task_type
stringclasses 1
value | folder_name
stringclasses 1
value | file_name
stringclasses 42
values | data_length
int64 8
512
| forecast_length
int64 3
96
| data
listlengths 8
512
| data_forecast
listlengths 3
96
| columns
listlengths 1
1
| forecast_explanation
dict | data_explanation
dict |
---|---|---|---|---|---|---|---|---|---|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
897,
592,
421,
372,
194,
135,
71,
33,
13,
27,
79,
150,
423,
692,
1434,
1501,
1401,
1288,
1126,
1283,
1478,
1502,
1262,
837,
643,
479,
256,
172,
108,
76,
61,
31,
13,
64,
127,
200,
363,
647,
1307,
1290,
1289,
1173,
1000,
1085,
1175,
1088,
839,
580,
314,
178,
111,
49,
18,
6,
17,
16,
54,
56,
166,
179,
360,
507,
948,
1090,
934,
873,
787,
987,
1136,
924,
771,
520,
359,
197,
72,
24,
46,
17,
12,
22,
28,
78,
221,
225,
444,
625,
1194,
1203,
953,
964,
823,
949,
1068,
1004,
797,
630,
423,
201,
78,
60,
51,
17,
10,
12,
22,
73,
172,
186,
318,
414,
1003,
1153,
981,
846,
872,
1051,
1200,
1276,
1004,
841,
525,
315,
182,
67,
81,
40,
28,
17,
28,
76,
197,
176,
384,
650,
1269,
1338,
1073,
979,
1081,
1295,
1664,
1621,
1487,
1199,
999,
636,
435,
337,
196,
149,
67,
28,
29,
54,
114,
162,
291,
702,
1197,
1363,
1400,
1312,
1310,
1449,
1537,
1710,
1360,
1068,
914,
668,
362,
327,
161,
101,
56,
31,
25,
54,
70,
177,
331,
655,
1202,
1292,
1322,
1226,
1079,
1087,
1235,
1066,
797,
588,
394,
209,
89,
27,
42,
44,
17,
16,
35,
104,
157,
175,
393,
548,
1129,
1120,
983,
801,
899,
910,
1009,
968,
715,
614,
304,
240,
110,
45,
29,
19,
13,
22,
25,
62,
195,
167,
342,
579,
1083,
1108,
893,
802,
798,
986,
1092,
1047,
809,
658,
394,
215,
120,
57,
37,
28,
13,
14,
18,
80,
187,
174,
275,
605,
958,
1169,
807,
865,
774,
938,
1187,
1055,
753,
630,
393,
232,
131,
84,
41,
25,
25,
13,
22,
100,
210,
183,
356,
608,
1095,
1110,
921,
898,
866,
1031,
1395,
1331,
1058,
822,
607,
288,
193,
105,
60,
52,
15,
14,
38,
82,
168,
232,
369,
634,
1280,
1343,
1116,
891,
961,
1310,
1648,
1492,
1413,
1264,
874,
479,
368,
272,
152,
101,
70,
57,
29,
66,
92,
197,
364,
649,
1269,
1415,
1284,
1190,
1181,
1333,
1614,
1670,
1286,
1052,
929,
608,
416,
302,
165,
125,
51,
50,
38,
35,
87,
205,
341,
668,
1271,
1358,
1217,
1261,
1164,
1208,
1147,
1165,
735,
623,
362,
228,
100,
90,
37,
43,
32,
20,
42,
63,
170,
219,
367,
534,
1155,
1224,
1002,
935,
940,
1001,
1174,
1111,
840,
606,
373,
186,
85,
40,
22,
13,
26,
16,
29,
94,
195,
207,
310,
557,
1000,
1174,
890,
832,
854,
1074,
1168,
1165,
823,
591,
419,
224,
67,
75,
43,
26,
17,
18,
28,
112,
217,
189,
346,
605,
1145,
1186,
955,
945,
858,
1174,
1267,
1172,
947,
729,
495,
232,
103,
78,
34,
19,
29,
24,
26,
67,
168,
185,
315,
670,
1011,
1089,
957,
766,
790,
946,
1119,
1163,
1030,
718,
529,
225,
140,
98,
77,
43,
15,
12,
26,
68,
201,
214,
324,
489,
1120,
1290,
1143,
1000,
1099,
1321,
1595,
1620,
1377,
1179,
968,
643,
418,
350,
116,
93,
90,
37,
27,
52,
100,
155,
392,
697,
1093,
1413,
1353,
1247,
1280,
1357,
1520,
1555,
1212,
1022,
817,
502,
373,
283,
135,
92,
46,
48
] |
[
27,
44,
105,
140,
379,
761,
1246,
1392,
1334,
1328,
1171,
1235,
1341,
1167,
887,
654,
391,
242,
113,
54,
36,
11,
16,
38,
28,
71,
167,
211,
343,
608,
1324,
1189,
816,
876,
897,
1064,
1193,
1233,
927,
701,
307,
181,
86,
24,
24,
25,
32,
57,
33,
103,
141,
208,
378,
687,
1315,
1408,
1184,
1017,
910,
1154,
1287,
1167,
899,
615,
420,
213,
147,
55,
41,
18,
9,
19,
29,
65,
159,
173,
376,
703,
1230,
1371,
1172,
1027,
952,
1189,
1242,
1286,
1098,
815,
491,
249,
161,
111,
55,
46,
24,
19
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -94.65%",
"予測される変化率: [カラム_0] 予測される変化率: -29.63%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.87倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 19個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -94.65%",
"Forecasted change rate: [column_0] Forecasted change rate: -29.63%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.87 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 19",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
22,
85,
165,
188,
329,
657,
1300,
1371,
1179,
1006,
993,
1100,
1368,
1283,
1130,
844,
620,
309,
198,
99,
58,
33,
50,
20,
27,
62,
214,
185,
341,
561,
1373,
1395,
1157,
1091,
1102,
1346,
1601,
1689,
1493,
1259,
934,
611,
393,
292,
177,
128,
39,
30,
36,
64,
78,
142,
348,
748,
1201,
1421,
1238,
1206,
1278,
1488,
1622,
1588,
1254,
1048,
872,
661,
554,
267,
172,
109,
106,
77,
23,
43,
69,
159,
365,
706,
1378,
1471,
1347,
1300,
1082,
1200,
1350,
1211,
936,
813,
713,
401,
163,
115,
87,
45,
32,
48,
45,
69,
217,
181,
397,
703,
1271,
1456,
1205,
1097,
1016,
1188,
1272,
1109,
846,
601,
663,
348,
137,
115,
61,
37,
20,
31,
25,
82,
188,
173,
329,
669,
1272,
1294,
1109,
1116,
1040,
1241,
682,
1227,
1033,
948,
625,
305,
167,
94,
39,
25,
38,
44,
56,
93,
319,
225,
438,
635,
1337,
1537,
1139,
1113,
1122,
1188,
1412,
1242,
1122,
794,
790,
444,
181,
116,
103,
53,
35,
46,
52,
98,
252,
202,
353,
642,
1181,
1324,
937,
987,
932,
1242,
1344,
1327,
1083,
834,
912,
413,
160,
140,
107,
65,
15,
31,
35,
61,
185,
172,
341,
666,
1360,
1535,
1214,
970,
1090,
1407,
1562,
1580,
1386,
1207,
959,
664,
357,
302,
165,
91,
82,
50,
32,
82,
104,
196,
387,
742,
1286,
1326,
1344,
1325,
1240,
1354,
1587,
1634,
1334,
1014,
832,
599,
394,
264,
140,
144,
104,
28,
28,
25,
70,
153,
401,
649,
1216,
1399,
1249,
1240,
1109,
1137,
1290,
1137,
791,
638,
597,
316,
172,
96,
56,
33,
56,
10,
43,
64,
181,
195,
382,
599,
1057,
1160,
1000,
925,
841,
1062,
1122,
1106,
651,
507,
253,
134,
85,
40,
25,
19,
11,
18,
32,
77,
204,
198,
337,
547,
958,
907,
863,
912,
1026,
1066,
1086,
1072,
731,
530,
552,
287,
135,
104,
79,
34,
46,
32,
41,
65,
225,
199,
347,
557,
1120,
1095,
919,
909,
863,
1001,
1063,
1180,
918,
686,
378,
185,
132,
64,
23,
24,
30,
27,
23,
87,
207,
210,
338,
480,
903,
973,
820,
856,
884,
1139,
1250,
1167,
957,
768,
506,
336,
156,
104,
63,
44,
36,
20,
45,
72,
249,
255,
353,
658,
1363,
1361,
1095,
1044,
1038,
1393,
1609,
1674,
1427,
1087,
865,
605,
403,
264,
136,
153,
59,
62,
44,
50,
81,
184,
359,
748,
1237,
1347,
1247,
1204,
1333,
1419,
1637,
1623,
1129,
1092,
971,
759,
539,
367,
245,
243,
77,
40,
31,
45,
97,
187,
369,
692,
1261,
1349,
1223,
997,
951,
1188,
1260,
1136,
877,
686,
364,
172,
101,
32,
26,
19,
30,
21,
43,
62,
176,
180,
355,
680,
1168,
1314,
960,
931,
1072,
1130,
1134,
1080,
766,
505,
410,
166,
75,
47,
21,
16,
21,
15,
29,
88,
266,
229,
345,
600,
1189,
1217,
976,
858,
947,
1019,
1184,
1145,
861,
678,
435,
197,
109,
71,
24,
26,
17,
25,
32,
98,
236,
270,
398,
615,
1231,
1336,
970,
933,
799,
1026,
1201,
1253,
848,
659,
422,
243,
122,
84,
67,
27,
14,
21,
23,
125,
257,
220,
348,
685,
1067,
1247
] |
[
1032,
845,
882,
1192,
1337,
1193,
894,
722,
410,
275,
136,
95,
37,
34,
22,
13,
38,
95,
246,
232,
447,
672,
1303,
1314,
1120,
1069,
1125,
1454,
1809,
1706,
1460,
1249,
895,
729,
403,
321,
166,
124,
85,
60,
21,
73,
140,
205,
414,
916,
1580,
1616,
1596,
1538,
1526,
1559,
1689,
1642,
1335,
1105,
911,
739,
492,
356,
233,
189,
95,
29,
36,
59,
82,
187,
448,
802,
1331,
1489,
1408,
1307,
1236,
1294,
1463,
1217,
1036,
697,
403,
223,
86,
64,
63,
22,
16,
28,
35,
72,
231,
183,
386,
537,
1130,
1210
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 5568.18%",
"予測される変化率: [カラム_0] 予測される変化率: 17.25%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.84倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 19個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 5568.18%",
"Forecasted change rate: [column_0] Forecasted change rate: 17.25%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.84 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 19",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
918,
836,
854,
1013,
1149,
1053,
875,
540,
307,
166,
71,
49,
28,
11,
37,
27,
33,
104,
195,
192,
337,
588,
1167,
1137,
925,
824,
917,
985,
1063,
1143,
911,
621,
392,
193,
70,
51,
34,
16,
28,
14,
18,
105,
195,
216,
372,
622,
1093,
1198,
962,
947,
837,
1019,
1230,
1183,
956,
628,
426,
211,
81,
60,
32,
18,
14,
25,
35,
69,
295,
177,
378,
536,
944,
935,
879,
941,
855,
1136,
1203,
1238,
865,
757,
428,
220,
126,
78,
50,
29,
21,
26,
25,
67,
216,
203,
434,
690,
1195,
1390,
1078,
1101,
997,
1427,
1742,
1829,
1613,
1415,
1057,
672,
428,
309,
199,
117,
82,
43,
24,
64,
152,
183,
408,
797,
1288,
1491,
1523,
1460,
1365,
1520,
1700,
1797,
1596,
1139,
910,
640,
432,
413,
170,
186,
77,
29,
39,
51,
85,
139,
418,
718,
1117,
1285,
1281,
1250,
1100,
1198,
1371,
1185,
940,
702,
352,
188,
89,
48,
22,
14,
14,
22,
29,
106,
252,
223,
403,
631,
1077,
1034,
908,
840,
764,
1103,
1244,
1044,
859,
588,
327,
169,
69,
54,
35,
6,
7,
15,
19,
76,
212,
238,
364,
717,
1223,
1166,
994,
931,
929,
1093,
1275,
1161,
1083,
726,
441,
241,
91,
70,
49,
16,
37,
30,
23,
94,
299,
270,
416,
733,
1280,
1250,
1014,
1047,
884,
1082,
1254,
1255,
1042,
723,
519,
225,
133,
65,
31,
14,
9,
25,
17,
78,
165,
254,
395,
627,
1185,
1218,
957,
961,
934,
1208,
1411,
1370,
1170,
872,
609,
357,
240,
161,
87,
71,
64,
53,
81,
165,
485,
510,
554,
871,
1353,
1435,
1065,
1017,
964,
1436,
1728,
1766,
1500,
1386,
1036,
659,
403,
346,
190,
101,
65,
32,
27,
138,
139,
317,
688,
1199,
1793,
2052,
2014,
1969,
1733,
1576,
1509,
1482,
1479,
1051,
968,
712,
423,
351,
226,
219,
99,
51,
18,
38,
95,
191,
436,
855,
1445,
1691,
1461,
1498,
1286,
1299,
1368,
1405,
1157,
793,
522,
276,
103,
65,
69,
34,
15,
28,
29,
82,
282,
220,
426,
677,
1195,
1319,
983,
984,
962,
1047,
1140,
1043,
981,
667,
374,
211,
69,
48,
28,
16,
14,
11,
22,
92,
304,
209,
373,
612,
1097,
1083,
887,
813,
790,
1104,
1147,
1166,
825,
564,
377,
247,
123,
51,
28,
24,
24,
16,
32,
63,
244,
229,
391,
705,
1206,
1240,
1034,
940,
920,
1114,
1326,
1169,
891,
752,
602,
258,
125,
66,
27,
14,
59,
86,
52,
79,
246,
163,
344,
593,
1193,
1182,
899,
882,
795,
1009,
1192,
1078,
932,
796,
552,
302,
175,
80,
66,
49,
40,
18,
47,
92,
222,
293,
113,
691,
1109,
1257,
984,
953,
979,
1314,
1525,
1570,
1408,
1104,
896,
554,
308,
273,
139,
83,
80,
47,
24,
61,
114,
180,
345,
726,
1265,
1469,
1316,
1367,
1309,
1395,
1720,
1592,
1590,
1131,
923,
713,
452,
300,
218,
131,
31,
44,
23,
32,
148,
170,
362,
774,
1390,
1605,
1380,
1415,
1165,
1286,
1423,
1260,
1107,
726,
368,
241,
80,
78,
34,
23,
23,
16,
43,
94,
255,
245,
333,
544,
1012,
975,
886,
883,
866,
1077,
1116,
1070,
730,
561
] |
[
310,
143,
65,
63,
17,
12,
10,
20,
20,
94,
189,
230,
399,
680,
1186,
1139,
866,
802,
903,
976,
1155,
1009,
902,
613,
338,
248,
100,
71,
19,
20,
21,
15,
34,
103,
193,
177,
434,
663,
1226,
1292,
1027,
940,
633,
842,
926,
879,
810,
509,
342,
190,
66,
38,
33,
24,
34,
20,
27,
87,
142,
197,
406,
609,
1243,
1222,
881,
786,
739,
1099,
1207,
1199,
1079,
845,
556,
261,
142,
104,
55,
33,
51,
13,
36,
77,
185,
222,
437,
739,
1326,
1372,
979,
942,
1019,
1250,
1663,
1781,
1513,
1188
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -38.89%",
"予測される変化率: [カラム_0] 予測される変化率: 283.23%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.86倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 24個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の7番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -38.89%",
"Forecasted change rate: [column_0] Forecasted change rate: 283.23%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.86 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 24",
"First turning point: [column_0] First turning point: at data point 7 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 94."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
1000,
638,
468,
303,
136,
122,
84,
33,
34,
48,
112,
263,
263,
292,
1112,
1501,
1373,
1589,
1451,
1514,
1634,
1694,
1452,
1105,
907,
554,
417,
274,
124,
115,
46,
20,
17,
38,
98,
163,
359,
655,
1078,
1352,
1249,
1059,
1039,
1181,
1175,
1069,
894,
682,
373,
221,
74,
48,
23,
22,
12,
23,
31,
58,
203,
225,
346,
594,
1102,
1081,
885,
791,
889,
1087,
1120,
972,
791,
634,
392,
186,
84,
53,
48,
47,
52,
16,
40,
84,
191,
157,
341,
581,
1002,
1080,
736,
781,
857,
926,
1077,
1018,
832,
628,
364,
192,
74,
56,
45,
20,
52,
17,
26,
72,
137,
201,
377,
572,
1036,
1176,
940,
831,
773,
1028,
1190,
1113,
902,
682,
431,
225,
108,
65,
52,
36,
57,
11,
22,
185,
196,
176,
343,
606,
1123,
1235,
979,
934,
875,
1212,
1312,
1262,
1071,
816,
531,
296,
159,
79,
55,
39,
62,
17,
22,
65,
157,
208,
400,
689,
1240,
1252,
962,
969,
1072,
1283,
1611,
1679,
1450,
1168,
1004,
736,
433,
236,
173,
152,
56,
23,
23,
36,
68,
157,
406,
734,
1204,
1389,
1305,
1404,
1224,
1360,
1522,
1499,
1322,
1066,
881,
638,
475,
337,
163,
134,
72,
23,
28,
44,
109,
165,
407,
688,
1214,
1418,
1307,
1238,
996,
1010,
1255,
1093,
870,
653,
352,
224,
67,
58,
42,
23,
31,
13,
26,
89,
178,
190,
354,
558,
1082,
1031,
891,
780,
757,
925,
910,
897,
640,
506,
327,
176,
51,
29,
11,
27,
16,
10,
34,
90,
191,
176,
342,
515,
963,
1041
] |
[
788,
694,
869,
845,
1015,
806,
618,
513,
340,
220,
88,
44,
23,
37,
41,
19,
24,
74,
140,
203,
409,
610,
1023,
993,
898,
730,
829,
959,
1018,
1066,
799,
650,
375,
222,
118,
41,
40,
16,
47,
20,
25,
102,
241,
229,
340,
594,
913,
1064,
828,
799,
743,
949,
1177,
1095,
897,
723,
475,
247,
141,
63,
51,
14,
16,
14,
28,
103,
172,
205,
442,
601,
1165,
1228,
912,
872,
847,
1227,
1561,
1611,
1386,
1007,
810,
680,
388,
279,
135,
153,
100,
44,
33,
56,
105,
158,
441,
713,
1252,
1526
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 4.10%",
"予測される変化率: [カラム_0] 予測される変化率: 93.65%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.87倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 27個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 4.10%",
"Forecasted change rate: [column_0] Forecasted change rate: 93.65%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.87 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 27",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 94 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 78 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 94.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 78."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
1418,
1276,
1290,
1293,
1630,
1646,
1451,
1150,
947,
673,
402,
376,
216,
201,
60,
39,
33,
60,
101,
150,
401,
749,
1253,
1428,
1362,
1264,
1231,
1425,
1328,
1181,
879,
680,
392,
219,
77,
58,
45,
29,
35,
15,
19,
91,
155,
181,
359,
517,
962,
923,
815,
807,
850,
934,
1083,
992,
763,
533,
340,
180,
89,
41,
41,
18,
41,
12,
29,
81,
206,
198,
332,
532,
892,
1050,
827,
760,
852,
956,
1034,
1040,
818,
628,
365,
234,
116,
74,
42,
27,
23,
22,
30,
70,
156,
195,
374,
558,
1054,
1029,
752,
749,
777,
868,
997,
923,
750,
623,
369,
171,
112,
64,
30,
20,
37,
15,
36,
92,
172,
177,
329,
542,
927,
963,
879,
852,
800,
1089,
1183,
1028,
965,
793,
549,
283,
115,
91,
62,
44,
33,
16,
31,
68,
167,
238,
378,
606,
1256,
1105,
838,
798,
855,
1099,
1496,
1493,
1337,
1118,
957,
639,
440,
329,
137,
144,
90,
41,
33,
50,
175,
171,
350,
784,
1166,
1499,
1427,
1256,
1222,
1312,
1551,
1582,
1322,
1090,
979,
718,
432,
367,
118,
113,
82,
34,
19,
74,
122,
176,
360,
839,
1290,
1492,
1332,
1260,
1030,
1234,
1242,
1198,
913,
669,
465,
261,
105,
75,
42,
45,
33,
11,
31,
73,
207,
216,
417,
670,
1233,
1255,
898,
862,
897,
1019,
1081,
842,
615,
521,
288,
156,
69,
30,
13,
33,
27,
30,
28,
82,
175,
199,
342,
576,
1108,
1077,
814,
812,
776,
841,
1179,
1163,
796,
677,
455,
207,
99,
64,
73,
32,
70,
25
] |
[
34,
86,
245,
244,
413,
577,
1169,
1255,
913,
1003,
917,
1048,
1216,
1168,
919,
696,
401,
250,
104,
72,
74,
16,
58,
20,
29,
96,
177,
193,
546,
553,
1081,
1230,
940,
951,
890,
1119,
1329,
1223,
940,
850,
515,
305,
161,
98,
61,
51,
31,
15,
26,
68,
150,
246,
359,
674,
1301,
1337,
1110,
988,
996,
1285,
1563,
1703,
1528,
1340,
1147,
762,
498,
349,
195,
196,
84,
61,
31,
58,
124,
228,
507,
835,
1347,
1630,
1461,
1210,
1182,
1221,
1389,
1590,
1445,
1190,
978,
725,
569,
345,
212,
177,
135,
30
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -98.24%",
"予測される変化率: [カラム_0] 予測される変化率: -11.76%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.84倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 27個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の3番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -98.24%",
"Forecasted change rate: [column_0] Forecasted change rate: -11.76%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.84 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 27",
"First turning point: [column_0] First turning point: at data point 3 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
37,
86,
125,
202,
420,
826,
1314,
1352,
1288,
1250,
1121,
1206,
1308,
1497,
1163,
844,
486,
240,
170,
106,
45,
27,
68,
15,
34,
95,
184,
180,
359,
583,
1094,
1248,
1049,
1009,
811,
1022,
1203,
1281,
991,
728,
452,
233,
116,
83,
46,
34,
42,
42,
33,
101,
249,
255,
318,
730,
1265,
1394,
1148,
1048,
1013,
1141,
1350,
1376,
1152,
863,
514,
274,
190,
153,
51,
38,
39,
18,
35,
79,
216,
202,
388,
755,
1395,
1466,
1349,
1166,
995,
1203,
1412,
1400,
1281,
965,
617,
271,
166,
69,
33,
18,
29,
14,
35,
115,
253,
233,
382,
657,
1221,
1392,
1089,
1025,
975,
1283,
1669,
1656,
1472,
1213,
930,
680,
432,
309,
112,
115,
100,
35,
29,
65,
153,
182,
480,
845,
1345,
1637,
1389,
1275,
1142,
1238,
1381,
1644,
1277,
1151,
927,
574,
340,
199,
165,
167,
128,
19,
26,
71,
147,
188,
446,
750,
1096,
1240,
1082,
971,
1087,
1133,
1329,
1359,
1229,
1036,
858,
570,
380,
325,
225,
152,
27,
33,
77,
182,
141,
305,
573,
1159,
1336,
1276,
1323,
1209,
1205,
1358,
1278,
1152,
887,
627,
354,
227,
101,
47,
42,
76,
24,
34,
89,
164,
214,
377,
631,
1282,
1344,
1151,
1084,
1124,
1124,
1259,
1216,
1004,
765,
496,
259,
99,
81,
29,
28,
28,
18,
44,
105,
307,
190,
414,
797,
1379,
1556,
1238,
1077,
1127,
1152,
1241,
1233,
1083,
837,
501,
244,
97,
72,
38,
44,
39,
15,
47,
124,
316,
229,
445,
681,
1406,
1446,
1228,
1227,
1119,
1320,
1636,
1713,
1387,
1160,
796,
428,
215,
94,
29,
30,
27,
18,
38,
95,
289,
210,
303,
557,
1110,
1160,
1001,
965,
918,
1130,
1311,
1263,
1112,
731,
522,
313,
180,
101,
53,
36,
59,
20,
26,
84,
217,
242,
401,
676,
1275,
1410,
1142,
1130,
1091,
1386,
1652,
1646,
1528,
1420,
994,
691,
525,
311,
138,
92,
48,
37,
20,
68,
114,
213,
364,
574,
1194,
1282,
1407,
1368,
1360,
1303,
1552,
1833,
1473,
1194,
1041,
784,
533,
382,
217,
181,
84,
40,
29,
43,
103,
147,
352,
743,
1230,
1393,
1220,
1228,
1211,
1041,
1149,
1106,
907,
658,
406,
248,
139,
88,
51,
38,
20,
9,
27,
95,
192,
221,
327,
501,
1018,
1168,
1005,
866,
808,
984,
1036,
988,
765,
576,
362,
170,
99,
55,
29,
36,
48,
17,
33,
92,
223,
194,
331,
503,
1106,
1096,
994,
885,
868,
970,
1182,
1156,
862,
767,
430,
207,
123,
84,
35,
44,
49,
10,
34,
95,
256,
166,
325,
548,
1137,
1066,
883,
890,
838,
915,
1059,
1118,
768,
519,
317,
210,
112,
73,
22,
39,
27,
15,
46,
96,
247,
211,
348,
584,
1194,
1050,
945,
859,
893,
1029,
1247,
1257,
1014,
892,
579,
325,
203,
119,
66,
63,
50,
31,
38,
85,
196,
201,
392,
571,
1158,
1156,
975,
954,
937,
1182,
1539,
1680,
1470,
1323,
1130,
673,
446,
320,
198,
137,
45,
19,
23,
53,
103,
216,
397,
643,
1185,
1411,
1304,
1309,
1360,
1384,
1471,
1668,
1288,
1162,
945,
730,
485,
425,
200,
195,
86,
51,
29,
41,
79,
191,
367,
660,
1173,
1396,
1351
] |
[
1226,
1114,
1181,
1259,
1150,
1121,
833,
575,
410,
210,
120,
54,
24,
50,
18,
39,
82,
141,
235,
376,
670,
1258,
1322,
1112,
1021,
1026,
1248,
1125,
1140,
927,
682,
490,
205,
101,
126,
51,
23,
22,
30,
42,
81,
185,
150,
435,
600,
1086,
1224,
933,
924,
946,
1090,
1118,
1127,
981,
771,
497,
235,
108,
103,
31,
14,
37,
21,
34,
113,
187,
168,
376,
609,
1247,
1274,
887,
899,
908,
960,
1147,
1128,
955,
747,
565,
203,
129,
91,
47,
15,
46,
21,
38,
90,
203,
226,
316,
453,
850,
1133,
852
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 3551.35%",
"予測される変化率: [カラム_0] 予測される変化率: -30.51%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.83倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 30個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 3551.35%",
"Forecasted change rate: [column_0] Forecasted change rate: -30.51%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.83 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 30",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
793,
854,
977,
1135,
1041,
896,
822,
555,
366,
221,
146,
59,
52,
22,
21,
51,
113,
221,
185,
397,
659,
1166,
1217,
998,
956,
1060,
1440,
1891,
1927,
1666,
1392,
1115,
684,
447,
288,
185,
112,
48,
26,
22,
76,
108,
188,
397,
617,
1095,
1445,
1158,
1232,
1261,
1322,
1430,
1477,
1339,
1090,
905,
585,
403,
341,
256,
136,
62,
27,
22,
45,
80,
147,
328,
627,
1147,
1185,
1236,
1104,
994,
1142,
1106,
1165,
910,
736,
464,
200,
110,
66,
47,
21,
53,
18,
38,
89,
163,
190,
350,
687,
1192,
1241,
963,
919,
946,
955,
1068,
1007,
957,
649,
375,
199,
105,
66,
55,
21,
36,
16,
26,
87,
266,
201,
352,
607,
1095,
1245,
870,
769,
787,
993,
1138,
936,
712,
532,
312,
160,
68,
58,
53,
40,
40,
26,
34,
104,
198,
214,
419,
515,
1040,
1200,
905,
798,
764,
1027,
1224,
1225,
1016,
666,
550,
262,
140,
57,
45,
32,
19,
23,
32,
89,
159,
207,
344,
535,
1024,
1156,
959,
804,
782,
1084,
1219,
1301,
1056,
846,
635,
378,
225,
141,
78,
48,
37,
14,
36,
66,
207,
210,
397,
696,
1288,
1404,
1032,
966,
982,
1303,
1556,
1633,
1541,
1416,
1110,
783,
486,
329,
235,
166,
84,
44,
31,
49,
144,
190,
456,
714,
1115,
1354,
1227,
1261,
1270,
1167,
1384,
1437,
1373,
1241,
1038,
779,
508,
328,
211,
173,
70,
42,
37,
83,
146,
152,
329,
705,
1237,
1383,
1296,
1289,
1215,
1165,
1184,
1263,
1051,
813,
410,
213,
77,
60,
64,
12,
20,
18,
26,
97,
197,
181,
441,
551,
1116,
950,
886,
831,
813,
1074,
976,
998,
727,
551,
351,
141,
111,
74,
45,
28,
35,
23,
45,
73,
217,
188,
333,
615,
1108,
1107,
884,
906,
928,
1056,
1176,
1147,
912,
832,
435,
236,
125,
87,
57,
35,
20,
22,
33,
58,
118,
184,
364,
634,
1290,
1344,
977,
852,
932,
1074,
1287,
1280,
1024,
767,
501,
274,
155,
81,
55,
23,
29,
11,
44,
66,
118,
198,
365,
597,
1019,
1123,
972,
854,
882,
1106,
1355,
1217,
1067,
895,
570,
329,
162,
98,
65,
35,
32,
19,
35,
93,
158,
253,
394,
642,
1188,
1225,
899,
944,
924,
1285,
1526,
1579,
1493,
1177,
1058,
651,
504,
273,
175,
135,
62,
44,
35,
65,
112,
180,
370,
668,
1205,
1491,
1390,
1329,
1342,
1455,
1653,
1739,
1537,
1222,
1041,
665,
419,
361,
164,
83,
78,
37,
37,
35,
140,
136,
401,
717,
1233,
1383,
1307,
1265,
1267,
1194,
1383,
1191,
1047,
837,
526,
302,
159,
66,
52,
56,
31,
26,
30,
70,
177,
244,
513,
706,
1598,
1505,
1375,
1124,
1158,
1258,
1377,
1350,
1153,
931,
715,
412,
366,
187,
87,
69,
63,
24,
18,
61,
148,
126,
320,
667,
1198,
1258,
1248,
1121,
1111,
1251,
1314,
1168,
1021,
717,
468,
325,
108,
67,
66,
27,
31,
22,
24,
86,
169,
183,
390,
702,
1191,
1277,
1046,
1043,
1029,
1146,
1288,
1278,
1009,
795,
650,
321,
125,
93,
57,
31,
26,
17,
44,
90,
178,
229,
363,
565,
1145,
1197,
1065,
978,
1000,
1085,
1285,
1383,
1117,
958,
741
] |
[
380,
255,
114,
93,
61,
24,
22,
24,
97,
232,
232,
410,
674,
1366,
1383,
1033,
1031,
1031,
1325,
1539,
1722,
1655,
1542,
1120,
855,
548,
384,
245,
147,
101,
40,
30,
66,
77,
209,
380,
650,
1229,
1527,
1456,
1333,
1326,
1293,
1582,
1713,
1490,
1270,
1206,
752,
515,
366,
145,
150,
85,
21,
34,
63,
77,
211,
353,
628,
1203,
1341,
1385,
1222,
1156,
1206,
1290,
1186,
1142,
955,
581,
387,
157,
69,
37,
65,
54,
17,
45,
80,
203,
160,
377,
613,
1278,
1383,
1093,
1039,
1046,
1143,
1211,
1297,
1034,
861,
514
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -6.56%",
"予測される変化率: [カラム_0] 予測される変化率: 35.26%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.82倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 21個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の7番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -6.56%",
"Forecasted change rate: [column_0] Forecasted change rate: 35.26%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.82 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 21",
"First turning point: [column_0] First turning point: at data point 7 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
309,
138,
98,
50,
13,
15,
17,
43,
113,
275,
181,
342,
618,
1295,
1273,
1121,
970,
1020,
1107,
1159,
1138,
1067,
840,
610,
312,
156,
122,
113,
51,
29,
19,
48,
111,
275,
251,
397,
675,
1185,
1138,
920,
883,
927,
1131,
1202,
1241,
1020,
956,
682,
418,
212,
91,
75,
49,
37,
15,
33,
98,
243,
263,
386,
602,
1157,
1202,
934,
954,
902,
1200,
1350,
1393,
1188,
1109,
785,
419,
298,
249,
133,
74,
34,
30,
37,
80,
220,
194,
392,
671,
1272,
1423,
1090,
1026,
1094,
1373,
1537,
1706,
1594,
1531,
1226,
848,
561,
366,
169,
156,
34,
39,
36,
90,
159,
220,
448,
847,
1352,
1485,
1321,
1012,
645,
1029,
1306,
1407,
1374,
1335,
1007,
758,
478,
405,
237,
154,
62,
61,
29,
50,
78,
242,
362,
836,
1462,
1431,
1459,
1315,
1214,
1221,
1299,
1239,
1208,
966,
653,
296,
185,
106,
53,
35,
30,
17,
33,
91,
262,
219,
361,
660,
1252,
1408,
1073,
1054,
1035,
1123,
1166,
1194,
1072,
875,
623,
281,
167,
95,
40,
27,
30,
11,
49,
79,
269,
139,
315,
680,
1254,
1354,
1087,
1068,
1065,
1131,
1081,
1210,
1120,
938,
659,
348,
184,
92,
42,
57,
55,
16,
32,
92,
192,
151,
310,
602,
1285,
1348,
1131,
1069,
1017,
1131,
1235,
1259,
1029,
896,
655,
405,
227,
109,
64,
40,
33,
17,
47,
92,
262,
149,
310,
629,
1122,
1121,
925,
829,
915,
1055,
1232,
1170,
1035,
1009,
859,
546,
298,
184,
86,
65,
42,
38,
36,
93,
216,
238,
448,
629,
1296,
1459,
1179,
980,
1019,
1331,
1478,
1578,
1528,
1470,
1098,
640,
476,
405,
224,
105,
58,
35,
39,
55,
153,
186,
414,
708,
1157,
1437,
1386,
1446,
1287,
1437,
1553,
1697,
1526,
1304,
1118,
867,
674,
466,
335,
229,
64,
27,
48,
45,
79,
157,
364,
706,
1194,
1275,
1223,
1326,
1316,
1323,
1358,
1269,
982,
890,
530,
311,
149,
66,
75,
39,
28,
21,
47,
78,
206,
227,
397,
628,
1266,
1315,
1047,
1127,
996,
1149,
1250,
1175,
1027,
804,
490,
258,
103,
96,
40,
22,
22,
30,
48,
101,
251,
218,
393,
669,
1155,
1259,
1033,
1047,
1050,
1180,
1325,
1308,
1106,
894,
578,
290,
120,
71,
43,
57,
52,
25,
43,
80,
242,
168,
322,
546,
1086,
1203,
1062,
919,
908,
1054,
1234,
1127,
1036,
989,
695,
385,
224,
127,
73,
26,
41,
18,
37,
92,
231,
168,
287,
570,
1123,
1175,
997,
810,
837,
1001,
1138,
1242,
1128,
939,
672,
418,
219,
143,
120,
27,
15,
23,
36,
88,
223,
212,
317,
487,
1002,
1063,
718,
773,
759,
989,
1156,
1211,
1107,
1094,
879,
582,
372,
310,
203,
133,
65,
39,
27,
36,
107,
139,
329,
651,
990,
1027,
1041,
971,
1104,
844,
1023,
1019,
862,
643,
591,
452,
266,
287,
100,
98,
82,
27,
32,
35,
77,
173,
384,
634,
1068,
1242,
1290,
1244,
1156,
1256,
1213,
1203,
799,
808,
572,
298,
161,
92,
49,
21,
17,
17,
28,
81,
172,
170,
326,
615,
1141,
1077,
966,
958,
935,
1091,
1271,
1094,
923,
492,
331,
237,
129,
75,
53,
30,
25,
24,
41
] |
[
101,
264,
204,
392,
666,
1207,
1203,
1025,
1022,
913,
1211,
1238,
1229,
1059,
846,
522,
290,
146,
89,
29,
44,
32,
19,
41,
96,
247,
201,
448,
630,
1286,
1283,
1035,
1169,
1170,
1247,
1468,
1362,
1207,
1058,
888,
396,
171,
142,
45,
42,
33,
13,
40,
89,
253,
249,
392,
667,
1277,
1222,
917,
922,
929,
1013,
1174,
1141,
836,
852,
577,
301,
156,
95,
52,
32,
24,
26,
37,
80,
238,
222,
485,
705,
1269,
1356,
1144,
970,
1073,
1301,
1629,
1577,
1593,
1439,
1240,
799,
607,
367,
246,
171,
66,
29,
44
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -86.73%",
"予測される変化率: [カラム_0] 予測される変化率: -56.44%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.81倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 30個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -86.73%",
"Forecasted change rate: [column_0] Forecasted change rate: -56.44%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.81 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 30",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
52,
199,
226,
414,
783,
1202,
1391,
1328,
1302,
1356,
1370,
1568,
1661,
1558,
1387,
1168,
859,
572,
441,
224,
190,
56,
31,
46,
51,
163,
190,
444,
761,
1267,
1531,
1429,
1370,
1238,
1299,
1373,
1292,
1181,
1022,
622,
383,
143,
82,
61,
34,
41,
29,
31,
105,
251,
220,
363,
707,
1304,
1510,
1220,
1094,
1000,
1216,
1359,
1225,
1182,
936,
671,
303,
177,
69,
62,
40,
17,
22,
58,
101,
341,
213,
411,
642,
1218,
1400,
1106,
999,
1139,
1268,
1279,
1453,
1222,
1094,
648,
355,
180,
127,
68,
32,
15,
21,
34,
151,
213,
225,
423,
751,
1312,
1355,
1032,
1027,
975,
1089,
1325,
1294,
1246,
1161,
789,
397,
179,
125,
83,
59,
18,
25,
37,
94,
357,
246,
419,
653,
1303,
1313,
1145,
994,
909,
1124,
1363,
1406,
1297,
1104,
790,
389,
223,
158,
116,
54,
41,
16,
54,
76,
258,
232,
353,
629,
1195,
1387,
1179,
1119,
1081,
1400,
1628,
1560,
1578,
1409,
1246,
694,
621,
322,
221,
150,
65,
40,
42,
84,
148,
190,
341,
685,
1162,
1391,
1367,
1279,
1318,
1336,
1440,
1479,
1417,
1347,
1003,
803,
669,
429,
261,
169,
52,
32,
32,
75,
101,
186,
333,
779,
1319,
1462,
1381,
1304,
1153,
1229,
1303,
1199,
1238,
1020,
642,
275,
142,
112,
28,
15,
39,
16,
38,
84,
196,
166,
354,
650,
1265,
1305,
1152,
908,
911,
1097,
1274,
1108,
1081,
985,
538,
261,
135,
91,
83,
54,
61,
8,
46,
103,
166,
144,
325,
611,
1043,
1140,
1059,
939,
841,
945,
1178,
1093,
814,
776,
537
] |
[
307,
176,
91,
48,
41,
37,
20,
37,
83,
136,
213,
463,
757,
1320,
1428,
1100,
1046,
929,
1123,
1265,
1185,
1190,
1019,
701,
353,
149,
89,
74,
43,
19,
23,
34,
98,
201,
208,
400,
695,
1324,
1369,
1277,
1070,
1101,
1206,
1520,
1370,
1278,
1082,
791,
486,
297,
217,
82,
54,
69,
30,
26,
78,
230,
212,
369,
690,
1265,
1403,
1140,
1213,
1195,
1232,
1308,
1462,
1393,
1286,
1067,
697,
523,
309,
178,
157,
101,
50,
32,
104,
165,
203,
359,
726,
1148,
1206,
1210,
1109,
1206,
1205,
1257,
1372,
1154,
1037,
1025
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 932.69%",
"予測される変化率: [カラム_0] 予測される変化率: 233.88%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.78倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 26個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の7番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 932.69%",
"Forecasted change rate: [column_0] Forecasted change rate: 233.88%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.78 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 26",
"First turning point: [column_0] First turning point: at data point 7 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
632,
425,
352,
122,
173,
109,
14,
22,
42,
92,
152,
444,
759,
1230,
1328,
1355,
1301,
1206,
1196,
1565,
1445,
1372,
1097,
886,
655,
349,
187,
100,
65,
65,
40,
20,
41,
48,
104,
461,
771,
1449,
1622,
1389,
1446,
1240,
1268,
1320,
1449,
1438,
1318,
1075,
484,
293,
180,
73,
96,
85,
44,
86,
159,
218,
414,
750,
1227,
1775,
2045,
1938,
1845,
1656,
1443,
1604,
1505,
1553,
1399,
993,
557,
244,
144,
74,
40,
18,
13,
23,
112,
225,
221,
313,
697,
1252,
1234,
1220,
1215,
1038,
1106,
1227,
1401,
1452,
1183,
821,
445,
265,
152,
74,
48,
41,
13,
39,
80,
190,
174,
380,
698,
1134,
1307,
1095,
1114,
1079,
1160,
1291,
1257,
1338,
1114,
791,
471,
250,
167,
75,
64,
27,
34,
23,
75,
198,
224,
421,
681,
1281,
1371,
1306,
950,
1097,
1153,
1251,
1192,
1345,
1100,
820,
585,
364,
295,
110,
122,
51,
38,
22,
67,
139,
201,
388,
658,
1118,
1337,
1230,
1224,
1324,
1234,
1394,
1584,
1288,
1191,
993,
500,
324,
250,
132,
102,
42,
42,
19,
58,
100,
135,
360,
642,
1250,
1230,
1382,
1348,
1356,
1301,
1512,
1508,
1506,
1256,
1179,
740,
605,
813,
473,
361,
162,
58,
37,
73,
104,
105,
286,
571,
1171,
1384,
1327,
1339,
1194,
1178,
1319,
1206,
1077,
867,
559,
330,
150,
105,
58,
15,
17,
14,
32,
123,
198,
216,
332,
546,
1174,
1444,
1144,
1178,
1046,
1095,
1288,
1183,
1146,
942,
521,
298,
157,
84,
55,
55,
38,
12,
29,
56,
157,
161,
349,
636,
1273,
1331,
1213
] |
[
1121,
1104,
1221,
1330,
1255,
1053,
966,
588,
309,
151,
83,
73,
43,
31,
15,
33,
103,
155,
178,
377,
573,
1245,
1239,
1118,
1051,
979,
1050,
1264,
1228,
1175,
1043,
724,
425,
196,
124,
46,
54,
26,
28,
35,
72,
150,
222,
321,
597,
1137,
1283,
1191,
1147,
1169,
1220,
1430,
1288,
1399,
1244,
914,
704,
389,
258,
183,
107,
53,
30,
19,
67,
104,
113,
213,
422,
837,
961,
902,
895,
830,
776,
879,
1077,
1166,
1027,
848,
675,
430,
308,
147,
133,
79,
31,
26,
58,
94,
142,
290,
605,
1199,
1169,
1175
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 91.93%",
"予測される変化率: [カラム_0] 予測される変化率: 4.82%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.82倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 21個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 91.93%",
"Forecasted change rate: [column_0] Forecasted change rate: 4.82%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.82 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 21",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] ラグ 84 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 84.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
1162,
1092,
1072,
1186,
1084,
945,
838,
547,
279,
102,
96,
37,
23,
34,
11,
26,
54,
189,
175,
328,
634,
1136,
1261,
883,
942,
1064,
974,
1090,
957,
975,
717,
491,
235,
124,
69,
71,
47,
42,
7,
36,
93,
179,
161,
311,
535,
1125,
1164,
995,
922,
881,
1030,
1099,
1051,
890,
746,
476,
228,
119,
78,
33,
32,
30,
13,
24,
75,
214,
223,
331,
646,
1281,
1291,
1001,
892,
964,
998,
1190,
1158,
927,
781,
537,
321,
134,
154,
88,
31,
21,
28,
27,
94,
195,
196,
330,
519,
1083,
1039,
939,
808,
860,
1019,
1152,
1162,
956,
993,
619,
415,
190,
135,
67,
46,
44,
23,
29,
67,
184,
180,
312,
587,
1167,
1057,
873,
872,
906,
1102,
1298,
1300,
1195,
963,
885,
596,
361,
289,
137,
136,
99,
24,
17,
54,
105,
166,
379,
586,
1078,
980,
901,
896,
928,
987,
1157,
1273,
1137,
904,
654,
571,
393,
328,
130,
116,
48,
22,
26,
63,
106,
163,
392,
632,
1191,
1321,
1209,
1198,
1129,
1176,
1253,
1204,
1256,
868,
658,
326,
180,
109,
57,
27,
19,
17,
36,
86,
170,
185,
322,
579,
1056,
1088,
895,
929,
972,
1066,
1119,
1056,
931,
766,
505,
292,
102,
91,
39,
16,
18,
20,
33,
86,
194,
217,
353,
506,
1092,
1215,
1023,
901,
987,
1011,
1099,
1235,
883,
849,
505,
250,
107,
57,
79,
46,
24,
19,
41,
74,
173,
241,
373,
534,
1062,
1219,
1030,
1005,
956,
1049,
1188,
1216,
979,
785,
602,
335,
146,
73,
61,
43,
26,
14,
37,
85,
188,
165,
295,
527,
1028,
1212,
995,
864,
852,
1006,
1045,
1086,
939,
839,
671,
371,
230,
116,
63,
49,
22,
18,
40,
56,
237,
151,
225,
520,
1020,
1136,
946,
778,
853,
1055,
1125,
1207,
1211,
1211,
1004,
647,
410,
301,
193,
122,
53,
29,
23,
58,
103,
201,
341,
621,
1050,
1270,
1184,
1172,
1176,
1141,
1231,
1412,
1229,
1126,
1076,
800,
649,
400,
195,
202,
66,
41,
35,
37,
63,
141,
327,
660,
1170,
1150,
1106,
1041,
973,
1018,
1083,
1086,
976,
782,
567,
328,
175,
87,
57,
31,
48,
12,
35,
55,
191,
213,
352,
534,
1131,
1244,
978,
937,
1083,
995,
988,
1049,
894,
638,
390,
233,
103,
80,
35,
16,
24,
15,
35,
85,
238,
210,
350,
498,
1175,
1197,
991,
954,
965,
1106,
1153,
1160,
887,
771,
454,
254,
144,
89,
43,
24,
33,
16,
36,
124,
193,
257,
411,
564,
1220,
1239,
1091,
1019,
1020,
991,
1176,
1160,
1012,
830,
647,
375,
140,
111,
47,
28,
15,
17,
40,
97,
206,
213,
347,
569,
1129,
1150,
1080,
985,
952,
1094,
1205,
1255,
1213,
1175,
974,
647,
426,
266,
132,
97,
96,
21,
20,
31,
123,
166,
432,
658,
1463,
1408,
1329,
1164,
1132,
1176,
1276,
919,
813,
799,
709,
482,
301,
266,
102,
125,
34,
23,
21,
46,
84,
156,
372,
670,
1236,
1313,
1180,
1105,
1238,
1098,
1271,
1292,
1173,
1024,
889,
775,
464,
369,
187,
127,
39,
30,
27,
30,
108,
117,
252,
558,
1143,
1183,
1255,
1020,
936,
850,
840,
877,
723,
686,
441
] |
[
262,
137,
82,
58,
31,
39,
10,
30,
73,
186,
172,
364,
541,
1028,
1067,
848,
778,
793,
921,
844,
832,
468,
454,
308,
128,
50,
38,
13,
25,
15,
7,
30,
62,
211,
247,
366,
639,
1015,
1095,
947,
849,
948,
1003,
1133,
1030,
798,
600,
419,
254,
146,
96,
38,
57,
40,
14,
32,
80,
175,
204,
349,
501,
1111,
1125,
913,
822,
860,
953,
1113,
1080,
841,
651,
543,
266,
164,
90,
36,
32,
55,
15,
37,
60,
168,
155,
321,
469,
1097,
1061,
904,
951,
973,
1070,
1192,
1197,
1006,
825,
541
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -62.05%",
"予測される変化率: [カラム_0] 予測される変化率: 106.49%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.80倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 28個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の5番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -62.05%",
"Forecasted change rate: [column_0] Forecasted change rate: 106.49%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.80 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 28",
"First turning point: [column_0] First turning point: at data point 5 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
345,
189,
113,
66,
51,
48,
13,
38,
73,
194,
234,
374,
564,
1168,
1203,
919,
967,
958,
1162,
1450,
1513,
1393,
1164,
984,
727,
428,
246,
166,
149,
41,
47,
15,
46,
108,
169,
337,
752,
1121,
1341,
1309,
1277,
1251,
1425,
1358,
1554,
1347,
1236,
965,
795,
568,
427,
265,
172,
83,
32,
18,
50,
130,
155,
308,
618,
1234,
1396,
1351,
1259,
1142,
1127,
1223,
1174,
1027,
762,
470,
210,
120,
79,
35,
32,
29,
21,
31,
83,
227,
227,
379,
606,
1197,
1198,
1048,
959,
1019,
1161,
1145,
1052,
902,
744,
480,
189,
145,
68,
43,
34,
15,
14,
35,
96,
280,
226,
350,
631,
1212,
1320,
1011,
1039,
1133,
1066,
1238,
1241,
1094,
888,
563,
317,
119,
76,
46,
25,
25,
8,
25
] |
[
78,
236,
193,
375,
631,
1212,
1315,
1059,
1047,
917,
1006,
1210,
1164,
1096,
805,
656,
261,
170,
89,
53,
31,
30,
44,
35,
118,
273,
213,
427,
611,
1240,
1286,
1073,
1098,
937,
1156,
1269,
1243,
1134,
977,
646,
378,
228,
138,
71,
47,
25,
27,
42,
93,
246,
232,
445,
654,
1205,
1392,
1155,
1113,
1153,
1392,
1581,
1647,
1630,
1521,
1148,
788,
546,
444,
257,
176,
110,
41,
41,
144,
206,
226,
442,
629,
1138,
1387,
1299,
1210,
1224,
1338,
1541,
1633,
1474,
1685,
1234,
1077,
802,
577,
285,
207,
169,
87,
54
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -92.75%",
"予測される変化率: [カラム_0] 予測される変化率: -30.77%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.82倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 26個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -92.75%",
"Forecasted change rate: [column_0] Forecasted change rate: -30.77%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.82 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 26",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] ラグ 54 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 42 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 54.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 42."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
121,
166,
195,
454,
833,
1343,
1556,
1459,
1423,
1283,
1307,
1386,
1262,
1184,
867,
527,
327,
199,
156,
63,
35,
43,
15,
19,
86,
287,
272,
403,
801,
1253,
1380,
1133,
1229,
1166,
1232,
1262,
1198,
991,
744,
444,
206,
101,
80,
45,
31,
25,
15,
38,
93,
275,
209,
436,
653,
1326,
1289,
1072,
981,
1091,
1197,
1355,
1354,
1115,
848,
507,
264,
129,
102,
56,
27,
15,
5,
33,
145,
261,
230,
437,
778,
1189,
1368,
1116,
1186,
1180,
1319,
1480,
1417,
1214,
1028,
750,
394,
160,
161,
59,
25,
28,
9,
37,
96,
246,
218,
412,
704,
1424,
1447,
1170,
1141,
1184,
1555,
1727,
1617,
1498,
1257,
1432,
954,
423,
170,
92,
55,
72,
22,
29,
79,
218,
231,
500,
874,
1550,
1712,
1369,
1422,
1344,
1667,
1988,
1855,
1867,
1646,
1443,
946,
682,
330,
199,
111,
67,
36,
26,
39,
98,
204,
541,
928,
1404,
1710,
1579,
1517,
1506,
1450,
1682,
1630,
1556,
1459,
1308,
1317,
1045,
827,
554,
348,
206,
132,
80,
102,
106,
226,
817,
1720,
1840,
2003,
1889,
1442,
1299,
1399,
1409,
1296,
945,
872,
508,
276,
92,
94,
31,
36,
32,
28,
32,
93,
213,
271,
480,
756,
1272,
1423,
1186,
1144,
1129,
1191,
1344,
1367,
1028,
846,
557,
239,
139,
59,
32,
12,
21,
14,
29,
136,
282,
240,
437,
722,
1345,
1332,
1218,
1180,
1257,
1321,
1457,
1375,
1231,
957,
706,
272,
176,
107,
73,
40,
34,
22,
36,
135,
223,
246,
443,
711,
1244,
1359,
1180,
1101,
1069,
1209,
1276,
1353,
1156,
834,
652
] |
[
319,
172,
102,
80,
33,
23,
14,
35,
103,
196,
153,
298,
550,
1297,
1393,
1208,
1144,
1042,
1136,
1385,
1381,
1299,
1144,
771,
450,
256,
141,
77,
75,
30,
35,
34,
91,
193,
213,
422,
579,
1215,
1300,
1155,
1210,
1137,
1353,
1591,
1711,
1614,
1507,
1175,
806,
518,
356,
211,
153,
109,
18,
33,
41,
91,
124,
329,
725,
1199,
1311,
1524,
1328,
1307,
1353,
1509,
1622,
1404,
1303,
1137,
806,
465,
412,
269,
193,
63,
28,
36,
45,
107,
155,
420,
690,
1291,
1548,
1436,
1365,
1255,
1411,
1509,
1431,
1193,
798,
550
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 438.84%",
"予測される変化率: [カラム_0] 予測される変化率: 72.41%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.80倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 22個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の7番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 438.84%",
"Forecasted change rate: [column_0] Forecasted change rate: 72.41%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.80 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 22",
"First turning point: [column_0] First turning point: at data point 7 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 74 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 92 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 74.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 92."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
255,
149,
101,
37,
38,
43,
9,
27,
84,
206,
204,
405,
772,
1360,
1511,
1120,
1114,
1135,
1225,
1226,
1218,
1087,
858,
535,
299,
137,
51,
39,
35,
20,
11,
39,
60,
216,
281,
375,
639,
1308,
1395,
1166,
1049,
1160,
1282,
1280,
1220,
1148,
903,
560,
306,
131,
94,
72,
38,
23,
18,
31,
57,
170,
197,
357,
737,
1240,
1308,
1048,
1115,
943,
1074,
1312,
1312,
1036,
759,
522,
216,
141,
102,
39,
31,
29,
17,
35,
76,
175,
197,
348,
591,
1137,
1222,
1039,
1008,
1027,
1166,
1317,
1348,
1273,
918,
625,
412,
215,
167,
98,
55,
40,
21,
36,
120,
194,
175,
395,
691,
1402,
1354,
1170,
1096,
1219,
1613,
1937,
1823,
1808,
1525,
1256,
776,
511,
346,
199,
170,
62,
67,
21,
62,
129,
139,
467,
895,
1523,
1687,
1314,
1075,
1339,
1304,
1570,
1663,
1473,
1304,
977,
785,
570,
465,
263,
209,
115,
29,
34,
38,
104,
139,
406,
808,
1286,
1487,
1513,
1406,
1209,
1125,
1187,
1140,
1067,
757,
517,
246,
131,
104,
55,
56,
30,
13,
27,
73,
192,
190,
370,
629,
1278,
1241,
1071,
964,
864,
1099,
1198,
1170,
944,
691,
432,
220,
126,
53,
50,
20,
26,
19,
28,
83,
211,
201,
337,
639,
1257,
1402,
1066,
1129,
1009,
1151,
1281,
1230,
1043,
883,
580,
298,
146,
93,
51,
33,
27,
15,
31,
88,
247,
167,
366,
620,
1172,
1213,
1141,
1030,
1022,
1217,
1313,
1219,
1148,
794,
608,
281,
138,
84,
39,
18,
34,
17,
43,
106,
189,
169,
454,
748,
1375,
1400,
1135,
1100,
1143,
1275,
1372,
1414,
1262,
1029,
755,
375,
280,
165,
85,
44,
33,
12,
29,
92,
237,
204,
452,
761,
1322,
1449,
1214,
1147,
1174,
1439,
1633,
1760,
1707,
1395,
1188,
919,
638,
379,
223,
165,
92,
59,
25,
48,
86,
201,
487,
887,
1459,
1715,
1657,
1578,
1403,
1407,
1668,
1808,
1609,
1312,
1147,
944,
685,
447,
302,
275,
277,
59,
40,
39,
69,
182,
453,
847,
1489,
1570,
1429,
1478,
1280,
1451,
1596,
1605,
1275,
1154,
813,
650,
369,
267,
115,
94,
49,
28,
14,
29,
159,
169,
425,
756,
1401,
1692,
1566,
1468,
1136,
1259,
1425,
1263,
968,
729,
520,
316,
111,
70,
26,
28,
16,
26,
19,
68,
178,
251,
361,
747,
1147,
1286,
1010,
972,
948,
1036,
1165,
1096,
964,
797,
504,
250,
88,
86,
39,
29,
83,
33,
28,
57,
190,
203,
392,
662,
1317,
1299,
1091,
1030,
893,
1114,
1207,
1284,
1109,
799,
542,
301,
123,
109,
59,
12,
20,
25,
31,
99,
210,
221,
416,
633,
1063,
1155,
990,
982,
970,
1248,
1332,
1333,
1238,
913,
610,
329,
176,
122,
72,
65,
26,
22,
33,
89,
181,
216,
410,
661,
1277,
1315,
1089,
1160,
1032,
1467,
1675,
1712,
1543,
1385,
1165,
792,
450,
338,
164,
182,
105,
44,
20,
51,
143,
180,
373,
781,
1261,
1378,
1398,
1278,
1297,
1350,
1593,
1621,
1459,
1327,
1083,
868,
675,
538,
298,
184,
114,
59,
45,
48,
137,
143,
371,
651,
1093,
1298,
1300,
1186,
1149,
1189,
1218,
1339,
1137,
774,
516,
294,
139,
80,
56,
37,
21,
15,
26
] |
[
102,
176,
209,
408,
662,
1207,
1200,
1025,
1032,
1045,
1137,
1155,
1190,
901,
744,
417,
187,
90,
78,
61,
25,
19,
12,
48,
65,
271,
194,
322,
606,
1174,
1280,
992,
899,
932,
990,
1168,
1153,
932,
798,
429,
248,
126,
75,
33,
28,
10,
21,
44,
113,
234,
189,
443,
682,
1252,
1294,
1159,
1014,
982,
1106,
1219,
1231,
1068,
802,
539,
253,
136,
136,
47,
33,
39,
20,
31,
70,
232,
222,
394,
631,
1121,
1247,
1122,
1036,
981,
1172,
1372,
1273,
1262,
932,
710,
436,
164,
108,
89,
45,
27,
16,
27
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -89.80%",
"予測される変化率: [カラム_0] 予測される変化率: -73.53%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.84倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 24個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の6番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -89.80%",
"Forecasted change rate: [column_0] Forecasted change rate: -73.53%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.84 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 24",
"First turning point: [column_0] First turning point: at data point 6 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
68,
224,
214,
476,
756,
1281,
1397,
1202,
1113,
1033,
1364,
1642,
1807,
1716,
1481,
1221,
938,
585,
491,
193,
208,
93,
35,
35,
35,
89,
209,
306,
581,
897,
1208,
1229,
1263,
1236,
1381,
1556,
1504,
1368,
1304,
1078,
830,
708,
507,
291,
180,
150,
37,
18,
42,
56,
147,
387,
710,
1223,
1413,
1348,
1348,
1203,
1221,
1337,
1356,
867,
475,
305,
217,
91,
138,
58,
45,
33,
26,
30,
58,
145,
182,
397,
589,
1137,
1186,
944,
869,
867,
1107,
1151,
1076,
864,
643,
428,
203,
100,
60,
35,
41,
23,
20,
29,
73,
204,
183,
387,
578,
1164,
1181,
862,
902,
971,
1058,
1201,
1112,
1008,
831,
503,
210,
140,
97,
59,
24,
49,
12,
19,
93,
191,
177,
424,
712,
1251,
1209,
1143,
1008,
928,
1078,
1274,
1290,
1202,
910,
564,
420,
175,
127,
78,
38,
26,
18,
33,
78,
234,
208,
342,
589,
1162,
1249,
1115,
1075,
1142,
1384,
1627,
1745,
1768,
1504,
1180,
1023,
621,
487,
242,
189,
138,
52,
59,
69,
140,
107,
341,
780,
1560,
1684,
1700,
1607,
1543,
1564,
1791,
1805,
1677,
1497,
1046,
892,
417,
345,
167,
128,
61,
20,
19,
86,
172,
207,
471,
537,
347,
1766,
1736,
1569,
1567,
1683,
1864,
1739,
1707,
1532,
1218,
824,
577,
426,
145,
117,
73,
43,
41,
41,
165,
234,
591,
870,
1103,
1691,
1583,
1402,
1266,
1534,
1695,
1763,
1606,
1218,
821,
504,
297,
206,
93,
79,
55,
48,
35,
66,
138,
214,
508,
910,
1388,
1677,
1531,
1326,
1307,
1355,
1561,
1372,
1126,
901,
497,
272,
125,
93,
39,
41,
13,
14,
23,
101,
222,
220,
394,
695,
1309,
1435,
1256,
1152,
1004,
1198,
1403,
1299,
1187,
880,
590,
271,
126,
77,
50,
28,
35,
15,
34,
97,
265,
221,
431,
774,
1404,
1394,
1108,
1055,
1085,
1224,
1461,
1332,
1128,
842,
576,
311,
163,
91,
68,
62,
48,
14,
31,
85,
263,
219,
363,
690,
1292,
1396,
1190,
1068,
1099,
1329,
1445,
1368,
1220,
1074,
699,
336,
207,
103,
94,
46,
33,
19,
34,
91,
221,
192,
420,
810,
1470,
1474,
1258,
1108,
1011,
1505,
1827,
1771,
1657,
1486,
1195,
835,
522,
370,
173,
160,
110,
27,
55,
81,
140,
189,
426,
696,
1286,
1488,
1379,
1326,
1355,
1488,
1666,
1744,
1469,
1401,
1051,
774,
497,
337,
260,
139,
119,
57,
36,
74,
82,
213,
403,
733,
1305,
1492,
1209,
1166,
1120,
1206,
1354,
1393,
1058,
888,
571,
317,
169,
74,
55,
29,
33,
18,
24,
82,
225,
235,
378,
625,
1180,
1332,
1033,
985,
1060,
1156,
1269,
1186,
1046,
745,
517,
253,
123,
104,
27,
32,
27,
11,
34,
97,
273,
218,
403,
753,
1370,
1159,
1009,
932,
905,
1177,
1406,
1268,
1183,
824,
613,
293,
131,
117,
51,
20,
36,
20,
30,
80,
216,
227,
453,
628,
1292,
1356,
1087,
978,
933,
1173,
1273,
1416,
1121,
944,
609,
303,
164,
72,
63,
31,
24,
13,
25,
80,
187,
211,
400,
653,
1204,
1227,
1142,
1132,
879,
1269,
1477,
1386,
1229,
1047,
676,
390,
197,
137,
57,
45,
65,
12,
35,
106,
238,
264,
486,
798,
1433,
1528,
1192
] |
[
1121,
1065,
1457,
1790,
1864,
1791,
1571,
1172,
820,
473,
366,
282,
173,
111,
47,
26,
66,
150,
153,
367,
545,
826,
995,
1076,
1125,
986,
1189,
1574,
1608,
1448,
1355,
1131,
783,
514,
459,
218,
172,
64,
48,
33,
73,
85,
108,
404,
632,
1068,
1486,
1263,
1280,
1107,
1233,
1307,
1325,
1024,
823,
449,
275,
129,
59,
54,
62,
20,
30,
29,
79,
195,
232,
475,
615,
1112,
1172,
914,
950,
899,
1052,
1103,
1068,
876,
731,
406,
265,
79,
88,
25,
25,
43,
16,
37,
72,
275,
258,
437,
609,
1192,
1221,
1025
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 1652.94%",
"予測される変化率: [カラム_0] 予測される変化率: -8.56%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.83倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 29個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 1652.94%",
"Forecasted change rate: [column_0] Forecasted change rate: -8.56%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.83 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 29",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
868,
970,
1122,
1285,
1287,
1034,
868,
497,
341,
164,
77,
57,
43,
19,
13,
49,
108,
213,
252,
426,
723,
1243,
1272,
1036,
904,
958,
1198,
1384,
1391,
1212,
912,
650,
392,
179,
121,
68,
28,
36,
20,
38,
111,
263,
236,
373,
629,
1249,
1181,
1066,
926,
984,
1294,
1530,
1382,
1256,
1128,
656,
395,
154,
107,
54,
61,
37,
25,
37,
86,
233,
228,
388,
568,
1178,
1330,
1046,
1032,
1150,
1432,
1769,
1912,
1731,
1599,
1259,
924,
506,
482,
199,
175,
89,
39,
34,
47,
99,
219,
399,
656,
1302,
1536,
1478,
1326,
1319,
1472,
1674,
1856,
1704,
1404,
1198,
918,
560,
398,
295,
181,
129,
38,
24,
41,
120,
171,
426,
801,
1309,
1543,
1364,
1321,
1250,
1262,
1467,
1435,
1096,
814,
515,
329,
129,
69,
40,
38,
38,
21,
39,
65,
243,
224,
414,
709,
1217,
1213,
1024,
987,
1013,
1202,
1271,
1115,
978,
742,
485,
172,
159,
69,
38,
29,
32,
25,
35,
77,
231,
214,
478,
603,
1151,
962,
909,
845,
870,
1137,
1408,
1489,
1157,
1114,
919,
664,
475,
326,
178,
189,
73,
36,
35,
60,
75,
177,
480,
877,
1547,
1650,
1548,
1434,
1313,
1288,
1447,
1426,
1150,
885,
591,
287,
135,
58,
51,
40,
26,
22,
40,
109,
222,
219,
446,
685,
1184,
1220,
966,
1005,
922,
1158,
1268,
1231,
1009,
943,
612,
326,
171,
86,
98,
49,
29,
27,
38,
110,
182,
206,
462,
606,
1327,
1189,
1022,
949,
1064,
1403,
1635,
1647,
1501,
1348,
1156,
691,
460,
337,
206,
168,
47,
38,
33
] |
[
106,
113,
174,
382,
686,
1207,
1499,
1412,
1354,
1385,
1554,
1651,
1859,
1377,
1310,
1030,
674,
664,
354,
234,
175,
92,
33,
26,
48,
105,
170,
374,
641,
1198,
1376,
1276,
1244,
1161,
1227,
1274,
1204,
924,
706,
457,
277,
153,
101,
51,
37,
30,
10,
45,
57,
228,
294,
402,
693,
1191,
1273,
954,
976,
958,
1084,
1168,
1107,
866,
707,
448,
197,
124,
49,
33,
23,
15,
22,
37,
81,
184,
248,
475,
642,
1215,
1256,
998,
921,
911,
1070,
1294,
1124,
857,
735,
376,
246,
122,
94,
47,
23,
27,
16,
34
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -96.20%",
"予測される変化率: [カラム_0] 予測される変化率: -67.92%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.83倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 20個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の7番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -96.20%",
"Forecasted change rate: [column_0] Forecasted change rate: -67.92%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.83 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 20",
"First turning point: [column_0] First turning point: at data point 7 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 80 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 90 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 80.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 90."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
89,
217,
272,
433,
552,
1122,
1196,
879,
988,
989,
1169,
1266,
1334,
1036,
832,
533,
265,
134,
108,
69,
30,
18,
19,
46,
102,
274,
196,
359,
611,
1091,
1099,
899,
856,
970,
1060,
1282,
1244,
1043,
858,
410,
286,
100,
88,
73,
54,
68,
31,
40,
75,
204,
221,
400,
588,
1102,
1265,
813,
889,
977,
1360,
1603,
1668,
1480,
1271,
1035,
703,
494,
279,
179,
128,
82,
49,
29,
47,
102,
212,
395,
789,
1266,
1397,
1403,
1281,
1344,
1545,
1797,
1756,
1472,
1181,
1016,
732,
455,
414,
231,
195,
105,
51,
27,
49,
122,
161,
391,
688,
1149,
1447,
1333,
1265,
1203,
1166,
1249,
1271,
1007,
711,
394,
283,
148,
93,
35,
42,
39,
24,
38,
57,
161,
224,
346,
566,
1039,
1138,
966,
911,
872,
1109,
1142,
1090,
849,
556,
379,
157,
106,
71,
46,
23,
17,
11,
41,
127,
188,
220,
397,
589,
1155,
1176,
945,
943,
868,
1136,
1174,
979,
847,
722,
338,
251,
117,
111,
38,
30,
17,
23,
52,
108,
191,
213,
366,
644,
1213,
1226,
959,
912,
893,
1065,
1160,
1091,
967,
758,
364,
158,
68,
36,
28,
23,
14,
24,
41,
93,
223,
195,
396,
593,
1039,
895,
938,
724,
758,
1050,
1140,
1053,
883,
689,
450,
248,
153,
51,
16,
30,
29,
18,
38,
68,
169,
193,
332,
488,
893,
914,
676,
792,
781,
1052,
1336,
1352,
1171,
1074,
939,
686,
495,
356,
159,
88,
73,
45,
24,
67,
114,
241,
416,
812,
1291,
1484,
1372,
1287,
1350,
1453,
1576,
1564,
1410,
1000,
865
] |
[
434,
399,
286,
189,
198,
92,
49,
41,
25,
100,
168,
377,
747,
1245,
1508,
1280,
1269,
1236,
1225,
1294,
1203,
1067,
738,
507,
242,
141,
68,
39,
35,
23,
28,
41,
90,
201,
180,
351,
546,
1034,
1189,
936,
887,
895,
1131,
1126,
1052,
825,
708,
382,
186,
90,
52,
28,
12,
21,
22,
37,
71,
217,
213,
369,
487,
802,
929,
911,
813,
797,
1051,
1125,
1017,
886,
685,
412,
245,
119,
80,
27,
133,
24,
19,
47,
81,
52,
241,
377,
635,
1171,
1198,
912,
914,
835,
1102,
1268,
1208,
924,
790,
496
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 871.91%",
"予測される変化率: [カラム_0] 予測される変化率: 14.29%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.83倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 28個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の4番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 871.91%",
"Forecasted change rate: [column_0] Forecasted change rate: 14.29%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.83 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 28",
"First turning point: [column_0] First turning point: at data point 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 90 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 90."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
285,
139,
71,
78,
33,
38,
16,
39,
99,
237,
167,
339,
553,
981,
1139,
883,
786,
812,
1115,
1234,
1196,
1042,
920,
615,
289,
180,
158,
62,
44,
18,
22,
36,
69,
239,
211,
386,
641,
1200,
1321,
1102,
857,
947,
1368,
1602,
1777,
1599,
1419,
1125,
751,
515,
377,
182,
168,
61,
43,
30,
44,
111,
196,
349,
696,
1200,
1628,
1525,
1512,
1386,
1489,
1677,
1698,
1383,
1276,
997,
746,
623,
378,
224,
196,
115,
45,
27,
42,
53,
153,
318,
689,
1063,
1256,
1126,
1213,
1061,
1049,
1143,
1141,
991,
658,
360,
253,
112,
69,
40,
58,
32,
12,
27,
86,
261,
217,
357,
601,
981,
1195,
933,
843,
802,
938,
1082,
1041,
798,
675,
387,
181,
89,
58,
15,
33,
13,
19,
41,
81,
206,
192,
377,
577,
1124,
1111,
833,
802,
823,
1006,
1131,
923,
742,
735,
422,
215,
88,
89,
29,
23,
26,
19,
45,
80,
176,
247,
331,
561,
1099,
1075,
867,
905,
916,
989,
1308,
1099,
978,
783,
476,
261,
135,
69,
55,
37,
35,
17,
37,
94,
184,
202,
365,
554,
1047,
1122,
900,
810,
906,
1068,
1219,
1265,
1117,
913,
579,
282,
150,
111,
50,
40,
24,
20,
43,
76,
293,
199,
408,
606,
1167,
1317,
997,
945,
1038,
1357,
1713,
1767,
1626,
1248,
1007,
718,
433,
356,
135,
113,
92,
63,
39,
43,
108,
212,
357,
722,
1200,
1589,
1537,
1346,
1262,
1569,
1779,
1763,
1414,
1347,
1055,
779,
560,
411,
212,
200,
75,
21,
42,
43,
102,
172,
482,
846,
1390,
1491,
1358,
1235,
1173,
1193,
1340,
1186,
967,
699,
438,
276,
115,
104,
50,
52,
37,
12,
46,
81,
189,
302,
409,
705,
1130,
1220,
925,
946,
1016,
1083,
1166,
1115,
886,
621,
371,
178,
74,
61,
51,
27,
20,
7,
23,
87,
224,
226,
441,
657,
1172,
1088,
875,
858,
822,
1026,
1061,
1068,
837,
668,
335,
203,
100,
74,
33,
36,
25,
12,
41,
79,
243,
229,
376,
627,
1108,
1180,
960,
867,
868,
1121,
1174,
1131,
698,
572,
400,
163,
100,
78,
50,
33,
34,
27,
30,
102,
256,
183,
382,
527,
1135,
1143,
920,
836,
895,
1137,
1244,
1164,
990,
830,
527,
303,
128,
96,
41,
29,
18,
16,
42,
78,
216,
204,
373,
588,
1078,
1250,
1054,
913,
1009,
1215,
1627,
1591,
1470,
1258,
1020,
745,
441,
206,
125,
124,
47,
37,
32,
38,
126,
193,
393,
740,
1049,
1448,
1292,
1143,
1252,
1392,
1533,
1564,
1076,
949,
902,
701,
378,
360,
189,
158,
75,
33,
32,
34,
68,
159,
372,
695,
1098,
1345,
1229,
1243,
1115,
1113,
1249,
1105,
837,
605,
398,
218,
134,
79,
52,
27,
25,
23,
31,
84,
156,
221,
345,
616,
1227,
1241,
982,
860,
895,
1124,
1131,
933,
742,
550,
310,
156,
58,
44,
38,
20,
14,
13,
37,
75,
231,
215,
344,
608,
1110,
1148,
856,
899,
911,
1121,
1222,
1136,
945,
622,
412,
245,
104,
73,
37,
16,
13,
20,
27,
107,
221,
210,
396,
652,
1211,
1234,
944,
937,
948,
1244,
1261,
1110,
865,
614,
433,
292,
181,
90,
52,
26,
19,
13,
27
] |
[
91,
226,
182,
404,
557,
993,
1036,
972,
845,
930,
1096,
1269,
1229,
1022,
864,
543,
352,
165,
111,
52,
29,
36,
21,
28,
77,
237,
218,
300,
593,
1009,
1104,
902,
978,
920,
1233,
1645,
1683,
1504,
1298,
1001,
680,
443,
315,
205,
143,
67,
46,
49,
69,
127,
223,
389,
693,
1305,
1487,
1468,
1374,
1239,
1349,
1440,
1452,
1405,
1033,
966,
608,
415,
271,
182,
152,
100,
37,
47,
56,
114,
210,
401,
758,
1250,
1478,
1239,
1451,
1201,
1243,
1483,
1480,
1217,
1004,
733,
535,
276,
223,
116,
118,
63,
46,
36
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -90.53%",
"予測される変化率: [カラム_0] 予測される変化率: -60.44%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.85倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 27個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -90.53%",
"Forecasted change rate: [column_0] Forecasted change rate: -60.44%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.85 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 27",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
56,
57,
162,
374,
721,
1283,
1511,
1383,
1272,
1097,
1221,
1221,
1125,
882,
574,
334,
170,
76,
48,
34,
26,
13,
23,
36,
69,
193,
221,
385,
693,
1251,
1116,
944,
899,
842,
1067,
1093,
1066,
805,
609,
384,
232,
130,
76,
36,
37,
27,
13,
32,
80,
163,
163,
348,
553,
1039,
1073,
898,
905,
895,
994,
1015,
904,
655,
553,
440,
172,
111,
59,
35,
38,
33,
29,
46,
101,
185,
181,
364,
513,
1073,
1091,
933,
842,
981,
1136,
1287,
1224,
1062,
811,
457,
250,
147,
85,
32,
51,
24,
30,
33,
95,
242,
195,
368,
650,
1211,
1242,
949,
1082,
1040,
1278,
1493,
1464,
1294,
1132,
777,
570,
339,
193,
142,
99,
53,
39,
29,
63,
79,
186,
386,
683,
1170,
1358,
1432,
1402,
1317,
1348,
1376,
1376,
1085,
836,
719,
482,
356,
293,
180,
130,
76,
37,
23,
37,
38,
137,
257,
494,
813,
867,
863,
967,
861,
1069,
1206,
1046,
836,
648,
362,
183,
121,
58,
55,
26,
22,
28,
33,
95,
207,
197,
389,
620,
1042,
1118,
957,
915,
886,
1064,
1151,
1066,
853,
665,
322,
159,
87,
64,
36,
28,
18,
18,
45,
64,
232,
173,
283,
565,
1177,
1149,
971,
877,
892,
1166,
1287,
1020,
910,
600,
433,
179,
93,
48,
57,
46,
42,
37,
29,
86,
165,
181,
302,
685,
1101,
1192,
936,
938,
906,
1102,
1297,
1217,
983,
673,
480,
208,
108,
54,
33,
36,
22,
26,
36,
71,
236,
191,
341,
642,
1168,
790,
439,
891,
911,
1059,
1381,
1235,
1071,
883,
478,
306,
150,
88,
64,
38,
26,
20,
33,
90,
154,
216,
333,
564,
1201,
1221,
906,
975,
1035,
1323,
1570,
1556,
1425,
1204,
955,
500,
352,
226,
132,
116,
53,
21,
24,
34,
76,
132,
254,
561,
918,
1195,
1252,
1210,
1231,
1256,
1328,
1403,
1209,
968,
873,
578,
403,
305,
182,
109,
45,
28,
22,
40,
58,
113,
325,
585,
1172,
1340,
1288,
1110,
932,
1145,
1250,
1163,
865,
635,
386,
229,
90,
78,
44,
32,
30,
20,
30,
67,
185,
216,
355,
565,
1063,
1100,
894,
898,
848,
1071,
1104,
993,
897,
583,
382,
149,
54,
40,
30,
49,
12,
16,
33,
77,
250,
215,
279,
600,
1089,
1174,
959,
845,
862,
981,
1125,
902,
637,
487,
295,
129,
77,
46,
38,
13,
30,
22,
36,
95,
147,
263,
337,
514,
970,
1079,
940,
828,
827,
1009,
1156,
1037,
809,
613,
443,
187,
75,
77,
53,
43,
39,
19,
67,
65,
199,
197,
295,
484,
942,
1000,
846,
849,
832,
1092,
1036,
1034,
897,
720,
478,
296,
122,
77,
39,
32,
32,
20,
36,
67,
178,
215,
361,
577,
1004,
1109,
961,
978,
1033,
1217,
1460,
1421,
1365,
1141,
956,
609,
380,
312,
138,
130,
42,
29,
36,
69,
93,
217,
387,
638,
957,
1433,
1346,
1179,
1156,
1259,
1403,
1474,
1387,
1027,
901,
595,
362,
258,
156,
130,
56,
30,
19,
31,
38,
147,
326,
727,
1310,
1457,
1358,
1134,
639,
1074,
1327,
1213,
950,
657,
390,
183,
84,
64,
27,
25,
9,
23,
26,
51,
159,
285,
324,
596,
1247,
1385,
1022
] |
[
981,
1027,
1067,
1222,
1152,
913,
637,
303,
130,
80,
51,
49,
31,
11,
16,
41,
80,
164,
155,
350,
598,
1094,
1168,
1006,
1010,
999,
1151,
1170,
1129,
937,
725,
352,
213,
121,
49,
46,
26,
19,
38,
38,
65,
197,
167,
360,
623,
1098,
1316,
1210,
966,
995,
1189,
1326,
1216,
1059,
746,
466,
187,
99,
58,
40,
10,
30,
32,
30,
69,
250,
159,
327,
591,
1152,
1204,
1095,
961,
1050,
1206,
1311,
1351,
1117,
905,
566,
294,
162,
76,
29,
59,
20,
23,
42,
78,
233,
156,
304,
663,
1163,
1453,
1173
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 1725.00%",
"予測される変化率: [カラム_0] 予測される変化率: 19.57%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.86倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 30個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 1725.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 19.57%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.86 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 30",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
1075,
1062,
1423,
1491,
1594,
1439,
1269,
916,
629,
370,
287,
241,
99,
45,
38,
24,
61,
153,
171,
317,
685,
1226,
1350,
1274,
1235,
1234,
1354,
1395,
1594,
1341,
1007,
841,
554,
340,
327,
211,
107,
71,
20,
27,
71,
72,
155,
358,
593,
1198,
1451,
1310,
1344,
1093,
1160,
1257,
1385,
1007,
666,
399,
228,
89,
41,
42,
41,
25,
24,
33,
102,
233,
237,
502,
656,
1308,
1474,
1212,
1134,
1107,
1102,
1331,
1152,
863,
631,
372,
152,
92,
45,
26,
26,
17,
25,
22,
110,
162,
195,
362,
629,
1213,
1252,
1009,
1015,
1051,
1220,
1348,
1209,
994,
609,
384,
172,
108,
59,
43,
17,
16,
16,
46,
110,
258,
200,
453,
731,
1200,
1325,
1161,
1038,
865,
1109,
1446,
1338,
1042,
736,
400,
227,
123,
49,
43,
26,
14,
16,
39,
106,
183,
191,
370,
625,
1164,
1327,
1147,
1117,
1146,
1236,
1414,
1278,
1068,
898,
491,
265,
146,
79,
38,
40,
11,
39,
35,
101,
205,
212,
390,
672,
1310,
1449,
1240,
1200,
1183,
1518,
1743,
1739,
1554,
1354,
1048,
706,
399,
328,
143,
100,
51,
47,
27,
60,
86,
133,
400,
696,
1110,
1516,
1426,
1518,
1428,
1500,
1579,
1589,
1380,
1151,
863,
583,
353,
329,
203,
153,
69,
52,
25,
67,
97,
142,
335,
693,
1249,
1335,
1261,
1140,
1199,
1257,
1301,
1226,
919,
672,
431,
192,
145,
79,
34,
53,
37,
20,
23,
90,
235,
199,
371,
616,
1038,
1160,
1005,
1024,
932,
1089,
1155,
1097,
843,
622,
354,
154,
106,
39,
39,
26,
12,
21,
38,
87,
190,
250,
390,
632,
1064,
1140,
927,
805,
848,
1131,
1271,
1120,
743,
600,
376,
164,
97,
37,
29,
69,
9,
21,
34,
96,
167,
213,
374,
681,
1149,
1409,
1093,
1077,
1029,
1100,
1321,
1231,
1069,
818,
468,
243,
69,
38,
32,
21,
19,
28,
22,
114,
182,
198,
338,
584,
1137,
1287,
1083,
1087,
910,
1053,
1247,
961,
884,
622,
485,
271,
138,
81,
47,
26,
20,
17,
28,
59,
231,
205,
444,
708,
1298,
1186,
988,
1034,
1100,
1362,
1680,
1646,
1471,
1338,
978,
704,
460,
272,
185,
122,
62,
50,
19,
40,
133,
236,
390,
802,
1235,
1562,
1535,
1513,
1445,
1459,
1698,
1755,
1435,
1327,
915,
642,
398,
269,
182,
169,
76,
40,
19,
35,
63,
140,
353,
613,
1315,
1508,
1320,
1306,
1264,
1342,
1409,
1272,
803,
706,
391,
211,
98,
62,
42,
29,
16,
17,
26,
80,
180,
192,
344,
609,
1164,
1117,
1040,
1037,
826,
1135,
1178,
902,
675,
466,
294,
110,
71,
56,
29,
2,
10,
14,
27,
93,
197,
194,
370,
616,
1111,
1174,
931,
778,
576,
952,
1179,
1123,
826,
674,
313,
209,
94,
29,
28,
20,
12,
15,
28,
89,
161,
182,
494,
678,
1149,
1206,
1030,
984,
1060,
1080,
1339,
1147,
949,
813,
443,
213,
93,
99,
26,
24,
33,
20,
31,
100,
134,
214,
396,
656,
1052,
1291,
929,
922,
964,
1152,
1419,
1355,
1229,
902,
549,
330,
143,
77,
33,
17,
17,
11,
25,
84,
108,
139,
369,
715,
1275,
1329,
1204,
1054,
1205,
1505,
1804,
1900,
1598,
1425,
1014
] |
[
757,
500,
316,
140,
147,
48,
35,
28,
35,
89,
263,
443,
780,
1300,
1549,
1508,
1432,
1545,
1582,
1681,
1679,
1423,
1256,
1008,
625,
405,
400,
203,
180,
92,
76,
29,
41,
84,
153,
404,
768,
1406,
1476,
1268,
1213,
1091,
1181,
1188,
1189,
905,
640,
415,
179,
111,
62,
34,
40,
22,
12,
23,
78,
186,
218,
381,
544,
1142,
1116,
967,
952,
880,
1060,
1205,
1185,
862,
566,
319,
121,
68,
51,
32,
19,
6,
23,
48,
100,
76,
101,
188,
566,
1021,
1164,
1082,
1030,
964,
1170,
1119,
1015,
926,
617,
348
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -5.67%",
"予測される変化率: [カラム_0] 予測される変化率: -54.03%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.86倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 22個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の4番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -5.67%",
"Forecasted change rate: [column_0] Forecasted change rate: -54.03%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.86 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 22",
"First turning point: [column_0] First turning point: at data point 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
143,
66,
58,
37,
21,
17,
14,
26,
74,
215,
156,
407,
571,
1192,
1225,
1004,
1022,
884,
1050,
1335,
1220,
1033,
820,
522,
208,
128,
56,
47,
36,
16,
17,
33,
85,
204,
204,
409,
665,
1114,
1208,
1034,
1013,
999,
1259,
1428,
1272,
1115,
1004,
591,
328,
126,
92,
63,
40,
23,
11,
37,
78,
190,
232,
437,
711,
1253,
1211,
1031,
868,
1035,
1430,
1719,
1637,
1478,
1251,
966,
781,
559,
385,
168,
159,
55,
42,
26,
45,
92,
185,
427,
752,
1284,
1543,
1337,
1321,
1395,
1590,
1799,
1776,
1499,
1190,
996,
743,
420,
360,
202,
139,
114,
51,
16,
44,
104,
154,
395,
732,
1304,
1582,
1479,
1336,
1203,
1283,
1411,
1344,
1072,
768,
448,
286,
98,
53,
40,
22,
18,
20,
23,
87,
177,
215,
358,
610,
1094,
1188,
1000,
1013,
829,
1153,
1185,
1138,
882,
583,
400,
162,
97,
42,
38,
12,
14,
10,
21,
95,
232,
212,
352,
560,
1044,
1165,
890,
911,
919,
1148,
1289,
1182,
927,
759,
394,
229,
87,
34,
43,
5,
15,
16,
32,
90,
184,
192,
396,
623,
1031,
1150,
1006,
803,
850,
999,
1253,
1095,
987,
659,
534,
222,
80,
67,
37,
16,
13,
14,
38,
99,
159,
200,
408,
620,
1067,
1095,
939,
900,
941,
1208,
1352,
1279,
1115,
790,
487,
285,
156,
80,
42,
43,
22,
12,
30,
79,
196,
218,
401,
744,
1281,
1331,
1098,
1054,
1136,
1522,
1925,
1883,
1744,
1417,
1168,
815,
498,
290,
232,
156,
99,
54,
26,
52,
71,
155,
293,
703,
1097,
1484,
1334,
1442,
1238,
1363,
1645,
1733,
1376,
1093,
934,
712,
323,
337,
172,
104,
58,
41,
12,
31,
74,
128,
371,
794,
1388,
1814,
1523,
1548,
1253,
1371,
1396,
1294,
1062,
706,
413,
222,
97,
75,
55,
48,
16,
17,
25,
93,
225,
220,
439,
597,
1057,
1131,
901,
895,
946,
1105,
1263,
1163,
913,
707,
396,
158,
102,
64,
32,
20,
15,
11,
22,
103,
263,
228,
423,
707,
1173,
1209,
1027,
935,
911,
1135,
1253,
1068,
878,
657,
378,
213,
48,
40,
22,
16,
14,
17,
24,
100,
200,
231,
366,
713,
1210,
1212,
993,
1007,
965,
1032,
1257,
1136,
952,
761,
487,
178,
95,
69,
34,
17,
16,
34,
26,
79,
239,
217,
378,
593,
1136,
1214,
1016,
847,
1001,
1231,
1482,
1372,
1227,
927,
568,
320,
128,
93,
41,
32,
29,
15,
33,
130,
238,
210,
422,
759,
1369,
1329,
1120,
1083,
1109,
1499,
1845,
1914,
1733,
1518,
1221,
853,
525,
377,
167,
123,
63,
27,
19,
50,
139,
195,
450,
758,
1221,
1231,
1412,
1085,
1087,
1275,
1496,
1499,
1359,
1184,
834,
586,
344,
282,
134,
140,
47,
49,
25,
72,
108,
117,
335,
579,
1059,
1436,
1222,
1397,
1176,
1157,
1216,
1099,
935,
679,
327,
170,
56,
52,
16,
20,
5,
17,
28,
93,
187,
220,
356,
651,
1226,
1119,
885,
876,
857,
1113,
1215,
1107,
837,
632,
338,
177,
62,
45,
20,
19,
19,
26,
43,
93,
187,
221,
340,
619,
970,
970,
948,
803,
785,
1028,
1200,
1047,
913,
750,
409,
206,
199,
93,
30,
29,
23,
28,
33
] |
[
97,
170,
201,
415,
625,
1060,
1067,
971,
900,
942,
1178,
1228,
1188,
1033,
801,
439,
247,
131,
63,
40,
28,
26,
38,
38,
106,
199,
252,
473,
734,
1133,
1142,
1003,
953,
929,
1122,
1305,
1290,
1101,
869,
514,
311,
163,
120,
63,
29,
12,
8,
20,
108,
177,
229,
365,
678,
1358,
1320,
1041,
1031,
1081,
1364,
1670,
1772,
1654,
1412,
1042,
652,
466,
290,
223,
149,
83,
18,
25,
44,
87,
192,
402,
806,
1496,
1576,
1489,
1436,
1398,
1454,
1652,
1759,
1576,
1271,
967,
668,
407,
272,
237,
187,
62,
65,
20
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -76.92%",
"予測される変化率: [カラム_0] 予測される変化率: -79.38%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.87倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 17個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の7番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -76.92%",
"Forecasted change rate: [column_0] Forecasted change rate: -79.38%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.87 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 17",
"First turning point: [column_0] First turning point: at data point 7 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
52,
76,
156,
446,
713,
1210,
1483,
1232,
1268,
1100,
1156,
1117,
1042,
767,
546,
321,
209,
87,
43,
39,
19,
42,
13,
29,
105,
215,
186,
340,
623,
1108,
1162,
964,
877,
884,
1063,
1214,
997,
892,
609,
358,
130,
58,
44,
35,
9,
8,
20,
29,
102,
251,
209,
371,
638,
1086,
1119,
775,
795,
831,
1021,
1241,
1033,
848,
591,
348,
184,
84,
65,
22,
17,
12,
20,
31,
88,
210,
180,
452,
538,
1138,
1164,
816,
889,
798,
1007,
1276,
1230,
928,
708,
425,
186,
145,
55,
30,
34,
14,
20,
22,
78,
233,
208,
391,
528,
925,
946,
729,
712,
720,
977,
1143,
1096,
948,
708,
492,
235,
138,
92,
57,
65,
26,
19,
34,
106,
181,
194,
402,
556,
1155,
1308,
911,
902,
1072,
1311,
1630,
1686,
1558,
1298,
1107,
730,
502,
381,
151,
89,
55,
49,
37,
52,
117,
173,
290,
626,
1142,
1142,
1099,
1113,
1069,
1184,
1478,
1489,
1232,
1025,
722,
546,
366,
338,
162,
167,
91,
49,
22,
43,
53,
136,
358,
729,
1152,
1407,
1272,
1243,
1084,
1118,
1179,
1146,
846,
582,
363,
171,
114,
52,
53,
23,
27,
21,
27,
87,
204,
212,
428,
592,
1162,
1230,
929,
882,
858,
1030,
1090,
984,
797,
557,
271,
122,
77,
55,
68,
21,
25,
8,
16,
73,
228,
195,
376,
666,
1295,
1086,
859,
794,
827,
1002,
1212,
1148,
899,
711,
359,
157,
75,
78,
39,
29,
19,
14,
28,
100,
237,
237,
405,
726,
1252,
1111,
962,
878,
807,
1055,
1278,
1187,
1025,
801,
454,
199,
89,
70,
51,
16,
13,
19,
25,
104,
227,
178,
434,
652,
1216,
1170,
891,
828,
771,
1175,
1144,
1011,
869,
685,
468,
245,
109,
92,
51,
102,
16,
11,
44,
96,
274,
264,
460,
716,
1258,
1318,
1102,
982,
1041,
1359,
1658,
1738,
1426,
1375,
1024,
701,
524,
291,
182,
139,
50,
37,
15,
40,
82,
194,
361,
811,
1311,
1503,
1451,
1270,
1339,
1520,
1578,
1663,
1304,
1141,
904,
638,
484,
317,
179,
148,
79,
40,
13,
54,
102,
140,
366,
646,
1118,
1399,
1236,
1130,
1169,
1086,
1261,
1214,
856,
678,
341,
248,
113,
98,
43,
10,
11,
26,
38,
97,
240,
220,
409,
603,
1054,
1127,
869,
919,
860,
1004,
1253,
1075,
837,
594,
325,
167,
96,
55,
26,
28,
16,
20,
25,
101,
250,
234,
364,
604,
1193,
1240,
886,
839,
852,
1143,
1298,
1219,
990,
656,
446,
211,
100,
73,
41,
23,
23,
19,
38,
121,
183,
223,
446,
715,
1010,
1121,
877,
873,
848,
978,
1245,
1147,
997,
654,
459,
247,
94,
58,
67,
17,
35,
18,
45,
97,
239,
227,
451,
664,
1182,
1323,
1098,
925,
886,
1168,
1380,
1213,
1049,
820,
439,
306,
131,
97,
53,
39,
26,
13,
36,
104,
263,
224,
417,
704,
1363,
1431,
1147,
946,
976,
1421,
1630,
1874,
1452,
1312,
994,
653,
452,
306,
207,
156,
58,
46,
39,
65,
88,
170,
365,
680,
1017,
1206,
1093,
1053,
898,
1144,
1236,
1189,
1056,
912,
659,
497,
375,
321,
192,
154,
89,
41,
28,
61,
55,
101,
310,
716,
1084,
1232,
1173
] |
[
1098,
1033,
1143,
1266,
1174,
922,
661,
377,
216,
80,
44,
48,
31,
16,
27,
71,
169,
233,
281,
465,
658,
1152,
1191,
952,
903,
1015,
1064,
1262,
1120,
757,
649,
365,
172,
101,
71,
33,
21,
9,
14,
28,
113,
268,
184,
364,
627,
1118,
1126,
911,
721,
670,
947,
1133,
1058,
875,
505,
283,
212,
170,
77,
39,
29,
38,
39,
54,
92,
260,
257,
381,
579,
978,
637,
800,
776,
828,
932,
1182,
1178,
890,
715,
487,
172,
97,
97,
44,
24,
26,
22,
30,
99,
233,
204,
414,
674,
1143,
1152,
1075
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 2155.77%",
"予測される変化率: [カラム_0] 予測される変化率: -2.09%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.85倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 28個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 2155.77%",
"Forecasted change rate: [column_0] Forecasted change rate: -2.09%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.85 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 28",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 78 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 78.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
920,
938,
1194,
1389,
1352,
1278,
987,
551,
288,
169,
118,
82,
44,
26,
18,
61,
115,
162,
230,
339,
719,
1356,
1430,
1087,
1064,
1076,
1434,
1799,
1815,
1475,
1350,
945,
817,
433,
328,
256,
178,
109,
37,
28,
56,
66,
174,
422,
793,
1306,
1485,
1325,
1335,
1552,
1646,
2018,
2017,
1781,
1449,
1227,
785,
534,
493,
200,
161,
120,
68,
20,
59,
72,
183,
358,
743,
1243,
1447,
1316,
1344,
1218,
1181,
1397,
1398,
1175,
819,
512,
269,
148,
90,
46,
37,
25,
20,
51,
124,
242,
245,
352,
722,
1454,
1516,
1319,
1137,
1090,
1557,
1644,
1567,
1351,
1064,
587,
267,
132,
68,
68,
30,
40,
18,
48,
114,
269,
235,
395,
647,
1217,
1256,
992,
960,
1001,
1162,
1377,
1310,
1022,
721,
467,
256,
121,
80,
51,
42,
11,
12,
37,
99,
275,
225,
416,
708,
1450,
1500,
1227,
1157,
939,
1268,
1546,
1566,
1267,
934,
527,
251,
147,
80,
72,
28,
20,
27,
41,
106,
313,
209,
388,
774,
1385,
1597,
1355,
1069,
1105,
1210,
1547,
1673,
1483,
1341,
1025,
714,
474,
331,
241,
105,
48,
29,
43,
61,
125,
191,
352,
656,
1249,
1314,
1311,
1275,
1065,
1215,
1557,
1440,
1400,
1041,
864,
494,
337,
244,
142,
103,
56,
35,
12,
59,
205,
201,
386,
781,
1167,
1303,
1173,
1136,
902,
1139,
1371,
1466,
1298,
1005,
884,
520,
386,
249,
155,
132,
55,
31,
26,
88,
132,
164,
421,
771,
1264,
1382,
1419,
1210,
1190,
1206,
1352,
1376,
1167,
863,
515,
285,
143,
60,
42,
30,
22,
27,
35
] |
[
112,
202,
237,
452,
781,
1434,
1457,
1244,
1103,
1026,
1177,
1339,
1276,
963,
731,
500,
198,
88,
40,
30,
27,
18,
27,
36,
118,
174,
212,
408,
585,
1202,
1243,
1101,
1070,
952,
1219,
1459,
1348,
1103,
736,
502,
192,
113,
68,
47,
33,
38,
11,
46,
128,
188,
229,
403,
725,
1176,
1256,
1034,
930,
926,
1149,
1339,
1292,
1010,
842,
465,
210,
91,
63,
39,
26,
21,
20,
39,
104,
240,
235,
369,
670,
1181,
1480,
1055,
1076,
957,
1317,
1458,
1330,
1297,
870,
571,
302,
178,
86,
60,
60,
31,
15,
42
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -96.20%",
"予測される変化率: [カラム_0] 予測される変化率: -62.50%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.84倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 22個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の7番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -96.20%",
"Forecasted change rate: [column_0] Forecasted change rate: -62.50%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.84 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 22",
"First turning point: [column_0] First turning point: at data point 7 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 90 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 90."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
121,
268,
239,
427,
792,
1523,
1446,
1242,
1214,
1167,
1561,
1836,
1975,
1765,
1432,
1120,
695,
434,
349,
168,
126,
96,
24,
37,
77,
143,
209,
480,
786,
1375,
1623,
1458,
1268,
1318,
1577,
1560,
1813,
1545,
1275,
950,
778,
398,
336,
0,
242,
149,
63,
16,
58,
46,
126,
311,
728,
1199,
1377,
1288,
1159,
1128,
1161,
1320,
1390,
1270,
913,
565,
317,
147,
90,
45,
27,
55,
14,
42,
91,
193,
193,
342,
636,
1202,
1272,
1073,
1090,
947,
1154,
1233,
1022,
876,
747,
418,
210,
100,
64,
49,
15,
6,
17,
49,
132,
168,
172,
340,
529,
953,
911,
847,
828,
772,
901,
1007,
845,
834,
653,
378,
180,
92,
48,
40,
20,
22,
39,
46,
137,
185,
229,
344,
558,
1110,
1142,
975,
905,
836,
1068,
1328,
1213,
985,
715,
462,
197,
136,
87,
37,
26,
15,
15,
36,
96,
235,
214,
354,
707,
1284,
1231,
953,
933,
954,
1159,
1450,
1339,
1323,
912,
590,
263,
131,
81,
55,
31,
17,
9,
47,
114,
225,
183,
441,
705,
1369,
1347,
1178,
1087,
1198,
1507,
1796,
1853,
1784,
1586,
1114,
779,
494,
350,
159,
164,
62,
65,
33,
47,
114,
196,
478,
765,
1405,
1559,
1517,
1472,
1431,
1519,
1702,
1825,
1587,
1372,
1196,
769,
532,
376,
184,
149,
91,
22,
15,
66,
85,
113,
410,
736,
1247,
1371,
1370,
1259,
1181,
1096,
1280,
1339,
1148,
856,
538,
288,
119,
113,
49,
23,
17,
11,
40,
108,
211,
171,
299,
679,
1276,
1311,
994,
881,
889,
1050,
1116,
1124,
905,
641,
453
] |
[
252,
98,
73,
28,
34,
10,
7,
42,
85,
202,
209,
314,
514,
1066,
980,
837,
801,
799,
853,
1166,
883,
762,
583,
356,
177,
113,
84,
40,
24,
34,
16,
36,
107,
178,
167,
347,
617,
1074,
1103,
782,
859,
857,
1029,
1231,
1168,
967,
821,
492,
239,
143,
68,
40,
23,
16,
12,
43,
118,
211,
179,
353,
542,
1117,
1058,
917,
885,
854,
1138,
1224,
1291,
1132,
856,
591,
296,
140,
134,
87,
44,
15,
16,
50,
97,
189,
184,
335,
655,
1261,
1251,
970,
966,
1202,
1351,
1719,
1788,
1702,
1523,
1252
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 274.38%",
"予測される変化率: [カラム_0] 予測される変化率: 396.83%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.85倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 28個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の4番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 274.38%",
"Forecasted change rate: [column_0] Forecasted change rate: 396.83%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.85 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 28",
"First turning point: [column_0] First turning point: at data point 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 68 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 68.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
908,
497,
338,
178,
173,
36,
23,
26,
42,
116,
128,
326,
563,
1097,
1352,
1284,
1128,
1140,
1343,
1470,
1518,
1347,
1233,
1079,
794,
542,
317,
211,
200,
85,
45,
30,
45,
94,
186,
379,
622,
1161,
1336,
1515,
1369,
1088,
1257,
1383,
1511,
1249,
897,
572,
346,
127,
84,
40,
36,
16,
12,
47,
79,
174,
170,
314,
609,
1222,
1213,
1002,
1028,
975,
1081,
1289,
1479,
1259,
1014,
669,
247,
80,
49,
45,
26,
11,
18,
34,
137,
246,
248,
398,
659,
1161,
1083,
885,
801,
871,
993,
1172,
1089,
846,
672,
408,
270,
74,
73,
70,
11,
11,
17,
35,
156,
257,
191,
403,
576,
1109,
1109,
933,
955,
910,
1118,
1292,
1305,
1044,
856,
600,
242,
145,
91,
35,
39,
36,
13,
41,
83,
221,
224,
386,
633,
1280,
1206,
930,
937,
904,
1132,
1366,
1311,
1271,
1008,
580,
308,
136,
82,
57,
47,
8,
11,
35,
84,
179,
176,
338,
569,
1285,
1253,
1032,
1021,
1063,
1323,
1570,
1550,
1550,
1454,
476,
901,
634,
539,
263,
210,
92,
37,
23,
61,
123,
225,
389,
600,
1240,
1427,
1225,
1228,
1279,
1248,
1521,
1666,
1471,
1139,
1113,
826,
553,
418,
213,
152,
63,
62,
28,
45,
95,
149,
354,
571,
1069,
1285,
1243,
1264,
1142,
1183,
1139,
1199,
917,
677,
407,
203,
105,
84,
56,
20,
16,
12,
30,
104,
190,
188,
331,
596,
1105,
1047,
1000,
950,
887,
1083,
1252,
1164,
904,
718,
385,
233,
95,
71,
31,
25,
10,
23,
45,
90,
167,
210,
383,
659,
1209,
1150,
973,
853,
864,
1034,
1161,
1215,
879,
656,
442,
237,
118,
66,
56,
33,
12,
19,
32,
75,
186,
150,
296,
536,
1147,
1213,
932,
793,
865,
1077,
1314,
1388,
1176,
841,
725,
474,
289,
151,
74,
79,
18,
32,
41,
122,
203,
211,
355,
540,
1109,
1142,
904,
902,
858,
1147,
1288,
1342,
1263,
983,
632,
314,
224,
150,
62,
33,
39,
37,
75,
139,
163,
152,
360,
526,
1105,
1279,
913,
953,
1015,
1249,
1415,
1565,
1487,
1322,
958,
701,
428,
336,
135,
108,
69,
28,
25,
52,
99,
159,
334,
633,
1265,
1361,
1321,
1349,
1361,
1389,
1413,
1485,
1350,
1192,
984,
616,
446,
316,
182,
176,
81,
45,
24,
49,
67,
152,
401,
697,
1186,
1386,
1324,
1234,
1132,
1192,
1230,
1333,
1115,
918,
546,
343,
145,
96,
39,
39,
10,
8,
33,
94,
180,
213,
417,
709,
1715,
1562,
1336,
1155,
1138,
1292,
1436,
1370,
1248,
1201,
867,
485,
363,
269,
114,
72,
59,
26,
16,
59,
78,
114,
176,
348,
686,
992,
1007,
874,
914,
1137,
1207,
1247,
995,
719,
480,
280,
185,
73,
34,
35,
24,
22,
49,
105,
203,
258,
419,
697,
1132,
1244,
1047,
969,
711,
926,
1198,
1026,
810,
683,
380,
194,
109,
91,
33,
34,
24,
8,
30,
113,
213,
248,
379,
657,
1046,
1254,
959,
922,
916,
1157,
1351,
1220,
1122,
779,
533,
319,
160,
133,
47,
43,
39,
14,
55,
109,
244,
214,
367,
711,
1284,
1315,
1014,
967,
1287,
2053,
2053,
1841,
1711,
1106,
1011,
641,
485,
286,
154,
108,
65,
46,
27
] |
[
38,
121,
235,
469,
747,
1275,
1433,
1409,
1350,
1316,
1299,
1439,
1599,
1362,
1148,
1015,
774,
517,
335,
224,
116,
66,
44,
34,
86,
65,
253,
412,
647,
1203,
1313,
1185,
1179,
1133,
1094,
1238,
1190,
1055,
810,
496,
238,
127,
73,
19,
25,
10,
11,
38,
121,
333,
278,
356,
654,
1132,
1142,
769,
922,
906,
1061,
1109,
1130,
981,
743,
568,
296,
175,
73,
31,
33,
15,
13,
85,
16,
1,
4,
7,
0,
66,
12,
11,
681,
907,
1075,
1291,
1194,
1033,
719,
501,
235,
134,
62,
40,
32,
10,
15,
71
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -97.03%",
"予測される変化率: [カラム_0] 予測される変化率: 86.84%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.85倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 30個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の7番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -97.03%",
"Forecasted change rate: [column_0] Forecasted change rate: 86.84%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.85 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 30",
"First turning point: [column_0] First turning point: at data point 7 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
158,
203,
156,
357,
499,
1042,
1141,
982,
931,
957,
1112,
1227,
1282,
1111,
879,
511,
250,
140,
74,
56,
37,
21,
29,
107,
178,
198,
252,
425,
738,
1330,
1348,
1155,
896,
1018,
1149,
1216,
1174,
1169,
939,
602,
364,
196,
131,
70,
37,
29,
19,
120,
153,
272,
228,
411,
791,
1465,
1404,
1111,
1158,
1138,
1390,
1475,
1632,
1479,
1338,
1100,
752,
360,
279,
154,
144,
55,
25,
31,
73,
132,
209,
442,
718,
1133,
1407,
1347,
1195,
1247,
1300,
1551,
1569,
1359,
1096,
869,
689,
404,
404,
209,
173,
101,
23,
13,
64,
68,
167,
378,
702,
1212,
1229,
1348,
1278,
1163,
1212,
1327,
1264,
1078,
878,
581,
279,
147,
96,
64,
31,
17,
14,
93,
150,
339,
276,
437,
466,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
133,
194,
394,
690,
1164,
1032,
899,
824,
621,
782,
1067,
1020,
891,
754,
497,
262,
66,
53,
42,
18,
17,
9,
49,
211,
311,
248,
384,
728,
1303,
1258,
1016,
1002,
964,
1176,
1199,
1210,
823,
630,
447,
207,
86,
72,
51,
6,
42,
54,
37,
177,
307,
263,
368,
646,
1156,
1047,
787,
789,
867,
1195,
1365,
1324,
1154,
975,
631,
389,
277,
140,
37,
22,
28,
21,
65,
110,
240,
209,
363,
671,
1143,
1336,
1007,
965,
873,
1216,
1561,
1436,
1450,
1196,
1091,
658,
351,
285,
150,
134,
51,
54,
20,
43,
121,
165,
316,
620,
1154,
1341,
1212,
1328,
1274,
1278,
1435,
1574,
1458,
1226,
1064,
604,
445,
304,
242,
181,
93,
19,
24,
62,
74,
159,
357,
689,
1165,
1378,
1256,
1355,
1224,
1135,
1205,
1322,
1106,
938,
501,
265,
143,
86,
47,
37,
38,
59,
61,
88,
276,
227,
386,
574,
1240,
1253,
1068,
1003,
994,
1118,
1137,
1140,
907,
772,
473,
253,
83,
53,
30,
27,
15,
11,
56,
158,
268,
204,
394,
642,
1044,
1180,
948,
893,
961,
1022,
1211,
1189,
928,
750,
501,
259,
130,
83,
40,
21,
19,
21,
45,
120,
287,
282,
405,
629,
1144,
1110,
862,
894,
949,
1024,
1260,
1217,
971,
787,
513,
284,
121,
71,
34,
24,
15,
23,
53,
137,
279,
217,
399,
725,
1209,
1195,
994,
943,
871,
1167,
1212,
1208,
1169,
910,
699,
382,
198,
140,
91,
54,
42,
16,
55,
101,
150,
163,
274,
509,
1179,
1257,
1068,
916,
991,
1232,
1560,
1541,
1542,
1382,
1177,
722,
490,
303,
179,
194,
49,
33,
38,
57,
76,
222,
337,
616,
1165,
1463,
1349,
1340,
1265,
1233,
1452,
1514,
1401,
1158,
1030,
771,
470,
408,
177,
126,
43,
35,
13,
25,
59,
164,
322,
622,
1180,
1272,
1218,
1214,
1133,
1095,
1208,
1184,
943,
821,
446,
263,
124,
86,
39,
31,
18,
20,
40,
128,
231,
220,
389,
678,
1206,
1246,
951,
936,
882,
1065,
1060,
979,
759,
633,
348,
197,
125,
66,
42,
31,
13,
6,
33,
126,
247,
256,
376,
578,
1090,
1034,
979,
879,
896,
982,
1283,
1184,
898,
684,
354,
198,
135,
83,
66,
22,
24,
12,
43,
153,
287,
214,
384,
702,
1143,
1074,
991
] |
[
854,
950,
1177,
1220,
1207,
1075,
931,
608,
358,
183,
97,
45,
26,
29,
21,
52,
122,
256,
186,
407,
673,
1173,
1308,
1047,
988,
957,
1189,
1217,
1236,
1241,
952,
716,
452,
220,
111,
81,
45,
13,
22,
37,
81,
228,
158,
354,
541,
1025,
1162,
962,
828,
803,
1046,
1202,
1332,
1328,
1214,
1020,
670,
452,
317,
230,
150,
88,
21,
31,
43,
81,
181,
361,
657,
999,
1130,
1159,
1060,
1034,
1195,
1280,
1525,
1263,
1192,
958,
638,
410,
310,
187,
118,
49,
38,
20,
39,
47,
96,
270,
660,
1188,
1222,
1100
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 527.22%",
"予測される変化率: [カラム_0] 予測される変化率: 28.81%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.84倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 22個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 527.22%",
"Forecasted change rate: [column_0] Forecasted change rate: 28.81%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.84 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 22",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
1206,
983,
1039,
1155,
1196,
1040,
741,
479,
265,
155,
70,
25,
36,
42,
16,
41,
111,
287,
204,
442,
700,
1388,
1286,
1031,
1058,
1007,
1082,
1265,
1302,
1056,
895,
613,
304,
150,
98,
54,
28,
32,
20,
32,
126,
324,
278,
417,
650,
1267,
1304,
1187,
973,
971,
1129,
1287,
1164,
1119,
1017,
675,
262,
101,
80,
47,
69,
18,
21,
41,
135,
283,
201,
405,
663,
1405,
1276,
1040,
991,
984,
1106,
1233,
1364,
1199,
928,
703,
289,
245,
99,
52,
37,
20,
20,
29,
109,
281,
208,
316,
461,
814,
895,
824,
844,
801,
1046,
1189,
1162,
1176,
1043,
644,
422,
212,
109,
137,
34,
27,
15,
26,
123,
291,
216,
374,
734,
1287,
1367,
1272,
975,
985,
794,
1181,
1339,
1364,
1231,
1052
] |
[
618,
531,
366,
209,
146,
58,
42,
18,
54,
85,
153,
327,
630,
924,
1106,
1175,
1143,
1164,
1222,
1391,
1406,
1397,
1188,
953,
734,
467,
390,
168,
261,
47,
56,
34,
29,
88,
178,
368,
774,
1089,
1179,
1138,
1079,
916,
946,
1050,
1025,
1005,
804,
514,
291,
177,
74,
47,
47,
20,
29,
28,
94,
243,
215,
408,
704,
1268,
1326,
1060,
924,
908,
983,
1186,
1104,
938,
809,
513,
264,
162,
64,
33,
29,
12,
21,
36,
99,
138,
156,
340,
602,
1161,
1177,
1074,
965,
950,
922,
1169,
1148,
1048,
911,
562
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -12.77%",
"予測される変化率: [カラム_0] 予測される変化率: -9.06%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.78倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 24個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の8番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -12.77%",
"Forecasted change rate: [column_0] Forecasted change rate: -9.06%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.78 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 24",
"First turning point: [column_0] First turning point: at data point 8 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] ラグ 64 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 48 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 64.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 48."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
275,
186,
92,
38,
25,
51,
12,
32,
137,
144,
189,
374,
557,
1304,
1230,
1065,
893,
863,
1009,
1148,
1181,
1152,
882,
617,
336,
203,
113,
69,
37,
12,
6,
24,
85,
226,
177,
356,
577,
1130,
1175,
1058,
917,
1011,
1085,
1266,
1236,
1147,
977,
650,
338,
179,
172,
68,
44,
17,
13,
28,
63,
145,
192,
378,
666,
1169,
1237,
1141,
1076,
1009,
1122,
1285,
1238,
1225,
1025,
900,
601,
326,
334,
234,
92,
53,
36,
17,
63,
134,
170,
415,
663,
1126,
1343,
1286,
1259,
1156,
1248,
1409,
1421,
1316,
1251,
901,
680,
384,
334,
173,
140,
64,
29,
31,
56,
95,
158,
348,
677,
1168,
1479,
1311,
1354,
1245,
1254,
1372,
1378,
1323,
1193,
785,
433,
239,
96,
49,
45,
24,
9,
17,
90,
278,
187,
359,
642,
1239,
1416,
1274,
1166,
1254,
1219,
1430,
1224,
1232,
1077,
995,
621,
402,
197,
120,
64,
59,
23,
26,
69,
142,
54,
299,
679,
1286,
1461,
1391,
1291,
1177,
1065,
1217,
1361,
1412,
1059,
944,
561,
289,
142,
92,
51,
51,
39,
76,
112,
202,
318,
645,
1069,
1766,
1955,
1775,
1683,
1565,
1422,
1580,
1443,
1454,
1332,
1029,
438,
217,
84,
49,
22,
20,
17,
20,
175,
262,
187,
315,
650,
1141,
1308,
1086,
1002,
958,
959,
1253,
1220,
1289,
1104,
714,
360,
222,
103,
49,
27,
18,
17,
36,
54,
206,
171,
374,
578,
961,
1186,
1253,
1035,
1075,
1052,
1271,
1356,
1297,
1238,
969,
571,
360,
220,
119,
66,
45,
20,
28,
39,
114,
146,
431,
650,
1144,
1366,
1268,
1228,
1226,
1250,
1343,
1437,
1187,
1057,
782,
552,
387,
223,
133,
105,
67,
28,
9,
67,
113,
136,
324,
504,
1009,
1141,
1202,
1192,
1203,
1230,
1287,
1382,
1257,
1041,
682,
370,
222,
119,
43,
33,
54,
13,
18,
80,
104,
163,
317,
581,
1057,
1326,
1286,
1237,
1190,
1161,
1346,
1501,
1485,
1349,
1273,
684,
633,
908,
469,
289,
155,
93,
44,
73,
113,
82,
302,
471,
952,
1240,
1214,
1207,
1128,
1090,
1260,
1079,
1035,
919,
550,
340,
147,
90,
44,
31,
17,
12,
9,
83,
141,
141,
296,
570,
1232,
1217,
1170,
1098,
1243,
1150,
1238,
1162,
1122,
898,
552,
385,
168,
105,
42,
29,
17,
10,
17,
61,
147,
189,
320,
546,
1184,
1142,
1062,
1078,
1097,
1126,
1290,
1127,
1141,
1032,
692,
387,
210,
141,
63,
30,
30,
11,
19,
81,
114,
149,
208,
436,
783,
996,
842,
730,
589,
757,
1034,
1095,
1025,
1034,
723,
474,
243,
195,
120,
79,
60,
21,
14,
57,
70,
132,
362,
551,
852,
1132,
1144,
1139,
1202,
1149,
1328,
1360,
1258,
1008,
834,
504,
351,
233,
132,
101,
42,
34,
15,
26,
71,
141,
255,
547,
1034,
1079,
1102,
1031,
1090,
1004,
1025,
1130,
1002,
681,
432,
226,
151,
49,
20,
22,
18,
10,
37,
96,
208,
129,
304,
543,
1155,
1173,
952,
887,
933,
1042,
1028,
958,
809,
600,
385,
220,
111,
63,
35,
25,
18,
17,
41,
92,
147,
165,
265,
435,
1211,
1100,
1044,
929,
924,
1026,
1128,
1101,
796,
608,
432,
258,
124,
62,
46,
23,
28,
13,
41
] |
[
65,
189,
188,
363,
567,
1091,
1080,
995,
890,
941,
1129,
1094,
1103,
945,
760,
502,
195,
114,
37,
22,
11,
19,
12,
26,
69,
214,
216,
324,
513,
1021,
1116,
971,
861,
862,
1044,
1146,
1088,
941,
838,
490,
299,
146,
83,
52,
31,
13,
15,
40,
76,
211,
227,
310,
539,
1175,
1248,
983,
948,
967,
1191,
1425,
1463,
1337,
1285,
1029,
661,
458,
328,
244,
148,
62,
37,
15,
78,
57,
129,
293,
492,
1080,
1190,
1127,
1110,
1007,
1048,
1231,
1268,
1261,
942,
724,
569,
388,
268,
161,
124,
37,
49,
19
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -85.09%",
"予測される変化率: [カラム_0] 予測される変化率: -70.77%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.83倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 25個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -85.09%",
"Forecasted change rate: [column_0] Forecasted change rate: -70.77%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.83 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 25",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
72,
124,
123,
341,
545,
1067,
1188,
1198,
1211,
1114,
1039,
1033,
1032,
892,
762,
449,
234,
106,
84,
39,
19,
24,
3,
24,
83,
175,
141,
272,
442,
930,
1009,
862,
746,
761,
1024,
996,
974,
750,
684,
420,
242,
99,
75,
52,
28,
6,
25,
34,
115,
195,
150,
246,
389,
921,
923,
706,
762,
727,
913,
1008,
1071,
915,
722,
501,
301,
132,
88,
32,
20,
17,
13,
25,
71,
129,
161,
275,
550,
1085,
1050,
765,
745,
835,
844,
1063,
1059,
925,
738,
489,
282,
153,
74,
55,
24,
2,
14,
30,
80,
188,
175,
300,
551,
952,
987,
777,
678,
714,
922,
1014,
997,
946,
821,
620,
290,
166,
55,
38,
18,
13,
26,
32,
114,
175,
197,
279,
481,
972,
966,
867,
795,
840,
1088,
1303,
1396,
1280,
1153,
997,
698,
396,
280,
152,
107,
54,
24,
12,
57,
97,
192,
365,
696,
1114,
1220,
1140,
1120,
1142,
1108,
1213,
1324,
1257,
1124,
1051,
746,
394,
288,
170,
142,
101,
22,
23,
41,
56,
151,
327,
582,
1062,
1113,
1284,
1232,
1132,
952,
1145,
1073,
1017,
759,
508,
320,
127,
82,
36,
20,
22,
12,
31,
84,
159,
169,
351,
569,
1098,
1128,
998,
963,
899,
1062,
1051,
1018,
835,
663,
453,
206,
101,
71,
38,
31,
15,
14,
38,
91,
183,
192,
304,
499,
1093,
1123,
932,
911,
949,
965,
971,
1056,
844,
742,
474,
258,
167,
105,
45,
19,
40,
30,
41,
105,
188,
206,
329,
533,
1188,
1129,
942,
898,
969,
1080,
1151,
1019,
974,
748,
504,
303,
117,
87,
24,
36,
27,
20,
32,
100,
193,
185,
290,
554,
983,
1131,
996,
870,
864,
975,
1017,
933,
850,
708,
521,
342,
173,
119,
39,
24,
19,
23,
31,
90,
168,
175,
212,
507,
807,
869,
642,
660,
793,
958,
1105,
1249,
1142,
1122,
899,
639,
348,
245,
136,
136,
57,
30,
30,
52,
113,
234,
351,
816,
1359,
1456,
1373,
1251,
1178,
1227,
1246,
1335,
1230,
1043,
907,
610,
343,
278,
161,
132,
51,
26,
36,
52,
63,
108,
303,
682,
1057,
1275,
1333,
1206,
1110,
1112,
1565,
1263,
1049,
804,
714,
406,
190,
176,
97,
84,
44,
19,
21,
63,
76,
136,
311,
643,
1152,
1347,
1277,
1209,
1095,
1043,
1139,
1088,
805,
714,
410,
228,
117,
89,
46,
24,
22,
27,
28,
101,
186,
183,
383,
590,
1097,
1160,
1006,
1056,
898,
867,
1072,
911,
822,
572,
416,
266,
154,
98,
52,
10,
23,
22,
40,
99,
156,
126,
0,
477,
1059,
1010,
822,
856,
721,
652,
827,
795,
682,
401,
309,
204,
74,
64,
18,
12,
9,
16,
30,
105,
168,
174,
299,
552,
1091,
1139,
837,
873,
814,
901,
1065,
1093,
863,
749,
442,
245,
157,
62,
51,
18,
10,
17,
51,
93,
230,
240,
347,
627,
1130,
1149,
986,
893,
921,
1094,
1472,
1569,
1499,
1212,
853,
772,
405,
350,
192,
127,
45,
25,
24,
57,
85,
132,
297,
657,
1158,
1364,
1299,
1144,
1102,
1229,
1225,
1430,
1275,
1135,
949,
629,
426,
310,
260,
130,
71,
45,
18,
70,
124,
118,
260,
669,
1181,
1288,
1202
] |
[
1118,
919,
1015,
1114,
1160,
974,
858,
446,
241,
143,
55,
44,
25,
17,
17,
59,
125,
231,
198,
421,
711,
1202,
1209,
1133,
1085,
1149,
1317,
1608,
1559,
1428,
1225,
919,
458,
313,
103,
59,
22,
40,
15,
60,
133,
187,
194,
418,
807,
1429,
1466,
1298,
1389,
1137,
1312,
1601,
1459,
1402,
1211,
695,
389,
203,
59,
41,
26,
17,
26,
40,
110,
231,
255,
384,
623,
1269,
1199,
1061,
1082,
912,
1043,
1255,
884,
565,
539,
444,
170,
125,
73,
72,
24,
21,
13,
47,
119,
249,
228,
439,
703,
1253,
1249,
1238
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 1569.44%",
"予測される変化率: [カラム_0] 予測される変化率: 10.73%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.84倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 25個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 1569.44%",
"Forecasted change rate: [column_0] Forecasted change rate: 10.73%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.84 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 25",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
1101,
1087,
1145,
1279,
1359,
1257,
1057,
504,
310,
193,
129,
48,
30,
16,
17,
44,
150,
248,
224,
462,
694,
1399,
1300,
1094,
1107,
1196,
1367,
1518,
1694,
1641,
1343,
1184,
813,
533,
263,
201,
99,
58,
25,
29,
68,
163,
146,
369,
641,
1030,
1376,
1430,
1446,
1366,
1513,
1413,
1566,
1364,
1260,
1046,
734,
397,
267,
183,
141,
37,
26,
30,
62,
108,
339,
849,
1693,
1700,
1998,
1628,
1523,
1506,
1405,
1319,
1179,
1100,
861,
525,
252,
94,
92,
46,
17,
14,
12,
38,
108,
169,
183,
426,
738,
1171,
1261,
968,
942,
875,
1094,
1087,
1103,
962,
808,
439,
239,
120,
82,
42,
24,
16,
13,
47,
116,
244,
219,
427,
539,
1026,
1126,
959,
887,
941,
1030,
1237,
1124,
985,
767,
408,
184,
103,
61,
35,
21,
15,
10,
49,
129,
200,
241,
360,
615,
976,
1012,
914,
945,
914,
1080,
1307,
1196,
979,
736,
512,
266,
121,
96,
52,
17,
9,
17,
29,
145,
288,
205,
430,
622,
1246,
1215,
1189,
1032,
1110,
1253,
1421,
1455,
1315,
1053,
723,
441,
235,
143,
79,
42,
33,
22,
44,
103,
209,
211,
420,
642,
1231,
1220,
1099,
959,
1017,
1223,
1403,
1573,
1493,
1249,
1023,
704,
469,
290,
145,
105,
66,
26,
41,
40,
138,
190,
428,
718,
1354,
1463,
1424,
1312,
1249,
1446,
1500,
1552,
1378,
1155,
1051,
712,
554,
382,
299,
193,
64,
38,
35,
59,
77,
156,
348,
780,
1262,
1340,
1224,
1158,
1097,
1193,
1143,
1156,
1071,
821,
495,
192,
102,
73,
38,
29,
8,
18,
38,
142,
219,
258,
408,
689,
1197,
1164,
978,
985,
940,
1055,
1228,
1061,
884,
716,
369,
201,
87,
78,
26,
21,
17,
13,
51,
136,
220,
240,
398,
655,
1236,
1162,
1012,
934,
859,
1143,
1271,
1193,
1034,
787,
425,
236,
119,
71,
43,
28,
52,
19,
48,
106,
194,
197,
371,
689,
1278,
1181,
1094,
993,
978,
1204,
1327,
1153,
1002,
702,
519,
249,
130,
94,
44,
15,
28,
18,
53,
110,
239,
298,
365,
562,
1151,
1061,
949,
896,
1013,
1106,
1386,
1277,
1189,
953,
653,
325,
285,
136,
85,
50,
21,
16,
76,
128,
197,
195,
380,
699,
1262,
1224,
1132,
1058,
1214,
1425,
1612,
1602,
1563,
1291,
1155,
771,
518,
385,
250,
219,
71,
35,
75,
108,
122,
214,
442,
753,
1246,
1495,
1494,
1393,
1331,
1503,
1542,
1807,
1715,
1438,
1315,
1072,
699,
415,
275,
153,
101,
40,
30,
49,
108,
150,
408,
844,
1350,
1646,
1679,
1650,
1490,
1256,
1437,
1323,
1102,
844,
609,
483,
239,
140,
82,
41,
24,
23,
43,
86,
197,
172,
361,
779,
1313,
1359,
1092,
1108,
1073,
1109,
1154,
1148,
1036,
768,
462,
202,
101,
55,
41,
24,
11,
16,
50,
102,
172,
183,
378,
549,
1117,
1172,
1021,
884,
933,
1123,
1257,
1169,
921,
700,
457,
248,
161,
108,
48,
39,
41,
25,
39,
78,
156,
190,
323,
518,
1171,
1159,
965,
1083,
1106,
1164,
1379,
1105,
1020,
837,
647,
280,
183,
83,
72,
55,
15,
106,
52,
81,
194,
152,
393,
699,
1225,
1238,
1108,
1103,
1014,
1088,
1312,
1285,
1165,
974,
674
] |
[
433,
226,
174,
121,
44,
42,
20,
65,
100,
178,
174,
332,
664,
1184,
1270,
997,
1014,
983,
1243,
1442,
1541,
1455,
1265,
1043,
798,
503,
390,
111,
141,
80,
45,
21,
40,
115,
131,
352,
793,
1220,
1476,
1457,
1202,
1051,
1247,
1354,
1483,
1496,
1186,
1029,
737,
534,
331,
196,
145,
79,
57,
36,
37,
71,
94,
394,
832,
1224,
1325,
1193,
952,
881,
982,
1057,
1101,
916,
652,
426,
268,
85,
111,
49,
36,
22,
10,
50,
77,
234,
188,
452,
665,
1216,
1235,
1090,
1014,
916,
999,
1149,
1197,
1083,
730,
534
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -38.78%",
"予測される変化率: [カラム_0] 予測される変化率: 23.33%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.81倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 26個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の7番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -38.78%",
"Forecasted change rate: [column_0] Forecasted change rate: 23.33%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.81 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 26",
"First turning point: [column_0] First turning point: at data point 7 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
226,
104,
60,
29,
26,
10,
12,
48,
106,
200,
216,
387,
565,
1109,
1126,
1018,
893,
910,
1070,
1208,
1206,
1006,
739,
466,
284,
139,
94,
46,
33,
24,
10,
41,
74,
195,
217,
340,
560,
1173,
1025,
908,
807,
871,
1130,
1291,
1137,
1046,
721,
501,
286,
148,
108,
42,
24,
15,
17,
52,
91,
188,
205,
405,
619,
1178,
1141,
1092,
970,
997,
1181,
1391,
1309,
1118,
1026,
687,
348,
193,
106,
90,
31,
31,
16,
43,
97,
184,
209,
386,
627,
1245,
1205,
1101,
973,
1102,
1294,
1715,
1770,
1615,
1293,
1128,
756,
490,
293,
202,
196,
109,
58,
41,
53,
136,
180,
475,
832,
1262,
1448,
1385,
1446,
1323,
1531,
1637,
1800,
1500,
1252,
1165,
796,
534,
377,
232,
128,
100,
61,
36,
42,
54,
149,
406,
709,
1236,
1472,
1348,
1224,
1277,
1390,
1562,
1669,
1438,
1003,
899,
605,
328,
245,
115,
62,
44,
38,
22,
61,
121,
186,
434,
735,
1407,
1559,
1508,
1329,
1283,
1205,
1564,
1217,
1026,
773,
579,
392,
237,
135,
44,
35,
26,
10,
31,
76,
217,
189,
406,
675,
1103,
1152,
954,
917,
923,
1127,
1287,
1022,
909,
645,
396,
202,
146,
80,
52,
27,
15,
15,
48,
109,
213,
207,
340,
560,
1115,
1153,
1023,
911,
884,
1124,
1204,
1249,
961,
758,
480,
264,
134,
80,
49,
36,
19,
25,
49,
104,
227,
190,
374,
579,
1100,
1016,
940,
978,
986,
1149,
1389,
1287,
1116,
836,
690,
462,
244,
99,
39,
37,
22,
18,
50,
98,
157,
190,
368,
637,
1338,
1334,
1197,
1066,
1011,
1395,
1885,
1912,
1741,
1490,
1291,
822,
534,
279,
234,
179,
94,
46,
64,
54,
117,
171,
425,
796,
1270,
1349,
1468,
1318,
1340,
1456,
1684,
1836,
1623,
1346,
1188,
842,
507,
498,
235,
239,
114,
83,
48,
45,
67,
162,
396,
777,
1216,
1360,
1304,
1215,
1101,
1156,
1255,
1250,
1151,
787,
570,
269,
166,
97,
46,
38,
5,
12,
40,
108,
260,
177,
409,
672,
1213,
1189,
1074,
884,
964,
1131,
1171,
1157,
1030,
744,
464,
181,
100,
75,
32,
30,
26,
36,
49,
105,
252,
225,
306,
596,
1144,
1197,
918,
952,
902,
1036,
1253,
1218,
899,
738,
450,
266,
130,
31,
50,
22,
26,
22,
90,
86,
169,
246,
377,
571,
1136,
1069,
888,
872,
878,
1069,
1266,
1158,
973,
791,
468,
272,
153,
76,
44,
35,
34,
15,
43,
91,
249,
178,
368,
577,
1109,
1116,
994,
943,
908,
1103,
1343,
1187,
1150,
940,
652,
335,
214,
99,
57,
32,
30,
19,
59,
80,
210,
208,
375,
648,
1196,
1120,
1063,
1001,
1000,
1353,
1679,
1714,
1550,
1348,
1097,
808,
489,
459,
290,
138,
89,
54,
27,
59,
106,
161,
277,
612,
1166,
1490,
1494,
1472,
1292,
1453,
1555,
1546,
1477,
1237,
1021,
837,
652,
495,
309,
285,
119,
86,
65,
64,
191,
429,
823,
1270,
2152,
2197,
2030,
1825,
1462,
1209,
1340,
1390,
968,
819,
499,
282,
142,
106,
63,
22,
55,
33,
80,
222,
505,
383,
763,
1079,
1749,
1620,
1033,
1051,
977,
1133,
1171,
1010,
876,
648,
367,
177,
82,
53,
25,
22,
15,
15,
57
] |
[
215,
552,
406,
910,
1089,
1860,
1681,
1045,
956,
940,
1185,
1328,
1355,
1037,
776,
502,
254,
102,
83,
39,
55,
25,
15,
51,
245,
496,
292,
512,
776,
1331,
1241,
1045,
974,
1055,
1280,
1501,
1301,
1149,
890,
599,
301,
180,
62,
47,
44,
23,
26,
58,
225,
641,
376,
482,
844,
1420,
1812,
1535,
1117,
1005,
1293,
1590,
1466,
1395,
1102,
799,
470,
209,
132,
55,
34,
29,
16,
59,
184,
339,
265,
743,
1140,
1419,
1477,
1077,
1034,
1122,
1403,
1688,
1854,
1489,
1264,
1111,
724,
533,
328,
207,
168,
47,
42,
39
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -74.78%",
"予測される変化率: [カラム_0] 予測される変化率: -81.86%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.83倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 25個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -74.78%",
"Forecasted change rate: [column_0] Forecasted change rate: -81.86%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.83 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 25",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 78 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 78.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
50,
70,
194,
323,
702,
1121,
1321,
1410,
1348,
1380,
1565,
1640,
1690,
1444,
1098,
1038,
681,
450,
313,
189,
180,
102,
31,
22,
39,
89,
155,
411,
712,
1269,
1500,
1304,
1131,
1162,
1321,
1512,
1413,
1193,
873,
532,
242,
127,
60,
35,
29,
19,
16,
66,
116,
324,
229,
417,
596,
1242,
1198,
1070,
901,
940,
1138,
1273,
1049,
899,
679,
514,
324,
123,
103,
43,
45,
7,
25,
69,
249,
475,
268,
779,
1183,
1452,
1718,
1306,
1120,
1072,
1327,
1510,
1323,
1230,
896,
599,
278,
163,
98,
36,
26,
22,
15,
58,
220,
482,
287,
841,
1197,
1391,
1739,
1546,
1024,
925,
1144,
1450,
1194,
1055,
748,
597,
302,
155,
96,
50,
13,
16,
18,
61,
249,
415,
263,
438,
700,
1151,
1308,
917,
1063,
1029,
1324,
1472,
1380,
1266,
1016,
675,
391,
181,
105,
71,
57,
24,
24,
69,
157,
277,
242,
486,
740,
1333,
1340,
1124,
1042,
1154,
1592,
1990,
1915,
1800,
1502,
1191,
917,
487,
337,
238,
117,
92,
50,
33,
53,
77,
214,
390,
755,
1266,
1426,
1399,
1338,
1375,
1526,
1831,
1838,
1721,
1464,
1222,
953,
574,
419,
198,
111,
104,
36,
28,
75,
125,
312,
528,
913,
1594,
1635,
1371,
1288,
1246,
1452,
1617,
1567,
1336,
855,
522,
277,
117,
72,
58,
15,
12,
59,
86,
135,
316,
281,
488,
744,
1324,
1352,
1122,
964,
929,
1039,
1126,
1116,
933,
656,
358,
183,
111,
68,
49,
31,
29,
20,
73,
160,
311,
260,
432,
734,
1281,
1289,
1123,
986,
974,
1152,
1396,
1308,
1084,
917,
519,
245,
139,
59,
18,
19,
26,
19,
50,
148,
283,
281,
496,
874,
1456,
1331,
1021,
1102,
965,
1241,
1498,
1333,
1069,
850,
600,
269,
141,
77,
57,
59,
14,
17,
59,
162,
256,
279,
466,
664,
1315,
1369,
1138,
1003,
987,
1283,
1538,
1514,
1248,
912,
690,
290,
187,
88,
34,
17,
24,
17,
49,
152,
239,
232,
402,
760,
1316,
1356,
1208,
1106,
1073,
1643,
2035,
1879,
1846,
1467,
1322,
828,
508,
345,
182,
124,
111,
34,
33,
97,
141,
197,
393,
781,
1314,
1544,
1453,
1492,
1533,
1727,
1907,
1898,
1687,
1497,
1303,
828,
629,
477,
224,
235,
111,
61,
42,
54,
94,
221,
500,
736,
1439,
1535,
1441,
1257,
1223,
1308,
1484,
1667,
1356,
947,
640,
335,
167,
96,
52,
31,
15,
22,
55,
124,
222,
249,
438,
788,
1454,
1475,
1209,
1050,
1041,
1127,
1388,
1244,
1021,
777,
438,
207,
103,
79,
30,
37,
20,
30,
78,
111,
336,
284,
530,
846,
1399,
1562,
1115,
996,
1070,
1281,
1567,
1511,
1227,
992,
595,
348,
181,
108,
39,
24,
16,
15,
55,
135,
242,
294,
437,
688,
1233,
1447,
1126,
954,
1055,
1267,
1507,
1442,
1220,
944,
602,
243,
214,
116,
66,
38,
42,
27,
52,
126,
343,
247,
476,
778,
1308,
1476,
1239,
1250,
1158,
1521,
1889,
1925,
1639,
1370,
1251,
826,
484,
400,
246,
211,
145,
51,
39,
72,
96,
240,
517,
938,
1612,
1700,
1724,
1597,
1475,
1687,
1965,
2092,
1709,
1591,
1106,
687,
381,
311,
156,
133,
58,
23,
26,
68,
199,
307,
526,
1056,
1698,
1839,
1635
] |
[
1571,
1572,
1822,
2052,
2120,
1791,
1491,
1328,
999,
618,
392,
169,
147,
141,
38,
32,
59,
130,
245,
546,
984,
1436,
1694,
1522,
1373,
1375,
1704,
1878,
1773,
1429,
1171,
943,
558,
311,
203,
123,
93,
42,
18,
22,
45,
118,
236,
472,
839,
1438,
1559,
1536,
1386,
1227,
1330,
1579,
1410,
1217,
922,
552,
292,
132,
61,
76,
32,
35,
28,
43,
116,
252,
280,
440,
701,
1247,
1362,
1219,
977,
1048,
1208,
1419,
1308,
1051,
822,
554,
253,
139,
77,
33,
16,
27,
21,
30,
91,
154,
178,
380,
630,
999,
1011,
856
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 3170.00%",
"予測される変化率: [カラム_0] 予測される変化率: -45.51%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.83倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 22個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 3170.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -45.51%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.83 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 22",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
813,
756,
915,
1236,
1410,
1091,
1037,
827,
522,
283,
145,
110,
79,
21,
26,
15,
71,
143,
199,
515,
1055,
1439,
1561,
1532,
1442,
1316,
1359,
1622,
1499,
1290,
969,
802,
437,
204,
158,
123,
51,
21,
35,
35,
87,
173,
207,
465,
669,
1185,
1258,
1144,
979,
1023,
1198,
1477,
1445,
1317,
1016,
811,
550,
297,
187,
129,
167,
57,
18,
15,
51,
113,
268,
435,
790,
1238,
1392,
1350,
1238,
1256,
1423,
1576,
1509,
1334,
1193,
938,
639,
492,
314,
213,
201,
63,
37,
25,
46,
75,
126,
306,
589,
1101,
1250,
1202,
1097,
1167,
1252,
1272,
1153,
865,
588,
369,
193,
102,
43,
36,
28,
17,
19,
48,
117,
278,
276,
411,
687,
1021,
1233,
989,
907,
853,
1183,
1167,
1070,
790,
625,
360,
165,
83,
37,
20,
22,
15,
17,
48,
151,
305,
211,
411,
635,
1178,
1338,
969,
926,
836,
1167,
1176,
1163,
887,
711,
402,
241,
143,
86,
54,
27,
36,
20,
69,
121,
260,
242,
407,
661,
1223,
1132,
892,
948,
1038,
1158,
1384,
1300,
1047,
745,
535,
324,
109,
71,
42,
19,
13,
21,
43,
107,
259,
222,
393,
729,
1076,
1202,
967,
836,
844,
1125,
1291,
1183,
1078,
774,
597,
325,
219,
109,
47,
25,
20,
19,
52,
110,
311,
296,
470,
698,
1270,
1306,
1116,
1003,
1084,
1436,
1663,
1765,
1545,
1174,
1117,
805,
415,
251,
195,
195,
67,
49,
25,
49,
80,
200,
382,
655,
1138,
1320,
1347,
1244,
1213,
1527,
1604,
1665,
1320,
1155,
1017,
655,
464,
300,
156,
156,
89,
41,
37,
22,
92,
153,
407,
728,
1186,
1366,
1218,
1138,
1143,
1194,
1432,
1184,
980,
758,
468,
205,
157,
56,
47,
29,
16,
27,
56,
106,
263,
236,
359,
632,
1247,
1145,
934,
926,
864,
1049,
1175,
1023,
779,
636,
424,
227,
82,
66,
21,
27,
15,
15,
61,
162,
216,
212,
381,
644,
1175,
1167,
1077,
986,
968,
1115,
1261,
1142,
923,
605,
361,
185,
113,
24,
37,
29,
24,
18,
45,
108,
252,
218,
418,
629,
1041,
1076,
945,
864,
929,
1162,
1310,
1174,
880,
667,
511,
229,
82,
42,
50,
43,
21,
38,
70,
97,
194,
195,
359,
593,
979,
948,
882,
798,
826,
1053,
1204,
1060,
833,
704,
367,
213,
99,
38,
25,
21,
35,
17,
63,
94,
238,
180,
376,
554,
765,
919,
861,
849,
927,
1190,
1654,
1635,
1339,
1101,
1015,
601,
404,
232,
166,
117,
48,
32,
24,
47,
110,
211,
402,
720,
1116,
1300,
1142,
1182,
1336,
1623,
1783,
1811,
1507,
1290,
1135,
744,
455,
382,
234,
170,
66,
42,
20,
53,
98,
176,
429,
661,
1248,
1467,
1344,
1384,
1200,
1362,
1404,
1179,
1010,
678,
455,
249,
152,
70,
67,
26,
32,
18,
59,
135,
277,
189,
326,
660,
1066,
1102,
911,
867,
883,
995,
1167,
1055,
941,
581,
420,
206,
92,
43,
35,
20,
18,
15,
52,
112,
298,
202,
344,
590,
1031,
1005,
840,
850,
851,
1157,
1271,
1208,
862,
669,
429,
248,
96,
69,
46,
20,
22,
16,
46,
101,
228,
197,
304,
518,
1109,
1205,
959,
866,
937,
1227,
1272,
1270,
1044,
787,
516
] |
[
250,
130,
73,
30,
9,
22,
15,
66,
127,
263,
238,
434,
586,
1155,
1140,
940,
947,
917,
1191,
1402,
1324,
1178,
880,
585,
360,
123,
78,
54,
44,
17,
25,
51,
97,
260,
215,
412,
679,
1266,
1378,
1102,
918,
1114,
1526,
1795,
1826,
1643,
1567,
1131,
675,
419,
318,
148,
101,
93,
17,
38,
92,
127,
255,
462,
897,
1331,
1641,
1492,
1459,
1431,
1664,
1886,
1817,
1630,
1236,
1049,
600,
512,
319,
191,
136,
83,
59,
18,
45,
91,
156,
465,
833,
1472,
1496,
1426,
1348,
1297,
1411,
1550,
1403,
1076,
752,
491
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -36.53%",
"予測される変化率: [カラム_0] 予測される変化率: 96.40%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.83倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 24個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の5番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -36.53%",
"Forecasted change rate: [column_0] Forecasted change rate: 96.40%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.83 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 24",
"First turning point: [column_0] First turning point: at data point 5 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
261,
113,
62,
51,
34,
20,
15,
35,
109,
180,
273,
365,
517,
1109,
1065,
901,
833,
828,
1076,
1207,
1153,
1008,
693,
528,
257,
116,
76,
47,
34,
20,
26,
51,
100,
269,
221,
406,
565,
1121,
1161,
942,
899,
820,
1174,
1408,
1155,
918,
690,
489,
215,
80,
56,
33,
25,
19,
18,
54,
119,
225,
215,
356,
668,
1275,
1254,
933,
909,
963,
1208,
1438,
1271,
1023,
816,
546,
245,
95,
42,
32,
21,
13,
18,
48,
137,
234,
239,
425,
740,
1137,
1264,
973,
896,
976,
1167,
1382,
1351,
1099,
947,
657,
301,
164,
125,
53,
44,
12,
12,
56,
110,
282,
197,
388,
569,
1064,
1287,
1056,
974,
1121,
1492,
1802,
1722,
1537,
1334,
1073,
606,
452,
289,
205,
108,
73,
24,
22,
74,
130,
234,
422,
794,
1355,
1434,
1341,
1236,
1307,
1423,
1497,
1407,
1081,
942,
891,
709,
458,
279,
167,
109,
65,
37,
35,
34,
95,
153,
381,
741,
1285,
1503,
1335,
1277,
1112,
1102,
1229,
1185,
917,
436,
306,
170,
96,
49,
15,
25,
13,
27,
50,
107,
249,
251,
296,
584,
994,
1102,
832,
751,
800,
997,
1070,
1044,
761,
589,
419,
228,
121,
44,
35,
19,
35,
25,
59,
111,
252,
243,
356,
548,
977,
1142,
941,
906,
813,
1086,
1255,
1095,
943,
621,
355,
168,
80,
56,
22,
34,
21,
18,
63,
129,
241,
197,
348,
588,
1048,
1062,
905,
637,
721,
1024,
1127,
1022,
753,
600,
423,
213,
64,
43,
30,
20,
12,
23,
54,
108,
311,
189,
328,
504,
1060,
1130,
987
] |
[
891,
906,
1111,
1328,
1267,
1137,
753,
550,
304,
167,
80,
68,
38,
22,
26,
39,
70,
215,
215,
341,
643,
1121,
1330,
1143,
953,
878,
1384,
1764,
1809,
1561,
1353,
1141,
723,
430,
320,
132,
103,
78,
17,
29,
65,
82,
169,
354,
835,
1228,
1386,
1358,
1309,
1283,
1623,
1807,
1787,
1434,
1238,
1186,
768,
471,
317,
150,
166,
78,
61,
37,
45,
98,
172,
423,
663,
1210,
1423,
1208,
1335,
923,
1048,
1166,
1183,
815,
494,
363,
140,
82,
53,
29,
21,
11,
25,
42,
72,
271,
202,
323,
495,
954,
944,
823
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 278.16%",
"予測される変化率: [カラム_0] 予測される変化率: -7.63%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.87倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 22個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 278.16%",
"Forecasted change rate: [column_0] Forecasted change rate: -7.63%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.87 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 22",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 38 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 38.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 94."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
795,
721,
1025,
1032,
1054,
780,
662,
362,
173,
79,
41,
26,
28,
7,
18,
62,
105,
218,
187,
310,
578,
959,
1034,
944,
1015,
986,
1129,
1334,
1347,
1023,
789,
477,
274,
125,
108,
25,
25,
23,
24,
47,
130,
176,
250,
369,
631,
1125,
986,
820,
782,
924,
1174,
1320,
1291,
1048,
672,
585,
224,
146,
92,
29,
53,
35,
24,
53,
103,
234,
199,
402,
680,
1257,
1127,
874,
919,
884,
1235,
1505,
1335,
1177,
948,
622,
272,
168,
113,
84,
36,
49,
32,
55,
144,
266,
228,
425,
631,
1171,
1343,
1004,
1071,
1040,
1458,
1819,
1836,
1626,
1356,
985,
590,
372,
235,
153,
82,
49,
34,
25,
92,
107,
213,
421,
722,
1354,
1561,
1520,
1430,
1358,
1690,
1810,
1884,
1564,
1284,
1055,
627,
451,
312,
175,
192,
69,
42,
20,
44,
58,
199,
499,
795,
1407,
1677,
1504,
1282,
1243,
1527,
1557,
1728,
1354,
853,
544,
298,
212,
157,
86,
57,
35,
26,
17,
38,
115,
147,
389,
775,
1327,
1569,
1357,
1180,
1134,
1235,
1398,
1151,
946,
631,
350,
168,
93,
31,
19,
26,
22,
27,
47,
93,
216,
255,
400,
609,
1151,
1074,
984,
804,
869,
1131,
1184,
1048,
842,
728,
454,
222,
118,
50,
30,
24,
21,
31,
66,
187,
188,
188,
340,
498,
836,
928,
797,
813,
841,
1050,
1167,
1042,
840,
604,
390,
173,
104,
59,
30,
35,
42,
24,
57,
155,
406,
425,
434,
666,
1161,
1784,
1401,
830,
984,
1135,
1344,
1233,
821,
619,
482,
421,
207,
86,
53,
21,
29,
45,
57,
104,
251,
222,
485,
1020,
1451,
1587,
1070,
1054,
1019,
1360,
1530,
1636,
1509,
1295,
932,
668,
452,
288,
143,
96,
50,
35,
23,
72,
80,
167,
360,
671,
1121,
1349,
1268,
1189,
1269,
1477,
1619,
1648,
1477,
1216,
991,
683,
461,
299,
172,
169,
105,
44,
32,
27,
58,
175,
361,
701,
1195,
1393,
1245,
870,
1008,
1169,
1216,
1171,
866,
613,
425,
189,
79,
62,
18,
5,
7,
25,
83,
183,
364,
364,
586,
947,
1365,
1465,
1493,
866,
885,
1126,
1203,
1087,
783,
618,
365,
140,
107,
59,
23,
20,
11,
23,
72,
123,
304,
245,
302,
517,
927,
938,
771,
727,
684,
963,
1084,
1030,
708,
593,
327,
164,
80,
76,
42,
22,
12,
29,
54,
193,
385,
430,
643,
968,
1065,
1611,
1518,
973,
820,
1051,
1288,
1227,
952,
693,
485,
193,
84,
72,
42,
24,
30,
33,
88,
202,
552,
383,
656,
1025,
1824,
1906,
1426,
955,
968,
1179,
1361,
1243,
1009,
699,
507,
325,
186,
97,
60,
32,
12,
22,
66,
190,
419,
433,
642,
968,
1842,
1903,
1157,
1012,
1047,
1373,
1646,
1825,
1600,
1357,
1131,
677,
394,
290,
161,
61,
48,
54,
90,
128,
184,
405,
651,
872,
1134,
1336,
1221,
1195,
1203,
1312,
1544,
1635,
1306,
1167,
886,
511,
345,
220,
160,
176,
71,
32,
24,
27,
61,
148,
290,
654,
1088,
1281,
1148,
1095,
931,
1128,
1255,
1057,
837,
599,
366,
169,
93,
96,
23,
29,
11,
26,
34,
101,
208,
210,
363,
478,
1014,
1171,
1005,
783,
876,
979,
1172,
1082,
814,
607,
306
] |
[
116,
79,
59,
32,
35,
14,
18,
37,
93,
203,
203,
327,
531,
1113,
1132,
939,
807,
899,
1028,
1292,
1108,
881,
642,
416,
212,
102,
52,
20,
31,
25,
22,
51,
92,
178,
176,
359,
674,
1101,
1215,
1053,
881,
937,
1113,
1306,
1094,
878,
671,
424,
225,
106,
76,
55,
22,
25,
13,
39,
100,
177,
147,
322,
600,
1172,
1293,
996,
846,
917,
1212,
1300,
1271,
1119,
895,
584,
259,
103,
84,
45,
33,
26,
38,
43,
63,
205,
205,
392,
555,
1187,
1230,
1042,
1055,
1046,
1325,
1627,
1604,
1626,
1340,
1036
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -61.51%",
"予測される変化率: [カラム_0] 予測される変化率: 793.10%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.85倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 30個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の4番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -61.51%",
"Forecasted change rate: [column_0] Forecasted change rate: 793.10%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.85 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 30",
"First turning point: [column_0] First turning point: at data point 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
716,
426,
243,
143,
133,
45,
56,
14,
68,
74,
205,
361,
640,
890,
1099,
1072,
942,
888,
1014,
1235,
1331,
1076,
946,
928,
512,
372,
211,
149,
130,
65,
23,
13,
33,
80,
143,
390,
707,
1147,
1362,
1323,
1216,
1221,
1256,
1386,
1155,
989,
661,
380,
221,
121,
60,
31,
13,
21,
24,
36,
70,
180,
200,
334,
537,
1103,
1121,
992,
922,
839,
980,
1123,
999,
753,
560,
301,
114,
75,
51,
29,
22,
14,
13,
41,
78,
225,
190,
275,
554,
1001,
1005,
924,
859,
926,
1107,
1182,
1199,
896,
675,
416,
192,
106,
33,
51,
27,
14,
21,
38,
95,
178,
196,
288,
564,
988,
1051,
999,
943,
845,
1020,
1231,
1101,
961,
734,
375,
212,
66,
76,
30,
27,
12,
28,
40,
107,
178,
160,
233,
466,
862,
1002,
910,
872,
929,
1152,
1278,
1157,
1127,
731,
572,
268,
129,
91,
43,
28,
28,
15,
56,
110,
196,
215,
303,
620,
1193,
1404,
1197,
974,
1073,
1372,
1712,
1649,
1405,
1240,
819,
579,
339,
284,
110,
87,
60,
18,
22,
54,
87,
213,
351,
690,
1201,
1359,
1362,
1258,
1131,
1567,
1597,
1571,
1309,
1063,
873,
589,
332,
275,
218,
136,
78,
24,
23,
53,
55,
123,
368,
689,
1085,
1239,
1196,
1177,
994,
969,
1115,
995,
818,
587,
377,
194,
58,
60,
35,
14,
26,
22,
48,
98,
244,
249,
377,
612,
1228,
1318,
1104,
947,
1009,
1014,
1173,
1116,
971,
709,
358,
210,
80,
28,
40,
11,
6,
19,
56,
98,
311,
218,
342,
527,
1019,
1117,
1045
] |
[
899,
912,
1077,
1187,
1165,
987,
644,
374,
200,
111,
47,
21,
25,
27,
32,
43,
106,
192,
288,
328,
596,
1138,
1224,
1061,
947,
1007,
1040,
1213,
1211,
833,
537,
265,
131,
53,
59,
17,
19,
12,
12,
47,
92,
169,
181,
337,
505,
1118,
1095,
912,
765,
966,
1050,
1228,
1280,
1010,
796,
523,
240,
173,
70,
53,
34,
22,
10,
49,
88,
179,
196,
320,
450,
1192,
1244,
1024,
947,
1062,
1088,
1425,
1529,
1388,
1099,
914,
471,
362,
229,
130,
98,
78,
38,
15,
35,
127,
136,
346,
575,
1068,
1228,
1153
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 45.95%",
"予測される変化率: [カラム_0] 予測される変化率: 28.25%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.87倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 19個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 45.95%",
"Forecasted change rate: [column_0] Forecasted change rate: 28.25%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.87 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 19",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 58 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 58.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
1000,
1003,
1286,
1461,
1482,
1091,
916,
778,
551,
292,
291,
184,
77,
107,
42,
23,
43,
72,
152,
317,
515,
994,
1091,
1069,
951,
884,
1151,
1131,
994,
781,
492,
334,
141,
83,
57,
33,
16,
21,
21,
41,
88,
172,
195,
295,
481,
962,
1021,
886,
821,
973,
959,
1158,
1082,
705,
491,
352,
203,
79,
52,
48,
11,
18,
26,
54,
92,
180,
173,
288,
471,
799,
892,
793,
849,
835,
1066,
1153,
983,
784,
640,
317,
156,
85,
74,
53,
22,
14,
12,
49,
105,
165,
205,
323,
552,
941,
800,
745,
830,
852,
1007,
1146,
1020,
884,
595,
392,
183,
105,
78,
42,
15,
16,
12,
47,
103,
233,
173,
323,
541,
884,
1026,
821,
789,
952,
1168,
1343,
1162,
1069,
879,
500,
203,
99,
69,
54,
21,
12,
19,
62,
133,
206,
169,
332,
567,
1042,
1130,
1088,
979,
983,
1369,
1744,
1698,
1371,
1310,
966,
601,
327,
256,
143,
105,
48,
46,
11,
63,
114,
156,
334,
638,
1231,
1395,
1373,
1237,
1315,
1418,
1618,
1574,
1434,
1159,
988,
657,
393,
370,
187,
170,
69,
34,
35,
36,
69,
136,
303,
622,
1097,
1323,
1285,
1163,
1219,
1352,
1371,
1191,
956,
645,
410,
175,
90,
66,
68,
34,
16,
23,
35,
81,
159,
208,
358,
584,
1069,
1151,
1034,
942,
876,
920,
1167,
1020,
842,
589,
379,
151,
92,
47,
46,
17,
20,
16,
40,
119,
159,
197,
311,
608,
983,
1030,
981,
874,
850,
1010,
964,
887,
638,
509,
306,
161,
100,
63,
28,
5,
11,
23,
56,
106,
204,
254,
372,
523,
1240,
1164,
939,
930,
972,
1210,
1267,
1170,
909,
694,
394,
223,
96,
50,
31,
12,
5,
23,
53,
114,
189,
245,
337,
525,
1065,
1028,
831,
931,
873,
1035,
1302,
1184,
1097,
787,
518,
258,
176,
74,
59,
29,
26,
22,
34,
104,
170,
197,
399,
585,
1067,
1151,
902,
930,
954,
1305,
1451,
1506,
1278,
1042,
920,
549,
327,
381,
146,
126,
40,
27,
22,
73,
113,
177,
382,
729,
1182,
1448,
1337,
1272,
1270,
1499,
1750,
1641,
1493,
1166,
1075,
675,
438,
387,
203,
197,
123,
49,
37,
44,
74,
169,
384,
640,
1317,
1501,
1335,
1239,
1207,
1262,
1336,
1306,
963,
740,
384,
185,
60,
38,
23,
28,
27,
17,
49,
104,
190,
194,
378,
545,
1113,
1133,
916,
924,
847,
954,
991,
919,
740,
571,
290,
148,
61,
41,
86,
24,
7,
25,
61,
113,
127,
184,
307,
473,
956,
946,
790,
804,
828,
1026,
1190,
1061,
868,
633,
363,
196,
90,
57,
28,
18,
17,
14,
50,
123,
148,
164,
309,
514,
997,
984,
870,
829,
845,
1042,
1193,
1144,
932,
628,
402,
213,
72,
63,
40,
11,
5,
30,
46,
112,
172,
168,
319,
571,
1073,
1074,
882,
780,
968,
1115,
1365,
1231,
1089,
810,
534,
285,
150,
92,
68,
44,
23,
16,
43,
96,
120,
136,
320,
502,
1034,
1036,
805,
832,
1008,
1347,
1731,
1783,
1516,
1413,
1003,
634,
410,
272,
189,
90,
43,
50,
19,
61,
131,
196,
359,
651,
1174,
1369,
1194,
1327,
1279,
1578,
1625,
1780,
1482,
916,
864
] |
[
700,
425,
339,
193,
201,
97,
52,
21,
53,
67,
192,
384,
687,
1215,
1300,
1214,
1204,
1131,
1134,
1357,
1170,
994,
706,
430,
203,
71,
54,
29,
33,
11,
31,
38,
93,
269,
220,
364,
592,
1125,
1142,
962,
857,
904,
1080,
1290,
1043,
893,
700,
334,
162,
61,
58,
36,
13,
28,
28,
51,
121,
178,
197,
318,
560,
1034,
939,
849,
811,
837,
992,
1291,
1168,
933,
618,
393,
236,
81,
46,
28,
11,
5,
19,
41,
123,
168,
209,
495,
23,
1367,
1889,
1825,
1528,
1043,
1188,
1410,
1279,
901,
564,
383
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -13.60%",
"予測される変化率: [カラム_0] 予測される変化率: -45.29%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.87倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 24個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の4番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -13.60%",
"Forecasted change rate: [column_0] Forecasted change rate: -45.29%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.87 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 24",
"First turning point: [column_0] First turning point: at data point 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
161,
65,
87,
21,
30,
17,
24,
45,
122,
160,
191,
386,
581,
897,
1044,
934,
846,
892,
1120,
1383,
1321,
1099,
853,
445,
257,
138,
76,
57,
39,
29,
32,
58,
61,
138,
177,
348,
479,
1043,
890,
807,
869,
910,
1237,
1730,
1672,
1361,
1186,
1035,
624,
325,
249,
132,
85,
37,
23,
19,
51,
83,
170,
328,
655,
1098,
1241,
1278,
1305,
1197,
1332,
1510,
1592,
1284,
1080,
812,
617,
385,
290,
188,
130,
71,
38,
14,
39,
49,
149,
425,
783,
1419,
1444,
1295,
1166,
1067,
1274,
1272,
1105,
882,
555,
331,
119,
69,
35,
47,
12,
10,
15,
42,
86,
171,
199,
366,
640,
948,
1071,
849,
820,
816,
972,
1109,
1051,
708,
454,
321,
110,
62,
20,
21,
21,
12,
16,
33,
124,
169,
194,
290,
541,
778,
926,
786,
747,
773,
1036,
1225,
1138,
743,
581,
317,
125,
84,
40,
54,
27,
10,
8,
39,
95,
251,
178,
422,
532,
1042,
1053,
840,
831,
720,
997,
1194,
1022,
839,
537,
363,
171,
83,
44,
28,
26,
26,
9,
40,
101,
208,
190,
360,
534,
1043,
919,
828,
817,
846,
1022,
1124,
1035,
860,
732,
597,
280,
159,
62,
61,
21,
34,
32,
53,
103,
169,
152,
273,
527,
1048,
934,
796,
771,
876,
1231,
1647,
1585,
1356,
1253,
871,
417,
264,
220,
109,
70,
47,
27,
26,
51,
99,
152,
277,
651,
1228,
1443,
1232,
1183,
1264,
1503,
1646,
1611,
1414,
1109,
812,
572,
425,
285,
239,
138,
84,
25,
31,
40,
75,
155,
371,
656,
1146,
1258,
1005
] |
[
882,
863,
1007,
1156,
1022,
766,
515,
234,
146,
72,
41,
26,
11,
13,
21,
38,
119,
136,
208,
323,
523,
1010,
978,
770,
732,
669,
920,
1102,
957,
735,
474,
291,
138,
65,
48,
31,
16,
12,
10,
50,
110,
189,
165,
340,
532,
924,
948,
765,
831,
771,
939,
1069,
1060,
649,
543,
308,
184,
80,
49,
44,
24,
4,
18,
33,
99,
168,
175,
320,
523,
1048,
989,
734,
739,
748,
964,
1192,
1095,
850,
568,
390,
168,
121,
65,
26,
24,
22,
8,
55,
97,
122,
187,
313,
556,
1010,
983,
813
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 524.22%",
"予測される変化率: [カラム_0] 予測される変化率: -7.82%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.90倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 20個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 524.22%",
"Forecasted change rate: [column_0] Forecasted change rate: -7.82%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.90 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 20",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 84 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 84.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
815,
758,
1012,
1264,
1056,
888,
786,
532,
323,
157,
107,
70,
47,
26,
16,
30,
98,
149,
181,
293,
556,
1143,
1185,
830,
848,
900,
1426,
1773,
1748,
1449,
1200,
1112,
673,
587,
289,
156,
113,
58,
30,
26,
27,
64,
157,
370,
665,
1207,
1286,
1185,
1109,
1130,
1389,
1718,
1629,
1287,
1162,
1009,
816,
608,
381,
200,
116,
73,
23,
14,
23,
73,
116,
336,
653,
1109,
1172,
1027,
948,
853,
1037,
1052,
1107,
757,
593,
302,
192,
97,
42,
23,
20,
25,
16,
31,
119,
160,
177,
324,
490,
1112,
890,
841,
742,
779,
908,
1034,
898,
647,
488,
265,
141,
80,
34,
17,
11,
16,
17,
44,
104,
190,
156,
306,
528,
1041,
963,
756,
783,
756,
933,
1142,
927,
805,
549,
354,
128,
87,
58,
29,
24,
50,
21,
41,
104,
229,
188,
333,
544,
928,
758,
674,
551,
544,
768,
1020,
875,
724,
478,
309,
153,
82,
50,
35,
24,
12,
23,
50,
99,
276,
139,
362,
491,
1010,
909,
784,
677,
725,
941,
1240,
1097,
1022,
757,
432,
201,
122,
71,
30,
45,
15,
36,
46,
59,
157,
156,
359,
546,
1083,
1135,
736,
748,
768,
1327,
1582,
1565,
1367,
1085,
816,
599,
263,
200,
119,
62,
51,
17,
20,
49,
61,
141,
308,
647,
1031,
1283,
1092,
1138,
1110,
1378,
1543,
1582,
1219,
1035,
732,
530,
321,
223,
141,
121,
80,
44,
21,
28,
135,
106,
303,
662,
1069,
1232,
1042,
986,
738,
949,
1019,
969,
736,
527,
283,
133,
55,
31,
24,
18,
16,
13,
28
] |
[
56,
173,
145,
285,
504,
925,
959,
773,
736,
764,
917,
937,
826,
627,
411,
219,
126,
71,
57,
28,
6,
11,
17,
39,
89,
219,
213,
345,
539,
1090,
952,
747,
649,
696,
934,
1008,
909,
696,
452,
274,
140,
81,
36,
23,
37,
18,
21,
25,
72,
209,
166,
335,
662,
1052,
1026,
731,
723,
760,
964,
1109,
855,
644,
542,
376,
144,
49,
45,
27,
21,
6,
22,
52,
83,
180,
150,
320,
488,
1030,
968,
754,
767,
762,
940,
1109,
948,
863,
609,
380,
235,
178,
122,
48,
22,
23,
10,
46
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -96.56%",
"予測される変化率: [カラム_0] 予測される変化率: -17.86%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.88倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 30個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -96.56%",
"Forecasted change rate: [column_0] Forecasted change rate: -17.86%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.88 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 30",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
80,
144,
194,
297,
518,
1003,
927,
611,
684,
757,
1169,
1443,
1395,
1189,
962,
795,
527,
327,
214,
108,
95,
68,
25,
24,
37,
66,
144,
238,
558,
953,
1166,
1069,
1053,
1115,
1336,
1500,
1601,
1211,
949,
656,
454,
299,
229,
93,
120,
67,
22,
25,
32,
60,
136,
323,
638,
1053,
1040,
773,
721,
723,
926,
998,
846,
645,
509,
255,
121,
60,
57,
42,
21,
31,
12,
36,
94,
129,
173,
246,
493,
938,
758,
641,
687,
762,
834,
941,
794,
659,
365,
219,
103,
68,
47,
22,
23,
6,
7,
50,
113,
177,
199,
319,
514,
950,
928,
774,
685,
615,
862,
1104,
945,
680,
487,
276,
125,
85,
44,
28,
16,
12,
9,
24,
104,
176,
193,
308,
602,
1118,
1075,
841,
745,
726,
991,
1140,
1082,
819,
636,
329,
148,
95,
60,
54,
12,
15,
13,
38,
88,
153,
171,
308,
514,
1054,
915,
737,
708,
690,
986,
1175,
998,
855,
668,
397,
253,
114,
95,
44,
22,
11,
9,
48,
79,
191,
195,
397,
603,
1085,
1073,
898,
826,
1016,
1555,
1880,
1653,
1459,
1237,
868,
609,
405,
152,
147,
83,
64,
17,
15,
51,
59,
173,
314,
676,
1023,
1266,
1112,
1178,
1076,
1267,
1542,
1527,
1250,
932,
842,
501,
328,
253,
119,
86,
71,
27,
19,
23,
55,
104,
294,
612,
1061,
1022,
918,
871,
756,
865,
908,
788,
529,
482,
232,
125,
38,
34,
23,
9,
5,
14,
30,
61,
139,
138,
348,
531,
965,
950,
746,
750,
627,
786,
973,
792,
651,
454,
253,
113,
59,
32,
14,
12,
7,
10,
41,
91,
169,
163,
318,
520,
995,
915,
804,
728,
672,
865,
1007,
860,
604,
448,
284,
158,
81,
54,
31,
25,
17,
9,
34,
85,
166,
211,
266,
586,
965,
997,
746,
697,
690,
967,
1218,
1063,
768,
569,
313,
135,
71,
35,
30,
11,
18,
13,
35,
126,
219,
213,
318,
539,
1033,
1174,
799,
817,
713,
997,
1237,
1120,
875,
602,
426,
230,
118,
64,
29,
34,
15,
29,
31,
67,
155,
171,
327,
577,
1188,
1090,
837,
872,
976,
1434,
1597,
1573,
1327,
1056,
959,
610,
348,
205,
121,
60,
60,
17,
17,
39,
79,
201,
349,
560,
953,
1058,
977,
954,
864,
984,
1087,
1263,
1084,
801,
665,
434,
325,
240,
121,
96,
65,
45,
22,
61,
162,
335,
583,
998,
1562,
1894,
1585,
910,
862,
1015,
1070,
1026,
755,
462,
275,
141,
71,
47,
36,
6,
15,
25,
33,
77,
154,
140,
284,
468,
961,
1042,
774,
702,
679,
927,
1039,
898,
592,
492,
277,
110,
64,
27,
26,
21,
3,
8,
44,
64,
177,
150,
277,
490,
998,
1040,
892,
736,
768,
923,
1117,
1007,
693,
506,
374,
147,
59,
98,
33,
7,
11,
23,
34,
83,
176,
180,
279,
523,
1041,
1035,
881,
694,
756,
1038,
1086,
1056,
793,
604,
406,
199,
92,
65,
36,
13,
7,
13,
35,
77,
158,
173,
355,
616,
1180,
1128,
1005,
872,
883,
1116,
1426,
1423,
1372,
1195,
761,
475,
267,
239,
128,
103,
63,
32,
43,
42,
62,
137,
292,
563,
969,
1150,
978
] |
[
705,
902,
1115,
1314,
1280,
999,
794,
616,
372,
229,
104,
90,
85,
34,
17,
25,
54,
85,
183,
295,
659,
1004,
1039,
893,
923,
874,
939,
1181,
1250,
1070,
849,
583,
369,
310,
209,
115,
91,
35,
19,
25,
48,
42,
127,
278,
604,
1048,
1183,
1002,
898,
894,
990,
1149,
1121,
862,
572,
306,
171,
65,
47,
28,
23,
16,
20,
38,
64,
117,
203,
282,
567,
1065,
1059,
974,
896,
821,
958,
1029,
1056,
736,
541,
292,
121,
73,
49,
25,
16,
10,
20,
35,
90,
219,
168,
311,
628,
1073,
1224,
954
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 1122.50%",
"予測される変化率: [カラム_0] 予測される変化率: 35.32%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.88倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 22個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 1122.50%",
"Forecasted change rate: [column_0] Forecasted change rate: 35.32%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.88 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 22",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
1034,
875,
1048,
1215,
1209,
954,
661,
380,
230,
94,
62,
27,
26,
18,
13,
35,
69,
201,
189,
482,
703,
1165,
1105,
957,
904,
882,
1082,
1298,
1288,
948,
748,
410,
199,
97,
84,
20,
24,
20,
7,
37,
96,
156,
213,
365,
644,
1105,
1102,
857,
919,
739,
983,
1354,
1178,
1055,
766,
471,
299,
156,
60,
57,
25,
22,
13,
42,
68,
123,
183,
363,
543,
1080,
940,
928,
785,
758,
1099,
1463,
1245,
1115,
936,
801,
456,
333,
200,
77,
58,
36,
9,
26,
46,
65,
194,
365,
693,
1190,
1238,
1146,
1032,
1015,
1265,
1490,
1498,
1254,
1091,
853,
563,
414,
254,
0,
178,
113,
63,
22,
36,
54,
102,
270,
511,
966,
1177,
1083,
919,
956,
1054,
1242,
1096,
927,
742,
520,
243,
93,
39,
38,
16,
6,
11,
33,
81,
148,
151,
317,
469,
952,
1008,
822,
762,
687,
914,
1016,
870,
708,
555,
305,
145,
100,
43,
28,
27,
11,
21,
44,
73,
142,
122,
256,
425,
1005,
900,
681,
726,
658,
894,
1008,
947,
646,
455,
280,
130,
76,
30,
13,
25,
21,
9,
28,
82,
210,
154,
301,
528,
1111,
926,
756,
760,
758,
946,
1072,
970,
747,
593,
367,
137,
82,
45,
19,
28,
5,
13,
39,
68,
151,
132,
308,
478,
894,
1011,
730,
681,
826,
906,
1122,
1017,
834,
739,
423,
208,
91,
80,
52,
30,
8,
17,
42,
71,
165,
210,
314,
561,
1121,
1161,
846,
802,
828,
1213,
1470,
1585,
1369,
1128,
876,
480,
317,
236,
112,
100,
29,
15,
16,
30,
48,
125,
292,
553,
1126,
1250,
1062,
1018,
1080,
1251,
1409,
1336,
1254,
977,
806,
583,
376,
161,
106,
139,
62,
20,
17,
36,
57,
103,
252,
616,
974,
1015,
1104,
1022,
955,
995,
1197,
1066,
913,
553,
348,
189,
93,
81,
31,
27,
12,
10,
31,
71,
186,
148,
336,
517,
1139,
957,
881,
813,
724,
877,
905,
844,
656,
533,
283,
153,
52,
63,
51,
21,
29,
16,
42,
75,
145,
147,
287,
482,
928,
931,
692,
729,
711,
872,
973,
1002,
689,
539,
321,
157,
108,
55,
36,
9,
9,
18,
32,
99,
155,
150,
266,
495,
1052,
860,
665,
699,
629,
928,
940,
931,
721,
528,
315,
188,
109,
67,
41,
23,
5,
6,
53,
103,
158,
148,
360,
528,
895,
810,
725,
740,
653,
990,
1064,
959,
885,
622,
447,
245,
165,
170,
66,
27,
44,
9,
36,
73,
141,
195,
325,
590,
1126,
992,
878,
821,
862,
1330,
1577,
1579,
1359,
1072,
750,
417,
294,
178,
128,
66,
29,
17,
27,
51,
75,
106,
303,
648,
967,
1075,
1003,
989,
1014,
1041,
1327,
1383,
1284,
929,
722,
452,
326,
192,
121,
133,
60,
22,
19,
23,
42,
98,
287,
545,
1037,
1049,
975,
903,
883,
1026,
1111,
946,
763,
562,
277,
212,
103,
58,
40,
18,
8,
19,
34,
84,
135,
133,
268,
439,
848,
872,
762,
720,
764,
981,
940,
923,
761,
502,
390,
203,
123,
84,
47,
14,
22,
15,
41,
79,
165,
146,
234,
493,
1010,
977,
840,
695,
854,
993,
1075,
1008,
867,
686,
406
] |
[
291,
132,
71,
28,
31,
11,
16,
34,
91,
196,
167,
339,
547,
1160,
1010,
893,
827,
881,
1077,
1221,
1174,
870,
656,
418,
241,
100,
97,
32,
23,
10,
25,
37,
80,
194,
151,
363,
520,
1062,
1034,
797,
898,
845,
1073,
1114,
1029,
1026,
885,
521,
285,
173,
113,
43,
36,
25,
23,
64,
56,
159,
152,
228,
564,
1060,
973,
837,
854,
852,
1170,
1343,
1367,
1307,
955,
717,
477,
261,
157,
114,
96,
56,
17,
19,
53,
88,
135,
241,
538,
860,
876,
886,
893,
897,
1015,
1206,
1299,
1112,
909,
782
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -60.74%",
"予測される変化率: [カラム_0] 予測される変化率: 168.73%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.86倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 28個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の4番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -60.74%",
"Forecasted change rate: [column_0] Forecasted change rate: 168.73%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.86 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 28",
"First turning point: [column_0] First turning point: at data point 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 80 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 80.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
502,
298,
270,
151,
92,
28,
38,
10,
34,
58,
102,
244,
493,
904,
1047,
991,
950,
730,
917,
961,
944,
702,
606,
354,
142,
96,
39,
33,
14,
6,
6,
28,
67,
221,
160,
291,
464,
1023,
971,
792,
797,
755,
965,
996,
999,
838,
600,
373,
147,
96,
40,
42,
13,
11,
18,
37,
72,
157,
176,
304,
496,
1048,
985,
881,
808,
754,
981,
1022,
1012,
751,
630,
432,
256,
88,
85,
27,
29,
20,
30,
40,
100,
162,
192,
320,
596,
1022,
1071,
866,
768,
828,
1028,
1097,
1062,
771,
605,
441,
208,
200,
66,
40,
22,
20,
8,
33,
74,
161,
187,
336,
528,
988,
953,
832,
727,
786,
943,
1040,
1006,
971,
777,
487,
355,
190,
129,
86,
49,
13,
9,
46,
74,
100,
169,
296,
509,
1017,
906,
666,
678,
833,
1182,
1362,
1404,
1362,
1243,
983,
700,
399,
308,
92,
61,
36,
28,
38,
53,
91,
149,
310,
562,
865,
1203,
963,
838,
923,
1055,
1181,
1302,
1256,
995,
897,
543,
324,
262,
98,
129,
58,
36,
33,
48,
72,
127,
381,
660,
1044,
1074,
1081,
1031,
980,
978,
1090,
1007,
789,
556,
418,
220,
119,
63,
33,
26,
13,
20,
37,
86,
184,
227,
479,
698,
1183,
1111,
955,
872,
794,
1119,
1180,
1341,
935,
668,
595,
332,
158,
128,
38,
36,
43,
21,
28,
45,
125,
148,
318,
570,
1199,
1338,
1201,
1194,
1024,
1116,
1268,
1116,
979,
759,
383,
243,
134,
87,
40,
31,
29,
13,
24,
85,
152,
199,
380,
641,
1274,
1164,
985
] |
[
834,
824,
1023,
1048,
1043,
821,
689,
416,
191,
90,
83,
33,
26,
23,
16,
32,
124,
184,
230,
291,
523,
951,
982,
883,
641,
629,
1037,
981,
968,
788,
725,
468,
245,
125,
80,
62,
33,
10,
12,
35,
110,
157,
199,
325,
624,
1067,
991,
941,
768,
832,
1227,
1426,
1314,
1279,
1054,
766,
452,
270,
188,
97,
91,
38,
18,
9,
67,
114,
174,
367,
625,
1015,
1110,
957,
1072,
1076,
1158,
1331,
1433,
1176,
1007,
862,
506,
380,
259,
173,
115,
46,
53,
20,
45,
77,
138,
351,
618,
1191,
1276,
1117
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 96.22%",
"予測される変化率: [カラム_0] 予測される変化率: 33.93%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.85倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 18個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 96.22%",
"Forecasted change rate: [column_0] Forecasted change rate: 33.93%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.85 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 18",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 96 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 96.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 94."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
1085,
912,
1015,
1182,
1169,
881,
665,
432,
190,
108,
56,
25,
14,
4,
10,
35,
79,
227,
216,
295,
540,
1165,
1152,
969,
987,
957,
1037,
1149,
1126,
969,
772,
409,
227,
78,
75,
35,
33,
16,
7,
35,
75,
244,
223,
336,
527,
1139,
1117,
831,
814,
733,
1022,
1113,
1061,
860,
692,
437,
222,
115,
85,
21,
23,
21,
10,
36,
68,
212,
209,
345,
601,
1109,
968,
755,
813,
850,
1220,
1179,
1145,
1041,
848,
518,
219,
108,
72,
47,
33,
63,
11,
54,
98,
291,
210,
384,
562,
1119,
895,
955,
970,
882,
1285,
1395,
1780,
2117,
1771,
1407,
867,
388,
247,
120,
65,
42,
22,
42,
96,
267,
221,
367,
608,
1256,
1243,
939,
919,
1040,
1299,
1550,
2221,
2235,
2107,
1678,
1101,
656,
420,
226,
99,
53,
31,
28,
49,
150,
197,
441,
645,
1183,
1300,
1240,
1112,
1239,
1356,
1510,
1521,
1409,
1267,
1082,
613,
399,
378,
204,
145,
66,
28,
21,
53,
73,
176,
358,
599,
1098,
1305,
1184,
1102,
967,
1068,
1221,
1180,
916,
676,
500,
227,
127,
75,
46,
16,
17,
19,
38,
86,
182,
205,
343,
595,
1180,
1187,
972,
999,
980,
1160,
1106,
1543,
1602,
1333,
784,
447,
171,
103,
35,
15,
11,
14,
36,
91,
226,
151,
338,
536,
1132,
942,
716,
932,
877,
1159,
1277,
1995,
1859,
1334,
790,
466,
174,
67,
47,
36,
21,
12,
25,
63,
249,
151,
275,
510,
1184,
1156,
1109,
1113,
906,
1215,
1434,
1785,
1950,
1624,
1098,
598,
330,
181,
100,
30,
19,
6,
51
] |
[
79,
249,
386,
312,
536,
1022,
977,
811,
659,
756,
1145,
1173,
1894,
1828,
1549,
1202,
552,
205,
174,
51,
58,
21,
12,
44,
71,
204,
141,
376,
641,
1284,
1206,
965,
1083,
996,
1315,
1544,
1679,
1560,
1388,
1049,
601,
346,
231,
128,
105,
42,
45,
37,
46,
109,
175,
356,
568,
1031,
1173,
1239,
1160,
1053,
1227,
1336,
1503,
1387,
1237,
905,
612,
386,
303,
194,
114,
63,
20,
24,
42,
77,
153,
342,
635,
1186,
1268,
1190,
1105,
1157,
1011,
1230,
1252,
1125,
855,
531,
228,
153,
52,
41,
19,
7,
21,
28
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -95.30%",
"予測される変化率: [カラム_0] 予測される変化率: -64.56%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.87倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 28個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の3番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -95.30%",
"Forecasted change rate: [column_0] Forecasted change rate: -64.56%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.87 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 28",
"First turning point: [column_0] First turning point: at data point 3 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 90 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 90."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
98,
188,
151,
274,
487,
1178,
1022,
857,
906,
834,
1092,
1060,
1707,
1652,
1255,
822,
414,
185,
78,
50,
26,
4,
11,
42,
71,
172,
178,
319,
487,
944,
1010,
810,
814,
855,
998,
1091,
1157,
1003,
712,
434,
225,
109,
51,
26,
15,
11,
22,
47,
67,
223,
230,
441,
568,
1201,
1169,
1019,
961,
873,
1217,
1196,
1719,
1571,
1458,
898,
466,
151,
90,
35,
19,
7,
15,
46,
85,
183,
196,
314,
599,
1139,
1139,
905,
892,
962,
1197,
1270,
1795,
1900,
1592,
1104,
622,
228,
168,
96,
33,
29,
8,
64,
154,
371,
348,
476,
757,
1243,
1248,
1016,
1046,
1010,
1368,
1592,
1982,
2544,
2115,
1701,
1013,
542,
283,
54,
84,
35,
17,
28,
65,
75,
208,
424,
674,
1109,
1302,
1282,
1318,
1196,
1271,
1469,
1515,
1247,
1138,
993,
678,
491,
338,
219,
145,
73,
31,
30,
35,
75,
175,
355,
681,
1112,
1102,
1008,
954,
877,
1000,
1118,
1139,
938,
668,
435,
237,
116,
46,
39,
29,
17,
13,
36,
77,
185,
261,
340,
480,
1086,
1220,
870,
813,
754,
987,
1036,
1563,
1475,
1120,
692,
297,
156,
82,
15,
22,
17,
16,
44,
91,
217,
211,
379,
538,
1045,
1045,
912,
830,
822,
956,
1130,
1364,
1502,
1203,
778,
432,
124,
64,
70,
104,
14,
23,
51,
86,
175,
183,
337,
532,
1103,
1009,
875,
864,
900,
1161,
1272,
1688,
1634,
1487,
1000,
526,
219,
135,
74,
14,
17,
10,
43,
72,
160,
193,
382,
573,
1228,
1132,
910,
916,
880,
1067,
1227,
1421,
1974,
1689,
1163
] |
[
573,
256,
165,
65,
34,
16,
11,
26,
87,
214,
191,
465,
581,
1094,
1060,
914,
980,
1079,
1178,
1457,
2018,
2170,
2041,
1745,
1255,
732,
493,
149,
88,
69,
29,
28,
59,
96,
233,
419,
635,
1049,
1342,
1133,
1105,
1090,
1205,
1407,
1521,
1244,
1234,
970,
689,
398,
261,
141,
143,
79,
30,
24,
55,
145,
180,
371,
692,
1123,
1260,
1334,
1169,
1027,
1220,
1250,
1354,
1134,
875,
592,
317,
157,
136,
46,
13,
22,
15,
40,
85,
192,
142,
305,
544,
1131,
1117,
934,
715,
715,
916,
1017,
1061,
867,
819,
392
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 1086.73%",
"予測される変化率: [カラム_0] 予測される変化率: -31.59%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.85倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から横ばいへ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 23個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の7番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 1086.73%",
"Forecasted change rate: [column_0] Forecasted change rate: -31.59%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.85 times the mean)",
"Trend: [column_0] Trend change: from upward to stable",
"Turning points: [column_0] Turning points in forecast period: 23",
"First turning point: [column_0] First turning point: at data point 7 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 58 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 58.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
224,
128,
65,
28,
35,
12,
18,
39,
87,
214,
203,
350,
597,
1175,
1205,
907,
851,
935,
1092,
1106,
1081,
890,
758,
450,
322,
192,
81,
59,
64,
37,
8,
37,
77,
228,
199,
364,
599,
1230,
1149,
931,
840,
806,
1191,
1279,
1162,
1102,
878,
590,
292,
139,
115,
59,
31,
30,
4,
48,
89,
213,
204,
444,
645,
1287,
1183,
926,
891,
924,
1219,
1225,
1280,
1254,
1012,
651,
376,
243,
117,
77,
39,
8,
14,
45,
89,
192,
165,
342,
615,
989,
1025,
770,
882,
1010,
1268,
1527,
1572,
1486,
1331,
1036,
746,
432,
308,
136,
100,
48,
40,
25,
71,
111,
151,
334,
737,
1133,
1190,
1261,
1182,
1108,
1250,
1397,
1382,
1478,
1237,
1048,
714,
437,
336,
118,
99,
38,
28,
22,
45,
104,
179,
390,
831,
1363,
1395,
1230,
1266,
1113,
1170,
1235,
1281,
1048,
963,
537,
309,
143,
80,
45,
36,
11,
9,
33,
75,
151,
133,
306,
559,
1107,
1190,
1129,
1086,
960,
1175,
1291,
1212,
1134,
982,
652,
305,
135,
56,
28,
22,
8,
8,
44,
88,
184,
193,
305,
632,
1124,
1048,
966,
839,
721,
1001,
1134,
1235,
1249,
960,
643,
364,
153,
92,
41,
38,
17,
22,
47,
70,
167,
177,
298,
576,
1012,
1034,
835,
856,
837,
949,
1159,
1325,
1305,
1104,
774,
384,
223,
108,
54,
24,
20,
2,
44,
83,
149,
207,
365,
640,
1284,
1229,
1140,
1066,
1056,
1212,
1339,
1410,
1319,
1203,
795,
418,
200,
115,
74,
36,
21,
12,
31,
77,
153,
201,
340,
575,
978,
986,
907,
796,
761,
901,
1138,
1060,
1176,
1101,
872,
517,
363,
231,
124,
96,
57,
31,
28,
52,
113,
140,
349,
730,
1185,
1285,
1156,
1151,
1047,
1257,
1252,
1588,
1431,
1091,
1027,
697,
384,
246,
173,
115,
59,
39,
12,
42,
92,
165,
445,
670,
1332,
1288,
1177,
1164,
1204,
1214,
1381,
1400,
1163,
1038,
756,
390,
196,
84,
46,
23,
25,
6,
32,
91,
169,
187,
467,
738,
1407,
1440,
1303,
1152,
1217,
1199,
1400,
1437,
1304,
1175,
806,
366,
180,
115,
107,
45,
21,
19,
36,
63,
247,
220,
500,
621,
1152,
1217,
1154,
1163,
1183,
1171,
1412,
1425,
1335,
1192,
1020,
663,
307,
254,
129,
65,
44,
25,
7,
43,
70,
112,
298,
810,
1219,
1635,
1410,
1428,
1219,
1161,
1340,
1525,
1498,
1243,
1046,
558,
262,
160,
62,
38,
45,
48,
68,
118,
203,
331,
681,
1111,
1724,
1879,
1765,
1725,
1513,
1454,
1473,
1513,
1562,
1360,
1014,
559,
228,
92,
71,
103,
28,
19,
30,
87,
158,
275,
383,
756,
1224,
1243,
1245,
1019,
1176,
1202,
1320,
1414,
1426,
1307,
1054,
565,
345,
243,
78,
107,
64,
30,
19,
52,
124,
174,
369,
692,
1166,
1248,
1136,
1136,
1159,
1211,
1396,
1562,
1429,
1169,
1021,
646,
308,
254,
131,
125,
56,
29,
25,
35,
110,
164,
323,
593,
1160,
1281,
1315,
1207,
1087,
1116,
1155,
1425,
1183,
1068,
746,
412,
244,
86,
55,
32,
10,
18,
34,
55,
89,
171,
351,
523,
908,
1055,
1003,
763,
704,
832,
1045,
1055,
891,
830,
526,
376,
161,
124,
55,
25,
11,
8,
41
] |
[
36,
114,
154,
302,
604,
1253,
1313,
1250,
1129,
1158,
1163,
1171,
1659,
1606,
1517,
1431,
954,
657,
906,
608,
283,
123,
59,
48,
68,
29,
139,
307,
679,
1041,
1217,
1241,
1162,
1080,
1143,
1432,
1273,
1176,
991,
673,
347,
145,
85,
38,
20,
10,
11,
25,
63,
158,
179,
359,
636,
1244,
1126,
1155,
1143,
1130,
1100,
1128,
1184,
1137,
1009,
592,
325,
187,
140,
33,
23,
12,
23,
23,
69,
98,
155,
333,
628,
1057,
1086,
1140,
1032,
924,
770,
1158,
1174,
1164,
1113,
848,
546,
347,
194,
125,
38,
36,
13,
18
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -81.70%",
"予測される変化率: [カラム_0] 予測される変化率: -50.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.83倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 23個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -81.70%",
"Forecasted change rate: [column_0] Forecasted change rate: -50.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.83 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 23",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 96 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 96.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
58,
108,
158,
231,
590,
1030,
1108,
1050,
954,
1060,
1112,
1157,
1309,
1152,
926,
738,
555,
331,
228,
90,
86,
49,
25,
17,
30,
43,
94,
253,
454,
819,
1118,
991,
1050,
1037,
1019,
1065,
956,
914,
645,
376,
253,
73,
67,
28,
16,
26,
8,
26,
48,
182,
183,
325,
488,
1155,
1042,
1005,
846,
815,
951,
913,
912,
749,
564,
389,
187,
89,
70,
48,
33,
22,
11,
26,
65,
199,
172,
308,
586,
1123,
1157,
909,
880,
888,
1101,
1076,
1075,
934,
737,
437,
239,
139,
85,
56,
44,
12,
11,
29,
65,
158,
151,
295,
486,
1276,
1144,
911,
907,
927,
1146,
1094,
1183,
1076,
816,
592,
347,
140,
80,
32,
18,
9,
4,
29,
70,
184,
180,
287,
519,
1086,
1048,
968,
862,
778,
1114,
1171,
1059,
1053,
920,
687,
355,
202,
130,
86,
31,
22,
15,
27,
79,
153,
182,
310,
503,
1137,
982,
730,
661,
627,
1041,
1179,
1778,
1237,
949,
786,
472,
313,
229,
130,
77,
42,
26,
15,
55,
96,
161,
329,
595,
1014,
1158,
1199,
1084,
1129,
1173,
1351,
1382,
1160,
942,
865,
676,
367,
283,
129,
117,
54,
36,
15,
28,
41,
106,
309,
466,
957,
1074,
1094,
1015,
1051,
1036,
1121,
992,
732,
702,
447,
240,
118,
85,
50,
24,
9,
15,
56,
73,
204,
200,
273,
514,
1050,
1002,
913,
790,
830,
907,
1113,
929,
841,
583,
395,
231,
110,
47,
20,
24,
9,
13,
37,
58,
206,
160,
254,
426,
969,
997,
817,
798,
633,
901,
929,
930,
796,
686,
458,
264,
98,
91,
66,
49,
19,
13,
41,
60,
130,
169,
221,
441,
933,
951,
731,
807,
567,
613,
793,
715,
646,
510,
468,
197,
98,
77,
29,
23,
4,
11,
36,
57,
162,
191,
334,
580,
1147,
1017,
1002,
906,
936,
979,
1180,
1033,
1028,
855,
660,
311,
165,
108,
35,
28,
35,
14,
32,
80,
189,
277,
286,
521,
1074,
1203,
1043,
887,
1019,
1256,
1439,
1496,
1457,
1159,
989,
693,
364,
246,
173,
56,
50,
38,
12,
70,
133,
143,
312,
648,
1093,
1255,
1300,
1143,
1184,
1209,
1250,
1433,
1384,
1184,
999,
627,
447,
330,
186,
119,
89,
38,
38,
44,
50,
132,
288,
556,
1020,
1256,
1055,
1003,
1004,
1055,
1065,
826,
741,
668,
451,
249,
127,
52,
49,
15,
4,
21,
30,
80,
224,
208,
340,
505,
1052,
1037,
903,
637,
589,
742,
724,
551,
486,
363,
255,
165,
105,
48,
19,
16,
10,
16,
42,
85,
184,
190,
424,
568,
1186,
1253,
972,
950,
888,
1134,
1247,
1210,
1028,
786,
566,
250,
147,
93,
53,
19,
14,
12,
40,
79,
225,
275,
370,
667,
1137,
1135,
1015,
851,
761,
976,
1098,
1028,
711,
652,
430,
206,
87,
66,
26,
28,
24,
9,
48,
88,
252,
188,
305,
496,
910,
962,
831,
834,
861,
1049,
1267,
1183,
1104,
930,
631,
342,
235,
142,
51,
39,
16,
18,
56,
96,
241,
237,
355,
634,
1205,
1248,
959,
1018,
1199,
1435,
1653,
1730,
1659,
1577,
1313,
1039,
530,
414,
186,
108,
62,
24,
15,
64,
115,
209,
440,
786,
1467,
1657,
1495
] |
[
1515,
1444,
1509,
1513,
1545,
1438,
1269,
1089,
753,
471,
263,
148,
81,
51,
23,
21,
42,
84,
241,
562,
805,
1270,
1449,
1299,
1143,
1071,
1111,
1156,
1138,
1067,
959,
830,
450,
260,
183,
58,
45,
25,
42,
16,
37,
106,
152,
341,
590,
1046,
1088,
1174,
874,
844,
825,
936,
958,
751,
649,
355,
235,
100,
70,
34,
14,
14,
20,
38,
118,
230,
220,
474,
536,
1037,
981,
804,
783,
767,
864,
833,
809,
754,
583,
465,
243,
101,
79,
12,
8,
18,
8,
30,
131,
204,
163,
295,
533,
918,
943,
764
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 2477.59%",
"予測される変化率: [カラム_0] 予測される変化率: -49.57%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.85倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 24個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 2477.59%",
"Forecasted change rate: [column_0] Forecasted change rate: -49.57%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.85 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 24",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
813,
813,
912,
1140,
852,
735,
658,
483,
176,
90,
82,
50,
27,
9,
19,
51,
117,
178,
187,
334,
455,
857,
944,
820,
741,
676,
814,
838,
845,
698,
708,
538,
336,
231,
72,
42,
19,
10,
20,
39,
111,
201,
142,
306,
412,
728,
720,
730,
652,
527,
821,
903,
898,
826,
805,
766,
532,
298,
229,
87,
82,
26,
19,
29,
58,
125,
151,
267,
434,
684,
762,
689,
749,
699,
784,
917,
911,
788,
726,
690,
462,
287,
209,
82,
89,
52,
36,
21,
29,
91,
172,
351,
897,
1083,
1264,
1017,
794,
854,
781,
745,
682,
576,
507,
291,
152,
120,
75,
43,
9,
11,
15,
40,
88,
190,
145,
288,
442,
728,
793,
685,
719,
594,
729,
749,
711,
661,
446,
319,
143,
52,
32,
39,
9,
11,
14,
44,
97,
187,
196,
318,
493,
834,
878,
719,
730,
729,
842,
896,
855,
736,
548,
345,
162,
76,
109,
31,
9,
12,
8,
41,
91,
135,
168,
335,
449,
932,
878,
740,
696,
753,
816,
921,
836,
651,
551,
393,
228,
98,
56,
46,
27,
13,
18,
41,
96,
207,
213,
320,
515,
1017,
1002,
828,
732,
731,
895,
950,
846,
716,
601,
449,
263,
130,
108,
49,
47,
18,
18,
33,
76,
178,
173,
321,
222,
395,
980,
642,
713,
695,
967,
1196,
1195,
1094,
1106,
934,
526,
479,
291,
91,
122,
46,
32,
21,
45,
77,
141,
234,
485,
838,
1063,
872,
930,
912,
879,
1033,
1041,
954,
929,
801,
600,
374,
295,
149,
117,
71,
39,
35,
29,
50,
118,
256,
447,
795,
941,
829,
733,
731,
739,
822,
752,
605,
502,
340,
208,
122,
75,
32,
19,
8,
15,
31,
89,
149,
201,
287,
496,
838,
797,
790,
682,
588,
777,
829,
721,
657,
481,
306,
123,
93,
43,
20,
21,
6,
7,
47,
83,
154,
158,
302,
415,
843,
864,
792,
716,
700,
740,
819,
816,
744,
535,
313,
179,
73,
55,
18,
18,
13,
9,
48,
73,
166,
190,
264,
468,
873,
955,
746,
629,
705,
879,
979,
824,
810,
349,
527,
220,
233,
80,
32,
20,
7,
14,
49,
79,
138,
139,
264,
403,
884,
932,
704,
703,
728,
902,
1028,
992,
808,
700,
547,
280,
163,
108,
47,
30,
22,
6,
46,
73,
153,
147,
262,
460,
948,
960,
772,
722,
691,
1013,
1229,
1276,
1196,
957,
839,
533,
372,
229,
182,
70,
31,
21,
40,
37,
65,
148,
248,
475,
765,
1001,
973,
834,
798,
967,
1162,
1202,
1051,
864,
743,
660,
384,
213,
146,
115,
58,
37,
34,
20,
72,
134,
309,
522,
1082,
1150,
1027,
1074,
964,
917,
992,
885,
825,
565,
422,
199,
80,
84,
61,
22,
14,
19,
46,
69,
127,
124,
288,
485,
896,
975,
821,
812,
775,
866,
863,
804,
700,
580,
387,
165,
102,
67,
27,
25,
16,
12,
39,
63,
157,
146,
312,
431,
707,
705,
543,
556,
646,
803,
894,
708,
620,
533,
316,
172,
88,
74,
71,
23,
26,
16,
40,
71,
173,
177,
261,
405,
803,
990,
835,
802,
726,
971,
1173,
970,
741,
543,
399
] |
[
210,
112,
62,
34,
13,
10,
12,
33,
101,
174,
220,
438,
499,
986,
970,
786,
833,
775,
952,
1086,
1079,
840,
717,
453,
262,
159,
68,
43,
31,
16,
20,
37,
102,
145,
197,
399,
550,
916,
977,
916,
771,
925,
1122,
1600,
1452,
1373,
1227,
989,
632,
349,
202,
112,
98,
45,
33,
28,
31,
73,
153,
310,
563,
941,
1206,
1101,
1165,
1198,
1232,
1431,
1391,
1254,
1072,
909,
610,
376,
357,
183,
140,
86,
44,
16,
45,
64,
153,
301,
615,
1102,
1342,
1115,
915,
861,
962,
883,
1066,
834,
600,
347
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -50.92%",
"予測される変化率: [カラム_0] 予測される変化率: 65.24%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.82倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 20個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の6番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -50.92%",
"Forecasted change rate: [column_0] Forecasted change rate: 65.24%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.82 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 20",
"First turning point: [column_0] First turning point: at data point 6 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
198,
126,
85,
44,
20,
39,
14,
35,
71,
138,
163,
332,
518,
747,
655,
692,
782,
712,
841,
910,
873,
784,
524,
288,
137,
89,
49,
62,
13,
21,
15,
39,
104,
152,
149,
273,
448,
791,
893,
694,
559,
552,
789,
841,
886,
717,
507,
374,
168,
87,
61,
45,
39,
13,
19,
41,
62,
149,
126,
305,
384,
777,
773,
721,
836,
889,
996,
1035,
1002,
908,
710,
509,
232,
115,
66,
42,
29,
7,
16,
48,
92,
202,
170,
301,
464,
948,
878,
697,
804,
713,
850,
1164,
998,
852,
775,
507,
285,
193,
77,
59,
12,
9,
14,
39,
78,
192,
163,
317,
535,
912,
951,
800,
856,
896,
1101,
1411,
1304,
1260,
1200,
993,
844,
559,
315,
191,
128,
77,
78,
23,
48,
90,
182,
351,
579,
1003,
1240,
1152,
1191,
1201,
1240,
1414,
1576,
1542,
1173,
1156,
818,
607,
418,
235,
183,
113,
58,
44,
38,
53,
162,
324,
597,
1077,
1254,
1202,
1067,
939,
1055,
998,
1008,
746,
695,
463,
257,
67,
62,
46,
22,
19,
16,
34,
68,
141,
161,
308,
494,
963,
875,
768,
734,
747,
913,
869,
853,
727,
504,
351,
124,
68,
51,
29,
19,
19,
10,
32,
64,
157,
146,
350,
418,
858,
902,
792,
712,
728,
805,
997,
1066,
702,
468,
317,
119,
72,
63,
42,
32,
19,
20,
42,
73,
168,
145,
264,
419,
699,
748,
744,
729,
708,
861,
1004,
787,
725,
546,
374,
146,
80,
33,
19,
18,
11,
26,
43,
92,
135,
146,
292,
433,
719,
743,
639,
679,
687,
829,
946,
896,
787,
691,
414,
223,
90,
76,
59,
43,
19,
9,
31,
50,
125,
192,
344,
415,
855,
856,
630,
783,
849,
1143,
1334,
1280,
1274,
1042,
827,
581,
301,
251,
147,
114,
101,
29,
36,
28,
43,
142,
286,
534,
912,
1072,
1040,
903,
1026,
1078,
1207,
1376,
1215,
1004,
948,
635,
436,
248,
154,
123,
46,
27,
11,
19,
54,
137,
277,
559,
1052,
1052,
1012,
1018,
846,
895,
982,
932,
846,
807,
627,
530,
303,
193,
71,
49,
58,
20,
27,
35,
85,
126,
299,
500,
919,
1129,
1019,
994,
816,
835,
920,
794,
669,
520,
339,
145,
105,
47,
20,
14,
18,
8,
36,
88,
172,
177,
350,
436,
958,
859,
747,
751,
752,
734,
854,
813,
691,
491,
312,
140,
86,
36,
15,
38,
17,
14,
31,
76,
123,
151,
301,
480,
940,
945,
630,
697,
639,
869,
861,
839,
704,
546,
442,
177,
69,
44,
42,
17,
2,
18,
44,
80,
138,
177,
320,
463,
953,
938,
718,
719,
720,
928,
965,
885,
826,
636,
534,
206,
119,
94,
87,
45,
21,
21,
37,
75,
141,
177,
333,
499,
904,
921,
707,
684,
582,
837,
1023,
1002,
912,
779,
590,
390,
278,
133,
79,
84,
48,
20,
23,
42,
85,
167,
248,
410,
698,
876,
763,
804,
723,
868,
888,
892,
838,
789,
565,
505,
279,
221,
124,
99,
52,
36,
12,
31,
42,
115,
253,
372,
650,
782,
761,
772,
689,
720,
711,
648,
591,
443,
264,
158,
72,
40,
16,
9,
6,
10,
51
] |
[
90,
146,
163,
322,
399,
705,
789,
723,
689,
653,
670,
688,
570,
485,
364,
272,
92,
55,
43,
27,
7,
5,
13,
29,
70,
116,
146,
265,
331,
613,
595,
513,
584,
545,
565,
612,
517,
479,
360,
208,
85,
68,
30,
22,
24,
20,
12,
32,
52,
92,
121,
228,
357,
556,
635,
534,
514,
618,
597,
487,
464,
410,
335,
216,
67,
47,
32,
21,
12,
11,
13,
26,
35,
116,
125,
227,
260,
556,
616,
484,
421,
475,
456,
465,
404,
329,
296,
153,
108,
88,
26,
29,
17,
7,
20,
18
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -74.24%",
"予測される変化率: [カラム_0] 予測される変化率: -80.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.87倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 25個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の7番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -74.24%",
"Forecasted change rate: [column_0] Forecasted change rate: -80.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.87 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 25",
"First turning point: [column_0] First turning point: at data point 7 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
31,
64,
81,
172,
255,
405,
451,
439,
446,
493,
471,
501,
555,
458,
374,
245,
147,
90,
70,
46,
55,
41,
9,
16,
15,
54,
63,
138,
232,
352,
406,
402,
439,
455,
445,
400,
360,
368,
321,
202,
106,
89,
62,
52,
44,
15,
19,
13,
7,
25,
32,
135,
234,
293,
322,
390,
421,
415,
400,
410,
338,
262,
217,
116,
42,
43,
25,
13,
29,
7,
11,
16,
35,
49,
76,
148,
249,
347,
371,
354,
362,
343,
342,
398,
263,
135,
106,
56,
22,
21,
14,
5,
1,
9,
5,
19,
20,
35,
61,
92,
148,
198,
201,
190,
207,
243,
229,
199,
127,
86,
59,
37,
23,
18,
16,
6,
5,
6,
5,
16,
23,
48,
71,
87,
126,
175,
186,
198,
246,
258,
192,
185,
150,
92,
63,
34,
20,
9,
14,
2,
3,
0,
8,
10,
16,
45,
58,
72,
171,
150,
194,
200,
177,
224,
190,
224,
183,
99,
87,
49,
49,
13,
13,
2,
1,
1,
2,
7,
22,
55,
67,
99,
128,
188,
206,
233,
224,
207,
228,
200,
154,
144,
74,
45,
94,
71,
15,
9,
5,
3,
8,
3,
9,
12,
42,
74,
140,
171,
232,
227,
260,
224,
244,
199,
139,
112,
48,
58,
25,
14,
6,
10,
0,
2,
3,
2,
7,
7,
15,
64,
108,
169,
168,
165,
134,
108,
113,
150,
93,
76,
36,
2,
4,
2,
0,
1,
2,
10,
4,
8,
20,
53,
56,
84,
87,
137,
111,
150,
159,
166,
190,
168,
120,
1,
0,
1
] |
[
3,
0,
0,
0,
2,
0,
3,
2,
28,
38,
53,
61,
119,
129,
178,
164,
161,
169,
151,
121,
111,
16,
0,
0,
0,
12,
8,
5,
1,
4,
5,
5,
18,
21,
36,
78,
119,
152,
147,
161,
169,
168,
174,
170,
75,
1,
0,
0,
4,
0,
0,
0,
16,
6,
2,
4,
7,
28,
51,
68,
85,
146,
136,
145,
149,
108,
101,
102,
70,
17,
12,
0,
0,
0,
0,
6,
2,
1,
2,
10,
14,
42,
29,
71,
112,
158,
217,
184,
174,
188,
160,
141,
125,
83,
66,
16
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -96.77%",
"予測される変化率: [カラム_0] 予測される変化率: 433.33%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.09倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 30個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -96.77%",
"Forecasted change rate: [column_0] Forecasted change rate: 433.33%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.09 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 30",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 92 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 92."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
8,
4,
2,
4,
2,
2,
9,
3,
3,
13,
27,
57,
116,
133,
129,
175,
141,
147,
139,
117,
95,
82,
43,
27,
14,
9,
3,
4,
0,
0,
7,
2,
12,
16,
25,
70,
113,
114,
135,
137,
118,
151,
118,
121,
93,
13,
0,
0,
0,
0,
6,
7,
3,
3,
5,
8,
11,
26,
33,
95,
134,
138,
184,
162,
171,
191,
201,
139,
141,
14,
0,
0,
0,
0,
0,
4,
0,
0,
4,
0,
9,
35,
46,
82,
144,
152,
138,
161,
152,
170,
151,
129,
117,
0,
0,
0,
0,
0,
0,
2,
0,
1,
10,
5,
23,
38,
62,
93,
100,
123,
160,
138,
176,
155,
159,
137,
53,
26,
28,
23,
6,
12,
1,
14,
6,
6,
3,
5,
9,
33,
52,
82,
132,
174,
233,
162,
224,
203,
199,
170,
122,
45,
53,
24,
11,
8,
1,
5,
4,
8,
2,
7,
3,
17,
23,
55,
86,
161,
136,
197,
192,
141,
172,
185,
98,
89,
42,
26,
20,
15,
8,
5,
3,
2,
6,
2,
6,
14,
29,
70,
121,
139,
140,
186,
142,
163,
129,
130,
81,
66,
30,
35,
12,
14,
2,
12,
4,
4,
7,
4,
5,
16,
13,
51,
84,
129,
154,
168,
194,
169,
147,
119,
102,
38,
39,
29,
12,
7,
1,
0,
1,
0,
7,
3,
8,
8,
33,
47,
88,
161,
199,
169,
174,
166,
137,
121,
99,
92,
35,
17,
20,
5,
0,
4,
7,
1,
5,
11,
15,
49,
68,
88,
127,
201,
190,
216,
199,
191,
162,
118,
97,
85,
55,
49,
27,
21,
7,
7,
3,
5,
11,
7,
12,
26,
53,
106,
155,
154,
180,
178,
190,
166,
200,
142,
130,
84,
64,
42,
21,
16,
4,
7,
2,
3,
4,
7,
14,
23,
50,
65,
117,
163,
187,
156,
162,
184,
140,
151,
99,
69,
56,
54,
20,
16,
11,
7,
5,
3,
2,
5,
17,
38,
56,
104,
96,
171,
180,
220,
186,
201,
184,
156,
118,
74,
50,
19,
25,
15,
5,
0,
3,
3,
1,
4,
14,
23,
35,
67,
129,
194,
185,
222,
224,
192,
156,
106,
112,
81,
62,
25,
23,
7,
3,
2,
3,
0,
4,
4,
5,
15,
26,
85,
169,
153,
265,
214,
196,
185,
176,
110,
104,
62,
61,
29,
12,
11,
7,
7,
5,
1,
3,
9,
18,
28,
38,
77,
136,
152,
172,
221,
212,
171,
175,
164,
87,
39,
18,
14,
5,
1,
6,
6,
2,
6,
3,
7,
16,
50,
56,
73,
114,
187,
174,
184,
181,
205,
166,
136,
118,
57,
43,
36,
16,
11,
0,
14,
0,
0,
9,
8,
8,
26,
44,
87,
113,
171,
154,
147,
153,
177,
171,
153,
123,
88,
60,
27,
19,
7,
8,
4,
4,
1,
2,
2,
10,
62,
67,
75,
148,
177,
187,
194,
158,
177,
171,
108,
90,
87,
62,
35,
23,
2,
13,
7,
2,
1,
6,
3,
20,
25,
66,
99,
145,
182,
219,
224,
221,
213,
210,
220,
154,
108,
66,
33,
28,
7,
4,
8,
5,
4,
2,
4
] |
[
5,
8,
32,
102,
185,
287,
266,
311,
293,
259,
213,
151,
146,
104,
33,
31,
25,
18,
2,
4,
3,
3,
4,
0,
10,
12,
35,
84,
116,
155,
213,
230,
230,
243,
172,
179,
97,
85,
60,
29,
15,
2,
30,
7,
1,
3,
1,
5,
10,
26,
38,
65,
106,
208,
208,
200,
212,
202,
226,
215,
92,
76,
41,
42,
21,
16,
11,
5,
12,
9,
4,
3,
22,
29,
32,
69,
147,
197,
189,
145,
183,
197,
161,
163,
142,
73,
38,
30,
16,
11,
18,
1,
1,
2,
10,
4
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -50.00%",
"予測される変化率: [カラム_0] 予測される変化率: -20.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.01倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 32個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の6番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -50.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -20.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.01 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 32",
"First turning point: [column_0] First turning point: at data point 6 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
50,
21,
2,
2,
7,
16,
54,
174,
549,
462,
493,
541,
734,
832,
527,
433,
437,
588,
348,
234,
269,
217,
157,
72,
35,
13,
9,
3,
6,
20,
61,
174,
628,
478,
536,
633,
1014,
935,
483,
605,
510,
539,
413,
409,
215,
234,
215,
130,
38,
33,
12,
35,
2,
21,
55,
249,
637,
515,
520,
505,
798,
838,
574,
500,
415,
642,
385,
380,
290,
286,
315,
142,
40,
34,
23,
9,
3,
27,
59,
179,
585,
528,
496,
524,
862,
922,
616,
445,
408,
597,
510,
448,
275,
269,
367,
228,
113,
101,
63,
36,
29,
18,
33,
69,
68,
148,
161,
259,
273,
359,
266,
230,
355,
247,
302,
405,
291,
273,
379,
201,
127,
77,
41,
24,
22,
16,
8,
26,
56,
99,
195,
181,
260,
266,
292,
272,
393,
233,
249,
321,
262,
183,
179,
112,
64,
45,
34,
9,
12,
12,
15,
23,
56,
108,
216,
244,
318,
201,
245,
184,
169,
133,
160,
144,
153,
97,
99,
41,
25,
6,
3,
0,
2,
18,
49,
177,
622,
474,
486,
502,
818,
794,
465,
441,
464,
538,
356,
232,
273,
149,
129,
52,
27,
13,
3,
1,
3,
27,
57,
213,
652,
535,
551,
592,
1012,
915,
554,
664,
448,
530,
359,
413,
231,
161,
253,
88,
20,
18,
4,
0,
3,
24,
60,
216,
653,
564,
557,
552,
901,
903,
497,
555,
420,
564,
450,
376,
210,
179,
242,
100,
40,
35,
16,
8,
5,
19,
49,
220,
640,
523,
602,
589,
969,
881,
626,
504,
485,
674,
477,
421,
340,
260,
352,
156,
83,
62,
38,
37,
13,
11,
21,
38,
83,
157,
166,
213,
229,
427,
278,
248,
355,
301,
350,
444,
236,
186,
304,
197,
81,
74,
32,
31,
9,
9,
22,
29,
73,
109,
161,
232,
190,
207,
239,
239,
373,
181,
159,
228,
151,
84,
64,
41,
38,
17,
9,
4,
8,
29,
48,
184,
653,
512,
565,
456,
850,
832,
528,
445,
394,
441,
289,
178,
189,
113,
69,
84,
26,
10,
7,
4,
2,
19,
57,
206,
692,
583,
576,
496,
866,
906,
610,
549,
435,
552,
416,
283,
237,
223,
128,
51,
38,
8,
6,
6,
5,
19,
54,
216,
735,
579,
602,
628,
1058,
887,
488,
628,
388,
557,
452,
474,
165,
208,
274,
94,
38,
16,
14,
4,
5,
22,
63,
216,
754,
628,
612,
659,
1019,
995,
629,
618,
468,
585,
463,
504,
228,
202,
329,
94,
68,
42,
14,
7,
4,
15,
48,
209,
703,
589,
482,
545,
1114,
981,
588,
484,
447,
714,
466,
435,
280,
239,
434,
263,
97,
65,
28,
23,
16,
10,
29,
59,
79,
125,
182,
208,
328,
413,
289,
274,
306,
275,
288,
363,
226,
248,
424,
243,
154,
97,
39,
10,
31,
20,
27,
41,
73,
101,
166,
206,
246,
243,
216,
280,
471,
218,
212,
359,
222,
142,
99,
50,
41,
11,
0,
4,
7,
16,
49,
185,
781,
575,
647,
562,
1163,
1072,
645,
587,
500,
502,
313,
189,
164,
113,
96,
42,
48,
24,
1,
5,
8,
23,
63,
206
] |
[
742,
600,
577,
471,
1009,
1159,
636,
698,
527,
575,
315,
279,
188,
199,
122,
75,
49,
21,
3,
4,
4,
20,
73,
244,
830,
638,
614,
556,
1142,
1035,
629,
643,
497,
577,
368,
322,
221,
196,
131,
67,
53,
7,
9,
2,
4,
22,
62,
239,
789,
616,
687,
569,
954,
1069,
688,
649,
513,
610,
359,
283,
268,
197,
162,
94,
41,
5,
12,
16,
2,
15,
52,
206,
653,
668,
525,
524,
1064,
932,
586,
609,
503,
608,
468,
415,
223,
177,
273,
168,
80,
71,
32,
30,
18,
11,
12,
46
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 312.00%",
"予測される変化率: [カラム_0] 予測される変化率: -93.80%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.93倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 40個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 312.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -93.80%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.93 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 40",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
77,
182,
363,
436,
282,
417,
316,
299,
217,
294,
311,
353,
300,
238,
440,
326,
137,
106,
43,
31,
18,
21,
12,
36,
62,
114,
273,
215,
279,
329,
310,
264,
229,
175,
216,
161,
135,
153,
69,
56,
28,
23,
17,
5,
14,
39,
47,
232,
747,
590,
655,
410,
956,
970,
562,
519,
467,
519,
351,
232,
183,
154,
119,
48,
36,
5,
12,
3,
2,
17,
62,
249,
805,
591,
640,
513,
907,
906,
515,
547,
458,
521,
358,
214,
161,
186,
121,
68,
20,
6,
8,
5,
2,
15,
60,
215,
743,
584,
644,
581,
1013,
946,
523,
633,
470,
571,
406,
290,
251,
196,
161,
121,
49,
26,
3,
7,
8,
25,
58,
203,
599,
505,
547,
522,
1020,
1085,
596,
527,
433,
575,
376,
346,
206,
212,
146,
90,
78,
16,
13,
8,
5,
21,
56,
233,
722,
533,
515,
413,
911,
1040,
591,
596,
510,
622,
517,
393,
325,
298,
279,
199,
137,
61,
42,
21,
10,
17,
26,
67,
221,
150,
211,
278,
317,
260,
238,
325,
429,
331,
376,
581,
527,
840,
1026,
1095,
818,
726,
374,
213,
137,
145,
116,
68,
80,
147,
254,
302,
395,
399,
297,
314,
281,
270,
190,
240,
207,
154,
241,
133,
58,
24,
11,
7,
21,
33,
56,
216,
735,
592,
509,
478,
1008,
720,
611,
621,
684,
596,
373,
309,
231,
134,
94,
95,
42,
10,
11,
8,
10,
24,
67,
262,
900,
653,
698,
583,
982,
1071,
595,
721,
721,
566,
634,
425,
208,
211,
153,
121
] |
[
35,
21,
11,
2,
6,
135,
257,
266,
784,
597,
647,
541,
1056,
1016,
589,
669,
663,
554,
470,
348,
294,
209,
212,
106,
54,
12,
12,
3,
13,
26,
58,
240,
775,
577,
600,
528,
991,
1004,
600,
596,
587,
563,
506,
372,
280,
231,
239,
128,
52,
22,
21,
8,
11,
15,
57,
266,
680,
649,
538,
576,
1144,
989,
679,
601,
647,
707,
566,
419,
312,
314,
341,
188,
134,
52,
26,
23,
15,
11,
33,
53,
88,
123,
164,
189,
223,
326,
302,
243,
215,
260,
315,
295,
257,
239,
200,
157
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 57.14%",
"予測される変化率: [カラム_0] 予測される変化率: 348.57%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.87倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 30個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の4番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 57.14%",
"Forecasted change rate: [column_0] Forecasted change rate: 348.57%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.87 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 30",
"First turning point: [column_0] First turning point: at data point 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 30 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 30.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 94."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
105,
48,
29,
20,
15,
24,
9,
36,
126,
145,
175,
232,
281,
315,
256,
234,
199,
284,
219,
251,
183,
208,
172,
52,
54,
18,
6,
24,
20,
36,
48,
210,
666,
663,
586,
449,
864,
857,
555,
583,
521,
578,
328,
225,
178,
198,
111,
36,
23,
9,
0,
2,
6,
18,
51,
262,
674,
574,
562,
474,
1004,
903,
657,
552,
547,
566,
358,
232,
199,
205,
118,
68,
35,
17,
7,
2,
2,
28,
92,
266,
721,
640,
791,
610,
1233,
1050,
645,
789,
662,
599,
495,
619,
221,
190,
428,
76,
38,
26,
12,
11,
10,
27,
57,
235,
713,
709,
584,
467,
850,
1015,
681,
621,
539,
579,
507,
477,
254,
232,
388,
135,
42,
31,
11,
17,
16,
20,
41,
220,
612,
553,
451,
460,
874,
811,
498,
538,
551,
616,
466,
556,
236,
252,
414,
181,
105,
79,
19,
5,
19,
23,
12,
34,
60,
136,
166,
266,
368,
568,
233,
250,
509,
312,
344,
471,
233,
261,
498,
201,
118,
52,
29,
28,
16,
14,
8,
34,
58,
114,
206,
344,
644,
322,
285,
589,
289,
435,
268,
272,
422,
227,
199,
161,
72,
27,
24,
7,
12,
13,
15,
31,
73,
124,
136,
212,
200,
254,
254,
282,
200,
217,
197,
149,
135,
153,
90,
58,
24,
9,
2,
10,
10,
16,
44,
209,
712,
588,
611,
539,
984,
1054,
639,
631,
475,
508,
391,
244,
250,
162,
101,
36,
22,
9,
3,
2,
3,
31,
72,
244,
766,
636,
736,
617,
1282,
1122,
591,
795,
557,
660,
513,
528,
197,
225,
393,
110,
19,
19,
9,
2,
8,
14,
54,
266,
803,
587,
575,
514,
1023,
962,
573,
635,
461,
641,
533,
506,
227,
220,
370,
119,
41,
17,
3,
7,
4,
18,
47,
221,
665,
558,
563,
489,
962,
1120,
605,
580,
593,
735,
629,
610,
360,
287,
476,
211,
153,
41,
19,
10,
18,
16,
26,
61,
105,
164,
221,
186,
322,
574,
297,
282,
431,
320,
378,
505,
288,
222,
455,
185,
115,
60,
30,
17,
14,
26,
24,
30,
67,
94,
231,
363,
574,
263,
248,
444,
263,
492,
252,
228,
434,
147,
92,
51,
13,
14,
6,
18,
6,
22,
62,
208,
677,
641,
702,
576,
939,
1028,
666,
558,
481,
483,
366,
205,
193,
177,
118,
34,
19,
4,
2,
5,
2,
19,
59,
203,
725,
522,
725,
545,
1040,
1003,
588,
673,
461,
449,
385,
255,
222,
178,
114,
61,
37,
13,
5,
6,
9,
23,
48,
224,
691,
590,
593,
628,
1260,
1047,
621,
716,
451,
562,
432,
418,
201,
159,
339,
107,
44,
19,
1,
6,
4,
16,
78,
243,
644,
656,
596,
466,
921,
1016,
602,
593,
523,
642,
575,
493,
245,
212,
442,
199,
56,
35,
5,
3,
6,
43,
63,
314,
684,
619,
583,
608,
967,
913,
612,
660,
591,
754,
591,
517,
331,
344,
540,
213,
108,
51,
37,
25,
10,
20,
24,
62,
94,
169,
160,
201,
292,
558,
279,
231,
572,
323,
410,
551,
300,
295,
461,
214,
126,
85,
50,
29,
16,
26,
25,
39
] |
[
89,
167,
210,
379,
581,
342,
281,
468,
326,
391,
235,
242,
354,
187,
144,
102,
46,
15,
76,
11,
17,
17,
48,
221,
590,
610,
632,
664,
892,
953,
613,
562,
466,
501,
332,
245,
152,
155,
117,
33,
25,
14,
9,
1,
5,
16,
75,
253,
774,
724,
650,
651,
1113,
1115,
643,
761,
616,
574,
395,
220,
223,
157,
110,
75,
16,
8,
1,
2,
5,
26,
69,
274,
881,
788,
1100,
936,
1428,
1321,
828,
1034,
757,
727,
481,
473,
242,
145,
407,
133,
28,
28,
6,
0,
4,
31,
67,
275
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -62.86%",
"予測される変化率: [カラム_0] 予測される変化率: 208.99%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.94倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 34個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の5番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -62.86%",
"Forecasted change rate: [column_0] Forecasted change rate: 208.99%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.94 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 34",
"First turning point: [column_0] First turning point: at data point 5 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 38 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 38.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
802,
865,
883,
732,
1098,
1143,
814,
724,
685,
719,
583,
551,
245,
229,
432,
113,
35,
21,
8,
3,
2,
38,
51,
249,
716,
827,
898,
823,
1268,
1114,
839,
733,
772,
830,
708,
709,
408,
350,
540,
240,
137,
82,
33,
19,
5,
9,
33,
73,
203,
313,
449,
574,
651,
867,
611,
473,
632,
614,
454,
585,
312,
272,
505,
256,
163,
69,
44,
34,
22,
16,
20,
46,
129,
278,
503,
679,
967,
651,
581,
770,
410,
477,
254,
205,
347,
242,
393,
131,
49,
29,
15,
6,
15,
27,
59,
191,
662,
651,
626,
566,
1010,
1121,
754,
691,
681,
593,
431,
368,
205,
197,
176,
77,
36,
13,
25,
7,
2,
28,
41,
225,
781,
672,
662,
750,
1154,
1146,
737,
634
] |
[
771,
551,
485,
362,
266,
253,
185,
86,
34,
13,
12,
6,
7,
22,
57,
182,
636,
564,
682,
689,
1232,
1084,
635,
784,
556,
592,
522,
483,
255,
196,
368,
123,
33,
20,
5,
9,
3,
24,
62,
251,
718,
586,
596,
513,
923,
958,
720,
522,
673,
733,
670,
531,
312,
247,
547,
221,
108,
56,
38,
24,
6,
10,
12,
21,
45,
73,
112,
168,
174,
195,
219,
250,
239,
298,
411,
508,
309,
276,
399,
126,
52,
29,
26,
6,
8,
8,
19,
46,
68,
152,
214,
301,
342,
514,
263,
357
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -20.95%",
"予測される変化率: [カラム_0] 予測される変化率: -53.70%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.87倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 32個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -20.95%",
"Forecasted change rate: [column_0] Forecasted change rate: -53.70%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.87 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 32",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 60 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 48 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 60.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 48."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
467,
322,
397,
508,
296,
305,
504,
233,
174,
77,
41,
27,
11,
19,
22,
31,
80,
173,
171,
340,
532,
285,
274,
444,
362,
490,
331,
266,
440,
252,
164,
113,
71,
31,
29,
14,
5,
13,
11,
48,
61,
119,
179,
207,
291,
307,
277,
198,
235,
214,
315,
241,
171,
173,
146,
56,
56,
5,
13,
4,
5,
25,
63,
202,
658,
646,
616,
566,
984,
879,
509,
701,
532,
511,
313,
222,
172,
157,
108,
46,
40,
4,
1,
6,
3,
21,
50,
204,
705,
641,
637,
793,
1242,
1114,
609,
810,
621,
622,
530,
467,
237,
217,
448,
85,
24,
5,
10,
2,
12,
27,
88,
287,
678,
622,
570,
582,
993,
955,
666,
573,
514,
672,
511,
521,
282,
240,
388,
104
] |
[
28,
19,
4,
6,
13,
20,
59,
239,
681,
655,
554,
620,
1075,
1044,
672,
537,
610,
843,
637,
579,
316,
323,
477,
159,
102,
47,
14,
25,
16,
7,
26,
31,
107,
175,
230,
249,
324,
553,
249,
265,
551,
413,
518,
610,
315,
272,
460,
243,
117,
82,
49,
21,
11,
20,
18,
37,
98,
129,
246,
326,
612,
362,
293,
412,
268,
339,
275,
229,
338,
141,
114,
57,
45,
16,
16,
1,
9,
28,
55,
245,
697,
593,
692,
493,
999,
1009,
643,
680,
598,
579,
385,
277,
190,
132,
111,
40
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: -77.73%",
"予測される変化率: [カラム_0] 予測される変化率: 42.86%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.91倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から横ばいへ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 36個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の3番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: -77.73%",
"Forecasted change rate: [column_0] Forecasted change rate: 42.86%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.91 times the mean)",
"Trend: [column_0] Trend change: from upward to stable",
"Turning points: [column_0] Turning points in forecast period: 36",
"First turning point: [column_0] First turning point: at data point 3 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 36 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 64 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 36.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 64."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
21,
13,
10,
0,
6,
21,
70,
217,
758,
622,
792,
514,
945,
930,
571,
646,
531,
557,
380,
303,
204,
181,
115,
58,
29,
14,
7,
0,
4,
16,
63,
244,
715,
633,
707,
765,
1222,
1154,
599,
793,
652,
616,
510,
452,
231,
191,
327,
83,
51,
19,
6,
0,
3,
25,
64,
254,
760,
680,
759,
660,
1155,
1133,
728,
613,
622,
745,
656,
481,
267,
213,
338,
118,
48,
20,
8,
3,
3,
15,
65,
292,
748,
666,
602,
737,
1165,
991,
732,
705,
838,
843,
608,
538,
310,
301,
532,
291,
114,
47,
26,
8,
17,
16,
29,
44,
93,
185,
266,
259,
356,
568,
310,
340,
493,
350,
460,
539,
247,
253,
524,
215,
113,
65,
51,
12,
10,
16,
16,
40,
67,
119,
241,
334,
510,
233,
331,
447,
300,
340,
250,
179,
316,
148,
94,
47,
12,
9,
15,
0,
11,
18,
45,
209,
661,
660,
620,
421,
897,
999,
491,
629,
546,
591,
417,
248,
171,
96,
90,
71,
23,
6,
2,
2,
2,
24,
44,
242,
761,
665,
671,
582,
1015,
1058,
594,
586,
589,
587,
353,
244,
147,
169,
101,
44,
22,
6,
4,
4,
5,
24,
56,
232,
733,
668,
722,
719,
1169,
938,
677,
729,
576,
542,
470,
359,
181,
129,
272,
59,
10,
9,
4,
2,
3,
17,
70,
248,
713,
581,
616,
554,
1006,
1156,
675,
642,
519,
533,
402,
305,
255,
154,
285,
96,
30,
22,
16,
2,
4,
27,
60,
214,
656,
601,
555,
695,
1066,
914,
601,
593,
520,
671,
506,
433,
307,
278,
454,
231,
105,
48,
30,
37,
1,
34,
24,
69,
126,
131,
221,
380,
493,
578,
219,
213,
395,
438,
358,
426,
237,
191,
352,
165,
116,
42,
25,
22,
4,
24,
6,
29,
50,
99,
172,
259,
533,
200,
226,
373,
273,
387,
181,
144,
303,
107,
75,
44,
21,
5,
6,
9,
12,
22,
53,
203,
583,
508,
655,
405,
888,
871,
537,
535,
509,
420,
289,
214,
157,
93,
71,
35,
9,
9,
4,
7,
1,
24,
59,
215,
779,
630,
787,
570,
1015,
1018,
641,
587,
569,
562,
378,
275,
160,
139,
112,
57,
22,
15,
4,
6,
2,
15,
70,
244,
749,
634,
796,
762,
1347,
1041,
673,
782,
586,
570,
509,
440,
212,
126,
287,
63,
21,
15,
0,
3,
3,
26,
53,
247,
731,
654,
604,
556,
1088,
1097,
630,
589,
521,
694,
470,
401,
227,
177,
341,
84,
45,
18,
13,
2,
9,
32,
54,
241,
650,
660,
659,
631,
1095,
990,
746,
616,
712,
777,
633,
528,
242,
255,
574,
297,
88,
48,
23,
22,
12,
12,
19,
38,
122,
220,
434,
360,
551,
802,
487,
633,
646,
432,
376,
473,
233,
200,
398,
169,
88,
49,
45,
20,
16,
17,
26,
25,
74,
169,
265,
356,
679,
358,
299,
568,
326,
432,
218,
213,
365,
129,
108,
41,
21,
7,
4,
1,
4,
24,
46,
224,
652,
561,
575,
592,
873,
942,
555,
571,
441,
449,
306,
222,
131,
125,
54,
24,
17,
3,
4,
1,
2,
21,
61,
246
] |
[
785,
587,
757,
596,
995,
954,
583,
641,
529,
595,
348,
259,
177,
160,
83,
54,
24,
14,
4,
2,
9,
26,
69,
244,
763,
716,
663,
798,
1419,
1079,
604,
935,
509,
569,
460,
427,
211,
157,
343,
72,
44,
12,
0,
1,
5,
29,
70,
253,
722,
611,
665,
586,
891,
1016,
551,
542,
502,
584,
538,
504,
214,
183,
434,
128,
41,
15,
10,
3,
1,
19,
63,
227,
631,
687,
552,
622,
1015,
1091,
596,
678,
605,
715,
592,
567,
289,
248,
653,
197,
116,
59,
34,
16,
21,
10,
38,
36
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 1071.43%",
"予測される変化率: [カラム_0] 予測される変化率: -95.41%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.92倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 43個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 1071.43%",
"Forecasted change rate: [column_0] Forecasted change rate: -95.41%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.92 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 43",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
80,
127,
180,
268,
313,
538,
263,
305,
489,
291,
366,
462,
206,
141,
412,
185,
111,
53,
38,
15,
8,
20,
5,
28,
87,
113,
172,
273,
509,
310,
276,
477,
270,
432,
203,
128,
404,
115,
94,
39,
20,
8,
4,
2,
4,
23,
40,
189,
569,
595,
564,
531,
912,
887,
498,
524,
466,
499,
250,
232,
133,
147,
87,
58,
21,
2,
0,
4,
6,
18,
79,
216,
661,
689,
709,
510,
962,
1054,
637,
603,
574,
618,
560,
179,
157,
382,
97,
39,
30,
8,
6,
7,
2,
22,
79,
250,
727,
644,
744,
757,
1288,
943,
675,
816,
560,
556,
501,
483,
207,
142,
387,
89,
27,
14,
10,
5,
7,
27,
67,
196,
620,
644,
523,
553,
977,
951,
603,
545,
506,
529,
427,
469,
214,
165,
408,
94,
21,
17,
11,
4,
3,
24,
54,
227,
691,
641,
643,
614,
1005,
1041,
602,
618,
650,
741,
583,
524,
255,
268,
417,
212,
97,
59,
27,
20,
26,
12,
23,
57,
169,
235,
337,
375,
380,
620,
266,
279,
506,
385,
374,
500,
262,
229,
450,
250,
112,
66,
52,
34,
22,
21,
11,
22,
83,
142,
236,
355,
607,
304,
299,
530,
213,
219,
238,
217,
126,
88,
85,
44,
29,
14,
6,
11,
8,
21,
61,
245,
704,
591,
603,
703,
1002,
974,
591,
604,
474,
511,
313,
240,
155,
108,
88,
49,
26,
8,
10,
3,
3,
26,
60,
274,
775,
703,
741,
724,
904,
1100,
563,
658,
557,
482,
323,
257,
196,
183,
104,
80,
34,
18,
5,
4,
7,
22,
56,
251,
704,
599,
664,
596,
996,
1006,
642,
838,
550,
591,
347,
290,
185,
151,
111,
74,
22,
16,
10,
5,
2,
23,
62,
238,
699,
571,
567,
579,
943,
920,
562,
522,
468,
544,
347,
295,
172,
135,
129,
95,
34,
8,
7,
5,
12,
28,
54,
214,
707,
638,
519,
754,
1150,
974,
652,
545,
584,
796,
684,
422,
295,
212,
241,
275,
116,
48,
19,
12,
20,
9,
11,
55,
92,
190,
252,
486,
421,
335,
299,
269,
287,
682,
520,
381,
227,
275,
366,
239,
173,
61,
17,
22,
17,
25,
10,
43,
82,
168,
215,
392,
368,
296,
263,
230,
222,
301,
311,
189,
109,
127,
76,
51,
38,
13,
4,
3,
7,
19,
50,
216,
721,
569,
738,
480,
955,
998,
615,
655,
477,
427,
308,
221,
117,
121,
92,
78,
11,
7,
12,
4,
11,
34,
64,
273,
770,
695,
647,
610,
1058,
992,
584,
606,
496,
534,
365,
193,
161,
131,
115,
68,
17,
6,
7,
3,
1,
27,
55,
229,
754,
598,
761,
704,
1239,
917,
595,
750,
463,
573,
442,
423,
230,
144,
353,
78,
13,
9,
6,
11,
3,
21,
61,
214,
691,
538,
583,
568,
1057,
1027,
555,
530,
549,
600,
480,
417,
210,
188,
371,
80,
24,
24,
13,
9,
5,
20,
76,
248,
672,
659,
646,
694,
1122,
1020,
642,
601,
569,
681,
680,
522,
255,
255,
480,
181,
104,
59,
41,
19,
11,
18,
13,
56,
154,
186,
332,
363,
566,
623,
429,
425
] |
[
461,
451,
407,
454,
221,
183,
548,
210,
98,
78,
40,
24,
19,
12,
19,
45,
66,
142,
186,
206,
247,
266,
300,
232,
243,
432,
190,
115,
280,
170,
66,
41,
31,
24,
4,
4,
7,
28,
68,
234,
687,
585,
663,
665,
939,
935,
564,
601,
454,
523,
277,
234,
116,
137,
68,
57,
18,
17,
7,
3,
3,
33,
65,
226,
728,
659,
750,
736,
1144,
1003,
574,
683,
597,
512,
349,
238,
144,
151,
114,
50,
15,
11,
7,
1,
2,
15,
68,
226,
757,
645,
702,
860,
1251,
1074,
611,
830
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 431.25%",
"予測される変化率: [カラム_0] 予測される変化率: 80.04%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.93倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 34個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 431.25%",
"Forecasted change rate: [column_0] Forecasted change rate: 80.04%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.93 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 34",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 38 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 96 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 38.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 96.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
575,
621,
390,
334,
138,
138,
246,
113,
35,
11,
11,
9,
6,
39,
72,
225,
688,
594,
637,
621,
984,
1126,
502,
485,
532,
527,
450,
361,
165,
121,
254,
82,
14,
12,
3,
3,
6,
18,
34,
190,
607,
609,
658,
537,
1124,
1007,
622,
651,
563,
577,
487,
426,
197,
237,
347,
160,
86,
41,
22,
20,
15,
14,
26,
46,
105,
143,
191,
291,
380,
515,
261,
293,
519,
374,
461,
394,
267,
221,
388,
186,
71,
49,
36,
18,
25,
23,
40,
45,
76,
147,
220,
275,
304,
398,
445,
282,
243,
393,
226,
252,
218,
147,
123,
90,
52,
19,
12,
3,
8,
10,
6,
29,
89,
116,
162,
233,
279,
257,
227,
186,
181,
137,
277,
152,
138,
94,
54,
43,
14,
1,
2,
2,
2,
20,
55,
296,
725,
587,
626,
731,
1127,
1032,
506,
779,
568,
532,
365,
166,
126,
111,
76,
41,
20,
5,
6,
10,
3,
15,
89,
332,
690,
696,
619,
827,
1378,
1050,
639,
795,
633,
615,
389,
301,
202,
143,
203,
63,
25,
10,
4,
4,
3,
17,
101,
361,
834,
599,
545,
766,
981,
1067,
745,
665,
519,
673,
514,
366,
191,
149,
234,
75,
31,
14,
9,
7,
7,
17,
58,
293,
758,
558,
570,
639,
1118,
1013,
589,
537,
571,
640,
542,
311,
185,
183,
315,
163,
40,
43,
23,
10,
12,
24,
17,
50,
61,
126,
377,
282,
373,
431,
318,
442,
356,
289,
356,
385,
213,
147,
299,
166,
94,
48,
34,
30,
18,
14,
15,
50
] |
[
54,
148,
169,
222,
341,
295,
406,
208,
231,
335,
149,
141,
83,
103,
51,
40,
19,
4,
6,
1,
12,
26,
52,
247,
700,
479,
568,
632,
1035,
1028,
517,
482,
528,
463,
357,
173,
97,
89,
62,
30,
26,
2,
11,
5,
4,
21,
76,
259,
791,
636,
590,
800,
971,
937,
595,
712,
491,
495,
349,
200,
173,
139,
90,
35,
18,
3,
1,
2,
6,
19,
69,
232,
710,
682,
566,
690,
1104,
1006,
599,
767,
573,
675,
497,
280,
136,
117,
321,
173,
68,
16,
6,
9,
4,
20,
63,
293
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -91.30%",
"予測される変化率: [カラム_0] 予測される変化率: 442.59%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.00倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 38個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の5番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -91.30%",
"Forecasted change rate: [column_0] Forecasted change rate: 442.59%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.00 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 38",
"First turning point: [column_0] First turning point: at data point 5 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 36 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 36.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 94."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
782,
734,
609,
651,
971,
965,
607,
604,
535,
585,
487,
383,
166,
104,
235,
78,
41,
4,
6,
6,
2,
25,
57,
265,
726,
567,
529,
581,
992,
939,
610,
553,
537,
711,
558,
369,
254,
221,
400,
203,
125,
36,
27,
14,
16,
8,
21,
110,
319,
242,
370,
345,
496,
464,
338,
388,
455,
322,
387,
455,
198,
146,
274,
124,
84,
43,
33,
15,
5,
27,
18,
84,
292,
165,
239,
427,
528,
335,
457,
273,
208,
350,
213,
122,
83,
108,
96,
41,
23,
2,
0,
3,
8,
22,
59,
262,
750,
501,
684,
620,
880,
834,
698,
507,
503,
457,
298,
297,
101,
101,
62,
35,
10,
10,
8,
0,
6,
18,
56,
261,
785,
616,
606,
797,
1065,
955,
585,
822,
489,
526,
366,
355,
184,
134,
77,
61,
18,
3,
3,
4,
2,
22,
71,
284,
811,
571,
681,
750,
1300,
950,
697,
690,
535,
542,
445,
425,
225,
113,
287,
59,
29,
4,
3,
7,
16,
25,
76,
271,
798,
592,
698,
619,
1043,
957,
654,
616,
501,
580,
477,
389,
211,
156,
285,
94,
41,
14,
6,
4,
3,
14,
54,
266,
608,
522,
504,
660,
1042,
942,
566,
558,
685,
635,
605,
420,
272,
196,
382,
154,
129,
37,
19,
19,
13,
10,
51,
96,
208,
222,
261,
337,
353,
389,
285,
309,
370,
298,
352,
382,
226,
216,
345,
176,
107,
47,
44,
62,
14,
20,
7,
41,
43,
138,
135,
196,
252,
248,
335,
174,
222,
262,
199,
167,
97,
106,
60,
54,
14,
6,
0,
2,
6,
23,
60,
183,
662,
475,
435,
449,
829,
847,
518,
559,
477,
508,
263,
177,
148,
125,
46,
68,
15,
6,
5,
1,
1,
23,
48,
242,
638,
534,
510,
721,
1206,
926,
509,
695,
464,
477,
344,
229,
147,
148,
99,
54,
19,
11,
0,
4,
9,
11,
56,
215,
627,
524,
553,
685,
1188,
902,
662,
641,
426,
536,
422,
360,
215,
163,
275,
82,
32,
0,
2,
3,
5,
12,
58,
234,
604,
469,
462,
593,
908,
942,
485,
539,
442,
567,
440,
348,
167,
158,
287,
90,
31,
18,
3,
1,
3,
15,
56,
184,
562,
482,
421,
509,
874,
927,
530,
546,
480,
681,
561,
452,
226,
277,
463,
248,
102,
29,
17,
3,
1,
24,
12,
30,
56,
166,
244,
285,
364,
508,
344,
206,
387,
262,
311,
354,
174,
180,
340,
181,
85,
46,
29,
20,
17,
91,
43,
33,
86,
156,
237,
248,
339,
345,
501,
247,
317,
346,
215,
189,
120,
83,
56,
48,
27,
7,
8,
7,
10,
9,
71,
184,
705,
468,
409,
384,
708,
671,
445,
472,
383,
463,
245,
232,
117,
88,
66,
39,
6,
5,
0,
0,
9,
15,
62,
179,
629,
488,
496,
534,
1163,
945,
522,
609,
475,
531,
374,
214,
174,
128,
82,
51,
26,
11,
6,
2,
3,
11,
75,
192,
601,
507,
514,
673,
1247,
933,
584,
763,
476,
530,
432,
304,
192,
128,
251,
47,
23,
9,
4,
7,
8,
12,
79,
188,
592,
453,
482,
468,
916,
904,
495,
413
] |
[
437,
540,
420,
285,
137,
171,
251,
93,
29,
14,
5,
2,
4,
9,
58,
220,
594,
437,
406,
499,
895,
902,
569,
407,
481,
700,
517,
417,
280,
241,
397,
150,
78,
59,
30,
20,
12,
13,
15,
55,
67,
117,
197,
267,
432,
435,
225,
248,
408,
370,
352,
372,
218,
143,
361,
135,
61,
51,
17,
28,
17,
16,
10,
30,
86,
105,
239,
210,
231,
232,
302,
138,
91,
255,
112,
98,
107,
62,
47,
29,
6,
5,
0,
1,
5,
17,
57,
188,
601,
538,
474,
434,
887,
719,
520,
472
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -47.19%",
"予測される変化率: [カラム_0] 予測される変化率: 8.01%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.94倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 33個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -47.19%",
"Forecasted change rate: [column_0] Forecasted change rate: 8.01%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.94 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 33",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
397,
540,
235,
142,
115,
94,
67,
39,
11,
3,
4,
4,
10,
16,
73,
230,
647,
567,
600,
517,
1051,
904,
548,
678,
443,
548,
346,
219,
146,
111,
72,
32,
15,
20,
1,
3,
13,
15,
65,
234,
668,
562,
626,
694,
1228,
950,
620,
776,
541,
615,
434,
295,
160,
146,
262,
49,
27,
3,
10,
2,
4,
13,
65,
209,
675,
541,
617,
544,
916,
838,
593,
580,
555,
588,
427,
335,
160,
126,
248,
91,
23,
10,
0,
6,
5,
17,
51,
217,
605,
539,
535,
485,
825,
916,
665,
554,
565,
650,
610,
494,
308,
245,
372,
143,
75,
57,
24,
15,
7,
18,
20,
51,
119,
195,
285,
495,
668,
802,
565,
449,
539,
450,
485,
418,
169,
498,
390,
179
] |
[
107,
57,
27,
9,
6,
24,
18,
40,
62,
155,
281,
502,
630,
449,
365,
506,
277,
235,
238,
198,
171,
138,
64,
62,
30,
19,
21,
3,
6,
21,
57,
202,
698,
570,
588,
587,
1032,
974,
569,
672,
463,
529,
296,
223,
116,
141,
72,
42,
15,
3,
3,
3,
3,
12,
61,
193,
637,
585,
612,
599,
1130,
965,
526,
558,
481,
543,
291,
228,
153,
123,
162,
50,
29,
9,
1,
4,
3,
16,
44,
226,
637,
574,
649,
529,
1092,
1046,
559,
676,
481,
562,
376,
222,
224,
118,
95,
72
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -54.91%",
"予測される変化率: [カラム_0] 予測される変化率: -32.71%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.92倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 47個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の5番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -54.91%",
"Forecasted change rate: [column_0] Forecasted change rate: -32.71%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.92 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 47",
"First turning point: [column_0] First turning point: at data point 5 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 64 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 64."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
26,
5,
7,
2,
8,
15,
75,
235,
728,
548,
559,
567,
1051,
1047,
599,
522,
473,
581,
367,
242,
229,
168,
127,
75,
32,
4,
9,
8,
4,
16,
71,
192,
746,
557,
592,
484,
922,
997,
609,
542,
535,
832,
978,
579,
360,
267,
646,
197,
107,
44,
23,
14,
8,
13,
19,
33,
93,
252,
269,
338,
468,
466,
513,
502,
232,
237,
279,
277,
249,
197,
192,
179,
92,
56,
15,
8,
3,
25,
107,
67,
58,
166,
252,
380,
446,
514,
515,
332,
251,
209,
167,
132,
118,
104,
77,
57,
11,
6,
8,
3,
11,
20,
71,
214,
753,
581,
617,
587,
989,
944,
659,
603,
530,
489,
335,
183,
154,
101,
82,
29,
19,
2,
0,
2,
6,
22,
62,
227,
722,
576,
556,
584,
963,
998,
613,
580,
575,
619,
291,
196,
199,
115,
95,
75,
28,
13,
1,
1,
3,
24,
56,
244,
764,
647,
627,
599,
1054,
999,
597,
741,
568,
627,
400,
238,
246,
141,
118,
73,
33,
32,
40,
26,
5,
22,
62,
258,
803,
670,
595,
455,
1010,
921,
531,
547,
433,
572,
375,
207,
171,
124,
91,
67,
20,
6,
8,
7,
7,
25,
53,
264,
747,
682,
676,
709,
1068,
1021,
720,
586,
554,
860,
854,
722,
427,
284,
274,
196,
63,
54,
21,
13,
5,
12,
24,
68,
166,
160,
250,
307,
353,
267,
246,
368,
284,
276,
389,
286,
246,
194,
161,
179,
79,
38,
32,
10,
9,
9,
19,
36,
95,
120,
156,
219,
272,
263,
281,
274
] |
[
172,
186,
177,
146,
145,
120,
85,
58,
28,
4,
13,
1,
8,
16,
49,
174,
670,
599,
744,
550,
999,
890,
641,
585,
484,
548,
318,
200,
184,
132,
85,
39,
15,
9,
7,
6,
3,
19,
70,
260,
773,
679,
615,
575,
1079,
979,
594,
642,
664,
508,
378,
213,
182,
140,
80,
52,
19,
6,
5,
3,
6,
19,
55,
237,
686,
606,
744,
609,
1085,
931,
681,
663,
519,
553,
466,
265,
215,
176,
127,
39,
35,
19,
1,
5,
4,
15,
74,
217,
707,
566,
634,
529,
926,
846,
548,
634
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 953.85%",
"予測される変化率: [カラム_0] 予測される変化率: 268.60%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.96倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 35個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 953.85%",
"Forecasted change rate: [column_0] Forecasted change rate: 268.60%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.96 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 35",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 38 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 68 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 38.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 68.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
384,
555,
405,
254,
221,
122,
130,
86,
20,
11,
8,
2,
4,
22,
58,
191,
692,
600,
578,
564,
942,
968,
610,
556,
573,
674,
599,
524,
479,
288,
226,
138,
60,
35,
26,
14,
8,
22,
30,
36,
103,
196,
217,
306,
399,
348,
261,
331,
254,
222,
338,
299,
278,
193,
204,
192,
87,
55,
24,
31,
22,
6,
22,
24,
72,
109,
196,
221,
230,
296,
277,
263,
223,
214,
183,
138,
178,
108,
84,
39,
34,
11,
8,
4,
7,
13,
52,
166,
669,
461,
698,
685,
1016,
1081,
580,
747,
494,
584,
290,
229,
175,
118,
100,
46,
15,
4,
2,
0,
4,
22,
59,
229,
707,
670,
621,
558,
1105,
899,
581,
578,
455,
522,
354,
205,
208,
107,
89,
41
] |
[
21,
2,
10,
2,
6,
12,
64,
206,
734,
607,
774,
582,
1010,
946,
555,
673,
546,
586,
359,
226,
253,
171,
87,
50,
34,
15,
2,
8,
6,
12,
65,
221,
731,
632,
670,
537,
1008,
992,
581,
583,
465,
591,
379,
294,
243,
144,
146,
64,
62,
15,
7,
7,
4,
18,
61,
214,
723,
544,
632,
603,
924,
844,
512,
553,
513,
760,
621,
476,
334,
316,
247,
150,
73,
49,
23,
19,
5,
17,
17,
67,
142,
250,
303,
311,
352,
336,
337,
571,
339,
313,
364,
322,
273,
193,
277,
234
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -89.32%",
"予測される変化率: [カラム_0] 予測される変化率: 1014.29%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.93倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 46個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -89.32%",
"Forecasted change rate: [column_0] Forecasted change rate: 1014.29%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.93 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 46",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 30 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 64 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 64 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 30.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 64.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 64."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
101,
53,
32,
8,
9,
15,
16,
31,
72,
139,
171,
189,
229,
224,
195,
230,
184,
193,
184,
139,
135,
107,
62,
51,
14,
12,
2,
2,
9,
13,
49,
201,
647,
554,
563,
593,
872,
936,
630,
620,
531,
514,
359,
164,
174,
84,
72,
44,
7,
4,
3,
3,
7,
10,
52,
210,
696,
618,
624,
534,
920,
1023,
610,
579,
514,
586,
334,
269,
207,
95,
108,
52,
15,
6,
4,
3,
3,
9,
55,
216,
738,
694,
797,
652,
1088,
1060,
615,
654,
593,
753,
472,
327,
233,
102,
124,
35,
24,
2,
3,
0,
8,
8,
72,
259,
722,
694,
640,
587,
993,
1013,
603,
603,
449,
608,
416,
324,
171,
163,
126,
61,
34,
10,
5,
7,
3,
19,
42,
222,
662,
543,
601,
611,
845,
914,
639,
626,
511,
762,
418,
406,
202,
151,
176,
108,
62,
37,
27,
18,
2,
36,
21,
54,
95,
249,
259,
440,
414,
326,
305,
340,
295,
327,
279,
359,
228,
221,
206,
220,
88,
60,
49,
15,
8,
13,
10,
25,
82,
138,
206,
189,
238,
228,
309,
259,
234,
231,
219,
174,
170,
136,
90,
50,
30,
8,
2,
1,
14,
17,
72,
226,
736,
537,
651,
528,
910,
985,
554,
580,
529,
487,
327,
201,
155,
111,
70,
36,
10,
1,
4,
5,
9,
26,
76,
237,
776,
573,
634,
745,
1098,
1043,
580,
634,
573,
708,
414,
254,
171,
132,
96,
53,
22,
15,
2,
8,
2,
14,
86,
258,
734,
575,
687,
658,
895,
1014,
653,
575,
577,
605,
364,
217,
204,
138,
118,
69,
37,
12,
6,
6,
8,
13,
77,
249,
698,
671,
668,
645,
861,
953,
546,
513,
421,
647,
363,
192,
146,
110,
117,
49,
33,
14,
7,
5,
6,
19,
57,
233,
704,
594,
641,
722,
1195,
1083,
692,
774,
657,
922,
599,
492,
378,
143,
282,
169,
79,
43,
33,
15,
14,
7,
27,
38,
104,
172,
237,
228,
287,
269,
264,
320,
217,
249,
243,
226,
189,
176,
204,
167,
135,
50,
31,
29,
14,
20,
27,
37,
66,
100,
149,
206,
188,
248,
210,
218,
163,
166,
189,
152,
105,
95,
49,
35,
18,
1,
4,
3,
5,
29,
65,
234,
678,
552,
562,
546,
870,
998,
507,
565,
476,
529,
290,
217,
144,
99,
76,
33,
15,
5,
0,
0,
2,
31,
79,
255,
759,
667,
696,
577,
1147,
1137,
619,
579,
483,
565,
395,
302,
163,
120,
81,
52,
24,
7,
5,
0,
7,
20,
74,
245,
823,
567,
674,
646,
1013,
841,
497,
564,
503,
620,
413,
327,
187,
138,
84,
46,
14,
7,
3,
1,
5,
8,
69,
233,
774,
601,
627,
504,
866,
949,
573,
553,
454,
590,
340,
211,
203,
137,
108,
52,
34,
22,
2,
20,
15,
26,
79,
293,
803,
592,
597,
660,
921,
965,
577,
515,
514,
667,
447,
345,
270,
207,
172,
98,
82,
30,
19,
15,
9,
10,
16,
54,
122,
229,
355,
373,
352,
363,
329,
295,
269,
276,
281,
384,
237,
183,
180,
162,
71,
36,
29,
14,
14,
9,
26,
27
] |
[
45,
127,
189,
243,
313,
318,
268,
217,
168,
218,
233,
174,
80,
110,
39,
41,
15,
5,
1,
1,
10,
30,
48,
185,
633,
525,
695,
475,
885,
856,
552,
598,
502,
706,
580,
360,
171,
117,
82,
53,
25,
4,
2,
5,
5,
26,
75,
207,
702,
563,
599,
675,
949,
1003,
573,
537,
481,
538,
374,
223,
126,
98,
76,
53,
20,
13,
5,
1,
7,
34,
74,
254,
865,
581,
666,
631,
1016,
1005,
726,
619,
473,
587,
430,
239,
157,
151,
99,
38,
30,
12,
4,
0,
6,
19,
68,
253
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -73.27%",
"予測される変化率: [カラム_0] 予測される変化率: 462.22%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.00倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 31個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の6番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -73.27%",
"Forecasted change rate: [column_0] Forecasted change rate: 462.22%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.00 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 31",
"First turning point: [column_0] First turning point: at data point 6 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 38 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 38.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
701,
647,
839,
729,
1129,
1008,
566,
582,
442,
539,
358,
259,
156,
135,
109,
54,
40,
16,
3,
9,
8,
23,
75,
223,
767,
683,
652,
643,
1046,
956,
659,
538,
530,
657,
442,
428,
323,
255,
228,
129,
75,
21,
22,
21,
10,
14,
33,
46,
85,
221,
261,
277,
268,
227,
241,
262,
282,
273,
292,
318,
192,
241,
286,
198,
74,
40,
44,
29,
24,
22,
35,
31,
109,
158,
192,
196,
238,
273,
316,
201,
187,
198,
316,
185,
168,
93,
74,
32,
10,
12,
8,
3,
7,
21,
53,
198,
679,
612,
578,
522,
1009,
1004,
605,
503,
471,
449,
322,
208,
137,
91,
72,
53,
19,
9,
5,
9,
1,
11,
89,
238,
764,
647,
660,
600,
1009,
1045,
522,
645,
549,
609,
369,
241,
233,
144,
75,
37,
14,
6,
8,
0,
2,
12,
73,
292,
884,
643,
754,
544,
961,
1031,
744,
535,
471,
507,
452,
254,
188,
164,
88,
56,
39,
11,
3,
0,
11,
13,
64,
271,
744,
505,
577,
395,
839,
856,
479,
525,
492,
496,
324,
211,
201,
142,
114,
57,
27,
8,
13,
3,
12,
18,
63,
210,
614,
556,
596,
494,
849,
823,
506,
467,
450,
567,
442,
320,
233,
179,
272,
167,
69,
31,
26,
18,
10,
15,
17,
50,
111,
211,
197,
224,
288,
280,
243,
255,
246,
233,
230,
286,
245,
212,
191,
135,
67,
39,
19,
13,
12,
12,
6,
34,
57,
102,
132,
164,
186,
297,
370,
311,
171,
174,
192,
122,
164,
144,
90,
39,
31,
15,
8,
6,
8,
13,
51,
191,
591,
507,
534,
497,
794,
926,
540,
466,
390,
459,
291,
202,
118,
78,
85,
35,
29,
5,
12,
4,
4,
21,
65,
233,
696,
521,
456,
500,
844,
834,
530,
556,
449,
554,
386,
223,
142,
103,
63,
38,
30,
12,
7,
4,
4,
22,
67,
223,
709,
545,
488,
507,
859,
859,
557,
517,
419,
622,
304,
230,
182,
149,
95,
45,
26,
12,
2,
5,
11,
20,
58,
208,
675,
571,
492,
478,
709,
735,
474,
446,
410,
491,
367,
232,
171,
139,
81,
57,
43,
14,
8,
7,
6,
16,
58,
222,
655,
466,
448,
541,
788,
914,
604,
544,
534,
587,
431,
445,
264,
197,
203,
120,
80,
34,
32,
17,
15,
7,
26,
38,
97,
126,
212,
224,
207,
234,
201,
286,
191,
238,
252,
244,
241,
167,
237,
204,
83,
54,
20,
18,
4,
12,
16,
37,
65,
123,
164,
155,
224,
201,
253,
188,
204,
182,
239,
135,
156,
131,
51,
48,
27,
6,
1,
4,
10,
19,
52,
220,
652,
441,
450,
497,
782,
766,
494,
423,
383,
474,
283,
177,
129,
125,
58,
48,
14,
2,
7,
10,
6,
15,
63,
247,
692,
560,
523,
460,
768,
843,
501,
518,
441,
476,
322,
248,
183,
139,
64,
49,
17,
15,
1,
2,
4,
17,
74,
238,
668,
476,
517,
499,
803,
824,
516,
424,
446,
520,
364,
275,
206,
152,
104,
59,
26,
9,
16,
5,
7,
13,
71,
261,
642,
521,
529,
577,
874,
880,
571,
563
] |
[
617,
697,
424,
334,
247,
187,
167,
87,
68,
27,
17,
11,
7,
7,
40,
50,
99,
154,
272,
652,
574,
360,
316,
241,
244,
274,
264,
231,
261,
240,
192,
116,
41,
55,
2,
12,
2,
16,
31,
40,
101,
195,
267,
333,
311,
275,
222,
217,
182,
232,
378,
211,
217,
163,
149,
94,
66,
37,
31,
19,
22,
19,
33,
52,
89,
165,
198,
227,
246,
243,
224,
210,
197,
210,
144,
151,
125,
71,
55,
43,
30,
7,
8,
10,
19,
40,
211,
660,
514,
585,
516,
824,
930,
480,
610,
412
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -19.69%",
"予測される変化率: [カラム_0] 予測される変化率: -33.23%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.97倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 32個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -19.69%",
"Forecasted change rate: [column_0] Forecasted change rate: -33.23%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.97 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 32",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 38 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 38.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
454,
330,
231,
158,
151,
74,
44,
15,
6,
10,
4,
5,
13,
62,
215,
701,
634,
609,
536,
819,
912,
540,
532,
463,
516,
257,
185,
200,
108,
80,
40,
20,
4,
7,
4,
6,
23,
49,
256,
741,
633,
650,
535,
902,
906,
511,
601,
475,
535,
364,
380,
187,
108,
102,
39,
28,
7,
6,
5,
6,
17,
48,
256,
709,
599,
598,
576,
952,
843,
573,
578,
410,
517,
352,
316,
166,
180,
117,
60,
24,
8,
8,
3,
6,
31,
45,
236,
703,
539,
582,
563,
938,
941,
546,
554,
537,
566,
390,
337,
223,
238,
240,
165,
99,
54,
28,
20,
12,
17,
14,
33,
96,
193,
201,
284,
237,
270,
305,
305,
208,
239,
239,
370,
246,
199,
162,
111,
93
] |
[
54,
25,
9,
17,
12,
20,
26,
54,
112,
157,
212,
352,
379,
430,
416,
270,
210,
191,
173,
117,
103,
63,
40,
24,
3,
3,
4,
11,
18,
53,
219,
652,
551,
496,
411,
718,
814,
475,
464,
417,
366,
277,
153,
114,
106,
74,
54,
12,
3,
1,
4,
3,
10,
64,
265,
716,
554,
524,
506,
888,
922,
494,
483,
441,
425,
298,
209,
127,
84,
71,
53,
17,
10,
2,
1,
2,
27,
57,
242,
708,
616,
557,
446,
907,
918,
542,
586,
429,
463,
325,
260,
195,
115,
138,
67,
36
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -79.52%",
"予測される変化率: [カラム_0] 予測される変化率: -33.33%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.95倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 23個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の3番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -79.52%",
"Forecasted change rate: [column_0] Forecasted change rate: -33.33%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.95 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 23",
"First turning point: [column_0] First turning point: at data point 3 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 48 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 46 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 48.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 46."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
12,
2,
8,
6,
23,
55,
220,
661,
506,
479,
435,
848,
804,
469,
405,
454,
449,
340,
257,
212,
169,
110,
61,
43,
16,
8,
14,
5,
18,
54,
222,
636,
507,
436,
507,
798,
667,
511,
518,
487,
492,
405,
428,
291,
208,
168,
175,
87,
43,
30,
13,
8,
15,
30,
74,
341,
185,
265,
304,
453,
411,
307,
251,
344,
249,
344,
407,
218,
203,
279,
161,
114,
79,
41,
14,
11,
31,
65,
74,
213,
200,
247,
413,
478,
229,
263,
348,
284,
166,
191,
198,
205,
134,
85,
39,
7,
14,
1,
6,
8,
17,
44,
211,
722,
492,
538,
586,
883,
860,
546,
531,
507,
433,
342,
300,
180,
111,
80,
56,
12,
1,
11,
4,
2,
22,
61,
242,
766,
556,
554,
608,
963,
893,
505,
527,
474,
495,
399,
345,
168,
134,
78,
42,
13,
3,
4,
2,
2,
19,
70,
231,
754,
561,
700,
554,
881,
863,
405,
547,
529,
424,
343,
312,
205,
108,
78,
63,
17,
8,
9,
3,
6,
29,
67,
271,
743,
540,
458,
473,
932,
875,
567,
588,
499,
491,
371,
319,
226,
137,
88,
77,
30,
7,
5,
4,
7,
27,
62,
281,
729,
513,
508,
604,
930,
965,
559,
605,
533,
569,
391,
366,
372,
240,
162,
146,
100,
41,
12,
6,
14,
11,
27,
119,
381,
228,
259,
360,
492,
394,
352,
325,
333,
272,
284,
323,
299,
178,
171,
173,
107,
42,
37,
32,
19,
30,
14,
43,
252,
187,
219,
299,
439,
244,
259,
311,
301
] |
[
187,
180,
236,
163,
117,
75,
63,
27,
15,
25,
10,
11,
15,
55,
176,
701,
466,
531,
547,
753,
741,
472,
465,
404,
423,
289,
214,
105,
72,
63,
33,
13,
2,
3,
3,
1,
22,
58,
265,
722,
458,
537,
438,
827,
868,
464,
547,
380,
514,
313,
213,
106,
100,
74,
45,
10,
9,
7,
2,
4,
17,
66,
244,
692,
499,
504,
467,
875,
1002,
516,
506,
384,
521,
336,
221,
191,
167,
131,
75,
24,
11,
9,
2,
4,
42,
63,
245,
662,
519,
504,
471,
877,
873,
488,
574,
413
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 2408.33%",
"予測される変化率: [カラム_0] 予測される変化率: 120.86%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.90倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 35個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 2408.33%",
"Forecasted change rate: [column_0] Forecasted change rate: 120.86%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.90 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 35",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 38 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 38.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
534,
324,
228,
229,
180,
157,
65,
36,
18,
6,
7,
4,
25,
45,
261,
638,
467,
441,
426,
841,
794,
451,
430,
420,
545,
396,
255,
237,
214,
220,
163,
97,
45,
18,
4,
8,
13,
20,
47,
94,
124,
206,
181,
157,
149,
130,
154,
119,
150,
214,
218,
268,
174,
200,
153,
80,
82,
43,
29,
29,
37,
24,
44,
41,
83,
150,
150,
175,
142,
141,
154,
136,
150,
169,
184,
115,
115,
69,
36,
16,
19,
3,
6,
4,
13,
59,
221,
516,
363,
440,
506,
627,
709,
295,
465,
381,
350,
275,
227,
191,
164,
123,
94,
36,
21,
8,
5,
1,
6,
20,
59,
157,
107,
133,
237,
226,
154,
160,
211,
186,
147,
169,
158,
96,
86,
67,
43,
20,
10,
3,
2,
5,
18,
64,
298,
668,
464,
547,
476,
831,
768,
520,
520,
499,
508,
269,
202,
140,
78,
69,
56,
26,
9,
4,
6,
3,
26,
97,
341,
986,
575,
705,
576,
796,
830,
471,
480,
303,
475,
386,
216,
169,
166,
119,
57,
24,
8,
5,
8,
6,
17,
75,
248,
794,
535,
445,
469,
901,
898,
457,
412,
428,
575,
371,
306,
209,
162,
134,
140,
85,
30,
9,
12,
8,
16,
28,
78,
111,
153,
183,
250,
210,
203,
230,
210,
219,
205,
253,
300,
220,
146,
204,
122,
105,
32,
22,
16,
17,
13,
11,
40,
64,
109,
143,
191,
210,
311,
243,
183,
172,
197,
167,
151,
160,
137,
66,
27,
25,
11,
8,
2,
12,
26,
64,
246,
710,
504,
530,
536,
910,
967,
538,
470,
361,
387,
268,
165,
116,
117,
96,
61,
42,
7,
1,
11,
5,
15,
71,
295,
773,
540,
648,
591,
807,
792,
533,
671,
491,
574,
317,
197,
149,
116,
98,
48,
22,
6,
1,
5,
4,
23,
60,
271,
748,
572,
598,
555,
1004,
922,
442,
550,
498,
484,
310,
239,
217,
143,
88,
83,
29,
6,
10,
5,
5,
24,
64,
313,
650,
565,
484,
613,
937,
893,
642,
643,
498,
555,
392,
256,
184,
142,
113,
77,
25,
23,
10,
8,
10,
15,
53,
249,
787,
523,
495,
467,
867,
921,
530,
561,
525,
583,
377,
318,
298,
224,
208,
128,
69,
30,
25,
23,
11,
26,
36,
43,
59,
84,
84,
114,
84,
39,
80,
99,
125,
208,
272,
338,
224,
223,
241,
154,
92,
58,
27,
9,
15,
11,
22,
46,
60,
98,
149,
179,
163,
196,
178,
241,
163,
197,
167,
237,
144,
98,
80,
51,
23,
4,
4,
8,
9,
12,
68,
231,
650,
488,
493,
525,
912,
973,
486,
524,
376,
447,
353,
191,
176,
142,
98,
42,
14,
17,
6,
8,
5,
13,
72,
260,
701,
497,
556,
576,
934,
919,
539,
571,
361,
475,
383,
226,
160,
176,
98,
47,
26,
4,
5,
4,
4,
19,
107,
279,
736,
536,
540,
549,
838,
840,
502,
533,
468,
533,
408,
241,
236,
164,
120,
73,
44,
10,
7,
4,
9,
32,
76,
238,
724,
529,
252,
454,
903,
935,
437,
467,
402,
516,
340,
237,
233,
165,
131,
93,
52
] |
[
24,
11,
6,
4,
17,
93,
234,
634,
533,
476,
501,
863,
909,
539,
545,
499,
749,
414,
308,
290,
198,
192,
140,
98,
59,
14,
22,
11,
14,
31,
18,
51,
78,
69,
84,
100,
92,
167,
253,
174,
217,
210,
240,
179,
187,
159,
153,
95,
56,
34,
32,
24,
14,
31,
26,
49,
101,
107,
128,
162,
158,
152,
113,
146,
179,
160,
148,
151,
94,
76,
31,
24,
4,
14,
3,
5,
4,
59,
205,
633,
511,
543,
467,
807,
850,
549,
472,
395,
476,
314,
204,
162,
130,
79,
73,
20
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -90.26%",
"予測される変化率: [カラム_0] 予測される変化率: -16.67%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.01倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 44個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の4番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -90.26%",
"Forecasted change rate: [column_0] Forecasted change rate: -16.67%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.01 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 44",
"First turning point: [column_0] First turning point: at data point 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
6,
7,
1,
7,
23,
80,
241,
694,
555,
569,
587,
884,
921,
495,
488,
410,
497,
299,
210,
190,
133,
93,
40,
29,
11,
6,
10,
4,
13,
89,
234,
638,
604,
539,
548,
909,
812,
476,
502,
427,
616,
320,
217,
233,
146,
146,
85,
40,
13,
11,
9,
10,
16,
74,
259,
666,
559,
532,
492,
803,
797,
577,
524,
358,
532,
371,
247,
259,
145,
133,
100,
48,
11,
15,
6,
7,
22,
73,
233,
670,
571,
450,
509,
853,
836,
521,
458,
438,
633,
475,
769,
640,
335,
232,
181,
79,
40,
24,
22,
9,
9,
40,
55,
67,
123,
143,
148,
187,
323,
156,
172,
162,
216,
276,
273,
222,
169,
182,
155,
114,
67,
42,
12,
14,
11,
26,
25,
99,
119,
149,
153,
149,
180,
160,
182,
156,
157,
192,
163,
136,
150,
81,
45,
24,
13,
4,
6,
7,
13,
65,
212,
641,
504,
605,
553,
812,
768,
469,
481,
381,
433,
287,
144,
146,
115,
102,
55,
22,
12,
7,
2,
3,
20,
82,
263,
702,
476,
547,
489,
924,
908,
475,
482,
375,
438,
293,
196,
146,
125,
97,
73,
26,
16,
3,
18,
4,
17,
71,
253,
690,
447,
492,
523,
850,
772,
497,
418,
369,
468,
337,
210,
238,
152,
120,
62,
35,
9,
7,
9,
8,
21,
88,
238,
658,
545,
424,
514,
868,
840,
551,
519,
429,
531,
379,
226,
225,
207,
138,
66,
52,
14,
6,
1,
5,
18,
74,
212,
648,
620,
674,
599,
878,
845,
579,
549,
511,
580,
427,
358,
232,
257,
230,
205,
106,
59,
24,
29,
11,
16,
24,
12,
17,
58,
75,
147,
248,
293,
261,
306,
267,
250,
253,
321,
259,
234,
211,
191,
107,
55,
19,
16,
13,
9,
16,
55,
61,
130,
207,
293,
256,
334,
323,
300,
247,
274,
186,
136,
195,
127,
141,
75,
52,
3,
17,
10,
6,
12,
65,
237,
612,
491,
456,
517,
779,
785,
499,
437,
392,
447,
293,
232,
166,
178,
67,
37,
27,
26,
6,
3,
4,
18,
89,
236,
644,
534,
451,
860,
942,
673,
371,
505,
360,
421,
312,
258,
160,
168,
127,
87,
25,
14,
5,
5,
3,
15,
65,
325,
684,
525,
508,
467,
871,
844,
502,
469,
440,
502,
388,
284,
205,
163,
109,
68,
23,
8,
2,
11,
8,
21,
104,
268,
704,
541,
571,
730,
974,
926,
536,
499,
443,
537,
407,
285,
227,
163,
135,
118,
51,
20,
10,
4,
10,
29,
80,
213,
646,
524,
472,
514,
1000,
702,
475,
611,
444,
548,
382,
311,
257,
222,
229,
218,
118,
34,
45,
15,
11,
13,
19,
65,
109,
188,
200,
204,
205,
211,
252,
257,
211,
193,
293,
277,
241,
203,
191,
153,
72,
40,
22,
18,
16,
8,
8,
14,
56,
115,
145,
169,
181,
183,
202,
232,
185,
224,
203,
184,
146,
137,
128,
65,
17,
19,
9,
5,
7,
6,
72,
207,
591,
493,
549,
605,
854,
765,
571,
475,
374,
445,
312,
225,
159,
150,
80,
38,
20,
12,
0,
1,
8,
15,
51,
277,
693
] |
[
525,
535,
544,
927,
907,
601,
460,
409,
559,
377,
287,
206,
192,
108,
90,
31,
10,
4,
2,
5,
13,
71,
219,
665,
490,
536,
556,
912,
904,
599,
569,
446,
595,
322,
279,
210,
196,
176,
102,
38,
14,
30,
9,
5,
24,
78,
258,
596,
568,
470,
550,
881,
897,
620,
566,
495,
603,
340,
335,
236,
223,
203,
126,
50,
19,
11,
13,
12,
16,
49,
228,
566,
443,
383,
513,
717,
785,
433,
446,
479,
599,
443,
330,
274,
249,
283,
203,
122,
83,
35,
9,
21,
7,
14,
7,
40
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 11450.00%",
"予測される変化率: [カラム_0] 予測される変化率: -92.38%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.93倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 33個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 11450.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -92.38%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.93 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 33",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 38 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 38.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
81,
141,
202,
167,
149,
151,
100,
221,
327,
190,
289,
281,
228,
171,
168,
84,
49,
23,
11,
8,
11,
18,
22,
54,
84,
149,
133,
246,
394,
186,
443,
327,
220,
504,
178,
213,
345,
137,
79,
30,
9,
14,
7,
8,
8,
65,
206,
490,
396,
332,
427,
727,
697,
518,
383,
364,
460,
298,
229,
167,
148,
106,
67,
30,
21,
3,
0,
9,
13,
66,
228,
507,
374,
363,
486,
808,
786,
546,
434,
409,
520,
317,
269,
203,
149,
156,
69,
37,
11,
12,
9,
5,
18,
47,
189,
480,
335,
383,
496,
800,
705,
581,
394,
445,
444,
319,
236,
205,
207,
151,
110,
33,
26,
30,
7,
3,
18,
34,
130,
383,
350,
317,
314,
431,
408,
307,
275,
135,
158,
174,
142,
132,
126,
159,
85,
46,
45,
39,
8,
10,
12,
16,
17,
20,
38,
68,
101,
96,
118,
94,
89,
63,
70,
79,
90,
81,
96,
64,
44,
32,
3,
3,
7,
2,
6,
19,
17,
42,
101,
120,
146,
140,
177,
192,
175,
135,
131,
166,
234,
168,
136,
84,
90,
55,
26,
17,
10,
7,
7,
22,
18,
63,
87,
155,
186,
221,
250,
200,
172,
214,
233,
207,
239,
179,
210,
140,
71,
54,
9,
15,
8,
7,
11,
25,
46,
79,
164,
179,
194,
162,
216,
277,
215,
147,
212,
219,
227,
187,
149,
123,
60,
17,
5,
5,
1,
5,
11,
36,
75,
223,
215,
261,
360,
643,
337,
371,
338,
303,
298,
256,
204,
195,
177,
119,
100,
40
] |
[
9,
5,
5,
2,
11,
38,
77,
210,
244,
238,
423,
753,
374,
363,
365,
409,
306,
343,
314,
191,
255,
366,
92,
43,
33,
7,
5,
2,
11,
30,
85,
182,
189,
206,
219,
253,
252,
203,
177,
174,
219,
294,
232,
293,
329,
309,
335,
582,
129,
66,
39,
30,
25,
20,
18,
18,
82,
52,
87,
131,
130,
146,
170,
151,
109,
150,
153,
141,
111,
80,
66,
31,
12,
5,
2,
0,
8,
28,
34,
54,
71,
138,
220,
234,
416,
230,
216,
351,
288,
295,
333,
167,
183,
362,
170,
77
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -50.62%",
"予測される変化率: [カラム_0] 予測される変化率: 755.56%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.93倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 33個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の4番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -50.62%",
"Forecasted change rate: [column_0] Forecasted change rate: 755.56%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.93 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 33",
"First turning point: [column_0] First turning point: at data point 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 96 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 96.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
57,
24,
5,
7,
7,
15,
15,
43,
112,
160,
311,
430,
186,
206,
299,
279,
382,
195,
174,
265,
152,
70,
47,
26,
16,
8,
3,
7,
11,
50,
137,
372,
331,
318,
323,
558,
594,
378,
327,
281,
323,
195,
170,
128,
133,
68,
52,
23,
20,
4,
2,
8,
6,
55,
179,
492,
383,
319,
373,
619,
636,
484,
404,
306,
450,
339,
311,
179,
180,
265,
119,
61,
23,
7,
6,
2,
7,
54,
165,
408,
348,
342,
530,
917,
634,
419,
486,
404,
489,
378,
281,
206,
169,
260,
81,
32,
9,
2,
27,
5,
15,
64,
150,
430,
424,
363,
424,
691,
727,
470,
329,
304,
496,
398,
344,
227,
195,
282,
94,
32,
9,
7,
3,
9,
17,
59,
158,
404,
353,
331,
394,
661,
655,
450,
369,
400,
568,
402,
358,
291,
200,
314,
172,
61,
17,
18,
10,
9,
8,
33,
32,
72,
164,
198,
259,
298,
429,
199,
260,
318,
317,
333,
352,
228,
211,
357,
137,
89,
55,
40,
13,
17,
7,
10,
32,
39,
86,
105,
169,
221,
248,
432,
198,
204,
304,
219,
165,
176,
131,
100,
37,
11,
13,
4,
3,
3,
14,
59,
180,
504,
359,
366,
383,
573,
597,
369,
333,
295,
383,
224,
150,
158,
167,
80,
57,
21,
2,
9,
5,
4,
18,
80,
179,
502,
398,
330,
446,
752,
772,
459,
352,
357,
432,
355,
363,
223,
185,
246,
63,
18,
13,
9,
1,
1,
25,
69,
174,
566,
438,
416,
530,
793,
609,
354,
468,
326,
415,
358,
251,
207,
140,
259,
69,
22,
22,
10,
5,
0,
16,
88,
204,
551,
438,
343,
440,
779,
730,
518,
390,
386,
532,
408,
305,
197,
171,
269,
95,
35,
9,
17,
9,
0,
19,
41,
171,
537,
457,
475,
520,
785,
818,
527,
477,
427,
654,
499,
367,
240,
213,
370,
133,
82,
42,
28,
14,
7,
16,
23,
24,
38,
80,
82,
125,
145,
270,
125,
188,
270,
334,
424,
331,
271,
249,
396,
171,
156,
48,
27,
25,
14,
9,
17,
31,
19,
44,
58,
66,
117,
132,
217,
87,
229,
283,
256,
197,
186,
151,
169,
86,
49,
13,
26,
12,
6,
8,
78,
206,
597,
464,
472,
385,
695,
616,
426,
371,
297,
425,
273,
219,
172,
129,
107,
71,
29,
7,
6,
2,
2,
13,
71,
217,
583,
459,
419,
474,
697,
719,
421,
362,
335,
498,
356,
273,
160,
159,
231,
72,
34,
12,
1,
9,
4,
12,
89,
218,
630,
493,
513,
592,
987,
739,
532,
551,
480,
569,
394,
313,
216,
194,
289,
108,
21,
19,
13,
6,
2,
14,
61,
200,
570,
527,
447,
466,
703,
763,
436,
389,
441,
560,
441,
332,
189,
175,
290,
108,
60,
28,
14,
12,
2,
14,
63,
201,
675,
448,
395,
517,
806,
777,
524,
407,
398,
481,
376,
343,
217,
286,
280,
229,
108,
45,
35,
10,
7,
6,
28,
29,
84,
211,
220,
250,
242,
379,
217,
216,
320,
275,
350,
340,
179,
191,
362,
181,
105,
92,
38,
17,
12,
12,
16,
22,
66
] |
[
123,
194,
228,
232,
250,
410,
233,
245,
330,
288,
187,
169,
167,
119,
144,
56,
17,
8,
5,
3,
11,
48,
141,
382,
358,
396,
465,
582,
638,
404,
430,
343,
343,
227,
217,
170,
195,
190,
93,
84,
17,
22,
29,
8,
13,
7,
42,
83,
126,
206,
456,
256,
228,
227,
157,
150,
124,
134,
126,
145,
94,
114,
61,
36,
7,
6,
5,
4,
5,
68,
195,
579,
476,
514,
561,
935,
745,
502,
622,
409,
492,
447,
353,
166,
147,
263,
80,
31,
18,
9,
5,
4,
13,
57,
193,
560
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 15.79%",
"予測される変化率: [カラム_0] 予測される変化率: 355.28%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.89倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 36個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の6番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 15.79%",
"Forecasted change rate: [column_0] Forecasted change rate: 355.28%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.89 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 36",
"First turning point: [column_0] First turning point: at data point 6 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 38 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 38.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
434,
403,
493,
711,
709,
477,
481,
488,
641,
477,
286,
181,
150,
268,
77,
28,
12,
7,
11,
4,
9,
83,
240,
761,
485,
429,
492,
820,
795,
468,
430,
474,
608,
499,
267,
141,
171,
252,
225,
85,
43,
41,
9,
3,
9,
15,
16,
34,
79,
51,
120,
151,
213,
108,
103,
258,
290,
370,
288,
227,
203,
364,
176,
80,
41,
33,
35,
6,
16,
20,
24,
45,
85,
172,
248,
364,
208,
194,
256,
250,
235,
146,
158,
166,
110,
101,
45,
34,
9,
0,
9,
8,
12,
64,
224,
604,
481,
453,
473,
806,
762,
471,
440,
385,
411,
278,
205,
160,
135,
82,
35,
35,
14,
6,
4,
1,
13,
87,
229,
658,
528,
543,
462,
883,
838,
491,
520,
413
] |
[
468,
390,
231,
158,
164,
203,
56,
27,
3,
12,
4,
4,
13,
75,
224,
797,
695,
665,
702,
968,
713,
536,
580,
506,
487,
330,
256,
205,
168,
209,
66,
45,
14,
3,
7,
3,
12,
69,
203,
654,
503,
545,
441,
842,
816,
462,
473,
400,
567,
487,
575,
228,
162,
226,
97,
43,
4,
6,
5,
2,
10,
71,
195,
623,
478,
419,
507,
801,
895,
489,
516,
513,
784,
590,
436,
257,
259,
351,
178,
66,
52,
11,
10,
15,
17,
17,
57,
96,
136,
205,
274,
295,
387,
258,
265,
321
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -4.84%",
"予測される変化率: [カラム_0] 予測される変化率: -31.41%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.90倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 43個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -4.84%",
"Forecasted change rate: [column_0] Forecasted change rate: -31.41%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.90 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 43",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 28 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 62 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 42 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 28.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 62.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 42."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
303,
359,
343,
216,
238,
341,
212,
104,
94,
29,
24,
24,
6,
25,
38,
76,
101,
153,
206,
211,
254,
424,
203,
234,
338,
256,
218,
203,
109,
133,
79,
38,
13,
8,
9,
5,
16,
63,
169,
613,
468,
493,
470,
765,
777,
470,
451,
380,
443,
287,
249,
181,
138,
90,
54,
17,
7,
3,
1,
2,
15,
75,
239,
667,
503,
556,
458,
947,
828,
465,
581,
386,
469,
427,
268,
176,
186,
272,
110,
22,
6,
5,
2,
2,
17,
68,
224,
641,
455,
550,
596,
1091,
861,
567,
686,
517,
576,
453,
329,
230,
177,
219,
95,
34,
16,
10,
9,
9,
22,
62,
231,
632,
523,
447,
463,
855,
803,
537,
543,
459,
582,
430,
343,
240,
158,
244,
67,
48,
32,
6,
5,
3,
23,
65,
226,
580,
479,
453,
403,
761,
871,
447,
472,
471,
625,
502,
362,
223,
305,
354,
174,
89,
28,
17,
14,
3,
16,
19,
26,
75,
119,
130,
184,
185,
407,
202,
190,
282,
268,
319,
292,
210,
165,
341,
209,
123,
66,
43,
21,
9,
20,
17,
29,
51,
81,
109,
205,
182,
225,
424,
273,
251,
305,
271,
215,
209,
111,
120,
74,
24,
19,
28,
6,
7,
10,
52,
250,
578,
478,
529,
476,
801,
867,
497,
507,
410,
436,
339,
237,
161,
125,
76,
40,
19,
1,
3,
2,
1,
17,
64,
247,
743,
563,
571,
462,
858,
790,
452,
464,
417,
475,
365,
278,
161,
148,
213,
57,
23,
6,
0,
2,
4,
19,
68,
244,
587,
494,
584,
563,
1013,
795,
443,
645,
430,
517,
407,
319,
178,
198,
262,
75,
48,
6,
8,
4,
4,
23,
56,
307,
727,
497,
556,
448,
878,
849,
595,
480,
432,
558,
457,
381,
186,
234,
265,
80,
63,
14,
10,
7,
7,
17,
68,
221,
580,
439,
451,
431,
684,
653,
522,
457,
445,
584,
486,
438,
174,
201,
370,
160,
98,
43,
10,
11,
1,
18,
18,
55,
158,
140,
186,
249,
380,
407,
271,
311,
421,
393,
492,
718,
728,
1013,
1071,
1020,
751,
525,
201,
201,
123,
96,
113,
64,
69,
121,
142,
183,
202,
255,
474,
197,
211,
320,
259,
150,
122,
129,
67,
56,
13,
9,
5,
5,
6,
32,
73,
208,
692,
495,
621,
506,
878,
728,
460,
461,
452,
438,
375,
220,
169,
109,
67,
34,
21,
3,
9,
1,
7,
23,
72,
262,
714,
490,
550,
488,
959,
821,
488,
552,
468,
464,
440,
340,
202,
182,
294,
65,
25,
5,
3,
0,
5,
28,
69,
240,
718,
524,
611,
612,
1186,
867,
511,
660,
604,
557,
505,
386,
170,
162,
322,
75,
34,
9,
1,
7,
6,
13,
66,
265,
713,
494,
487,
501,
884,
812,
441,
471,
473,
586,
454,
378,
259,
192,
290,
86,
34,
16,
14,
17,
5,
16,
72,
263,
683,
473,
499,
511,
806,
752,
519,
512,
557,
571,
464,
443,
322,
216,
426,
175,
102,
52,
44,
21,
21,
12,
39,
27,
35,
89,
109,
133,
160,
282,
203,
264,
350,
402,
442,
431,
268,
267,
415,
203,
203
] |
[
100,
27,
32,
8,
11,
21,
35,
71,
119,
161,
204,
296,
266,
239,
247,
204,
199,
213,
203,
148,
143,
111,
75,
34,
25,
13,
32,
5,
27,
142,
237,
653,
460,
475,
469,
808,
879,
446,
494,
447,
463,
301,
202,
160,
163,
88,
64,
19,
14,
2,
1,
2,
16,
83,
222,
669,
533,
527,
438,
856,
855,
474,
479,
390,
430,
303,
229,
189,
143,
135,
48,
23,
26,
6,
2,
1,
18,
65,
253,
724,
503,
563,
501,
903,
828,
455,
597,
490,
505,
302,
254,
197,
133,
90,
61,
23
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -33.00%",
"予測される変化率: [カラム_0] 予測される変化率: -77.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.89倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 42個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -33.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -77.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.89 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 42",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 38 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 38.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
6,
10,
6,
8,
17,
72,
285,
698,
516,
509,
414,
819,
808,
511,
460,
407,
565,
352,
274,
217,
182,
98,
77,
33,
17,
10,
2,
6,
15,
79,
284,
708,
477,
449,
440,
817,
851,
623,
550,
456,
508,
437,
317,
252,
227,
242,
191,
100,
38,
23,
25,
25,
11,
15,
41,
117,
125,
249,
222,
214,
228,
229,
227,
200,
250,
265,
285,
271,
243,
257,
214,
98,
90,
28,
26,
11,
20,
17,
33,
63,
115,
139,
210,
218,
338,
264,
226,
192,
222,
201,
182,
134,
130,
68,
47,
22,
6,
10,
3,
9,
15,
68,
257,
614,
487,
569,
464,
769,
889,
441,
471,
365,
443,
326,
258,
174,
176,
99,
46,
31,
5,
10,
8,
11,
24,
76,
266,
686,
559,
635,
457,
824,
913,
524,
595,
402,
427,
357,
201,
186,
164,
107,
48,
23,
7,
7,
2,
8,
28,
80,
268,
662,
541,
544,
529,
874,
833,
453,
502,
495,
509,
397,
257,
210,
155,
142,
60,
28,
22,
6,
6,
1,
25,
69,
244,
680,
583,
602,
489,
845,
884,
536,
557,
532,
602,
445,
273,
216,
172,
124,
61,
46,
14,
4,
10,
12,
29,
87,
257,
687,
567,
529,
443,
826,
854,
518,
437,
463,
559,
356,
355,
260,
276,
235,
144,
105,
53,
33,
11,
10,
9,
24,
44,
80,
128,
220,
227,
199,
243,
123,
217,
204,
244,
229,
310,
237,
218,
260,
135,
94,
54,
28,
13,
16,
10,
18,
31,
62,
118,
172,
275,
333,
215,
252,
359,
267,
368,
340,
244,
241,
382,
164,
111,
59,
39,
14,
15,
12,
8,
28,
38,
86,
111,
145,
171,
216,
224,
203,
179,
158,
142,
151,
178,
160,
111,
65,
30,
15,
3,
2,
1,
7,
17,
63,
250,
675,
561,
744,
639,
899,
973,
619,
631,
530,
529,
483,
323,
179,
153,
357,
65,
17,
3,
4,
3,
9,
15,
87,
252,
778,
768,
799,
681,
1202,
990,
735,
671,
616,
565,
444,
334,
201,
137,
346,
47,
17,
11,
23,
3,
3,
15,
69,
241,
693,
688,
778,
727,
1015,
922,
681,
584,
520,
577,
501,
278,
211,
288,
167,
87,
38,
11,
18,
4,
7,
18,
79,
273,
868,
972,
596,
600,
989,
876,
643,
588,
693,
713,
626,
508,
292,
260,
425,
121,
58,
51,
26,
11,
7,
18,
25,
61,
196,
206,
379,
386,
491,
660,
343,
414,
529,
363,
437,
474,
299,
206,
440,
185,
104,
60,
16,
17,
9,
13,
23,
38,
118,
211,
350,
545,
627,
463,
499,
579,
419,
424,
319,
247,
169,
352,
96,
44,
18,
13,
11,
7,
9,
18,
78,
232,
689,
599,
608,
732,
1067,
891,
690,
618,
506,
519,
378,
285,
238,
149,
89,
41,
26,
12,
5,
2,
4,
19,
74,
254,
787,
620,
635,
698,
983,
916,
642,
561,
457,
641,
512,
377,
259,
180,
319,
78,
32,
7,
23,
4,
6,
24,
73,
230,
771,
568,
737,
654,
1296,
955,
729,
791,
513,
609,
564,
375,
265,
160,
342,
49,
31,
6,
4,
5,
2,
14,
71,
224,
786
] |
[
597,
570,
638,
822,
835,
629,
563,
526,
748,
484,
419,
269,
236,
545,
153,
90,
64,
27,
26,
7,
20,
9,
17,
48,
70,
126,
171,
134,
196,
181,
180,
199,
225,
274,
248,
210,
185,
140,
96,
47,
47,
14,
14,
9,
4,
17,
10,
126,
150,
192,
340,
348,
490,
326,
240,
408,
410,
429,
352,
281,
229,
392,
111,
65,
39,
33,
11,
15,
10,
11,
16,
43,
109,
210,
310,
456,
215,
260,
339,
199,
391,
310,
205,
232,
326,
175,
74,
52,
25,
19,
6,
3,
5,
16,
45,
47
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 13000.00%",
"予測される変化率: [カラム_0] 予測される変化率: -92.13%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.95倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 33個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 13000.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -92.13%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.95 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 33",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
104,
163,
189,
222,
221,
221,
180,
154,
166,
312,
181,
132,
128,
96,
47,
9,
8,
3,
2,
8,
25,
55,
185,
637,
516,
502,
647,
906,
925,
649,
608,
568,
487,
302,
230,
233,
143,
82,
54,
27,
11,
9,
6,
9,
11,
59,
211,
734,
507,
615,
795,
1269,
907,
666,
821,
519,
672,
503,
378,
236,
176,
358,
59,
31,
10,
10,
8,
3,
19,
58,
201,
694,
458,
554,
540,
882,
910,
616,
481,
448,
592,
519,
344,
236,
191,
367,
117,
41,
10,
10,
8,
1,
21,
60,
195,
574,
545,
461,
639,
1113,
843,
603,
679,
578,
635,
445,
298,
319,
269,
292,
241,
135,
56,
19,
11,
4,
13,
6,
11,
66,
74,
166,
205,
187,
259,
216,
230,
365
] |
[
422,
447,
460,
280,
263,
480,
161,
85,
55,
36,
21,
27,
9,
16,
45,
76,
139,
176,
295,
371,
291,
289,
401,
250,
386,
349,
210,
202,
340,
87,
40,
15,
8,
5,
11,
5,
11,
70,
230,
772,
599,
615,
634,
1008,
898,
547,
571,
530,
631,
353,
260,
261,
73,
66,
36,
23,
7,
1,
0,
2,
20,
77,
252,
791,
590,
533,
565,
901,
1014,
612,
553,
479,
610,
393,
214,
224,
122,
85,
49,
24,
4,
2,
3,
7,
27,
96,
315,
1058,
662,
680,
894,
1259,
788,
676,
836,
606
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 250.96%",
"予測される変化率: [カラム_0] 予測される変化率: 43.60%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.95倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 39個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の3番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 250.96%",
"Forecasted change rate: [column_0] Forecasted change rate: 43.60%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.95 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 39",
"First turning point: [column_0] First turning point: at data point 3 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 48 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 48."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
699,
557,
415,
238,
174,
374,
82,
29,
6,
0,
2,
8,
25,
62,
243,
783,
614,
543,
612,
1001,
882,
588,
528,
514,
673,
498,
378,
238,
176,
303,
58,
36,
19,
7,
11,
20,
22,
59,
244,
658,
555,
476,
633,
1111,
880,
678,
645,
538,
720,
444,
328,
247,
215,
234,
159,
59,
41,
24,
20,
8,
14,
31,
28,
174,
185,
231,
337,
336,
503,
345,
334,
455,
455,
481,
439,
319,
246,
429,
177,
103,
59,
35,
24,
11,
16,
28,
29,
58,
145,
221,
278,
410,
223,
267,
435,
235,
348,
293,
197,
161,
297,
95,
54,
24,
15,
9,
4,
8,
10,
64,
241,
824,
566,
569,
554,
810,
868,
576,
557,
446,
597,
357,
311,
282,
151,
88,
47,
18,
6,
7,
0,
2,
15,
63,
305,
815,
626,
716,
663,
894,
967,
640,
609,
441,
567,
409,
256,
227,
171,
106,
39,
16,
4,
5,
6,
7,
19,
79,
282,
806,
617,
644,
732,
1115,
935,
594,
813,
534,
751,
591,
435,
284,
197,
369,
80,
35,
11,
7,
5,
7,
23,
93,
288,
813,
610,
632,
571,
951,
908,
619,
558,
485,
715,
568,
416,
246,
197,
348,
77,
28,
14,
2,
1,
11,
20,
67,
280,
729,
582,
573,
632,
978,
957,
636,
533,
578,
815,
661,
464,
321,
274,
412,
184,
103,
35,
24,
24,
14,
6,
22,
57,
169,
202,
269,
376,
429,
514,
313,
280,
507,
459,
470,
457,
292,
244,
438,
195,
136,
73,
21,
31,
13,
19,
24,
43,
56,
149,
172,
292,
515,
288,
271,
427,
259,
374,
378,
237,
147,
426,
95,
56,
24,
15,
2,
6,
4,
13,
62,
226,
740,
594,
595,
585,
903,
971,
579,
525,
441,
602,
341,
268,
230,
99,
71,
42,
17,
8,
4,
0,
7,
14,
65,
277,
788,
666,
633,
611,
920,
954,
670,
530,
451,
509,
387,
235,
215,
152,
121,
54,
20,
3,
3,
6,
6,
13,
62,
265,
761,
425,
661,
482,
1231,
910,
681,
710,
498,
637,
555,
404,
267,
153,
356,
57,
18,
10,
4,
7,
10,
19,
93,
221,
798,
593,
552,
623,
939,
871,
638,
616,
610,
889,
639,
480,
222,
212,
362,
53,
26,
10,
13,
4,
5,
16,
53,
242,
665,
552,
564,
566,
786,
801,
524,
433,
533,
660,
601,
371,
241,
193,
284,
197,
56,
35,
24,
14,
21,
7,
21,
39,
164,
167,
232,
362,
336,
479,
294,
316,
461,
379,
441,
419,
226,
155,
385,
168,
89,
53,
51,
36,
17,
10,
15,
28,
71,
140,
191,
289,
446,
226,
264,
352,
292,
379,
344,
240,
188,
330,
210,
80,
41,
18,
28,
14,
11,
11,
13,
39,
93,
129,
168,
230,
291,
281,
219,
189,
145,
164,
248,
178,
153,
99,
65,
32,
10,
3,
3,
5,
5,
22,
50,
246,
692,
492,
603,
542,
863,
929,
508,
536,
475,
578,
428,
267,
188,
111,
70,
43,
16,
2,
2,
0,
9,
18,
59,
264,
761,
502,
679,
631,
1158,
868,
640,
683,
567,
824,
537,
493,
257,
166,
285,
74,
17
] |
[
3,
1,
5,
9,
21,
81,
262,
753,
573,
592,
625,
869,
887,
580,
552,
542,
645,
558,
488,
262,
139,
351,
67,
27,
9,
5,
4,
4,
22,
71,
231,
675,
605,
577,
586,
1064,
905,
702,
628,
633,
819,
578,
501,
349,
206,
397,
153,
67,
45,
27,
17,
6,
9,
32,
46,
166,
207,
259,
323,
437,
530,
455,
385,
555,
432,
414,
400,
263,
216,
448,
176,
76,
39,
21,
20,
3,
14,
20,
32,
64,
149,
217,
350,
443,
285,
263,
445,
270,
292,
290,
150,
133,
323,
89,
49,
41
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -97.57%",
"予測される変化率: [カラム_0] 予測される変化率: 1266.67%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.90倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 29個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -97.57%",
"Forecasted change rate: [column_0] Forecasted change rate: 1266.67%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.90 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 29",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
16,
9,
3,
4,
16,
63,
211,
720,
559,
514,
544,
947,
866,
528,
546,
424,
611,
374,
339,
221,
96,
69,
24,
15,
0,
1,
4,
5,
7,
60,
249,
751,
629,
628,
544,
814,
892,
547,
520,
423,
550,
329,
222,
156,
88,
56,
47,
23,
6,
10,
6,
10,
16,
71,
255,
810,
548,
651,
643,
1110,
911,
645,
747,
468,
637,
576,
460,
283,
199,
327,
37,
15,
17,
1,
3,
10,
18,
39,
236,
726,
603,
531,
626,
932,
905,
591,
528,
487,
692,
517,
443,
262,
159,
375,
81,
32,
20,
11,
4,
19,
21,
63,
233,
669,
527,
511,
494,
874,
900,
674,
513,
569,
769,
622,
585,
241,
231,
413,
210,
49,
49,
33,
18,
7,
6,
31,
47,
137,
183,
189,
295,
356,
506,
339,
284,
473,
448,
420,
414,
205,
179,
460,
183,
96,
69,
22,
9,
2,
12,
20,
34,
67,
179,
180,
340,
478,
269,
214,
408,
224,
360,
293,
173,
136,
324,
71,
33,
26,
5,
14,
3,
5,
9,
60,
195,
656,
567,
558,
466,
851,
732,
536,
491,
391,
587,
376,
255,
204,
98,
39,
35,
9,
2,
2,
2,
2,
16,
67,
254,
741,
596,
606,
585,
859,
805,
522,
463,
432,
530,
354,
195,
194,
99,
69,
30,
14,
7,
1,
1,
2,
11,
54,
213,
722,
533,
577,
702,
1119,
862,
632,
728,
533,
600,
547,
323,
296,
173,
326,
53,
10,
15,
6,
3,
5,
15,
79,
254,
696,
610,
505,
540,
916,
911,
640,
502,
522,
698,
448,
358,
223,
138,
303,
64,
24,
14,
7,
5,
5,
18,
77,
239,
716,
546,
623,
564,
865,
919,
621,
587,
618,
708,
548,
364,
227,
229,
399,
123,
79,
47,
17,
20,
5,
12,
24,
41,
123,
138,
239,
309,
377,
509,
320,
269,
453,
431,
477,
396,
239,
205,
450,
176,
85,
52,
31,
22,
11,
6,
12,
47,
64,
127,
214,
259,
412,
239,
228,
370,
272,
367,
271,
178,
109,
341,
68,
56,
24,
9,
8,
2,
7,
19,
58,
232,
729,
530,
560,
539,
843,
884,
532,
517,
442,
508,
320,
199,
164,
113,
53,
22,
6,
9,
4,
2,
7,
26,
82,
234,
726,
670,
517,
623,
916,
946,
571,
480,
420,
554,
347,
230,
169,
98,
57,
34,
14,
12,
6,
2,
4,
12,
72,
253,
710,
612,
676,
686,
1195,
863,
635,
757,
469,
589,
458,
370,
213,
137,
305,
63,
29,
22,
20,
49,
42,
24,
158,
230,
732,
566,
616,
504,
975,
940,
555,
502,
482,
692,
490,
362,
161,
135,
284,
62,
24,
8,
2,
4,
2,
9,
53,
220,
720,
522,
516,
544,
856,
987,
565,
515,
607,
793,
661,
434,
260,
214,
458,
215,
93,
62,
11,
35,
9,
19,
33,
49,
162,
197,
262,
527,
480,
596,
418,
388,
583,
682,
559,
475,
207,
202,
391,
231,
117,
59,
31,
51,
5,
10,
22,
35,
83,
115,
221,
340,
485,
273,
273,
410,
321,
365,
314,
157,
114,
289,
124,
34,
18,
8,
3,
2,
2,
15,
69,
220,
709
] |
[
534,
485,
557,
944,
804,
564,
553,
412,
554,
334,
202,
177,
99,
70,
32,
12,
7,
2,
2,
6,
18,
62,
251,
717,
554,
612,
578,
881,
910,
575,
486,
385,
611,
406,
289,
201,
189,
68,
46,
13,
1,
8,
0,
3,
12,
76,
220,
759,
635,
662,
675,
1392,
965,
620,
892,
508,
620,
490,
376,
207,
140,
310,
41,
23,
9,
5,
4,
5,
12,
71,
277,
806,
663,
549,
551,
806,
907,
544,
568,
536,
653,
516,
406,
256,
140,
304,
49,
28,
14,
10,
4,
4,
20,
64,
256,
600
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 4331.25%",
"予測される変化率: [カラム_0] 予測される変化率: 12.36%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.91倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 33個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 4331.25%",
"Forecasted change rate: [column_0] Forecasted change rate: 12.36%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.91 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 33",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 38 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 38.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
562,
458,
526,
914,
853,
554,
555,
573,
705,
539,
443,
184,
171,
418,
128,
56,
39,
22,
13,
7,
15,
31,
37,
142,
197,
196,
290,
323,
386,
267,
263,
378,
405,
332,
388,
198,
181,
427,
168,
70,
34,
24,
30,
37,
15,
18,
53,
65,
94,
227,
298,
508,
263,
231,
401,
247,
369,
351,
148,
120,
390,
86,
45,
16,
4,
8,
0,
6,
16,
75,
246,
662,
543,
476,
562,
833,
805,
566,
496,
427,
545,
303,
199,
130,
94,
39,
28,
7,
10,
7,
0,
2,
16,
68,
238,
658,
630,
734,
537,
894,
802,
494,
453,
397,
538,
358,
204,
188,
112,
50,
24,
23,
2,
5,
0,
4,
12,
68,
227,
721,
564,
650,
659,
1139,
887,
591,
818,
547
] |
[
672,
529,
377,
282,
130,
320,
44,
8,
8,
7,
2,
3,
11,
80,
238,
747,
608,
474,
525,
841,
888,
484,
534,
471,
654,
505,
374,
305,
107,
281,
49,
18,
2,
2,
16,
10,
12,
58,
214,
642,
573,
560,
566,
865,
836,
613,
521,
537,
700,
457,
386,
200,
195,
409,
148,
64,
23,
9,
11,
4,
8,
27,
46,
151,
152,
225,
288,
402,
524,
335,
295,
599,
443,
323,
292,
204,
164,
370,
117,
46,
40,
18,
26,
6,
13,
9,
39,
54,
146,
165,
316,
462,
180,
262,
428,
236
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -2.67%",
"予測される変化率: [カラム_0] 予測される変化率: -64.88%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.90倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 38個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -2.67%",
"Forecasted change rate: [column_0] Forecasted change rate: -64.88%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.90 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 38",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 30 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 62 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 64 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 30.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 62.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 64."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
250,
306,
105,
142,
347,
66,
35,
20,
3,
3,
1,
5,
18,
62,
264,
735,
558,
547,
509,
860,
841,
487,
502,
506,
499,
332,
242,
164,
87,
45,
27,
6,
5,
1,
3,
6,
23,
71,
264,
815,
662,
697,
769,
1035,
816,
640,
507,
441,
546,
382,
230,
138,
104,
53,
40,
21,
14,
3,
5,
5,
20,
73,
264,
817,
576,
585,
742,
1296,
867,
545,
756,
480,
613,
510,
374,
176,
200,
319,
61,
16,
7,
5,
0,
5,
10,
69,
271,
726,
570,
526,
592,
855,
847,
627,
605,
524,
592,
542,
339,
224,
158,
263,
63,
23,
28,
4,
3,
5,
6,
52,
252,
637,
586,
441,
527,
985,
841,
624,
532,
603,
642,
469,
366,
193,
168,
311,
129,
60,
30,
13,
8,
0,
10,
26,
46,
183,
158,
208,
304,
357,
461,
370,
288,
462,
352,
404,
335,
161,
185,
352,
121,
69,
48,
24,
16,
13,
6,
14,
32,
61,
113,
220,
284,
419,
258,
250,
419,
261,
406,
309,
187,
184,
338,
92,
72,
31,
21,
21,
7,
8,
9,
18,
34,
63,
112,
191,
190,
252,
218,
219,
176,
146,
163,
185,
121,
93,
56,
49,
16,
11,
5,
4,
0,
5,
16,
53,
279,
628,
578,
532,
582,
896,
785,
530,
619,
405,
414,
297,
131,
111,
76,
77,
54,
0,
4,
1,
2,
1,
9,
87,
267,
718,
602,
637,
644,
1366,
811,
587,
797,
507,
509,
404,
292,
152,
122,
278,
30,
11,
3,
2,
4,
7,
14,
74,
268,
697
] |
[
514,
447,
621,
825,
739,
512,
553,
407,
605,
466,
334,
142,
124,
328,
43,
26,
8,
12,
8,
7,
10,
61,
274,
662,
556,
443,
563,
780,
750,
558,
487,
499,
665,
539,
365,
159,
200,
359,
109,
42,
48,
15,
11,
6,
13,
22,
191,
416,
162,
470,
519,
476,
519,
464,
567,
466,
345,
440,
550,
168,
128,
390,
167,
72,
45,
10,
5,
11,
14,
23,
99,
272,
140,
370,
448,
580,
246,
353,
648,
374,
314,
371,
207,
104,
328,
68,
38,
7,
2,
6,
5,
5,
12,
58,
218,
709
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 178.80%",
"予測される変化率: [カラム_0] 予測される変化率: 37.94%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.96倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 44個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 178.80%",
"Forecasted change rate: [column_0] Forecasted change rate: 37.94%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.96 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 44",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 36 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 36.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 94."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
503,
521,
573,
845,
573,
466,
636,
434,
434,
346,
190,
155,
184,
56,
18,
8,
7,
3,
3,
9,
14,
84,
293,
734,
577,
633,
640,
1041,
937,
561,
623,
467,
492,
493,
194,
191,
156,
61,
17,
18,
7,
3,
2,
5,
17,
70,
266,
752,
595,
621,
710,
1238,
833,
576,
861,
684,
643,
626,
369,
191,
262,
366,
45,
15,
5,
0,
0,
4,
17,
68,
344,
739,
497,
548,
593,
888,
736,
577,
624,
499,
703,
784,
332,
154,
91,
303,
48,
13,
9,
6,
7,
7,
12,
85,
303,
725,
517,
543,
651,
819,
757,
599,
571,
521,
576,
484,
478,
198,
209,
383,
111,
60,
15,
10,
1,
7,
3,
25,
63,
152,
155,
215,
314,
366,
487,
430,
382,
456,
314,
432,
390,
184,
140,
441,
133,
76,
48,
21,
5,
21,
13,
12,
14,
48,
119,
255,
304,
388,
481,
328,
204,
192,
492,
229,
148,
123,
266,
52,
44,
20,
4,
4,
5,
6,
12,
82,
165,
633,
427,
382,
449,
751,
712,
451,
390,
349,
403,
247,
147,
129,
82,
64,
26,
11,
5,
6,
3,
5,
16,
73,
180,
562,
467,
463,
510,
865,
825,
504,
464,
413,
489,
297,
172,
137,
134,
86,
31,
15,
14,
1,
2,
2,
18,
77,
233,
591,
538,
509,
596,
1169,
920,
580,
731,
502,
512,
537,
308,
198,
156,
282,
45,
25,
8,
4,
2,
5,
15,
50,
213,
560,
491,
401,
524,
776,
776,
470,
432,
474,
507,
395,
302,
141,
96,
273,
73,
17
] |
[
17,
7,
5,
6,
15,
48,
201,
540,
517,
411,
559,
1100,
788,
551,
641,
458,
519,
320,
275,
209,
164,
171,
81,
68,
33,
34,
12,
15,
3,
17,
36,
111,
141,
239,
242,
378,
482,
288,
270,
458,
394,
377,
373,
175,
125,
468,
159,
73,
41,
40,
7,
12,
18,
10,
25,
51,
118,
189,
332,
424,
253,
257,
427,
232,
295,
334,
176,
162,
342,
90,
44,
8,
5,
7,
1,
8,
11,
70,
208,
595,
467,
378,
441,
685,
673,
436,
357,
350,
414,
262,
162,
151,
94,
68,
29,
13
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -96.62%",
"予測される変化率: [カラム_0] 予測される変化率: -23.53%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.92倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 38個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の3番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -96.62%",
"Forecasted change rate: [column_0] Forecasted change rate: -23.53%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.92 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 38",
"First turning point: [column_0] First turning point: at data point 3 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 36 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 36.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
11,
4,
2,
3,
14,
79,
169,
617,
525,
383,
398,
511,
535,
378,
371,
345,
437,
294,
156,
115,
94,
56,
41,
14,
7,
0,
3,
7,
11,
68,
198,
606,
466,
460,
657,
1137,
707,
454,
653,
368,
526,
420,
301,
170,
104,
300,
52,
29,
9,
5,
2,
7,
11,
81,
199,
522,
494,
384,
532,
757,
766,
466,
403,
426,
539,
438,
298,
201,
191,
286,
91,
37,
18,
3,
9,
8,
24,
77,
189,
546,
457,
462,
540,
1126,
859,
519,
642,
473,
490,
359,
288,
237,
215,
199,
126,
54,
47,
7,
8,
26,
9,
19,
26,
66,
133,
165,
234,
332,
428,
273,
309,
411,
348,
398,
302,
192,
167,
287,
143,
63,
53,
22,
11,
6,
14,
7,
29,
57,
118,
165,
299,
474,
220,
206,
419,
218,
249,
254,
116,
116,
321,
49,
34,
9,
3,
15,
7,
4,
23,
59,
227,
620,
579,
447,
427,
798,
722,
504,
423,
405,
467,
245,
165,
114,
105,
42,
30,
12,
5,
1,
2,
6,
14,
69,
231,
649,
528,
567,
528,
846,
762,
482,
511,
404,
409,
268,
185,
115,
133,
83,
37,
15,
2,
5,
3,
7,
13,
70,
221,
556,
562,
565,
576,
1091,
744,
529,
752,
432,
517,
502,
278,
142,
100,
290,
36,
15,
6,
4,
3,
10,
11,
63,
208,
664,
546,
555,
451,
901,
854,
548,
468,
437,
524,
423,
292,
174,
157,
322,
72,
7,
18,
14,
5,
6,
13,
62,
237,
659,
608,
568,
507,
865,
849,
511,
429,
501,
578,
508,
430,
241,
188,
417,
133,
64,
22,
22,
5,
6,
8,
19,
34,
100,
121,
170,
219,
305,
552,
375,
257,
395,
326,
354,
379,
227,
159,
370,
126,
68,
49,
34,
7,
8,
8,
15,
31,
52,
95,
176,
483,
459,
293,
311,
428,
278,
323,
273,
164,
137,
268,
72,
16,
11,
11,
2,
4,
9,
17,
54,
203,
686,
629,
558,
540,
941,
913,
593,
547,
406,
514,
251,
203,
127,
100,
46,
32,
10,
7,
0,
2,
11,
14,
64,
234,
816,
555,
554,
510,
888,
845,
605,
557,
470,
559,
322,
203,
136,
107,
82,
33,
12,
10,
1,
4,
6,
19,
72,
233,
729,
576,
623,
713,
1148,
963,
636,
762,
529,
612,
448,
329,
171,
134,
281,
36,
15,
3,
6,
11,
10,
16,
74,
269,
839,
592,
473,
546,
971,
907,
562,
548,
502,
667,
430,
370,
200,
159,
333,
63,
27,
12,
4,
2,
2,
13,
65,
200,
621,
587,
500,
487,
783,
779,
568,
482,
547,
721,
737,
556,
370,
276,
480,
160,
53,
30,
18,
15,
2,
13,
14,
72,
218,
241,
261,
412,
521,
633,
427,
379,
466,
404,
446,
387,
206,
173,
337,
149,
91,
68,
23,
18,
41,
13,
42,
29,
94,
215,
270,
450,
630,
374,
374,
443,
318,
347,
297,
169,
89,
310,
53,
32,
9,
3,
6,
0,
4,
11,
52,
202,
667,
628,
554,
503,
918,
862,
530,
538,
556,
533,
334,
207,
111,
109,
38,
17,
9,
4,
3,
7,
7,
11,
62,
101,
0
] |
[
398,
254,
87,
849,
836,
612,
560,
505,
605,
383,
197,
119,
99,
110,
37,
5,
2,
1,
1,
5,
12,
51,
205,
765,
244,
603,
685,
1068,
789,
535,
689,
466,
608,
472,
290,
196,
147,
264,
58,
38,
4,
7,
4,
15,
9,
61,
233,
733,
570,
537,
547,
916,
953,
610,
589,
509,
595,
466,
363,
229,
92,
339,
63,
33,
24,
6,
0,
8,
6,
60,
262,
654,
567,
504,
526,
895,
713,
579,
525,
544,
823,
736,
584,
309,
269,
480,
141,
88,
58,
29,
19,
5,
12,
17,
36,
163
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -100.00%",
"予測される変化率: [カラム_0] 予測される変化率: -59.05%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.93倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 39個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -100.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -59.05%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.93 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 39",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
217,
261,
373,
428,
566,
437,
398,
441,
320,
431,
373,
267,
175,
407,
164,
69,
66,
35,
14,
4,
15,
135,
26,
65,
144,
215,
363,
563,
331,
326,
490,
291,
390,
274,
143,
156,
304,
68,
24,
20,
10,
4,
2,
6,
15,
50,
180,
625,
587,
500,
579,
803,
810,
632,
544,
598,
601,
327,
191,
203,
87,
60,
26,
4,
5,
3,
5,
1,
15,
61,
214,
719,
551,
539,
586,
982,
950,
684,
489,
453,
541,
336,
175,
195,
115,
61,
44,
4,
3,
4,
5,
1,
16,
63,
220,
767,
641,
623,
734,
1267,
891,
672,
750,
514,
619,
475,
384,
244,
134,
265,
63,
33,
4,
5,
5,
13,
10,
68,
204,
687,
569,
574,
544,
838,
823,
642,
589,
462,
646,
516,
432,
276,
145,
280,
63,
28,
20,
6,
7,
6,
8,
70,
230,
757,
598,
627,
570,
922,
846,
673,
517,
601,
930,
788,
621,
411,
253,
485,
194,
121,
49,
26,
10,
10,
13,
19,
61,
287,
238,
286,
328,
377,
561,
306,
372,
475,
438,
504,
411,
234,
199,
391,
182,
60,
35,
18,
10,
11,
12,
33,
69,
65,
139,
170,
300,
519,
220,
272,
503,
293,
309,
285,
155,
162,
336,
92,
24,
15,
11,
2,
1,
6,
22,
46,
212,
712,
544,
514,
487,
987,
843,
535,
563,
459,
509,
422,
204,
206,
121,
68,
44,
13,
8,
2,
2,
2,
13,
71,
221,
676,
607,
573,
580,
886,
788,
571,
490,
445,
581,
308,
209,
180,
121,
114,
32,
21
] |
[
4,
0,
2,
3,
5,
62,
241,
791,
682,
766,
755,
1092,
766,
633,
660,
502,
634,
556,
319,
210,
141,
294,
43,
28,
14,
3,
4,
7,
10,
59,
246,
707,
594,
495,
507,
952,
804,
608,
540,
506,
637,
534,
399,
278,
151,
313,
112,
35,
15,
7,
10,
4,
16,
63,
181,
598,
539,
554,
535,
815,
742,
534,
472,
417,
671,
682,
602,
365,
203,
419,
133,
77,
51,
26,
7,
5,
19,
20,
50,
193,
220,
272,
421,
388,
567,
323,
325,
459,
392,
449,
402,
242,
205,
439,
235,
134
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -90.32%",
"予測される変化率: [カラム_0] 予測される変化率: 3250.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.87倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 42個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -90.32%",
"Forecasted change rate: [column_0] Forecasted change rate: 3250.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.87 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 42",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 36 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 36.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
78,
28,
20,
11,
14,
13,
36,
74,
115,
219,
304,
469,
253,
234,
451,
226,
335,
294,
180,
158,
291,
76,
48,
22,
17,
12,
3,
11,
17,
49,
226,
736,
593,
543,
566,
963,
862,
630,
490,
455,
521,
442,
278,
183,
95,
53,
24,
16,
7,
3,
1,
8,
14,
73,
240,
760,
569,
624,
568,
944,
899,
662,
479,
546,
554,
331,
226,
219,
108,
83,
47,
16,
4,
5,
3,
3,
18,
83,
256,
803,
671,
667,
633,
1118,
874,
644,
684,
524,
624,
480,
403,
253,
128,
317,
62,
20,
8,
3,
6,
5,
16,
70,
209,
725,
573,
597,
649,
1032,
1194,
662,
598,
506,
616,
596,
365,
287,
158,
290,
51,
21,
11,
5,
2,
9,
9,
54,
229,
696,
592,
612,
611,
976,
871,
741,
517,
546,
712,
569,
421,
238,
189,
327,
107,
58,
46,
18,
8,
7,
12,
73,
47,
210,
219,
214,
358,
417,
589,
362,
327,
474,
411,
395,
361,
192,
181,
371,
147,
57,
53,
27,
10,
8,
16,
22,
21,
85,
109,
195,
294,
489,
302,
333,
426,
271,
276,
279,
139,
106,
354,
66,
43,
23,
4,
3,
1,
3,
16,
56,
210,
702,
563,
510,
516,
931,
746,
719,
540,
508,
567,
329,
227,
157,
129,
62,
36,
17,
6,
2,
2,
2,
24,
57,
249,
748,
609,
574,
535,
908,
879,
627,
503,
480,
635,
395,
293,
158,
98,
72,
46,
22,
6,
6,
2,
9,
16,
62,
243,
732,
604,
630,
587,
1144,
841,
619,
630,
576,
646,
503,
417,
212,
124,
298,
54,
23,
5,
7,
1,
3,
16,
56,
244,
728,
528,
508,
531,
904,
880,
623,
556,
534,
679,
532,
380,
240,
118,
358,
57,
23,
12,
8,
9,
4,
13,
51,
196,
694,
578,
532,
550,
894,
813,
587,
553,
678,
739,
594,
554,
277,
284,
375,
131,
48,
40,
15,
22,
8,
6,
18,
45,
180,
235,
270,
332,
389,
550,
368,
291,
525,
350,
443,
354,
241,
201,
309,
157,
103,
42,
37,
14,
11,
30,
7,
22,
56,
99,
195,
231,
374,
208,
247,
418,
315,
358,
305,
140,
124,
301,
51,
29,
19,
9,
5,
0,
6,
17,
51,
241,
688,
517,
483,
500,
936,
916,
748,
583,
481,
533,
360,
260,
214,
103,
40,
31,
12,
5,
6,
2,
4,
17,
66,
226,
698,
552,
543,
579,
889,
796,
573,
498,
513,
485,
331,
190,
163,
125,
67,
37,
14,
9,
1,
1,
8,
14,
59,
256,
726,
637,
651,
702,
1356,
874,
676,
782,
489,
640,
566,
339,
237,
145,
243,
68,
19,
13,
8,
6,
5,
20,
63,
250,
635,
566,
499,
507,
852,
848,
630,
577,
572,
762,
481,
394,
220,
156,
282,
73,
36,
8,
6,
5,
7,
23,
50,
271,
673,
621,
537,
536,
850,
868,
543,
581,
548,
741,
519,
476,
356,
240,
359,
128,
72,
47,
11,
7,
6,
21,
24,
59,
184,
211,
240,
290,
356,
496,
295,
330,
480,
317,
338,
405,
226,
165,
366,
131,
74,
34,
26,
5,
12,
7,
17,
31,
59
] |
[
122,
239,
266,
458,
222,
233,
389,
250,
302,
259,
184,
108,
280,
61,
18,
10,
7,
5,
8,
7,
13,
49,
228,
722,
552,
555,
560,
869,
815,
561,
452,
447,
501,
352,
245,
195,
109,
68,
16,
12,
6,
7,
0,
8,
13,
62,
229,
777,
586,
544,
609,
868,
868,
577,
484,
414,
609,
447,
306,
171,
125,
85,
38,
25,
13,
6,
5,
2,
10,
59,
241,
704,
576,
607,
672,
1090,
877,
755,
699,
551,
613,
534,
336,
203,
150,
271,
62,
17,
10,
0,
3,
22,
19,
51,
233,
787
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -24.36%",
"予測される変化率: [カラム_0] 予測される変化率: 545.08%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.93倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 33個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の4番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -24.36%",
"Forecasted change rate: [column_0] Forecasted change rate: 545.08%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.93 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 33",
"First turning point: [column_0] First turning point: at data point 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 82 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 82.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
521,
598,
623,
1362,
986,
571,
514,
516,
643,
482,
286,
197,
138,
309,
54,
19,
11,
16,
2,
9,
29,
59,
220,
822,
747,
594,
674,
955,
977,
622,
729,
678,
851,
538,
377,
246,
156,
373,
265,
107,
35,
18,
9,
13,
8,
29,
41,
178,
207,
248,
358,
381,
469,
322,
269,
476,
332,
471,
439,
257,
192,
433,
199,
87,
46,
32,
10,
9,
17,
12,
52,
77,
152,
169,
302,
370,
235,
222,
360,
285,
246,
251,
132,
151,
310,
111,
33,
14,
7,
6,
4,
8,
10,
59,
193,
829,
672,
542,
582,
791,
762,
502,
445,
432,
506,
318,
228,
156,
119,
50,
45,
25,
4,
2,
7,
9,
19,
70,
240,
877,
703,
564,
477,
813,
746,
517,
421,
375,
593,
447,
288,
177,
121,
75,
33,
17,
10,
3,
1,
8,
18,
66,
223,
699,
524,
546,
577,
1121,
720,
632,
696,
500,
726,
445,
417,
236,
163,
256,
54,
20,
7,
1,
2,
6,
20,
57,
270,
708,
498,
534,
543,
917,
839,
694,
620,
557,
629,
494,
326,
234,
132,
290,
63,
37,
7,
9,
8,
4,
14,
57,
243,
663,
496,
470,
556,
826,
803,
558,
500,
544,
706,
521,
413,
212,
215,
426,
221,
83,
49,
39,
13,
15,
20,
34,
43,
130,
178,
219,
241,
351,
512,
255,
290,
431,
350,
386,
373,
211,
184,
391,
156,
61,
41,
24,
19,
9,
14,
10,
24,
49,
116,
181,
213,
449,
213,
202,
412,
214,
295,
247,
135,
119,
327,
62,
48,
15
] |
[
13,
6,
4,
9,
13,
55,
263,
779,
550,
513,
493,
886,
898,
619,
525,
481,
511,
311,
273,
164,
102,
89,
38,
25,
8,
1,
5,
2,
13,
73,
277,
753,
548,
512,
514,
871,
867,
566,
468,
485,
618,
434,
264,
194,
108,
84,
40,
14,
23,
3,
2,
8,
16,
74,
277,
825,
590,
587,
691,
1085,
850,
662,
638,
573,
626,
560,
509,
241,
171,
368,
53,
9,
4,
4,
8,
9,
9,
50,
216,
751,
552,
482,
595,
951,
823,
623,
478,
486,
572,
488,
401,
184,
165,
242,
62,
26
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -97.12%",
"予測される変化率: [カラム_0] 予測される変化率: 100.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.90倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 31個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の3番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -97.12%",
"Forecasted change rate: [column_0] Forecasted change rate: 100.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.90 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 31",
"First turning point: [column_0] First turning point: at data point 3 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 38 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 92 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 38.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 92."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
7,
7,
6,
2,
14,
50,
214,
665,
523,
434,
556,
1111,
865,
637,
631,
638,
911,
553,
556,
459,
251,
278,
193,
86,
38,
29,
15,
10,
14,
23,
54,
173,
194,
227,
290,
425,
467,
309,
380,
533,
305,
453,
342,
244,
193,
466,
121,
87,
56,
34,
17,
18,
13,
9,
33,
51,
123,
208,
246,
350,
246,
224,
352,
240,
325,
310,
195,
135,
269,
94,
60,
22,
10,
4,
1,
9,
17,
53,
209,
757,
550,
520,
547,
819,
746,
547,
490,
482,
575,
327,
258,
157,
115,
65,
28,
6,
3,
4,
2,
2,
15,
75,
243,
762,
522,
463,
566,
874,
856,
569,
472,
439,
621,
387,
223,
161,
107,
103,
49,
22,
8,
5,
4,
8,
14,
60,
233,
757,
538,
512,
667,
1169,
939,
607,
735,
564,
683,
483,
399,
255,
169,
302,
44,
14,
6,
1,
3,
5,
10,
57,
258,
767,
584,
496,
610,
966,
915,
608,
516,
645,
744,
530,
352,
214,
181,
373,
115,
47,
25,
24,
22,
2,
16,
27,
55,
101,
196,
433,
872,
893,
526,
348,
488,
294,
284,
224,
212,
244,
175,
134,
105,
42,
27,
7,
17,
4,
11,
28,
57,
186,
231,
229,
402,
348,
482,
222,
257,
415,
290,
481,
330,
228,
158,
347,
122,
49,
25,
23,
14,
21,
7,
23,
51,
140,
151,
287,
396,
259,
258,
402,
234,
312,
254,
151,
107,
348,
110,
54,
27,
9,
8,
0,
8,
16,
46,
204,
680,
531,
447,
489,
755,
726,
541,
443,
455,
564
] |
[
366,
229,
196,
91,
71,
34,
17,
8,
2,
3,
3,
22,
62,
289,
693,
527,
516,
520,
814,
807,
661,
505,
458,
576,
364,
188,
107,
111,
77,
41,
10,
10,
3,
2,
0,
14,
65,
230,
725,
650,
632,
734,
1179,
925,
614,
731,
505,
625,
472,
376,
252,
151,
261,
43,
14,
8,
8,
2,
10,
14,
58,
226,
641,
590,
509,
574,
907,
963,
635,
564,
462,
705,
537,
481,
248,
191,
370,
92,
20,
26,
3,
3,
1,
14,
61,
217,
652,
502,
529,
648,
1101,
842,
555,
705,
520,
621
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 7957.14%",
"予測される変化率: [カラム_0] 予測される変化率: 69.67%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.93倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 35個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の9番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 7957.14%",
"Forecasted change rate: [column_0] Forecasted change rate: 69.67%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.93 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 35",
"First turning point: [column_0] First turning point: at data point 9 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 90 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 90."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
443,
308,
239,
200,
144,
132,
74,
33,
23,
11,
7,
10,
14,
44,
173,
250,
206,
315,
452,
590,
404,
323,
452,
407,
407,
431,
219,
236,
386,
211,
77,
67,
13,
24,
10,
11,
12,
36,
55,
104,
158,
191,
338,
220,
193,
300,
208,
275,
207,
131,
98,
265,
93,
36,
16,
7,
4,
1,
6,
24,
47,
225,
698,
491,
481,
487,
802,
812,
523,
462,
448,
488,
274,
167,
207,
82,
62,
34,
12,
12,
3,
4,
1,
17,
84,
243,
755,
559,
519,
498,
785,
779,
586,
507,
481,
587,
340,
204,
196,
97,
110,
79,
24,
14,
8,
4,
9,
18,
61,
265,
767,
625,
599,
649,
1120,
895,
679,
648,
479,
564,
431,
318,
171,
180,
311,
36,
24,
12,
9,
9,
6,
20,
81,
257,
713,
640,
544,
500,
842,
856,
496,
472,
512,
666,
530,
342,
178,
143,
324,
66,
22,
14,
0,
3,
12,
19,
59,
213,
707,
597,
546,
469,
848,
867,
691,
626,
623,
694,
599,
587,
408,
286,
395,
151,
58,
52,
15,
6,
5,
12,
28,
76,
423,
259,
256,
330,
645,
566,
385,
446,
745,
382,
577,
492,
225,
200,
368,
124,
82,
45,
12,
18,
19,
19,
43,
74,
418,
181,
305,
528,
918,
367,
406,
671,
509,
398,
451,
311,
206,
380,
56,
17,
11,
2,
1,
5,
10,
17,
50,
247,
825,
595,
534,
509,
942,
823,
552,
539,
553,
465,
364,
322,
150,
113,
71,
22,
12,
2,
3,
2,
6,
38,
96,
356,
837,
566,
539,
642,
899,
746,
517,
574,
588,
566,
357,
295,
151,
119,
90,
44,
13,
6,
9,
4,
2,
23,
66,
277,
869,
524,
635,
805,
1335,
758,
586,
784,
551,
556,
525,
409,
178,
162,
305,
64,
21,
12,
12,
4,
11,
17,
60,
288,
804,
598,
540,
497,
930,
842,
577,
533,
497,
618,
528,
443,
233,
147,
354,
55,
26,
10,
17,
5,
12,
13,
71,
270,
791,
641,
502,
601,
940,
784,
536,
699,
767,
792,
754,
472,
219,
151,
405,
92,
40,
28,
27,
16,
6,
10,
18,
75,
344,
262,
199,
548,
546,
594,
288,
364,
643,
327,
430,
501,
237,
139,
379,
144,
100,
32,
15,
12,
6,
11,
13,
32,
59,
124,
268,
320,
451,
259,
193,
395,
275,
431,
374,
202,
262,
363,
103,
68,
25,
10,
5,
1,
11,
18,
47,
249,
676,
541,
519,
442,
718,
820,
553,
494,
416,
500,
335,
224,
173,
128,
67,
38,
13,
8,
4,
3,
1,
19,
74,
251,
705,
536,
566,
427,
858,
918,
550,
467,
439,
517,
357,
227,
182,
141,
119,
42,
37,
4,
6,
4,
8,
16,
62,
275,
711,
530,
490,
591,
1095,
794,
533,
613,
476,
509,
409,
348,
201,
140,
279,
54,
18,
8,
11,
4,
3,
19,
51,
275,
683,
580,
516,
462,
805,
877,
484,
417,
422,
608,
431,
409,
189,
149,
340,
74,
21,
17,
3,
2,
7,
15,
71,
215,
677,
490,
495,
502,
868,
879,
452,
433,
464,
614,
538,
364,
270,
252,
430,
149,
69,
48
] |
[
12,
11,
13,
9,
27,
44,
73,
147,
144,
249,
370,
480,
234,
285,
384,
279,
399,
380,
250,
193,
423,
177,
70,
27,
23,
23,
17,
22,
19,
48,
94,
118,
156,
230,
413,
177,
264,
371,
216,
371,
227,
112,
115,
326,
66,
39,
18,
13,
3,
3,
3,
20,
55,
232,
546,
375,
387,
447,
686,
669,
377,
436,
361,
388,
293,
210,
128,
96,
93,
93,
23,
27,
8,
11,
1,
21,
25,
40,
136,
91,
109,
130,
235,
210,
139,
129,
147,
157,
129,
174,
105,
84,
46,
28,
16,
11
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -89.16%",
"予測される変化率: [カラム_0] 予測される変化率: -8.33%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.92倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 41個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -89.16%",
"Forecasted change rate: [column_0] Forecasted change rate: -8.33%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.92 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 41",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 94 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 94.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
0,
4,
13,
14,
60,
302,
734,
557,
516,
602,
1112,
810,
596,
728,
438,
554,
486,
306,
171,
123,
331,
46,
29,
7,
3,
0,
16,
18,
76,
316,
741,
535,
735,
483,
887,
898,
494,
482,
386,
581,
460,
363,
166,
151,
356,
48,
19,
13,
8,
2,
6,
24,
69,
316,
699,
509,
477,
676,
807,
917,
600,
511,
516,
651,
591,
419,
303,
186,
395,
132,
70,
15,
8,
11,
7,
9,
19,
57,
88,
113,
146,
252,
264,
451,
184,
235,
428,
320,
346,
345,
219,
144,
386,
178,
105,
38,
16,
10,
9,
14,
13,
35,
75,
112,
174,
253,
559,
216,
284,
484,
270,
357,
281,
200,
173,
376,
112,
42,
33,
31,
3,
22,
11,
14,
50,
246,
733,
554,
479,
532,
760,
859,
680,
541,
418,
473,
399,
207,
150,
104,
61,
33,
13,
6,
4,
5,
3,
18,
67,
264,
765,
509,
572,
498,
952,
936,
464,
459,
392,
583,
498,
367,
227,
115,
297,
70,
35,
7,
2,
1,
2,
24,
59,
299,
777,
584,
591,
640,
1309,
884,
722,
869,
457,
556,
526,
372,
212,
179,
362,
41,
13,
19,
2,
9,
5,
24,
81,
276,
752,
537,
568,
576,
1299,
882,
610,
685,
522,
620,
494,
397,
257,
142,
398,
61,
55,
14,
16,
19,
5,
25,
78,
302,
788,
539,
502,
567,
801,
885,
586,
571,
510,
722,
702,
481,
335,
362,
476,
169,
72,
37,
16,
12,
8,
15,
44,
72,
166,
181,
276,
301,
285,
303,
338,
210,
242,
271
] |
[
243,
265,
227,
187,
234,
134,
49,
56,
35,
18,
9,
6,
17,
45,
79,
90,
265,
263,
276,
221,
255,
259,
145,
219,
216,
171,
143,
97,
64,
44,
15,
2,
4,
1,
5,
13,
67,
296,
729,
527,
553,
573,
766,
735,
541,
456,
403,
518,
323,
206,
176,
140,
102,
48,
26,
16,
12,
5,
0,
23,
69,
292,
760,
555,
490,
486,
827,
756,
515,
469,
469,
547,
344,
235,
178,
163,
117,
62,
23,
21,
5,
4,
5,
18,
88,
253,
767,
577,
537,
564,
878,
890,
547,
486,
430,
561
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 6675.00%",
"予測される変化率: [カラム_0] 予測される変化率: 130.86%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.91倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 32個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 6675.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 130.86%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.91 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 32",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 36 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 36.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
381,
257,
213,
206,
156,
67,
27,
20,
14,
5,
5,
13,
74,
233,
657,
588,
459,
509,
851,
884,
517,
481,
436,
554,
381,
317,
310,
236,
175,
94,
51,
26,
16,
12,
8,
18,
80,
254,
661,
476,
451,
562,
731,
759,
448,
454,
460,
587,
387,
314,
218,
221,
241,
124,
107,
54,
23,
14,
11,
12,
23,
60,
158,
171,
199,
283,
245,
273,
245,
219,
245,
264,
260,
364,
231,
204,
227,
190,
126,
62,
33,
15,
9,
7,
19,
56,
78,
129,
170,
227,
290,
232,
380,
269,
168,
202,
185,
186,
187,
130,
109,
43,
13,
6,
11,
0,
10,
19,
59,
226,
673,
514,
459,
406,
698,
741,
565,
388,
390,
473,
300,
191,
194,
162,
68,
36,
28,
6,
3,
18,
0,
25,
100,
301,
869,
610,
522,
545,
835,
690,
524,
552,
363,
474,
362,
223,
191,
185,
91,
48,
14,
9,
11,
1,
2,
18,
77,
288,
767,
513,
495,
472,
799,
799,
634,
525,
390,
501,
387,
208,
188,
179,
136,
59,
22,
15,
6,
6,
3,
26,
80,
224,
601,
512,
495,
505,
779,
752,
539,
506,
522,
591,
380,
258,
217,
178,
141,
80,
23,
21,
10,
1,
8,
16,
97,
210,
634,
514,
418,
558,
763,
664,
449,
524,
432,
543,
351,
273,
204,
226,
228,
164,
87,
35,
12,
18,
8,
17,
29,
64,
177,
163,
238,
298,
326,
319,
334,
510,
361,
577,
463,
316,
441,
318,
272,
183,
90,
65,
14,
19,
8,
7,
21,
40,
73,
131,
147,
175,
229,
242,
235,
211,
183,
200,
176,
202,
168,
113,
64,
57,
22,
16,
4,
0,
5,
23,
84,
247,
688,
473,
460,
448,
762,
777,
547,
437,
418,
520,
316,
227,
191,
126,
92,
53,
16,
16,
7,
3,
1,
15,
87,
258,
671,
501,
467,
477,
769,
857,
562,
444,
408,
597,
353,
277,
208,
133,
111,
43,
11,
15,
6,
1,
6,
12,
72,
242,
761,
554,
499,
507,
851,
845,
551,
420,
398,
508,
414,
226,
130,
167,
125,
74,
30,
16,
2,
6,
4,
24,
85,
240,
644,
562,
448,
560,
826,
760,
562,
447,
439,
597,
412,
309,
257,
200,
115,
79,
45,
28,
9,
4,
3,
15,
80,
235,
622,
585,
571,
518,
830,
831,
581,
500,
499,
626,
479,
323,
268,
286,
322,
165,
102,
43,
21,
11,
12,
11,
34,
53,
145,
162,
259,
399,
334,
438,
390,
317,
322,
327,
349,
336,
243,
207,
219,
171,
71,
43,
40,
25,
10,
7,
22,
33,
62,
154,
221,
230,
203,
284,
237,
212,
168,
185,
226,
171,
128,
104,
96,
48,
35,
16,
9,
2,
5,
20,
76,
241,
665,
522,
441,
494,
822,
794,
578,
509,
360,
454,
343,
191,
122,
108,
59,
41,
14,
9,
1,
4,
3,
18,
66,
281,
703,
547,
476,
557,
843,
725,
579,
455,
408,
576,
394,
288,
229,
148,
113,
41,
12,
9,
3,
0,
2,
18,
66,
257,
753,
566,
468,
599,
917,
864,
599,
499,
516,
602,
434,
291,
205,
227,
163,
102,
39,
11
] |
[
9,
13,
5,
21,
77,
257,
786,
595,
401,
674,
795,
729,
584,
474,
444,
597,
485,
295,
209,
192,
171,
76,
40,
16,
13,
8,
7,
20,
84,
219,
660,
512,
526,
521,
945,
794,
499,
556,
561,
608,
414,
281,
236,
217,
189,
188,
140,
49,
30,
25,
12,
9,
31,
42,
139,
166,
182,
297,
282,
262,
290,
289,
300,
331,
255,
317,
259,
170,
197,
175,
109,
54,
29,
28,
6,
15,
18,
30,
66,
115,
143,
160,
188,
226,
196,
243,
153,
201,
178,
140,
137,
138,
91,
48,
12,
5
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -97.11%",
"予測される変化率: [カラム_0] 予測される変化率: -44.44%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.90倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 34個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -97.11%",
"Forecasted change rate: [column_0] Forecasted change rate: -44.44%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.90 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 34",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
4,
3,
4,
20,
71,
203,
687,
524,
464,
466,
824,
796,
598,
502,
434,
616,
418,
290,
229,
169,
120,
71,
29,
16,
13,
11,
2,
25,
69,
266,
638,
502,
444,
534,
932,
823,
562,
465,
477,
479,
368,
270,
276,
204,
115,
82,
17,
6,
4,
0,
2,
23,
89,
256,
648,
577,
477,
644,
968,
1116,
858,
770,
606,
554,
369,
210,
214,
227,
186,
101,
35,
15,
9,
12,
0,
26,
87,
226,
642,
556,
478,
570,
892,
848,
528,
462,
579,
532,
389,
299,
277,
169,
166,
85,
44,
7,
9,
10,
2,
10,
82,
219,
634,
566,
493,
560,
735,
785,
570,
425,
585,
605,
463,
353,
268,
328,
228,
215,
137,
86,
31,
15,
16,
9,
15,
32,
119,
114,
157,
258,
244,
221,
292,
214,
245,
264,
289,
300,
213,
170,
190,
181,
123,
63,
22,
6,
9,
14,
6,
23,
57,
99,
145,
192,
229,
225,
216,
233,
170,
184,
189,
158,
220,
157,
79,
42,
39,
3,
7,
5,
12,
24,
58,
230,
559,
433,
424,
509,
817,
745,
507,
448,
392,
501,
321,
260,
243,
188,
147,
64,
28,
5,
3,
1,
0,
27,
91,
245,
717,
593,
388,
435,
763,
743,
515,
426,
417,
607,
433,
263,
220,
182,
142,
77,
32,
7,
5,
10,
0,
12,
69,
234,
608,
491,
450,
544,
839,
794,
529,
460,
346,
566,
337,
295,
227,
198,
135,
92,
47,
15,
5,
7,
4,
18,
64,
200,
537,
396,
424,
494,
846,
711,
491,
397,
428,
537,
360,
249,
206,
183,
180,
122,
84,
32,
5,
12,
10,
21,
63,
183,
462,
383,
404,
424,
642,
575,
535,
435,
302,
264,
212,
193,
232,
254,
183,
115,
67,
16,
23,
15,
15,
5,
24,
37,
87,
80,
99,
213,
188,
178,
169,
161,
162,
160,
129,
118,
134,
108,
110,
77,
37,
16,
5,
10,
11,
7,
7,
16,
28,
48,
75,
113,
110,
124,
64,
112,
45,
72,
94,
80,
74,
89,
77,
48,
33,
14,
12,
5,
10,
14,
25,
48,
42,
80,
141,
146,
148,
165,
174,
168,
133,
180,
180,
143,
172,
155,
135,
92,
36,
9,
10,
5,
6,
1,
26,
24,
66,
142,
136,
203,
230,
217,
221,
239,
207,
206,
226,
196,
150,
177,
136,
58,
25,
15,
5,
2,
1,
9,
32,
97,
202,
194,
227,
354,
354,
291,
268,
259,
217,
249,
221,
189,
175,
175,
123,
82,
29,
14,
10,
4,
2,
9,
34,
71,
180,
197,
186,
192,
333,
289,
236,
181,
153,
216,
175,
176,
174,
201,
134,
78,
14,
9,
4,
6,
4,
17,
28,
72,
175,
186,
210,
303,
363,
290,
302,
231,
220,
241,
184,
186,
177,
184,
223,
96,
67,
30,
16,
6,
1,
3,
13,
38,
55,
94,
91,
230,
180,
195,
230,
205,
162,
237,
231,
239,
303,
339,
390,
387,
560,
204,
77,
62,
33,
23,
18,
29,
32,
55,
92,
106,
160,
156,
154,
157,
122,
160,
133,
133,
99,
133,
141,
66,
41,
12,
7,
1,
18,
3,
20,
16,
44,
81
] |
[
120,
226,
193,
256,
246,
186,
154,
185,
165,
189,
108,
106,
107,
54,
23,
13,
2,
4,
2,
13,
42,
109,
351,
299,
283,
301,
522,
522,
328,
327,
258,
384,
254,
227,
206,
188,
133,
63,
35,
7,
10,
2,
5,
10,
56,
110,
343,
298,
350,
388,
584,
560,
357,
309,
292,
389,
249,
271,
167,
139,
129,
75,
51,
14,
6,
15,
2,
13,
48,
128,
420,
329,
313,
361,
551,
594,
393,
357,
260,
387,
308,
206,
179,
154,
173,
77,
37,
11,
5,
5,
7,
16,
42,
125,
374,
306
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 1925.00%",
"予測される変化率: [カラム_0] 予測される変化率: 155.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.99倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 37個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 1925.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 155.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.99 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 37",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 38 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 38.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
314,
357,
562,
574,
324,
330,
348,
425,
306,
194,
209,
178,
225,
153,
69,
41,
16,
9,
9,
4,
25,
39,
69,
82,
124,
204,
163,
174,
128,
141,
144,
216,
211,
202,
173,
174,
187,
152,
73,
53,
30,
9,
5,
14,
8,
22,
41,
79,
115,
159,
168,
215,
186,
177,
182,
174,
155,
175,
152,
159,
94,
90,
34,
28,
25,
20,
23,
89,
201,
397,
858,
695,
511,
487,
832,
842,
529,
458,
404,
548,
302,
213,
190,
152,
107,
30,
16,
8,
8,
2,
2,
17,
53,
210,
524,
423,
368,
422,
736,
719,
446,
353,
311,
510,
326,
238,
179,
148,
124,
54,
13,
8,
0,
5,
1,
16,
82,
185,
559,
369,
367,
408,
696,
749,
462,
431,
348,
476,
370,
255,
177,
163,
121,
59,
41,
13,
9,
9,
9,
25,
62,
170,
596,
441,
372,
408,
735,
737,
412,
405,
346,
550,
412,
258,
243,
158,
149,
109,
44,
8,
7,
8,
8,
10,
80,
198,
558,
378,
352,
466,
686,
629,
490,
377,
403,
528,
377,
213,
251,
212,
181,
111,
69,
43,
21,
11,
18,
6,
25,
34,
99,
126,
201,
299,
307,
295,
287,
245,
219,
307,
273,
270,
211,
202,
213,
171,
92,
49,
26,
22,
7,
11,
15,
22,
72,
122,
184,
253,
263,
267,
239,
230,
230,
359,
309,
144,
151,
325,
126,
94,
28,
21,
20,
4,
19,
14,
77,
216,
579,
416,
385,
479,
746,
718,
456,
389,
355,
489,
314,
196,
178,
149,
94,
63,
31,
10,
5,
9,
4,
18,
63,
221,
617,
422,
402,
433,
566,
653,
418,
312,
380,
579,
468,
191,
201,
321,
145,
94,
48,
18,
7,
30,
5,
19,
84,
193,
614,
422,
444,
577,
720,
774,
486,
483,
401,
618,
516,
255,
223,
294,
150,
73,
30,
5,
13,
14,
16,
18,
68,
212,
635,
508,
445,
510,
730,
784,
478,
404,
377,
560,
474,
421,
213,
145,
278,
91,
56,
37,
5,
1,
4,
16,
68,
234,
644,
477,
405,
459,
716,
703,
493,
513,
513,
715,
597,
493,
253,
227,
358,
194,
83,
34,
25,
11,
13,
18,
19,
52,
150,
184,
224,
271,
277,
262,
749,
320,
307,
305,
368,
401,
234,
251,
363,
269,
108,
58,
30,
18,
17,
12,
20,
39,
77,
125,
186,
228,
200,
229,
190,
208,
209,
354,
278,
196,
154,
377,
139,
100,
26,
18,
13,
13,
2,
18,
65,
195,
639,
473,
426,
437,
738,
738,
463,
472,
375,
511,
333,
177,
197,
126,
78,
44,
24,
3,
6,
10,
11,
9,
76,
217,
657,
476,
483,
481,
804,
794,
581,
449,
344,
552,
469,
227,
187,
308,
96,
58,
33,
23,
5,
0,
6,
14,
62,
236,
690,
533,
534,
591,
787,
832,
638,
483,
491,
665,
515,
252,
268,
295,
200,
121,
48,
21,
14,
8,
12,
14,
18,
33,
63,
109,
335,
696,
331,
254,
226,
232,
223,
268,
390,
174,
150,
302,
104,
56,
30,
32,
9,
2,
8,
16,
43,
143,
437,
349,
302,
403,
650,
664,
417,
407,
335,
451
] |
[
408,
407,
240,
182,
333,
111,
90,
28,
12,
4,
8,
7,
15,
33,
72,
125,
156,
265,
272,
474,
243,
238,
397,
302,
322,
382,
224,
181,
359,
204,
99,
41,
21,
6,
16,
12,
21,
26,
64,
124,
234,
355,
514,
251,
322,
377,
247,
276,
268,
141,
109,
279,
105,
59,
38,
42,
21,
12,
4,
33,
60,
214,
563,
419,
496,
439,
885,
760,
490,
467,
383,
478,
322,
149,
188,
87,
82,
30,
14,
8,
4,
1,
7,
18,
88,
235,
667,
452,
472,
494,
745,
804,
482,
377,
419,
535
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 43.63%",
"予測される変化率: [カラム_0] 予測される変化率: 31.13%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.88倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 39個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の4番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 43.63%",
"Forecasted change rate: [column_0] Forecasted change rate: 31.13%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.88 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 39",
"First turning point: [column_0] First turning point: at data point 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
514,
192,
180,
307,
104,
57,
16,
0,
3,
0,
5,
21,
91,
236,
628,
525,
485,
519,
1013,
802,
601,
601,
405,
573,
322,
388,
171,
151,
237,
72,
16,
14,
8,
2,
6,
18,
76,
241,
690,
500,
451,
441,
784,
842,
508,
438,
452,
619,
436,
473,
224,
209,
314,
57,
33,
15,
4,
3,
5,
20,
68,
215,
553,
489,
411,
433,
682,
840,
528,
487,
454,
710,
518,
430,
244,
202,
359,
143,
79,
42,
30,
5,
8,
8,
21,
53,
115,
150,
155,
230,
259,
271,
274,
271,
232,
321,
345,
222,
182,
230,
234,
224,
74,
57,
42,
26,
12,
10,
15,
26,
71,
117,
152,
195,
199,
216,
251,
171,
190,
291,
243,
134,
160,
272,
79,
24,
11,
0,
4,
1,
8,
20,
53,
208,
671,
406,
514,
498,
685,
751,
505,
478,
424,
560,
301,
214,
175,
146,
72,
23,
19,
3,
4,
2,
4,
20,
85,
260,
674,
488,
547,
510,
824,
828,
530,
406,
418,
546,
583,
248,
231,
347,
104,
66,
21,
5,
6,
5,
2,
24,
71,
261,
721,
536,
542,
430,
893,
815,
595,
582,
493,
582,
567,
236,
210,
294,
137,
67,
29,
28,
7,
3,
9,
19,
96,
246,
657,
443,
455,
390,
691,
752,
406,
387,
371,
582,
440,
392,
226,
214,
333,
64,
42,
12,
8,
2,
8,
18,
70,
231,
654,
455,
485,
433,
791,
781,
514,
509,
438,
569,
520,
440,
310,
272,
381,
198,
74,
47,
19,
15,
9,
11,
27,
63,
144,
140
] |
[
195,
291,
395,
477,
297,
280,
422,
308,
337,
405,
239,
243,
383,
163,
80,
58,
34,
33,
27,
24,
19,
29,
67,
105,
166,
232,
537,
263,
266,
380,
269,
350,
304,
148,
187,
272,
92,
54,
16,
9,
9,
2,
4,
19,
70,
231,
722,
485,
518,
395,
787,
778,
567,
425,
459,
476,
296,
192,
178,
121,
103,
41,
18,
6,
14,
5,
5,
23,
91,
253,
633,
439,
519,
482,
791,
820,
582,
499,
468,
688,
590,
347,
227,
357,
137,
158,
124,
20,
8,
2,
6,
29,
79,
232,
709,
472
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -72.76%",
"予測される変化率: [カラム_0] 予測される変化率: 142.05%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.88倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 38個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の4番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -72.76%",
"Forecasted change rate: [column_0] Forecasted change rate: 142.05%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.88 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 38",
"First turning point: [column_0] First turning point: at data point 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 82 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 82.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
513,
480,
924,
989,
527,
551,
526,
630,
577,
226,
258,
303,
126,
73,
27,
11,
1,
6,
9,
17,
68,
248,
664,
473,
455,
477,
753,
798,
558,
390,
367,
591,
454,
391,
152,
165,
303,
59,
35,
30,
8,
4,
2,
26,
59,
230,
608,
514,
444,
457,
755,
817,
524,
501,
451,
628,
533,
411,
254,
241,
341,
189,
102,
47,
26,
10,
6,
9,
31,
46,
87,
134,
190,
242,
335,
526,
228,
279,
343,
345,
467,
625,
723,
831,
1274,
1154,
729,
636,
319,
235,
148,
106,
119,
42,
96,
104,
231,
247,
523,
207,
219,
375,
237,
333,
313,
154,
163,
283,
88,
31,
21,
2,
2,
3,
7,
17,
55,
236,
777,
483,
488,
495,
857,
789,
443,
457,
451,
500,
356,
241,
210,
132,
93,
38,
28,
5,
7,
12,
4,
17,
87,
252,
788,
486,
527,
528,
965,
870,
535,
467,
574,
574,
536,
308,
316,
279,
101,
62,
27,
6,
8,
3,
1,
30,
98,
282,
805,
485,
514,
545,
942,
736,
544,
475,
549,
587,
552,
263,
275,
319,
133,
88,
27,
21,
5,
2,
12,
27,
109,
252,
778,
480,
446,
540,
977,
834,
612,
523,
502,
653,
483,
462,
233,
188,
313,
82,
44,
8,
16,
6,
7,
34,
70,
240,
670,
489,
492,
501,
834,
770,
548,
529,
499,
621,
562,
429,
256,
234,
404,
138,
89,
55,
35,
21,
9,
23,
23,
80,
255,
139,
213,
362,
465,
509,
351,
400,
546,
364,
397,
414,
233,
205,
382,
189,
104,
76,
27,
10,
15,
15,
14,
27,
46,
124,
183,
259,
497,
229,
291,
458,
267,
284,
258,
199,
163,
296,
108,
56,
24,
18,
7,
5,
4,
28,
75,
231,
653,
517,
514,
492,
827,
745,
453,
451,
402,
472,
313,
205,
150,
116,
62,
33,
17,
14,
6,
0,
9,
18,
69,
259,
737,
493,
517,
415,
758,
731,
507,
410,
461,
556,
499,
224,
193,
335,
116,
49,
13,
13,
9,
6,
8,
24,
93,
252,
691,
519,
528,
435,
850,
804,
472,
514,
484,
488,
525,
259,
204,
301,
158,
74,
19,
6,
7,
3,
10,
20,
80,
244,
697,
527,
465,
436,
722,
717,
476,
429,
401,
539,
421,
413,
225,
173,
290,
72,
40,
22,
9,
6,
4,
17,
85,
232,
576,
496,
431,
510,
817,
819,
533,
522,
488,
636,
527,
465,
292,
287,
353,
172,
104,
40,
20,
16,
17,
15,
26,
49,
61,
123,
163,
278,
204,
438,
209,
281,
386,
341,
342,
343,
229,
295,
377,
192,
131,
56,
32,
26,
15,
14,
8,
29,
61,
134,
225,
300,
514,
216,
288,
367,
277,
324,
300,
140,
152,
228,
113,
40,
26,
10,
5,
1,
11,
18,
54,
195,
685,
525,
454,
409,
744,
801,
536,
395,
372,
411,
301,
190,
162,
128,
72,
32,
11,
5,
5,
7,
1,
20,
78,
263,
753,
511,
534,
448,
771,
750,
564,
466,
411,
580,
506,
218,
201,
308,
142,
49,
13,
9,
2,
0,
6,
22,
80,
256,
716,
531,
497,
431,
872,
824,
538,
461,
516,
862
] |
[
762,
333,
244,
349,
160,
76,
26,
15,
6,
4,
7,
24,
76,
242,
706,
515,
558,
635,
832,
857,
578,
450,
417,
557,
441,
391,
190,
173,
339,
75,
30,
23,
7,
5,
11,
20,
75,
228,
623,
558,
488,
524,
806,
815,
473,
486,
471,
576,
393,
329,
236,
176,
383,
189,
85,
41,
9,
11,
11,
11,
31,
36,
72,
109,
158,
210,
272,
537,
250,
273,
374,
291,
374,
279,
235,
227,
313,
167,
74,
30,
34,
23,
8,
13,
6,
15,
75,
120,
208,
280,
441,
216,
253,
353,
252,
309
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 68.03%",
"予測される変化率: [カラム_0] 予測される変化率: -59.45%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.86倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 37個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の3番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 68.03%",
"Forecasted change rate: [column_0] Forecasted change rate: -59.45%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.86 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 37",
"First turning point: [column_0] First turning point: at data point 3 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 38 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 38.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
329,
172,
197,
278,
137,
68,
33,
21,
15,
11,
15,
5,
8,
26,
86,
101,
161,
230,
129,
168,
206,
161,
148,
158,
142,
136,
165,
83,
60,
36,
5,
7,
2,
1,
4,
10,
60,
224,
778,
565,
658,
533,
890,
852,
587,
473,
436,
532,
469,
197,
193,
273,
89,
62,
20,
6,
7,
3,
9,
28,
80,
253,
746,
612,
589,
544,
981,
848,
563,
465,
410,
570,
454,
242,
211,
260,
122,
53,
22,
7,
5,
4,
7,
19,
75,
316,
736,
564,
556,
566,
871,
779,
638,
553,
434,
590,
437,
498,
211,
194,
330,
72,
37,
15,
15,
1,
6,
21,
73,
227,
661,
546,
527,
591,
954,
808,
604,
563,
472,
667,
521,
509,
233,
225,
413,
165,
96,
50,
13,
16,
13,
11,
28,
62,
107,
157,
206,
271,
274,
466,
235,
202,
349,
339,
417,
413,
224,
207,
368,
251,
142,
44,
32,
7,
10,
28,
8,
21,
38,
128,
194,
270,
512,
274,
295,
363,
265,
287,
288,
148,
164,
258,
127,
106,
13,
9,
6,
8,
6,
22,
78,
194,
729,
756,
778,
695,
875,
855,
628,
507,
436,
512,
338,
233,
156,
143,
86,
49,
22,
5,
5,
5,
8,
28,
100,
263,
742,
690,
694,
679,
962,
829,
589,
521,
482,
586,
603,
251,
206,
346,
97,
55,
9,
9,
3,
10,
6,
25,
92,
260,
841,
576,
697,
513,
915,
906,
624,
547,
515,
620,
589,
288,
188,
335,
153,
61,
22,
6,
4,
5,
6,
25,
83,
248,
745,
595
] |
[
570,
681,
955,
874,
652,
553,
446,
764,
526,
438,
189,
174,
416,
107,
41,
17,
12,
1,
6,
24,
63,
253,
698,
663,
468,
584,
807,
863,
495,
454,
459,
659,
498,
476,
311,
234,
455,
206,
90,
53,
40,
11,
9,
22,
20,
49,
159,
235,
233,
389,
458,
560,
273,
314,
471,
318,
400,
504,
279,
207,
422,
198,
93,
38,
14,
17,
9,
13,
20,
26,
111,
216,
242,
326,
648,
273,
287,
435,
374,
350,
317,
267,
187,
272,
95,
63,
16,
19,
3,
1,
8,
14,
66,
226,
746,
495
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 80.85%",
"予測される変化率: [カラム_0] 予測される変化率: -13.16%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.92倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 38個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 80.85%",
"Forecasted change rate: [column_0] Forecasted change rate: -13.16%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.92 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 38",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 38 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 92 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 38.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 92.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
468,
508,
801,
807,
543,
572,
494,
538,
344,
251,
255,
117,
73,
60,
10,
9,
4,
2,
7,
26,
69,
265,
801,
596,
603,
578,
1013,
990,
622,
540,
576,
700,
518,
321,
215,
292,
128,
59,
29,
3,
6,
2,
8,
10,
69,
273,
865,
912,
729,
733,
1087,
1031,
744,
572,
587,
679,
541,
336,
205,
246,
94,
64,
14,
7,
7,
1,
6,
25,
100,
240,
676,
712,
624,
590,
932,
971,
704,
572,
565,
647,
485,
470,
271,
199,
372,
83,
22,
30,
4,
7,
7,
20,
68,
239,
717,
707,
675,
725,
1013,
1043,
805,
645,
662,
872,
685,
601,
418,
311,
391,
169,
84,
48,
23,
12,
12,
13,
25,
52,
224,
348,
471,
582,
572,
754,
531,
412,
563,
469
] |
[
436,
490,
239,
223,
392,
179,
127,
68,
26,
11,
19,
13,
7,
45,
141,
292,
398,
516,
687,
489,
506,
517,
361,
384,
358,
212,
170,
317,
88,
37,
24,
10,
2,
6,
7,
15,
69,
249,
744,
537,
601,
557,
901,
857,
503,
468,
443,
609,
411,
309,
234,
146,
57,
46,
21,
15,
2,
2,
2,
23,
75,
272,
738,
666,
548,
618,
971,
929,
585,
531,
531,
709,
602,
271,
279,
339,
79,
25,
13,
9,
4,
3,
4,
23,
78,
266,
809,
555,
548,
590,
992,
937,
617,
477,
578,
716
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 0.21%",
"予測される変化率: [カラム_0] 予測される変化率: 64.22%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.84倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 33個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 0.21%",
"Forecasted change rate: [column_0] Forecasted change rate: 64.22%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.84 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 33",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 28 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 48 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 28.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 48."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
684,
367,
282,
346,
96,
54,
17,
7,
13,
4,
8,
19,
79,
260,
778,
554,
443,
554,
910,
882,
674,
503,
548,
721,
548,
478,
332,
198,
321,
62,
25,
21,
15,
8,
8,
21,
76,
276,
783,
608,
509,
524,
893,
838,
582,
493,
483,
705,
502,
479,
242,
331,
404,
170,
72,
63,
17,
16,
10,
15,
30,
67,
202,
227,
269,
454,
390,
541,
357,
342,
517,
383,
364,
484,
244,
199,
389,
132,
73,
35,
19,
16,
4,
16,
14,
37,
74,
188,
267,
264,
601,
232,
308,
494,
280,
349,
313,
133,
118,
257,
93,
49,
25,
0,
1,
3,
11,
16,
68,
212,
717,
538,
446,
517,
817,
807,
619,
426,
401,
612,
441,
250,
195,
85,
62,
25,
24,
15,
3,
0,
2,
14,
87,
215,
779,
565,
533,
541,
847,
803,
629,
486,
598,
710,
572,
367,
299,
356,
123,
68,
33,
8,
6,
2,
12,
21,
75,
244,
786,
551,
543,
554,
832,
848,
564,
483,
498,
708,
649,
376,
292,
319,
123,
60,
30,
15,
5,
11,
7,
20,
61,
211,
658,
528,
467,
518,
890,
965,
536,
499,
552,
669,
495,
472,
289,
196,
339,
162,
78,
27,
24,
13,
5,
11,
15,
36,
82,
97,
111,
174,
183,
186,
150,
159,
193,
282,
313,
374,
215,
168,
299,
89,
44,
43,
21,
20,
7,
8,
29,
37,
167,
193,
249,
344,
375,
560,
332,
303,
362,
348,
459,
437,
196,
286,
385,
139,
51,
27,
23,
9,
6,
10,
10,
21,
58,
74,
268,
253,
562,
231,
240,
374,
249,
372,
293,
200,
157,
356,
153,
104,
52,
13,
10,
14,
5,
11,
11,
19,
61,
90,
150,
183,
226,
210,
229,
143,
178,
143,
253,
140,
103,
95,
62,
38,
15,
7,
3,
6,
3,
27,
54,
227,
700,
538,
526,
493,
824,
797,
534,
473,
423,
644,
561,
287,
258,
298,
85,
55,
18,
20,
4,
2,
5,
23,
65,
247,
846,
678,
641,
624,
998,
850,
517,
431,
488,
661,
657,
263,
223,
320,
139,
77,
22,
20,
8,
7,
4,
20,
69,
241,
659,
568,
591,
543,
895,
847,
521,
527,
419,
690,
625,
506,
296,
139,
395,
74,
33,
20,
8,
7,
12,
31,
92,
289,
890,
613,
553,
542,
926,
848,
530,
586,
602,
776,
567,
377,
247,
213,
373,
111,
87,
33,
21,
4,
8,
13,
16,
55,
233,
276,
266,
367,
426,
620,
474,
371,
457,
424,
457,
438,
260,
210,
389,
149,
104,
69,
43,
21,
24,
15,
20,
29,
49,
144,
210,
302,
551,
240,
266,
376,
318,
359,
307,
226,
163,
363,
130,
47,
34,
20,
7,
14,
13,
16,
62,
189,
659,
538,
548,
492,
785,
770,
570,
557,
488,
634,
412,
338,
269,
142,
242,
92,
55,
14,
17,
13,
3,
16,
22,
35,
70,
112,
183,
220,
271,
286,
251,
205,
167,
139,
226,
148,
111,
73,
68,
31,
16,
6,
2,
1,
2,
23,
82,
271,
743,
600,
690,
638,
1029,
809,
565,
685,
526,
591,
544,
520,
143,
102,
307,
50,
14,
7
] |
[
4,
7,
7,
21,
94,
293,
880,
650,
538,
546,
961,
904,
690,
579,
512,
699,
460,
476,
291,
152,
291,
69,
17,
7,
1,
3,
5,
15,
81,
240,
655,
625,
544,
538,
860,
886,
657,
506,
576,
720,
504,
463,
195,
185,
331,
154,
80,
30,
19,
14,
4,
18,
29,
59,
232,
201,
266,
418,
378,
544,
430,
342,
532,
412,
524,
482,
223,
173,
388,
130,
82,
51,
29,
21,
11,
9,
15,
26,
68,
143,
207,
256,
561,
231,
244,
406,
243,
316,
311,
149,
89,
307,
56,
28,
25,
15
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -98.98%",
"予測される変化率: [カラム_0] 予測される変化率: 275.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.91倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 38個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -98.98%",
"Forecasted change rate: [column_0] Forecasted change rate: 275.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.91 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 38",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
2,
6,
5,
19,
54,
235,
678,
505,
564,
522,
813,
858,
566,
540,
424,
572,
312,
232,
248,
89,
76,
29,
10,
5,
5,
2,
9,
13,
79,
262,
782,
633,
637,
557,
943,
863,
654,
566,
681,
760,
562,
290,
200,
266,
77,
49,
19,
5,
4,
2,
3,
22,
79,
306,
779,
675,
592,
580,
999,
965,
599,
688,
532,
687,
626,
304,
214,
292,
103,
51,
23,
7,
6,
3,
7,
26,
65,
280,
726,
590,
598,
590,
859,
940,
627,
600,
487,
705,
599,
486,
252,
181,
324,
50,
15,
21,
5,
9,
3,
15,
80,
235,
623,
655,
549,
521,
915,
870,
623,
508,
570,
695,
599,
478,
207,
253,
353,
166,
75,
45,
20,
10,
5,
13,
19,
42,
157,
221,
368,
345,
441,
671,
420,
315,
437,
474,
439,
329,
177,
116,
383,
140,
85,
39,
13,
16,
4,
15,
11,
36,
83,
161,
263,
429,
569,
282,
359,
502,
295,
316,
262,
141,
125,
305,
91,
33,
41,
7,
4,
4,
3,
21,
53,
255,
760,
529,
586,
506,
816,
790,
498,
513,
395,
612,
347,
250,
180,
87,
65,
25,
17,
1,
2,
0,
5,
21,
77,
265,
850,
585,
564,
667,
950,
737,
522,
475,
499,
623,
587,
264,
206,
269,
104,
23,
16,
3,
3,
4,
8,
15,
80,
260,
707,
627,
681,
591,
949,
1014,
473,
632,
553,
658,
664,
324,
177,
305,
96,
38,
15,
8,
6,
5,
4,
24,
79,
276,
677,
585,
511,
583,
864,
843,
618,
570,
518,
693
] |
[
495,
409,
182,
141,
286,
66,
28,
12,
5,
14,
4,
21,
66,
213,
686,
529,
484,
515,
858,
813,
477,
460,
398,
629,
442,
431,
252,
266,
345,
153,
111,
40,
27,
24,
6,
14,
28,
39,
130,
204,
246,
343,
347,
525,
409,
348,
438,
384,
439,
449,
208,
111,
408,
173,
91,
61,
46,
5,
11,
7,
20,
37,
82,
144,
275,
329,
519,
260,
222,
383,
273,
271,
284,
170,
99,
261,
66,
46,
19,
12,
6,
0,
6,
16,
69,
233,
674,
526,
571,
421,
817,
725,
471,
448,
392,
477
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 34550.00%",
"予測される変化率: [カラム_0] 予測される変化率: -3.64%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.88倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 37個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の4番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 34550.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -3.64%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.88 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 37",
"First turning point: [column_0] First turning point: at data point 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 36 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 86 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 36.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 86.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
302,
230,
178,
81,
60,
32,
25,
11,
6,
1,
3,
25,
80,
258,
873,
560,
629,
511,
955,
857,
467,
425,
411,
659,
505,
268,
197,
270,
80,
41,
18,
4,
1,
3,
4,
13,
68,
267,
763,
707,
623,
482,
858,
810,
584,
632,
490,
617,
614,
399,
268,
385,
88,
53,
25,
17,
6,
7,
7,
22,
73,
250,
716,
609,
552,
518,
890,
887,
607,
550,
442,
702,
433,
410,
220,
175,
293,
50,
44,
26,
10,
8,
4,
25,
67,
240,
755,
559,
540,
671,
875,
874,
550,
460,
560,
888,
598,
487,
236,
264,
375,
264,
96,
75,
19,
16,
7,
13,
20,
41,
153,
224,
295,
425,
447,
541,
341,
423,
509,
660,
493,
480,
193,
197,
465,
234,
145,
40,
14,
19,
5,
11,
14,
31,
80,
149,
209,
409,
520,
254,
228,
384,
244,
351,
251,
151,
171,
235,
75,
37,
16,
16,
10,
3,
6,
18,
70,
195,
859,
522,
591,
490,
899,
868,
524,
499,
425,
503,
313,
198,
170,
121,
46,
34,
13,
8,
8,
5,
12,
9,
65,
254,
773,
602,
643,
509,
966,
883,
575,
469,
449,
599,
508,
246,
182,
273,
124,
65,
23,
7,
1,
5,
9,
18,
73,
278,
774,
640,
660,
591,
1022,
849,
638,
586,
459,
683,
590,
305,
177,
291,
124,
32,
24,
15,
14,
10,
10,
23,
68,
261,
712,
620,
574,
522,
904,
937,
660,
536,
469,
576,
483,
412,
162,
106,
326,
84,
15,
15,
5,
9,
4,
15,
77,
269,
704,
565
] |
[
569,
548,
898,
865,
621,
523,
564,
700,
552,
384,
185,
232,
364,
128,
82,
55,
13,
6,
11,
14,
21,
43,
178,
189,
232,
354,
397,
536,
340,
308,
445,
379,
360,
358,
187,
181,
434,
207,
93,
42,
24,
20,
17,
14,
18,
33,
68,
140,
236,
375,
461,
215,
202,
403,
294,
325,
278,
133,
168,
219,
60,
33,
17,
12,
4,
3,
4,
16,
44,
255,
708,
582,
555,
551,
858,
808,
557,
430,
402,
554,
307,
208,
202,
89,
56,
49,
14,
3,
2,
5,
12,
12,
83,
277,
811,
602
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 87.09%",
"予測される変化率: [カラム_0] 予測される変化率: 5.80%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.91倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 29個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 87.09%",
"Forecasted change rate: [column_0] Forecasted change rate: 5.80%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.91 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 29",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
658,
611,
932,
896,
566,
510,
460,
661,
556,
284,
243,
273,
75,
26,
21,
7,
1,
3,
6,
21,
65,
272,
810,
723,
663,
724,
995,
904,
611,
531,
484,
590,
573,
264,
198,
304,
120,
46,
19,
3,
3,
4,
9,
15,
61,
254,
848,
594,
598,
584,
903,
794,
527,
490,
462,
656,
520,
367,
269,
221,
242,
52,
24,
12,
8,
2,
4,
17,
70,
236,
722,
613,
547,
467,
947,
912,
560,
480,
485,
622,
456,
443,
240,
216,
357,
103,
75,
36,
13,
8,
6,
12,
23,
50,
144,
221,
306,
324,
421,
600,
366,
415,
486,
369,
457,
434,
221,
177,
341,
165,
64,
36,
23,
14,
37,
15,
36,
44,
65,
147,
229,
292,
569,
246,
271,
455,
323,
359,
267,
145,
178,
198,
79,
50,
27,
5,
0,
3,
13,
15,
68,
328,
753,
569,
553,
467,
979,
883,
562,
525,
399,
590,
331,
179,
236,
110,
57,
36,
14,
11,
4,
2,
7,
16,
83,
343,
861,
599,
602,
682,
993,
882,
593,
522,
544,
739,
570,
346,
190,
285,
76,
27,
24,
4,
3,
5,
9,
10,
75,
350,
904,
603,
737,
725,
1102,
957,
679,
665,
562,
696,
607,
388,
186,
292,
121,
44,
24,
14,
5,
5,
8,
12,
77,
331,
880,
719,
779,
594,
1125,
944,
731,
611,
566,
772,
553,
477,
174,
163,
265,
35,
24,
26,
7,
3,
5,
13,
69,
256,
763,
590,
576,
708,
967,
941,
732,
528,
568,
766,
677,
450,
169,
203,
562,
164,
62,
32,
16,
5,
14,
9,
16,
19,
161,
191,
257,
424,
433,
582,
363,
364,
515,
455,
369,
402,
209,
167,
362,
171,
81,
61,
21,
10,
23,
17,
8,
27,
58,
127,
249,
322,
464,
250,
266,
433,
285,
303,
333,
185,
219,
218,
82,
54,
62,
20,
12,
7,
2,
11,
12,
19,
50,
104,
127,
194,
197,
207,
225,
164,
155,
147,
171,
137,
97,
70,
48,
35,
19,
2,
2,
4,
7,
16,
79,
281,
768,
529,
557,
500,
919,
809,
528,
463,
468,
621,
487,
206,
151,
261,
163,
28,
13,
3,
3,
1,
10,
18,
64,
347,
730,
514,
584,
587,
892,
845,
541,
552,
454,
550,
571,
233,
128,
298,
92,
35,
16,
6,
5,
5,
2,
15,
71,
222,
681,
528,
464,
500,
841,
829,
553,
468,
442,
667,
422,
373,
174,
172,
273,
46,
17,
8,
7,
5,
2,
7,
66,
219,
560,
477,
474,
410,
930,
865,
581,
438,
464,
768,
502,
416,
233,
208,
377,
112,
84,
31,
12,
17,
10,
8,
23,
32,
82,
142,
186,
308,
361,
573,
278,
271,
373,
401,
338,
342,
191,
180,
376,
146,
76,
44,
20,
7,
19,
11,
8,
30,
57,
127,
222,
271,
541,
242,
296,
409,
240,
273,
326,
126,
142,
265,
56,
23,
11,
18,
9,
2,
4,
16,
64,
211,
609,
452,
460,
436,
810,
768,
549,
397,
406,
458,
253,
167,
179,
87,
84,
33,
9,
4,
2,
4,
4,
21,
79,
221,
732,
463,
534,
504,
862,
837,
649,
414,
533,
552
] |
[
483,
208,
147,
293,
81,
37,
13,
6,
1,
1,
3,
21,
71,
243,
693,
557,
521,
507,
909,
861,
585,
494,
536,
561,
538,
252,
155,
260,
112,
56,
12,
8,
3,
2,
6,
17,
75,
226,
692,
542,
494,
489,
833,
748,
584,
494,
754,
864,
428,
426,
149,
149,
287,
47,
41,
14,
5,
3,
6,
19,
68,
246,
629,
568,
467,
534,
908,
922,
614,
543,
622,
695,
513,
487,
227,
228,
334,
123,
64,
35,
17,
18,
6,
16,
15,
50,
106,
236,
262,
431,
570,
752,
404,
436,
609,
402
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -16.11%",
"予測される変化率: [カラム_0] 予測される変化率: -16.77%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.92倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 32個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の3番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -16.11%",
"Forecasted change rate: [column_0] Forecasted change rate: -16.77%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.92 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 32",
"First turning point: [column_0] First turning point: at data point 3 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
359,
487,
195,
161,
289,
107,
56,
31,
16,
12,
13,
15,
11,
21,
50,
131,
237,
313,
606,
252,
326,
402,
226,
361,
261,
104,
67,
293,
65,
41,
14,
9,
1,
2,
6,
22,
62,
190,
684,
494,
555,
489,
874,
830,
595,
507,
487,
495,
312,
158,
175,
61,
41,
52,
31,
11,
2,
2,
3,
23,
76,
210,
772,
532,
552,
520,
852,
723,
619,
533,
555,
617,
494,
200,
195,
255,
65,
38,
11,
5,
2,
2,
7,
27,
71,
238,
663,
526,
518,
536,
872,
836,
584,
522,
488,
581,
522,
177,
184,
245,
97,
63,
18,
3,
3,
2,
8,
26,
76,
236,
702,
578,
521,
564,
837,
751,
532,
458,
504,
589,
448,
346,
161,
145,
298,
44,
41,
15,
9,
7,
3,
37,
68,
223,
668,
578,
789,
556,
846,
914,
546,
588,
508,
656,
479,
394,
184,
177,
334,
159,
44,
36,
17,
7,
15,
11,
10,
46,
143,
170,
239,
340,
360,
635,
331,
193,
396,
308,
360,
398,
143,
128,
378,
122,
52,
40,
20,
21,
3,
9,
7,
31,
37,
148,
183,
338,
480,
229,
267,
397,
249,
279,
269,
126,
131,
285,
66,
30,
40,
7,
4,
3,
4,
13,
56,
214,
741,
594,
625,
551,
942,
868,
592,
459,
461,
547,
348,
188,
160,
96,
54,
40,
9,
2,
1,
1,
5,
19,
78,
228,
731,
566,
548,
436,
922,
824,
586,
542,
590,
634,
561,
229,
234,
285,
71,
23,
17,
2,
3,
0,
6,
27,
82,
229,
777,
587,
580,
497,
932,
809,
630,
505,
484,
693,
609,
226,
192,
273,
97,
56,
20,
14,
4,
5,
4,
28,
60,
251,
724,
545,
510,
519,
863,
890,
575,
498,
446,
680,
454,
370,
214,
133,
319,
71,
31,
7,
2,
2,
6,
29,
66,
245,
703,
554,
520,
538,
816,
856,
579,
516,
678,
875,
549,
448,
297,
178,
403,
164,
80,
38,
24,
6,
10,
17,
21,
49,
204,
163,
280,
410,
494,
580,
510,
387,
429,
322,
327,
378,
208,
193,
327,
196,
85,
53,
25,
17,
8,
11,
22,
26,
76,
166,
225,
330,
544,
339,
337,
394,
326,
340,
316,
103,
122,
259,
80,
26,
17,
5,
1,
3,
2,
13,
62,
207,
784,
587,
689,
472,
863,
821,
587,
546,
440,
557,
312,
205,
153,
72,
28,
28,
13,
1,
4,
3,
3,
17,
66,
234,
791,
531,
544,
533,
944,
935,
581,
555,
496,
646,
489,
232,
215,
225,
80,
41,
5,
9,
6,
4,
9,
15,
89,
230,
779,
600,
659,
588,
930,
841,
630,
589,
580,
660,
549,
308,
271,
275,
103,
64,
21,
7,
4,
2,
3,
28,
66,
253,
743,
646,
557,
576,
865,
841,
552,
481,
487,
601,
512,
397,
167,
117,
320,
43,
23,
26,
5,
2,
11,
20,
58,
205,
712,
595,
502,
569,
821,
897,
648,
601,
555,
827,
651,
576,
295,
261,
342,
117,
81,
29,
15,
9,
11,
16,
19,
48,
237,
261,
276,
397,
474,
543,
405,
419,
471,
482,
374,
401,
187,
196,
318,
154,
59,
33
] |
[
11,
21,
9,
18,
10,
31,
66,
169,
176,
305,
622,
232,
271,
370,
200,
319,
304,
139,
140,
226,
71,
33,
28,
8,
4,
8,
6,
25,
60,
202,
790,
587,
688,
618,
1013,
852,
636,
649,
486,
605,
472,
312,
204,
103,
103,
26,
17,
6,
3,
6,
7,
19,
80,
265,
820,
608,
605,
714,
1080,
847,
672,
525,
514,
663,
580,
347,
335,
306,
80,
41,
15,
6,
16,
2,
2,
23,
84,
241,
831,
609,
726,
593,
968,
957,
634,
584,
514,
648,
515,
248,
243,
287,
119,
61,
18,
17
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -90.81%",
"予測される変化率: [カラム_0] 予測される変化率: 54.55%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.91倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 41個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -90.81%",
"Forecasted change rate: [column_0] Forecasted change rate: 54.55%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.91 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 41",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 38 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 38.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
9,
1,
5,
24,
86,
274,
770,
497,
582,
566,
904,
866,
549,
497,
456,
667,
537,
374,
243,
131,
315,
55,
26,
13,
9,
5,
9,
16,
90,
235,
744,
569,
586,
498,
799,
824,
530,
501,
499,
715,
589,
534,
395,
220,
344,
144,
65,
53,
19,
15,
5,
18,
25,
40,
242,
242,
232,
404,
388,
603,
414,
472,
426,
391,
344,
399,
206,
183,
413,
192,
84,
31,
16,
4,
18,
16,
3,
63,
91,
130,
162,
243,
382,
232,
236,
472,
287,
280,
260,
159,
130,
216,
89,
33,
19,
9,
1,
1,
4,
22,
59,
202,
786,
586,
632,
551,
944,
850,
620,
552,
513,
580,
334,
241,
198,
88,
55,
42,
19,
5,
3,
27,
3,
19,
84,
243,
792,
588,
532,
501,
923,
838,
632,
529,
537,
620,
590,
357,
275,
301,
56,
44,
15,
10,
7,
4,
6,
21,
77,
262,
841,
624,
589,
615,
925,
888,
638,
552,
585,
672,
652,
294,
279,
304,
115,
55,
28,
3,
20,
12,
8,
27,
83,
247,
962,
603,
591,
563,
994,
913,
607,
557,
550,
548,
433,
496,
239,
159,
347,
67,
24,
16,
5,
3,
4,
23,
64,
251,
719,
567,
484,
495,
905,
809,
587,
546,
559,
797,
598,
430,
245,
186,
410,
150,
49,
19,
20,
12,
17,
7,
21,
50,
261,
183,
307,
389,
393,
613,
393,
413,
450,
420,
355,
357,
188,
151,
418,
150,
55,
36,
38,
20,
15,
28,
8,
26,
81,
131,
192,
302,
494,
238,
321,
355,
221,
296,
277,
133,
161,
216,
84,
26,
19,
9,
1,
9,
4,
21,
58,
267,
860,
716,
743,
658,
930,
840,
541,
597,
545,
533,
443,
296,
167,
152,
56,
22,
7,
4,
0,
1,
4,
31,
83,
247,
805,
594,
578,
535,
838,
866,
590,
594,
533,
600,
618,
301,
210,
287,
95,
33,
16,
6,
2,
8,
5,
25,
63,
272,
851,
628,
529,
570,
967,
825,
651,
635,
697,
849,
659,
402,
275,
346,
108,
31,
14,
9,
2,
1,
10,
25,
98,
269,
784,
550,
579,
512,
950,
997,
538,
587,
510,
694,
498,
440,
228,
188,
272,
57,
17,
10,
5,
3,
7,
19,
63,
253,
750,
526,
516,
509,
852,
866,
558,
563,
634,
815,
652,
530,
324,
252,
356,
154,
80,
32,
14,
5,
11,
20,
15,
30,
184,
259,
323,
287,
478,
647,
355,
436,
534,
383,
309,
430,
249,
191,
337,
121,
65,
68,
15,
13,
12,
14,
12,
21,
60,
126,
184,
244,
437,
231,
225,
397,
185,
279,
316,
128,
73,
283,
72,
25,
22,
7,
11,
8,
18,
35,
67,
278,
761,
558,
531,
527,
865,
783,
568,
476,
493,
579,
361,
256,
174,
130,
63,
31,
26,
6,
7,
3,
3,
21,
70,
254,
758,
567,
555,
540,
965,
906,
685,
567,
498,
616,
584,
275,
231,
285,
52,
27,
12,
8,
2,
2,
3,
27,
74,
263,
896,
614,
604,
543,
851,
842,
578,
551,
561,
791,
691,
291,
269,
303,
87,
48,
13,
7,
10,
5,
4,
32,
96,
245,
704,
576
] |
[
561,
519,
1009,
977,
621,
654,
548,
668,
537,
413,
218,
154,
285,
50,
21,
4,
10,
0,
3,
22,
69,
244,
780,
584,
496,
668,
921,
867,
609,
555,
535,
781,
542,
442,
254,
245,
360,
135,
50,
52,
7,
12,
12,
5,
22,
39,
172,
182,
213,
310,
452,
608,
344,
288,
418,
310,
301,
379,
191,
109,
283,
113,
70,
26,
17,
11,
13,
14,
5,
23,
49,
85,
172,
221,
400,
151,
228,
352,
210,
259,
222,
126,
176,
227,
57,
34,
9,
3,
0,
5,
4,
19,
56,
193,
823,
594
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 6300.00%",
"予測される変化率: [カラム_0] 予測される変化率: 5.88%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.91倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 43個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 6300.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 5.88%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.91 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 43",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 38 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 38.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
605,
482,
883,
854,
539,
500,
394,
474,
307,
143,
111,
74,
53,
37,
11,
12,
12,
3,
2,
22,
67,
271,
815,
565,
590,
526,
876,
924,
591,
545,
516,
691,
587,
278,
173,
211,
80,
31,
20,
4,
4,
6,
5,
19,
81,
245,
803,
608,
609,
575,
1029,
816,
574,
582,
442,
564,
504,
208,
239,
222,
70,
52,
13,
10,
7,
1,
7,
25,
77,
254,
879,
613,
637,
709,
897,
846,
569,
426,
566,
600,
383,
316,
153,
125,
296,
48,
26,
15,
11,
5,
6,
23,
71,
256,
733,
610,
559,
513,
868,
842,
543,
540,
594,
690,
585,
409,
173,
170,
345,
212,
105,
44,
14,
14,
3,
13,
19,
40,
235,
215,
243,
355,
364,
654,
397,
401,
418,
384,
364,
439,
204,
178,
322,
181,
81,
61,
24,
5,
5,
25,
6,
30,
95,
122,
150,
259,
468,
175,
202,
386,
217,
275,
274,
154,
106,
235,
68,
45,
8,
9,
3,
1,
5,
16,
75,
213,
771,
641,
577,
516,
759,
736,
596,
437,
476,
560,
389,
196,
182,
126,
44,
20,
16,
3,
4,
5,
3,
15,
74,
247,
801,
680,
579,
521,
877,
827,
581,
539,
545,
688,
552,
230,
196,
216,
71,
49,
11,
5,
2,
0,
5,
21,
75,
250,
839,
568,
557,
524,
952,
885,
650,
522,
479,
622,
588,
224,
208,
250,
99,
31,
17,
8,
2,
2,
11,
28,
70,
279,
734,
579,
544,
499,
791,
830,
541,
502,
425,
596,
462,
405,
184,
137,
334,
59,
27,
7
] |
[
5,
3,
4,
26,
74,
235,
676,
536,
468,
502,
882,
912,
616,
498,
556,
733,
504,
372,
212,
198,
423,
148,
68,
28,
24,
11,
7,
11,
21,
60,
232,
269,
278,
418,
393,
588,
350,
378,
465,
356,
452,
425,
229,
195,
374,
119,
83,
38,
25,
7,
13,
5,
9,
30,
88,
198,
322,
381,
664,
346,
391,
393,
219,
319,
229,
143,
83,
214,
51,
26,
19,
13,
1,
9,
8,
10,
59,
225,
769,
572,
484,
620,
843,
813,
510,
460,
414,
493,
242,
180,
139,
70,
40,
21,
10,
5
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -98.84%",
"予測される変化率: [カラム_0] 予測される変化率: 0.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.90倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 36個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -98.84%",
"Forecasted change rate: [column_0] Forecasted change rate: 0.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.90 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 36",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.