Multiple Spatial Outliers (I)
Data used in section 4.1
|
Number |
Horizontal coordinate |
Vertical coordinate |
y |
x1 |
x2 |
x3 |
|
1 |
1.000 |
1.000 |
85.75 |
0.38397968 |
1.2387044 |
0.32361734 |
|
2 |
1.000 |
2.000 |
75.86 |
-0.016762357 |
0.84360476 |
-1.0479674 |
|
3 |
1.000 |
3.000 |
81.17 |
-0.29559342 |
0.33260586 |
1.4518471 |
|
4 |
1.000 |
4.000 |
81.87 |
0.12739859 |
0.45952867 |
1.0946555 |
|
5 |
1.000 |
5.000 |
64.34 |
-0.013330932 |
0.081095815 |
-1.3455453 |
|
6 |
1.000 |
6.000 |
62.12 |
-0.71386395 |
-0.15183061 |
-0.80557934 |
|
7 |
1.000 |
7.000 |
75.68 |
0.83560334 |
0.69845285 |
-1.5633297 |
|
8 |
1.000 |
8.000 |
59.00 |
-2.5391627 |
0.64889691 |
0.26921602 |
|
9 |
1.000 |
9.000 |
86.30 |
0.69105576 |
0.55038757 |
1.5349359 |
|
10 |
1.000 |
10.00 |
66.09 |
0.92460694 |
-0.35167492 |
-2.149802 |
|
11 |
1.000 |
11.00 |
62.17 |
-0.58068782 |
-0.83860774 |
-0.11156708 |
|
12 |
1.000 |
12.00 |
74.14 |
1.5066607 |
-1.690799 |
0.016572426 |
|
13 |
2.000 |
1.000 |
74.60 |
-0.29261858 |
-1.0057076 |
1.6777135 |
|
14 |
2.000 |
2.000 |
75.08 |
-0.69667846 |
0.43615834 |
0.067620132 |
|
15 |
2.000 |
3.000 |
87.38 |
0.59435038 |
1.0906486 |
0.12153949 |
|
16 |
2.000 |
4.000 |
86.57 |
0.35737496 |
0.56268018 |
1.299854 |
|
17 |
2.000 |
5.000 |
69.27 |
0.48827178 |
-0.46710064 |
-0.3996021 |
|
18 |
2.000 |
6.000 |
70.63 |
1.3568429 |
-0.81559779 |
-1.1735666 |
|
19 |
2.000 |
7.000 |
73.19 |
1.6530149 |
-1.7769876 |
0.090757284 |
|
20 |
2.000 |
8.000 |
56.92 |
-0.35440272 |
-2.1497493 |
-0.092426688 |
|
21 |
2.000 |
9.000 |
80.06 |
0.39905726 |
0.9467243 |
-0.13914482 |
|
22 |
2.000 |
10.00 |
78.30 |
0.16200289 |
0.12129321 |
1.1107361 |
|
23 |
2.000 |
11.00 |
85.85 |
1.8552051 |
-0.2383815 |
0.64135233 |
|
24 |
2.000 |
12.00 |
84.85 |
1.013008 |
1.7515588 |
-0.65402192 |
|
25 |
3.000 |
1.000 |
90.22 |
1.2672365 |
0.94614398 |
0.2523853 |
|
26 |
3.000 |
2.000 |
96.45 |
1.4877943 |
-0.33320947 |
2.753236 |
|
27 |
3.000 |
3.000 |
71.18 |
0.55941549 |
0.12270005 |
-2.3848677 |
|
28 |
3.000 |
4.000 |
69.00 |
0.094108737 |
0.41145629 |
-2.3109082 |
|
29 |
3.000 |
5.000 |
73.05 |
0.10441001 |
-0.7309038 |
1.4886046 |
|
30 |
3.000 |
6.000 |
79.77 |
-0.63209206 |
1.7948634 |
0.66748152 |
|
31 |
3.000 |
7.000 |
63.51 |
0.058024258 |
-0.76131618 |
-0.89299168 |
|
32 |
3.000 |
8.000 |
67.99 |
-0.65482587 |
-0.092218236 |
0.48084167 |
|
33 |
3.000 |
9.000 |
81.77 |
0.92486656 |
0.69941356 |
0.007114684 |
|
34 |
3.000 |
10.00 |
85.08 |
0.96955947 |
1.5553015 |
-0.29871201 |
|
35 |
3.000 |
11.00 |
72.22 |
1.1915737 |
-1.5785265 |
0.71102118 |
|
36 |
3.000 |
12.00 |
67.63 |
0.68937566 |
-0.45459645 |
-0.76275034 |
|
37 |
4.000 |
1.000 |
93.71 |
1.4125855 |
0.85978217 |
1.0188043 |
|
38 |
4.000 |
2.000 |
62.82 |
-1.3372888 |
-0.56654533 |
-0.36533783 |
|
39 |
4.000 |
3.000 |
65.71 |
-2.0894852 |
-0.078191886 |
1.097764 |
|
40 |
4.000 |
4.000 |
63.46 |
-0.45028742 |
-1.4773331 |
-0.004848402 |
|
41 |
4.000 |
5.000 |
80.52 |
0.62253914 |
-0.21630116 |
1.4915156 |
|
42 |
4.000 |
6.000 |
67.94 |
-0.17486773 |
-0.50291647 |
0.26060209 |
|
43 |
4.000 |
7.000 |
62.59 |
0.37914691 |
-0.72631151 |
-1.7729225 |
|
44 |
4.000 |
8.000 |
76.59 |
-0.55753551 |
3.5373609 |
-2.4360033 |
|
45 |
4.000 |
9.000 |
63.87 |
-0.18994086 |
-1.2114011 |
0.24992507 |
|
46 |
4.000 |
10.00 |
73.27 |
-0.75582446 |
0.9000584 |
0.68698763 |
|
47 |
4.000 |
11.00 |
75.61 |
0.37745347 |
1.3165594 |
-0.85872366 |
|
48 |
4.000 |
12.00 |
53.12 |
-1.7903744 |
-0.11977826 |
-0.65486771 |
|
49 |
5.000 |
1.000 |
75.84 |
1.6728563 |
-0.801605 |
-0.84277496 |
|
50 |
5.000 |
2.000 |
86.04 |
2.0104694 |
0.91501761 |
-1.533525 |
|
51 |
5.000 |
3.000 |
66.50 |
-0.35160344 |
-0.42321798 |
-0.12574159 |
|
52 |
5.000 |
4.000 |
69.84 |
-0.25600427 |
-0.73680659 |
0.76536647 |
|
53 |
5.000 |
5.000 |
70.55 |
0.98225383 |
-1.0162346 |
-0.6594354 |
|
54 |
5.000 |
6.000 |
67.95 |
0.36364672 |
-0.99057892 |
-0.057427803 |
|
55 |
5.000 |
7.000 |
60.37 |
-1.3292547 |
-0.33115311 |
0.11288583 |
|
56 |
5.000 |
8.000 |
72.81 |
-0.22376151 |
-0.77707815 |
1.5829213 |
|
57 |
5.000 |
9.000 |
61.94 |
0.70742246 |
-0.24180642 |
-3.1265035 |
|
58 |
5.000 |
10.00 |
72.85 |
-0.38668186 |
0.55216066 |
0.58406665 |
|
59 |
5.000 |
11.00 |
67.03 |
-0.13028612 |
-0.3725503 |
0.3273445 |
|
60 |
5.000 |
12.00 |
77.73 |
1.2232444 |
-0.32815708 |
0.28350051 |
|
61 |
6.000 |
1.000 |
66.86 |
0.095506464 |
-0.30617131 |
-0.63517571 |
|
62 |
6.000 |
2.000 |
66.61 |
-1.3378579 |
1.249511 |
-0.6793597 |
|
63 |
6.000 |
3.000 |
75.39 |
0.54903118 |
0.1972791 |
-0.155205 |
|
64 |
6.000 |
4.000 |
71.20 |
-0.1480544 |
1.0557947 |
-1.2074004 |
|
65 |
6.000 |
5.000 |
82.01 |
2.33551 |
-0.27131582 |
-0.95479164 |
|
66 |
6.000 |
6.000 |
77.11 |
0.36443861 |
0.3589004 |
0.30392657 |
|
67 |
6.000 |
7.000 |
87.16 |
0.75278346 |
1.2806348 |
0.62451954 |
|
68 |
6.000 |
8.000 |
69.59 |
1.1628077 |
-1.5548049 |
-0.27589694 |
|
69 |
6.000 |
9.000 |
78.96 |
0.87598008 |
0.87485269 |
-0.62482701 |
|
70 |
6.000 |
10.00 |
69.14 |
-0.5994171 |
0.59396128 |
0.2410279 |
|
71 |
6.000 |
11.00 |
68.09 |
-0.278087 |
-0.28101084 |
0.72930918 |
|
72 |
6.000 |
12.00 |
54.90 |
-1.1367151 |
-0.6849726 |
-0.50711005 |
|
73 |
7.000 |
1.000 |
86.33 |
1.8923489 |
-0.61924429 |
1.648335 |
|
74 |
7.000 |
2.000 |
61.44 |
-1.1986497 |
0.21598297 |
-0.20243206 |
|
75 |
7.000 |
3.000 |
93.17 |
2.8767314 |
1.2586612 |
-0.97597114 |
|
76 |
7.000 |
4.000 |
81.33 |
-0.78069721 |
2.265519 |
0.77298931 |
|
77 |
7.000 |
5.000 |
75.29 |
0.44520196 |
0.94616584 |
-1.2672539 |
|
78 |
7.000 |
6.000 |
73.37 |
-1.1062759 |
0.68009334 |
1.3132062 |
|
79 |
7.000 |
7.000 |
57.25 |
-2.0928007 |
-0.74761516 |
0.95004386 |
|
80 |
7.000 |
8.000 |
68.16 |
0.10136242 |
0.2707803 |
-1.0504368 |
|
81 |
7.000 |
9.000 |
65.58 |
-0.64627275 |
1.1815413 |
-1.4239953 |
|
82 |
7.000 |
10.00 |
70.01 |
-0.32583481 |
0.16564854 |
0.44798236 |
|
83 |
7.000 |
11.00 |
51.50 |
-1.1588507 |
-0.40974597 |
-1.6039092 |
|
84 |
7.000 |
12.00 |
63.75 |
-0.58051358 |
0.24514036 |
-0.60154342 |
|
85 |
8.000 |
1.000 |
65.89 |
0.051600304 |
-1.7708311 |
1.2391321 |
|
86 |
8.000 |
2.000 |
82.35 |
0.76054883 |
0.77556764 |
0.86220037 |
|
87 |
8.000 |
3.000 |
75.37 |
0.21340815 |
1.4230332 |
-1.1315931 |
|
88 |
8.000 |
4.000 |
64.91 |
-0.76735797 |
0.4740066 |
-0.57612452 |
|
89 |
8.000 |
5.000 |
83.91 |
1.4340637 |
0.70156514 |
-0.31884136 |
|
90 |
8.000 |
6.000 |
75.94 |
1.120519 |
0.006548823 |
-0.65905915 |
|
91 |
8.000 |
7.000 |
59.86 |
0.25692106 |
-1.8741202 |
-0.56694657 |
|
92 |
8.000 |
8.000 |
70.21 |
-0.75121908 |
0.77935765 |
0.12249689 |
|
93 |
8.000 |
9.000 |
71.26 |
1.3480305 |
0.42901489 |
-2.7431101 |
|
94 |
8.000 |
10.00 |
57.08 |
-0.017484901 |
-1.9544819 |
-0.16254972 |
|
95 |
8.000 |
11.00 |
49.59 |
-2.1748758 |
-1.0942939 |
0.67228908 |
|
96 |
8.000 |
12.00 |
68.90 |
-1.0003017 |
1.2459194 |
-0.11935355 |
|
97 |
9.000 |
1.000 |
59.28 |
-0.10712946 |
-1.3195306 |
-0.68260842 |
|
98 |
9.000 |
2.000 |
71.59 |
-1.1804248 |
1.5266707 |
0.3991384 |
|
99 |
9.000 |
3.000 |
65.93 |
-0.63531888 |
0.25037306 |
-0.4536692 |
|
100 |
9.000 |
4.000 |
67.87 |
-0.87599115 |
1.1820703 |
-0.43736967 |
|
101 |
9.000 |
5.000 |
82.68 |
1.6515627 |
-0.22155366 |
0.42674839 |
|
102 |
9.000 |
6.000 |
54.97 |
-0.62046789 |
-2.028343 |
-0.051447709 |
|
103 |
9.000 |
7.000 |
81.63 |
0.84332084 |
0.59360774 |
0.1083649 |
|
104 |
9.000 |
8.000 |
81.18 |
0.92600573 |
0.81013138 |
0.11168199 |
|
105 |
9.000 |
9.000 |
74.10 |
-0.078053094 |
1.1917897 |
-0.76986953 |
|
106 |
9.000 |
10.00 |
63.61 |
-1.502379 |
0.51811782 |
0.18850142 |
|
107 |
9.000 |
11.00 |
87.67 |
1.0287736 |
1.3869351 |
0.68727609 |
|
108 |
9.000 |
12.00 |
79.86 |
0.1913109 |
1.2026097 |
0.468491 |
|
109 |
10.00 |
1.000 |
72.87 |
-0.13108294 |
0.45007854 |
-0.17979715 |
|
110 |
10.00 |
2.000 |
69.57 |
-0.79578847 |
0.74193159 |
0.013405873 |
|
111 |
10.00 |
3.000 |
80.87 |
1.0893224 |
0.36837442 |
0.08385276 |
|
112 |
10.00 |
4.000 |
67.29 |
-0.62673215 |
1.0278677 |
-0.86106465 |
|
113 |
10.00 |
5.000 |
55.50 |
-0.27594832 |
-1.178651 |
-1.5130905 |
|
114 |
10.00 |
6.000 |
93.53 |
0.4633713 |
1.6890991 |
2.2732256 |
|
115 |
10.00 |
7.000 |
64.05 |
-0.18684789 |
-0.23690045 |
-1.1802322 |
|
116 |
10.00 |
8.000 |
73.15 |
-0.61055418 |
1.5200452 |
-0.34424186 |
|
117 |
10.00 |
9.000 |
75.23 |
0.89768868 |
0.13782662 |
-0.91698748 |
|
118 |
10.00 |
10.00 |
61.44 |
-0.19408316 |
0.04147491 |
-1.9015171 |
|
119 |
10.00 |
11.00 |
77.29 |
0.96655414 |
-0.44399803 |
0.58163789 |
|
120 |
10.00 |
12.00 |
68.78 |
-1.1396467 |
1.2600277 |
-0.36698948 |
|
121 |
11.00 |
1.000 |
57.12 |
-0.50862511 |
-1.7518907 |
-0.11639302 |
|
122 |
11.00 |
2.000 |
73.09 |
0.91732482 |
-0.27175592 |
-0.26693393 |
|
123 |
11.00 |
3.000 |
88.70 |
2.7830331 |
-0.34164368 |
0.40093459 |
|
124 |
11.00 |
4.000 |
71.75 |
0.50422505 |
-0.15857449 |
0.13424945 |
|
125 |
11.00 |
5.000 |
64.30 |
-0.56904782 |
-0.30700969 |
0.28887052 |
|
126 |
11.00 |
6.000 |
84.25 |
2.151733 |
0.15593813 |
-0.44430733 |
|
127 |
11.00 |
7.000 |
76.78 |
0.18800786 |
1.2503776 |
-0.62225254 |
|
128 |
11.00 |
8.000 |
66.20 |
-0.90761771 |
-1.3933504 |
2.2478986 |
|
129 |
11.00 |
9.000 |
89.68 |
0.8705258 |
1.245286 |
1.3672409 |
|
130 |
11.00 |
10.00 |
69.41 |
-0.9090777 |
0.15463985 |
1.0820642 |
|
131 |
11.00 |
11.00 |
56.92 |
-0.56385087 |
-1.6075892 |
-0.34122042 |
|
132 |
11.00 |
12.00 |
66.38 |
0.35114955 |
-1.1783864 |
-0.26872063 |
|
133 |
12.00 |
1.000 |
73.33 |
0.31106394 |
-0.4007993 |
0.52839344 |
|
134 |
12.00 |
2.000 |
82.19 |
1.261822 |
0.14147797 |
0.59286814 |
|
135 |
12.00 |
3.000 |
67.45 |
-0.52653005 |
0.37039115 |
-0.086999215 |
|
136 |
12.00 |
4.000 |
59.44 |
-0.87452895 |
-0.71476948 |
0.24254357 |
|
137 |
12.00 |
5.000 |
68.38 |
0.60894355 |
0.11766586 |
-1.2265223 |
|
138 |
12.00 |
6.000 |
66.29 |
-1.5311719 |
-0.3930872 |
2.1090025 |
|
139 |
12.00 |
7.000 |
75.40 |
0.93059411 |
0.39217083 |
-1.218899 |
|
140 |
12.00 |
8.000 |
71.51 |
0.69588992 |
-0.60466677 |
-0.18457714 |
|
141 |
12.00 |
9.000 |
55.47 |
-1.9503402 |
-0.44512199 |
0.061480658 |
|
142 |
12.00 |
10.00 |
69.17 |
0.40330681 |
0.64443012 |
-1.9113966 |
|
143 |
12.00 |
11.00 |
61.74 |
0.066860486 |
-1.1898867 |
-0.87311406 |
|
144 |
12.00 |
12.00 |
80.61 |
2.1218018 |
-0.6971528 |
-0.45201283 |