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
| 256 | 96 |
[
1760,
982,
509,
403,
681,
759,
538,
562,
850,
1457,
812,
347,
145,
146,
149,
164,
72,
27,
19,
3,
10,
9,
29,
33,
91,
123,
106,
185,
176,
154,
171,
174,
196,
186,
191,
140,
128,
98,
102,
152,
97,
73,
101,
69,
26,
21,
12,
26,
57,
136,
138,
121,
119,
218,
177,
154,
112,
143,
80,
77,
66,
55,
22,
25,
3,
1,
0,
2,
7,
30,
170,
674,
1704,
963,
510,
441,
689,
868,
520,
571,
1039,
1859,
832,
266,
113,
71,
52,
25,
10,
7,
2,
3,
2,
24,
178,
810,
1972,
1094,
581,
410,
717,
787,
503,
579,
928,
1693,
776,
266,
100,
117,
53,
34,
22,
1,
6,
4,
7,
23,
190,
759,
1757,
984,
500,
441,
708,
784,
502,
538,
906,
1644,
794,
309,
96,
89,
91,
79,
23,
5,
2,
5,
9,
26,
182,
697,
1754,
995,
579,
479,
743,
711,
481,
586,
1023,
1690,
759,
299,
152,
113,
75,
36,
14,
11,
5,
13,
5,
31,
198,
849,
1997,
1265,
489,
448,
726,
650,
536,
616,
1116,
1458,
686,
355,
171,
121,
179,
118,
69,
31,
14,
14,
7,
11,
29,
40,
107,
131,
156,
245,
210,
272,
155,
175,
171,
223,
143,
168,
66,
73,
120,
69,
39,
40,
44,
40,
8,
6,
8,
31,
75,
83,
114,
139,
175,
213,
275,
117,
111,
102,
108,
90,
94,
38,
23,
24,
9,
3,
1,
5,
5,
29,
170,
645,
1708,
948,
515,
354,
601,
738,
483,
500,
930,
1750,
758,
246,
120,
72,
43,
17
] |
[
9,
8,
2,
12,
5,
29,
221,
714,
1689,
992,
526,
467,
622,
699,
467,
613,
984,
1772,
746,
271,
102,
78,
66,
36,
15,
2,
6,
3,
2,
28,
188,
685,
1762,
996,
490,
413,
640,
750,
497,
539,
998,
1652,
862,
354,
148,
93,
83,
59,
25,
4,
8,
3,
4,
27,
174,
675,
1678,
1189,
504,
481,
720,
817,
631,
603,
1018,
1683,
799,
294,
147,
139,
143,
80,
25,
19,
7,
2,
3,
31,
170,
688,
1679,
995,
482,
428,
650,
726,
556,
629,
890,
1445,
780,
335,
150,
143,
137,
92
] |
[
"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: -99.03%",
"予測される変化率: [カラム_0] 予測される変化率: 922.22%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.22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: -99.03%",
"Forecasted change rate: [column_0] Forecasted change rate: 922.22%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.22 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 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 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 30.",
"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 |
[
46,
28,
11,
9,
6,
5,
34,
37,
96,
127,
116,
199,
170,
278,
199,
199,
224,
257,
186,
165,
116,
68,
158,
94,
64,
48,
39,
28,
7,
15,
5,
21,
58,
93,
106,
102,
143,
129,
204,
141,
115,
108,
86,
70,
46,
42,
21,
9,
7,
5,
2,
2,
4,
38,
174,
623,
1800,
931,
526,
447,
583,
625,
432,
591,
1102,
2263,
873,
256,
108,
62,
47,
33,
15,
7,
2,
3,
0,
28,
189,
686,
1868,
948,
465,
444,
621,
681,
486,
510,
947,
1748,
879,
303,
127,
93,
56,
49,
14,
12,
2,
5,
7,
26,
173,
719,
1846,
940,
463,
484,
630,
747,
543,
566,
996,
1610,
799,
339,
116,
124,
97,
42,
23,
3,
5,
0,
1,
29,
198,
631,
1781,
1104,
576,
447,
625,
912,
593,
571,
982,
1559,
744,
349,
152,
91,
98,
71,
26,
14,
2,
10,
0,
27,
142,
650,
1802,
939,
492,
465,
660,
762,
524,
631,
969,
1314,
649,
309,
168,
100,
135,
129,
45,
32,
27,
7,
5,
8,
30,
28,
73,
116,
143,
192,
171,
212,
154,
162,
198,
168,
161,
151,
76,
86,
108,
98,
91,
58,
31,
11,
23,
6,
5,
22,
56,
100,
140,
140,
146,
130,
199,
190,
168,
180,
102,
71,
76,
61,
57,
32,
14,
5,
5,
9,
6,
16,
21,
27,
57,
87,
110,
140,
180,
154,
161,
130,
116,
87,
119,
56,
50,
39,
15,
13,
10,
7,
2,
2,
2,
28,
180,
668,
1656,
1013,
536,
394,
715,
703,
527,
623,
910,
1687,
814,
250,
123,
97,
54,
28,
7,
1,
2,
11,
2,
24,
192,
710,
1638,
935,
505,
438,
644,
669,
559,
580,
955,
1590,
802,
331,
131,
121,
98,
21,
11,
7,
3,
4,
4,
32,
154,
680,
1741,
1128,
559,
433,
717,
741,
494,
555,
1022,
1646,
865,
310,
159,
107,
97,
44,
25,
16,
13,
10,
6,
27,
175,
718,
1828,
913,
477,
402,
674,
693,
553,
515,
949,
1489,
711,
380,
179,
139,
145,
133,
60,
28,
33,
8,
7,
11,
26,
43,
140,
110,
144,
192,
175,
241,
186,
173,
192,
193,
174,
156,
79,
84,
120,
100,
62,
51,
45,
26,
16,
8,
10,
39,
68,
90,
143,
177,
236,
156,
135,
133,
94,
136,
75,
44,
45,
38,
21,
14,
6,
6,
5,
10,
2,
28,
179,
621,
1662,
1069,
548,
412,
668,
686,
531,
591,
907,
1682,
816,
246,
94,
101,
62,
34,
6,
2,
4,
7,
8,
25,
224,
713,
1697,
1102,
528,
455,
703,
715,
558,
527,
1106,
1765,
864,
256,
142,
90,
47,
44,
10,
6,
10,
1,
2,
26,
171,
687,
1780,
965,
485,
428,
641,
597,
464,
584,
930,
1624,
756,
281,
115,
88,
95,
32,
11,
4,
4,
2,
7,
30,
211,
798,
2016,
1412,
586,
486,
596,
670,
523,
650,
1161,
1914,
864,
330,
133,
81,
94,
36,
21,
4,
7,
5,
9,
26,
167,
668,
1733,
1039,
445,
389,
585,
689,
554,
537,
982,
1463,
716,
329,
154,
179,
141,
90,
51,
45,
14,
12,
18,
16,
22,
37
] |
[
76,
105,
113,
163,
187,
205,
207,
197,
175,
140,
96,
205,
95,
61,
96,
126,
59,
58,
77,
30,
10,
23,
9,
20,
57,
95,
120,
113,
176,
167,
182,
181,
113,
97,
57,
43,
50,
42,
39,
15,
4,
1,
3,
3,
9,
34,
159,
621,
1621,
949,
480,
363,
552,
672,
447,
458,
855,
1658,
801,
248,
135,
60,
53,
37,
13,
12,
11,
1,
8,
38,
156,
715,
1948,
965,
472,
443,
680,
784,
538,
555,
961,
1700,
850,
247,
101,
95,
51,
48,
6,
7,
3,
1,
2,
25,
145,
646
] |
[
"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: -19.57%",
"予測される変化率: [カラム_0] 予測される変化率: 750.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.34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: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -19.57%",
"Forecasted change rate: [column_0] Forecasted change rate: 750.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.34 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 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 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 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 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
1727,
971,
448,
419,
669,
696,
513,
561,
978,
1564,
845,
275,
136,
102,
104,
52,
17,
8,
1,
3,
2,
26,
176,
669,
1763,
1052,
565,
551,
718,
915,
489,
595,
950,
1541,
792,
293,
113,
89,
112,
57,
16,
16,
13,
10,
8,
31,
168,
692,
1720,
1020,
540,
522,
743,
632,
561,
609,
1014,
1325,
792,
416,
184,
146,
221,
160,
89,
32,
11,
19,
4,
8,
22,
21,
70,
81,
143,
201,
205,
218,
172,
131,
195,
164,
123,
136,
74,
63,
131,
81,
57,
36,
39,
15,
15,
9,
12,
14,
39,
79,
118,
115,
141,
103,
97,
105,
92,
82,
68,
52,
41,
11,
16,
29,
5,
7,
3,
6,
17,
37,
168,
681,
1897,
962,
439,
426,
623,
658,
446,
531,
861,
1668,
818,
227,
126,
76,
49,
31,
16,
3,
2,
0,
1,
29,
137,
631,
1583,
1162,
490,
442,
631,
702,
503,
537,
948,
1704,
852,
271,
95,
91,
71,
38,
14,
7,
7,
7,
4,
33,
175,
624,
1786,
936,
445,
483,
759,
648,
494,
553,
872,
1616,
854,
291,
133,
97,
80,
42,
25,
8,
5,
14,
4,
31,
183,
624,
1762,
1038,
447,
488,
631,
734,
554,
568,
899,
1663,
822,
305,
152,
117,
93,
70,
22,
10,
9,
9,
0,
28,
169,
603,
1600,
928,
444,
416,
686,
719,
502,
575,
951,
1393,
771,
388,
158,
140,
249,
180,
60,
22,
26,
15,
7,
4,
15,
30,
44,
82,
159,
154,
193,
182,
186,
177,
157,
178,
162,
146,
97,
95,
95,
70,
44,
47,
36,
23,
8,
5,
7,
25,
51,
91,
95,
108,
160,
110,
132,
128,
157,
139,
80,
42,
51,
37,
18,
10,
2,
7,
4,
0,
7,
34,
137,
607,
1560,
1019,
439,
432,
624,
738,
436,
506,
820,
1559,
764,
223,
119,
76,
46,
41,
8,
0,
4,
2,
1,
36,
185,
691,
1678,
1024,
513,
442,
662,
736,
485,
532,
928,
1678,
841,
241,
112,
96,
65,
32,
16,
4,
6,
0,
4,
33,
159,
690,
1753,
881,
476,
399,
783,
688,
535,
537,
839,
1588,
763,
274,
117,
92,
67,
47,
18,
10,
1,
4,
1,
32,
154,
667,
1765,
995,
477,
424,
632,
648,
510,
569,
1055,
1623,
777,
253,
182,
105,
77,
47,
27,
16,
11,
7,
5,
41,
168,
673,
1641,
971,
462,
451,
680,
656,
544,
576,
837,
1404,
637,
288,
193,
156,
178,
100,
65,
23,
14,
11,
10,
20,
24,
54,
66,
128,
136,
196,
186,
207,
169,
157,
176,
201,
228,
166,
104,
74,
97,
57,
38,
37,
32,
13,
7,
17,
20,
21,
64,
123,
137,
144,
135,
177,
184,
119,
120,
150,
102,
58,
39,
40,
23,
21,
18,
4,
5,
2,
3,
29,
157,
636,
1709,
880,
418,
385,
594,
692,
473,
483,
889,
1627,
808,
241,
128,
76,
58,
21,
10,
3,
4,
5,
7,
38,
149,
671,
1744,
996,
440,
412,
769,
745,
474,
504,
978,
1670,
747,
300,
129,
92,
70,
28,
16,
4,
3,
3,
5,
30,
175,
648,
1656,
999,
494,
425,
663,
608,
485,
510
] |
[
964,
1550,
830,
313,
122,
85,
71,
41,
5,
2,
6,
4,
8,
36,
177,
628,
1630,
1027,
567,
457,
668,
727,
470,
550,
1003,
1590,
766,
314,
139,
109,
85,
51,
28,
18,
6,
5,
3,
35,
189,
673,
1708,
940,
488,
446,
653,
721,
492,
576,
936,
1378,
646,
316,
185,
113,
219,
125,
59,
27,
14,
9,
5,
15,
28,
36,
107,
127,
114,
224,
269,
267,
193,
147,
267,
241,
155,
195,
106,
85,
143,
112,
66,
68,
49,
35,
12,
12,
11,
29,
52,
111,
129,
134,
151,
173,
204,
125
] |
[
"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: -70.47%",
"予測される変化率: [カラム_0] 予測される変化率: -87.03%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.25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: 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: -70.47%",
"Forecasted change rate: [column_0] Forecasted change rate: -87.03%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.25 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 31",
"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
| 512 | 96 |
[
119,
145,
93,
52,
50,
39,
27,
9,
9,
4,
3,
3,
3,
27,
136,
667,
1662,
980,
429,
397,
656,
726,
492,
511,
959,
1689,
774,
253,
114,
84,
55,
53,
6,
6,
3,
1,
6,
35,
172,
659,
1701,
868,
514,
410,
640,
684,
517,
524,
933,
1650,
776,
245,
121,
111,
57,
47,
13,
4,
4,
8,
2,
35,
173,
678,
1702,
908,
479,
366,
681,
694,
536,
523,
953,
1584,
729,
278,
124,
90,
63,
24,
15,
2,
2,
4,
0,
27,
182,
656,
1614,
1016,
500,
463,
646,
731,
470,
528,
905,
1726,
775,
233,
154,
105,
108,
50,
14,
12,
17,
5,
4,
29,
191,
728,
1863,
960,
515,
421,
663,
654,
521,
564,
946,
1398,
709,
286,
134,
86,
133,
149,
54,
37,
22,
16,
3,
13,
18,
48,
94,
142,
155,
266,
307,
379,
355,
281,
261,
166,
178,
140,
100,
68,
116,
138,
85,
52,
60,
47,
10,
14,
8,
27,
66,
132,
211,
188,
286,
296,
338,
257,
177,
114,
82,
31,
44,
28,
12,
19,
9,
3,
4,
3,
5,
36,
168,
625,
1735,
867,
427,
433,
633,
628,
497,
465,
896,
1578,
790,
282,
139,
99,
58,
30,
13,
0,
6,
3,
3,
35,
197,
625,
1686,
928,
524,
446,
643,
687,
549,
547,
926,
1645,
761,
267,
121,
98,
64,
26,
14,
4,
2,
1,
5,
32,
161,
681,
1673,
931,
480,
368,
735,
721,
545,
545,
953,
1577,
821,
299,
148,
96,
83,
79,
19,
7,
19,
1,
3,
29,
189,
640,
1682,
1014,
480,
420,
646,
708,
522,
574,
979,
1604,
793,
312,
128,
85,
93,
59,
31,
30,
6,
9,
3,
22,
189,
709,
1732,
957,
497,
430,
645,
698,
557,
547,
893,
1377,
785,
356,
152,
128,
197,
192,
56,
37,
21,
12,
7,
19,
20,
52,
69,
108,
180,
190,
196,
250,
217,
218,
196,
193,
208,
145,
138,
62,
128,
87,
66,
46,
81,
29,
13,
10,
4,
31,
71,
145,
131,
117,
148,
174,
203,
135,
116,
107,
106,
87,
46,
38,
42,
10,
5,
8,
1,
0,
4,
36,
138,
644,
1518,
1080,
452,
394,
652,
674,
461,
512,
918,
1668,
785,
253,
150,
85,
86,
40,
12,
5,
4,
3,
4,
38,
164,
681,
1784,
963,
459,
430,
711,
734,
506,
562,
992,
1697,
866,
272,
146,
118,
67,
50,
10,
7,
1,
4,
3,
24,
172,
626,
1778,
984,
467,
418,
607,
640,
478,
563,
930,
1497,
857,
284,
163,
83,
79,
34,
8,
3,
7,
4,
4,
26,
172,
644,
1731,
1004,
514,
393,
628,
724,
504,
547,
933,
1695,
746,
264,
154,
112,
80,
42,
18,
7,
7,
3,
5,
19,
137,
609,
1759,
899,
441,
384,
678,
689,
490,
563,
846,
1439,
654,
257,
179,
146,
142,
74,
48,
29,
7,
12,
4,
5,
30,
44,
61,
112,
150,
191,
199,
233,
287,
529,
227,
176,
148,
149,
114,
96,
112,
112,
47,
45,
42,
43,
14,
8,
12,
16,
69,
116,
149,
155,
201,
196,
170,
148,
102,
95,
104,
58,
68,
40,
16,
23
] |
[
12,
5,
2,
5,
3,
24,
141,
641,
1585,
965,
418,
416,
682,
753,
492,
469,
889,
1592,
801,
269,
94,
82,
56,
32,
13,
3,
1,
1,
2,
24,
178,
698,
1718,
926,
464,
421,
661,
644,
516,
576,
983,
1813,
787,
274,
139,
139,
61,
36,
13,
4,
1,
3,
6,
25,
185,
675,
1757,
859,
421,
415,
663,
626,
502,
573,
922,
1597,
854,
244,
147,
91,
58,
69,
7,
14,
5,
1,
1,
24,
149,
654,
1650,
976,
494,
430,
675,
748,
487,
565,
929,
1535,
853,
362,
193,
95,
105,
82
] |
[
"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: -80.67%",
"予測される変化率: [カラム_0] 予測される変化率: 583.33%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.21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: -80.67%",
"Forecasted change rate: [column_0] Forecasted change rate: 583.33%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.21 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 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
| 128 | 96 |
[
21,
6,
2,
5,
5,
32,
160,
675,
1621,
954,
476,
428,
600,
662,
546,
571,
886,
1339,
730,
316,
177,
134,
152,
170,
65,
40,
21,
22,
4,
7,
17,
40,
82,
109,
158,
125,
206,
205,
140,
158,
231,
160,
183,
163,
100,
91,
114,
107,
89,
77,
71,
33,
9,
14,
7,
40,
71,
115,
132,
121,
163,
138,
128,
158,
101,
123,
79,
80,
70,
40,
35,
15,
4,
6,
1,
6,
4,
31,
138,
629,
1585,
871,
402,
399,
641,
706,
471,
576,
866,
1566,
807,
257,
106,
80,
75,
34,
9,
3,
5,
2,
7,
32,
187,
708,
1718,
927,
476,
439,
668,
723,
533,
522,
969,
1609,
807,
309,
108,
77,
56,
34,
15,
5,
4,
10,
4,
22,
161,
650
] |
[
1711,
863,
482,
374,
648,
686,
473,
506,
875,
1589,
815,
274,
114,
96,
63,
54,
16,
3,
4,
4,
5,
27,
169,
672,
1756,
999,
467,
435,
686,
648,
440,
567,
973,
1651,
799,
261,
159,
111,
86,
38,
19,
11,
3,
12,
5,
27,
178,
673,
1606,
898,
450,
407,
599,
652,
511,
526,
888,
1369,
713,
308,
157,
137,
117,
135,
55,
30,
16,
12,
6,
12,
18,
42,
96,
145,
153,
197,
199,
145,
184,
172,
144,
141,
122,
121,
77,
58,
85,
71,
76,
78,
48,
12,
17,
13,
12,
31
] |
[
"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: 2995.24%",
"予測される変化率: [カラム_0] 予測される変化率: -98.19%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.29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: 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: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 2995.24%",
"Forecasted change rate: [column_0] Forecasted change rate: -98.19%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.29 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"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] データは明確な上昇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] 自己相関は弱いです。",
"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 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 28.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"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 64."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
58,
118,
110,
109,
139,
163,
188,
137,
103,
112,
61,
59,
48,
31,
15,
14,
9,
12,
4,
3,
2,
29,
166,
642,
1654,
847,
421,
387,
653,
759,
476,
528,
930,
1660,
849,
230,
131,
92,
96,
34,
15,
18,
2,
6,
3,
23,
180,
706,
1585,
1003,
505,
441,
699,
818,
587,
558,
995,
1641,
791,
258,
117,
60,
67,
32,
10,
3,
1,
3,
5,
24,
165,
631,
1590,
967,
457,
372,
650,
737,
528,
520,
918,
1567,
787,
312,
124,
103,
64,
35,
9,
6,
5,
2,
3,
37,
169,
630,
1695,
947,
438,
423,
624,
650,
493,
525,
936,
1555,
783,
299,
165,
93,
78,
48,
30,
2,
5,
3,
7,
28,
204,
784,
1785,
936,
454,
434,
688,
726,
525,
549,
847,
1315,
739,
321,
137,
139,
125,
148,
56,
23,
20,
8,
3,
15,
22,
50,
67,
97,
99,
173,
148,
198,
188,
212,
173,
227,
224,
184,
99,
77,
94,
103,
74,
27,
48,
40,
12,
7,
6,
17,
42,
87,
124,
108,
131,
155,
128,
106,
133,
101,
65,
33,
41,
18,
26,
14,
2,
4,
0,
2,
2,
31,
168,
648,
1655,
853,
387,
348,
671,
665,
419,
503,
861,
1655,
821,
244,
115,
63,
52,
57,
15,
0,
5,
6,
3,
34,
152,
729,
1850,
946,
509,
419,
800,
741,
536,
532,
932,
1600,
832,
344,
134,
89,
72,
40,
18,
9,
3,
4,
4,
26,
181,
683,
1720,
927,
445,
433,
664,
907,
511,
550,
936,
1513,
801,
257,
132,
106,
69,
26
] |
[
10,
2,
5,
3,
3,
32,
179,
672,
1734,
937,
493,
375,
636,
764,
574,
590,
908,
1581,
765,
389,
108,
60,
49,
43,
22,
7,
4,
5,
4,
26,
180,
606,
1761,
905,
492,
451,
678,
763,
528,
581,
927,
1394,
720,
322,
185,
96,
138,
143,
57,
26,
12,
12,
4,
23,
29,
38,
113,
150,
157,
157,
186,
177,
193,
180,
191,
156,
178,
172,
103,
62,
128,
90,
80,
42,
39,
35,
6,
10,
15,
23,
55,
140,
137,
154,
135,
252,
151,
142,
133,
89,
73,
51,
50,
30,
29,
22
] |
[
"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: -55.17%",
"予測される変化率: [カラム_0] 予測される変化率: 120.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.27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: -55.17%",
"Forecasted change rate: [column_0] Forecasted change rate: 120.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.27 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 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 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 upward trend.",
"Noise: [column_0] The data contains high randomness at period 30.",
"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
| 512 | 96 |
[
27,
2,
1,
4,
5,
33,
138,
683,
1689,
939,
444,
391,
630,
668,
459,
510,
904,
1653,
730,
228,
116,
77,
49,
23,
7,
8,
2,
8,
1,
32,
196,
623,
1657,
893,
480,
453,
761,
798,
512,
588,
940,
1572,
849,
245,
119,
78,
73,
37,
6,
13,
3,
2,
6,
18,
180,
683,
1617,
795,
461,
405,
652,
701,
454,
581,
929,
1537,
716,
228,
104,
91,
48,
46,
20,
8,
8,
6,
2,
31,
189,
694,
1756,
880,
461,
421,
631,
694,
518,
531,
885,
1612,
792,
302,
125,
92,
62,
47,
21,
8,
9,
1,
5,
27,
163,
677,
1645,
922,
481,
425,
644,
732,
512,
559,
909,
1334,
613,
307,
237,
119,
119,
88,
47,
31,
10,
6,
10,
15,
36,
33,
100,
125,
117,
200,
142,
226,
153,
206,
166,
218,
242,
136,
75,
60,
113,
99,
101,
71,
37,
21,
14,
1,
14,
30,
57,
118,
209,
207,
255,
279,
272,
152,
140,
129,
79,
49,
54,
13,
21,
11,
4,
3,
9,
2,
3,
31,
167,
669,
1628,
801,
414,
430,
646,
660,
462,
469,
900,
1674,
840,
255,
119,
89,
51,
29,
28,
4,
3,
5,
3,
31,
213,
662,
1661,
858,
480,
399,
677,
645,
470,
553,
1010,
1766,
736,
343,
130,
104,
64,
24,
9,
5,
3,
4,
9,
24,
178,
689,
1716,
973,
465,
412,
643,
740,
489,
542,
887,
1607,
818,
297,
147,
88,
73,
38,
23,
0,
4,
5,
2,
28,
203,
728,
1737,
962,
495,
562,
701,
882,
605,
572,
1016,
1594,
800,
306,
146,
114,
116,
39,
30,
3,
10,
4,
14,
25,
192,
661,
1646,
914,
504,
429,
642,
711,
501,
603,
933,
1343,
694,
286,
137,
140,
151,
87,
57,
39,
8,
11,
9,
25,
23,
45,
93,
127,
131,
150,
150,
210,
212,
227,
225,
183,
135,
142,
153,
96,
92,
93,
54,
52,
34,
30,
17,
15,
18,
21,
75,
99,
109,
148,
127,
135,
180,
122,
90,
120,
62,
77,
61,
33,
27,
20,
19,
1,
3,
6,
4,
20,
148,
639,
1682,
805,
467,
404,
655,
679,
430,
519,
908,
1648,
765,
248,
105,
100,
47,
32,
10,
5,
2,
5,
3,
30,
158,
654,
1695,
817,
478,
388,
663,
757,
518,
582,
935,
1535,
777,
297,
140,
87,
69,
22,
7,
1,
3,
6,
5,
28,
192,
652,
1650,
772,
437,
455,
790,
735,
495,
520,
907,
1497,
791,
297,
94,
111,
101,
46,
20,
11,
12,
6,
0,
28,
166,
734,
1724,
882,
475,
495,
674,
753,
574,
585,
985,
1521,
724,
336,
150,
90,
116,
54,
37,
20,
7,
15,
10,
39,
212,
737,
1831,
997,
716,
1385,
2360,
1385,
645,
575,
1008,
1458,
657,
352,
158,
154,
131,
89,
33,
15,
12,
11,
7,
17,
25,
47,
115,
171,
230,
317,
269,
236,
106,
89,
79,
168,
241,
124,
72,
80,
130,
91,
66,
47,
35,
33,
24,
6,
10,
46,
76,
90,
108,
102,
150,
137,
164,
148,
160,
116,
97,
101,
61,
41,
37,
35,
11,
4,
1,
2,
4,
29,
146,
590
] |
[
1575,
815,
426,
316,
714,
677,
517,
527,
884,
1582,
732,
230,
118,
88,
47,
26,
16,
6,
2,
1,
7,
17,
167,
666,
1689,
904,
467,
419,
719,
758,
511,
529,
916,
1518,
751,
257,
126,
74,
62,
32,
3,
7,
4,
0,
10,
31,
180,
698,
1718,
854,
487,
498,
850,
800,
558,
573,
903,
1518,
813,
320,
144,
108,
82,
34,
13,
5,
3,
5,
1,
28,
181,
677,
1730,
855,
475,
456,
791,
850,
529,
522,
917,
1483,
729,
320,
175,
115,
102,
76,
12,
9,
2,
3,
1,
23,
180,
661
] |
[
"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: 2085.19%",
"予測される変化率: [カラム_0] 予測される変化率: -58.03%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.22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: 2085.19%",
"Forecasted change rate: [column_0] Forecasted change rate: -58.03%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.22 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 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 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
| 512 | 96 |
[
1653,
834,
483,
455,
714,
780,
510,
538,
945,
1400,
568,
277,
164,
122,
154,
144,
74,
28,
25,
7,
6,
15,
26,
46,
88,
135,
115,
248,
214,
232,
134,
135,
144,
166,
165,
107,
82,
81,
97,
89,
70,
26,
37,
16,
18,
0,
24,
16,
36,
71,
111,
434,
368,
163,
195,
140,
102,
115,
95,
88,
37,
34,
35,
11,
2,
2,
1,
2,
5,
23,
158,
633,
1503,
882,
398,
393,
642,
642,
455,
565,
874,
1621,
811,
287,
122,
102,
50,
35,
7,
10,
8,
9,
3,
22,
154,
676,
1646,
979,
522,
417,
685,
713,
507,
568,
897,
1632,
792,
364,
132,
101,
57,
20,
4,
4,
5,
2,
0,
21,
183,
669,
1763,
953,
431,
421,
702,
666,
561,
569,
945,
1647,
840,
325,
164,
119,
79,
38,
4,
7,
3,
3,
3,
24,
155,
701,
1675,
1051,
444,
434,
638,
585,
480,
606,
923,
1591,
777,
310,
163,
101,
74,
47,
27,
7,
11,
7,
4,
26,
171,
678,
1543,
996,
435,
390,
645,
671,
501,
538,
913,
1429,
770,
330,
189,
113,
129,
91,
53,
21,
9,
8,
3,
10,
31,
49,
82,
135,
141,
162,
217,
196,
192,
252,
176,
207,
196,
147,
100,
87,
95,
72,
58,
26,
30,
16,
22,
5,
32,
37,
89,
179,
158,
138,
221,
135,
178,
128,
130,
118,
102,
59,
61,
66,
30,
37,
10,
5,
3,
2,
3,
28,
152,
622,
1497,
1012,
494,
384,
595,
654,
462,
565,
893,
1650,
716,
262,
129,
83,
60,
29,
4,
8,
1,
5,
1,
24,
197,
651,
1621,
1018,
549,
400,
698,
694,
540,
565,
992,
1625,
858,
272,
108,
101,
78,
36,
11,
5,
0,
3,
5,
19,
172,
675,
1806,
886,
466,
417,
658,
633,
510,
586,
902,
1493,
778,
335,
133,
122,
80,
34,
21,
4,
5,
10,
4,
24,
187,
728,
1684,
941,
439,
454,
675,
727,
588,
621,
977,
1503,
722,
357,
143,
143,
131,
52,
19,
11,
7,
5,
5,
25,
176,
690,
1581,
1008,
492,
489,
718,
790,
566,
627,
909,
1324,
566,
305,
180,
137,
151,
149,
86,
23,
17,
16,
2,
12,
29,
41,
94,
128,
166,
188,
176,
228,
169,
209,
158,
180,
168,
154,
124,
70,
132,
130,
88,
68,
45,
23,
16,
10,
15,
25,
80,
101,
82,
106,
124,
160,
132,
122,
101,
95,
108,
61,
48,
30,
20,
26,
7,
3,
0,
6,
6,
19,
175,
636,
1502,
928,
465,
369,
666,
642,
462,
509,
859,
1631,
754,
249,
125,
98,
73,
60,
15,
4,
0,
3,
4,
16,
178,
661,
1648,
964,
568,
393,
726,
753,
521,
557,
961,
1559,
760,
299,
161,
107,
74,
37,
15,
10,
5,
4,
0,
24,
187,
687,
1644,
1000,
543,
454,
739,
754,
502,
508,
978,
1533,
738,
288,
154,
96,
99,
45,
20,
7,
1,
2,
2,
23,
184,
648,
1722,
909,
547,
434,
723,
695,
539,
586,
953,
1602,
748,
289,
126,
107,
104,
72,
24,
10,
4,
3,
2,
26,
185,
654,
1650,
942,
516,
474,
717,
674,
489,
553
] |
[
946,
1415,
717,
296,
174,
164,
135,
113,
69,
23,
6,
7,
5,
15,
21,
40,
64,
98,
117,
143,
175,
193,
182,
195,
163,
178,
167,
168,
114,
114,
98,
102,
89,
56,
48,
43,
8,
12,
16,
47,
30,
115,
133,
112,
157,
157,
151,
139,
147,
72,
90,
80,
71,
40,
23,
16,
22,
1,
4,
1,
8,
19,
173,
613,
1541,
939,
506,
405,
714,
733,
504,
549,
913,
1624,
733,
257,
163,
85,
73,
29,
5,
7,
1,
3,
5,
19,
165,
709,
1709,
1013,
449,
414,
783,
835,
600,
604
] |
[
"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: -66.55%",
"予測される変化率: [カラム_0] 予測される変化率: -36.15%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.23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: upward",
"Historical change rate: [column_0] Historical change rate: -66.55%",
"Forecasted change rate: [column_0] Forecasted change rate: -36.15%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.23 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 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 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 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 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 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
1019,
1590,
840,
311,
208,
120,
104,
40,
10,
6,
6,
4,
5,
36,
186,
658,
1774,
959,
480,
475,
763,
729,
481,
535,
895,
1607,
752,
330,
112,
87,
81,
60,
14,
12,
5,
8,
0,
20,
183,
732,
1728,
1036,
538,
472,
613,
635,
504,
526,
986,
1562,
752,
297,
158,
121,
89,
60,
15,
12,
6,
2,
5,
24,
188,
622,
1667,
935,
462,
440,
692,
647,
562,
545,
942,
1355,
659,
300,
171,
119,
122,
84,
40,
26,
17,
9,
3,
9,
29,
33,
79,
107,
128,
154,
185,
166,
163,
155,
136,
166,
116,
124,
135,
92,
105,
124,
55,
24,
35,
16,
11,
12,
18,
50,
71,
120,
119,
129,
181,
168,
174,
137,
142,
144,
93,
108,
80,
50,
51,
19,
8,
6,
6,
10,
5,
17,
123,
376,
1100,
584,
410,
406,
532,
549,
379,
432,
743,
1036,
488,
153,
96,
91,
70,
66,
33,
16,
16,
9,
11,
21,
29,
52,
140,
101,
116,
101,
114,
119,
116,
102,
96,
110,
74,
61,
50,
52,
28,
26,
7,
8,
1,
2,
7,
25,
165,
673,
1809,
879,
563,
452,
691,
648,
514,
540,
936,
1574,
830,
272,
140,
91,
100,
53,
11,
9,
3,
2,
1,
22,
175,
659,
1694,
908,
530,
456,
707,
794,
559,
548,
967,
1793,
851,
365,
203,
128,
139,
99,
23,
28,
5,
5,
5,
36,
176,
655,
1700,
898,
532,
429,
711,
619,
495,
558,
859,
1481,
700,
253,
161,
132,
118,
141,
61,
23,
8,
11,
4,
12,
27,
38
] |
[
112,
169,
118,
164,
145,
198,
212,
167,
196,
210,
209,
151,
136,
123,
107,
90,
96,
36,
20,
15,
12,
8,
14,
36,
74,
108,
140,
154,
177,
152,
214,
179,
94,
88,
124,
104,
70,
35,
57,
20,
9,
6,
2,
9,
3,
24,
174,
644,
1629,
973,
445,
398,
686,
634,
452,
514,
894,
1585,
793,
252,
133,
85,
79,
33,
11,
13,
1,
5,
5,
20,
192,
738,
1812,
956,
530,
503,
754,
769,
520,
617,
930,
1633,
787,
281,
162,
85,
72,
61,
31,
11,
2,
1,
9,
26,
170,
687
] |
[
"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: -96.27%",
"予測される変化率: [カラム_0] 予測される変化率: 513.39%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.30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: 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: -96.27%",
"Forecasted change rate: [column_0] Forecasted change rate: 513.39%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.30 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 34",
"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 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 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 30.",
"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 |
[
1672,
994,
485,
509,
629,
679,
551,
586,
971,
1599,
766,
332,
154,
111,
89,
50,
31,
4,
1,
8,
3,
23,
178,
716,
1768,
995,
566,
448,
691,
733,
528,
594,
1025,
1550,
825,
310,
133,
109,
106,
53,
39,
6,
10,
21,
4,
32,
167,
688,
1631,
946,
528,
429,
692,
746,
571,
581,
969,
1320,
700,
312,
182,
130,
116,
161,
104,
35,
24,
13,
10,
8,
30,
38,
106,
111,
136,
208,
172,
236,
162,
206,
225,
247,
218,
147,
88,
72,
89,
155,
157,
127,
80,
56,
11,
6,
14,
37,
48,
120,
128,
117,
141,
161,
130,
171,
119,
148,
101,
73,
61,
24,
39,
30,
9,
6,
1,
10,
4,
19,
174,
584,
1650,
904,
500,
412,
653,
703,
462,
513,
842,
1665,
722,
278,
165,
94,
68,
30,
12,
4,
3,
2,
2,
24,
185,
736,
1749,
924,
498,
424,
742,
775,
530,
599,
989,
1588,
775,
293,
137,
106,
78,
36,
17,
3,
7,
6,
8,
23,
187,
691,
1592,
1039,
445,
471,
674,
647,
521,
560,
917,
1500,
702,
332,
131,
110,
84,
42,
49,
7,
3,
12,
4,
22,
194,
676,
1718,
937,
490,
510,
796,
789,
554,
636,
1025,
1536,
725,
354,
190,
160,
64,
85,
48,
14,
8,
9,
5,
25,
177,
659,
1554,
972,
468,
405,
673,
753,
558,
604,
941,
1326,
660,
346,
215,
155,
165,
161,
92,
44,
23,
15,
3,
14,
27,
45,
77,
97,
142,
152,
138,
215,
146,
324,
177,
178,
190,
156,
123,
108,
110,
114,
96,
60,
66,
32,
17,
18,
15,
35,
52,
104,
151,
137,
163,
127,
156,
83,
118,
116,
80,
71,
88,
41,
37,
21,
11,
3,
6,
0,
5,
25,
165,
609,
1692,
855,
462,
408,
618,
690,
514,
530,
891,
1610,
791,
269,
133,
104,
78,
42,
17,
2,
3,
4,
5,
20,
118,
615,
1456,
1185,
482,
450,
632,
681,
517,
553,
901,
1673,
772,
325,
143,
100,
91,
39,
13,
8,
10,
0,
4,
32,
173,
639,
1677,
940,
549,
397,
685,
722,
518,
592,
860,
1544,
784,
321,
174,
162,
111,
47,
16,
8,
4,
3,
1,
25,
171,
646,
1722,
880,
500,
430,
663,
680,
506,
527,
961,
1495,
732,
290,
174,
129,
121,
57,
15,
19,
7,
4,
3,
33,
169,
588,
1543,
931,
517,
480,
677,
824,
527,
561,
876,
1295,
624,
324,
172,
159,
135,
155,
157,
50,
22,
6,
2,
10,
29,
50,
86,
109,
136,
187,
192,
216,
192,
162,
214,
122,
138,
150,
99,
70,
134,
147,
139,
135,
67,
39,
25,
14,
29,
41,
73,
108,
142,
105,
156,
131,
172,
139,
119,
126,
121,
92,
80,
62,
45,
29,
30,
6,
8,
4,
4,
20,
168,
630,
1707,
937,
461,
412,
616,
705,
546,
498,
977,
1561,
781,
285,
115,
102,
72,
43,
12,
7,
2,
2,
3,
18,
161,
710,
1755,
933,
541,
495,
686,
664,
641,
589,
927,
1575,
776,
330,
159,
93,
43,
37,
9,
1,
3,
1,
4,
23,
136,
660,
1719,
927,
529,
464,
638,
626,
542,
581
] |
[
916,
1536,
766,
272,
181,
134,
82,
73,
27,
4,
8,
5,
2,
24,
151,
645,
1662,
930,
577,
452,
649,
666,
568,
621,
878,
1484,
726,
358,
216,
158,
124,
97,
24,
9,
5,
8,
3,
28,
154,
697,
1705,
900,
565,
517,
671,
715,
523,
617,
897,
1147,
538,
261,
158,
153,
146,
173,
159,
94,
62,
27,
3,
12,
21,
42,
81,
133,
136,
154,
160,
158,
167,
195,
190,
140,
122,
160,
106,
89,
80,
101,
91,
80,
45,
11,
8,
9,
10,
20,
51,
130,
111,
123,
155,
136,
147,
127
] |
[
"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: -65.25%",
"予測される変化率: [カラム_0] 予測される変化率: -86.14%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.20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: -65.25%",
"Forecasted change rate: [column_0] Forecasted change rate: -86.14%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.20 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 |
[
146,
105,
74,
81,
54,
55,
30,
24,
14,
3,
6,
3,
4,
19,
177,
647,
1619,
968,
520,
459,
671,
728,
486,
549,
854,
1581,
747,
291,
161,
78,
59,
53,
25,
5,
5,
3,
2,
23,
174,
667,
1523,
953,
503,
463,
731,
814,
645,
566,
859,
1602,
744,
271,
184,
120,
107,
49,
24,
7,
7,
5,
3,
24,
174,
688,
1707,
948,
612,
482,
637,
700,
534,
594,
895,
1499,
793,
320,
180,
132,
161,
83,
18,
6,
4,
5,
0,
20,
154,
684,
1721,
951,
492,
673,
785,
598,
698,
628,
983,
1462,
770,
305,
206,
115,
106,
64,
41,
13,
11,
14,
11,
18,
149,
710,
1849,
1196,
540,
568,
868,
661,
644,
717,
958,
1199,
656,
375,
221,
172,
174,
244,
187,
87,
125,
80,
17,
17,
28,
45,
78,
78,
108,
181,
158,
217,
191,
172,
147,
124,
124,
116,
115,
84,
108,
96,
85,
61,
63,
33,
10,
6,
19,
35,
47,
97,
100,
130,
145,
194,
138,
122,
107,
116,
76,
73,
67,
48,
34,
16,
6,
5,
6,
3,
5,
26,
173,
608,
1569,
964,
594,
491,
757,
702,
541,
560,
908,
1570,
683,
273,
104,
117,
78,
44,
20,
7,
1,
2,
0,
20,
159,
686,
1662,
949,
670,
444,
747,
827,
657,
621,
939,
1507,
690,
322,
166,
92,
82,
57,
17,
13,
1,
3,
0,
25,
180,
671,
1494,
951,
552,
503,
665,
726,
521,
610,
891,
1467,
650,
325,
125,
115,
75,
38,
9,
4,
3,
4,
3,
29,
159,
692,
1740,
954,
601,
542,
746,
681,
596,
701,
995,
1272,
713,
257,
155,
131,
105,
146,
26,
10,
14,
10,
6,
19,
146,
657,
1513,
999,
513,
555,
741,
661,
626,
706,
914,
825,
389,
264,
175,
129,
157,
154,
192,
110,
81,
59,
15,
11,
30,
36,
69,
119,
155,
164,
156,
154,
181,
156,
162,
191,
163,
167,
91,
142,
114,
93,
66,
29,
14,
7,
7,
3,
21,
15,
55,
77,
127,
114,
142,
117,
132,
88,
94,
104,
76,
70,
72,
60,
60,
28,
17,
9,
12,
4,
2,
17,
58,
218,
602,
348,
249,
263,
463,
454,
426,
399,
308,
172,
98,
73,
44,
94,
82,
61,
31,
28,
4,
1,
3,
3,
5,
12,
40,
54,
107,
64,
70,
36,
47,
50,
44,
59,
40,
47,
71,
28,
22,
12,
10,
12,
0,
1,
1,
4,
7,
22,
69,
128,
113,
110,
151,
166,
176,
129,
104,
112,
122,
66,
81,
69,
43,
18,
8,
6,
5,
7,
1,
6,
41,
96,
263,
244,
228,
223,
332,
391,
247,
336,
376,
354,
210,
91,
103,
93,
57,
28,
12,
8,
6,
8,
4,
9,
21,
118,
239,
250,
208,
229,
284,
358,
266,
248,
316,
254,
157,
107,
116,
80,
65,
44,
27,
15,
8,
5,
6,
11,
15,
26,
37,
56,
98,
153,
114,
149,
150,
173,
132,
117,
94,
84,
76,
44,
66,
47,
50,
11,
12,
8,
4,
11,
11,
18,
38,
55,
83,
106,
120,
104,
115,
124,
79,
102,
107,
103,
91,
51,
56,
30
] |
[
22,
5,
6,
1,
8,
11,
37,
159,
429,
255,
214,
202,
265,
299,
352,
342,
317,
224,
177,
143,
266,
249,
399,
208,
413,
140,
54,
34,
19,
11,
11,
26,
44,
77,
78,
75,
92,
102,
79,
100,
59,
59,
53,
33,
63,
42,
28,
13,
11,
0,
1,
4,
1,
9,
64,
270,
783,
397,
225,
254,
400,
349,
268,
322,
568,
760,
245,
127,
90,
53,
38,
29,
21,
7,
0,
3,
1,
11,
53,
279,
762,
526,
277,
311,
384,
440,
345,
325,
543,
773,
321,
130,
94,
89,
62,
55
] |
[
"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: -79.45%",
"予測される変化率: [カラム_0] 予測される変化率: 150.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.36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: -79.45%",
"Forecasted change rate: [column_0] Forecasted change rate: 150.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.36 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 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 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 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 30.",
"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 |
[
15,
0,
3,
1,
5,
14,
62,
332,
736,
492,
214,
216,
308,
375,
287,
357,
504,
569,
220,
144,
111,
74,
91,
65,
21,
14,
7,
4,
1,
8,
20,
22,
54,
70,
119,
118,
148,
161,
125,
226,
164,
141,
132,
102,
100,
108,
53,
92,
38,
16,
14,
16,
7,
4,
13,
24,
23,
72,
77,
108,
95,
140,
131,
98,
115,
110,
81,
60,
58,
54,
49,
53,
31,
8,
4,
0,
0,
22,
104,
458,
1267,
660,
371,
286,
585,
628,
382,
356,
674,
1263,
474,
210,
123,
103,
47,
31,
12,
8,
2,
2,
4,
20,
116,
466,
1338,
683,
343,
324,
610,
587,
462,
442,
707,
1302,
562,
174,
88,
49,
46,
24,
5,
1,
4,
2,
3,
23,
120,
478,
1249,
723,
391,
328,
577,
629,
406,
483,
686,
1243,
547,
202,
131,
77,
50,
35,
18,
3,
4,
5,
0,
17,
87,
435,
1281,
762,
425,
387,
575,
619,
412,
477,
705,
1242,
537,
235,
115,
85,
87,
39,
26,
13,
1,
2,
1,
18,
105,
443,
1300,
708,
408,
307,
492,
590,
391,
427,
707,
1013,
468,
243,
124,
137,
133,
90,
29,
26,
10,
11,
8,
4,
14,
26,
44,
83,
105,
155,
130,
206,
149,
148,
131,
142,
134,
124,
90,
80,
102,
66,
62,
18,
25,
11,
7,
6,
9,
21,
36,
74,
89,
118,
152,
162,
166,
167,
128,
142,
99,
93,
82,
56,
33,
21,
6,
4,
15,
7,
3,
16,
144,
576,
1519,
759,
452,
361,
556,
686,
446,
440,
806,
1603,
627,
242,
119,
96,
54,
38,
30,
5,
2,
2,
0,
20,
154,
619,
1584,
857,
496,
390,
717,
769,
493,
511,
865,
1592,
684,
239,
160,
86,
90,
32,
27,
3,
7,
5,
2,
20,
127,
603,
1567,
831,
493,
434,
725,
728,
500,
522,
827,
1536,
675,
248,
121,
137,
82,
52,
23,
12,
5,
3,
1,
17,
129,
568,
1488,
877,
465,
388,
595,
693,
424,
490,
797,
1349,
650,
231,
113,
109,
107,
50,
30,
20,
12,
16,
4,
22,
151,
626,
1510,
834,
495,
428,
576,
602,
406,
509,
771,
1300,
527,
280,
159,
111,
142,
116,
51,
16,
30,
6,
2,
6,
25,
41,
61,
142,
163,
188,
167,
236,
195,
155,
204,
150,
194,
146,
95,
112,
116,
130,
85,
32,
29,
30,
10,
5,
9,
34,
52,
114,
145,
137,
179,
171,
152,
157,
120,
150,
130,
82,
123,
65,
19,
28,
26,
14,
27,
3,
1,
18,
145,
595,
1546,
855,
489,
413,
673,
737,
481,
510,
747,
1571,
662,
218,
113,
77,
72,
63,
13,
5,
4,
6,
3,
26,
176,
631,
1635,
896,
550,
434,
711,
752,
534,
510,
869,
1538,
732,
279,
137,
111,
78,
61,
26,
11,
6,
4,
3,
20,
131,
619,
1694,
821,
466,
426,
735,
748,
529,
529,
838,
1473,
733,
263,
118,
109,
87,
69,
44,
20,
10,
6,
4,
17,
157,
610,
1661,
896,
496,
482,
683,
726,
462,
496,
883,
1463,
637,
286,
144,
134,
114,
74,
23,
12,
7,
8,
3,
20,
136,
608
] |
[
1571,
819,
480,
390,
616,
702,
506,
486,
825,
1128,
511,
255,
158,
119,
88,
55,
98,
34,
27,
18,
4,
15,
17,
24,
56,
178,
122,
147,
209,
195,
202,
123,
177,
134,
149,
103,
81,
90,
134,
86,
54,
43,
29,
32,
12,
10,
6,
25,
40,
85,
103,
194,
153,
167,
135,
159,
164,
134,
79,
73,
93,
50,
57,
40,
43,
14,
8,
3,
1,
6,
22,
31,
47,
91,
88,
100,
124,
152,
162,
133,
119,
96,
106,
65,
52,
48,
24,
29,
18,
5,
4,
5,
2,
26,
133,
637
] |
[
"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: 3953.33%",
"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1.30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: 3953.33%",
"Forecasted change rate: [column_0] Forecasted change rate: -59.45%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.30 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 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] 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 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 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
1662,
910,
539,
460,
615,
725,
475,
479,
880,
1590,
719,
239,
135,
68,
46,
45,
14,
2,
2,
2,
0,
25,
158,
646,
1690,
933,
554,
477,
695,
790,
450,
492,
825,
1552,
758,
281,
124,
105,
54,
53,
13,
14,
2,
4,
0,
22,
173,
674,
1623,
905,
534,
424,
660,
708,
516,
559,
865,
1444,
784,
282,
102,
49,
67,
34,
9,
13,
10,
1,
8,
23,
159,
631,
1515,
910,
446,
433,
676,
660,
491,
533,
889,
1307,
665,
267,
168,
119,
124,
85,
40,
27,
10,
14,
5,
11,
21,
45,
55,
96,
160,
169,
178,
210,
179,
176,
179,
154,
199,
140,
91,
65,
108,
106,
71,
57,
34,
29,
10,
6,
8,
25,
40,
100,
111,
112,
181,
135,
118,
152
] |
[
124,
113,
83,
58,
57,
48,
15,
36,
14,
2,
2,
7,
5,
29,
163,
605,
1728,
905,
491,
407,
660,
638,
482,
545,
933,
1572,
749,
278,
116,
110,
35,
33,
11,
5,
4,
2,
0,
21,
115,
621,
1524,
1170,
561,
435,
677,
763,
501,
660,
924,
1475,
714,
276,
147,
111,
61,
72,
24,
8,
4,
2,
1,
22,
125,
533,
1258,
968,
567,
447,
642,
720,
470,
528,
880,
1414,
692,
261,
142,
110,
65,
67,
28,
18,
5,
9,
4,
25,
175,
645,
1701,
891,
479,
485,
685,
683,
516,
541
] |
[
"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: -90.85%",
"予測される変化率: [カラム_0] 予測される変化率: 336.29%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.15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: -90.85%",
"Forecasted change rate: [column_0] Forecasted change rate: 336.29%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.15 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 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 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 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 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 not 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 |
[
946,
1535,
817,
301,
199,
131,
91,
44,
23,
11,
5,
4,
3,
30,
147,
669,
1683,
825,
447,
521,
690,
720,
564,
540,
824,
1377,
614,
285,
174,
166,
130,
116,
56,
32,
21,
11,
8,
8,
13,
37,
59,
101,
98,
173,
186,
215,
179,
163,
185,
152,
140,
177,
148,
98,
137,
86,
56,
49,
29,
20,
13,
6,
18,
21,
33,
66,
81,
113,
153,
155,
143,
117,
149,
177,
84,
62,
48,
50,
28,
14,
9,
2,
4,
1,
2,
26,
132,
570,
1654,
923,
504,
403,
645,
660,
479,
488,
804,
1621,
757,
197,
139,
110,
62,
27,
15,
12,
1,
0,
3,
24,
185,
649,
1724,
934,
558,
460,
657,
771,
577,
545,
931,
1554,
759,
289,
143,
88,
64,
49,
19,
6,
4,
3,
2,
20,
165,
621,
1785,
900,
490,
469,
739,
802,
573,
537,
926,
1569,
838,
347,
154,
115,
68,
41,
12,
13,
6,
4,
4,
25,
186,
732,
1696,
964,
664,
560,
936,
1079,
623,
589,
961,
1587,
778,
278,
198,
144,
95,
67,
36,
10,
5,
4,
10,
26,
174,
620,
1649,
925,
469,
477,
657,
724,
546,
545,
857,
1318,
594,
307,
208,
167,
178,
95,
70,
31,
25,
15,
10,
26,
29,
48,
153,
170,
163,
279,
243,
258,
206,
177,
183,
216,
176,
170,
108,
130,
131,
120,
97,
71,
60,
24,
8,
9,
13,
31,
70,
106,
137,
201,
235,
161,
177,
173,
152,
135,
111,
91,
100,
67,
69,
20,
14,
7,
3,
2,
3,
23,
188,
624,
1677,
977,
420,
404,
648,
632,
464,
496,
853,
1576,
741,
243,
171,
97,
56,
31,
12,
5,
11,
4,
2,
37,
201,
640,
1775,
967,
515,
456,
669,
617,
562,
541,
938,
1607,
849,
282,
142,
99,
64,
45,
37,
6,
4,
1,
2,
34,
152,
675,
1685,
1000,
488,
434,
906,
836,
564,
579,
862,
1545,
808,
311,
135,
141,
96,
52,
45,
6,
3,
2,
0,
19,
182,
750,
1721,
913,
438,
495,
690,
763,
564,
563,
961,
1563,
748,
277,
164,
83,
137,
77,
23,
11,
6,
3,
9,
27,
155,
703,
1578,
913,
509,
440,
675,
807,
549,
611,
898,
1276,
592,
300,
184,
150,
163,
74,
67,
18,
21,
21,
12,
11,
23,
48,
112,
131,
136,
192,
178,
234,
186,
145,
201,
198,
192,
250,
307,
323,
517,
413,
329,
196,
229,
181,
93,
43,
31,
51,
55,
97,
144,
124,
198,
132,
164,
145,
190,
128,
76,
85,
90,
53,
18,
21,
11,
6,
5,
2,
0,
26,
154,
627,
1747,
878,
475,
438,
634,
688,
496,
505,
867,
1567,
787,
286,
129,
133,
51,
29,
11,
17,
2,
3,
3,
34,
179,
801,
1953,
1240,
652,
440,
664,
645,
513,
556,
869,
1642,
817,
313,
197,
130,
56,
43,
20,
9,
7,
4,
5,
29,
188,
664,
1739,
942,
537,
438,
788,
702,
558,
576,
1038,
1522,
815,
277,
154,
114,
100,
69,
20,
18,
5,
5,
2,
23,
174,
664,
1843,
999,
510,
431,
722,
645,
525,
530,
948,
1589,
852,
399,
186,
133,
97,
52
] |
[
35,
12,
6,
6,
4,
26,
148,
710,
1723,
877,
545,
460,
747,
743,
535,
575,
853,
1305,
638,
282,
189,
138,
140,
170,
87,
25,
21,
21,
7,
7,
31,
44,
101,
123,
148,
164,
199,
198,
194,
197,
180,
213,
159,
155,
139,
93,
129,
92,
66,
52,
55,
40,
19,
9,
15,
31,
60,
98,
128,
133,
201,
215,
218,
119,
165,
178,
107,
97,
96,
45,
43,
29,
11,
3,
14,
6,
2,
24,
150,
628,
1638,
923,
522,
465,
743,
728,
494,
548,
899,
1591,
761,
237,
132,
80,
61,
52
] |
[
"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: -94.50%",
"予測される変化率: [カラム_0] 予測される変化率: 48.57%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.22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: 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: -94.50%",
"Forecasted change rate: [column_0] Forecasted change rate: 48.57%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.22 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 29",
"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 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 |
[
17,
3,
1,
3,
2,
32,
182,
736,
1570,
1001,
523,
430,
788,
753,
508,
638,
935,
1650,
788,
346,
158,
137,
60,
32,
10,
9,
6,
2,
0,
28,
198,
729,
1625,
879,
542,
465,
727,
793,
562,
642,
906,
1531,
822,
339,
170,
123,
72,
70,
14,
12,
2,
3,
3,
32,
149,
744,
1729,
986,
471,
507,
770,
794,
541,
567,
901,
1492,
751,
296,
184,
117,
126,
61,
21,
9,
9,
4,
6,
31,
153,
623,
1710,
930,
468,
495,
704,
674,
499,
581,
850,
1210,
539,
284,
137,
113,
185,
137,
73,
41,
30,
8,
10,
9,
18,
39,
116,
114,
158,
209,
211,
205,
215,
226,
158,
163,
164,
146,
135,
77,
154,
156,
87,
40,
19,
21,
9,
8,
26,
45,
31,
85,
121,
107,
238,
163,
189,
178,
180,
158,
147,
88,
113,
81,
117,
84,
45,
42,
10,
2,
5,
5,
18,
68,
90,
111,
158,
143,
132,
163,
155,
170,
161,
135,
76,
83,
112,
75,
103,
29,
19,
3,
10,
3,
2,
26,
172,
657,
1677,
953,
536,
429,
664,
635,
466,
476,
853,
1483,
823,
316,
126,
81,
57,
41,
6,
7,
5,
1,
2,
29,
154,
627,
1496,
968,
497,
501,
729,
741,
550,
557,
833,
1434,
730,
321,
140,
110,
44,
63,
15,
8,
3,
4,
0,
26,
155,
674,
1708,
854,
490,
491,
836,
832,
534,
582,
903,
1567,
799,
341,
197,
130,
110,
40,
26,
6,
13,
5,
5,
25,
173,
610,
1504,
1051,
652,
489,
680,
729,
521,
587,
863,
1333,
656,
322,
224,
144,
168,
147,
59,
29,
21,
12,
7,
17,
19,
59,
97,
114,
161,
179,
201,
276,
193,
156,
169,
147,
116,
158,
128,
71,
62,
76,
76,
36,
30,
20,
8,
10,
9,
16,
65,
115,
90,
102,
120,
146,
133,
138,
131,
124,
94,
98,
102,
61,
56,
32,
15,
4,
10,
1,
4,
28,
163,
596,
1688,
958,
517,
419,
680,
679,
502,
571,
862,
1649,
740,
290,
116,
90,
82,
42,
7,
7,
5,
3,
3,
28,
151,
694,
1651,
1091,
578,
509,
768,
765,
552,
640,
958,
1630,
805,
300,
179,
108,
63,
30,
22,
13,
1,
8,
0,
22,
185,
678,
1774,
951,
497,
525,
784,
763,
548,
557,
905,
1543,
752,
308,
181,
129,
87,
47,
23,
3,
4,
2,
2,
22,
185,
658,
1732,
1064,
535,
447,
666,
716,
549,
561,
968,
1522,
777,
287,
177,
117,
109,
52,
25,
10,
5,
8,
3,
21,
179,
650,
1595,
989,
561,
480,
741,
731,
573,
557,
975,
1335,
620,
276,
200,
116,
112,
103,
60,
21,
10,
8,
8,
11,
15,
22,
97,
128,
121,
223,
213,
204,
228,
173,
193,
186,
177,
149,
102,
83,
111,
87,
95,
56,
56,
43,
20,
13,
16,
64,
59,
135,
150,
217,
256,
194,
181,
220,
155,
145,
121,
63,
81,
59,
27,
50,
16,
5,
2,
1,
1,
20,
158,
628,
1631,
1096,
459,
481,
721,
782,
544,
560,
884,
1605,
835,
259,
126,
77,
79,
44,
12,
3,
7,
5,
0,
34,
175,
714
] |
[
1714,
1011,
557,
485,
830,
913,
575,
648,
871,
1573,
782,
288,
149,
121,
129,
73,
13,
8,
7,
6,
5,
24,
175,
712,
1726,
995,
543,
479,
777,
825,
628,
570,
989,
1509,
771,
345,
175,
88,
85,
108,
12,
5,
4,
1,
8,
24,
210,
733,
1691,
1123,
557,
512,
783,
835,
629,
668,
1083,
1481,
771,
325,
194,
152,
158,
155,
79,
83,
67,
36,
22,
16,
7,
21,
41,
60,
143,
149,
164,
131,
151,
154,
110,
132,
142,
138,
177,
102,
128,
57,
31,
13,
14,
7,
4,
3,
7,
23
] |
[
"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: 4100.00%",
"予測される変化率: [カラム_0] 予測される変化率: -98.66%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.23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: 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: 4100.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -98.66%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.23 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 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,
67,
119,
135,
180,
143,
197,
155,
165,
180,
173,
157,
228,
102,
109,
80,
29,
45,
13,
12,
7,
9,
10,
19,
51,
104,
156,
146,
136,
86,
107,
116,
124,
167,
168,
114,
131,
108,
67,
40,
24,
22,
15,
7,
4,
6,
13,
28,
43,
109,
98,
116,
141,
154,
158,
104,
119,
61,
165,
91,
69,
49,
51,
27,
3,
1,
3,
1,
0,
14,
145,
525,
1446,
950,
461,
375,
615,
628,
476,
479,
786,
1443,
760,
224,
132,
77,
121,
35,
12,
9,
8,
6,
0,
25,
151,
635,
1583,
845,
445,
458,
604,
653,
509,
521,
820,
1499,
841,
284,
152,
148,
89,
48,
18,
3,
2,
2,
2,
23,
167,
563,
1606,
880,
447,
396,
617,
758,
531,
588,
850,
1469,
853,
340,
240,
131,
123,
50,
24,
7,
11,
6,
3,
25,
166,
578,
1566,
936,
464,
420,
684,
699,
506,
521,
817,
1327,
756,
370,
241,
161,
227,
141,
60,
31,
12,
22,
5,
10,
16,
37,
90,
118,
166,
186,
194,
244,
213,
222,
226,
233,
336,
206,
215,
145,
223,
158,
118,
69,
65,
19,
20,
10,
17,
40,
84,
152,
186,
156,
213,
193,
244,
95,
131,
163,
197,
133,
95,
61,
52,
30,
9,
20,
5,
3,
3,
23,
169,
756,
1740,
767,
438,
445,
699,
763,
490,
507,
834,
1604,
794,
280,
113,
68,
70,
40,
8,
8,
1,
5,
2,
26,
163,
794,
1788,
924,
548,
486,
670,
834,
536,
554,
946,
1555,
756,
290,
192,
136,
88,
36
] |
[
20,
5,
3,
2,
3,
32,
188,
693,
1585,
859,
466,
590,
749,
829,
547,
539,
852,
1496,
825,
265,
196,
115,
100,
56,
17,
2,
2,
3,
3,
33,
188,
692,
1867,
964,
461,
432,
661,
724,
552,
556,
863,
1616,
801,
289,
252,
144,
104,
60,
23,
8,
13,
6,
4,
18,
164,
656,
1716,
891,
470,
487,
761,
734,
522,
642,
881,
1346,
709,
320,
258,
170,
162,
151,
63,
28,
19,
18,
9,
9,
34,
54,
107,
132,
136,
207,
206,
210,
217,
226,
239,
240,
288,
244,
187,
161,
164,
111
] |
[
"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: -30.77%",
"予測される変化率: [カラム_0] 予測される変化率: 455.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.24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: -30.77%",
"Forecasted change rate: [column_0] Forecasted change rate: 455.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.24 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 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 42 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 90 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 42.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 90.",
"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 |
[
128,
62,
83,
25,
8,
12,
8,
45,
69,
95,
115,
150,
171,
222,
163,
133,
133,
152,
166,
121,
139,
65,
63,
11,
11,
5,
1,
3,
7,
25,
175,
671,
1694,
916,
492,
450,
633,
620,
470,
489,
886,
1624,
806,
283,
80,
114,
103,
32,
17,
5,
2,
1,
2,
25,
172,
678,
1665,
1051,
563,
469,
717,
786,
539,
582,
996,
1584,
879,
230,
196,
106,
102,
88,
13,
13,
10,
10,
0,
25,
176,
651,
1502,
1129,
588,
424,
743,
748,
587,
613,
908,
1614,
844,
339,
208,
107,
96,
75,
10,
6,
1,
1,
3,
24,
199,
668,
1921,
1179,
589,
434,
644,
776,
583,
541,
974,
1563,
844,
289,
223,
137,
102,
63,
15,
8,
4,
4,
6,
28,
154,
678,
1640,
910,
453,
477,
621,
682,
538,
570,
917,
1351,
745,
328,
297,
122,
183,
100,
60,
39,
16,
32,
5,
13,
18,
62,
99,
104,
179,
201,
217,
217,
213,
281,
341,
317,
352,
264,
208,
116,
146,
159,
84,
67,
49,
9,
15,
1,
12,
24,
48,
101,
127,
122,
140,
110,
186,
150,
189,
157,
176,
126,
130,
63,
67,
25,
14,
2,
2,
1,
5,
19,
178,
731,
1823,
931,
426,
426,
561,
592,
455,
477,
956,
1737,
750,
303,
108,
74,
52,
30,
12,
6,
7,
0,
3,
22,
172,
695,
1802,
1007,
488,
507,
710,
776,
509,
619,
938,
1662,
834,
314,
119,
81,
82,
34,
6,
4,
8,
0,
5,
29,
190,
668,
1337,
839,
532,
435,
730,
783,
584,
600,
980,
1475,
831,
306,
192,
99,
90,
61,
32,
22,
9,
18,
7,
11,
6,
118,
90,
124,
209,
245,
267,
249,
149,
129,
97,
167,
123,
102,
52,
85,
48,
31,
20,
12,
2,
10,
9,
19,
56,
243,
536,
729,
439,
426,
606,
625,
498,
562,
753,
990,
484,
263,
153,
93,
95,
117,
66,
16,
36,
21,
11,
8,
15,
43,
31,
26,
28,
31,
9,
103,
161,
174,
170,
171,
166,
162,
110,
73,
88,
131,
62,
33,
52,
18,
14,
18,
11,
29,
39,
85,
82,
112,
136,
138,
151,
126,
112,
99,
71,
58,
29,
29,
21,
27,
12,
7,
4,
4,
3,
23,
162,
658,
1470,
1039,
517,
446,
690,
735,
482,
471,
3338,
3612,
774,
260,
117,
67,
51,
27,
14,
2,
0,
2,
1,
19,
174,
655,
1633,
963,
550,
481,
708,
793,
521,
598,
910,
1613,
784,
316,
166,
101,
77,
41,
12,
7,
2,
5,
0,
25,
194,
698,
1650,
957,
467,
383,
589,
724,
550,
568,
875,
1529,
786,
284,
102,
104,
82,
51,
21,
2,
2,
2,
5,
25,
139,
652,
1650,
1093,
482,
399,
701,
835,
549,
573,
924,
1560,
712,
270,
140,
92,
72,
53,
21,
6,
5,
5,
0,
26,
173,
671,
1779,
973,
491,
418,
757,
711,
571,
561,
937,
1301,
600,
231,
152,
121,
119,
100,
45,
20,
5,
8,
7,
8,
29,
37,
100,
144,
124,
186,
158,
209,
208,
205,
195,
177,
164,
122,
116,
86,
107,
0,
0,
30,
25,
18,
7,
6,
8,
33
] |
[
47,
109,
120,
125,
176,
159,
154,
125,
124,
98,
88,
71,
49,
43,
32,
32,
5,
2,
4,
4,
2,
18,
139,
625,
1617,
947,
480,
392,
620,
763,
470,
526,
904,
1708,
794,
253,
101,
48,
50,
28,
9,
2,
0,
5,
0,
24,
179,
728,
1742,
997,
529,
506,
634,
721,
527,
568,
927,
1634,
740,
283,
140,
88,
90,
37,
9,
1,
3,
2,
2,
22,
187,
713,
1747,
949,
416,
474,
713,
796,
574,
555,
927,
1550,
771,
313,
149,
85,
133,
52,
21,
4,
3,
7,
2,
25,
194,
606
] |
[
"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: -74.22%",
"予測される変化率: [カラム_0] 予測される変化率: 1189.36%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.33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: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -74.22%",
"Forecasted change rate: [column_0] Forecasted change rate: 1189.36%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.33 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 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 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 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
1526,
974,
494,
438,
730,
836,
585,
583,
942,
1571,
671,
339,
125,
110,
110,
51,
7,
17,
9,
10,
5,
19,
179,
626,
1614,
1021,
462,
512,
710,
748,
577,
646,
904,
1406,
676,
352,
156,
143,
178,
118,
56,
23,
10,
13,
10,
8,
20,
43,
95,
117,
133,
222,
191,
194,
179,
373,
206,
160,
166,
146,
109,
75,
130,
99,
63,
58,
32,
25,
7,
9,
9,
19,
51,
98,
109,
142,
155,
109,
193,
144,
118,
96,
55,
77,
43,
35,
15,
18,
8,
3,
4,
4,
2,
22,
150,
657,
1664,
1024,
474,
424,
633,
703,
426,
494,
850,
1617,
784,
240,
99,
79,
47,
33,
10,
3,
1,
11,
0,
23,
187,
712,
1701,
975,
489,
421,
688,
762,
451,
570,
992,
1647,
818,
323,
122,
71,
52,
26,
7,
5,
4,
3,
5,
23,
160,
724,
1638,
902,
486,
466,
656,
685,
547,
536,
987,
1686,
797,
256,
137,
54,
75,
43,
18,
0,
2,
4,
3,
20,
177,
691,
1688,
894,
522,
436,
600,
640,
531,
581,
919,
1690,
700,
277,
112,
68,
77,
42,
34,
11,
2,
5,
0,
19,
162,
648,
1639,
956,
541,
494,
715,
784,
565,
540,
910,
1501,
754,
305,
175,
147,
135,
97,
94,
35,
15,
10,
6,
12,
20,
47,
89,
125,
145,
180,
180,
205,
158,
182,
239,
211,
225,
202,
84,
94,
198,
77,
87,
52,
44,
22,
15,
11,
14,
39,
63,
123,
154,
151,
221,
255,
205,
166,
142,
118,
86,
71,
48,
34,
28,
9,
2,
3,
7,
0,
1,
24,
176,
583,
1592,
970,
504,
418,
674,
753,
450,
551,
929,
1573,
838,
254,
130,
85,
32,
31,
8,
5,
1,
2,
2,
27,
187,
652,
1685,
993,
500,
528,
702,
724,
506,
567,
999,
1602,
829,
284,
140,
109,
94,
43,
15,
6,
2,
5,
4,
25,
183,
682,
1587,
875,
472,
455,
687,
700,
490,
566,
840,
1561,
750,
290,
107,
87,
51,
42,
8,
6,
7,
2,
5,
27,
179,
589,
1638,
994,
481,
430,
776,
790,
553,
607,
947,
1552,
765,
330,
194,
86,
113,
60,
19,
4,
5,
2,
2,
25,
176,
686,
1556,
906,
467,
472,
677,
747,
597,
592,
908,
1365,
740,
325,
144,
125,
202,
167,
54,
30,
14,
14,
6,
5,
27,
33,
98,
148,
204,
223,
212,
222,
211,
214,
232,
299,
280,
220,
95,
101,
159,
132,
95,
60,
92,
50,
17,
9,
21,
25,
80,
117,
131,
169,
126,
177,
151,
156,
142,
128,
88,
77,
33,
44,
22,
12,
5,
4,
1,
4,
6,
19,
154,
647,
1524,
966,
466,
452,
588,
781,
456,
510,
909,
1519,
772,
257,
105,
104,
42,
43,
12,
10,
2,
3,
1,
21,
186,
613,
1637,
969,
604,
440,
624,
714,
538,
543,
895,
1553,
745,
284,
190,
114,
74,
21,
16,
1,
9,
2,
3,
19,
179,
618,
1652,
869,
459,
457,
700,
762,
559,
517,
847,
1469,
715,
283,
133,
82,
73,
32,
18,
2,
11,
0,
1,
20,
156,
640,
1749,
927,
521,
404,
665,
629,
463,
581
] |
[
930,
1493,
824,
279,
167,
89,
84,
55,
23,
5,
6,
2,
3,
17,
159,
641,
1534,
964,
529,
377,
679,
712,
504,
541,
814,
1305,
683,
306,
164,
112,
127,
100,
55,
12,
11,
6,
1,
7,
27,
33,
87,
97,
121,
150,
191,
168,
140,
185,
178,
187,
155,
130,
91,
87,
130,
79,
44,
27,
11,
21,
7,
3,
15,
27,
44,
71,
117,
180,
135,
173,
153,
125,
131,
93,
105,
66,
59,
37,
31,
16,
10,
3,
5,
1,
2,
25,
125,
691,
1344,
780,
408,
416,
650,
717,
514,
583
] |
[
"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: -61.93%",
"予測される変化率: [カラム_0] 予測される変化率: -37.31%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.22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: 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: 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: -61.93%",
"Forecasted change rate: [column_0] Forecasted change rate: -37.31%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.22 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"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 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 |
[
826,
1528,
769,
276,
128,
67,
63,
50,
13,
4,
6,
1,
1,
26,
175,
671,
1689,
945,
499,
445,
696,
725,
491,
599,
892,
1597,
727,
267,
111,
112,
49,
36,
10,
4,
3,
2,
1,
19,
180,
671,
1640,
907,
465,
471,
704,
679,
510,
479,
815,
1467,
763,
265,
121,
98,
67,
31,
21,
8,
3,
2,
3,
19,
171,
653,
1687,
841,
429,
444,
642,
754,
513,
496,
841,
1419,
663,
288,
117,
76,
79,
55,
15,
3,
4,
2,
3,
20,
142,
585,
1571,
927,
461,
427,
678,
763,
479,
554,
946,
1168,
683,
357,
164,
94,
202,
222,
86,
32,
28,
20,
1,
3,
31,
31,
69,
114,
155,
141,
209,
254,
175,
163,
196,
179,
132,
137,
81,
74,
103,
62
] |
[
45,
25,
12,
21,
4,
1,
6,
27,
62,
108,
125,
147,
139,
173,
222,
158,
156,
171,
98,
94,
91,
88,
30,
36,
17,
3,
3,
3,
1,
6,
11,
40,
61,
116,
107,
128,
163,
178,
145,
120,
94,
83,
77,
49,
43,
50,
37,
8,
6,
4,
1,
6,
3,
20,
163,
595,
1584,
1053,
429,
439,
651,
667,
542,
482,
804,
1467,
755,
307,
120,
124,
60,
26,
7,
3,
2,
4,
4,
28,
172,
656,
1690,
897,
522,
437,
645,
573,
478,
598,
1020,
1691,
882,
275,
106,
88,
65,
38
] |
[
"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: -92.49%",
"予測される変化率: [カラム_0] 予測される変化率: -15.56%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.27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: -92.49%",
"Forecasted change rate: [column_0] Forecasted change rate: -15.56%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.27 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 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 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 44 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 44 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 30.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 44.",
"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 44."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
12,
5,
1,
3,
2,
31,
183,
674,
1651,
902,
552,
464,
574,
709,
499,
573,
1009,
1638,
780,
329,
133,
109,
70,
67,
12,
4,
7,
7,
6,
22,
184,
638,
1585,
959,
487,
464,
680,
763,
517,
618,
856,
1261,
666,
317,
144,
114,
139,
122,
49,
18,
21,
16,
10,
10,
23,
51,
107,
155,
150,
198,
275,
189,
199,
225,
232,
193,
170,
147,
127,
83,
110,
80,
43,
20,
13,
11,
9,
7,
10,
21,
71,
99,
143,
132,
177,
188,
152,
137,
130,
126,
65,
73,
30,
27,
24,
15,
8,
4,
0,
3,
3,
18,
178,
639,
1606,
972,
523,
416,
625,
646,
494,
520,
845,
1566,
866,
250,
103,
68,
78,
30,
13,
5,
6,
6,
8,
20,
179,
689,
1671,
939,
562,
426,
661,
750,
556,
547,
893,
1596,
770,
298,
145,
110,
58,
21,
15,
6,
3,
3,
7,
20,
166,
609,
1553,
948,
462,
414,
666,
726,
560,
547,
828,
1396,
767,
320,
124,
93,
101,
28,
25,
2,
6,
1,
4,
21,
153,
571,
1486,
960,
514,
403,
697,
784,
577,
595,
939,
1421,
789,
299,
127,
82,
103,
51,
7,
13,
31,
2,
5,
24,
158,
627,
1444,
957,
472,
397,
659,
777,
534,
602,
845,
1208,
696,
339,
139,
135,
181,
75,
45,
16,
16,
5,
3,
12,
31,
45,
87,
152,
154,
158,
231,
232,
196,
182,
220,
224,
172,
215,
112,
87,
187,
110,
54,
59,
58,
27,
5,
10,
5,
16,
39,
94,
118,
128,
122,
151,
166,
129,
112,
141,
58,
55,
40,
21,
19,
19,
2,
5,
72,
2,
2,
20,
147,
603,
1572,
927,
450,
417,
608,
697,
446,
472,
844,
1436,
745,
234,
85,
78,
52,
19,
5,
14,
4,
2,
3,
29,
177,
696,
1523,
923,
523,
473,
719,
866,
589,
593,
937,
1526,
856,
214,
104,
103,
99,
33,
23,
9,
10,
1,
4,
21,
161,
664,
1528,
939,
447,
455,
728,
662,
544,
590,
872,
1420,
777,
310,
136,
88,
70,
45,
14,
5,
5,
1,
4,
27,
153,
681,
1599,
978,
558,
458,
690,
847,
640,
635,
840,
1417,
754,
365,
118,
138,
129,
82,
37,
21,
20,
19,
4,
24,
185,
692,
1550,
967,
546,
517,
699,
874,
601,
551,
865,
1233,
656,
329,
242,
174,
157,
148,
85,
64,
19,
20,
16,
12,
32,
30,
79,
148,
189,
184,
256,
266,
247,
225,
208,
175,
158,
159,
66,
68,
154,
179,
98,
99,
112,
83,
21,
13,
9,
23,
47,
62,
104,
102,
139,
179,
184,
197,
144,
129,
68,
97,
49,
52,
31,
43,
13,
2,
1,
2,
3,
21,
159,
589,
1500,
816,
488,
458,
647,
716,
538,
569,
809,
1570,
770,
243,
110,
93,
77,
41,
12,
3,
1,
3,
7,
24,
154,
640,
1562,
926,
481,
461,
716,
778,
519,
498,
778,
1472,
774,
258,
119,
97,
79,
40,
7,
7,
2,
5,
1,
23,
156,
601,
1530,
862,
482,
489,
708,
769,
607,
653,
736,
1377,
694,
293,
86,
86,
87,
39,
6,
7,
6,
1,
5,
21,
166,
593
] |
[
1418,
849,
471,
414,
577,
662,
489,
586,
822,
1423,
794,
290,
148,
81,
98,
44,
23,
12,
2,
2,
4,
18,
140,
554,
1559,
868,
525,
453,
658,
738,
531,
587,
794,
1236,
718,
321,
128,
103,
215,
159,
68,
18,
23,
10,
10,
13,
29,
43,
71,
139,
154,
183,
188,
196,
229,
246,
214,
206,
243,
146,
88,
72,
178,
109,
67,
54,
48,
22,
19,
4,
20,
22,
71,
117,
133,
136,
186,
182,
220,
140,
122,
140,
85,
62,
66,
33,
16,
37,
12,
6,
1,
2,
1,
20,
156,
545
] |
[
"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: 4841.67%",
"予測される変化率: [カラム_0] 予測される変化率: -61.57%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.21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: 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: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 4841.67%",
"Forecasted change rate: [column_0] Forecasted change rate: -61.57%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.21 times the mean)",
"Trend: [column_0] Trend change: from stable 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 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] ラグ 90 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 38.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 90.",
"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 |
[
1455,
818,
447,
479,
616,
741,
505,
491,
795,
1377,
718,
234,
129,
70,
38,
33,
18,
13,
3,
1,
1,
28,
155,
636,
1516,
910,
460,
483,
689,
742,
482,
559,
846,
1419,
758,
267,
140,
91,
104,
30,
11,
6,
0,
0,
1,
22,
154,
591,
1417,
899,
455,
493,
736,
771,
574,
580,
823,
1370,
746,
321,
123,
84,
76,
49,
9,
1,
4,
0,
2,
25,
166,
565,
1526,
994,
478,
449,
638,
772,
574,
598,
789,
1349,
798,
304,
149,
108,
129,
56,
19,
12,
2,
5,
11,
24,
176,
593,
1508,
815,
461,
477,
638,
891,
569,
596,
836,
1200,
637,
336,
187,
108,
198,
131,
25,
18,
15,
11,
5,
13,
29,
46,
83,
126,
147,
225,
172,
231,
179,
191,
152,
136,
130,
111,
78,
48,
104,
107,
53,
30,
15,
3,
4,
7,
12,
16,
50,
90,
103,
106,
168,
159,
172,
107,
122,
101,
95,
62,
46,
38,
20,
19,
6,
5,
1,
1,
5,
22,
146,
628,
1443,
878,
467,
423,
635,
822,
463,
501,
828,
1492,
817,
263,
132,
75,
47,
27,
11,
8,
6,
0,
2,
34,
175,
620,
1708,
922,
470,
449,
726,
778,
491,
500,
905,
1551,
743,
281,
136,
110,
70,
34,
18,
12,
1,
2,
4,
22,
176,
684,
1623,
919,
460,
464,
688,
704,
535,
538,
846,
1508,
776,
253,
138,
91,
104,
59,
12,
6,
2,
2,
8,
27,
172,
654,
1678,
921,
533,
490,
646,
806,
544,
587,
917,
1446,
762,
312,
158,
91,
105,
34
] |
[
27,
6,
4,
0,
5,
21,
161,
653,
1567,
896,
464,
411,
577,
732,
478,
562,
836,
1350,
637,
271,
155,
101,
149,
112,
45,
30,
15,
13,
8,
6,
28,
40,
100,
136,
124,
152,
169,
148,
187,
179,
170,
154,
178,
135,
92,
97,
111,
82,
45,
37,
23,
35,
13,
6,
9,
28,
90,
112,
137,
141,
176,
146,
190,
115,
131,
143,
78,
93,
60,
38,
24,
23,
9,
10,
1,
1,
4,
29,
118,
603,
1623,
865,
478,
422,
618,
716,
491,
489,
844,
1444,
787,
263,
91,
109,
63,
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: -97.66%",
"予測される変化率: [カラム_0] 予測される変化率: 11.11%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.18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: -97.66%",
"Forecasted change rate: [column_0] Forecasted change rate: 11.11%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.18 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 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] 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 |
[
14,
5,
2,
1,
1,
18,
160,
687,
1615,
958,
498,
502,
628,
686,
508,
559,
954,
1570,
780,
267,
131,
109,
65,
40,
17,
15,
4,
0,
3,
26,
162,
628,
1607,
874,
511,
477,
756,
758,
566,
614,
952,
1556,
830,
334,
129,
97,
194,
68,
43,
12,
21,
11,
3,
36,
175,
632,
1612,
968,
515,
477,
689,
709,
546,
557,
870,
1452,
863,
335,
141,
116,
100,
48,
18,
4,
11,
4,
7,
24,
153,
695,
1584,
892,
452,
411,
642,
747,
547,
637,
864,
1301,
683,
333,
220,
144,
134,
124,
48,
37,
9,
5,
6,
19,
18,
42,
92,
161,
207,
307,
389,
368,
387,
356,
230,
210,
189,
199,
137,
97,
106,
86,
81,
37,
49,
38,
18,
5,
11,
19,
83,
142,
217,
219,
300,
338,
381,
267,
193,
112,
63,
61,
41,
41,
17,
18,
7,
4,
5,
4,
7,
30,
176,
679,
1605,
890,
438,
407,
671,
780,
497,
496,
781,
1438,
789,
233,
143,
56,
67,
24,
6,
1,
5,
3,
3,
28,
187,
700,
1538,
988,
453,
414,
659,
724,
507,
535,
881,
1488,
827,
284,
138,
191,
90,
46,
5,
7,
3,
0,
5,
33,
168,
619,
1517,
840,
454,
403,
689,
761,
496,
535,
811,
1377,
783,
283,
170,
106,
130,
52,
14,
6,
3,
6,
2,
29,
179,
650,
1558,
882,
470,
391,
693,
748,
534,
532,
900,
1480,
732,
286,
195,
99,
75,
61,
25,
5,
11,
4,
1,
38,
166,
670,
1548,
902,
504,
482,
628,
590,
488,
513,
840,
1270,
625,
297,
163,
141,
130,
115,
48,
35,
26,
13,
8,
15,
39,
54,
77,
120,
160,
179,
213,
260,
181,
190,
152,
163,
173,
125,
100,
95,
97,
99,
50,
47,
48,
14,
8,
11,
8,
24,
67,
109,
148,
116,
160,
175,
195,
204,
129,
86,
97,
96,
76,
40,
20,
13,
7,
7,
1,
0,
4,
25,
144,
640,
1650,
894,
452,
424,
632,
616,
532,
536,
813,
1554,
762,
210,
138,
90,
56,
36,
9,
5,
2,
0,
1,
33,
172,
665,
1663,
900,
531,
483,
686,
690,
546,
567,
863,
1561,
778,
271,
136,
114,
57,
47,
3,
9,
14,
0,
5,
20,
162,
665,
1590,
883,
516,
439,
651,
652,
516,
552,
936,
1565,
850,
262,
161,
93,
86,
26,
12,
8,
7,
1,
3,
20,
175,
587,
1510,
920,
488,
454,
636,
766,
550,
556,
911,
1408,
786,
305,
207,
86,
114,
42,
16,
19,
9,
0,
5,
14,
185,
787,
1622,
893,
488,
406,
540,
614,
493,
534,
808,
1246,
682,
300,
166,
130,
182,
116,
65,
25,
24,
6,
7,
13,
29,
39,
79,
139,
154,
214,
239,
301,
186,
235,
206,
215,
242,
183,
136,
106,
111,
106,
97,
63,
67,
38,
13,
4,
8,
20,
73,
117,
110,
130,
156,
146,
148,
173,
149,
150,
100,
56,
57,
49,
23,
15,
5,
7,
0,
6,
3,
16,
169,
627,
1534,
875,
411,
421,
600,
653,
442,
523,
870,
1443,
784,
267,
118,
76,
72,
27,
3,
3,
4,
0,
3,
29,
165,
670
] |
[
1729,
887,
458,
472,
657,
714,
485,
529,
918,
1548,
853,
282,
153,
129,
38,
35,
9,
7,
9,
1,
4,
24,
163,
614,
1547,
1009,
471,
421,
604,
623,
486,
546,
903,
1538,
785,
307,
130,
113,
106,
43,
21,
4,
3,
6,
4,
24,
170,
697,
1662,
922,
498,
459,
721,
832,
526,
565,
871,
1412,
851,
292,
146,
91,
111,
51,
18,
7,
6,
1,
1,
19,
193,
597,
1514,
910,
487,
465,
678,
670,
473,
567,
845,
1333,
736,
385,
161,
136,
147,
159,
53,
20,
6,
15,
12,
13,
30,
35
] |
[
"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: 4685.71%",
"予測される変化率: [カラム_0] 予測される変化率: -97.98%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.16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: 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: 4685.71%",
"Forecasted change rate: [column_0] Forecasted change rate: -97.98%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.16 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 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 |
[
121,
159,
149,
203,
255,
228,
270,
272,
263,
233,
179,
142,
105,
96,
89,
115,
121,
71,
65,
35,
15,
6,
9,
33,
59,
118,
130,
146,
208,
161,
129,
133,
126,
128,
107,
53,
52,
47,
14,
17,
4,
10,
4,
4,
4,
16,
173,
604,
1569,
831,
447,
451,
605,
596,
427,
457,
831,
1496,
736,
208,
102,
65,
68,
36,
10,
16,
7,
1,
1,
23,
197,
632,
1235,
801,
493,
428,
708,
670,
528,
558,
907,
1537,
772,
238,
135,
100,
55,
54,
6,
10,
5,
1,
9,
23,
177,
626,
1655,
886,
436,
559,
681,
724,
456,
526,
796,
1447,
761,
270,
128,
102,
85,
33,
15,
1,
3,
7,
2,
29,
173,
680,
1638,
963,
507,
422,
672,
748,
466,
547,
885,
1619,
755,
296,
136,
111,
76,
83,
14,
9,
9,
2,
5,
23,
161,
590,
1540,
960,
538,
423,
681,
629,
577,
552,
795,
1302,
743,
317,
152,
153,
164,
114,
81,
22,
25,
9,
5,
8,
27,
52,
76,
137,
139,
164,
218,
215,
262,
493,
178,
214,
244,
188,
112,
94,
145,
126,
89,
97,
52,
24,
17,
11,
14,
34,
73,
123,
93,
130,
181,
151,
163,
129,
143,
119,
112,
74,
51,
39,
24,
17,
6,
4,
2,
2,
2,
22,
170,
706,
1595,
800,
452,
410,
575,
695,
441,
503,
830,
1519,
767,
247,
127,
86,
72,
23,
16,
23,
7,
5,
1,
23,
161,
698,
1711,
888,
545,
411,
705,
774,
533,
582,
921,
1506,
775,
285,
127,
100,
45,
49,
14,
6,
2,
0,
11,
25,
176,
647,
1632,
879,
472,
411,
697,
796,
503,
553,
787,
1412,
722,
256,
167,
102,
89,
40,
20,
4,
7,
6,
1,
23,
191,
691,
1637,
910,
509,
458,
651,
736,
531,
569,
828,
1544,
787,
272,
158,
114,
82,
40,
17,
6,
8,
1,
4,
13,
168,
613,
1406,
942,
483,
420,
733,
712,
530,
558,
798,
1240,
701,
293,
205,
133,
140,
122,
47,
33,
17,
15,
3,
9,
23,
41,
92,
137,
148,
459,
225,
267,
192,
199,
205,
257,
216,
160,
139,
80,
139,
128,
84,
62,
58,
26,
6,
9,
14,
31,
57,
102,
100,
122,
140,
126,
171,
166,
136,
97,
92,
79,
54,
45,
39,
15,
14,
6,
3,
2,
2,
31,
171,
645,
1626,
796,
461,
502,
761,
699,
474,
495,
822,
1476,
761,
236,
108,
81,
51,
16,
4,
2,
2,
0,
6,
28,
171,
755,
1611,
847,
461,
521,
788,
828,
610,
546,
881,
1576,
799,
333,
133,
113,
61,
41,
8,
4,
1,
1,
5,
20,
181,
746,
1592,
776,
412,
470,
757,
737,
518,
538,
808,
1510,
735,
284,
125,
133,
71,
47,
12,
18,
4,
2,
1,
27,
169,
741,
1761,
918,
443,
440,
562,
679,
509,
592,
905,
1412,
721,
263,
105,
128,
88,
40,
22,
14,
4,
5,
6,
24,
206,
693,
1602,
896,
427,
462,
671,
680,
516,
592,
814,
1346,
729,
289,
143,
132,
132,
98,
51,
26,
15,
18,
3,
13,
33,
56,
90,
103,
137,
150,
174,
175,
211,
177
] |
[
172,
195,
175,
189,
115,
75,
125,
93,
65,
48,
46,
14,
9,
12,
14,
37,
61,
101,
125,
148,
164,
233,
240,
163,
107,
129,
171,
80,
40,
27,
26,
15,
18,
4,
12,
1,
1,
18,
141,
659,
1599,
800,
459,
401,
597,
570,
485,
539,
790,
1591,
632,
173,
119,
82,
46,
30,
14,
3,
5,
3,
2,
27,
166,
725,
1480,
909,
477,
429,
666,
646,
451,
557,
873,
1466,
707,
264,
124,
98,
57,
40,
4,
4,
11,
1,
9,
26,
168,
732,
1574,
859,
490,
481,
687,
651,
480,
557
] |
[
"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: 46.28%",
"予測される変化率: [カラム_0] 予測される変化率: 223.84%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.20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: 46.28%",
"Forecasted change rate: [column_0] Forecasted change rate: 223.84%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.20 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 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 66 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 66.",
"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 |
[
876,
1407,
733,
228,
135,
82,
81,
34,
14,
3,
2,
5,
2,
30,
184,
744,
1616,
929,
467,
451,
572,
655,
482,
572,
863,
1514,
715,
262,
149,
90,
80,
59,
18,
11,
2,
1,
3,
24,
160,
695,
1435,
841,
475,
428,
683,
625,
498,
560,
890,
1264,
703,
310,
139,
146,
176,
122,
43,
26,
18,
13,
5,
13,
38,
42,
95,
133,
146,
143,
143,
183,
165,
199,
179,
185,
156,
167,
131,
98,
123,
84,
52,
31,
42,
33,
6,
6,
6,
21,
52,
102,
129,
121,
169,
184,
177,
112,
132,
134,
108,
64,
46,
53,
32,
10,
16,
3,
5,
0,
3,
27,
184,
789,
1657,
828,
482,
460,
610,
707,
463,
519,
995,
1865,
774,
195,
118,
50,
44,
16,
7,
7,
4,
1,
0,
25,
198,
798,
1765,
833,
526,
474,
701,
707,
496,
520,
933,
1565,
748,
270,
157,
114,
83,
36,
6,
6,
2,
4,
5,
42,
166,
777,
1622,
876,
465,
451,
666,
708,
453,
506,
868,
1483,
695,
270,
119,
82,
82,
39,
12,
10,
12,
5,
6,
24,
187,
810,
1731,
844,
441,
410,
702,
704,
528,
551,
958,
1413,
730,
272,
132,
98,
97,
43,
8,
8,
5,
4,
0,
24,
179,
759,
1739,
837,
476,
456,
688,
692,
509,
576,
932,
1387,
706,
359,
133,
93,
183,
158,
94,
42,
13,
11,
3,
10,
39,
54,
96,
84,
111,
148,
132,
204,
163,
209,
165,
141,
172,
157,
106,
68,
142,
92,
42,
63,
41,
26,
6,
5,
16,
32
] |
[
52,
130,
155,
156,
181,
286,
194,
147,
144,
136,
119,
91,
47,
48,
18,
30,
6,
4,
1,
6,
4,
21,
179,
742,
1643,
742,
446,
399,
705,
690,
485,
577,
891,
1506,
687,
240,
111,
69,
58,
31,
11,
3,
2,
1,
4,
28,
173,
858,
1700,
770,
494,
435,
669,
789,
537,
575,
890,
1462,
692,
267,
141,
104,
51,
65,
20,
6,
4,
0,
1,
22,
171,
766,
1669,
766,
455,
474,
782,
748,
550,
555,
813,
1503,
732,
290,
166,
87,
68,
33,
13,
6,
3,
0,
2,
15,
174,
821
] |
[
"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: -96.35%",
"予測される変化率: [カラム_0] 予測される変化率: 1478.85%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.23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: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -96.35%",
"Forecasted change rate: [column_0] Forecasted change rate: 1478.85%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.23 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 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] データは明確な下降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 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 downward trend.",
"Noise: [column_0] The data contains high randomness at period 30.",
"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
| 128 | 96 |
[
1633,
736,
472,
441,
556,
644,
447,
576,
848,
1460,
742,
330,
167,
83,
80,
57,
17,
6,
3,
3,
6,
25,
207,
718,
1605,
896,
1158,
2432,
2438,
1421,
654,
690,
893,
1265,
678,
353,
212,
159,
99,
102,
50,
27,
18,
9,
6,
11,
25,
53,
135,
199,
213,
258,
212,
204,
124,
93,
99,
168,
218,
156,
113,
112,
132,
114,
69,
72,
55,
26,
13,
9,
9,
32,
67,
117,
150,
118,
143,
126,
174,
154,
138,
146,
99,
86,
62,
81,
37,
35,
11,
3,
0,
0,
4,
12,
167,
757,
1667,
676,
466,
420,
623,
694,
516,
570,
872,
1634,
769,
221,
103,
51,
53,
35,
7,
1,
3,
4,
3,
22,
196,
765,
1656,
805,
521,
462,
710,
723,
487,
602
] |
[
866,
1490,
738,
281,
148,
96,
45,
38,
13,
5,
2,
2,
2,
27,
175,
742,
1653,
759,
464,
443,
643,
619,
526,
526,
856,
1478,
691,
243,
107,
75,
72,
42,
15,
3,
0,
2,
1,
21,
156,
757,
1624,
797,
416,
416,
639,
719,
537,
566,
808,
1493,
679,
282,
118,
79,
87,
59,
18,
6,
13,
3,
4,
20,
166,
693,
1618,
684,
458,
517,
748,
782,
595,
612,
818,
1208,
727,
278,
169,
144,
170,
110,
71,
29,
22,
11,
9,
19,
29,
49,
86,
125,
152,
169,
205,
205,
206,
200
] |
[
"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: -63.14%",
"予測される変化率: [カラム_0] 予測される変化率: -76.91%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.24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: 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: downward",
"Historical change rate: [column_0] Historical change rate: -63.14%",
"Forecasted change rate: [column_0] Forecasted change rate: -76.91%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.24 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"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 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] 自己相関は弱いです。",
"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 34 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 weak.",
"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 34."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
222,
160,
156,
173,
99,
75,
126,
129,
130,
126,
17,
39,
22,
13,
23,
51,
94,
122,
137,
161,
139,
188,
130,
101,
100,
83,
48,
46,
40,
47,
18,
4,
5,
5,
1,
1,
26,
166,
680,
1627,
767,
499,
402,
634,
683,
478,
522,
911,
1586,
721,
236,
121,
117,
80,
12,
15,
8,
2,
5,
1,
23,
171,
742,
1701,
856,
488,
431,
657,
735,
526,
545,
914,
1643,
744,
246,
137,
130,
84,
36,
13,
4,
2,
4,
1,
25,
172,
751,
1530,
898,
443,
431,
704,
734,
512,
587,
873,
1490,
751,
282,
168,
138,
85,
38,
15,
1,
5,
1,
1,
26,
182,
735,
1642,
848,
469,
509,
607,
573,
541,
551,
886,
1484,
639,
249,
176,
130,
106,
51,
23,
9,
7,
1,
3,
23,
180,
735,
1625,
798,
510,
467,
694,
735,
532,
534,
874,
1301,
742,
321,
216,
150,
126,
121,
48,
31,
7,
16,
2,
14,
35,
34,
82,
131,
111,
155,
265,
257,
252,
259,
242,
218,
228,
228,
128,
96,
113,
120,
62,
85,
46,
27,
6,
16,
27,
50,
97,
144,
150,
122,
132,
141,
144,
134,
99,
123,
96,
61,
38,
21,
32,
19,
8,
3,
0,
0,
1,
15,
167,
669,
1639,
769,
453,
418,
569,
558,
457,
477,
926,
1662,
780,
243,
138,
89,
40,
21,
9,
5,
5,
0,
1,
20,
194,
806,
1777,
829,
534,
489,
688,
702,
487,
595,
970,
1532,
726,
314,
146,
111,
75,
40,
9,
9,
11,
1,
1,
23,
179,
768,
1769
] |
[
824,
411,
469,
655,
679,
673,
530,
889,
1524,
672,
321,
189,
111,
87,
58,
12,
2,
7,
1,
3,
18,
201,
797,
1735,
854,
446,
455,
697,
651,
499,
581,
951,
1446,
734,
253,
159,
127,
84,
48,
32,
8,
2,
4,
4,
24,
184,
762,
1682,
825,
514,
420,
691,
767,
509,
601,
910,
1274,
653,
294,
171,
138,
122,
135,
56,
23,
20,
13,
2,
18,
39,
57,
122,
129,
160,
144,
168,
223,
183,
232,
193,
181,
171,
201,
129,
131,
104,
103,
76,
72,
44,
24,
13,
9,
11,
25,
48
] |
[
"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: 696.85%",
"予測される変化率: [カラム_0] 予測される変化率: -94.17%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.23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: 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: 696.85%",
"Forecasted change rate: [column_0] Forecasted change rate: -94.17%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.23 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 31",
"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 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 upward trend.",
"Noise: [column_0] The data contains high randomness at period 30.",
"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
| 512 | 96 |
[
75,
83,
114,
105,
137,
146,
129,
123,
156,
100,
71,
42,
40,
44,
20,
7,
5,
5,
1,
6,
19,
198,
790,
1661,
835,
474,
415,
624,
671,
439,
537,
955,
1663,
761,
256,
133,
116,
65,
27,
12,
3,
8,
2,
1,
24,
167,
851,
1743,
857,
502,
416,
655,
703,
501,
637,
1153,
1872,
837,
326,
127,
104,
55,
42,
10,
6,
4,
5,
0,
20,
184,
880,
1740,
1000,
444,
479,
635,
633,
482,
504,
938,
1498,
757,
275,
140,
135,
88,
66,
14,
4,
2,
6,
2,
19,
165,
826,
1640,
868,
431,
502,
694,
695,
491,
594,
947,
1545,
779,
317,
139,
123,
98,
50,
18,
4,
0,
10,
4,
27,
176,
791,
1655,
931,
525,
465,
770,
696,
540,
613,
990,
1383,
625,
312,
156,
162,
159,
137,
72,
32,
16,
11,
12,
24,
16,
45,
72,
145,
129,
203,
160,
204,
194,
227,
228,
172,
160,
175,
120,
127,
139,
99,
54,
46,
38,
28,
22,
4,
20,
31,
55,
104,
154,
135,
170,
159,
147,
131,
208,
133,
110,
85,
41,
26,
17,
30,
8,
1,
3,
2,
2,
19,
183,
777,
1646,
840,
497,
434,
631,
657,
491,
559,
909,
1696,
783,
258,
144,
72,
55,
20,
12,
0,
2,
0,
3,
26,
209,
859,
1749,
847,
505,
443,
716,
720,
477,
564,
938,
1670,
766,
331,
218,
101,
53,
40,
20,
1,
3,
0,
4,
20,
182,
884,
1739,
787,
547,
480,
865,
659,
539,
619,
945,
1492,
765,
280,
161,
91,
77,
47,
8,
8,
4,
0,
5,
10,
170,
884,
1791,
794,
490,
462,
708,
719,
506,
605,
958,
1478,
761,
299,
160,
112,
105,
44,
27,
18,
6,
5,
6,
23,
169,
823,
1650,
782,
493,
507,
632,
756,
544,
604,
916,
1329,
526,
308,
181,
123,
88,
73,
23,
22,
14,
2,
9,
25,
24,
51,
100,
110,
119,
133,
132,
145,
135,
112,
167,
126,
111,
114,
123,
79,
98,
80,
62,
38,
23,
12,
11,
10,
11,
34,
53,
86,
115,
108,
115,
109,
143,
118,
128,
123,
104,
132,
72,
59,
41,
28,
19,
7,
3,
3,
2,
22,
116,
499,
1093,
520,
374,
339,
511,
505,
390,
425,
730,
967,
382,
143,
121,
90,
51,
50,
27,
15,
9,
11,
12,
8,
20,
76,
156,
116,
105,
92,
95,
146,
79,
144,
121,
116,
83,
107,
50,
51,
24,
25,
17,
7,
1,
2,
5,
18,
162,
842,
1682,
798,
490,
466,
800,
760,
513,
561,
914,
1518,
697,
293,
188,
141,
64,
29,
11,
2,
1,
0,
1,
23,
174,
838,
1763,
790,
501,
470,
673,
646,
466,
550,
895,
1588,
765,
306,
151,
158,
127,
85,
19,
9,
7,
4,
4,
31,
162,
798,
1716,
802,
480,
468,
706,
703,
551,
593,
916,
1397,
608,
248,
194,
110,
116,
68,
40,
25,
10,
6,
9,
13,
40,
56,
91,
124,
155,
168,
166,
199,
176,
169,
159,
148,
159,
122,
104,
87,
84,
95,
47,
33,
39,
7,
7,
12,
12,
24,
49,
79,
136,
149,
161,
187,
128,
121,
145
] |
[
124,
111,
62,
70,
31,
22,
18,
8,
3,
1,
0,
4,
30,
183,
802,
1814,
842,
546,
534,
710,
656,
451,
516,
908,
1663,
724,
218,
119,
64,
57,
36,
12,
5,
3,
2,
4,
24,
190,
927,
1776,
880,
562,
451,
631,
579,
500,
603,
1106,
1649,
785,
271,
130,
75,
43,
37,
19,
4,
5,
2,
2,
16,
243,
1013,
2119,
1051,
501,
421,
587,
596,
516,
612,
1007,
1657,
773,
316,
121,
94,
83,
42,
12,
5,
3,
4,
3,
22,
180,
852,
1753,
903,
464,
436,
669,
727,
564,
588,
1009
] |
[
"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: 93.33%",
"予測される変化率: [カラム_0] 予測される変化率: 713.71%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.26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: 93.33%",
"Forecasted change rate: [column_0] Forecasted change rate: 713.71%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.26 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 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] 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 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 38.",
"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 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
1587,
749,
321,
153,
104,
91,
65,
27,
10,
3,
5,
5,
19,
191,
826,
1561,
809,
478,
498,
669,
650,
525,
549,
1017,
1378,
668,
302,
180,
129,
169,
149,
118,
35,
20,
12,
7,
21,
36,
56,
79,
120,
148,
192,
166,
205,
156,
207,
213,
162,
122,
117,
127,
79,
152,
66,
90,
98,
72,
58,
14,
14,
24,
51,
74,
134,
425,
354,
619,
284,
195,
182,
144,
113,
105,
84,
67,
14,
25,
31,
8,
4,
3,
39,
3,
22,
167,
793,
1785,
847,
544,
468,
760,
822,
533,
600,
921,
1604,
693,
240,
159,
99,
62,
47,
16,
24,
3,
1,
0,
19,
198,
933,
1809,
902,
540,
472,
815,
848,
558,
731,
1056,
1570,
759,
235,
174,
120,
61,
48,
12,
7,
15,
2,
2,
24,
198,
837,
1732,
933,
490,
454,
730,
675,
602,
563,
995,
1684,
726,
270,
128,
120,
112,
51,
12,
3,
4,
5,
0,
18,
184,
868,
1747,
893,
569,
532,
808,
789,
596,
611,
1015,
1742,
738,
318,
209,
177,
107,
66,
31,
21,
40,
18,
5,
24,
187,
845,
1683,
863,
487,
525,
857,
726,
576,
672,
1004,
1309,
561,
323,
175,
183,
142,
148,
124,
60,
14,
10,
10,
25,
34,
59,
93,
88,
189,
178,
172,
212,
174,
215,
217,
167,
147,
140,
103,
84,
94,
131,
93,
91,
71,
11,
16,
2,
14,
39,
44,
108,
149,
196,
144,
154,
186,
204,
169,
114,
95,
65,
101,
44,
24,
18,
9,
3,
1,
4,
1,
21,
191,
834,
1739,
886,
491,
430,
715,
697,
541,
607,
970,
1660,
727,
260,
159,
138,
73,
45,
13,
4,
4,
2,
0,
29,
211,
907,
1858,
920,
629,
929,
1251,
828,
598,
648,
1086,
1665,
765,
340,
190,
138,
77,
50,
5,
10,
3,
3,
3,
18,
207,
850,
1830,
782,
561,
445,
778,
796,
513,
622,
984,
1500,
720,
262,
167,
120,
126,
42,
14,
13,
7,
5,
2,
20,
242,
875,
1852,
860,
546,
510,
755,
754,
515,
673,
1089,
1612,
801,
342,
136,
127,
83,
66,
23,
6,
3,
5,
2,
33,
225,
834,
1843,
893,
528,
481,
694,
706,
592,
553,
938,
1353,
649,
312,
175,
161,
151,
159,
120,
43,
8,
6,
4,
16,
37,
45,
65,
76,
129,
135,
167,
188,
171,
178,
164,
167,
166,
123,
131,
118,
141,
102,
129,
58,
50,
23,
7,
15,
16,
24,
61,
100,
171,
154,
131,
182,
161,
148,
129,
77,
77,
50,
73,
45,
30,
24,
8,
9,
0,
1,
2,
19,
182,
899,
1693,
858,
470,
461,
734,
695,
499,
543,
888,
1690,
774,
232,
137,
91,
58,
39,
14,
14,
8,
7,
0,
26,
207,
916,
1821,
875,
544,
532,
743,
686,
542,
651,
1053,
1632,
706,
272,
161,
129,
58,
43,
9,
5,
5,
1,
10,
32,
228,
888,
1871,
942,
523,
503,
659,
641,
522,
573,
994,
1514,
746,
342,
211,
165,
103,
45,
11,
9,
4,
4,
4,
33,
206,
901,
1818,
839,
533,
518,
654,
596,
555,
607,
1019,
1551,
678,
297,
220,
113,
91,
72,
14
] |
[
19,
5,
4,
2,
19,
195,
840,
1735,
925,
565,
566,
758,
687,
587,
688,
1045,
1190,
541,
300,
208,
161,
199,
242,
122,
134,
57,
27,
10,
12,
45,
63,
89,
169,
173,
181,
208,
241,
244,
211,
234,
200,
201,
210,
153,
137,
139,
194,
153,
109,
100,
37,
13,
8,
15,
31,
64,
100,
150,
166,
144,
158,
184,
139,
136,
192,
123,
100,
76,
41,
52,
62,
20,
12,
1,
2,
3,
27,
199,
776,
1793,
853,
531,
497,
721,
593,
545,
609,
1054,
1617,
761,
248,
128,
119,
58,
31,
15
] |
[
"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: -99.12%",
"予測される変化率: [カラム_0] 予測される変化率: -21.05%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.21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: -99.12%",
"Forecasted change rate: [column_0] Forecasted change rate: -21.05%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.21 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 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] 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 |
[
4,
5,
1,
3,
21,
230,
914,
1766,
877,
534,
554,
704,
678,
585,
625,
1044,
1598,
794,
271,
187,
112,
83,
37,
3,
7,
1,
3,
2,
18,
197,
887,
1684,
919,
541,
483,
706,
639,
610,
626,
988,
1450,
709,
267,
201,
124,
91,
61,
16,
6,
3,
3,
3,
17,
230,
833,
1742,
876,
674,
660,
813,
764,
601,
666,
1046,
1493,
736,
278,
179,
185,
120,
76,
29,
10,
6,
11,
8,
34,
216,
858,
1669,
857,
520,
573,
805,
637,
523,
718,
967,
1186,
578,
249,
195,
166,
254,
239,
143,
94,
99,
23,
12,
20,
40,
53,
80,
107,
161,
172,
170,
210,
179,
185,
199,
187,
185,
127,
97,
109,
103,
138,
126,
47,
75,
48,
24,
16,
6,
25,
41,
109,
122,
160,
133,
184,
194,
135,
153,
174,
88,
86,
74,
54,
50,
10,
6,
7,
3,
2,
1,
14,
189,
812,
1745,
800,
556,
466,
811,
773,
548,
628,
994,
1562,
703,
253,
133,
98,
81,
37,
9,
7,
1,
1,
1,
29,
227,
876,
1902,
922,
571,
544,
745,
798,
646,
714,
1089,
1588,
757,
265,
193,
122,
90,
37,
20,
3,
3,
0,
2,
26,
196,
816,
1730,
884,
545,
529,
685,
754,
617,
728,
1047,
1420,
687,
312,
200,
139,
90,
70,
24,
6,
8,
8,
5,
30,
198,
831,
1648,
930,
512,
479,
665,
596,
509,
608,
962,
1252,
619,
257,
170,
138,
138,
79,
31,
11,
4,
5,
2,
32,
178,
859,
1777,
946,
569,
666,
702,
710,
615,
676,
967,
969,
480,
220,
190,
160,
214,
140,
158,
95,
72,
54,
12,
25,
16,
38,
80,
105,
134,
178,
219,
204,
202,
153,
167,
188,
116,
160,
94,
113,
126,
114,
81,
42,
28,
51,
10,
8,
15,
24,
61,
115,
127,
149,
176,
173,
147,
127,
107,
158,
97,
81,
96,
59,
55,
36,
14,
9,
23,
4,
2,
15,
112,
399,
1111,
654,
441,
417,
573,
606,
480,
509,
732,
784,
312,
170,
100,
87,
62,
37,
16,
8,
7,
6,
9,
9,
115,
372,
986,
474,
345,
413,
649,
556,
560,
440,
283,
244,
136,
69,
71,
87,
72,
65,
16,
33,
6,
2,
3,
5,
6,
15,
50,
93,
144,
103,
70,
48,
40,
73,
56,
67,
62,
54,
41,
40,
46,
19,
20,
9,
7,
4,
2,
8,
7,
55,
79,
212,
124,
121,
103,
164,
154,
108,
154,
94,
179,
110,
61,
47,
60,
31,
18,
8,
13,
2,
7,
11,
47,
176,
378,
356,
174,
187,
295,
245,
188,
265,
344,
277,
270,
133,
129,
67,
92,
30,
35,
28,
12,
12,
2,
13,
15,
51,
71,
148,
149,
128,
131,
168,
155,
139,
114,
103,
138,
99,
104,
80,
68,
46,
29,
23,
22,
36,
1,
10,
14,
37,
61,
185,
129,
149,
113,
123,
155,
195,
137,
162,
121,
86,
100,
92,
36,
27,
12,
4,
6,
2,
4,
12,
61,
206,
439,
323,
263,
232,
363,
326,
271,
314,
491,
426,
174,
117,
99,
72,
52,
41,
16,
4,
3,
0,
3,
12,
64,
203,
459
] |
[
293,
191,
223,
341,
286,
355,
349,
290,
214,
188,
188,
217,
308,
314,
228,
404,
183,
97,
74,
33,
8,
14,
14,
35,
52,
89,
66,
106,
120,
79,
77,
79,
84,
85,
68,
41,
40,
31,
28,
15,
0,
2,
11,
3,
21,
80,
244,
648,
356,
192,
264,
346,
406,
291,
313,
519,
543,
207,
88,
91,
84,
78,
31,
8,
10,
9,
0,
5,
13,
68,
267,
598,
328,
237,
288,
365,
350,
280,
363,
471,
507,
260,
128,
139,
64,
110,
129,
29,
6,
8,
3,
11,
8,
15,
27,
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: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 11375.00%",
"予測される変化率: [カラム_0] 予測される変化率: -81.57%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.33倍)",
"トレンド: [カラム_0] トレンドの継続: 下降傾向の傾向が続く",
"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: 11375.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -81.57%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.33 times the mean)",
"Trend: [column_0] Trend continuation: downward trend continues",
"Turning points: [column_0] Turning points in forecast period: 40",
"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 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 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 30.",
"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 |
[
79,
128,
154,
170,
175,
215,
169,
190,
129,
94,
90,
102,
82,
90,
65,
25,
29,
29,
12,
4,
5,
10,
21,
51,
99,
91,
107,
133,
130,
144,
122,
82,
92,
97,
63,
59,
51,
29,
12,
11,
3,
1,
0,
4,
16,
118,
489,
1235,
597,
417,
347,
533,
510,
373,
475,
827,
1244,
402,
121,
121,
61,
41,
32,
12,
5,
2,
1,
2,
18,
124,
519,
1256,
597,
353,
380,
590,
548,
386,
467,
795,
1193,
406,
157,
110,
85,
31,
29,
6,
6,
6,
4,
1,
22,
133,
509,
1319,
570,
396,
386,
647,
617,
416,
471,
803,
1243,
417,
213,
115,
99,
82,
65,
28,
4,
2,
0,
6,
21,
171,
574,
1280,
610,
358,
389,
643,
554,
445,
426,
841
] |
[
1222,
457,
196,
133,
90,
82,
44,
22,
12,
3,
7,
4,
22,
144,
565,
1268,
585,
353,
323,
646,
506,
395,
448,
764,
970,
383,
193,
128,
118,
114,
71,
39,
12,
12,
12,
4,
13,
18,
41,
89,
85,
158,
173,
180,
225,
210,
228,
186,
178,
182,
137,
122,
84,
128,
65,
44,
39,
28,
16,
5,
12,
17,
28,
77,
106,
142,
154,
162,
165,
171,
160,
124,
190,
83,
86,
84,
97,
72,
18,
8,
6,
12,
7,
2,
28,
170,
633,
1442,
741,
426,
463,
683,
705,
444,
501,
894
] |
[
"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: 964.56%",
"予測される変化率: [カラム_0] 予測される変化率: -26.84%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.24倍)",
"トレンド: [カラム_0] トレンドの継続: 上昇傾向の傾向が続く",
"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: 964.56%",
"Forecasted change rate: [column_0] Forecasted change rate: -26.84%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.24 times the mean)",
"Trend: [column_0] Trend continuation: upward trend continues",
"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 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 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 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 not 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 |
[
1421,
533,
176,
157,
94,
77,
41,
14,
15,
1,
2,
1,
25,
191,
711,
1415,
656,
352,
370,
529,
490,
379,
475,
870,
1240,
533,
165,
84,
108,
67,
49,
11,
7,
14,
2,
0,
24,
180,
641,
1396,
648,
393,
349,
550,
461,
321,
452,
822,
1198,
498,
191,
124,
77,
74,
58,
18,
7,
1,
3,
1,
23,
179,
641,
1414,
647,
305,
346,
488,
483,
365,
602,
831,
904,
407,
191,
125,
105,
79,
61,
31,
18,
19,
1,
1,
21,
162,
678,
1293,
632,
315,
305,
476,
430,
367,
476,
703,
898,
370,
212,
157,
109,
157,
96,
73,
26,
13,
8,
7,
10,
23,
58,
79,
152,
145,
209,
184,
200,
188,
156,
158,
180,
168,
104,
128,
99,
95,
124,
77,
65,
53,
25,
9,
12,
10,
38,
65,
125,
129,
176,
151,
143,
132,
177,
147,
146,
115,
83,
94,
62,
54,
43,
16,
7,
8,
3,
1,
27,
188,
731,
1661,
757,
485,
489,
692,
680,
496,
546,
932,
1463,
634,
193,
132,
100,
70,
51,
17,
2,
1,
2,
1,
29,
205,
827,
1697,
854,
486,
394,
709,
704,
519,
586,
967,
1458,
611,
201,
154,
130,
65,
71,
38,
25,
11,
5,
9,
25,
212,
842,
1854,
838,
463,
536,
755,
781,
531,
621,
948,
1492,
630,
258,
151,
133,
102,
99,
12,
10,
4,
8,
2,
26,
173,
753,
1542,
721,
490,
475,
680,
671,
485,
594,
927,
1337,
562,
232,
147,
95,
82,
65,
22,
14,
14,
11,
6,
21,
178,
750,
1544,
856,
423,
425,
578,
627,
432,
510,
872,
1110,
462,
211,
140,
109,
147,
67,
47,
16,
6,
13,
4,
18,
28,
43,
65,
79,
132,
155,
160,
178,
178,
137,
150,
183,
134,
116,
127,
101,
106,
96,
62,
31,
28,
29,
6,
8,
37,
102,
116,
254,
183,
198,
294,
207,
168,
184,
146,
184,
103,
83,
72,
51,
59,
86,
37,
22,
7,
16,
4,
10,
10,
22,
62,
72,
86,
102,
121,
119,
113,
133,
90,
103,
79,
65,
57,
47,
28,
15,
6,
4,
7,
0,
4,
22,
187,
740,
1565,
702,
410,
393,
567,
571,
390,
567,
905,
1354,
557,
210,
130,
78,
41,
30,
7,
9,
1,
1,
2,
28,
198,
786,
1683,
815,
447,
430,
661,
706,
464,
550,
941,
1528,
661,
254,
146,
83,
75,
25,
12,
6,
7,
2,
1,
37,
177,
782,
1617,
723,
496,
469,
659,
767,
492,
615,
1014,
1458,
659,
259,
139,
79,
89,
36,
18,
9,
5,
0,
1,
27,
184,
782,
1699,
715,
432,
340,
633,
700,
449,
531,
882,
1302,
536,
266,
164,
105,
176,
170,
53,
25,
9,
5,
4,
24,
31,
49,
81,
124,
129,
199,
186,
165,
167,
201,
185,
174,
151,
112,
107,
109,
137,
141,
95,
64,
40,
37,
10,
27,
12,
22,
60,
73,
105,
133,
162,
142,
134,
132,
123,
131,
96,
71,
54,
49,
29,
23,
16,
8,
2,
0,
2,
30,
181,
714,
1661,
694,
426,
408,
626,
597,
417,
538,
971,
1504,
656,
213,
133,
86,
55,
43,
12
] |
[
5,
3,
0,
2,
18,
214,
846,
1704,
794,
452,
511,
859,
724,
522,
651,
1081,
1524,
708,
247,
150,
97,
50,
26,
10,
2,
3,
1,
2,
31,
230,
915,
1684,
777,
441,
439,
797,
693,
537,
545,
1012,
1521,
688,
293,
177,
99,
97,
60,
15,
3,
5,
1,
4,
24,
244,
898,
1761,
792,
444,
474,
734,
669,
534,
612,
1078,
1505,
689,
265,
151,
138,
106,
63,
21,
13,
6,
3,
4,
25,
218,
837,
1722,
690,
441,
411,
665,
573,
423,
551,
945,
1254,
505,
339,
183,
157,
131,
89,
62
] |
[
"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: -99.16%",
"予測される変化率: [カラム_0] 予測される変化率: 1140.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.22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: 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: 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: -99.16%",
"Forecasted change rate: [column_0] Forecasted change rate: 1140.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.22 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"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 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 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 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 30.",
"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,
14,
8,
6,
15,
24,
40,
95,
106,
134,
135,
175,
176,
141,
171,
131,
158,
150,
115,
126,
117,
148,
107,
77,
32,
39,
16,
12,
9,
5,
30,
63,
82,
114,
137,
133,
115,
160,
131,
122,
110,
109,
76,
50,
49,
33,
26,
8,
5,
7,
1,
4,
22,
184,
850,
1667,
743,
428,
456,
780,
696,
468,
526,
997,
1633,
696,
267,
118,
132,
130,
37,
9,
0,
5,
1,
7,
22,
224,
860,
1754,
774,
493,
456,
761,
767,
566,
579,
1072,
1572,
658,
242,
147,
102,
101,
31,
8,
16,
3,
0,
1,
30,
238,
876,
1726,
713,
452,
487,
751,
643,
455,
543,
993,
1564,
653,
227,
164,
125,
84,
42,
26,
1,
4,
2,
4,
34,
237,
891,
1751,
806,
458,
502,
773,
709,
546,
664,
1098,
1560,
650,
268,
153,
146,
129,
65,
12,
5,
2,
5,
4,
42,
209,
880,
1763,
789,
553,
591,
863,
834,
582,
721,
1103,
1379,
560,
261,
187,
152,
117,
101,
44,
33,
23,
7,
9,
13,
22,
47,
90,
127,
160,
152,
180,
198,
193,
195,
184,
199,
205,
163,
149,
111,
144,
141,
149,
81,
71,
56,
7,
7,
14,
33,
69,
124,
153,
160,
215,
182,
144,
187,
149,
170,
86,
56,
65,
72,
38,
35,
55,
4,
3,
5,
12,
29,
201,
849,
1672,
738,
452,
432,
767,
675,
513,
616,
1018,
1646,
676,
232,
138,
75,
44,
36,
34,
11,
4,
2,
9,
43,
215,
886,
1819,
752,
510,
571,
802,
774,
530,
596,
1085,
1613,
699,
274,
148,
77,
57,
23,
11,
6,
3,
6,
1,
32,
242,
878,
1813,
736,
452,
466,
782,
645,
571,
634,
1198,
1529,
652,
229,
123,
88,
61,
45,
6,
7,
4,
3,
3,
24,
229,
932,
1785,
763,
488,
473,
672,
737,
530,
602,
1117,
1546,
692,
258,
155,
103,
71,
37,
14,
9,
4,
11,
2,
39,
229,
776,
1687,
729,
491,
417,
743,
627,
505,
615,
1080,
1232,
562,
247,
185,
133,
113,
93,
23,
26,
14,
13,
6,
16,
31,
36,
94,
103,
103,
162,
123,
141,
178,
195,
183,
190,
268,
377,
428,
740,
1027,
814,
683,
372,
240,
192,
65,
44,
28,
59,
49,
77,
139,
125,
156,
147,
124,
140,
138,
132,
70,
89,
58,
66,
27,
16,
18,
12,
0,
2,
1,
21,
194,
822,
1702,
777,
450,
472,
768,
666,
509,
594,
1017,
1546,
690,
212,
132,
92,
78,
39,
12,
5,
2,
3,
5,
35,
211,
966,
1762,
769,
473,
543,
775,
718,
590,
669,
1034,
1555,
677,
233,
199,
79,
53,
60,
29,
1,
1,
3,
0,
45,
236,
861,
1642,
750,
542,
512,
693,
707,
524,
623,
1029,
1473,
686,
277,
152,
93,
63,
59,
25,
2,
11,
2,
6,
33,
225,
944,
1761,
771,
463,
517,
709,
716,
556,
677,
1090,
1431,
736,
262,
154,
145,
72,
46,
17,
6,
4,
0,
7,
49,
221,
739,
1668,
829,
566,
558,
1015,
819,
520,
625,
1015,
1271,
577,
244,
181,
160,
176,
118,
76,
35,
32,
16,
3,
13,
26,
45,
96
] |
[
120,
150,
129,
173,
177,
134,
167,
159,
165,
148,
138,
98,
109,
133,
91,
79,
46,
85,
23,
12,
10,
21,
29,
75,
123,
108,
110,
167,
155,
146,
125,
162,
145,
73,
44,
61,
36,
26,
20,
6,
4,
6,
2,
1,
25,
229,
858,
1637,
712,
473,
494,
668,
681,
482,
562,
1053,
1541,
651,
266,
141,
85,
74,
46,
8,
10,
2,
1,
1,
26,
241,
836,
1572,
818,
520,
539,
735,
684,
503,
598,
1066,
1527,
712,
254,
160,
100,
53,
42,
15,
4,
4,
0,
2,
31,
257,
1246,
3003
] |
[
"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: 336.36%",
"予測される変化率: [カラム_0] 予測される変化率: 2402.50%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.25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: 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: 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: 336.36%",
"Forecasted change rate: [column_0] Forecasted change rate: 2402.50%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.25 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"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 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] 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 |
[
2008,
1205,
1371,
1323,
567,
508,
603,
1112,
1440,
646,
244,
149,
70,
65,
27,
10,
3,
3,
5,
5,
41,
248,
873,
1795,
843,
450,
463,
767,
681,
532,
648,
1099,
1460,
665,
268,
130,
90,
70,
48,
18,
11,
24,
30,
48,
35,
240,
836,
1581,
750,
523,
477,
658,
694,
520,
600,
1003,
1227,
522,
239,
152,
168,
129,
77,
32,
19,
4,
29,
5,
15,
23,
29,
108,
90,
132,
165,
182,
186,
190,
150,
196,
177,
150,
139,
138,
95,
169,
110,
67,
43,
37,
15,
13,
16,
16,
24,
78,
120,
143,
187,
152,
151,
160,
240,
125,
141,
108,
90,
97,
77,
83,
47,
37,
29,
10,
11,
9,
29,
18,
66,
127,
115,
118,
119,
134,
148,
122,
116,
128,
136,
95,
66,
68,
49,
56,
18,
7,
4,
4,
0,
2,
31,
213,
880,
1704,
682,
536,
419,
706,
666,
487,
554,
1055,
1567,
652,
243,
114,
68,
62,
31,
7,
6,
8,
0,
5,
37,
216,
899,
1744,
754,
457,
479,
726,
701,
552,
629,
1026,
1547,
679,
264,
176,
104,
72,
48,
10,
4,
1,
2,
1,
32,
251,
956,
1671,
765,
460,
569,
734,
739,
550,
626,
1146,
1491,
631,
280,
172,
121,
76,
31,
18,
7,
15,
7,
4,
38,
227,
904,
1633,
796,
493,
509,
730,
705,
538,
623,
1017,
1316,
571,
288,
166,
159,
163,
150,
71,
30,
16,
13,
2,
16,
22,
45,
100,
82,
142,
160,
168,
182,
156,
167,
143,
149,
123,
167,
91,
85,
106,
81,
97,
63,
70,
36,
11,
10,
8,
39,
52,
97,
130,
166,
176,
580,
714,
224,
146,
105,
86,
90,
101,
58,
30,
43,
9,
3,
3,
6,
3,
41,
198,
828,
1668,
748,
446,
497,
720,
631,
475,
588,
1058,
1514,
669,
217,
120,
83,
54,
53,
11,
2,
3,
2,
5,
34,
247,
876,
1671,
791,
483,
466,
745,
713,
551,
607,
1131,
1506,
688,
269,
154,
89,
84,
36,
16,
5,
1,
4,
7,
48,
224,
826,
1733,
743,
471,
444,
753,
697,
509,
572,
1067,
1418,
666,
277,
141,
90,
70,
34,
23,
10,
5,
7,
5,
29,
226,
945,
1576,
764,
517,
469,
833,
798,
532,
679,
1075,
1418,
615,
282,
189,
116,
78,
45,
14,
6,
7,
5,
3,
38,
200,
955,
1604,
849,
432,
496,
769,
692,
541,
643,
1137,
1208,
509,
192,
196,
117,
121,
93,
52,
13,
8,
15,
7,
11,
29,
42,
106,
161,
185,
204,
234,
214,
170,
255,
188,
252,
203,
166,
127,
96,
159,
118,
66,
50,
43,
36,
5,
14,
9,
35,
50,
139,
169,
181,
200,
180,
197,
225,
203,
140,
105,
79,
80,
58,
47,
23,
5,
2,
1,
4,
4,
42,
223,
797,
1566,
839,
424,
449,
644,
592,
470,
568,
1095,
1531,
603,
190,
146,
96,
53,
22,
3,
0,
6,
0,
1,
38,
201,
902,
1664,
828,
497,
483,
788,
750,
499,
613,
1106,
1499,
634,
220,
148,
110,
74,
30,
9,
3,
2,
5,
9,
33,
241,
914,
1622,
899,
678,
608,
756,
794,
533,
614,
1136
] |
[
1392,
717,
267,
142,
79,
79,
47,
10,
11,
10,
2,
2,
37,
286,
950,
1835,
870,
500,
501,
731,
706,
475,
687,
1114,
1487,
737,
316,
110,
114,
128,
43,
21,
18,
8,
7,
3,
42,
233,
902,
1655,
788,
465,
495,
752,
754,
587,
649,
1126,
1269,
570,
285,
212,
137,
154,
173,
80,
40,
8,
14,
9,
10,
26,
33,
90,
137,
152,
161,
172,
203,
196,
241,
216,
215,
189,
218,
179,
132,
122,
133,
84,
119,
56,
41,
15,
10,
13,
27,
57,
103,
128,
177,
154,
187,
169,
152,
147
] |
[
"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: -43.43%",
"予測される変化率: [カラム_0] 予測される変化率: -89.44%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.23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: 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: -43.43%",
"Forecasted change rate: [column_0] Forecasted change rate: -89.44%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.23 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 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 |
[
139,
133,
126,
120,
56,
46,
23,
8,
4,
0,
3,
4,
36,
242,
879,
1682,
767,
488,
399,
737,
699,
454,
609,
1023,
1510,
598,
232,
147,
108,
51,
39,
5,
6,
3,
0,
1,
37,
245,
956,
1752,
772,
468,
497,
735,
716,
478,
539,
1077,
1493,
683,
238,
176,
113,
87,
57,
5,
10,
9,
3,
4,
40,
265,
899,
1648,
817,
459,
498,
742,
648,
466,
567,
1056,
1535,
681,
285,
158,
108,
72,
33,
13,
3,
5,
2,
6,
43,
250,
867,
1687,
749,
445,
443,
699,
684,
520,
624,
1145,
1420,
688,
253,
157,
103,
81,
36,
24,
7,
4,
5,
6,
34,
249,
895,
1360,
891,
446,
457,
695,
692,
508,
620,
1061,
1315,
602,
287,
201,
183,
205,
152,
95,
31,
26,
12,
11,
8,
31,
44,
71,
95,
130,
189,
144,
175,
170,
163,
203,
181,
186,
136,
100,
132,
159,
136,
147,
111,
19,
5,
9,
5,
15,
38,
63,
96,
138,
124,
130,
147,
129,
111,
137,
156,
95,
64,
82,
53,
49,
13,
8,
6,
1,
4,
4,
35,
241,
1009,
1735,
628,
460,
521,
743,
681,
520,
584,
1135,
1478,
615,
208,
138,
97,
45,
39,
3,
3,
3,
0,
5,
41,
291,
1030,
1758,
704,
488,
533,
707,
569,
467,
640,
1275,
1699,
756,
227,
142,
123,
107,
35,
4,
6,
6,
5,
11,
39,
248,
998,
1747,
812,
503,
486,
727,
661,
523,
599,
1218,
1736,
718,
274,
160,
120,
82,
23,
2,
2,
3,
3,
3,
32,
295,
1158,
2019,
781,
548,
544,
683,
702,
529,
687,
1317,
1727,
762,
294,
170,
119,
71,
38,
22,
11,
8,
0,
6,
33,
252,
930,
1763,
643,
462,
483,
688,
660,
487,
627,
1227,
1239,
639,
278,
216,
128,
193,
138,
55,
32,
20,
12,
14,
11,
37,
50,
113,
151,
169,
229,
296,
234,
326,
225,
244,
220,
218,
185,
178,
132,
120,
143,
69,
49,
58,
13,
6,
10,
19,
41,
72,
138,
150,
178,
202,
185,
173,
216,
158,
155,
145,
124,
108,
81,
30,
21,
11,
14,
2,
2,
2,
39,
237,
875,
1678,
631,
522,
512,
768,
720,
514,
565,
1140,
1459,
654,
214,
130,
99,
55,
40,
15,
5,
3,
3,
0,
36,
269,
971,
1708,
692,
538,
575,
847,
810,
602,
679,
1148,
1478,
636,
293,
165,
147,
77,
48,
14,
3,
3,
4,
9,
44,
265,
986,
1660,
687,
514,
608,
779,
778,
605,
696,
1108,
1490,
672,
301,
177,
102,
84,
73,
6,
6,
3,
2,
5,
37,
214,
825,
1637,
783,
535,
531,
814,
923,
700,
793,
1121,
1220,
509,
250,
185,
151,
148,
142,
61,
53,
16,
11,
10,
21,
8,
20,
61,
74,
111,
126,
116,
92,
141,
134,
142,
140,
151,
132,
99,
117,
101,
70,
22,
20,
14,
1,
6,
14,
14,
34,
56,
115,
157,
168,
216,
219,
153,
216,
221,
179,
192,
148,
125,
135,
165,
80,
41,
48,
8,
5,
8,
5,
12,
34,
49,
111,
112,
136,
145,
136,
142,
122,
116,
166,
122,
146,
144,
71,
99,
42,
15
] |
[
23,
11,
3,
1,
11,
21,
31,
61,
86,
81,
126,
130,
182,
160,
105,
90,
91,
160,
64,
64,
27,
31,
11,
3,
2,
1,
6,
3,
26,
179,
784,
1580,
704,
380,
416,
592,
514,
462,
527,
1097,
1278,
489,
186,
91,
67,
50,
33,
18,
3,
3,
4,
6,
27,
159,
732,
1262,
611,
426,
430,
674,
619,
460,
553,
955,
1184,
502,
228,
155,
92,
54,
26,
4,
4,
1,
2,
3,
33,
197,
747,
1424,
643,
462,
481,
636,
690,
507,
637,
974,
1063,
439,
203,
123,
88,
97,
70,
37
] |
[
"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: -89.21%",
"予測される変化率: [カラム_0] 予測される変化率: 60.87%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.24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: -89.21%",
"Forecasted change rate: [column_0] Forecasted change rate: 60.87%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.24 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 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 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 strong at lag 78.",
"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 |
[
12,
19,
40,
7,
21,
35,
82,
104,
166,
188,
221,
286,
189,
156,
198,
131,
194,
145,
139,
86,
58,
65,
46,
32,
17,
16,
15,
3,
9,
23,
49,
56,
99,
112,
148,
183,
210,
170,
166,
146,
112,
122,
101,
106,
88,
115,
88,
68,
58,
40,
17,
4,
8,
7,
39,
47,
104,
97,
124,
153,
128,
110,
131,
106,
107,
88,
73,
60,
30,
19,
9,
13,
2,
1,
5,
3,
33,
246,
814,
1538,
667,
480,
430,
664,
606,
397,
580,
1049,
1565,
686,
208,
118,
84,
53,
22,
7,
4,
1,
0,
0,
39,
254,
908,
1826,
756,
423,
496,
633,
568,
460,
619,
1324,
1656,
743,
369,
196,
108,
76,
30,
10,
3,
8,
2,
3,
26,
221,
620,
1342,
687,
409,
498,
710,
539,
451,
599,
1039,
1299,
615,
264,
134,
74,
91,
27,
13,
3,
4,
2,
4,
43,
248,
873,
1616,
717,
443,
460,
641,
670,
475,
615,
1140,
1474,
587,
237,
135,
113,
100,
45,
13,
9,
6,
0,
6,
39,
231,
808,
1707,
739,
461,
462,
629,
555,
479,
630,
1051,
1222,
633,
309,
137,
146,
165,
128,
47,
28,
17,
11,
10,
17,
28,
61,
94,
120,
189,
176,
192,
191,
158,
167,
167,
154,
184,
92,
77,
83,
115,
69,
37,
51,
23,
18,
5,
7,
14,
35,
52,
89,
123,
138,
127,
105,
141,
125,
119,
123,
107,
72,
79,
35,
45,
21,
9,
6,
0,
4,
1,
34,
240,
834,
1740,
752,
451,
412,
603,
645,
502,
638,
1142
] |
[
1521,
622,
202,
103,
81,
39,
25,
6,
6,
5,
3,
1,
47,
308,
951,
1711,
795,
479,
430,
662,
694,
564,
620,
1160,
1563,
669,
211,
118,
76,
63,
23,
8,
3,
4,
6,
7,
30,
264,
908,
1681,
801,
455,
477,
645,
658,
473,
609,
1068,
1522,
616,
262,
133,
79,
77,
30,
4,
6,
1,
4,
2,
44,
249,
848,
1740,
720,
472,
463,
708,
776,
516,
635,
1174,
1548,
703,
228,
108,
114,
86,
50,
11,
8,
5,
1,
2,
54,
267,
861,
1776,
737,
459,
508,
824,
689,
550,
622,
1064
] |
[
"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: 9416.67%",
"予測される変化率: [カラム_0] 予測される変化率: -30.05%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.27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: 9416.67%",
"Forecasted change rate: [column_0] Forecasted change rate: -30.05%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.27 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 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 42 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 42.",
"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 |
[
1392,
628,
306,
164,
178,
153,
106,
40,
18,
15,
5,
13,
19,
30,
43,
85,
113,
118,
132,
164,
160,
186,
175,
167,
162,
141,
128,
97,
87,
123,
73,
32,
38,
32,
8,
5,
10,
17,
38,
82,
121,
114,
147,
143,
148,
168,
151,
132,
109,
79,
61,
53,
54,
22,
13,
17,
0,
10,
4,
3,
37,
228,
884,
1720,
682,
392,
437,
666,
644,
502,
559,
1145,
1507,
609,
209,
127,
70,
41,
33,
5,
2,
5,
2,
4,
38,
263,
951,
1782,
788,
472,
503,
750,
723,
520,
594,
1153,
1450,
608,
230,
135,
89,
34,
29,
9,
3,
3,
9,
3,
38,
275,
935,
1631,
680,
401,
446,
736,
636,
499,
596,
1124,
1476,
624,
309,
191,
118,
93,
46,
4,
2,
2,
6,
5,
46,
299,
1017,
1855,
684,
454,
487,
798,
666,
503,
608,
1152,
1433,
624,
260,
140,
110,
107,
45,
15,
11,
2,
2,
2,
49,
292,
895,
1737,
685,
483,
500,
788,
734,
504,
642,
1175,
1233,
563,
282,
206,
153,
156,
100,
52,
36,
14,
8,
8,
15,
27,
59,
95,
125,
159,
175,
205,
224,
182,
197,
239,
205,
186,
181,
124,
106,
166,
103,
70,
58,
58,
25,
16,
11,
9,
46,
99,
82,
182,
176,
185,
208,
151,
198,
175,
128,
124,
35,
42,
60,
19,
35,
13,
2,
7,
2,
0,
46,
285,
989,
1766,
702,
472,
386,
749,
613,
484,
622,
1151,
1564,
617,
204,
131,
100,
51,
22,
3,
1,
1,
4,
2,
41,
262,
1026,
1724,
721,
485,
499,
763,
650,
439,
644,
1168,
1500,
654,
248,
159,
101,
70,
38,
17,
11,
3,
4,
1,
47,
259,
1011,
1733,
711,
470,
506,
773,
699,
487,
650,
1168,
1469,
613,
248,
134,
98,
106,
33,
4,
9,
2,
1,
6,
38,
290,
1021,
1781,
749,
434,
431,
776,
674,
479,
592,
1216,
1380,
644,
268,
147,
78,
99,
49,
16,
3,
8,
3,
7,
43,
332,
1052,
1719,
686,
515,
541,
698,
637,
491,
628,
1178,
1307,
586,
340,
204,
175,
172,
107,
56,
27,
17,
4,
5,
12,
44,
56,
98,
145,
131,
189,
225,
210,
222,
240,
226,
202,
141,
163,
167,
107,
128,
77,
68,
97,
56,
42,
19,
4,
13,
41,
61,
146,
161,
168,
188,
168,
138,
189,
161,
146,
89,
94,
63,
56,
28,
13,
5,
6,
4,
2,
2,
35,
245,
955,
1664,
678,
471,
447,
703,
621,
426,
619,
1132,
1556,
593,
182,
114,
100,
44,
30,
6,
2,
0,
1,
2,
39,
255,
985,
1795,
773,
495,
455,
729,
623,
505,
636,
1119,
1475,
602,
221,
148,
100,
51,
38,
6,
5,
5,
7,
7,
60,
300,
1020,
1665,
694,
538,
500,
706,
620,
496,
604,
1116,
1505,
650,
227,
142,
89,
72,
43,
6,
4,
4,
6,
2,
42,
260,
987,
1799,
736,
447,
465,
685,
631,
503,
615,
1177,
1488,
820,
218,
128,
103,
87,
47,
14,
16,
13,
5,
3,
47,
270,
923,
1759,
654,
462,
530,
716,
667,
537,
650,
1093,
1199,
585,
253,
185,
153,
158,
101,
42
] |
[
36,
19,
7,
5,
14,
30,
70,
131,
115,
135,
159,
188,
274,
197,
174,
244,
244,
246,
193,
106,
97,
188,
121,
74,
80,
51,
21,
4,
12,
4,
33,
58,
102,
105,
102,
122,
96,
106,
129,
109,
113,
86,
73,
55,
64,
23,
31,
7,
2,
2,
4,
1,
44,
250,
1011,
1597,
762,
441,
487,
709,
605,
412,
556,
1146,
1493,
616,
174,
98,
104,
39,
17,
5,
2,
5,
0,
6,
46,
254,
940,
1781,
766,
439,
450,
605,
556,
469,
585,
1156,
1513,
663,
237,
119,
115,
52,
25,
6
] |
[
"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: -96.98%",
"予測される変化率: [カラム_0] 予測される変化率: -83.33%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.24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: -96.98%",
"Forecasted change rate: [column_0] Forecasted change rate: -83.33%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.24 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 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 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 |
[
5,
5,
2,
5,
44,
261,
1004,
1690,
723,
482,
450,
710,
636,
415,
601,
1083,
1526,
667,
224,
105,
88,
70,
27,
13,
3,
4,
3,
0,
50,
207,
872,
1711,
733,
438,
445,
669,
599,
482,
615,
1158,
1375,
618,
245,
117,
99,
96,
48,
13,
16,
8,
6,
0,
46,
265,
839,
1757,
734,
459,
490,
713,
548,
464,
608,
1109,
1085,
486,
230,
172,
142,
162,
81,
32,
20,
18,
4,
11,
14,
26,
46,
68,
131,
108,
135,
207,
180,
131,
154,
157,
156,
133,
143,
129,
68,
88,
94,
61,
33,
22,
3,
9,
11,
9,
33,
63,
96,
122,
136,
159,
131,
143,
154,
149,
141,
117,
99,
85,
99,
47,
41,
20,
15,
10,
10,
5,
4,
15,
32,
76,
83,
95,
146,
160,
197,
154,
103,
109,
92,
64,
85,
44,
25,
20,
16,
15,
2,
1,
3,
4,
43,
230,
1010,
1750,
735,
448,
559,
707,
634,
527,
574,
1234,
1520,
583,
237,
114,
114,
52,
24,
6,
2,
6,
1,
5,
45,
255,
928,
1701,
747,
468,
445,
769,
600,
425,
590,
1096,
1453,
663,
265,
121,
115,
71,
16,
4,
2,
0,
3,
0,
44,
279,
975,
1641,
637,
505,
539,
793,
629,
514,
631,
1069,
1397,
666,
231,
128,
101,
127,
21,
8,
8,
4,
9,
1,
55,
220,
968,
1655,
689,
472,
494,
661,
633,
512,
657,
1121,
1212,
660,
295,
156,
133,
243,
121,
42,
20,
26,
12,
14,
26,
26,
86,
115,
130,
159,
184,
213,
236,
197,
186,
233,
165,
183,
142,
92,
67,
128,
86,
82,
33,
23,
20,
17,
12,
28,
95,
63,
106,
123,
152,
131,
156,
126,
130,
120,
128,
68,
92,
54,
37,
28,
13,
3,
6,
6,
3,
6,
58,
258,
881,
1751,
641,
433,
439,
712,
597,
404,
587,
1160,
1484,
604,
192,
118,
51,
38,
20,
6,
10,
13,
4,
2,
37,
255,
874,
1669,
803,
454,
478,
691,
601,
545,
626,
1150,
1387,
614,
197,
111,
77,
55,
30,
8,
6,
4,
4,
9,
45,
219,
988,
1671,
740,
477,
538,
726,
608,
461,
632,
1145,
1420,
638,
237,
123,
112,
70,
38,
10,
13,
4,
5,
9,
48,
278,
1019,
1714,
662,
469,
427,
671,
568,
449,
590,
1152,
1381,
613,
239,
95,
100,
81,
54,
9,
11,
5,
6,
8,
47,
255,
905,
1638,
698,
400,
465,
665,
607,
463,
630,
1154,
1216,
597,
248,
150,
148,
193,
85,
45,
36,
19,
19,
20,
13,
31,
58,
85,
133,
140,
157,
213,
242,
191,
181,
209,
208,
156,
158,
129,
87,
110,
69,
68,
33,
21,
26,
8,
12,
7,
39,
59,
111,
111,
146,
182,
179,
142,
132,
169,
168,
83,
57,
37,
47,
27,
18,
3,
7,
5,
2,
7,
51,
244,
977,
1642,
708,
385,
394,
624,
509,
368,
618,
1201,
1438,
539,
205,
80,
68,
48,
18,
7,
2,
5,
3,
3,
53,
307,
1066,
1963,
745,
458,
383,
559,
484,
480,
652,
1191,
1322,
611,
155,
118,
98,
50,
24,
12,
3,
2,
0,
3,
43,
282,
1005,
1617
] |
[
706,
478,
472,
642,
574,
500,
612,
1254,
1379,
619,
215,
151,
72,
80,
29,
8,
3,
3,
1,
4,
51,
264,
952,
1599,
739,
426,
437,
701,
631,
496,
687,
1177,
1327,
574,
254,
133,
100,
114,
52,
15,
12,
15,
9,
3,
45,
269,
976,
1752,
715,
414,
411,
679,
621,
458,
642,
1071,
1176,
623,
279,
170,
108,
178,
108,
30,
33,
10,
15,
8,
11,
24,
56,
69,
118,
126,
162,
237,
226,
175,
165,
176,
151,
181,
140,
119,
64,
121,
37,
46,
32,
24,
3,
5,
9,
6,
22,
49
] |
[
"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: 32240.00%",
"予測される変化率: [カラム_0] 予測される変化率: -93.06%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.27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: 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: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 32240.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -93.06%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.27 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 41",
"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 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 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 30.",
"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 |
[
107,
87,
103,
104,
97,
94,
93,
120,
153,
68,
43,
50,
61,
36,
13,
11,
1,
4,
6,
2,
43,
232,
849,
1561,
688,
473,
434,
683,
506,
426,
556,
1077,
1431,
597,
199,
117,
70,
41,
20,
12,
4,
1,
5,
4,
44,
264,
934,
1573,
648,
453,
473,
635,
556,
499,
638,
1152,
1402,
591,
181,
129,
98,
46,
33,
6,
1,
11,
2,
4,
34,
255,
973,
1582,
597,
430,
481,
712,
616,
455,
630,
1135,
1417,
621,
225,
137,
106,
82,
41,
11,
8,
2,
1,
1,
46,
214,
927,
1607,
643,
443,
502,
655,
653,
531,
656,
1018,
1347,
570,
191,
120,
96,
77,
33,
4,
10,
6,
7,
1,
46,
248,
884,
1508,
583,
379,
425,
604,
623,
478,
612,
999,
999,
476,
242,
164,
135,
167,
83,
48,
44,
15,
18,
8,
9,
28,
51,
103,
132,
166,
196,
225,
285,
180,
224,
226,
207,
200,
118,
94,
102,
151,
67,
47,
28,
17,
20,
6,
12,
22,
34,
61,
134,
143,
178,
202,
189,
351,
228,
128,
145,
80,
65,
67,
65,
11,
18,
8,
2,
8,
1,
4,
40,
252,
772,
1567,
605,
430,
413,
701,
578,
466,
543,
1147,
1331,
517,
177,
85,
49,
45,
22,
14,
1,
2,
2,
4,
37,
254,
941,
1666,
670,
452,
469,
746,
564,
483,
670,
1130,
1409,
552,
198,
108,
87,
55,
19,
2,
2,
5,
0,
5,
54,
250,
955,
1573,
661,
440,
485,
670,
513,
468,
651,
1192,
1477,
575,
227,
123,
67,
79,
34,
3,
1,
4,
0,
8,
34,
247,
908,
1430,
737,
482,
446,
640,
604,
497,
596,
1085,
1358,
605,
221,
115,
112,
88,
46,
7,
3,
9,
4,
4,
46,
263,
867,
1514,
673,
491,
472,
669,
632,
533,
603,
1036,
1139,
533,
259,
118,
136,
136,
69,
34,
16,
10,
4,
3,
14,
23,
46,
87,
119,
153,
207,
191,
191,
217,
183,
204,
198,
177,
111,
98,
75,
95,
65,
34,
28,
14,
13,
4,
7,
6,
38,
78,
122,
124,
159,
189,
205,
237,
120,
98,
121,
100,
41,
49,
30,
12,
17,
8,
1,
8,
15,
21,
52,
265,
909,
1708,
691,
360,
405,
708,
635,
473,
627,
1187,
1479,
520,
176,
110,
48,
45,
24,
3,
3,
3,
3,
5,
45,
282,
988,
1607,
673,
463,
404,
649,
576,
444,
605,
1150,
1385,
597,
201,
112,
94,
62,
15,
4,
6,
4,
4,
2,
48,
268,
981,
1670,
734,
410,
437,
686,
566,
500,
650,
1180,
1408,
589,
249,
122,
74,
79,
33,
7,
3,
2,
3,
6,
44,
271,
972,
1669,
704,
448,
451,
657,
522,
484,
674,
1185,
1370,
584,
220,
128,
95,
68,
23,
12,
9,
0,
3,
1,
54,
265,
912,
1601,
698,
412,
431,
675,
603,
495,
703,
1135,
1160,
532,
233,
146,
135,
174,
80,
43,
31,
9,
15,
5,
13,
30,
61,
95,
134,
140,
150,
150,
242,
190,
174,
182,
206,
181,
151,
138,
79,
94,
74,
38,
23,
23,
18,
12,
13,
12,
33,
57,
99,
161,
120,
155,
150,
176,
112,
124
] |
[
112,
81,
62,
55,
32,
33,
17,
6,
1,
3,
2,
3,
48,
269,
918,
1679,
659,
397,
433,
604,
557,
423,
565,
1173,
1445,
527,
170,
125,
65,
80,
18,
6,
0,
2,
2,
1,
45,
287,
1026,
1687,
628,
444,
489,
684,
550,
459,
611,
1178,
1426,
562,
232,
110,
78,
37,
33,
3,
3,
4,
0,
3,
60,
293,
883,
1672,
689,
471,
415,
666,
613,
514,
649,
1205,
1417,
600,
245,
119,
98,
81,
26,
13,
2,
3,
0,
2,
57,
282,
944,
1664,
696,
461,
464,
703,
577,
498,
634,
1203
] |
[
"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: 15.89%",
"予測される変化率: [カラム_0] 予測される変化率: 974.11%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.20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: 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: 15.89%",
"Forecasted change rate: [column_0] Forecasted change rate: 974.11%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.20 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 33",
"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 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
| 512 | 96 |
[
1434,
610,
240,
147,
129,
85,
41,
11,
5,
10,
8,
4,
63,
304,
950,
1662,
690,
470,
471,
718,
576,
539,
671,
1168,
1233,
563,
281,
185,
145,
174,
114,
59,
20,
12,
8,
21,
17,
33,
71,
172,
228,
276,
360,
444,
492,
692,
452,
330,
246,
194,
121,
90,
76,
153,
125,
64,
27,
28,
7,
8,
11,
22,
50,
103,
175,
338,
408,
432,
420,
430,
322,
187,
138,
120,
95,
82,
49,
25,
9,
0,
4,
5,
3,
3,
53,
280,
980,
1621,
667,
424,
456,
675,
588,
545,
646,
1191,
1419,
579,
166,
108,
85,
63,
18,
3,
5,
5,
1,
4,
49,
255,
982,
1654,
691,
469,
495,
700,
575,
478,
670,
1250,
1385,
551,
190,
140,
81,
61,
26,
12,
1,
6,
0,
1,
69,
312,
962,
1812,
600,
425,
493,
778,
594,
491,
670,
1149,
1477,
535,
234,
119,
79,
91,
20,
14,
10,
0,
1,
4,
58,
293,
981,
1667,
620,
453,
420,
607,
668,
549,
672,
1377,
1470,
602,
171,
100,
90,
75,
37,
10,
6,
6,
2,
7,
57,
257,
956,
1675,
653,
423,
405,
619,
543,
492,
641,
1177,
1303,
513,
217,
142,
122,
165,
113,
35,
20,
10,
12,
4,
12,
24,
48,
87,
135,
182,
208,
262,
266,
217,
258,
202,
217,
199,
152,
130,
105,
130,
84,
36,
48,
9,
15,
7,
3,
9,
31,
77,
103,
114,
131,
169,
229,
225,
188,
140,
153,
68,
89,
68,
54,
54,
13,
7,
4,
2,
5,
5,
44,
240,
896,
1798,
690,
423,
507,
758,
680,
451,
636,
1197,
1482,
612,
180,
114,
59,
55,
28,
6,
1,
5,
1,
3,
48,
288,
1016,
1741,
723,
496,
526,
708,
602,
461,
650,
1279,
1491,
624,
216,
142,
146,
65,
41,
2,
11,
5,
3,
3,
57,
278,
1033,
1724,
618,
425,
499,
762,
568,
507,
644,
1245,
1497,
619,
243,
162,
90,
84,
30,
8,
6,
3,
4,
4,
46,
266,
1044,
1860,
717,
449,
444,
659,
566,
500,
693,
1214,
1515,
587,
212,
156,
97,
116,
49,
24,
9,
8,
5,
4,
56,
277,
1000,
1556,
563,
415,
451,
714,
632,
516,
573,
1217,
1274,
571,
274,
167,
148,
195,
128,
54,
10,
9,
13,
5,
12,
29,
53,
103,
121,
150,
195,
184,
245,
181,
242,
229,
180,
169,
156,
104,
67,
140,
87,
69,
34,
19,
13,
7,
9,
9,
34,
67,
110,
166,
170,
248,
243,
149,
171,
189,
145,
104,
64,
79,
36,
39,
16,
6,
2,
1,
1,
1,
57,
259,
1035,
1718,
673,
398,
416,
599,
538,
424,
591,
1144,
1491,
592,
187,
145,
77,
75,
13,
3,
2,
5,
0,
2,
50,
285,
1000,
1605,
661,
371,
467,
762,
573,
470,
616,
1295,
1474,
558,
234,
138,
93,
100,
18,
11,
2,
4,
0,
4,
41,
297,
1070,
1703,
590,
412,
532,
724,
598,
534,
637,
1267,
1412,
587,
189,
180,
100,
104,
46,
13,
4,
0,
0,
7,
41,
281,
1021,
1646,
641,
412,
462,
702,
654,
536,
732,
1254,
1456,
652,
295,
180,
121,
80,
39,
11
] |
[
10,
3,
3,
3,
44,
240,
978,
1665,
591,
510,
502,
769,
620,
537,
675,
1181,
1257,
538,
240,
181,
116,
162,
91,
54,
16,
14,
7,
4,
14,
23,
56,
100,
128,
157,
200,
260,
262,
236,
233,
243,
263,
245,
122,
103,
98,
138,
111,
41,
37,
21,
14,
7,
4,
12,
36,
52,
126,
138,
150,
146,
224,
188,
208,
141,
154,
128,
76,
81,
40,
37,
8,
12,
4,
5,
1,
3,
38,
262,
1020,
1667,
639,
426,
450,
619,
496,
504,
605,
1307,
1482,
560,
185,
97,
47,
39,
26,
6
] |
[
"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: -99.23%",
"予測される変化率: [カラム_0] 予測される変化率: -40.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.22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: 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: -99.23%",
"Forecasted change rate: [column_0] Forecasted change rate: -40.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.22 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 8 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] 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 |
[
4,
2,
1,
4,
48,
277,
1149,
1662,
616,
459,
568,
664,
578,
471,
642,
1321,
1387,
598,
196,
112,
81,
50,
22,
30,
2,
3,
3,
1,
57,
297,
1069,
1582,
627,
446,
470,
717,
612,
481,
643,
1168,
1433,
592,
227,
174,
82,
74,
32,
21,
1,
1,
5,
1,
47,
281,
995,
1610,
607,
419,
453,
707,
652,
540,
689,
1235,
1394,
612,
212,
154,
98,
83,
39,
21,
7,
8,
10,
4,
43,
249,
1001,
1549,
593,
417,
474,
848,
660,
541,
727,
1234,
1298,
567,
234,
167,
135,
143,
63,
42,
27,
10,
6,
5,
17,
19,
64,
129,
157,
176,
219,
294,
247,
255,
238,
258,
297,
278,
112,
123,
84,
219,
139,
139,
23,
28,
19,
12,
1,
8,
38,
76,
142,
199,
185,
231,
189,
185,
146,
95,
110,
69,
43,
55,
32,
28,
21,
5,
1,
4,
1,
5,
67,
263,
1037,
1643,
662,
412,
400,
696,
536,
460,
642,
1239,
1474,
589,
183,
112,
83,
59,
19,
4,
5,
1,
1,
5,
67,
301,
1062,
1429,
713,
480,
502,
741,
673,
491,
612,
1241,
1488,
557,
188,
101,
88,
75,
35,
4,
10,
6,
1,
1,
58,
296,
1058,
1671,
601,
438,
511,
710,
608,
484,
671,
1230,
1406,
567,
201,
110,
107,
66,
38,
5,
1,
1,
0,
4,
56,
271,
1012,
1614,
680,
403,
528,
789,
697,
545,
628,
1224,
1374,
604,
240,
120,
118,
94,
61,
18,
5,
3,
1,
6,
54,
252,
991,
1687,
642,
470,
497,
705,
651,
514,
694,
1077,
1125,
657,
291,
165,
162,
201,
109,
29,
5,
15,
7,
3,
10,
30,
65,
118,
116,
154,
194,
226,
257,
185,
204,
241,
221,
215,
121,
97,
61,
130,
95,
49,
38,
18,
11,
9,
5,
6,
44,
105,
124,
161,
156,
188,
285,
199,
127,
141,
123,
72,
55,
41,
63,
21,
15,
4,
4,
9,
2,
5,
60,
298,
1001,
1606,
631,
368,
361,
602,
488,
436,
593,
1272,
1614,
582,
139,
93,
61,
36,
19,
2,
6,
3,
1,
5,
50,
289,
1042,
1681,
655,
469,
467,
665,
555,
543,
716,
1309,
1464,
550,
242,
112,
76,
43,
27,
6,
3,
0,
3,
4,
63,
327,
1060,
1625,
584,
415,
488,
643,
589,
509,
617,
1282,
1365,
552,
232,
123,
79,
55,
33,
14,
5,
10,
2,
5,
55,
333,
1063,
1609,
648,
424,
490,
652,
609,
546,
665,
1223,
1308,
553,
211,
137,
127,
76,
44,
18,
9,
4,
1,
4,
52,
281,
1061,
1576,
666,
411,
474,
782,
590,
443,
714,
1187,
1260,
696,
250,
150,
137,
239,
107,
45,
9,
18,
16,
6,
11,
21,
56,
104,
99,
111,
148,
186,
184,
169,
160,
234,
222,
204,
139,
65,
120,
159,
76,
42,
30,
9,
11,
2,
12,
10,
32,
50,
100,
117,
127,
133,
101,
147,
131,
77,
101,
85,
36,
30,
48,
25,
11,
6,
6,
3,
1,
5,
55,
292,
959,
1605,
681,
397,
467,
744,
596,
439,
620,
1279,
1414,
500,
140,
103,
63,
32,
19,
4,
7,
1,
1,
7,
66,
279,
1046,
1504
] |
[
581,
428,
400,
634,
587,
504,
669,
1231,
1446,
561,
189,
134,
85,
64,
47,
5,
3,
4,
1,
3,
52,
292,
1101,
1589,
588,
455,
447,
709,
604,
480,
584,
1263,
1174,
539,
198,
144,
67,
76,
22,
7,
7,
6,
1,
4,
48,
321,
1076,
1701,
617,
512,
444,
716,
569,
515,
635,
1218,
1321,
528,
210,
98,
122,
68,
34,
21,
10,
2,
7,
4,
61,
301,
1113,
1584,
639,
417,
584,
685,
549,
538,
649,
1186,
1139,
545,
236,
130,
108,
172,
80,
32,
19,
13,
13,
6,
14,
28,
43,
105
] |
[
"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: 37500.00%",
"予測される変化率: [カラム_0] 予測される変化率: -81.93%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.19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: 37500.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -81.93%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.19 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 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
| 512 | 96 |
[
100,
117,
149,
157,
177,
161,
171,
147,
153,
159,
143,
95,
87,
145,
93,
42,
38,
11,
13,
6,
4,
10,
26,
63,
105,
138,
139,
145,
200,
171,
136,
107,
118,
78,
69,
46,
22,
16,
11,
11,
5,
1,
1,
7,
58,
284,
1024,
1394,
610,
430,
408,
598,
542,
417,
597,
1310,
1382,
493,
186,
108,
60,
31,
20,
4,
2,
1,
0,
4,
53,
312,
1099,
1567,
673,
441,
496,
537,
616,
438,
687,
1289,
1411,
567,
221,
99,
101,
83,
42,
17,
8,
2,
2,
7,
55,
291,
1111,
1603,
565,
409,
458,
643,
471,
457,
590,
1198,
1389,
542,
197,
160,
96,
73,
34,
16,
3,
2,
0,
2,
48,
348,
1107,
1635,
702,
443,
459,
625,
623,
485,
639,
1184,
1340,
532,
212,
118,
99,
60,
46,
12,
8,
9,
1,
1,
56,
297,
1035,
1593,
630,
421,
466,
678,
567,
535,
657,
1111,
1170,
458,
267,
152,
136,
126,
85,
40,
27,
16,
9,
2,
24,
40,
72,
108,
126,
129,
139,
175,
163,
176,
200,
142,
114,
108,
221,
127,
89,
98,
72,
44,
27,
22,
10,
7,
12,
17,
50,
66,
99,
123,
191,
306,
222,
141,
110,
94,
87,
80,
72,
50,
30,
32,
11,
6,
2,
1,
3,
8,
43,
261,
1066,
1421,
531,
386,
451,
736,
649,
502,
612,
1235,
1379,
485,
176,
78,
70,
34,
13,
3,
10,
10,
0,
2,
66,
298,
1082,
1542,
623,
530,
487,
801,
744,
468,
657,
1276,
1388,
540,
185,
143,
94,
76,
24,
7,
1,
5,
3,
4,
59,
306,
1114,
1539,
651,
445,
535,
769,
632,
462,
665,
1348,
1269,
468,
191,
93,
52,
78,
24,
10,
7,
3,
6,
2,
53,
294,
1105,
1636,
610,
386,
472,
704,
581,
500,
713,
1203,
1555,
544,
216,
165,
132,
99,
92,
24,
12,
3,
5,
7,
68,
319,
1131,
1568,
825,
1300,
2032,
2437,
1008,
577,
641,
1197,
1067,
550,
313,
215,
178,
138,
69,
35,
20,
7,
11,
9,
11,
29,
86,
183,
220,
281,
331,
287,
184,
103,
115,
131,
227,
185,
139,
90,
97,
78,
51,
33,
29,
19,
16,
9,
7,
8,
45,
67,
110,
111,
164,
184,
128,
155,
136,
152,
151,
120,
64,
68,
35,
23,
18,
6,
1,
2,
5,
6,
57,
308,
1078,
1497,
490,
481,
502,
782,
600,
486,
564,
1244,
1386,
545,
184,
93,
85,
40,
20,
4,
3,
0,
1,
1,
52,
313,
1129,
1560,
591,
479,
469,
700,
644,
434,
673,
1207,
1407,
576,
199,
120,
83,
39,
16,
3,
3,
5,
0,
3,
51,
310,
1204,
1494,
545,
409,
514,
697,
577,
463,
661,
1189,
1336,
579,
234,
137,
82,
53,
10,
5,
3,
2,
0,
5,
58,
314,
1112,
1643,
556,
442,
497,
654,
546,
443,
632,
1159,
1377,
529,
223,
126,
120,
74,
45,
13,
7,
12,
2,
4,
49,
279,
1047,
1463,
580,
444,
475,
728,
580,
496,
681,
1225,
1068,
451,
261,
156,
158,
116,
78,
39,
29,
24,
5,
10,
9,
30,
70,
102,
111,
149,
215,
261,
219,
232,
214,
200
] |
[
200,
216,
173,
112,
108,
157,
73,
82,
16,
8,
13,
11,
9,
43,
56,
98,
100,
153,
107,
134,
197,
150,
154,
120,
85,
84,
51,
45,
51,
20,
10,
0,
6,
2,
4,
55,
295,
1004,
1718,
649,
389,
414,
687,
547,
494,
616,
1322,
1428,
520,
160,
94,
72,
35,
23,
8,
3,
6,
3,
2,
54,
289,
1137,
1678,
654,
432,
459,
647,
576,
545,
639,
1297,
1409,
643,
230,
196,
100,
57,
24,
5,
8,
7,
1,
10,
59,
300,
1079,
1504,
604,
465,
431,
738,
650,
494,
656,
1269,
1341
] |
[
"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: 100.00%",
"予測される変化率: [カラム_0] 予測される変化率: 570.50%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.24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: upward",
"Historical change rate: [column_0] Historical change rate: 100.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 570.50%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.24 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 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 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 |
[
552,
249,
146,
102,
60,
24,
11,
1,
2,
7,
11,
48,
318,
1116,
1636,
731,
447,
467,
756,
621,
478,
699,
1210,
1378,
587,
258,
137,
104,
99,
32,
8,
4,
2,
2,
3,
51,
287,
1024,
1610,
640,
394,
440,
640,
578,
455,
677,
1187,
1188,
500,
314,
179,
173,
148,
116,
44,
26,
18,
6,
11,
12,
24,
73,
120,
118,
357,
774,
461,
293,
258,
239,
186,
208,
173,
187,
110,
94,
95,
93,
56,
30,
27,
4,
11,
6,
34,
55,
76,
123,
137,
170,
198,
162,
146,
171,
177,
114,
95,
82,
52,
42,
23,
22,
6,
0,
5,
2,
2,
57,
285,
957,
1566,
590,
406,
466,
653,
567,
415,
580,
1267,
1404,
545,
167,
86,
60,
40,
7,
1,
1,
1,
1,
1,
45,
302,
1108,
1588,
531,
415,
435,
632,
535,
439,
621,
1210,
1462,
562,
249,
180,
96,
42,
34,
15,
4,
6,
0,
5,
50,
320,
1042,
1517,
585,
397,
468,
660,
575,
449,
621,
1190,
1421,
623,
283,
140,
82,
73,
33,
5,
4,
1,
0,
5,
43,
331,
1116,
1588,
547,
442,
441,
612,
514,
443,
638,
1305,
1353,
614,
234,
168,
99,
74,
35,
10,
11,
3,
3,
1,
53,
257,
979,
1480,
575,
443,
495,
672,
530,
454,
633,
1263,
1165,
525,
261,
135,
134,
152,
90,
47,
31,
13,
22,
1,
24,
40,
51,
77,
95,
107,
151,
156,
219,
171,
150,
173,
136,
164,
116,
119,
96,
96,
76,
39,
25,
12,
6,
8,
13,
31,
43,
72,
76,
119,
93,
87,
147,
91,
114,
142,
113,
89,
67,
58,
47,
60,
12,
8,
4,
4,
7,
5,
57,
280,
1084,
1540,
632,
402,
419,
817,
646,
467,
637,
1283,
1404,
523,
207,
104,
117,
67,
41,
14,
2,
4,
1,
6,
65,
321,
1061,
1530,
607,
430,
454,
773,
654,
486,
646,
1271,
1431,
543,
245,
150,
104,
65,
34,
11,
4,
9,
1,
2,
47,
287,
1127,
1572,
643,
655,
551,
729,
595,
466,
659,
1336,
1341,
519,
264,
149,
115,
61,
18,
4,
3,
6,
1,
6,
58,
299,
1022,
1628,
606,
403,
463,
616,
568,
458,
623,
1268,
1319,
567,
230,
180,
121,
85,
39,
14,
2,
13,
6,
5,
45,
315,
1010,
1498,
642,
451,
452,
749,
526,
502,
687,
1208,
1097,
453,
228,
158,
135,
168,
120,
43,
41,
18,
9,
6,
17,
31,
74,
128,
140,
161,
182,
198,
203,
197,
221,
164,
176,
214,
211,
109,
121,
187,
108,
77,
29,
28,
16,
7,
6,
19,
32,
79,
126,
129,
137,
153,
147,
121,
178,
155,
97,
83,
101,
99,
41,
49,
13,
6,
5,
1,
2,
5,
47,
79,
854,
1634,
640,
428,
362,
520,
419,
423,
564,
1189,
1331,
478,
185,
122,
64,
57,
23,
10,
1,
2,
2,
7,
51,
327,
993,
1593,
622,
434,
477,
625,
542,
430,
668,
1323,
1546,
574,
257,
170,
106,
69,
38,
12,
2,
7,
2,
3,
54,
329,
1075,
1565,
574,
440,
465,
698,
596,
415,
642,
1277,
1449,
569,
281,
137,
80,
77,
48,
8,
6
] |
[
3,
2,
4,
50,
303,
1143,
1596,
652,
506,
461,
686,
629,
495,
658,
1320,
1375,
552,
243,
139,
107,
77,
40,
14,
6,
8,
2,
4,
62,
297,
1070,
1449,
590,
462,
445,
708,
636,
468,
707,
1235,
1070,
511,
283,
175,
139,
125,
132,
56,
25,
22,
8,
10,
21,
29,
55,
81,
109,
116,
137,
126,
148,
136,
112,
146,
131,
148,
110,
70,
94,
69,
66,
40,
24,
15,
3,
5,
5,
9,
37,
67,
103,
119,
139,
127,
123,
132,
138,
135,
110,
98,
63,
67,
50,
14,
22,
6,
5
] |
[
"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: -98.91%",
"予測される変化率: [カラム_0] 予測される変化率: 66.67%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.24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: 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: -98.91%",
"Forecasted change rate: [column_0] Forecasted change rate: 66.67%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.24 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 34",
"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 |
[
1,
4,
14,
38,
202,
693,
965,
438,
329,
370,
579,
454,
368,
478,
973,
768,
315,
176,
120,
89,
54,
59,
24,
11,
6,
2,
2,
12,
25,
83,
145,
75,
93,
93,
130,
85,
80,
91,
104,
113,
101,
67,
66,
28,
29,
11,
5,
4,
5,
1,
2,
54,
296,
1075,
1609,
636,
450,
475,
695,
569,
410,
609,
1297,
1460,
518,
240,
118,
72,
95,
31,
17,
20,
3,
1,
1,
61,
317,
1100,
1642,
636,
435,
504,
703,
628,
442,
689,
1274,
1503,
421,
329,
160,
153,
122,
106,
11,
13,
6,
3,
5,
25,
154,
679,
1654,
879,
453,
398,
678,
738,
486,
529,
918,
1444,
710,
309,
193,
154,
147,
86,
51,
22,
18,
16,
6,
8,
34,
37,
93,
118,
126,
141,
174,
169,
162,
165,
142,
158,
144,
144,
97,
91,
73,
46,
31,
31,
18,
10,
7,
4,
8,
23,
69,
70,
98,
139,
161,
131,
114,
166,
119,
170,
83,
52,
61,
38,
25,
26,
5,
1,
3,
2,
1,
23,
189,
695,
1661,
893,
439,
359,
619,
675,
449,
497,
867,
1754,
814,
244,
138,
103,
47,
23,
15,
7,
1,
1,
2,
21,
177,
761,
1683,
906,
519,
487,
638,
656,
476,
559,
1013,
1694,
859,
306,
166,
144,
76,
26,
8,
5,
2,
2,
1,
17,
186,
747,
1645,
938,
442,
463,
726,
694,
497,
559,
973,
1608,
813,
342,
186,
152,
86,
58,
14,
4,
4,
4,
2,
20,
195,
741,
1714,
898,
499,
419,
670,
688,
521,
587,
1007,
1724,
831,
324,
194,
144,
115,
53,
30,
7,
11,
7,
2,
15,
194,
749,
1577,
941,
454,
453,
567,
573,
541,
554,
1000,
1504,
681,
356,
199,
141,
126,
162,
64,
25,
21,
5,
6,
11,
20,
38,
117,
202,
211,
192,
264,
267,
240,
268,
239,
245,
182,
118,
82,
63,
72,
77,
60,
24,
15,
2,
5,
5,
7,
15,
48,
91,
120,
127,
138,
109,
133,
173,
150,
139,
112,
88,
83,
45,
40,
42,
1,
11,
9,
2,
2,
18,
189,
782,
1727,
927,
482,
439,
623,
666,
519,
564,
864,
1784,
840,
293,
185,
126,
69,
61,
16,
8,
5,
4,
4,
21,
191,
802,
1701,
942,
434,
410,
690,
668,
481,
569,
984,
1684,
869,
299,
164,
144,
89,
62,
19,
14,
5,
3,
1,
26,
173,
770,
1671,
911,
506,
478,
684,
727,
565,
566,
951,
1682,
772,
354,
195,
116,
79,
47,
20,
12,
3,
2,
2,
20,
203,
756,
1818,
885,
514,
420,
659,
701,
493,
602,
943,
1665,
714,
291,
146,
124,
102,
60,
45,
15,
11,
8,
15,
25,
186,
746,
1733,
840,
442,
392,
696,
680,
587,
635,
967,
1397,
652,
295,
234,
133,
145,
124,
82,
36,
38,
21,
8,
20,
19,
39,
95,
129,
114,
154,
144,
176,
162,
199,
204,
171,
206,
170,
108,
134,
134,
99,
86,
57,
33,
17,
10,
6,
9,
21,
61,
134,
158,
124,
140,
177,
155,
119,
143,
164,
113,
122,
78,
57,
31,
13,
5,
16,
6,
1,
2,
20,
189,
744,
1732,
972
] |
[
420,
360,
472,
473,
457,
522,
1001,
1661,
894,
282,
139,
125,
65,
38,
12,
5,
3,
4,
4,
21,
200,
798,
1799,
957,
631,
442,
587,
632,
479,
571,
991,
1683,
857,
304,
189,
134,
84,
37,
18,
9,
3,
11,
0,
23,
190,
805,
1641,
843,
431,
450,
637,
650,
488,
538,
974,
1737,
833,
333,
164,
122,
101,
34,
24,
10,
4,
3,
0,
34,
181,
834,
1791,
923,
479,
458,
587,
640,
485,
615,
970,
1572,
781,
362,
206,
164,
99,
62,
30,
13,
11,
5,
4,
25,
201,
692,
1725,
904
] |
[
"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: 97100.00%",
"予測される変化率: [カラム_0] 予測される変化率: 115.24%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.24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: 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: 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: 97100.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 115.24%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.24 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"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 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 |
[
494,
455,
660,
660,
539,
579,
880,
1392,
665,
343,
235,
188,
157,
166,
63,
54,
17,
11,
4,
10,
20,
57,
77,
125,
114,
175,
164,
160,
183,
193,
151,
227,
183,
147,
165,
143,
127,
80,
90,
35,
21,
15,
9,
5,
14,
20,
62,
91,
98,
149,
197,
139,
129,
145,
162,
100,
99,
109,
78,
70,
40,
25,
15,
2,
4,
4,
6,
21,
173,
777,
1794,
835,
423,
404,
616,
640,
508,
592,
935,
1728,
902,
301,
153,
105,
78,
59,
11,
9,
4,
2,
3,
16,
175,
824,
1672,
908,
509,
452,
743,
718,
535,
542,
1069,
1704,
913,
335,
171,
153,
71,
57,
20,
8,
7,
4,
0,
23,
190,
736,
1811,
855,
516,
465,
671,
559,
453,
499,
915,
1540,
852,
342,
188,
125,
66,
33,
8,
6,
0,
2,
5,
28,
174,
766,
1731,
873,
436,
426,
658,
703,
479,
557,
1054,
1638,
793,
348,
223,
139,
102,
80,
28,
18,
10,
12,
45,
103,
168,
743,
1694,
966,
453,
466,
633,
613,
542,
573,
985,
1344,
610,
296,
179,
154,
170,
157,
141,
82,
37,
17,
7,
13,
15,
28,
105,
151,
143,
156,
152,
192,
186,
161,
174,
180,
161,
220,
101,
136,
125,
119,
82,
49,
30,
14,
5,
3,
13,
20,
33,
87,
81,
120,
167,
131,
132,
202,
138,
167,
101,
80,
63,
55,
52,
36,
11,
12,
5,
1,
9,
17,
170,
792,
1714,
915,
481,
445,
634,
644,
460,
537,
929,
1802,
900,
297,
173,
112,
55,
34,
9,
9,
3,
5,
8,
18,
176,
782,
1804,
1042,
501,
473,
679,
704,
549,
677,
945,
1712,
892,
292,
203,
163,
115,
43,
17,
9,
4,
6,
4,
20,
203,
748,
1834,
834,
468,
496,
792,
676,
525,
561,
971,
1726,
838,
310,
194,
161,
118,
71,
18,
6,
2,
5,
1,
29,
202,
836,
1820,
919,
515,
424,
622,
649,
466,
590,
961,
1621,
785,
333,
206,
189,
93,
71,
32,
5,
9,
6,
5,
20,
159,
711,
1756,
932,
466,
492,
748,
647,
571,
634,
876,
1223,
574,
307,
242,
163,
215,
211,
163,
87,
51,
12,
6,
12,
16,
46,
86,
128,
141,
154,
153,
192,
184,
186,
201,
167,
172,
148,
108,
97,
135,
104,
73,
46,
31,
14,
5,
7,
6,
24,
47,
96,
137,
107,
133,
141,
206,
116,
163,
122,
98,
77,
96,
57,
35,
22,
8,
10,
1,
8,
2,
18,
175,
760,
1684,
896,
444,
460,
637,
640,
522,
546,
955,
1779,
807,
261,
140,
123,
90,
30,
19,
7,
1,
5,
3,
21,
173,
742,
1725,
929,
468,
502,
736,
680,
521,
582,
973,
1590,
802,
326,
171,
119,
75,
60,
18,
12,
2,
4,
2,
20,
186,
788,
1806,
910,
534,
489,
742,
662,
532,
577,
911,
1664,
838,
295,
181,
123,
94,
82,
22,
11,
2,
2,
3,
26,
189,
761,
1839,
975,
480,
492,
697,
668,
569,
590,
961,
1631,
835,
314,
177,
151,
144,
68,
33,
27,
7,
6,
2,
19,
176,
726,
1771,
947,
575,
513,
696,
615,
539,
612,
918,
1222
] |
[
526,
306,
192,
155,
228,
186,
146,
87,
42,
23,
5,
18,
16,
44,
58,
84,
124,
140,
180,
230,
200,
190,
171,
188,
159,
168,
82,
113,
149,
107,
65,
54,
14,
15,
13,
9,
16,
23,
47,
103,
136,
143,
139,
154,
178,
119,
137,
148,
106,
82,
72,
91,
63,
32,
13,
6,
6,
3,
2,
23,
124,
561,
1321,
828,
440,
470,
647,
634,
505,
529,
818,
1260,
552,
239,
126,
105,
72,
49,
26,
11,
0,
5,
4,
27,
114,
555,
1337,
709,
473,
447,
629,
555,
436,
498,
802,
974
] |
[
"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: 147.37%",
"予測される変化率: [カラム_0] 予測される変化率: 85.17%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.22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: 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: 147.37%",
"Forecasted change rate: [column_0] Forecasted change rate: 85.17%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.22 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 35",
"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 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
| 256 | 96 |
[
415,
197,
144,
135,
96,
50,
13,
15,
0,
8,
0,
16,
101,
369,
912,
540,
317,
353,
655,
563,
573,
469,
295,
194,
101,
74,
77,
46,
80,
47,
19,
26,
8,
4,
0,
10,
5,
11,
45,
58,
88,
69,
74,
60,
60,
53,
69,
50,
46,
54,
37,
45,
40,
25,
0,
6,
2,
0,
2,
4,
7,
29,
52,
110,
81,
81,
124,
134,
167,
147,
124,
144,
90,
110,
51,
66,
70,
44,
22,
6,
13,
3,
5,
8,
5,
15,
46,
105,
128,
129,
135,
178,
172,
154,
165,
163,
150,
94,
117,
95,
76,
54,
20,
12,
20,
4,
6,
9,
12,
16,
31,
105,
131,
117,
147,
104,
160,
150,
171,
118,
141,
63,
102,
65,
42,
38,
16,
5,
3,
2,
1,
10,
59,
212,
370,
260,
209,
254,
324,
232,
203,
239,
415,
474,
192,
81,
87,
81,
44,
42,
8,
3,
3,
2,
4,
11,
42,
197,
446,
290,
184,
198,
229,
292,
296,
301,
392,
467,
229,
103,
99,
75,
67,
47,
14,
13,
4,
2,
4,
7,
49,
168,
382,
255,
187,
160,
295,
264,
320,
342,
277,
198,
157,
161,
178,
217,
364,
242,
397,
165,
68,
14,
11,
7,
6,
12,
24,
45,
87,
86,
83,
96,
90,
106,
98,
67,
60,
54,
60,
37,
19,
19,
6,
3,
4,
2,
3,
7,
52,
162,
387,
173,
145,
163,
184,
216,
164,
198,
261,
267,
164,
91,
83,
81,
78,
31,
19,
7,
4,
3,
4,
7,
15,
19,
49,
66
] |
[
54,
84,
73,
96,
99,
92,
81,
81,
99,
103,
72,
47,
104,
28,
12,
13,
6,
13,
4,
11,
7,
12,
31,
86,
84,
110,
98,
114,
151,
162,
132,
133,
91,
87,
70,
68,
22,
30,
7,
5,
7,
5,
1,
20,
95,
486,
1223,
587,
275,
289,
451,
522,
316,
414,
799,
1348,
475,
165,
119,
63,
67,
42,
9,
12,
1,
1,
2,
21,
101,
482,
1264,
580,
369,
252,
494,
500,
318,
413,
752,
1348,
491,
160,
138,
99,
43,
42,
13,
4,
3,
1,
2,
15,
106,
461,
1205,
614
] |
[
"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: -84.10%",
"予測される変化率: [カラム_0] 予測される変化率: 1037.04%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.41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: 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: -84.10%",
"Forecasted change rate: [column_0] Forecasted change rate: 1037.04%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.41 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 42",
"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 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] 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 28.",
"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 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
321,
249,
438,
433,
241,
325,
688,
1261,
460,
202,
131,
85,
82,
49,
13,
8,
5,
3,
5,
22,
108,
515,
1274,
696,
335,
286,
463,
419,
324,
355,
708,
1264,
511,
211,
114,
86,
87,
49,
17,
13,
3,
1,
2,
15,
102,
531,
1411,
756,
307,
328,
465,
426,
306,
431,
750,
1187,
438,
217,
128,
77,
79,
83,
40,
22,
12,
9,
6,
12,
19,
29,
76,
56,
120,
108,
132,
162,
152,
146,
168,
174,
145,
105,
97,
99,
100,
70,
47,
28,
14,
15,
8,
5,
10,
17,
40,
82,
95,
107,
168,
168,
168,
118,
143,
117,
82,
63,
36,
55,
39,
17,
7,
5,
3,
0,
3,
18,
123,
682,
1609,
765,
417,
367,
587,
592,
373,
474,
833,
1648,
719,
202,
109,
83,
56,
33,
7,
6,
3,
7,
1,
21,
127,
748,
1607,
821,
426,
334,
482,
418,
413,
441,
904,
1769,
783,
213,
128,
108,
52,
40,
6,
8,
0,
2,
3,
18,
140,
657,
1549,
694,
321,
386,
578,
566,
402,
502,
776,
1630,
779,
242,
135,
67,
67,
36,
19,
7,
3,
4,
2,
23,
141,
622,
1607,
798,
378,
345,
526,
548,
423,
521,
838,
1655,
715,
267,
145,
77,
51,
34,
18,
8,
13,
4,
4,
20,
135,
626,
1488,
770,
405,
419,
610,
570,
471,
514,
848,
1334,
593,
294,
194,
172,
131,
103,
65,
24,
13,
8,
11,
8,
9,
36,
63,
85,
86,
120,
162,
185,
126,
167,
215,
152,
163,
126,
93,
97,
100,
97,
46,
27,
33,
22,
14,
13,
7,
32,
40,
65,
63,
112,
126,
137,
135,
141,
114,
92,
105,
74,
46,
48,
39,
24,
6,
9,
3,
6,
2,
29,
137,
655,
1717,
752,
363,
343,
512,
627,
388,
451,
851,
1675,
741,
253,
120,
82,
66,
64,
8,
8,
6,
5,
2,
13,
135,
747,
1687,
799,
467,
353,
647,
578,
422,
549,
917,
1749,
795,
283,
132,
100,
89,
33,
24,
7,
12,
0,
2,
21,
165,
699,
1764,
749,
416,
460,
666,
636,
426,
474,
831,
1620,
771,
293,
147,
122,
92,
81,
39,
10,
2,
2,
3,
18,
174,
719,
1728,
894,
472,
429,
600,
655,
462,
518,
911,
1603,
731,
270,
137,
139,
90,
61,
43,
10,
11,
4,
11,
20,
145,
617,
1604,
836,
440,
384,
555,
627,
444,
496,
875,
1308,
554,
250,
159,
142,
144,
107,
65,
17,
16,
22,
3,
8,
11,
30,
69,
74,
139,
138,
194,
178,
155,
151,
195,
158,
111,
124,
88,
92,
90,
101,
53,
43,
17,
4,
4,
13,
12,
19,
34,
84,
100,
113,
107,
109,
122,
128,
143,
146,
124,
86,
69,
52,
66,
49,
46,
22,
11,
5,
6,
5,
8,
28,
94,
154,
158,
113,
162,
198,
143,
147,
97,
103,
68,
73,
62,
44,
31,
20,
29,
10,
10,
4,
3,
27,
157,
682,
1818,
842,
510,
423,
596,
584,
470,
488,
886,
1705,
725,
255,
113,
82,
62,
47,
13,
12,
8,
0,
4,
17,
151,
761,
1728,
828,
487,
415,
617,
670,
447,
524,
855,
1698
] |
[
818,
294,
161,
103,
85,
54,
18,
12,
5,
4,
2,
18,
163,
728,
1697,
846,
466,
382,
617,
584,
465,
519,
901,
1633,
817,
275,
127,
99,
66,
59,
17,
15,
9,
7,
4,
19,
147,
715,
1685,
872,
437,
432,
626,
599,
424,
498,
849,
1426,
649,
305,
195,
176,
97,
136,
53,
24,
11,
12,
6,
3,
15,
41,
81,
93,
127,
143,
162,
165,
132,
154,
181,
161,
174,
127,
72,
50,
73,
80,
35,
26,
11,
11,
10,
4,
11,
26,
57,
76,
78,
68,
132,
142,
130,
108,
131,
92
] |
[
"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: 428.97%",
"予測される変化率: [カラム_0] 予測される変化率: -88.75%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.34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11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: 428.97%",
"Forecasted change rate: [column_0] Forecasted change rate: -88.75%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.34 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 11 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 |
[
74,
51,
35,
31,
23,
34,
17,
10,
4,
9,
3,
19,
149,
702,
1759,
788,
458,
317,
660,
611,
446,
535,
895,
1849,
820,
245,
122,
107,
42,
32,
8,
0,
1,
3,
2,
40,
164,
724,
1870,
910,
431,
398,
667,
630,
474,
527,
916,
1743,
896,
324,
134,
82,
71,
37,
13,
9,
0,
1,
3,
26,
180,
784,
1740,
919,
428,
407,
645,
559,
424,
507,
877,
1717,
800,
307,
157,
92,
70,
51,
11,
2,
4,
1,
4,
21,
173,
773,
1863,
897,
477,
419,
638,
730,
466,
494,
951,
1751,
851,
333,
158,
121,
70,
70,
20,
8,
7,
10,
7,
20,
185,
729,
1723,
822,
475,
440,
631,
618,
501,
541,
939,
1554,
665,
306,
152,
154,
150,
91,
37,
35,
15,
11,
10,
11,
21,
33,
79,
109,
119,
140,
127,
183,
167,
136,
144,
166,
167,
123,
134,
103,
132,
91,
57,
35,
29,
33,
9,
8,
13,
19,
26,
87,
102,
95,
122,
106,
110,
170,
157,
106,
83,
78,
67,
51,
38,
33,
13,
9,
1,
3,
7,
25,
158,
695,
1798,
877,
453,
364,
660,
732,
496,
530,
958,
1831,
867,
260,
130,
141,
57,
31,
8,
4,
2,
1,
3,
31,
183,
793,
1830,
944,
471,
415,
652,
777,
483,
530,
1006,
1833,
827,
294,
174,
116,
76,
46,
9,
7,
2,
2,
5,
20,
170,
777,
1732,
899,
424,
406,
663,
645,
489,
500,
903,
1767,
786,
333,
154,
96,
73,
42,
18,
14,
2,
0,
2,
24,
183,
832,
1766,
1045,
493,
406,
670,
700,
510,
562,
984,
1735,
895,
347,
172,
128,
74,
46,
26,
13,
5,
3,
4,
28,
150,
721,
1735,
939,
434,
484,
716,
715,
515,
656,
1084,
1629,
742,
351,
142,
81,
101,
104,
50,
30,
17,
7,
3,
15,
5,
35,
64,
100,
160,
202,
241,
256,
196,
159,
216,
193,
162,
144,
159,
147,
174,
180,
110,
50,
23,
22,
15,
7,
12,
18,
39,
64,
136,
133,
155,
135,
160,
151,
179,
115,
159,
55,
61,
44,
35,
22,
7,
17,
5,
3,
4,
23,
186,
683,
1607,
984,
406,
399,
666,
680,
532,
559,
976,
1716,
849,
280,
154,
87,
56,
41,
21,
7,
7,
3,
5,
20,
180,
804,
1857,
1030,
522,
423,
657,
703,
474,
531,
994,
1779,
861,
317,
165,
114,
68,
49,
5,
3,
1,
3,
3,
30,
180,
828,
1780,
874,
518,
464,
696,
666,
498,
618,
959,
1755,
776,
291,
136,
138,
103,
44,
11,
5,
2,
1,
9,
29,
169,
771,
2072,
962,
450,
518,
740,
752,
542,
665,
1061,
1630,
831,
321,
196,
126,
96,
57,
22,
9,
9,
1,
12,
28,
171,
777,
1699,
926,
537,
455,
716,
754,
517,
549,
940,
1478,
666,
269,
205,
117,
109,
137,
63,
19,
27,
14,
7,
18,
21,
48,
86,
105,
131,
129,
185,
165,
135,
157,
129,
254,
279,
203,
318,
333,
611,
652,
374,
323,
218,
157,
95,
79,
55,
51,
54,
79,
108,
118,
190,
132,
145,
129,
173,
112,
109,
82,
74,
68,
86,
53,
20,
5
] |
[
7,
4,
3,
28,
186,
711,
1779,
899,
399,
364,
511,
474,
466,
540,
925,
1760,
869,
254,
120,
90,
54,
53,
17,
3,
2,
1,
2,
25,
205,
771,
1856,
867,
572,
438,
629,
657,
505,
596,
1027,
1709,
848,
342,
202,
112,
62,
53,
14,
8,
5,
2,
5,
28,
191,
812,
1777,
881,
498,
457,
722,
645,
547,
578,
947,
1618,
823,
304,
194,
114,
99,
69,
16,
4,
7,
2,
7,
29,
195,
827,
1877,
862,
449,
444,
681,
659,
512,
644,
954,
1653,
902,
331,
153,
104,
133,
54,
39,
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: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -93.24%",
"予測される変化率: [カラム_0] 予測される変化率: 114.29%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.23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: 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: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -93.24%",
"Forecasted change rate: [column_0] Forecasted change rate: 114.29%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.23 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"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
| 512 | 96 |
[
14,
3,
7,
33,
193,
752,
1669,
862,
539,
434,
673,
649,
544,
495,
1005,
1474,
741,
329,
207,
159,
178,
137,
53,
20,
20,
9,
8,
10,
22,
38,
93,
95,
112,
184,
199,
209,
206,
184,
151,
162,
160,
164,
115,
66,
50,
83,
91,
62,
29,
24,
18,
13,
13,
33,
75,
105,
126,
175,
166,
129,
218,
132,
158,
214,
89,
82,
72,
66,
36,
25,
11,
3,
5,
5,
8,
30,
179,
728,
1697,
978,
479,
434,
635,
666,
447,
560,
906,
1737,
856,
310,
164,
85,
56,
25,
5,
5,
3,
1,
4,
24,
210,
785,
1773,
991,
547,
470,
656,
756,
563,
555,
1009,
1720,
868,
303,
156,
102,
53,
45,
4,
10,
2,
3,
2,
21,
174,
761,
1660,
877,
505,
503,
679,
743,
557,
561,
956,
1702,
851,
358,
158,
104,
105,
63,
12,
7,
3,
0,
6,
23,
179,
764,
1762,
956,
432,
455,
685,
674,
499,
573,
1023,
1658,
816,
321,
158,
89,
162,
73,
13,
11,
13,
3,
9,
23,
167,
648,
1686,
864,
448,
426,
615,
640,
635,
551,
1004,
1499,
689,
340,
155,
113,
121,
103,
40,
15,
10,
16,
8,
16,
18,
43,
82,
96,
130,
151,
153,
246,
190,
195,
214,
220,
127,
214,
136,
97,
116,
81,
39,
28,
17,
20,
14,
6,
6,
25,
49,
88,
117,
160,
203,
171,
217,
183,
171,
167,
139,
110,
105,
93,
80,
45,
33,
11,
7,
5,
1,
6,
22,
55,
124,
117,
141,
135,
157,
169,
131,
188,
154,
167,
87,
93,
80,
57,
49,
8,
5,
2,
4,
2,
3,
26,
164,
811,
1708,
921,
424,
437,
658,
660,
507,
560,
973,
1786,
839,
325,
173,
97,
63,
42,
10,
11,
2,
0,
4,
24,
183,
748,
1755,
912,
487,
473,
709,
666,
467,
554,
948,
1689,
869,
331,
150,
82,
103,
40,
20,
4,
1,
2,
4,
25,
182,
851,
1813,
932,
453,
431,
669,
617,
480,
521,
976,
1748,
842,
343,
152,
121,
115,
53,
24,
7,
9,
4,
2,
34,
165,
735,
1658,
932,
520,
440,
622,
653,
536,
613,
893,
1536,
664,
393,
192,
132,
180,
120,
40,
22,
12,
7,
6,
12,
14,
44,
101,
112,
152,
138,
206,
187,
159,
164,
212,
237,
152,
190,
118,
62,
117,
93,
49,
51,
28,
12,
12,
5,
11,
21,
58,
91,
130,
169,
147,
117,
126,
113,
147,
118,
112,
86,
89,
56,
40,
23,
7,
9,
5,
4,
5,
38,
188,
701,
1676,
902,
415,
437,
739,
675,
533,
526,
934,
1786,
864,
260,
127,
96,
58,
32,
6,
1,
4,
6,
5,
29,
183,
754,
1689,
984,
478,
457,
691,
747,
447,
553,
922,
1778,
874,
269,
186,
91,
76,
59,
16,
14,
5,
1,
6,
18,
201,
794,
1696,
872,
470,
417,
696,
678,
518,
533,
919,
1653,
850,
359,
142,
102,
137,
45,
16,
7,
4,
1,
5,
20,
199,
864,
1822,
953,
473,
450,
672,
659,
479,
552,
965,
1688,
863,
374,
209,
113,
136,
96,
18,
14,
21,
0,
3,
24,
165,
731,
1767,
949
] |
[
471,
438,
656,
676,
508,
568,
940,
1585,
738,
304,
197,
221,
148,
108,
44,
22,
9,
12,
0,
9,
21,
25,
64,
95,
100,
117,
145,
249,
159,
208,
209,
174,
225,
160,
144,
123,
106,
132,
98,
67,
35,
6,
6,
8,
9,
14,
40,
72,
107,
145,
180,
165,
180,
182,
137,
141,
136,
61,
73,
75,
34,
18,
13,
5,
2,
7,
5,
22,
192,
728,
1448,
1137,
459,
385,
619,
599,
440,
538,
935,
1780,
857,
287,
101,
69,
63,
41,
18,
2,
4,
0,
6,
31,
161,
793,
1719,
922
] |
[
"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: 6678.57%",
"予測される変化率: [カラム_0] 予測される変化率: 95.75%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.29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: 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: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 6678.57%",
"Forecasted change rate: [column_0] Forecasted change rate: 95.75%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.29 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"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 |
[
531,
416,
624,
613,
499,
527,
961,
1720,
888,
265,
117,
105,
66,
63,
8,
4,
3,
5,
4,
29,
168,
741,
1660,
949,
471,
462,
721,
708,
563,
569,
954,
1634,
861,
324,
180,
133,
135,
56,
18,
4,
5,
1,
4,
20,
158,
784,
1671,
1048,
541,
427,
648,
686,
545,
577,
1027,
1746,
874,
288,
183,
105,
134,
73,
29,
15,
5,
3,
8,
14,
170,
681,
1618,
923,
570,
458,
636,
762,
548,
568,
955,
1559,
806,
431,
201,
138,
170,
135,
66,
34,
19,
8,
0,
10,
13,
34,
52,
108,
131,
164,
272,
228,
263,
262,
237,
221,
215,
245,
169,
151,
150,
166,
100,
40,
20,
19,
7,
4,
5,
25,
50,
112,
156,
224,
278,
195,
158,
146,
146,
156,
99,
73,
86,
89,
167,
47,
24,
6,
1,
1,
4,
23,
160,
719,
1614,
924,
496,
465,
784,
759,
523,
557,
953,
1743,
868,
255,
153,
96,
52,
35,
11,
7,
6,
0,
3,
27,
165,
664,
1811,
873,
508,
475,
749,
672,
542,
519,
889,
1343,
558,
227,
117,
85,
66,
39,
22,
10,
2,
3,
3,
22,
168,
716,
1637,
862,
519,
480,
780,
791,
542,
644,
934,
1690,
863,
324,
158,
127,
122,
63,
7,
5,
1,
3,
1,
25,
151,
773,
1772,
950,
629,
478,
735,
777,
635,
622,
1108,
1532,
717,
296,
145,
95,
206,
117,
60,
51,
23,
17,
6,
8,
8,
21,
37,
87,
96,
123,
94,
140,
190,
149,
186,
133,
147,
181,
119,
111,
108,
41,
27,
18,
14,
11,
7,
13,
11,
32,
52,
98,
135,
234,
270,
271,
237,
246,
242,
201,
173,
172,
111,
118,
165,
88,
44,
27,
21,
7,
4,
10,
14,
22,
70,
123,
147,
160,
152,
152,
120,
149,
160,
173,
142,
125,
100,
112,
62,
38,
15,
5,
1,
5,
1,
12,
9,
28,
46,
83,
121,
124,
122,
176,
150,
105,
95,
111,
130,
61,
80,
57,
29,
20,
11,
0,
3,
2,
9,
30,
151,
691,
1678,
700,
471,
401,
512,
394,
444,
477,
892,
1586,
702,
181,
104,
100,
61,
28,
10,
3,
2,
2,
4,
20,
172,
678,
1707,
697,
411,
452,
652,
587,
455,
590,
861,
1613,
807,
302,
133,
99,
90,
75,
18,
4,
5,
6,
5,
23,
181,
781,
1750,
740,
467,
442,
605,
660,
493,
521,
926,
1692,
793,
317,
184,
118,
108,
82,
16,
21,
4,
4,
3,
25,
170,
711,
1682,
767,
458,
427,
653,
695,
502,
605,
943,
1455,
742,
321,
217,
161,
228,
121,
66,
8,
9,
10,
3,
5,
19,
53,
103,
131,
135,
150,
168,
232,
198,
145,
199,
201,
252,
185,
124,
102,
123,
126,
38,
30,
11,
11,
4,
5,
11,
26,
56,
81,
154,
160,
153,
174,
183,
143,
142,
148,
131,
88,
73,
88,
39,
27,
5,
6,
1,
1,
5,
27,
155,
720,
1715,
836,
436,
401,
630,
610,
560,
558,
942,
1765,
800,
251,
144,
86,
65,
28,
12,
10,
4,
2,
4,
24,
187,
821,
1787,
966,
409,
418,
588,
654,
501,
563,
1029,
1745
] |
[
901,
268,
168,
111,
97,
44,
18,
6,
2,
1,
3,
29,
191,
792,
1656,
988,
481,
438,
706,
700,
509,
606,
926,
1723,
857,
311,
176,
131,
116,
50,
23,
1,
2,
1,
4,
19,
163,
788,
1815,
907,
494,
406,
663,
652,
445,
602,
996,
1751,
835,
292,
190,
129,
113,
55,
26,
6,
10,
0,
5,
19,
170,
696,
1560,
916,
456,
410,
688,
667,
518,
565,
989,
1571,
787,
374,
201,
115,
184,
157,
57,
20,
17,
12,
7,
7,
11,
42,
72,
108,
126,
165,
200,
241,
163,
196,
290,
263
] |
[
"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: 228.63%",
"予測される変化率: [カラム_0] 予測される変化率: -70.81%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.26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: 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10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: 228.63%",
"Forecasted change rate: [column_0] Forecasted change rate: -70.81%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.26 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 27",
"First turning point: [column_0] First turning point: at data point 10 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 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
| 128 | 96 |
[
227,
182,
108,
109,
130,
114,
93,
37,
24,
7,
7,
9,
10,
16,
61,
102,
102,
107,
121,
135,
141,
131,
129,
154,
104,
88,
122,
95,
33,
30,
8,
6,
2,
2,
8,
25,
152,
661,
1431,
1051,
400,
370,
528,
586,
482,
507,
917,
1823,
839,
265,
104,
81,
62,
19,
12,
4,
2,
0,
3,
20,
184,
763,
1620,
871,
528,
404,
626,
665,
532,
541,
1047,
1735,
895,
305,
146,
118,
58,
39,
12,
4,
2,
2,
5,
25,
185,
705,
1755,
885,
501,
433,
658,
628,
472,
551,
954,
1640,
802,
300,
157,
82,
87,
38,
8,
6,
9,
4,
3,
26,
190,
767,
1741,
849,
509,
426,
633,
667,
492,
577,
963,
1663,
799,
292,
147,
114,
67,
66,
29,
8
] |
[
6,
2,
6,
29,
175,
778,
1648,
917,
483,
399,
638,
587,
500,
568,
968,
1514,
754,
329,
149,
103,
186,
110,
45,
18,
14,
8,
13,
17,
17,
177,
109,
165,
240,
251,
253,
207,
155,
137,
131,
207,
144,
110,
71,
74,
87,
59,
39,
9,
6,
2,
0,
6,
12,
15,
35,
86,
120,
107,
154,
121,
79,
153,
159,
177,
77,
46,
79,
39,
35,
23,
21,
8,
2,
2,
7,
20,
162,
649,
1493,
969,
428,
323,
574,
606,
447,
480,
982,
1736,
858,
217,
99,
71,
34,
20,
7,
3
] |
[
"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: -96.48%",
"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1.32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: 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: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -96.48%",
"Forecasted change rate: [column_0] Forecasted change rate: -50.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.32 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"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 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 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 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 64."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
5,
4,
9,
14,
191,
720,
1746,
917,
493,
378,
636,
596,
531,
547,
978,
1618,
830,
283,
136,
88,
56,
56,
9,
8,
4,
1,
2,
24,
164,
703,
1645,
923,
426,
414,
691,
674,
498,
602,
927,
1653,
821,
323,
133,
91,
102,
68,
16,
15,
5,
0,
5,
17,
164,
701,
1649,
903,
439,
438,
636,
712,
489,
555,
993,
1717,
801,
289,
172,
129,
81,
54,
17,
8,
13,
6,
4,
32,
182,
695,
1580,
956,
496,
464,
689,
651,
532,
648,
1116,
1659,
856,
373,
173,
125,
183,
135,
49,
13,
12,
11,
1,
15,
11,
32,
76,
89,
131,
137,
131,
183,
139,
166,
256,
201,
162,
127,
82,
76,
112,
82,
68,
29,
13,
8,
5,
12,
9,
22,
52,
80,
88,
123,
135,
141,
120,
148,
125,
131,
68,
70,
49,
50,
21,
18,
5,
4,
3,
2,
7,
29,
179,
705,
1703,
895,
418,
360,
620,
709,
476,
491,
984,
1808,
801,
238,
109,
74,
45,
23,
7,
5,
0,
1,
7,
21,
199,
747,
1649,
1048,
466,
388,
488,
549,
462,
565,
1025,
1726,
791,
273,
142,
80,
41,
33,
6,
8,
1,
4,
4,
20,
190,
697,
1742,
922,
468,
397,
627,
596,
463,
504,
870,
1626,
764,
292,
156,
82,
78,
47,
20,
4,
1,
2,
6,
32,
167,
742,
1707,
924,
415,
424,
571,
644,
471,
546,
938,
1620,
791,
320,
137,
91,
88,
42,
22,
7,
4,
2,
8,
21,
173,
668,
1629,
950,
445,
442,
600,
663,
540,
526,
859,
1519
] |
[
707,
342,
148,
150,
212,
140,
65,
50,
11,
15,
1,
9,
18,
44,
51,
106,
103,
164,
159,
194,
171,
199,
166,
186,
118,
100,
80,
64,
99,
67,
41,
33,
11,
5,
2,
6,
11,
16,
38,
51,
65,
89,
131,
77,
91,
121,
85,
95,
78,
51,
42,
53,
16,
12,
6,
9,
6,
1,
7,
16,
136,
721,
1575,
942,
412,
370,
628,
618,
503,
525,
939,
1807,
826,
253,
110,
83,
55,
31,
8,
2,
6,
3,
2,
27,
183,
784,
1781,
899,
437,
488,
640,
579,
408,
546,
939,
1709
] |
[
"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: 30280.00%",
"予測される変化率: [カラム_0] 予測される変化率: 141.73%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.26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: 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: 30280.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 141.73%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.26 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 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 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 30.",
"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
| 256 | 96 |
[
857,
295,
141,
105,
47,
31,
11,
7,
1,
2,
4,
25,
178,
790,
1668,
954,
422,
386,
628,
563,
410,
549,
846,
1688,
854,
327,
125,
91,
66,
31,
6,
1,
7,
1,
4,
26,
192,
732,
1688,
977,
443,
385,
574,
615,
504,
562,
952,
1752,
852,
288,
157,
79,
102,
51,
8,
12,
5,
3,
5,
30,
190,
692,
1591,
951,
448,
416,
563,
630,
464,
549,
938,
1443,
731,
276,
156,
121,
127,
110,
61,
15,
29,
18,
9,
15,
15,
30,
45,
95,
113,
139,
178,
278,
149,
161,
171,
217,
168,
169,
110,
105,
131,
99,
54,
34,
20,
28,
6,
7,
7,
17,
45,
102,
138,
117,
152,
205,
158,
125,
163,
94,
123,
69,
84,
49,
27,
15,
9,
5,
5,
0,
4,
20,
173,
694,
1666,
863,
404,
363,
575,
652,
466,
529,
933,
1802,
771,
231,
99,
77,
47,
25,
8,
7,
7,
8,
1,
40,
178,
765,
1636,
975,
516,
396,
505,
573,
476,
555,
956,
1679,
830,
274,
138,
83,
56,
45,
13,
5,
1,
2,
2,
24,
201,
775,
1683,
928,
460,
454,
633,
593,
439,
551,
952,
1665,
836,
279,
137,
86,
69,
30,
6,
6,
4,
4,
4,
22,
189,
743,
1638,
998,
457,
379,
579,
618,
497,
492,
970,
1682,
831,
296,
128,
101,
94,
55,
18,
7,
7,
1,
6,
32,
185,
704,
1655,
881,
427,
452,
616,
540,
462,
501,
854,
1446,
723,
328,
200,
127,
129,
79,
37,
20,
6,
10,
11,
8,
12,
41,
79,
111
] |
[
115,
168,
174,
189,
182,
163,
179,
236,
190,
114,
60,
60,
121,
62,
61,
38,
15,
18,
8,
7,
9,
28,
43,
61,
81,
101,
122,
134,
124,
96,
103,
105,
95,
48,
49,
28,
35,
25,
5,
4,
4,
0,
3,
29,
150,
710,
1668,
905,
452,
371,
540,
606,
453,
511,
905,
1712,
767,
274,
112,
94,
51,
25,
4,
1,
0,
0,
2,
33,
158,
795,
1694,
921,
493,
384,
587,
683,
499,
534,
1002,
1696,
797,
269,
140,
90,
74,
40,
8,
6,
7,
2,
3,
28,
157,
767,
1651,
891
] |
[
"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: -87.05%",
"予測される変化率: [カラム_0] 予測される変化率: 674.78%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.29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: 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: -87.05%",
"Forecasted change rate: [column_0] Forecasted change rate: 674.78%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.29 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 29",
"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 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 30.",
"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 |
[
429,
374,
539,
653,
412,
541,
898,
1684,
789,
350,
130,
98,
107,
52,
13,
2,
1,
6,
2,
31,
208,
749,
1866,
950,
457,
442,
560,
687,
442,
550,
914,
1681,
815,
361,
146,
121,
109,
47,
18,
3,
6,
3,
2,
31,
198,
748,
1594,
934,
534,
377,
594,
574,
478,
524,
1027,
1450,
701,
289,
211,
128,
132,
96,
38,
17,
16,
8,
5,
10,
11,
49,
145,
155,
215,
231,
228,
245,
175,
183,
205,
206,
189,
128,
95,
69,
172,
77,
47,
25,
12,
6,
5,
11,
5,
19,
35,
79,
97,
114,
126,
138,
122,
124,
110,
106,
65,
41,
76,
119,
22,
20,
14,
5,
1,
3,
4,
25,
161,
691,
1439,
1035,
358,
326,
529,
566,
423,
482,
876,
1732
] |
[
804,
230,
132,
56,
42,
22,
4,
0,
3,
2,
5,
30,
201,
745,
1760,
958,
482,
398,
550,
546,
470,
498,
1006,
1628,
832,
265,
129,
74,
65,
39,
16,
4,
4,
5,
9,
30,
176,
699,
1605,
905,
384,
417,
650,
612,
472,
526,
929,
1723,
820,
306,
116,
107,
69,
41,
6,
0,
7,
3,
5,
24,
187,
710,
1789,
944,
393,
348,
573,
517,
418,
499,
1004,
1585,
776,
259,
122,
70,
80,
45,
15,
12,
3,
1,
7,
31,
175,
607,
1633,
870,
447,
408,
621,
601,
434,
546,
869,
1351
] |
[
"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: 303.73%",
"予測される変化率: [カラム_0] 予測される変化率: 68.03%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.19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: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 303.73%",
"Forecasted change rate: [column_0] Forecasted change rate: 68.03%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.19 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 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] 自己相関は弱いです。",
"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 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 downward trend.",
"Noise: [column_0] The data contains high randomness at period 36.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"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 64."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
645,
230,
155,
109,
122,
68,
54,
24,
21,
9,
13,
12,
22,
48,
59,
128,
146,
180,
194,
224,
223,
238,
225,
188,
180,
175,
127,
95,
65,
81,
31,
21,
6,
12,
13,
20,
9,
28,
60,
120,
146,
143,
155,
128,
178,
177,
160,
178,
149,
115,
81,
63,
47,
43,
14,
10,
9,
6,
4,
5,
17,
29,
61,
89,
72,
118,
127,
116,
141,
94,
104,
115,
94,
63,
40,
35,
23,
14,
8,
5,
5,
1,
3,
19,
160,
704,
1629,
917,
428,
357,
579,
577,
411,
477,
917,
1716,
796,
300,
124,
87,
54,
15,
7,
6,
2,
0,
6,
38,
207,
733,
1602,
932,
474,
415,
644,
572,
431,
512,
897,
1708,
892,
297,
131,
91,
68,
33,
12,
4,
3,
1,
6,
17,
173,
750,
1795,
934,
437,
388,
589,
674,
467,
564,
915,
1660,
872,
309,
138,
75,
86,
48,
18,
9,
8,
2,
8,
34,
189,
682,
1630,
807,
467,
353,
546,
562,
466,
525,
928,
1518,
751,
308,
155,
85,
129,
124,
45,
22,
8,
11,
4,
9,
20,
37,
66,
102,
99,
114,
135,
204,
212,
213,
169,
148,
178,
143,
87,
67,
90,
87,
28,
35,
23,
7,
6,
10,
12,
19,
58,
68,
89,
130,
130,
146,
122,
105,
139,
95,
80,
42,
41,
30,
31,
10,
5,
4,
5,
0,
8,
30,
173,
691,
1670,
960,
477,
362,
615,
657,
494,
482,
941,
1727,
840,
228,
111,
53,
25,
25,
6,
1,
6,
1,
3,
32,
188,
751,
1625,
993,
464,
434,
653,
651,
456,
553,
968,
1695,
818,
288,
118,
83,
44,
51,
2,
6,
4,
0,
5,
33,
187,
687,
1673,
837,
458,
440,
603,
663,
499,
536,
916,
1642,
874,
275,
135,
78,
136,
112,
49,
20,
16,
0,
8,
25,
190,
687,
1266,
1205,
493,
449,
599,
584,
460,
590,
941,
1690,
843,
288,
135,
98,
94,
73,
14,
14,
10,
5,
5,
23,
172,
626,
1649,
901,
467,
398,
610,
589,
473,
523,
933,
1481,
721,
292,
173,
125,
137,
104,
48,
27,
20,
9,
10,
12,
15,
27,
102,
96,
102,
213,
234,
208,
159,
178,
186,
181,
109,
113,
68,
86,
75,
63,
31,
22,
8,
5,
2,
10,
3,
28,
57,
61,
136,
196,
191,
194,
232,
214,
185,
105,
80,
47,
39,
30,
17,
13,
2,
6,
0,
1,
4,
30,
163,
623,
1515,
961,
402,
382,
548,
551,
380,
456,
920,
1714,
732,
235,
122,
82,
35,
34,
12,
1,
2,
1,
7,
36,
143,
692,
1578,
907,
437,
463,
627,
625,
502,
558,
1036,
1670,
820,
308,
134,
80,
61,
28,
9,
4,
2,
0,
4,
28,
184,
682,
1722,
894,
493,
447,
695,
665,
439,
584,
914,
1671,
769,
295,
141,
94,
92,
40,
12,
12,
6,
0,
6,
36,
200,
713,
1742,
965,
508,
449,
645,
679,
467,
553,
972,
1659,
818,
280,
140,
111,
103,
51,
25,
15,
10,
9,
3,
27,
179,
689,
1614,
916,
530,
413,
609,
718,
453,
620,
930,
1439,
787,
325,
206,
133,
170,
115,
52,
19
] |
[
5,
7,
4,
12,
18,
39,
103,
179,
186,
245,
324,
360,
262,
227,
220,
190,
160,
131,
89,
58,
108,
53,
61,
30,
19,
10,
5,
8,
3,
30,
52,
81,
84,
97,
111,
122,
147,
98,
103,
107,
86,
57,
56,
37,
13,
16,
8,
6,
1,
3,
3,
24,
188,
658,
1711,
843,
414,
337,
567,
592,
480,
524,
898,
1708,
845,
299,
109,
68,
51,
16,
8,
2,
2,
2,
4,
23,
194,
657,
1630,
914,
474,
424,
669,
676,
452,
538,
882,
1608,
894,
281,
110,
90,
61,
33,
13,
9
] |
[
"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: -97.05%",
"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1.33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: 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: -97.05%",
"Forecasted change rate: [column_0] Forecasted change rate: 80.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.33 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 27",
"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 |
[
2,
3,
4,
25,
195,
694,
1673,
899,
430,
467,
680,
594,
426,
562,
872,
1640,
794,
304,
141,
98,
95,
41,
21,
4,
2,
4,
15,
43,
204,
672,
1734,
855,
416,
402,
572,
610,
451,
579,
862,
1657,
873,
259,
152,
85,
88,
59,
18,
6,
5,
2,
6,
24,
156,
607,
1513,
834,
417,
397,
668,
634,
472,
587,
874,
1399,
773,
348,
177,
132,
178,
157,
33,
27,
14,
2,
10,
8,
12,
38,
72,
134,
147,
160,
207,
256,
228,
194,
187,
161,
119,
138,
85,
49,
70,
37,
37,
21,
19,
9,
4,
14,
8,
33,
66,
88,
139,
162,
179,
178,
193,
156,
136,
159,
132,
66,
62,
59,
32,
25,
3,
2,
3,
5,
4,
20,
175,
635,
1795,
874,
414,
360,
484,
484,
417,
486,
980,
1780,
823,
206,
80,
44,
55,
19,
4,
7,
4,
1,
9,
28,
186,
702,
1678,
853,
435,
316,
653,
715,
478,
576,
948,
1689,
822,
265,
181,
107,
54,
45,
5,
7,
1,
0,
7,
24,
170,
641,
1446,
890,
412,
379,
589,
555,
452,
516,
859,
1596,
858,
285,
144,
78,
81,
35,
2,
4,
2,
3,
3,
24,
165,
723,
1556,
932,
462,
379,
605,
597,
470,
572,
938,
1615,
822,
326,
118,
108,
90,
57,
11,
10,
9,
0,
3,
24,
165,
676,
1574,
864,
440,
449,
625,
595,
491,
535,
948,
1366,
673,
342,
170,
119,
126,
63,
43,
24,
6,
0,
1,
11,
22,
23,
56,
123,
108,
154,
208,
142,
182,
164,
181,
144,
115,
165,
109,
75,
97,
62,
37,
19,
8,
6,
6,
8,
11,
18,
46,
59,
95,
125,
108,
79,
85,
80,
42,
77,
89,
35,
36,
37,
17,
4,
2,
2,
1,
1,
5,
26,
177,
654,
1575,
895,
420,
351,
466,
559,
412,
494,
1002,
2060,
843,
253,
113,
68,
41,
31,
8,
2,
7,
2,
3,
24,
176,
686,
1676,
965,
431,
399,
587,
554,
425,
508,
971,
1872,
900,
238,
118,
54,
35,
37,
4,
9,
1,
1,
5,
23,
161,
668,
1680,
923,
441,
404,
614,
534,
464,
507,
926,
1728,
858,
307,
131,
124,
63,
47,
11,
10,
5,
0,
3,
24,
195,
775,
1697,
966,
411,
434,
580,
645,
477,
525,
974,
1710,
828,
344,
174,
86,
95,
37,
13,
3,
8,
7,
5,
25,
164,
678,
1649,
968,
502,
309,
618,
610,
486,
527,
983,
1507,
756,
297,
162,
133,
147,
103,
30,
30,
15,
5,
2,
8,
31,
55,
164,
169,
259,
244,
298,
355,
282,
289,
234,
320,
284,
154,
101,
227,
119,
98,
84,
34,
42,
16,
7,
20,
8,
22,
40,
102,
142,
153,
175,
156,
151,
192,
140,
118,
85,
59,
57,
61,
35,
24,
6,
20,
3,
3,
2,
32,
162,
604,
1554,
949,
484,
353,
557,
599,
481,
464,
915,
1728,
847,
269,
112,
74,
46,
35,
11,
2,
4,
1,
5,
26,
180,
762,
1710,
875,
483,
447,
673,
694,
473,
541,
1056,
1833,
889,
304,
136,
63,
111,
47,
13,
7,
3,
1,
2,
27,
165,
661,
1518,
986
] |
[
492,
395,
624,
623,
480,
499,
967,
1701,
819,
310,
157,
91,
62,
51,
16,
8,
3,
3,
4,
31,
171,
722,
1710,
962,
476,
433,
660,
734,
489,
621,
1060,
1808,
895,
308,
168,
133,
85,
54,
13,
9,
4,
4,
9,
17,
196,
680,
1734,
900,
504,
413,
695,
710,
572,
561,
1003,
1598,
823,
422,
144,
140,
370,
170,
84,
34,
15,
19,
8,
8,
24,
48,
115,
195,
161,
305,
224,
85,
159,
401,
240,
163,
153,
184,
117,
81,
98,
81,
54,
23,
20,
16,
13,
8,
24,
17,
122,
181
] |
[
"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: 49200.00%",
"予測される変化率: [カラム_0] 予測される変化率: -63.21%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.26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: 49200.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -63.21%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.26 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 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 |
[
260,
264,
298,
578,
341,
235,
255,
350,
114,
79,
46,
47,
27,
16,
2,
3,
0,
2,
4,
36,
168,
728,
1870,
1058,
492,
374,
614,
638,
497,
539,
1037,
1871,
853,
267,
116,
69,
43,
41,
6,
2,
1,
2,
6,
30,
181,
832,
1974,
1059,
481,
429,
589,
707,
508,
562,
1028,
1815,
870,
287,
147,
90,
76,
43,
10,
14,
4,
1,
4,
26,
193,
714,
1761,
937,
408,
421,
556,
608,
458,
529,
970,
1620,
842,
306,
137,
93,
92,
35,
36,
12,
14,
0,
2,
30,
189,
768,
1796,
1011,
460,
403,
556,
539,
432,
507,
920,
1648,
814,
295,
117,
79,
71,
57,
17,
6,
10,
2,
7,
31,
178,
653,
1649,
949,
444,
398,
649,
676,
498,
584,
925,
1413,
878,
355,
180,
146,
165,
178,
67,
26,
10,
8,
2,
9,
16,
34,
63,
108,
130,
148,
161,
203,
190,
211,
200,
191,
160,
77,
94,
84,
82,
71,
39,
29,
12,
10,
0,
11,
5,
15,
55,
62,
118,
79,
125,
82,
86,
158,
119,
112,
89,
38,
71,
53,
41,
26,
7,
3,
4,
1,
2,
29,
158,
644,
1700,
885,
391,
324,
528,
508,
376,
460,
911,
1838,
864,
226,
148,
68,
59,
48,
6,
3,
1,
3,
1,
27,
198,
714,
1650,
939,
426,
403,
601,
632,
492,
502,
1009,
1842,
835,
254,
145,
83,
77,
43,
14,
10,
4,
1,
4,
39,
173,
652,
1669,
1011,
414,
413,
588,
533,
469,
508,
976,
1708,
882,
297,
127,
84,
102,
35,
15,
4,
2,
3,
5,
29,
195,
736,
1858,
1111,
468,
398,
639,
644,
511,
579,
944,
1844,
846,
251,
169,
117,
88,
53,
21,
16,
14,
0,
2,
22,
191,
694,
1583,
985,
459,
401,
607,
578,
468,
560,
933,
1456,
758,
330,
177,
168,
102,
130,
51,
18,
11,
5,
5,
8,
11,
36,
60,
81,
127,
153,
199,
174,
162,
196,
150,
179,
193,
151,
132,
85,
109,
82,
56,
27,
21,
11,
16,
10,
8,
32,
46,
65,
117,
97,
162,
127,
137,
143,
137,
114,
101,
76,
76,
45,
26,
26,
3,
4,
4,
0,
1,
37,
179,
684,
1661,
907,
442,
371,
604,
638,
457,
480,
970,
1790,
892,
239,
172,
77,
53,
34,
10,
2,
3,
3,
3,
25,
190,
704,
1521,
975,
412,
360,
628,
626,
476,
542,
1025,
1776,
900,
313,
173,
82,
74,
39,
5,
4,
1,
2,
1,
25,
203,
736,
1652,
942,
474,
458,
597,
611,
460,
501,
968,
1745,
874,
287,
172,
97,
77,
62,
10,
6,
5,
3,
2,
23,
203,
738,
1689,
970,
458,
400,
626,
675,
448,
538,
974,
1746,
842,
287,
173,
93,
115,
63,
17,
9,
6,
2,
2,
21,
182,
679,
1687,
955,
477,
342,
602,
651,
484,
576,
936,
1584,
744,
349,
184,
114,
108,
150,
39,
20,
41,
15,
7,
12,
17,
39,
76,
117,
175,
181,
212,
214,
208,
848,
194,
249,
224,
140,
121,
79,
141,
90,
61,
33,
18,
9,
2,
11,
3,
26,
28,
90,
123,
146,
166,
135,
154,
107,
133,
138
] |
[
121,
75,
95,
42,
25,
7,
9,
3,
1,
6,
1,
35,
162,
663,
1652,
959,
384,
368,
538,
514,
415,
484,
964,
1843,
835,
293,
113,
80,
63,
25,
8,
8,
1,
5,
3,
30,
163,
702,
1249,
1131,
401,
434,
611,
624,
463,
573,
1004,
1768,
833,
263,
148,
70,
43,
34,
12,
5,
6,
0,
1,
27,
174,
683,
1585,
884,
418,
420,
584,
632,
490,
539,
914,
1710,
887,
283,
181,
122,
72,
35,
8,
8,
0,
1,
1,
25,
195,
819,
1621,
959,
439,
362,
634,
664,
530,
507,
889,
1654
] |
[
"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: -46.92%",
"予測される変化率: [カラム_0] 予測される変化率: 1266.94%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.25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: 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: upward",
"Historical change rate: [column_0] Historical change rate: -46.92%",
"Forecasted change rate: [column_0] Forecasted change rate: 1266.94%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.25 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"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
| 512 | 96 |
[
808,
288,
166,
83,
68,
38,
14,
4,
1,
8,
9,
14,
167,
713,
1546,
1068,
486,
441,
664,
502,
467,
616,
994,
1432,
762,
286,
198,
136,
139,
122,
49,
8,
10,
8,
3,
10,
18,
45,
72,
107,
110,
183,
226,
228,
196,
148,
144,
199,
170,
140,
112,
79,
86,
96,
44,
37,
32,
8,
6,
4,
7,
20,
65,
96,
88,
132,
144,
127,
128,
126,
115,
75,
81,
45,
28,
34,
17,
7,
15,
3,
3,
3,
4,
35,
193,
687,
1627,
852,
446,
361,
595,
615,
457,
478,
911,
1895,
838,
261,
125,
58,
53,
15,
4,
36,
5,
2,
3,
27,
189,
736,
1713,
926,
506,
398,
518,
592,
440,
506,
1011,
1697,
909,
315,
146,
89,
51,
25,
10,
4,
7,
0,
2,
29,
185,
763,
1609,
840,
411,
453,
620,
621,
480,
514,
967,
1742,
841,
249,
147,
104,
76,
35,
25,
11,
3,
5,
1,
28,
187,
770,
1613,
1006,
634,
505,
675,
614,
561,
573,
1074,
1855,
931,
277,
114,
116,
105,
54,
17,
12,
5,
6,
4,
30,
156,
758,
1674,
888,
500,
408,
633,
652,
516,
566,
968,
1481,
698,
304,
187,
102,
150,
97,
54,
25,
7,
5,
0,
14,
11,
38,
66,
117,
138,
130,
193,
158,
184,
133,
164,
148,
111,
111,
49,
48,
73,
43,
40,
22,
16,
13,
4,
9,
12,
28,
44,
76,
107,
110,
150,
127,
115,
89,
110,
95,
80,
57,
43,
39,
21,
19,
6,
3,
2,
0,
3,
32,
170,
663,
1638,
855,
472,
342,
622,
601,
405,
461,
929,
1811,
860,
232,
126,
70,
47,
23,
10,
2,
4,
0,
10,
29,
202,
702,
1644,
925,
391,
422,
628,
674,
479,
548,
920,
1807,
896,
290,
173,
72,
56,
31,
4,
3,
3,
0,
3,
27,
201,
764,
1585,
863,
406,
420,
580,
522,
424,
467,
930,
1853,
837,
271,
101,
82,
75,
43,
6,
5,
2,
0,
3,
19,
196,
762,
1675,
877,
407,
355,
538,
640,
462,
529,
946,
1629,
805,
257,
127,
110,
76,
54,
30,
9,
10,
1,
5,
30,
179,
740,
1412,
599,
379,
320,
527,
560,
397,
426,
757,
1202,
587,
248,
171,
138,
103,
97,
36,
18,
3,
11,
9,
7,
13,
37,
69,
122,
121,
153,
170,
218,
205,
185,
223,
183,
194,
113,
130,
68,
72,
55,
46,
20,
22,
5,
7,
12,
7,
10,
52,
84,
89,
107,
107,
137,
126,
118,
121,
107,
77,
52,
42,
46,
8,
14,
14,
2,
2,
1,
5,
31,
176,
636,
1540,
909,
435,
347,
584,
616,
428,
490,
919,
1877,
1106,
303,
153,
58,
52,
26,
12,
4,
2,
1,
3,
32,
199,
694,
1581,
829,
435,
404,
576,
573,
406,
514,
973,
1759,
860,
243,
147,
78,
68,
31,
9,
6,
1,
0,
7,
37,
219,
712,
1542,
839,
428,
414,
599,
600,
505,
523,
954,
1624,
860,
271,
140,
89,
70,
33,
10,
8,
1,
2,
3,
22,
209,
750,
1785,
838,
591,
466,
711,
745,
546,
549,
964,
1613,
823,
300,
149,
106,
83,
52,
17,
5
] |
[
10,
3,
3,
22,
179,
709,
1620,
774,
446,
373,
611,
599,
499,
592,
889,
1529,
627,
300,
126,
121,
121,
78,
41,
12,
6,
12,
10,
14,
16,
44,
86,
132,
245,
136,
158,
179,
175,
168,
184,
161,
206,
111,
120,
69,
127,
106,
60,
55,
21,
38,
10,
7,
13,
16,
53,
116,
96,
121,
176,
187,
146,
144,
104,
79,
156,
79,
41,
50,
35,
24,
18,
11,
3,
0,
5,
30,
150,
630,
1563,
816,
437,
330,
626,
686,
430,
475,
894,
1740,
786,
223,
132,
66,
39,
32,
6,
0
] |
[
"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: -99.38%",
"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1.32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: 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: -99.38%",
"Forecasted change rate: [column_0] Forecasted change rate: -100.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.32 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 36",
"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] 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
| 256 | 96 |
[
1,
0,
3,
30,
233,
715,
1561,
808,
492,
329,
580,
650,
384,
514,
992,
1748,
835,
286,
143,
67,
55,
38,
8,
3,
2,
2,
5,
27,
202,
728,
1706,
845,
491,
419,
580,
621,
492,
526,
917,
1722,
808,
292,
143,
77,
58,
40,
11,
0,
2,
0,
3,
22,
216,
806,
1618,
978,
427,
336,
579,
635,
443,
560,
995,
1758,
768,
268,
163,
92,
69,
52,
13,
2,
4,
9,
4,
34,
190,
692,
1630,
892,
436,
375,
583,
571,
439,
541,
895,
1410,
766,
329,
130,
128,
140,
94,
43,
29,
22,
7,
5,
15,
18,
41,
94,
127,
130,
174,
171,
198,
176,
169,
183,
171,
161,
144,
119,
85,
84,
64,
41,
22,
13,
11,
3,
4,
13,
20,
69,
91,
126,
144,
166,
154,
201,
165,
134,
111,
115,
53,
72,
64,
16,
32,
12,
5,
3,
3,
6,
33,
185,
753,
1583,
837,
431,
354,
607,
509,
386,
444,
888,
1699,
720,
213,
128,
60,
56,
42,
8,
0,
3,
1,
4,
35,
207,
733,
1723,
789,
424,
382,
573,
547,
414,
504,
899,
1639,
754,
251,
105,
68,
37,
42,
13,
1,
2,
0,
8,
25,
205,
744,
1619,
795,
420,
411,
628,
623,
418,
552,
872,
1597,
745,
269,
99,
83,
78,
31,
16,
9,
2,
6,
6,
27,
214,
753,
1646,
847,
407,
366,
620,
601,
491,
497,
898,
1563,
714,
268,
158,
137,
108,
44,
19,
7,
4,
4,
7,
30,
174,
651,
1604,
749,
449,
440,
631,
604,
465,
519,
901,
1374
] |
[
651,
291,
132,
125,
109,
68,
34,
15,
26,
7,
16,
18,
29,
51,
89,
122,
118,
188,
172,
173,
160,
202,
167,
175,
143,
127,
126,
92,
95,
91,
55,
24,
20,
10,
3,
9,
21,
16,
55,
126,
90,
140,
175,
113,
129,
195,
201,
143,
122,
56,
59,
71,
29,
25,
9,
4,
2,
2,
6,
36,
199,
748,
1711,
761,
380,
403,
678,
625,
475,
509,
948,
1771,
782,
234,
135,
94,
66,
28,
6,
3,
1,
1,
4,
30,
181,
754,
1713,
850,
463,
423,
656,
615,
469,
559,
959,
1730
] |
[
"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: 137300.00%",
"予測される変化率: [カラム_0] 予測される変化率: 165.75%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.25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: 137300.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 165.75%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.25 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 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 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 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 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 30.",
"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 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
808,
242,
151,
83,
55,
46,
9,
4,
3,
1,
8,
32,
182,
755,
1678,
847,
484,
463,
701,
653,
522,
467,
940,
1660,
849,
325,
162,
105,
57,
28,
16,
5,
3,
2,
5,
30,
174,
771,
1659,
804,
494,
503,
728,
750,
481,
652,
969,
1551,
758,
292,
185,
145,
128,
88,
45,
19,
10,
7,
6,
9,
58,
89,
199,
284,
692,
1621,
1423,
534,
345,
238,
239,
249,
244,
206,
165,
96,
103,
75,
25,
9,
4,
12,
2,
15,
21,
49,
161,
172,
189,
292,
246,
230,
129,
88,
97,
169,
195,
124,
123,
112,
70,
53,
56,
19,
3,
8,
16,
4,
13,
43,
110,
114,
104,
95,
134,
145,
123,
118,
133,
84,
61,
51,
58,
29,
28,
7,
5,
2,
2,
1,
33,
164,
637,
1624,
900,
396,
351,
600,
664,
466,
544,
935,
1685,
733,
244,
126,
89,
53,
29,
9,
7,
7,
8,
7,
35,
204,
730,
1624,
942,
499,
451,
638,
730,
435,
560,
991,
1798,
810,
282,
126,
59,
71,
39,
10,
3,
3,
1,
6,
30,
185,
719,
1756,
912,
389,
402,
606,
576,
465,
582,
929,
1720,
887,
305,
190,
110,
50,
40,
15,
2,
2,
1,
4,
26,
176,
759,
1721,
951,
491,
413,
660,
651,
504,
588,
987,
1746,
770,
309,
175,
155,
65,
63,
23,
16,
5,
4,
8,
31,
172,
709,
1683,
967,
517,
420,
743,
748,
520,
609,
953,
1598,
681,
318,
208,
149,
134,
125,
52,
39,
12,
19,
6,
10,
18,
48,
95,
185,
172,
234,
260,
268,
204,
230,
163,
171,
157,
143,
98,
65,
82,
110,
46,
26,
18,
8,
5,
8,
9,
26,
53,
119,
114,
115,
135,
179,
187,
192,
138,
105,
106,
83,
64,
57,
32,
7,
9,
4,
5,
1,
5,
34,
198,
694,
1603,
1004,
439,
336,
499,
547,
452,
550,
846,
1883,
853,
316,
135,
79,
60,
33,
9,
0,
1,
2,
4,
24,
175,
750,
1767,
978,
465,
468,
638,
646,
664,
484,
1003,
1868,
891,
355,
183,
116,
49,
40,
7,
5,
1,
4,
8,
30,
185,
714,
1715,
913,
465,
470,
689,
739,
491,
482,
973,
1773,
837,
328,
164,
113,
96,
35,
14,
8,
2,
0,
5,
37,
195,
787,
1769,
1055,
510,
445,
682,
718,
506,
554,
947,
1796,
805,
325,
182,
135,
84,
88,
34,
11,
3,
5,
7,
31,
178,
749,
1740,
1146,
530,
575,
661,
614,
461,
538,
968,
1615,
653,
288,
181,
166,
153,
144,
62,
41,
10,
7,
7,
14,
15,
71,
233,
207,
204,
285,
286,
353,
254,
213,
207,
251,
203,
142,
88,
86,
112,
142,
82,
35,
28,
17,
10,
18,
29,
26,
66,
115,
123,
195,
146,
96,
118,
131,
153,
108,
85,
42,
63,
91,
26,
21,
6,
8,
1,
0,
4,
30,
169,
583,
1326,
821,
380,
431,
558,
602,
453,
425,
868,
1678,
746,
242,
110,
96,
70,
29,
10,
4,
3,
1,
8,
35,
179,
644,
1605,
996,
480,
369,
673,
656,
475,
528,
989,
1789,
833,
308,
157,
88,
70,
28,
18,
4,
7
] |
[
1,
6,
31,
168,
764,
1725,
877,
416,
449,
589,
600,
455,
461,
965,
1754,
792,
307,
141,
84,
70,
36,
13,
10,
2,
2,
9,
34,
187,
706,
1613,
1050,
520,
405,
592,
618,
469,
605,
969,
1753,
777,
257,
143,
103,
76,
62,
16,
5,
13,
6,
4,
28,
153,
649,
1515,
894,
407,
422,
674,
654,
493,
560,
972,
1483,
648,
263,
162,
146,
128,
113,
50,
22,
8,
25,
6,
15,
13,
50,
63,
125,
134,
627,
192,
172,
242,
206,
237,
209,
221,
169,
90,
91,
93,
105,
106,
26,
19
] |
[
"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: -99.13%",
"予測される変化率: [カラム_0] 予測される変化率: 1800.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.26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: 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: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -99.13%",
"Forecasted change rate: [column_0] Forecasted change rate: 1800.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.26 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"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 |
[
7,
11,
4,
12,
37,
56,
88,
108,
91,
195,
178,
132,
117,
141,
143,
102,
101,
98,
102,
48,
38,
8,
7,
3,
4,
6,
43,
177,
719,
1538,
928,
446,
374,
537,
596,
416,
516,
955,
1815,
810,
261,
140,
89,
76,
29,
11,
11,
3,
6,
5,
34,
194,
743,
1743,
929,
480,
465,
638,
729,
510,
568,
1000,
1821,
906,
311,
175,
102,
93,
69,
17,
7,
1,
4,
5,
29,
190,
737,
1602,
908,
493,
436,
683,
780,
484,
539,
971,
1743,
848,
380,
234,
129,
126,
49,
14,
6,
4,
0,
4,
29,
209,
719,
1795,
1013,
468,
507,
670,
815,
520,
627,
933,
1754,
852,
344,
239,
167,
110,
110,
18,
14,
4,
4,
12,
31,
181,
741,
1551,
835,
468,
410,
627,
635,
509,
562,
1008,
1375,
694,
309,
204,
157,
156,
122,
54,
32,
13,
7,
4,
10,
19,
30,
98,
119,
127,
123,
135,
199,
127,
151,
146,
112,
139,
136,
119,
84,
109,
99,
70,
60,
43,
7,
12,
23,
13,
21,
44,
104,
108,
133,
145,
118,
155,
116,
102,
110,
90,
91,
58,
96,
34,
33,
9,
8,
1,
3,
7,
28,
136,
463,
1095,
583,
327,
306,
456,
460,
315,
432,
740,
1099,
537,
196,
137,
79,
73,
57,
21,
11,
12,
5,
1,
10,
29,
58,
129,
115,
124,
93,
105,
106,
83,
101,
137,
125,
107,
83,
60,
48,
33,
24,
2,
6,
2,
1,
6,
27,
165,
746,
1525,
994,
492,
410,
675,
663,
445,
526,
905,
1805,
889,
287,
142,
82,
75,
39,
17,
2,
2,
5,
6,
34,
206,
534,
1273,
782,
400,
357,
495,
534,
375,
476,
838,
1693,
768,
266,
154,
143,
120,
73,
21,
6,
8,
2,
10,
26,
146,
575,
1436,
823,
423,
364,
587,
447,
380,
465,
830,
1447,
660,
259,
137,
148,
97,
61,
45,
15,
8,
10,
5,
10,
13,
28,
61,
95,
124,
137,
159,
131,
188,
165,
158,
133,
110,
100,
80,
82,
74,
77,
45,
20,
8,
11,
5,
9,
6,
38,
43,
69,
92,
125,
213,
288,
255,
123,
98,
112,
81,
46,
60,
47,
26,
20,
11,
2,
3,
0,
8,
28,
146,
610,
1327,
754,
382,
391,
548,
571,
357,
441,
903,
1657,
797,
244,
136,
81,
58,
30,
13,
7,
2,
1,
5,
22,
164,
638,
1441,
782,
430,
370,
572,
526,
408,
467,
915,
1701,
795,
294,
144,
99,
71,
48,
9,
2,
3,
0,
5,
20,
161,
638,
1469,
828,
441,
394,
577,
553,
486,
534,
895,
1599,
817,
268,
136,
94,
81,
61,
12,
11,
6,
1,
5,
26,
161,
660,
1537,
821,
457,
398,
554,
598,
490,
530,
966,
1640,
701,
286,
196,
164,
91,
65,
20,
22,
10,
4,
6,
18,
136,
546,
1743,
953,
479,
469,
670,
647,
555,
594,
996,
1495,
709,
348,
182,
150,
127,
137,
53,
26,
25,
9,
9,
10,
19,
32,
62,
130,
170,
180,
178,
179,
209,
164,
171,
155,
213,
143,
114,
120,
104,
114,
59,
17,
27,
20,
6,
8,
5,
31,
64,
86,
118
] |
[
150,
132,
107,
108,
90,
115,
98,
116,
84,
58,
51,
43,
35,
14,
3,
5,
0,
4,
37,
171,
690,
1688,
871,
455,
409,
625,
667,
470,
554,
958,
1928,
790,
270,
143,
95,
76,
32,
8,
8,
4,
1,
3,
40,
202,
793,
1612,
1011,
471,
488,
738,
723,
503,
617,
1001,
1864,
834,
312,
149,
130,
78,
40,
18,
8,
5,
1,
5,
25,
182,
757,
1714,
923,
498,
458,
744,
700,
533,
617,
969,
1843,
852,
297,
186,
151,
115,
60,
18,
7,
4,
6,
7,
25,
205,
822,
1777,
971,
502
] |
[
"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: 1585.71%",
"予測される変化率: [カラム_0] 予測される変化率: 234.67%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.29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: 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: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 1585.71%",
"Forecasted change rate: [column_0] Forecasted change rate: 234.67%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.29 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"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 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 |
[
437,
677,
661,
524,
574,
923,
1726,
760,
305,
220,
156,
136,
95,
42,
13,
20,
9,
6,
26,
159,
708,
1702,
917,
496,
437,
663,
584,
488,
583,
974,
1727,
730,
274,
162,
117,
142,
122,
30,
30,
10,
12,
7,
13,
22,
38,
78,
97,
175,
141,
194,
159,
170,
158,
146,
155,
128,
126,
107,
78,
105,
76,
42,
20,
34,
25,
10,
6,
17,
13,
39,
64,
87,
108,
134,
75,
112,
125,
131,
98,
93,
74,
75,
65,
37,
33,
12,
3,
3,
2,
7,
29,
173,
653,
1670,
944,
474,
437,
625,
761,
539,
609,
1028,
1860,
821,
289,
168,
134,
62,
42,
14,
2,
4,
2,
3,
41,
159,
742,
1795,
899,
522,
460,
678,
735,
487,
542,
967,
1829,
789,
306,
159,
131,
66,
38,
19,
17,
2,
0,
6,
27,
185,
734,
1577,
975,
494,
577,
744,
630,
471,
550,
937,
1849,
780,
322,
186,
134,
105,
64,
5,
6,
8,
5,
5,
29,
172,
736,
1769,
775,
482,
398,
580,
653,
503,
613,
964,
1720,
821,
304,
198,
128,
86,
51,
15,
5,
7,
4,
10,
22,
160,
685,
1582,
972,
465,
453,
632,
636,
531,
602,
1030,
1431,
796,
457,
337,
182,
145,
136,
70,
30,
29,
5,
5,
17,
34,
49,
130,
144,
236,
233,
285,
277,
232,
256,
213,
266,
218,
185,
170,
156,
124,
105,
71,
49,
16,
12,
8,
14,
6,
28,
37,
77,
86,
100,
108,
78,
105,
98,
95,
87,
93,
71,
61,
55,
42,
51,
35,
6,
6,
3,
7,
23,
185,
715,
1690,
891,
417,
427,
721,
697,
483,
568,
922,
1835,
810,
247,
167,
132,
81,
33,
8,
3,
1,
10,
4,
24,
168,
808,
1798,
909,
499,
472,
677,
714,
586,
532,
951,
1754,
895,
307,
157,
115,
66,
29,
6,
27,
2,
0,
6,
24,
183,
711,
1648,
876,
483,
468,
606,
658,
496,
511,
901,
1742,
826,
303,
149,
143,
83,
43,
17,
4,
3,
4,
7,
30,
193,
764,
1631,
953,
487,
458,
674,
732,
530,
589,
1044,
1708,
759,
283,
163,
124,
108,
59,
20,
12,
6,
8,
7,
24,
161,
744,
1746,
927,
496,
493,
683,
706,
548,
648,
1013,
1365,
634,
279,
176,
172,
180,
214,
137,
60,
30,
17,
3,
13,
26,
43,
74,
129,
152,
194,
254,
157,
318,
326,
213,
174,
162,
142,
119,
136,
80,
171,
85,
43,
19,
32,
17,
7,
17,
31,
56,
107,
136,
172,
156,
191,
185,
159,
194,
169,
136,
92,
80,
94,
74,
81,
34,
4,
1,
3,
7,
33,
166,
684,
1677,
899,
491,
392,
649,
616,
465,
557,
951,
1748,
834,
286,
142,
91,
81,
33,
11,
7,
1,
0,
5,
27,
185,
733,
1744,
1074,
482,
509,
762,
718,
552,
618,
956,
1834,
866,
321,
207,
114,
112,
66,
23,
8,
7,
5,
5,
29,
196,
860,
1863,
982,
587,
701,
747,
702,
574,
620,
1072,
1726,
832,
332,
200,
169,
100,
59,
17,
9,
6,
7,
7,
32,
189,
792,
1924,
1021,
637,
617,
810,
820,
644,
680,
1035,
1727,
829
] |
[
308,
191,
126,
145,
181,
29,
6,
7,
7,
9,
25,
181,
747,
1901,
1006,
530,
509,
658,
517,
500,
621,
1026,
1499,
649,
293,
211,
181,
153,
225,
138,
57,
30,
11,
2,
8,
19,
53,
78,
120,
159,
197,
147,
164,
238,
191,
161,
225,
167,
152,
120,
101,
101,
97,
73,
39,
11,
15,
9,
10,
9,
35,
53,
122,
130,
143,
145,
134,
140,
154,
141,
152,
100,
64,
94,
109,
50,
36,
9,
0,
15,
2,
7,
31,
199,
829,
1799,
1018,
611,
508,
784,
851,
590,
618,
1026,
1862,
834
] |
[
"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: 89.70%",
"予測される変化率: [カラム_0] 予測される変化率: 170.78%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.24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: upward",
"Historical change rate: [column_0] Historical change rate: 89.70%",
"Forecasted change rate: [column_0] Forecasted change rate: 170.78%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.24 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 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 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
| 256 | 96 |
[
280,
146,
117,
72,
56,
32,
17,
2,
2,
4,
39,
195,
850,
1847,
1058,
622,
519,
814,
718,
562,
761,
1041,
1859,
841,
303,
210,
134,
74,
56,
17,
17,
1,
0,
4,
35,
203,
879,
2033,
874,
490,
537,
837,
737,
562,
614,
991,
1759,
897,
329,
190,
205,
95,
88,
27,
10,
16,
2,
11,
30,
202,
903,
1907,
990,
567,
622,
709,
720,
589,
627,
1062,
1659,
811,
302,
235,
180,
93,
123,
41,
20,
4,
5,
7,
26,
194,
835,
1960,
1010,
620,
573,
699,
670,
528,
600,
999,
1268,
653,
270,
232,
205,
213,
200,
133,
86,
53,
15,
10,
19,
53,
88,
106,
118,
125,
130,
120,
161,
119,
103,
119,
177,
108,
125,
95,
78,
82,
80,
54,
16,
23,
5,
5,
12,
16,
37,
46,
72,
115,
86,
87,
95,
142,
120,
114,
74,
110,
72,
73,
87,
53,
43,
14,
11,
1,
0,
5,
25,
169,
615,
1556,
936,
511,
493,
707,
689,
545,
610,
952,
1575,
673,
236,
172,
106,
76,
42,
14,
3,
3,
2,
9,
29,
169,
630,
1533,
835,
498,
495,
638,
691,
571,
593,
895,
1486,
709,
278,
171,
123,
120,
71,
33,
12,
5,
10,
3,
19,
144,
560,
1329,
793,
424,
473,
655,
642,
518,
617,
905,
1085,
475,
240,
148,
150,
103,
47,
18,
16,
3,
5,
3,
19,
91,
371,
945,
522,
340,
321,
565,
610,
631,
488,
330,
228,
125,
107,
67,
89,
82,
39,
17,
10,
5,
6,
2,
5,
7,
18,
44,
57,
86
] |
[
55,
90,
58,
84,
95,
53,
52,
63,
32,
46,
63,
42,
25,
18,
5,
8,
2,
0,
8,
12,
8,
26,
59,
108,
108,
146,
158,
136,
148,
138,
110,
94,
110,
64,
70,
43,
39,
16,
5,
4,
1,
6,
6,
6,
29,
62,
133,
107,
134,
121,
106,
158,
132,
106,
120,
128,
126,
124,
103,
66,
26,
16,
9,
2,
5,
3,
4,
8,
34,
54,
100,
130,
153,
188,
134,
141,
154,
141,
178,
103,
75,
113,
71,
45,
44,
17,
3,
2,
1,
2,
12,
55,
194,
449,
265,
217
] |
[
"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: -69.29%",
"予測される変化率: [カラム_0] 予測される変化率: 294.55%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.41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: 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: 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: -69.29%",
"Forecasted change rate: [column_0] Forecasted change rate: 294.55%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.41 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"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 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 88 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 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 88.",
"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 |
[
208,
341,
312,
251,
300,
412,
450,
217,
137,
95,
109,
68,
49,
25,
5,
3,
10,
1,
15,
55,
189,
447,
274,
269,
240,
326,
294,
280,
283,
434,
415,
227,
105,
77,
60,
68,
70,
16,
9,
5,
4,
6,
10,
66,
176,
388,
228,
163,
128,
261,
234,
308,
281,
216,
176,
145,
114,
193,
178,
296,
251,
409,
200,
96,
48,
12,
31,
15,
10,
25,
34,
68,
76,
88,
61,
113,
119,
91,
128,
82,
68,
72,
56,
42,
25,
22,
3,
3,
6,
3,
5,
6,
26,
51,
80,
74,
130,
153,
185,
175,
163,
174,
253,
139,
115,
69,
111,
122,
57,
29,
37,
6,
2,
2,
9,
7,
12,
47,
109,
84,
136,
169,
114,
120,
164,
103,
146,
103,
87,
84,
78,
37,
44,
22,
8,
4,
0,
8,
17,
106,
442,
1003,
562,
342,
265,
398,
539,
320,
416,
743,
1233,
372,
153,
114,
64,
48,
42,
7,
2,
4,
9,
2,
19,
119,
435,
1066,
515,
301,
267,
493,
481,
313,
384,
740,
1190,
410,
182,
133,
82,
75,
44,
15,
16,
3,
2,
4,
23,
129,
435,
1098,
500,
389,
322,
574,
541,
337,
459,
753,
1211,
513,
194,
103,
68,
82,
56,
22,
5,
3,
6,
4,
20,
105,
503,
1113,
635,
322,
295,
545,
561,
379,
371,
720,
1220,
459,
199,
134,
85,
125,
77,
15,
7,
8,
7,
5,
21,
119,
432,
1078,
615,
322,
272,
431,
500,
402,
428,
764,
1052,
425,
209,
157,
106,
128,
62,
27,
18,
17,
8,
5,
12,
18,
31,
63,
116,
112,
151,
142,
173,
178,
165,
161,
173,
171,
86,
92,
78,
107,
77,
62,
42,
19,
4,
15,
7,
16,
19,
63,
98,
103,
99,
138,
114,
147,
119,
119,
118,
92,
66,
82,
86,
34,
31,
10,
8,
1,
0,
3,
24,
164,
634,
1620,
760,
354,
361,
563,
544,
372,
458,
879,
1806,
673,
187,
121,
103,
70,
41,
10,
6,
9,
1,
1,
25,
185,
631,
1621,
751,
423,
392,
606,
656,
445,
492,
946,
1754,
717,
236,
161,
91,
59,
31,
12,
9,
7,
2,
2,
17,
163,
630,
1566,
773,
395,
404,
526,
488,
338,
442,
892,
1587,
637,
222,
137,
85,
76,
59,
10,
6,
2,
2,
9,
23,
154,
664,
1699,
810,
451,
407,
585,
560,
402,
576,
886,
1675,
651,
247,
121,
88,
119,
52,
18,
7,
5,
5,
1,
15,
163,
570,
1562,
847,
419,
404,
484,
509,
407,
499,
898,
1412,
596,
260,
141,
150,
132,
99,
44,
21,
17,
13,
4,
12,
23,
50,
71,
90,
128,
192,
209,
201,
220,
169,
159,
184,
181,
143,
119,
136,
125,
59,
37,
32,
27,
15,
4,
11,
15,
28,
59,
71,
125,
144,
166,
146,
219,
335,
125,
134,
130,
85,
109,
84,
92,
61,
7,
12,
10,
0,
8,
25,
184,
715,
1674,
880,
438,
365,
538,
602,
354,
517,
895,
1822,
822,
245,
166,
125,
71,
58,
5,
11,
7,
0,
2,
25,
182,
700,
1675,
801,
448,
377,
624,
685,
416,
555,
899,
1831,
812
] |
[
319,
139,
104,
76,
66,
22,
8,
9,
4,
3,
22,
174,
721,
1846,
989,
480,
403,
626,
624,
426,
518,
945,
1772,
791,
291,
167,
105,
107,
79,
18,
8,
6,
4,
3,
27,
176,
718,
1672,
964,
493,
441,
614,
705,
424,
535,
970,
1753,
827,
325,
158,
127,
131,
74,
42,
18,
4,
4,
5,
26,
164,
632,
1729,
817,
437,
364,
566,
459,
412,
472,
939,
1488,
701,
273,
123,
177,
140,
151,
68,
46,
20,
12,
5,
12,
19,
37,
89,
130,
194,
168,
160,
223,
135,
215,
177,
194,
158
] |
[
"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: 290.38%",
"予測される変化率: [カラム_0] 予測される変化率: -50.47%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.32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: 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: downward",
"Historical change rate: [column_0] Historical change rate: 290.38%",
"Forecasted change rate: [column_0] Forecasted change rate: -50.47%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.32 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 35",
"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 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 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 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 |
[
129,
122,
108,
131,
83,
53,
45,
18,
3,
6,
8,
30,
36,
52,
77,
146,
121,
151,
133,
153,
107,
151,
171,
121,
66,
111,
114,
49,
47,
45,
33,
5,
8,
2,
26,
126,
458,
1169,
626,
402,
367,
505,
536,
351,
497,
767,
1242,
475,
205,
126,
110,
82,
90,
48,
25,
21,
14,
5,
11,
16,
35,
69,
117,
173,
213,
296,
217,
176,
154,
146,
102,
99,
54,
64,
49,
62,
34,
11,
3,
8,
2,
2,
33,
168,
694,
1713,
903,
460,
445,
613,
638,
468,
592,
968,
1870,
827,
279,
148,
67,
96,
50,
5,
12,
6,
7,
6,
34,
187,
758,
1752,
899,
482,
452,
626,
505,
442,
538,
979,
1799,
939,
325,
139,
98,
112,
75,
16,
5,
7,
9,
3,
23,
175,
751,
1919,
906,
463,
370,
583,
570,
448,
534,
948,
1714,
808,
343,
150,
119,
101,
118,
94,
46,
13,
16,
8,
10,
15,
50,
74,
139,
127,
214,
184,
207,
193,
214,
202,
181,
155,
140,
87,
89,
92,
52,
51,
26,
17,
6,
7,
12,
11,
25,
48,
83,
101,
148,
164,
128,
116,
125,
153,
108,
75,
63,
56,
49,
42,
34,
18,
4,
4,
3,
6,
24,
168,
700,
1687,
940,
478,
391,
671,
755,
447,
564,
939,
1885,
954,
287,
187,
97,
63,
58,
11,
1,
4,
0,
5,
24,
189,
766,
1880,
912,
442,
494,
682,
695,
504,
606,
998,
1896,
945,
328,
181,
104,
78,
54,
13,
2,
6,
2,
7,
27,
150,
648,
1836,
1171,
512,
388,
597,
596,
433,
533,
919,
1847,
952,
301,
170,
88,
77,
63,
20,
12,
5,
3,
6,
23,
181,
738,
1953,
883,
438,
392,
611,
617,
509,
581,
1009,
1841,
802,
345,
180,
103,
132,
50,
18,
9,
8,
8,
6,
23,
175,
683,
1697,
863,
444,
439,
662,
705,
496,
587,
982,
1577,
745,
316,
191,
192,
157,
113,
61,
50,
15,
9,
6,
12,
24,
42,
74,
147,
171,
199,
224,
253,
224,
194,
199,
242,
154,
127,
116,
154,
154,
102,
97,
36,
29,
12,
7,
19,
23,
28,
52,
93,
106,
153,
138,
165,
169,
150,
134,
122,
114,
82,
66,
81,
46,
31,
11,
10,
6,
1,
3,
23,
153,
681,
1815,
924,
455,
354,
564,
616,
418,
490,
928,
1903,
787,
295,
159,
98,
58,
44,
3,
6,
5,
7,
2,
25,
182,
729,
1764,
861,
511,
435,
671,
711,
500,
518,
1025,
1964,
858,
295,
163,
115,
117,
51,
12,
6,
4,
2,
3,
29,
181,
722,
1665,
933,
432,
450,
659,
662,
518,
583,
992,
1853,
840,
326,
150,
94,
75,
70,
10,
7,
4,
0,
7,
31,
190,
744,
1923,
943,
430,
425,
620,
716,
524,
595,
983,
1798,
907,
376,
196,
120,
102,
84,
21,
14,
6,
9,
5,
24,
200,
765,
1766,
844,
511,
527,
615,
750,
554,
634,
1016,
1626,
725,
282,
216,
156,
157,
97,
48,
22,
22,
3,
13,
7,
19,
42,
92,
110,
150,
147,
141,
196,
207,
237,
198,
253,
183,
184,
113,
145,
178,
91,
67,
39,
15
] |
[
10,
10,
2,
13,
16,
32,
72,
117,
117,
121,
172,
175,
127,
162,
145,
119,
79,
74,
70,
42,
26,
9,
5,
9,
4,
1,
26,
176,
679,
1687,
950,
457,
357,
648,
720,
474,
544,
982,
1900,
837,
300,
149,
82,
51,
43,
9,
8,
7,
2,
3,
26,
165,
740,
1699,
1134,
501,
402,
603,
670,
467,
542,
992,
1892,
820,
309,
141,
123,
78,
42,
17,
4,
2,
4,
4,
35,
166,
702,
1656,
990,
441,
430,
630,
621,
440,
552,
1037,
1839,
794,
313,
142,
97,
76,
60,
19,
4,
4
] |
[
"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: -88.37%",
"予測される変化率: [カラム_0] 予測される変化率: -60.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.32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: upward",
"Historical change rate: [column_0] Historical change rate: -88.37%",
"Forecasted change rate: [column_0] Forecasted change rate: -60.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.32 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 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 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 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 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 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 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
4,
6,
32,
170,
843,
1863,
993,
484,
472,
616,
658,
543,
603,
1042,
1859,
846,
346,
183,
179,
89,
78,
17,
13,
2,
3,
4,
34,
176,
702,
1667,
876,
409,
403,
620,
625,
460,
537,
998,
1689,
742,
313,
172,
107,
129,
88,
58,
34,
19,
3,
4,
11,
20,
47,
71,
120,
156,
191,
186,
211,
194,
169,
180,
259,
248,
289,
359,
590,
797,
567,
396,
267,
147,
113,
56,
75,
75,
65,
43,
93,
133,
158,
164,
162,
147,
166,
122,
134,
107,
97,
80,
63,
42,
21,
8,
9,
7,
1,
4,
41,
162,
664,
1727,
884,
394,
388,
582,
611,
506,
516,
1014,
1871,
842,
285,
161,
114,
41,
47,
8,
4,
8,
3,
3,
33,
181,
748,
1740,
987,
514,
430,
642,
612,
474,
575,
1017,
1961,
847,
305,
196,
128,
59,
41,
20,
10,
2,
4,
3,
26,
195,
731,
1766,
955,
495,
504,
689,
725,
734,
649,
1006,
1813,
866,
348,
194,
134,
100,
40,
5,
8,
9,
2,
7,
31,
193,
784,
1766,
971,
490,
409,
616,
647,
515,
587,
1071,
1914,
904,
390,
241,
138,
99,
55,
26,
11,
6,
6,
2,
46,
190,
774,
1762,
927,
445,
426,
580,
646,
542,
558,
992,
1509,
774,
352,
210,
152,
161,
113,
42,
40,
13,
21,
6,
14,
21,
37,
93,
117,
159,
182,
223,
274,
217,
261,
214,
181,
202,
243,
143,
121,
214,
121,
95,
40,
32,
22,
15,
16,
17,
26,
61,
109,
118,
170,
185,
234,
268,
209,
212,
242,
129
] |
[
78,
79,
65,
50,
48,
12,
2,
4,
4,
3,
34,
185,
720,
1742,
976,
431,
418,
600,
640,
488,
509,
966,
2046,
861,
322,
174,
109,
52,
33,
11,
7,
5,
2,
4,
24,
179,
793,
1786,
987,
486,
465,
740,
695,
498,
542,
1072,
1879,
847,
317,
172,
112,
63,
38,
10,
6,
4,
1,
3,
38,
173,
753,
1843,
848,
626,
422,
716,
710,
522,
612,
1069,
1738,
908,
318,
181,
95,
78,
50,
16,
7,
5,
4,
6,
27,
211,
831,
1830,
1004,
466,
504,
652,
676,
513,
597,
1010,
1890,
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: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 3125.00%",
"予測される変化率: [カラム_0] 予測される変化率: 992.31%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.19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: 3125.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 992.31%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.19 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 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 |
[
311,
193,
109,
84,
87,
15,
13,
10,
7,
5,
32,
184,
700,
1667,
927,
462,
365,
654,
596,
477,
569,
979,
1602,
699,
328,
215,
171,
171,
103,
55,
51,
18,
10,
1,
10,
17,
42,
76,
112,
126,
185,
170,
185,
236,
232,
153,
187,
157,
139,
135,
114,
90,
104,
47,
47,
36,
15,
15,
9,
11,
28,
47,
83,
126,
119,
160,
146,
149,
117,
104,
96,
120,
70,
65,
46,
30,
25,
16,
5,
2,
3,
5,
35,
175,
689,
1671,
920,
457,
450,
558,
636,
525,
516,
924,
1874,
876,
323,
188,
110,
91,
43,
11,
3,
3,
3,
4,
28,
179,
787,
1563,
1037,
447,
427,
686,
698,
494,
594,
993,
1896,
907,
282,
174,
125,
77,
53,
15,
2,
7,
6,
4,
32,
167,
727,
1643,
1002,
486,
467,
635,
697,
452,
526,
962,
1770,
841,
322,
158,
97,
94,
30,
20,
6,
3,
5,
5,
34,
200,
730,
1721,
860,
532,
387,
662,
602,
440,
584,
1118,
1980,
932,
354,
186,
85,
73,
44,
11,
20,
3,
10,
10,
39,
188,
684,
1713,
822,
475,
441,
683,
729,
524,
607,
1014,
1549,
700,
341,
256,
160,
148,
92,
73,
27,
15,
13,
6,
15,
10,
41,
87,
133,
146,
160,
188,
193,
169,
202,
169,
180,
159,
124,
124,
153,
123,
99,
59,
47,
26,
23,
8,
7,
19,
29,
34,
122,
98,
126,
161,
150,
171,
207,
149,
151,
118,
114,
75,
122,
71,
61,
43,
45,
17,
10,
12,
12,
16,
59,
128,
107,
121
] |
[
148,
164,
165,
192,
129,
183,
178,
197,
114,
103,
92,
34,
28,
7,
8,
5,
4,
31,
175,
759,
1730,
976,
489,
443,
618,
656,
485,
571,
1014,
1817,
890,
331,
188,
67,
85,
44,
15,
10,
3,
1,
7,
23,
176,
751,
1695,
893,
484,
458,
802,
712,
504,
583,
1006,
1844,
838,
323,
194,
107,
86,
39,
18,
10,
4,
3,
39,
219,
842,
1789,
927,
479,
486,
746,
927,
488,
640,
995,
1733,
947,
334,
192,
220,
276,
67,
28,
21,
8,
11,
4,
33,
183,
685,
1795,
1213,
516,
408,
623
] |
[
"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: -61.09%",
"予測される変化率: [カラム_0] 予測される変化率: 320.95%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.29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: 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: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -61.09%",
"Forecasted change rate: [column_0] Forecasted change rate: 320.95%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.29 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 34",
"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 42 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 42.",
"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
| 128 | 96 |
[
542,
424,
515,
1011,
1643,
774,
317,
197,
118,
192,
103,
49,
25,
20,
3,
7,
13,
22,
54,
105,
154,
158,
185,
173,
235,
201,
217,
225,
242,
195,
191,
173,
100,
107,
92,
36,
38,
20,
9,
8,
11,
20,
31,
45,
119,
144,
145,
199,
181,
200,
211,
174,
167,
119,
99,
71,
70,
51,
18,
16,
10,
4,
4,
6,
31,
159,
704,
1709,
936,
466,
451,
798,
776,
453,
609,
1013,
2014,
795,
311,
157,
90,
61,
38,
13,
7,
2,
4,
6,
23,
173,
761,
1811,
998,
508,
478,
829,
811,
598,
615,
1130,
1921,
871,
337,
184,
116,
60,
47,
9,
6,
3,
4,
32,
160,
777,
1818,
924,
515,
568,
859,
801,
578,
611,
1029,
1846,
1128,
449,
206,
120
] |
[
101,
52,
8,
1,
6,
6,
6,
33,
188,
775,
1864,
957,
562,
486,
684,
739,
599,
668,
1229,
1593,
759,
300,
172,
135,
213,
87,
43,
43,
35,
17,
7,
11,
9,
22,
56,
86,
123,
136,
152,
168,
164,
142,
131,
151,
141,
122,
125,
159,
69,
69,
53,
27,
11,
14,
3,
12,
12,
21,
46,
111,
99,
199,
170,
197,
222,
199,
273,
195,
212,
158,
100,
97,
102,
69,
31,
19,
6,
11,
3,
8,
10,
16,
43,
117,
122,
117,
171,
113,
153,
194,
142,
166,
117,
122,
107,
99
] |
[
"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: -77.86%",
"予測される変化率: [カラム_0] 予測される変化率: -1.98%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.41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: 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: -77.86%",
"Forecasted change rate: [column_0] Forecasted change rate: -1.98%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.41 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 42",
"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 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] 自己相関は弱いです。",
"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 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 weak.",
"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 64."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
69,
31,
7,
10,
8,
5,
6,
6,
7,
21,
47,
80,
95,
156,
120,
155,
157,
140,
120,
121,
128,
91,
80,
57,
49,
22,
7,
5,
2,
4,
40,
146,
703,
1598,
753,
468,
360,
539,
546,
428,
465,
874,
1706,
739,
299,
168,
94,
59,
41,
14,
4,
1,
2,
5,
36,
158,
716,
1663,
910,
463,
418,
649,
577,
485,
526,
869,
1713,
839,
309,
170,
106,
97,
59,
17,
4,
1,
4,
5,
33,
202,
712,
1718,
884,
494,
441,
601,
655,
472,
554,
882,
1763,
837,
393,
195,
146,
121,
87,
34,
24,
11,
10,
4,
30,
155,
682,
1536,
945,
485,
482,
670,
685,
515,
613,
896,
1539,
787,
417,
254,
157,
184,
188,
75,
42,
10,
11,
5,
13,
21,
34,
80,
111,
138,
165,
174,
239,
177,
240,
235,
224,
239,
190,
192,
154,
131,
134,
52,
47,
28,
6,
7,
7,
11,
35,
84,
90,
130,
146,
172,
161,
135,
165,
132,
171,
153,
86,
106,
83,
50,
21,
9,
5,
0,
2,
3,
33,
187,
769,
1751,
796,
457,
423,
625,
677,
492,
585,
977,
1965,
771,
268,
135,
107,
75,
34,
9,
1,
2,
4,
3,
37,
189,
867,
1852,
854,
450,
434,
748,
774,
466,
555,
1094,
1873,
813,
295,
147,
119,
112,
48,
12,
7,
1,
9,
3,
31,
197,
899,
2080,
1040,
490,
432,
664,
568,
452,
530,
1037,
1826,
923,
292,
181,
130,
104,
37,
16,
2,
9,
7,
6,
35,
202,
882,
1883,
798,
461,
479,
679,
614,
537
] |
[
556,
993,
1773,
841,
333,
172,
138,
119,
52,
29,
21,
7,
7,
8,
30,
152,
638,
1566,
994,
476,
461,
624,
617,
513,
575,
916,
1451,
788,
321,
234,
195,
197,
101,
53,
30,
17,
7,
5,
12,
29,
36,
68,
122,
166,
169,
230,
266,
205,
212,
292,
266,
212,
235,
192,
154,
119,
133,
63,
36,
36,
9,
6,
16,
9,
23,
62,
105,
128,
91,
181,
118,
106,
112,
148,
120,
146,
115,
91,
71,
40,
26,
10,
4,
0,
0,
5,
35,
178,
719,
1833,
774,
416,
372,
584,
634,
469
] |
[
"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: 678.26%",
"予測される変化率: [カラム_0] 予測される変化率: -15.65%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.29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: 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: 678.26%",
"Forecasted change rate: [column_0] Forecasted change rate: -15.65%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.29 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 29",
"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 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 |
[
556,
946,
1963,
799,
312,
156,
107,
66,
37,
15,
5,
3,
4,
3,
35,
209,
812,
1746,
942,
485,
443,
668,
645,
465,
596,
1024,
1874,
873,
288,
181,
132,
69,
54,
13,
6,
2,
2,
5,
39,
193,
817,
1726,
875,
446,
443,
588,
691,
554,
557,
996,
1894,
879,
321,
193,
127,
92,
64,
11,
3,
4,
3,
4,
31,
214,
850,
1857,
949,
484,
492,
661,
715,
579,
701,
1046,
1807,
915,
336,
214,
154,
112,
61,
25,
8,
9,
5,
5,
38,
180,
715,
1761,
896,
447,
485,
691,
746,
544,
552,
1010,
1545,
766,
418,
265,
165,
206,
162,
75,
36,
23,
9,
8,
13,
20,
43,
80,
141,
180,
239,
200,
229,
176,
186,
185,
171,
208,
201,
153,
148,
160,
84,
58,
33,
31,
12,
8,
11,
8,
18,
31,
108,
117,
103,
164,
189,
167,
166,
145,
131,
156,
116,
115,
81,
54,
34,
6,
9,
1,
1,
6,
33,
170,
765,
1815,
827,
424,
347,
665,
737,
455,
562,
986,
1946,
807,
310,
144,
72,
49,
25,
20,
3,
6,
1,
6,
31,
185,
761,
1780,
983,
453,
479,
732,
816,
514,
551,
1047,
1840,
817,
304,
150,
98,
56,
50,
10,
4,
1,
1,
9,
34,
199,
763,
1716,
938,
527,
455,
695,
762,
520,
577,
968,
1867,
859,
343,
206,
115,
101,
53,
9,
4,
5,
3,
4,
32,
200,
743,
1839,
979,
475,
454,
642,
627,
554,
587,
1111,
2226,
1052,
352,
154,
103,
77,
52,
7,
2,
12,
1,
2,
32,
184,
766,
1773,
946,
586,
491,
567,
659,
578,
634,
978,
1518,
683,
327,
159,
140,
159,
108,
48,
28,
24,
4,
6,
17,
27,
36,
98,
161,
207,
246,
210,
175,
190,
174,
173,
189,
213,
156,
97,
90,
116,
87,
47,
55,
39,
15,
14,
8,
12,
23,
49,
96,
111,
143,
164,
152,
169,
159,
132,
203,
174,
120,
101,
83,
98,
32,
42,
22,
13,
7,
8,
23,
19,
75,
88,
118,
148,
205,
255,
214,
145,
122,
115,
133,
159,
84,
63,
46,
34,
17,
6,
2,
3,
4,
3,
36,
167,
725,
1725,
1031,
591,
460,
649,
743,
585,
612,
1047,
1877,
883,
274,
116,
70,
74,
37,
7,
5,
2,
3,
5,
37,
228,
809,
1846,
956,
542,
491,
792,
769,
524,
600,
1019,
1903,
880,
337,
154,
166,
101,
62,
15,
4,
2,
9,
6,
42,
210,
821,
1891,
1105,
573,
487,
638,
709,
523,
627,
1046,
1809,
790,
316,
179,
119,
129,
53,
15,
9,
4,
0,
5,
39,
200,
796,
1720,
1141,
581,
516,
627,
554,
510,
595,
958,
1497,
714,
324,
164,
129,
146,
135,
54,
30,
14,
11,
7,
19,
17,
35,
76,
136,
176,
168,
189,
225,
196,
201,
192,
173,
203,
193,
158,
155,
188,
73,
42,
29,
30,
29,
2,
4,
14,
21,
39,
97,
113,
128,
146,
132,
135,
142,
117,
128,
135,
51,
68,
61,
17,
22,
10,
0,
4,
0,
3,
37,
174,
737,
1715,
1000,
550,
457,
638,
733,
509,
560,
975,
1897,
823,
227,
136,
85,
58
] |
[
28,
2,
2,
6,
3,
4,
40,
169,
780,
1839,
1010,
627,
511,
598,
584,
501,
548,
1105,
1900,
824,
267,
124,
62,
54,
42,
7,
2,
4,
1,
7,
37,
217,
748,
1867,
1069,
535,
516,
715,
656,
590,
646,
974,
1756,
857,
295,
162,
94,
78,
49,
15,
10,
2,
1,
6,
37,
203,
827,
1911,
1025,
496,
476,
683,
742,
502,
668,
1081,
1842,
826,
320,
167,
98,
121,
75,
17,
9,
9,
3,
5,
39,
172,
696,
1855,
993,
579,
506,
690,
830,
584,
623,
1055,
1614,
724,
335,
206,
173,
166
] |
[
"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: -89.57%",
"予測される変化率: [カラム_0] 予測される変化率: 492.86%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.24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: 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: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -89.57%",
"Forecasted change rate: [column_0] Forecasted change rate: 492.86%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.24 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 29",
"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 |
[
110,
41,
42,
20,
6,
5,
14,
23,
52,
77,
114,
145,
212,
251,
282,
244,
282,
235,
194,
176,
125,
104,
107,
98,
69,
63,
34,
19,
24,
6,
10,
20,
17,
49,
64,
91,
126,
109,
92,
117,
141,
138,
92,
108,
56,
49,
48,
22,
21,
9,
3,
2,
1,
5,
40,
181,
731,
1705,
1017,
565,
431,
473,
496,
554,
515,
998,
1847,
812,
273,
144,
94,
43,
48,
7,
3,
3,
4,
7,
45,
234,
815,
1882,
1078,
541,
505,
672,
690,
558,
611,
993,
1914,
835,
327,
179,
91,
85,
35,
16,
2,
2,
3,
5,
41,
187,
795,
1857,
1032,
535,
493,
676,
626,
486,
585,
1023,
1781,
800,
286,
152,
94,
85,
43,
15,
10,
8,
1,
13,
39,
196,
739,
1885,
1048,
643,
600,
715,
736,
574,
641,
1040,
1761,
856,
330,
148,
102,
100,
51,
19,
13,
19,
4,
5,
50,
201,
678,
1866,
1051,
585,
569,
651,
772,
480,
612,
1036,
1586,
786,
388,
203,
140,
179,
103,
39,
25,
36,
6,
8,
10,
27,
50,
66,
158,
169,
199,
241,
259,
202,
213,
222,
203,
193,
179,
139,
91,
149,
86,
48,
39,
27,
18,
5,
9,
15,
26,
38,
117,
139,
130,
166,
146,
119,
153,
121,
93,
129,
65,
74,
67,
24,
23,
8,
4,
5,
0,
4,
44,
176,
711,
1767,
975,
476,
476,
634,
698,
466,
523,
967,
1858,
853,
254,
129,
111,
50,
35,
3,
7,
3,
1,
4,
38,
203,
796,
1757,
1030,
580,
509,
689,
745,
595,
579,
1015,
1858,
839,
330,
142,
68,
70,
23,
35,
13,
4,
1,
6,
39,
196,
708,
1788,
1012,
645,
591,
679,
733,
530,
585,
1019,
1750,
788,
308,
128,
116,
80,
52,
23,
6,
9,
10,
6,
35,
228,
818,
1889,
1046,
544,
485,
662,
643,
518,
603,
1030,
1956,
830,
302,
185,
86,
76,
59,
26,
8,
1,
3,
3,
38,
187,
733,
1837,
1008,
546,
505,
684,
760,
547,
620,
996,
1698,
801,
381,
173,
136,
181,
137,
70,
22,
18,
19,
6,
12,
28,
51,
85,
145,
186,
250,
297,
309,
210,
242,
260,
225,
210,
192,
132,
87,
127,
76,
54,
36,
24,
15,
14,
8,
9,
35,
42,
118,
130,
176,
214,
139,
172,
134,
148,
152,
86,
57,
51,
64,
36,
18,
9,
4,
1,
0,
4,
40,
174,
757,
1879,
964,
422,
430,
589,
646,
510,
544,
943,
1800,
864,
263,
118,
110,
60,
40,
5,
5,
2,
1,
3,
31,
189,
807,
1849,
1049,
550,
466,
636,
698,
508,
636,
1051,
1788,
846,
265,
150,
104,
79,
32,
10,
3,
5,
4,
7,
44,
193,
763,
1799,
1012,
566,
471,
725,
701,
474,
534,
1011,
1747,
835,
307,
131,
85,
80,
38,
16,
3,
0,
2,
5,
38,
204,
862,
2137,
1175,
504,
455,
577,
535,
495,
593,
1027,
1759,
817,
257,
170,
84,
104,
38,
16,
10,
10,
2,
5,
27,
162,
699,
1668,
1111,
551,
448,
610,
652,
571,
623,
1034,
1512,
801,
309,
202,
144,
176,
104,
38,
13,
13,
1,
2,
12,
19
] |
[
64,
150,
170,
213,
216,
249,
264,
219,
214,
232,
190,
151,
168,
98,
72,
168,
87,
58,
39,
21,
21,
6,
7,
11,
25,
48,
106,
129,
157,
171,
119,
151,
138,
120,
108,
119,
74,
74,
64,
22,
27,
2,
0,
3,
1,
3,
31,
165,
741,
1799,
1004,
538,
412,
666,
711,
532,
550,
960,
1836,
808,
274,
136,
88,
45,
36,
5,
1,
2,
1,
3,
26,
172,
700,
1676,
1060,
484,
449,
607,
712,
527,
555,
1025,
1905,
885,
339,
135,
95,
64,
28,
12,
3,
1,
0,
8,
34,
190
] |
[
"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: -82.73%",
"予測される変化率: [カラム_0] 予測される変化率: 196.88%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.30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: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -82.73%",
"Forecasted change rate: [column_0] Forecasted change rate: 196.88%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.30 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 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
| 256 | 96 |
[
758,
1797,
1030,
501,
443,
639,
713,
480,
553,
932,
1808,
802,
285,
140,
71,
92,
35,
16,
6,
8,
4,
3,
34,
198,
755,
1864,
1056,
538,
485,
610,
709,
532,
572,
1005,
1784,
772,
261,
142,
59,
89,
55,
13,
7,
2,
4,
6,
39,
170,
737,
1696,
953,
544,
463,
574,
777,
508,
559,
1007,
1591,
680,
274,
134,
92,
115,
68,
78,
30,
7,
9,
6,
11,
13,
45,
62,
96,
143,
187,
201,
227,
153,
195,
187,
182,
129,
121,
100,
86,
87,
86,
23,
12,
15,
13,
2,
8,
9,
30,
58,
100,
95,
118,
214,
131,
198,
178,
105,
100,
97,
63,
80,
35,
30,
23,
5,
5,
3,
1,
6,
35,
182,
740,
1816,
953,
406,
457,
579,
678,
511,
604,
983,
1850,
810,
251,
153,
82,
46,
31,
8,
8,
3,
5,
7,
45,
206,
751,
1897,
1131,
579,
471,
634,
631,
527,
611,
1047,
1740,
836,
277,
141,
66,
52,
18,
14,
2,
4,
3,
24,
54,
188,
825,
1759,
1008,
483,
442,
684,
599,
516,
514,
1001,
1669,
892,
318,
165,
69,
84,
43,
15,
4,
3,
9,
12,
31,
240,
814,
1831,
979,
508,
447,
632,
665,
525,
591,
984,
1704,
864,
305,
166,
100,
94,
65,
20,
15,
4,
1,
4,
32,
185,
650,
1548,
1012,
596,
443,
610,
672,
538,
551,
965,
1483,
667,
262,
135,
107,
156,
82,
25,
23,
12,
3,
7,
10,
24,
36,
61,
117,
182,
215,
206,
249,
178,
191,
236,
228,
178,
137,
105,
72,
121
] |
[
80,
37,
18,
16,
9,
7,
10,
15,
31,
56,
98,
155,
164,
193,
134,
189,
205,
210,
157,
151,
113,
58,
84,
45,
35,
12,
12,
4,
9,
7,
13,
23,
37,
58,
106,
148,
139,
130,
130,
151,
129,
128,
105,
100,
62,
72,
35,
25,
19,
1,
6,
3,
2,
2,
30,
166,
763,
1706,
1045,
476,
444,
630,
621,
500,
585,
1013,
1782,
825,
262,
149,
77,
46,
34,
4,
4,
2,
0,
9,
28,
216,
782,
1720,
1039,
581,
505,
704,
700,
494,
593,
934,
1758,
821,
328,
124,
90,
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: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -84.04%",
"予測される変化率: [カラム_0] 予測される変化率: -3.75%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.29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: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -84.04%",
"Forecasted change rate: [column_0] Forecasted change rate: -3.75%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.29 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 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 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 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 30.",
"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 |
[
36,
5,
1,
5,
2,
8,
34,
166,
811,
1894,
1040,
516,
493,
588,
551,
470,
550,
985,
1681,
824,
299,
173,
91,
92,
41,
22,
5,
8,
4,
7,
32,
185,
710,
1734,
983,
571,
501,
572,
593,
546,
563,
975,
1591,
684,
273,
162,
122,
139,
75,
36,
38,
24,
12,
7,
21,
53,
101,
206,
193,
390,
316,
290,
257,
245,
248,
189,
190,
167,
173,
106,
66,
162,
112,
51,
56,
17,
29,
7,
6,
17,
12,
49,
91,
140,
146,
147,
128,
180,
157,
123,
94,
94,
45,
45,
34,
29,
11,
6,
4,
0,
3,
5,
38,
177,
799,
1892,
1089,
523,
379,
452,
515,
430,
555,
956,
1816,
820,
229,
142,
71,
50,
25,
9,
2,
4,
2,
3,
40,
200,
799,
1767,
1008,
585,
534,
644,
601,
488,
581,
1002,
1794,
800,
285,
158,
59,
46,
28,
11,
3,
3,
2,
8,
35,
188,
751,
1661,
914,
570,
472,
634,
637,
503,
512,
1004,
1695,
752,
276,
134,
94,
102,
29,
17,
2,
5,
2,
7,
37,
169,
812,
1845,
957,
518,
456,
587,
610,
475,
639,
1102,
1832,
940,
297,
166,
86,
84,
40,
17,
20,
11,
4,
6,
30,
196,
703,
1726,
971,
548,
401,
543,
630,
460,
536,
989,
1477,
644,
325,
190,
99,
112,
130,
27,
23,
15,
7,
1,
14,
16,
45,
68,
109,
147,
219,
212,
226,
209,
213,
202,
181,
171,
149,
69,
78,
90,
66,
50,
24,
17,
12,
8,
1,
6,
30,
44,
117,
140,
162,
130,
166,
184
] |
[
141,
138,
141,
91,
70,
52,
48,
17,
18,
3,
3,
2,
1,
3,
38,
160,
669,
1744,
966,
465,
373,
530,
589,
506,
564,
953,
1743,
793,
236,
148,
73,
44,
19,
13,
5,
0,
2,
4,
35,
192,
679,
1734,
912,
511,
465,
606,
669,
492,
597,
995,
1724,
766,
257,
128,
80,
44,
29,
5,
9,
7,
2,
6,
38,
189,
725,
1648,
903,
579,
492,
645,
678,
505,
604,
908,
1695,
801,
293,
184,
90,
73,
43,
7,
7,
3,
3,
8,
33,
176,
741,
1836,
1006,
506,
420,
487,
531,
394
] |
[
"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: 411.11%",
"予測される変化率: [カラム_0] 予測される変化率: 179.43%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.26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: 411.11%",
"Forecasted change rate: [column_0] Forecasted change rate: 179.43%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.26 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 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 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 30.",
"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 |
[
590,
1033,
1623,
778,
319,
154,
143,
105,
59,
14,
9,
13,
0,
7,
40,
176,
674,
1580,
981,
455,
378,
588,
549,
497,
554,
928,
1353,
754,
303,
244,
124,
155,
128,
45,
27,
16,
7,
3,
12,
27,
30,
78,
123,
175,
184,
185,
216,
215,
208,
201,
193,
239,
129,
113,
76,
145,
82,
56,
22,
13,
14,
15,
2,
8,
21,
56,
81,
123,
187,
224,
160,
128,
166,
114,
112,
117,
53,
82,
45,
34,
12,
4,
3,
1,
2,
7,
37,
157,
711,
1620,
941,
480,
405,
554,
574,
477,
519,
884,
1734,
761,
222,
117,
79,
51,
30,
7,
8,
2,
4,
5,
32,
184,
679,
1673,
970,
474,
387,
464,
576,
431,
449,
822,
1776,
902,
280,
134,
98,
56,
41,
11,
6,
0,
2,
8,
33,
185,
651,
1660,
885,
453,
460,
607,
599,
512,
526,
924,
1682,
852,
308,
127,
99,
101,
55,
18,
14,
0,
3,
9,
24,
166,
712,
1675,
1085,
557,
375,
575,
586,
475,
544,
912,
1774,
817,
285,
175,
177,
131,
75,
26,
13,
14,
8,
10,
39,
149,
653,
1673,
923,
530,
492,
644,
575,
520,
557,
951,
1447,
605,
243,
185,
149,
168,
98,
51,
26,
13,
11,
3,
9,
38,
40,
58,
117,
157,
220,
208,
252,
177,
184,
191,
188,
164,
173,
115,
68,
112,
87,
47,
29,
17,
17,
3,
7,
12,
18,
56,
88,
110,
203,
169,
124,
109,
166,
134,
129,
147,
62,
62,
52,
19,
20,
7,
5,
5,
1,
8,
35,
161,
696,
1682,
983,
437,
392,
587,
601,
492,
540,
961,
1849,
814,
222,
140,
62,
45,
38,
4,
3,
4,
2,
5,
44,
206,
769,
1833,
989,
477,
442,
546,
663,
548,
549,
1013,
1831,
826,
259,
115,
87,
91,
40,
8,
9,
1,
1,
5,
28,
174,
678,
1588,
973,
491,
512,
615,
569,
497,
564,
953,
1664,
852,
304,
161,
87,
96,
43,
12,
9,
8,
3,
9,
34,
201,
754,
1755,
1013,
583,
473,
597,
676,
512,
645,
1052,
1732,
891,
313,
162,
121,
122,
67,
15,
17,
19,
1,
4,
24,
205,
692,
1808,
981,
588,
439,
554,
672,
558,
617,
955,
1579,
743,
324,
231,
148,
199,
93,
45,
29,
32,
3,
3,
7,
29,
63,
72,
134,
177,
199,
258,
384,
282,
208,
256,
207,
201,
161,
115,
105,
130,
52,
35,
39,
24,
19,
5,
7,
11,
27,
47,
76,
134,
163,
238,
174,
133,
180,
196,
146,
148,
45,
54,
68,
48,
18,
13,
0,
3,
6,
4,
35,
164,
673,
1670,
1053,
454,
437,
601,
679,
475,
519,
969,
1880,
827,
242,
107,
95,
48,
37,
6,
6,
2,
2,
7,
36,
199,
753,
1647,
993,
514,
418,
641,
687,
510,
574,
1015,
1791,
863,
286,
99,
93,
72,
51,
7,
5,
3,
1,
7,
40,
189,
797,
1674,
1005,
505,
557,
740,
681,
558,
553,
989,
1676,
833,
286,
136,
105,
105,
59,
15,
7,
4,
2,
8,
38,
216,
833,
2023,
1129,
569,
442,
665,
706,
540,
548,
998,
1782,
807,
326,
209,
83,
126
] |
[
50,
15,
13,
17,
4,
4,
47,
211,
715,
1487,
1127,
522,
484,
584,
634,
541,
572,
976,
1608,
698,
295,
175,
155,
165,
101,
55,
24,
19,
13,
8,
11,
18,
43,
76,
107,
163,
211,
197,
242,
194,
203,
166,
174,
146,
133,
104,
104,
89,
78,
53,
24,
21,
10,
4,
8,
14,
27,
55,
102,
162,
197,
189,
155,
216,
173,
113,
132,
105,
61,
42,
64,
41,
20,
8,
1,
4,
2,
2,
35,
177,
729,
1748,
1063,
463,
344,
572,
690,
501,
541,
987,
1806,
821,
250,
132,
81,
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: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -78.64%",
"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1.27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: upward",
"Historical change rate: [column_0] Historical change rate: -78.64%",
"Forecasted change rate: [column_0] Forecasted change rate: -20.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.27 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 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 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
| 256 | 96 |
[
33,
5,
0,
2,
2,
5,
33,
199,
752,
1813,
1016,
469,
418,
573,
607,
544,
578,
993,
1736,
813,
319,
106,
76,
107,
45,
13,
4,
9,
1,
7,
40,
180,
786,
1730,
1033,
541,
452,
738,
676,
525,
638,
942,
1674,
833,
307,
145,
84,
86,
64,
22,
2,
5,
1,
5,
39,
206,
745,
1761,
1063,
554,
515,
623,
721,
522,
554,
949,
1698,
815,
322,
154,
97,
78,
89,
32,
13,
11,
6,
10,
35,
201,
742,
1668,
1043,
648,
491,
665,
664,
542,
631,
987,
1555,
736,
363,
207,
135,
247,
139,
58,
47,
31,
8,
1,
12,
33,
45,
107,
121,
221,
279,
364,
454,
394,
404,
273,
212,
219,
240,
169,
117,
109,
91,
63,
32,
30,
16,
4,
7,
18,
28,
52,
137,
146,
302,
404,
413,
355,
297,
178,
154,
129,
68,
75,
75,
46,
41,
6,
0,
2,
0,
4,
31,
189,
783,
1979,
1044,
449,
372,
545,
596,
458,
533,
1089,
2201,
944,
253,
128,
60,
59,
30,
6,
4,
9,
2,
3,
44,
188,
754,
1718,
1044,
517,
435,
676,
687,
517,
571,
963,
1836,
898,
331,
194,
107,
56,
46,
9,
5,
0,
0,
4,
32,
193,
749,
1770,
1005,
530,
426,
607,
619,
477,
591,
949,
1738,
814,
289,
167,
103,
83,
41,
14,
5,
7,
2,
8,
37,
190,
745,
1812,
1071,
489,
426,
614,
703,
541,
641,
1014,
1685,
886,
284,
142,
132,
132,
81,
49,
15,
4,
4,
4,
35,
170,
752,
1663,
1043,
558,
464,
627,
626,
571
] |
[
536,
990,
1515,
882,
437,
201,
147,
190,
150,
58,
24,
10,
19,
5,
23,
30,
65,
83,
123,
178,
201,
221,
266,
251,
283,
249,
273,
274,
181,
130,
120,
150,
90,
86,
28,
23,
14,
3,
6,
12,
29,
58,
95,
161,
182,
194,
184,
151,
180,
168,
204,
171,
84,
110,
76,
49,
26,
1,
4,
3,
0,
1,
18,
160,
763,
1812,
973,
487,
395,
556,
550,
453,
519,
966,
1805,
833,
288,
175,
93,
46,
52,
12,
11,
1,
1,
2,
41,
187,
704,
1636,
1056,
546,
424,
595,
661,
478
] |
[
"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: 1630.30%",
"予測される変化率: [カラム_0] 予測される変化率: -10.82%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.21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: 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: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 1630.30%",
"Forecasted change rate: [column_0] Forecasted change rate: -10.82%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.21 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"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 |
[
588,
970,
1769,
901,
249,
170,
106,
79,
58,
16,
2,
6,
2,
3,
43,
186,
766,
1799,
994,
549,
421,
717,
629,
512,
489,
1030,
1692,
784,
268,
161,
92,
94,
49,
21,
6,
5,
4,
8,
31,
199,
755,
1688,
930,
527,
471,
660,
696,
541,
542,
991,
1711,
860,
304,
200,
113,
99,
65,
27,
8,
6,
3,
6,
35,
151,
729,
1619,
943,
537,
381,
554,
678,
504,
571,
917,
1498,
706,
335,
216,
120,
113,
99,
46,
33,
9,
6,
3,
12,
34,
46,
69,
134,
175,
163,
278,
250,
174,
222,
233,
250,
201,
158,
150,
74,
130,
100,
67,
46,
20,
9,
2,
18,
7,
29,
37,
93,
124,
147,
175,
181,
127,
181,
142,
122,
143,
84,
73,
72,
21,
13,
9,
2,
1,
1,
4,
33,
164,
763,
1586,
1001,
509,
412,
614,
661,
468,
521,
1013,
1726,
833,
261,
140,
80,
67,
39,
4,
13,
5,
2,
6,
31,
181,
782,
1797,
1139,
533,
504,
643,
760,
578,
561,
1049,
1713,
870,
309,
151,
121,
75,
59,
8,
7,
4,
2,
3,
41,
180,
778,
1760,
1006,
482,
434,
652,
675,
507,
565,
1036,
1655,
846,
345,
180,
77,
124,
58,
18,
7,
0,
1,
4,
33,
197,
796,
1950,
970,
559,
490,
689,
684,
594,
581,
1006,
1666,
828,
347,
165,
99,
93,
64,
21,
13,
6,
5,
8,
32,
172,
742,
1779,
1044,
525,
448,
522,
557,
535,
576,
1069,
1472,
710,
295,
177,
102,
173,
98,
63,
18,
18,
4,
4,
9,
29,
44,
82,
116,
142,
182,
222,
254,
250,
206,
276,
253,
193,
203,
106,
54,
137,
103,
39,
17,
28,
13,
8,
12,
7,
22,
41,
99,
88,
139,
179,
188,
186,
181,
207,
142,
91,
56,
54,
46,
19,
13,
5,
4,
0,
0,
2,
27,
184,
702,
1709,
1005,
481,
369,
587,
440,
449,
519,
979,
1809,
819,
242,
125,
62,
62,
54,
7,
4,
1,
1,
6,
29,
205,
775,
1821,
977,
516,
421,
639,
735,
462,
567,
1007,
1719,
835,
242,
143,
83,
83,
50,
21,
9,
2,
3,
6,
34,
183,
755,
1765,
972,
485,
432,
604,
585,
520,
563,
987,
1642,
823,
306,
182,
89,
107,
50,
11,
2,
6,
3,
5,
39,
222,
771,
1928,
1000,
549,
398,
565,
686,
492,
560,
963,
1674,
880,
306,
155,
94,
92,
58,
23,
8,
22,
4,
6,
41,
179,
687,
1801,
934,
593,
434,
656,
626,
524,
598,
1001,
1478,
716,
357,
243,
160,
208,
122,
42,
31,
11,
21,
9,
9,
11,
63,
91,
108,
168,
204,
237,
240,
244,
206,
254,
318,
184,
169,
163,
101,
110,
66,
72,
36,
15,
10,
9,
7,
9,
30,
53,
95,
172,
177,
179,
214,
206,
185,
150,
150,
109,
68,
97,
63,
27,
24,
7,
4,
1,
1,
3,
35,
186,
762,
1776,
939,
490,
408,
638,
692,
526,
601,
962,
1776,
774,
260,
116,
63,
55,
40,
6,
4,
8,
1,
6,
39,
159,
780,
1788,
1044,
480,
427,
530,
621,
483,
557,
1030,
1781,
848,
258,
133,
63,
67
] |
[
34,
7,
0,
0,
4,
8,
39,
175,
804,
1810,
931,
485,
436,
635,
668,
492,
559,
937,
1618,
828,
294,
173,
103,
102,
55,
16,
16,
3,
3,
3,
40,
185,
767,
1866,
1056,
504,
547,
641,
686,
471,
495,
979,
1800,
822,
338,
179,
123,
103,
85,
23,
8,
4,
0,
7,
21,
200,
708,
1767,
1076,
523,
490,
606,
678,
549,
567,
972,
1480,
675,
337,
212,
143,
163,
119,
30,
24,
12,
15,
7,
7,
20,
47,
96,
160,
169,
178,
201,
212,
186,
205,
200,
175,
181,
148,
124,
103,
100
] |
[
"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: -88.61%",
"予測される変化率: [カラム_0] 予測される変化率: 194.12%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.23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10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: -88.61%",
"Forecasted change rate: [column_0] Forecasted change rate: 194.12%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.23 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 10 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 |
[
76,
54,
29,
13,
11,
2,
8,
11,
31,
55,
80,
113,
132,
159,
106,
163,
125,
87,
129,
98,
60,
52,
56,
24,
12,
3,
0,
1,
15,
9,
34,
153,
708,
1840,
947,
484,
417,
593,
652,
528,
513,
913,
1778,
833,
247,
143,
98,
65,
23,
5,
5,
0,
1,
4,
40,
194,
797,
1867,
960,
543,
420,
699,
736,
525,
544,
1026,
1733,
759,
313,
168,
150,
137,
49,
8,
9,
3,
2,
5,
41,
188,
809,
1702,
983,
527,
425,
750,
773,
565,
540,
973,
1601,
793,
272,
168,
119,
75,
54,
13,
6,
3,
0,
5,
41,
187,
820,
1809,
1007,
578,
543,
731,
728,
586,
619,
965,
1712,
812,
268,
194,
105,
80,
57,
17,
7,
3,
4,
6,
44,
171,
681,
1898,
1033,
531,
420,
549,
620,
536,
603,
1063,
1689,
766,
335,
164,
127,
194,
145,
57,
20,
28,
12,
2,
11,
20,
37,
79,
101,
154,
269,
179,
194,
206,
212,
191,
194,
161,
152,
103,
115,
100,
103,
102,
62,
28,
12,
5,
6,
13,
31,
45,
92,
108,
162,
206,
138,
139,
184,
139,
130,
87,
70,
76,
61,
24,
9,
5,
1,
2,
2,
4,
37,
191,
713,
2096,
1035,
467,
401,
501,
580,
447,
544,
946,
1758,
848,
265,
150,
82,
60,
22,
3,
2,
5,
1,
4,
35,
201,
862,
1967,
1146,
510,
396,
491,
550,
444,
545,
1036,
1823,
1126,
323,
169,
91,
77,
43,
11,
1,
5,
4,
7,
49,
215,
868,
1885,
988,
524,
438,
608,
572,
490,
538,
1016,
1700,
793,
360,
151,
84,
76,
46,
10,
3,
1,
0,
7,
41,
181,
698,
1745,
1022,
541,
451,
597,
480,
482,
555,
1054,
1696,
773,
245,
163,
131,
102,
50,
17,
5,
16,
0,
12,
38,
166,
668,
1804,
893,
521,
454,
640,
682,
532,
548,
990,
1483,
773,
324,
164,
124,
176,
166,
42,
31,
3,
10,
6,
17,
32,
47,
90,
133,
135,
197,
210,
220,
263,
208,
196,
197,
180,
139,
123,
95,
132,
98,
54,
22,
14,
17,
3,
9,
7,
32,
53,
79,
115,
132,
148,
125,
125,
139,
129,
119,
82,
60,
61,
55,
24,
11,
5,
0,
0,
2,
4,
41,
152,
717,
1795,
933,
533,
426,
595,
653,
532,
557,
913,
1708,
789,
264,
139,
97,
77,
28,
11,
3,
4,
3,
3,
38,
190,
789,
1778,
830,
538,
449,
657,
678,
516,
535,
944,
1756,
816,
326,
155,
104,
83,
36,
7,
7,
1,
2,
10,
31,
195,
823,
1933,
1022,
544,
451,
630,
669,
497,
625,
957,
1644,
885,
342,
134,
75,
108,
40,
15,
5,
2,
3,
5,
31,
197,
785,
1953,
864,
578,
499,
618,
619,
503,
583,
978,
1681,
773,
260,
184,
122,
108,
48,
20,
7,
10,
7,
6,
35,
192,
732,
1732,
935,
556,
505,
744,
704,
533,
636,
1047,
1463,
809,
388,
279,
142,
191,
152,
65,
21,
24,
21,
5,
8,
32,
33,
99,
112,
162,
226,
197,
249,
240,
231,
229,
186,
211,
134,
133,
79,
142,
64,
34,
26,
19,
7,
10,
6,
14
] |
[
26,
66,
93,
113,
177,
217,
133,
147,
201,
135,
148,
107,
74,
81,
67,
40,
20,
9,
0,
2,
1,
2,
41,
188,
784,
1791,
873,
425,
465,
612,
750,
481,
515,
954,
1855,
802,
270,
123,
75,
58,
30,
6,
6,
1,
1,
6,
39,
187,
785,
1795,
933,
484,
463,
497,
559,
446,
566,
987,
1724,
860,
341,
143,
90,
70,
33,
12,
6,
5,
2,
6,
34,
176,
812,
1870,
956,
521,
541,
705,
700,
558,
627,
992,
1691,
859,
320,
198,
106,
130,
48,
15,
8,
3,
3,
8,
47,
180
] |
[
"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: -81.58%",
"予測される変化率: [カラム_0] 予測される変化率: 592.31%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.27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: -81.58%",
"Forecasted change rate: [column_0] Forecasted change rate: 592.31%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.27 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 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 |
[
814,
1928,
1024,
495,
469,
603,
686,
598,
631,
1080,
1503,
693,
347,
201,
129,
168,
73,
27,
33,
19,
9,
6,
15,
53,
105,
245,
395,
993,
1367,
1555,
671,
266,
296,
256,
224,
163,
120,
103,
83,
51,
56,
28,
20,
12,
7,
8,
7,
16,
45,
146,
163,
246,
397,
284,
236,
135,
108,
135,
164,
221,
142,
133,
72,
116,
66,
28,
19,
2,
11,
13,
9,
26,
44,
66,
98,
147,
153,
139,
135,
175,
126,
165,
76,
66,
53,
58,
39,
8,
2,
3,
3,
0,
6,
38,
149,
695,
1768,
985,
523,
395,
549,
560,
451,
452,
903,
1796,
779,
264,
113,
87,
52,
28,
12,
1,
2,
1,
7,
35,
173,
846,
1847,
1000,
512,
395,
541,
655,
475,
561,
1019,
1903,
860,
309,
132,
85,
64,
35,
14,
1,
1,
2,
3,
36,
172,
707,
1854,
985,
489,
484,
676,
622,
525,
631,
942,
1748,
870,
363,
194,
136,
116,
33,
12,
2,
9,
1,
3,
34,
165,
736,
1794,
1139,
544,
513,
676,
843,
603,
641,
1027,
1777,
869,
368,
187,
125,
131,
48,
15,
7,
16,
4,
7,
27,
174,
694,
1853,
1029,
575,
458,
681,
688,
579,
604,
980,
1510,
710,
322,
199,
125,
146,
88,
36,
24,
9,
7,
1,
22,
19,
49,
93,
159,
147,
176,
230,
266,
215,
253,
236,
203,
231,
190,
161,
100,
100,
80,
45,
35,
9,
12,
11,
12,
8,
23,
68,
73,
85,
116,
121,
105,
113,
152,
95,
170,
98,
42,
67,
60,
24,
26,
6,
11,
0,
1,
8,
38,
161,
723,
1861,
1028,
516,
418,
595,
651,
500,
486,
971,
1902,
841,
298,
148,
63,
53,
31,
11,
6,
1,
1,
6,
36,
186,
706,
1809,
1091,
582,
450,
602,
643,
531,
577,
1048,
1839,
848,
310,
172,
81,
72,
32,
14,
7,
6,
2,
4,
41,
187,
731,
1744,
1178,
555,
470,
710,
536,
462,
518,
953,
1728,
888,
301,
153,
116,
89,
43,
15,
3,
9,
2,
6,
35,
176,
823,
1773,
1105,
531,
443,
636,
637,
510,
580,
1064,
1770,
763,
350,
160,
102,
127,
65,
40,
8,
9,
2,
10,
38,
187,
681,
1689,
1115,
560,
453,
686,
776,
557,
622,
995,
1577,
677,
369,
233,
182,
157,
99,
35,
24,
21,
6,
0,
13,
25,
38,
97,
128,
166,
197,
194,
209,
165,
232,
223,
198,
198,
195,
122,
107,
152,
68,
64,
25,
21,
22,
2,
12,
21,
42,
69,
126,
118,
158,
193,
133,
179,
151,
145,
119,
79,
49,
39,
37,
27,
10,
2,
2,
2,
1,
7,
27,
181,
712,
1862,
1072,
481,
376,
598,
676,
556,
585,
999,
1832,
871,
253,
112,
77,
50,
36,
11,
4,
1,
2,
7,
42,
203,
749,
1816,
1131,
540,
476,
641,
659,
538,
594,
1165,
1971,
783,
327,
182,
111,
66,
33,
13,
8,
2,
4,
7,
26,
187,
739,
1845,
986,
499,
461,
635,
645,
507,
560,
991,
1764,
813,
319,
165,
141,
106,
61,
13,
4,
0,
1,
5,
29,
197,
768,
1920,
1118,
544,
479,
688,
671,
512,
555
] |
[
999,
1794,
772,
330,
188,
143,
145,
66,
17,
5,
3,
2,
7,
41,
161,
720,
1728,
1038,
558,
429,
560,
575,
451,
564,
1023,
1753,
810,
285,
155,
108,
168,
104,
50,
26,
16,
12,
2,
14,
26,
58,
79,
129,
149,
146,
152,
217,
174,
138,
172,
189,
152,
121,
92,
74,
98,
75,
50,
34,
16,
5,
2,
5,
11,
15,
26,
99,
86,
148,
214,
176,
125,
197,
123,
136,
116,
96,
55,
86,
39,
27,
3,
5,
1,
1,
1,
37,
169,
776,
1793,
1083,
651,
485,
600,
651,
544,
555
] |
[
"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: -31.82%",
"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1.29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: 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: 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: -31.82%",
"Forecasted change rate: [column_0] Forecasted change rate: -44.44%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.29 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"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 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] 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
| 128 | 96 |
[
990,
1838,
828,
269,
155,
95,
52,
36,
6,
2,
6,
3,
3,
34,
186,
781,
1922,
1040,
562,
481,
722,
725,
572,
577,
1020,
1744,
964,
314,
179,
110,
88,
36,
11,
10,
5,
0,
6,
40,
170,
789,
1933,
1055,
543,
491,
693,
677,
481,
574,
966,
1822,
821,
287,
148,
75,
75,
39,
10,
12,
1,
1,
4,
43,
185,
792,
1889,
1109,
530,
482,
642,
717,
544,
562,
964,
1674,
778,
449,
236,
144,
110,
37,
15,
11,
10,
2,
4,
41,
173,
730,
1793,
975,
574,
507,
636,
639,
556,
580,
1008,
1496,
730,
326,
172,
119,
138,
92,
40,
26,
20,
5,
5,
13,
23,
41,
54,
124,
132,
144,
165,
212,
172,
161,
182,
195,
137,
188,
99,
85,
109,
100
] |
[
38,
31,
11,
23,
10,
11,
9,
16,
69,
75,
90,
125,
195,
130,
136,
154,
135,
97,
76,
48,
69,
49,
39,
25,
3,
4,
2,
1,
2,
28,
118,
469,
1234,
574,
370,
391,
557,
510,
366,
450,
781,
1081,
410,
200,
137,
77,
62,
66,
26,
20,
6,
2,
5,
9,
34,
60,
153,
100,
118,
96,
113,
95,
102,
93,
122,
120,
98,
65,
53,
34,
26,
20,
14,
3,
3,
2,
8,
35,
167,
779,
1811,
919,
490,
442,
695,
669,
495,
605,
968,
1852,
912,
300,
142,
94,
96,
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: -89.90%",
"予測される変化率: [カラム_0] 予測される変化率: 15.79%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.32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: 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: upward",
"Historical change rate: [column_0] Historical change rate: -89.90%",
"Forecasted change rate: [column_0] Forecasted change rate: 15.79%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.32 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"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 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 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 44 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 30.",
"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 44."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
12,
8,
3,
2,
6,
30,
190,
869,
1793,
999,
489,
485,
622,
718,
545,
527,
1093,
1803,
898,
314,
153,
119,
151,
76,
25,
14,
4,
2,
7,
28,
161,
796,
1731,
965,
542,
472,
741,
725,
461,
580,
1018,
1569,
742,
334,
233,
124,
125,
114,
29,
10,
1,
6,
5,
12,
21,
44,
82,
146,
122,
145,
165,
185,
183,
176,
192,
194,
179,
144,
111,
80,
165,
92,
53,
34,
28,
6,
4,
8,
14,
21,
60,
75,
96,
128,
133,
124,
116,
143,
115,
131,
81,
55,
65,
64,
36,
10,
3,
6,
6,
2,
5,
39,
168,
843,
1819,
1073,
548,
464,
646,
698,
474,
535,
983,
1842,
931,
295,
128,
77,
55,
26,
10,
13,
9,
3,
3,
34,
175,
831,
1889,
1025,
547,
417,
706,
736,
460,
520,
1020,
1838,
864,
354,
167,
113,
103,
45,
14,
1,
2,
1,
4,
43,
182,
823,
1765,
1095,
760,
504,
678,
732,
566,
520,
947,
1769,
827,
328,
165,
109,
104,
38,
9,
7,
5,
1,
5,
42,
202,
779,
1847,
1059,
516,
512,
685,
621,
530,
599,
1028,
1782,
835,
407,
264,
144,
105,
38,
26,
13,
19,
6,
4,
40,
170,
765,
1806,
903,
609,
540,
702,
663,
643,
597,
1012,
1542,
716,
363,
257,
260,
208,
89,
59,
9,
10,
7,
3,
18,
37,
39,
88,
158,
174,
221,
193,
163,
208,
195,
186,
176,
187,
185,
149,
122,
113,
106,
53,
34,
28,
7,
6,
11,
17,
26,
56,
85,
107,
108,
132,
140,
117,
127,
102,
93,
79,
62,
72,
46,
50,
43,
11,
4,
1,
2,
6,
33,
161,
783,
1783,
1083,
464,
417,
535,
628,
489,
526,
1009,
1875,
846,
281,
139,
97,
74,
18,
15,
2,
3,
2,
3,
42,
183,
839,
1855,
1060,
566,
480,
641,
647,
514,
582,
985,
1874,
898,
290,
184,
107,
73,
22,
15,
8,
1,
3,
3,
41,
161,
739,
1939,
1056,
591,
494,
661,
795,
560,
569,
991,
1785,
798,
319,
197,
120,
106,
44,
17,
6,
9,
2,
3,
44,
197,
818,
1980,
1093,
539,
471,
781,
837,
573,
623,
995,
1746,
722,
341,
240,
219,
96,
52,
22,
22,
12,
6,
7,
35,
196,
643,
1843,
1046,
609,
476,
620,
624,
544,
628,
991,
1514,
669,
290,
244,
178,
146,
108,
81,
22,
19,
7,
13,
13,
32,
31,
98,
118,
180,
149,
166,
245,
200,
215,
169,
180,
192,
155,
159,
84,
125,
103,
56,
36,
20,
4,
7,
14,
22,
23,
57,
101,
123,
179,
173,
246,
183,
168,
114,
143,
105,
73,
71,
73,
40,
24,
9,
8,
5,
0,
7,
29,
148,
727,
1860,
1044,
466,
434,
609,
666,
465,
558,
893,
1898,
795,
259,
148,
102,
41,
36,
7,
10,
3,
0,
3,
52,
164,
782,
1951,
1163,
553,
448,
587,
604,
522,
568,
1019,
1868,
880,
273,
136,
99,
75,
26,
5,
4,
8,
0,
7,
45,
155,
782,
1817,
937,
492,
423,
593,
574,
474,
551,
969,
1766,
821,
298,
183,
138,
155,
43,
20,
8,
2,
2,
5,
30,
179,
783
] |
[
1882,
978,
551,
463,
611,
674,
568,
594,
1043,
1753,
885,
294,
237,
150,
199,
83,
26,
18,
6,
4,
7,
42,
179,
735,
1726,
1035,
614,
471,
641,
661,
498,
584,
1021,
1494,
587,
332,
155,
141,
134,
134,
61,
37,
10,
12,
4,
10,
36,
64,
91,
139,
151,
200,
212,
179,
187,
238,
220,
244,
204,
148,
172,
125,
130,
128,
70,
36,
19,
17,
9,
12,
10,
33,
54,
119,
122,
116,
144,
121,
115,
124,
134,
145,
117,
84,
109,
68,
44,
34,
25,
9,
3,
1,
5,
48,
170,
793
] |
[
"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: 6425.00%",
"予測される変化率: [カラム_0] 予測される変化率: -57.86%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.28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: 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: 6425.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -57.86%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.28 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 36",
"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 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 |
[
1773,
992,
569,
456,
657,
694,
560,
581,
977,
2093,
853,
299,
177,
167,
90,
51,
14,
1,
5,
5,
3,
47,
193,
747,
1832,
1053,
510,
511,
790,
697,
547,
609,
1040,
1842,
806,
312,
167,
123,
109,
49,
21,
5,
4,
0,
8,
40,
191,
821,
1830,
1004,
569,
447,
658,
686,
542,
529,
1028,
1725,
805,
359,
216,
157,
108,
55,
11,
7,
6,
0,
4,
40,
181,
803,
1835,
1076,
585,
513,
692,
691,
552,
611,
1047,
1695,
802,
338,
247,
138,
122,
50,
29,
20,
12,
4,
11,
43,
175,
750,
1731,
979,
640,
451,
694,
678,
574,
606,
983,
1504,
590,
313,
218,
195,
198,
166,
78,
23,
16,
10,
8,
13,
30,
40,
96,
132,
146,
214,
188,
198,
221,
211,
204,
177,
156,
138,
134,
87,
124,
83,
80,
34,
20,
13,
5,
7,
21,
27,
65,
82,
102,
107,
118,
145,
133,
114,
107,
123,
90,
73,
49,
42,
40,
24,
9,
14,
8,
0,
4,
39,
172,
790,
1818,
1049,
653,
407,
643,
673,
512,
594,
995,
1859,
849,
255,
125,
103,
76,
46,
22,
2,
7,
2,
3,
37,
193,
864,
1887,
931,
570,
498,
641,
706,
548,
678,
1064,
1822,
806,
315,
144,
100,
114,
49,
17,
2,
4,
2,
3,
35,
218,
758,
1910,
993,
653,
522,
802,
811,
615,
583,
1088,
1839,
876,
328,
244,
186,
141,
58,
19,
7,
7,
9,
7,
44,
173,
735,
1925,
1074,
598,
489,
595,
631,
565,
560,
1063,
1723,
855,
371,
187,
135,
95,
87,
35,
23,
5,
3,
9,
40,
163,
701,
1776,
1061,
542,
446,
629,
648,
548,
612,
1042,
1275,
593,
319,
220,
174,
147,
241,
195,
53,
33,
17,
8,
14,
34,
51,
57,
146,
171,
199,
201,
156,
193,
148,
168,
169,
199,
166,
120,
108,
133,
83,
125,
42,
26,
20,
4,
9,
11,
32,
52,
100,
201,
141,
139,
116,
133,
160,
114,
140,
60,
87,
87,
101,
42,
26,
9,
7,
3,
3,
2,
44,
181,
714,
1771,
998,
517,
513,
713,
752,
571,
640,
989,
1896,
833,
273,
149,
140,
92,
72,
29,
13,
2,
4,
6,
35,
178,
845,
1836,
1024,
568,
475,
673,
645,
495,
607,
1025,
1809,
796,
323,
177,
163,
91,
56,
9,
5,
3,
0,
7,
36,
188,
768,
1542,
964,
557,
514,
713,
700,
567,
576,
1049,
1712,
784,
291,
176,
151,
103,
62,
24,
7,
6,
5,
5,
34,
194,
825,
1795,
1070,
646,
528,
703,
688,
567,
641,
989,
1632,
767,
361,
232,
183,
144,
115,
21,
24,
6,
2,
5,
28,
181,
676,
1677,
1039,
588,
545,
664,
627,
509,
664,
1005,
1215,
595,
327,
213,
235,
205,
203,
158,
75,
29,
11,
11,
11,
33,
39,
83,
102,
172,
170,
229,
207,
204,
174,
215,
243,
171,
157,
115,
114,
126,
109,
56,
29,
11,
19,
6,
5,
19,
32,
57,
125,
125,
145,
184,
134,
128,
131,
153,
130,
109,
88,
105,
78,
66,
23,
10,
10,
3,
3,
4,
33,
162,
705,
1599,
934,
557,
475,
749,
699,
546,
622
] |
[
942,
1691,
758,
292,
165,
119,
122,
60,
17,
11,
1,
1,
2,
44,
192,
693,
1800,
1155,
543,
542,
697,
667,
569,
658,
979,
1685,
768,
310,
172,
124,
112,
47,
17,
7,
1,
4,
12,
38,
175,
734,
1727,
1053,
573,
570,
709,
722,
545,
606,
965,
1497,
645,
296,
143,
112,
77,
55,
16,
3,
2,
2,
4,
32,
155,
691,
1616,
1027,
593,
504,
672,
690,
500,
679,
935,
1360,
630,
285,
153,
108,
116,
88,
29,
33,
10,
11,
9,
27,
110,
514,
1315,
827,
491,
441,
664,
645,
820,
712
] |
[
"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: -64.92%",
"予測される変化率: [カラム_0] 予測される変化率: -24.42%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.17倍)",
"トレンド: [カラム_0] トレンドの継続: 下降傾向の傾向が続く",
"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: -64.92%",
"Forecasted change rate: [column_0] Forecasted change rate: -24.42%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.17 times the mean)",
"Trend: [column_0] Trend continuation: downward trend continues",
"Turning points: [column_0] Turning points in forecast period: 31",
"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
| 512 | 96 |
[
553,
390,
200,
122,
105,
125,
84,
61,
46,
31,
27,
17,
6,
5,
14,
29,
51,
104,
110,
142,
156,
122,
170,
142,
106,
117,
96,
104,
120,
129,
83,
42,
20,
8,
4,
2,
2,
7,
8,
17,
39,
41,
59,
94,
82,
50,
57,
96,
34,
57,
56,
45,
45,
57,
45,
26,
14,
12,
3,
2,
1,
7,
13,
23,
58,
115,
127,
131,
115,
148,
128,
111,
131,
111,
104,
67,
78,
62,
54,
42,
15,
7,
3,
3,
2,
7,
12,
23,
49,
95,
123,
145,
156,
116,
146,
141,
109,
117,
105,
103,
65,
56,
40,
32,
17,
12,
3,
4,
3,
14,
61,
179,
485,
350,
268,
237,
285,
308,
287,
314,
429,
404,
193,
144,
95,
84,
68,
51,
9,
9,
6,
3,
4,
15,
61,
184,
430,
314,
254,
188,
255,
236,
261,
284,
334,
391,
201,
102,
119,
67,
66,
31,
10,
16,
0,
6,
7,
16,
47,
161,
408,
320,
243,
244,
293,
264,
303,
332,
285,
217,
157,
104,
114,
82,
100,
58,
22,
18,
13,
11,
4,
9,
13,
31,
50,
91,
90,
133,
142,
120,
148,
225,
142,
155,
146,
206,
209,
271,
355,
344,
444,
204,
90,
48,
16,
17,
16,
17,
31,
54,
94,
70,
93,
78,
94,
115,
89,
71,
93,
58,
59,
47,
56,
39,
31,
5,
1,
5,
4,
5,
12,
27,
34,
55,
84,
96,
157,
170,
113,
130,
116,
137,
102,
84,
51,
63,
32,
21,
7,
8,
5,
1,
0,
25,
89,
323,
898,
510,
414,
248,
436,
435,
322,
410,
574,
904,
324,
140,
113,
69,
90,
35,
7,
9,
3,
1,
8,
24,
85,
351,
838,
599,
377,
341,
480,
529,
401,
382,
680,
937,
366,
124,
97,
104,
73,
41,
21,
12,
5,
4,
4,
31,
78,
385,
961,
594,
440,
334,
516,
509,
406,
445,
567,
975,
367,
145,
102,
101,
74,
51,
31,
13,
7,
7,
4,
25,
104,
365,
901,
597,
411,
307,
455,
558,
388,
383,
604,
787,
352,
155,
145,
93,
108,
72,
29,
16,
15,
9,
5,
9,
19,
30,
52,
100,
92,
154,
155,
122,
142,
131,
108,
114,
96,
77,
92,
82,
80,
66,
58,
16,
24,
8,
3,
5,
12,
23,
40,
77,
88,
110,
119,
124,
145,
108,
101,
116,
79,
84,
81,
62,
29,
22,
18,
10,
3,
0,
5,
38,
154,
547,
1575,
885,
519,
380,
555,
651,
409,
500,
892,
1715,
600,
196,
139,
80,
52,
37,
17,
3,
3,
1,
7,
38,
133,
598,
1558,
834,
550,
379,
625,
767,
537,
520,
893,
1715,
660,
229,
161,
71,
39,
40,
14,
3,
7,
1,
4,
30,
152,
538,
1577,
929,
529,
445,
610,
660,
456,
498,
856,
1581,
741,
331,
134,
85,
64,
34,
9,
7,
3,
3,
3,
31,
167,
594,
1491,
882,
532,
402,
627,
672,
448,
487,
829,
1598,
617,
238,
153,
104,
86,
38,
18,
6,
9,
6,
4,
26,
122,
591,
1653,
952,
491,
431,
539,
508,
391,
472,
858,
1349,
521,
212,
177,
114,
119,
56
] |
[
40,
23,
20,
5,
2,
11,
13,
38,
86,
93,
107,
167,
218,
154,
183,
175,
172,
186,
144,
140,
166,
118,
106,
82,
41,
37,
30,
21,
3,
7,
9,
30,
42,
97,
91,
124,
122,
190,
123,
163,
133,
153,
98,
84,
71,
58,
66,
24,
17,
5,
8,
3,
13,
35,
149,
638,
1726,
856,
502,
398,
618,
695,
479,
518,
901,
1779,
684,
224,
167,
89,
72,
38,
22,
5,
1,
0,
2,
35,
179,
687,
1719,
871,
506,
411,
514,
622,
423,
489,
895,
1705,
725,
285,
123,
104,
104,
52
] |
[
"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: -89.87%",
"予測される変化率: [カラム_0] 予測される変化率: 30.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.42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: 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: -89.87%",
"Forecasted change rate: [column_0] Forecasted change rate: 30.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.42 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 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 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 30.",
"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 |
[
23,
8,
5,
3,
5,
35,
149,
632,
1624,
1004,
539,
424,
620,
647,
531,
497,
892,
1706,
780,
256,
135,
87,
83,
66,
17,
8,
2,
2,
7,
27,
135,
652,
1722,
1019,
557,
452,
688,
755,
491,
531,
910,
1782,
730,
305,
156,
138,
87,
71,
39,
22,
6,
3,
5,
44,
178,
673,
1874,
942,
542,
359,
516,
581,
494,
680,
1113,
1771,
871,
429,
277,
186,
157,
145,
73,
27,
17,
7,
4,
7,
30,
39,
69,
121,
167,
178,
156,
163,
198,
158,
176,
181,
156,
140,
144,
91,
145,
99,
62,
40,
32,
7,
6,
4,
16,
22,
59,
102,
109,
142,
159,
127,
139,
123,
115,
152,
125,
103,
83,
70,
38,
30,
34,
8,
0,
2,
10,
28,
153,
679
] |
[
1752,
928,
487,
412,
594,
692,
488,
485,
907,
1803,
787,
250,
157,
68,
57,
39,
25,
4,
2,
0,
7,
33,
178,
711,
1742,
976,
585,
470,
728,
676,
469,
568,
969,
1736,
812,
276,
137,
113,
61,
47,
17,
9,
2,
5,
6,
33,
174,
670,
1758,
892,
674,
485,
681,
717,
485,
566,
967,
1574,
798,
316,
163,
99,
117,
87,
32,
21,
12,
1,
5,
7,
11,
34,
81,
179,
179,
190,
205,
283,
156,
160,
125,
141,
129,
65,
84,
69,
32,
74,
38,
13,
10,
10,
6,
28,
100,
390
] |
[
"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: 2852.17%",
"予測される変化率: [カラム_0] 予測される変化率: -77.74%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.31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: 2852.17%",
"Forecasted change rate: [column_0] Forecasted change rate: -77.74%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.31 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 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 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 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 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 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 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 64."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
1135,
675,
454,
439,
539,
557,
432,
471,
731,
1042,
400,
205,
127,
105,
102,
78,
54,
51,
20,
7,
1,
9,
24,
27,
87,
114,
106,
173,
168,
174,
174,
174,
173,
145,
126,
132,
74,
83,
97,
92,
48,
56,
27,
11,
10,
11,
15,
25,
50,
105,
117,
167,
174,
135,
128,
143,
135,
142,
98,
90,
80,
58,
32,
36,
34,
4,
3,
0,
8,
38,
191,
659,
1855,
879,
450,
407,
574,
578,
383,
551,
891,
1788,
803,
219,
147,
57,
47,
14,
7,
5,
1,
2,
2,
36,
165,
762,
1773,
902,
538,
461,
680,
700,
547,
587,
920,
1835,
836,
285,
159,
105,
55,
48,
9,
3,
2,
0,
5,
33,
177,
707,
1738,
1024,
639,
500,
779,
687,
516,
552,
945,
1790,
811,
350,
139,
107,
124,
46,
11,
7,
3,
3,
3,
42,
201,
737,
1794,
1057,
550,
433,
667,
749,
561,
581,
982,
1837,
810,
323,
183,
104,
109,
94,
32,
0,
12,
4,
6,
30,
170,
671,
1735,
1039,
531,
433,
658,
700,
571,
599,
978,
1610,
724,
401,
205,
167,
196,
105,
60,
38,
10,
4,
2,
5,
23,
50,
74,
136,
146,
178,
173,
212,
177,
154,
127,
133,
131,
120,
92,
96,
138,
109,
42,
26,
26,
16,
9,
7,
10,
29,
69,
100,
101,
139,
143,
120,
154,
111,
111,
170,
84,
74,
31,
53,
16,
12,
4,
5,
2,
0,
3,
35,
195,
678,
1787,
877,
452,
401,
563,
591,
527,
542,
999,
1915,
828,
254,
143,
65,
49,
48,
13,
0,
9,
2,
3,
47,
187,
756,
1866,
968,
496,
437,
693,
753,
549,
575,
1065,
1942,
955,
315,
153,
133,
72,
49,
16,
6,
3,
1,
7,
42,
198,
787,
1784,
1010,
597,
458,
754,
731,
503,
598,
1003,
1873,
823,
277,
183,
114,
95,
38,
13,
4,
2,
2,
2,
42,
216,
756,
1823,
970,
546,
454,
595,
605,
488,
578,
977,
1759,
802,
357,
163,
117,
98,
63,
19,
8,
2,
9,
4,
39,
180,
704,
1743,
1062,
585,
509,
701,
704,
566,
595,
973,
1554,
650,
329,
227,
167,
124,
81,
56,
39,
18,
8,
5,
9,
22,
39,
64,
117,
132,
241,
182,
248,
193,
248,
234,
189,
167,
179,
172,
78,
158,
86,
65,
33,
31,
19,
8,
7,
12,
27,
44,
78,
108,
134,
175,
153,
153,
152,
136,
153,
104,
60,
95,
67,
30,
11,
9,
4,
1,
1,
5,
40,
179,
718,
1779,
1018,
505,
466,
676,
721,
520,
581,
973,
1947,
863,
277,
136,
83,
48,
36,
8,
7,
0,
1,
3,
40,
185,
792,
1830,
1038,
524,
478,
707,
868,
521,
648,
1079,
2025,
890,
264,
165,
136,
66,
94,
55,
16,
18,
3,
7,
37,
163,
687,
1707,
1006,
525,
507,
703,
730,
600,
558,
985,
1825,
813,
301,
139,
142,
88,
50,
18,
3,
0,
0,
6,
37,
188,
737,
1826,
1039,
553,
451,
706,
678,
537,
559,
1025,
1827,
789,
311,
172,
109,
101,
76,
15,
10,
3,
4,
8,
26,
180,
730,
1757,
1051,
536,
488,
644,
634,
529,
556
] |
[
1008,
1681,
757,
332,
180,
163,
129,
125,
62,
19,
18,
17,
7,
9,
38,
45,
86,
112,
163,
138,
161,
217,
163,
167,
231,
291,
257,
244,
252,
301,
394,
421,
397,
234,
147,
106,
101,
54,
46,
52,
50,
94,
95,
110,
115,
93,
118,
94,
92,
114,
87,
62,
54,
53,
16,
13,
6,
0,
1,
0,
11,
34,
185,
726,
1662,
1158,
547,
474,
600,
634,
501,
528,
992,
1924,
857,
280,
143,
98,
76,
27,
13,
2,
13,
11,
4,
44,
185,
744,
1826,
1101,
571,
460,
706,
779,
633,
636
] |
[
"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: -51.01%",
"予測される変化率: [カラム_0] 予測される変化率: -36.90%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.26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: upward",
"Historical change rate: [column_0] Historical change rate: -51.01%",
"Forecasted change rate: [column_0] Forecasted change rate: -36.90%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.26 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 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 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 |
[
1082,
1856,
850,
336,
229,
109,
88,
56,
18,
7,
6,
4,
3,
31,
209,
767,
1739,
1074,
603,
486,
686,
758,
577,
610,
982,
1800,
849,
299,
160,
126,
80,
43,
12,
14,
7,
2,
2,
34,
230,
813,
1847,
1013,
550,
516,
722,
767,
532,
613,
1007,
1828,
803,
389,
195,
134,
135,
53,
24,
10,
9,
3,
10,
38,
197,
716,
1756,
1002,
584,
461,
569,
686,
509,
595,
1024,
1550,
730,
358,
185,
158,
136,
108,
62,
37,
15,
11,
3,
10,
29,
48,
89,
118,
148,
155,
194,
196,
196,
202,
231,
200,
169,
181,
143,
120,
174,
105,
89,
36,
16,
19,
14,
12,
9,
13,
60,
108,
137,
139,
190,
163,
172,
209,
176,
186,
153,
95,
115,
106,
59,
21,
12,
6,
1,
2,
5,
47,
219,
746,
1900,
1010,
535,
447,
700,
774,
555,
602,
1017,
1914,
855,
294,
194,
103,
58,
28,
10,
8,
5,
2,
8,
31,
190,
776,
1939,
1036,
671,
487,
660,
707,
533,
615,
1034,
1899,
881,
321,
214,
117,
79,
34,
10,
5,
9,
8,
4,
45,
204,
803,
1836,
948,
576,
477,
698,
755,
621,
601,
998,
1778,
861,
305,
170,
133,
119,
52,
31,
6,
2,
5,
4,
33,
217,
740,
1917,
1093,
554,
454,
651,
701,
523,
622,
1017,
1814,
845,
364,
180,
118,
109,
62,
20,
8,
6,
1,
7,
32,
178,
764,
1685,
1102,
530,
459,
551,
717,
465,
488,
961,
1582,
743,
374,
207,
155,
141,
90,
47,
20,
17,
8,
2,
8,
31,
54,
91,
119,
165,
181,
210,
263,
235,
204,
198,
195,
171,
193,
147,
87,
152,
65,
44,
31,
8,
22,
4,
7,
17,
31,
80,
124,
125,
142,
174,
129,
132,
156,
142,
139,
107,
84,
83,
64,
41,
32,
8,
2,
4,
1,
9,
33,
191,
822,
1739,
1150,
536,
472,
752,
730,
598,
568,
995,
1917,
864,
279,
153,
86,
66,
30,
8,
7,
3,
0,
10,
41,
194,
826,
1741,
1104,
590,
417,
738,
754,
576,
587,
961,
1921,
875,
310,
196,
137,
51,
39,
15,
5,
5,
1,
9,
39,
185,
788,
1750,
990,
567,
535,
761,
711,
545,
650,
1008,
1820,
870,
345,
144,
122,
68,
63,
13,
26,
3,
2,
5,
36,
229,
791,
1893,
1082,
609,
474,
929,
785,
608,
578,
1028,
1775,
803,
346,
166,
125,
123,
73,
22,
19,
1,
2,
9,
33,
166,
705,
1679,
1009,
496,
477,
629,
639,
487,
539,
982,
1541,
698,
327,
188,
123,
181,
92,
51,
14,
21,
11,
1,
8,
16,
47,
80,
131,
121,
201,
209,
251,
159,
186,
211,
207,
149,
187,
144,
81,
130,
80,
38,
24,
18,
14,
15,
8,
10,
16,
43,
65,
113,
180,
181,
122,
149,
211,
141,
163,
138,
107,
88,
105,
71,
30,
16,
16,
5,
11,
4,
7,
28,
49,
113,
104,
122,
130,
159,
146,
177,
147,
146,
165,
94,
77,
74,
35,
37,
32,
4,
5,
2,
1,
12,
40,
194,
781,
1709,
1063,
498,
449,
706,
801,
491,
521,
1015,
1832,
869,
359,
190,
115,
87,
30
] |
[
13,
5,
5,
3,
6,
34,
161,
709,
1750,
1191,
932,
495,
672,
635,
529,
586,
915,
1787,
901,
301,
171,
133,
84,
35,
12,
11,
4,
2,
4,
32,
225,
871,
2040,
1051,
582,
512,
657,
685,
577,
599,
994,
1909,
852,
356,
174,
118,
120,
68,
23,
8,
13,
1,
4,
30,
215,
751,
1785,
1031,
541,
437,
666,
735,
532,
570,
1026,
1585,
724,
317,
192,
138,
198,
124,
76,
36,
24,
13,
3,
9,
32,
45,
86,
132,
153,
168,
203,
253,
198,
200,
239,
193,
202,
196,
137,
116,
191,
140
] |
[
"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: -97.23%",
"予測される変化率: [カラム_0] 予測される変化率: 976.92%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.25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: -97.23%",
"Forecasted change rate: [column_0] Forecasted change rate: 976.92%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.25 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 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 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
| 512 | 96 |
[
49,
39,
26,
8,
5,
7,
11,
31,
49,
103,
142,
184,
170,
154,
146,
180,
131,
188,
113,
81,
84,
68,
65,
34,
5,
13,
2,
18,
8,
32,
195,
749,
1774,
1028,
508,
412,
671,
634,
546,
571,
1006,
1867,
799,
289,
152,
87,
68,
23,
11,
5,
6,
1,
6,
46,
208,
771,
1666,
1094,
577,
463,
668,
579,
503,
517,
1100,
1810,
887,
340,
146,
116,
90,
26,
17,
5,
8,
5,
6,
24,
211,
811,
1800,
1036,
592,
464,
619,
634,
548,
538,
967,
1796,
889,
322,
181,
123,
107,
57,
11,
3,
9,
2,
5,
37,
199,
759,
1621,
1109,
588,
459,
682,
661,
627,
636,
1005,
1762,
909,
351,
218,
119,
173,
126,
17,
12,
13,
11,
10,
33,
170,
751,
1733,
1025,
592,
462,
643,
644,
485,
598,
983,
1499,
740,
343,
238,
152,
210,
188,
42,
31,
17,
19,
6,
7,
26,
57,
76,
121,
156,
194,
227,
218,
188,
219,
202,
190,
185,
208,
170,
108,
159,
184,
65,
50,
44,
19,
5,
14,
20,
22,
41,
88,
107,
131,
189,
134,
124,
127,
139,
154,
144,
95,
101,
71,
47,
15,
9,
2,
6,
2,
8,
33,
193,
765,
1880,
1075,
678,
556,
570,
603,
489,
556,
1050,
1859,
838,
291,
143,
78,
64,
27,
7,
19,
1,
2,
7,
35,
184,
788,
1914,
1160,
575,
456,
718,
732,
516,
652,
1032,
1825,
853,
321,
198,
110,
107,
53,
13,
5,
4,
2,
4,
31,
190,
798,
1838,
1118,
596,
505,
691,
729,
601,
625,
1069,
1721,
824,
338,
172,
112,
74,
57,
12,
0,
1,
2,
3,
36,
201,
735,
1798,
1121,
638,
468,
638,
636,
538,
607,
1026,
1771,
855,
370,
175,
123,
134,
70,
10,
3,
5,
6,
5,
36,
169,
751,
1741,
1072,
597,
467,
664,
675,
529,
591,
974,
1498,
710,
353,
234,
194,
168,
153,
64,
29,
17,
14,
11,
16,
20,
56,
48,
135,
171,
242,
245,
249,
190,
264,
241,
267,
212,
211,
168,
176,
137,
115,
94,
22,
14,
8,
10,
9,
18,
40,
85,
103,
173,
141,
189,
177,
195,
142,
175,
209,
176,
117,
93,
63,
21,
29,
12,
8,
1,
0,
9,
36,
190,
795,
1829,
869,
506,
472,
709,
780,
527,
564,
1015,
1848,
820,
262,
143,
112,
73,
25,
15,
7,
1,
3,
5,
38,
193,
818,
1893,
958,
642,
540,
740,
760,
554,
628,
1122,
1875,
812,
295,
201,
144,
69,
30,
9,
10,
2,
2,
3,
31,
197,
833,
1804,
988,
617,
577,
824,
756,
612,
569,
1027,
1758,
856,
282,
169,
208,
117,
41,
29,
18,
7,
6,
7,
35,
237,
871,
1800,
1037,
636,
531,
731,
795,
599,
587,
1060,
1752,
792,
332,
214,
138,
124,
69,
34,
10,
4,
3,
4,
40,
170,
823,
1843,
987,
584,
548,
764,
733,
590,
595,
1052,
1494,
678,
347,
195,
232,
148,
95,
65,
28,
20,
11,
10,
16,
15,
59,
89,
155,
150,
201,
206,
315,
228,
231,
179,
183,
245,
200,
156,
117,
126,
108,
44,
26,
20,
12,
8,
8,
4,
34
] |
[
52,
96,
136,
123,
167,
113,
144,
152,
110,
123,
122,
81,
68,
66,
34,
13,
4,
2,
2,
2,
9,
45,
190,
645,
1664,
925,
469,
414,
584,
598,
464,
492,
988,
1867,
790,
238,
159,
55,
30,
26,
2,
3,
1,
4,
5,
39,
180,
767,
1785,
990,
585,
535,
770,
726,
593,
615,
1003,
1845,
901,
310,
226,
143,
100,
50,
13,
15,
8,
4,
2,
36,
194,
744,
1798,
973,
527,
562,
791,
873,
628,
662,
1063,
1794,
877,
355,
194,
164,
127,
41,
13,
8,
4,
2,
6,
32,
201,
711
] |
[
"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: -30.61%",
"予測される変化率: [カラム_0] 予測される変化率: 1267.31%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.22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: 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: stable",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -30.61%",
"Forecasted change rate: [column_0] Forecasted change rate: 1267.31%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.22 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 29",
"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] 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 38.",
"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
| 512 | 96 |
[
1723,
975,
673,
578,
734,
836,
616,
687,
1133,
1499,
635,
268,
228,
185,
128,
99,
34,
34,
18,
23,
13,
10,
12,
17,
55,
68,
138,
179,
152,
177,
161,
127,
160,
120,
172,
149,
144,
111,
81,
49,
10,
13,
11,
8,
7,
10,
15,
24,
52,
115,
132,
174,
193,
249,
252,
160,
254,
192,
201,
153,
122,
124,
123,
74,
27,
20,
6,
2,
9,
14,
6,
22,
51,
112,
143,
112,
175,
116,
125,
148,
125,
164,
132,
107,
149,
91,
58,
43,
20,
7,
4,
2,
4,
5,
10,
30,
55,
81,
119,
107,
112,
171,
162,
92,
117,
80,
140,
85,
78,
52,
22,
24,
6,
5,
3,
3,
3,
41,
173,
730,
1747,
1026,
482,
465,
625,
704,
525,
570,
962,
1818,
821,
277,
177,
131,
68,
36,
16,
7,
2,
1,
2,
38,
178,
719,
1777,
1011,
532,
450,
712,
740,
559,
559,
1066,
1762,
871,
283,
178,
147,
105,
38,
16,
5,
2,
1,
6,
39,
176,
763,
1799,
1052,
556,
521,
656,
708,
637,
606,
1038,
1850,
818,
354,
215,
134,
144,
110,
18,
14,
10,
4,
5,
48,
285,
855,
2003,
996,
514,
468,
549,
623,
501,
583,
1128,
1669,
762,
322,
203,
163,
155,
108,
37,
21,
14,
19,
7,
11,
14,
57,
108,
123,
142,
204,
202,
232,
224,
244,
246,
205,
209,
203,
154,
133,
170,
115,
70,
57,
17,
21,
14,
9,
9,
24,
69,
102,
92,
141,
228,
158,
139,
176,
138,
180,
139,
157,
68,
101,
64,
29,
8,
14,
5,
5,
8,
31,
135,
558,
1563,
760,
415,
378,
585,
689,
461,
524,
817,
1401,
586,
203,
98,
112,
115,
63,
19,
18,
14,
6,
3,
10,
20,
59,
66,
110,
179,
196,
211,
281,
162,
113,
121,
103,
149,
70,
73,
52,
20,
19,
4,
3,
6,
2,
4,
41,
252,
989,
1988,
1133,
475,
455,
575,
515,
458,
577,
992,
1828,
950,
283,
109,
93,
70,
34,
10,
5,
0,
2,
5,
38,
287,
1014,
2318,
1331,
539,
421,
605,
652,
524,
582,
1048,
1862,
897,
344,
168,
107,
91,
44,
14,
6,
3,
2,
4,
32,
193,
786,
1658,
1145,
579,
482,
569,
606,
533,
622,
1039,
1589,
778,
335,
216,
120,
150,
93,
72,
26,
17,
18,
7,
14,
20,
47,
97,
117,
163,
234,
204,
256,
207,
224,
223,
195,
175,
189,
128,
94,
130,
93,
32,
28,
29,
16,
6,
12,
13,
24,
60,
84,
128,
95,
169,
125,
180,
136,
137,
147,
129,
81,
57,
64,
25,
23,
5,
4,
3,
1,
8,
39,
167,
794,
1831,
1105,
564,
403,
681,
742,
540,
580,
1032,
1887,
786,
235,
117,
76,
49,
35,
9,
7,
5,
0,
3,
45,
198,
804,
1804,
1015,
550,
411,
647,
685,
472,
576,
1034,
1892,
837,
272,
142,
109,
77,
33,
11,
5,
3,
4,
4,
37,
209,
707,
1870,
1038,
588,
467,
667,
686,
559,
618,
996,
1801,
897,
268,
151,
125,
76,
53,
7,
12,
3,
3,
6,
36,
168,
738,
1744,
1121,
647,
505,
694,
703,
531,
599
] |
[
1005,
1772,
815,
310,
162,
103,
97,
59,
14,
14,
5,
2,
4,
31,
150,
627,
1341,
1003,
576,
407,
667,
683,
516,
574,
975,
1510,
800,
360,
166,
124,
175,
126,
46,
26,
18,
11,
9,
17,
22,
52,
112,
160,
158,
191,
213,
222,
117,
132,
169,
211,
199,
171,
96,
81,
124,
89,
41,
21,
15,
9,
9,
10,
10,
26,
56,
116,
102,
128,
142,
131,
135,
163,
126,
145,
113,
42,
60,
69,
35,
8,
6,
7,
2,
1,
7,
39,
190,
807,
1726,
1011,
486,
353,
538,
619,
524,
519
] |
[
"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: -65.24%",
"予測される変化率: [カラム_0] 予測される変化率: -48.36%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.36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: 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: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -65.24%",
"Forecasted change rate: [column_0] Forecasted change rate: -48.36%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.36 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"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 |
[
973,
1866,
797,
232,
142,
57,
44,
24,
10,
5,
3,
1,
5,
37,
197,
822,
1817,
1057,
496,
433,
673,
690,
559,
549,
1056,
1920,
902,
304,
166,
104,
67,
26,
9,
2,
1,
1,
8,
40,
184,
796,
1790,
992,
530,
422,
679,
742,
545,
574,
992,
1829,
859,
306,
158,
137,
72,
30,
9,
3,
5,
2,
6,
39,
222,
811,
1791,
1033,
532,
440,
563,
676,
520,
628,
992,
1736,
772,
291,
151,
139,
103,
47,
16,
8,
12,
3,
9,
37,
215,
713,
1772,
1001,
611,
472,
649,
685,
585,
627,
985,
1530,
723,
342,
133,
161,
169,
117,
38,
12,
18,
11,
2,
11,
27,
45,
88,
124,
142,
168,
218,
290,
179,
208,
271,
230,
181,
160,
70,
79,
115,
93,
45,
61,
24,
7,
8,
6,
11,
35,
52,
89,
103,
138,
161,
121,
151,
148,
130,
138,
87,
70,
41,
54,
27,
17,
3,
3,
3,
0,
6,
27,
189,
701,
1736,
1083,
474,
418,
595,
579,
463,
554,
1028,
1862,
840,
286,
132,
75,
72,
37,
3,
3,
2,
1,
5,
37,
173,
785,
1757,
1032,
559,
472,
688,
728,
540,
584,
1034,
1901,
828,
312,
188,
102,
77,
44,
10,
7,
2,
4,
7,
41,
190,
764,
1879,
1112,
516,
496,
605,
628,
585,
607,
1016,
1787,
761,
284,
155,
97,
83,
45,
7,
6,
9,
2,
3,
32,
194,
756,
1821,
1048,
592,
480,
674,
756,
590,
616,
1063,
1878,
816,
354,
201,
119,
118,
35,
9,
5,
3,
4,
5,
34,
172,
746,
1785,
1096,
526,
461,
641,
711,
566,
592,
1068,
1539,
687,
322,
193,
148,
146,
119,
72,
42,
11,
9,
3,
13,
34,
78,
145,
173,
215,
244,
269,
344,
239,
194,
249,
204,
201,
172,
99,
80,
152,
113,
47,
22,
16,
19,
13,
8,
12,
35,
56,
111,
123,
173,
182,
211,
185,
167,
151,
145,
126,
79,
47,
49,
23,
20,
4,
1,
1,
3,
4,
31,
170,
721,
1864,
1076,
568,
438,
667,
724,
529,
565,
989,
1898,
844,
266,
115,
107,
55,
23,
12,
2,
1,
1,
4,
36,
199,
803,
1923,
1098,
575,
462,
721,
709,
548,
654,
1027,
1923,
832,
259,
132,
143,
58,
39,
18,
6,
2,
1,
6,
34,
196,
814,
1894,
1090,
646,
519,
733,
776,
623,
639,
1013,
1847,
826,
300,
169,
104,
84,
41,
21,
13,
2,
3,
5,
46,
197,
839,
1813,
1156,
605,
548,
796,
800,
609,
649,
1106,
1785,
834,
310,
161,
131,
114,
56,
12,
13,
5,
2,
7,
40,
181,
765,
1789,
1079,
552,
547,
749,
752,
626,
671,
1078,
1550,
753,
296,
192,
167,
153,
111,
53,
38,
17,
10,
5,
18,
26,
58,
102,
136,
146,
202,
257,
291,
217,
240,
294,
209,
228,
194,
108,
85,
160,
117,
38,
39,
16,
13,
3,
10,
19,
49,
77,
82,
115,
145,
181,
119,
114,
178,
103,
144,
107,
43,
53,
43,
21,
18,
3,
0,
3,
0,
5,
32,
166,
667,
1677,
1203,
638,
435,
692,
786,
556,
638,
1021,
1890,
836,
247,
133,
101,
54,
44
] |
[
4,
6,
0,
0,
8,
40,
218,
874,
2046,
1129,
576,
472,
712,
768,
571,
612,
1073,
1916,
965,
302,
122,
69,
52,
27,
11,
4,
5,
0,
3,
28,
163,
782,
1742,
1119,
558,
534,
772,
744,
570,
609,
1144,
1892,
894,
315,
131,
135,
87,
46,
5,
2,
3,
2,
3,
30,
184,
754,
1882,
1063,
553,
513,
742,
723,
552,
665,
1095,
1899,
956,
337,
154,
87,
96,
65,
23,
7,
6,
7,
5,
30,
170,
746,
1872,
1004,
617,
445,
706,
810,
570,
624,
1099,
1513,
724,
315,
145,
128,
171,
128
] |
[
"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: -95.48%",
"予測される変化率: [カラム_0] 予測される変化率: 3100.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.21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: -95.48%",
"Forecasted change rate: [column_0] Forecasted change rate: 3100.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.21 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 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 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 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 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
48,
56,
17,
11,
3,
11,
30,
49,
109,
145,
167,
200,
239,
330,
251,
201,
233,
256,
197,
153,
69,
89,
123,
74,
61,
29,
23,
14,
9,
7,
11,
23,
47,
105,
162,
197,
240,
149,
181,
192,
168,
161,
116,
64,
46,
75,
23,
19,
4,
4,
2,
2,
5,
37,
158,
786,
1881,
933,
495,
397,
648,
648,
441,
516,
1012,
1880,
783,
266,
131,
73,
63,
22,
2,
5,
1,
2,
2,
31,
184,
841,
1774,
959,
512,
422,
587,
580,
479,
618,
1001,
1943,
894,
292,
131,
76,
58,
33,
8,
7,
3,
0,
5,
38,
166,
759,
1736,
1015,
646,
446,
666,
664,
523,
550,
1001,
1754,
864,
300,
162,
107,
91,
51,
12,
2,
2,
0,
4,
32,
179,
794,
1669,
1096,
517,
444,
676,
708,
569,
576,
1045,
1817,
831,
375,
164,
90,
115,
58,
20,
7,
4,
3,
7,
32,
151,
626,
1630,
996,
495,
433,
619,
639,
485,
584,
969,
1561,
844,
376,
162,
127,
333,
175,
56,
33,
34,
6,
3,
6,
25,
53,
97,
187,
171,
213,
301,
316,
235,
278,
252,
276,
234,
196,
151,
100,
134,
115,
52,
40,
23,
8,
6,
11,
17,
23,
42,
116,
132,
184,
234,
175,
198,
209,
158,
228,
152,
104,
106,
82,
91,
46,
24,
25,
9,
5,
3,
7,
20,
28,
73,
85,
132,
165,
137,
172,
170,
125,
162,
155,
171,
89,
61,
32,
17,
26,
7,
5,
2,
0,
4,
33,
198,
762,
1768,
1108,
596,
429,
635,
692,
535,
576,
1047,
1852,
903,
324,
129,
81,
92,
35,
6,
1,
2,
1,
4,
34,
183,
695,
1783,
1082,
577,
551,
651,
724,
572,
587,
966,
1762,
875,
310,
156,
122,
76,
27,
10,
10,
3,
1,
4,
37,
205,
752,
1808,
1045,
560,
441,
670,
681,
625,
584,
1028,
1860,
814,
304,
202,
86,
94,
48,
8,
6,
9,
4,
7,
31,
171,
765,
1776,
1014,
531,
426,
687,
692,
600,
632,
995,
1497,
695,
296,
173,
152,
155,
102,
50,
17,
12,
9,
1,
7,
31,
34,
106,
149,
147,
202,
276,
291,
230,
209,
235,
201,
170,
174,
117,
77,
92,
79,
42,
32,
15,
22,
10,
9,
15,
32,
60,
100,
132,
170,
207,
205,
190,
197,
174,
121,
153,
75,
55,
63,
26,
27,
15,
3,
0,
1,
8,
37,
190,
756,
1785,
1104,
613,
463,
640,
769,
522,
639,
1012,
1951,
891,
264,
128,
81,
48,
24,
10,
2,
4,
0,
4,
33,
172,
821,
1806,
1113,
591,
468,
708,
780,
513,
635,
1043,
1956,
850,
308,
163,
100,
69,
31,
7,
4,
2,
0,
5,
43,
191,
840,
1784,
1195,
568,
530,
705,
740,
557,
602,
1046,
1728,
911,
290,
147,
134,
82,
43,
14,
4,
2,
0,
7,
38,
192,
722,
1855,
1087,
589,
548,
737,
722,
619,
654,
1006,
1728,
849,
326,
163,
93,
133,
57,
14,
14,
8,
9,
4,
36,
175,
756,
1831,
1115,
562,
497,
716,
696,
624,
615,
1040,
1560,
686,
368,
199,
147,
174,
94,
32,
10,
19,
14,
8,
8,
22,
48
] |
[
97,
142,
158,
221,
237,
282,
225,
194,
241,
235,
184,
184,
111,
77,
123,
81,
48,
32,
15,
12,
5,
7,
7,
16,
50,
82,
115,
156,
199,
154,
172,
172,
122,
132,
213,
58,
72,
51,
41,
30,
2,
3,
3,
5,
6,
35,
175,
705,
1678,
1101,
540,
425,
619,
659,
525,
520,
958,
1848,
861,
272,
132,
58,
43,
26,
8,
1,
1,
3,
6,
34,
182,
799,
1875,
1050,
641,
555,
751,
751,
558,
630,
1093,
1911,
900,
309,
156,
120,
60,
24,
4,
1,
3,
1,
7,
42,
190,
765
] |
[
"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: 0.00%",
"予測される変化率: [カラム_0] 予測される変化率: 688.66%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.30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: 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: 0.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 688.66%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.30 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 25",
"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 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 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 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 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
1846,
1066,
618,
562,
774,
781,
656,
650,
1117,
1717,
876,
251,
152,
111,
76,
41,
16,
0,
3,
3,
4,
32,
184,
700,
1841,
1166,
631,
475,
679,
816,
633,
615,
1141,
1774,
867,
364,
164,
119,
113,
41,
14,
3,
3,
7,
6,
34,
170,
761,
1801,
1136,
563,
430,
763,
730,
605,
666,
1061,
1466,
731,
360,
188,
142,
181,
120,
51,
21,
9,
14,
6,
14,
23,
52,
82,
126,
167,
246,
207,
241,
253,
200,
206,
193,
208,
179,
124,
80,
129,
55,
35,
17,
6,
24,
4,
4,
15,
30,
56,
77,
109,
144,
186,
137,
172,
151,
162,
174,
147,
49,
53,
69,
19,
7,
6,
2,
2,
2,
11,
35,
176,
724,
1790,
896,
463,
421,
611,
595,
337,
490,
951,
1854,
780,
258,
179,
79,
54,
38,
5,
5,
0,
3,
4,
42,
163,
705,
1797,
1051,
583,
459,
685,
665,
521,
610,
950,
1928,
924,
278,
151,
97,
73,
23,
13,
5,
2,
3,
7,
33,
159,
738,
1852,
973,
550,
435,
606,
714,
483,
607,
963,
1733,
874,
261,
152,
97,
65,
32,
15,
5,
1,
0,
8,
32,
176,
668,
1748,
996,
542,
423,
617,
657,
542,
617,
892,
1774,
788,
307,
189,
97,
94,
48,
15,
14,
3,
3,
4,
32,
151,
678,
1565,
932,
587,
453,
663,
777,
575,
652,
1000,
1640,
694,
372,
208,
151,
165,
98,
42,
18,
20,
15,
3,
14,
23,
39,
96,
114,
157,
207,
259,
279,
211,
173,
206,
290,
161,
176,
132,
79,
101,
102,
27,
31,
19,
10,
6,
5,
10,
32,
48,
87,
140,
165,
188,
175,
183,
202,
126,
153,
182,
84,
51,
52,
16,
16,
3,
3,
1,
1,
2,
33,
144,
677,
1660,
927,
477,
451,
643,
680,
492,
555,
938,
1700,
832,
246,
126,
78,
48,
22,
2,
4,
4,
4,
5,
44,
148,
669,
1778,
963,
507,
424,
593,
644,
530,
544,
900,
1783,
860,
277,
127,
67,
54,
20,
6,
2,
3,
5,
4,
34,
146,
663,
1560,
1066,
524,
469,
604,
690,
494,
630,
951,
1684,
814,
261,
140,
115,
103,
33,
27,
14,
9,
4,
5,
33,
169,
624,
1490,
919,
498,
460,
621,
524,
473,
582,
1113,
1221,
686,
342,
161,
113,
80,
39,
29,
18,
4,
8,
6,
30,
183,
694,
1642,
1059,
537,
456,
695,
754,
576,
608,
1026,
1409,
657,
308,
150,
121,
154,
119,
33,
60,
10,
9,
1,
16,
18,
43,
89,
133,
145,
178,
299,
271,
188,
173,
235,
256,
161,
167,
108,
79,
117,
79,
32,
10,
18,
8,
11,
5,
6,
20,
40,
85,
107,
134,
159,
143,
144,
144,
115,
121,
111,
62,
43,
32,
28,
9,
9,
0,
3,
0,
9,
38,
148,
692,
1686,
980,
533,
431,
611,
553,
517,
508,
1008,
1856,
780,
241,
100,
55,
57,
35,
7,
2,
1,
0,
3,
39,
181,
752,
1812,
1036,
552,
438,
632,
578,
541,
561,
1048,
1817,
877,
249,
114,
106,
46,
22,
5,
18,
2,
2,
5,
41,
175,
762,
1796,
1000,
559,
435,
588,
608,
511,
536
] |
[
1009,
1734,
848,
261,
174,
81,
90,
28,
11,
4,
0,
4,
6,
35,
175,
712,
1780,
1042,
538,
426,
588,
532,
558,
623,
1026,
1847,
817,
277,
129,
90,
128,
41,
11,
10,
6,
8,
4,
32,
158,
637,
1638,
1044,
568,
490,
677,
698,
514,
647,
951,
1558,
733,
372,
168,
132,
159,
131,
36,
20,
5,
4,
2,
10,
18,
25,
71,
108,
173,
203,
199,
238,
193,
163,
169,
195,
151,
131,
63,
100,
67,
89,
42,
15,
15,
9,
15,
4,
11,
24,
49,
86,
114,
125,
187,
138,
139,
148
] |
[
"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: -70.96%",
"予測される変化率: [カラム_0] 予測される変化率: -85.33%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.25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: 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: -70.96%",
"Forecasted change rate: [column_0] Forecasted change rate: -85.33%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.25 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 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
| 512 | 96 |
[
151,
132,
117,
102,
39,
48,
24,
8,
8,
2,
3,
0,
3,
32,
124,
631,
1633,
1024,
507,
403,
612,
608,
472,
536,
993,
1803,
876,
248,
116,
70,
51,
20,
5,
4,
1,
4,
6,
52,
156,
723,
1821,
921,
506,
427,
717,
660,
537,
579,
1021,
1881,
900,
243,
156,
102,
71,
29,
11,
2,
1,
2,
6,
37,
188,
717,
1646,
1003,
572,
518,
668,
602,
527,
558,
986,
1810,
847,
318,
139,
107,
96,
61,
10,
11,
0,
1,
7,
51,
162,
685,
1831,
1078,
558,
463,
634,
643,
502,
582,
1004,
1732,
849,
347,
149,
118,
101,
63,
8,
14,
8,
4,
5,
39,
147,
705,
1747,
1043,
544,
467,
684,
668,
598,
603,
1018,
1605,
780,
408,
170,
183,
176,
139,
59,
13,
22,
10,
7,
9,
16,
55,
95,
112,
152,
214,
246,
274,
227,
231,
265,
152,
156,
128,
82,
83,
137,
105,
38,
29,
33,
28,
4,
10,
25,
30,
34,
142,
215,
211,
266,
181,
196,
224,
161,
143,
118,
62,
56,
77,
26,
12,
5,
6,
1,
0,
4,
36,
164,
680,
1784,
1079,
516,
387,
666,
665,
543,
618,
999,
1827,
864,
262,
123,
55,
61,
38,
4,
5,
2,
2,
4,
31,
159,
740,
1752,
1065,
502,
423,
690,
706,
536,
674,
1037,
1871,
871,
291,
148,
82,
58,
33,
4,
5,
1,
2,
10,
28,
182,
646,
1777,
1040,
476,
444,
600,
640,
585,
680,
966,
1679,
845,
299,
160,
89,
70,
20,
3,
0,
2,
1,
5,
34,
170,
678,
1730,
1176,
514,
457,
559,
573,
542,
558,
1032,
1861,
898,
317,
148,
83,
84,
41,
34,
21,
5,
7,
10,
26,
145,
716,
1717,
990,
503,
502,
673,
741,
531,
604,
990,
1620,
729,
352,
176,
135,
152,
91,
50,
19,
11,
7,
1,
8,
28,
52,
114,
136,
180,
190,
227,
272,
199,
237,
196,
213,
213,
169,
126,
92,
106,
84,
68,
19,
10,
6,
3,
6,
1,
20,
41,
58,
155,
130,
105,
147,
118,
162,
138,
153,
133,
64,
80,
77,
60,
15,
4,
3,
1,
1,
4,
30,
166,
730,
1754,
996,
560,
435,
578,
608,
493,
569,
955,
1818,
791,
223,
144,
65,
58,
45,
17,
3,
1,
2,
8,
36,
181,
787,
1921,
1035,
540,
481,
660,
686,
501,
634,
1024,
1812,
952,
268,
151,
137,
58,
27,
15,
3,
4,
3,
4,
34,
164,
717,
1788,
1033,
583,
426,
666,
690,
602,
664,
918,
1756,
839,
314,
171,
118,
91,
48,
12,
14,
4,
0,
8,
36,
152,
736,
1741,
1081,
591,
491,
675,
655,
560,
583,
1061,
1868,
867,
340,
208,
108,
89,
67,
28,
10,
12,
1,
5,
27,
173,
733,
1901,
1049,
548,
451,
697,
633,
526,
582,
983,
1504,
704,
321,
203,
134,
149,
84,
50,
25,
7,
5,
7,
19,
24,
29,
67,
93,
120,
155,
158,
211,
191,
163,
253,
178,
140,
143,
117,
76,
88,
84,
63,
20,
20,
19,
8,
5,
8,
20,
36,
91,
96,
123,
159,
143,
144,
179,
155,
148,
108,
61,
75,
61,
40,
22
] |
[
3,
8,
3,
0,
8,
42,
194,
740,
1741,
1016,
500,
409,
711,
686,
508,
600,
935,
1881,
798,
242,
157,
95,
47,
42,
8,
2,
1,
0,
2,
30,
173,
795,
1752,
1036,
468,
404,
573,
633,
522,
592,
972,
1854,
904,
309,
154,
103,
70,
33,
7,
0,
4,
4,
9,
36,
170,
754,
1722,
1111,
543,
503,
706,
674,
533,
572,
986,
1787,
903,
288,
192,
99,
54,
47,
6,
2,
3,
1,
9,
27,
180,
764,
1848,
1107,
514,
440,
666,
656,
501,
589,
1041,
1655,
803,
300,
191,
96,
102,
63
] |
[
"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: -85.43%",
"予測される変化率: [カラム_0] 予測される変化率: 2000.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.24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: 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: -85.43%",
"Forecasted change rate: [column_0] Forecasted change rate: 2000.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.24 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 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 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 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 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 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
18,
13,
7,
3,
3,
37,
163,
670,
1694,
1028,
493,
455,
525,
496,
528,
610,
1018,
1589,
721,
262,
168,
133,
119,
87,
20,
23,
5,
4,
1,
10,
14,
32,
67,
88,
111,
179,
206,
309,
164,
230,
219,
164,
179,
148,
116,
72,
92,
54,
61,
33,
35,
11,
7,
5,
12,
27,
36,
78,
116,
124,
214,
129,
125,
152,
131,
144,
112,
73,
65,
62,
24,
33,
13,
1,
3,
1,
2,
38,
157,
741,
1978,
1156,
540,
348,
511,
553,
443,
568,
881,
1811,
811,
220,
106,
57,
68,
27,
20,
7,
2,
0,
5,
30,
175,
759,
1889,
1005,
542,
508,
689,
740,
547,
532,
1055,
1882,
878,
290,
147,
115,
83,
45,
44,
5,
3,
3,
8,
37,
164,
744,
1768,
1058,
523,
427,
655,
669,
572,
606,
1052,
2054,
922,
257,
156,
119,
76,
45,
7,
12,
4,
0,
6,
46,
163,
783,
1628,
1066,
550,
465,
604,
667,
503,
613,
1004,
1789,
846,
329,
171,
90,
110,
39,
37,
6,
3,
3,
12,
37,
152,
707,
1675,
911,
533,
427,
643,
634,
477,
609,
1032,
1476,
782,
362,
187,
113,
135,
89,
49,
22,
15,
16,
2,
11,
18,
41,
64,
74,
129,
137,
169,
247,
167,
211,
298,
191,
167,
137,
88,
61,
93,
90,
47,
12,
9,
8,
8,
7,
5,
17,
28,
79,
89,
118,
145,
157,
135,
118,
101,
125,
128,
57,
49,
64,
34,
10,
4,
1,
2,
0,
4,
26,
167,
706,
1729,
1045,
432,
383,
545,
636,
484,
592,
1001,
1815,
844,
270,
118,
63,
64,
23,
6,
6,
0,
1,
13,
60,
159,
790,
1703,
1046,
508,
365,
613,
619,
465,
563,
1011,
1734,
888,
294,
128,
96,
44,
15,
14,
7,
2,
0,
9,
28,
143,
716,
1627,
939,
503,
423,
604,
552,
532,
609,
974,
1766,
874,
275,
169,
98,
73,
24,
18,
4,
2,
1,
5,
24,
174,
814,
1878,
995,
507,
440,
581,
684,
548,
562,
1006,
1802,
867,
361,
178,
97,
120,
62,
7,
4,
3,
2,
4,
33,
146,
670,
1545,
964,
529,
479,
631,
628,
525,
590,
944,
1460,
722,
285,
218,
143,
172,
89,
46,
39,
16,
7,
5,
3,
18,
24,
72,
92,
147,
163,
208,
203,
181,
183,
237,
177,
131,
162,
79,
83,
102,
88,
59,
24,
11,
4,
3,
6,
5,
19,
41,
76,
72,
84,
134,
73,
107,
135,
99,
104,
72,
42,
38,
79,
35,
10,
5,
2,
5,
1,
2,
27,
148,
723,
1691,
895,
390,
324,
571,
622,
471,
537,
924,
1839,
831,
245,
103,
57,
40,
21,
4,
2,
1,
0,
3,
30,
164,
733,
1731,
947,
484,
389,
565,
591,
445,
556,
981,
1965,
911,
263,
130,
85,
69,
39,
7,
1,
0,
1,
7,
39,
146,
719,
1775,
880,
496,
437,
591,
579,
497,
566,
986,
1708,
855,
265,
149,
116,
74,
40,
11,
0,
2,
4,
3,
45,
187,
697,
1781,
955,
507,
413,
587,
645,
483,
510,
1063,
1757,
813,
330,
148,
125,
116,
42,
15,
7,
1,
2,
9,
29,
156,
701
] |
[
1753,
951,
544,
434,
588,
645,
492,
529,
965,
1557,
749,
358,
177,
112,
174,
163,
69,
31,
10,
6,
3,
15,
17,
43,
88,
118,
146,
195,
212,
276,
215,
148,
183,
165,
188,
180,
99,
55,
111,
94,
33,
17,
35,
5,
7,
2,
10,
13,
35,
74,
93,
128,
155,
121,
134,
156,
92,
119,
96,
50,
41,
47,
17,
15,
7,
1,
1,
3,
11,
32,
151,
669,
1681,
949,
499,
346,
537,
574,
482,
531,
936,
1911,
815,
253,
102,
82,
45,
40,
15,
0,
3,
0,
3,
32,
168,
790
] |
[
"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: 3794.44%",
"予測される変化率: [カラム_0] 予測される変化率: -54.93%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.33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: 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: 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: 3794.44%",
"Forecasted change rate: [column_0] Forecasted change rate: -54.93%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.33 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"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 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] 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 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 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
1763,
1022,
463,
418,
546,
633,
464,
575,
1028,
1844,
909,
286,
173,
85,
61,
37,
11,
2,
1,
2,
8,
32,
165,
787,
1735,
941,
491,
404,
574,
599,
499,
580,
995,
1737,
836,
311,
144,
81,
60,
35,
15,
8,
3,
4,
1,
33,
157,
719,
1653,
1060,
487,
408,
528,
579,
521,
567,
941,
1792,
862,
295,
185,
98,
112,
44,
15,
4,
4,
2,
7,
32,
183,
696,
1712,
982,
509,
421,
577,
615,
427,
572,
982,
1682,
725,
301,
170,
121,
175,
123,
31,
21,
13,
2,
5,
9,
16,
35,
75,
134,
114,
188,
182,
218,
205,
203,
166,
203,
152,
157,
124,
130,
107,
81,
50,
21,
10,
11,
7,
4,
14,
21,
64,
104,
153,
158,
171,
166,
162,
148,
117,
117,
105,
56,
45,
41,
23,
16,
7,
4,
4,
0,
2,
33,
150,
710,
1767,
975,
489,
431,
606,
664,
451,
515,
985,
1847,
826,
233,
142,
67,
63,
19,
4,
0,
1,
0,
4,
27,
151,
772,
1799,
971,
536,
443,
654,
672,
534,
606,
1027,
1851,
856,
298,
167,
111,
64,
37,
10,
11,
1,
4,
5,
28,
156,
793,
1723,
940,
482,
516,
712,
754,
602,
592,
1003,
1729,
792,
275,
125,
102,
64,
25,
22,
0,
0,
3,
6,
34,
149,
781,
1748,
954,
502,
440,
618,
620,
530,
654,
1038,
1798,
827,
328,
129,
98,
138,
46,
15,
10,
7,
11,
3,
39,
145,
702,
1692,
951,
487,
508,
680,
693,
553,
577,
1004,
1511,
670,
325,
188,
161,
189,
97,
41,
24,
21,
6,
2,
11,
21,
58,
115,
136,
205,
210,
232,
221,
289,
270,
172,
173,
162,
170,
174,
134,
115,
115,
57,
31,
20,
14,
13,
3,
21,
20,
48,
88,
99,
123,
156,
121,
123,
192,
96,
153,
134,
70,
70,
73,
35,
17,
6,
6,
2,
2,
4,
26,
157,
694,
1699,
845,
476,
367,
483,
584,
421,
561,
946,
1821,
893,
279,
117,
60,
65,
36,
11,
7,
2,
2,
2,
30,
161,
791,
1718,
880,
540,
487,
627,
642,
540,
585,
982,
1698,
910,
322,
148,
95,
50,
29,
12,
3,
0,
2,
7,
22,
129,
739,
1704,
901,
556,
478,
665,
677,
596,
588,
962,
1719,
901,
314,
192,
105,
89,
31,
14,
2,
3,
8,
7,
24,
184,
679,
1631,
933,
605,
476,
658,
629,
536,
641,
987,
1456,
729,
329,
213,
111,
96,
65,
28,
52,
12,
11,
6,
11,
41,
128,
185,
322,
771,
1144,
1301,
537,
220,
206,
191,
232,
131,
170,
97,
54,
115,
52,
31,
14,
11,
3,
4,
11,
23,
48,
129,
177,
305,
284,
245,
193,
102,
142,
97,
174,
228,
182,
127,
84,
100,
75,
40,
22,
1,
19,
17,
14,
14,
48,
56,
94,
130,
166,
124,
176,
204,
165,
169,
145,
67,
82,
96,
49,
42,
17,
9,
4,
4,
10,
27,
134,
645,
1577,
935,
520,
417,
579,
630,
435,
588,
907,
1775,
823,
289,
142,
74,
71,
36,
3,
4,
2,
2,
4,
35,
155,
646,
1703,
993,
513,
487,
677,
696,
583,
548,
979
] |
[
1744,
858,
336,
159,
122,
74,
25,
9,
2,
0,
3,
9,
33,
123,
650,
1724,
970,
521,
475,
654,
732,
501,
627,
886,
1754,
923,
331,
171,
127,
78,
34,
15,
1,
1,
2,
2,
36,
131,
654,
1731,
1019,
538,
551,
683,
636,
496,
595,
1000,
1781,
842,
349,
178,
96,
66,
52,
8,
9,
4,
2,
5,
30,
141,
571,
1579,
923,
548,
433,
562,
654,
441,
520,
935,
1498,
728,
373,
188,
124,
146,
94,
29,
22,
10,
5,
6,
7,
27,
48,
85,
151,
153,
174,
288,
275,
263,
193,
226
] |
[
"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: -44.47%",
"予測される変化率: [カラム_0] 予測される変化率: -87.04%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.24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: -44.47%",
"Forecasted change rate: [column_0] Forecasted change rate: -87.04%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.24 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 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 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
| 512 | 96 |
[
282,
186,
187,
143,
76,
99,
112,
53,
18,
34,
16,
2,
9,
16,
20,
45,
87,
112,
146,
95,
97,
86,
112,
135,
146,
111,
59,
42,
73,
25,
23,
5,
3,
5,
3,
4,
33,
154,
696,
1698,
975,
503,
411,
593,
677,
454,
547,
927,
1875,
936,
277,
133,
81,
55,
28,
6,
4,
3,
1,
4,
34,
152,
768,
1724,
1029,
523,
470,
678,
771,
486,
603,
998,
1867,
896,
328,
159,
112,
65,
34,
5,
2,
2,
2,
6,
24,
136,
761,
1769,
998,
501,
438,
631,
610,
475,
592,
938,
1774,
837,
302,
125,
116,
51,
39,
8,
2,
1,
6,
4,
31,
153,
746,
1772,
973,
572,
474,
671,
671,
512,
566,
996,
1756,
779,
337,
216,
126,
94,
59,
24,
5,
7,
4,
2,
31,
140,
680,
1643,
1018,
487,
479,
609,
687,
574,
674,
973,
1493,
753,
373,
201,
140,
170,
115,
66,
37,
34,
16,
5,
14,
24,
48,
83,
128,
145,
158,
216,
224,
198,
189,
191,
212,
142,
144,
123,
89,
125,
71,
62,
30,
16,
11,
12,
10,
16,
53,
63,
84,
128,
155,
189,
151,
141,
145,
128,
156,
115,
65,
74,
87,
17,
17,
5,
4,
0,
0,
6,
38,
147,
724,
1876,
1055,
499,
380,
737,
804,
540,
566,
952,
1880,
904,
277,
122,
122,
65,
40,
6,
2,
2,
2,
3,
28,
147,
763,
1819,
953,
497,
441,
751,
807,
566,
654,
1067,
1914,
907,
312,
161,
120,
67,
50,
6,
4,
2,
3,
8,
37,
159,
654,
1281,
774,
394,
432,
634,
769,
652,
567,
955,
1877,
813,
307,
158,
166,
105,
55,
19,
10,
2,
8,
6,
34,
183,
770,
1805,
961,
471,
419,
569,
665,
576,
588,
967,
1787,
745,
319,
206,
121,
112,
63,
11,
11,
12,
0,
6,
41,
131,
722,
1766,
911,
491,
450,
591,
647,
536,
563,
958,
1514,
701,
314,
204,
144,
160,
168,
46,
20,
20,
23,
7,
14,
38,
57,
85,
140,
162,
209,
203,
182,
181,
243,
239,
237,
183,
151,
106,
77,
125,
71,
53,
19,
26,
16,
7,
7,
9,
18,
66,
84,
126,
176,
174,
121,
133,
171,
161,
181,
129,
78,
54,
84,
34,
13,
8,
4,
3,
1,
5,
28,
154,
694,
1682,
1028,
442,
427,
575,
702,
489,
566,
981,
1909,
912,
309,
160,
95,
75,
54,
11,
8,
6,
1,
9,
31,
152,
757,
1818,
1047,
601,
429,
656,
695,
468,
587,
1027,
1893,
823,
340,
154,
67,
54,
25,
14,
4,
2,
1,
3,
39,
163,
692,
1750,
1011,
511,
431,
632,
640,
520,
590,
1010,
1788,
898,
304,
183,
147,
87,
34,
19,
8,
12,
1,
6,
25,
176,
704,
1757,
1091,
737,
477,
638,
620,
532,
600,
1008,
1678,
810,
349,
175,
180,
123,
58,
13,
9,
7,
2,
10,
26,
175,
723,
1645,
1027,
575,
491,
639,
695,
621,
673,
955,
1522,
717,
314,
218,
202,
183,
124,
64,
37,
19,
10,
12,
2,
29,
52,
91,
174,
137,
180,
221,
199,
187,
176,
228,
177,
159,
198,
145,
111,
122,
84,
75
] |
[
26,
21,
6,
2,
7,
15,
23,
40,
99,
134,
160,
165,
138,
134,
135,
136,
130,
127,
37,
114,
84,
33,
23,
4,
4,
2,
0,
5,
35,
131,
695,
1658,
1019,
524,
399,
589,
503,
523,
565,
931,
1866,
874,
271,
126,
76,
57,
22,
13,
1,
1,
4,
4,
34,
160,
784,
1868,
1088,
519,
444,
635,
677,
781,
592,
1038,
1915,
897,
318,
178,
112,
67,
40,
16,
8,
3,
0,
9,
30,
159,
707,
1682,
1051,
518,
510,
649,
679,
531,
604,
967,
1873,
896,
300,
143,
120,
90,
37,
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: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -73.40%",
"予測される変化率: [カラム_0] 予測される変化率: -57.69%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.26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: 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: -73.40%",
"Forecasted change rate: [column_0] Forecasted change rate: -57.69%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.26 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 23",
"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 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 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 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
| 512 | 96 |
[
6,
2,
4,
6,
27,
179,
717,
1704,
991,
516,
479,
605,
636,
520,
600,
972,
1835,
858,
329,
184,
99,
117,
38,
14,
3,
9,
4,
10,
30,
137,
734,
1650,
968,
560,
419,
618,
672,
531,
604,
974,
1568,
682,
364,
180,
127,
171,
80,
32,
19,
9,
9,
9,
10,
14,
49,
75,
100,
114,
151,
145,
206,
144,
172,
206,
228,
135,
157,
140,
75,
132,
85,
36,
31,
20,
12,
13,
7,
11,
23,
50,
89,
90,
164,
126,
119,
123,
148,
139,
108,
113,
80,
101,
83,
24,
29,
10,
8,
2,
5,
7,
24,
86,
465,
1138,
651,
365,
319,
425,
442,
412,
411,
712,
1130,
468,
206,
110,
77,
97,
46,
26,
12,
8,
12,
10,
5,
12,
72,
132,
97,
92,
96,
106,
77,
73,
83,
126,
154,
89,
66,
77,
40,
23,
31,
14,
3,
4,
4,
5,
26,
143,
735,
1791,
1045,
525,
476,
698,
631,
532,
620,
934,
1823,
903,
398,
187,
99,
97,
39,
12,
20,
4,
3,
8,
33,
167,
749,
1776,
995,
527,
435,
588,
693,
554,
543,
962,
1810,
900,
380,
213,
146,
166,
111,
21,
22,
7,
3,
8,
28,
144,
732,
1641,
946,
577,
390,
647,
758,
529,
603,
1032,
1676,
753,
381,
211,
162,
159,
104,
38,
24,
33,
5,
4,
5,
34,
42,
107,
112,
157,
188,
209,
224,
195,
226,
174,
192,
191,
165,
150,
97,
155,
94,
58,
37,
32,
7,
1,
4,
12,
33,
44,
92,
107,
134,
178,
137,
116,
126,
106,
130,
129,
65,
68,
95,
33,
22,
8,
4,
6,
1,
6,
34,
166,
776,
1781,
954,
519,
424,
659,
728,
577,
567,
990,
1951,
922,
292,
123,
91,
75,
26,
8,
7,
7,
2,
5,
32,
167,
840,
1782,
934,
513,
538,
670,
698,
504,
611,
1033,
1929,
920,
319,
198,
155,
109,
37,
8,
12,
2,
1,
9,
23,
178,
816,
1876,
998,
518,
442,
703,
612,
507,
548,
1040,
1986,
816,
288,
169,
101,
92,
47,
20,
6,
4,
2,
10,
30,
173,
720,
1847,
997,
549,
469,
587,
578,
511,
619,
972,
1742,
900,
398,
202,
115,
134,
70,
34,
19,
7,
10,
9,
37,
169,
797,
1791,
970,
530,
500,
678,
767,
505,
627,
1073,
1712,
913,
572,
299,
370,
256,
128,
78,
24,
25,
17,
9,
7,
21,
53,
75,
118,
172,
201,
211,
239,
206,
186,
175,
274,
208,
205,
146,
161,
131,
111,
119,
31,
33,
24,
7,
7,
17,
32,
57,
75,
113,
154,
209,
139,
153,
130,
133,
135,
143,
62,
80,
76,
52,
36,
15,
2,
9,
2,
7,
35,
173,
733,
1796,
942,
477,
399,
667,
813,
566,
591,
1027,
1905,
834,
264,
190,
97,
69,
46,
7,
14,
1,
1,
5,
27,
162,
795,
1977,
1012,
578,
474,
710,
716,
533,
663,
1105,
1901,
880,
317,
200,
134,
90,
42,
17,
9,
6,
7,
5,
38,
183,
798,
1953,
946,
556,
462,
712,
773,
532,
530,
1009,
1836,
880,
276,
170,
126,
116,
54,
24,
13,
11,
9,
5,
27,
181,
858,
1830
] |
[
984,
539,
498,
694,
639,
606,
575,
1009,
1798,
818,
364,
170,
122,
121,
60,
31,
5,
7,
3,
12,
45,
175,
787,
1755,
976,
534,
419,
625,
588,
559,
646,
1035,
1490,
667,
347,
181,
153,
188,
99,
70,
27,
16,
16,
5,
9,
20,
59,
95,
106,
158,
156,
221,
194,
162,
178,
236,
222,
195,
186,
141,
120,
78,
51,
70,
39,
20,
7,
9,
1,
14,
35,
49,
74,
87,
152,
145,
110,
106,
124,
170,
130,
139,
61,
88,
69,
28,
19,
3,
7,
3,
1,
9,
29,
168,
742,
1788
] |
[
"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: 30400.00%",
"予測される変化率: [カラム_0] 予測される変化率: 81.71%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.32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: 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: downward",
"Historical change rate: [column_0] Historical change rate: 30400.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 81.71%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.32 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 35",
"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 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 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 30.",
"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 |
[
982,
490,
440,
605,
661,
528,
636,
1034,
1982,
847,
312,
155,
94,
81,
31,
12,
6,
6,
3,
5,
36,
156,
769,
1848,
1034,
577,
506,
776,
812,
578,
618,
1119,
1950,
929,
305,
187,
115,
89,
55,
12,
7,
5,
2,
3,
36,
170,
776,
1903,
1047,
482,
498,
658,
685,
583,
570,
981,
1901,
891,
310,
159,
133,
105,
62,
20,
3,
4,
2,
4,
32,
176,
799,
1928,
1037,
500,
454,
602,
620,
504,
597,
988,
1817,
799,
330,
167,
197,
149,
107,
42,
16,
6,
4,
15,
32,
133,
603,
1477,
858,
525,
411,
533,
558,
653,
716,
836,
886,
421,
238,
126,
119,
114,
136,
59,
53,
33,
10,
6,
12,
32,
37,
87,
111,
116,
178,
141,
181,
201,
116,
176,
266,
251,
150,
134,
88,
93,
68,
61,
21,
14,
20,
4,
4,
13,
23,
51,
101,
121,
173,
183,
146,
144,
198,
127,
137,
119,
67,
73,
41,
38,
41,
11,
4,
1,
0,
8,
40,
112,
607,
1396,
945,
551,
490,
627,
575,
483,
541,
924,
1696,
837,
288,
172,
79,
67,
28,
4,
2,
5,
0,
14,
45,
137,
608,
1597,
943,
517,
516,
679,
767,
561,
581,
926,
1756,
893,
314,
166,
132,
67,
69,
36,
4,
10,
2,
5,
38,
162,
804,
1879,
1053,
659,
698,
751,
740,
581,
606,
1069,
1808,
942,
299,
189,
148,
96,
79,
38,
5,
9,
1,
10,
39,
176,
787,
1927,
1053,
527,
516,
734,
692,
599,
570,
1065,
1872,
858,
353,
212,
123,
131,
71,
37
] |
[
4,
12,
8,
13,
33,
149,
758,
1803,
1040,
603,
583,
697,
621,
588,
691,
1005,
1365,
784,
369,
204,
160,
216,
238,
132,
70,
29,
14,
14,
8,
24,
40,
95,
142,
187,
182,
218,
243,
201,
197,
178,
145,
188,
188,
143,
109,
125,
111,
81,
55,
42,
16,
6,
8,
16,
25,
70,
92,
121,
174,
159,
138,
158,
131,
194,
143,
135,
84,
68,
103,
35,
26,
11,
7,
3,
1,
7,
38,
145,
732,
1502,
940,
545,
429,
648,
711,
629,
700,
988,
1901,
857,
295,
181,
108,
82,
27,
8
] |
[
"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: -96.23%",
"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1.21倍)",
"トレンド: [カラム_0] トレンドの継続: 下降傾向の傾向が続く",
"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: -96.23%",
"Forecasted change rate: [column_0] Forecasted change rate: 100.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.21 times the mean)",
"Trend: [column_0] Trend continuation: downward trend continues",
"Turning points: [column_0] Turning points in forecast period: 31",
"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 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 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 30.",
"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 |
[
7,
6,
2,
7,
37,
173,
746,
1912,
1039,
646,
460,
665,
748,
548,
646,
1071,
1787,
867,
323,
215,
136,
81,
65,
10,
4,
1,
6,
5,
45,
194,
804,
1765,
1065,
507,
530,
665,
566,
491,
600,
1025,
1597,
826,
299,
204,
161,
111,
51,
24,
10,
9,
1,
7,
38,
164,
755,
1739,
1091,
577,
483,
605,
652,
576,
698,
1096,
1577,
850,
400,
203,
185,
138,
119,
39,
44,
14,
6,
8,
33,
146,
760,
1771,
1037,
668,
505,
685,
623,
517,
708,
950,
1166,
568,
335,
203,
163,
233,
196,
156,
67,
25,
9,
10,
11,
14,
36,
77,
102,
163,
187,
162,
218,
190,
196,
193,
175,
165,
180,
85,
109,
179,
102,
57,
25,
18,
19,
3,
5,
8,
21,
41,
79,
146,
187,
203,
124,
116,
146,
160,
127,
101,
69,
43,
65,
48,
33,
19,
10,
6,
3,
6,
26,
145,
719,
1674,
935,
521,
505,
694,
619,
578,
639,
1055,
1751,
779,
283,
177,
111,
92,
57,
17,
14,
12,
0,
6,
35,
171,
746,
1505,
975,
638,
546,
665,
642,
515,
616,
1086,
1677,
800,
328,
176,
130,
89,
43,
13,
10,
3,
0,
3,
34,
180,
702,
1695,
1017,
596,
575,
666,
645,
588,
621,
1042,
1584,
746,
316,
179,
123,
109,
48,
19,
20,
5,
8,
6,
30,
147,
736,
1448,
1103,
623,
479,
753,
654,
622,
673,
1062,
1711,
880,
417,
196,
138,
143,
94,
32,
24,
18,
9,
8,
34,
110,
642,
1473,
920,
577,
471,
715,
775,
747,
778,
716,
494,
307,
206,
145,
116,
117,
74,
51,
27,
10,
5,
11,
4,
22,
32,
80,
121,
130,
192,
165,
191,
150,
154,
156,
122,
119,
107,
74,
72,
98,
58,
21,
22,
8,
14,
2,
5,
1,
20,
29,
81,
87,
130,
142,
141,
113,
167,
133,
95,
88,
87,
52,
49,
47,
27,
19,
0,
3,
4,
6,
3,
5,
11,
45,
90,
81,
119,
62,
88,
89,
63,
70,
57,
64,
51,
50,
64,
27,
23,
22,
5,
0,
1,
8,
2,
12,
23,
93,
180,
114,
121,
127,
147,
73,
122,
131,
138,
188,
104,
77,
99,
58,
40,
17,
10,
1,
2,
8,
18,
43,
193,
447,
339,
257,
235,
293,
257,
232,
229,
350,
395,
262,
156,
103,
86,
78,
29,
18,
1,
7,
1,
3,
19,
60,
184,
421,
374,
295,
195,
353,
277,
236,
303,
358,
382,
269,
120,
89,
98,
99,
34,
26,
30,
14,
5,
7,
16,
43,
171,
397,
339,
288,
213,
252,
321,
310,
262,
350,
260,
184,
160,
84,
74,
78,
61,
30,
14,
5,
8,
5,
11,
9,
29,
59,
89,
130,
119,
176,
174,
166,
182,
156,
173,
152,
129,
118,
99,
110,
43,
36,
11,
9,
5,
8,
5,
17,
22,
31,
70,
117,
138,
168,
104,
159,
170,
137,
138,
127,
143,
233,
193,
347,
225,
326,
118,
64,
44,
9,
6,
14,
15,
20,
57,
75,
88,
105,
109,
110,
104,
83,
118,
90,
58,
53,
76,
36,
13,
4,
12,
1,
1,
11,
18,
69,
268,
637
] |
[
435,
264,
256,
355,
438,
307,
329,
505,
770,
295,
126,
79,
58,
62,
34,
8,
6,
6,
2,
6,
18,
75,
298,
666,
419,
309,
318,
435,
449,
272,
327,
579,
875,
328,
130,
111,
97,
68,
37,
11,
3,
1,
0,
9,
21,
87,
292,
730,
545,
319,
258,
461,
474,
301,
388,
585,
799,
342,
141,
138,
108,
73,
56,
20,
13,
4,
3,
6,
12,
83,
297,
709,
446,
323,
285,
401,
505,
413,
360,
603,
740,
291,
162,
153,
117,
111,
49,
32,
21,
22,
9,
5,
8,
21,
32,
51
] |
[
"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: 9000.00%",
"予測される変化率: [カラム_0] 予測される変化率: -88.28%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.35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: 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: 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: 9000.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -88.28%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.35 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"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 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 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 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 30.",
"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 |
[
71,
117,
89,
98,
162,
91,
90,
116,
126,
93,
104,
81,
98,
134,
49,
42,
18,
21,
11,
7,
11,
13,
10,
39,
77,
97,
130,
162,
75,
98,
139,
99,
152,
102,
69,
79,
75,
32,
29,
9,
1,
4,
0,
4,
24,
110,
514,
1205,
659,
386,
321,
537,
564,
377,
430,
763,
1511,
532,
175,
108,
75,
59,
41,
7,
6,
3,
1,
7,
19,
81,
454,
1219,
743,
423,
393,
578,
612,
391,
468,
792,
1573,
630,
164,
147,
98,
64,
28,
8,
8,
4,
4,
3,
26,
124,
578,
1407,
813,
464,
432,
645,
624,
423,
523,
908,
1608,
697,
204,
139,
108,
74,
39,
15,
9,
1,
0,
7,
31,
126,
607,
1462,
840,
424,
415,
532,
612,
436,
477,
879,
1583,
652,
276,
154,
117,
97,
53,
10,
8,
8,
5,
6,
27,
116,
568,
1435,
862,
430,
351,
534,
482,
453,
486,
954,
1365,
560,
256,
136,
111,
159,
111,
44,
13,
15,
9,
5,
8,
26,
34,
57,
98,
130,
154,
138,
217,
130,
143,
181,
151,
149,
122,
88,
68,
102,
72,
27,
23,
14,
6,
5,
6,
11,
29,
33,
82,
102,
168,
217,
139,
161,
180,
127,
143,
122,
87,
68,
90,
96,
46,
19,
6,
5,
10,
12,
32,
118,
635,
1662,
845,
477,
394,
585,
647,
471,
595,
928,
1779,
739,
234,
120,
95,
77,
64,
7,
0,
5,
3,
8,
31,
134,
712,
1637,
882,
535,
433,
652,
729,
516,
515,
953,
1790,
823,
248,
151,
139,
98,
66,
10,
2,
3,
1,
3,
35,
159,
697,
1674,
952,
460,
498,
710,
669,
505,
532,
953,
1773,
796,
261,
159,
141,
84,
53,
25,
14,
8,
5,
8,
39,
149,
719,
1653,
987,
526,
453,
624,
628,
389,
557,
974,
1753,
803,
338,
162,
105,
105,
46,
37,
14,
8,
4,
8,
28,
139,
664,
1672,
910,
486,
400,
550,
514,
379,
495,
912,
1313,
567,
258,
166,
153,
131,
116,
60,
17,
10,
5,
3,
13,
12,
40,
86,
99,
124,
166,
157,
181,
105,
126,
168,
184,
139,
134,
113,
91,
136,
112,
70,
34,
23,
19,
7,
6,
20,
15,
32,
92,
88,
114,
123,
102,
75,
159,
137,
145,
108,
65,
81,
86,
46,
21,
35,
13,
5,
3,
12,
41,
141,
688,
1731,
869,
458,
467,
603,
702,
472,
548,
934,
1755,
727,
281,
176,
98,
76,
53,
13,
12,
5,
2,
13,
37,
167,
746,
1789,
929,
530,
495,
614,
764,
531,
599,
1039,
1800,
850,
269,
153,
117,
61,
67,
33,
9,
6,
5,
6,
38,
135,
700,
1806,
897,
526,
470,
646,
648,
495,
520,
1010,
1776,
801,
289,
140,
106,
149,
56,
29,
6,
4,
3,
5,
38,
139,
711,
1596,
981,
556,
461,
694,
611,
520,
537,
1004,
1532,
630,
341,
148,
131,
201,
98,
50,
31,
17,
10,
9,
3,
16,
25,
71,
132,
215,
271,
349,
325,
290,
196,
127,
135,
137,
86,
83,
79,
106,
46,
43,
9,
3,
10,
3,
8,
20,
41,
58,
106,
96,
147,
203,
211,
173,
182,
171
] |
[
151,
149,
139,
124,
91,
128,
114,
65,
21,
27,
25,
10,
6,
6,
21,
40,
67,
91,
118,
167,
109,
92,
113,
88,
117,
99,
53,
78,
61,
39,
39,
12,
7,
12,
5,
10,
33,
150,
740,
1719,
808,
448,
431,
497,
569,
391,
540,
969,
1863,
767,
193,
111,
68,
50,
26,
2,
3,
7,
1,
7,
38,
158,
793,
1838,
906,
498,
454,
585,
654,
493,
494,
965,
1816,
915,
308,
134,
117,
73,
75,
34,
9,
4,
4,
4,
34,
139,
696,
1656,
1038,
541,
413,
530,
676,
457,
586,
1006
] |
[
"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: 140.85%",
"予測される変化率: [カラム_0] 予測される変化率: 566.23%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.31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: 140.85%",
"Forecasted change rate: [column_0] Forecasted change rate: 566.23%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.31 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 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 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 |
[
1809,
973,
300,
152,
114,
88,
52,
3,
5,
3,
0,
10,
39,
158,
685,
1692,
1034,
537,
481,
647,
729,
559,
535,
904,
1792,
885,
379,
188,
118,
136,
46,
14,
7,
4,
3,
3,
26,
145,
726,
1659,
955,
504,
410,
586,
647,
557,
556,
987,
1538,
696,
333,
189,
135,
182,
133,
87,
22,
11,
9,
8,
7,
19,
48,
78,
110,
113,
122,
144,
229,
191,
187,
237,
175,
172,
138,
75,
106,
119,
87,
65,
31,
28,
19,
6,
7,
16,
21,
45,
61,
102,
146,
137,
138,
171,
170,
140,
171,
107,
55,
82,
63,
40,
16,
15,
6,
6,
8,
7,
47,
146,
749,
1804,
1036,
606,
445,
695,
677,
488,
582,
993,
1927,
873,
266,
142,
97,
61,
44,
15,
3,
5,
2,
3,
32,
155,
767,
1800,
1009,
554,
530,
702,
709,
529,
586,
1022,
1811,
788,
308,
154,
124,
86,
40,
12,
10,
2,
1,
5,
40,
141,
728,
1752,
974,
492,
454,
607,
680,
482,
540,
984,
1812,
835,
278,
230,
104,
95,
54,
17,
6,
4,
4,
3,
48,
176,
773,
1689,
1117,
542,
447,
606,
658,
521,
567,
1005,
1870,
828,
297,
168,
82,
98,
64,
10,
19,
5,
4,
6,
26,
162,
636,
1600,
953,
513,
427,
575,
637,
563,
561,
976,
1527,
686,
305,
198,
178,
167,
125,
54,
34,
14,
21,
12,
5,
17,
42,
60,
102,
163,
194,
165,
175,
180,
164,
179,
205,
186,
144,
102,
103,
150,
138,
47,
61,
13,
22,
14,
9,
10,
29,
44,
68,
91,
128,
149,
146,
141,
99,
111,
122,
98,
67,
59,
51,
42,
23,
8,
6,
8,
5,
6,
44,
134,
777,
1872,
1036,
558,
479,
807,
744,
611,
624,
1107,
1930,
902,
277,
158,
95,
70,
38,
12,
2,
2,
2,
10,
40,
149,
770,
1882,
1066,
616,
570,
866,
854,
605,
704,
1098,
1955,
1001,
363,
187,
134,
84,
66,
26,
6,
5,
3,
6,
33,
166,
821,
1791,
1103,
672,
557,
872,
880,
690,
665,
1178,
1975,
870,
291,
200,
100,
128,
51,
24,
9,
7,
2,
10,
32,
193,
851,
1772,
1097,
639,
539,
736,
768,
609,
639,
1119,
1804,
797,
296,
178,
105,
99,
59,
34,
15,
11,
4,
7,
24,
118,
555,
1464,
1042,
728,
396,
615,
726,
585,
569,
970,
1510,
659,
257,
189,
134,
141,
82,
46,
15,
19,
10,
4,
18,
25,
44,
79,
108,
164,
194,
179,
188,
180,
174,
165,
223,
255,
190,
241,
375,
686,
512,
323,
339,
193,
118,
76,
51,
56,
67,
65,
93,
101,
140,
140,
167,
149,
163,
135,
116,
110,
85,
72,
63,
45,
16,
17,
5,
5,
3,
6,
30,
154,
791,
1702,
1034,
453,
438,
686,
703,
514,
599,
1074,
2002,
847,
283,
163,
97,
58,
26,
7,
3,
7,
2,
3,
42,
188,
799,
1867,
1078,
631,
482,
763,
779,
613,
646,
1088,
1968,
851,
259,
159,
128,
116,
76,
26,
15,
7,
8,
6,
50,
174,
762,
1849,
1020,
602,
432,
676,
745,
537,
591,
994,
1877,
809,
288,
164,
108,
76,
55,
11
] |
[
10,
10,
2,
6,
34,
192,
782,
1736,
1009,
558,
529,
760,
773,
579,
604,
1045,
1842,
799,
326,
249,
107,
103,
38,
23,
13,
12,
2,
10,
32,
151,
735,
1710,
940,
569,
421,
572,
653,
560,
586,
1031,
1490,
721,
257,
188,
158,
154,
108,
61,
22,
12,
14,
11,
13,
29,
38,
90,
132,
137,
190,
182,
209,
176,
169,
207,
193,
140,
110,
105,
71,
91,
83,
40,
34,
7,
30,
4,
7,
9,
22,
39,
81,
131,
115,
131,
151,
151,
119,
99,
111,
96,
65,
76,
35,
27,
20,
9
] |
[
"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: -99.39%",
"予測される変化率: [カラム_0] 予測される変化率: -10.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.26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: 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: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -99.39%",
"Forecasted change rate: [column_0] Forecasted change rate: -10.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.26 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"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
| 128 | 96 |
[
7,
7,
0,
8,
32,
163,
751,
1753,
1017,
538,
500,
650,
768,
556,
590,
982,
1912,
904,
305,
183,
103,
68,
52,
18,
3,
3,
0,
5,
34,
181,
825,
1754,
1139,
579,
448,
785,
697,
561,
610,
1091,
1833,
857,
326,
190,
105,
73,
43,
15,
6,
8,
3,
5,
35,
164,
763,
1754,
1025,
564,
492,
692,
697,
634,
609,
965,
1798,
862,
295,
152,
111,
79,
62,
22,
1,
4,
3,
3,
35,
171,
778,
1661,
1190,
554,
498,
687,
617,
551,
567,
1014,
1852,
856,
309,
177,
112,
115,
64,
21,
15,
8,
5,
5,
32,
172,
681,
1733,
943,
557,
489,
631,
772,
566,
581,
1018,
1562,
743,
329,
249,
174,
127,
150,
50,
27,
17,
17,
20,
15,
31,
31,
76
] |
[
130,
142,
185,
154,
191,
180,
197,
163,
162,
144,
114,
94,
63,
87,
82,
49,
18,
13,
12,
9,
8,
19,
23,
40,
67,
104,
125,
162,
141,
216,
172,
105,
145,
88,
57,
73,
34,
27,
22,
7,
0,
4,
1,
5,
23,
158,
626,
1464,
849,
459,
392,
571,
532,
502,
536,
911,
1743,
753,
283,
133,
67,
54,
35,
5,
6,
7,
0,
3,
38,
151,
679,
1554,
860,
510,
428,
582,
698,
502,
516,
973,
1803,
837,
318,
169,
104,
68,
38,
8,
8,
4,
0,
7,
28,
140,
671,
1240
] |
[
"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: 985.71%",
"予測される変化率: [カラム_0] 予測される変化率: 853.85%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.22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: 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: 985.71%",
"Forecasted change rate: [column_0] Forecasted change rate: 853.85%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.22 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 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 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 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 44 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 30.",
"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 44."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
1004,
558,
478,
719,
669,
545,
586,
915,
1681,
859,
310,
180,
116,
100,
40,
28,
8,
7,
5,
17,
36,
176,
777,
1704,
876,
750,
692,
793,
820,
611,
616,
1042,
1766,
835,
359,
204,
144,
112,
77,
15,
13,
4,
1,
6,
35,
141,
698,
1650,
990,
632,
480,
771,
662,
575,
603,
921,
1456,
706,
343,
240,
140,
159,
161,
50,
22,
17,
10,
3,
6,
12,
21,
84,
76,
108,
171,
154,
200,
164,
195,
163,
188,
175,
161,
165,
76,
108,
149,
66,
72,
33,
2,
8,
7,
7,
27,
54,
109,
133,
127,
121,
123,
174,
162,
141,
128,
151,
92,
94,
69,
61,
85,
24,
16,
4,
3,
4,
6,
23,
48,
115,
114,
96,
144,
164,
140,
159,
180,
158,
144,
121,
82,
87,
31,
25,
24,
9,
1,
6,
3,
5,
40,
151,
694,
1630,
982,
524,
451,
631,
630,
508,
548,
1033,
1889,
883,
325,
176,
118,
102,
25,
11,
4,
5,
2,
5,
43,
186,
814,
1657,
1070,
595,
475,
721,
691,
543,
571,
966,
1725,
862,
287,
164,
112,
86,
38,
18,
5,
6,
2,
7,
33,
188,
761,
1752,
1034,
585,
563,
679,
716,
660,
624,
998,
1733,
794,
404,
161,
96,
234,
66,
18,
20,
10,
1,
7,
35,
127,
748,
1681,
1019,
568,
471,
784,
811,
533,
647,
1019,
1596,
766,
310,
204,
187,
114,
110,
50,
37,
13,
9,
7,
9,
31,
47,
97,
137,
174,
178,
178,
196,
208,
175,
186,
172,
173,
116,
99,
80,
98,
76,
54,
58,
27,
24,
6,
11,
14,
33,
42,
97,
119,
130,
150,
127,
167,
132,
138,
144,
114,
95,
75,
77,
30,
30,
13,
5,
5,
7,
11,
51,
149,
756,
1735,
1042,
488,
473,
731,
714,
518,
639,
1054,
1841,
929,
277,
154,
95,
79,
35,
7,
11,
9,
0,
8,
43,
171,
678,
1674,
1089,
527,
453,
604,
649,
588,
665,
1042,
1844,
885,
317,
130,
124,
65,
58,
13,
3,
4,
4,
4,
33,
169,
749,
1792,
1023,
561,
493,
751,
858,
615,
580,
1065,
1777,
790,
342,
183,
95,
103,
64,
13,
13,
3,
5,
7,
30,
169,
765,
1644,
1054,
542,
490,
812,
732,
629,
623,
1114,
1845,
872,
370,
177,
117,
236,
106,
23,
10,
17,
7,
6,
46,
176,
726,
1672,
1068,
604,
500,
664,
663,
591,
611,
1007,
1417,
663,
317,
209,
159,
151,
139,
41,
28,
16,
17,
5,
19,
22,
51,
94,
156,
178,
180,
166,
191,
186,
191,
216,
215,
190,
164,
111,
104,
138,
73,
64,
33,
26,
16,
3,
5,
18,
19,
50,
98,
138,
156,
171,
198,
143,
111,
135,
115,
126,
88,
54,
34,
31,
20,
8,
7,
6,
1,
7,
29,
149,
731,
1730,
979,
507,
452,
626,
631,
468,
525,
1005,
1846,
799,
290,
162,
90,
80,
33,
8,
2,
5,
0,
4,
31,
152,
723,
1712,
915,
588,
498,
751,
728,
554,
597,
1057,
1694,
908,
317,
161,
131,
77,
39,
27,
4,
5,
11,
10,
32,
154,
803,
1640,
1014,
535,
550,
826,
759,
619,
618,
1014
] |
[
1728,
761,
314,
200,
107,
112,
41,
13,
7,
7,
2,
4,
23,
161,
702,
1759,
939,
618,
472,
670,
749,
632,
765,
1134,
1585,
702,
339,
155,
149,
124,
87,
31,
29,
22,
1,
9,
10,
25,
17,
33,
53,
99,
174,
129,
167,
154,
161,
150,
145,
160,
141,
145,
126,
78,
65,
18,
10,
6,
4,
3,
6,
10,
21,
52,
94,
115,
177,
161,
172,
248,
233,
180,
256,
178,
156,
153,
74,
109,
67,
47,
13,
22,
4,
6,
6,
11,
22,
60,
113,
132,
146,
161,
119,
145,
118,
91
] |
[
"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: 1.00%",
"予測される変化率: [カラム_0] 予測される変化率: -94.73%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.28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: 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: 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: 1.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -94.73%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.28 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"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 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] 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 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."
]
}
|
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.