Multiple Spatial Outliers (II)
Data used in section 4.2
|
Number |
Horizontal coordinate |
Vertical coordinate |
y |
x1 |
x2 |
x3 |
|
1 |
1.000 |
1.000 |
32.78 |
0.54784493 |
0.82213539 |
0.45341614 |
|
2 |
1.000 |
2.000 |
22.47 |
-0.8158018 |
0.71737187 |
-0.93343813 |
|
3 |
1.000 |
3.000 |
20.31 |
-0.16766112 |
-1.2541481 |
0.1117142 |
|
4 |
1.000 |
4.000 |
17.27 |
0.45886018 |
-2.1510034 |
-0.44682705 |
|
5 |
1.000 |
5.000 |
43.03 |
0.75794148 |
1.1043771 |
0.15490419 |
|
6 |
1.000 |
6.000 |
33.47 |
0.26291612 |
-0.14453305 |
-0.43449769 |
|
7 |
1.000 |
7.000 |
26.00 |
0.25416016 |
-2.4401229 |
0.23755157 |
|
8 |
1.000 |
8.000 |
25.15 |
-0.90761043 |
-0.74113494 |
-0.3404661 |
|
9 |
1.000 |
9.000 |
25.41 |
-0.37453 |
-0.95395765 |
-1.0784014 |
|
10 |
1.000 |
10.00 |
50.06 |
1.2180829 |
1.4423654 |
1.4881364 |
|
11 |
1.000 |
11.00 |
46.89 |
0.95468207 |
0.65912194 |
1.4102467 |
|
12 |
1.000 |
12.00 |
41.13 |
-0.011474036 |
1.509178 |
0.48763695 |
|
13 |
2.000 |
1.000 |
14.05 |
-2.0777969 |
0.36741176 |
-0.88208727 |
|
14 |
2.000 |
2.000 |
33.44 |
1.8088417 |
-0.36037351 |
0.062865718 |
|
15 |
2.000 |
3.000 |
26.21 |
-0.33227017 |
0.62787484 |
-0.27135327 |
|
16 |
2.000 |
4.000 |
37.78 |
1.2777222 |
0.97868133 |
0.95863118 |
|
17 |
2.000 |
5.000 |
40.06 |
-0.82084952 |
2.1596949 |
0.34084298 |
|
18 |
2.000 |
6.000 |
42.49 |
0.55436779 |
1.6540119 |
-0.57826431 |
|
19 |
2.000 |
7.000 |
40.78 |
0.36520022 |
1.5667393 |
-0.13038024 |
|
20 |
2.000 |
8.000 |
27.78 |
-0.38271989 |
-0.95756683 |
-0.36816615 |
|
21 |
2.000 |
9.000 |
23.84 |
-1.2788478 |
-0.69838195 |
-0.064157317 |
|
22 |
2.000 |
10.00 |
37.91 |
-0.88738937 |
1.4686584 |
0.8723052 |
|
23 |
2.000 |
11.00 |
40.71 |
0.59183727 |
1.0827484 |
-0.046120129 |
|
24 |
2.000 |
12.00 |
29.94 |
-0.042065554 |
-1.7038856 |
0.41876374 |
|
25 |
3.000 |
1.000 |
33.45 |
0.94294663 |
0.26783082 |
0.64574982 |
|
26 |
3.000 |
2.000 |
16.16 |
-1.2953629 |
1.1009346 |
-1.6165272 |
|
27 |
3.000 |
3.000 |
20.83 |
-0.52500559 |
-0.30763972 |
0.076596103 |
|
28 |
3.000 |
4.000 |
31.33 |
0.026595496 |
0.84694637 |
0.69915668 |
|
29 |
3.000 |
5.000 |
44.98 |
1.8580843 |
0.42145978 |
0.014874453 |
|
30 |
3.000 |
6.000 |
40.82 |
1.6395501 |
-0.73163741 |
0.93215597 |
|
31 |
3.000 |
7.000 |
31.46 |
0.44677121 |
-0.32155513 |
-0.10728203 |
|
32 |
3.000 |
8.000 |
18.22 |
0.40907477 |
-2.9377615 |
-1.8925495 |
|
33 |
3.000 |
9.000 |
32.74 |
0.82350703 |
-1.0334831 |
-0.48990711 |
|
34 |
3.000 |
10.00 |
29.66 |
-0.19614912 |
-1.2751802 |
0.35852099 |
|
35 |
3.000 |
11.00 |
29.79 |
-0.45916352 |
-0.031477683 |
0.3699952 |
|
36 |
3.000 |
12.00 |
29.39 |
-0.35028891 |
-0.34769324 |
-0.72698687 |
|
37 |
4.000 |
1.000 |
14.23 |
-0.43929131 |
-0.25479944 |
-2.1981897 |
|
38 |
4.000 |
2.000 |
36.81 |
0.82261082 |
1.3845665 |
1.420494 |
|
39 |
4.000 |
3.000 |
27.37 |
0.92633946 |
-0.47879221 |
-0.035669283 |
|
40 |
4.000 |
4.000 |
30.36 |
0.47550598 |
0.21298832 |
0.35043867 |
|
41 |
4.000 |
5.000 |
42.45 |
-1.080147 |
2.3180687 |
1.8195346 |
|
42 |
4.000 |
6.000 |
33.21 |
-0.44483466 |
0.061067469 |
0.18046257 |
|
43 |
4.000 |
7.000 |
24.40 |
-1.1232088 |
-0.83152694 |
-0.11367187 |
|
44 |
4.000 |
8.000 |
46.71 |
2.5641625 |
-1.0047651 |
1.2039647 |
|
45 |
4.000 |
9.000 |
32.26 |
0.60670392 |
-0.60979094 |
-1.0050092 |
|
46 |
4.000 |
10.00 |
37.00 |
1.2834712 |
-0.008238284 |
-1.021394 |
|
47 |
4.000 |
11.00 |
29.79 |
-0.77793954 |
0.58110609 |
-0.67163831 |
|
48 |
4.000 |
12.00 |
31.13 |
-0.29559566 |
-0.055749941 |
-0.12304607 |
|
49 |
5.000 |
1.000 |
39.85 |
0.26637963 |
0.91609223 |
0.32728331 |
|
50 |
5.000 |
2.000 |
32.02 |
-0.15413991 |
-1.2683367 |
1.0804682 |
|
51 |
5.000 |
3.000 |
29.21 |
-0.33521531 |
-0.6052115 |
0.25803009 |
|
52 |
5.000 |
4.000 |
37.73 |
1.4234058 |
-0.11164578 |
-0.47838299 |
|
53 |
5.000 |
5.000 |
37.59 |
1.2670985 |
0.97252479 |
-1.7918849 |
|
54 |
5.000 |
6.000 |
33.03 |
0.82805328 |
-1.3799357 |
0.5048844 |
|
55 |
5.000 |
7.000 |
37.06 |
-0.79980071 |
2.1797383 |
-0.54118491 |
|
56 |
5.000 |
8.000 |
51.70 |
2.2810999 |
0.76406422 |
0.93328019 |
|
57 |
5.000 |
9.000 |
42.05 |
1.7150006 |
1.1163304 |
-0.99405255 |
|
58 |
5.000 |
10.00 |
41.60 |
0.14057559 |
0.98775182 |
0.99867311 |
|
59 |
5.000 |
11.00 |
49.81 |
0.64097476 |
1.9624522 |
1.3415564 |
|
60 |
5.000 |
12.00 |
35.13 |
0.22040716 |
-1.9322977 |
2.2485571 |
|
61 |
6.000 |
1.000 |
44.66 |
1.3053138 |
0.54595658 |
0.42974645 |
|
62 |
6.000 |
2.000 |
31.34 |
0.2717988 |
-0.64059147 |
-1.0005259 |
|
63 |
6.000 |
3.000 |
40.42 |
1.0219179 |
-0.10393499 |
0.87971199 |
|
64 |
6.000 |
4.000 |
43.24 |
-0.02833944 |
1.6656252 |
1.7204326 |
|
65 |
6.000 |
5.000 |
42.01 |
1.2825187 |
0.94278174 |
-0.55275234 |
|
66 |
6.000 |
6.000 |
27.14 |
-0.82432024 |
-0.019403648 |
-0.56422154 |
|
67 |
6.000 |
7.000 |
28.08 |
-0.38649017 |
-0.57792789 |
-0.5019602 |
|
68 |
6.000 |
8.000 |
40.82 |
0.50290945 |
1.7483843 |
-1.0169504 |
|
69 |
6.000 |
9.000 |
39.60 |
0.73602622 |
-0.13966419 |
0.89649379 |
|
70 |
6.000 |
10.00 |
32.84 |
0.30133093 |
0.48590786 |
-0.96958908 |
|
71 |
6.000 |
11.00 |
19.46 |
-1.8310222 |
-0.71264299 |
-0.34715844 |
|
72 |
6.000 |
12.00 |
34.72 |
-0.53759585 |
-0.10627751 |
0.72040863 |
|
73 |
7.000 |
1.000 |
38.16 |
0.18291164 |
0.47676666 |
0.25081353 |
|
74 |
7.000 |
2.000 |
42.99 |
0.50829946 |
0.76502878 |
1.2005259 |
|
75 |
7.000 |
3.000 |
48.26 |
2.7216431 |
-0.24891927 |
1.2006836 |
|
76 |
7.000 |
4.000 |
31.58 |
-1.1817275 |
1.3251118 |
-0.39392351 |
|
77 |
7.000 |
5.000 |
31.95 |
0.53686496 |
-0.9288649 |
-0.41635676 |
|
78 |
7.000 |
6.000 |
34.50 |
-0.15577393 |
-0.35378324 |
0.67681333 |
|
79 |
7.000 |
7.000 |
31.47 |
1.1850405 |
-1.2651094 |
-0.73510687 |
|
80 |
7.000 |
8.000 |
45.70 |
0.8440637 |
1.9040667 |
-0.5078705 |
|
81 |
7.000 |
9.000 |
28.74 |
-1.2063968 |
0.61275671 |
-0.22631065 |
|
82 |
7.000 |
10.00 |
41.14 |
-0.02543028 |
2.1762823 |
-0.19389711 |
|
83 |
7.000 |
11.00 |
41.15 |
0.23706186 |
1.247203 |
0.80184154 |
|
84 |
7.000 |
12.00 |
41.97 |
1.8516107 |
-0.69483177 |
0.44661903 |
|
85 |
8.000 |
1.000 |
22.47 |
0.89375499 |
-2.0684183 |
-2.0695958 |
|
86 |
8.000 |
2.000 |
31.51 |
0.36092429 |
0.61850906 |
-1.783052 |
|
87 |
8.000 |
3.000 |
18.70 |
-0.3155206 |
-1.8122436 |
-1.856108 |
|
88 |
8.000 |
4.000 |
30.33 |
1.1475377 |
-0.85808273 |
-1.4991742 |
|
89 |
8.000 |
5.000 |
28.92 |
-2.0757493 |
0.29313606 |
1.9272821 |
|
90 |
8.000 |
6.000 |
24.19 |
-0.44878834 |
-1.0029207 |
-0.66826303 |
|
91 |
8.000 |
7.000 |
29.37 |
-1.0481053 |
1.7705799 |
-0.91424498 |
|
92 |
8.000 |
8.000 |
30.25 |
-0.23508251 |
0.046114661 |
-0.20802593 |
|
93 |
8.000 |
9.000 |
30.09 |
0.11194816 |
0.072003947 |
-1.6758581 |
|
94 |
8.000 |
10.00 |
45.57 |
1.53038 |
0.60795133 |
0.21246429 |
|
95 |
8.000 |
11.00 |
47.63 |
-0.066689107 |
2.6378809 |
1.2860683 |
|
96 |
8.000 |
12.00 |
34.59 |
0.31946355 |
0.06667426 |
0.18582219 |
|
97 |
9.000 |
1.000 |
32.73 |
0.016434194 |
1.120289 |
-1.5833398 |
|
98 |
9.000 |
2.000 |
24.42 |
-0.27436289 |
-0.35569352 |
-2.4107722 |
|
99 |
9.000 |
3.000 |
41.34 |
-0.33167881 |
1.7970215 |
0.66708374 |
|
100 |
9.000 |
4.000 |
27.41 |
-1.0051945 |
-1.0597311 |
0.90406192 |
|
101 |
9.000 |
5.000 |
40.14 |
1.1698031 |
-0.31475676 |
1.1927938 |
|
102 |
9.000 |
6.000 |
35.37 |
-0.15260414 |
0.5890811 |
-0.12122976 |
|
103 |
9.000 |
7.000 |
32.88 |
0.39790415 |
0.226064 |
-1.0860154 |
|
104 |
9.000 |
8.000 |
31.86 |
-0.99397555 |
0.37839118 |
1.2426159 |
|
105 |
9.000 |
9.000 |
36.68 |
0.60514647 |
0.21870368 |
0.39529779 |
|
106 |
9.000 |
10.00 |
39.75 |
0.38038676 |
1.0442076 |
0.52710845 |
|
107 |
9.000 |
11.00 |
19.86 |
-0.6279772 |
-0.76972798 |
-2.2992791 |
|
108 |
9.000 |
12.00 |
40.06 |
0.71298585 |
0.2741058 |
0.9042976 |
|
109 |
10.00 |
1.000 |
31.41 |
1.2999493 |
-1.5562403 |
-0.81970224 |
|
110 |
10.00 |
2.000 |
36.76 |
0.95105115 |
-0.57074003 |
0.27369421 |
|
111 |
10.00 |
3.000 |
36.31 |
0.18423508 |
-0.49890249 |
1.3715545 |
|
112 |
10.00 |
4.000 |
34.86 |
1.0593732 |
-1.1086226 |
0.16742488 |
|
113 |
10.00 |
5.000 |
29.69 |
0.20725664 |
-0.97452394 |
-0.21862994 |
|
114 |
10.00 |
6.000 |
40.34 |
0.68280927 |
0.98424903 |
-1.0406949 |
|
115 |
10.00 |
7.000 |
37.41 |
0.86089257 |
0.18902407 |
-0.37294485 |
|
116 |
10.00 |
8.000 |
29.64 |
-0.57829525 |
0.0676673 |
0.65647224 |
|
117 |
10.00 |
9.000 |
38.68 |
-0.28186761 |
0.89744088 |
1.3027805 |
|
118 |
10.00 |
10.00 |
31.97 |
-0.47461761 |
0.17845328 |
-0.22656672 |
|
119 |
10.00 |
11.00 |
34.33 |
-0.65640862 |
0.53919066 |
0.81824668 |
|
120 |
10.00 |
12.00 |
42.12 |
0.79630291 |
0.82257028 |
0.25929803 |
|
121 |
11.00 |
1.000 |
27.97 |
-0.41684164 |
0.016660513 |
-0.98060402 |
|
122 |
11.00 |
2.000 |
31.90 |
-1.5492696 |
0.54283371 |
1.1928133 |
|
123 |
11.00 |
3.000 |
29.14 |
0.00979319 |
-1.7040725 |
0.70319006 |
|
124 |
11.00 |
4.000 |
34.81 |
-1.256335 |
1.6546652 |
0.25895591 |
|
125 |
11.00 |
5.000 |
32.74 |
0.92027007 |
-0.46202037 |
-0.85509676 |
|
126 |
11.00 |
6.000 |
19.82 |
-0.59037533 |
-1.4183456 |
-1.5460562 |
|
127 |
11.00 |
7.000 |
35.83 |
0.83130821 |
0.037347192 |
-0.061169526 |
|
128 |
11.00 |
8.000 |
25.52 |
0.13861841 |
-0.85709032 |
-0.8602075 |
|
129 |
11.00 |
9.000 |
39.44 |
1.0393106 |
0.76684887 |
-0.40945285 |
|
130 |
11.00 |
10.00 |
36.67 |
-1.2309828 |
0.93522473 |
1.3494658 |
|
131 |
11.00 |
11.00 |
29.23 |
0.36996386 |
-1.9733209 |
0.94274694 |
|
132 |
11.00 |
12.00 |
38.36 |
1.2058382 |
-0.096968892 |
0.22226584 |
|
133 |
12.00 |
1.000 |
24.64 |
-0.87931636 |
-0.14813472 |
-1.1633247 |
|
134 |
12.00 |
2.000 |
42.28 |
1.0970364 |
0.34811276 |
0.61075731 |
|
135 |
12.00 |
3.000 |
26.80 |
-1.8882645 |
1.0514071 |
-0.79732811 |
|
136 |
12.00 |
4.000 |
23.91 |
-2.4405511 |
-0.09486991 |
0.78129999 |
|
137 |
12.00 |
5.000 |
31.16 |
-0.47675756 |
0.54698601 |
-0.1888675 |
|
138 |
12.00 |
6.000 |
28.14 |
-1.0937208 |
0.24683487 |
-0.20713318 |
|
139 |
12.00 |
7.000 |
38.75 |
0.55119739 |
-0.70393717 |
1.4034942 |
|
140 |
12.00 |
8.000 |
40.21 |
0.77347997 |
0.36165767 |
0.15835377 |
|
141 |
12.00 |
9.000 |
42.45 |
0.27020015 |
2.0851757 |
-0.017416605 |
|
142 |
12.00 |
10.00 |
38.51 |
1.3379706 |
-0.38802736 |
-0.30175347 |
|
143 |
12.00 |
11.00 |
29.28 |
-1.1822232 |
1.554922 |
-1.4787003 |
|
144 |
12.00 |
12.00 |
26.53 |
0.089458334 |
-0.90512389 |
-1.4039387 |