diff --git a/ai/LocationAnalyzer.ipynb b/ai/LocationAnalyzer.ipynb new file mode 100644 index 00000000..f6364665 --- /dev/null +++ b/ai/LocationAnalyzer.ipynb @@ -0,0 +1,44678 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import sys\n", + "import os\n", + "import shutil\n", + "from sklearn.metrics import silhouette_score" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + " | centers | \n", + "clusters | \n", + "hour_block | \n", + "day_of_week | \n", + "
---|---|---|---|---|
0 | \n", + "[39.90903863636363, 116.4055848181818] | \n", + "[1020, 1021, 1022, 1023, 1029, 1030, 1031, 103... | \n", + "f08t12 | \n", + "Saturday | \n", + "
1 | \n", + "[39.9097909090909, 116.40469272727273] | \n", + "[1037, 1038, 1039, 1040, 1041, 1042, 1043, 104... | \n", + "f12t16 | \n", + "Saturday | \n", + "
2 | \n", + "[39.89846146153847, 116.38943146153848] | \n", + "[1075, 1076, 1077, 1078, 1079, 1080, 1081, 108... | \n", + "f12t16 | \n", + "Saturday | \n", + "
3 | \n", + "[39.98576385, 116.41272174999999] | \n", + "[89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 1... | \n", + "f08t12 | \n", + "Friday | \n", + "
4 | \n", + "[40.00947544444444, 116.31560994444447] | \n", + "[479, 486, 488, 493, 495, 496, 497, 498, 500, ... | \n", + "f16t20 | \n", + "Friday | \n", + "
5 | \n", + "[40.00976641860466, 116.31521109302322] | \n", + "[318, 337, 350, 351, 352, 353, 354, 355, 356, ... | \n", + "f00t04 | \n", + "Saturday | \n", + "
6 | \n", + "[40.00972907407408, 116.31529355555557] | \n", + "[217, 243, 254, 326, 328, 339, 347, 357, 358, ... | \n", + "f12t16 | \n", + "Friday | \n", + "
7 | \n", + "[40.0098601, 116.31529659999997] | \n", + "[44, 46, 313, 314, 331, 336, 343, 344, 364, 36... | \n", + "f12t16 | \n", + "Friday | \n", + "
8 | \n", + "[40.00996627272727, 116.31515850000005] | \n", + "[38, 45, 309, 330, 342, 370, 388, 534, 692, 72... | \n", + "f00t04 | \n", + "Saturday | \n", + "
9 | \n", + "[40.010062999999995, 116.31538221428572] | \n", + "[220, 221, 307, 308, 334, 335, 708, 720, 722, ... | \n", + "f00t04 | \n", + "Friday | \n", + "
10 | \n", + "[40.00973002439024, 116.3150846585366] | \n", + "[218, 238, 247, 317, 341, 382, 398, 401, 428, ... | \n", + "f20t24 | \n", + "Friday | \n", + "
11 | \n", + "[40.00982728125, 116.31508737499998] | \n", + "[47, 237, 242, 248, 250, 387, 415, 455, 462, 5... | \n", + "f00t04 | \n", + "Friday | \n", + "
12 | \n", + "[40.009674749999995, 116.31503636111114] | \n", + "[322, 323, 368, 378, 379, 395, 404, 409, 414, ... | \n", + "f20t24 | \n", + "Friday | \n", + "
13 | \n", + "[40.009646800000006, 116.31497193333333] | \n", + "[394, 408, 442, 446, 447, 458, 506, 578, 590, ... | \n", + "f20t24 | \n", + "Friday | \n", + "
14 | \n", + "[40.00963566666666, 116.31510697777776] | \n", + "[315, 320, 321, 324, 380, 381, 384, 385, 391, ... | \n", + "f16t20 | \n", + "Friday | \n", + "
15 | \n", + "[40.00956528, 116.31506664] | \n", + "[43, 219, 366, 377, 393, 396, 400, 402, 403, 4... | \n", + "f12t16 | \n", + "Friday | \n", + "
16 | \n", + "[40.00951812500001, 116.31516856250002] | \n", + "[227, 230, 340, 390, 411, 412, 419, 421, 433, ... | \n", + "f12t16 | \n", + "Friday | \n", + "
17 | \n", + "[40.00957645454545, 116.31487145454544] | \n", + "[253, 305, 441, 591, 599, 603, 637, 638, 695, ... | \n", + "f20t24 | \n", + "Friday | \n", + "
18 | \n", + "[40.009699181818185, 116.31516052272724] | \n", + "[232, 249, 319, 325, 327, 329, 383, 422, 423, ... | \n", + "f00t04 | \n", + "Friday | \n", + "
19 | \n", + "[40.00962183720931, 116.31522711627908] | \n", + "[39, 41, 42, 50, 224, 231, 233, 244, 245, 246,... | \n", + "f16t20 | \n", + "Friday | \n", + "
20 | \n", + "[40.009802916666665, 116.31542216666664] | \n", + "[332, 345, 346, 359, 360, 363, 374, 476, 598, ... | \n", + "f12t16 | \n", + "Friday | \n", + "
21 | \n", + "[40.0097056, 116.3157825] | \n", + "[211, 304, 333, 338, 477, 478, 487, 489, 1158,... | \n", + "f12t16 | \n", + "Friday | \n", + "
22 | \n", + "[40.009529590909096, 116.31531263636363] | \n", + "[40, 223, 228, 229, 376, 426, 443, 450, 471, 4... | \n", + "f16t20 | \n", + "Friday | \n", + "
23 | \n", + "[40.0094294, 116.315442] | \n", + "[225, 226, 481, 515, 524, 526, 594, 615, 647, ... | \n", + "f16t20 | \n", + "Friday | \n", + "
24 | \n", + "[40.00987146153846, 116.3146243076923] | \n", + "[35, 216, 240, 241, 252, 306, 435, 436, 437, 5... | \n", + "f16t20 | \n", + "Friday | \n", + "
25 | \n", + "[40.009787575000004, 116.31489934999999] | \n", + "[367, 407, 416, 429, 430, 434, 439, 440, 448, ... | \n", + "f16t20 | \n", + "Friday | \n", + "
26 | \n", + "[40.009994999999996, 116.31491836000001] | \n", + "[36, 37, 48, 49, 213, 214, 215, 239, 251, 310,... | \n", + "f20t24 | \n", + "Friday | \n", + "
27 | \n", + "[40.00792366666667, 116.31262733333331] | \n", + "[826, 827, 828, 829, 830, 831, 832, 833, 834, ... | \n", + "f04t08 | \n", + "Saturday | \n", + "
28 | \n", + "[40.007904363636364, 116.31942936363636] | \n", + "[14, 24, 268, 272, 273, 276, 279, 282, 283, 28... | \n", + "f12t16 | \n", + "Friday | \n", + "
29 | \n", + "[40.006571833333346, 116.31778858333332] | \n", + "[9, 11, 261, 262, 263, 291, 292, 293, 294, 295... | \n", + "f12t16 | \n", + "Friday | \n", + "
30 | \n", + "[39.992524374999995, 116.27430650000001] | \n", + "[877, 878, 879, 880, 881, 882, 883, 884, 911, ... | \n", + "f04t08 | \n", + "Saturday | \n", + "
31 | \n", + "[39.989553500000014, 116.27197426923075] | \n", + "[885, 886, 887, 888, 889, 890, 891, 892, 893, ... | \n", + "f08t12 | \n", + "Saturday | \n", + "
32 | \n", + "[39.99659125000001, 116.27366484375] | \n", + "[863, 864, 865, 866, 867, 868, 869, 870, 871, ... | \n", + "f08t12 | \n", + "Saturday | \n", + "
33 | \n", + "[39.997166846153846, 116.26384915384614] | \n", + "[947, 948, 949, 950, 951, 952, 953, 954, 955, ... | \n", + "f08t12 | \n", + "Saturday | \n", + "
34 | \n", + "[39.9967593, 116.2687632] | \n", + "[937, 938, 939, 940, 941, 942, 943, 944, 945, ... | \n", + "f08t12 | \n", + "Saturday | \n", + "
35 | \n", + "[39.99600499999999, 116.29029709999998] | \n", + "[849, 850, 851, 852, 853, 854, 855, 856, 992, ... | \n", + "f04t08 | \n", + "Saturday | \n", + "
36 | \n", + "[40.043579, 116.60664570000002] | \n", + "[119, 120, 121, 122, 123, 124, 125, 126, 127, ... | \n", + "f08t12 | \n", + "Friday | \n", + "
37 | \n", + "[39.97609907692307, 116.45580776923076] | \n", + "[101, 102, 103, 104, 105, 106, 107, 108, 154, ... | \n", + "f08t12 | \n", + "Friday | \n", + "
\n", + " | latitude | \n", + "longitude | \n", + "datetime | \n", + "hour_block | \n", + "day_of_week | \n", + "clusterNo | \n", + "
---|---|---|---|---|---|---|
0 | \n", + "40.001520 | \n", + "116.311859 | \n", + "2009-04-03 01:16:00 | \n", + "f00t04 | \n", + "Friday | \n", + "-1 | \n", + "
1 | \n", + "40.001437 | \n", + "116.312250 | \n", + "2009-04-03 01:17:00 | \n", + "f00t04 | \n", + "Friday | \n", + "-1 | \n", + "
2 | \n", + "40.002051 | \n", + "116.312630 | \n", + "2009-04-03 01:18:00 | \n", + "f00t04 | \n", + "Friday | \n", + "-1 | \n", + "
3 | \n", + "40.004016 | \n", + "116.312476 | \n", + "2009-04-03 01:19:00 | \n", + "f00t04 | \n", + "Friday | \n", + "-1 | \n", + "
4 | \n", + "40.004578 | \n", + "116.314774 | \n", + "2009-04-03 01:20:00 | \n", + "f00t04 | \n", + "Friday | \n", + "-1 | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
1166 | \n", + "40.009642 | \n", + "116.315100 | \n", + "2009-04-04 14:31:00 | \n", + "f12t16 | \n", + "Saturday | \n", + "11 | \n", + "
1167 | \n", + "40.009683 | \n", + "116.315028 | \n", + "2009-04-04 14:32:00 | \n", + "f12t16 | \n", + "Saturday | \n", + "8 | \n", + "
1168 | \n", + "40.009551 | \n", + "116.315061 | \n", + "2009-04-04 14:33:00 | \n", + "f12t16 | \n", + "Saturday | \n", + "11 | \n", + "
1169 | \n", + "40.009591 | \n", + "116.315148 | \n", + "2009-04-04 14:34:00 | \n", + "f12t16 | \n", + "Saturday | \n", + "11 | \n", + "
1170 | \n", + "40.009575 | \n", + "116.315145 | \n", + "2009-04-04 14:35:00 | \n", + "f12t16 | \n", + "Saturday | \n", + "11 | \n", + "
1171 rows × 6 columns
\n", + "\n", + " | centers | \n", + "clusters | \n", + "
---|---|---|
0 | \n", + "[40.009822434782606, 116.31537617391304] | \n", + "[314, 331, 332, 343, 344, 345, 346, 347, 359, ... | \n", + "
1 | \n", + "[40.00977977500001, 116.31522249999998] | \n", + "[44, 313, 318, 336, 352, 353, 355, 356, 369, 3... | \n", + "
2 | \n", + "[40.00972261538462, 116.31529069230768] | \n", + "[217, 243, 254, 326, 328, 339, 357, 358, 362, ... | \n", + "
3 | \n", + "[40.00985584000001, 116.31510704] | \n", + "[47, 250, 387, 415, 462, 534, 574, 592, 639, 6... | \n", + "
4 | \n", + "[40.010041384615384, 116.31493176923075] | \n", + "[36, 37, 48, 49, 213, 214, 215, 310, 606, 735,... | \n", + "
5 | \n", + "[40.009942578947374, 116.3152110526316] | \n", + "[38, 45, 46, 309, 330, 342, 370, 413, 692, 699... | \n", + "
6 | \n", + "[40.010017999999995, 116.31542119999999] | \n", + "[307, 308, 334, 335, 720, 822, 823, 824, 825, ... | \n", + "
7 | \n", + "[40.00968718181818, 116.315785] | \n", + "[211, 304, 333, 338, 477, 478, 479, 487, 489, ... | \n", + "
8 | \n", + "[40.00968004166666, 116.3150474166666] | \n", + "[218, 238, 322, 323, 324, 368, 378, 379, 381, ... | \n", + "
9 | \n", + "[40.009747591836735, 116.31510653061221] | \n", + "[242, 247, 248, 317, 341, 382, 398, 428, 455, ... | \n", + "
10 | \n", + "[40.00947607692308, 116.31511676923077] | \n", + "[230, 390, 402, 412, 433, 469, 507, 518, 604, ... | \n", + "
11 | \n", + "[40.00959715384616, 116.31509421153842] | \n", + "[43, 321, 366, 377, 380, 385, 391, 393, 396, 3... | \n", + "
12 | \n", + "[40.00968908695652, 116.31517619565213] | \n", + "[232, 244, 249, 315, 316, 319, 320, 325, 327, ... | \n", + "
13 | \n", + "[40.00960802272728, 116.3152222727273] | \n", + "[39, 41, 42, 50, 224, 227, 231, 233, 245, 246,... | \n", + "
14 | \n", + "[40.009529590909096, 116.31531263636363] | \n", + "[40, 223, 228, 229, 376, 426, 443, 450, 471, 4... | \n", + "
15 | \n", + "[40.00977542857144, 116.31492185714286] | \n", + "[237, 367, 407, 416, 429, 439, 440, 448, 454, ... | \n", + "
16 | \n", + "[40.00989590909091, 116.31485209090907] | \n", + "[239, 240, 241, 405, 430, 432, 434, 453, 461, ... | \n", + "
17 | \n", + "[40.0098577, 116.314587] | \n", + "[35, 216, 252, 306, 435, 436, 437, 504, 527, 634] | \n", + "
18 | \n", + "[40.00947433333333, 116.31559333333335] | \n", + "[486, 488, 493, 495, 496, 497, 498, 500, 501, ... | \n", + "
19 | \n", + "[40.00792366666667, 116.31262733333331] | \n", + "[826, 827, 828, 829, 830, 831, 832, 833, 834, ... | \n", + "
20 | \n", + "[40.009584800000006, 116.31491270000001] | \n", + "[219, 253, 305, 392, 408, 441, 506, 578, 590, ... | \n", + "
21 | \n", + "[40.007840741935496, 116.3195012580645] | \n", + "[12, 13, 14, 15, 22, 23, 24, 26, 30, 31, 266, ... | \n", + "
22 | \n", + "[40.006571833333346, 116.31778858333332] | \n", + "[9, 11, 261, 262, 263, 291, 292, 293, 294, 295... | \n", + "
23 | \n", + "[39.99661241666666, 116.27291554166665] | \n", + "[872, 873, 874, 875, 876, 919, 920, 921, 922, ... | \n", + "
24 | \n", + "[39.99661999999999, 116.27555850000002] | \n", + "[862, 863, 864, 865, 866, 867, 868, 869, 870, ... | \n", + "
25 | \n", + "[39.989553500000014, 116.27197426923075] | \n", + "[885, 886, 887, 888, 889, 890, 891, 892, 893, ... | \n", + "
26 | \n", + "[39.992524374999995, 116.27430650000001] | \n", + "[877, 878, 879, 880, 881, 882, 883, 884, 911, ... | \n", + "
27 | \n", + "[39.99728728571428, 116.26381164285714] | \n", + "[947, 948, 949, 950, 951, 952, 953, 954, 955, ... | \n", + "
28 | \n", + "[40.00045736363636, 116.26386681818181] | \n", + "[961, 962, 963, 964, 965, 966, 967, 968, 969, ... | \n", + "
29 | \n", + "[39.99600499999999, 116.29029709999998] | \n", + "[849, 850, 851, 852, 853, 854, 855, 856, 992, ... | \n", + "
30 | \n", + "[39.98576385, 116.41272174999999] | \n", + "[89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 1... | \n", + "
31 | \n", + "[39.89846146153847, 116.38943146153848] | \n", + "[1075, 1076, 1077, 1078, 1079, 1080, 1081, 108... | \n", + "
32 | \n", + "[39.9097909090909, 116.40469272727273] | \n", + "[1037, 1038, 1039, 1040, 1041, 1042, 1043, 104... | \n", + "
33 | \n", + "[40.043579, 116.60664570000002] | \n", + "[119, 120, 121, 122, 123, 124, 125, 126, 127, ... | \n", + "
34 | \n", + "[39.976552785714276, 116.457318] | \n", + "[101, 102, 103, 104, 105, 106, 107, 108, 153, ... | \n", + "
\n", + " | latitude | \n", + "longitude | \n", + "datetime | \n", + "hour_block | \n", + "day_of_week | \n", + "clusterNo | \n", + "
---|---|---|---|---|---|---|
0 | \n", + "40.001520 | \n", + "116.311859 | \n", + "2009-04-03 01:16:00 | \n", + "f00t04 | \n", + "Friday | \n", + "-1 | \n", + "
1 | \n", + "40.001437 | \n", + "116.312250 | \n", + "2009-04-03 01:17:00 | \n", + "f00t04 | \n", + "Friday | \n", + "-1 | \n", + "
2 | \n", + "40.002051 | \n", + "116.312630 | \n", + "2009-04-03 01:18:00 | \n", + "f00t04 | \n", + "Friday | \n", + "-1 | \n", + "
3 | \n", + "40.004016 | \n", + "116.312476 | \n", + "2009-04-03 01:19:00 | \n", + "f00t04 | \n", + "Friday | \n", + "-1 | \n", + "
4 | \n", + "40.004578 | \n", + "116.314774 | \n", + "2009-04-03 01:20:00 | \n", + "f00t04 | \n", + "Friday | \n", + "-1 | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
1166 | \n", + "40.009642 | \n", + "116.315100 | \n", + "2009-04-04 14:31:00 | \n", + "f12t16 | \n", + "Saturday | \n", + "11 | \n", + "
1167 | \n", + "40.009683 | \n", + "116.315028 | \n", + "2009-04-04 14:32:00 | \n", + "f12t16 | \n", + "Saturday | \n", + "8 | \n", + "
1168 | \n", + "40.009551 | \n", + "116.315061 | \n", + "2009-04-04 14:33:00 | \n", + "f12t16 | \n", + "Saturday | \n", + "11 | \n", + "
1169 | \n", + "40.009591 | \n", + "116.315148 | \n", + "2009-04-04 14:34:00 | \n", + "f12t16 | \n", + "Saturday | \n", + "11 | \n", + "
1170 | \n", + "40.009575 | \n", + "116.315145 | \n", + "2009-04-04 14:35:00 | \n", + "f12t16 | \n", + "Saturday | \n", + "11 | \n", + "
1171 rows × 6 columns
\n", + "\n", + " | latitude | \n", + "longitude | \n", + "datetime | \n", + "hour_block | \n", + "day_of_week | \n", + "clusterNo | \n", + "
---|---|---|---|---|---|---|
0 | \n", + "40.001520 | \n", + "116.311859 | \n", + "2009-04-03 01:16:00 | \n", + "f00t04 | \n", + "Friday | \n", + "-1 | \n", + "
1 | \n", + "40.001437 | \n", + "116.312250 | \n", + "2009-04-03 01:17:00 | \n", + "f00t04 | \n", + "Friday | \n", + "-1 | \n", + "
2 | \n", + "40.002051 | \n", + "116.312630 | \n", + "2009-04-03 01:18:00 | \n", + "f00t04 | \n", + "Friday | \n", + "-1 | \n", + "
3 | \n", + "40.004016 | \n", + "116.312476 | \n", + "2009-04-03 01:19:00 | \n", + "f00t04 | \n", + "Friday | \n", + "-1 | \n", + "
4 | \n", + "40.004578 | \n", + "116.314774 | \n", + "2009-04-03 01:20:00 | \n", + "f00t04 | \n", + "Friday | \n", + "-1 | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
1166 | \n", + "40.009642 | \n", + "116.315100 | \n", + "2009-04-04 14:31:00 | \n", + "f12t16 | \n", + "Saturday | \n", + "11 | \n", + "
1167 | \n", + "40.009683 | \n", + "116.315028 | \n", + "2009-04-04 14:32:00 | \n", + "f12t16 | \n", + "Saturday | \n", + "8 | \n", + "
1168 | \n", + "40.009551 | \n", + "116.315061 | \n", + "2009-04-04 14:33:00 | \n", + "f12t16 | \n", + "Saturday | \n", + "11 | \n", + "
1169 | \n", + "40.009591 | \n", + "116.315148 | \n", + "2009-04-04 14:34:00 | \n", + "f12t16 | \n", + "Saturday | \n", + "11 | \n", + "
1170 | \n", + "40.009575 | \n", + "116.315145 | \n", + "2009-04-04 14:35:00 | \n", + "f12t16 | \n", + "Saturday | \n", + "11 | \n", + "
1171 rows × 6 columns
\n", + "\n", + " | latitude | \n", + "longitude | \n", + "datetime | \n", + "hour_block | \n", + "day_of_week | \n", + "clusterNo | \n", + "
---|---|---|---|---|---|---|
0 | \n", + "39.999840 | \n", + "116.327191 | \n", + "2009-01-20 00:28:00 | \n", + "f00t04 | \n", + "Tuesday | \n", + "-1 | \n", + "
1 | \n", + "39.999991 | \n", + "116.326629 | \n", + "2009-01-20 00:29:00 | \n", + "f00t04 | \n", + "Tuesday | \n", + "-1 | \n", + "
2 | \n", + "40.001186 | \n", + "116.325686 | \n", + "2009-01-20 00:30:00 | \n", + "f00t04 | \n", + "Tuesday | \n", + "-1 | \n", + "
3 | \n", + "40.002164 | \n", + "116.324517 | \n", + "2009-01-20 00:31:00 | \n", + "f00t04 | \n", + "Tuesday | \n", + "-1 | \n", + "
4 | \n", + "40.003486 | \n", + "116.323199 | \n", + "2009-01-20 00:32:00 | \n", + "f00t04 | \n", + "Tuesday | \n", + "-1 | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
939 | \n", + "32.057004 | \n", + "121.270890 | \n", + "2009-01-21 02:11:00 | \n", + "f00t04 | \n", + "Wednesday | \n", + "-1 | \n", + "
940 | \n", + "32.057173 | \n", + "121.269710 | \n", + "2009-01-21 02:16:00 | \n", + "f00t04 | \n", + "Wednesday | \n", + "-1 | \n", + "
941 | \n", + "32.056679 | \n", + "121.271410 | \n", + "2009-01-21 02:17:00 | \n", + "f00t04 | \n", + "Wednesday | \n", + "-1 | \n", + "
942 | \n", + "32.056826 | \n", + "121.271292 | \n", + "2009-01-21 02:18:00 | \n", + "f00t04 | \n", + "Wednesday | \n", + "-1 | \n", + "
943 | \n", + "32.056079 | \n", + "121.271327 | \n", + "2009-01-21 02:19:00 | \n", + "f00t04 | \n", + "Wednesday | \n", + "-1 | \n", + "
944 rows × 6 columns
\n", + "\n", + " | latitude | \n", + "longitude | \n", + "datetime | \n", + "hour_block | \n", + "day_of_week | \n", + "clusterNo | \n", + "
---|---|---|---|---|---|---|
0 | \n", + "39.999168 | \n", + "116.334129 | \n", + "2009-02-21 03:48:00 | \n", + "f00t04 | \n", + "Saturday | \n", + "-1 | \n", + "
1 | \n", + "39.999380 | \n", + "116.334245 | \n", + "2009-02-21 03:49:00 | \n", + "f00t04 | \n", + "Saturday | \n", + "-1 | \n", + "
2 | \n", + "40.000569 | \n", + "116.333664 | \n", + "2009-02-21 03:50:00 | \n", + "f00t04 | \n", + "Saturday | \n", + "-1 | \n", + "
3 | \n", + "40.000496 | \n", + "116.333412 | \n", + "2009-02-21 03:51:00 | \n", + "f00t04 | \n", + "Saturday | \n", + "-1 | \n", + "
4 | \n", + "40.000529 | \n", + "116.332941 | \n", + "2009-02-21 03:52:00 | \n", + "f00t04 | \n", + "Saturday | \n", + "-1 | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
711 | \n", + "39.996333 | \n", + "116.338616 | \n", + "2009-02-21 22:52:00 | \n", + "f20t24 | \n", + "Saturday | \n", + "-1 | \n", + "
712 | \n", + "39.996465 | \n", + "116.338802 | \n", + "2009-02-21 22:53:00 | \n", + "f20t24 | \n", + "Saturday | \n", + "-1 | \n", + "
713 | \n", + "39.996531 | \n", + "116.338755 | \n", + "2009-02-21 22:54:00 | \n", + "f20t24 | \n", + "Saturday | \n", + "-1 | \n", + "
714 | \n", + "39.997935 | \n", + "116.338913 | \n", + "2009-02-21 22:55:00 | \n", + "f20t24 | \n", + "Saturday | \n", + "2 | \n", + "
715 | \n", + "39.996862 | \n", + "116.338699 | \n", + "2009-02-21 22:56:00 | \n", + "f20t24 | \n", + "Saturday | \n", + "-1 | \n", + "
716 rows × 6 columns
\n", + "\n", + " | latitude | \n", + "longitude | \n", + "datetime | \n", + "hour_block | \n", + "day_of_week | \n", + "clusterNo | \n", + "
---|---|---|---|---|---|---|
0 | \n", + "39.998569 | \n", + "116.339200 | \n", + "2009-02-14 04:52:00 | \n", + "f04t08 | \n", + "Saturday | \n", + "21 | \n", + "
1 | \n", + "39.998634 | \n", + "116.338622 | \n", + "2009-02-14 04:53:00 | \n", + "f04t08 | \n", + "Saturday | \n", + "13 | \n", + "
2 | \n", + "39.998102 | \n", + "116.337258 | \n", + "2009-02-14 04:54:00 | \n", + "f04t08 | \n", + "Saturday | \n", + "-1 | \n", + "
3 | \n", + "39.997688 | \n", + "116.334919 | \n", + "2009-02-14 04:55:00 | \n", + "f04t08 | \n", + "Saturday | \n", + "-1 | \n", + "
4 | \n", + "39.997469 | \n", + "116.333972 | \n", + "2009-02-14 04:56:00 | \n", + "f04t08 | \n", + "Saturday | \n", + "-1 | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
755 | \n", + "39.999533 | \n", + "116.338270 | \n", + "2009-02-14 23:35:00 | \n", + "f20t24 | \n", + "Saturday | \n", + "5 | \n", + "
756 | \n", + "39.998664 | \n", + "116.338281 | \n", + "2009-02-14 23:36:00 | \n", + "f20t24 | \n", + "Saturday | \n", + "15 | \n", + "
757 | \n", + "39.998998 | \n", + "116.337676 | \n", + "2009-02-14 23:37:00 | \n", + "f20t24 | \n", + "Saturday | \n", + "-1 | \n", + "
758 | \n", + "39.999212 | \n", + "116.338239 | \n", + "2009-02-14 23:38:00 | \n", + "f20t24 | \n", + "Saturday | \n", + "6 | \n", + "
759 | \n", + "39.998765 | \n", + "116.338476 | \n", + "2009-02-14 23:39:00 | \n", + "f20t24 | \n", + "Saturday | \n", + "12 | \n", + "
760 rows × 6 columns
\n", + "\n", + " | latitude | \n", + "longitude | \n", + "datetime | \n", + "hour_block | \n", + "day_of_week | \n", + "clusterNo | \n", + "
---|---|---|---|---|---|---|
0 | \n", + "39.999869 | \n", + "116.326993 | \n", + "2008-12-02 16:00:00 | \n", + "f16t20 | \n", + "Tuesday | \n", + "17 | \n", + "
1 | \n", + "39.999895 | \n", + "116.327039 | \n", + "2008-12-02 16:01:00 | \n", + "f16t20 | \n", + "Tuesday | \n", + "17 | \n", + "
2 | \n", + "39.999880 | \n", + "116.325793 | \n", + "2008-12-02 16:02:00 | \n", + "f16t20 | \n", + "Tuesday | \n", + "17 | \n", + "
3 | \n", + "40.000132 | \n", + "116.324713 | \n", + "2008-12-02 16:03:00 | \n", + "f16t20 | \n", + "Tuesday | \n", + "-1 | \n", + "
4 | \n", + "40.001176 | \n", + "116.324511 | \n", + "2008-12-02 16:04:00 | \n", + "f16t20 | \n", + "Tuesday | \n", + "-1 | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
680 | \n", + "39.996573 | \n", + "116.326611 | \n", + "2008-12-03 11:30:00 | \n", + "f08t12 | \n", + "Wednesday | \n", + "-1 | \n", + "
681 | \n", + "39.998787 | \n", + "116.326686 | \n", + "2008-12-03 11:31:00 | \n", + "f08t12 | \n", + "Wednesday | \n", + "17 | \n", + "
682 | \n", + "39.999864 | \n", + "116.327365 | \n", + "2008-12-03 11:32:00 | \n", + "f08t12 | \n", + "Wednesday | \n", + "17 | \n", + "
683 | \n", + "39.999924 | \n", + "116.327458 | \n", + "2008-12-03 11:33:00 | \n", + "f08t12 | \n", + "Wednesday | \n", + "17 | \n", + "
684 | \n", + "40.000083 | \n", + "116.327361 | \n", + "2008-12-03 11:34:00 | \n", + "f08t12 | \n", + "Wednesday | \n", + "17 | \n", + "
685 rows × 6 columns
\n", + "\n", + " | centers | \n", + "clusters | \n", + "
---|---|---|
0 | \n", + "[40.009822434782606, 116.31537617391304] | \n", + "[314, 331, 332, 343, 344, 345, 346, 347, 359, ... | \n", + "
1 | \n", + "[40.00977977500001, 116.31522249999998] | \n", + "[44, 313, 318, 336, 352, 353, 355, 356, 369, 3... | \n", + "
2 | \n", + "[40.00972261538462, 116.31529069230768] | \n", + "[217, 243, 254, 326, 328, 339, 357, 358, 362, ... | \n", + "
3 | \n", + "[40.00985584000001, 116.31510704] | \n", + "[47, 250, 387, 415, 462, 534, 574, 592, 639, 6... | \n", + "
4 | \n", + "[40.010041384615384, 116.31493176923075] | \n", + "[36, 37, 48, 49, 213, 214, 215, 310, 606, 735,... | \n", + "
5 | \n", + "[40.009942578947374, 116.3152110526316] | \n", + "[38, 45, 46, 309, 330, 342, 370, 413, 692, 699... | \n", + "
6 | \n", + "[40.010017999999995, 116.31542119999999] | \n", + "[307, 308, 334, 335, 720, 822, 823, 824, 825, ... | \n", + "
7 | \n", + "[40.00968718181818, 116.315785] | \n", + "[211, 304, 333, 338, 477, 478, 479, 487, 489, ... | \n", + "
8 | \n", + "[40.00968004166666, 116.3150474166666] | \n", + "[218, 238, 322, 323, 324, 368, 378, 379, 381, ... | \n", + "
9 | \n", + "[40.009747591836735, 116.31510653061221] | \n", + "[242, 247, 248, 317, 341, 382, 398, 428, 455, ... | \n", + "
10 | \n", + "[40.00947607692308, 116.31511676923077] | \n", + "[230, 390, 402, 412, 433, 469, 507, 518, 604, ... | \n", + "
11 | \n", + "[40.00959715384616, 116.31509421153842] | \n", + "[43, 321, 366, 377, 380, 385, 391, 393, 396, 3... | \n", + "
12 | \n", + "[40.00968908695652, 116.31517619565213] | \n", + "[232, 244, 249, 315, 316, 319, 320, 325, 327, ... | \n", + "
13 | \n", + "[40.00960802272728, 116.3152222727273] | \n", + "[39, 41, 42, 50, 224, 227, 231, 233, 245, 246,... | \n", + "
14 | \n", + "[40.009529590909096, 116.31531263636363] | \n", + "[40, 223, 228, 229, 376, 426, 443, 450, 471, 4... | \n", + "
15 | \n", + "[40.00977542857144, 116.31492185714286] | \n", + "[237, 367, 407, 416, 429, 439, 440, 448, 454, ... | \n", + "
16 | \n", + "[40.00989590909091, 116.31485209090907] | \n", + "[239, 240, 241, 405, 430, 432, 434, 453, 461, ... | \n", + "
17 | \n", + "[40.0098577, 116.314587] | \n", + "[35, 216, 252, 306, 435, 436, 437, 504, 527, 634] | \n", + "
18 | \n", + "[40.00947433333333, 116.31559333333335] | \n", + "[486, 488, 493, 495, 496, 497, 498, 500, 501, ... | \n", + "
19 | \n", + "[40.00792366666667, 116.31262733333331] | \n", + "[826, 827, 828, 829, 830, 831, 832, 833, 834, ... | \n", + "
20 | \n", + "[40.009584800000006, 116.31491270000001] | \n", + "[219, 253, 305, 392, 408, 441, 506, 578, 590, ... | \n", + "
21 | \n", + "[40.007840741935496, 116.3195012580645] | \n", + "[12, 13, 14, 15, 22, 23, 24, 26, 30, 31, 266, ... | \n", + "
22 | \n", + "[40.006571833333346, 116.31778858333332] | \n", + "[9, 11, 261, 262, 263, 291, 292, 293, 294, 295... | \n", + "
23 | \n", + "[39.99661241666666, 116.27291554166665] | \n", + "[872, 873, 874, 875, 876, 919, 920, 921, 922, ... | \n", + "
24 | \n", + "[39.99661999999999, 116.27555850000002] | \n", + "[862, 863, 864, 865, 866, 867, 868, 869, 870, ... | \n", + "
25 | \n", + "[39.989553500000014, 116.27197426923075] | \n", + "[885, 886, 887, 888, 889, 890, 891, 892, 893, ... | \n", + "
26 | \n", + "[39.992524374999995, 116.27430650000001] | \n", + "[877, 878, 879, 880, 881, 882, 883, 884, 911, ... | \n", + "
27 | \n", + "[39.99728728571428, 116.26381164285714] | \n", + "[947, 948, 949, 950, 951, 952, 953, 954, 955, ... | \n", + "
28 | \n", + "[40.00045736363636, 116.26386681818181] | \n", + "[961, 962, 963, 964, 965, 966, 967, 968, 969, ... | \n", + "
29 | \n", + "[39.99600499999999, 116.29029709999998] | \n", + "[849, 850, 851, 852, 853, 854, 855, 856, 992, ... | \n", + "
30 | \n", + "[39.98576385, 116.41272174999999] | \n", + "[89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 1... | \n", + "
31 | \n", + "[39.89846146153847, 116.38943146153848] | \n", + "[1075, 1076, 1077, 1078, 1079, 1080, 1081, 108... | \n", + "
32 | \n", + "[39.9097909090909, 116.40469272727273] | \n", + "[1037, 1038, 1039, 1040, 1041, 1042, 1043, 104... | \n", + "
33 | \n", + "[40.043579, 116.60664570000002] | \n", + "[119, 120, 121, 122, 123, 124, 125, 126, 127, ... | \n", + "
34 | \n", + "[39.976552785714276, 116.457318] | \n", + "[101, 102, 103, 104, 105, 106, 107, 108, 153, ... | \n", + "
\n", + " | centers | \n", + "clusters | \n", + "
---|---|---|
0 | \n", + "[32.0380186, 120.82664150000001] | \n", + "[847, 848, 849, 850, 873, 874, 875, 876, 877, ... | \n", + "
1 | \n", + "[32.044922299999996, 120.8895796] | \n", + "[887, 888, 889, 890, 891, 892, 893, 894, 895, ... | \n", + "
2 | \n", + "[32.07005584210527, 120.85438831578946] | \n", + "[818, 819, 820, 821, 822, 823, 824, 825, 826, ... | \n", + "
3 | \n", + "[33.55559185714285, 119.70179814285713] | \n", + "[685, 686, 687, 688, 689, 690, 691, 692, 693, ... | \n", + "
4 | \n", + "[34.1647111904762, 118.70941452380951] | \n", + "[600, 601, 602, 603, 604, 605, 606, 607, 608, ... | \n", + "
5 | \n", + "[34.35860088000001, 118.38388452000001] | \n", + "[575, 576, 577, 578, 579, 580, 581, 582, 583, ... | \n", + "
6 | \n", + "[33.6336987037037, 119.04485937037038] | \n", + "[641, 642, 643, 644, 645, 646, 647, 648, 649, ... | \n", + "
7 | \n", + "[33.886386949999995, 118.88300544999997] | \n", + "[621, 622, 623, 624, 625, 626, 627, 628, 629, ... | \n", + "
8 | \n", + "[33.54338811764706, 119.3318145882353] | \n", + "[668, 669, 670, 671, 672, 673, 674, 675, 676, ... | \n", + "
9 | \n", + "[34.2645017, 117.20207580000002] | \n", + "[509, 510, 511, 512, 513, 514, 515, 516, 517, ... | \n", + "
10 | \n", + "[36.16718027272727, 117.08974063636364] | \n", + "[390, 391, 392, 393, 394, 395, 396, 397, 398, ... | \n", + "
11 | \n", + "[36.326553499999996, 116.94599516666669] | \n", + "[378, 379, 380, 381, 382, 383, 384, 385, 386, ... | \n", + "
12 | \n", + "[36.62877158620691, 116.84820768965515] | \n", + "[349, 350, 351, 352, 353, 354, 355, 356, 357, ... | \n", + "
13 | \n", + "[37.34021741666667, 116.34013833333334] | \n", + "[307, 308, 309, 310, 311, 312, 313, 314, 315, ... | \n", + "
14 | \n", + "[36.95466855555554, 116.61113916666669] | \n", + "[331, 332, 333, 334, 335, 336, 337, 338, 339, ... | \n", + "
15 | \n", + "[39.992281250000005, 116.33119341666666] | \n", + "[97, 98, 99, 100, 101, 102, 103, 104, 105, 106... | \n", + "
16 | \n", + "[40.00790782857142, 116.31947462857141] | \n", + "[10, 11, 23, 26, 27, 28, 29, 32, 33, 34, 35, 3... | \n", + "
17 | \n", + "[39.9953895, 116.3278589] | \n", + "[87, 88, 89, 90, 91, 92, 93, 94, 95, 96] | \n", + "
18 | \n", + "[39.901377761904754, 116.4237179047619] | \n", + "[138, 139, 140, 141, 142, 143, 144, 145, 146, ... | \n", + "
19 | \n", + "[39.90532633333333, 116.42230466666668] | \n", + "[123, 124, 125, 126, 127, 128, 129, 130, 131, ... | \n", + "
\n", + " | centers | \n", + "clusters | \n", + "
---|---|---|
0 | \n", + "[40.00514978947369, 116.32449673684208] | \n", + "[24, 25, 26, 50, 51, 52, 53, 54, 55, 56, 57, 5... | \n", + "
1 | \n", + "[40.00884143478261, 116.32202982608699] | \n", + "[27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 3... | \n", + "
2 | \n", + "[39.997750538461545, 116.3385786923077] | \n", + "[677, 678, 679, 680, 681, 682, 683, 684, 685, ... | \n", + "
3 | \n", + "[39.99150663636363, 116.33240863636365] | \n", + "[92, 93, 94, 95, 96, 97, 98, 99, 308, 316, 317] | \n", + "
4 | \n", + "[39.99914724999999, 116.33848702777777] | \n", + "[360, 372, 384, 390, 391, 393, 407, 409, 410, ... | \n", + "
5 | \n", + "[39.99928914285714, 116.33854222857143] | \n", + "[404, 415, 416, 419, 441, 442, 500, 503, 505, ... | \n", + "
6 | \n", + "[39.99904251851851, 116.33844137037039] | \n", + "[338, 342, 348, 352, 355, 359, 361, 373, 374, ... | \n", + "
7 | \n", + "[39.998980714285715, 116.33850650000002] | \n", + "[336, 339, 351, 357, 375, 402, 414, 480, 529, ... | \n", + "
8 | \n", + "[39.9989069, 116.33842784999997] | \n", + "[341, 345, 363, 378, 385, 388, 396, 481, 504, ... | \n", + "
9 | \n", + "[39.99906608333333, 116.33864058333332] | \n", + "[376, 484, 485, 494, 532, 533, 534, 537, 540, ... | \n", + "
10 | \n", + "[39.999249368421054, 116.33839284210528] | \n", + "[337, 346, 347, 353, 358, 370, 371, 387, 405, ... | \n", + "
11 | \n", + "[39.9985044375, 116.338430875] | \n", + "[334, 335, 364, 366, 377, 381, 389, 501, 645, ... | \n", + "
12 | \n", + "[39.998762107142866, 116.33848600000002] | \n", + "[344, 356, 365, 367, 368, 369, 382, 395, 443, ... | \n", + "
13 | \n", + "[39.9987686, 116.33835380000001] | \n", + "[340, 362, 379, 386, 482, 513, 610, 632, 648, ... | \n", + "
14 | \n", + "[39.999588260869565, 116.33845595652176] | \n", + "[401, 435, 440, 445, 461, 462, 470, 471, 509, ... | \n", + "
15 | \n", + "[39.99947547058823, 116.33859070588232] | \n", + "[403, 423, 427, 498, 499, 502, 535, 560, 583, ... | \n", + "
16 | \n", + "[39.999469, 116.3382891] | \n", + "[349, 424, 437, 438, 439, 467, 548, 549, 700, ... | \n", + "
17 | \n", + "[39.99937779411764, 116.33843720588233] | \n", + "[343, 350, 354, 383, 394, 397, 398, 399, 400, ... | \n", + "
18 | \n", + "[39.9958421, 116.32695979999998] | \n", + "[15, 16, 17, 18, 19, 78, 79, 80, 81, 82] | \n", + "
19 | \n", + "[39.991656125, 116.33110891666666] | \n", + "[87, 88, 89, 90, 91, 100, 101, 102, 300, 301, ... | \n", + "
20 | \n", + "[40.00087825, 116.32508275] | \n", + "[20, 21, 22, 23, 66, 67, 68, 69, 70, 71, 72, 7... | \n", + "
21 | \n", + "[40.06964158333333, 116.31629458333333] | \n", + "[113, 114, 115, 116, 117, 118, 283, 284, 285, ... | \n", + "
22 | \n", + "[40.043940025641035, 116.41324092307696] | \n", + "[172, 173, 174, 177, 178, 179, 180, 181, 182, ... | \n", + "
23 | \n", + "[40.04461440000001, 116.4134605] | \n", + "[175, 176, 193, 194, 195, 196, 197, 198, 208, ... | \n", + "
24 | \n", + "[40.04208509090909, 116.41539154545454] | \n", + "[158, 159, 160, 161, 162, 163, 168, 169, 244, ... | \n", + "
25 | \n", + "[40.04595789473685, 116.41450063157895] | \n", + "[199, 200, 201, 202, 203, 204, 205, 206, 207, ... | \n", + "
26 | \n", + "[40.0399398, 116.41571049999997] | \n", + "[154, 155, 156, 157, 247, 248, 249, 253, 254, ... | \n", + "
27 | \n", + "[40.04008273333333, 116.4088312] | \n", + "[132, 133, 134, 135, 136, 137, 138, 139, 262, ... | \n", + "
28 | \n", + "[40.051730666666664, 116.405254] | \n", + "[126, 127, 128, 129, 130, 270, 271, 272, 273, ... | \n", + "
\n", + " | centers | \n", + "clusters | \n", + "
---|---|---|
0 | \n", + "[39.99105290000001, 116.4462241] | \n", + "[56, 57, 58, 59, 60, 61, 62, 63, 64, 65] | \n", + "
1 | \n", + "[39.99391791666667, 116.44537925000002] | \n", + "[25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 3... | \n", + "
2 | \n", + "[39.99234175, 116.4467025] | \n", + "[51, 52, 53, 54, 55, 66, 67, 68, 69, 82, 83, 84] | \n", + "
3 | \n", + "[39.999380020000004, 116.33852741999999] | \n", + "[237, 264, 277, 278, 356, 362, 367, 368, 369, ... | \n", + "
4 | \n", + "[39.99978657894737, 116.33869163157894] | \n", + "[218, 247, 248, 249, 263, 270, 275, 496, 502, ... | \n", + "
5 | \n", + "[39.999583416666674, 116.33842213888887] | \n", + "[186, 203, 219, 226, 235, 236, 258, 357, 358, ... | \n", + "
6 | \n", + "[39.99935463636364, 116.33815545454546] | \n", + "[392, 412, 413, 415, 591, 594, 626, 714, 731, ... | \n", + "
7 | \n", + "[39.999845500000006, 116.33828465000002] | \n", + "[207, 227, 234, 365, 366, 370, 371, 373, 375, ... | \n", + "
8 | \n", + "[40.000368066666674, 116.33859853333335] | \n", + "[204, 215, 216, 217, 257, 431, 433, 592, 602, ... | \n", + "
9 | \n", + "[40.000900875, 116.33865387500002] | \n", + "[232, 233, 434, 435, 436, 437, 438, 439, 440, ... | \n", + "
10 | \n", + "[39.998801681818186, 116.3383302727273] | \n", + "[195, 213, 305, 306, 310, 311, 312, 327, 379, ... | \n", + "
11 | \n", + "[39.998947612903216, 116.33848280645164] | \n", + "[184, 206, 212, 251, 280, 294, 296, 301, 304, ... | \n", + "
12 | \n", + "[39.99881626190476, 116.33850702380951] | \n", + "[182, 188, 192, 196, 200, 205, 281, 297, 298, ... | \n", + "
13 | \n", + "[39.9986664516129, 116.33856303225807] | \n", + "[1, 183, 187, 189, 191, 209, 228, 231, 252, 26... | \n", + "
14 | \n", + "[39.99892263157895, 116.33878084210528] | \n", + "[201, 214, 223, 240, 241, 244, 254, 262, 265, ... | \n", + "
15 | \n", + "[39.99856194736842, 116.33837468421049] | \n", + "[180, 181, 314, 331, 332, 484, 500, 512, 538, ... | \n", + "
16 | \n", + "[39.999079549019605, 116.33849850980388] | \n", + "[194, 279, 313, 315, 317, 319, 325, 328, 337, ... | \n", + "
17 | \n", + "[39.99912690000001, 116.33864075] | \n", + "[193, 202, 230, 243, 253, 284, 285, 286, 287, ... | \n", + "
18 | \n", + "[39.999220230769225, 116.33847546153847] | \n", + "[185, 208, 239, 250, 295, 309, 324, 335, 336, ... | \n", + "
19 | \n", + "[39.99933331578948, 116.33882500000003] | \n", + "[211, 220, 222, 246, 255, 256, 261, 268, 269, ... | \n", + "
20 | \n", + "[39.99836083333334, 116.33858391666666] | \n", + "[210, 229, 378, 402, 447, 454, 456, 458, 530, ... | \n", + "
21 | \n", + "[39.99861607692307, 116.33891815384617] | \n", + "[0, 190, 197, 198, 199, 224, 242, 245, 259, 26... | \n", + "
22 | \n", + "[39.991499184210525, 116.32806649999999] | \n", + "[118, 119, 120, 121, 122, 123, 124, 125, 126, ... | \n", + "
23 | \n", + "[39.9920081, 116.333824] | \n", + "[7, 8, 166, 167, 168, 169, 170, 171, 172, 173] | \n", + "
24 | \n", + "[39.991674999999994, 116.33188458333335] | \n", + "[9, 10, 11, 12, 13, 14, 112, 113, 114, 163, 16... | \n", + "
\n", + " | centers | \n", + "clusters | \n", + "
---|---|---|
0 | \n", + "[39.98266413043478, 116.3631911304348] | \n", + "[564, 565, 566, 567, 568, 569, 570, 571, 572, ... | \n", + "
1 | \n", + "[39.991809149999995, 116.32640355000001] | \n", + "[383, 384, 513, 527, 528, 529, 530, 533, 534, ... | \n", + "
2 | \n", + "[40.01148578124999, 116.321582] | \n", + "[97, 104, 105, 119, 121, 128, 137, 142, 205, 2... | \n", + "
3 | \n", + "[40.01139318181817, 116.32169872727272] | \n", + "[80, 100, 103, 113, 115, 116, 296, 297, 298, 2... | \n", + "
4 | \n", + "[40.01115827272728, 116.3214548181818] | \n", + "[76, 117, 118, 126, 127, 131, 153, 155, 156, 2... | \n", + "
5 | \n", + "[40.01148286363636, 116.32132849999998] | \n", + "[98, 99, 125, 148, 149, 152, 212, 214, 247, 28... | \n", + "
6 | \n", + "[40.012239541666666, 116.32156995833337] | \n", + "[29, 31, 34, 35, 36, 53, 54, 92, 94, 132, 143,... | \n", + "
7 | \n", + "[40.01258736363637, 116.32173318181816] | \n", + "[26, 27, 67, 71, 81, 87, 88, 90, 91, 173, 240] | \n", + "
8 | \n", + "[40.011956043478264, 116.32153434782609] | \n", + "[28, 30, 32, 40, 69, 70, 139, 161, 162, 167, 1... | \n", + "
9 | \n", + "[40.01183040909091, 116.32164645454546] | \n", + "[43, 46, 47, 48, 49, 50, 52, 61, 63, 78, 79, 9... | \n", + "
10 | \n", + "[40.01164677777777, 116.32161372222224] | \n", + "[101, 102, 129, 136, 141, 157, 158, 159, 267, ... | \n", + "
11 | \n", + "[40.011647849999996, 116.32143045000001] | \n", + "[66, 96, 122, 123, 124, 147, 150, 151, 208, 26... | \n", + "
12 | \n", + "[40.01189095833333, 116.32134579166666] | \n", + "[59, 179, 180, 181, 182, 185, 186, 187, 188, 1... | \n", + "
13 | \n", + "[40.01206180952381, 116.32169680952381] | \n", + "[33, 37, 38, 39, 41, 42, 51, 58, 62, 64, 72, 9... | \n", + "
14 | \n", + "[40.01300689999999, 116.32205919999998] | \n", + "[55, 82, 83, 85, 86, 89, 277, 278, 279, 280] | \n", + "
15 | \n", + "[40.01232125, 116.32108841666667] | \n", + "[60, 183, 230, 231, 232, 233, 234, 235, 236, 2... | \n", + "
16 | \n", + "[40.011744904761905, 116.32119514285716] | \n", + "[68, 184, 191, 192, 193, 194, 195, 199, 210, 2... | \n", + "
17 | \n", + "[40.00025109999999, 116.3270703] | \n", + "[0, 1, 2, 359, 360, 361, 362, 364, 365, 366, 3... | \n", + "
18 | \n", + "[39.93532374285714, 116.32209674285711] | \n", + "[407, 409, 418, 419, 420, 421, 422, 423, 424, ... | \n", + "
19 | \n", + "[39.93607088235294, 116.32129147058824] | \n", + "[406, 450, 451, 452, 460, 461, 479, 480, 481, ... | \n", + "
20 | \n", + "[39.935868625000005, 116.31968258333335] | \n", + "[453, 454, 455, 456, 457, 458, 459, 462, 463, ... | \n", + "
21 | \n", + "[39.941263, 116.36623705555556] | \n", + "[581, 582, 583, 584, 585, 586, 587, 588, 589, ... | \n", + "
22 | \n", + "[39.909835684210535, 116.36781631578948] | \n", + "[596, 597, 598, 599, 600, 601, 602, 603, 604, ... | \n", + "
23 | \n", + "[39.92483313333333, 116.36714866666668] | \n", + "[590, 591, 592, 593, 594, 595, 615, 616, 617, ... | \n", + "
24 | \n", + "[39.960807625, 116.3645603125] | \n", + "[574, 575, 576, 577, 578, 579, 580, 633, 634, ... | \n", + "
\n", + " | latitude | \n", + "longitude | \n", + "datetime | \n", + "hour_block | \n", + "day_of_week | \n", + "clusterNo | \n", + "
---|---|---|---|---|---|---|
0 | \n", + "39.999869 | \n", + "116.326993 | \n", + "2008-12-02 16:00:00 | \n", + "f16t20 | \n", + "Tuesday | \n", + "17 | \n", + "
1 | \n", + "39.999895 | \n", + "116.327039 | \n", + "2008-12-02 16:01:00 | \n", + "f16t20 | \n", + "Tuesday | \n", + "17 | \n", + "
2 | \n", + "39.999880 | \n", + "116.325793 | \n", + "2008-12-02 16:02:00 | \n", + "f16t20 | \n", + "Tuesday | \n", + "17 | \n", + "
3 | \n", + "40.012765 | \n", + "116.321583 | \n", + "2008-12-02 16:32:00 | \n", + "f16t20 | \n", + "Tuesday | \n", + "7 | \n", + "
4 | \n", + "40.012546 | \n", + "116.321558 | \n", + "2008-12-02 16:33:00 | \n", + "f16t20 | \n", + "Tuesday | \n", + "7 | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
494 | \n", + "39.992033 | \n", + "116.326227 | \n", + "2008-12-03 11:25:00 | \n", + "f08t12 | \n", + "Wednesday | \n", + "1 | \n", + "
495 | \n", + "39.998787 | \n", + "116.326686 | \n", + "2008-12-03 11:31:00 | \n", + "f08t12 | \n", + "Wednesday | \n", + "17 | \n", + "
496 | \n", + "39.999864 | \n", + "116.327365 | \n", + "2008-12-03 11:32:00 | \n", + "f08t12 | \n", + "Wednesday | \n", + "17 | \n", + "
497 | \n", + "39.999924 | \n", + "116.327458 | \n", + "2008-12-03 11:33:00 | \n", + "f08t12 | \n", + "Wednesday | \n", + "17 | \n", + "
498 | \n", + "40.000083 | \n", + "116.327361 | \n", + "2008-12-03 11:34:00 | \n", + "f08t12 | \n", + "Wednesday | \n", + "17 | \n", + "
499 rows × 6 columns
\n", + "\n", + " | latitude | \n", + "longitude | \n", + "datetime | \n", + "hour_block | \n", + "day_of_week | \n", + "clusterNo | \n", + "
---|---|---|---|---|---|---|
40 | \n", + "39.985203 | \n", + "116.438678 | \n", + "2009-04-03 08:28:00 | \n", + "f08t12 | \n", + "Friday | \n", + "34 | \n", + "
41 | \n", + "39.980219 | \n", + "116.447448 | \n", + "2009-04-03 08:29:00 | \n", + "f08t12 | \n", + "Friday | \n", + "34 | \n", + "
42 | \n", + "39.977613 | \n", + "116.451382 | \n", + "2009-04-03 08:30:00 | \n", + "f08t12 | \n", + "Friday | \n", + "34 | \n", + "
43 | \n", + "39.975156 | \n", + "116.455269 | \n", + "2009-04-03 08:31:00 | \n", + "f08t12 | \n", + "Friday | \n", + "34 | \n", + "
44 | \n", + "39.972856 | \n", + "116.458854 | \n", + "2009-04-03 08:32:00 | \n", + "f08t12 | \n", + "Friday | \n", + "34 | \n", + "
45 | \n", + "39.970485 | \n", + "116.462266 | \n", + "2009-04-03 08:33:00 | \n", + "f08t12 | \n", + "Friday | \n", + "34 | \n", + "
46 | \n", + "39.969027 | \n", + "116.462630 | \n", + "2009-04-03 08:34:00 | \n", + "f08t12 | \n", + "Friday | \n", + "34 | \n", + "
47 | \n", + "39.975647 | \n", + "116.469753 | \n", + "2009-04-03 08:35:00 | \n", + "f08t12 | \n", + "Friday | \n", + "34 | \n", + "
58 | \n", + "39.982451 | \n", + "116.476951 | \n", + "2009-04-03 09:28:00 | \n", + "f08t12 | \n", + "Friday | \n", + "34 | \n", + "
59 | \n", + "39.974493 | \n", + "116.467919 | \n", + "2009-04-03 09:29:00 | \n", + "f08t12 | \n", + "Friday | \n", + "34 | \n", + "
60 | \n", + "39.971779 | \n", + "116.461930 | \n", + "2009-04-03 09:30:00 | \n", + "f08t12 | \n", + "Friday | \n", + "34 | \n", + "
61 | \n", + "39.974268 | \n", + "116.456903 | \n", + "2009-04-03 09:31:00 | \n", + "f08t12 | \n", + "Friday | \n", + "34 | \n", + "
62 | \n", + "39.978733 | \n", + "116.450082 | \n", + "2009-04-03 09:32:00 | \n", + "f08t12 | \n", + "Friday | \n", + "34 | \n", + "
63 | \n", + "39.983809 | \n", + "116.442387 | \n", + "2009-04-03 09:33:00 | \n", + "f08t12 | \n", + "Friday | \n", + "34 | \n", + "
\n", + " | latitude | \n", + "longitude | \n", + "datetime | \n", + "hour_block | \n", + "day_of_week | \n", + "labels | \n", + "
---|---|---|---|---|---|---|
0 | \n", + "40.001520 | \n", + "116.311859 | \n", + "2009-04-03 01:16:00 | \n", + "f00t04 | \n", + "Friday | \n", + "-1 | \n", + "
1 | \n", + "40.001437 | \n", + "116.312250 | \n", + "2009-04-03 01:17:00 | \n", + "f00t04 | \n", + "Friday | \n", + "-1 | \n", + "
2 | \n", + "40.002051 | \n", + "116.312630 | \n", + "2009-04-03 01:18:00 | \n", + "f00t04 | \n", + "Friday | \n", + "-1 | \n", + "
3 | \n", + "40.004016 | \n", + "116.312476 | \n", + "2009-04-03 01:19:00 | \n", + "f00t04 | \n", + "Friday | \n", + "-1 | \n", + "
4 | \n", + "40.004578 | \n", + "116.314774 | \n", + "2009-04-03 01:20:00 | \n", + "f00t04 | \n", + "Friday | \n", + "-1 | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
1166 | \n", + "21.000000 | \n", + "21.000000 | \n", + "21 | \n", + "21 | \n", + "21 | \n", + "21 | \n", + "
1167 | \n", + "10.000000 | \n", + "10.000000 | \n", + "10 | \n", + "10 | \n", + "10 | \n", + "10 | \n", + "
1168 | \n", + "23.000000 | \n", + "23.000000 | \n", + "23 | \n", + "23 | \n", + "23 | \n", + "23 | \n", + "
1169 | \n", + "21.000000 | \n", + "21.000000 | \n", + "21 | \n", + "21 | \n", + "21 | \n", + "21 | \n", + "
1170 | \n", + "21.000000 | \n", + "21.000000 | \n", + "21 | \n", + "21 | \n", + "21 | \n", + "21 | \n", + "
1171 rows × 6 columns
\n", + "\n", + " | latitude | \n", + "longitude | \n", + "datetime | \n", + "hour_block | \n", + "day_of_week | \n", + "
---|---|---|---|---|---|
0 | \n", + "40.001520 | \n", + "116.311859 | \n", + "2009-04-03 01:16:00 | \n", + "f00t04 | \n", + "Friday | \n", + "
1 | \n", + "40.001437 | \n", + "116.312250 | \n", + "2009-04-03 01:17:00 | \n", + "f00t04 | \n", + "Friday | \n", + "
2 | \n", + "40.002051 | \n", + "116.312630 | \n", + "2009-04-03 01:18:00 | \n", + "f00t04 | \n", + "Friday | \n", + "
3 | \n", + "40.004016 | \n", + "116.312476 | \n", + "2009-04-03 01:19:00 | \n", + "f00t04 | \n", + "Friday | \n", + "
4 | \n", + "40.004578 | \n", + "116.314774 | \n", + "2009-04-03 01:20:00 | \n", + "f00t04 | \n", + "Friday | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
1166 | \n", + "40.009642 | \n", + "116.315100 | \n", + "2009-04-04 14:31:00 | \n", + "f12t16 | \n", + "Saturday | \n", + "
1167 | \n", + "40.009683 | \n", + "116.315028 | \n", + "2009-04-04 14:32:00 | \n", + "f12t16 | \n", + "Saturday | \n", + "
1168 | \n", + "40.009551 | \n", + "116.315061 | \n", + "2009-04-04 14:33:00 | \n", + "f12t16 | \n", + "Saturday | \n", + "
1169 | \n", + "40.009591 | \n", + "116.315148 | \n", + "2009-04-04 14:34:00 | \n", + "f12t16 | \n", + "Saturday | \n", + "
1170 | \n", + "40.009575 | \n", + "116.315145 | \n", + "2009-04-04 14:35:00 | \n", + "f12t16 | \n", + "Saturday | \n", + "
1171 rows × 5 columns
\n", + "\n", + " | latitude | \n", + "longitude | \n", + "datetime | \n", + "hour_block | \n", + "day_of_week | \n", + "labels | \n", + "
---|---|---|---|---|---|---|
0 | \n", + "40.001520 | \n", + "116.311859 | \n", + "2009-04-03 01:16:00 | \n", + "f00t04 | \n", + "Friday | \n", + "-1 | \n", + "
1 | \n", + "40.001437 | \n", + "116.312250 | \n", + "2009-04-03 01:17:00 | \n", + "f00t04 | \n", + "Friday | \n", + "-1 | \n", + "
2 | \n", + "40.002051 | \n", + "116.312630 | \n", + "2009-04-03 01:18:00 | \n", + "f00t04 | \n", + "Friday | \n", + "-1 | \n", + "
3 | \n", + "40.004016 | \n", + "116.312476 | \n", + "2009-04-03 01:19:00 | \n", + "f00t04 | \n", + "Friday | \n", + "-1 | \n", + "
4 | \n", + "40.004578 | \n", + "116.314774 | \n", + "2009-04-03 01:20:00 | \n", + "f00t04 | \n", + "Friday | \n", + "-1 | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
1166 | \n", + "21.000000 | \n", + "21.000000 | \n", + "21 | \n", + "21 | \n", + "21 | \n", + "21 | \n", + "
1167 | \n", + "10.000000 | \n", + "10.000000 | \n", + "10 | \n", + "10 | \n", + "10 | \n", + "10 | \n", + "
1168 | \n", + "23.000000 | \n", + "23.000000 | \n", + "23 | \n", + "23 | \n", + "23 | \n", + "23 | \n", + "
1169 | \n", + "21.000000 | \n", + "21.000000 | \n", + "21 | \n", + "21 | \n", + "21 | \n", + "21 | \n", + "
1170 | \n", + "21.000000 | \n", + "21.000000 | \n", + "21 | \n", + "21 | \n", + "21 | \n", + "21 | \n", + "
1171 rows × 6 columns
\n", + "\n", + " | latitude | \n", + "longitude | \n", + "datetime | \n", + "labels | \n", + "
---|---|---|---|---|
0 | \n", + "39.999840 | \n", + "116.327191 | \n", + "2009-01-20 00:28:00 | \n", + "-1 | \n", + "
1 | \n", + "39.999991 | \n", + "116.326629 | \n", + "2009-01-20 00:29:00 | \n", + "-1 | \n", + "
2 | \n", + "40.001186 | \n", + "116.325686 | \n", + "2009-01-20 00:30:00 | \n", + "-1 | \n", + "
3 | \n", + "40.002164 | \n", + "116.324517 | \n", + "2009-01-20 00:31:00 | \n", + "-1 | \n", + "
4 | \n", + "40.003486 | \n", + "116.323199 | \n", + "2009-01-20 00:32:00 | \n", + "-1 | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
939 | \n", + "32.057004 | \n", + "121.270890 | \n", + "2009-01-21 02:11:00 | \n", + "-1 | \n", + "
940 | \n", + "32.057173 | \n", + "121.269710 | \n", + "2009-01-21 02:16:00 | \n", + "-1 | \n", + "
941 | \n", + "32.056679 | \n", + "121.271410 | \n", + "2009-01-21 02:17:00 | \n", + "-1 | \n", + "
942 | \n", + "32.056826 | \n", + "121.271292 | \n", + "2009-01-21 02:18:00 | \n", + "-1 | \n", + "
943 | \n", + "32.056079 | \n", + "121.271327 | \n", + "2009-01-21 02:19:00 | \n", + "-1 | \n", + "
944 rows × 4 columns
\n", + "\n", + " | latitude | \n", + "longitude | \n", + "datetime | \n", + "labels | \n", + "
---|---|---|---|---|
0 | \n", + "39.999168 | \n", + "116.334129 | \n", + "2009-02-21 03:48:00 | \n", + "-1 | \n", + "
1 | \n", + "39.999380 | \n", + "116.334245 | \n", + "2009-02-21 03:49:00 | \n", + "-1 | \n", + "
2 | \n", + "40.000569 | \n", + "116.333664 | \n", + "2009-02-21 03:50:00 | \n", + "-1 | \n", + "
3 | \n", + "40.000496 | \n", + "116.333412 | \n", + "2009-02-21 03:51:00 | \n", + "-1 | \n", + "
4 | \n", + "40.000529 | \n", + "116.332941 | \n", + "2009-02-21 03:52:00 | \n", + "-1 | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
711 | \n", + "39.996333 | \n", + "116.338616 | \n", + "2009-02-21 22:52:00 | \n", + "-1 | \n", + "
712 | \n", + "39.996465 | \n", + "116.338802 | \n", + "2009-02-21 22:53:00 | \n", + "-1 | \n", + "
713 | \n", + "39.996531 | \n", + "116.338755 | \n", + "2009-02-21 22:54:00 | \n", + "-1 | \n", + "
714 | \n", + "39.997935 | \n", + "116.338913 | \n", + "2009-02-21 22:55:00 | \n", + "-1 | \n", + "
715 | \n", + "39.996862 | \n", + "116.338699 | \n", + "2009-02-21 22:56:00 | \n", + "-1 | \n", + "
716 rows × 4 columns
\n", + "\n", + " | latitude | \n", + "longitude | \n", + "datetime | \n", + "labels | \n", + "
---|---|---|---|---|
0 | \n", + "39.998569 | \n", + "116.339200 | \n", + "2009-02-14 04:52:00 | \n", + "16 | \n", + "
1 | \n", + "39.998634 | \n", + "116.338622 | \n", + "2009-02-14 04:53:00 | \n", + "8 | \n", + "
2 | \n", + "39.998102 | \n", + "116.337258 | \n", + "2009-02-14 04:54:00 | \n", + "-1 | \n", + "
3 | \n", + "39.997688 | \n", + "116.334919 | \n", + "2009-02-14 04:55:00 | \n", + "-1 | \n", + "
4 | \n", + "39.997469 | \n", + "116.333972 | \n", + "2009-02-14 04:56:00 | \n", + "-1 | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
755 | \n", + "39.999533 | \n", + "116.338270 | \n", + "2009-02-14 23:35:00 | \n", + "25 | \n", + "
756 | \n", + "39.998664 | \n", + "116.338281 | \n", + "2009-02-14 23:36:00 | \n", + "11 | \n", + "
757 | \n", + "39.998998 | \n", + "116.337676 | \n", + "2009-02-14 23:37:00 | \n", + "-1 | \n", + "
758 | \n", + "39.999212 | \n", + "116.338239 | \n", + "2009-02-14 23:38:00 | \n", + "22 | \n", + "
759 | \n", + "39.998765 | \n", + "116.338476 | \n", + "2009-02-14 23:39:00 | \n", + "13 | \n", + "
760 rows × 4 columns
\n", + "\n", + " | latitude | \n", + "longitude | \n", + "datetime | \n", + "labels | \n", + "
---|---|---|---|---|
0 | \n", + "39.999869 | \n", + "116.326993 | \n", + "2008-12-02 16:00:00 | \n", + "14 | \n", + "
1 | \n", + "39.999895 | \n", + "116.327039 | \n", + "2008-12-02 16:01:00 | \n", + "14 | \n", + "
2 | \n", + "39.999880 | \n", + "116.325793 | \n", + "2008-12-02 16:02:00 | \n", + "14 | \n", + "
3 | \n", + "40.000132 | \n", + "116.324713 | \n", + "2008-12-02 16:03:00 | \n", + "-1 | \n", + "
4 | \n", + "40.001176 | \n", + "116.324511 | \n", + "2008-12-02 16:04:00 | \n", + "-1 | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
680 | \n", + "39.996573 | \n", + "116.326611 | \n", + "2008-12-03 11:30:00 | \n", + "-1 | \n", + "
681 | \n", + "39.998787 | \n", + "116.326686 | \n", + "2008-12-03 11:31:00 | \n", + "14 | \n", + "
682 | \n", + "39.999864 | \n", + "116.327365 | \n", + "2008-12-03 11:32:00 | \n", + "14 | \n", + "
683 | \n", + "39.999924 | \n", + "116.327458 | \n", + "2008-12-03 11:33:00 | \n", + "14 | \n", + "
684 | \n", + "40.000083 | \n", + "116.327361 | \n", + "2008-12-03 11:34:00 | \n", + "14 | \n", + "
685 rows × 4 columns
\n", + "\n", + " | centers | \n", + "clusters | \n", + "hour_block | \n", + "day_of_week | \n", + "
---|---|---|---|---|
0 | \n", + "[37.53847639999999, 126.9474018] | \n", + "[158, 159, 160, 161, 162, 163, 164, 165, 166, ... | \n", + "f20t24 | \n", + "Thursday | \n", + "
1 | \n", + "[37.538616850000004, 126.94723301666666] | \n", + "[171, 179, 180, 181, 182, 183, 192, 193, 194, ... | \n", + "f20t24 | \n", + "Thursday | \n", + "
2 | \n", + "[37.53325464545454, 126.94988599090911] | \n", + "[216, 217, 218, 219, 220, 221, 222, 223, 224, ... | \n", + "f20t24 | \n", + "Thursday | \n", + "
3 | \n", + "[37.530839900000004, 126.95448706000002] | \n", + "[0, 1, 232, 233, 234, 235, 236, 237, 238, 239] | \n", + "f20t24 | \n", + "Thursday | \n", + "
4 | \n", + "[37.43814688, 127.00081278999998] | \n", + "[22, 23, 24, 25, 26, 27, 28, 29, 30, 31] | \n", + "f12t16 | \n", + "Thursday | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
146 | \n", + "[37.52903489999998, 126.95359939999996] | \n", + "[241, 242, 243, 244, 245, 246, 247, 248, 249, ... | \n", + "f04t08 | \n", + "Wednesday | \n", + "
147 | \n", + "[37.52905880000002, 126.95361909999994] | \n", + "[187, 188, 189, 190, 191, 192, 193, 194, 195, ... | \n", + "f04t08 | \n", + "Wednesday | \n", + "
148 | \n", + "[37.528942600000015, 126.95362670000002] | \n", + "[144, 145, 146, 147, 148, 149, 150, 151, 152, ... | \n", + "f00t04 | \n", + "Wednesday | \n", + "
149 | \n", + "[37.52895880000002, 126.95358100000007] | \n", + "[265, 266, 267, 268, 269, 270, 271, 272, 273, ... | \n", + "f04t08 | \n", + "Wednesday | \n", + "
150 | \n", + "[37.5291904, 126.9536064] | \n", + "[401, 402, 403, 404, 405, 406, 407, 408, 409, ... | \n", + "f08t12 | \n", + "Wednesday | \n", + "
151 rows × 4 columns
\n", + "\n", + " | centers | \n", + "clusters | \n", + "hour_block | \n", + "day_of_week | \n", + "latitude | \n", + "longitude | \n", + "
---|---|---|---|---|---|---|
0 | \n", + "[37.53847639999999, 126.9474018] | \n", + "[158, 159, 160, 161, 162, 163, 164, 165, 166, ... | \n", + "f20t24 | \n", + "Thursday | \n", + "37.538476 | \n", + "126.947402 | \n", + "
1 | \n", + "[37.538616850000004, 126.94723301666666] | \n", + "[171, 179, 180, 181, 182, 183, 192, 193, 194, ... | \n", + "f20t24 | \n", + "Thursday | \n", + "37.538617 | \n", + "126.947233 | \n", + "
2 | \n", + "[37.53325464545454, 126.94988599090911] | \n", + "[216, 217, 218, 219, 220, 221, 222, 223, 224, ... | \n", + "f20t24 | \n", + "Thursday | \n", + "37.533255 | \n", + "126.949886 | \n", + "
3 | \n", + "[37.530839900000004, 126.95448706000002] | \n", + "[0, 1, 232, 233, 234, 235, 236, 237, 238, 239] | \n", + "f20t24 | \n", + "Thursday | \n", + "37.530840 | \n", + "126.954487 | \n", + "
4 | \n", + "[37.43814688, 127.00081278999998] | \n", + "[22, 23, 24, 25, 26, 27, 28, 29, 30, 31] | \n", + "f12t16 | \n", + "Thursday | \n", + "37.438147 | \n", + "127.000813 | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
146 | \n", + "[37.52903489999998, 126.95359939999996] | \n", + "[241, 242, 243, 244, 245, 246, 247, 248, 249, ... | \n", + "f04t08 | \n", + "Wednesday | \n", + "37.529035 | \n", + "126.953599 | \n", + "
147 | \n", + "[37.52905880000002, 126.95361909999994] | \n", + "[187, 188, 189, 190, 191, 192, 193, 194, 195, ... | \n", + "f04t08 | \n", + "Wednesday | \n", + "37.529059 | \n", + "126.953619 | \n", + "
148 | \n", + "[37.528942600000015, 126.95362670000002] | \n", + "[144, 145, 146, 147, 148, 149, 150, 151, 152, ... | \n", + "f00t04 | \n", + "Wednesday | \n", + "37.528943 | \n", + "126.953627 | \n", + "
149 | \n", + "[37.52895880000002, 126.95358100000007] | \n", + "[265, 266, 267, 268, 269, 270, 271, 272, 273, ... | \n", + "f04t08 | \n", + "Wednesday | \n", + "37.528959 | \n", + "126.953581 | \n", + "
150 | \n", + "[37.5291904, 126.9536064] | \n", + "[401, 402, 403, 404, 405, 406, 407, 408, 409, ... | \n", + "f08t12 | \n", + "Wednesday | \n", + "37.529190 | \n", + "126.953606 | \n", + "
151 rows × 6 columns
\n", + "\n", + " | latitude | \n", + "longitude | \n", + "hour_block | \n", + "day_of_week | \n", + "
---|---|---|---|---|
0 | \n", + "37.538476 | \n", + "126.947402 | \n", + "20 | \n", + "3 | \n", + "
1 | \n", + "37.538617 | \n", + "126.947233 | \n", + "20 | \n", + "3 | \n", + "
2 | \n", + "37.533255 | \n", + "126.949886 | \n", + "20 | \n", + "3 | \n", + "
3 | \n", + "37.530840 | \n", + "126.954487 | \n", + "20 | \n", + "3 | \n", + "
4 | \n", + "37.438147 | \n", + "127.000813 | \n", + "12 | \n", + "3 | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
146 | \n", + "37.529035 | \n", + "126.953599 | \n", + "4 | \n", + "2 | \n", + "
147 | \n", + "37.529059 | \n", + "126.953619 | \n", + "4 | \n", + "2 | \n", + "
148 | \n", + "37.528943 | \n", + "126.953627 | \n", + "0 | \n", + "2 | \n", + "
149 | \n", + "37.528959 | \n", + "126.953581 | \n", + "4 | \n", + "2 | \n", + "
150 | \n", + "37.529190 | \n", + "126.953606 | \n", + "8 | \n", + "2 | \n", + "
151 rows × 4 columns
\n", + "\n", + " | latitude | \n", + "longitude | \n", + "hour_block | \n", + "day_of_week | \n", + "status | \n", + "
---|---|---|---|---|---|
0 | \n", + "37.529110 | \n", + "126.953535 | \n", + "12 | \n", + "3 | \n", + "1 | \n", + "
1 | \n", + "37.529110 | \n", + "126.953535 | \n", + "12 | \n", + "3 | \n", + "1 | \n", + "
2 | \n", + "37.529642 | \n", + "126.968263 | \n", + "12 | \n", + "3 | \n", + "2 | \n", + "
3 | \n", + "37.529666 | \n", + "126.968215 | \n", + "12 | \n", + "3 | \n", + "3 | \n", + "
4 | \n", + "37.529665 | \n", + "126.968220 | \n", + "12 | \n", + "3 | \n", + "1 | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
5429 | \n", + "37.341093 | \n", + "126.732886 | \n", + "16 | \n", + "0 | \n", + "0 | \n", + "
5430 | \n", + "37.340450 | \n", + "126.733341 | \n", + "16 | \n", + "0 | \n", + "0 | \n", + "
5431 | \n", + "37.340494 | \n", + "126.732966 | \n", + "16 | \n", + "0 | \n", + "0 | \n", + "
5432 | \n", + "37.340480 | \n", + "126.732961 | \n", + "16 | \n", + "0 | \n", + "0 | \n", + "
5433 | \n", + "37.340483 | \n", + "126.732966 | \n", + "16 | \n", + "0 | \n", + "0 | \n", + "
5434 rows × 5 columns
\n", + "\n", + " | latitude | \n", + "longitude | \n", + "hour_block | \n", + "day_of_week | \n", + "status | \n", + "y | \n", + "
---|---|---|---|---|---|---|
0 | \n", + "37.529110 | \n", + "126.953535 | \n", + "12 | \n", + "3 | \n", + "1 | \n", + "36 | \n", + "
1 | \n", + "37.529110 | \n", + "126.953535 | \n", + "12 | \n", + "3 | \n", + "1 | \n", + "36 | \n", + "
2 | \n", + "37.529642 | \n", + "126.968263 | \n", + "12 | \n", + "3 | \n", + "2 | \n", + "27 | \n", + "
3 | \n", + "37.529666 | \n", + "126.968215 | \n", + "12 | \n", + "3 | \n", + "3 | \n", + "27 | \n", + "
4 | \n", + "37.529665 | \n", + "126.968220 | \n", + "12 | \n", + "3 | \n", + "1 | \n", + "27 | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
5429 | \n", + "37.341093 | \n", + "126.732886 | \n", + "16 | \n", + "0 | \n", + "0 | \n", + "121 | \n", + "
5430 | \n", + "37.340450 | \n", + "126.733341 | \n", + "16 | \n", + "0 | \n", + "0 | \n", + "56 | \n", + "
5431 | \n", + "37.340494 | \n", + "126.732966 | \n", + "16 | \n", + "0 | \n", + "0 | \n", + "121 | \n", + "
5432 | \n", + "37.340480 | \n", + "126.732961 | \n", + "16 | \n", + "0 | \n", + "0 | \n", + "121 | \n", + "
5433 | \n", + "37.340483 | \n", + "126.732966 | \n", + "16 | \n", + "0 | \n", + "0 | \n", + "121 | \n", + "
5434 rows × 6 columns
\n", + "\n", + " | x1 | \n", + "y1 | \n", + "z1 | \n", + "x2 | \n", + "y2 | \n", + "z2 | \n", + "x3 | \n", + "y3 | \n", + "z3 | \n", + "날짜 | \n", + "label | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", + "0.33140594 | \n", + "0.0634098 | \n", + "9.856036 | \n", + "0.0 | \n", + "0.0011453715 | \n", + "-1.527162E-4 | \n", + "15.0375 | \n", + "31.81875 | \n", + "-36.018753 | \n", + "2024-03-15 01:06:03 | \n", + "1 | \n", + "
1 | \n", + "-0.19980069 | \n", + "5.293821 | \n", + "8.162217 | \n", + "0.0537561 | \n", + "-0.12087487 | \n", + "0.028863361 | \n", + "61.8375 | \n", + "-6.1125 | \n", + "-41.625 | \n", + "2024-03-15 15:07:25 | \n", + "1 | \n", + "
2 | \n", + "0.2428715 | \n", + "-0.42622152 | \n", + "9.800404 | \n", + "-9.926553E-4 | \n", + "5.345067E-4 | \n", + "-7.63581E-5 | \n", + "64.8375 | \n", + "3.5812502 | \n", + "-42.24375 | \n", + "2024-03-15 15:08:25 | \n", + "1 | \n", + "
3 | \n", + "0.22432712 | \n", + "-0.39900318 | \n", + "9.787542 | \n", + "0.0 | \n", + "-1.527162E-4 | \n", + "-7.63581E-5 | \n", + "64.55625 | \n", + "3.1875002 | \n", + "-42.1875 | \n", + "2024-03-15 15:09:25 | \n", + "1 | \n", + "
4 | \n", + "0.21505493 | \n", + "-0.39631125 | \n", + "9.787841 | \n", + "3.8179048E-4 | \n", + "1.527162E-4 | \n", + "7.63581E-5 | \n", + "64.5 | \n", + "2.98125 | \n", + "-42.881252 | \n", + "2024-03-15 15:10:25 | \n", + "1 | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
10696 | \n", + "-0.2835495 | \n", + "2.2935205 | \n", + "9.918848 | \n", + "0.004734202 | \n", + "-0.13637556 | \n", + "-0.05146536 | \n", + "-40.65 | \n", + "-59.23125 | \n", + "1.2375001 | \n", + "2024-03-18 13:55:32 | \n", + "1 | \n", + "
10697 | \n", + "-0.33200413 | \n", + "2.7589245 | \n", + "9.102298 | \n", + "-0.06101012 | \n", + "-0.20364705 | \n", + "-0.38209593 | \n", + "-38.7 | \n", + "-58.593754 | \n", + "0.15 | \n", + "2024-03-18 13:55:33 | \n", + "1 | \n", + "
10698 | \n", + "-0.36729828 | \n", + "2.047658 | \n", + "9.71127 | \n", + "-0.126449 | \n", + "0.07788526 | \n", + "0.054748755 | \n", + "-34.612503 | \n", + "-56.625004 | \n", + "-4.425 | \n", + "2024-03-18 13:55:35 | \n", + "1 | \n", + "
10699 | \n", + "-0.005383851 | \n", + "2.6703901 | \n", + "10.329815 | \n", + "9.926553E-4 | \n", + "0.13614649 | \n", + "0.02932151 | \n", + "-37.725002 | \n", + "-54.99375 | \n", + "-1.6125001 | \n", + "2024-03-18 13:55:36 | \n", + "1 | \n", + "
10700 | \n", + "-0.19800608 | \n", + "2.7738798 | \n", + "9.722636 | \n", + "-0.07658717 | \n", + "0.052458014 | \n", + "0.018631376 | \n", + "-43.2 | \n", + "-53.79375 | \n", + "1.25625 | \n", + "2024-03-18 13:55:37 | \n", + "1 | \n", + "
10701 rows × 11 columns
\n", + "\n", + " | x1 | \n", + "y1 | \n", + "z1 | \n", + "x2 | \n", + "y2 | \n", + "z2 | \n", + "x3 | \n", + "y3 | \n", + "z3 | \n", + "날짜 | \n", + "label | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", + "0.2105684 | \n", + "2.8193433 | \n", + "9.044271 | \n", + "0.014355322 | \n", + "-0.06253728 | \n", + "-0.211741 | \n", + "-10.14375 | \n", + "-38.0625 | \n", + "-20.362501 | \n", + "2024-03-15 18:27:46 | \n", + "2 | \n", + "
1 | \n", + "4.640281 | \n", + "-2.3204398 | \n", + "2.3611178 | \n", + "0.83917546 | \n", + "-1.6789619 | \n", + "1.250593 | \n", + "-6.525 | \n", + "25.837502 | \n", + "-25.406252 | \n", + "2024-03-15 18:28:46 | \n", + "2 | \n", + "
2 | \n", + "2.6219354 | \n", + "-8.215158 | \n", + "3.6526437 | \n", + "-0.18936808 | \n", + "0.80557793 | \n", + "-0.37026042 | \n", + "41.1375 | \n", + "30.675001 | \n", + "-20.868752 | \n", + "2024-03-15 18:29:46 | \n", + "2 | \n", + "
3 | \n", + "2.129014 | \n", + "-9.448658 | \n", + "1.0049855 | \n", + "0.0027488915 | \n", + "0.21784966 | \n", + "-0.04382955 | \n", + "-8.925 | \n", + "26.062502 | \n", + "-27.525002 | \n", + "2024-03-15 18:30:46 | \n", + "2 | \n", + "
4 | \n", + "3.7411783 | \n", + "-9.6993065 | \n", + "0.14416756 | \n", + "0.026267186 | \n", + "0.06551525 | \n", + "-0.010231985 | \n", + "-6.0937505 | \n", + "29.025002 | \n", + "-26.362501 | \n", + "2024-03-15 18:31:46 | \n", + "2 | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
2706 | \n", + "-3.531208 | \n", + "8.5423765 | \n", + "11.415559 | \n", + "-0.021303909 | \n", + "-0.35300347 | \n", + "-0.46425724 | \n", + "-22.181252 | \n", + "-43.65 | \n", + "-24.6375 | \n", + "2024-03-18 18:45:55 | \n", + "2 | \n", + "
2707 | \n", + "-2.8773692 | \n", + "8.587242 | \n", + "11.211571 | \n", + "0.060857404 | \n", + "-0.3668243 | \n", + "-0.59803665 | \n", + "-23.643751 | \n", + "-44.625 | \n", + "-27.187502 | \n", + "2024-03-18 18:45:57 | \n", + "2 | \n", + "
2708 | \n", + "-2.4005992 | \n", + "7.8981094 | \n", + "9.792626 | \n", + "-0.12018765 | \n", + "0.12301289 | \n", + "-0.3035998 | \n", + "-24.431252 | \n", + "-46.95 | \n", + "-24.393751 | \n", + "2024-03-18 18:45:58 | \n", + "2 | \n", + "
2709 | \n", + "-2.9826534 | \n", + "6.055636 | \n", + "10.837692 | \n", + "0.06551525 | \n", + "-0.44524407 | \n", + "-0.4058433 | \n", + "-26.6625 | \n", + "-49.725002 | \n", + "-23.7 | \n", + "2024-03-18 18:45:59 | \n", + "2 | \n", + "
2710 | \n", + "-2.8905299 | \n", + "7.94118 | \n", + "10.792229 | \n", + "0.04657844 | \n", + "-0.35651594 | \n", + "-0.45562875 | \n", + "-23.85 | \n", + "-55.143753 | \n", + "-16.743752 | \n", + "2024-03-18 18:46:00 | \n", + "2 | \n", + "
2711 rows × 11 columns
\n", + "\n", + " | x1 | \n", + "y1 | \n", + "z1 | \n", + "x2 | \n", + "y2 | \n", + "z2 | \n", + "x3 | \n", + "y3 | \n", + "z3 | \n", + "날짜 | \n", + "label | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", + "-1.8173488 | \n", + "2.858825 | \n", + "9.495916 | \n", + "-0.30879214 | \n", + "0.25060728 | \n", + "0.26534438 | \n", + "-27.825 | \n", + "-4.59375 | \n", + "-37.2 | \n", + "2024-03-15 23:19:49 | \n", + "3 | \n", + "
1 | \n", + "-2.9078777 | \n", + "2.99043 | \n", + "9.269794 | \n", + "0.24129158 | \n", + "0.95730144 | \n", + "0.010231985 | \n", + "8.8125 | \n", + "29.60625 | \n", + "-39.225002 | \n", + "2024-03-15 23:19:54 | \n", + "3 | \n", + "
2 | \n", + "-0.43489552 | \n", + "2.0321047 | \n", + "10.124631 | \n", + "0.0018325944 | \n", + "-0.008933897 | \n", + "-0.03527744 | \n", + "13.387501 | \n", + "31.368752 | \n", + "-38.268753 | \n", + "2024-03-15 23:20:54 | \n", + "3 | \n", + "
3 | \n", + "-1.2197413 | \n", + "1.5074782 | \n", + "9.793225 | \n", + "0.0073303776 | \n", + "0.0030543238 | \n", + "0.017409647 | \n", + "15.712501 | \n", + "48.750004 | \n", + "-39.6375 | \n", + "2024-03-15 23:21:54 | \n", + "3 | \n", + "
4 | \n", + "-1.5170496 | \n", + "0.46061835 | \n", + "9.563514 | \n", + "0.038560838 | \n", + "-0.0129808765 | \n", + "-0.020387612 | \n", + "-3.91875 | \n", + "38.23125 | \n", + "-42.3375 | \n", + "2024-03-15 23:22:54 | \n", + "3 | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
997 | \n", + "-0.38344982 | \n", + "5.775676 | \n", + "8.29113 | \n", + "-0.09964732 | \n", + "-0.040088 | \n", + "0.0 | \n", + "66.09375 | \n", + "15.01875 | \n", + "-24.431252 | \n", + "2024-03-18 22:50:49 | \n", + "3 | \n", + "
998 | \n", + "-1.2891332 | \n", + "5.220541 | \n", + "8.318648 | \n", + "0.27359107 | \n", + "0.11766783 | \n", + "-0.15714496 | \n", + "65.475006 | \n", + "14.962501 | \n", + "-27.16875 | \n", + "2024-03-18 22:50:50 | \n", + "3 | \n", + "
999 | \n", + "-1.7437695 | \n", + "1.6600207 | \n", + "10.173684 | \n", + "-0.3915643 | \n", + "-0.2629773 | \n", + "0.06269 | \n", + "63.16875 | \n", + "19.06875 | \n", + "-25.7625 | \n", + "2024-03-18 22:50:51 | \n", + "3 | \n", + "
1000 | \n", + "1.6624135 | \n", + "3.399603 | \n", + "8.09133 | \n", + "0.90866137 | \n", + "-0.6877574 | \n", + "0.40240717 | \n", + "56.98125 | \n", + "25.556252 | \n", + "-15.993751 | \n", + "2024-03-18 22:50:52 | \n", + "3 | \n", + "
1001 | \n", + "2.4975085 | \n", + "2.44367 | \n", + "8.722437 | \n", + "0.46051568 | \n", + "0.38919723 | \n", + "0.20807582 | \n", + "48.7125 | \n", + "27.4125 | \n", + "-24.431252 | \n", + "2024-03-18 22:50:53 | \n", + "3 | \n", + "
1002 rows × 11 columns
\n", + "\n", + " | x1 | \n", + "y1 | \n", + "z1 | \n", + "x2 | \n", + "y2 | \n", + "z2 | \n", + "x3 | \n", + "y3 | \n", + "z3 | \n", + "날짜 | \n", + "label | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", + "0.40438703 | \n", + "6.2464633 | \n", + "7.5296144 | \n", + "0.17340924 | \n", + "-0.21746786 | \n", + "-0.0054214248 | \n", + "-30.281252 | \n", + "-33.975002 | \n", + "9.8625 | \n", + "2024-03-18 13:40:21 | \n", + "4 | \n", + "
1 | \n", + "0.4660022 | \n", + "6.1998034 | \n", + "7.623533 | \n", + "-0.02687805 | \n", + "0.0140498895 | \n", + "9.162972E-4 | \n", + "-29.906252 | \n", + "-34.29375 | \n", + "13.575001 | \n", + "2024-03-18 13:40:22 | \n", + "4 | \n", + "
2 | \n", + "0.19920248 | \n", + "6.0711894 | \n", + "7.75454 | \n", + "-0.0058032153 | \n", + "0.020387612 | \n", + "0.0066431547 | \n", + "-27.843752 | \n", + "-37.10625 | \n", + "4.3500004 | \n", + "2024-03-18 13:40:23 | \n", + "4 | \n", + "
3 | \n", + "0.57427746 | \n", + "6.3804617 | \n", + "7.90469 | \n", + "0.048411034 | \n", + "-0.0721584 | \n", + "-0.006185006 | \n", + "-26.643751 | \n", + "-38.381252 | \n", + "-0.0375 | \n", + "2024-03-18 13:40:23 | \n", + "4 | \n", + "
4 | \n", + "0.34337005 | \n", + "6.0604215 | \n", + "7.7826557 | \n", + "0.0026725335 | \n", + "-0.0140498895 | \n", + "9.162972E-4 | \n", + "-25.25625 | \n", + "-39.5625 | \n", + "-3.8625002 | \n", + "2024-03-18 13:40:24 | \n", + "4 | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
2698 | \n", + "-0.8488538 | \n", + "6.047859 | \n", + "6.8985076 | \n", + "-0.0044287695 | \n", + "-0.014813471 | \n", + "0.018555017 | \n", + "25.612501 | \n", + "-79.200005 | \n", + "-16.087502 | \n", + "2024-03-18 15:10:29 | \n", + "4 | \n", + "
2699 | \n", + "-0.79800636 | \n", + "6.1357956 | \n", + "7.9351983 | \n", + "0.037568185 | \n", + "0.0067958706 | \n", + "-0.011911863 | \n", + "25.968752 | \n", + "-80.381256 | \n", + "-16.181252 | \n", + "2024-03-18 15:10:30 | \n", + "4 | \n", + "
2700 | \n", + "-1.1694921 | \n", + "5.852246 | \n", + "8.236095 | \n", + "-0.023747368 | \n", + "-0.010613776 | \n", + "0.005345067 | \n", + "26.8875 | \n", + "-80.7375 | \n", + "-12.95625 | \n", + "2024-03-18 15:10:31 | \n", + "4 | \n", + "
2701 | \n", + "-1.329213 | \n", + "6.3254266 | \n", + "8.07458 | \n", + "-0.031688612 | \n", + "0.010002911 | \n", + "0.009392046 | \n", + "26.643751 | \n", + "-79.70625 | \n", + "-12.13125 | \n", + "2024-03-18 15:10:32 | \n", + "4 | \n", + "
2702 | \n", + "-0.8428718 | \n", + "5.959923 | \n", + "7.811968 | \n", + "-0.047571093 | \n", + "-0.0820086 | \n", + "0.06330086 | \n", + "25.275002 | \n", + "-78.3375 | \n", + "-12.1125 | \n", + "2024-03-18 15:10:33 | \n", + "4 | \n", + "
2703 rows × 11 columns
\n", + "\n", + " | x1 | \n", + "y1 | \n", + "z1 | \n", + "x2 | \n", + "y2 | \n", + "z2 | \n", + "x3 | \n", + "y3 | \n", + "z3 | \n", + "날짜 | \n", + "label | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", + "0.33140594 | \n", + "0.0634098 | \n", + "9.856036 | \n", + "0.0 | \n", + "0.0011453715 | \n", + "-1.527162E-4 | \n", + "15.0375 | \n", + "31.81875 | \n", + "-36.018753 | \n", + "2024-03-15 01:06:03 | \n", + "1 | \n", + "
1 | \n", + "-0.19980069 | \n", + "5.293821 | \n", + "8.162217 | \n", + "0.0537561 | \n", + "-0.12087487 | \n", + "0.028863361 | \n", + "61.8375 | \n", + "-6.1125 | \n", + "-41.625 | \n", + "2024-03-15 15:07:25 | \n", + "1 | \n", + "
2 | \n", + "0.2428715 | \n", + "-0.42622152 | \n", + "9.800404 | \n", + "-9.926553E-4 | \n", + "5.345067E-4 | \n", + "-7.63581E-5 | \n", + "64.8375 | \n", + "3.5812502 | \n", + "-42.24375 | \n", + "2024-03-15 15:08:25 | \n", + "1 | \n", + "
3 | \n", + "0.22432712 | \n", + "-0.39900318 | \n", + "9.787542 | \n", + "0.0 | \n", + "-1.527162E-4 | \n", + "-7.63581E-5 | \n", + "64.55625 | \n", + "3.1875002 | \n", + "-42.1875 | \n", + "2024-03-15 15:09:25 | \n", + "1 | \n", + "
4 | \n", + "0.21505493 | \n", + "-0.39631125 | \n", + "9.787841 | \n", + "3.8179048E-4 | \n", + "1.527162E-4 | \n", + "7.63581E-5 | \n", + "64.5 | \n", + "2.98125 | \n", + "-42.881252 | \n", + "2024-03-15 15:10:25 | \n", + "1 | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
17112 | \n", + "-0.8488538 | \n", + "6.047859 | \n", + "6.8985076 | \n", + "-0.0044287695 | \n", + "-0.014813471 | \n", + "0.018555017 | \n", + "25.612501 | \n", + "-79.200005 | \n", + "-16.087502 | \n", + "2024-03-18 15:10:29 | \n", + "4 | \n", + "
17113 | \n", + "-0.79800636 | \n", + "6.1357956 | \n", + "7.9351983 | \n", + "0.037568185 | \n", + "0.0067958706 | \n", + "-0.011911863 | \n", + "25.968752 | \n", + "-80.381256 | \n", + "-16.181252 | \n", + "2024-03-18 15:10:30 | \n", + "4 | \n", + "
17114 | \n", + "-1.1694921 | \n", + "5.852246 | \n", + "8.236095 | \n", + "-0.023747368 | \n", + "-0.010613776 | \n", + "0.005345067 | \n", + "26.8875 | \n", + "-80.7375 | \n", + "-12.95625 | \n", + "2024-03-18 15:10:31 | \n", + "4 | \n", + "
17115 | \n", + "-1.329213 | \n", + "6.3254266 | \n", + "8.07458 | \n", + "-0.031688612 | \n", + "0.010002911 | \n", + "0.009392046 | \n", + "26.643751 | \n", + "-79.70625 | \n", + "-12.13125 | \n", + "2024-03-18 15:10:32 | \n", + "4 | \n", + "
17116 | \n", + "-0.8428718 | \n", + "5.959923 | \n", + "7.811968 | \n", + "-0.047571093 | \n", + "-0.0820086 | \n", + "0.06330086 | \n", + "25.275002 | \n", + "-78.3375 | \n", + "-12.1125 | \n", + "2024-03-18 15:10:33 | \n", + "4 | \n", + "
17117 rows × 11 columns
\n", + "\n", + " | x1 | \n", + "y1 | \n", + "z1 | \n", + "x2 | \n", + "y2 | \n", + "z2 | \n", + "x3 | \n", + "y3 | \n", + "z3 | \n", + "label | \n", + "
---|---|---|---|---|---|---|---|---|---|---|
0 | \n", + "0.33140594 | \n", + "0.0634098 | \n", + "9.856036 | \n", + "0.0 | \n", + "0.0011453715 | \n", + "-1.527162E-4 | \n", + "15.0375 | \n", + "31.81875 | \n", + "-36.018753 | \n", + "1 | \n", + "
1 | \n", + "-0.19980069 | \n", + "5.293821 | \n", + "8.162217 | \n", + "0.0537561 | \n", + "-0.12087487 | \n", + "0.028863361 | \n", + "61.8375 | \n", + "-6.1125 | \n", + "-41.625 | \n", + "1 | \n", + "
2 | \n", + "0.2428715 | \n", + "-0.42622152 | \n", + "9.800404 | \n", + "-9.926553E-4 | \n", + "5.345067E-4 | \n", + "-7.63581E-5 | \n", + "64.8375 | \n", + "3.5812502 | \n", + "-42.24375 | \n", + "1 | \n", + "
3 | \n", + "0.22432712 | \n", + "-0.39900318 | \n", + "9.787542 | \n", + "0.0 | \n", + "-1.527162E-4 | \n", + "-7.63581E-5 | \n", + "64.55625 | \n", + "3.1875002 | \n", + "-42.1875 | \n", + "1 | \n", + "
4 | \n", + "0.21505493 | \n", + "-0.39631125 | \n", + "9.787841 | \n", + "3.8179048E-4 | \n", + "1.527162E-4 | \n", + "7.63581E-5 | \n", + "64.5 | \n", + "2.98125 | \n", + "-42.881252 | \n", + "1 | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
16321 | \n", + "-0.8488538 | \n", + "6.047859 | \n", + "6.8985076 | \n", + "-0.0044287695 | \n", + "-0.014813471 | \n", + "0.018555017 | \n", + "25.612501 | \n", + "-79.200005 | \n", + "-16.087502 | \n", + "4 | \n", + "
16322 | \n", + "-0.79800636 | \n", + "6.1357956 | \n", + "7.9351983 | \n", + "0.037568185 | \n", + "0.0067958706 | \n", + "-0.011911863 | \n", + "25.968752 | \n", + "-80.381256 | \n", + "-16.181252 | \n", + "4 | \n", + "
16323 | \n", + "-1.1694921 | \n", + "5.852246 | \n", + "8.236095 | \n", + "-0.023747368 | \n", + "-0.010613776 | \n", + "0.005345067 | \n", + "26.8875 | \n", + "-80.7375 | \n", + "-12.95625 | \n", + "4 | \n", + "
16324 | \n", + "-1.329213 | \n", + "6.3254266 | \n", + "8.07458 | \n", + "-0.031688612 | \n", + "0.010002911 | \n", + "0.009392046 | \n", + "26.643751 | \n", + "-79.70625 | \n", + "-12.13125 | \n", + "4 | \n", + "
16325 | \n", + "-0.8428718 | \n", + "5.959923 | \n", + "7.811968 | \n", + "-0.047571093 | \n", + "-0.0820086 | \n", + "0.06330086 | \n", + "25.275002 | \n", + "-78.3375 | \n", + "-12.1125 | \n", + "4 | \n", + "
16326 rows × 10 columns
\n", + "\n", + " | 시간 | \n", + "x1 | \n", + "y1 | \n", + "z1 | \n", + "x2 | \n", + "y2 | \n", + "z2 | \n", + "x3 | \n", + "y3 | \n", + "z3 | \n", + "label | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", + "2024-01-25 16:33:57 | \n", + "0.04 | \n", + "0.10 | \n", + "9.81 | \n", + "-0.00 | \n", + "0.00 | \n", + "0.00 | \n", + "0.24 | \n", + "-8.12 | \n", + "-34.33 | \n", + "1 | \n", + "
1 | \n", + "2024-01-25 16:33:58 | \n", + "0.04 | \n", + "0.10 | \n", + "9.81 | \n", + "0.00 | \n", + "0.00 | \n", + "0.00 | \n", + "0.86 | \n", + "-8.03 | \n", + "-34.01 | \n", + "1 | \n", + "
2 | \n", + "2024-01-25 16:33:59 | \n", + "0.04 | \n", + "0.10 | \n", + "9.81 | \n", + "-0.00 | \n", + "-0.00 | \n", + "0.00 | \n", + "-0.08 | \n", + "-8.19 | \n", + "-34.31 | \n", + "1 | \n", + "
3 | \n", + "2024-01-25 16:34:00 | \n", + "0.03 | \n", + "0.10 | \n", + "9.81 | \n", + "-0.00 | \n", + "-0.00 | \n", + "0.00 | \n", + "0.38 | \n", + "-7.93 | \n", + "-34.18 | \n", + "1 | \n", + "
4 | \n", + "2024-01-25 16:34:01 | \n", + "0.03 | \n", + "0.10 | \n", + "9.81 | \n", + "-0.00 | \n", + "0.00 | \n", + "0.00 | \n", + "0.83 | \n", + "-7.56 | \n", + "-33.79 | \n", + "1 | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
5430 | \n", + "2024-02-07 17:12:24 | \n", + "-1.05 | \n", + "3.03 | \n", + "9.20 | \n", + "0.00 | \n", + "0.00 | \n", + "-0.00 | \n", + "-20.21 | \n", + "-61.31 | \n", + "-1.99 | \n", + "1 | \n", + "
5431 | \n", + "2024-02-07 17:12:24 | \n", + "-1.05 | \n", + "3.03 | \n", + "9.20 | \n", + "0.00 | \n", + "0.00 | \n", + "-0.00 | \n", + "-20.21 | \n", + "-61.31 | \n", + "-1.99 | \n", + "1 | \n", + "
5432 | \n", + "2024-02-07 17:12:24 | \n", + "-1.05 | \n", + "3.03 | \n", + "9.20 | \n", + "0.00 | \n", + "0.00 | \n", + "-0.00 | \n", + "-20.21 | \n", + "-61.31 | \n", + "-1.99 | \n", + "1 | \n", + "
5433 | \n", + "2024-02-07 17:12:24 | \n", + "-1.05 | \n", + "3.03 | \n", + "9.20 | \n", + "0.00 | \n", + "0.00 | \n", + "-0.00 | \n", + "-20.21 | \n", + "-61.31 | \n", + "-1.99 | \n", + "1 | \n", + "
5434 | \n", + "2024-02-07 17:12:24 | \n", + "-1.05 | \n", + "3.03 | \n", + "9.20 | \n", + "0.00 | \n", + "0.00 | \n", + "-0.00 | \n", + "-20.21 | \n", + "-61.31 | \n", + "-1.99 | \n", + "1 | \n", + "
5435 rows × 11 columns
\n", + "\n", + " | 시간 | \n", + "x1 | \n", + "y1 | \n", + "z1 | \n", + "x2 | \n", + "y2 | \n", + "z2 | \n", + "x3 | \n", + "y3 | \n", + "z3 | \n", + "label | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", + "2024-01-25 16:38:10 | \n", + "-3.14 | \n", + "4.35 | \n", + "6.89 | \n", + "0.50 | \n", + "-0.86 | \n", + "-0.84 | \n", + "23.91 | \n", + "-14.21 | \n", + "-16.58 | \n", + "2 | \n", + "
1 | \n", + "2024-01-25 16:38:11 | \n", + "0.81 | \n", + "1.93 | \n", + "8.86 | \n", + "-0.28 | \n", + "-0.46 | \n", + "-1.10 | \n", + "26.64 | \n", + "-8.19 | \n", + "-19.24 | \n", + "2 | \n", + "
2 | \n", + "2024-01-25 16:38:12 | \n", + "0.37 | \n", + "3.17 | \n", + "10.06 | \n", + "0.26 | \n", + "0.17 | \n", + "-0.36 | \n", + "14.74 | \n", + "16.48 | \n", + "-31.24 | \n", + "2 | \n", + "
3 | \n", + "2024-01-25 16:38:13 | \n", + "4.56 | \n", + "1.70 | \n", + "6.87 | \n", + "-0.35 | \n", + "-1.39 | \n", + "0.38 | \n", + "5.19 | \n", + "21.04 | \n", + "-26.55 | \n", + "2 | \n", + "
4 | \n", + "2024-01-25 16:38:14 | \n", + "8.57 | \n", + "-7.33 | \n", + "3.21 | \n", + "-1.84 | \n", + "0.28 | \n", + "1.48 | \n", + "-9.79 | \n", + "28.65 | \n", + "-1.61 | \n", + "2 | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
11536 | \n", + "2024-02-02 00:48:13 | \n", + "-5.57 | \n", + "4.03 | \n", + "5.85 | \n", + "0.28 | \n", + "0.43 | \n", + "-0.27 | \n", + "-21.49 | \n", + "-64.52 | \n", + "109.18 | \n", + "2 | \n", + "
11537 | \n", + "2024-02-02 00:48:13 | \n", + "-5.57 | \n", + "4.03 | \n", + "5.85 | \n", + "0.28 | \n", + "0.43 | \n", + "-0.27 | \n", + "-21.49 | \n", + "-64.52 | \n", + "109.18 | \n", + "2 | \n", + "
11538 | \n", + "2024-02-02 00:48:13 | \n", + "-5.57 | \n", + "4.03 | \n", + "5.85 | \n", + "0.28 | \n", + "0.43 | \n", + "-0.27 | \n", + "-21.49 | \n", + "-64.52 | \n", + "109.18 | \n", + "2 | \n", + "
11539 | \n", + "2024-02-02 00:48:13 | \n", + "-5.57 | \n", + "4.03 | \n", + "5.85 | \n", + "0.28 | \n", + "0.43 | \n", + "-0.27 | \n", + "-21.49 | \n", + "-64.52 | \n", + "109.18 | \n", + "2 | \n", + "
11540 | \n", + "2024-02-02 00:48:13 | \n", + "-5.57 | \n", + "4.03 | \n", + "5.85 | \n", + "0.28 | \n", + "0.43 | \n", + "-0.27 | \n", + "-21.49 | \n", + "-64.52 | \n", + "109.18 | \n", + "2 | \n", + "
11541 rows × 11 columns
\n", + "\n", + " | 시간 | \n", + "x1 | \n", + "y1 | \n", + "z1 | \n", + "x2 | \n", + "y2 | \n", + "z2 | \n", + "x3 | \n", + "y3 | \n", + "z3 | \n", + "label | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", + "2024-01-26 12:55:47 | \n", + "-5.94 | \n", + "5.63 | \n", + "4.63 | \n", + "0.28 | \n", + "0.04 | \n", + "-0.04 | \n", + "-2.03 | \n", + "-58.54 | \n", + "-40.89 | \n", + "3 | \n", + "
1 | \n", + "2024-01-26 12:55:48 | \n", + "-1.31 | \n", + "5.37 | \n", + "8.78 | \n", + "0.69 | \n", + "1.01 | \n", + "0.34 | \n", + "-1.35 | \n", + "-58.20 | \n", + "-46.35 | \n", + "3 | \n", + "
2 | \n", + "2024-01-26 12:55:49 | \n", + "-0.67 | \n", + "8.21 | \n", + "5.10 | \n", + "0.59 | \n", + "0.02 | \n", + "0.01 | \n", + "-10.14 | \n", + "-63.62 | \n", + "-48.02 | \n", + "3 | \n", + "
3 | \n", + "2024-01-26 12:55:50 | \n", + "-0.66 | \n", + "8.32 | \n", + "5.27 | \n", + "-0.02 | \n", + "-0.16 | \n", + "-0.17 | \n", + "-11.40 | \n", + "-71.21 | \n", + "-29.53 | \n", + "3 | \n", + "
4 | \n", + "2024-01-26 12:55:51 | \n", + "-0.63 | \n", + "7.61 | \n", + "6.11 | \n", + "0.01 | \n", + "-0.02 | \n", + "0.08 | \n", + "-12.38 | \n", + "-71.08 | \n", + "-27.64 | \n", + "3 | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
2514 | \n", + "2024-02-06 12:17:46 | \n", + "-2.16 | \n", + "-6.54 | \n", + "-6.94 | \n", + "0.03 | \n", + "0.01 | \n", + "0.01 | \n", + "1493.70 | \n", + "-736.41 | \n", + "324.96 | \n", + "3 | \n", + "
2515 | \n", + "2024-02-06 12:17:46 | \n", + "-2.16 | \n", + "-6.54 | \n", + "-6.94 | \n", + "0.03 | \n", + "0.01 | \n", + "0.01 | \n", + "1493.70 | \n", + "-736.41 | \n", + "324.96 | \n", + "3 | \n", + "
2516 | \n", + "2024-02-06 12:17:48 | \n", + "-2.16 | \n", + "-6.54 | \n", + "-6.94 | \n", + "0.03 | \n", + "0.01 | \n", + "0.01 | \n", + "1493.70 | \n", + "-736.41 | \n", + "324.96 | \n", + "3 | \n", + "
2517 | \n", + "2024-02-06 12:17:48 | \n", + "-2.16 | \n", + "-6.54 | \n", + "-6.94 | \n", + "0.03 | \n", + "0.01 | \n", + "0.01 | \n", + "1493.70 | \n", + "-736.41 | \n", + "324.96 | \n", + "3 | \n", + "
2518 | \n", + "2024-02-06 12:17:49 | \n", + "-6.43 | \n", + "3.82 | \n", + "9.10 | \n", + "0.24 | \n", + "0.81 | \n", + "-1.68 | \n", + "-52.03 | \n", + "22.11 | \n", + "10.09 | \n", + "3 | \n", + "
2519 rows × 11 columns
\n", + "\n", + " | 시간 | \n", + "x1 | \n", + "y1 | \n", + "z1 | \n", + "x2 | \n", + "y2 | \n", + "z2 | \n", + "x3 | \n", + "y3 | \n", + "z3 | \n", + "label | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", + "2024-01-26 15:13:27 | \n", + "2.01 | \n", + "6.08 | \n", + "7.03 | \n", + "-0.07 | \n", + "0.12 | \n", + "-0.06 | \n", + "24.84 | \n", + "-119.94 | \n", + "-41.79 | \n", + "4 | \n", + "
1 | \n", + "2024-01-26 15:13:28 | \n", + "0.05 | \n", + "4.47 | \n", + "8.69 | \n", + "0.47 | \n", + "0.20 | \n", + "0.29 | \n", + "30.06 | \n", + "-113.44 | \n", + "-60.94 | \n", + "4 | \n", + "
2 | \n", + "2024-01-26 15:13:29 | \n", + "1.06 | \n", + "5.13 | \n", + "8.55 | \n", + "-0.09 | \n", + "0.20 | \n", + "0.22 | \n", + "32.68 | \n", + "-106.37 | \n", + "-57.58 | \n", + "4 | \n", + "
3 | \n", + "2024-01-26 15:13:30 | \n", + "5.27 | \n", + "2.20 | \n", + "7.07 | \n", + "-0.18 | \n", + "0.26 | \n", + "-0.07 | \n", + "-34.76 | \n", + "-88.39 | \n", + "-51.53 | \n", + "4 | \n", + "
4 | \n", + "2024-01-26 15:13:31 | \n", + "5.40 | \n", + "0.14 | \n", + "8.92 | \n", + "-0.10 | \n", + "0.13 | \n", + "0.01 | \n", + "-97.44 | \n", + "-54.49 | \n", + "-61.13 | \n", + "4 | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
4100 | \n", + "2024-02-06 13:23:34 | \n", + "-2.23 | \n", + "3.40 | \n", + "8.81 | \n", + "-0.03 | \n", + "0.05 | \n", + "-0.04 | \n", + "58.54 | \n", + "17.74 | \n", + "-9.69 | \n", + "4 | \n", + "
4101 | \n", + "2024-02-06 13:23:35 | \n", + "-1.89 | \n", + "3.09 | \n", + "9.28 | \n", + "-0.12 | \n", + "-0.05 | \n", + "-0.01 | \n", + "59.21 | \n", + "16.84 | \n", + "-10.35 | \n", + "4 | \n", + "
4102 | \n", + "2024-02-06 13:23:36 | \n", + "-1.98 | \n", + "2.29 | \n", + "9.29 | \n", + "-0.04 | \n", + "-0.01 | \n", + "-0.01 | \n", + "59.01 | \n", + "17.94 | \n", + "-9.06 | \n", + "4 | \n", + "
4103 | \n", + "2024-02-06 13:23:37 | \n", + "-1.91 | \n", + "2.12 | \n", + "9.29 | \n", + "0.02 | \n", + "-0.01 | \n", + "0.02 | \n", + "58.71 | \n", + "19.76 | \n", + "-7.29 | \n", + "4 | \n", + "
4104 | \n", + "2024-02-06 13:23:38 | \n", + "-1.97 | \n", + "2.80 | \n", + "8.93 | \n", + "0.09 | \n", + "0.07 | \n", + "-0.02 | \n", + "59.04 | \n", + "19.11 | \n", + "-8.12 | \n", + "4 | \n", + "
4105 rows × 11 columns
\n", + "\n", + " | 시간 | \n", + "x1 | \n", + "y1 | \n", + "z1 | \n", + "x2 | \n", + "y2 | \n", + "z2 | \n", + "x3 | \n", + "y3 | \n", + "z3 | \n", + "label | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", + "2024-01-25 16:33:57 | \n", + "0.04 | \n", + "0.10 | \n", + "9.81 | \n", + "-0.00 | \n", + "0.00 | \n", + "0.00 | \n", + "0.24 | \n", + "-8.12 | \n", + "-34.33 | \n", + "1 | \n", + "
1 | \n", + "2024-01-25 16:33:58 | \n", + "0.04 | \n", + "0.10 | \n", + "9.81 | \n", + "0.00 | \n", + "0.00 | \n", + "0.00 | \n", + "0.86 | \n", + "-8.03 | \n", + "-34.01 | \n", + "1 | \n", + "
2 | \n", + "2024-01-25 16:33:59 | \n", + "0.04 | \n", + "0.10 | \n", + "9.81 | \n", + "-0.00 | \n", + "-0.00 | \n", + "0.00 | \n", + "-0.08 | \n", + "-8.19 | \n", + "-34.31 | \n", + "1 | \n", + "
3 | \n", + "2024-01-25 16:34:00 | \n", + "0.03 | \n", + "0.10 | \n", + "9.81 | \n", + "-0.00 | \n", + "-0.00 | \n", + "0.00 | \n", + "0.38 | \n", + "-7.93 | \n", + "-34.18 | \n", + "1 | \n", + "
4 | \n", + "2024-01-25 16:34:01 | \n", + "0.03 | \n", + "0.10 | \n", + "9.81 | \n", + "-0.00 | \n", + "0.00 | \n", + "0.00 | \n", + "0.83 | \n", + "-7.56 | \n", + "-33.79 | \n", + "1 | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
23595 | \n", + "2024-02-06 13:23:34 | \n", + "-2.23 | \n", + "3.40 | \n", + "8.81 | \n", + "-0.03 | \n", + "0.05 | \n", + "-0.04 | \n", + "58.54 | \n", + "17.74 | \n", + "-9.69 | \n", + "4 | \n", + "
23596 | \n", + "2024-02-06 13:23:35 | \n", + "-1.89 | \n", + "3.09 | \n", + "9.28 | \n", + "-0.12 | \n", + "-0.05 | \n", + "-0.01 | \n", + "59.21 | \n", + "16.84 | \n", + "-10.35 | \n", + "4 | \n", + "
23597 | \n", + "2024-02-06 13:23:36 | \n", + "-1.98 | \n", + "2.29 | \n", + "9.29 | \n", + "-0.04 | \n", + "-0.01 | \n", + "-0.01 | \n", + "59.01 | \n", + "17.94 | \n", + "-9.06 | \n", + "4 | \n", + "
23598 | \n", + "2024-02-06 13:23:37 | \n", + "-1.91 | \n", + "2.12 | \n", + "9.29 | \n", + "0.02 | \n", + "-0.01 | \n", + "0.02 | \n", + "58.71 | \n", + "19.76 | \n", + "-7.29 | \n", + "4 | \n", + "
23599 | \n", + "2024-02-06 13:23:38 | \n", + "-1.97 | \n", + "2.80 | \n", + "8.93 | \n", + "0.09 | \n", + "0.07 | \n", + "-0.02 | \n", + "59.04 | \n", + "19.11 | \n", + "-8.12 | \n", + "4 | \n", + "
23600 rows × 11 columns
\n", + "\n", + " | x1 | \n", + "y1 | \n", + "z1 | \n", + "x2 | \n", + "y2 | \n", + "z2 | \n", + "x3 | \n", + "y3 | \n", + "z3 | \n", + "label | \n", + "
---|---|---|---|---|---|---|---|---|---|---|
0 | \n", + "0.04 | \n", + "0.10 | \n", + "9.81 | \n", + "-0.00 | \n", + "0.00 | \n", + "0.00 | \n", + "0.24 | \n", + "-8.12 | \n", + "-34.33 | \n", + "1 | \n", + "
1 | \n", + "0.04 | \n", + "0.10 | \n", + "9.81 | \n", + "0.00 | \n", + "0.00 | \n", + "0.00 | \n", + "0.86 | \n", + "-8.03 | \n", + "-34.01 | \n", + "1 | \n", + "
2 | \n", + "0.04 | \n", + "0.10 | \n", + "9.81 | \n", + "-0.00 | \n", + "-0.00 | \n", + "0.00 | \n", + "-0.08 | \n", + "-8.19 | \n", + "-34.31 | \n", + "1 | \n", + "
3 | \n", + "0.03 | \n", + "0.10 | \n", + "9.81 | \n", + "-0.00 | \n", + "-0.00 | \n", + "0.00 | \n", + "0.38 | \n", + "-7.93 | \n", + "-34.18 | \n", + "1 | \n", + "
4 | \n", + "0.03 | \n", + "0.10 | \n", + "9.81 | \n", + "-0.00 | \n", + "0.00 | \n", + "0.00 | \n", + "0.83 | \n", + "-7.56 | \n", + "-33.79 | \n", + "1 | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
6821 | \n", + "-2.23 | \n", + "3.40 | \n", + "8.81 | \n", + "-0.03 | \n", + "0.05 | \n", + "-0.04 | \n", + "58.54 | \n", + "17.74 | \n", + "-9.69 | \n", + "4 | \n", + "
6822 | \n", + "-1.89 | \n", + "3.09 | \n", + "9.28 | \n", + "-0.12 | \n", + "-0.05 | \n", + "-0.01 | \n", + "59.21 | \n", + "16.84 | \n", + "-10.35 | \n", + "4 | \n", + "
6823 | \n", + "-1.98 | \n", + "2.29 | \n", + "9.29 | \n", + "-0.04 | \n", + "-0.01 | \n", + "-0.01 | \n", + "59.01 | \n", + "17.94 | \n", + "-9.06 | \n", + "4 | \n", + "
6824 | \n", + "-1.91 | \n", + "2.12 | \n", + "9.29 | \n", + "0.02 | \n", + "-0.01 | \n", + "0.02 | \n", + "58.71 | \n", + "19.76 | \n", + "-7.29 | \n", + "4 | \n", + "
6825 | \n", + "-1.97 | \n", + "2.80 | \n", + "8.93 | \n", + "0.09 | \n", + "0.07 | \n", + "-0.02 | \n", + "59.04 | \n", + "19.11 | \n", + "-8.12 | \n", + "4 | \n", + "
6826 rows × 10 columns
\n", + "RandomForestClassifier(max_depth=20, n_estimators=50)In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
RandomForestClassifier(max_depth=20, n_estimators=50)