 ***
ori_grid2016 4.991e+00 1.281e-01 38.966 < 2e-16 ***
ori_grid2017 4.808e+00 1.281e-01 37.530 < 2e-16 ***
ori_grid2021 5.378e+00 1.282e-01 41.939 < 2e-16 ***
ori_grid2036 -6.630e-01 1.634e-01 -4.057 4.96e-05 ***
ori_grid2037 1.780e+00 1.289e-01 13.806 < 2e-16 ***
ori_grid2038 4.041e+00 1.281e-01 31.550 < 2e-16 ***
ori_grid2039 4.889e+00 1.281e-01 38.162 < 2e-16 ***
ori_grid2040 4.926e+00 1.281e-01 38.462 < 2e-16 ***
ori_grid2041 5.797e+00 1.281e-01 45.267 < 2e-16 ***
ori_grid2042 4.737e+00 1.281e-01 36.984 < 2e-16 ***
ori_grid2043 3.273e+00 1.283e-01 25.505 < 2e-16 ***
ori_grid2044 5.472e+00 1.281e-01 42.728 < 2e-16 ***
ori_grid2046 4.167e+00 1.284e-01 32.464 < 2e-16 ***
ori_grid2049 5.494e+00 1.282e-01 42.843 < 2e-16 ***
ori_grid2063 1.695e+00 1.298e-01 13.054 < 2e-16 ***
ori_grid2064 2.433e+00 1.285e-01 18.933 < 2e-16 ***
ori_grid2065 3.764e+00 1.281e-01 29.374 < 2e-16 ***
ori_grid2066 3.943e+00 1.281e-01 30.777 < 2e-16 ***
ori_grid2067 4.676e+00 1.281e-01 36.514 < 2e-16 ***
ori_grid2068 4.476e+00 1.281e-01 34.945 < 2e-16 ***
ori_grid2069 2.916e+00 1.285e-01 22.699 < 2e-16 ***
ori_grid2070 5.644e+00 1.281e-01 44.070 < 2e-16 ***
ori_grid2071 4.272e+00 1.282e-01 33.320 < 2e-16 ***
ori_grid2072 3.002e+00 1.299e-01 23.107 < 2e-16 ***
ori_grid2074 -1.865e-01 2.084e-01 -0.895 0.370850
ori_grid2089 9.497e-01 1.546e-01 6.141 8.18e-10 ***
ori_grid2090 -1.171e+00 1.013e+00 -1.156 0.247573
ori_grid2091 1.233e+00 1.303e-01 9.463 < 2e-16 ***
ori_grid2092 3.050e+00 1.283e-01 23.772 < 2e-16 ***
ori_grid2093 4.127e+00 1.281e-01 32.220 < 2e-16 ***
ori_grid2094 4.622e+00 1.281e-01 36.090 < 2e-16 ***
ori_grid2095 5.586e+00 1.281e-01 43.604 < 2e-16 ***
ori_grid2096 2.362e+00 1.288e-01 18.340 < 2e-16 ***
ori_grid2097 2.848e+00 1.304e-01 21.837 < 2e-16 ***
ori_grid2098 3.749e+00 1.283e-01 29.231 < 2e-16 ***
ori_grid2100 2.572e+00 1.317e-01 19.524 < 2e-16 ***
ori_grid2101 1.451e+00 1.424e-01 10.187 < 2e-16 ***
ori_grid2102 1.828e+00 1.375e-01 13.292 < 2e-16 ***
ori_grid2116 1.526e+00 1.416e-01 10.771 < 2e-16 ***
ori_grid2117 -9.171e-01 1.013e+00 -0.905 0.365201
ori_grid2119 4.140e+00 1.281e-01 32.322 < 2e-16 ***
ori_grid2120 3.731e+00 1.281e-01 29.118 < 2e-16 ***
ori_grid2121 3.979e+00 1.281e-01 31.048 < 2e-16 ***
ori_grid2122 1.295e+00 1.356e-01 9.554 < 2e-16 ***
ori_grid2123 4.222e+00 1.281e-01 32.948 < 2e-16 ***
ori_grid2124 4.057e+00 1.283e-01 31.615 < 2e-16 ***
ori_grid2125 3.725e+00 1.283e-01 29.021 < 2e-16 ***
ori_grid2126 3.367e+00 1.287e-01 26.151 < 2e-16 ***
ori_grid2129 8.704e-01 1.599e-01 5.444 5.21e-08 ***
ori_grid2146 3.827e+00 1.289e-01 29.700 < 2e-16 ***
ori_grid2147 4.244e+00 1.281e-01 33.130 < 2e-16 ***
ori_grid2148 5.105e+00 1.281e-01 39.865 < 2e-16 ***
ori_grid2149 4.528e+00 1.281e-01 35.342 < 2e-16 ***
ori_grid2150 3.218e+00 1.284e-01 25.074 < 2e-16 ***
ori_grid2151 3.859e+00 1.282e-01 30.098 < 2e-16 ***
ori_grid2152 5.074e+00 1.281e-01 39.608 < 2e-16 ***
ori_grid2153 2.292e+00 1.313e-01 17.456 < 2e-16 ***
ori_grid2154 4.948e+00 1.282e-01 38.609 < 2e-16 ***
ori_grid2155 2.166e+00 1.324e-01 16.355 < 2e-16 ***
ori_grid2171 -9.525e-01 2.883e-01 -3.304 0.000955 ***
ori_grid2172 4.614e+00 1.285e-01 35.908 < 2e-16 ***
ori_grid2174 3.487e+00 1.284e-01 27.166 < 2e-16 ***
ori_grid2175 4.926e+00 1.281e-01 38.462 < 2e-16 ***
ori_grid2176 4.636e+00 1.281e-01 36.195 < 2e-16 ***
ori_grid2177 5.509e+00 1.280e-01 43.023 < 2e-16 ***
ori_grid2178 4.308e+00 1.281e-01 33.617 < 2e-16 ***
ori_grid2179 4.734e+00 1.281e-01 36.944 < 2e-16 ***
ori_grid2180 5.262e+00 1.281e-01 41.075 < 2e-16 ***
ori_grid2181 5.729e+00 1.281e-01 44.726 < 2e-16 ***
ori_grid2182 2.275e+00 1.367e-01 16.643 < 2e-16 ***
ori_grid2200 3.678e+00 1.290e-01 28.510 < 2e-16 ***
ori_grid2201 4.789e+00 1.281e-01 37.397 < 2e-16 ***
ori_grid2202 2.674e+00 1.291e-01 20.718 < 2e-16 ***
ori_grid2203 4.724e+00 1.281e-01 36.873 < 2e-16 ***
ori_grid2204 3.996e+00 1.281e-01 31.184 < 2e-16 ***
ori_grid2205 4.181e+00 1.282e-01 32.620 < 2e-16 ***
ori_grid2206 5.658e+00 1.281e-01 44.181 < 2e-16 ***
ori_grid2207 4.475e+00 1.282e-01 34.920 < 2e-16 ***
ori_grid2208 5.866e+00 1.281e-01 45.801 < 2e-16 ***
ori_grid2209 1.226e+00 1.467e-01 8.361 < 2e-16 ***
ori_grid2227 3.166e+00 1.283e-01 24.666 < 2e-16 ***
ori_grid2228 4.699e+00 1.281e-01 36.682 < 2e-16 ***
ori_grid2229 3.894e+00 1.281e-01 30.390 < 2e-16 ***
ori_grid2230 3.826e+00 1.283e-01 29.817 < 2e-16 ***
ori_grid2231 4.573e+00 1.281e-01 35.697 < 2e-16 ***
ori_grid2233 5.797e+00 1.281e-01 45.273 < 2e-16 ***
ori_grid2234 1.463e+00 1.348e-01 10.858 < 2e-16 ***
ori_grid2235 3.355e+00 1.321e-01 25.400 < 2e-16 ***
ori_grid2254 3.096e+00 1.290e-01 23.997 < 2e-16 ***
ori_grid2255 4.597e+00 1.281e-01 35.892 < 2e-16 ***
ori_grid2256 3.939e+00 1.281e-01 30.739 < 2e-16 ***
ori_grid2257 3.208e+00 1.285e-01 24.966 < 2e-16 ***
ori_grid2258 3.920e+00 1.282e-01 30.581 < 2e-16 ***
ori_grid2259 3.152e+00 1.286e-01 24.516 < 2e-16 ***
ori_grid2260 5.536e+00 1.281e-01 43.228 < 2e-16 ***
ori_grid2261 5.638e+00 1.281e-01 44.023 < 2e-16 ***
ori_grid2262 5.242e+00 1.281e-01 40.909 < 2e-16 ***
ori_grid2281 4.600e+00 1.281e-01 35.909 < 2e-16 ***
ori_grid2282 4.584e+00 1.281e-01 35.784 < 2e-16 ***
ori_grid2283 4.567e+00 1.281e-01 35.658 < 2e-16 ***
ori_grid2284 3.378e+00 1.283e-01 26.337 < 2e-16 ***
ori_grid2285 5.531e+00 1.281e-01 43.181 < 2e-16 ***
ori_grid2286 3.997e+00 1.282e-01 31.173 < 2e-16 ***
ori_grid2287 5.907e+00 1.281e-01 46.131 < 2e-16 ***
ori_grid2288 4.690e+00 1.283e-01 36.569 < 2e-16 ***
ori_grid2308 4.004e+00 1.283e-01 31.215 < 2e-16 ***
ori_grid2309 4.852e+00 1.281e-01 37.883 < 2e-16 ***
ori_grid2310 4.266e+00 1.281e-01 33.303 < 2e-16 ***
ori_grid2311 4.366e+00 1.281e-01 34.083 < 2e-16 ***
ori_grid2312 1.891e+00 1.296e-01 14.587 < 2e-16 ***
ori_grid2313 4.800e+00 1.281e-01 37.469 < 2e-16 ***
ori_grid2314 5.659e+00 1.280e-01 44.195 < 2e-16 ***
ori_grid2315 4.748e+00 1.281e-01 37.054 < 2e-16 ***
ori_grid2316 6.212e+00 1.281e-01 48.502 < 2e-16 ***
ori_grid2317 6.038e+00 1.284e-01 47.040 < 2e-16 ***
ori_grid2335 3.223e+00 1.284e-01 25.104 < 2e-16 ***
ori_grid2336 4.740e+00 1.281e-01 37.013 < 2e-16 ***
ori_grid2337 3.649e+00 1.282e-01 28.468 < 2e-16 ***
ori_grid2338 1.431e+00 1.307e-01 10.945 < 2e-16 ***
ori_grid2339 4.862e+00 1.281e-01 37.953 < 2e-16 ***
ori_grid2340 5.556e+00 1.281e-01 43.390 < 2e-16 ***
ori_grid2341 5.519e+00 1.281e-01 43.097 < 2e-16 ***
ori_grid2342 5.351e+00 1.281e-01 41.780 < 2e-16 ***
ori_grid2343 5.585e+00 1.281e-01 43.598 < 2e-16 ***
ori_grid2362 3.680e+00 1.284e-01 28.658 < 2e-16 ***
ori_grid2363 4.200e+00 1.282e-01 32.776 < 2e-16 ***
ori_grid2364 1.041e+00 1.326e-01 7.855 4.00e-15 ***
ori_grid2365 2.900e+00 1.284e-01 22.588 < 2e-16 ***
ori_grid2366 -1.487e+00 2.230e-01 -6.666 2.63e-11 ***
ori_grid2367 4.555e+00 1.281e-01 35.546 < 2e-16 ***
ori_grid2368 5.261e+00 1.281e-01 41.080 < 2e-16 ***
ori_grid2369 5.281e+00 1.281e-01 41.230 < 2e-16 ***
ori_grid2370 5.937e+00 1.281e-01 46.363 < 2e-16 ***
ori_grid2371 6.148e+00 1.281e-01 48.000 < 2e-16 ***
ori_grid2389 3.984e+00 1.282e-01 31.076 < 2e-16 ***
ori_grid2390 4.758e+00 1.281e-01 37.152 < 2e-16 ***
ori_grid2391 4.366e+00 1.281e-01 34.076 < 2e-16 ***
ori_grid2392 3.277e+00 1.287e-01 25.466 < 2e-16 ***
ori_grid2393 2.227e+00 1.308e-01 17.031 < 2e-16 ***
ori_grid2394 3.678e+00 1.283e-01 28.655 < 2e-16 ***
ori_grid2395 5.376e+00 1.281e-01 41.976 < 2e-16 ***
ori_grid2396 5.826e+00 1.281e-01 45.495 < 2e-16 ***
ori_grid2397 5.031e+00 1.282e-01 39.247 < 2e-16 ***
ori_grid2398 5.732e+00 1.282e-01 44.696 < 2e-16 ***
ori_grid2416 4.077e+00 1.282e-01 31.800 < 2e-16 ***
ori_grid2417 4.522e+00 1.282e-01 35.273 < 2e-16 ***
ori_grid2418 4.068e+00 1.281e-01 31.746 < 2e-16 ***
ori_grid2419 3.795e+00 1.282e-01 29.608 < 2e-16 ***
ori_grid2420 2.780e+00 1.303e-01 21.337 < 2e-16 ***
ori_grid2422 4.359e+00 1.286e-01 33.889 < 2e-16 ***
ori_grid2423 5.022e+00 1.281e-01 39.200 < 2e-16 ***
ori_grid2424 6.510e+00 1.280e-01 50.844 < 2e-16 ***
ori_grid2425 6.019e+00 1.281e-01 46.999 < 2e-16 ***
ori_grid2426 5.607e+00 1.284e-01 43.686 < 2e-16 ***
ori_grid2443 4.936e+00 1.281e-01 38.542 < 2e-16 ***
ori_grid2444 5.074e+00 1.281e-01 39.621 < 2e-16 ***
ori_grid2445 5.127e+00 1.281e-01 40.036 < 2e-16 ***
ori_grid2448 2.197e+00 1.313e-01 16.738 < 2e-16 ***
ori_grid2449 5.375e+00 1.281e-01 41.951 < 2e-16 ***
ori_grid2450 5.639e+00 1.281e-01 44.019 < 2e-16 ***
ori_grid2451 6.729e+00 1.280e-01 52.549 < 2e-16 ***
ori_grid2452 2.618e+00 1.327e-01 19.725 < 2e-16 ***
ori_grid2471 4.264e+00 1.281e-01 33.282 < 2e-16 ***
ori_grid2472 3.305e+00 1.289e-01 25.640 < 2e-16 ***
ori_grid2473 4.789e+00 1.281e-01 37.386 < 2e-16 ***
ori_grid2476 2.624e+00 1.304e-01 20.121 < 2e-16 ***
ori_grid2478 5.339e+00 1.281e-01 41.667 < 2e-16 ***
ori_grid2479 4.207e+00 1.285e-01 32.733 < 2e-16 ***
ori_grid2480 2.943e+00 1.329e-01 22.145 < 2e-16 ***
ori_grid2497 5.222e+00 1.281e-01 40.777 < 2e-16 ***
ori_grid2498 3.472e+00 1.283e-01 27.057 < 2e-16 ***
ori_grid2499 5.110e+00 1.281e-01 39.897 < 2e-16 ***
ori_grid2500 1.049e+00 1.348e-01 7.781 7.18e-15 ***
ori_grid2503 -4.588e-01 1.991e-01 -2.304 0.021219 *
ori_grid2504 4.007e+00 1.287e-01 31.123 < 2e-16 ***
ori_grid2505 5.421e+00 1.281e-01 42.307 < 2e-16 ***
ori_grid2525 3.867e+00 1.282e-01 30.156 < 2e-16 ***
ori_grid2526 4.727e+00 1.281e-01 36.905 < 2e-16 ***
ori_grid2527 4.977e+00 1.281e-01 38.860 < 2e-16 ***
ori_grid2531 -1.396e+00 4.652e-01 -3.001 0.002694 **
ori_grid2532 5.303e+00 1.281e-01 41.384 < 2e-16 ***
ori_grid2533 6.320e+00 1.282e-01 49.300 < 2e-16 ***
ori_grid2551 4.086e+00 1.282e-01 31.874 < 2e-16 ***
ori_grid2552 3.412e+00 1.286e-01 26.534 < 2e-16 ***
ori_grid2553 4.437e+00 1.282e-01 34.598 < 2e-16 ***
ori_grid2554 3.304e+00 1.284e-01 25.724 < 2e-16 ***
ori_grid2557 2.630e+00 1.305e-01 20.153 < 2e-16 ***
ori_grid2559 5.448e+00 1.282e-01 42.485 < 2e-16 ***
ori_grid2579 4.065e+00 1.282e-01 31.713 < 2e-16 ***
ori_grid2580 4.937e+00 1.281e-01 38.543 < 2e-16 ***
ori_grid2581 4.489e+00 1.281e-01 35.028 < 2e-16 ***
ori_grid2584 1.081e+00 1.424e-01 7.591 3.18e-14 ***
ori_grid2605 4.216e+00 1.283e-01 32.845 < 2e-16 ***
ori_grid2606 4.009e+00 1.288e-01 31.116 < 2e-16 ***
ori_grid2607 5.518e+00 1.281e-01 43.089 < 2e-16 ***
ori_grid2608 3.905e+00 1.283e-01 30.447 < 2e-16 ***
ori_grid2609 3.203e+00 1.288e-01 24.869 < 2e-16 ***
ori_grid2610 2.633e+00 1.302e-01 20.217 < 2e-16 ***
ori_grid2611 8.149e-01 1.523e-01 5.350 8.78e-08 ***
ori_grid2633 4.130e+00 1.282e-01 32.217 < 2e-16 ***
ori_grid2634 5.618e+00 1.280e-01 43.875 < 2e-16 ***
ori_grid2635 5.197e+00 1.281e-01 40.567 < 2e-16 ***
ori_grid2636 4.991e+00 1.281e-01 38.962 < 2e-16 ***
ori_grid2637 3.555e+00 1.284e-01 27.689 < 2e-16 ***
ori_grid2638 3.359e+00 1.284e-01 26.152 < 2e-16 ***
ori_grid2660 3.559e+00 1.283e-01 27.744 < 2e-16 ***
ori_grid2661 4.957e+00 1.281e-01 38.707 < 2e-16 ***
ori_grid2662 3.993e+00 1.282e-01 31.158 < 2e-16 ***
ori_grid2663 5.608e+00 1.281e-01 43.789 < 2e-16 ***
ori_grid2664 4.083e+00 1.282e-01 31.854 < 2e-16 ***
ori_grid2665 4.891e+00 1.281e-01 38.178 < 2e-16 ***
ori_grid2687 4.136e+00 1.282e-01 32.264 < 2e-16 ***
ori_grid2688 4.899e+00 1.281e-01 38.252 < 2e-16 ***
ori_grid2689 5.148e+00 1.281e-01 40.198 < 2e-16 ***
ori_grid2690 4.273e+00 1.281e-01 33.347 < 2e-16 ***
ori_grid2691 5.592e+00 1.281e-01 43.667 < 2e-16 ***
ori_grid2693 5.278e+00 1.281e-01 41.206 < 2e-16 ***
ori_grid2714 4.507e+00 1.281e-01 35.175 < 2e-16 ***
ori_grid2715 5.453e+00 1.281e-01 42.575 < 2e-16 ***
ori_grid2716 1.196e+00 1.305e-01 9.163 < 2e-16 ***
ori_grid2717 4.536e+00 1.281e-01 35.409 < 2e-16 ***
ori_grid2718 4.679e+00 1.281e-01 36.518 < 2e-16 ***
ori_grid2719 5.368e+00 1.281e-01 41.909 < 2e-16 ***
ori_grid2742 4.987e+00 1.281e-01 38.937 < 2e-16 ***
ori_grid2743 3.682e+00 1.285e-01 28.664 < 2e-16 ***
ori_grid2744 5.016e+00 1.281e-01 39.170 < 2e-16 ***
ori_grid2745 4.955e+00 1.281e-01 38.692 < 2e-16 ***
ori_grid2746 4.081e+00 1.284e-01 31.782 < 2e-16 ***
ori_grid2747 4.715e+00 1.282e-01 36.788 < 2e-16 ***
ori_grid2768 4.890e+00 1.281e-01 38.168 < 2e-16 ***
ori_grid2769 5.122e+00 1.281e-01 39.997 < 2e-16 ***
ori_grid2770 3.343e+00 1.283e-01 26.061 < 2e-16 ***
ori_grid2771 5.527e+00 1.280e-01 43.160 < 2e-16 ***
ori_grid2772 4.128e+00 1.283e-01 32.172 < 2e-16 ***
ori_grid2773 4.806e+00 1.281e-01 37.512 < 2e-16 ***
ori_grid2795 1.452e+00 1.616e-01 8.986 < 2e-16 ***
ori_grid2796 2.358e+00 1.298e-01 18.172 < 2e-16 ***
ori_grid2797 3.530e+00 1.282e-01 27.530 < 2e-16 ***
ori_grid2798 4.123e+00 1.281e-01 32.174 < 2e-16 ***
ori_grid2799 4.632e+00 1.281e-01 36.163 < 2e-16 ***
ori_grid2800 4.768e+00 1.281e-01 37.225 < 2e-16 ***
ori_grid2801 2.641e+00 1.308e-01 20.183 < 2e-16 ***
ori_grid2822 2.469e+00 1.292e-01 19.109 < 2e-16 ***
ori_grid2823 2.713e+00 1.286e-01 21.103 < 2e-16 ***
ori_grid2824 4.344e+00 1.281e-01 33.905 < 2e-16 ***
ori_grid2825 5.067e+00 1.281e-01 39.563 < 2e-16 ***
ori_grid2826 5.037e+00 1.281e-01 39.316 < 2e-16 ***
ori_grid2827 5.148e+00 1.281e-01 40.193 < 2e-16 ***
ori_grid2850 3.751e+00 1.285e-01 29.198 < 2e-16 ***
ori_grid2851 2.138e+00 1.290e-01 16.572 < 2e-16 ***
ori_grid2852 4.671e+00 1.281e-01 36.468 < 2e-16 ***
ori_grid2853 5.454e+00 1.281e-01 42.596 < 2e-16 ***
ori_grid2854 5.353e+00 1.281e-01 41.796 < 2e-16 ***
ori_grid2877 2.586e+00 1.292e-01 20.025 < 2e-16 ***
ori_grid2878 4.073e+00 1.282e-01 31.781 < 2e-16 ***
ori_grid2879 5.052e+00 1.281e-01 39.428 < 2e-16 ***
ori_grid2880 4.599e+00 1.281e-01 35.899 < 2e-16 ***
ori_grid2881 5.023e+00 1.281e-01 39.215 < 2e-16 ***
ori_grid2905 4.093e+00 1.282e-01 31.923 < 2e-16 ***
ori_grid2906 3.543e+00 1.284e-01 27.603 < 2e-16 ***
ori_grid2907 4.545e+00 1.281e-01 35.479 < 2e-16 ***
ori_grid2908 4.783e+00 1.281e-01 37.338 < 2e-16 ***
ori_grid2909 3.936e+00 1.296e-01 30.377 < 2e-16 ***
ori_grid2931 8.509e-01 1.351e-01 6.300 2.98e-10 ***
ori_grid2932 -2.574e-01 1.454e-01 -1.771 0.076596 .
ori_grid2933 2.884e+00 1.286e-01 22.434 < 2e-16 ***
ori_grid2934 4.035e+00 1.281e-01 31.490 < 2e-16 ***
ori_grid2959 1.617e+00 1.309e-01 12.349 < 2e-16 ***
ori_grid2960 2.820e+00 1.293e-01 21.809 < 2e-16 ***
ori_grid2961 4.082e+00 1.282e-01 31.828 < 2e-16 ***
ori_grid2962 3.699e+00 1.283e-01 28.835 < 2e-16 ***
ori_grid2963 8.695e-01 1.477e-01 5.889 3.88e-09 ***
ori_grid2987 1.729e+00 1.339e-01 12.910 < 2e-16 ***
ori_grid2988 2.143e+00 1.298e-01 16.509 < 2e-16 ***
ori_grid2989 2.185e+00 1.292e-01 16.911 < 2e-16 ***
ori_grid2990 2.100e+00 1.335e-01 15.729 < 2e-16 ***
ori_grid3015 3.594e+00 1.294e-01 27.779 < 2e-16 ***
ori_grid3016 3.198e+00 1.290e-01 24.798 < 2e-16 ***
ori_grid3017 9.266e-01 1.328e-01 6.977 3.01e-12 ***
ori_grid3040 4.029e+00 1.283e-01 31.403 < 2e-16 ***
ori_grid3043 2.179e+00 1.292e-01 16.866 < 2e-16 ***
ori_grid3044 2.340e+00 1.293e-01 18.096 < 2e-16 ***
ori_grid3068 2.428e+00 1.294e-01 18.764 < 2e-16 ***
ori_grid3070 6.996e-01 1.447e-01 4.834 1.34e-06 ***
ori_grid3072 1.762e+00 1.370e-01 12.864 < 2e-16 ***
ori_grid3092 4.377e+00 1.291e-01 33.917 < 2e-16 ***
ori_grid3098 3.678e+00 1.283e-01 28.661 < 2e-16 ***
ori_grid3123 4.723e+00 1.282e-01 36.851 < 2e-16 ***
ori_grid3126 -2.193e+00 2.964e-01 -7.400 1.37e-13 ***
ori_grid3151 2.776e+00 1.288e-01 21.550 < 2e-16 ***
ori_grid3152 -1.020e+00 1.719e-01 -5.933 2.98e-09 ***
ori_grid3173 4.017e+00 1.294e-01 31.043 < 2e-16 ***
ori_grid3178 2.428e+00 1.296e-01 18.740 < 2e-16 ***
ori_grid3179 2.112e+00 1.299e-01 16.258 < 2e-16 ***
ori_grid3205 1.878e+00 1.317e-01 14.254 < 2e-16 ***
ori_grid3206 3.698e+00 1.284e-01 28.792 < 2e-16 ***
ori_grid3232 1.894e+00 1.352e-01 14.003 < 2e-16 ***
ori_grid3233 1.156e+00 1.408e-01 8.204 2.32e-16 ***
ori_grid3308 3.568e+00 1.342e-01 26.586 < 2e-16 ***
desti_grid146 1.223e+00 5.528e-02 22.115 < 2e-16 ***
desti_grid174 -2.948e-01 5.837e-02 -5.051 4.40e-07 ***
desti_grid175 -8.415e-03 5.456e-02 -0.154 0.877429
desti_grid200 3.129e-01 6.106e-02 5.125 2.98e-07 ***
desti_grid201 1.585e-01 5.301e-02 2.990 0.002787 **
desti_grid202 -6.462e-01 5.649e-02 -11.440 < 2e-16 ***
desti_grid203 -3.522e-01 5.480e-02 -6.428 1.29e-10 ***
desti_grid227 -1.576e+00 6.618e-02 -23.809 < 2e-16 ***
desti_grid228 -7.290e-01 5.371e-02 -13.573 < 2e-16 ***
desti_grid229 -3.646e+00 1.127e-01 -32.353 < 2e-16 ***
desti_grid230 3.303e-01 5.220e-02 6.328 2.48e-10 ***
desti_grid231 -2.407e+00 6.026e-02 -39.942 < 2e-16 ***
desti_grid254 1.460e+00 5.383e-02 27.124 < 2e-16 ***
desti_grid255 -5.795e-01 5.448e-02 -10.638 < 2e-16 ***
desti_grid256 3.037e-01 5.251e-02 5.784 7.31e-09 ***
desti_grid257 -1.490e+00 5.514e-02 -27.017 < 2e-16 ***
desti_grid258 -1.013e+00 5.508e-02 -18.384 < 2e-16 ***
desti_grid259 -1.133e+00 5.300e-02 -21.370 < 2e-16 ***
desti_grid281 -1.791e+00 6.808e-02 -26.313 < 2e-16 ***
desti_grid282 -1.478e+00 5.831e-02 -25.341 < 2e-16 ***
desti_grid284 -3.441e-02 5.173e-02 -0.665 0.505923
desti_grid285 -7.375e-01 5.191e-02 -14.207 < 2e-16 ***
desti_grid286 -6.608e-01 5.178e-02 -12.760 < 2e-16 ***
desti_grid312 -5.488e-01 5.220e-02 -10.514 < 2e-16 ***
desti_grid313 -1.343e+00 5.638e-02 -23.828 < 2e-16 ***
desti_grid314 -1.088e+00 5.350e-02 -20.329 < 2e-16 ***
desti_grid336 -1.972e+00 6.584e-02 -29.951 < 2e-16 ***
desti_grid338 -1.799e+00 5.612e-02 -32.067 < 2e-16 ***
desti_grid339 -1.900e+00 5.337e-02 -35.610 < 2e-16 ***
desti_grid340 -5.324e+00 2.632e-01 -20.227 < 2e-16 ***
desti_grid366 -1.823e+00 5.312e-02 -34.323 < 2e-16 ***
desti_grid367 -9.863e-01 5.208e-02 -18.940 < 2e-16 ***
desti_grid391 -1.024e+00 5.880e-02 -17.419 < 2e-16 ***
desti_grid392 -1.696e+00 5.375e-02 -31.549 < 2e-16 ***
desti_grid393 -3.662e-01 5.160e-02 -7.098 1.27e-12 ***
desti_grid394 -3.123e+00 9.364e-02 -33.351 < 2e-16 ***
desti_grid419 -3.149e-01 5.406e-02 -5.826 5.69e-09 ***
desti_grid420 -1.108e+00 5.315e-02 -20.843 < 2e-16 ***
desti_grid421 -1.525e+00 5.605e-02 -27.207 < 2e-16 ***
desti_grid445 4.081e-01 5.258e-02 7.762 8.38e-15 ***
desti_grid446 -2.365e+00 5.468e-02 -43.253 < 2e-16 ***
desti_grid447 -1.775e+00 5.380e-02 -32.983 < 2e-16 ***
desti_grid472 -1.388e+00 6.041e-02 -22.983 < 2e-16 ***
desti_grid473 -6.211e-01 5.246e-02 -11.838 < 2e-16 ***
desti_grid474 -1.243e+00 5.343e-02 -23.263 < 2e-16 ***
desti_grid499 1.555e-01 5.265e-02 2.953 0.003150 **
desti_grid500 -1.704e+00 5.311e-02 -32.088 < 2e-16 ***
desti_grid526 8.172e-01 5.211e-02 15.681 < 2e-16 ***
desti_grid527 -7.507e-01 5.348e-02 -14.036 < 2e-16 ***
desti_grid528 -5.709e-02 5.167e-02 -1.105 0.269221
desti_grid552 -2.476e-01 5.466e-02 -4.530 5.90e-06 ***
desti_grid553 -3.599e+00 7.809e-02 -46.090 < 2e-16 ***
desti_grid554 -2.177e-01 5.216e-02 -4.174 3.00e-05 ***
desti_grid555 -6.410e-01 5.194e-02 -12.341 < 2e-16 ***
desti_grid581 5.299e-02 5.168e-02 1.025 0.305203
desti_grid582 -1.606e+00 5.243e-02 -30.638 < 2e-16 ***
desti_grid607 -7.218e-01 5.409e-02 -13.344 < 2e-16 ***
desti_grid608 -5.831e-01 5.252e-02 -11.102 < 2e-16 ***
desti_grid609 -4.425e-01 5.129e-02 -8.628 < 2e-16 ***
desti_grid610 -4.016e-01 5.179e-02 -7.755 8.86e-15 ***
desti_grid611 -2.320e+00 5.795e-02 -40.044 < 2e-16 ***
desti_grid634 6.130e-02 5.304e-02 1.156 0.247796
desti_grid635 8.875e-02 5.214e-02 1.702 0.088707 .
desti_grid636 -1.759e+00 5.228e-02 -33.649 < 2e-16 ***
desti_grid638 5.916e-01 5.132e-02 11.528 < 2e-16 ***
desti_grid661 -1.074e+00 5.542e-02 -19.389 < 2e-16 ***
desti_grid662 -3.001e-01 5.240e-02 -5.726 1.03e-08 ***
desti_grid663 -1.880e+00 5.199e-02 -36.158 < 2e-16 ***
desti_grid664 -9.180e-01 5.191e-02 -17.684 < 2e-16 ***
desti_grid665 -1.551e+00 5.239e-02 -29.604 < 2e-16 ***
desti_grid689 -1.553e+00 5.378e-02 -28.884 < 2e-16 ***
desti_grid690 -1.425e+00 5.198e-02 -27.420 < 2e-16 ***
desti_grid692 -1.833e+00 5.278e-02 -34.729 < 2e-16 ***
desti_grid693 -2.462e+00 5.694e-02 -43.243 < 2e-16 ***
desti_grid715 -1.288e+00 5.559e-02 -23.160 < 2e-16 ***
desti_grid716 -1.718e+00 5.362e-02 -32.045 < 2e-16 ***
desti_grid717 -2.179e+00 5.221e-02 -41.728 < 2e-16 ***
desti_grid718 -6.736e-01 5.134e-02 -13.119 < 2e-16 ***
desti_grid719 -2.169e+00 5.461e-02 -39.714 < 2e-16 ***
desti_grid720 -4.146e+00 7.285e-02 -56.908 < 2e-16 ***
desti_grid743 1.734e-01 5.188e-02 3.342 0.000832 ***
desti_grid744 -1.315e+00 5.187e-02 -25.345 < 2e-16 ***
desti_grid745 -1.971e+00 5.174e-02 -38.092 < 2e-16 ***
desti_grid746 -1.964e+00 5.185e-02 -37.882 < 2e-16 ***
desti_grid747 -4.796e-01 5.164e-02 -9.288 < 2e-16 ***
desti_grid748 -2.230e+00 5.475e-02 -40.721 < 2e-16 ***
desti_grid769 -9.290e-01 5.366e-02 -17.312 < 2e-16 ***
desti_grid770 4.532e-01 5.155e-02 8.791 < 2e-16 ***
desti_grid771 -1.367e+00 5.159e-02 -26.497 < 2e-16 ***
desti_grid772 -7.109e-02 5.121e-02 -1.388 0.165106
desti_grid773 -2.633e+00 5.291e-02 -49.773 < 2e-16 ***
desti_grid774 -1.456e+00 5.253e-02 -27.716 < 2e-16 ***
desti_grid775 -1.891e+00 5.341e-02 -35.397 < 2e-16 ***
desti_grid776 -4.562e+00 1.791e-01 -25.478 < 2e-16 ***
desti_grid777 -2.976e+00 6.671e-02 -44.608 < 2e-16 ***
desti_grid797 -1.302e+00 5.393e-02 -24.133 < 2e-16 ***
desti_grid798 -3.277e+00 6.909e-02 -47.434 < 2e-16 ***
desti_grid799 -4.944e-01 5.127e-02 -9.643 < 2e-16 ***
desti_grid800 -1.305e+00 5.142e-02 -25.381 < 2e-16 ***
desti_grid802 -5.172e+00 8.925e-02 -57.951 < 2e-16 ***
desti_grid803 -2.879e+00 6.084e-02 -47.324 < 2e-16 ***
desti_grid805 -3.135e+00 7.366e-02 -42.557 < 2e-16 ***
desti_grid806 -5.292e-01 5.364e-02 -9.866 < 2e-16 ***
desti_grid823 -6.918e-01 5.416e-02 -12.774 < 2e-16 ***
desti_grid824 -2.950e-01 5.237e-02 -5.634 1.76e-08 ***
desti_grid825 -1.301e+00 5.225e-02 -24.902 < 2e-16 ***
desti_grid826 7.940e-01 5.116e-02 15.518 < 2e-16 ***
desti_grid827 -8.544e-01 5.135e-02 -16.639 < 2e-16 ***
desti_grid832 -4.861e+00 2.065e-01 -23.539 < 2e-16 ***
desti_grid833 -2.658e+00 7.177e-02 -37.038 < 2e-16 ***
desti_grid851 -1.278e+00 5.514e-02 -23.179 < 2e-16 ***
desti_grid852 -1.648e-01 5.197e-02 -3.171 0.001520 **
desti_grid853 -1.860e+00 5.161e-02 -36.041 < 2e-16 ***
desti_grid854 -1.556e+00 5.146e-02 -30.226 < 2e-16 ***
desti_grid856 -7.066e+00 2.027e-01 -34.860 < 2e-16 ***
desti_grid861 -2.913e+00 7.311e-02 -39.845 < 2e-16 ***
desti_grid862 -1.509e+00 6.259e-02 -24.106 < 2e-16 ***
desti_grid878 -5.063e-01 5.262e-02 -9.623 < 2e-16 ***
desti_grid879 -6.950e-01 5.161e-02 -13.465 < 2e-16 ***
desti_grid880 -1.985e+00 5.163e-02 -38.450 < 2e-16 ***
desti_grid881 -1.664e+00 5.168e-02 -32.207 < 2e-16 ***
desti_grid888 -2.935e+00 1.454e-01 -20.184 < 2e-16 ***
desti_grid889 -1.638e+00 7.004e-02 -23.384 < 2e-16 ***
desti_grid905 -1.775e+00 5.401e-02 -32.868 < 2e-16 ***
desti_grid906 -2.458e+00 5.439e-02 -45.183 < 2e-16 ***
desti_grid907 -7.821e-01 5.154e-02 -15.175 < 2e-16 ***
desti_grid908 -1.105e+00 5.137e-02 -21.512 < 2e-16 ***
desti_grid910 -1.645e+00 5.270e-02 -31.221 < 2e-16 ***
desti_grid932 -1.149e+00 5.191e-02 -22.145 < 2e-16 ***
desti_grid933 -1.886e+00 5.239e-02 -35.999 < 2e-16 ***
desti_grid934 -1.177e+00 5.144e-02 -22.879 < 2e-16 ***
desti_grid935 -1.078e+00 5.137e-02 -20.980 < 2e-16 ***
desti_grid937 -1.671e+00 5.214e-02 -32.047 < 2e-16 ***
desti_grid959 1.969e-02 5.145e-02 0.383 0.701871
desti_grid960 -9.877e-01 5.151e-02 -19.176 < 2e-16 ***
desti_grid961 -1.351e+00 5.154e-02 -26.223 < 2e-16 ***
desti_grid962 8.501e-01 5.120e-02 16.606 < 2e-16 ***
desti_grid986 -2.466e+00 5.438e-02 -45.353 < 2e-16 ***
desti_grid987 -6.160e-01 5.135e-02 -11.995 < 2e-16 ***
desti_grid988 -2.293e+00 5.236e-02 -43.788 < 2e-16 ***
desti_grid989 -9.732e-01 5.134e-02 -18.958 < 2e-16 ***
desti_grid991 -1.916e+00 5.224e-02 -36.667 < 2e-16 ***
desti_grid1013 -1.740e+00 5.483e-02 -31.732 < 2e-16 ***
desti_grid1014 -2.755e+00 5.328e-02 -51.714 < 2e-16 ***
desti_grid1015 -3.376e+00 5.534e-02 -61.006 < 2e-16 ***
desti_grid1016 -1.580e+00 5.146e-02 -30.696 < 2e-16 ***
desti_grid1042 -5.456e-01 5.141e-02 -10.613 < 2e-16 ***
desti_grid1043 -1.215e+00 5.141e-02 -23.636 < 2e-16 ***
desti_grid1045 -3.915e+00 5.737e-02 -68.239 < 2e-16 ***
desti_grid1067 -4.202e-02 5.150e-02 -0.816 0.414548
desti_grid1068 -3.009e+00 6.050e-02 -49.732 < 2e-16 ***
desti_grid1069 -3.344e+00 5.418e-02 -61.724 < 2e-16 ***
desti_grid1070 -8.756e-01 5.131e-02 -17.064 < 2e-16 ***
desti_grid1078 -2.816e+00 6.372e-02 -44.191 < 2e-16 ***
desti_grid1093 -7.132e-01 5.227e-02 -13.645 < 2e-16 ***
desti_grid1094 -2.069e+00 5.298e-02 -39.047 < 2e-16 ***
desti_grid1095 -3.668e+00 5.616e-02 -65.317 < 2e-16 ***
desti_grid1096 -1.368e+00 5.143e-02 -26.603 < 2e-16 ***
desti_grid1097 -1.361e+00 5.152e-02 -26.424 < 2e-16 ***
desti_grid1099 -1.516e+00 5.149e-02 -29.450 < 2e-16 ***
desti_grid1100 -4.113e+00 6.890e-02 -59.692 < 2e-16 ***
desti_grid1122 -1.289e+00 5.170e-02 -24.937 < 2e-16 ***
desti_grid1123 3.110e-01 5.121e-02 6.073 1.26e-09 ***
desti_grid1124 -9.605e-01 5.135e-02 -18.705 < 2e-16 ***
desti_grid1125 -1.684e+00 5.162e-02 -32.628 < 2e-16 ***
desti_grid1126 -5.566e+00 7.893e-02 -70.516 < 2e-16 ***
desti_grid1127 -1.915e+00 5.155e-02 -37.141 < 2e-16 ***
desti_grid1128 -1.587e+00 5.172e-02 -30.680 < 2e-16 ***
desti_grid1132 -1.764e+00 5.487e-02 -32.159 < 2e-16 ***
desti_grid1147 -3.121e+00 6.079e-02 -51.344 < 2e-16 ***
desti_grid1148 -1.240e+00 5.175e-02 -23.956 < 2e-16 ***
desti_grid1149 -1.852e+00 5.187e-02 -35.711 < 2e-16 ***
desti_grid1150 -9.839e-01 5.136e-02 -19.158 < 2e-16 ***
desti_grid1151 -1.461e+00 5.143e-02 -28.414 < 2e-16 ***
desti_grid1152 -1.882e+00 5.163e-02 -36.446 < 2e-16 ***
desti_grid1153 -1.822e+00 5.158e-02 -35.317 < 2e-16 ***
desti_grid1154 -4.073e-02 5.123e-02 -0.795 0.426644
desti_grid1155 -4.446e+00 6.252e-02 -71.109 < 2e-16 ***
desti_grid1158 -2.911e+00 5.917e-02 -49.198 < 2e-16 ***
desti_grid1174 -8.573e-01 5.240e-02 -16.360 < 2e-16 ***
desti_grid1175 2.599e-01 5.174e-02 5.022 5.10e-07 ***
desti_grid1176 -7.301e-01 5.138e-02 -14.209 < 2e-16 ***
desti_grid1177 -9.253e-01 5.139e-02 -18.005 < 2e-16 ***
desti_grid1178 -1.341e+00 5.144e-02 -26.077 < 2e-16 ***
desti_grid1179 -2.393e+00 5.191e-02 -46.103 < 2e-16 ***
desti_grid1180 -3.916e+00 5.415e-02 -72.306 < 2e-16 ***
desti_grid1181 -1.205e+00 5.134e-02 -23.476 < 2e-16 ***
desti_grid1182 -1.621e+00 5.162e-02 -31.411 < 2e-16 ***
desti_grid1183 -2.032e+00 5.211e-02 -38.994 < 2e-16 ***
desti_grid1185 -1.796e+00 5.349e-02 -33.581 < 2e-16 ***
desti_grid1201 -1.470e+00 5.294e-02 -27.774 < 2e-16 ***
desti_grid1202 -1.147e+00 5.170e-02 -22.183 < 2e-16 ***
desti_grid1203 -2.746e-01 5.135e-02 -5.348 8.89e-08 ***
desti_grid1205 1.007e-01 5.122e-02 1.965 0.049360 *
desti_grid1206 -1.177e+00 5.139e-02 -22.901 < 2e-16 ***
desti_grid1207 -1.469e+00 5.138e-02 -28.584 < 2e-16 ***
desti_grid1209 1.228e-01 5.129e-02 2.395 0.016621 *
desti_grid1210 -1.824e+00 5.314e-02 -34.327 < 2e-16 ***
desti_grid1211 -2.101e+00 5.385e-02 -39.013 < 2e-16 ***
desti_grid1212 -1.931e+00 5.394e-02 -35.801 < 2e-16 ***
desti_grid1228 -1.316e+00 5.292e-02 -24.861 < 2e-16 ***
desti_grid1229 -7.086e-01 5.157e-02 -13.740 < 2e-16 ***
desti_grid1230 -1.725e+00 5.202e-02 -33.158 < 2e-16 ***
desti_grid1231 3.015e-01 5.142e-02 5.864 4.52e-09 ***
desti_grid1232 -7.443e-01 5.133e-02 -14.500 < 2e-16 ***
desti_grid1233 1.527e-01 5.130e-02 2.977 0.002915 **
desti_grid1235 -8.344e-01 5.135e-02 -16.248 < 2e-16 ***
desti_grid1236 -3.111e+00 5.266e-02 -59.084 < 2e-16 ***
desti_grid1237 -7.744e-01 5.150e-02 -15.039 < 2e-16 ***
desti_grid1238 -3.495e+00 5.674e-02 -61.597 < 2e-16 ***
desti_grid1239 -1.890e+00 5.342e-02 -35.384 < 2e-16 ***
desti_grid1240 -3.119e+00 8.117e-02 -38.431 < 2e-16 ***
desti_grid1255 -4.122e-01 5.211e-02 -7.910 2.58e-15 ***
desti_grid1256 -1.628e+00 5.204e-02 -31.285 < 2e-16 ***
desti_grid1257 -1.467e+00 5.169e-02 -28.378 < 2e-16 ***
desti_grid1258 -1.645e-01 5.134e-02 -3.205 0.001351 **
desti_grid1259 -1.498e+00 5.157e-02 -29.042 < 2e-16 ***
desti_grid1261 -1.875e+00 5.148e-02 -36.427 < 2e-16 ***
desti_grid1262 -1.797e+00 5.152e-02 -34.885 < 2e-16 ***
desti_grid1263 -2.954e+00 5.398e-02 -54.734 < 2e-16 ***
desti_grid1264 -1.280e+00 5.173e-02 -24.739 < 2e-16 ***
desti_grid1265 -3.829e+00 5.727e-02 -66.854 < 2e-16 ***
desti_grid1266 -1.563e+00 5.285e-02 -29.569 < 2e-16 ***
desti_grid1282 -1.473e+00 5.265e-02 -27.975 < 2e-16 ***
desti_grid1283 -7.213e-01 5.146e-02 -14.018 < 2e-16 ***
desti_grid1284 -1.630e+00 5.183e-02 -31.448 < 2e-16 ***
desti_grid1285 -6.656e-01 5.147e-02 -12.930 < 2e-16 ***
desti_grid1286 -2.305e+00 5.212e-02 -44.222 < 2e-16 ***
desti_grid1287 -1.668e+00 5.187e-02 -32.166 < 2e-16 ***
desti_grid1288 -1.944e+00 5.180e-02 -37.534 < 2e-16 ***
desti_grid1289 -9.677e-01 5.129e-02 -18.865 < 2e-16 ***
desti_grid1293 -3.452e+00 5.566e-02 -62.015 < 2e-16 ***
desti_grid1308 -1.897e+00 5.320e-02 -35.653 < 2e-16 ***
desti_grid1309 1.204e-01 5.136e-02 2.344 0.019081 *
desti_grid1310 1.048e+00 5.120e-02 20.469 < 2e-16 ***
desti_grid1311 -5.379e-01 5.170e-02 -10.404 < 2e-16 ***
desti_grid1312 -2.958e+00 5.496e-02 -53.820 < 2e-16 ***
desti_grid1314 -7.101e-01 5.141e-02 -13.812 < 2e-16 ***
desti_grid1315 -6.537e-02 5.123e-02 -1.276 0.201945
desti_grid1316 -2.421e+00 5.223e-02 -46.345 < 2e-16 ***
desti_grid1318 -1.581e+00 5.458e-02 -28.964 < 2e-16 ***
desti_grid1319 6.336e-02 5.131e-02 1.235 0.216912
desti_grid1320 -3.291e+00 5.396e-02 -60.998 < 2e-16 ***
desti_grid1335 -3.273e+00 1.022e-01 -32.038 < 2e-16 ***
desti_grid1336 1.887e-02 5.140e-02 0.367 0.713572
desti_grid1337 -5.520e-01 5.137e-02 -10.745 < 2e-16 ***
desti_grid1338 -1.697e+00 5.236e-02 -32.418 < 2e-16 ***
desti_grid1339 -2.094e+00 5.392e-02 -38.834 < 2e-16 ***
desti_grid1340 -2.525e+00 5.265e-02 -47.964 < 2e-16 ***
desti_grid1341 -1.938e+00 5.187e-02 -37.363 < 2e-16 ***
desti_grid1342 -1.664e+00 5.168e-02 -32.198 < 2e-16 ***
desti_grid1343 -2.121e+00 5.175e-02 -40.992 < 2e-16 ***
desti_grid1347 -1.967e+00 5.254e-02 -37.449 < 2e-16 ***
desti_grid1348 -1.284e+00 5.147e-02 -24.954 < 2e-16 ***
desti_grid1350 -2.225e-01 5.146e-02 -4.324 1.53e-05 ***
desti_grid1362 -3.122e-01 5.150e-02 -6.062 1.35e-09 ***
desti_grid1363 -2.347e-01 5.141e-02 -4.565 5.01e-06 ***
desti_grid1364 -1.141e+00 5.166e-02 -22.085 < 2e-16 ***
desti_grid1366 -1.022e+00 5.150e-02 -19.840 < 2e-16 ***
desti_grid1367 -3.639e+00 5.574e-02 -65.287 < 2e-16 ***
desti_grid1368 -9.044e-01 5.158e-02 -17.534 < 2e-16 ***
desti_grid1369 -9.873e-01 5.141e-02 -19.203 < 2e-16 ***
desti_grid1370 -1.460e+00 5.161e-02 -28.296 < 2e-16 ***
desti_grid1372 -2.183e+00 5.927e-02 -36.833 < 2e-16 ***
desti_grid1374 -1.639e+00 5.156e-02 -31.792 < 2e-16 ***
desti_grid1375 7.914e-02 5.131e-02 1.542 0.122969
desti_grid1389 -1.378e-01 5.155e-02 -2.674 0.007494 **
desti_grid1390 -2.464e-03 5.170e-02 -0.048 0.961993
desti_grid1391 -6.361e-01 5.157e-02 -12.336 < 2e-16 ***
desti_grid1392 -2.018e+00 5.255e-02 -38.406 < 2e-16 ***
desti_grid1394 -2.007e+00 5.229e-02 -38.377 < 2e-16 ***
desti_grid1396 -2.709e+00 5.323e-02 -50.891 < 2e-16 ***
desti_grid1397 -1.858e+00 5.184e-02 -35.846 < 2e-16 ***
desti_grid1401 -2.764e-01 5.130e-02 -5.389 7.10e-08 ***
desti_grid1402 -1.407e+00 5.148e-02 -27.334 < 2e-16 ***
desti_grid1416 -7.988e-01 5.722e-02 -13.959 < 2e-16 ***
desti_grid1417 -1.199e+00 5.247e-02 -22.856 < 2e-16 ***
desti_grid1418 -1.272e+00 5.416e-02 -23.480 < 2e-16 ***
desti_grid1419 7.636e-01 5.126e-02 14.898 < 2e-16 ***
desti_grid1420 3.330e-01 5.126e-02 6.496 8.23e-11 ***
desti_grid1422 -2.425e+00 5.339e-02 -45.423 < 2e-16 ***
desti_grid1423 -1.828e+00 5.175e-02 -35.319 < 2e-16 ***
desti_grid1426 -1.001e+00 5.201e-02 -19.249 < 2e-16 ***
desti_grid1428 -1.840e+00 5.161e-02 -35.656 < 2e-16 ***
desti_grid1429 -1.362e+00 5.159e-02 -26.404 < 2e-16 ***
desti_grid1443 5.351e-01 5.137e-02 10.417 < 2e-16 ***
desti_grid1444 3.350e-02 5.152e-02 0.650 0.515525
desti_grid1445 1.576e-01 5.138e-02 3.068 0.002155 **
desti_grid1446 -2.225e+00 5.351e-02 -41.590 < 2e-16 ***
desti_grid1447 -6.253e-01 5.144e-02 -12.156 < 2e-16 ***
desti_grid1455 -1.772e+00 5.191e-02 -34.138 < 2e-16 ***
desti_grid1456 -1.595e+00 5.161e-02 -30.912 < 2e-16 ***
desti_grid1457 -5.423e+00 8.444e-02 -64.228 < 2e-16 ***
desti_grid1469 4.574e-01 5.141e-02 8.896 < 2e-16 ***
desti_grid1470 6.453e-01 5.134e-02 12.570 < 2e-16 ***
desti_grid1471 1.354e-02 5.140e-02 0.263 0.792195
desti_grid1472 -1.086e+00 5.196e-02 -20.905 < 2e-16 ***
desti_grid1480 -3.833e+00 6.669e-02 -57.483 < 2e-16 ***
desti_grid1482 -5.060e-01 5.135e-02 -9.853 < 2e-16 ***
desti_grid1483 -9.008e-01 5.160e-02 -17.459 < 2e-16 ***
desti_grid1496 -1.619e+00 5.365e-02 -30.181 < 2e-16 ***
desti_grid1497 9.916e-01 5.168e-02 19.188 < 2e-16 ***
desti_grid1498 -2.099e-01 5.153e-02 -4.074 4.62e-05 ***
desti_grid1499 -6.057e-01 5.167e-02 -11.722 < 2e-16 ***
desti_grid1500 -3.189e+00 5.950e-02 -53.596 < 2e-16 ***
desti_grid1501 -1.384e+00 5.192e-02 -26.650 < 2e-16 ***
desti_grid1507 4.322e-01 5.192e-02 8.325 < 2e-16 ***
desti_grid1509 -2.158e+00 5.223e-02 -41.316 < 2e-16 ***
desti_grid1510 8.342e-01 5.125e-02 16.278 < 2e-16 ***
desti_grid1511 -3.106e+00 5.523e-02 -56.237 < 2e-16 ***
desti_grid1523 -1.904e+00 6.208e-02 -30.670 < 2e-16 ***
desti_grid1524 7.186e-01 5.255e-02 13.677 < 2e-16 ***
desti_grid1525 4.052e-01 5.131e-02 7.897 2.85e-15 ***
desti_grid1526 -2.066e+00 5.338e-02 -38.697 < 2e-16 ***
desti_grid1527 -3.019e+00 6.650e-02 -45.398 < 2e-16 ***
desti_grid1534 -5.303e+00 1.054e-01 -50.329 < 2e-16 ***
desti_grid1536 -8.505e-01 5.139e-02 -16.548 < 2e-16 ***
desti_grid1537 -1.542e+00 5.180e-02 -29.760 < 2e-16 ***
desti_grid1550 5.379e-01 5.144e-02 10.457 < 2e-16 ***
desti_grid1551 -4.983e-01 5.186e-02 -9.607 < 2e-16 ***
desti_grid1552 -1.856e+00 5.524e-02 -33.601 < 2e-16 ***
desti_grid1553 -4.747e-01 5.151e-02 -9.216 < 2e-16 ***
desti_grid1554 -2.185e+00 5.436e-02 -40.200 < 2e-16 ***
desti_grid1555 -1.554e+00 5.222e-02 -29.752 < 2e-16 ***
desti_grid1562 -2.825e+00 6.227e-02 -45.368 < 2e-16 ***
desti_grid1563 -1.142e+00 5.156e-02 -22.148 < 2e-16 ***
desti_grid1564 -1.236e+00 5.146e-02 -24.020 < 2e-16 ***
desti_grid1565 -2.292e-01 5.145e-02 -4.454 8.43e-06 ***
desti_grid1576 1.562e-01 5.189e-02 3.011 0.002605 **
desti_grid1578 -1.827e+00 5.266e-02 -34.693 < 2e-16 ***
desti_grid1579 5.144e-01 5.131e-02 10.025 < 2e-16 ***
desti_grid1581 -1.117e+00 5.187e-02 -21.528 < 2e-16 ***
desti_grid1588 -3.015e+00 7.088e-02 -42.540 < 2e-16 ***
desti_grid1590 -1.437e+00 5.154e-02 -27.882 < 2e-16 ***
desti_grid1591 -1.077e+00 5.148e-02 -20.921 < 2e-16 ***
desti_grid1592 -1.285e+00 5.194e-02 -24.743 < 2e-16 ***
desti_grid1604 1.168e+00 5.127e-02 22.780 < 2e-16 ***
desti_grid1605 9.111e-02 5.139e-02 1.773 0.076274 .
desti_grid1606 -2.398e-01 5.144e-02 -4.661 3.14e-06 ***
desti_grid1607 -1.252e+00 5.195e-02 -24.091 < 2e-16 ***
desti_grid1616 -3.090e+00 6.059e-02 -50.997 < 2e-16 ***
desti_grid1617 -1.989e+00 5.253e-02 -37.870 < 2e-16 ***
desti_grid1618 5.058e-01 5.127e-02 9.866 < 2e-16 ***
desti_grid1619 -1.101e+00 5.157e-02 -21.340 < 2e-16 ***
desti_grid1620 -8.867e-01 5.180e-02 -17.117 < 2e-16 ***
desti_grid1630 -2.008e+00 5.396e-02 -37.218 < 2e-16 ***
desti_grid1631 -3.818e-01 5.156e-02 -7.404 1.32e-13 ***
desti_grid1632 -2.509e-01 5.156e-02 -4.866 1.14e-06 ***
desti_grid1633 -2.105e+00 5.347e-02 -39.363 < 2e-16 ***
desti_grid1634 -2.648e-01 5.156e-02 -5.136 2.80e-07 ***
desti_grid1635 4.860e-01 5.134e-02 9.465 < 2e-16 ***
desti_grid1642 -2.171e+00 6.483e-02 -33.483 < 2e-16 ***
desti_grid1644 -1.139e+00 5.155e-02 -22.096 < 2e-16 ***
desti_grid1645 -1.064e+00 5.147e-02 -20.667 < 2e-16 ***
desti_grid1646 -7.758e-01 5.154e-02 -15.051 < 2e-16 ***
desti_grid1647 -2.219e+00 5.845e-02 -37.954 < 2e-16 ***
desti_grid1658 -2.924e-01 5.192e-02 -5.632 1.78e-08 ***
desti_grid1659 5.133e-01 5.133e-02 9.999 < 2e-16 ***
desti_grid1660 -4.930e-01 5.238e-02 -9.414 < 2e-16 ***
desti_grid1661 -2.411e+00 5.473e-02 -44.049 < 2e-16 ***
desti_grid1662 -6.086e-01 5.168e-02 -11.777 < 2e-16 ***
desti_grid1669 -4.531e+00 1.309e-01 -34.615 < 2e-16 ***
desti_grid1670 -2.239e+00 5.604e-02 -39.942 < 2e-16 ***
desti_grid1672 -1.324e+00 5.206e-02 -25.421 < 2e-16 ***
desti_grid1673 -1.809e-01 5.149e-02 -3.513 0.000442 ***
desti_grid1674 -9.117e-01 5.166e-02 -17.648 < 2e-16 ***
desti_grid1684 6.447e-02 5.148e-02 1.252 0.210449
desti_grid1685 -9.525e-02 5.167e-02 -1.844 0.065247 .
desti_grid1686 -1.147e-01 5.147e-02 -2.228 0.025899 *
desti_grid1687 -9.457e-01 5.195e-02 -18.204 < 2e-16 ***
desti_grid1688 -1.109e+00 5.210e-02 -21.281 < 2e-16 ***
desti_grid1689 -2.157e+00 5.596e-02 -38.547 < 2e-16 ***
desti_grid1695 -3.618e+00 8.164e-02 -44.315 < 2e-16 ***
desti_grid1699 -1.133e+00 5.151e-02 -21.991 < 2e-16 ***
desti_grid1700 -2.183e+00 5.289e-02 -41.275 < 2e-16 ***
desti_grid1701 -1.832e-01 5.192e-02 -3.528 0.000419 ***
desti_grid1712 -1.297e+00 5.251e-02 -24.700 < 2e-16 ***
desti_grid1713 8.769e-01 5.128e-02 17.101 < 2e-16 ***
desti_grid1714 -8.046e-01 5.233e-02 -15.375 < 2e-16 ***
desti_grid1716 -2.636e-01 5.150e-02 -5.118 3.08e-07 ***
desti_grid1723 -3.610e+00 8.236e-02 -43.831 < 2e-16 ***
desti_grid1726 -2.260e+00 5.294e-02 -42.698 < 2e-16 ***
desti_grid1727 -1.135e+00 5.159e-02 -22.003 < 2e-16 ***
desti_grid1728 -6.159e-01 5.146e-02 -11.969 < 2e-16 ***
desti_grid1738 -1.329e-01 5.152e-02 -2.579 0.009909 **
desti_grid1739 1.175e+00 5.125e-02 22.927 < 2e-16 ***
desti_grid1740 -5.454e-01 5.175e-02 -10.540 < 2e-16 ***
desti_grid1741 -4.012e-01 5.165e-02 -7.768 7.98e-15 ***
desti_grid1743 -1.947e+00 5.751e-02 -33.848 < 2e-16 ***
desti_grid1744 -3.374e+00 1.007e-01 -33.499 < 2e-16 ***
desti_grid1748 -5.603e+00 1.142e-01 -49.067 < 2e-16 ***
desti_grid1749 -1.240e+00 5.183e-02 -23.936 < 2e-16 ***
desti_grid1753 1.255e-01 5.129e-02 2.447 0.014420 *
desti_grid1754 -1.660e+00 5.176e-02 -32.077 < 2e-16 ***
desti_grid1765 1.095e+00 5.131e-02 21.334 < 2e-16 ***
desti_grid1766 3.611e-01 5.142e-02 7.023 2.17e-12 ***
desti_grid1767 1.870e-01 5.139e-02 3.639 0.000274 ***
desti_grid1768 -2.110e+00 5.562e-02 -37.942 < 2e-16 ***
desti_grid1770 -1.491e+00 5.272e-02 -28.283 < 2e-16 ***
desti_grid1771 -3.157e+00 6.106e-02 -51.700 < 2e-16 ***
desti_grid1776 -5.861e+00 1.111e-01 -52.776 < 2e-16 ***
desti_grid1777 -1.181e+00 5.167e-02 -22.864 < 2e-16 ***
desti_grid1778 -3.016e+00 5.341e-02 -56.463 < 2e-16 ***
desti_grid1780 -1.938e+00 5.344e-02 -36.262 < 2e-16 ***
desti_grid1781 -8.121e-01 5.147e-02 -15.778 < 2e-16 ***
desti_grid1791 -4.568e-01 5.369e-02 -8.509 < 2e-16 ***
desti_grid1792 -5.533e-01 5.174e-02 -10.694 < 2e-16 ***
desti_grid1793 5.953e-01 5.132e-02 11.600 < 2e-16 ***
desti_grid1794 -1.376e-01 5.148e-02 -2.673 0.007509 **
desti_grid1795 -2.874e-01 5.156e-02 -5.575 2.48e-08 ***
desti_grid1796 1.338e-01 5.151e-02 2.598 0.009386 **
desti_grid1798 -5.450e+00 1.491e-01 -36.552 < 2e-16 ***
desti_grid1800 -1.181e+00 5.522e-02 -21.385 < 2e-16 ***
desti_grid1802 -3.075e+00 5.573e-02 -55.171 < 2e-16 ***
desti_grid1804 -4.709e+00 6.367e-02 -73.960 < 2e-16 ***
desti_grid1805 -2.818e+00 5.264e-02 -53.527 < 2e-16 ***
desti_grid1806 -1.969e+00 5.181e-02 -38.008 < 2e-16 ***
desti_grid1807 -2.416e+00 5.204e-02 -46.423 < 2e-16 ***
desti_grid1808 -2.156e+00 5.369e-02 -40.159 < 2e-16 ***
desti_grid1820 -1.390e-01 5.152e-02 -2.698 0.006966 **
desti_grid1821 9.565e-01 5.128e-02 18.652 < 2e-16 ***
desti_grid1822 -9.791e-01 5.205e-02 -18.810 < 2e-16 ***
desti_grid1823 -4.228e-01 5.188e-02 -8.149 3.67e-16 ***
desti_grid1824 1.770e-01 5.138e-02 3.445 0.000572 ***
desti_grid1827 -1.438e+00 5.214e-02 -27.576 < 2e-16 ***
desti_grid1828 -1.093e+00 5.196e-02 -21.029 < 2e-16 ***
desti_grid1829 -3.231e-01 5.148e-02 -6.276 3.47e-10 ***
desti_grid1831 -2.793e+00 5.427e-02 -51.466 < 2e-16 ***
desti_grid1833 -5.601e-01 5.133e-02 -10.913 < 2e-16 ***
desti_grid1834 -6.172e-01 5.136e-02 -12.015 < 2e-16 ***
desti_grid1835 -2.406e+00 5.241e-02 -45.914 < 2e-16 ***
desti_grid1846 -2.272e+00 5.770e-02 -39.374 < 2e-16 ***
desti_grid1847 -1.355e+00 5.423e-02 -24.986 < 2e-16 ***
desti_grid1848 -4.522e-01 5.156e-02 -8.769 < 2e-16 ***
desti_grid1849 1.242e+00 5.124e-02 24.229 < 2e-16 ***
desti_grid1850 -7.185e-02 5.185e-02 -1.386 0.165783
desti_grid1852 -3.378e+00 6.071e-02 -55.647 < 2e-16 ***
desti_grid1853 -3.139e-01 5.150e-02 -6.095 1.09e-09 ***
desti_grid1854 -9.191e-01 5.169e-02 -17.782 < 2e-16 ***
desti_grid1855 -2.606e+00 5.377e-02 -48.472 < 2e-16 ***
desti_grid1856 -5.110e+00 1.592e-01 -32.093 < 2e-16 ***
desti_grid1857 -3.966e+00 6.805e-02 -58.276 < 2e-16 ***
desti_grid1858 -2.664e+00 5.243e-02 -50.815 < 2e-16 ***
desti_grid1859 -1.793e+00 5.166e-02 -34.704 < 2e-16 ***
desti_grid1860 -1.456e+00 5.151e-02 -28.276 < 2e-16 ***
desti_grid1861 -2.058e+00 5.212e-02 -39.479 < 2e-16 ***
desti_grid1862 -2.628e+00 5.514e-02 -47.654 < 2e-16 ***
desti_grid1874 1.857e-01 5.142e-02 3.612 0.000304 ***
desti_grid1875 3.398e-01 5.137e-02 6.614 3.73e-11 ***
desti_grid1876 -8.442e-01 5.219e-02 -16.176 < 2e-16 ***
desti_grid1877 -3.915e-01 5.165e-02 -7.579 3.48e-14 ***
desti_grid1878 -4.827e-01 5.162e-02 -9.352 < 2e-16 ***
desti_grid1879 -1.557e+00 5.228e-02 -29.786 < 2e-16 ***
desti_grid1882 -2.643e-01 5.142e-02 -5.140 2.74e-07 ***
desti_grid1883 -1.457e+00 5.185e-02 -28.103 < 2e-16 ***
desti_grid1884 -2.396e+00 5.452e-02 -43.950 < 2e-16 ***
desti_grid1886 5.684e-01 5.125e-02 11.090 < 2e-16 ***
desti_grid1887 6.377e-01 5.125e-02 12.442 < 2e-16 ***
desti_grid1888 -2.116e+00 5.187e-02 -40.794 < 2e-16 ***
desti_grid1889 -5.209e+00 1.022e-01 -50.955 < 2e-16 ***
desti_grid1890 -2.882e+00 6.284e-02 -45.854 < 2e-16 ***
desti_grid1900 -5.125e-01 5.209e-02 -9.840 < 2e-16 ***
desti_grid1901 5.156e-01 5.134e-02 10.043 < 2e-16 ***
desti_grid1902 -3.536e-01 5.168e-02 -6.842 7.79e-12 ***
desti_grid1903 -6.441e-02 5.170e-02 -1.246 0.212850
desti_grid1904 1.249e-01 5.159e-02 2.422 0.015438 *
desti_grid1905 -8.528e-01 5.164e-02 -16.513 < 2e-16 ***
desti_grid1906 -7.122e-01 5.153e-02 -13.822 < 2e-16 ***
desti_grid1907 -4.949e-01 5.148e-02 -9.614 < 2e-16 ***
desti_grid1908 -9.213e-01 5.178e-02 -17.794 < 2e-16 ***
desti_grid1909 -7.342e-01 5.151e-02 -14.254 < 2e-16 ***
desti_grid1910 -1.868e+00 5.236e-02 -35.683 < 2e-16 ***
desti_grid1912 -4.596e+00 6.223e-02 -73.856 < 2e-16 ***
desti_grid1913 -1.265e+00 5.142e-02 -24.611 < 2e-16 ***
desti_grid1914 -1.132e+00 5.140e-02 -22.016 < 2e-16 ***
desti_grid1916 -2.783e+00 5.833e-02 -47.715 < 2e-16 ***
desti_grid1928 1.611e-01 5.150e-02 3.129 0.001756 **
desti_grid1929 4.765e-02 5.147e-02 0.926 0.354537
desti_grid1930 8.901e-02 5.139e-02 1.732 0.083258 .
desti_grid1931 -6.928e-01 5.172e-02 -13.394 < 2e-16 ***
desti_grid1932 -4.594e-03 5.140e-02 -0.089 0.928781
desti_grid1933 3.654e-01 5.149e-02 7.097 1.27e-12 ***
desti_grid1934 -1.321e+00 5.179e-02 -25.512 < 2e-16 ***
desti_grid1935 -7.739e-01 5.154e-02 -15.017 < 2e-16 ***
desti_grid1936 -6.272e-01 5.153e-02 -12.172 < 2e-16 ***
desti_grid1937 -3.666e-01 5.140e-02 -7.132 9.86e-13 ***
desti_grid1938 -3.119e+00 6.866e-02 -45.426 < 2e-16 ***
desti_grid1940 -1.712e+00 5.159e-02 -33.175 < 2e-16 ***
desti_grid1941 -2.406e+00 5.198e-02 -46.278 < 2e-16 ***
desti_grid1942 -1.476e+00 5.185e-02 -28.463 < 2e-16 ***
desti_grid1954 -4.743e-01 5.266e-02 -9.006 < 2e-16 ***
desti_grid1955 7.915e-01 5.132e-02 15.423 < 2e-16 ***
desti_grid1956 -2.619e-01 5.157e-02 -5.078 3.81e-07 ***
desti_grid1958 2.225e-01 5.137e-02 4.332 1.48e-05 ***
desti_grid1959 1.899e-01 5.132e-02 3.700 0.000216 ***
desti_grid1960 5.703e-01 5.139e-02 11.098 < 2e-16 ***
desti_grid1961 8.250e-01 5.126e-02 16.096 < 2e-16 ***
desti_grid1962 -7.878e-01 5.147e-02 -15.307 < 2e-16 ***
desti_grid1963 -1.088e+00 5.149e-02 -21.128 < 2e-16 ***
desti_grid1964 -3.467e-01 5.139e-02 -6.746 1.52e-11 ***
desti_grid1967 -1.254e+00 5.147e-02 -24.372 < 2e-16 ***
desti_grid1968 -1.587e+00 5.161e-02 -30.754 < 2e-16 ***
desti_grid1982 1.423e+00 5.127e-02 27.750 < 2e-16 ***
desti_grid1983 6.260e-01 5.132e-02 12.196 < 2e-16 ***
desti_grid1984 7.834e-01 5.128e-02 15.276 < 2e-16 ***
desti_grid1985 9.542e-02 5.142e-02 1.856 0.063479 .
desti_grid1986 -6.422e-01 5.173e-02 -12.414 < 2e-16 ***
desti_grid1987 1.085e+00 5.123e-02 21.187 < 2e-16 ***
desti_grid1988 -8.474e-01 5.147e-02 -16.465 < 2e-16 ***
desti_grid1989 -1.088e+00 5.153e-02 -21.105 < 2e-16 ***
desti_grid1990 1.024e+00 5.123e-02 19.989 < 2e-16 ***
desti_grid1991 -2.976e-01 5.135e-02 -5.796 6.79e-09 ***
desti_grid1992 -2.579e-02 5.141e-02 -0.502 0.615937
desti_grid1994 -3.667e+00 5.470e-02 -67.048 < 2e-16 ***
desti_grid1995 -1.897e+00 5.175e-02 -36.653 < 2e-16 ***
desti_grid2009 1.433e+00 5.126e-02 27.958 < 2e-16 ***
desti_grid2010 6.613e-01 5.130e-02 12.892 < 2e-16 ***
desti_grid2011 4.364e-01 5.132e-02 8.503 < 2e-16 ***
desti_grid2012 -3.703e-01 5.159e-02 -7.178 7.08e-13 ***
desti_grid2013 -4.187e-01 5.140e-02 -8.146 3.75e-16 ***
desti_grid2014 -3.300e-01 5.136e-02 -6.426 1.31e-10 ***
desti_grid2015 -2.569e-01 5.138e-02 -5.000 5.74e-07 ***
desti_grid2016 -8.234e-01 5.148e-02 -15.995 < 2e-16 ***
desti_grid2017 -5.542e-01 5.141e-02 -10.780 < 2e-16 ***
desti_grid2021 -2.931e+00 5.263e-02 -55.692 < 2e-16 ***
desti_grid2036 -1.813e+00 5.878e-02 -30.853 < 2e-16 ***
desti_grid2037 -7.947e-01 5.203e-02 -15.274 < 2e-16 ***
desti_grid2038 9.651e-01 5.127e-02 18.825 < 2e-16 ***
desti_grid2039 -5.233e-01 5.160e-02 -10.142 < 2e-16 ***
desti_grid2040 -3.573e-01 5.148e-02 -6.941 3.88e-12 ***
desti_grid2041 4.118e-02 5.149e-02 0.800 0.423773
desti_grid2042 -6.132e-01 5.164e-02 -11.874 < 2e-16 ***
desti_grid2043 -6.580e-01 5.142e-02 -12.797 < 2e-16 ***
desti_grid2044 -7.206e-01 5.143e-02 -14.013 < 2e-16 ***
desti_grid2046 -1.848e+00 5.235e-02 -35.295 < 2e-16 ***
desti_grid2049 -4.121e+00 5.634e-02 -73.153 < 2e-16 ***
desti_grid2063 6.665e-02 5.202e-02 1.281 0.200117
desti_grid2064 4.848e-01 5.136e-02 9.439 < 2e-16 ***
desti_grid2065 -2.829e-01 5.145e-02 -5.499 3.82e-08 ***
desti_grid2066 -4.720e-01 5.146e-02 -9.174 < 2e-16 ***
desti_grid2067 -6.994e-01 5.145e-02 -13.594 < 2e-16 ***
desti_grid2068 -4.920e-01 5.141e-02 -9.570 < 2e-16 ***
desti_grid2069 -2.556e+00 5.298e-02 -48.256 < 2e-16 ***
desti_grid2070 -4.376e-01 5.146e-02 -8.503 < 2e-16 ***
desti_grid2071 3.881e-01 5.129e-02 7.568 3.80e-14 ***
desti_grid2072 -3.815e+00 6.468e-02 -58.993 < 2e-16 ***
desti_grid2074 -3.939e+00 5.922e-02 -66.510 < 2e-16 ***
desti_grid2089 -5.440e-01 7.772e-02 -6.999 2.57e-12 ***
desti_grid2090 -1.874e+00 1.122e-01 -16.706 < 2e-16 ***
desti_grid2091 -1.493e+00 5.442e-02 -27.429 < 2e-16 ***
desti_grid2092 -8.694e-02 5.149e-02 -1.689 0.091303 .
desti_grid2093 4.064e-01 5.131e-02 7.920 2.37e-15 ***
desti_grid2094 -5.011e-02 5.141e-02 -0.975 0.329756
desti_grid2095 8.996e-02 5.158e-02 1.744 0.081138 .
desti_grid2096 -1.642e+00 5.196e-02 -31.597 < 2e-16 ***
desti_grid2097 -1.258e+00 5.555e-02 -22.649 < 2e-16 ***
desti_grid2098 -1.032e+00 5.160e-02 -20.010 < 2e-16 ***
desti_grid2100 -3.511e+00 6.611e-02 -53.099 < 2e-16 ***
desti_grid2101 -2.570e+00 5.382e-02 -47.741 < 2e-16 ***
desti_grid2102 -1.753e+00 5.206e-02 -33.667 < 2e-16 ***
desti_grid2116 -1.766e+00 1.095e-01 -16.124 < 2e-16 ***
desti_grid2117 -1.879e+00 1.213e-01 -15.496 < 2e-16 ***
desti_grid2119 -9.809e-02 5.142e-02 -1.908 0.056452 .
desti_grid2120 4.709e-01 5.130e-02 9.180 < 2e-16 ***
desti_grid2121 -3.725e-01 5.147e-02 -7.237 4.58e-13 ***
desti_grid2122 -3.851e+00 7.073e-02 -54.442 < 2e-16 ***
desti_grid2123 -1.529e+00 5.175e-02 -29.542 < 2e-16 ***
desti_grid2124 -1.164e+00 5.179e-02 -22.479 < 2e-16 ***
desti_grid2125 -2.493e-01 5.136e-02 -4.855 1.21e-06 ***
desti_grid2126 -2.455e+00 5.295e-02 -46.367 < 2e-16 ***
desti_grid2129 -3.240e+00 5.565e-02 -58.234 < 2e-16 ***
desti_grid2146 -1.513e+00 5.460e-02 -27.708 < 2e-16 ***
desti_grid2147 -1.722e-01 5.137e-02 -3.352 0.000802 ***
desti_grid2148 1.724e-01 5.132e-02 3.360 0.000781 ***
desti_grid2149 -4.443e-01 5.147e-02 -8.632 < 2e-16 ***
desti_grid2150 -2.112e+00 5.260e-02 -40.145 < 2e-16 ***
desti_grid2151 -2.329e+00 5.263e-02 -44.244 < 2e-16 ***
desti_grid2152 1.377e-01 5.132e-02 2.683 0.007304 **
desti_grid2153 -1.117e+00 5.266e-02 -21.210 < 2e-16 ***
desti_grid2154 -2.038e+00 5.218e-02 -39.051 < 2e-16 ***
desti_grid2155 -2.008e+00 5.225e-02 -38.425 < 2e-16 ***
desti_grid2171 -2.430e+00 1.791e-01 -13.571 < 2e-16 ***
desti_grid2172 -1.550e+00 5.501e-02 -28.181 < 2e-16 ***
desti_grid2174 -1.643e+00 5.285e-02 -31.088 < 2e-16 ***
desti_grid2175 5.389e-01 5.128e-02 10.509 < 2e-16 ***
desti_grid2176 -4.779e-01 5.144e-02 -9.290 < 2e-16 ***
desti_grid2177 9.924e-01 5.123e-02 19.370 < 2e-16 ***
desti_grid2178 -2.261e+00 5.210e-02 -43.402 < 2e-16 ***
desti_grid2179 -5.653e-01 5.138e-02 -11.003 < 2e-16 ***
desti_grid2180 -1.492e+00 5.168e-02 -28.865 < 2e-16 ***
desti_grid2181 -5.953e-01 5.140e-02 -11.582 < 2e-16 ***
desti_grid2182 -1.982e+00 5.408e-02 -36.645 < 2e-16 ***
desti_grid2200 -2.635e-01 5.218e-02 -5.049 4.43e-07 ***
desti_grid2201 -2.751e-01 5.139e-02 -5.353 8.63e-08 ***
desti_grid2202 5.150e-01 5.146e-02 10.007 < 2e-16 ***
desti_grid2203 -2.898e-01 5.158e-02 -5.620 1.91e-08 ***
desti_grid2204 -1.019e-01 5.135e-02 -1.984 0.047299 *
desti_grid2205 -1.286e+00 5.158e-02 -24.926 < 2e-16 ***
desti_grid2206 -3.650e-01 5.133e-02 -7.111 1.15e-12 ***
desti_grid2207 -1.604e+00 5.164e-02 -31.069 < 2e-16 ***
desti_grid2208 -1.262e+00 5.156e-02 -24.481 < 2e-16 ***
desti_grid2209 -3.415e+00 5.699e-02 -59.922 < 2e-16 ***
desti_grid2227 -9.807e-01 5.184e-02 -18.918 < 2e-16 ***
desti_grid2228 -4.577e-01 5.146e-02 -8.894 < 2e-16 ***
desti_grid2229 2.407e-02 5.134e-02 0.469 0.639132
desti_grid2230 -4.340e-01 5.169e-02 -8.397 < 2e-16 ***
desti_grid2231 -1.068e+00 5.149e-02 -20.743 < 2e-16 ***
desti_grid2233 -4.404e-01 5.133e-02 -8.578 < 2e-16 ***
desti_grid2234 -5.713e+00 9.733e-02 -58.698 < 2e-16 ***
desti_grid2235 -3.934e+00 7.346e-02 -53.547 < 2e-16 ***
desti_grid2254 -3.031e-01 5.217e-02 -5.810 6.23e-09 ***
desti_grid2255 -7.179e-01 5.162e-02 -13.906 < 2e-16 ***
desti_grid2256 -6.798e-01 5.152e-02 -13.197 < 2e-16 ***
desti_grid2257 -9.457e-01 5.195e-02 -18.204 < 2e-16 ***
desti_grid2258 -1.692e+00 5.195e-02 -32.571 < 2e-16 ***
desti_grid2259 -1.884e+00 5.210e-02 -36.162 < 2e-16 ***
desti_grid2260 -9.628e-01 5.154e-02 -18.680 < 2e-16 ***
desti_grid2261 -9.154e-01 5.149e-02 -17.779 < 2e-16 ***
desti_grid2262 -2.150e+00 5.218e-02 -41.202 < 2e-16 ***
desti_grid2281 -6.127e-01 5.164e-02 -11.866 < 2e-16 ***
desti_grid2282 2.871e-01 5.132e-02 5.595 2.21e-08 ***
desti_grid2283 -6.320e-01 5.151e-02 -12.268 < 2e-16 ***
desti_grid2284 -7.098e-01 5.147e-02 -13.790 < 2e-16 ***
desti_grid2285 -5.391e-01 5.151e-02 -10.465 < 2e-16 ***
desti_grid2286 -1.387e+00 5.163e-02 -26.860 < 2e-16 ***
desti_grid2287 -2.159e-01 5.132e-02 -4.207 2.58e-05 ***
desti_grid2288 -2.653e+00 5.316e-02 -49.899 < 2e-16 ***
desti_grid2308 -8.440e-01 5.197e-02 -16.242 < 2e-16 ***
desti_grid2309 -8.814e-02 5.141e-02 -1.714 0.086449 .
desti_grid2310 -5.315e-01 5.143e-02 -10.334 < 2e-16 ***
desti_grid2311 2.173e-01 5.130e-02 4.235 2.28e-05 ***
desti_grid2312 -1.608e+00 5.205e-02 -30.903 < 2e-16 ***
desti_grid2313 3.535e-01 5.130e-02 6.892 5.49e-12 ***
desti_grid2314 3.735e-01 5.125e-02 7.288 3.15e-13 ***
desti_grid2315 -1.271e+00 5.162e-02 -24.614 < 2e-16 ***
desti_grid2316 -1.008e+00 5.148e-02 -19.587 < 2e-16 ***
desti_grid2317 -2.833e+00 5.724e-02 -49.504 < 2e-16 ***
desti_grid2335 -1.759e+00 5.354e-02 -32.854 < 2e-16 ***
desti_grid2336 5.292e-01 5.128e-02 10.322 < 2e-16 ***
desti_grid2337 -3.770e-02 5.134e-02 -0.734 0.462778
desti_grid2338 -9.642e-01 5.168e-02 -18.657 < 2e-16 ***
desti_grid2339 -2.895e-01 5.137e-02 -5.635 1.75e-08 ***
desti_grid2340 -7.394e-01 5.138e-02 -14.392 < 2e-16 ***
desti_grid2341 -2.356e-01 5.131e-02 -4.591 4.41e-06 ***
desti_grid2342 -1.614e+00 5.158e-02 -31.295 < 2e-16 ***
desti_grid2343 -1.848e+00 5.187e-02 -35.628 < 2e-16 ***
desti_grid2362 -9.815e-01 5.249e-02 -18.699 < 2e-16 ***
desti_grid2363 -5.125e-01 5.155e-02 -9.941 < 2e-16 ***
desti_grid2364 -9.249e-01 5.203e-02 -17.777 < 2e-16 ***
desti_grid2365 2.170e-01 5.133e-02 4.228 2.36e-05 ***
desti_grid2366 -2.810e-01 5.254e-02 -5.348 8.90e-08 ***
desti_grid2367 -6.965e-01 5.151e-02 -13.521 < 2e-16 ***
desti_grid2368 -8.720e-01 5.140e-02 -16.964 < 2e-16 ***
desti_grid2369 -4.504e-03 5.128e-02 -0.088 0.930008
desti_grid2370 5.438e-01 5.125e-02 10.611 < 2e-16 ***
desti_grid2371 -1.548e+00 5.162e-02 -29.989 < 2e-16 ***
desti_grid2389 -5.485e-01 5.161e-02 -10.628 < 2e-16 ***
desti_grid2390 3.733e-01 5.130e-02 7.277 3.41e-13 ***
desti_grid2391 1.788e-01 5.138e-02 3.480 0.000501 ***
desti_grid2392 2.592e-01 5.186e-02 4.998 5.80e-07 ***
desti_grid2393 9.519e-01 5.172e-02 18.405 < 2e-16 ***
desti_grid2394 -2.443e+00 5.294e-02 -46.139 < 2e-16 ***
desti_grid2395 -1.042e+00 5.143e-02 -20.264 < 2e-16 ***
desti_grid2396 -9.852e-01 5.139e-02 -19.169 < 2e-16 ***
desti_grid2397 -2.360e+00 5.209e-02 -45.301 < 2e-16 ***
desti_grid2398 -1.585e+00 5.237e-02 -30.265 < 2e-16 ***
desti_grid2416 -8.426e-01 5.193e-02 -16.225 < 2e-16 ***
desti_grid2417 -8.152e-01 5.206e-02 -15.658 < 2e-16 ***
desti_grid2418 -5.422e-01 5.148e-02 -10.533 < 2e-16 ***
desti_grid2419 1.763e-01 5.133e-02 3.434 0.000594 ***
desti_grid2420 -2.492e+00 6.245e-02 -39.904 < 2e-16 ***
desti_grid2422 -2.392e+00 5.538e-02 -43.204 < 2e-16 ***
desti_grid2423 -2.029e+00 5.184e-02 -39.148 < 2e-16 ***
desti_grid2424 -2.721e-01 5.130e-02 -5.305 1.13e-07 ***
desti_grid2425 4.233e-01 5.126e-02 8.258 < 2e-16 ***
desti_grid2426 -1.486e+00 5.345e-02 -27.797 < 2e-16 ***
desti_grid2443 6.946e-01 5.130e-02 13.541 < 2e-16 ***
desti_grid2444 9.282e-02 5.132e-02 1.809 0.070524 .
desti_grid2445 7.473e-02 5.133e-02 1.456 0.145425
desti_grid2448 -1.149e+00 5.232e-02 -21.956 < 2e-16 ***
desti_grid2449 -2.290e+00 5.246e-02 -43.649 < 2e-16 ***
desti_grid2450 -1.760e+00 5.170e-02 -34.043 < 2e-16 ***
desti_grid2451 -1.565e-01 5.129e-02 -3.052 0.002275 **
desti_grid2452 -2.981e+00 5.630e-02 -52.951 < 2e-16 ***
desti_grid2471 -9.002e-01 5.163e-02 -17.436 < 2e-16 ***
desti_grid2472 -2.563e+00 5.468e-02 -46.882 < 2e-16 ***
desti_grid2473 1.998e-01 5.135e-02 3.891 9.99e-05 ***
desti_grid2476 -7.518e-02 5.176e-02 -1.452 0.146385
desti_grid2478 -1.550e+00 5.164e-02 -30.013 < 2e-16 ***
desti_grid2479 -2.896e+00 5.343e-02 -54.202 < 2e-16 ***
desti_grid2480 -2.082e+00 5.581e-02 -37.311 < 2e-16 ***
desti_grid2497 -1.233e-01 5.143e-02 -2.398 0.016480 *
desti_grid2498 -2.095e+00 5.313e-02 -39.438 < 2e-16 ***
desti_grid2499 -1.087e+00 5.180e-02 -20.983 < 2e-16 ***
desti_grid2500 -1.555e+00 5.337e-02 -29.142 < 2e-16 ***
desti_grid2503 -3.501e+00 7.740e-02 -45.235 < 2e-16 ***
desti_grid2504 -3.362e+00 5.993e-02 -56.096 < 2e-16 ***
desti_grid2505 -1.547e+00 5.168e-02 -29.923 < 2e-16 ***
desti_grid2525 -1.256e+00 5.200e-02 -24.152 < 2e-16 ***
desti_grid2526 -2.881e-02 5.137e-02 -0.561 0.574915
desti_grid2527 3.317e-01 5.132e-02 6.464 1.02e-10 ***
desti_grid2531 -4.730e+00 1.308e-01 -36.152 < 2e-16 ***
desti_grid2532 -2.094e+00 5.210e-02 -40.186 < 2e-16 ***
desti_grid2533 -2.185e+00 5.323e-02 -41.044 < 2e-16 ***
desti_grid2551 -9.087e-02 5.149e-02 -1.765 0.077603 .
desti_grid2552 -1.303e+00 5.251e-02 -24.810 < 2e-16 ***
desti_grid2553 -6.886e-01 5.189e-02 -13.271 < 2e-16 ***
desti_grid2554 -2.082e+00 5.297e-02 -39.299 < 2e-16 ***
desti_grid2557 -2.541e-01 5.204e-02 -4.883 1.04e-06 ***
desti_grid2559 -2.547e+00 5.332e-02 -47.771 < 2e-16 ***
desti_grid2579 -8.508e-01 5.165e-02 -16.473 < 2e-16 ***
desti_grid2580 1.908e-01 5.134e-02 3.716 0.000202 ***
desti_grid2581 -1.021e+00 5.179e-02 -19.710 < 2e-16 ***
desti_grid2584 -2.130e+00 5.623e-02 -37.882 < 2e-16 ***
desti_grid2605 -1.757e+00 5.383e-02 -32.645 < 2e-16 ***
desti_grid2606 -1.528e+00 5.447e-02 -28.044 < 2e-16 ***
desti_grid2607 -8.226e-01 5.157e-02 -15.950 < 2e-16 ***
desti_grid2608 -1.378e+00 5.216e-02 -26.422 < 2e-16 ***
desti_grid2609 -2.889e+00 5.941e-02 -48.627 < 2e-16 ***
desti_grid2610 -2.313e+00 5.762e-02 -40.142 < 2e-16 ***
desti_grid2611 3.136e-01 5.236e-02 5.990 2.10e-09 ***
desti_grid2633 -6.437e-01 5.163e-02 -12.466 < 2e-16 ***
desti_grid2634 1.343e+00 5.124e-02 26.211 < 2e-16 ***
desti_grid2635 -1.419e+00 5.209e-02 -27.234 < 2e-16 ***
desti_grid2636 -2.143e-01 5.143e-02 -4.167 3.08e-05 ***
desti_grid2637 -1.350e+00 5.212e-02 -25.894 < 2e-16 ***
desti_grid2638 -1.129e+00 5.174e-02 -21.815 < 2e-16 ***
desti_grid2660 -5.048e-01 5.150e-02 -9.803 < 2e-16 ***
desti_grid2661 -5.442e-01 5.143e-02 -10.582 < 2e-16 ***
desti_grid2662 -1.451e+00 5.181e-02 -28.010 < 2e-16 ***
desti_grid2663 9.603e-02 5.138e-02 1.869 0.061641 .
desti_grid2664 -1.024e+00 5.164e-02 -19.837 < 2e-16 ***
desti_grid2665 2.344e-01 5.132e-02 4.568 4.92e-06 ***
desti_grid2687 -1.622e+00 5.232e-02 -31.007 < 2e-16 ***
desti_grid2688 -4.781e-01 5.144e-02 -9.295 < 2e-16 ***
desti_grid2689 2.735e-01 5.131e-02 5.329 9.85e-08 ***
desti_grid2690 -1.499e-02 5.136e-02 -0.292 0.770451
desti_grid2691 -5.860e-01 5.149e-02 -11.381 < 2e-16 ***
desti_grid2693 -5.549e-01 5.148e-02 -10.780 < 2e-16 ***
desti_grid2714 -1.404e+00 5.195e-02 -27.019 < 2e-16 ***
desti_grid2715 -7.076e-01 5.166e-02 -13.698 < 2e-16 ***
desti_grid2716 -2.689e+00 5.348e-02 -50.284 < 2e-16 ***
desti_grid2717 -2.307e-01 5.136e-02 -4.492 7.04e-06 ***
desti_grid2718 -1.361e+00 5.195e-02 -26.202 < 2e-16 ***
desti_grid2719 -4.596e-01 5.146e-02 -8.932 < 2e-16 ***
desti_grid2742 -2.440e-01 5.142e-02 -4.746 2.07e-06 ***
desti_grid2743 -2.111e-01 5.164e-02 -4.088 4.34e-05 ***
desti_grid2744 3.220e-01 5.129e-02 6.278 3.43e-10 ***
desti_grid2745 3.058e-01 5.130e-02 5.962 2.50e-09 ***
desti_grid2746 -1.991e+00 5.307e-02 -37.525 < 2e-16 ***
desti_grid2747 -1.074e+00 5.183e-02 -20.720 < 2e-16 ***
desti_grid2768 -3.555e-01 5.152e-02 -6.900 5.19e-12 ***
desti_grid2769 6.646e-01 5.130e-02 12.953 < 2e-16 ***
desti_grid2770 9.560e-02 5.136e-02 1.861 0.062700 .
desti_grid2771 1.482e+00 5.124e-02 28.930 < 2e-16 ***
desti_grid2772 -2.921e+00 5.706e-02 -51.192 < 2e-16 ***
desti_grid2773 -1.417e+00 5.181e-02 -27.344 < 2e-16 ***
desti_grid2795 -1.753e+00 8.172e-02 -21.455 < 2e-16 ***
desti_grid2796 -4.559e+00 1.263e-01 -36.085 < 2e-16 ***
desti_grid2797 -1.455e-01 5.144e-02 -2.828 0.004678 **
desti_grid2798 -1.628e+00 5.199e-02 -31.316 < 2e-16 ***
desti_grid2799 -8.822e-01 5.157e-02 -17.108 < 2e-16 ***
desti_grid2800 4.187e-01 5.131e-02 8.160 3.35e-16 ***
desti_grid2801 -2.471e+00 5.910e-02 -41.807 < 2e-16 ***
desti_grid2822 -1.888e+00 5.300e-02 -35.623 < 2e-16 ***
desti_grid2823 -5.203e-01 5.158e-02 -10.087 < 2e-16 ***
desti_grid2824 4.663e-01 5.138e-02 9.075 < 2e-16 ***
desti_grid2825 -3.104e-01 5.139e-02 -6.040 1.54e-09 ***
desti_grid2826 -8.095e-01 5.179e-02 -15.630 < 2e-16 ***
desti_grid2827 1.055e+00 5.127e-02 20.584 < 2e-16 ***
desti_grid2850 -1.407e+00 5.279e-02 -26.658 < 2e-16 ***
desti_grid2851 6.105e-01 5.135e-02 11.890 < 2e-16 ***
desti_grid2852 -1.055e+00 5.188e-02 -20.333 < 2e-16 ***
desti_grid2853 8.581e-01 5.127e-02 16.738 < 2e-16 ***
desti_grid2854 -1.523e-01 5.143e-02 -2.962 0.003055 **
desti_grid2877 -9.156e-01 5.273e-02 -17.364 < 2e-16 ***
desti_grid2878 -3.145e-01 5.156e-02 -6.100 1.06e-09 ***
desti_grid2879 -3.731e-01 5.160e-02 -7.230 4.82e-13 ***
desti_grid2880 -1.323e+00 5.182e-02 -25.527 < 2e-16 ***
desti_grid2881 -9.456e-01 5.178e-02 -18.261 < 2e-16 ***
desti_grid2905 1.321e-01 5.162e-02 2.558 0.010516 *
desti_grid2906 -4.596e-01 5.193e-02 -8.851 < 2e-16 ***
desti_grid2907 -1.204e+00 5.182e-02 -23.237 < 2e-16 ***
desti_grid2908 -1.990e-01 5.148e-02 -3.866 0.000110 ***
desti_grid2909 -1.910e+00 6.233e-02 -30.637 < 2e-16 ***
desti_grid2931 2.968e-01 5.175e-02 5.735 9.77e-09 ***
desti_grid2932 -1.948e-01 5.184e-02 -3.757 0.000172 ***
desti_grid2933 3.901e-01 5.147e-02 7.580 3.45e-14 ***
desti_grid2934 -9.022e-01 5.168e-02 -17.457 < 2e-16 ***
desti_grid2959 4.533e-01 5.195e-02 8.726 < 2e-16 ***
desti_grid2960 1.226e+00 5.166e-02 23.739 < 2e-16 ***
desti_grid2961 -3.056e-01 5.175e-02 -5.905 3.52e-09 ***
desti_grid2962 -1.782e-02 5.149e-02 -0.346 0.729242
desti_grid2963 3.933e-02 5.255e-02 0.748 0.454244
desti_grid2987 5.691e-02 5.229e-02 1.088 0.276456
desti_grid2988 -2.442e+00 5.634e-02 -43.350 < 2e-16 ***
desti_grid2989 -4.819e-01 5.177e-02 -9.309 < 2e-16 ***
desti_grid2990 1.965e-01 5.279e-02 3.723 0.000197 ***
desti_grid3015 -1.246e+00 5.507e-02 -22.621 < 2e-16 ***
desti_grid3016 -3.279e-01 5.251e-02 -6.245 4.25e-10 ***
desti_grid3017 -7.561e-01 5.205e-02 -14.527 < 2e-16 ***
desti_grid3040 5.917e-01 5.153e-02 11.483 < 2e-16 ***
desti_grid3043 -8.931e-01 5.216e-02 -17.124 < 2e-16 ***
desti_grid3044 -4.512e-01 5.206e-02 -8.666 < 2e-16 ***
desti_grid3068 -9.276e-01 5.273e-02 -17.590 < 2e-16 ***
desti_grid3070 -1.205e+00 5.516e-02 -21.839 < 2e-16 ***
desti_grid3072 -7.086e-01 5.658e-02 -12.525 < 2e-16 ***
desti_grid3092 5.601e-01 5.378e-02 10.415 < 2e-16 ***
desti_grid3098 1.362e-01 5.175e-02 2.632 0.008476 **
desti_grid3123 1.945e+00 5.133e-02 37.893 < 2e-16 ***
desti_grid3126 -3.274e+00 7.863e-02 -41.643 < 2e-16 ***
desti_grid3151 1.531e+00 5.141e-02 29.783 < 2e-16 ***
desti_grid3152 -3.526e+00 8.306e-02 -42.451 < 2e-16 ***
desti_grid3173 -3.615e-01 5.752e-02 -6.286 3.26e-10 ***
desti_grid3178 1.433e-01 5.211e-02 2.749 0.005976 **
desti_grid3179 4.225e-02 5.221e-02 0.809 0.418471
desti_grid3205 1.027e+00 5.266e-02 19.498 < 2e-16 ***
desti_grid3206 1.297e+00 5.163e-02 25.120 < 2e-16 ***
desti_grid3232 9.609e-01 5.645e-02 17.022 < 2e-16 ***
desti_grid3233 1.922e-01 5.556e-02 3.459 0.000543 ***
desti_grid3308 6.737e-01 5.516e-02 12.213 < 2e-16 ***
euc_dist -4.626e-04 1.114e-07 -4153.590 < 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: 104481095 on 65713 degrees of freedom
Residual deviance: 31990683 on 64071 degrees of freedom
AIC: 32355797
Number of Fisher Scoring iterations: 7
Statistical Conclusion
euc_dist -4.626e-04 1.114e-07 -4153.590 < 2e-16 ***
Number of weekday morning peak period trips has a statistically significant relationship with distance.
It has a negative association (-4.626e-04). Thus, the greater the distance between origin and destination, the fewer trips in general.
Model Diagnostics
R-squared
Measure how much variation of the trips can be accounted by the model
calc_r2 <- function(observed, estimated){
r <- cor(observed, estimated)
R2 <- r^2
R2
}R-squared value for each model
message(paste("R-squared value for Origin Constrained Model is:", calc_r2(oriSIM$data$TRIPS, oriSIM$fitted.values)))
message(paste("R-squared value for Origin Constrained Model is:", calc_r2(destiSIM$data$TRIPS, destiSIM$fitted.values)))
message(paste("R-squared value for Destination Constrained Model is:",calc_r2(destiSIM$data$TRIPS, destiSIM$fitted.values)))
message(paste("R-squared value for Doubly Constrained Model is:",calc_r2(dbcSIM$data$TRIPS, dbcSIM$fitted.values)))
message(paste("R-squared value for Unconstrained Model is:",calc_r2(uncSIM$data$TRIPS, uncSIM$fitted.values)))
Statistical Conclusion
The model with the highest R-squared value is the unconstrained model, where the variables (origin, destination and distance) can account for about 45% of the variability in trips. The doubly constrained model, which uses log of distance for its calculations, was able to account for about 21% of variability in trips.
RMSE
model_list <- list(
origin_constrained = oriSIM,
destination_constrained = destiSIM,
doubly_constrained = dbcSIM,
uncontrained = uncSIM)
compare_performance(model_list,
metrics = "RMSE")# Comparison of Model Performance Indices
Name | Model | RMSE
------------------------------------------
origin_constrained | glm | 1888.916
destination_constrained | glm | 1864.320
doubly_constrained | glm | 1832.358
uncontrained | glm | 1412.062
Statistical Conclusion
Similarly, the model with the lowest RMSE(1412.062), the unconstrained model indicates the best performance among the models.
Visualising fitted
Visualise observed values and fitted values
Extract the fitted values from each model
df <- as.data.frame(uncSIM$fitted.values) %>%
round(digits = 0)Join the values to SIM_data data frame
SIM_data <- SIM_data %>%
cbind(df) %>%
rename(uncTRIPS = "uncSIM$fitted.values")Repeat for Origin Constrained SIM (i.e. oriSIM)
df <- as.data.frame(oriSIM$fitted.values) %>%
round(digits = 0)SIM_data <- SIM_data %>%
cbind(df) %>%
rename(oriTRIPS = "oriSIM$fitted.values")Repeat for Destination Constrained SIM (i.e. destiSIM)
df <- as.data.frame(destiSIM$fitted.values) %>%
round(digits = 0)SIM_data <- SIM_data %>%
cbind(df) %>%
rename(destiTRIPS = "destiSIM$fitted.values")Repeat for Doubly Constrained SIM (i.e. dbcSIM)
df <- as.data.frame(dbcSIM$fitted.values) %>%
round(digits = 0)SIM_data <- SIM_data %>%
cbind(df) %>%
rename(dbcTRIPS = "dbcSIM$fitted.values")unc_p <- ggplot(data = SIM_data,
aes(x = log(uncTRIPS),
y = TRIPS)) +
geom_point() +
geom_smooth(method = lm)
ori_p <- ggplot(data = SIM_data,
aes(x = log(oriTRIPS),
y = TRIPS)) +
geom_point() +
geom_smooth(method = lm)
desti_p <- ggplot(data = SIM_data,
aes(x = log(destiTRIPS),
y = TRIPS)) +
geom_point() +
geom_smooth(method = lm)
dbc_p <- ggplot(data = SIM_data,
aes(x = log(dbcTRIPS),
y = TRIPS)) +
geom_point() +
geom_smooth(method = lm)
ggarrange(unc_p, ori_p, desti_p, dbc_p,
ncol = 2,
nrow = 2)
Statistical Conclusion
The plots above using the log values in x-axis show that there is a strongest linear trend between fitted and observed values in the unconstrained model, followed by doubly constrained model, as compared to the other models.