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
| 128 | 96 |
[
317,
595,
586,
404,
178,
110,
125,
46,
45,
12,
1,
6,
3,
3,
15,
73,
325,
580,
469,
328,
245,
545,
575,
287,
269,
489,
505,
407,
219,
164,
142,
93,
45,
63,
88,
12,
3,
4,
10,
16,
34,
56,
97,
99,
90,
74,
93,
88,
80,
91,
94,
120,
98,
132,
75,
107,
54,
114,
20,
15,
12,
5,
10,
14,
39,
59,
59,
87,
75,
69,
78,
54,
40,
74,
48,
74,
86,
72,
38,
35,
24,
16,
9,
2,
0,
3,
18,
89,
346,
645,
445,
250,
259,
502,
455,
306,
304,
551,
793,
419,
199,
101,
90,
40,
25,
9,
2,
2,
2,
4,
15,
95,
357,
700,
523,
288,
262,
473,
448,
287,
371,
647,
752,
415,
180,
99,
62,
90
] |
[
17,
6,
4,
0,
3,
2,
23,
86,
401,
702,
458,
301,
281,
485,
380,
192,
251,
523,
593,
248,
151,
125,
89,
52,
22,
9,
1,
4,
10,
2,
19,
84,
382,
701,
508,
369,
281,
535,
468,
288,
309,
417,
613,
388,
215,
121,
91,
64,
35,
25,
6,
2,
3,
1,
19,
101,
349,
643,
422,
260,
238,
667,
533,
276,
262,
391,
424,
342,
207,
145,
139,
90,
72,
21,
15,
13,
8,
0,
14,
17,
39,
48,
52,
68,
82,
78,
79,
77,
78,
82,
160,
174,
168,
98,
81,
346
] |
[
"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: -71.61%",
"予測される変化率: [カラム_0] 予測される変化率: 1935.29%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.06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: -71.61%",
"Forecasted change rate: [column_0] Forecasted change rate: 1935.29%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.06 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 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 28 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 60 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"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 62 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 strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 60.",
"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 62."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
112,
49,
11,
23,
14,
8,
6,
9,
30,
60,
69,
82,
71,
84,
33,
52,
73,
94,
63,
58,
73,
63,
38,
46,
21,
16,
3,
1,
0,
3,
18,
138,
316,
627,
547,
255,
252,
533,
466,
342,
304,
572,
580,
418,
184,
108,
104,
40,
14,
6,
8,
2,
0,
1,
23,
113,
396,
703,
504,
263,
256,
424,
390,
293,
277,
680,
839,
329,
134,
92,
94,
50,
17,
13,
4,
4,
2,
2,
27,
91,
362,
664,
446,
234,
247,
444,
423,
275,
275,
550,
575,
327,
200,
137,
88,
55,
72,
10,
13,
1,
2,
1,
23,
117,
344,
646,
539,
282,
325,
557,
474,
334,
333,
610,
632,
307,
212,
151,
120,
63,
36,
20,
5,
9,
1,
3,
26,
103,
317,
608,
433,
225,
243,
613,
475,
261,
337,
642,
829,
449,
304,
185,
121,
326,
690,
52,
18,
16,
18,
22,
18,
30,
43,
67,
95,
64,
104,
84,
135,
64,
85,
52,
72,
98,
85,
80,
111,
65,
37,
33,
15,
8,
19,
8,
6,
14,
25,
33,
39,
87,
53,
61,
74,
67,
51,
87,
66,
57,
62,
61,
45,
37,
17,
11,
11,
2,
4,
5,
26,
79,
368,
598,
501,
246,
247,
408,
423,
258,
291,
573,
754,
301,
130,
128,
48,
60,
17,
4,
2,
9,
0,
4,
26,
100,
348,
662,
507,
326,
258,
527,
486,
330,
354,
671,
830,
309,
143,
109,
84,
47,
24,
10,
3,
2,
0,
6,
18,
80,
382,
632,
509,
278,
239,
494,
507,
231,
267,
441,
497,
262,
155,
134,
85,
50,
34,
7,
3,
2,
7,
1,
29,
93,
345,
647,
486,
337,
288,
570,
477,
300,
582,
667,
857,
416,
185,
132,
117,
76,
37,
17,
15,
0,
3,
2,
22,
89,
336,
651,
456,
267,
292,
619,
553,
298,
262,
511,
591,
286,
147,
146,
98,
83,
51,
12,
10,
6,
4,
6,
9,
14,
58,
59,
53,
75,
61,
69,
77,
57,
40,
77,
86,
91,
73,
73,
70,
58,
64,
107,
23,
20,
17,
8,
2,
5,
37,
29,
67,
74,
75,
76,
72,
85,
49,
90,
88,
49,
50,
63,
60,
66,
21,
14,
7,
1,
0,
2,
29,
66,
269,
413,
277,
208,
220,
297,
266,
147,
148,
348,
317,
265,
162,
108,
99,
87,
39,
12,
15,
13,
64,
3,
7,
11,
78,
73,
58,
31,
34,
58,
63,
68,
67,
101,
96,
86,
75,
75,
33,
39,
17,
7,
8,
10,
6,
0,
18,
76,
349,
626,
416,
242,
226,
417,
386,
237,
291,
505,
718,
393,
175,
91,
66,
35,
22,
10,
6,
0,
2,
1,
20,
90,
361,
669,
451,
325,
274,
478,
392,
270,
233,
420,
588,
339,
165,
128,
82,
43,
22,
11,
12,
3,
3,
2,
16,
85,
334,
585,
444,
262,
289,
533,
449,
218,
235,
563,
513,
306,
176,
117,
105,
67,
73,
35,
17,
4,
6,
10,
19,
9,
40,
46,
87,
86,
106,
100,
107,
123,
146,
286,
231,
173,
108,
65,
87,
298,
979,
90,
34,
17,
43,
13,
8,
6
] |
[
13,
31,
57,
123,
77,
63,
38,
73,
37,
62,
77,
61,
62,
60,
54,
43,
23,
21,
8,
4,
0,
2,
20,
87,
349,
645,
470,
222,
245,
424,
400,
185,
300,
588,
687,
267,
120,
122,
64,
33,
25,
7,
8,
5,
4,
6,
22,
95,
330,
604,
452,
273,
233,
422,
325,
228,
339,
607,
862,
377,
114,
97,
74,
41,
13,
4,
2,
1,
4,
1,
17,
101,
347,
669,
512,
282,
345,
414,
377,
241,
234,
420,
651,
392,
155,
110,
85,
45,
20,
10,
9,
1,
3,
3,
20,
94
] |
[
"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: -94.64%",
"予測される変化率: [カラム_0] 予測される変化率: 623.08%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.14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: -94.64%",
"Forecasted change rate: [column_0] Forecasted change rate: 623.08%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.14 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 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 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 |
[
367,
648,
525,
296,
334,
463,
409,
302,
316,
636,
795,
387,
178,
117,
75,
45,
26,
5,
3,
1,
4,
1,
20,
88,
328,
590,
482,
289,
278,
561,
576,
310,
439,
677,
770,
371,
169,
107,
126,
121,
51,
17,
15,
8,
9,
2,
10,
20,
45,
90,
129,
103,
90,
74,
134,
97,
112,
203,
230,
142,
111,
73,
86,
117,
78,
21,
20,
13,
10,
5,
3,
17,
34,
51,
103,
68,
83,
116,
107,
97,
54,
94,
156,
107,
74,
52,
46,
77,
40,
19,
5,
11,
1,
5,
22,
91,
365,
677,
463,
311,
265,
482,
405,
262,
352,
597,
911,
402,
134,
65,
54,
40,
18,
4,
6,
2,
2,
2,
21,
96,
399,
636,
435,
195,
187,
359,
334,
294,
269,
259,
763,
423,
184,
134,
79,
54,
17,
1,
4,
2,
3,
4,
27,
80,
385,
638,
430,
341,
258,
472,
373,
280,
314,
596,
763,
458,
147,
88,
55,
44,
14,
6,
5,
4,
2,
3,
31,
103,
415,
703,
488,
269,
275,
452,
433,
352,
390,
659,
845,
413,
146,
102,
78,
96,
64,
27,
6,
3,
2,
3,
25,
75,
338,
586,
485,
291,
225,
505,
386,
219,
250,
532,
665,
299,
174,
97,
103,
84,
68,
25,
20,
6,
13,
1,
12,
17,
29,
52,
78,
110,
101,
105,
94,
76,
69,
71,
94,
133,
66,
94,
99,
130,
141,
60,
28,
15,
11,
3,
10,
5,
17,
25,
69,
63,
59,
65,
56,
51,
45,
62,
99,
64,
46,
63,
33,
31,
23,
11,
6,
1,
6,
1,
24,
78,
349,
645,
463,
276,
284,
501,
338,
285,
330,
588,
917,
406,
187,
83,
65,
43,
9,
11,
1,
0,
4,
5,
25,
93,
343,
567,
358,
200,
263,
422,
324,
237,
387,
676,
808,
337,
134,
78,
55,
61,
39,
7,
11,
3,
9,
6,
21,
100,
402,
616,
397,
212,
221,
377,
292,
216,
270,
555,
832,
310,
151,
99,
48,
43,
10,
3,
2,
4,
8,
2,
21,
89,
358,
627,
433,
218,
240,
329,
289,
291,
367,
603,
777,
380,
169,
91,
41,
47,
13,
14,
3,
1,
3,
8,
31,
72,
320,
508,
404,
234,
278,
520,
376,
257,
304,
600,
712,
392,
170,
144,
88,
106,
128,
28,
16,
15,
11,
9,
14,
17,
52,
58,
83,
80,
71,
97,
81,
89,
77,
103,
174,
165,
109,
68,
55,
147,
81,
40,
21,
22,
4,
4,
6,
17,
19,
47,
43,
84,
76,
53,
48,
63,
89,
113,
70,
57,
74,
75,
60,
105,
155,
30,
7,
4,
19,
0,
12,
94,
356,
643,
429,
262,
257,
384,
250,
160,
258,
453,
618,
258,
129,
98,
73,
47,
27,
7,
4,
2,
2,
0,
18,
105,
378,
631,
398,
221,
247,
491,
317,
291,
323,
641,
900,
468,
160,
122,
62,
63,
62,
18,
5,
1,
0,
4,
22,
92,
358,
600,
400,
309,
285,
516,
341,
288,
398,
852,
877,
477,
220,
109,
130,
84,
19,
8,
9,
0,
3,
6,
24,
104,
352,
576,
483,
340,
291,
553,
366,
254
] |
[
352,
719,
884,
451,
209,
104,
85,
56,
20,
9,
2,
0,
8,
3,
24,
95,
321,
502,
419,
282,
294,
507,
359,
282,
337,
636,
761,
332,
178,
101,
100,
70,
100,
55,
12,
5,
9,
5,
15,
9,
32,
37,
46,
72,
83,
68,
77,
67,
99,
68,
148,
175,
101,
60,
59,
116,
74,
70,
20,
29,
20,
4,
13,
15,
14,
46,
63,
67,
103,
87,
72,
69,
49,
93,
108,
59,
57,
57,
54,
41,
10,
12,
12,
5,
0,
2,
15,
106,
296,
496,
392,
242,
276,
466,
318,
257
] |
[
"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: -30.79%",
"予測される変化率: [カラム_0] 予測される変化率: -26.99%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.12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: 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: 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: -30.79%",
"Forecasted change rate: [column_0] Forecasted change rate: -26.99%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.12 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"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 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
| 256 | 96 |
[
343,
563,
797,
407,
192,
99,
68,
53,
17,
13,
4,
3,
3,
2,
19,
84,
322,
503,
337,
340,
301,
522,
346,
254,
355,
659,
885,
434,
180,
113,
78,
61,
11,
6,
3,
0,
5,
3,
18,
89,
323,
641,
386,
288,
379,
593,
496,
471,
491,
715,
1244,
718,
265,
149,
79,
50,
35,
16,
9,
9,
8,
5,
18,
85,
300,
599,
421,
276,
204,
309,
326,
254,
340,
457,
616,
275,
156,
106,
104,
121,
36,
22,
8,
2,
0,
6,
31,
80,
311,
528,
452,
269,
254,
538,
361,
222,
232,
484,
438,
466,
290,
200,
116,
152,
210,
67,
8,
5,
13,
5,
13,
9,
32,
46,
98,
63,
81,
79,
67,
50,
87,
80,
110,
153,
80,
53,
69,
67,
109,
108,
19,
8,
16,
8,
2,
7,
21,
45,
59,
82,
52,
70,
41,
51,
48,
58,
66,
54,
66,
32,
50,
35,
18,
13,
8,
1,
0,
1,
16,
84,
306,
515,
344,
226,
235,
469,
399,
277,
314,
580,
821,
378,
139,
83,
55,
34,
17,
29,
4,
1,
0,
1,
16,
82,
354,
524,
382,
223,
239,
574,
367,
249,
363,
680,
790,
367,
137,
71,
59,
39,
14,
5,
6,
3,
2,
4,
15,
72,
338,
576,
367,
217,
251,
513,
382,
277,
287,
395,
485,
325,
145,
93,
86,
57,
18,
7,
8,
3,
3,
3,
16,
75,
350,
553,
454,
272,
259,
412,
448,
370,
400,
630,
711,
319,
146,
83,
84,
121,
54,
25,
11,
12,
4,
3,
20,
73
] |
[
288,
481,
442,
274,
249,
425,
362,
251,
333,
435,
515,
257,
146,
146,
201,
107,
87,
20,
16,
7,
6,
5,
14,
12,
24,
47,
48,
69,
74,
51,
45,
54,
98,
113,
85,
99,
106,
71,
80,
55,
81,
36,
10,
11,
1,
16,
13,
3,
18,
20,
28,
85,
71,
76,
43,
61,
40,
47,
78,
63,
69,
35,
36,
34,
40,
13,
3,
19,
6,
4,
9,
49,
157,
215,
161,
142,
155,
222,
148,
124,
171,
236,
230,
129,
60,
85,
50,
42,
27,
13,
3,
16,
3,
2,
4,
3
] |
[
"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: -78.72%",
"予測される変化率: [カラム_0] 予測される変化率: -98.96%",
"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: 50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: -78.72%",
"Forecasted change rate: [column_0] Forecasted change rate: -98.96%",
"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: 50",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
7,
12,
23,
30,
51,
44,
40,
61,
24,
42,
49,
39,
73,
28,
52,
54,
10,
14,
13,
13,
2,
4,
6,
2,
10,
38,
27,
48,
62,
54,
53,
52,
34,
68,
69,
84,
46,
49,
65,
36,
10,
23,
9,
14,
0,
2,
8,
45,
167,
221,
147,
143,
117,
132,
140,
123,
130,
260,
282,
162,
87,
103,
71,
61,
24,
10,
5,
1,
5,
5,
7,
39,
140,
194,
165,
129,
125,
136,
109,
113,
187,
264,
299,
134,
104,
112,
85,
42,
18,
7,
8,
6,
2,
1,
6,
9,
14,
54,
111,
87,
99,
43,
52,
79,
61,
67,
134,
114,
85,
58,
74,
126,
45,
25,
11,
5,
6,
6,
3,
5,
21,
56,
49,
96,
47,
48,
43,
63,
45,
36,
64,
58,
45,
52,
54,
34,
25,
18,
20,
6,
3,
2,
6,
36,
156,
239,
198,
168,
146,
171,
130,
194,
228,
303,
268,
242,
286,
258,
271,
325,
418,
1217,
470,
202,
116,
31,
17,
27,
9,
15,
28,
92,
79,
75,
66,
36,
59,
86,
85,
78,
103,
48,
51,
35,
22,
35,
72,
8,
4,
5,
2,
41,
161,
235,
158,
114,
121,
204,
174,
109,
174,
323,
359,
199,
98,
75,
67,
32,
14,
5,
4,
2,
3,
4,
7,
45,
192,
239,
198,
108,
159,
289,
189,
142,
201,
354,
425,
218,
120,
84,
74,
48,
20,
26,
19,
0,
1,
2,
5,
62,
184,
264,
178,
130,
109,
183,
126,
95,
151,
304,
349,
175,
108,
93,
64,
52,
33,
14,
8,
9,
2,
2,
1,
4,
18,
53,
54,
66,
56,
53,
64,
61,
62,
79,
84,
110,
73,
46,
64,
52,
40,
17,
21,
18,
11,
5,
5,
7,
19,
35,
48,
75,
84,
119,
63,
62,
89,
62,
64,
100,
82,
67,
57,
39,
19,
6,
7,
2,
3,
2,
11,
55,
262,
361,
239,
190,
170,
383,
295,
156,
296,
563,
778,
354,
129,
74,
45,
83,
35,
24,
5,
1,
6,
1,
14,
55,
259,
358,
280,
199,
214,
454,
327,
171,
267,
646,
750,
330,
134,
91,
64,
39,
22,
2,
4,
3,
2,
8,
12,
72,
288,
396,
116,
0,
163,
475,
312,
177,
249,
521,
737,
340,
121,
89,
62,
39,
19,
19,
1,
2,
3,
3,
14,
66,
268,
392,
347,
210,
209,
502,
381,
220,
290,
536,
711,
279,
169,
75,
84,
36,
13,
9,
3,
0,
0,
5,
13,
69,
292,
429,
363,
222,
220,
489,
400,
189,
219,
521,
611,
304,
125,
100,
93,
60,
23,
13,
5,
3,
1,
0,
9,
11,
23,
49,
52,
89,
95,
73,
71,
73,
76,
56,
102,
122,
102,
78,
66,
59,
40,
26,
4,
5,
8,
2,
9,
9,
24,
36,
78,
85,
68,
84,
59,
79,
70,
82,
114,
84,
63,
66,
75,
43,
17,
5,
4,
2,
3,
5,
19,
85,
315,
494,
391,
211,
200,
393,
351,
204,
334,
405,
728,
362,
155,
86,
83,
57,
19,
9,
2,
6,
3,
2,
17,
74,
319,
563,
370,
236,
210,
428,
348,
205
] |
[
318,
565,
809,
313,
151,
102,
65,
40,
16,
7,
10,
1,
2,
5,
23,
84,
327,
499,
408,
226,
249,
438,
419,
241,
272,
479,
649,
256,
148,
94,
81,
41,
26,
13,
7,
0,
1,
8,
12,
76,
352,
583,
382,
306,
243,
422,
364,
227,
299,
505,
695,
329,
187,
112,
68,
45,
15,
8,
10,
7,
2,
6,
14,
76,
306,
543,
354,
251,
244,
543,
518,
261,
318,
555,
591,
232,
147,
139,
106,
82,
73,
30,
21,
11,
14,
8,
7,
15,
24,
64,
95,
154,
142,
121,
78,
76
] |
[
"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: 2828.57%",
"予測される変化率: [カラム_0] 予測される変化率: -76.10%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の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: 27個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の3番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 2828.57%",
"Forecasted change rate: [column_0] Forecasted change rate: -76.10%",
"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: 27",
"First turning point: [column_0] First turning point: at data point 3 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な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] 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 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 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 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
136,
180,
224,
224,
103,
55,
112,
168,
70,
51,
16,
19,
18,
9,
7,
9,
19,
49,
58,
100,
79,
59,
55,
73,
55,
62,
77,
94,
64,
73,
58,
41,
16,
11,
7,
3,
4,
1,
14,
71,
295,
500,
369,
260,
270,
492,
378,
292,
313,
607,
853,
386,
141,
102,
67,
29,
9,
9,
2,
6,
1,
3,
16,
76,
298,
545,
430,
253,
275,
556,
427,
222,
317,
628,
833,
409,
189,
91,
49,
55,
11,
5,
11,
1,
1,
4,
12,
59,
277,
515,
307,
250,
213,
503,
433,
244,
344,
602,
796,
405,
145,
87,
68,
43,
21,
8,
2,
2,
0,
4,
27,
81,
337,
623,
452,
227,
270,
460,
417,
244,
362,
673,
823,
391,
132,
107,
71,
54,
32,
9,
16,
1,
0,
1,
14,
66,
261,
418,
286,
173,
187,
347,
303,
205,
270,
499,
529,
281,
171,
108,
82,
46,
27,
26,
3,
3,
1,
1,
10,
18,
20,
52,
73,
122,
77,
100,
77,
107,
98,
152,
169,
241,
198,
271,
1029,
184,
84,
34,
14,
7,
19,
7,
6,
9,
34,
24,
48,
80,
73,
103,
47,
39,
69,
78,
74,
118,
86,
39,
41,
50,
49,
21,
18,
14,
20,
2,
1,
11,
13,
26,
63,
65,
48,
72,
68,
50,
49,
85,
69,
72,
59,
68,
45,
21,
12,
9,
5,
1,
0,
0,
18,
78,
292,
630,
428,
323,
218,
514,
456,
245,
327,
615,
884,
379,
215,
94,
69,
36,
12,
6,
0,
1,
1,
1,
26,
75,
314,
589,
431,
241,
209,
475,
423,
272,
302,
714,
750,
367,
170,
89,
93,
82,
48,
12,
6,
8,
0,
2,
21,
64,
287,
528,
433,
281,
285,
528,
441,
298,
307,
613,
891,
439,
183,
122,
71,
39,
29,
3,
2,
1,
0,
4,
14,
67,
297,
581,
470,
226,
296,
521,
524,
279,
271,
577,
714,
315,
124,
107,
82,
63,
24,
30,
6,
0,
3,
1,
7,
8,
28,
64,
79,
100,
77,
106,
99,
69,
86,
73,
94,
133,
103,
77,
69,
51,
67,
40,
18,
9,
14,
5,
6,
8,
29,
51,
62,
71,
66,
85,
71,
52,
49,
70,
78,
95,
44,
39,
57,
51,
18,
10,
8,
0,
1,
3,
23,
83,
280,
515,
401,
227,
169,
402,
375,
232,
324,
538,
607,
279,
111,
81,
48,
49,
24,
13,
5,
0,
1,
1,
23,
87,
312,
658,
497,
293,
262,
452,
331,
227,
302,
648,
908,
384,
165,
93,
80,
58,
19,
10,
6,
2,
6,
3,
27,
67,
330,
622,
489,
239,
269,
525,
422,
281,
343,
647,
830,
367,
132,
70,
77,
68,
32,
7,
9,
1,
2,
3,
22,
93,
355,
653,
522,
307,
246,
538,
407,
295,
315,
667,
890,
366,
158,
88,
83,
56,
16,
14,
4,
5,
1,
2,
19,
75,
264,
527,
433,
231,
213,
485,
382,
340,
276,
620,
719,
348,
185,
119,
112,
73,
39,
23,
16,
13,
18,
0,
9,
6,
25,
97,
53,
86,
97,
124,
129,
134,
134,
76,
107,
100,
210,
147,
120,
121
] |
[
86,
41,
35,
12,
30,
12,
2,
10,
28,
55,
75,
78,
92,
98,
123,
76,
64,
58,
83,
74,
60,
74,
56,
36,
17,
18,
3,
11,
3,
0,
32,
73,
347,
579,
486,
253,
268,
407,
398,
240,
343,
579,
716,
267,
139,
118,
101,
36,
23,
8,
1,
2,
2,
1,
24,
96,
388,
719,
530,
288,
292,
403,
496,
269,
258,
633,
694,
305,
200,
114,
89,
60,
15,
6,
4,
0,
0,
8,
22,
89,
341,
702,
531,
246,
258,
476,
425,
312,
334,
621,
858,
326,
125,
118,
82,
45
] |
[
"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: -11.03%",
"予測される変化率: [カラム_0] 予測される変化率: -47.67%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.16倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 30個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の4番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -11.03%",
"Forecasted change rate: [column_0] Forecasted change rate: -47.67%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.16 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 30",
"First turning point: [column_0] First turning point: at data point 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 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
| 128 | 96 |
[
26,
9,
6,
3,
1,
0,
20,
74,
344,
672,
532,
310,
253,
571,
576,
377,
328,
608,
948,
339,
116,
97,
62,
75,
28,
11,
10,
2,
14,
1,
19,
77,
291,
573,
467,
335,
248,
578,
610,
306,
288,
489,
579,
237,
168,
137,
93,
114,
109,
35,
28,
11,
2,
6,
5,
12,
45,
79,
83,
96,
178,
120,
107,
126,
115,
128,
97,
113,
86,
81,
84,
115,
47,
61,
27,
34,
20,
1,
2,
14,
39,
54,
119,
122,
110,
168,
150,
104,
55,
95,
65,
127,
89,
109,
64,
48,
28,
19,
5,
5,
1,
2,
22,
93,
319,
609,
476,
225,
222,
384,
353,
270,
299,
603,
922,
358,
142,
79,
71,
55,
16,
6,
4,
3,
4,
2,
27,
115
] |
[
377,
649,
537,
280,
303,
458,
371,
243,
356,
661,
842,
392,
143,
93,
60,
52,
11,
9,
3,
3,
3,
7,
20,
88,
386,
673,
429,
287,
232,
496,
494,
313,
311,
636,
819,
299,
156,
91,
69,
42,
19,
5,
1,
1,
0,
1,
20,
90,
375,
663,
506,
296,
284,
380,
415,
341,
351,
656,
828,
366,
157,
90,
61,
51,
23,
11,
3,
3,
3,
1,
21,
91,
1,
0,
422,
291,
283,
583,
517,
305,
328,
612,
702,
288,
176,
135,
127,
159,
73,
31,
11,
14,
14,
5,
7,
19
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 342.31%",
"予測される変化率: [カラム_0] 予測される変化率: -94.96%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.11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: 342.31%",
"Forecasted change rate: [column_0] Forecasted change rate: -94.96%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.11 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 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] ラグ 60 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"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 58 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 strong at lag 60.",
"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 58."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
33,
50,
79,
106,
102,
83,
91,
107,
130,
91,
156,
142,
224,
108,
137,
242,
77,
54,
35,
7,
21,
2,
7,
10,
22,
46,
92,
103,
108,
90,
78,
81,
75,
69,
95,
49,
63,
81,
56,
47,
32,
14,
29,
4,
2,
2,
25,
99,
323,
633,
510,
292,
290,
524,
489,
308,
371,
622,
905,
309,
71,
96,
62,
43,
34,
38,
33,
3,
2,
4,
22,
102,
367,
636,
445,
213,
163,
371,
445,
284,
350,
635,
912,
416,
141,
94,
81,
34,
20,
3,
12,
1,
4,
6,
21,
93,
383,
669,
488,
267,
277,
491,
483,
343,
365,
623,
770,
202,
213,
119,
89,
49,
49,
4,
4,
4,
4,
1,
22,
106,
366,
665,
531,
338,
277,
471,
443,
328,
317,
618,
818,
347,
80,
122,
77,
57,
31,
11,
6,
3,
4,
6,
22,
76,
345,
541,
478,
275,
243,
466,
538,
334,
316,
622,
750,
330,
115,
83,
65,
60,
65,
20,
2,
7,
11,
8,
8,
10,
24,
62,
74,
101,
94,
79,
90,
113,
101,
70,
126,
95,
42,
53,
57,
93,
89,
71,
16,
16,
11,
8,
3,
11,
30,
40,
135,
116,
61,
51,
36,
31,
31,
38,
31,
33,
55,
43,
36,
36,
19,
12,
11,
4,
4,
5,
17,
78,
366,
559,
418,
272,
254,
462,
517,
322,
324,
632,
906,
352,
96,
99,
64,
26,
14,
11,
8,
1,
1,
5,
19,
92,
331,
653,
549,
262,
237,
386,
350,
217,
325,
677,
901,
369,
125,
100,
70,
40,
28,
8,
4,
3,
3,
5,
15,
102,
318,
560,
572,
348,
283,
486,
453,
278,
316,
499,
594,
383,
136,
102,
66,
61,
22,
7,
5,
1,
1,
4,
27,
85,
388,
696,
488,
328,
299,
532,
516,
425,
370,
565,
497,
374,
159,
81,
56,
56,
29,
12,
6,
5,
3,
4,
23,
78,
306,
583,
453,
263,
234,
534,
409,
306,
190,
541,
584,
260,
153,
110,
91,
86,
34,
17,
3,
16,
6,
4,
13,
17,
20,
79,
85,
113,
71,
100,
75,
92,
87,
97,
88,
86,
83,
88,
123,
122,
54,
56,
32,
18,
23,
22,
10,
5,
24,
55,
66,
100,
71,
74,
58,
50,
67,
70,
60,
83,
83,
60,
75,
85,
98,
36,
18,
8,
24,
9,
7,
20,
57,
94,
102,
112,
83,
82,
54,
84,
101,
103,
131,
79,
82,
77,
44,
29,
19,
7,
0,
4,
8,
3,
25,
90,
331,
619,
495,
275,
243,
425,
324,
244,
289,
427,
512,
321,
167,
84,
46,
48,
7,
9,
4,
3,
3,
3,
19,
79,
345,
638,
467,
287,
257,
476,
496,
273,
304,
467,
653,
348,
185,
122,
98,
82,
16,
6,
1,
3,
1,
4,
18,
88,
388,
640,
501,
346,
306,
463,
480,
328,
382,
521,
590,
325,
193,
127,
85,
31,
38,
23,
8,
1,
3,
3,
15,
108,
349,
539,
524,
279,
273,
607,
571,
365,
348,
532,
501,
306,
199,
174,
114,
66,
62,
20,
6,
9,
12,
6,
4,
19,
44,
69,
112,
115,
120,
91,
115,
128
] |
[
104,
80,
85,
139,
129,
109,
138,
161,
79,
45,
12,
27,
15,
8,
9,
15,
22,
78,
103,
102,
100,
94,
88,
76,
63,
45,
39,
47,
98,
93,
62,
37,
19,
7,
14,
4,
4,
3,
28,
92,
352,
633,
511,
311,
270,
580,
539,
310,
381,
487,
482,
295,
189,
96,
67,
33,
28,
4,
4,
7,
1,
2,
17,
83,
418,
657,
484,
263,
263,
480,
419,
300,
302,
498,
399,
335,
184,
113,
75,
40,
16,
9,
4,
1,
10,
5,
15,
98,
339,
617,
478,
329,
227,
461,
327,
236
] |
[
"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: 287.88%",
"予測される変化率: [カラム_0] 予測される変化率: 126.92%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.12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: 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: upward",
"Historical change rate: [column_0] Historical change rate: 287.88%",
"Forecasted change rate: [column_0] Forecasted change rate: 126.92%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.12 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 30",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 38 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 38.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
260,
546,
555,
243,
165,
110,
89,
60,
30,
5,
7,
5,
3,
1,
25,
84,
379,
649,
508,
299,
255,
402,
403,
319,
347,
471,
628,
379,
204,
105,
75,
67,
23,
13,
9,
2,
7,
4,
20,
85,
332,
554,
547,
320,
288,
561,
641,
319,
340,
474,
477,
350,
167,
127,
102,
70,
57,
42,
19,
6,
9,
3,
7,
12,
24,
60,
94,
55,
90,
91,
93,
83,
109,
65,
82,
111,
109,
99,
86,
210,
69,
24,
17,
13,
9,
13,
5,
11,
28,
48,
92,
105,
152,
174,
85,
92,
115,
187,
93,
73,
51,
84,
50,
66,
48,
10,
13,
0,
7,
1,
23,
116,
317,
618,
475,
318,
296,
482,
473,
305,
313,
473,
474,
332,
186,
112,
97,
43,
66,
15,
3,
1,
5,
3,
13,
97,
368,
704,
496,
308,
308,
469,
471,
307,
368,
520,
526,
389,
202,
106,
121,
63,
9,
6,
4,
2,
3,
5,
18,
83,
380,
593,
470,
304,
338,
551,
551,
291,
383,
487,
535,
437,
195,
115,
82,
57,
30,
17,
10,
8,
2,
1,
23,
86,
369,
595,
523,
336,
281,
562,
547,
316,
345,
453,
589,
460,
221,
148,
123,
49,
44,
18,
14,
3,
7,
3,
19,
80,
344,
595,
541,
301,
292,
617,
578,
282,
314,
437,
423,
228,
204,
100,
90,
69,
56,
39,
12,
3,
10,
0,
5,
10,
29,
63,
70,
99,
86,
81,
98,
149,
153,
140,
101,
111,
275,
97,
96,
25,
61,
40,
14,
6,
8,
6,
0,
8
] |
[
29,
40,
64,
113,
97,
139,
88,
64,
80,
117,
76,
99,
61,
57,
57,
23,
19,
18,
7,
3,
1,
5,
23,
80,
334,
641,
492,
320,
311,
485,
452,
274,
296,
468,
756,
382,
189,
83,
64,
28,
6,
4,
2,
4,
8,
3,
17,
96,
345,
676,
550,
447,
281,
558,
471,
340,
383,
611,
730,
423,
173,
118,
63,
48,
33,
22,
8,
3,
0,
11,
23,
102,
351,
651,
480,
355,
329,
512,
513,
301,
353,
618,
818,
404,
187,
111,
85,
63,
20,
14,
10,
1,
8,
2,
21,
107
] |
[
"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: -96.92%",
"予測される変化率: [カラム_0] 予測される変化率: 268.97%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.05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: -96.92%",
"Forecasted change rate: [column_0] Forecasted change rate: 268.97%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.05 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 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 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 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 does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 36.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 92."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
352,
681,
516,
443,
303,
543,
469,
360,
463,
627,
883,
453,
205,
138,
131,
53,
35,
15,
10,
4,
15,
4,
22,
79,
308,
564,
525,
282,
314,
639,
477,
362,
373,
590,
869,
388,
189,
97,
89,
76,
36,
14,
5,
3,
4,
8,
10,
21,
37,
106,
125,
143,
147,
174,
143,
102,
112,
166,
101,
121,
121,
111,
66,
71,
70,
21,
15,
18,
6,
9,
13,
37,
172,
606,
684,
483,
868,
814,
282,
217,
99,
136,
208,
79,
79,
64,
48,
22,
25,
10,
11,
5,
3,
3,
18,
88,
428,
594,
480,
311,
321,
572,
466,
273,
398,
619,
851,
366,
145,
65,
52,
35,
9,
3,
1,
0,
0,
6,
18,
91,
376,
632,
442,
344,
256,
509,
458,
333,
349,
615,
893,
378,
130,
96,
56,
26,
9,
4,
1,
0,
3,
6,
23,
86,
403,
638,
474,
258,
246,
532,
466,
272,
371,
586,
769,
403,
147,
123,
75,
53,
11,
4,
2,
3,
5,
1,
18,
102,
350,
644,
450,
303,
251,
521,
488,
342,
362,
574,
812,
411,
174,
96,
61,
68,
21,
3,
2,
2,
4,
1,
16,
86,
357,
639,
426,
326,
267,
639,
487,
309,
315,
557,
623,
368,
162,
142,
94,
46,
46,
14,
14,
11,
12,
3,
5,
12,
51,
57,
92,
106,
109,
102,
99,
124,
61,
83,
147,
136,
125,
85,
82,
129,
75,
26,
15,
17,
5,
6,
7,
13,
18,
64,
90,
105,
107,
103,
95,
184,
172,
80,
97,
312,
122,
80,
60,
32,
42,
7,
9,
5,
0,
4,
28,
91,
360,
584,
427,
255,
247,
535,
503,
307,
405,
559,
835,
392,
143,
94,
33,
33,
13,
3,
3,
0,
4,
6,
13,
86,
352,
567,
445,
296,
281,
518,
456,
353,
380,
592,
811,
398,
174,
116,
68,
50,
14,
9,
4,
1,
2,
2,
16,
95,
353,
592,
472,
317,
292,
556,
531,
338,
302,
628,
834,
394,
180,
83,
93,
35,
12,
11,
4,
9,
1,
1,
24,
84,
337,
523,
415,
230,
252,
470,
482,
303,
377,
549,
631,
323,
150,
85,
55,
53,
57,
30,
10,
6,
9,
4,
1,
12,
32,
31,
30,
72,
100,
94,
134,
246,
253,
208,
114,
203,
350,
112,
79,
48,
34,
10,
17,
2,
2,
2,
7,
8,
17,
57,
60,
95,
96,
68,
97,
95,
100,
154,
189,
209,
90,
68,
92,
340,
59,
43,
24,
9,
15,
10,
5,
9,
28,
49,
72,
118,
99,
146,
115,
50,
139,
133,
126,
98,
65,
43,
63,
30,
30,
18,
12,
9,
27,
0,
2,
12,
10,
22,
27,
55,
55,
63,
58,
55,
45,
47,
49,
63,
53,
34,
25,
20,
8,
4,
2,
0,
0,
4,
13,
76,
285,
468,
344,
223,
204,
321,
325,
201,
294,
465,
653,
296,
131,
65,
57,
26,
13,
4,
8,
0,
1,
2,
21,
70,
261,
456,
370,
244,
221,
395,
317,
230,
289,
508,
661,
319,
131,
90,
61,
43,
64,
36,
5,
7,
18,
2,
2,
8,
14,
34,
34,
81,
66,
57,
33,
71
] |
[
45,
53,
51,
80,
52,
61,
47,
37,
9,
9,
6,
3,
2,
2,
16,
53,
263,
435,
409,
219,
251,
394,
325,
209,
198,
429,
546,
270,
124,
103,
59,
55,
44,
24,
1,
1,
11,
1,
4,
9,
27,
49,
59,
68,
63,
96,
78,
100,
127,
77,
95,
106,
208,
80,
65,
49,
46,
18,
17,
12,
21,
3,
1,
7,
21,
26,
35,
65,
63,
74,
71,
55,
63,
76,
89,
97,
53,
54,
52,
28,
32,
13,
6,
2,
1,
2,
30,
90,
345,
585,
466,
264,
245,
498,
417,
256
] |
[
"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: -79.83%",
"予測される変化率: [カラム_0] 予測される変化率: 468.89%",
"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: 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: 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: -79.83%",
"Forecasted change rate: [column_0] Forecasted change rate: 468.89%",
"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: 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 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 |
[
391,
601,
927,
379,
134,
92,
47,
19,
12,
4,
5,
1,
0,
1,
22,
90,
383,
642,
437,
328,
275,
543,
512,
333,
377,
691,
919,
393,
159,
94,
68,
21,
7,
6,
5,
0,
1,
4,
23,
89,
362,
645,
432,
316,
206,
478,
478,
321,
341,
704,
866,
436,
127,
105,
84,
45,
14,
23,
4,
1,
1,
0,
21,
75,
357,
580,
463,
276,
252,
433,
475,
298,
356,
628,
876,
385,
164,
87,
59,
49,
33,
10,
5,
7,
1,
2,
17,
84,
331,
615,
462,
293,
255,
569,
591,
343,
358,
551,
814,
465,
230,
112,
92,
260,
81,
38,
11,
13,
3,
11,
2,
9,
32,
56,
81,
91,
72,
84,
60,
70,
82,
117,
202,
176,
133,
68,
93,
202,
56,
35,
20,
22,
16,
4,
10,
8,
19,
39,
76,
122,
128,
142,
137,
96,
116,
185,
89,
90,
88,
50,
29,
16,
22,
11,
1,
1,
1,
3,
19,
105,
348,
639,
509,
298,
216,
535,
452,
304,
417,
662,
942,
417,
145,
111,
64,
41,
5,
12,
2,
0,
0,
0,
22,
85,
409,
690,
501,
304,
326,
498,
488,
366,
413,
794,
892,
440,
216,
88,
52,
36,
9,
4,
0,
1,
0,
0,
19,
95,
389,
705,
509,
320,
231,
531,
428,
314,
341,
705,
828,
469,
150,
107,
43,
46,
31,
8,
4,
0,
0,
1,
20,
103,
349,
623,
585,
309,
285,
566,
561,
309,
359,
665,
922,
383,
202,
100,
77,
55,
18,
2,
2,
0,
3,
1,
20,
93,
338,
569,
484,
271,
292,
275,
377,
249,
322,
545,
742,
337,
143,
104,
57,
42,
24,
11,
24,
5,
4,
4,
11,
7,
29,
46,
81,
99,
83,
90,
81,
68,
108,
94,
177,
150,
83,
62,
67,
132,
50,
28,
17,
21,
24,
4,
9,
14,
24,
32,
72,
89,
95,
107,
60,
56,
82,
129,
100,
72,
49,
46,
44,
38,
29,
6,
5,
2,
2,
3,
23,
103,
341,
607,
543,
254,
236,
487,
491,
337,
367,
654,
922,
411,
152,
83,
62,
36,
12,
6,
3,
3,
2,
0,
27,
88,
355,
668,
513,
274,
318,
520,
479,
330,
417,
708,
930,
401,
188,
114,
78,
71,
26,
5,
18,
5,
2,
2,
29,
99,
345,
600,
434,
263,
288,
476,
457,
326,
363,
642,
811,
452,
186,
106,
49,
47,
31,
7,
0,
0,
1,
2,
19,
121,
346,
621,
462,
345,
325,
540,
512,
350,
407,
662,
931,
391,
177,
109,
88,
43,
37,
6,
2,
3,
3,
1,
15,
96,
342,
572,
533,
285,
295,
574,
566,
285,
350,
579,
676,
394,
183,
136,
98,
74,
52,
17,
5,
9,
5,
4,
8,
10,
43,
73,
77,
119,
135,
89,
78,
95,
129,
148,
199,
174,
101,
70,
85,
178,
68,
40,
15,
25,
18,
17,
3,
13,
25,
58,
65,
74,
92,
92,
64,
66,
80,
70,
112,
78,
70,
55,
40,
59,
13,
8,
5,
2,
1,
5,
23,
104,
373,
639,
536,
322,
257,
491,
424,
299,
368,
690,
913,
396,
146,
81,
54,
32
] |
[
17,
7,
4,
0,
0,
1,
23,
110,
314,
654,
495,
308,
299,
529,
475,
263,
392,
710,
920,
378,
181,
99,
74,
31,
25,
11,
2,
2,
1,
4,
19,
98,
363,
581,
490,
300,
281,
540,
454,
1754,
421,
647,
843,
459,
168,
118,
80,
52,
21,
17,
6,
8,
1,
2,
21,
110,
370,
624,
486,
338,
319,
525,
613,
371,
388,
666,
837,
374,
206,
88,
89,
43,
34,
15,
7,
1,
7,
6,
39,
79,
350,
611,
438,
212,
221,
523,
442,
316,
322,
586,
774,
380,
158,
93,
70,
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: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -91.82%",
"予測される変化率: [カラム_0] 予測される変化率: 200.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.12倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 31個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: upward",
"Historical change rate: [column_0] Historical change rate: -91.82%",
"Forecasted change rate: [column_0] Forecasted change rate: 200.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.12 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 31",
"First turning point: [column_0] First turning point: at data point 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] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 38.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
36,
9,
10,
10,
1,
4,
8,
7,
27,
58,
87,
87,
101,
141,
87,
106,
69,
134,
171,
63,
71,
60,
82,
67,
35,
45,
28,
30,
9,
2,
7,
18,
22,
33,
60,
97,
76,
108,
115,
156,
148,
99,
121,
197,
84,
51,
19,
26,
25,
5,
9,
5,
0,
2,
19,
92,
345,
619,
421,
230,
225,
505,
378,
298,
340,
621,
869,
355,
156,
66,
58,
28,
16,
5,
3,
4,
2,
5,
20,
91,
363,
704,
529,
263,
308,
525,
535,
352,
341,
648,
857,
383,
191,
94,
73,
38,
12,
6,
5,
0,
1,
2,
32,
112,
353,
691,
487,
288,
231,
426,
404,
287,
376,
588,
878,
377,
167,
79,
26,
44,
15,
6,
4,
5,
3,
0,
21,
90,
331,
640,
536,
280,
283,
524,
451,
349,
365,
653,
798,
400,
195,
105,
79,
36,
19,
22,
5,
2,
1,
2,
22,
75,
329,
560,
441,
267,
238,
505,
443,
297,
365,
642,
687,
413,
255,
91,
98,
185,
71,
35,
14,
14,
15,
6,
9,
11,
26,
45,
55,
72,
76,
69,
64,
62,
56,
58,
127,
96,
64,
63,
36,
55,
83,
34,
22,
21,
10,
9,
6,
11,
19,
42,
62,
64,
61,
70,
49,
48,
70,
32,
65,
66,
54,
26,
22,
8,
10,
11,
3,
0,
0,
2,
21,
84,
310,
557,
440,
237,
225,
298,
248,
227,
265,
468,
792,
364,
120,
62,
43,
25,
18,
3,
2,
6,
1,
1,
25,
88,
367,
642,
503,
296,
248,
501,
480,
319,
384,
664,
868,
441,
190,
97,
53,
35,
7,
6,
5,
0,
2,
3,
29,
90,
367,
626,
494,
329,
303,
541,
460,
312,
384,
664,
818,
435,
191,
88,
74,
35,
34,
6,
7,
3,
5,
4,
29,
89,
364,
612,
553,
330,
302,
613,
506,
308,
350,
710,
835,
403,
171,
80,
50,
38,
31,
20,
8,
6,
2,
2,
26,
96,
305,
539,
457,
310,
315,
600,
529,
334,
321,
602,
683,
396,
185,
101,
95,
67,
15,
17,
12,
4,
9,
12,
11,
5,
23,
51,
64,
114,
127,
152,
148,
91,
97,
250,
181,
115,
94,
62,
39,
69,
42,
35,
20,
18,
16,
15,
9,
5,
18,
46,
77,
85,
78,
41,
61,
57,
105,
81,
82,
77,
111,
114,
62,
38,
36,
32,
14,
9,
23,
6,
5,
9,
46,
75,
83,
70,
51,
86,
69,
78,
63,
76,
93,
100,
82,
48,
42,
9,
7,
8,
2,
6,
0,
2,
29,
94,
354,
643,
510,
318,
284,
551,
547,
338,
376,
619,
882,
402,
165,
106,
56,
20,
8,
5,
1,
6,
2,
3,
26,
97,
366,
613,
448,
253,
226,
418,
363,
234,
287,
628,
765,
438,
178,
92,
66,
54,
8,
9,
0,
1,
4,
0,
34,
110,
355,
673,
509,
328,
297,
570,
503,
300,
463,
706,
756,
427,
197,
94,
89,
65,
19,
3,
4,
6,
2,
0,
26,
81,
293,
572,
515,
304,
259,
590,
506,
307,
317,
643,
751,
430,
273,
143,
125,
309,
124,
28,
16,
8,
4,
10,
8,
18
] |
[
18,
54,
81,
85,
87,
89,
96,
87,
73,
109,
208,
209,
138,
49,
82,
211,
98,
75,
168,
10,
17,
8,
12,
16,
10,
40,
53,
62,
81,
80,
60,
68,
36,
31,
62,
72,
47,
51,
23,
21,
14,
5,
3,
0,
2,
3,
29,
91,
367,
571,
481,
268,
291,
542,
435,
331,
369,
684,
883,
451,
198,
66,
46,
24,
9,
2,
6,
3,
1,
2,
21,
101,
377,
658,
576,
360,
281,
496,
428,
292,
330,
674,
839,
445,
154,
94,
47,
37,
16,
11,
1,
1,
4,
3,
22,
98
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -50.00%",
"予測される変化率: [カラム_0] 予測される変化率: 444.44%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.19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: -50.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 444.44%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.19 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 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
| 256 | 96 |
[
364,
624,
515,
284,
260,
547,
483,
339,
352,
582,
873,
424,
191,
93,
45,
32,
16,
5,
2,
2,
3,
1,
20,
93,
340,
485,
444,
299,
284,
503,
470,
302,
346,
649,
849,
399,
176,
120,
69,
25,
14,
6,
2,
4,
8,
0,
24,
89,
288,
574,
522,
261,
263,
559,
511,
321,
306,
567,
778,
405,
166,
124,
76,
59,
31,
28,
10,
19,
10,
3,
12,
15,
22,
40,
51,
66,
84,
66,
93,
109,
107,
85,
86,
100,
149,
97,
73,
47,
42,
22,
12,
12,
14,
15,
4,
3,
18,
32,
55,
75,
97,
144,
144,
134,
113,
62,
126,
221,
67,
36,
48,
24,
26,
3,
3,
6,
1,
7,
35,
93,
339,
618,
526,
299,
327,
516,
449,
344,
413,
643,
866,
384,
167,
84,
43,
28,
13,
6,
6,
4,
5,
3,
19,
101,
355,
640,
462,
334,
255,
526,
498,
327,
380,
690,
850,
442,
187,
94,
72,
27,
25,
13,
4,
3,
5,
0,
38,
85,
336,
660,
569,
354,
253,
513,
537,
350,
340,
631,
856,
449,
211,
90,
73,
54,
17,
2,
4,
5,
1,
3,
17,
99,
380,
630,
606,
329,
342,
638,
461,
344,
431,
695,
864,
531,
223,
109,
57,
150,
28,
1,
10,
3,
11,
2,
25,
100,
352,
618,
506,
355,
337,
727,
591,
306,
345,
623,
879,
525,
420,
465,
607,
309,
82,
40,
22,
12,
18,
2,
15,
15,
17,
37,
86,
103,
84,
68,
57,
49,
116,
106,
139,
264,
190,
114,
259,
385
] |
[
64,
16,
26,
21,
30,
9,
16,
6,
27,
48,
85,
87,
164,
203,
112,
104,
184,
193,
179,
255,
320,
379,
553,
156,
32,
12,
12,
0,
0,
3,
33,
93,
361,
673,
516,
327,
288,
524,
487,
295,
395,
638,
917,
386,
163,
71,
26,
14,
19,
9,
14,
0,
2,
5,
28,
77,
363,
646,
531,
332,
274,
527,
462,
337,
350,
655,
849,
421,
166,
114,
69,
43,
19,
14,
4,
2,
4,
8,
33,
97,
381,
641,
525,
289,
269,
540,
447,
297,
322,
607,
838,
429,
221,
89,
71,
43
] |
[
"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: 5.77%",
"予測される変化率: [カラム_0] 予測される変化率: -32.81%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.04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: 5.77%",
"Forecasted change rate: [column_0] Forecasted change rate: -32.81%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.04 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 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] ラグ 60 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 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 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 60.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 92."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
31,
11,
16,
1,
3,
2,
29,
97,
368,
630,
488,
302,
287,
558,
466,
299,
375,
587,
888,
450,
195,
107,
81,
41,
27,
16,
0,
7,
1,
1,
32,
82,
306,
564,
480,
286,
243,
589,
556,
356,
319,
647,
705,
398,
171,
97,
90,
42,
43,
13,
16,
7,
4,
8,
6,
11,
36,
76,
88,
91,
111,
114,
97,
134,
125,
121,
238,
182,
151,
61,
60,
280,
66,
28,
21,
12,
5,
11,
7,
8,
26,
52,
58,
74,
92,
65,
56,
79,
60,
47,
41,
70,
65,
48,
39,
31,
11,
5,
4,
1,
1,
2,
29,
81,
315,
608,
439,
253,
244,
472,
454,
287,
326,
591,
796,
369,
168,
105,
45,
28,
11,
10,
4,
4,
0,
4,
29,
84,
321,
610,
516,
364,
352,
524,
509,
318,
353,
595,
883,
431,
169,
90,
49,
14,
16,
2,
5,
2,
2,
7,
29,
103,
352,
655,
420,
295,
251,
482,
463,
298,
333,
593,
816,
402,
168,
88,
26,
12,
9,
9,
6,
1,
5,
3,
19,
88,
336,
605,
500,
314,
289,
559,
417,
272,
371,
618,
785,
417,
172,
89,
143,
35,
24,
8,
4,
3,
3,
6,
21,
95,
282,
555,
399,
263,
232,
471,
450,
259,
354,
545,
331,
431,
176,
134,
80,
114,
45,
12,
28,
7,
10,
5,
12,
11,
33,
39,
66,
82,
101,
131,
110,
150,
167,
155,
82,
110,
391,
128,
70,
57,
28,
44,
21,
14,
13,
2,
2,
17,
28,
42,
58,
82,
87,
103,
96,
75,
60,
48,
91,
131,
55,
34,
21,
17,
16,
3,
2,
0,
3,
6,
21,
99,
321,
614,
500,
247,
258,
568,
447,
319,
345,
580,
906,
412,
151,
65,
32,
38,
16,
2,
2,
4,
3,
5,
14,
64,
331,
678,
529,
280,
266,
592,
498,
322,
374,
658,
993,
431,
173,
73,
29,
33,
9,
8,
1,
0,
3,
5,
31,
109,
342,
656,
510,
299,
316,
635,
360,
291,
349,
631,
836,
402,
200,
100,
47,
23,
8,
0,
6,
1,
7,
0,
21,
96,
393,
668,
551,
480,
272,
548,
541,
336,
394,
702,
934,
457,
218,
106,
67,
55,
27,
10,
3,
4,
1,
1,
23,
78,
350,
593,
511,
324,
295,
610,
501,
289,
343,
582,
848,
349,
177,
96,
86,
54,
38,
38,
8,
8,
11,
0,
6,
16,
34,
64,
60,
102,
146,
139,
149,
119,
99,
118,
201,
138,
84,
61,
46,
43,
57,
32,
11,
20,
25,
1,
17,
16,
24,
44,
68,
119,
82,
71,
87,
114,
104,
113,
85,
60,
174,
83,
31,
29,
31,
8,
2,
10,
0,
4,
37,
103,
363,
695,
585,
357,
273,
522,
485,
285,
408,
673,
944,
464,
147,
84,
41,
44,
9,
11,
2,
5,
2,
4,
28,
107,
389,
608,
564,
368,
294,
532,
514,
314,
373,
709,
945,
269,
87,
77,
44,
34,
7,
3,
0,
3,
2,
9,
28,
111,
385,
698,
530,
323,
309,
522,
502,
366,
348,
625,
994,
466,
185,
99,
48,
45,
13,
8,
2,
5,
2,
4,
34,
100
] |
[
414,
708,
558,
316,
286,
589,
533,
331,
397,
627,
875,
458,
200,
117,
86,
39,
20,
7,
2,
2,
4,
0,
34,
104,
367,
648,
547,
288,
247,
537,
538,
291,
297,
581,
581,
281,
139,
134,
54,
70,
39,
8,
14,
13,
8,
7,
14,
14,
27,
51,
89,
103,
124,
93,
89,
83,
110,
123,
164,
164,
130,
46,
58,
192,
105,
32,
16,
19,
23,
17,
8,
13,
46,
61,
83,
80,
131,
129,
118,
87,
124,
114,
84,
50,
60,
62,
35,
26,
19,
9,
8,
3,
1,
4,
24,
86
] |
[
"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: 222.58%",
"予測される変化率: [カラム_0] 予測される変化率: -79.23%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.16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: 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: 222.58%",
"Forecasted change rate: [column_0] Forecasted change rate: -79.23%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.16 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 downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 96 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 96.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
346,
662,
539,
337,
240,
560,
474,
349,
390,
608,
887,
409,
177,
94,
41,
32,
19,
3,
1,
11,
5,
2,
17,
89,
373,
685,
552,
258,
259,
605,
456,
309,
367,
664,
935,
429,
201,
123,
51,
37,
2,
9,
2,
2,
4,
1,
20,
103,
383,
672,
551,
336,
261,
573,
485,
310,
419,
617,
943,
416,
166,
109,
46,
37,
9,
5,
4,
1,
2,
8,
21,
92,
381,
659,
500,
305,
278,
536,
518,
274,
377,
660,
858,
394,
180,
103,
81,
47,
17,
9,
1,
2,
6,
5,
15,
105,
358,
582,
469,
344,
322,
670,
515,
322,
410,
681,
971,
455,
205,
92,
105,
285,
68,
26,
29,
6,
17,
5,
18,
9,
26,
74,
119,
138,
132,
168,
172,
111,
138,
222,
180,
121,
82,
61,
40,
67,
34,
30,
13,
25,
6,
9,
4,
6,
22,
50,
63,
124,
112,
109,
155,
129,
50,
78,
91,
190,
55,
48,
37,
35,
20,
7,
3,
1,
2,
4,
23,
108,
359,
719,
528,
270,
312,
521,
440,
283,
380,
656,
951,
418,
151,
75,
39,
29,
19,
5,
15,
6,
2,
3,
13,
106,
405,
720,
607,
375,
292,
507,
468,
323,
418,
717,
1026,
447,
171,
91,
40,
35,
12,
6,
2,
1,
6,
0,
18,
94,
402,
667,
539,
324,
265,
504,
494,
308,
412,
660,
923,
411,
176,
99,
30,
21,
7,
8,
3,
4,
5,
0,
25,
90,
371,
660,
554,
323,
308,
560,
435,
344,
345,
638,
881,
434,
196,
85,
49,
34,
12,
12,
13,
1,
5,
4,
23,
99,
335,
632,
501,
294,
294,
420,
371,
235,
276,
553,
697,
344,
175,
119,
98,
50,
20,
26,
9,
3,
10,
7,
4,
19,
26,
48,
66,
100,
59,
106,
50,
102,
95,
103,
177,
192,
114,
55,
103,
169,
41,
30,
10,
11,
13,
13,
15,
10,
22,
33,
92,
96,
118,
129,
72,
58,
83,
103,
89,
75,
48,
43,
28,
25,
23,
4,
3,
0,
1,
15,
30,
123,
351,
648,
499,
288,
246,
536,
413,
292,
321,
540,
789,
336,
146,
72,
47,
31,
8,
19,
13,
6,
4,
4,
24,
124,
372,
690,
484,
262,
256,
510,
422,
335,
351,
680,
954,
424,
178,
86,
38,
44,
10,
3,
3,
4,
6,
8,
37,
110,
359,
675,
550,
341,
318,
497,
469,
343,
405,
670,
915,
422,
173,
123,
63,
42,
21,
4,
4,
2,
1,
2,
38,
111,
413,
736,
636,
356,
327,
553,
456,
332,
389,
743,
878,
390,
172,
76,
65,
34,
22,
10,
4,
1,
3,
5,
20,
107,
382,
694,
535,
328,
307,
656,
384,
234,
339,
568,
767,
310,
154,
111,
90,
45,
37,
11,
13,
20,
6,
9,
7,
24,
34,
72,
93,
108,
139,
88,
109,
93,
91,
120,
188,
177,
94,
56,
87,
117,
62,
11,
16,
13,
8,
2,
7,
27,
41,
62,
100,
134,
83,
83,
108,
91,
59,
138,
90,
90,
245,
68,
40,
23,
40,
8,
4,
1,
2,
8,
32,
116,
417,
656,
522,
319,
265,
538,
414,
273
] |
[
392,
708,
931,
392,
159,
84,
55,
27,
9,
7,
6,
1,
2,
0,
36,
130,
428,
674,
507,
308,
282,
531,
472,
324,
372,
724,
899,
433,
163,
105,
47,
35,
19,
1,
3,
5,
1,
4,
37,
118,
417,
689,
499,
327,
285,
539,
507,
323,
399,
679,
900,
468,
165,
117,
49,
40,
20,
3,
3,
2,
1,
3,
29,
115,
416,
630,
558,
346,
318,
591,
578,
421,
472,
759,
1081,
528,
174,
105,
300,
418,
64,
17,
9,
2,
9,
6,
26,
102,
356,
681,
531,
309,
327,
672,
533,
389
] |
[
"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: -21.10%",
"予測される変化率: [カラム_0] 予測される変化率: -0.77%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.09倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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: 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: -21.10%",
"Forecasted change rate: [column_0] Forecasted change rate: -0.77%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.09 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 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 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
| 128 | 96 |
[
392,
575,
771,
424,
181,
132,
73,
56,
57,
31,
11,
10,
7,
4,
24,
16,
54,
80,
122,
253,
264,
226,
158,
102,
91,
432,
334,
145,
100,
49,
55,
52,
43,
18,
10,
7,
11,
3,
5,
9,
41,
54,
98,
97,
111,
88,
93,
48,
80,
62,
62,
55,
42,
43,
46,
20,
17,
6,
5,
1,
2,
1,
28,
98,
357,
657,
470,
311,
221,
474,
501,
307,
330,
630,
941,
357,
164,
90,
38,
29,
22,
11,
10,
3,
3,
1,
16,
71,
398,
719,
511,
304,
264,
512,
456,
303,
346,
654,
908,
409,
142,
117,
47,
28,
15,
4,
1,
3,
0,
2,
16,
91,
406,
741,
498,
300,
240,
461,
344,
217,
304,
586,
829,
417,
156,
92,
54,
27
] |
[
10,
4,
1,
1,
2,
1,
33,
81,
413,
662,
532,
409,
321,
564,
447,
332,
391,
622,
835,
456,
214,
101,
69,
42,
18,
9,
15,
1,
5,
2,
14,
76,
90,
77,
453,
114,
282,
624,
525,
375,
352,
571,
730,
341,
199,
98,
85,
55,
30,
11,
6,
6,
3,
2,
11,
17,
40,
62,
110,
151,
129,
93,
124,
92,
121,
135,
99,
102,
91,
69,
62,
28,
56,
21,
17,
9,
10,
6,
8,
8,
18,
37,
69,
91,
89,
65,
54,
62,
60,
44,
61,
83,
52,
61,
48,
54
] |
[
"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: -93.11%",
"予測される変化率: [カラム_0] 予測される変化率: 440.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.23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: 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5番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -93.11%",
"Forecasted change rate: [column_0] Forecasted change rate: 440.00%",
"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: 40",
"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 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 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 64."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
31,
7,
7,
2,
0,
4,
41,
106,
355,
644,
505,
296,
284,
490,
410,
324,
390,
635,
896,
398,
150,
72,
37,
26,
20,
2,
2,
14,
9,
3,
45,
96,
400,
675,
579,
291,
258,
480,
516,
302,
446,
708,
862,
447,
163,
78,
51,
28,
27,
3,
1,
1,
2,
2,
53,
89,
357,
687,
463,
287,
288,
537,
558,
319,
396,
656,
896,
486,
170,
109,
65,
68,
15,
7,
2,
5,
8,
3,
42,
108,
373,
623,
524,
333,
277,
506,
535,
369,
404,
684,
975,
404,
171,
85,
68,
45,
16,
16,
3,
4,
1,
7,
25,
97,
395,
608,
575,
296,
262,
624,
465,
295,
325,
632,
702,
379,
128,
123,
116,
57,
32,
18,
12,
7,
5,
6,
7,
15,
43,
81,
83,
91,
93,
74,
67,
95,
101,
82,
111,
90,
101,
45,
30,
30,
29,
11,
5,
4,
2,
0,
8,
10,
30,
61,
64,
74,
99,
63,
58,
63,
37,
64,
64,
52,
35,
31,
38,
27,
11,
6,
2,
5,
1,
1,
31,
98,
323,
623,
562,
275,
285,
438,
368,
274,
311,
579,
900,
386,
149,
48,
45,
26,
7,
6,
10,
2,
8,
2,
27,
86,
347,
620,
518,
351,
248,
479,
453,
318,
377,
618,
884,
453,
164,
99,
56,
27,
10,
14,
3,
2,
1,
5,
23,
107,
356,
616,
506,
306,
267,
472,
476,
309,
316,
581,
823,
421,
154,
105,
63,
43,
26,
18,
1,
3,
2,
0,
29,
85,
361,
707,
487,
340,
264,
504,
429,
321,
317,
542,
782,
401,
145,
74,
41,
40,
14,
14,
23,
2,
2,
5,
23,
82,
333,
585,
422,
283,
289,
558,
499,
319,
308,
586,
712,
324,
171,
102,
69,
70,
24,
17,
10,
3,
6,
8,
6,
12,
40,
76,
77,
101,
105,
122,
79,
116,
64,
47,
95,
126,
63,
53,
68,
40,
31,
39,
8,
11,
7,
0,
2,
16,
19,
33,
48,
82,
76,
58,
67,
52,
59,
44,
60,
65,
28,
39,
10,
18,
3,
3,
2,
3,
0,
1,
42,
100,
369,
635,
454,
257,
261,
431,
425,
311,
281,
496,
845,
382,
144,
77,
37,
21,
8,
7,
4,
0,
1,
4,
36,
97,
396,
685,
466,
325,
217,
464,
454,
288,
285,
525,
868,
384,
146,
93,
46,
24,
9,
6,
6,
1,
0,
3,
48,
86,
350,
634,
442,
300,
269,
455,
499,
270,
297,
546,
868,
388,
162,
91,
64,
44,
11,
5,
0,
2,
0,
0,
38,
109,
373,
635,
471,
283,
290,
585,
526,
287,
255,
604,
808,
346,
145,
111,
60,
30,
12,
20,
2,
1,
4,
1,
25,
100,
329,
569,
441,
293,
287,
583,
536,
258,
246,
552,
655,
326,
145,
81,
83,
57,
44,
24,
29,
4,
5,
6,
7,
13,
34,
83,
66,
80,
109,
66,
88,
86,
76,
61,
78,
82,
70,
45,
59,
37,
41,
24,
10,
2,
2,
1,
17,
10,
30,
55,
71,
94,
81,
92,
56,
47,
53,
64,
67,
97,
82,
56,
66,
38,
13,
14,
11,
5,
1,
3,
26,
102
] |
[
363,
598,
474,
291,
267,
472,
419,
325,
357,
611,
875,
422,
160,
53,
61,
37,
12,
6,
1,
4,
0,
2,
28,
84,
377,
620,
467,
310,
266,
535,
431,
265,
414,
702,
835,
426,
161,
81,
61,
38,
19,
6,
3,
2,
0,
2,
28,
87,
357,
617,
418,
260,
252,
526,
451,
264,
264,
511,
873,
388,
178,
89,
55,
38,
27,
4,
2,
1,
9,
1,
23,
90,
388,
595,
470,
411,
398,
656,
563,
442,
369,
604,
747,
371,
217,
111,
79,
50,
32,
22,
6,
11,
13,
6,
9,
14
] |
[
"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: 229.03%",
"予測される変化率: [カラム_0] 予測される変化率: -96.14%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.14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: 229.03%",
"Forecasted change rate: [column_0] Forecasted change rate: -96.14%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.14 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 76 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 76.",
"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 |
[
126,
110,
159,
154,
103,
147,
134,
98,
97,
139,
181,
144,
99,
62,
56,
40,
17,
13,
4,
1,
4,
4,
6,
16,
35,
65,
88,
95,
71,
91,
61,
122,
41,
43,
72,
90,
69,
53,
44,
55,
16,
10,
0,
17,
5,
7,
3,
10,
26,
39,
52,
65,
71,
75,
70,
64,
51,
41,
65,
50,
43,
32,
15,
20,
9,
13,
5,
2,
2,
1,
31,
106,
365,
577,
468,
235,
205,
337,
397,
271,
310,
424,
505,
296,
196,
110,
55,
52,
26,
8,
0,
7,
5,
7,
52,
96,
393,
630,
491,
351,
290,
523,
503,
324,
302,
489,
875,
424,
213,
104,
83,
77,
11,
7,
4,
3,
2,
3,
43,
103,
376,
635,
472,
369,
350,
584,
553,
356,
362,
604,
815,
393,
253,
127,
118,
102,
39,
26,
6,
3,
2,
2,
55,
103,
438,
590,
491,
298,
304,
617,
481,
274,
305,
400,
655,
393,
205,
99,
84,
52,
48,
15,
0,
1,
7,
1,
35,
148,
334,
567,
468,
271,
274,
414,
389,
306,
362,
597,
754,
322,
162,
144,
84,
88,
58,
22,
7,
4,
0,
5,
15,
33,
70,
137,
184,
180,
188,
119,
139,
116,
81,
98,
108,
109,
143,
66,
81,
60,
42,
49,
27,
0,
3,
3,
15,
16,
63,
175,
246,
251,
210,
163,
123,
119,
647,
457,
135,
85,
69,
50,
45,
30,
17,
16,
2,
0,
6,
1,
35,
97,
366,
613,
475,
282,
238,
369,
355,
219,
333,
428,
530,
334,
177,
138,
92,
51,
21,
3,
3,
3,
4,
2,
30,
111,
380,
565,
524,
293,
255,
505,
427,
323,
367,
500,
805,
402,
182,
115,
53,
35,
6,
7,
3,
2,
0,
2,
31,
97,
363,
640,
503,
343,
290,
488,
462,
284,
316,
567,
632,
363,
162,
98,
89,
49,
27,
9,
14,
3,
5,
0,
25,
91,
406,
620,
510,
381,
304,
529,
390,
194,
308,
449,
482,
300,
203,
156,
80,
40,
32,
10,
8,
1,
3,
0,
31,
79,
358,
621,
507,
289,
275,
539,
558,
325,
279,
514,
455,
201,
189,
103,
67,
72,
114,
22,
9,
7,
4,
3,
12,
21,
49,
60,
73,
95,
87,
89,
72,
82,
104,
91,
156,
218,
143,
80,
251,
115,
48,
28,
10,
7,
18,
3,
8,
15,
21,
58,
57,
192,
142,
47,
76,
43,
45,
56,
53,
65,
77,
55,
37,
35,
18,
2,
0,
3,
4,
2,
44,
128,
367,
626,
533,
290,
280,
542,
519,
329,
324,
425,
528,
313,
183,
120,
56,
58,
39,
16,
8,
28,
0,
0,
56,
111,
415,
652,
533,
322,
247,
533,
426,
294,
296,
675,
607,
278,
157,
130,
63,
58,
18,
10,
5,
1,
1,
0,
55,
106,
379,
689,
493,
312,
367,
545,
509,
346,
298,
513,
856,
452,
148,
115,
73,
71,
14,
11,
3,
7,
3,
0,
43,
100,
367,
684,
469,
299,
267,
415,
407,
305,
290,
377,
750,
345,
198,
116,
68,
45,
19,
17,
2,
4,
3,
2,
31,
101,
308,
596,
515,
244,
274,
543,
518,
347
] |
[
347,
531,
438,
352,
200,
90,
131,
96,
90,
43,
4,
5,
8,
4,
10,
9,
25,
74,
90,
69,
125,
101,
105,
84,
57,
66,
70,
107,
118,
65,
53,
46,
48,
28,
24,
12,
0,
1,
4,
3,
25,
52,
50,
86,
62,
62,
39,
64,
42,
41,
33,
64,
40,
39,
31,
15,
17,
1,
7,
1,
0,
2,
29,
107,
390,
631,
483,
297,
211,
383,
420,
291,
336,
607,
657,
294,
153,
85,
65,
29,
9,
7,
2,
1,
5,
0,
45,
87,
378,
716,
515,
293,
238,
504,
451,
326
] |
[
"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: 175.40%",
"予測される変化率: [カラム_0] 予測される変化率: -6.05%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.09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: 43個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 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: 175.40%",
"Forecasted change rate: [column_0] Forecasted change rate: -6.05%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.09 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 43",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
307,
691,
637,
317,
166,
99,
68,
42,
38,
6,
4,
2,
2,
2,
34,
113,
384,
721,
514,
345,
319,
538,
569,
336,
325,
642,
622,
372,
189,
134,
78,
74,
20,
19,
11,
7,
3,
4,
42,
86,
387,
678,
515,
316,
246,
601,
591,
367,
331,
649,
568,
253,
144,
122,
82,
64,
46,
4,
9,
1,
1,
1,
24,
85,
306,
520,
471,
234,
271,
536,
426,
318,
320,
524,
477,
262,
136,
99,
118,
69,
59,
17,
4,
2,
8,
4,
16,
26,
27,
48,
85,
96,
110,
61,
72,
81,
69,
61,
95,
117,
112,
83,
68,
59,
72,
32,
10,
4,
2,
2,
13,
8,
28,
33,
65,
92,
63,
53,
57,
52,
34,
41,
67,
83,
61,
42,
50,
23,
13,
5,
7,
0,
3,
3,
60,
99,
338,
674,
520,
267,
241,
543,
537,
317,
315,
628,
639,
304,
152,
95,
71,
52,
26,
15,
2,
2,
1,
2,
36,
96,
417,
792,
510,
279,
217,
572,
563,
295,
369,
703,
690,
232,
151,
108,
75,
46,
22,
6,
5,
3,
5,
4,
37,
97,
396,
724,
430,
260,
253,
478,
497,
313,
315,
727,
771,
362,
136,
131,
65,
41,
36,
9,
3,
3,
7,
8,
46,
117,
399,
652,
504,
240,
273,
492,
499,
321,
392,
727,
813,
206,
105,
89,
71,
84,
46,
7,
10,
12,
8,
6,
39,
97,
357,
661,
447,
236,
226,
456,
460,
211,
294,
574,
538,
147,
126,
142,
76,
76,
44,
13,
8,
10,
5,
1,
14,
15,
17,
60,
51,
49,
78,
66,
45,
38,
66,
56,
147,
213,
110,
86,
169,
73,
85,
16,
4,
8,
11,
2,
7,
14,
36,
36,
43,
111,
83,
72,
37,
52,
35,
57,
41,
59,
29,
41,
28,
15,
14,
8,
2,
0,
1,
7,
14,
70,
313,
475,
309,
146,
121,
292,
186,
202,
237,
517,
570,
271,
153,
70,
72,
56,
24,
4,
3,
6,
0,
2,
3,
20,
71,
102,
98,
83,
52,
49,
89,
89,
89,
105,
145,
79,
69,
80,
72,
22,
22,
7,
0,
0,
0,
0,
35,
102,
374,
647,
518,
303,
235,
433,
397,
213,
318,
494,
445,
237,
132,
92,
53,
33,
20,
9,
2,
2,
7,
1,
31,
134,
413,
645,
507,
267,
256,
384,
357,
238,
350,
669,
855,
368,
147,
97,
69,
59,
23,
24,
3,
2,
4,
3,
25,
113,
350,
594,
465,
269,
246,
466,
424,
247,
258,
546,
713,
398,
166,
117,
76,
81,
34,
4,
3,
3,
1,
0,
10,
31,
31,
77,
98,
97,
76,
72,
96,
145,
140,
166,
197,
130,
88,
64,
81,
122,
387,
46,
20,
30,
21,
17,
16,
7,
22,
23,
66,
81,
65,
51,
44,
45,
59,
66,
45,
67,
44,
49,
48,
25,
19,
8,
4,
2,
1,
3,
40,
145,
444,
630,
554,
308,
290,
589,
515,
320,
411,
667,
867,
247,
147,
111,
80,
56,
28,
15,
4,
7,
5,
0,
29,
127,
441,
622,
427,
297,
226,
467,
399,
272,
341,
657,
861,
369,
143,
98,
98,
41
] |
[
23,
7,
3,
1,
0,
6,
31,
129,
462,
706,
451,
279,
282,
525,
423,
233,
360,
619,
829,
396,
202,
141,
69,
35,
16,
11,
11,
4,
5,
1,
35,
117,
438,
656,
479,
281,
288,
487,
403,
261,
353,
679,
639,
318,
147,
148,
104,
52,
29,
3,
8,
2,
4,
1,
43,
102,
347,
609,
447,
264,
214,
453,
341,
287,
334,
501,
699,
484,
296,
163,
109,
127,
600,
61,
10,
6,
33,
6,
49,
34,
58,
77,
100,
171,
125,
114,
93,
126,
92,
87,
82,
88,
79,
51,
34,
110
] |
[
"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: -86.64%",
"予測される変化率: [カラム_0] 予測される変化率: 378.26%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.13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: 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: downward",
"Historical change rate: [column_0] Historical change rate: -86.64%",
"Forecasted change rate: [column_0] Forecasted change rate: 378.26%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.13 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 39",
"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] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 38 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 38.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
67,
27,
13,
18,
9,
9,
5,
10,
18,
46,
45,
86,
81,
87,
56,
59,
95,
67,
87,
72,
42,
28,
31,
22,
8,
4,
7,
1,
0,
2,
52,
105,
394,
713,
516,
268,
249,
537,
415,
303,
413,
689,
972,
358,
144,
97,
51,
36,
16,
4,
1,
18,
7,
0,
37,
115,
432,
607,
420,
288,
247,
576,
368,
294,
389,
709,
901,
418,
154,
86,
52,
59,
28,
5,
6,
1,
2,
6,
52,
113,
393,
688,
500,
317,
285,
551,
391,
349,
375,
736,
880,
296,
124,
91,
81,
52,
25,
12,
1,
5,
3,
2,
63,
125,
459,
692,
547,
301,
257,
385,
375,
247,
314,
700,
730,
267,
106,
104,
44,
43,
26,
11,
9,
1,
2,
2,
26,
107,
411,
920,
604,
283,
277,
535,
453,
252,
361,
648,
1049,
561,
231,
152,
79,
45,
49,
24,
11,
12,
2,
6,
9,
45,
73,
146,
141,
120,
107,
82,
100,
76,
82,
65,
348,
247,
131,
105,
112,
39,
60,
27,
16,
2,
4,
3,
1,
27,
68,
115,
92,
68,
105,
90,
62,
56,
60,
173,
234,
161,
104,
110,
54,
38,
41,
9,
1,
2,
0,
0,
30,
113,
409,
654,
516,
280,
321,
513,
450,
314,
309,
585,
690,
323,
132,
95,
72,
45,
15,
3,
4,
3,
6,
1,
26,
107,
446,
718,
497,
291,
242,
404,
292,
318,
419,
703,
911,
384,
128,
85,
53,
37,
23,
21,
2,
2,
3,
3,
35,
114,
434,
686,
475,
264,
305,
502,
397,
305,
386,
671,
842,
438,
136,
119,
92,
49,
61,
11,
6,
1,
7,
2,
33,
102,
347,
575,
430,
345,
364,
618,
418,
372,
434,
624,
864,
394,
187,
126,
87,
71,
30,
17,
3,
1,
3,
1,
41,
107,
368,
539,
392,
259,
257,
498,
337,
223,
341,
514,
675,
237,
198,
126,
131,
97,
126,
14,
18,
6,
2,
2,
6,
35,
27,
77,
79,
179,
164,
118,
125,
195,
144,
200,
191,
102,
85,
62,
76,
408,
98,
33,
16,
14,
2,
8,
10,
19,
23,
60,
43,
101,
63,
57,
51,
51,
65,
56,
46,
82,
55,
41,
40,
32,
8,
12,
4,
2,
2,
4,
31,
101,
418,
541,
369,
224,
223,
351,
333,
265,
306,
524,
629,
321,
123,
76,
51,
36,
17,
5,
3,
2,
5,
0,
37,
121,
447,
671,
512,
230,
202,
424,
227,
185,
353,
605,
682,
319,
125,
90,
62,
43,
20,
16,
6,
5,
3,
5,
37,
105,
363,
670,
452,
240,
246,
428,
370,
261,
339,
701,
895,
384,
165,
67,
68,
53,
14,
8,
5,
5,
7,
3,
26,
88,
351,
584,
443,
246,
264,
452,
359,
278,
319,
679,
779,
326,
126,
86,
55,
48,
27,
17,
4,
1,
4,
4,
18,
87,
308,
487,
376,
205,
197,
433,
322,
251,
307,
552,
625,
291,
144,
109,
142,
98,
113,
28,
9,
7,
5,
8,
5,
15,
44,
56,
50,
102,
103,
152,
75,
88,
125,
96,
139,
140,
101,
60,
74,
53,
67,
36,
17,
6,
6,
6,
21,
10
] |
[
26,
39,
68,
117,
56,
78,
97,
79,
55,
90,
93,
66,
50,
46,
44,
25,
10,
13,
4,
1,
1,
5,
22,
103,
424,
710,
502,
271,
264,
499,
394,
296,
346,
711,
934,
413,
135,
72,
53,
31,
17,
8,
2,
6,
2,
1,
17,
99,
332,
564,
486,
231,
274,
582,
482,
319,
484,
730,
929,
438,
210,
108,
59,
31,
23,
8,
6,
3,
2,
3,
22,
94,
361,
624,
455,
243,
293,
560,
413,
265,
341,
776,
899,
425,
163,
89,
55,
41,
17,
11,
7,
3,
0,
3,
24,
80
] |
[
"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: -85.07%",
"予測される変化率: [カラム_0] 予測される変化率: 207.69%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.14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: -85.07%",
"Forecasted change rate: [column_0] Forecasted change rate: 207.69%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.14 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 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 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 |
[
352,
543,
448,
289,
282,
450,
381,
337,
430,
784,
794,
378,
176,
109,
54,
48,
18,
15,
3,
4,
3,
3,
16,
93,
391,
640,
411,
289,
303,
481,
490,
326,
414,
691,
776,
407,
163,
74,
71,
92,
107,
49,
14,
18,
8,
2,
11,
17,
36,
54,
85,
113,
103,
85,
85,
60,
69,
80,
116,
118,
98,
75,
99,
93,
119,
32,
27,
4,
5,
7,
2,
8,
11,
47,
59,
95,
60,
60,
58,
39,
51,
38,
81,
52,
51,
24,
44,
17,
27,
6,
0,
1,
3,
0,
32,
104,
439,
668,
544,
326,
239,
552,
335,
249,
392,
717,
973,
385,
143,
78,
38,
54,
11,
14,
13,
4,
0,
0,
22,
95,
482,
628,
510,
317,
367,
547,
420,
294,
401,
780,
924,
366,
152,
94,
70,
38,
36,
11,
8,
4,
0,
6,
24,
125,
450,
606,
456,
296,
353,
575,
501,
433,
454,
755,
1301,
671,
265,
183,
62,
103,
19,
10,
7,
3,
4,
1,
20,
83,
337,
516,
403,
342,
352,
540,
408,
331,
501,
791,
834,
490,
170,
106,
74,
65,
33,
17,
4,
6,
2,
4,
23,
94,
361,
495,
343,
283,
317,
420,
312,
261,
442,
703,
650,
360,
191,
126,
67,
67,
88,
35,
8,
8,
2,
3,
6,
8,
19,
55,
40,
51,
61,
67,
49,
52,
64,
53,
108,
75,
80,
39,
57,
84,
57,
25,
8,
1,
3,
2,
4,
9,
20,
35,
37,
122,
71,
88,
47,
65,
84,
54,
71,
45,
47,
47,
32,
31,
13,
7,
9,
2,
1,
7,
19,
62,
220,
306,
218,
205,
167,
294,
247,
170,
246,
454,
447,
233,
106,
62,
44,
25,
24,
4,
3,
1,
13,
5,
7,
56,
200,
226,
203,
179,
168,
261,
172,
191,
246,
300,
248,
158,
81,
72,
62,
41,
21,
5,
4,
6,
2,
3,
3,
2,
6,
27,
22,
50,
49,
50,
52,
31,
41,
45,
70,
68,
70,
71,
60,
40,
25,
0,
0,
6,
4,
2,
6,
8,
19,
29,
25,
53,
43,
62,
36,
37,
41,
75,
58,
65,
40,
52,
50,
16,
29,
14,
2,
1,
1,
5,
14,
36,
158,
227,
197,
173,
139,
144,
133,
117,
120,
250,
309,
160,
103,
70,
62,
41,
21,
6,
9,
5,
3,
2,
9,
12,
25,
97,
55,
69,
57,
76,
69,
48,
61,
58,
83,
90,
63,
68,
45,
63,
33,
5,
1,
5,
1,
3,
8,
5,
19,
37,
62,
86,
75,
81,
47,
71,
69,
95,
165,
179,
62,
60,
45,
101,
36,
6,
3,
5,
1,
7,
13,
54,
182,
245,
188,
94,
78,
111,
106,
86,
166,
325,
347,
157,
87,
42,
48,
22,
8,
7,
8,
3,
2,
3,
9,
69,
196,
209,
131,
93,
116,
175,
179,
180,
266,
285,
319,
285,
291,
268,
333,
344,
395,
1194,
276,
90,
15,
15,
3,
8,
14,
34,
47,
87,
74,
87,
64,
75,
71,
42,
64,
52,
64,
68,
43,
33,
12,
14,
8,
0,
5,
6,
7,
47,
178,
268,
202,
194,
147,
266,
221,
122
] |
[
233,
381,
466,
247,
133,
88,
73,
78,
17,
14,
0,
7,
0,
2,
8,
51,
176,
216,
161,
148,
120,
205,
169,
120,
147,
332,
393,
207,
80,
68,
56,
32,
25,
6,
7,
2,
1,
6,
6,
6,
20,
49,
52,
78,
57,
66,
64,
70,
69,
65,
80,
105,
43,
62,
34,
60,
23,
10,
4,
2,
2,
1,
4,
5,
7,
26,
29,
42,
51,
30,
45,
41,
30,
20,
41,
31,
32,
25,
31,
25,
6,
5,
2,
0,
4,
3,
15,
87,
334,
557,
414,
197,
185,
423,
339,
253
] |
[
"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: -65.34%",
"予測される変化率: [カラム_0] 予測される変化率: 8.58%",
"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: 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: 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: -65.34%",
"Forecasted change rate: [column_0] Forecasted change rate: 8.58%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.36 times the mean)",
"Trend: [column_0] Trend continuation: downward trend continues",
"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 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 |
[
336,
690,
736,
255,
92,
58,
30,
49,
18,
6,
1,
8,
4,
0,
13,
89,
346,
590,
408,
214,
127,
337,
266,
165,
207,
492,
445,
200,
110,
95,
43,
45,
17,
17,
3,
8,
0,
3,
14,
95,
346,
596,
343,
259,
239,
493,
360,
219,
278,
657,
781,
342,
126,
81,
56,
48,
24,
5,
7,
6,
4,
4,
14,
90,
344,
557,
405,
230,
247,
488,
382,
228,
358,
674,
762,
295,
103,
54,
47,
39,
11,
10,
2,
1,
4,
1,
11,
88,
331,
475,
278,
163,
209,
356,
309,
210,
229,
452,
530,
203,
115,
102,
99,
165,
60,
23,
6,
7,
11,
4,
13,
20,
24,
39,
67,
90,
82,
62,
63,
75,
49,
99,
107,
83,
63,
63,
38,
38,
35,
24,
3,
13,
5,
3,
5,
10,
21,
51,
41,
75,
51,
59,
34,
49,
53,
44,
70,
87,
58,
34,
25,
24,
14,
11,
2,
0,
0,
2,
21,
92,
401,
676,
524,
252,
204,
461,
314,
234,
364,
727,
949,
381,
128,
68,
45,
11,
10,
5,
3,
2,
1,
2,
11,
89,
359,
615,
344,
220,
242,
459,
366,
255,
320,
753,
908,
324,
116,
83,
36,
28,
15,
4,
1,
1,
1,
3,
17,
81,
374,
629,
423,
204,
233,
409,
356,
218,
344,
809,
470,
198,
113,
79,
31,
39,
12,
3,
1,
0,
1,
1,
20,
57,
381,
647,
483,
266,
235,
353,
410,
272,
361,
696,
894,
377,
129,
74,
70,
28,
13,
6,
3,
6,
5,
4,
14,
81,
341,
551,
313,
177,
218,
366,
294,
197,
344,
668,
757,
364,
188,
117,
64,
35,
33,
16,
4,
9,
8,
2,
5,
9,
22,
54,
69,
73,
86,
103,
81,
66,
52,
69,
82,
112,
104,
63,
33,
43,
38,
17,
9,
8,
1,
3,
6,
9,
16,
32,
53,
65,
58,
64,
43,
51,
50,
49,
72,
49,
60,
44,
60,
50,
14,
1,
3,
0,
0,
4,
19,
81,
340,
600,
428,
167,
189,
435,
235,
170,
267,
488,
667,
292,
82,
65,
41,
35,
15,
9,
3,
3,
1,
0,
22,
89,
404,
716,
499,
240,
294,
539,
379,
240,
394,
742,
1009,
426,
146,
88,
50,
71,
30,
22,
0,
4,
2,
0,
17,
72,
393,
734,
526,
279,
257,
415,
245,
177,
179,
264,
302,
165,
79,
78,
44,
41,
18,
4,
4,
0,
2,
0,
16,
60,
367,
627,
533,
358,
300,
437,
366,
224,
292,
638,
764,
291,
145,
86,
72,
39,
48,
10,
10,
7,
2,
9,
20,
89,
356,
582,
481,
279,
232,
431,
330,
201,
302,
640,
668,
243,
104,
90,
67,
81,
60,
29,
42,
16,
7,
3,
3,
11,
28,
77,
83,
118,
85,
51,
72,
74,
59,
88,
96,
99,
96,
46,
63,
45,
57,
22,
4,
13,
7,
5,
2,
8,
24,
39,
58,
90,
86,
65,
67,
75,
66,
78,
168,
161,
187,
150,
176,
101,
30,
10,
2,
2,
1,
3,
2,
9,
16,
26,
56,
77,
90,
101,
94,
87,
54,
68,
85,
100,
60,
47,
47,
36
] |
[
17,
11,
2,
9,
4,
2,
13,
94,
370,
680,
476,
268,
281,
588,
462,
296,
343,
775,
938,
378,
160,
94,
50,
27,
20,
6,
1,
0,
1,
0,
16,
95,
387,
658,
458,
229,
270,
521,
468,
266,
353,
690,
922,
422,
140,
78,
50,
46,
11,
9,
4,
3,
4,
0,
24,
87,
354,
673,
565,
325,
341,
532,
545,
274,
344,
694,
957,
450,
191,
99,
38,
34,
16,
3,
4,
3,
1,
5,
13,
92,
357,
568,
488,
188,
167,
290,
272,
222,
274,
578,
722,
337,
171,
100,
60,
31
] |
[
"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: -89.29%",
"予測される変化率: [カラム_0] 予測される変化率: 82.35%",
"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: 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: -89.29%",
"Forecasted change rate: [column_0] Forecasted change rate: 82.35%",
"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: 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 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,
28,
6,
0,
4,
4,
2,
7,
35,
90,
70,
77,
86,
59,
76,
54,
60,
112,
108,
96,
85,
67,
67,
82,
44,
32,
4,
6,
2,
6,
2,
11,
14,
49,
43,
65,
98,
73,
31,
61,
48,
63,
56,
58,
60,
39,
29,
24,
12,
5,
2,
3,
0,
8,
27,
87,
394,
733,
543,
311,
216,
451,
391,
283,
327,
767,
955,
362,
155,
71,
42,
24,
9,
4,
4,
6,
3,
2,
20,
88,
434,
689,
670,
315,
234,
495,
431,
314,
346,
806,
943,
391,
158,
85,
47,
40,
9,
5,
3,
2,
4,
5,
20,
100,
429,
772,
595,
271,
303,
455,
441,
328,
394,
764,
873,
383,
121,
90,
63,
42,
15,
1,
4,
5,
1,
1,
21,
99,
391,
764,
584,
286,
304,
574,
469,
314,
391,
798,
818,
286,
111,
76,
59,
46,
13,
8,
6,
1,
4,
1,
11,
80,
356,
670,
550,
278,
247,
491,
357,
179,
309,
528,
544,
207,
118,
94,
77,
45,
30,
16,
9,
8,
8,
2,
10,
9,
40,
93,
83,
63,
86,
116,
91,
105,
108,
98,
75,
98,
67,
61,
47,
41,
40,
13,
13,
6,
6,
5,
6,
10,
29,
91,
70,
77,
73,
65,
49,
47,
82,
80,
50,
74,
48,
58,
30,
24,
13,
5,
0,
1,
0,
2,
24,
104,
398,
715,
573,
272,
267,
334,
292,
240,
355,
696,
928,
403,
152,
81,
48,
54,
13,
8,
2,
2,
4,
5,
22,
102,
378,
745,
557,
238,
187,
403,
385,
327,
425,
793,
967,
442,
173,
88,
37,
25,
16,
17,
3,
1,
2,
3,
25,
85,
410,
725,
535,
311,
225,
409,
383,
312,
329,
694,
891,
242,
92,
95,
91,
46,
27,
8,
3,
0,
5,
2,
31,
109,
403,
697,
595,
335,
285,
640,
522,
310,
469,
741,
921,
443,
146,
64,
51,
20,
31,
8,
9,
3,
1,
1,
19,
103,
387,
657,
524,
247,
149,
446,
446,
250,
231,
637,
728,
315,
202,
119,
93,
73,
51,
27,
6,
7,
6,
2,
2,
14,
29,
70,
86,
94,
119,
81,
55,
67,
72,
75,
118,
99,
83,
75,
47,
61,
60,
23,
6,
8,
5,
4,
3,
11,
19,
39,
43,
82,
59,
86,
76,
79,
52,
50,
95,
49,
21,
47,
45,
27,
13,
4,
2,
3,
0,
4,
23,
97,
409,
768,
592,
270,
242,
518,
524,
386,
389,
852,
1007,
284,
113,
104,
51,
36,
10,
7,
3,
4,
2,
6,
18,
114,
426,
785,
616,
293,
244,
408,
316,
254,
384,
727,
768,
194,
170,
117,
59,
38,
15,
12,
0,
0,
0,
2,
20,
96,
427,
670,
533,
320,
298,
503,
534,
328,
325,
576,
720,
355,
145,
96,
49,
38,
19,
14,
0,
2,
3,
1,
28,
101,
434,
774,
602,
343,
312,
485,
387,
278,
370,
745,
892,
415,
151,
84,
54,
53,
93,
18,
4,
2,
4,
2,
23,
75,
385,
679,
523,
256,
236,
560,
443,
229,
392,
678,
777,
272,
133,
89,
86,
77,
43,
22,
14,
8,
7,
8,
4,
7
] |
[
25,
77,
60,
96,
136,
89,
78,
142,
79,
102,
125,
74,
96,
96,
52,
83,
67,
35,
17,
11,
2,
1,
19,
6,
23,
44,
62,
100,
83,
103,
79,
92,
82,
56,
55,
42,
57,
70,
38,
20,
19,
6,
3,
0,
3,
2,
30,
109,
394,
741,
542,
344,
282,
370,
392,
270,
404,
748,
892,
452,
156,
97,
52,
57,
11,
1,
2,
2,
1,
1,
24,
90,
421,
753,
580,
316,
254,
495,
479,
294,
317,
710,
878,
358,
143,
98,
58,
40,
17,
6,
1,
4,
3,
5,
25,
103
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -50.00%",
"予測される変化率: [カラム_0] 予測される変化率: 312.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.25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: 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: -50.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 312.00%",
"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: 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 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 |
[
407,
742,
533,
217,
201,
519,
502,
293,
329,
750,
825,
282,
130,
112,
71,
30,
25,
4,
4,
1,
4,
0,
21,
79,
471,
771,
614,
317,
278,
391,
365,
264,
260,
396,
619,
391,
159,
124,
79,
63,
23,
6,
0,
2,
2,
3,
25,
95,
431,
707,
524,
329,
315,
659,
422,
275,
306,
486,
582,
431,
290,
158,
114,
365,
182,
69,
39,
10,
5,
8,
20,
40,
22,
69,
96,
140,
127,
81,
113,
82,
119,
125,
97,
102,
103,
108,
175,
71,
48,
31,
17,
18,
23,
5,
20,
6,
30,
64,
88,
148,
60,
103,
138,
98,
64,
46,
32,
100,
41,
65,
42,
40,
11,
7,
0,
1,
10,
11,
16,
105,
439,
694,
525,
221,
196,
349,
433,
335,
362,
738,
766,
245,
120,
98,
68,
47,
13,
4,
2,
4,
2,
3,
21,
85,
438,
758,
536,
251,
218,
49,
0,
140,
302,
719,
836,
305,
100,
109,
57,
40,
25,
6,
2,
0,
2,
3,
21,
91,
228,
0,
260,
330,
275,
465,
496,
288,
387,
618,
816,
385,
179,
114,
51,
24,
9,
2,
3,
4,
9,
0,
6,
52,
146,
321,
406,
289,
250,
347,
311,
277,
319,
531,
724,
433,
205,
111,
66,
34,
45,
13,
1,
3,
1,
2,
27,
95,
324,
610,
519,
289,
276,
468,
380,
210,
238,
441,
474,
201,
119,
91,
86,
45,
27,
11,
6,
12,
2,
2,
5,
8,
35,
84,
61,
95,
63,
61,
52,
71,
58,
113,
98,
87,
125,
93,
184,
95
] |
[
40,
18,
15,
13,
8,
3,
2,
12,
31,
36,
79,
90,
94,
114,
72,
56,
90,
49,
66,
55,
58,
40,
43,
30,
41,
23,
16,
2,
3,
2,
5,
15,
60,
119,
85,
75,
63,
86,
73,
69,
77,
110,
123,
124,
110,
81,
40,
33,
14,
7,
4,
2,
4,
3,
18,
78,
430,
707,
516,
266,
289,
543,
463,
249,
369,
562,
597,
306,
156,
119,
63,
37,
15,
5,
4,
6,
2,
2,
16,
99,
378,
731,
446,
280,
221,
517,
460,
263,
284,
550,
663,
405,
214,
119,
62,
36
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -76.66%",
"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1.15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: 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: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -76.66%",
"Forecasted change rate: [column_0] Forecasted change rate: -10.00%",
"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: 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 92 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 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 |
[
14,
9,
9,
3,
1,
6,
19,
107,
406,
590,
517,
258,
218,
445,
470,
241,
293,
591,
586,
196,
153,
148,
83,
44,
30,
8,
0,
3,
5,
2,
18,
93,
361,
551,
437,
224,
236,
437,
379,
203,
223,
525,
565,
280,
138,
114,
53,
48,
39,
15,
7,
7,
4,
8,
6,
15,
30,
64,
98,
64,
62,
80,
81,
92,
61,
79,
76,
73,
61,
107,
31,
91,
39,
19,
5,
7,
6,
7,
1,
6,
20,
30,
50,
68,
60,
75,
54,
52,
53,
41,
43,
65,
68,
66,
40,
18,
6,
5,
2,
1,
1,
4,
13,
83,
347,
598,
426,
171,
160,
336,
350,
210,
275,
478,
424,
334,
172,
101,
56,
32,
18,
6,
2,
4,
3,
0,
14,
75
] |
[
342,
528,
326,
145,
144,
315,
325,
185,
286,
330,
363,
293,
139,
75,
42,
43,
21,
7,
9,
1,
4,
4,
16,
79,
246,
380,
190,
99,
116,
167,
139,
113,
157,
330,
440,
278,
131,
91,
30,
29,
9,
5,
3,
5,
0,
4,
14,
74,
253,
336,
212,
124,
130,
154,
98,
100,
168,
315,
410,
285,
118,
85,
56,
33,
12,
5,
10,
1,
3,
1,
11,
67,
224,
320,
203,
126,
84,
167,
149,
94,
138,
235,
219,
147,
93,
69,
52,
38,
27,
11,
4,
4,
5,
1,
7,
12
] |
[
"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: 435.71%",
"予測される変化率: [カラム_0] 予測される変化率: -96.49%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.14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: 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: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 435.71%",
"Forecasted change rate: [column_0] Forecasted change rate: -96.49%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.14 times the mean)",
"Trend: [column_0] Trend intensification: downward 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] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 28 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 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 58 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 28.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is 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 58."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
21,
50,
62,
64,
70,
44,
67,
60,
46,
50,
54,
41,
47,
54,
37,
38,
27,
4,
11,
2,
1,
4,
14,
7,
11,
34,
40,
60,
48,
48,
46,
37,
45,
45,
46,
35,
30,
32,
18,
21,
6,
3,
3,
0,
1,
1,
9,
57,
218,
314,
141,
110,
63,
116,
97,
86,
116,
140,
214,
124,
82,
38,
26,
16,
14,
1,
1,
2,
3,
2,
9,
55,
154,
174,
94,
83,
93,
110,
110,
56,
83,
92,
139,
104,
58,
29,
28,
24,
8,
1,
0,
2,
2,
6,
3,
43,
122,
150,
97,
73,
83,
61,
47,
53,
57,
64,
115,
79,
41,
36,
41,
21,
9,
5,
3,
4,
0,
1,
9,
36,
99,
135,
81,
76,
51,
93,
82,
95,
71,
97,
71,
59,
63,
41,
23,
21,
5,
5,
2,
7,
0,
0,
9,
34,
95,
134,
80,
66,
71,
96,
78,
69,
70,
92,
121,
77,
52,
27,
20,
31,
8,
1,
6,
2,
2,
0,
16,
8,
13,
28,
35,
33,
38,
45,
37,
39,
30,
39,
29,
36,
40,
41,
40,
23,
15,
4,
2,
3,
4,
2,
1,
2,
8,
10,
17,
15,
33,
24,
46,
36,
18,
19,
26,
17,
31,
31,
15,
14,
10,
7,
0,
1,
2,
3,
4,
20,
76,
108,
64,
49,
53,
40,
74,
47,
83,
59,
68,
54,
48,
37,
28,
26,
4,
4,
2,
2,
1,
1,
8,
15,
64,
93,
69,
51,
65,
59,
75,
67,
48,
62,
52,
64,
61,
43,
38,
11,
12,
2,
9,
2,
2,
2,
3,
16,
42,
87,
68,
52,
80,
54,
44,
40,
42,
72,
108,
52,
45,
34,
14,
20,
6,
4,
2,
5,
0,
0,
5,
13,
56,
79,
61,
58,
54,
81,
57,
42,
50,
53,
65,
33,
30,
14,
12,
14,
9,
5,
0,
1,
0,
2,
3,
17,
52,
93,
75,
43,
66,
45,
54,
41,
46,
64,
79,
53,
46,
53,
24,
13,
1,
3,
4,
0,
1,
2,
3,
21,
6,
25,
19,
26,
28,
32,
34,
12,
22,
34,
16,
63,
38,
31,
8,
11,
3,
7,
2,
1,
2,
2,
12,
3,
9,
15,
23,
23,
35,
15,
18,
12,
13,
20,
44,
49,
23,
17,
20,
19,
2,
5,
1,
0,
0,
2,
5,
25,
72,
79,
79,
40,
66,
63,
48,
29,
47,
48,
84,
55,
30,
13,
22,
13,
4,
2,
5,
1,
2,
0,
2,
21,
61,
69,
34,
37,
38,
46,
37,
36,
44,
39,
66,
57,
29,
21,
13,
12,
1,
6,
2,
3,
1,
7,
5,
21,
55,
75,
48,
32,
45,
54,
50,
36,
31,
53,
61,
50,
36,
24,
20,
16,
10,
4,
3,
1,
0,
4,
3,
19,
59,
56,
78,
59,
65,
76,
50,
56,
56,
45,
79,
74,
53,
40,
12,
18,
1,
8,
1,
2,
3,
2,
0,
7,
9,
13,
21,
48,
62,
37,
47,
37,
21,
42,
41,
47,
39,
19,
7,
16,
7,
1,
1,
2,
4,
0,
1,
5,
7,
23,
21,
33,
35,
26,
28,
19
] |
[
39,
19,
29,
38,
14,
36,
9,
4,
2,
1,
2,
1,
0,
0,
1,
9,
7,
15,
10,
20,
21,
15,
22,
16,
16,
33,
18,
25,
29,
12,
33,
9,
11,
3,
1,
4,
0,
0,
2,
3,
8,
10,
18,
31,
51,
26,
48,
35,
37,
43,
40,
42,
27,
14,
28,
10,
3,
2,
4,
1,
1,
1,
3,
16,
49,
67,
48,
41,
43,
56,
68,
57,
44,
58,
71,
64,
34,
20,
32,
11,
9,
3,
5,
1,
2,
3,
1,
28,
39,
67,
47,
54,
42,
46,
38,
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: -9.52%",
"予測される変化率: [カラム_0] 予測される変化率: -2.56%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.00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: 51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: -9.52%",
"Forecasted change rate: [column_0] Forecasted change rate: -2.56%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.00 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 51",
"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 |
[
2,
3,
1,
0,
0,
2,
23,
75,
112,
118,
185,
259,
425,
405,
415,
557,
290,
524,
992,
986,
433,
422,
921,
312,
80,
88,
16,
15,
3,
9,
18,
21,
84,
160,
255,
399,
503,
564,
732,
866,
585,
722,
980,
819,
516,
518,
581,
274,
244,
50,
27,
23,
10,
20,
15,
21,
103,
194,
425,
750,
1140,
1129,
1246,
1713,
1456,
698,
405,
866,
366,
215,
159,
47,
13,
8,
5,
1,
1,
7,
27,
54,
120,
133,
162,
174,
267,
313,
247,
227,
183,
195,
184,
102,
129,
82,
64,
14,
3,
6,
0,
0,
0,
3,
30,
61,
105,
97,
143,
236,
365,
443,
277,
197,
173,
244,
327,
222,
121,
116,
181,
40,
12,
4,
5,
1,
0,
5,
46,
70,
159,
84,
214,
214,
400,
376,
348,
373,
159,
249,
502,
378,
193,
221,
202,
125,
12,
3,
1,
3,
5,
1,
35,
79,
107,
116,
71,
83,
277,
268,
200,
168,
193,
294,
307,
229,
125,
175,
166,
58,
9,
1,
5,
0,
2,
3,
31,
81,
151,
109,
141,
194,
395,
410,
365,
384,
166,
409,
940,
999,
383,
238,
476,
176,
73,
29,
16,
8,
2,
5,
7,
22,
49,
70,
117,
187,
358,
479,
516,
770,
536,
553,
826,
584,
451,
364,
749,
280,
144,
53,
20,
41,
9,
14,
17,
36,
164,
290,
495,
928,
1047,
1082,
1210,
1378,
1015,
502,
366,
464,
401,
224,
102,
26,
4,
10,
0,
0,
1,
4,
15,
60,
93,
99,
125,
193,
343,
436,
326,
203,
205,
384,
609,
297,
123,
215,
237,
20,
4,
1,
0,
0,
0,
4,
32,
53,
115,
93,
80,
168,
323,
265,
229,
173,
163,
232,
268,
239,
144,
113,
187,
28,
8,
2,
2,
4,
0,
2,
28,
71,
105,
103,
104,
220,
334,
326,
319,
314,
192,
259,
377,
240,
156,
154,
160,
40,
11,
4,
0,
3,
1,
4,
27,
73,
121,
89,
112,
184,
276,
212,
250,
165,
160,
201,
340,
411,
166,
181,
244,
73,
20,
1,
3,
0,
1,
5,
18,
66,
111,
126,
143,
244,
324,
379,
308,
405,
198,
323,
568,
607,
355,
375,
405,
155,
85,
14,
5,
11,
6,
2,
5,
23,
46,
77,
132,
252,
255,
380,
486,
558,
395,
442,
722,
588,
384,
446,
540,
313,
116,
45,
33,
41,
7,
2,
4,
25,
66,
151,
298,
547,
894,
770,
971,
1448,
1244,
582,
270,
880,
344,
278,
112,
23,
11,
7,
0,
2,
5,
7,
22,
68,
118,
126,
119,
236,
440,
412,
304,
243,
193,
213,
182,
137,
105,
75,
79,
4,
8,
1,
1,
1,
0,
5,
19,
67,
117,
107,
129,
183,
421,
365,
308,
192,
198,
332,
294,
271,
149,
111,
219,
24,
8,
3,
0,
1,
6,
7,
31,
57,
130,
95,
135,
276,
444,
506,
381,
389,
189,
247,
449,
340,
172,
172,
168,
33,
11,
3,
4,
5,
0,
51,
240,
83,
95,
89,
108,
119,
314,
332,
198,
177,
152,
283,
318,
305,
116,
172,
236,
31,
12,
3,
6,
0,
0,
3,
22,
51
] |
[
132,
102,
143,
229,
518,
519,
518,
492,
382,
791,
1260,
1173,
371,
369,
958,
247,
73,
24,
23,
10,
1,
5,
9,
23,
99,
145,
310,
437,
618,
856,
810,
1018,
782,
839,
1046,
988,
656,
507,
766,
366,
150,
69,
28,
24,
9,
7,
6,
31,
67,
185,
371,
639,
1131,
1187,
828,
991,
934,
810,
363,
557,
317,
249,
110,
30,
8,
5,
3,
1,
4,
5,
21,
50,
121,
111,
135,
122,
302,
314,
219,
57,
117,
128,
29,
54,
88,
62,
49,
4,
10,
1,
2,
0,
0,
8,
18,
69
] |
[
"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: 2450.00%",
"予測される変化率: [カラム_0] 予測される変化率: -47.73%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.21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: 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: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 2450.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -47.73%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.21 times the mean)",
"Trend: [column_0] Trend intensification: downward 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 downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"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 84 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 84."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
136,
73,
151,
150,
391,
418,
272,
223,
181,
217,
202,
166,
156,
162,
102,
24,
9,
0,
3,
1,
1,
13,
30,
80,
126,
124,
122,
219,
300,
247,
103,
207,
122,
223,
231,
236,
114,
118,
139,
36,
12,
10,
8,
3,
1,
10,
21,
57,
118,
99,
102,
132,
308,
271,
89,
77,
158,
208,
275,
266,
178,
149,
237,
37,
11,
4,
2,
3,
0,
10,
29,
71,
162,
129,
177,
305,
495,
519,
518,
477,
326,
440,
874,
802,
234,
239,
714,
148,
49,
18,
7,
3,
1,
1,
5,
28,
59,
157,
236,
344,
522,
707,
659,
722,
676,
1099,
1592,
2032,
992,
622,
673,
267,
128,
25,
9,
18,
0,
4,
12,
23,
57,
131,
344,
901,
1450,
1854,
901,
967,
1055,
833,
458,
706,
345,
188,
74,
20,
30,
59,
1,
6,
6,
4,
29,
58,
144,
111,
100,
174,
285,
266,
191,
147,
83,
161,
174,
116,
129,
129,
87,
11,
7,
9,
1,
0,
4,
6,
20,
52,
122,
91,
111,
103,
271,
269,
176,
196,
126,
213,
295,
232,
126,
148,
128,
38,
9,
0,
1,
0,
0,
2,
33,
54,
121,
125,
132,
293,
392,
326,
341,
304,
194,
508,
935,
1152,
136,
112,
718,
119,
14,
14,
11,
7,
0,
7,
30,
72,
127,
119,
167,
154,
318,
384,
290,
161,
272,
412,
397,
484,
228,
202,
277,
68,
17,
7,
2,
9,
0,
5,
25,
52,
104,
125,
214,
238,
456,
478,
424,
501,
321,
531,
1017,
1003,
503,
307,
760,
167,
72,
20,
19,
3,
5,
4,
12,
31,
35,
79,
274,
319,
667,
936,
545,
682,
450,
966,
667,
528,
502,
324,
525,
219,
47,
18,
19,
5,
7,
4,
11,
24,
80,
153,
411,
990,
1556,
713,
565,
1036,
1508,
802,
954,
1053,
731,
530,
326,
146,
28,
40,
1,
3,
1,
3,
10,
21,
58,
102,
243,
426,
478,
568,
591,
341,
110,
209,
167,
175,
101,
51,
16,
10,
3,
2,
1,
1,
0,
6,
16,
63,
70,
53,
74,
34,
153,
140,
67,
41,
64,
133,
144,
122,
77,
76,
84,
9,
1,
1,
1,
1,
1,
3,
7,
26,
69,
84,
89,
83,
149,
184,
117,
228,
80,
84,
180,
180,
47,
46,
105,
15,
6,
4,
1,
0,
1,
4,
20,
60,
90,
81,
80,
111,
252,
308,
184,
161,
146,
211,
333,
377,
148,
152,
242,
38,
9,
2,
1,
3,
5,
8,
26,
75,
107,
87,
124,
176,
277,
322,
357,
475,
244,
405,
909,
835,
244,
135,
572,
105,
51,
10,
3,
3,
4,
1,
4,
9,
48,
75,
157,
213,
233,
290,
369,
478,
263,
612,
1424,
872,
515,
657,
451,
237,
111,
30,
20,
10,
2,
6,
9,
13,
69,
112,
207,
465,
807,
584,
700,
883,
716,
456,
276,
370,
223,
192,
101,
16,
19,
11,
2,
1,
0,
8,
24,
70,
99,
112,
147,
411,
436,
308,
235,
167,
150,
184,
147,
100,
106,
82,
50,
13,
1,
0,
1,
1,
0,
4,
30,
71,
97,
117,
92,
121,
297,
371,
247,
181
] |
[
193,
186,
201,
149,
102,
93,
90,
14,
7,
7,
5,
5,
1,
3,
37,
87,
95,
102,
89,
115,
330,
256,
208,
224,
141,
147,
178,
116,
127,
94,
66,
74,
5,
4,
5,
0,
1,
7,
25,
61,
112,
106,
104,
180,
350,
381,
307,
200,
132,
190,
162,
153,
104,
114,
46,
26,
17,
5,
4,
0,
0,
10,
32,
72,
123,
90,
139,
217,
418,
430,
362,
271,
340,
940,
693,
860,
357,
300,
547,
174,
45,
28,
18,
12,
6,
4,
8,
16,
54,
96,
167,
248,
295,
264,
236,
281
] |
[
"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: 33.09%",
"予測される変化率: [カラム_0] 予測される変化率: 45.60%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.34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: 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: 33.09%",
"Forecasted change rate: [column_0] Forecasted change rate: 45.60%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.34 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 downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 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 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
271,
542,
642,
1188,
390,
526,
400,
309,
78,
100,
21,
9,
5,
1,
11,
17,
43,
116,
209,
431,
582,
528,
532,
392,
357,
252,
192,
140,
64,
82,
20,
19,
9,
8,
0,
1,
3,
6,
20,
49,
107,
148,
151,
218,
273,
323,
325,
227,
189,
207,
198,
108,
139,
86,
103,
27,
10,
1,
0,
1,
0,
1,
34,
56,
110,
85,
87,
139,
319,
261,
209,
187,
187,
204,
35,
96,
95,
79,
62,
26,
4,
4,
3,
0,
0,
4,
29,
79,
114,
89,
135,
156,
317,
366,
278,
200,
140,
204,
199,
156,
84,
131,
59,
16,
3,
1,
5,
5,
0,
1,
22,
56,
102,
96,
152,
133,
442,
434,
282,
186,
221,
253,
179,
179,
91,
99,
84,
27,
8,
7,
0,
3,
1,
8,
23,
46,
120,
123,
119,
189,
414,
444,
365,
250,
284,
281,
316,
359,
299,
271,
205,
135,
77,
15,
11,
14,
5,
6,
10,
19,
76,
129,
231,
304,
486,
523,
581,
494,
473,
397,
496,
472,
384,
306,
322,
164,
76,
25,
16,
12,
3,
5,
4,
14,
61,
143,
271,
486,
845,
1084,
1085,
1293,
1090,
362,
188,
458,
180,
119,
94,
20,
12,
2,
2,
5,
2,
0,
18,
68,
133,
94,
191,
273,
414,
526,
396,
312,
252,
168,
144,
85,
103,
99,
51,
15,
0,
1,
2,
1,
3,
4,
13,
48,
121,
63,
81,
135,
230,
301,
146,
227,
92,
135,
202,
131,
92,
206,
75,
43,
20,
2,
0,
1,
2,
4,
37,
45,
83,
86,
116,
156,
352,
205,
327,
258,
255,
144,
179,
144,
131,
192,
59,
25,
12,
15,
3,
2,
0,
4,
13,
59,
99,
83,
137,
141,
303,
298,
216,
120,
88,
107,
132,
71,
17,
96,
50,
26,
3,
3,
2,
4,
0,
2,
19,
56,
85,
53,
76,
107,
241,
184,
153,
134,
145,
234,
173,
165,
178,
151,
143,
122,
66,
6,
3,
2,
0,
5,
10,
14,
50,
81,
139,
234,
347,
340,
382,
371,
436,
632,
930,
333,
281,
377,
295,
200,
63,
61,
14,
13,
1,
1,
2,
16,
30,
79,
191,
471,
1139,
1532,
1773,
499,
334,
413,
718,
367,
235,
212,
64,
19,
18,
20,
2,
1,
3,
2,
14,
70,
120,
140,
188,
159,
114,
382,
301,
225,
195,
142,
174,
105,
137,
101,
31,
9,
7,
3,
0,
0,
1,
2,
26,
74,
98,
131,
149,
251,
440,
555,
437,
446,
329,
283,
247,
193,
139,
139,
67,
13,
6,
8,
3,
2,
0,
5,
21,
75,
112,
115,
146,
283,
448,
506,
554,
461,
289,
291,
261,
210,
127,
107,
82,
11,
8,
3,
0,
0,
0,
5,
20,
71,
112,
124,
134,
332,
667,
728,
502,
447,
351,
270,
261,
216,
123,
107,
77,
25,
4,
5,
1,
1,
2,
3,
26,
77,
108,
116,
198,
265,
479,
484,
344,
359,
416,
640,
1084,
773,
235,
184,
659,
148,
54,
10,
7,
3,
2,
1,
6,
15,
30,
64,
111,
73,
214,
229,
229,
258,
319,
264,
443,
254,
136,
244,
169,
122
] |
[
49,
14,
11,
11,
3,
10,
2,
16,
59,
121,
261,
489,
720,
672,
744,
717,
476,
373,
213,
181,
160,
98,
69,
33,
5,
4,
0,
1,
2,
4,
24,
57,
98,
103,
122,
189,
358,
329,
199,
93,
54,
139,
91,
94,
70,
67,
19,
40,
3,
0,
2,
0,
1,
3,
20,
66,
92,
82,
129,
176,
327,
296,
247,
240,
111,
200,
204,
146,
109,
128,
75,
2,
5,
1,
6,
2,
0,
9,
21,
80,
149,
109,
173,
188,
299,
276,
259,
289,
268,
213,
195,
159,
127,
128,
55,
39
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -54.98%",
"予測される変化率: [カラム_0] 予測される変化率: -20.41%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.25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: downward",
"Historical change rate: [column_0] Historical change rate: -54.98%",
"Forecasted change rate: [column_0] Forecasted change rate: -20.41%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.25 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 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] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 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
| 128 | 96 |
[
15,
3,
4,
1,
0,
4,
29,
76,
90,
96,
181,
253,
337,
404,
311,
215,
207,
210,
195,
173,
142,
137,
99,
34,
13,
12,
2,
6,
0,
4,
36,
82,
137,
127,
144,
242,
444,
568,
413,
279,
361,
586,
861,
1018,
271,
267,
723,
140,
61,
16,
13,
11,
5,
3,
1,
33,
55,
131,
173,
316,
493,
991,
373,
298,
417,
469,
384,
259,
260,
218,
211,
185,
23,
29,
22,
10,
1,
6,
5,
17,
55,
158,
311,
556,
698,
1055,
1255,
1434,
825,
390,
163,
385,
178,
152,
71,
28,
7,
5,
3,
2,
0,
2,
40,
70,
87,
108,
97,
182,
266,
262,
214,
212,
164,
198,
187,
74,
100,
99,
38,
10,
2,
1,
4,
2,
2,
4,
27,
71
] |
[
96,
108,
63,
87,
225,
266,
253,
199,
178,
145,
169,
150,
90,
108,
63,
14,
15,
0,
4,
3,
0,
3,
21,
73,
111,
100,
107,
175,
296,
281,
147,
19,
32,
75,
49,
60,
74,
73,
39,
8,
1,
1,
0,
3,
0,
4,
21,
52,
78,
108,
96,
117,
249,
237,
260,
223,
138,
201,
164,
225,
96,
132,
70,
27,
3,
6,
1,
1,
0,
4,
16,
57,
117,
126,
137,
240,
354,
360,
266,
334,
281,
218,
217,
219,
182,
166,
179,
120,
71,
20,
11,
28,
0,
5,
1,
10
] |
[
"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: 373.33%",
"予測される変化率: [カラム_0] 予測される変化率: -89.58%",
"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: 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: 48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: 373.33%",
"Forecasted change rate: [column_0] Forecasted change rate: -89.58%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.34 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 48",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 64 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 64."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
54,
77,
183,
284,
353,
299,
357,
420,
551,
700,
1132,
390,
228,
448,
280,
160,
93,
40,
15,
15,
8,
3,
3,
24,
54,
134,
250,
607,
796,
869,
898,
818,
566,
376,
233,
186,
118,
123,
59,
11,
5,
6,
1,
23,
1,
5,
11,
80,
117,
96,
132,
132,
278,
285,
163,
114,
107,
161,
169,
94,
81,
94,
46,
8,
7,
2,
8,
1,
0,
8,
17,
83,
106,
92,
120,
124,
253,
345,
168,
167,
145,
195,
134,
114,
84,
105,
70,
6,
7,
2,
0,
0,
2,
10,
26,
77,
139,
114,
87,
191,
329,
280,
213,
221,
143,
203,
214,
159,
125,
213,
81,
13,
0,
0,
4,
0,
1,
3,
52,
94,
137,
105,
132,
202,
306,
275,
215,
87
] |
[
67,
91,
74,
93,
18,
71,
63,
9,
16,
3,
0,
4,
1,
11,
25,
93,
129,
116,
123,
176,
357,
352,
316,
256,
351,
398,
685,
803,
263,
249,
579,
168,
53,
17,
6,
21,
3,
1,
4,
38,
75,
125,
242,
368,
499,
555,
445,
392,
322,
371,
375,
440,
360,
319,
299,
207,
90,
29,
11,
11,
2,
3,
6,
16,
80,
163,
386,
729,
1000,
1077,
1184,
936,
709,
430,
266,
194,
127,
90,
79,
19,
10,
16,
2,
0,
1,
7,
22,
80,
99,
98,
150,
151,
310,
344,
230,
190
] |
[
"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: 61.11%",
"予測される変化率: [カラム_0] 予測される変化率: 183.58%",
"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: 61.11%",
"Forecasted change rate: [column_0] Forecasted change rate: 183.58%",
"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 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 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 46 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 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 46."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
125,
185,
242,
179,
131,
130,
42,
24,
6,
0,
0,
1,
0,
7,
33,
71,
111,
73,
82,
183,
288,
196,
169,
130,
72,
127,
170,
78,
117,
98,
71,
14,
4,
5,
1,
0,
0,
7,
23,
90,
127,
87,
132,
212,
334,
328,
256,
207,
138,
172,
217,
145,
127,
125,
89,
13,
15,
8,
0,
0,
0,
5,
30,
76,
115,
74,
61,
126,
236,
213,
204,
111,
181,
234,
292,
461,
103,
117,
155,
28,
10,
0,
6,
1,
0,
0,
23,
55,
109,
94,
72,
109,
267,
257,
179,
190,
149,
210,
222,
218,
215,
216,
186,
85,
34,
18,
1,
1,
4,
3,
7,
26,
63,
146,
294,
496,
880,
1100,
754,
722,
781,
719,
524,
486,
362,
254,
240,
262,
47,
23,
3,
13,
2,
4,
3,
36,
79,
131,
300,
509,
816,
699,
692,
664,
446,
249,
161,
135,
96,
118,
63,
13,
14,
1,
6,
0,
3,
4,
16,
31,
0,
36,
85,
181,
196,
226,
144,
163,
201,
156,
151,
52,
83,
77,
48,
5,
2,
6,
1,
0,
0,
6,
22,
59,
133,
50,
78,
95,
215,
302,
221,
62,
40,
218,
189,
130,
100,
117,
69,
38,
10,
4,
1,
0,
0,
2,
29,
70,
101,
79,
114,
168,
301,
364,
159,
96,
107,
183,
192,
114,
98,
104,
94,
16,
15,
3,
1,
0,
10,
5,
40,
78,
123,
129,
186,
244,
515,
430,
242,
194,
128,
188,
165,
154,
100,
98,
62,
15,
14,
4,
0,
1,
8,
6,
37,
66
] |
[
122,
102,
140,
321,
499,
536,
492,
364,
293,
384,
330,
318,
205,
208,
242,
150,
42,
16,
7,
5,
0,
1,
7,
26,
61,
101,
123,
197,
329,
374,
499,
478,
476,
454,
646,
759,
309,
493,
346,
188,
95,
18,
15,
19,
1,
3,
15,
6,
50,
46,
105,
63,
114,
394,
643,
1052,
781,
325,
72,
554,
173,
193,
83,
33,
7,
2,
0,
6,
1,
5,
28,
68,
116,
115,
130,
222,
402,
511,
335,
196,
205,
218,
227,
121,
119,
91,
59,
21,
4,
0,
1,
0,
2,
5,
32,
85
] |
[
"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: -47.20%",
"予測される変化率: [カラム_0] 予測される変化率: -30.33%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.22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: 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: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -47.20%",
"Forecasted change rate: [column_0] Forecasted change rate: -30.33%",
"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: 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] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 94."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
130,
92,
115,
209,
380,
410,
300,
180,
170,
178,
249,
144,
114,
138,
109,
37,
7,
2,
4,
0,
1,
6,
21,
101,
133,
91,
125,
259,
425,
437,
345,
237,
178,
233,
245,
113,
139,
137,
90,
11,
8,
0,
1,
1,
1,
6,
22,
46,
62,
81,
69,
113,
340,
245,
195,
165,
111,
197,
242,
274,
118,
202,
92,
35,
4,
2,
1,
0,
0,
1,
21,
42,
95,
99,
38,
138,
277,
266,
181,
164,
160,
425,
835,
879,
254,
226,
673,
154,
49,
8,
3,
7,
0,
3,
4,
43,
78,
184,
282,
476,
755,
998,
589,
576,
651,
650,
461,
361,
249,
272,
243,
260,
109,
37,
19,
6,
3,
9,
12,
22,
65,
172,
393,
867,
1231,
870,
961,
1049,
929,
638,
308,
271,
148,
171,
64,
34,
3,
1,
1,
1,
1,
1,
12,
72,
83,
73,
105,
161,
298,
243,
182,
114,
61,
87,
55,
46,
37,
41,
7,
6,
3,
0,
2,
2,
1,
3,
31,
54,
94,
78,
118,
131,
227,
210,
165,
126,
74,
28,
61,
57,
56,
79,
49,
16,
2,
1,
1,
0,
0,
5,
16,
67,
87,
105,
149,
265,
199,
190,
92,
83,
73,
123,
155,
97,
102,
120,
76,
33,
1,
2,
0,
9,
2,
4,
24,
79,
124,
91,
140,
159,
300,
295,
204,
179,
164,
181,
166,
120,
133,
140,
112,
27,
13,
4,
4,
0,
2,
8,
28,
66,
105,
112,
112,
216,
366,
467,
360,
261,
298,
293,
273,
481,
294,
231,
285,
205,
51,
6,
9,
1,
5,
1,
10,
42,
57,
105,
49,
187,
150,
369,
656,
951,
400,
133,
307,
648,
329,
266,
316,
134,
38,
24,
17,
24,
5,
2,
3,
29,
87,
194,
341,
623,
809,
1100,
1273,
1760,
1043,
404,
240,
685,
241,
168,
130,
36,
2,
6,
1,
1,
0,
2,
18,
64,
150,
83,
85,
121,
154,
182,
39,
86,
70,
119,
92,
110,
86,
72,
58,
1,
4,
3,
1,
0,
0,
5,
18,
77,
119,
68,
53,
142,
252,
310,
186,
145,
141,
186,
205,
155,
167,
136,
87,
45,
3,
2,
1,
1,
0,
3,
22,
99,
128,
100,
151,
175,
354,
353,
258,
164,
159,
199,
167,
160,
145,
93,
119,
32,
4,
8,
0,
0,
0,
3,
29,
80,
124,
110,
71,
138,
261,
343,
228,
85,
122,
231,
383,
332,
114,
305,
97,
14,
7,
1,
1,
1,
1,
10,
39,
75,
132,
85,
130,
194,
193,
347,
200,
25,
113,
166,
150,
269,
161,
158,
160,
78,
16,
5,
7,
4,
4,
6,
10,
42,
69,
105,
181,
258,
315,
441,
464,
479,
449,
349,
370,
386,
334,
278,
333,
196,
58,
31,
10,
17,
3,
3,
7,
13,
75,
169,
220,
492,
806,
638,
706,
603,
395,
363,
270,
249,
150,
167,
63,
27,
13,
3,
3,
0,
1,
6,
22,
72,
134,
146,
133,
76,
168,
385,
87,
91,
151,
206,
189,
191,
98,
115,
115,
42,
8,
8,
1,
2,
0,
2,
17,
59,
170,
92,
85,
92,
246,
328,
52,
85
] |
[
76,
143,
167,
97,
68,
107,
52,
42,
15,
28,
3,
9,
2,
1,
27,
86,
202,
70,
153,
80,
203,
187,
213,
107,
105,
142,
172,
107,
94,
112,
69,
24,
5,
0,
0,
0,
1,
4,
22,
72,
101,
69,
108,
153,
273,
280,
243,
157,
208,
214,
256,
163,
141,
124,
70,
28,
13,
1,
3,
2,
0,
2,
22,
53,
121,
82,
71,
147,
223,
307,
179,
210,
142,
280,
448,
547,
280,
330,
240,
190,
40,
12,
20,
7,
4,
3,
7,
28,
76,
130,
151,
250,
386,
460,
446,
665
] |
[
"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: -34.62%",
"予測される変化率: [カラム_0] 予測される変化率: 775.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.30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: 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: -34.62%",
"Forecasted change rate: [column_0] Forecasted change rate: 775.00%",
"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: 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 36 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 36.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 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
| 256 | 96 |
[
558,
554,
637,
644,
666,
607,
598,
403,
143,
39,
36,
15,
0,
11,
9,
19,
87,
108,
201,
350,
772,
707,
937,
743,
618,
641,
324,
171,
120,
124,
87,
23,
16,
1,
7,
5,
4,
2,
18,
74,
133,
144,
128,
175,
353,
321,
230,
168,
138,
180,
203,
146,
102,
92,
43,
15,
3,
2,
2,
0,
0,
3,
28,
98,
128,
140,
145,
184,
359,
426,
211,
222,
178,
236,
322,
277,
189,
198,
139,
23,
11,
1,
0,
0,
0,
11,
32,
89,
154,
142,
218,
186,
345,
369,
255,
211,
159,
205,
283,
232,
194,
149,
105,
29,
10,
6,
1,
6,
1,
4,
48,
65,
113,
76,
45,
61,
173,
169,
44,
15,
26,
61,
30,
31,
45,
55,
61,
33,
25,
4,
0,
5,
2,
1,
42,
52,
159,
69,
84,
242,
462,
513,
423,
288,
210,
328,
365,
415,
325,
283,
275,
225,
60,
13,
23,
10,
0,
6,
11,
32,
59,
103,
185,
262,
190,
297,
515,
348,
433,
259,
69,
240,
272,
199,
280,
143,
99,
29,
30,
12,
9,
6,
8,
39,
58,
163,
279,
570,
893,
1066,
1053,
1124,
716,
605,
409,
296,
295,
174,
132,
32,
14,
10,
6,
3,
0,
2,
26,
61,
139,
165,
176,
236,
599,
537,
441,
289,
228,
230,
349,
173,
43,
10,
14,
14,
5,
0,
0,
5,
0,
5,
25,
76,
111,
94,
125,
171,
300,
361,
278,
270,
288,
223,
330,
279,
208,
238,
204,
59,
4,
4,
5,
7,
1,
2,
18,
71
] |
[
113,
94,
127,
141,
309,
291,
225,
176,
140,
212,
271,
202,
128,
139,
125,
44,
2,
1,
1,
3,
0,
3,
26,
83,
114,
128,
113,
86,
125,
329,
277,
250,
272,
259,
303,
215,
154,
135,
144,
20,
14,
5,
4,
3,
2,
5,
30,
48,
76,
133,
125,
81,
83,
162,
276,
123,
91,
85,
194,
294,
206,
205,
283,
57,
23,
4,
3,
2,
4,
1,
6,
48,
69,
109,
144,
145,
137,
133,
85,
58,
59,
237,
349,
390,
142,
186,
225,
71,
13,
10,
2,
6,
3,
1,
3,
17
] |
[
"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: -87.28%",
"予測される変化率: [カラム_0] 予測される変化率: -84.96%",
"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] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 37個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: -87.28%",
"Forecasted change rate: [column_0] Forecasted change rate: -84.96%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.17 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 37",
"First turning point: [column_0] First turning point: at data point 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 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 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 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
| 256 | 96 |
[
45,
54,
122,
95,
103,
249,
169,
213,
113,
89,
109,
101,
45,
49,
20,
13,
2,
0,
3,
2,
0,
7,
7,
41,
78,
47,
24,
87,
217,
255,
188,
196,
237,
191,
187,
97,
71,
64,
45,
16,
4,
3,
3,
0,
0,
8,
11,
77,
113,
105,
132,
248,
557,
674,
541,
570,
361,
369,
361,
329,
230,
198,
135,
32,
22,
5,
5,
5,
0,
9,
20,
77,
113,
98,
131,
252,
429,
361,
390,
315,
258,
291,
351,
348,
245,
219,
156,
40,
9,
3,
4,
1,
0,
9,
29,
92,
118,
98,
133,
188,
401,
385,
283,
235,
187,
218,
219,
158,
144,
158,
103,
33,
5,
0,
2,
2,
0,
5,
21,
71,
115,
89,
110,
218,
309,
330,
281,
245,
157,
165,
197,
216,
151,
164,
163,
129,
35,
24,
5,
17,
2,
1,
10,
32,
62,
126,
125,
276,
379,
478,
558,
484,
571,
593,
870,
834,
411,
612,
388,
399,
82,
53,
49,
11,
3,
8,
13,
11,
58,
230,
151,
588,
1485,
532,
1160,
1657,
460,
783,
608,
164,
181,
250,
33,
27,
13,
4,
10,
1,
0,
6,
52,
32,
147,
166,
47,
197,
542,
133,
260,
353,
56,
214,
347,
51,
106,
190,
21,
20,
6,
0,
0,
0,
0,
2,
55,
21,
87,
202,
27,
90,
473,
69,
310,
147,
142,
142,
292,
4,
63,
182,
5,
38,
8,
0,
2,
0,
0,
4,
190,
7,
100,
214,
2,
125,
616,
8,
199,
344,
3,
146,
318,
81,
96,
50,
29,
15
] |
[
4,
0,
1,
2,
4,
26,
71,
112,
95,
111,
23,
155,
414,
356,
151,
151,
352,
240,
139,
106,
109,
108,
40,
9,
2,
1,
0,
0,
4,
17,
66,
114,
137,
165,
275,
308,
352,
293,
225,
268,
307,
501,
950,
290,
185,
471,
255,
79,
44,
15,
18,
4,
7,
0,
27,
73,
130,
218,
262,
577,
679,
799,
725,
735,
487,
579,
549,
397,
312,
382,
261,
106,
41,
16,
84,
7,
6,
3,
17,
79,
217,
385,
520,
909,
1196,
1054,
658,
203,
495,
448,
447,
331,
157,
87,
44,
8
] |
[
"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: -66.67%",
"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1.26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: 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: -66.67%",
"Forecasted change rate: [column_0] Forecasted change rate: 100.00%",
"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 upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"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 74 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 74."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
4,
11,
1,
3,
4,
26,
108,
111,
147,
106,
121,
257,
254,
180,
177,
166,
95,
132,
147,
96,
77,
69,
31,
13,
3,
2,
0,
1,
5,
25,
70,
116,
81,
77,
122,
12,
205,
516,
4,
162,
196,
21,
183,
132,
0,
107,
62,
2,
6,
4,
0,
1,
4,
0,
36,
178,
9,
89,
117,
115,
99,
169,
74,
88,
131,
261,
332,
371,
146,
315,
139,
35,
6,
6,
3,
0,
0,
3,
41,
73,
121,
51,
83,
75,
180,
160,
127,
56,
70,
188,
97,
180,
99,
76,
104,
122,
6,
0,
6,
1,
1,
6,
25,
73,
128,
61,
117,
300,
259,
351,
438,
172,
220,
406,
171,
261,
237,
77,
249,
117,
5,
18,
15,
0,
3,
5,
2,
20
] |
[
80,
69,
120,
290,
69,
291,
734,
215,
388,
579,
137,
394,
584,
102,
287,
235,
19,
36,
15,
2,
2,
30,
9,
33,
166,
50,
235,
937,
198,
782,
1286,
219,
731,
797,
91,
240,
357,
44,
87,
51,
2,
4,
14,
1,
4,
24,
12,
87,
251,
17,
111,
666,
81,
526,
659,
29,
251,
498,
27,
214,
373,
22,
97,
39,
0,
2,
5,
0,
1,
36,
5,
97,
284,
2,
106,
570,
16,
354,
673,
7,
216,
650,
19,
220,
287,
272,
128,
60,
22,
6,
7,
2,
0,
13,
99,
123
] |
[
"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: 400.00%",
"予測される変化率: [カラム_0] 予測される変化率: 53.75%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.33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: 59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: 400.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 53.75%",
"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: 59",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 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 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 34.",
"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 64."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
106,
21,
94,
180,
722,
271,
150,
30,
149,
166,
260,
152,
191,
147,
63,
31,
9,
9,
1,
0,
0,
7,
48,
68,
134,
158,
122,
187,
480,
365,
257,
413,
99,
504,
427,
178,
195,
245,
83,
115,
18,
0,
3,
2,
0,
4,
56,
45,
134,
182,
106,
247,
791,
270,
384,
854,
130,
406,
614,
193,
351,
499,
99,
135,
60,
4,
29,
5,
0,
4,
44,
19,
98,
337,
143,
504,
1266,
319,
1063,
2042,
360,
1078,
1478,
177,
814,
859,
126,
231,
181,
8,
25,
13,
1,
3,
14,
14,
79,
172,
344,
425,
945,
1045,
1067,
1031,
892,
632,
302,
200,
183,
112,
74,
17,
7,
4,
0,
2,
1,
4,
31,
82,
130,
143,
143,
207,
339,
452,
339,
186,
197,
192,
251,
166,
113,
104,
53,
16,
5,
3,
1,
1,
3,
6,
35,
81,
166,
100,
112,
270,
502,
514,
370,
261,
232,
234,
338,
307,
255,
217,
178,
58,
9,
0,
1,
1,
1,
7,
48,
107,
161,
109,
103,
283,
400,
459,
272,
172,
131,
209,
210,
253,
161,
154,
166,
22,
10,
5,
0,
3,
1,
3,
55,
118,
185,
153,
116,
225,
431,
456,
446,
265,
169,
269,
313,
345,
348,
330,
197,
45,
21,
14,
0,
5,
4,
10,
23,
64,
129,
76,
66,
61,
117,
264,
239,
207,
242,
374,
324,
517,
587,
453,
464,
142,
65,
29,
21,
7,
3,
9,
13,
97,
215,
204,
198,
319,
328,
238,
550,
458,
512,
461,
811,
636,
541,
329,
371,
256
] |
[
142,
62,
17,
19,
19,
6,
11,
45,
30,
113,
216,
416,
775,
782,
779,
973,
837,
674,
565,
481,
366,
224,
128,
58,
13,
8,
5,
2,
5,
7,
32,
79,
134,
184,
210,
318,
435,
596,
477,
478,
423,
362,
441,
527,
627,
473,
450,
244,
30,
9,
1,
3,
3,
1,
10,
30,
174,
137,
144,
279,
412,
472,
423,
329,
209,
307,
339,
174,
189,
107,
61,
13,
2,
1,
8,
0,
2,
14,
22,
95,
158,
166,
115,
303,
371,
354,
375,
442,
319,
292,
274,
294,
339,
347,
345,
268
] |
[
"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: 141.51%",
"予測される変化率: [カラム_0] 予測される変化率: 88.73%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.14倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 32個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: 141.51%",
"Forecasted change rate: [column_0] Forecasted change rate: 88.73%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.14 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 32",
"First turning point: [column_0] First turning point: at data point 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 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 94."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
72,
95,
22,
261,
57,
126,
374,
234,
518,
392,
460,
564,
574,
667,
567,
387,
387,
508,
484,
372,
252,
182,
210,
80,
36,
46,
49,
29,
7,
14,
36,
86,
167,
174,
239,
414,
608,
861,
616,
514,
630,
537,
454,
421,
424,
402,
292,
145,
65,
24,
14,
19,
5,
8,
86,
405,
213,
190,
241,
228,
321,
363,
374,
365,
423,
567,
1198,
951,
1063,
1547,
1059,
592,
186,
79,
22,
43,
6,
5,
13,
22,
103,
153,
276,
406,
473,
442,
480,
484,
404,
442,
538,
525,
635,
525,
261,
76,
17,
6,
5,
9,
2,
11,
41,
106,
156,
108,
110,
87,
224,
206,
118,
118,
112,
138,
264,
283,
299,
323,
191,
60,
12,
3,
0,
0,
0,
7,
55,
81,
144,
104,
96,
121,
209,
253,
130,
113,
102,
164,
371,
529,
520,
489,
344,
139,
24,
4,
1,
0,
7,
7,
46,
114,
185,
104,
92,
171,
305,
357,
237,
185,
149,
219,
287,
434,
409,
395,
255,
78,
13,
1,
0,
6,
4,
9,
46,
118,
159,
137,
158,
154,
429,
354,
281,
271,
184,
269,
474,
468,
336,
162,
129,
108,
20,
7,
5,
6,
3,
17,
36,
80,
158,
144,
216,
240,
400,
501,
399,
280,
284,
356,
456,
597,
586,
638,
537,
290,
132,
22,
10,
12,
7,
4,
18,
60,
105,
141,
199,
216,
352,
371,
449,
382,
455,
570,
726,
834,
667,
463,
461,
290,
190,
78,
44,
28,
4,
3,
9,
36,
91,
182,
332,
564,
757,
715,
806,
749,
760,
538,
611,
619,
449,
389,
195,
71,
18,
11,
2,
2,
22,
56,
77,
123,
187,
203,
300,
146,
324,
496,
411,
415,
320,
348,
542,
403,
272,
188,
175,
48,
26,
5,
5,
3,
1,
4,
42,
105,
184,
184,
191,
168,
343,
376,
298,
230,
282,
255,
347,
266,
192,
158,
179,
79,
25,
9,
1,
1,
3,
11,
44,
106,
165,
203,
184,
191,
356,
346,
244,
214,
157,
250,
428,
330,
359,
428,
241,
82,
26,
6,
8,
5,
3,
5,
60,
98,
204,
123,
106,
115,
251,
281,
184,
172,
117,
179,
327,
347,
419,
458,
308,
124,
26,
5,
8,
3,
3,
7,
60,
99,
164,
119,
123,
284,
453,
361,
222,
326,
296,
510,
454,
679,
524,
535,
556,
1014,
239,
129,
49,
3,
1,
6,
17,
28,
76,
150,
193,
320,
487,
524,
547,
613,
644,
432,
217,
88,
76,
46,
20,
26,
24,
15,
3,
0,
1,
1,
8,
2,
26,
48,
10,
9,
36,
167,
365,
346,
231,
289,
238,
303,
246,
171,
132,
34,
22,
2,
4,
3,
3,
7,
34,
101,
166,
132,
164,
201,
389,
396,
269,
262,
262,
245,
232,
239,
214,
160,
92,
36,
13,
9,
3,
0,
4,
8,
43,
105,
193,
99,
161,
179,
331,
334,
275,
296,
212,
265,
436,
442,
368,
335,
235,
111,
28,
11,
0,
2,
1,
9,
65,
131,
212,
514,
1113,
1478,
2269,
2345,
807,
252,
147,
346,
328,
310,
277,
271,
186,
58,
17,
1,
3,
1,
1,
4,
21,
66
] |
[
137,
92,
122,
156,
427,
315,
247,
199,
166,
144,
236,
255,
248,
201,
202,
81,
8,
4,
4,
3,
1,
3,
58,
89,
147,
137,
148,
244,
675,
473,
359,
320,
186,
422,
520,
609,
656,
643,
666,
367,
61,
72,
77,
7,
12,
4,
10,
55,
91,
158,
201,
273,
453,
478,
542,
578,
285,
695,
249,
602,
110,
473,
316,
339,
239,
94,
37,
12,
5,
8,
22,
164,
126,
113,
288,
529,
458,
261,
647,
725,
612,
458,
384,
254,
231,
138,
50,
47,
21,
8,
1,
2,
2,
3,
27,
86
] |
[
"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: -8.33%",
"予測される変化率: [カラム_0] 予測される変化率: -37.23%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.09倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -8.33%",
"Forecasted change rate: [column_0] Forecasted change rate: -37.23%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.09 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 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] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 94."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
157,
124,
118,
172,
311,
316,
216,
201,
179,
210,
248,
236,
151,
151,
96,
36,
12,
3,
1,
3,
0,
8,
43,
101,
128,
142,
119,
158,
419,
373,
305,
280,
239,
282,
333,
345,
281,
248,
201,
76,
37,
4,
5,
0,
0,
7,
55,
120,
160,
122,
178,
200,
388,
446,
235,
181,
163,
169,
207,
287,
440,
336,
233,
85,
17,
4,
14,
0,
0,
10,
51,
104,
130,
142,
154,
170,
450,
323,
341,
219,
178,
114,
294,
236,
206,
147,
178,
38,
5,
2,
0,
3,
3,
6,
33,
90,
145,
145,
165,
224,
742,
582,
519,
354,
355,
468,
582,
736,
454,
372,
412,
398,
217,
83,
9,
13,
11,
9,
17,
24,
87,
131,
177,
261,
434,
443,
459,
487,
551,
515,
762,
865,
488,
391,
330,
498,
199,
90,
41,
16,
10,
8,
10,
49,
79,
252,
319,
594,
948,
930,
930,
976,
911,
759,
643,
507,
363,
289,
208,
109,
32,
2,
5,
3,
4,
8,
38,
98,
145,
129,
108,
181,
347,
360,
198,
202,
197,
177,
239,
272,
213,
159,
128,
47,
13,
5,
7,
3,
0,
5,
19,
37,
68,
37,
17,
20,
149,
133,
211,
170,
149,
163,
208,
185,
176,
194,
168,
52,
16,
2,
0,
0,
0,
13,
61,
105,
182,
83,
189,
251,
556,
441,
425,
299,
238,
253,
327,
374,
376,
309,
245,
92,
44,
6,
3,
3,
0,
14,
37,
97,
151,
81,
146,
251,
640,
506,
409,
161,
123,
208,
251,
140,
57,
94,
140,
131,
11,
2,
0,
0,
0,
4,
33,
93,
129,
130,
120,
229,
581,
535,
535,
418,
589,
680,
746,
629,
516,
427,
419,
387,
259,
126,
46,
15,
1,
8,
16,
27,
93,
124,
210,
253,
431,
476,
483,
500,
397,
448,
633,
820,
560,
489,
463,
361,
247,
89,
35,
25,
3,
8,
3,
26,
73,
151,
247,
415,
524,
602,
604,
657,
572,
720,
453,
375,
227,
189,
155,
53,
8,
18,
5,
0,
1,
11,
32,
90,
145,
112,
219,
199,
521,
518,
396,
327,
292,
355,
405,
325,
343,
199,
126,
47,
1,
7,
2,
5,
0,
9,
53,
89,
153,
141,
213,
331,
692,
541,
433,
330,
282,
288,
360,
372,
486,
567,
394,
86,
38,
13,
1,
3,
2,
9,
29,
88,
143,
118,
149,
359,
398,
224,
201,
216,
192,
392,
490,
390,
401,
435,
732,
310,
73,
17,
15,
6,
0,
9,
31,
90,
140,
150,
164,
240,
411,
391,
252,
227,
179,
80,
229,
310,
103,
136,
195,
126,
49,
4,
1,
7,
0,
4,
29,
94,
149,
192,
220,
333,
892,
701,
694,
612,
603,
654,
741,
761,
682,
596,
476,
533,
296,
74,
84,
15,
11,
4,
6,
23,
46,
73,
160,
207,
337,
359,
364,
517,
530,
516,
872,
1271,
490,
278,
794,
328,
136,
87,
39,
9,
5,
3,
9,
13,
70,
175,
244,
420,
629,
630,
866,
780,
732,
627,
503,
521,
430,
295,
212,
132,
23,
31,
5,
3,
5,
0,
27,
93,
182,
102,
122,
232,
531,
448,
502,
343
] |
[
232,
279,
386,
303,
358,
333,
229,
96,
14,
2,
2,
0,
0,
10,
23,
119,
151,
120,
171,
238,
522,
576,
530,
404,
428,
332,
429,
521,
399,
353,
267,
221,
61,
12,
5,
2,
1,
7,
22,
97,
136,
86,
116,
175,
680,
328,
250,
262,
196,
483,
236,
295,
439,
320,
344,
242,
47,
10,
2,
4,
2,
6,
16,
53,
113,
125,
118,
157,
283,
255,
221,
128,
151,
93,
59,
73,
60,
22,
48,
33,
0,
19,
0,
10,
0,
2,
7,
22,
59,
42,
109,
406,
436,
336,
440,
594
] |
[
"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: 118.47%",
"予測される変化率: [カラム_0] 予測される変化率: 156.03%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.98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: 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: 118.47%",
"Forecasted change rate: [column_0] Forecasted change rate: 156.03%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.98 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 upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"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 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
| 128 | 96 |
[
549,
372,
238,
275,
142,
146,
81,
35,
10,
2,
3,
2,
3,
6,
7,
22,
49,
114,
139,
255,
388,
521,
534,
532,
559,
468,
512,
429,
405,
376,
237,
54,
21,
3,
9,
14,
5,
3,
2,
17,
51,
158,
269,
391,
628,
832,
919,
836,
695,
736,
648,
593,
438,
450,
307,
174,
54,
22,
10,
9,
0,
3,
4,
22,
44,
112,
193,
390,
737,
822,
763,
711,
728,
674,
639,
587,
433,
304,
196,
112,
36,
17,
8,
1,
1,
3,
14,
79,
83,
127,
180,
419,
580,
713,
631,
590,
493,
456,
488,
478,
531,
466,
363,
95,
18,
7,
1,
4,
0,
2,
22,
55,
127,
139,
218,
295,
395,
286,
202,
164,
177,
92,
153,
255,
608,
667,
521,
216
] |
[
65,
17,
19,
8,
5,
5,
25,
36,
74,
97,
114,
142,
153,
173,
185,
199,
226,
563,
668,
2052,
4145,
2293,
709,
648,
1356,
510,
245,
127,
96,
78,
12,
20,
19,
49,
81,
135,
259,
440,
526,
635,
638,
577,
404,
436,
490,
122,
91,
52,
32,
8,
11,
12,
3,
1,
5,
5,
34,
98,
139,
310,
434,
458,
740,
733,
649,
368,
372,
316,
263,
216,
191,
99,
48,
14,
10,
5,
7,
1,
6,
6,
44,
90,
184,
282,
598,
751,
772,
761,
730,
692,
493,
568,
460,
270,
185,
76
] |
[
"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: -60.66%",
"予測される変化率: [カラム_0] 予測される変化率: 16.92%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.36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: 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: -60.66%",
"Forecasted change rate: [column_0] Forecasted change rate: 16.92%",
"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: 23",
"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 36 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 64 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 36.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 64."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
61,
17,
8,
0,
0,
3,
18,
88,
165,
123,
179,
292,
476,
635,
515,
470,
340,
291,
272,
339,
461,
426,
303,
82,
8,
4,
1,
2,
4,
5,
27,
73,
149,
85,
154,
280,
519,
570,
486,
380,
330,
346,
384,
469,
341,
297,
203,
77,
9,
1,
5,
4,
3,
7,
21,
68,
140,
108,
160,
366,
499,
526,
500,
447,
340,
398,
442,
379,
376,
234,
170,
75,
36,
3,
4,
4,
0,
2,
62,
88,
148,
123,
163,
285,
488,
545,
521,
433,
298,
327,
308,
402,
433,
376,
279,
62,
21,
5,
2,
0,
5,
1,
25,
66,
142,
124,
126,
149,
320,
396,
360,
205,
114,
132,
206,
437,
583,
728,
610,
272,
101,
19,
12,
13,
9,
10,
6,
37,
82,
84,
77,
107,
218,
236,
274,
263,
261,
326,
454,
607,
759,
534,
567,
322,
141,
39,
23,
32,
7,
7,
10,
41,
86,
180,
301,
412,
611,
523,
570,
503,
393,
445,
418,
508,
541,
687,
369,
126,
35,
33,
6,
4,
0,
2,
30,
110,
116,
126,
74,
67,
72,
78,
49,
23,
26,
54,
132,
270,
353,
417,
233,
88,
51,
2,
5,
7,
3,
5,
25,
81,
103,
75,
111,
218,
254,
254,
255,
231,
256,
238,
311,
227,
129,
55,
125,
38,
6,
3,
6,
2,
6,
5,
27,
71,
122,
127,
154,
259,
382,
426,
318,
349,
254,
281,
323,
285,
265,
245,
133,
62,
8,
1,
1,
1,
0,
1,
29,
103,
144,
129,
195,
335,
521,
613,
377,
377
] |
[
287,
297,
315,
317,
298,
203,
113,
41,
11,
6,
1,
4,
2,
2,
28,
84,
135,
136,
184,
326,
515,
518,
583,
400,
283,
364,
389,
535,
589,
578,
527,
288,
109,
24,
28,
14,
6,
5,
16,
53,
100,
172,
200,
248,
441,
450,
543,
546,
544,
726,
1048,
525,
549,
1149,
345,
241,
96,
50,
16,
21,
6,
4,
8,
51,
88,
183,
317,
493,
501,
547,
500,
442,
408,
354,
310,
263,
199,
117,
65,
39,
14,
4,
3,
0,
1,
2,
24,
60,
73,
41,
57,
97,
237,
185,
205,
73
] |
[
"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: 518.03%",
"予測される変化率: [カラム_0] 予測される変化率: -74.56%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.97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: 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: 518.03%",
"Forecasted change rate: [column_0] Forecasted change rate: -74.56%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.97 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 upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 94."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
104,
108,
58,
72,
43,
54,
40,
18,
13,
0,
1,
2,
0,
4,
24,
76,
127,
95,
126,
186,
343,
396,
313,
306,
208,
224,
404,
355,
287,
282,
182,
91,
11,
3,
2,
0,
0,
5,
26,
119,
165,
150,
206,
317,
424,
527,
347,
320,
276,
294,
283,
333,
267,
180,
137,
30,
6,
9,
2,
1,
0,
5,
17,
105,
216,
154,
242,
225,
496,
495,
397,
422,
371,
385,
496,
478,
433,
355,
353,
115,
35,
9,
4,
1,
1,
6,
29,
109,
181,
185,
196,
336,
489,
502,
410,
334,
251,
315,
425,
532,
594,
612,
503,
225,
65,
38,
12,
17,
23,
10,
29,
69,
86,
115,
167,
68,
277,
445,
492,
620,
692,
690,
1103,
725,
493,
773,
427,
277,
99,
50,
28,
11,
0,
11,
7,
19,
103,
185,
428,
744,
1050,
1201,
1321,
1372,
1227,
917,
692,
497,
433,
310,
185,
74,
8,
5,
8,
2,
1,
5,
18,
63,
143,
154,
269,
302,
538,
698,
603,
466,
494,
389,
438,
516,
404,
402,
216,
92,
38,
45,
6,
2,
0,
2,
13,
41,
94,
180,
417,
663,
987,
1399,
1446,
1617,
1380,
1584,
847,
661,
826,
380,
214,
57,
32,
17,
3,
2,
2,
3,
42,
84,
158,
117,
112,
263,
336,
394,
309,
311,
225,
206,
174,
182,
154,
195,
114,
26,
17,
6,
1,
4,
2,
8,
25,
83,
160,
123,
156,
230,
360,
386,
294,
239,
208,
234,
346,
305,
273,
218,
185,
46,
11,
4,
6,
2,
0,
4,
22,
44
] |
[
153,
115,
96,
167,
390,
510,
345,
246,
290,
288,
340,
309,
291,
254,
266,
168,
52,
24,
10,
4,
13,
7,
6,
17,
87,
159,
221,
258,
387,
551,
475,
376,
309,
311,
443,
595,
1057,
808,
885,
607,
163,
64,
10,
19,
1,
6,
12,
23,
84,
119,
191,
281,
397,
285,
316,
309,
291,
106,
79,
156,
125,
116,
46,
21,
12,
2,
1,
1,
1,
4,
15,
85,
154,
124,
139,
209,
328,
422,
363,
271,
211,
236,
255,
209,
230,
226,
95,
37,
12,
1,
2,
0,
2,
3,
38,
124
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -57.69%",
"予測される変化率: [カラム_0] 予測される変化率: -18.95%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.18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: -57.69%",
"Forecasted change rate: [column_0] Forecasted change rate: -18.95%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.18 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 36 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 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 36.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
202,
175,
118,
154,
290,
272,
204,
34,
366,
175,
271,
252,
345,
340,
202,
49,
34,
14,
13,
7,
5,
9,
45,
114,
196,
124,
126,
140,
251,
252,
272,
197,
135,
167,
267,
228,
311,
300,
195,
65,
18,
9,
8,
12,
6,
11,
37,
102,
192,
198,
137,
135,
149,
251,
138,
138,
260,
266,
263,
129,
239,
159,
56,
30,
8,
1,
1,
10,
7,
12,
17,
44,
122,
228,
389,
531,
737,
747,
780,
623,
546,
651,
748,
1130,
493,
264,
671,
223,
87,
33,
28,
26,
6,
23,
36,
30,
86,
390,
1059,
1683,
1971,
2226,
2250,
2225,
1674,
1416,
1095,
893,
865,
504,
422,
324,
136,
99,
28,
35,
35,
17,
18,
56,
153,
478,
1354,
2273,
2638,
2630,
2597,
2312,
1627,
1226,
678,
543,
564,
388,
222,
81,
51,
36,
11,
16,
6,
9,
40,
101,
170,
153,
91,
124,
226,
151,
265,
200,
109,
148,
297,
283,
275,
290,
153,
42,
6,
0,
4,
3,
6,
6,
56,
125,
163,
124,
74,
152,
284,
338,
290,
194,
191,
215,
310,
415,
363,
344,
300,
82,
20,
4,
0,
2,
2,
5,
44,
120,
188,
159,
157,
203,
291,
422,
264,
173,
135,
169,
280,
167,
291,
268,
159,
70,
7,
6,
10,
5,
0,
7,
40,
137,
186,
149,
210,
185,
352,
404,
273,
333,
109,
262,
419,
366,
203,
147,
154,
856,
58,
4,
2,
3,
2,
4,
17,
78,
161,
145,
165,
203,
274,
359,
309,
218,
207,
231,
368,
455,
365,
430,
396,
222,
104,
39,
6,
10,
6,
0,
3,
34,
52,
33,
94,
177,
218,
376,
444,
469,
721,
1181,
1784,
1696,
918,
569,
499,
1324,
326,
118,
34,
34,
7,
7,
3,
19,
88,
174,
304,
502,
604,
787,
826,
963,
893,
831,
815,
949,
690,
477,
334,
102,
32,
8,
6,
2,
4,
17,
26,
77,
142,
120,
157,
245,
314,
439,
381,
334,
355,
700,
1318,
1317,
689,
222,
176,
1131,
50,
19,
1,
3,
3,
4,
47,
101,
219,
180,
260,
319,
519,
561,
354,
313,
231,
281,
385,
369,
309,
382,
220,
68,
14,
7,
0,
2,
0,
4,
52,
96,
181,
211,
182,
467,
655,
636,
667,
319,
307,
302,
268,
297,
245,
192,
208,
54,
2,
1,
6,
1,
2,
4,
44,
132,
270,
212,
210,
382,
571,
594,
933,
594,
326,
263,
474,
492,
256,
483,
152,
46,
9,
6,
2,
0,
0,
8,
37,
106,
179,
108,
124,
187,
275,
298,
232,
257,
186,
330,
639,
918,
659,
668,
938,
315,
122,
45,
11,
10,
6,
3,
11,
29,
82,
124,
210,
281,
362,
346,
380,
453,
445,
416,
663,
723,
1050,
767,
925,
509,
261,
71,
37,
28,
11,
2,
13,
27,
111,
179,
317,
543,
826,
821,
929,
1082,
985,
704,
532,
757,
411,
333,
204,
69,
13,
6,
8,
0,
4,
3,
39,
86,
105,
102,
101,
182,
333,
314,
207,
185,
184,
230,
324,
174,
186,
91,
85,
24,
7,
7,
3,
0,
2,
4,
40,
77,
156,
117,
120,
176,
353,
415,
305,
210
] |
[
193,
245,
311,
304,
247,
206,
182,
40,
8,
2,
2,
2,
0,
8,
42,
81,
187,
123,
125,
260,
392,
440,
249,
239,
182,
218,
184,
258,
174,
193,
122,
24,
21,
3,
6,
0,
0,
9,
38,
102,
176,
159,
123,
190,
418,
367,
301,
309,
194,
229,
442,
312,
400,
247,
220,
90,
14,
10,
0,
0,
6,
6,
29,
94,
139,
110,
129,
160,
299,
383,
208,
138,
135,
370,
589,
787,
516,
572,
809,
351,
155,
80,
30,
22,
10,
8,
13,
34,
55,
106,
266,
211,
283,
316,
362,
438
] |
[
"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: 3.96%",
"予測される変化率: [カラム_0] 予測される変化率: 126.94%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.37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: 3.96%",
"Forecasted change rate: [column_0] Forecasted change rate: 126.94%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.37 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 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 36 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 36.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 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 |
[
917,
972,
1237,
839,
706,
470,
420,
215,
158,
85,
31,
28,
17,
2,
9,
16,
72,
106,
171,
326,
433,
412,
581,
693,
598,
321,
253,
225,
137,
124,
60,
26,
9,
1,
7,
6,
0,
4,
61,
151,
155,
117,
209,
136,
300,
256,
177,
134,
151,
181,
198,
151,
108,
100,
91,
31,
12,
2,
1,
1,
2,
4,
65,
104,
183,
105,
113,
180,
327,
410,
254,
239,
186,
157,
257,
248,
224,
205,
96,
39,
3,
6,
3,
0,
3,
5,
37,
81,
178,
89,
80,
227,
349,
358,
238,
242,
219,
546,
1389,
2282,
831,
270,
227,
1225,
46,
22,
2,
1,
1,
8,
24,
86,
172,
142,
141,
166,
244,
280,
243,
205,
177,
223,
268,
280,
283,
191,
138,
58,
28,
8,
4,
7,
0,
1,
27,
110,
163,
129,
134,
138,
268,
281,
311,
212,
172,
238,
449,
618,
381,
303,
528,
207,
54,
34,
9,
8,
1,
4,
2,
24,
90,
123,
172,
232,
338,
404,
813,
137,
115,
223,
179,
290,
258,
289,
260,
217,
92,
61,
13,
16,
9,
3,
1,
40,
41,
111,
253,
386,
421,
319,
297,
320,
349,
428,
64,
38,
36,
66,
52,
52,
3,
23,
6,
1,
5,
6,
10,
17,
78,
138,
159,
300,
284,
204,
287,
235,
263,
236,
103,
36,
60,
58,
51,
24,
2,
10,
2,
4,
0,
4,
30,
100,
135,
108,
128,
102,
186,
230,
142,
154,
147,
178,
324,
330,
144,
199,
174,
36,
16,
3,
2,
2,
0,
0,
32,
80,
154,
122,
75,
110,
187,
232,
186,
200,
139,
201,
330,
546,
278,
125,
67,
19,
2,
0,
3,
0,
0,
1,
30,
96,
166,
128,
155,
207,
380,
276,
237,
158,
188,
243,
257,
217,
175,
132,
161,
52,
12,
5,
0,
2,
0,
3,
33,
96,
160,
135,
199,
279,
409,
490,
496,
241,
156,
261,
347,
503,
432,
417,
360,
181,
84,
30,
10,
4,
8,
2,
5,
30,
93,
152,
208,
268,
318,
581,
684,
636,
737,
1274,
2124,
1098,
732,
1244,
1219,
497,
277,
50,
36,
19,
15,
10,
4,
42,
124,
241,
10354,
2472,
878,
1114,
1606,
2113,
2122,
2180,
1951,
1771,
1231,
1128,
1214,
155,
22,
8,
0,
0,
2,
6,
32,
95,
183,
134,
136,
152,
337,
276,
161,
166,
174,
274,
338,
406,
298,
344,
125,
38,
2,
1,
0,
3,
0,
2,
42,
121,
152,
106,
93,
162,
238,
222,
186,
142,
167,
259,
438,
534,
583,
438,
425,
75,
5,
3,
3,
1,
0,
3,
27,
97,
191,
106,
113,
110,
265,
288,
200,
130,
173,
213,
345,
394,
355,
283,
289,
67,
8,
12,
0,
2,
1,
12,
30,
100,
161,
140,
130,
171,
302,
329,
226,
208,
161,
245,
343,
582,
525,
426,
297,
72,
47,
6,
8,
1,
0,
11,
31,
74,
178,
51,
103,
242,
328,
428,
330,
217,
255,
375,
521,
638,
552,
541,
473,
349,
130,
43,
19,
16,
1,
5,
5,
18,
80,
197,
266,
309,
471,
584,
765,
735,
917,
1266,
1832,
882,
744,
620,
1616,
423
] |
[
175,
74,
34,
30,
9,
5,
4,
19,
81,
185,
241,
447,
791,
863,
845,
766,
586,
521,
373,
370,
300,
170,
100,
44,
14,
4,
5,
1,
1,
2,
26,
77,
150,
109,
162,
202,
403,
421,
299,
235,
177,
236,
285,
273,
179,
120,
120,
39,
2,
9,
0,
4,
4,
4,
25,
84,
148,
113,
136,
116,
339,
303,
342,
235,
203,
224,
305,
334,
232,
209,
173,
44,
11,
2,
10,
0,
0,
4,
32,
117,
153,
97,
109,
139,
280,
403,
250,
181,
197,
208,
276,
262,
137,
182,
81,
53
] |
[
"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: -53.87%",
"予測される変化率: [カラム_0] 予測される変化率: -69.71%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の2.11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: -53.87%",
"Forecasted change rate: [column_0] Forecasted change rate: -69.71%",
"Volatility: [column_0] Volatility: high (standard deviation is 2.11 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 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 90 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 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 90.",
"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 94."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
9,
4,
3,
3,
0,
0,
22,
95,
173,
144,
135,
141,
286,
269,
197,
164,
192,
243,
280,
340,
293,
229,
198,
83,
15,
16,
2,
5,
1,
3,
41,
88,
175,
111,
146,
153,
279,
324,
278,
201,
212,
193,
368,
387,
428,
320,
340,
294,
116,
59,
12,
14,
2,
8,
5,
21,
68,
115,
210,
262,
341,
352,
419,
376,
435,
340,
432,
384,
462,
458,
493,
335,
153,
58,
20,
24,
2,
9,
6,
35,
73,
169,
447,
427,
1182,
1810,
305,
510,
1274,
290,
428,
522,
82,
96,
64,
17,
9,
7,
3,
3,
5,
3,
11,
112,
82,
106,
231,
131,
318,
435,
162,
327,
354,
126,
247,
297,
61,
126,
104,
9,
3,
4,
14,
1,
8,
0,
27,
195,
64,
138,
237,
76,
343,
375,
302,
237,
468,
58,
329,
571,
43,
194,
259,
14,
8,
3,
0,
0,
3,
2,
23,
199,
21,
103,
275,
37,
420,
773,
39,
298,
473,
53,
302,
461,
24,
256,
215,
1,
6,
2,
0,
0,
3,
0,
14,
191,
11,
130,
274,
10,
356,
713,
0,
256,
576,
14,
400,
570,
16,
210,
263,
1,
21,
5,
3,
5,
4,
6,
7,
13,
47,
130,
248,
676,
900,
1511,
1523,
828,
1445,
873,
401,
376,
327,
187,
137,
80,
21,
14,
15,
7,
0,
7,
5,
17,
54,
165,
184,
484,
419,
688,
1006,
498,
809,
1437,
753,
682,
513,
321,
578,
232,
46,
48,
14,
8,
5,
6,
16,
62,
121,
214,
435,
881,
1458,
1546,
1279,
992,
850,
1159,
638,
471,
469,
408,
283,
73,
46,
17,
3,
5,
1,
4,
23,
68,
114,
166,
264,
550,
690,
872,
922,
843,
631,
625,
607,
391,
366,
258,
84,
35,
34,
9,
6,
1,
3,
8,
28,
118,
158,
138,
203,
249,
402,
537,
481,
369,
284,
333,
459,
440,
321,
261,
106,
12,
33,
5,
0,
0,
4,
1,
31,
112,
175,
154,
190,
258,
415,
441,
457,
352,
354,
344,
306,
247,
311,
239,
105,
51,
22,
5,
0,
4,
1,
11,
39,
113,
156,
164,
158,
233,
496,
453,
371,
308,
210,
314,
350,
317,
256,
233,
115,
61,
10,
8,
0,
3,
0,
5,
38,
106,
181,
138,
215,
318,
547,
513,
449,
362,
395,
552,
1066,
1064,
312,
316,
922,
246,
134,
45,
21,
9,
4,
7,
6,
68,
132,
191,
373,
318,
422,
810,
553,
613,
535,
819,
735,
619,
557,
476,
375,
271,
165,
54,
15,
13,
1,
4,
3,
16,
90,
91,
100,
305,
625,
1015,
444,
325,
283,
877,
255,
194,
185,
140,
68,
30,
18,
3,
1,
3,
3,
4,
34,
97,
121,
113,
106,
108,
220,
171,
201,
64,
96,
165,
170,
114,
75,
126,
26,
27,
4,
0,
0,
1,
2,
8,
34,
107,
142,
83,
94,
146,
301,
277,
254,
171,
123,
233,
306,
213,
155,
199,
126,
27,
4,
2,
2,
1,
4,
9,
35,
109,
157,
149,
164,
152,
405,
359,
203,
242,
207,
220,
248,
251,
136,
165,
131,
28,
11,
8,
5,
1,
3,
3,
26,
102
] |
[
145,
109,
102,
146,
278,
371,
287,
147,
146,
247,
249,
199,
236,
152,
129,
49,
13,
3,
1,
1,
0,
5,
43,
92,
156,
140,
160,
278,
516,
482,
384,
265,
221,
352,
478,
484,
422,
491,
386,
175,
89,
45,
10,
6,
1,
3,
14,
47,
118,
170,
246,
367,
587,
983,
631,
616,
667,
886,
675,
731,
559,
456,
513,
317,
86,
38,
30,
19,
12,
2,
17,
46,
175,
376,
775,
732,
726,
1049,
1188,
1262,
1174,
828,
503,
850,
442,
330,
162,
51,
20,
2,
1,
0,
3,
5,
51,
90
] |
[
"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: 1033.33%",
"予測される変化率: [カラム_0] 予測される変化率: -37.93%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.20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: 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: stable",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 1033.33%",
"Forecasted change rate: [column_0] Forecasted change rate: -37.93%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.20 times the mean)",
"Trend: [column_0] Trend change: from stable 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] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
151,
114,
102,
166,
300,
316,
260,
157,
185,
318,
365,
212,
151,
276,
61,
19,
13,
3,
1,
1,
0,
8,
45,
121,
143,
95,
134,
116,
363,
306,
299,
177,
165,
271,
297,
191,
230,
202,
73,
49,
1,
3,
1,
3,
2,
0,
56,
87,
149,
151,
149,
194,
339,
406,
236,
164,
140,
250,
241,
239,
207,
207,
114,
102,
25,
1,
0,
5,
5,
6,
37,
88,
139,
117,
104,
131,
426,
367,
227,
163,
176,
223,
369,
303,
248,
183,
102,
29,
14,
6,
0,
4,
0,
4,
33,
90,
156,
129,
149,
140,
412,
433,
252,
172,
60,
129,
303,
402,
173,
206,
688,
117,
47,
25,
15,
9,
0,
6,
4,
31,
44,
114,
217,
220,
362,
416,
457,
467,
270,
243,
447,
541,
347,
384,
310,
302,
156,
77,
26,
27,
3,
3,
2,
23,
91,
198,
310,
423,
669,
663,
687,
496,
577,
717,
388,
299,
577,
304,
341,
137,
45,
31,
4,
5,
1,
0,
11,
20,
99,
182,
323,
567,
779,
897,
888,
820,
574,
434,
321,
158,
133,
81,
47,
12,
6,
4,
2,
3,
0,
4,
31,
105,
141,
116,
97,
129,
103,
129,
47,
72,
71,
146,
178,
203,
100,
143,
89,
25,
5,
4,
0,
2,
1,
8,
34,
75,
187,
119,
80,
76,
254,
292,
172,
131,
136,
202,
268,
199,
156,
92,
83,
11,
8,
4,
0,
0,
1,
3,
36,
81,
151,
121,
57,
153,
182,
250,
197,
177,
145,
222,
251,
177,
153,
188,
148,
53,
5,
3,
8,
7,
5,
3,
31,
109,
152,
125,
114,
174,
357,
444,
272,
217,
205,
439,
907,
972,
290,
235,
975,
151,
51,
31,
27,
15,
14,
1,
10,
16,
75,
124,
218,
275,
444,
788,
585,
439,
605,
760,
501,
452,
424,
240,
303,
325,
131,
29,
27,
12,
2,
4,
11,
15,
78,
148,
233,
256,
413,
380,
406,
391,
361,
391,
282,
250,
176,
118,
77,
21,
11,
18,
8,
2,
1,
6,
29,
95,
159,
151,
133,
144,
321,
304,
206,
190,
159,
198,
170,
125,
111,
89,
63,
16,
15,
2,
1,
5,
0,
5,
28,
111,
158,
105,
139,
154,
343,
286,
173,
77,
43,
109,
153,
88,
117,
78,
94,
27,
0,
1,
1,
0,
0,
8,
41,
107,
147,
135,
116,
180,
273,
254,
126,
74,
78,
155,
165,
144,
95,
75,
54,
28,
1,
1,
1,
3,
0,
8,
16,
53,
143,
128,
92,
136,
270,
269,
239,
211,
164,
197,
229,
189,
117,
125,
76,
40,
27,
13,
19,
1,
2,
4,
29,
74,
149,
117,
69,
155,
286,
305,
263,
155,
174,
281,
248,
93,
33,
93,
190,
118,
69,
32,
25,
6,
2,
1,
3,
33,
56,
128,
158,
314,
592,
1085,
588,
558,
438,
860,
520,
487,
460,
303,
297,
226,
79,
42,
8,
6,
2,
8,
10,
32,
92,
170,
235,
449,
747,
889,
941,
828,
695,
667,
285,
291,
254,
168,
58,
28,
7,
1,
4,
0,
0,
6,
23,
110,
280,
135,
108,
133,
297,
381,
232,
177
] |
[
196,
411,
896,
341,
95,
258,
510,
39,
2,
6,
0,
1,
0,
0,
30,
79,
159,
105,
94,
136,
195,
199,
129,
125,
108,
169,
159,
135,
91,
101,
61,
16,
5,
1,
1,
0,
1,
3,
26,
96,
179,
119,
70,
77,
216,
237,
142,
118,
131,
186,
191,
134,
76,
77,
82,
19,
9,
12,
4,
0,
0,
1,
37,
87,
151,
110,
100,
143,
228,
309,
180,
184,
128,
163,
190,
118,
74,
88,
92,
31,
5,
7,
0,
36,
3,
1,
33,
95,
146,
92,
96,
188,
284,
214,
254,
164
] |
[
"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: 17.22%",
"予測される変化率: [カラム_0] 予測される変化率: -16.33%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.12倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 43個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: downward",
"Historical change rate: [column_0] Historical change rate: 17.22%",
"Forecasted change rate: [column_0] Forecasted change rate: -16.33%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.12 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 43",
"First turning point: [column_0] First turning point: at data point 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 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 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 |
[
185,
254,
253,
310,
191,
239,
155,
167,
50,
42,
24,
22,
4,
2,
16,
34,
56,
98,
202,
274,
263,
328,
390,
408,
421,
468,
673,
534,
443,
409,
368,
269,
124,
87,
56,
50,
8,
3,
15,
22,
72,
145,
186,
387,
511,
760,
954,
1196,
1068,
387,
242,
753,
264,
118,
79,
9,
2,
1,
4,
0,
1,
2,
25,
79,
176,
104,
121,
166,
272,
314,
205,
142,
161,
193,
178,
112,
75,
78,
41,
12,
0,
1,
1,
0,
3,
11,
29,
90,
150,
136,
106,
187,
315,
332,
208,
160,
156,
214,
205,
173,
118,
157,
113,
22,
4,
2,
0,
3,
1,
1,
34,
103,
138,
114,
79,
168,
335,
339,
189,
148,
168,
186,
230,
190,
97,
101,
74,
15,
7,
0,
4,
2,
0,
3,
24,
95,
153,
103,
110,
199,
351,
440,
212,
167,
185,
231,
179,
152,
123,
92,
116,
37,
9,
0,
3,
1,
1,
3,
23,
91,
165,
128,
106,
199,
415,
358,
231,
173,
236,
245,
264,
210,
272,
148,
162,
156,
55,
19,
23,
10,
7,
6,
4,
18,
54,
121,
198,
265,
577,
1326,
565,
431,
581,
819,
425,
346,
310,
221,
226,
209,
42,
40,
14,
14,
1,
1,
5,
29,
91,
150,
290,
605,
1208,
1552,
905,
716,
704,
802,
339,
206,
159,
72,
66,
24,
2,
5,
4,
3,
0,
4,
14,
76,
167,
127,
139,
124,
130,
105,
39,
76,
76,
132,
121,
71,
59,
22,
15,
2,
2,
1,
2,
2,
0,
3,
23,
82,
147,
115,
151,
155,
319,
149,
71,
94,
100,
168,
155,
152,
127,
101,
98,
31,
3,
0,
4,
1,
0,
3,
39,
94,
142,
98,
85,
130,
345,
343,
160,
169,
108,
227,
197,
151,
131,
155,
73,
20,
9,
3,
1,
1,
3,
4,
34,
67,
159,
112,
94,
102,
306,
287,
139,
144,
144,
168,
178,
128,
88,
52,
54,
25,
12,
2,
1,
7,
0,
4,
16,
86,
149,
126,
95,
141,
233,
330,
263,
200,
254,
385,
836,
1234,
163,
167,
892,
297,
51,
13,
28,
14,
5,
5,
5,
14,
27,
102,
185,
227,
253,
270,
304,
319,
380,
427,
860,
490,
365,
377,
664,
245,
69,
48,
22,
9,
4,
12,
6,
19,
43,
112,
190,
324,
573,
994,
508,
409,
481,
445,
184,
144,
121,
105,
33,
17,
23,
8,
0,
1,
1,
5,
30,
86,
152,
108,
123,
154,
287,
312,
159,
84,
84,
166,
96,
89,
95,
96,
44,
18,
2,
1,
1,
1,
0,
5,
24,
95,
178,
135,
166,
73,
298,
355,
232,
165,
147,
183,
174,
168,
132,
173,
83,
21,
14,
0,
1,
3,
0,
2,
21,
101,
167,
91,
82,
119,
248,
353,
176,
112,
162,
178,
182,
152,
110,
142,
77,
18,
4,
2,
1,
1,
2,
4,
22,
85,
162,
109,
93,
107,
383,
391,
260,
143,
205,
333,
238,
168,
154,
113,
88,
28,
11,
7,
0,
0,
1,
2,
34,
95,
176,
123,
121,
212,
349,
358,
273,
166,
199,
361,
520,
572,
209,
216,
544,
141
] |
[
47,
15,
5,
10,
4,
1,
6,
26,
74,
150,
245,
256,
193,
244,
269,
98,
19,
122,
287,
236,
144,
168,
331,
99,
51,
10,
15,
6,
2,
0,
5,
8,
67,
120,
139,
304,
307,
495,
763,
994,
1000,
254,
141,
728,
164,
84,
26,
10,
7,
0,
2,
5,
0,
6,
17,
84,
138,
148,
114,
123,
299,
232,
215,
135,
121,
177,
162,
108,
56,
75,
32,
9,
6,
1,
0,
1,
0,
6,
21,
93,
158,
109,
108,
143,
278,
392,
191,
140,
115,
186,
225,
152,
105,
92,
43,
10
] |
[
"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: -23.78%",
"予測される変化率: [カラム_0] 予測される変化率: -78.72%",
"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: 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: 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: -23.78%",
"Forecasted change rate: [column_0] Forecasted change rate: -78.72%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.27 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 34",
"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 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 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 |
[
2,
6,
0,
3,
0,
5,
14,
55,
73,
48,
82,
114,
173,
114,
84,
103,
75,
95,
116,
59,
65,
63,
51,
18,
0,
0,
1,
1,
2,
3,
24,
89,
132,
94,
93,
82,
267,
294,
216,
179,
102,
160,
129,
121,
93,
90,
55,
27,
15,
1,
3,
2,
0,
5,
20,
81,
165,
117,
125,
209,
247,
222,
115,
142,
223,
286,
718,
685,
151,
126,
477,
116,
45,
10,
11,
6,
3,
3,
5,
11,
55,
74,
116,
195,
194,
276,
341,
349,
397,
710,
1344,
469,
178,
393,
687,
113,
63,
55,
29,
14,
12,
12,
13,
12,
47,
150,
262,
436,
762,
1412,
721,
553,
800,
614,
365,
338,
324,
244,
167,
105,
37,
31,
4,
14,
16,
5,
14,
11,
16,
131,
283,
413,
683,
660,
629,
617,
328,
333,
102,
147,
98,
58,
63,
18,
15,
2,
2,
1,
3,
7,
19,
74,
148,
114,
116,
120,
309,
319,
140,
149,
142,
195,
168,
141,
83,
111,
81,
17,
5,
6,
3,
1,
0,
5,
26,
87,
150,
126,
87,
88,
174,
205,
125,
94,
86,
91,
101,
52,
52,
58,
43,
17,
4,
0,
0,
1,
3,
3,
34,
71,
157,
116,
24,
59,
267,
193,
178,
121,
87,
133,
216,
100,
86,
174,
28,
16,
8,
1,
2,
3,
0,
9,
18,
80,
160,
126,
123,
151,
319,
354,
249,
175,
135,
179,
158,
196,
133,
118,
123,
144,
23,
7,
26,
5,
7,
4,
7,
25,
56,
80,
168,
178,
291,
342,
320,
414,
400,
452,
932,
472,
384,
375,
1091,
576,
139,
67,
62,
19,
10,
9,
7,
17,
38,
111,
55,
227,
345,
205,
289,
514,
424,
228,
129,
179,
103,
89,
38,
8,
13,
1,
6,
5,
3,
1,
18,
79,
163,
107,
72,
103,
221,
260,
204,
166,
171,
252,
152,
127,
84,
59,
35,
10,
3,
2,
0,
1,
1,
8,
29,
91,
147,
92,
115,
203,
261,
315,
198,
158,
125,
221,
181,
227,
111,
65,
116,
27,
24,
5,
3,
1,
3,
3,
23,
92,
150,
111,
146,
134,
327,
319,
195,
201,
181,
224,
225,
163,
146,
136,
64,
32,
2,
3,
0,
3,
14,
12,
31,
77,
154,
113,
98,
130,
231,
258,
203,
151,
133,
207,
180,
157,
80,
114,
65,
26,
19,
1,
3,
4,
2,
2,
13,
59,
119,
181,
36,
62,
289,
233,
181,
55,
43,
93,
91,
93,
81,
105,
54,
130,
33,
10,
12,
8,
2,
1,
4,
29,
49,
71,
112,
140,
216,
224,
205,
230,
234,
209,
234,
172,
100,
75,
96,
77,
23,
5,
5,
10,
6,
3,
3,
17,
57,
95,
133,
342,
476,
481,
560,
566,
432,
313,
197,
135,
122,
74,
35,
13,
10,
0,
1,
1,
0,
4,
18,
68,
118,
116,
93,
168,
327,
291,
180,
253,
138,
124,
98,
66,
39,
43,
34,
5,
11,
1,
2,
4,
1,
2,
17,
49,
109,
83,
66,
89,
112,
128,
89,
92,
78,
125,
127,
119,
113,
86,
64,
19,
8,
0,
1,
1,
1,
2,
16,
46
] |
[
115,
84,
80,
158,
297,
253,
260,
233,
123,
222,
189,
118,
91,
112,
74,
31,
12,
11,
4,
2,
1,
9,
17,
72,
134,
133,
116,
184,
362,
282,
262,
280,
249,
421,
793,
296,
131,
259,
377,
44,
19,
3,
7,
0,
1,
2,
16,
70,
138,
171,
109,
174,
312,
408,
258,
308,
212,
324,
511,
512,
290,
241,
197,
185,
79,
10,
21,
5,
7,
0,
6,
15,
106,
107,
171,
221,
299,
355,
383,
477,
477,
705,
1224,
551,
294,
627,
539,
171,
51,
19,
15,
12,
6,
5,
3,
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: 2200.00%",
"予測される変化率: [カラム_0] 予測される変化率: -86.96%",
"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: 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: upward",
"Historical change rate: [column_0] Historical change rate: 2200.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -86.96%",
"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: 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 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 86 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 86."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
65,
122,
246,
392,
602,
631,
792,
1248,
1052,
390,
294,
740,
210,
175,
95,
39,
7,
4,
6,
1,
3,
6,
13,
93,
159,
148,
164,
247,
415,
476,
381,
339,
236,
296,
210,
207,
141,
95,
52,
34,
5,
1,
8,
0,
1,
9,
28,
74,
167,
146,
154,
269,
427,
539,
523,
407,
342,
455,
546,
404,
160,
357,
222,
36,
6,
4,
4,
3,
3,
5,
31,
79,
153,
113,
133,
244,
338,
301,
335,
327,
279,
304,
238,
206,
174,
128,
83,
33,
0,
9,
0,
0,
2,
7,
21,
87,
158,
153,
160,
236,
347,
495,
451,
277,
266,
250,
239,
239,
125,
184,
137,
67,
6,
9,
0,
1,
6,
2,
10,
67,
150,
135,
215,
305,
506,
651,
598,
488,
457,
486,
755,
894,
546,
340,
261,
121,
92,
12,
16,
23,
9,
12,
6,
23,
24,
84,
134,
96,
178,
264,
204,
197,
276,
468,
740,
367,
310,
251,
678,
161,
66,
21,
5,
5,
3,
3,
8,
28,
72,
153,
255,
475,
648,
829,
1046,
1361,
1260,
452,
440,
840,
200,
132,
85,
11,
8,
14,
2,
3,
18,
12,
35,
70,
183,
118,
131,
150,
305,
325,
247,
235,
234,
234,
199,
155,
138,
62,
64,
10,
18,
1,
1,
3,
3,
11,
29,
78,
169,
145,
136,
203,
224,
266,
191,
157,
158,
177,
135,
212,
117,
109,
87,
38,
2,
7,
0,
1,
1,
6,
30,
92,
127,
137,
62,
140,
258,
161,
61,
113,
153,
127,
218,
226,
80,
182,
82,
46,
11,
2,
8,
2,
0,
16,
23,
70,
163,
128,
129,
182,
380,
295,
283,
168,
162,
284,
241,
215,
133,
163,
110,
26,
23,
1,
0,
1,
0,
12,
24,
63,
146,
111,
147,
275,
392,
383,
333,
304,
289,
423,
804,
1166,
530,
425,
564,
171,
78,
45,
16,
12,
7,
6,
6,
21,
60,
102,
189,
294,
357,
403,
315,
258,
285,
390,
860,
422,
257,
355,
463,
154,
41,
37,
7,
5,
1,
4,
11,
16,
75,
124,
207,
513,
1076,
248,
141,
98,
109,
64,
36,
44,
59,
51,
36,
38,
2,
5,
1,
2,
2,
2,
26,
56,
196,
108,
103,
142,
244,
248,
237,
206,
174,
228,
158,
105,
101,
87,
31,
11,
2,
2,
0,
1,
3,
8,
21,
63,
164,
106,
114,
119,
183,
337,
92,
128,
110,
192,
180,
88,
96,
82,
89,
15,
10,
15,
1,
1,
1,
12,
29,
82,
146,
130,
157,
196,
324,
319,
198,
228,
158,
173,
212,
165,
86,
96,
63,
15,
2,
3,
1,
1,
2,
11,
27,
61,
137,
120,
38,
70,
176,
138,
144,
73,
183,
220,
163,
85,
87,
98,
91,
31,
41,
9,
4,
2,
0,
11,
24,
74,
177,
143,
107,
133,
323,
306,
268,
195,
287,
559,
1100,
1434,
477,
323,
827,
252,
87,
23,
46,
26,
5,
2,
11,
32,
45,
115,
195,
254,
227,
126,
327,
426,
412,
584,
994,
526,
392,
257,
842,
253,
62,
59,
32,
3,
9,
4,
13,
17,
51,
180,
294,
697,
1541,
838,
923,
936
] |
[
1263,
552,
344,
196,
140,
99,
66,
20,
11,
3,
0,
2,
0,
6,
29,
74,
154,
107,
113,
138,
260,
337,
190,
190,
140,
214,
198,
156,
120,
67,
29,
10,
6,
1,
0,
3,
4,
3,
31,
89,
159,
151,
149,
152,
284,
306,
239,
168,
173,
198,
262,
182,
166,
134,
107,
18,
13,
9,
1,
1,
4,
8,
27,
87,
160,
102,
121,
121,
254,
275,
174,
127,
69,
72,
94,
83,
76,
40,
47,
31,
12,
2,
1,
0,
0,
12,
25,
70,
146,
106,
102,
114,
300,
252,
237,
194
] |
[
"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: 1340.00%",
"予測される変化率: [カラム_0] 予測される変化率: -84.64%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の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: 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: 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: 1340.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -84.64%",
"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: 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 downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 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 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is 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 |
[
177,
330,
168,
145,
133,
114,
52,
46,
18,
6,
3,
6,
5,
8,
21,
75,
147,
158,
140,
229,
416,
424,
341,
293,
355,
615,
1285,
1497,
531,
364,
745,
197,
90,
37,
22,
22,
4,
4,
5,
29,
64,
172,
230,
246,
356,
406,
383,
630,
675,
1178,
1619,
2378,
313,
241,
985,
194,
177,
83,
27,
14,
3,
5,
3,
8,
11,
87,
225,
377,
518,
1041,
427,
208,
150,
556,
133,
59,
50,
44,
36,
12,
4,
6,
1,
4,
2,
2,
18,
81,
133,
115,
141,
105,
190,
282,
105,
134,
94,
175,
133,
81,
75,
59,
27,
7,
10,
0,
0,
0,
9,
9,
22,
75,
138,
94,
80,
63,
265,
260,
166,
150,
131,
246,
215,
198,
120,
136,
110,
30,
8,
0,
0,
2,
1,
4,
25,
86,
148,
104,
144,
200,
211,
224,
91,
51,
58,
58,
92,
38,
58,
69,
53,
20,
7,
0,
0,
0,
1,
13,
20,
67,
135,
77,
61,
87,
204,
252,
156,
125,
114,
137,
138,
129,
65,
90,
47,
21,
4,
0,
0,
2,
3,
1,
16,
54,
132,
127,
110,
155,
314,
367,
267,
210,
187,
211,
284,
279,
264,
218,
157,
137,
76,
24,
12,
14,
13,
1,
23,
22,
48,
101,
193,
306,
462,
762,
538,
462,
451,
458,
388,
406,
332,
257,
335,
239,
129,
22,
9,
12,
9,
2,
9,
37,
79,
213,
396,
788,
1230,
1022,
898,
903,
747,
392,
252,
164,
98,
66,
72,
18,
8,
7,
5,
3,
4,
7,
29,
91,
178,
124,
165,
224,
322,
391,
316,
209,
248,
204,
190,
124,
84,
82,
52,
13,
14,
3,
0,
0,
4,
7,
24,
44,
130,
71,
54,
28,
78,
35,
90,
81,
145,
143,
213,
102,
101,
71,
46,
24,
2,
5,
0,
0,
1,
6,
29,
81,
156,
140,
64,
116,
89,
83,
66,
42,
56,
104,
72,
86,
40,
46,
51,
33,
9,
0,
0,
0,
2,
0,
13,
47,
109,
58,
109,
150,
177,
238,
141,
132,
108,
159,
152,
193,
73,
79,
36,
64,
18,
7,
3,
5,
1,
11,
28,
56,
139,
99,
115,
191,
324,
292,
214,
244,
187,
287,
261,
259,
284,
245,
209,
150,
42,
24,
9,
28,
4,
16,
9,
38,
63,
146,
185,
290,
356,
324,
448,
459,
488,
727,
1474,
506,
272,
612,
788,
302,
102,
44,
10,
11,
7,
6,
5,
48,
75,
137,
187,
251,
341,
576,
449,
604,
523,
254,
160,
354,
137,
107,
89,
45,
16,
1,
4,
0,
5,
12,
34,
117,
271,
211,
111,
109,
165,
163,
135,
101,
111,
159,
155,
100,
58,
50,
34,
13,
5,
3,
0,
0,
1,
2,
30,
91,
149,
120,
98,
174,
327,
279,
198,
121,
139,
231,
190,
138,
119,
74,
93,
38,
2,
5,
7,
1,
1,
1,
18,
75,
126,
109,
78,
60,
134,
99,
55,
50,
76,
123,
151,
73,
64,
65,
48,
14,
7,
6,
4,
0,
0,
2,
25,
77,
141,
103,
99,
102,
294,
246,
201,
151,
72,
94,
132,
73,
64,
44,
52,
34
] |
[
11,
0,
0,
1,
1,
3,
24,
115,
174,
155,
87,
154,
304,
175,
139,
193,
191,
327,
836,
945,
178,
188,
762,
147,
91,
29,
12,
12,
6,
5,
11,
31,
85,
150,
201,
247,
402,
840,
457,
351,
165,
646,
386,
383,
300,
149,
229,
229,
117,
25,
39,
13,
3,
0,
3,
32,
97,
175,
310,
551,
811,
1260,
858,
645,
881,
640,
362,
219,
168,
66,
68,
19,
7,
1,
1,
2,
1,
5,
17,
101,
156,
146,
268,
120,
218,
252,
156,
156,
147,
164,
144,
75,
102,
58,
20,
9
] |
[
"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: -80.79%",
"予測される変化率: [カラム_0] 予測される変化率: -18.18%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.45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: 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9番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 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: -80.79%",
"Forecasted change rate: [column_0] Forecasted change rate: -18.18%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.45 times the mean)",
"Trend: [column_0] Trend continuation: downward trend continues",
"Turning points: [column_0] Turning points in forecast period: 33",
"First turning point: [column_0] First turning point: at data point 9 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 94."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
7,
2,
0,
0,
1,
22,
32,
94,
154,
125,
113,
99,
172,
226,
106,
99,
38,
94,
33,
52,
48,
63,
49,
19,
3,
1,
1,
1,
4,
8,
27,
87,
159,
109,
41,
76,
117,
107,
75,
79,
65,
122,
66,
44,
68,
94,
41,
18,
21,
6,
1,
0,
0,
6,
27,
78,
199,
94,
119,
77,
190,
199,
133,
151,
94,
126,
160,
109,
94,
69,
54,
32,
12,
0,
0,
1,
6,
12,
15,
96,
150,
110,
89,
124,
190,
242,
154,
108,
117,
231,
221,
256,
179,
167,
174,
122,
59,
18,
7,
6,
7,
1,
12,
39,
70,
125,
172,
213,
341,
377,
362,
381,
377,
594,
1170,
634,
247,
799,
531,
270,
99,
50,
25,
4,
3,
4,
4,
33,
85,
167,
317,
553,
964,
1468,
920,
774,
547,
866,
338,
231,
181,
139,
68,
30,
8,
1,
4,
1,
3,
5,
18,
104,
206,
142,
127,
146,
314,
364,
214,
193,
173,
226,
188,
90,
83,
79,
30,
5,
11,
0,
0,
1,
0,
4,
24,
100,
171,
104,
99,
78,
163,
145,
161,
86,
61,
105,
57,
9,
33,
62,
32,
21,
4,
0,
0,
0,
1,
1,
14,
58,
96,
99,
43,
42,
74,
75,
66,
70,
77,
93,
122,
124,
62,
133,
50,
21,
14,
3,
0,
2,
0,
6,
15,
81,
155,
122,
80,
121,
225,
246,
168,
118,
128,
158,
167,
68,
108,
75,
71,
23,
23,
4,
2,
1,
0,
9,
13,
88,
142,
94,
105,
257,
333,
313,
255,
213
] |
[
183,
195,
302,
271,
225,
49,
47,
55,
42,
40,
5,
11,
3,
0,
4,
23,
23,
58,
27,
84,
132,
119,
174,
214,
107,
132,
107,
228,
152,
149,
161,
70,
38,
18,
25,
10,
5,
5,
11,
14,
37,
66,
134,
222,
432,
513,
434,
423,
170,
183,
130,
61,
40,
59,
44,
17,
3,
9,
0,
3,
3,
7,
20,
100,
155,
102,
122,
95,
164,
182,
96,
72,
98,
182,
107,
13,
41,
45,
17,
15,
7,
4,
4,
1,
1,
5,
28,
96,
143,
118,
105,
137,
278,
317,
171,
159
] |
[
"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: 2942.86%",
"予測される変化率: [カラム_0] 予測される変化率: -13.11%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.42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: 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: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 2942.86%",
"Forecasted change rate: [column_0] Forecasted change rate: -13.11%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.42 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 40",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from 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 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 90 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data 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 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 90."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
147,
202,
194,
132,
96,
139,
61,
13,
12,
4,
1,
0,
0,
3,
22,
134,
169,
195,
138,
194,
268,
281,
175,
149,
123,
163,
174,
130,
91,
95,
61,
15,
9,
4,
5,
0,
1,
5,
19,
77,
152,
126,
124,
166,
307,
269,
219,
115,
115,
201,
186,
134,
70,
70,
33,
33,
13,
1,
3,
0,
0,
5,
29,
60,
147,
106,
100,
185,
304,
347,
129,
115,
102,
164,
212,
274,
169,
139,
146,
111,
37,
14,
45,
10,
6,
9,
7,
35,
70,
73,
124,
248,
312,
351,
373,
366,
392,
299,
459,
343,
384,
307,
200,
146,
103,
31,
15,
10,
2,
7,
9,
32,
68,
99,
202,
254,
414,
354,
426,
447,
389,
281,
188,
121,
109,
92,
47,
29,
12,
7,
1,
2,
2,
13,
20,
100,
158,
136,
154,
96,
206,
238,
132,
117,
114,
134,
162,
129,
68,
44,
58,
31,
4,
7,
3,
2,
2,
3,
28,
101,
148,
157,
129,
147,
348,
350,
242,
177,
132,
166,
153,
175,
83,
106,
75,
22,
11,
5,
1,
0,
2,
10,
43,
106,
167,
167,
62,
163,
205,
109,
103,
93,
70,
168,
167,
107,
105,
67,
42,
34,
12,
7,
3,
0,
0,
9,
42,
98,
157,
126,
62,
81,
171,
174,
114,
85,
102,
103,
149,
76,
92,
69,
26,
25,
8,
3,
1,
0,
1,
19,
27,
76,
146,
109,
71,
152,
289,
267,
165,
139,
150,
196,
231,
180,
145,
141,
124,
66,
43,
83,
15,
11,
25,
2,
7,
20,
74,
81,
124,
187,
296,
193,
297,
216,
164,
178,
133,
216,
194,
144,
163,
115,
55,
38,
13,
7,
5,
3,
16,
57,
70,
157,
163,
303,
475,
721,
737,
435,
330,
292,
173,
130,
147,
90,
70,
25,
17,
6,
6,
2,
15,
7,
15,
80,
151,
138,
106,
126,
261,
319,
187,
158,
154,
185,
177,
130,
96,
52,
35,
20,
9,
12,
2,
0,
2,
4,
22,
65,
111,
109,
88,
140,
269,
278,
168,
142,
93,
217,
263,
151,
133,
109,
66,
21,
4,
0,
1,
0,
4,
13,
23,
92,
168,
82,
106,
151,
257,
289,
234,
164,
168,
166,
197,
150,
121,
105,
98,
36,
12,
4,
5,
1,
1,
13,
29,
99,
155,
121,
138,
178,
355,
334,
259,
229,
198,
274,
228,
180,
89,
130,
89,
33,
20,
6,
3,
2,
2,
10,
53,
80,
158,
165,
193,
249,
347,
439,
400,
343,
294,
328,
290,
411,
219,
197,
250,
87,
43,
25,
24,
17,
2,
1,
9,
46,
77,
123,
160,
217,
196,
227,
235,
299,
177,
146,
216,
311,
309,
262,
225,
96,
48,
21,
13,
6,
3,
4,
10,
36,
60,
110,
229,
479,
668,
934,
1042,
986,
800,
619,
452,
300,
225,
150,
80,
34,
8,
2,
2,
3,
1,
12,
19,
101,
152,
154,
158,
176,
150,
48,
52,
107,
156,
140,
189,
173,
135,
79,
31,
15,
9,
1,
0,
1,
2,
9,
49,
124,
186,
100,
130,
84,
261,
275,
184,
168,
141,
186,
212,
130,
127,
108,
78,
45
] |
[
3,
0,
5,
1,
0,
7,
19,
87,
173,
132,
130,
198,
410,
387,
394,
217,
185,
201,
208,
153,
110,
131,
46,
32,
13,
3,
2,
0,
0,
17,
29,
117,
156,
150,
152,
192,
399,
421,
388,
271,
240,
272,
284,
275,
114,
150,
52,
46,
33,
7,
1,
0,
0,
13,
19,
136,
192,
190,
188,
315,
538,
621,
477,
472,
347,
369,
356,
284,
225,
165,
188,
126,
73,
45,
11,
20,
8,
2,
24,
47,
78,
212,
269,
341,
493,
421,
458,
440,
360,
427,
653,
467,
432,
336,
336,
175
] |
[
"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: -69.39%",
"予測される変化率: [カラム_0] 予測される変化率: 5733.33%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.03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: -69.39%",
"Forecasted change rate: [column_0] Forecasted change rate: 5733.33%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.03 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 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 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 shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is 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,
38,
9,
6,
4,
1,
10,
43,
61,
139,
399,
268,
690,
1180,
510,
982,
1157,
383,
500,
709,
191,
282,
227,
22,
14,
6,
1,
6,
10,
6,
37,
216,
72,
125,
175,
50,
209,
308,
74,
168,
322,
84,
299,
477,
61,
167,
65,
2,
22,
12,
0,
6,
5,
4,
33,
219,
45,
146,
193,
42,
367,
323,
230,
208,
458,
32,
293,
401,
43,
141,
159,
3,
23,
6,
0,
2,
10,
8,
31,
272,
24,
151,
313,
23,
268,
95,
5,
88,
122,
11,
193,
98,
0,
44,
47,
0,
8,
9,
0,
1,
11,
0,
26,
259,
7,
119,
146,
154,
257,
456,
11,
164,
156,
210,
337,
164,
187,
92,
49,
22,
6,
10,
1,
0,
3,
4,
26,
85,
188,
186,
101,
230,
269,
258,
245,
141,
205,
300,
210,
316,
372,
171,
109,
114,
33,
19,
25,
6,
6,
3,
6,
42,
123,
143,
262,
610,
381,
655,
969,
366,
673,
690,
239,
543,
452,
165,
245,
208,
36,
49,
35,
1,
3,
13,
5,
31,
147,
78,
314,
936,
469,
980,
1735,
400,
817,
933,
224,
452,
455,
92,
110,
70,
9,
4,
6,
6,
36,
13,
28,
111,
284,
44,
113,
319,
109,
434,
290,
34,
131,
373,
61,
244,
291,
28,
70,
50,
0,
8,
7,
3,
5,
27,
9,
125,
306,
18,
86,
260,
42,
274,
261,
27,
147,
104,
4,
38,
70,
10,
49,
44,
1,
11,
2,
0,
3,
19,
3,
94,
275,
1,
24,
142,
1,
109,
140,
0,
41,
281,
5,
113,
87,
143,
45,
31,
9,
0,
3,
1,
1,
8,
36,
88,
170,
156,
114,
105,
296,
217,
186,
193,
130,
272,
282,
159,
209,
128,
62,
27,
36,
5,
2,
2,
0,
5,
30,
26,
45,
32,
13,
5,
70,
81,
23,
20,
63,
43,
70,
58,
48,
68,
17,
32,
8,
3,
8,
1,
1,
3,
5,
3,
31,
48,
105,
110,
237,
132,
185,
271,
138,
290,
549,
82,
215,
422,
81,
115,
66,
22,
28,
7,
4,
19,
27,
8,
39,
135,
43,
183,
397,
44,
360,
518,
103,
313,
389,
47,
135,
144,
17,
22,
11,
0,
2,
2,
0,
8,
82,
22,
163,
217,
22,
145,
501,
82,
263,
275,
12,
101,
140,
9,
67,
82,
1,
10,
10,
0,
1,
0,
13,
8,
126,
17,
166,
251,
7,
176,
661,
11,
310,
442,
5,
241,
707,
22,
144,
210,
0,
23,
7,
0,
3,
3,
0,
6,
38,
133,
166,
172,
167,
149,
372,
490,
212,
169,
271,
207,
278,
297,
137,
130,
98,
22,
9,
11,
4,
1,
0,
3,
42,
139,
147,
139,
161,
147,
342,
418,
161,
205,
283,
171,
338,
410,
158,
204,
238,
24,
11,
14,
1,
1,
2,
7,
57,
158,
104,
143,
274,
147,
390,
540,
138,
168,
374,
168,
379,
590,
200,
422,
318,
44,
20,
13,
3,
2,
0,
1,
4,
48,
4,
30,
47,
23,
122,
266,
85,
233,
435,
142,
337,
500,
62,
191,
320,
47,
90,
45,
0,
4,
9,
1,
11,
94
] |
[
52,
212,
790,
145,
740,
1535,
169,
784,
792,
101,
208,
264,
23,
92,
68,
0,
7,
10,
0,
3,
9,
2,
31,
269,
27,
157,
318,
33,
439,
731,
11,
201,
358,
12,
224,
303,
0,
78,
78,
0,
10,
3,
0,
1,
11,
0,
23,
294,
4,
110,
288,
4,
251,
654,
9,
133,
156,
256,
291,
226,
49,
63,
74,
29,
1,
4,
3,
4,
1,
6,
30,
95,
182,
124,
114,
203,
270,
299,
332,
116,
150,
266,
150,
210,
159,
48,
66,
16,
9,
8,
2,
4,
7,
15,
31,
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: -22.31%",
"予測される変化率: [カラム_0] 予測される変化率: 144.23%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.37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: 54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: -22.31%",
"Forecasted change rate: [column_0] Forecasted change rate: 144.23%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.37 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 54",
"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 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 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 32.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
220,
98,
206,
280,
260,
460,
484,
132,
186,
322,
170,
272,
321,
100,
81,
83,
10,
8,
8,
0,
10,
25,
31,
104,
260,
54,
161,
352,
141,
430,
345,
80,
286,
338,
482,
901,
711,
151,
572,
223,
16,
30,
17,
1,
3,
3,
2,
35,
189,
75,
220,
321,
42,
17,
22,
2,
22,
63,
27,
64,
150,
49,
109,
46,
2,
2,
4,
1,
0,
0,
3,
10,
29,
41,
72,
80,
198,
269,
338,
454,
274,
245,
109,
23,
103,
33,
68,
29,
14,
9,
4,
4,
4,
1,
18,
77,
175,
128,
134,
205,
342,
347,
328,
301,
263,
268,
225,
292,
194,
152,
134,
55,
22,
7,
8,
3,
0,
1,
5,
27,
98,
132,
78,
95,
109,
177,
163,
122
] |
[
218,
122,
325,
216,
63,
51,
52,
25,
10,
8,
0,
1,
1,
4,
33,
98,
141,
159,
132,
174,
256,
212,
223,
191,
145,
153,
224,
128,
86,
107,
99,
68,
1,
0,
1,
1,
0,
4,
34,
93,
166,
319,
193,
101,
226,
223,
165,
130,
121,
185,
345,
163,
121,
74,
32,
15,
9,
9,
1,
2,
9,
12,
27,
90,
173,
110,
202,
257,
338,
443,
263,
208,
256,
336,
332,
426,
314,
197,
187,
111,
77,
32,
1,
4,
5,
12,
10,
33,
74,
126,
251,
267,
393,
409,
500,
513
] |
[
"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: -44.55%",
"予測される変化率: [カラム_0] 予測される変化率: 135.32%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.03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: -44.55%",
"Forecasted change rate: [column_0] Forecasted change rate: 135.32%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.03 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 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 30 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 62 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 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 62."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
544,
650,
1050,
640,
651,
974,
473,
169,
129,
50,
29,
7,
3,
2,
7,
18,
83,
131,
171,
333,
453,
420,
461,
525,
441,
330,
236,
217,
307,
151,
64,
36,
8,
12,
0,
2,
0,
9,
35,
125,
151,
115,
157,
150,
276,
293,
242,
160,
143,
198,
216,
220,
171,
139,
52,
35,
7,
3,
1,
0,
2,
5,
59,
102,
192,
132,
142,
98,
329,
313,
192,
160,
159,
239,
327,
390,
413,
355,
224,
55,
24,
4,
5,
0,
2,
8,
47,
103,
184,
164,
163,
169,
291,
269,
194,
156,
149,
187,
210,
176,
162,
124,
75,
45,
10,
2,
5,
1,
1,
10,
37,
123,
181,
224,
150,
167,
329,
381,
266,
249,
178,
258,
302,
340,
330,
238,
139,
48,
10,
6,
5,
1,
0,
8,
42,
96,
214,
155,
254,
269,
245,
313,
202,
189,
184,
225,
200,
166,
288,
307,
271,
112,
15,
4,
5,
0,
7,
3,
70,
397,
168,
17,
52,
91,
167,
133,
30,
43,
41,
62,
148,
93,
31,
49,
177,
99,
89,
55,
21,
11,
6,
1,
10,
33,
60,
128,
228,
412,
585,
661,
613,
711,
486,
379,
231,
221,
210,
56,
91,
31,
23,
5,
0,
4,
0,
1,
47,
114,
204,
160,
163,
276,
259,
362,
164,
190,
170,
217,
177,
136,
126,
90,
40,
22,
8,
6,
0,
5,
0,
4,
38,
135,
216,
204,
188,
145,
372,
338,
291,
254,
217,
326,
407,
306,
217,
170,
126,
45,
22,
9,
7,
0,
0,
3,
51,
182,
241,
230,
199,
264,
562,
488,
368,
322,
270,
349,
311,
286,
256,
207,
128,
63,
25,
8,
3,
4,
1,
3,
50,
136,
263,
196,
164,
61,
64,
160,
144,
124,
144,
222,
234,
187,
152,
141,
98,
86,
26,
5,
6,
3,
1,
3,
51,
130,
232,
173,
234,
538,
591,
327,
383,
426,
501,
675,
473,
363,
284,
214,
234,
198,
113,
31,
12,
21,
11,
8,
27,
49,
131,
238,
318,
384,
461,
532,
605,
691,
532,
456,
554,
567,
433,
313,
247,
234,
113,
85,
22,
22,
2,
0,
15,
33,
85,
182,
212,
398,
667,
771,
802,
771,
798,
693,
459,
370,
287,
203,
125,
64,
28,
7,
0,
1,
1,
9,
55,
131,
214,
185,
133,
147,
319,
280,
177,
139,
135,
151,
241,
307,
359,
256,
144,
40,
13,
1,
2,
5,
2,
17,
51,
112,
184,
139,
133,
158,
235,
289,
201,
179,
106,
184,
235,
367,
414,
400,
214,
99,
14,
1,
0,
0,
2,
9,
64,
111,
180,
151,
138,
134,
274,
265,
175,
149,
126,
243,
256,
356,
133,
67,
11,
6,
1,
2,
1,
0,
0,
0,
19,
60,
122,
131,
99,
55,
79,
289,
188,
158,
92,
120,
144,
217,
168,
179,
246,
107,
9,
12,
9,
1,
1,
5,
56,
110,
197,
132,
151,
262,
366,
369,
98,
253,
299,
321,
262,
276,
93,
129,
172,
149,
49,
37,
18,
11,
1,
2,
12,
22,
45,
115,
191,
236,
85,
152,
108,
167,
160,
183,
80,
66,
38,
79,
131,
56
] |
[
22,
11,
8,
2,
0,
2,
1,
15,
24,
57,
45,
81,
92,
129,
107,
162,
197,
238,
158,
135,
85,
78,
49,
27,
11,
12,
0,
1,
2,
11,
33,
100,
183,
144,
153,
220,
257,
273,
253,
192,
182,
208,
227,
183,
154,
94,
40,
38,
6,
6,
1,
0,
3,
6,
53,
118,
201,
211,
181,
199,
454,
390,
339,
329,
246,
285,
489,
383,
293,
259,
201,
56,
20,
7,
8,
3,
2,
5,
52,
109,
190,
183,
174,
158,
363,
371,
298,
124,
102,
339,
1025,
1379,
609,
188,
156,
1134
] |
[
"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: -89.71%",
"予測される変化率: [カラム_0] 予測される変化率: 5054.55%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.05倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 31個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: -89.71%",
"Forecasted change rate: [column_0] Forecasted change rate: 5054.55%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.05 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 31",
"First turning point: [column_0] First turning point: at data point 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 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 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 32.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
64,
8,
2,
5,
1,
10,
50,
110,
174,
51,
30,
143,
354,
291,
269,
92,
205,
320,
271,
392,
230,
332,
206,
96,
63,
13,
14,
1,
1,
9,
54,
97,
196,
167,
179,
263,
430,
290,
287,
313,
388,
753,
1379,
1683,
1113,
595,
478,
1540,
445,
103,
44,
33,
8,
9,
21,
31,
82,
138,
178,
267,
338,
365,
357,
394,
270,
317,
465,
849,
876,
781,
750,
547,
275,
77,
42,
29,
9,
2,
22,
61,
265,
1335,
412,
398,
475,
407,
492,
509,
443,
455,
503,
539,
497,
308,
268,
45,
36,
16,
6,
2,
0,
8,
42,
100,
172,
149,
108,
175,
227,
294,
194,
218,
103,
207,
281,
298,
323,
235,
126,
38,
12,
5,
1,
14,
8,
2,
47,
122
] |
[
218,
157,
150,
163,
287,
224,
97,
162,
186,
218,
245,
307,
302,
296,
179,
70,
20,
2,
4,
2,
2,
3,
32,
77,
147,
162,
109,
98,
52,
122,
184,
98,
148,
113,
67,
127,
56,
96,
73,
20,
8,
2,
2,
0,
2,
3,
27,
123,
180,
133,
190,
187,
455,
385,
300,
319,
224,
342,
363,
295,
267,
238,
104,
12,
19,
14,
13,
0,
2,
4,
36,
74,
150,
132,
134,
221,
588,
527,
373,
428,
430,
588,
589,
582,
671,
436,
483,
413,
140,
74,
30,
36,
2,
2,
8,
56
] |
[
"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: 90.62%",
"予測される変化率: [カラム_0] 予測される変化率: -74.31%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.18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: 40個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 90.62%",
"Forecasted change rate: [column_0] Forecasted change rate: -74.31%",
"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: 40",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 64 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 64."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
67,
105,
187,
195,
304,
364,
470,
535,
718,
1261,
2218,
2265,
788,
358,
762,
1444,
225,
75,
34,
14,
10,
7,
10,
52,
90,
251,
300,
847,
548,
460,
375,
449,
402,
273,
143,
234,
210,
142,
159,
34,
27,
2,
4,
5,
1,
4,
44,
109,
207,
140,
170,
219,
421,
435,
436,
335,
178,
240,
261,
368,
354,
238,
85,
45,
16,
1,
8,
0,
0,
8,
69,
131,
188,
133,
149,
197,
502,
448,
328,
233,
239,
288,
352,
429,
352,
439,
264,
131,
13,
8,
1,
0,
0,
7,
46,
127,
170,
143,
131,
173,
377,
389,
281,
175,
307,
447,
570,
393,
260,
199,
434,
137,
16,
5,
9,
1,
2,
2,
44,
114,
183,
135,
146,
230,
585,
552,
385,
318,
395,
330,
428,
420,
311,
262,
196,
94,
27,
12,
1,
3,
1,
6,
25,
118,
223,
198,
189,
346,
729,
567,
461,
339,
398,
500,
543,
529,
442,
399,
410,
367,
286,
82,
29,
21,
3,
4,
24,
34,
6,
29,
92,
163,
222,
159,
283,
270,
362,
390,
464,
610,
511,
311,
257,
265,
148,
41,
31,
35,
9,
2,
3,
22,
64,
138,
122,
291,
162,
217,
362,
247,
69,
78,
74,
63,
25,
49,
37,
37,
4,
1,
0,
2,
0,
1,
15,
66,
126,
76,
110,
115,
264,
261,
270,
241,
236,
284,
284,
131,
104,
70,
63,
24,
17,
5,
2,
0,
4,
3,
30,
85,
184,
114,
112,
82,
294,
323,
259,
277,
296,
350,
341,
456,
167,
151,
117,
63,
18,
6,
10,
2,
1,
6,
44,
84,
186,
119,
203,
262,
621,
565,
461,
390,
398,
270,
400,
453,
279,
182,
97,
126,
35,
4,
3,
7,
0,
3,
27,
82,
187,
124,
160,
198,
441,
445,
408,
471,
417,
325,
369,
318,
239,
159,
96,
65,
26,
4,
0,
3,
308,
252,
44,
113,
142,
163,
158,
223,
330,
424,
437,
469,
399,
353,
612,
560,
675,
569,
278,
118,
38,
29,
16,
7,
3,
6,
7,
27,
40,
63,
165,
255,
286,
624,
464,
518,
570,
561,
308,
489,
369,
260,
189,
67,
38,
12,
9,
7,
6,
1,
14,
38,
86,
126,
113,
250,
266,
164,
238,
341,
351,
403,
363,
247,
207,
110,
60,
28,
32,
1,
3,
3,
6,
3,
10,
45,
60,
44,
209,
89,
243,
394,
491,
443,
382,
322,
355,
356,
276,
177,
78,
36,
20,
15,
13,
1,
9,
14,
11,
43,
81,
216,
270,
388,
737,
805,
921,
988,
791,
680,
661,
604,
557,
477,
226,
108,
35,
32,
3,
0,
0,
3,
29,
66,
95,
221,
208,
268,
407,
642,
763,
626,
582,
565,
453,
398,
397,
325,
162,
61,
19,
14,
0,
4,
4,
2,
17,
88,
111,
180,
253,
381,
645,
712,
788,
610,
540,
435,
555,
534,
459,
504,
269,
80,
32,
17,
3,
5,
10,
2,
17,
60,
123,
108,
179,
210,
337,
200,
222,
250,
350,
602,
604,
1405,
3605,
4150,
4329,
4020,
3900,
1366,
542,
379,
95,
32,
84,
41,
57,
111,
166,
272,
445,
539,
662,
663
] |
[
552,
518,
366,
375,
430,
317,
253,
121,
50,
28,
16,
25,
3,
2,
13,
29,
75,
117,
167,
399,
460,
731,
846,
902,
786,
839,
608,
507,
374,
160,
149,
82,
46,
28,
5,
8,
14,
4,
15,
17,
59,
96,
118,
341,
493,
644,
666,
715,
653,
529,
338,
278,
202,
121,
70,
20,
20,
7,
3,
3,
1,
6,
21,
80,
173,
220,
236,
273,
434,
554,
515,
480,
439,
406,
298,
278,
266,
283,
109,
33,
14,
0,
3,
0,
0,
2,
21,
79,
176,
166,
229,
325,
505,
522,
392,
362
] |
[
"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: 889.55%",
"予測される変化率: [カラム_0] 予測される変化率: -34.42%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.60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: 21個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: 889.55%",
"Forecasted change rate: [column_0] Forecasted change rate: -34.42%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.60 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 21",
"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 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 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 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 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
340,
313,
331,
240,
234,
178,
95,
61,
8,
4,
0,
1,
0,
8,
31,
89,
146,
130,
198,
275,
494,
476,
434,
355,
293,
241,
276,
421,
540,
445,
276,
108,
55,
3,
2,
2,
5,
3,
29,
74,
157,
122,
175,
130,
298,
344,
223,
187,
148,
239,
209,
306,
614,
724,
566,
260,
112,
10,
12,
17,
6,
3,
11,
43,
69,
120,
162,
152,
288,
290,
399,
516,
395,
347,
318,
391,
117,
116,
179,
160,
74,
24,
14,
3,
8,
1,
8,
43,
66,
97,
165,
345,
505,
577,
554,
604,
527,
359,
320,
304,
359,
259,
98,
54,
22,
12,
0,
4,
2,
4,
29,
84,
149,
90,
39,
81,
323,
165,
221,
283,
103,
88,
150,
94,
129,
59,
74,
31,
18,
5,
4,
0,
0,
3,
34,
84,
155,
154,
182,
171,
312,
289,
221,
169,
141,
145,
82,
73,
81,
157,
23,
31,
14,
0,
0,
2,
0,
2,
9,
44,
112,
74,
105,
134,
313,
294,
277,
174,
100,
196,
269,
180,
285,
240,
115,
26,
8,
2,
0,
0,
2,
1,
38,
94,
186,
125,
77,
34,
40,
80,
97,
123,
115,
123,
112,
46,
52,
59,
65,
29,
22,
5,
0,
0,
1,
1,
32,
58,
81,
26,
26,
29,
94,
166,
201,
218,
191,
274,
278,
375,
423,
480,
424,
231,
74,
36,
13,
17,
9,
5,
15,
33,
80,
77,
198,
302,
323,
418,
454,
516,
342,
393,
527,
752,
893,
979,
755,
392,
171,
91,
19,
13,
18,
6,
11,
25,
89,
125,
237,
388,
601,
667,
572,
549,
501,
561,
527,
422,
329,
260,
95,
89,
19,
16,
2,
0,
1,
6,
46,
110,
171,
146,
120,
186,
321,
435,
249,
220,
182,
193,
204,
188,
156,
89,
79,
49,
24,
5,
3,
1,
1,
3,
40,
86,
179,
117,
142,
215,
322,
412,
272,
253,
270,
196,
315,
270,
195,
158,
163,
51,
8,
7,
6,
1,
2,
9,
57,
104,
170,
138,
157,
220,
342,
338,
295,
316,
244,
286,
319,
322,
295,
161,
132,
65,
12,
21,
1,
0,
1,
6,
51,
124,
222,
157,
175,
239,
419,
390,
303,
257,
236,
288,
317,
367,
482,
368,
272,
106,
77,
11,
11,
1,
3,
8,
40,
124,
207,
162,
186,
264,
394,
329,
263,
351,
250,
399,
389,
473,
514,
401,
358,
204,
44,
25,
15,
9,
4,
7,
24,
92,
81,
148,
224,
304,
392,
397,
438,
485,
472,
694,
1691,
880,
743,
1647,
842,
437,
228,
155,
34,
19,
11,
6,
6,
53,
129,
175,
271,
383,
515,
523,
570,
601,
517,
449,
462,
527,
583,
532,
232,
88,
32,
13,
4,
3,
1,
8,
15,
28,
116,
120,
178,
185,
271,
316,
210,
264,
265,
298,
307,
274,
246,
177,
71,
27,
5,
6,
0,
3,
0,
1,
28,
119,
194,
175,
207,
225,
338,
383,
253,
251,
197,
271,
334,
547,
391,
292,
86,
23,
8,
8,
11,
7,
3,
19,
15,
22,
67,
116,
208,
382,
559,
601,
728,
792,
835,
728,
517,
443,
382,
346,
159,
55
] |
[
22,
4,
0,
2,
0,
3,
38,
90,
198,
135,
165,
244,
420,
349,
376,
296,
289,
299,
416,
302,
292,
204,
67,
45,
12,
11,
3,
0,
0,
4,
30,
90,
154,
158,
169,
296,
590,
521,
401,
295,
244,
299,
258,
347,
430,
361,
185,
80,
36,
19,
3,
3,
5,
9,
10,
27,
101,
175,
249,
339,
428,
371,
503,
410,
443,
384,
574,
723,
816,
666,
670,
421,
254,
88,
27,
32,
4,
7,
26,
45,
115,
139,
157,
202,
226,
170,
185,
116,
131,
91,
279,
310,
298,
373,
205,
101
] |
[
"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: -83.82%",
"予測される変化率: [カラム_0] 予測される変化率: 359.09%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.04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: -83.82%",
"Forecasted change rate: [column_0] Forecasted change rate: 359.09%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.04 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 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is 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 |
[
49,
11,
0,
6,
7,
4,
36,
85,
169,
212,
157,
187,
255,
292,
286,
228,
239,
303,
266,
228,
305,
297,
199,
91,
23,
4,
5,
1,
0,
11,
54,
129,
209,
92,
107,
113,
247,
114,
93,
126,
115,
189,
252,
247,
258,
231,
85,
44,
8,
5,
1,
1,
2,
23,
50,
141,
207,
146,
155,
254,
419,
431,
312,
265,
170,
349,
632,
387,
355,
597,
185,
97,
40,
13,
14,
37,
20,
15,
73,
135,
267,
216,
216,
206,
375,
473,
346,
248,
284,
373,
407,
302,
255,
192,
133,
69,
30,
25,
14,
3,
21,
26,
76,
149,
190,
249,
374,
467,
777,
802,
522,
577,
501,
620,
579,
323,
98,
147,
21,
18,
34,
22,
27,
0,
6,
1,
5,
11,
89,
93,
323,
730,
944,
1161,
1267,
1399,
1251,
883,
521,
506,
502,
340,
166,
83,
131,
41,
24,
40,
13,
12,
16,
50,
18,
106,
505,
982,
1586,
1514,
183,
200,
1041,
733,
433,
260,
245,
123,
108,
52,
22,
19,
1,
7,
4,
1,
41,
146,
211,
137,
114,
251,
355,
304,
325,
280,
203,
199,
204,
196,
154,
98,
41,
9,
13,
1,
0,
2,
1,
1,
48,
129,
165,
106,
70,
135,
305,
355,
198,
167,
210,
234,
259,
204,
165,
137,
73,
42,
9,
3,
0,
0,
0,
1,
41,
89,
169,
117,
173,
214,
359,
361,
272,
214,
154,
226,
369,
233,
164,
227,
94,
45,
6,
4,
3,
0,
2,
6,
46,
88,
162,
153,
121,
151,
313,
325,
200,
155
] |
[
166,
235,
235,
327,
260,
90,
109,
46,
11,
3,
0,
0,
0,
7,
48,
93,
182,
114,
105,
180,
199,
227,
165,
93,
50,
112,
131,
78,
143,
138,
88,
47,
43,
21,
33,
1,
4,
0,
12,
15,
48,
94,
139,
281,
284,
375,
546,
705,
1184,
1927,
2166,
1437,
884,
380,
764,
329,
133,
25,
17,
16,
11,
9,
8,
34,
61,
156,
226,
358,
505,
687,
545,
583,
607,
543,
367,
259,
234,
193,
136,
80,
23,
15,
3,
5,
0,
4,
32,
98,
188,
134,
105,
208,
352,
416,
287,
239
] |
[
"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: 216.33%",
"予測される変化率: [カラム_0] 予測される変化率: 43.98%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.34倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 28個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の4番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 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: 216.33%",
"Forecasted change rate: [column_0] Forecasted change rate: 43.98%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.34 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 28",
"First turning point: [column_0] First turning point: at data point 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 36 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 94 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 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 does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 36.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 94.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 92."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
220,
250,
517,
481,
570,
525,
337,
113,
33,
4,
5,
9,
4,
3,
49,
105,
167,
120,
109,
173,
280,
227,
133,
134,
144,
225,
338,
324,
352,
235,
192,
66,
10,
4,
0,
2,
0,
7,
44,
96,
201,
164,
131,
182,
294,
265,
176,
144,
118,
229,
234,
322,
107,
57,
88,
45,
10,
7,
2,
1,
0,
1,
38,
90,
191,
122,
104,
117,
248,
278,
120,
126,
177,
199,
260,
258,
294,
205,
107,
54,
11,
4,
6,
0,
2,
7,
37,
95,
198,
158,
144,
205,
286,
282,
206,
254,
224,
308,
421,
605,
358,
288,
447,
131,
31,
10,
0,
12,
2,
2,
9,
13,
47,
117,
225,
237,
319,
368,
540,
353,
359,
501,
421,
590,
659,
497,
470,
264,
114,
67,
57,
29,
7,
3,
7,
27,
123,
183,
201,
212,
313,
295,
421,
422,
341,
327,
234,
172,
160,
88,
61,
44,
9,
3,
3,
0,
1,
4,
34,
99,
169,
154,
104,
144,
173,
196,
132,
119,
143,
172,
134,
116,
71,
49,
36,
15,
1,
1,
0,
2,
1,
15,
37,
113,
182,
128,
116,
179,
306,
264,
268,
193,
190,
206,
214,
205,
186,
120,
96,
35,
7,
2,
3,
4,
0,
2,
35,
104,
173,
109,
103,
176,
378,
291,
294,
186,
213,
212,
244,
217,
176,
168,
98,
56,
13,
4,
2,
1,
3,
11,
30,
115,
184,
181,
134,
178,
388,
330,
255,
195,
220,
291,
519,
344,
250,
294,
147,
137,
10,
9,
4,
0,
1,
6,
30,
95,
188,
147,
129,
245,
353,
385,
311,
266,
291,
370,
463,
644,
468,
372,
455,
179,
130,
33,
12,
7,
3,
1,
22,
45,
79,
139,
187,
255,
395,
556,
573,
737,
778,
889,
929,
778,
510,
654,
220,
156,
57,
24,
13,
5,
1,
5,
5,
8,
27,
58,
24,
160,
294,
382,
512,
579,
630,
744,
640,
570,
441,
352,
402,
78,
19,
11,
0,
0,
0,
4,
34,
108,
185,
131,
138,
190,
160,
171,
90,
94,
94,
143,
206,
137,
103,
112,
54,
32,
12,
5,
4,
1,
0,
3,
41,
115,
191,
130,
134,
116,
217,
271,
125,
122,
163,
221,
265,
172,
119,
189,
65,
30,
3,
1,
4,
0,
0,
8,
38,
101,
182,
121,
111,
140,
354,
335,
182,
148,
147,
254,
252,
250,
164,
142,
77,
29,
37,
5,
2,
1,
1,
7,
36,
77,
181,
139,
88,
115,
211,
237,
175,
190,
160,
233,
267,
249,
209,
126,
98,
69,
18,
3,
3,
5,
8,
7,
28,
91,
179,
153,
103,
213,
298,
320,
186,
184,
140,
254,
448,
410,
189,
166,
373,
114,
76,
23,
10,
27,
8,
1,
12,
43,
91,
174,
228,
340,
382,
575,
627,
695,
557,
481,
688,
694,
590,
402,
441,
290,
171,
95,
28,
22,
11,
0,
3,
34,
151,
236,
2785,
4596,
5330,
4271,
2703,
3397,
1681,
955,
583,
454,
373,
304,
189,
58,
29,
14,
3,
3,
3,
6,
39,
107,
186,
145,
216,
202,
278,
446,
202,
142,
147,
235,
230,
217,
300,
189,
82,
44
] |
[
16,
5,
3,
0,
1,
4,
52,
100,
176,
122,
102,
194,
264,
254,
140,
133,
167,
201,
412,
325,
267,
186,
123,
68,
28,
4,
3,
3,
3,
4,
38,
99,
185,
129,
60,
125,
155,
165,
120,
157,
197,
105,
132,
77,
89,
51,
52,
32,
12,
1,
0,
1,
0,
0,
16,
58,
132,
90,
76,
150,
181,
245,
128,
273,
407,
532,
407,
224,
180,
111,
64,
48,
16,
3,
1,
1,
1,
7,
43,
102,
173,
158,
213,
212,
280,
318,
270,
288,
299,
528,
897,
1281,
505,
407,
1085,
247
] |
[
"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: -80.00%",
"予測される変化率: [カラム_0] 予測される変化率: 1443.75%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.98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: -80.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 1443.75%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.98 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 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"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 70 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 70."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
96,
33,
18,
11,
9,
4,
3,
27,
85,
143,
179,
269,
296,
409,
345,
380,
453,
511,
608,
751,
809,
695,
570,
358,
160,
71,
34,
15,
9,
7,
18,
43,
132,
177,
275,
300,
427,
568,
592,
113,
117,
63,
160,
322,
178,
221,
81,
85,
46,
18,
12,
4,
11,
6,
11,
22,
83,
157,
247,
417,
605,
727,
759,
801,
586,
427,
214,
190,
127,
82,
68,
24,
2,
1,
2,
3,
0,
4,
38,
106,
189,
154,
138,
200,
311,
337,
178,
202,
214,
270,
384,
355,
304,
217,
95,
35,
32,
5,
4,
1,
1,
7,
35,
92,
213,
135,
148,
178,
356,
361,
236,
208,
174,
289,
326,
235,
161,
135,
95,
47,
9,
2,
5,
0,
0,
6,
47,
103,
181,
116,
110,
114,
277,
282,
153,
141,
160,
262,
409,
362,
284,
240,
164,
110,
32,
5,
0,
3,
2,
12,
35,
118,
194,
147,
180,
192,
376,
277,
269,
239,
254,
322,
431,
560,
426,
346,
322,
148,
42,
17,
15,
31,
11,
7,
8,
37,
106,
292,
406,
462,
518,
647,
867,
752,
684,
543,
728,
942,
804,
583,
625,
284,
144,
47,
29,
13,
4,
5,
10,
28,
92,
199,
319,
558,
812,
898,
1007,
858,
767,
652,
373,
319,
357,
240,
128,
26,
15,
5,
2,
5,
0,
5,
37,
98,
171,
130,
92,
204,
341,
303,
199,
143,
172,
221,
236,
210,
135,
160,
72,
24,
11,
2,
0,
0,
0,
6,
38,
85,
201,
124,
150,
122,
287,
342,
219,
156
] |
[
193,
259,
264,
276,
200,
153,
152,
26,
8,
0,
3,
2,
1,
4,
41,
98,
167,
132,
159,
192,
333,
355,
231,
224,
201,
231,
172,
515,
154,
143,
59,
53,
27,
13,
5,
3,
11,
6,
53,
94,
185,
129,
98,
122,
83,
83,
109,
71,
109,
169,
168,
176,
124,
59,
54,
31,
12,
3,
0,
0,
0,
2,
40,
62,
165,
124,
196,
168,
237,
215,
164,
186,
201,
245,
203,
213,
194,
160,
110,
100,
48,
25,
9,
13,
3,
2,
6,
16,
46,
142,
190,
383,
684,
910,
576,
511
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 62.50%",
"予測される変化率: [カラム_0] 予測される変化率: 164.77%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.08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: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 62.50%",
"Forecasted change rate: [column_0] Forecasted change rate: 164.77%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.08 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 downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 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 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 does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is 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 |
[
373,
780,
463,
470,
459,
243,
320,
255,
112,
30,
21,
18,
22,
0,
5,
98,
2,
152,
1141,
38,
1664,
1670,
38,
870,
1362,
541,
297,
327,
258,
155,
111,
52,
5,
9,
2,
0,
4,
4,
30,
123,
235,
145,
164,
271,
407,
433,
420,
154,
264,
398,
220,
259,
185,
91,
45,
32,
3,
5,
3,
0,
0,
11,
32,
106,
254,
52,
138,
264,
255,
421,
262,
106,
212,
416,
239,
362,
343,
140,
125,
58,
9,
6,
1,
0,
1,
16,
24,
81,
307,
110,
139,
143,
170,
327,
285,
70,
124,
253,
115,
128,
122,
39,
88,
49,
7,
1,
6,
0,
0,
24,
15,
89,
253,
44,
106,
439,
157,
364,
357,
63,
200,
405,
58,
233,
204,
28,
87,
50,
9,
18,
3,
0,
0,
18,
6,
78,
319,
30,
139,
519,
140,
469,
546,
21,
198,
497,
48,
296,
442,
17,
112,
161,
2,
17,
13,
5,
1,
7,
0,
26,
149,
7,
189,
741,
16,
826,
786,
0,
535,
1376,
11,
424,
505,
15,
244,
317,
0,
15,
48,
10,
11,
0,
5,
31,
83,
193,
283,
535,
1034,
466,
531,
618,
737,
419,
202,
177,
112,
71,
33,
35,
9,
14,
0,
1,
0,
4,
22,
85,
162,
84,
121,
192,
287,
290,
171,
130,
128,
197,
177,
108,
97,
72,
77,
24,
9,
11,
2,
0,
0,
1,
52,
132,
202,
164,
170,
164,
456,
430,
221,
206,
202,
311,
324,
230,
191,
175,
117,
32,
11,
4,
1,
1,
1,
4,
46,
130,
209,
157,
127,
150,
361,
384,
254,
183,
260,
281,
352,
335,
132,
160,
140,
53,
16,
12,
5,
1,
1,
8,
52,
136,
215,
142,
139,
124,
476,
449,
235,
214,
250,
261,
353,
249,
177,
200,
132,
49,
33,
13,
5,
5,
1,
1,
39,
112,
244,
185,
174,
222,
395,
476,
274,
337,
236,
338,
439,
356,
263,
257,
270,
142,
51,
32,
14,
8,
10,
1,
15,
36,
95,
162,
223,
293,
532,
1148,
618,
531,
313,
85,
168,
93,
24,
25,
62,
136,
76,
34,
10,
11,
6,
3,
9,
34,
82,
178,
282,
395,
464,
441,
373,
949,
1108,
398,
321,
905,
235,
166,
109,
35,
38,
5,
1,
7,
2,
3,
26,
99,
181,
177,
192,
267,
450,
397,
309,
246,
225,
252,
157,
142,
143,
52,
39,
26,
14,
1,
0,
0,
0,
3,
8,
47,
74,
36,
44,
63,
301,
282,
180,
209,
171,
104,
133,
59,
52,
74,
37,
28,
7,
2,
1,
0,
1,
0,
29,
116,
199,
164,
131,
145,
263,
207,
178,
168,
137,
170,
241,
170,
102,
68,
83,
20,
9,
6,
1,
0,
0,
10,
30,
86,
169,
112,
119,
244,
485,
421,
339,
316,
326,
353,
278,
261,
179,
120,
91,
61,
19,
3,
2,
4,
13,
5,
33,
96,
171,
152,
187,
321,
510,
580,
434,
395,
289,
350,
253,
308,
209,
166,
155,
82,
51,
10,
12,
15,
6,
4,
6,
20,
111,
153,
237,
355,
504,
472,
514,
463,
462,
429,
439,
400,
344,
268,
264,
194
] |
[
90,
32,
25,
7,
16,
11,
30,
51,
88,
163,
10906,
2396,
1064,
1040,
1003,
878,
668,
473,
381,
255,
219,
163,
88,
33,
9,
4,
1,
8,
0,
5,
35,
115,
204,
179,
162,
367,
531,
607,
520,
328,
312,
322,
281,
283,
162,
84,
58,
25,
5,
11,
0,
1,
1,
1,
28,
113,
161,
153,
180,
375,
523,
527,
392,
318,
315,
277,
336,
252,
231,
185,
71,
47,
19,
7,
1,
2,
2,
3,
40,
97,
138,
99,
80,
140,
281,
330,
186,
237,
197,
221,
132,
30,
73,
135,
86,
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: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -47.99%",
"予測される変化率: [カラム_0] 予測される変化率: -58.89%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の2.40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: -47.99%",
"Forecasted change rate: [column_0] Forecasted change rate: -58.89%",
"Volatility: [column_0] Volatility: high (standard deviation is 2.40 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] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 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 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is 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 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
24,
3,
1,
0,
1,
4,
18,
79,
179,
154,
227,
300,
586,
557,
409,
370,
351,
332,
313,
291,
227,
61,
121,
114,
32,
5,
19,
4,
8,
2,
11,
30,
44,
128,
370,
642,
872,
861,
970,
821,
615,
545,
310,
280,
177,
160,
104,
69,
16,
4,
0,
8,
7,
2,
17,
33,
276,
445,
625,
928,
1020,
1079,
1069,
1096,
729,
909,
1264,
496,
298,
548,
638,
90,
42,
31,
11,
23,
9,
3,
3,
41,
77,
152,
236,
578,
700,
1032,
1298,
1455,
1411,
639,
431,
911,
421,
360,
183,
113,
31,
22,
14,
8,
13,
9,
5,
30,
56,
134,
362,
616,
912,
891,
924,
923,
679,
464,
454,
300,
248,
218,
166,
92,
23,
9,
13,
6,
7,
3,
12,
21,
69,
159,
222,
515,
744,
921,
922,
801,
600,
390,
273,
215,
152,
90,
68,
28,
16,
6,
6,
1,
2,
5,
26,
85,
190,
100,
171,
282,
405,
422,
282,
216,
206,
249,
229,
213,
114,
93,
46,
12,
9,
0,
0,
0,
5,
2,
22,
86,
184,
127,
140,
199,
389,
458,
280,
274,
179,
277,
270,
245,
82,
137,
112,
57,
5,
9,
3,
1,
3,
5,
28,
79,
161,
106,
124,
255,
393,
372,
302,
249,
197,
321,
351,
271,
267,
205,
146,
104,
22,
8,
17,
22,
10,
5,
9,
26,
58,
147,
264,
320,
481,
854,
693,
625,
475,
767,
468,
423,
379,
271,
249,
170,
85,
56,
39,
32,
2,
6,
27,
39,
63,
162,
206,
575,
1327,
630,
485,
455
] |
[
744,
125,
113,
34,
47,
33,
17,
6,
1,
2,
3,
7,
4,
3,
16,
62,
133,
122,
108,
114,
363,
322,
163,
169,
133,
187,
190,
123,
134,
65,
53,
17,
4,
2,
0,
2,
3,
8,
22,
98,
160,
123,
88,
127,
355,
275,
172,
148,
136,
191,
192,
147,
98,
96,
70,
26,
27,
8,
4,
6,
5,
18,
24,
77,
143,
134,
169,
199,
307,
421,
120,
123,
98,
159,
194,
154,
60,
133,
67,
18,
8,
3,
1,
1,
0,
5,
18,
87,
144,
119,
118,
285,
326,
332,
146,
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: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 1795.83%",
"予測される変化率: [カラム_0] 予測される変化率: -83.20%",
"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: 39個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 1795.83%",
"Forecasted change rate: [column_0] Forecasted change rate: -83.20%",
"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: 39",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データ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 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 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 90."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
121,
185,
195,
218,
130,
110,
77,
147,
9,
5,
1,
0,
1,
5,
25,
75,
152,
114,
122,
197,
314,
265,
191,
168,
186,
191,
203,
185,
201,
185,
200,
97,
47,
10,
12,
19,
4,
2,
6,
26,
63,
111,
225,
221,
395,
448,
505,
397,
381,
300,
305,
406,
349,
234,
243,
128,
101,
27,
19,
4,
5,
0,
16,
26,
105,
160,
295,
652,
388,
143,
250,
342,
311,
223,
148,
114,
36,
53,
25,
28,
6,
9,
1,
8,
6,
10,
18,
79,
140,
90,
103,
138,
286,
244,
106,
159,
134,
297,
678,
386,
70,
68,
539,
38,
8,
4,
4,
6,
10,
9,
30,
90,
150,
83,
111,
175,
253,
260,
190,
149,
134,
179,
207,
102,
76,
15,
41,
16,
7,
1,
2,
2,
1,
1,
38,
86,
121,
102,
52,
62,
102,
121,
51,
107,
81,
140,
35,
43,
34,
61,
32,
14,
7,
0,
1,
3,
0,
3,
16,
71,
92,
78,
71,
64,
91,
282,
142,
89,
30,
101,
159,
148,
87,
60,
52,
42,
9,
1,
3,
0,
5,
7,
21,
64,
166,
133,
135,
155,
198,
197,
82,
113,
56,
146,
124,
105,
85,
64,
47,
64,
41,
15,
9,
3,
4,
7,
3,
16,
21,
48,
57,
167,
162,
477,
237,
197,
217,
376,
190,
147,
169,
163,
135,
150,
61,
26,
21,
12,
10,
2,
3,
26,
74,
114,
174,
249,
584,
1191,
488,
299,
372,
795,
184,
154,
80,
81,
51,
22,
4,
6,
0,
2,
2,
5,
19,
72,
147,
86,
135,
110,
208,
343,
146,
132,
99,
157,
178,
106,
83,
50,
38,
22,
1,
1,
0,
1,
3,
4,
30,
86,
167,
87,
110,
177,
267,
235,
179,
163,
197,
217,
179,
164,
124,
86,
21,
17,
4,
2,
2,
4,
2,
2,
33,
89,
158,
105,
251,
157,
227,
216,
210,
114,
118,
176,
158,
90,
97,
131,
42,
25,
4,
1,
3,
1,
0,
4,
17,
97,
129,
100,
92,
137,
281,
298,
202,
162,
129,
158,
190,
166,
99,
101,
58,
19,
8,
1,
1,
6,
2,
10,
23,
53,
171,
97,
144,
212,
367,
376,
230,
238,
263,
538,
909,
892,
231,
185,
818,
160,
63,
34,
15,
12,
3,
7,
9,
43,
99,
158,
211,
297,
493,
833,
503,
443,
532,
781,
446,
433,
305,
253,
283,
221,
118,
30,
28,
8,
17,
2,
2,
15,
83,
202,
217,
359,
1146,
350,
348,
404,
1030,
417,
259,
159,
137,
73,
40,
17,
24,
2,
5,
2,
0,
0,
22,
75,
145,
123,
147,
126,
152,
124,
56,
70,
90,
129,
64,
48,
42,
39,
39,
12,
2,
3,
0,
0,
0,
2,
17,
53,
95,
81,
88,
61,
202,
208,
107,
73,
88,
83,
104,
68,
43,
33,
54,
13,
2,
1,
0,
2,
3,
5,
26,
67,
133,
113,
70,
60,
221,
202,
109,
91,
85,
135,
100,
88,
85,
45,
81,
37,
1,
2,
0,
1,
3,
6,
16,
93,
138,
88,
108,
76,
223,
201,
130,
83,
119,
158,
156,
131,
90,
96,
32,
29
] |
[
14,
6,
1,
2,
1,
7,
11,
81,
163,
129,
127,
189,
312,
277,
240,
169,
169,
173,
116,
251,
159,
142,
150,
116,
45,
19,
13,
13,
10,
11,
12,
10,
48,
103,
129,
269,
418,
755,
366,
370,
427,
560,
384,
379,
290,
270,
290,
165,
97,
32,
33,
33,
14,
9,
12,
26,
84,
155,
196,
291,
410,
416,
552,
833,
737,
228,
185,
721,
133,
71,
70,
10,
11,
8,
5,
1,
7,
3,
21,
73,
150,
103,
92,
138,
304,
244,
195,
129,
128,
180,
124,
85,
68,
41,
28,
14
] |
[
"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: -76.03%",
"予測される変化率: [カラム_0] 予測される変化率: 0.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.23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: 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: upward",
"Historical change rate: [column_0] Historical change rate: -76.03%",
"Forecasted change rate: [column_0] Forecasted change rate: 0.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.23 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 34",
"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 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 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 32.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
6,
1,
0,
3,
2,
7,
33,
88,
146,
97,
100,
146,
263,
304,
222,
128,
112,
155,
146,
105,
90,
83,
31,
13,
7,
1,
0,
6,
0,
10,
31,
67,
160,
95,
121,
156,
284,
273,
165,
191,
140,
126,
157,
96,
113,
51,
34,
12,
6,
4,
0,
3,
0,
3,
26,
78,
140,
103,
102,
120,
316,
308,
199,
163,
165,
149,
182,
116,
136,
86,
92,
29,
10,
6,
6,
6,
7,
5,
26,
75,
135,
49,
69,
138,
264,
272,
198,
214,
219,
222,
304,
282,
136,
155,
121,
95,
75,
12,
11,
12,
11,
0,
11,
27,
65,
92,
205,
205,
255,
319,
350,
385,
381,
376,
286,
332,
237,
198,
187,
132,
63,
20,
16,
11,
7,
0,
5,
24,
64,
165,
227,
316,
603,
852,
413,
377,
285,
459,
122,
14,
28,
43,
39,
40,
7,
0,
3,
1,
2,
11,
20,
78,
132,
143,
145,
174,
291,
274,
174,
158,
138,
156,
107,
88,
53,
58,
47,
15,
6,
2,
0,
3,
2,
4,
27,
86,
137,
83,
47,
22,
114,
145,
80,
114,
75,
170,
557,
263,
51,
214,
26,
21,
14,
5,
2,
3,
3,
5,
19,
63,
101,
72,
70,
28,
89,
73,
74,
72,
72,
98,
80,
59,
27,
22,
17,
8,
5,
1,
0,
2,
3,
4,
19,
68,
119,
93,
63,
119,
182,
174,
128,
74,
154,
150,
145,
147,
72,
58,
49,
58,
11,
2,
0,
1,
1,
13,
20,
63,
149,
124,
91,
201,
327,
319,
248,
174
] |
[
228,
268,
445,
540,
141,
152,
451,
158,
28,
25,
17,
11,
8,
4,
3,
28,
58,
160,
204,
187,
313,
370,
438,
402,
322,
265,
261,
271,
238,
191,
179,
119,
43,
20,
30,
7,
5,
11,
2,
15,
49,
155,
303,
598,
1524,
798,
682,
979,
927,
394,
297,
274,
189,
195,
114,
66,
29,
16,
2,
7,
10,
2,
6,
15,
35,
98,
185,
282,
420,
555,
439,
431,
282,
234,
77,
95,
90,
43,
23,
11,
5,
1,
0,
0,
1,
4,
19,
77,
145,
95,
112,
147,
253,
327,
184,
120
] |
[
"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: 2800.00%",
"予測される変化率: [カラム_0] 予測される変化率: -47.37%",
"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: 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: downward",
"Historical change rate: [column_0] Historical change rate: 2800.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -47.37%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.27 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 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 90 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 90."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
91,
129,
227,
98,
106,
65,
29,
7,
14,
2,
0,
1,
4,
10,
31,
74,
158,
89,
102,
94,
282,
357,
166,
176,
146,
172,
129,
86,
73,
51,
36,
10,
18,
1,
2,
6,
0,
8,
16,
68,
127,
94,
101,
158,
325,
281,
183,
133,
111,
188,
142,
117,
88,
31,
45,
24,
14,
4,
35,
5,
0,
3,
8,
56,
122,
103,
94,
159,
250,
146,
183,
108,
188,
232,
289,
500,
141,
167,
416,
93,
57,
15,
16,
11,
4,
3,
5,
24,
47,
115,
181,
228,
520,
1101,
517,
297,
339,
881,
416,
387,
271,
237,
202,
108,
62,
39,
9,
19,
3,
6,
3,
15,
51,
102,
215,
391,
631,
1253,
415,
293,
500,
637,
158,
145,
89,
57,
37,
27,
5,
9,
1,
0,
2,
5,
27,
88,
152,
98,
86,
59,
165,
132,
122,
107,
78,
115,
88,
61,
52,
55,
36,
7,
3,
5,
0,
2,
0,
2,
28,
57,
137,
117,
69,
78,
133,
102,
58,
97,
40,
57,
128,
75,
64,
70,
69,
5,
1,
5,
3,
0,
0,
7,
23,
73,
126,
98,
67,
134,
218,
165,
68,
74,
89,
115,
158,
97,
55,
68,
52,
21,
7,
1,
0,
0,
1,
4,
37,
72,
151,
149,
117,
78,
219,
335,
111,
106,
218,
278,
236,
138,
83,
129,
99,
28,
9,
1,
2,
3,
0,
5,
35,
58,
171,
132,
105,
167,
290,
391,
237,
246,
190,
282,
297,
211,
156,
147,
158,
124,
59,
50,
21,
20,
10,
2,
16,
21,
62,
154,
206,
293,
298,
280,
341,
332,
330,
336,
215,
320,
275,
178,
128,
94,
35,
17,
7,
0,
7,
1,
9,
14,
57,
120,
205,
315,
584,
1192,
657,
384,
687,
442,
204,
208,
147,
91,
115,
19,
16,
1,
4,
1,
0,
1,
30,
85,
132,
113,
135,
232,
304,
295,
217,
160,
175,
177,
149,
139,
122,
93,
44,
26,
1,
5,
2,
0,
0,
11,
31,
87,
144,
129,
97,
140,
330,
319,
175,
193,
160,
145,
252,
84,
112,
64,
43,
13,
7,
2,
1,
0,
2,
3,
33,
74,
153,
118,
92,
144,
310,
329,
242,
190,
163,
229,
222,
147,
127,
112,
72,
14,
6,
5,
0,
2,
2,
2,
20,
90,
123,
111,
129,
120,
334,
342,
245,
202,
191,
209,
244,
181,
135,
104,
89,
57,
23,
23,
0,
2,
4,
3,
24,
80,
153,
105,
152,
153,
312,
408,
315,
264,
268,
432,
831,
1097,
251,
177,
587,
130,
39,
16,
18,
9,
8,
8,
9,
27,
89,
105,
188,
221,
213,
195,
255,
300,
387,
671,
1226,
456,
214,
202,
802,
177,
112,
66,
20,
13,
7,
4,
5,
22,
57,
98,
82,
117,
258,
254,
372,
568,
607,
171,
176,
449,
166,
96,
52,
32,
7,
2,
6,
0,
1,
5,
17,
84,
125,
123,
135,
156,
224,
298,
223,
152,
152,
199,
150,
105,
56,
36,
53,
25,
8,
4,
0,
4,
0,
4,
31,
70,
123,
74,
121,
99,
137,
104,
67,
58,
111,
147,
322,
210,
93,
117,
222,
28
] |
[
12,
5,
0,
0,
0,
4,
24,
62,
131,
78,
120,
168,
147,
218,
143,
70,
80,
138,
186,
110,
61,
66,
41,
25,
4,
2,
0,
1,
0,
2,
17,
61,
122,
107,
127,
102,
180,
147,
132,
184,
123,
162,
172,
107,
71,
74,
38,
48,
7,
3,
0,
2,
1,
3,
27,
62,
131,
108,
120,
170,
315,
283,
273,
211,
209,
389,
914,
1054,
326,
219,
151,
100,
51,
18,
13,
16,
7,
9,
3,
23,
57,
119,
197,
229,
314,
406,
347,
368,
467,
342,
310,
258,
333,
176,
199,
146
] |
[
"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: -69.23%",
"予測される変化率: [カラム_0] 予測される変化率: 1116.67%",
"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: 45個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の9番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 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: -69.23%",
"Forecasted change rate: [column_0] Forecasted change rate: 1116.67%",
"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: 45",
"First turning point: [column_0] First turning point: at data point 9 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
67,
23,
13,
3,
4,
7,
10,
13,
37,
83,
138,
209,
168,
130,
111,
399,
560,
125,
97,
566,
126,
81,
55,
22,
10,
0,
0,
0,
0,
7,
27,
69,
157,
120,
83,
152,
261,
264,
287,
186,
173,
157,
165,
113,
80,
46,
38,
27,
6,
7,
0,
0,
0,
5,
24,
90,
185,
111,
130,
129,
271,
293,
181,
187,
214,
234,
197,
202,
114,
122,
90,
42,
13,
2,
0,
4,
0,
8,
22,
71,
172,
95,
111,
142,
276,
232,
178,
167,
101,
178,
128,
85,
50,
55,
48,
9,
6,
5,
3,
2,
0,
2,
16,
80,
190,
95,
98,
100,
330,
366,
262,
279,
233,
225,
241,
183,
138,
70,
46,
35,
17,
4,
0,
1,
1,
9,
22,
70,
168,
148,
157,
257,
489,
494,
414,
393,
402,
546,
1216,
1426,
475,
284,
261,
125,
34,
14,
10,
7,
4,
7,
6,
25,
64,
114,
179,
289,
343,
390,
499,
364,
446,
631,
913,
434,
293,
416,
433,
108,
67,
22,
11,
17,
9,
3,
7,
19,
71,
127,
159,
275,
343,
321,
367,
582,
677,
46,
45,
416,
48,
27,
17,
6,
2,
2,
1,
1,
7,
7,
18,
89,
148,
124,
136,
138,
285,
241,
164,
143,
79,
118,
114,
77,
46,
63,
28,
15,
9,
2,
7,
14,
8,
0,
31,
81,
143,
77,
109,
125,
221,
277,
160,
154,
123,
154,
124,
107,
48,
64,
57,
37,
3,
3,
0,
1,
0,
13,
32,
95,
115,
83,
82,
81,
177,
158,
91,
64
] |
[
92,
144,
156,
119,
41,
71,
49,
14,
8,
1,
0,
0,
0,
3,
24,
97,
123,
98,
125,
91,
82,
134,
109,
156,
136,
166,
139,
97,
63,
58,
41,
12,
34,
7,
0,
2,
1,
4,
20,
68,
145,
130,
188,
250,
377,
379,
250,
278,
302,
501,
1326,
1546,
431,
289,
560,
161,
73,
15,
19,
8,
5,
3,
3,
13,
64,
121,
181,
222,
421,
777,
412,
342,
393,
542,
282,
325,
267,
220,
222,
152,
102,
37,
20,
11,
4,
11,
3,
4,
22,
63,
89,
217,
812,
373,
246,
638
] |
[
"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: -4.48%",
"予測される変化率: [カラム_0] 予測される変化率: 593.48%",
"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: 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3番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -4.48%",
"Forecasted change rate: [column_0] Forecasted change rate: 593.48%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.35 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 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 36 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 36.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 94."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
430,
227,
161,
139,
49,
68,
29,
7,
13,
2,
5,
5,
9,
5,
29,
69,
116,
40,
43,
79,
181,
152,
103,
144,
82,
54,
92,
63,
60,
44,
7,
15,
8,
4,
1,
1,
0,
6,
29,
81,
130,
119,
75,
89,
158,
201,
121,
150,
106,
163,
161,
111,
76,
59,
63,
28,
13,
2,
1,
1,
0,
7,
28,
70,
151,
114,
105,
173,
379,
337,
278,
172,
134,
191,
151,
103,
79,
57,
43,
12,
5,
7,
3,
0,
0,
2,
28,
81,
169,
110,
93,
124,
277,
363,
236,
164,
171,
236,
203,
174,
87,
100,
40,
27,
15,
12,
0,
1,
1,
5,
22,
73,
170,
113,
259,
192,
404,
395,
236,
248,
302,
659,
1677,
2299,
532,
321,
942,
234,
129,
39,
28,
16,
6,
9,
3,
14,
67,
115,
184,
216,
430,
581,
425,
275,
196,
344,
277,
293,
230,
222,
187,
148,
70,
46,
12,
17,
14,
9,
13,
33,
83,
140,
241,
415,
606,
719,
739,
708,
681,
362,
155,
156,
151,
132,
70,
20,
9,
2,
4,
2,
3,
8,
24,
87,
151,
97,
74,
129,
264,
238,
118,
141,
104,
186,
128,
109,
75,
45,
56,
25,
5,
4,
0,
0,
1,
11,
32,
95,
145,
136,
65,
171,
359,
316,
169,
162,
112,
232,
201,
147,
152,
130,
65,
34,
14,
39,
1,
2,
2,
4,
40,
123,
160,
98,
97,
230,
367,
383,
209,
144,
144,
213,
197,
173,
99,
115,
64,
14,
11,
1,
0,
0,
2,
7,
41,
80,
174,
106,
90,
146,
322,
288,
210,
145,
157,
272,
234,
242,
106,
91,
72,
46,
15,
6,
7,
1,
1,
5,
38,
113,
157,
97,
118,
151,
283,
360,
168,
127,
114,
140,
426,
549,
130,
175,
503,
64,
73,
8,
31,
7,
3,
5,
19,
45,
67,
83,
146,
171,
114,
251,
308,
266,
364,
583,
486,
357,
168,
133,
601,
171,
71,
35,
10,
4,
6,
9,
5,
41,
74,
114,
194,
291,
274,
327,
427,
324,
331,
252,
158,
118,
93,
69,
36,
16,
19,
1,
0,
8,
4,
8,
33,
101,
170,
115,
91,
118,
242,
285,
149,
190,
137,
180,
135,
94,
91,
59,
50,
29,
11,
0,
2,
1,
0,
6,
35,
87,
131,
106,
102,
56,
102,
143,
82,
125,
109,
138,
201,
133,
113,
88,
42,
13,
12,
5,
0,
0,
0,
7,
35,
81,
168,
118,
59,
98,
85,
80,
38,
35,
41,
75,
90,
56,
79,
60,
38,
6,
6,
6,
2,
0,
1,
3,
31,
69,
116,
99,
178,
137,
264,
276,
273,
145,
129,
199,
192,
120,
160,
82,
79,
35,
15,
4,
1,
2,
0,
3,
28,
62,
136,
116,
140,
144,
303,
395,
220,
248,
213,
521,
961,
970,
300,
226,
876,
216,
31,
28,
29,
11,
14,
4,
2,
20,
69,
117,
222,
265,
352,
402,
417,
431,
441,
632,
1316,
471,
325,
226,
733,
149,
68,
23,
18,
6,
14,
3,
8,
19,
70,
133,
306,
688,
1062,
826,
891,
788,
633,
376,
210,
192,
128,
109,
78,
25
] |
[
9,
4,
2,
3,
8,
12,
26,
71,
137,
115,
207,
136,
220,
278,
44,
54,
49,
144,
85,
56,
46,
70,
18,
9,
8,
0,
0,
1,
0,
4,
30,
65,
117,
87,
90,
100,
296,
315,
177,
136,
148,
176,
184,
161,
125,
86,
83,
23,
21,
0,
2,
0,
1,
8,
33,
70,
134,
94,
70,
227,
115,
71,
52,
10,
82,
108,
136,
104,
77,
48,
41,
27,
12,
1,
0,
0,
0,
3,
29,
87,
138,
63,
32,
95,
175,
168,
209,
155,
150,
203,
220,
157,
118,
85,
82,
18
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -94.19%",
"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1.41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: -94.19%",
"Forecasted change rate: [column_0] Forecasted change rate: 100.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.41 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 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 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 84 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 84."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
17,
11,
5,
6,
1,
3,
20,
91,
143,
100,
91,
228,
290,
334,
221,
248,
260,
527,
912,
1071,
210,
196,
906,
200,
92,
58,
34,
10,
10,
14,
9,
41,
83,
151,
243,
316,
371,
462,
594,
537,
531,
613,
847,
496,
362,
349,
506,
127,
77,
34,
7,
13,
2,
5,
4,
45,
91,
208,
311,
564,
762,
873,
912,
706,
651,
460,
269,
177,
153,
95,
68,
12,
12,
1,
1,
2,
2,
4,
29,
89,
161,
116,
101,
194,
411,
446,
235,
170,
333,
285,
354,
164,
109,
106,
41,
12,
9,
5,
1,
6,
1,
4,
40,
94,
184,
117,
133,
106,
397,
399,
222,
140,
149,
288,
219,
141,
115,
95,
63,
14,
10,
5,
3,
4,
0,
8,
40,
97,
187,
112,
114,
122,
408,
423,
245,
155,
141,
235,
162,
112,
96,
52,
67,
29,
12,
0,
0,
1,
1,
3,
39,
69,
144,
121,
199,
183,
341,
359,
121,
85,
142,
187,
185,
165,
150,
131,
61,
52,
19,
8,
4,
0,
3,
4,
22,
90,
122,
181,
157,
236,
390,
412,
265,
199,
186,
225,
296,
239,
210,
173,
191,
130,
44,
35,
46,
43,
8,
3,
9,
34,
72,
105,
166,
250,
326,
323,
364,
375,
458,
716,
1186,
510,
398,
340,
743,
164,
68,
45,
21,
11,
9,
4,
8,
42,
78,
148,
339,
512,
652,
782,
916,
1027,
1089,
319,
214,
672,
224,
123,
48,
19,
12,
1,
0,
2,
2,
6,
31,
58,
159,
134,
105,
146,
221,
233,
144,
154,
106,
156,
134,
90,
34,
65,
41,
19,
6,
1,
1,
1,
0,
5,
40,
103,
174,
107,
220,
107,
294,
258,
232,
99,
117,
202,
222,
125,
108,
133,
75,
16,
7,
2,
6,
2,
3,
2,
42,
80,
166,
102,
86,
167,
300,
279,
192,
94,
130,
195,
174,
171,
112,
115,
91,
11,
8,
2,
0,
0,
4,
3,
26,
92,
137,
108,
125,
102,
318,
359,
207,
178,
147,
300,
247,
142,
81,
89,
52,
59,
11,
6,
1,
2,
0,
3,
22,
76,
144,
107,
189,
171,
468,
413,
262,
262,
196,
312,
335,
223,
242,
214,
154,
114,
56,
22,
2,
11,
7,
4,
5,
49,
64,
140,
148,
188,
487,
979,
454,
321,
566,
644,
498,
396,
312,
322,
275,
117,
78,
16,
19,
14,
3,
12,
5,
23,
90,
98,
131,
335,
507,
784,
893,
1053,
916,
384,
303,
727,
256,
119,
97,
34,
13,
4,
1,
2,
1,
5,
33,
88,
164,
115,
119,
166,
313,
410,
230,
180,
180,
203,
221,
138,
75,
70,
32,
6,
7,
12,
2,
2,
4,
7,
37,
106,
152,
73,
62,
80,
185,
127,
99,
114,
104,
166,
199,
107,
60,
43,
44,
31,
9,
0,
1,
5,
0,
6,
44,
105,
152,
183,
85,
85,
323,
232,
189,
157,
99,
203,
166,
121,
83,
67,
66,
9,
13,
0,
0,
2,
0,
6,
51,
90,
173,
114,
128,
123,
295,
339,
208,
155,
120,
170,
186,
137,
105,
59,
71,
26,
11,
0,
0,
3,
1,
5,
22,
34
] |
[
81,
74,
60,
75,
201,
214,
119,
71,
77,
92,
123,
73,
44,
49,
27,
35,
22,
15,
14,
10,
12,
6,
10,
22,
87,
70,
77,
187,
182,
179,
184,
251,
249,
377,
938,
389,
204,
252,
546,
109,
57,
11,
13,
28,
10,
5,
12,
17,
19,
59,
137,
157,
161,
213,
195,
219,
142,
118,
189,
67,
69,
60,
31,
14,
16,
1,
0,
4,
6,
15,
33,
81,
166,
95,
80,
100,
230,
238,
149,
133,
152,
177,
191,
122,
139,
81,
34,
10,
5,
6,
0,
0,
0,
4,
35,
93
] |
[
"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: 100.00%",
"予測される変化率: [カラム_0] 予測される変化率: 14.81%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.25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: 43個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 100.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 14.81%",
"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: 43",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 94."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
175,
86,
71,
93,
293,
340,
199,
167,
154,
198,
243,
221,
111,
95,
63,
36,
8,
2,
2,
4,
0,
10,
27,
119,
190,
89,
63,
147,
261,
316,
144,
127,
113,
176,
183,
135,
81,
84,
56,
17,
1,
3,
1,
0,
0,
6,
33,
89,
169,
88,
95,
140,
272,
276,
128,
145,
84,
188,
198,
171,
132,
90,
59,
24,
17,
6,
0,
2,
0,
10,
35,
83,
151,
109,
111,
145,
365,
448,
239,
228,
190,
273,
269,
215,
243,
184,
217,
74,
22,
21,
9,
13,
9,
10,
10,
28,
80,
138,
306,
369,
313,
336,
369,
389,
328,
374,
453,
431,
419,
283,
222,
142,
71,
32,
25,
16,
8,
5,
16,
41,
64,
151,
208,
362,
609,
696,
579,
626,
409,
333,
258,
170,
122,
111,
60,
18,
9,
7,
1,
4,
0,
5,
30,
100,
178,
109,
163,
158,
365,
309,
181,
219,
202,
280,
224,
125,
96,
28,
4,
6,
2,
0,
1,
1,
1,
2,
25,
57,
116,
84,
95,
96,
186,
172,
140,
97,
142,
182,
183,
158,
79,
84,
56,
18,
7,
2,
0,
3,
7,
10,
50,
93,
162,
205,
77,
130,
287,
341,
224,
134,
139,
205,
286,
181,
135,
75,
75,
26,
7,
1,
2,
1,
5,
9,
49,
128,
172,
100,
103,
168,
388,
269,
210,
160,
167,
224,
323,
233,
171,
95,
104,
71,
32,
22,
0,
1,
1,
9,
31,
95,
129,
87,
170,
213,
290,
319,
252,
138,
139,
192,
153,
170,
117,
101,
140,
129
] |
[
46,
20,
11,
13,
9,
9,
8,
43,
71,
107,
137,
199,
223,
316,
369,
430,
221,
180,
216,
152,
145,
107,
136,
105,
28,
18,
13,
7,
16,
5,
9,
47,
126,
241,
297,
671,
889,
1312,
1437,
892,
751,
619,
260,
204,
154,
142,
57,
38,
24,
34,
2,
7,
6,
16,
51,
106,
174,
139,
130,
190,
421,
480,
336,
309,
248,
263,
288,
185,
154,
94,
45,
17,
11,
0,
3,
5,
2,
14,
58,
129,
169,
118,
75,
99,
261,
283,
231,
202,
246,
264,
257,
205,
143,
119,
82,
44
] |
[
"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: -26.29%",
"予測される変化率: [カラム_0] 予測される変化率: -4.35%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.14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: -26.29%",
"Forecasted change rate: [column_0] Forecasted change rate: -4.35%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.14 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 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 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 94."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
23,
9,
6,
7,
20,
18,
47,
92,
166,
104,
102,
118,
81,
128,
121,
39,
18,
19,
46,
12,
8,
39,
49,
11,
20,
21,
7,
9,
8,
7,
14,
48,
94,
71,
67,
113,
179,
171,
165,
112,
32,
51,
34,
39,
41,
36,
46,
11,
10,
1,
4,
1,
2,
8,
66,
129,
189,
127,
122,
233,
268,
385,
290,
53,
139,
136,
103,
83,
45,
44,
58,
61,
31,
17,
16,
4,
5,
7,
9,
33,
40,
85,
122,
88,
51,
78,
46,
55,
46,
73,
112,
151,
87,
124,
172,
110,
53,
20,
22,
2,
8,
2,
8,
28,
61,
113,
169,
281,
418,
442,
473,
393,
353,
244,
207,
163,
153,
75,
56,
31,
19,
3,
6,
1,
1,
7,
37,
86,
182,
147,
174,
276,
449,
511,
453,
329,
292,
289,
294,
274,
163,
92,
72,
24,
12,
5,
1,
0,
3,
14,
21,
91,
176,
158,
187,
246,
479,
499,
284,
312,
288,
344,
322,
284,
248,
208,
84,
64,
25,
14,
5,
2,
4,
12,
42,
108,
160,
104,
168,
171,
295,
399,
307,
263,
245,
343,
365,
327,
267,
178,
96,
85,
19,
10,
0,
2,
1,
21,
31,
95,
169,
130,
165,
286,
471,
408,
258,
291,
244,
304,
348,
247,
242,
188,
104,
32,
1,
8,
1,
2,
4,
5,
35,
90,
153,
136,
156,
222,
319,
478,
353,
258,
261,
132,
207,
269,
114,
122,
58,
99,
24,
22,
5,
14,
9,
13,
8,
40,
72,
112,
164,
247,
258,
253,
339,
436,
652,
1325,
949,
484,
1099,
540,
342,
240,
131,
32,
15,
23,
8,
2,
10,
21,
68,
72,
102,
223,
238,
200,
279,
365,
213,
144,
197,
116,
97,
57,
67,
27,
14,
6,
1,
1,
2,
4,
36,
96,
167,
148,
109,
173,
298,
279,
77,
57,
93,
187,
167,
52,
108,
47,
74,
27,
6,
2,
1,
1,
1,
10,
51,
110,
155,
178,
113,
145,
198,
209,
201,
180,
118,
162,
148,
98,
88,
70,
62,
21,
12,
2,
6,
1,
0,
10,
44,
108,
150,
172,
90,
108,
262,
349,
166,
171,
221,
229,
217,
177,
136,
115,
40,
8,
5,
4,
4,
4,
6,
6,
43,
117,
154,
127,
147,
203,
346,
335,
284,
226,
207,
233,
291,
202,
194,
111,
85,
44,
7,
20,
1,
1,
1,
4,
26,
94,
176,
148,
124,
160,
411,
456,
281,
205,
255,
342,
376,
423,
448,
412,
324,
169,
54,
25,
29,
10,
6,
14,
10,
48,
72,
126,
151,
271,
326,
290,
311,
334,
129,
253,
491,
381,
230,
72,
134,
152,
50,
21,
13,
15,
17,
22,
13,
31,
80,
126,
97,
121,
223,
299,
276,
331,
221,
178,
164,
111,
81,
63,
60,
23,
5,
5,
2,
4,
1,
6,
40,
86,
156,
128,
130,
184,
387,
553,
271,
182,
133,
216,
225,
172,
109,
78,
52,
31,
11,
4,
0,
4,
3,
4,
52,
117,
177,
113,
121,
152,
448,
463,
229,
213,
177,
251,
361,
332,
232,
175,
106,
41,
6,
11,
0,
1,
4,
13,
47,
126
] |
[
166,
112,
129,
158,
393,
446,
259,
158,
148,
247,
372,
385,
259,
194,
220,
58,
7,
7,
6,
2,
2,
8,
42,
89,
220,
130,
147,
186,
472,
253,
219,
241,
198,
245,
195,
153,
157,
80,
70,
25,
10,
9,
5,
1,
0,
7,
24,
47,
113,
57,
106,
76,
158,
187,
130,
121,
128,
181,
226,
253,
243,
206,
193,
136,
40,
45,
18,
26,
6,
3,
12,
12,
47,
94,
125,
81,
97,
160,
246,
296,
230,
238,
274,
861,
262,
548,
549,
249,
125,
26,
19,
4,
5,
9,
4,
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: 447.83%",
"予測される変化率: [カラム_0] 予測される変化率: -81.33%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.07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: 39個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 447.83%",
"Forecasted change rate: [column_0] Forecasted change rate: -81.33%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.07 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 39",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 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 74 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 74."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
69,
164,
239,
396,
553,
598,
637,
588,
428,
457,
498,
422,
351,
228,
149,
68,
6,
7,
13,
4,
3,
15,
46,
66,
123,
102,
33,
19,
94,
72,
47,
45,
49,
54,
53,
32,
45,
36,
40,
26,
8,
2,
1,
5,
3,
11,
36,
90,
162,
101,
137,
111,
268,
289,
146,
143,
119,
142,
174,
121,
82,
58,
52,
25,
13,
4,
1,
4,
0,
9,
44,
85,
155,
140,
137,
215,
426,
452,
221,
169,
197,
188,
274,
256,
215,
118,
71,
38,
5,
6,
1,
2,
0,
8,
45,
92,
152,
139,
144,
187,
348,
372,
295,
166,
182,
261,
296,
301,
302,
185,
150,
41,
18,
9,
9,
5,
0,
10,
31,
85,
171,
115,
114,
174,
331,
395,
310,
190,
262,
161,
242,
333,
150,
129,
63,
68,
62,
39,
42,
61,
4,
16,
2,
25,
94,
104,
193,
196,
318,
345,
334,
456,
338,
343,
472,
381,
57,
72,
88,
110,
47,
45,
9,
9,
3,
12,
7,
8,
32,
30,
46,
141,
199,
253,
185,
150,
135,
151,
131,
91,
67,
86,
51,
43,
16,
19,
8,
2,
1,
5,
21,
56,
116,
102,
65,
186,
268,
268,
262,
228,
213,
187,
192,
192,
134,
125,
93,
66,
18,
10,
13,
1,
12,
10,
14,
49,
85,
137,
105,
170,
147,
270,
202,
140,
160,
236,
257,
205,
137,
95,
76,
17,
3,
5,
9,
3,
2,
8,
34,
76,
159,
95,
69,
129,
186,
227,
213,
123,
90,
165,
219,
120,
85,
102,
90,
48,
6,
4,
2,
2,
1,
7,
39,
90,
186,
186,
186,
163,
272,
266,
173,
92,
94,
149,
228,
170,
158,
73,
65,
44,
11,
4,
3,
4,
1,
18,
40,
85,
156,
112,
125,
163,
334,
451,
278,
229,
266,
305,
296,
360,
274,
212,
171,
101,
31,
23,
14,
17,
4,
6,
21,
45,
95,
132,
173,
188,
234,
292,
313,
274,
266,
482,
938,
1372,
969,
842,
1276,
363,
138,
89,
26,
8,
8,
18,
14,
38,
72,
129,
206,
342,
332,
450,
384,
399,
294,
281,
265,
210,
192,
87,
70,
68,
26,
13,
2,
2,
4,
12,
51,
89,
195,
115,
145,
137,
396,
383,
233,
206,
223,
241,
283,
313,
245,
217,
91,
36,
8,
4,
4,
0,
4,
9,
47,
57,
115,
91,
98,
85,
284,
333,
158,
190,
204,
255,
314,
263,
317,
297,
84,
64,
10,
10,
0,
1,
0,
7,
57,
110,
156,
61,
95,
29,
214,
281,
168,
135,
108,
198,
294,
70,
41,
27,
11,
15,
3,
1,
6,
1,
1,
13,
49,
95,
186,
113,
86,
121,
307,
301,
166,
168,
163,
235,
292,
231,
211,
155,
101,
26,
27,
12,
1,
2,
5,
13,
57,
118,
173,
128,
122,
149,
406,
366,
324,
242,
214,
253,
373,
391,
423,
367,
285,
185,
108,
30,
17,
9,
5,
11,
24,
48,
109,
131,
190,
254,
274,
392,
401,
482,
504,
481,
428,
499,
515,
352,
367,
231,
108,
56,
20,
23,
5,
20,
9,
22,
86,
122,
282,
305,
482,
417,
523,
385
] |
[
175,
247,
296,
319,
211,
116,
70,
52,
9,
12,
4,
1,
5,
11,
44,
90,
190,
165,
164,
192,
332,
323,
250,
154,
159,
229,
228,
214,
203,
101,
72,
39,
12,
6,
4,
2,
2,
16,
70,
110,
216,
131,
111,
148,
370,
356,
183,
193,
176,
241,
323,
189,
58,
112,
39,
6,
17,
1,
2,
2,
4,
8,
50,
105,
205,
127,
127,
140,
299,
386,
169,
233,
260,
342,
252,
263,
139,
162,
120,
63,
13,
16,
4,
2,
3,
10,
53,
138,
214,
133,
129,
123,
364,
385,
218,
227
] |
[
"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: 457.97%",
"予測される変化率: [カラム_0] 予測される変化率: 29.71%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.04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: 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: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 457.97%",
"Forecasted change rate: [column_0] Forecasted change rate: 29.71%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.04 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"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 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 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 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
| 128 | 96 |
[
169,
303,
346,
314,
378,
336,
175,
83,
23,
13,
4,
4,
3,
13,
63,
147,
297,
199,
217,
231,
404,
393,
258,
191,
207,
362,
111,
233,
409,
284,
302,
247,
105,
35,
15,
14,
5,
12,
50,
405,
164,
46,
50,
49,
142,
166,
194,
107,
45,
50,
134,
61,
163,
151,
155,
149,
157,
19,
19,
6,
13,
5,
29,
32,
118,
191,
214,
415,
535,
473,
543,
654,
986,
516,
376,
667,
221,
145,
93,
68,
30,
0,
4,
1,
2,
4,
65,
106,
206,
157,
112,
184,
325,
312,
263,
209,
198,
233,
282,
241,
240,
143,
70,
24,
26,
22,
3,
10,
2,
10,
61,
124,
194,
211,
111,
160,
337,
368,
200,
184,
156,
217,
249,
223,
106,
143,
72,
46
] |
[
17,
11,
7,
11,
2,
6,
56,
94,
211,
161,
299,
343,
259,
359,
226,
203,
188,
258,
242,
240,
154,
116,
49,
53,
53,
29,
1,
5,
8,
6,
64,
124,
190,
134,
163,
216,
413,
467,
746,
1259,
1017,
351,
609,
360,
425,
500,
182,
76,
25,
5,
3,
14,
0,
29,
83,
134,
170,
125,
131,
201,
406,
217,
177,
203,
297,
257,
453,
506,
505,
498,
437,
328,
132,
96,
25,
9,
8,
3,
8,
29,
43,
79,
32,
60,
116,
179,
277,
89,
96,
30,
46,
75,
48,
52,
27,
48
] |
[
"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: -72.78%",
"予測される変化率: [カラム_0] 予測される変化率: 182.35%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.04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: 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: -72.78%",
"Forecasted change rate: [column_0] Forecasted change rate: 182.35%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.04 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 42",
"First turning point: [column_0] First turning point: at data point 3 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 64 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 64."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
52,
27,
4,
17,
9,
7,
9,
71,
160,
1178,
290,
332,
400,
382,
435,
601,
540,
502,
399,
438,
395,
270,
167,
59,
19,
26,
5,
6,
3,
6,
42,
103,
207,
118,
137,
178,
316,
441,
254,
224,
172,
253,
306,
284,
283,
228,
141,
62,
16,
8,
12,
4,
4,
17,
98,
143,
183,
96,
136,
135,
283,
246,
176,
157,
156,
243,
363,
291,
326,
221,
150,
77,
35,
20,
4,
9,
5,
6,
52,
48,
109,
148,
66,
125,
284,
194,
53,
125,
104,
255,
260,
218,
196,
114,
91,
27,
18,
19,
10,
11,
8,
11,
58,
113,
210,
157,
125,
204,
361,
301,
234,
232,
455,
634,
816,
585,
328,
195,
813,
283,
76,
10,
4,
16,
0,
11,
43,
90
] |
[
177,
117,
240,
304,
489,
484,
354,
308,
362,
455,
535,
501,
405,
335,
239,
511,
198,
27,
21,
25,
10,
11,
25,
46,
42,
110,
174,
212,
339,
304,
422,
378,
447,
462,
584,
499,
268,
136,
168,
249,
150,
44,
15,
11,
7,
16,
5,
13,
67,
132,
231,
218,
409,
308,
405,
314,
287,
263,
214,
194,
193,
111,
94,
51,
15,
11,
6,
1,
7,
8,
39,
138,
186,
148,
195,
233,
369,
466,
312,
218,
176,
248,
298,
311,
202,
97,
57,
42,
21,
4,
17,
5,
4,
12,
67,
114
] |
[
"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: 73.08%",
"予測される変化率: [カラム_0] 予測される変化率: -35.59%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.96倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 73.08%",
"Forecasted change rate: [column_0] Forecasted change rate: -35.59%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.96 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 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] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 18 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 46 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 18.",
"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 46."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
225,
128,
111,
167,
388,
441,
237,
228,
418,
428,
1079,
961,
260,
671,
481,
60,
30,
18,
3,
1,
10,
8,
62,
120,
221,
159,
160,
249,
456,
387,
439,
267,
195,
247,
279,
261,
377,
299,
218,
83,
20,
3,
5,
3,
0,
14,
59,
108,
194,
160,
119,
204,
345,
380,
161,
229,
133,
191,
395,
390,
370,
316,
290,
86,
44,
20,
0,
6,
2,
15,
56,
100,
186,
181,
193,
272,
458,
398,
295,
279,
333,
472,
571,
567,
640,
523,
501,
437,
354,
116,
43,
17,
19,
8,
21,
26,
85,
111,
187,
251,
268,
318,
367,
362,
421,
317,
400,
192,
275,
166,
251,
247,
32,
26,
18,
7,
6,
5,
3,
38,
45,
61,
133,
282,
333,
422,
415,
513
] |
[
501,
458,
279,
228,
175,
131,
97,
78,
20,
14,
1,
6,
7,
11,
49,
100,
201,
129,
172,
235,
446,
415,
274,
241,
272,
255,
251,
209,
226,
129,
64,
18,
3,
8,
0,
1,
1,
8,
58,
99,
154,
106,
110,
181,
334,
326,
198,
280,
270,
430,
377,
275,
224,
123,
103,
101,
50,
6,
10,
1,
1,
12,
56,
110,
170,
113,
248,
206,
472,
406,
398,
318,
349,
569,
676,
407,
219,
205,
454,
107,
28,
12,
0,
1,
5,
9,
60,
117,
262,
125,
202,
210,
561,
516,
404,
350
] |
[
"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: 128.00%",
"予測される変化率: [カラム_0] 予測される変化率: -30.14%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.88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: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 128.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -30.14%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.88 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 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] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 64 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 64."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
273,
306,
402,
300,
259,
211,
158,
59,
40,
14,
10,
5,
0,
4,
51,
79,
245,
185,
169,
344,
633,
534,
470,
476,
403,
391,
615,
711,
733,
554,
523,
486,
220,
52,
28,
16,
11,
6,
22,
41,
79,
83,
145,
177,
224,
226,
200,
224,
288,
416,
528,
650,
670,
636,
571,
447,
233,
75,
43,
17,
24,
12,
15,
45,
51,
90,
129,
287,
385,
427,
388,
401,
383,
360,
260,
373,
235,
180,
122,
17,
6,
0,
1,
3,
5,
8,
38,
83,
161,
132,
193,
167,
433,
402,
334,
270,
233,
250,
188,
167,
169,
137,
101,
54,
30,
6,
5,
10,
2,
25,
62,
102,
142,
129,
200,
269,
504,
449,
530,
341,
256,
260,
298,
197,
237,
174,
127,
90,
18,
15,
1,
2,
1,
9,
54,
80,
175,
130,
129,
171,
580,
403,
427,
378,
309,
296,
324,
335,
354,
261,
147,
129,
59,
21,
4,
2,
1,
24,
45,
116,
192,
155,
234,
333,
638,
578,
394,
336,
357,
510,
561,
403,
399,
323,
452,
122,
65,
50,
25,
13,
15,
9,
33,
95,
211,
162,
153,
200,
306,
304,
215,
248,
213,
349,
564,
952,
1143,
1298,
754,
225,
60,
25,
24,
9,
10,
5,
17,
22,
63,
72,
115,
172,
191,
229,
217,
198,
220,
228,
272,
268,
359,
329,
227,
65,
47,
16,
12,
1,
2,
2,
3,
8,
31,
97,
119,
176,
131,
225,
275,
162,
88,
79,
8,
1,
81,
57,
18,
20,
9,
15,
8,
2,
7,
2,
3,
11,
21,
65,
57,
100,
139,
177,
213,
253,
353,
444,
349,
383,
368,
214,
77,
46,
19,
1,
4,
0,
2,
4,
7,
24,
46,
133,
177,
313,
438,
673,
600,
687,
533,
636,
460,
368,
291,
179,
132,
94,
24,
9,
4,
6,
19,
8,
24,
62,
87,
142,
190,
321,
471,
538,
656,
568,
455,
477,
498,
470,
367,
232,
102,
80,
22,
8,
4,
1,
5,
8,
24,
86,
103,
144,
197,
498,
485,
514,
558,
544,
447,
372,
419,
387,
406,
181,
95,
56,
25,
12,
5,
0,
0,
3,
20,
52,
107,
164,
174,
298,
391,
332,
388,
440,
392,
363,
449,
512,
687,
752,
392,
192,
116,
40,
26,
7,
6,
9,
15,
62,
115,
117,
165,
204,
212,
200,
204,
238,
291,
496,
1218,
3080,
5058,
5822,
5001,
4657,
4372,
1361,
722,
442,
65,
46,
55,
76,
123,
155,
238,
243,
264,
343,
304,
224,
265,
281,
242,
416,
578,
608,
414,
191,
51,
45,
17,
3,
8,
6,
15,
55,
75,
104,
77,
89,
75,
77,
125,
81,
65,
132,
280,
210,
344,
610,
485,
95,
65,
15,
7,
11,
9,
5,
22,
73,
190,
143,
128,
199,
286,
333,
265,
253,
275,
309,
424,
412,
446,
406,
217,
89,
15,
7,
1,
2,
0,
4,
39,
33,
94,
102,
113,
181,
366,
390,
368,
430,
383,
342,
377,
332,
347,
176,
69,
45,
8,
0,
10,
6,
4,
7,
44,
67,
121,
154,
138,
240,
425,
457,
398,
435,
335,
353,
339,
329,
262,
200,
131,
49
] |
[
25,
4,
15,
8,
5,
10,
23,
73,
147,
122,
213,
275,
490,
441,
470,
437,
336,
378,
340,
341,
373,
270,
199,
109,
70,
19,
6,
10,
12,
3,
12,
38,
87,
155,
174,
221,
308,
426,
467,
505,
355,
432,
494,
483,
484,
189,
170,
167,
63,
29,
22,
2,
8,
5,
8,
29,
33,
48,
109,
295,
405,
649,
623,
533,
540,
536,
464,
432,
298,
237,
108,
33,
29,
15,
22,
2,
1,
12,
44,
114,
171,
153,
93,
204,
386,
407,
338,
256,
260,
311,
281,
260,
335,
228,
111,
26
] |
[
"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: -82.05%",
"予測される変化率: [カラム_0] 予測される変化率: 4.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.94倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 36個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -82.05%",
"Forecasted change rate: [column_0] Forecasted change rate: 4.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.94 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 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 86 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 shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 86.",
"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 |
[
26,
4,
4,
7,
12,
9,
61,
118,
194,
172,
141,
168,
352,
341,
263,
228,
190,
276,
207,
203,
150,
100,
62,
17,
10,
5,
3,
0,
3,
6,
33,
76,
139,
70,
32,
70,
137,
90,
105,
116,
141,
225,
197,
108,
78,
57,
38,
15,
1,
0,
2,
0,
0,
6,
28,
80,
118,
112,
94,
83,
287,
304,
254,
257,
275,
400,
497,
275,
254,
120,
318,
54,
16,
4,
5,
3,
4,
4,
42,
76,
123,
90,
80,
92,
146,
267,
258,
219,
214,
283,
285,
254,
206,
121,
120,
85,
32,
29,
14,
8,
7,
7,
19,
43,
60,
63,
122,
213,
197,
327,
370,
329,
387,
295,
341,
335,
253,
245,
189,
156,
78,
48,
24,
19,
14,
17,
4,
25,
59,
101,
229,
323,
629,
618,
862,
863,
701,
655,
440,
479,
449,
227,
94,
39,
15,
3,
4,
2,
8,
9,
55,
119,
189,
131,
110,
169,
264,
332,
184,
148,
129,
154,
203,
188,
307,
260,
179,
65,
21,
16,
2,
1,
3,
18,
57,
121,
204,
108,
115,
129,
256,
208,
184,
136,
125,
193,
232,
319,
354,
364,
243,
127,
9,
29,
5,
6,
2,
9,
60,
98,
182,
127,
104,
192,
304,
379,
248,
250,
247,
230,
294,
287,
225,
234,
90,
39,
12,
3,
1,
4,
5,
22,
58,
138,
177,
152,
173,
229,
377,
406,
274,
310,
570,
369,
342,
266,
322,
201,
80,
55,
15,
2,
1,
9,
0,
18,
51,
126,
177,
144,
154,
177,
369,
382,
223,
208,
235,
271,
318,
325,
324,
269,
219,
178,
53,
39,
6,
25,
8,
14,
19,
52,
88,
129,
213,
259,
318,
344,
336,
416,
360,
401,
527,
524,
617,
531,
293,
248,
130,
35,
24,
20,
7,
11,
11,
33,
72,
174,
217,
226,
410,
474,
441,
339,
270,
288,
301,
281,
400,
493,
247,
70,
14,
37,
13,
3,
14,
14,
51,
125,
188,
157,
156,
168,
294,
210,
131,
148,
115,
218,
201,
256,
350,
336,
166,
55,
15,
15,
33,
1,
2,
9,
95,
116,
202,
118,
107,
160,
252,
200,
189,
145,
96,
156,
243,
211,
321,
371,
210,
79,
20,
29,
11,
2,
2,
13,
59,
105,
173,
135,
139,
170,
390,
373,
300,
205,
240,
179,
261,
343,
297,
268,
185,
83,
40,
28,
10,
7,
5,
18,
13,
68,
101,
113,
254,
417,
652,
777,
883,
775,
716,
583,
528,
413,
248,
201,
138,
59,
30,
21,
6,
13,
5,
12,
19,
78,
154,
162,
163,
213,
352,
363,
315,
234,
249,
316,
305,
348,
537,
506,
407,
197,
59,
33,
26,
13,
10,
11,
10,
55,
83,
112,
199,
277,
313,
313,
294,
286,
278,
291,
505,
586,
811,
759,
634,
443,
151,
64,
19,
20,
6,
7,
16,
37,
95,
158,
213,
172,
189,
252,
318,
388,
282,
335,
257,
324,
355,
245,
135,
50,
25,
7,
5,
0,
0,
8,
34,
91,
155,
112,
109,
141,
338,
278,
170,
185,
116,
185,
265,
172,
170,
89,
61,
10,
17,
1,
0,
0,
2,
10,
30,
103
] |
[
155,
126,
1308,
571,
220,
274,
408,
185,
174,
184,
207,
153,
151,
97,
68,
38,
21,
17,
7,
3,
6,
11,
63,
107,
201,
133,
208,
218,
343,
386,
384,
279,
209,
292,
276,
227,
186,
141,
101,
39,
19,
8,
5,
6,
2,
11,
61,
104,
211,
250,
287,
238,
439,
333,
341,
312,
274,
318,
327,
341,
329,
270,
133,
73,
17,
5,
18,
9,
5,
18,
63,
120,
226,
318,
618,
813,
1169,
1101,
833,
775,
797,
955,
843,
726,
639,
458,
344,
199,
90,
39,
28,
14,
6,
13,
22,
76
] |
[
"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: 296.15%",
"予測される変化率: [カラム_0] 予測される変化率: -50.97%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.02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: 296.15%",
"Forecasted change rate: [column_0] Forecasted change rate: -50.97%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.02 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 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is 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 |
[
100,
311,
1207,
1728,
1790,
1951,
1804,
1949,
1578,
1138,
806,
771,
859,
779,
725,
351,
236,
60,
40,
28,
6,
15,
9,
62,
115,
338,
1582,
2252,
2338,
2189,
2187,
1623,
762,
375,
161,
226,
281,
121,
93,
50,
18,
18,
7,
12,
5,
14,
60,
116,
228,
214,
233,
182,
383,
357,
223,
169,
154,
229,
280,
209,
228,
139,
56,
42,
12,
3,
0,
4,
0,
9,
69,
121,
206,
145,
119,
140,
267,
292,
188,
241,
204,
229,
279,
211,
153,
120,
73,
51,
16,
8,
1,
0,
1,
12,
53,
122,
179,
179,
126,
135,
372,
296,
256,
195,
158,
222,
200,
197,
140,
110,
62,
35,
21,
3,
4,
0,
0,
14,
55,
111,
187,
141,
103,
138,
384,
378,
202,
176,
209,
258,
288,
263,
242,
218,
116,
35,
16,
0,
0,
3,
4,
11,
36,
103,
157,
141,
129,
164,
297,
306,
236,
199,
198,
294,
241,
334,
226,
259,
148,
125,
10,
4,
11,
3,
6,
9,
11,
24,
45,
57,
85,
192,
229,
406,
427,
520,
1377,
1641,
1475,
1027,
798,
326,
297,
179,
131,
46,
25,
16,
5,
7,
9,
37,
72,
146,
252,
362,
403,
541,
355,
259,
171,
287,
239,
177,
172,
151,
65,
32,
6,
7,
3,
8,
1,
5,
30,
94,
194,
151,
127,
166,
284,
313,
240,
223,
198,
191,
230,
160,
206,
141,
40,
27,
5,
3,
6,
2,
6,
12,
60,
116,
213,
117,
89,
173,
353,
369,
228,
196,
198,
288,
475,
539,
665,
474,
321,
165
] |
[
34,
18,
10,
3,
0,
9,
53,
126,
224,
110,
106,
125,
253,
218,
115,
144,
141,
196,
282,
240,
288,
249,
155,
45,
20,
10,
0,
1,
4,
9,
59,
111,
222,
144,
145,
158,
312,
334,
220,
186,
21,
112,
129,
117,
81,
95,
90,
31,
32,
19,
3,
5,
2,
14,
36,
102,
178,
98,
90,
146,
303,
278,
271,
231,
241,
380,
705,
464,
389,
354,
600,
229,
111,
44,
43,
36,
3,
5,
15,
63,
73,
159,
213,
234,
361,
365,
387,
418,
428,
553,
539,
583,
686,
595,
595,
296
] |
[
"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: 65.00%",
"予測される変化率: [カラム_0] 予測される変化率: 770.59%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.53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: 65.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 770.59%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.53 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 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 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 76 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is 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 76."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
175,
45,
32,
20,
11,
7,
16,
46,
105,
190,
242,
412,
480,
532,
456,
544,
403,
593,
523,
439,
411,
305,
132,
54,
17,
11,
2,
1,
0,
9,
63,
126,
198,
153,
158,
154,
336,
252,
177,
277,
180,
259,
241,
228,
220,
104,
108,
25,
11,
1,
3,
0,
0,
16,
77,
141,
239,
159,
118,
160,
314,
346,
193,
206,
180,
336,
272,
187,
310,
257,
167,
50,
32,
3,
8,
0,
0,
13,
53,
150,
243,
192,
205,
223,
333,
327,
217,
262,
227,
426,
312,
262,
313,
182,
109,
41,
5,
11,
12,
13,
7,
15,
57,
128,
223,
189,
169,
143,
344,
305,
235,
185,
213,
372,
369,
246,
185,
184,
140,
85,
17,
16,
3,
6,
9,
12,
35,
124,
241,
178,
178,
129,
255,
307,
170,
135,
206,
458,
664,
476,
516,
677,
734,
208,
89,
23,
40,
36,
12,
7,
22,
31,
104,
132,
151,
167,
131,
137,
154,
149,
178,
307,
460,
601,
720,
733,
676,
339,
239,
75,
70,
23,
19,
8,
14,
39,
82,
129,
205,
253,
323,
367,
291,
264,
197,
230,
346,
374,
194,
135,
121,
20,
11,
7,
4,
1,
3,
5,
44,
84,
76,
66,
53,
68,
189,
176,
86,
82,
129,
108,
137,
55,
31,
33,
24,
15,
4,
3,
1,
2,
1,
16,
29,
86,
142,
96,
60,
86,
221,
215,
154,
194,
163,
216,
234,
191,
154,
156,
69,
22,
5,
4,
7,
3,
1,
11,
53,
136,
212,
132,
90,
139,
258,
319,
221,
180
] |
[
160,
242,
263,
232,
159,
68,
31,
16,
10,
0,
0,
2,
6,
9,
22,
64,
92,
100,
95,
109,
156,
198,
120,
174,
173,
240,
193,
144,
89,
80,
84,
35,
8,
4,
5,
2,
8,
14,
42,
129,
206,
118,
165,
149,
380,
374,
246,
232,
211,
269,
260,
275,
230,
205,
204,
160,
64,
32,
24,
9,
12,
7,
8,
28,
61,
75,
116,
74,
164,
94,
143,
85,
115,
136,
278,
313,
208,
153,
381,
221,
117,
28,
38,
17,
11,
13,
6,
15,
52,
107,
234,
421,
559,
682,
815,
882
] |
[
"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: 2.86%",
"予測される変化率: [カラム_0] 予測される変化率: 451.25%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.99倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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: 2.86%",
"Forecasted change rate: [column_0] Forecasted change rate: 451.25%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.99 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 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 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 shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
709,
813,
384,
429,
554,
172,
105,
62,
13,
11,
7,
11,
26,
13,
51,
118,
205,
144,
77,
172,
387,
278,
208,
174,
190,
248,
251,
189,
161,
137,
48,
17,
10,
5,
4,
1,
5,
23,
61,
119,
225,
157,
115,
166,
584,
507,
546,
265,
255,
258,
267,
242,
135,
204,
98,
17,
13,
9,
1,
4,
7,
11,
46,
146,
261,
184,
165,
136,
311,
314,
216,
202,
198,
272,
281,
218,
154,
118,
91,
34,
17,
8,
4,
7,
3,
21,
46,
148,
224,
188,
103,
148,
265,
289,
221,
177,
176,
285,
291,
282,
221,
149,
165,
71,
26,
11,
22,
7,
11,
14,
46,
136,
175,
155,
109,
207,
334,
353,
242,
232,
272,
464,
512,
489,
657,
411,
342,
183,
70,
26,
20,
8,
30,
6,
17,
60,
67,
131,
230,
419,
451,
475,
607,
622,
555,
659,
581,
684,
685,
398,
363,
212,
136,
30,
37,
14,
10,
7,
23,
37,
86,
165,
314,
504,
688,
770,
858,
890,
691,
642,
587,
450,
539,
336,
309,
153,
51,
22,
5,
5,
9,
9,
13,
18,
56,
135,
302,
355,
564,
721,
749,
806,
553,
558,
380,
290,
260,
172,
90,
47,
9,
4,
0,
3,
5,
13,
32,
120,
179,
147,
138,
133,
234,
296,
184,
206,
184,
305,
328,
404,
576,
366,
204,
59,
21,
2,
3,
3,
4,
22,
51,
132,
232,
154,
176,
168,
342,
253,
203,
219,
162,
306,
390,
395,
451,
203,
176,
59,
13,
9,
3,
14,
1,
9,
52,
97,
188,
112,
105,
135,
366,
360,
110,
178,
193,
280,
285,
244,
34,
48,
49,
38,
16,
19,
4,
5,
5,
10,
39,
95,
247,
244,
135,
121,
241,
300,
260,
149,
177,
250,
294,
377,
276,
260,
205,
177,
114,
39,
16,
11,
19,
5,
18,
40,
84,
175,
270,
345,
360,
418,
419,
420,
369,
377,
530,
555,
419,
376,
335,
291,
146,
57,
50,
15,
10,
19,
10,
23,
76,
191,
294,
310,
453,
416,
472,
507,
350,
276,
369,
401,
239,
242,
142,
61,
17,
10,
8,
11,
4,
7,
44,
115,
224,
152,
256,
256,
414,
430,
321,
216,
211,
308,
319,
258,
249,
264,
87,
65,
15,
8,
5,
3,
4,
9,
74,
128,
245,
159,
114,
166,
339,
360,
192,
196,
170,
312,
324,
270,
284,
170,
118,
52,
18,
4,
1,
3,
4,
12,
57,
142,
283,
90,
22,
28,
48,
125,
181,
175,
221,
239,
252,
191,
109,
64,
55,
32,
15,
9,
10,
8,
10,
21,
62,
141,
225,
202,
138,
173,
355,
384,
224,
199,
224,
275,
266,
281,
148,
118,
75,
37,
25,
0,
4,
1,
5,
17,
57,
99,
212,
151,
95,
79,
255,
201,
235,
168,
122,
142,
148,
195,
151,
119,
162,
66,
51,
28,
36,
3,
5,
8,
13,
29,
34,
122,
154,
254,
274,
239,
320,
390,
295,
404,
346,
365,
280,
230,
293,
185,
59,
69,
37,
34,
16,
10,
12,
18,
51,
100,
238,
696,
1002,
712,
582,
491,
433,
364,
237,
239,
135,
79,
55,
36
] |
[
12,
11,
7,
7,
1,
11,
32,
132,
238,
152,
123,
210,
347,
310,
234,
221,
227,
316,
263,
206,
154,
78,
49,
21,
10,
4,
1,
1,
1,
16,
67,
108,
237,
166,
228,
223,
312,
291,
182,
195,
157,
236,
279,
164,
204,
101,
79,
33,
17,
4,
0,
2,
1,
22,
58,
124,
243,
164,
149,
138,
390,
365,
187,
158,
209,
330,
301,
259,
214,
122,
86,
38,
12,
2,
2,
2,
1,
12,
56,
142,
228,
163,
150,
161,
315,
322,
280,
255,
282,
341,
336,
283,
241,
124,
113,
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: -94.92%",
"予測される変化率: [カラム_0] 予測される変化率: 666.67%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.95倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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: -94.92%",
"Forecasted change rate: [column_0] Forecasted change rate: 666.67%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.95 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 31",
"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] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 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
| 256 | 96 |
[
25,
8,
3,
7,
4,
14,
61,
120,
211,
291,
169,
196,
335,
407,
285,
259,
334,
311,
447,
471,
542,
340,
358,
242,
109,
51,
20,
11,
14,
7,
18,
64,
98,
138,
289,
371,
448,
462,
623,
546,
460,
802,
1439,
1161,
505,
352,
1202,
387,
175,
132,
28,
32,
12,
13,
32,
85,
70,
153,
11284,
2424,
1311,
1072,
912,
814,
1072,
546,
438,
238,
212,
124,
100,
30,
11,
3,
7,
2,
3,
11,
132,
247,
288,
206,
192,
254,
413,
388,
368,
322,
271,
376,
501,
257,
211,
171,
51,
29,
18,
8,
6,
6,
10,
15,
156,
310,
302,
169,
195,
277,
501,
470,
325,
382,
267,
389,
521,
265,
227,
249,
133,
45,
7,
5,
6,
2,
0,
13,
129,
305,
273,
197,
231,
261,
505,
521,
412,
345,
329,
421,
466,
346,
259,
223,
121,
81,
7,
3,
2,
2,
0,
18,
134,
292,
282,
206,
258,
251,
485,
542,
421,
371,
449,
445,
354,
366,
344,
228,
181,
75,
70,
27,
17,
8,
25,
23,
10,
45,
107,
218,
466,
657,
673,
884,
895,
862,
677,
600,
543,
225,
117,
68,
73,
46,
9,
13,
8,
7,
8,
11,
10,
44,
80,
158,
238,
362,
899,
1232,
489,
481,
1179,
546,
398,
356,
265,
242,
214,
118,
36,
15,
11,
7,
12,
5,
8,
24,
75,
172,
266,
396,
664,
773,
785,
905,
935,
419,
342,
675,
355,
187,
223,
88,
21,
15,
5,
9,
11,
4,
8,
77,
45,
62,
167,
156,
236,
144,
242,
166
] |
[
98,
71,
41,
79,
67,
30,
11,
4,
0,
0,
4,
1,
0,
5,
17,
112,
135,
134,
82,
102,
132,
264,
172,
195,
201,
216,
229,
149,
101,
70,
49,
15,
10,
1,
3,
2,
0,
12,
37,
128,
214,
139,
178,
242,
407,
404,
335,
359,
273,
296,
285,
188,
178,
101,
91,
33,
4,
2,
1,
2,
0,
9,
37,
138,
227,
166,
150,
278,
585,
593,
462,
372,
304,
419,
357,
293,
191,
145,
86,
35,
11,
7,
7,
9,
0,
6,
30,
175,
223,
200,
196,
293,
476,
554,
443,
410
] |
[
"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: 564.00%",
"予測される変化率: [カラム_0] 予測される変化率: 318.37%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の2.40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: 564.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 318.37%",
"Volatility: [column_0] Volatility: high (standard deviation is 2.40 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 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] 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 80 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is 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 80."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
381,
495,
349,
321,
270,
167,
189,
117,
78,
12,
16,
9,
4,
4,
16,
53,
100,
219,
221,
339,
404,
481,
462,
517,
413,
702,
1264,
1123,
413,
455,
874,
203,
137,
45,
52,
31,
12,
10,
9,
39,
106,
214,
248,
417,
591,
743,
871,
1228,
1219,
492,
379,
825,
332,
128,
136,
47,
18,
6,
10,
2,
1,
11,
49,
138,
229,
156,
113,
164,
314,
315,
205,
218,
260,
273,
242,
167,
165,
100,
40,
30,
5,
5,
0,
3,
1,
24,
62,
160,
269,
204,
177,
241,
470,
494,
377,
263,
289,
378,
336,
332,
211,
153,
102,
33,
10,
11,
0,
4,
0,
12,
62,
164,
256,
238,
191,
207,
470,
569,
372,
266,
268,
330,
337,
187,
166,
156,
64,
25,
13,
21,
3,
8,
6,
18,
74,
143,
245,
158,
143,
160,
325,
402,
242,
246,
229,
369,
380,
331,
200,
163,
112,
66,
50,
18,
8,
7,
4,
10,
48,
90,
117,
168,
167,
147,
295,
525,
264,
272,
312,
584,
654,
864,
304,
294,
794,
158,
69,
25,
23,
9,
14,
19,
14,
63,
100,
151,
270,
398,
700,
1289,
580,
590,
669,
1138,
592,
538,
595,
320,
361,
195,
67,
36,
11,
3,
18,
5,
6,
27,
99,
176,
266,
427,
451,
637,
665,
604,
401,
329,
236,
185,
121,
117,
105,
25,
34,
4,
4,
2,
1,
17,
59,
129,
225,
199,
169,
163,
163,
306,
85,
135,
191,
256,
244,
176,
92,
79,
52,
15,
8,
6,
4,
2,
0,
22,
61,
96,
160,
83,
119,
138,
159,
154,
104,
86,
93,
147,
52,
86,
60,
38,
61,
51,
28,
0,
2,
4,
6,
0,
5,
23,
23,
25,
54,
63,
133,
117,
169,
164,
123,
162,
104,
64,
84,
32,
53,
14,
3,
2,
3,
0,
0,
10,
56,
105,
200,
188,
145,
211,
311,
376,
262,
264,
239,
244,
239,
173,
125,
136,
92,
31,
10,
5,
6,
3,
1,
14,
38,
134,
203,
185,
144,
268,
360,
476,
314,
270,
243,
307,
329,
264,
229,
154,
188,
98,
29,
20,
9,
10,
11,
5,
32,
35,
66,
184,
270,
368,
474,
504,
536,
698,
821,
408,
369,
747,
287,
56,
216,
132,
85,
38,
9,
13,
12,
7,
17,
29,
70,
195,
306,
521,
728,
903,
1393,
722,
440,
314,
565,
149,
150,
97,
60,
21,
9,
10,
6,
4,
5,
16,
50,
110,
222,
258,
166,
182,
307,
423,
218,
167,
164,
270,
189,
146,
118,
71,
66,
14,
17,
5,
0,
7,
5,
11,
63,
136,
238,
167,
126,
149,
297,
326,
207,
185,
161,
314,
244,
170,
100,
94,
40,
29,
2,
6,
2,
3,
0,
3,
26,
51,
128,
94,
32,
62,
142,
141,
82,
88,
76,
154,
158,
110,
78,
78,
25,
15,
5,
1,
2,
0,
0,
6,
52,
94,
139,
102,
37,
43,
197,
117,
180,
69,
67,
167,
176,
136,
79,
43,
45,
40,
6,
10,
1,
6,
6,
12,
39,
108,
193,
155,
99,
133,
311,
345,
174,
211,
219,
401,
862,
1153,
221,
208,
1025,
165
] |
[
38,
28,
15,
11,
5,
6,
20,
44,
88,
169,
173,
104,
96,
462,
182,
231,
752,
268,
246,
314,
254,
163,
168,
135,
71,
17,
29,
7,
18,
10,
15,
34,
64,
119,
208,
481,
1207,
535,
473,
809,
525,
349,
211,
166,
140,
81,
68,
20,
10,
7,
0,
2,
1,
8,
53,
122,
217,
151,
97,
148,
212,
234,
138,
136,
145,
175,
128,
115,
72,
54,
47,
13,
7,
5,
1,
4,
3,
12,
67,
154,
231,
185,
102,
162,
334,
364,
168,
193,
188,
262,
272,
164,
108,
113,
98,
31
] |
[
"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: -56.69%",
"予測される変化率: [カラム_0] 予測される変化率: -18.42%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.20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: 38個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の5番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 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: -56.69%",
"Forecasted change rate: [column_0] Forecasted change rate: -18.42%",
"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: 38",
"First turning point: [column_0] First turning point: at data point 5 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is 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 |
[
8,
3,
0,
2,
1,
11,
62,
158,
240,
166,
95,
211,
317,
325,
178,
192,
205,
254,
194,
120,
105,
101,
67,
37,
6,
2,
1,
3,
0,
10,
63,
130,
222,
166,
136,
184,
444,
463,
256,
187,
253,
295,
263,
214,
185,
105,
102,
44,
24,
4,
7,
12,
0,
13,
27,
101,
175,
157,
113,
120,
261,
292,
144,
186,
191,
268,
172,
214,
192,
183,
162,
84,
40,
13,
8,
8,
9,
2,
20,
32,
86,
137,
208,
289,
313,
316,
449,
286,
359,
502,
906,
1066,
211,
206,
867,
182,
90,
13,
14,
4,
14,
1,
2,
12,
24,
46,
40,
146,
516,
126,
99,
129,
417,
93,
57,
66,
68,
51,
34,
16,
4,
9,
4,
1,
2,
10,
27,
89,
175,
185,
84,
114,
284,
290,
179,
128,
143,
320,
350,
478,
38,
55,
471,
32,
6,
3,
3,
1,
2,
9,
77,
116,
197,
134,
138,
128,
297,
371,
215,
163,
159,
222,
203,
126,
104,
66,
57,
37,
4,
4,
0,
10,
1,
7,
66,
136,
223,
128,
126,
137,
279,
316,
184,
128,
188,
288,
177,
133,
96,
74,
50,
20,
18,
7,
7,
7,
6,
8,
58,
129,
219,
155,
127,
161,
321,
369,
257,
187,
225,
271,
240,
250,
135,
112,
73,
149,
30,
10,
8,
16,
0,
10,
57,
98,
188,
161,
146,
112,
231,
255,
244,
194,
273,
252,
211,
270,
191,
176,
140,
107,
62,
18,
21,
10,
3,
14,
18,
21,
38,
49,
119,
193,
260,
258,
246,
325,
320,
406,
494,
440,
260,
413,
257,
255,
86,
64,
17,
10,
24,
13,
9,
25,
82,
194,
264,
390,
623,
869,
1366,
775,
462,
649,
593,
268,
135,
87,
50,
42,
23,
1,
2,
1,
5,
7,
46,
118,
265,
178,
143,
182,
400,
332,
218,
145,
112,
274,
182,
78,
89,
45,
14,
20,
11,
9,
1,
2,
7,
8,
38,
120,
202,
124,
143,
112,
273,
359,
136,
137,
170,
286,
222,
174,
106,
114,
80,
27,
6,
10,
0,
1,
3,
6,
41,
138,
246,
186,
174,
229,
387,
401,
301,
316,
366,
866,
1037,
1060,
108,
120,
755,
90,
59,
25,
18,
11,
8,
14,
62,
158,
225,
212,
235,
199,
340,
316,
177,
187,
171,
257,
219,
184,
125,
118,
49,
57,
20,
6,
11,
0,
6,
10,
28,
77,
140,
72,
27,
25,
36,
23,
17,
59,
129,
222,
309,
586,
113,
90,
593,
108,
34,
23,
4,
7,
4,
8,
15,
21,
64,
162,
208,
199,
237,
345,
185,
426,
452,
103,
145,
560,
240,
193,
248,
123,
59,
39,
14,
1,
8,
13,
14,
18,
33,
109,
233,
337,
672,
416,
325,
421,
567,
270,
181,
165,
140,
81,
78,
23,
4,
10,
4,
3,
9,
5,
41,
88,
197,
159,
107,
94,
254,
235,
168,
167,
151,
197,
159,
103,
61,
84,
47,
10,
11,
13,
8,
3,
6,
11,
47,
124,
187,
148,
98,
142,
273,
302,
215,
148,
172,
191,
207,
117,
125,
59,
61,
23,
3,
5,
0,
3,
3,
15,
47,
110
] |
[
183,
110,
89,
114,
306,
280,
170,
149,
135,
209,
225,
94,
97,
62,
47,
19,
4,
3,
0,
1,
6,
10,
55,
97,
194,
132,
249,
211,
269,
445,
206,
252,
193,
270,
215,
121,
108,
65,
95,
37,
18,
6,
7,
0,
5,
12,
51,
129,
205,
142,
136,
163,
339,
380,
260,
232,
259,
465,
862,
837,
253,
216,
826,
171,
32,
18,
13,
10,
9,
4,
11,
24,
85,
116,
222,
252,
293,
363,
424,
374,
301,
272,
176,
75,
74,
65,
130,
105,
53,
18,
11,
11,
8,
11,
10,
15
] |
[
"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: 1275.00%",
"予測される変化率: [カラム_0] 予測される変化率: -91.80%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.13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: 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: upward",
"Historical change rate: [column_0] Historical change rate: 1275.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -91.80%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.13 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"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 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"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 94."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
55,
138,
168,
277,
272,
266,
317,
423,
264,
272,
105,
126,
84,
70,
37,
16,
12,
10,
0,
1,
5,
5,
38,
81,
168,
157,
71,
86,
94,
56,
43,
14,
32,
50,
28,
14,
14,
27,
11,
7,
5,
0,
0,
1,
2,
9,
26,
84,
140,
98,
81,
61,
205,
141,
96,
70,
100,
137,
221,
73,
63,
81,
48,
14,
17,
2,
0,
8,
1,
14,
42,
118,
201,
121,
105,
118,
236,
232,
175,
128,
125,
149,
154,
91,
63,
106,
42,
25,
19,
5,
2,
1,
4,
11,
47,
97,
158,
140,
101,
119,
232,
232,
156,
130,
138,
179,
137,
119,
92,
93,
53,
29,
17,
6,
0,
3,
2,
3,
42,
94,
160,
145,
111,
176,
219,
340,
189,
138,
193,
309,
614,
912,
113,
61,
407,
89,
18,
28,
21,
8,
11,
4,
8,
20,
43,
48,
72,
115,
114,
169,
73,
128,
194,
338,
806,
873,
233,
301,
737,
185,
153,
36,
10,
29,
15,
2,
9,
21,
48,
85,
184,
301,
413,
376,
458,
427,
330,
281,
231,
210,
185,
122,
116,
50,
7,
12,
4,
3,
12,
12,
6,
20,
45,
101,
195,
248,
358,
482,
459,
522,
337,
220,
127,
101,
122,
64,
33,
11,
5,
2,
0,
2,
1,
5,
33,
100,
192,
169,
96,
107,
306,
332,
178,
208,
160,
197,
252,
103,
75,
60,
38,
20,
5,
3,
12,
3,
1,
4,
57,
103,
201,
177,
83,
91,
304,
230,
193,
127,
109,
219,
173,
107,
80,
70,
52,
18,
22,
8,
3,
7,
8,
12,
46,
110,
190,
143,
119,
91,
160,
224,
129,
125,
124,
148,
136,
98,
64,
44,
55,
22,
8,
8,
5,
8,
7,
14,
50,
102,
205,
132,
125,
144,
322,
413,
292,
185,
185,
267,
197,
156,
137,
107,
98,
59,
33,
26,
9,
14,
13,
7,
23,
26,
67,
75,
144,
158,
249,
277,
269,
247,
257,
509,
550,
1184,
188,
117,
515,
134,
87,
51,
31,
14,
6,
14,
7,
26,
63,
115,
199,
265,
227,
192,
162,
205,
537,
119,
72,
402,
71,
63,
43,
19,
8,
2,
1,
0,
10,
10,
49,
108,
190,
110,
103,
126,
278,
312,
209,
164,
166,
171,
131,
80,
62,
48,
39,
13,
6,
8,
4,
0,
4,
15,
52,
107,
200,
144,
122,
89,
375,
301,
169,
150,
109,
204,
252,
111,
83,
55,
34,
20,
13,
4,
0,
5,
1,
10,
51,
105,
182,
147,
83,
76,
143,
140,
116,
94,
75,
142,
108,
88,
42,
96,
42,
15,
3,
2,
3,
1,
1,
10,
22,
61,
121,
87,
30,
37,
55,
69,
55,
51,
73,
89,
101,
48,
41,
41,
17,
15,
13,
0,
2,
1,
3,
4,
30,
56,
146,
103,
60,
90,
159,
204,
122,
123,
138,
184,
120,
129,
138,
101,
95,
103,
63,
19,
25,
23,
8,
8,
8,
22,
59,
127,
131,
259,
460,
747,
231,
294,
712,
281,
236,
246,
285,
137,
183,
127,
54,
40,
17,
19,
12,
14,
15,
17,
72,
142,
222,
332,
387,
390,
492,
603
] |
[
707,
246,
221,
458,
202,
144,
63,
25,
4,
7,
8,
0,
4,
8,
26,
81,
206,
159,
151,
129,
279,
275,
52,
103,
132,
133,
150,
98,
82,
80,
50,
25,
1,
6,
5,
0,
6,
8,
35,
111,
211,
154,
81,
123,
266,
281,
232,
174,
121,
160,
267,
88,
64,
88,
56,
18,
8,
2,
3,
2,
2,
7,
33,
109,
199,
165,
136,
136,
342,
376,
244,
180,
169,
260,
174,
117,
95,
62,
65,
20,
13,
6,
0,
5,
1,
7,
35,
121,
201,
196,
104,
141,
315,
291,
203,
136
] |
[
"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: 996.36%",
"予測される変化率: [カラム_0] 予測される変化率: -80.76%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.14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: 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: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 996.36%",
"Forecasted change rate: [column_0] Forecasted change rate: -80.76%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.14 times the mean)",
"Trend: [column_0] Trend change: from stable 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] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
138,
165,
177,
135,
108,
58,
63,
32,
1,
5,
9,
6,
22,
15,
42,
95,
186,
130,
136,
165,
192,
179,
180,
201,
131,
221,
205,
174,
148,
121,
114,
93,
69,
12,
7,
8,
8,
5,
16,
28,
57,
92,
175,
258,
223,
298,
388,
238,
193,
415,
801,
1148,
205,
229,
877,
137,
68,
24,
15,
15,
15,
0,
4,
23,
60,
65,
162,
175,
202,
131,
73,
369,
585,
101,
30,
222,
46,
48,
36,
27,
2,
7,
5,
4,
6,
6,
16,
50,
104,
118,
100,
132,
182,
225,
147,
148,
147,
185,
177,
104,
51,
17,
27,
11,
9,
5,
0,
3,
1,
9,
45,
95,
158,
172,
120,
161,
361,
312,
267,
274,
272,
254,
300,
265,
101,
218,
212,
39,
17,
3,
2,
1,
1,
8,
30,
84,
206,
199,
191,
133,
315,
354,
305,
271,
191,
264,
194,
117,
72,
63,
55,
20,
4,
9,
1,
2,
1,
11,
38,
70,
174,
182,
142,
183,
378,
471,
362,
268,
257,
292,
208,
176,
132,
118,
65,
29,
4,
6,
5,
8,
4,
12,
37,
90,
171,
161,
123,
239,
388,
452,
357,
405,
347,
679,
1445,
1446,
483,
276,
200,
108,
52,
21,
7,
14,
6,
2,
8,
26,
59,
130,
288,
477,
443,
542,
642,
623,
512,
758,
1075,
1104,
256,
227,
717,
153,
88,
30,
26,
18,
9,
11,
4,
31,
63,
142,
263,
378,
534,
577,
562,
568,
479,
357,
203,
169,
136,
81,
83,
16,
4,
6,
2,
1,
1,
8,
22,
77
] |
[
178,
133,
154,
145,
282,
411,
304,
226,
226,
292,
262,
176,
140,
122,
70,
11,
4,
6,
6,
0,
1,
5,
40,
80,
203,
157,
60,
52,
206,
284,
183,
181,
163,
292,
223,
155,
83,
56,
46,
18,
8,
0,
2,
5,
1,
4,
33,
101,
191,
139,
113,
157,
360,
416,
248,
249,
223,
273,
238,
159,
125,
130,
48,
32,
6,
11,
13,
5,
7,
9,
27,
90,
201,
164,
193,
228,
351,
269,
158,
166,
41,
111,
216,
104,
112,
79,
47,
66,
6,
18,
3,
2,
6,
9,
41,
107
] |
[
"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: -44.20%",
"予測される変化率: [カラム_0] 予測される変化率: -39.89%",
"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: 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: 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: -44.20%",
"Forecasted change rate: [column_0] Forecasted change rate: -39.89%",
"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: 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 downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 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 32.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
189,
180,
139,
220,
362,
448,
369,
409,
453,
822,
1901,
2662,
683,
461,
1035,
265,
70,
12,
9,
16,
8,
12,
6,
32,
59,
152,
233,
279,
375,
310,
270,
334,
364,
246,
201,
192,
115,
105,
42,
52,
60,
14,
12,
5,
12,
8,
11,
16,
60,
121,
209,
236,
475,
587,
1087,
605,
280,
374,
395,
153,
95,
84,
63,
29,
7,
14,
2,
2,
1,
6,
44,
119,
207,
158,
102,
177,
261,
361,
183,
201,
213,
256,
178,
104,
71,
42,
28,
12,
4,
3,
0,
1,
1,
11,
56,
118,
245,
207,
114,
119,
304,
301,
220,
187,
135,
243,
212,
145,
86,
77,
44,
32,
5,
5,
5,
1,
1,
9,
30,
109,
201,
149,
109,
94,
297,
372,
201,
147,
111,
223,
221,
127,
83,
54,
41,
37,
6,
5,
10,
3,
4,
3,
55,
116,
219,
173,
104,
158,
348,
392,
177,
151,
177,
255,
223,
185,
130,
98,
75,
23,
8,
12,
10,
11,
5,
5,
74,
104,
239,
141,
167,
191,
357,
388,
271,
194,
351,
791,
1975,
2469,
505,
333,
1085,
204,
69,
33,
25,
9,
9,
13,
12,
24,
58,
152,
247,
327,
357,
460,
479,
488,
436,
568,
891,
1003,
380,
322,
848,
204,
100,
76,
34,
16,
13,
9,
4,
17,
71,
126,
252,
344,
447,
503,
556,
570,
393,
330,
214,
183,
101,
117,
95,
32,
9,
3,
7,
5,
6,
5,
40,
116,
238,
182,
120,
152,
404,
361,
208,
176,
173,
237,
186,
134,
80,
49,
37,
19
] |
[
12,
5,
1,
5,
9,
5,
46,
128,
247,
228,
94,
214,
336,
304,
153,
147,
205,
202,
208,
141,
101,
74,
55,
22,
12,
2,
2,
5,
2,
11,
50,
141,
228,
216,
218,
128,
432,
338,
186,
159,
165,
178,
264,
125,
99,
98,
51,
8,
25,
23,
1,
1,
1,
8,
47,
132,
209,
126,
164,
115,
232,
342,
153,
111,
99,
90,
126,
78,
86,
62,
70,
32,
9,
8,
5,
3,
3,
11,
18,
85,
141,
129,
115,
99,
256,
301,
210,
226,
272,
641,
1555,
1011,
97,
220,
629,
151
] |
[
"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: -89.95%",
"予測される変化率: [カラム_0] 予測される変化率: 1158.33%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.52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: 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: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -89.95%",
"Forecasted change rate: [column_0] Forecasted change rate: 1158.33%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.52 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"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] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 20 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 78 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 20.",
"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 78."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
76,
27,
50,
16,
7,
9,
4,
21,
51,
174,
270,
193,
385,
857,
399,
354,
194,
264,
144,
154,
144,
155,
101,
84,
38,
18,
27,
12,
11,
3,
11,
9,
70,
144,
356,
382,
418,
445,
779,
523,
215,
256,
223,
76,
77,
56,
38,
36,
14,
14,
0,
4,
3,
9,
26,
110,
215,
175,
78,
101,
351,
436,
452,
343,
201,
177,
212,
199,
138,
113,
42,
14,
6,
18,
142,
437,
307,
160,
41,
124,
270,
314,
621,
667,
278,
241,
177,
137,
150,
190,
213,
102,
90,
93,
51,
38,
10,
15,
7,
4,
1,
15,
46,
109,
293,
150,
293,
203,
401,
811,
171,
357,
165,
160,
153,
67,
56,
55,
83,
13,
4,
7,
2,
4,
6,
11,
36,
184
] |
[
356,
183,
166,
300,
423,
242,
257,
197,
105,
195,
126,
84,
59,
73,
57,
24,
2,
8,
8,
2,
9,
7,
23,
173,
244,
175,
139,
163,
325,
398,
302,
245,
232,
286,
283,
150,
153,
130,
123,
100,
59,
14,
10,
22,
13,
10,
17,
27,
52,
136,
203,
275,
517,
974,
350,
388,
735,
281,
292,
262,
167,
188,
167,
63,
40,
22,
9,
12,
19,
6,
8,
31,
80,
126,
303,
285,
593,
600,
1108,
450,
176,
296,
213,
65,
101,
47,
59,
28,
8,
0,
3,
3,
5,
7,
26,
89
] |
[
"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: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 142.11%",
"予測される変化率: [カラム_0] 予測される変化率: -75.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.12倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から横ばいへ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 43個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 142.11%",
"Forecasted change rate: [column_0] Forecasted change rate: -75.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.12 times the mean)",
"Trend: [column_0] Trend change: from downward to stable",
"Turning points: [column_0] Turning points in forecast period: 43",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 64 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 64."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
205,
164,
143,
105,
267,
162,
131,
238,
144,
197,
156,
100,
75,
84,
43,
15,
9,
3,
2,
1,
2,
7,
38,
124,
265,
144,
114,
108,
313,
391,
183,
112,
131,
187,
185,
92,
92,
81,
53,
18,
14,
3,
1,
3,
1,
8,
23,
82,
203,
137,
81,
62,
20,
55,
35,
63,
69,
145,
153,
78,
74,
91,
58,
15,
18,
2,
4,
5,
11,
10,
38,
118,
175,
185,
72,
28,
62,
124,
65,
63,
73,
120,
137,
73,
44,
43,
41,
31,
24,
12,
2,
4,
1,
6,
15,
57,
144,
136,
68,
156,
383,
429,
150,
143,
169,
181,
163,
222,
124,
112,
104,
49,
30,
9,
14,
16,
18,
3,
16,
19,
34,
114,
216,
170,
154,
264,
242,
276,
239,
98,
476,
658,
201,
206,
565,
136,
79,
35,
28,
11,
14,
2,
5,
19,
52,
124,
188,
361,
552,
521,
643,
1064,
1224,
335,
185,
914,
179,
134,
62,
28,
10,
4,
5,
4,
4,
12,
47,
111,
217,
160,
169,
180,
367,
428,
261,
158,
184,
228,
205,
95,
90,
49,
28,
3,
8,
3,
1,
2,
1,
11,
46,
127,
221,
128,
102,
66,
232,
130,
165,
109,
92,
106,
154,
94,
81,
77,
65,
13,
11,
6,
1,
4,
2,
10,
37,
116,
188,
135,
121,
87,
241,
298,
162,
115,
118,
190,
154,
88,
76,
118,
58,
19,
5,
3,
1,
0,
4,
12,
46,
108,
198,
159,
131,
81,
242,
244,
164,
156,
127,
194,
179,
142,
72,
94,
35,
41,
8,
7,
3,
1,
5,
13,
34,
97,
194,
138,
111,
100,
168,
183,
155,
177,
265,
397,
724,
821,
94,
126,
591,
180,
10,
15,
6,
2,
8,
4,
7,
11,
66,
62,
62,
41,
221,
207,
183,
205,
271,
504,
898,
886,
208,
194,
904,
156,
103,
61,
34,
15,
11,
11,
2,
33,
58,
157,
226,
262,
476,
593,
1005,
548,
374,
444,
501,
198,
120,
75,
49,
31,
4,
26,
7,
4,
6,
6,
29,
116,
222,
162,
129,
158,
300,
349,
195,
204,
141,
161,
166,
85,
57,
54,
40,
21,
9,
2,
2,
0,
4,
11,
41,
134,
276,
172,
110,
127,
266,
305,
109,
125,
170,
206,
201,
89,
107,
89,
50,
10,
6,
1,
2,
3,
1,
7,
44,
116,
208,
145,
125,
168,
352,
333,
221,
201,
175,
202,
261,
114,
96,
110,
54,
22,
9,
1,
10,
11,
4,
13,
40,
123,
217,
155,
131,
159,
268,
241,
174,
93,
114,
171,
167,
123,
83,
61,
49,
41,
14,
6,
8,
1,
3,
21,
44,
98,
211,
145,
106,
106,
257,
253,
197,
150,
168,
207,
231,
220,
138,
98,
138,
76,
19,
25,
10,
14,
10,
4,
12,
35,
92,
142,
223,
266,
386,
605,
301,
272,
524,
321,
260,
220,
92,
116,
166,
52,
40,
24,
7,
20,
19,
2,
12,
35,
65,
261,
309,
409,
496,
778,
1156,
477,
299,
402,
549,
219,
131,
84,
59,
28,
27,
3,
2,
0,
2,
14,
43,
137,
222,
148,
146,
139,
252,
360,
236,
196
] |
[
125,
223,
159,
91,
51,
67,
56,
23,
7,
8,
0,
3,
3,
3,
47,
122,
238,
122,
140,
143,
331,
387,
137,
141,
188,
218,
227,
103,
78,
79,
76,
18,
7,
3,
2,
5,
0,
7,
35,
108,
209,
126,
104,
187,
366,
385,
206,
150,
190,
246,
257,
89,
68,
77,
60,
13,
8,
12,
0,
7,
6,
12,
38,
111,
237,
133,
160,
130,
247,
221,
132,
60,
83,
174,
166,
111,
70,
90,
61,
52,
10,
3,
8,
6,
6,
3,
15,
61,
123,
132,
129,
191,
283,
319,
230,
212
] |
[
"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: -4.39%",
"予測される変化率: [カラム_0] 予測される変化率: 69.60%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の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: 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: 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: -4.39%",
"Forecasted change rate: [column_0] Forecasted change rate: 69.60%",
"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: 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 upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"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 94."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
123,
214,
206,
131,
119,
94,
93,
73,
25,
10,
21,
7,
15,
5,
11,
42,
79,
100,
199,
241,
393,
362,
464,
413,
331,
349,
264,
269,
202,
149,
127,
123,
48,
6,
23,
11,
17,
5,
12,
27,
67,
219,
367,
745,
1305,
995,
864,
890,
1237,
507,
326,
186,
80,
84,
47,
32,
11,
6,
3,
4,
1,
10,
54,
148,
231,
170,
165,
223,
350,
430,
299,
195,
178,
244,
188,
113,
92,
101,
45,
8,
2,
0,
0,
1,
1,
12,
55,
138,
264,
155,
124,
195,
349,
351,
219,
183,
168,
236,
253,
139,
91,
111,
58,
12,
8,
0,
0,
3,
4,
8,
31,
109,
173,
108,
75,
69,
130,
276,
148,
63,
174,
184,
211,
135,
88,
92,
54,
11,
8,
5,
1,
5,
2,
10,
45,
112,
224,
191,
74,
103,
279,
279,
192,
117,
178,
177,
207,
162,
56,
18,
16,
26,
8,
1,
6,
2,
2,
10,
52,
96,
216,
110,
113,
73,
216,
209,
117,
112,
80,
172,
128,
129,
114,
77,
61,
59,
24,
11,
6,
12,
4,
7,
16,
32,
56,
72,
118,
117,
155,
205,
157,
154,
110,
132,
153,
180,
180,
169,
114,
89,
41,
19,
8,
17,
2,
7,
5,
28,
49,
124,
191,
250,
504,
599,
737,
650,
554,
466,
283,
158,
181,
80,
45,
27,
6,
2,
2,
3,
5,
9,
45,
125,
278,
187,
192,
192,
385,
403,
207,
124,
182,
203,
224,
118,
110,
68,
38,
14,
7,
7,
1,
1,
1,
6,
60,
129,
276,
168,
134,
175,
488,
473,
293,
215,
167,
306,
379,
147,
207,
95,
84,
22,
5,
7,
3,
1,
4,
10,
55,
152,
268,
149,
156,
121,
241,
324,
224,
154,
147,
186,
264,
105,
35,
40,
19,
54,
5,
6,
6,
3,
3,
6,
48,
139,
226,
134,
112,
113,
125,
173,
96,
101,
115,
191,
165,
98,
93,
58,
52,
27,
18,
0,
6,
1,
2,
5,
49,
136,
211,
145,
155,
129,
292,
364,
204,
187,
153,
218,
246,
190,
139,
132,
94,
73,
44,
17,
5,
15,
10,
6,
22,
23,
56,
95,
145,
236,
272,
291,
359,
415,
266,
306,
318,
221,
206,
172,
167,
143,
65,
36,
15,
16,
8,
9,
8,
41,
60,
141,
262,
362,
447,
527,
550,
439,
426,
313,
110,
53,
38,
12,
17,
12,
10,
0,
5,
3,
4,
7,
48,
98,
223,
142,
93,
138,
335,
287,
194,
234,
171,
242,
209,
121,
84,
46,
50,
14,
9,
6,
3,
2,
3,
12,
64,
148,
240,
154,
127,
122,
355,
107,
77,
99,
95,
121,
160,
70,
63,
64,
44,
23,
9,
1,
0,
5,
2,
10,
60,
139,
253,
127,
113,
102,
275,
325,
197,
200,
162,
274,
238,
144,
69,
119,
34,
16,
5,
4,
4,
0,
1,
9,
48,
110,
185,
117,
104,
143,
296,
322,
232,
208,
202,
277,
237,
143,
97,
131,
61,
45,
16,
38,
10,
4,
11,
6,
57,
115,
236,
122,
97,
168,
321,
263,
174,
153,
225,
282,
293,
259,
214,
142,
102,
76
] |
[
31,
20,
10,
5,
19,
8,
19,
56,
81,
159,
190,
286,
382,
453,
526,
568,
446,
508,
543,
398,
415,
256,
162,
76,
62,
24,
10,
5,
8,
3,
23,
38,
85,
142,
258,
346,
578,
692,
494,
556,
323,
499,
183,
181,
46,
64,
51,
47,
12,
10,
2,
0,
9,
10,
46,
145,
252,
206,
157,
150,
289,
286,
182,
147,
186,
243,
170,
121,
98,
50,
28,
20,
13,
1,
4,
1,
5,
14,
36,
153,
249,
158,
114,
232,
461,
477,
350,
236,
251,
365,
266,
165,
114,
84,
62,
25
] |
[
"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: -38.21%",
"予測される変化率: [カラム_0] 予測される変化率: -19.35%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.11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: -38.21%",
"Forecasted change rate: [column_0] Forecasted change rate: -19.35%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.11 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 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 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 32.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
14,
10,
2,
3,
1,
14,
54,
167,
236,
173,
163,
211,
425,
400,
230,
220,
217,
263,
278,
204,
155,
128,
51,
23,
10,
4,
0,
4,
3,
8,
39,
121,
215,
152,
146,
158,
389,
482,
317,
304,
302,
342,
438,
305,
226,
135,
88,
42,
30,
8,
1,
7,
4,
15,
91,
99,
157,
117,
73,
56,
91,
124,
150,
150,
141,
171,
268,
180,
188,
127,
70,
36,
28,
3,
7,
6,
10,
4,
9,
38,
92,
166,
190,
131,
73,
153,
137,
117,
88,
168,
134,
97,
90,
88,
73,
75,
55,
30,
12,
6,
5,
4,
6,
45,
81,
143,
199,
248,
396,
448,
433,
532,
374,
331,
244,
198,
142,
98,
68,
20,
25,
2,
6,
5,
4,
5,
50,
104,
235,
179,
158,
220,
402,
478,
296,
243,
276,
252,
242,
177,
103,
55,
37,
10,
4,
4,
1,
0,
1,
8,
46,
141,
233,
163,
166,
279,
527,
570,
348,
308,
284,
332,
321,
175,
184,
97,
43,
13,
9,
2,
0,
3,
4,
9,
77,
137,
279,
209,
194,
288,
592,
529,
407,
472,
288,
431,
485,
292,
242,
176,
80,
40,
7,
14,
4,
1,
8,
11,
50,
178,
280,
157,
162,
173,
356,
415,
296,
291,
302,
348,
249,
193,
175,
139,
77,
35,
10,
14,
3,
6,
5,
17,
53,
145,
242,
146,
191,
177,
311,
450,
291,
387,
282,
510,
1027,
701,
138,
780,
336,
118,
64,
35,
16,
15,
26,
3,
8,
45,
58,
89,
90,
146,
134,
31,
43,
76,
131,
110,
169,
161,
130,
127,
95,
57,
33,
19,
9,
2,
12,
12,
22,
42,
43,
67,
145,
287,
412,
469,
579,
516,
442,
356,
225,
181,
105,
75,
40,
20,
4,
9,
2,
2,
4,
8,
26,
120,
215,
118,
99,
125,
307,
365,
181,
189,
152,
174,
193,
126,
76,
51,
35,
29,
8,
2,
0,
2,
2,
8,
44,
159,
330,
200,
138,
161,
357,
368,
223,
191,
185,
226,
227,
178,
38,
15,
23,
25,
4,
8,
6,
0,
3,
5,
39,
148,
249,
174,
130,
112,
312,
325,
214,
144,
167,
228,
228,
171,
87,
68,
61,
21,
6,
0,
0,
1,
3,
6,
32,
111,
209,
148,
85,
138,
191,
43,
68,
69,
96,
180,
206,
142,
95,
78,
49,
42,
23,
5,
5,
1,
7,
4,
50,
87,
189,
130,
103,
94,
235,
204,
157,
159,
181,
267,
152,
174,
154,
132,
108,
63,
71,
14,
20,
10,
14,
10,
18,
25,
41,
86,
223,
311,
309,
417,
490,
284,
247,
331,
278,
279,
180,
145,
115,
120,
50,
26,
14,
12,
3,
15,
21,
41,
117,
194,
408,
537,
598,
665,
946,
805,
605,
557,
459,
395,
258,
115,
108,
19,
31,
8,
7,
2,
1,
2,
36,
112,
252,
148,
142,
156,
277,
231,
172,
191,
190,
374,
216,
179,
126,
67,
44,
30,
8,
5,
2,
5,
2,
10,
49,
143,
274,
185,
104,
128,
283,
245,
141,
145,
167,
213,
84,
54,
60,
41,
26,
18,
9,
0,
2,
8,
3,
8,
53,
145
] |
[
233,
159,
189,
225,
260,
412,
172,
100,
133,
214,
253,
207,
108,
111,
58,
18,
9,
2,
0,
6,
1,
15,
63,
134,
249,
215,
214,
157,
373,
593,
296,
203,
218,
213,
261,
220,
178,
98,
77,
32,
18,
10,
6,
1,
12,
11,
48,
84,
202,
105,
131,
171,
259,
333,
317,
242,
245,
418,
841,
708,
275,
614,
182,
124,
52,
12,
25,
33,
11,
3,
9,
38,
58,
119,
250,
264,
335,
480,
499,
536,
470,
481,
450,
479,
399,
275,
262,
223,
103,
49,
32,
28,
10,
22,
13,
31
] |
[
"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: 935.71%",
"予測される変化率: [カラム_0] 予測される変化率: -86.70%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.03倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 38個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: upward",
"Historical change rate: [column_0] Historical change rate: 935.71%",
"Forecasted change rate: [column_0] Forecasted change rate: -86.70%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.03 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 38",
"First turning point: [column_0] First turning point: at data point 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 36 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 36.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 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 |
[
77,
143,
254,
355,
376,
465,
412,
297,
224,
203,
163,
106,
48,
42,
33,
15,
12,
6,
1,
1,
1,
7,
65,
117,
218,
185,
155,
193,
330,
438,
348,
204,
219,
295,
211,
184,
121,
88,
27,
12,
17,
4,
1,
1,
4,
8,
57,
130,
286,
174,
133,
144,
301,
356,
222,
190,
197,
255,
293,
163,
126,
111,
59,
28,
13,
4,
2,
0,
1,
9,
52,
146,
265,
151,
116,
136,
304,
310,
200,
145,
215,
245,
261,
216,
163,
107,
76,
30,
6,
13,
4,
3,
2,
10,
42,
171,
233,
160,
145,
163,
373,
368,
195,
60,
59,
137,
149,
90,
52,
67,
37,
19,
6,
6,
7,
2,
1,
10,
33,
135,
242,
199,
168,
215,
336,
300,
241,
74,
171,
174,
87,
124,
77,
73,
67,
60,
41,
16,
8,
11,
6,
5,
2,
29,
49,
81,
154,
168,
173,
211,
224,
206,
257,
275,
300,
318,
243,
142,
111,
117,
88,
17,
13,
11,
9,
8,
7,
19,
51,
127,
248,
334,
527,
677,
699,
631,
423,
356,
262,
204,
150,
90,
73,
27,
13,
6,
5,
6,
6,
9,
56,
143,
267,
235,
201,
227,
435,
477,
254,
251,
217,
305,
319,
247,
188,
146,
58,
29,
4,
1,
2,
3,
1,
6,
87,
198,
270,
191,
129,
131,
377,
387,
177,
177,
173,
270,
341,
414,
308,
223,
102,
41,
13,
15,
9,
3,
2,
10,
62,
163,
238,
153,
140,
159,
333,
339,
275,
177,
117,
206,
243,
237,
190,
128,
67,
37,
15,
6,
6,
3,
4,
7,
20,
92,
166,
119,
98,
90,
119,
114,
67,
100,
129,
168,
120,
97,
65,
72,
40,
20,
13,
11,
12,
3,
4,
6,
35,
111,
196,
102,
101,
117,
222,
354,
275,
206,
178,
233,
221,
200,
168,
152,
90,
84,
43,
20,
13,
13,
15,
4,
19,
54,
142,
167,
201,
209,
279,
319,
345,
331,
302,
332,
466,
495,
329,
242,
245,
163,
57,
20,
22,
12,
6,
9,
25,
55,
98,
198,
323,
552,
507,
548,
508,
503,
409,
568,
495,
423,
487,
280,
179,
82,
58,
18,
11,
15,
6,
8,
49,
111,
223,
191,
186,
223,
300,
202,
267,
246,
316,
478,
874,
576,
252,
747,
201,
80,
37,
17,
10,
5,
5,
2,
14,
77,
87,
164,
140,
125,
213,
289,
244,
250,
81,
253,
230,
227,
193,
110,
56,
36,
17,
20,
4,
1,
3,
10,
52,
167,
241,
160,
197,
249,
361,
434,
197,
210,
187,
263,
284,
221,
168,
180,
72,
28,
9,
6,
4,
14,
2,
9,
41,
132,
271,
250,
238,
185,
469,
348,
313,
174,
215,
237,
193,
161,
134,
63,
72,
49,
11,
10,
4,
13,
4,
11,
50,
157,
253,
207,
170,
162,
253,
221,
257,
123,
119,
171,
127,
80,
131,
93,
70,
49,
35,
23,
2,
19,
6,
3,
12,
35,
76,
97,
181,
197,
310,
347,
395,
433,
390,
361,
324,
378,
328,
218,
158,
132,
63,
28,
19,
16,
17,
15,
16,
46,
70,
143,
359,
402,
579,
627,
673,
552
] |
[
512,
422,
586,
446,
402,
245,
122,
55,
15,
16,
0,
10,
7,
8,
63,
127,
224,
135,
143,
153,
363,
322,
224,
163,
218,
234,
183,
133,
119,
58,
30,
20,
16,
3,
2,
6,
1,
14,
66,
154,
286,
230,
173,
258,
418,
444,
347,
459,
403,
785,
1113,
1435,
592,
94,
118,
1100,
35,
11,
0,
0,
4,
9,
73,
307,
293,
215,
203,
257,
366,
402,
245,
168,
253,
275,
239,
178,
174,
150,
58,
39,
9,
2,
2,
9,
7,
11,
55,
163,
290,
195,
193,
189,
428,
336,
294,
229
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 616.88%",
"予測される変化率: [カラム_0] 予測される変化率: -55.27%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.01倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から横ばいへ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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: upward",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 616.88%",
"Forecasted change rate: [column_0] Forecasted change rate: -55.27%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.01 times the mean)",
"Trend: [column_0] Trend change: from upward to stable",
"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 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 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 |
[
193,
279,
211,
122,
88,
101,
78,
37,
10,
10,
1,
10,
6,
9,
41,
103,
237,
136,
116,
216,
318,
365,
284,
240,
285,
395,
341,
234,
211,
172,
165,
157,
37,
12,
11,
16,
13,
13,
77,
398,
192,
132,
140,
223,
304,
373,
435,
426,
346,
421,
811,
940,
308,
387,
351,
181,
116,
56,
14,
32,
21,
13,
16,
20,
52,
148,
272,
334,
489,
499,
508,
571,
447,
447,
331,
257,
221,
106,
81,
35,
2,
14,
3,
1,
10,
6,
43,
120,
261,
228,
150,
217,
452,
483,
238,
258,
264,
332,
315,
225,
134,
118,
72,
30,
21,
6,
5,
8,
0,
17,
57,
182,
304,
183,
182,
216,
348,
410,
235,
188,
173,
295,
260,
294,
293,
187,
100,
68,
22,
22,
0,
9,
2,
12,
62,
150,
247,
151,
142,
162,
296,
279,
193,
199,
206,
277,
284,
180,
112,
64,
39,
24,
6,
6,
0,
2,
1,
8,
73,
182,
258,
161,
182,
311,
436,
500,
381,
275,
291,
366,
313,
242,
273,
146,
97,
61,
13,
3,
3,
10,
4,
16,
53,
167,
226,
166,
232,
256,
463,
428,
308,
335,
264,
176,
350,
545,
440,
249,
288,
174,
86,
29,
11,
18,
7,
8,
20,
63,
110,
195,
206,
219,
323,
282,
282,
264,
318,
328,
486,
571,
493,
310,
387,
308,
208,
69,
14,
12,
10,
6,
20,
38,
86,
171,
246,
349,
438,
558,
528,
635,
535,
398,
347,
245,
250,
142,
105,
35,
13,
29,
7,
1,
1,
3,
53,
170,
252,
162,
129,
173,
370,
472,
353,
183,
248,
288,
274,
243,
183,
166,
88,
54,
15,
4,
2,
0,
1,
5,
40,
58,
124,
95,
67,
86,
186,
232,
193,
220,
216,
309,
228,
224,
193,
166,
122,
53,
15,
11,
5,
1,
3,
3,
54,
167,
269,
165,
206,
600,
384,
455,
306,
247,
288,
267,
259,
271,
280,
255,
184,
64,
31,
30,
9,
2,
5,
11,
69,
160,
276,
162,
127,
95,
199,
239,
118,
90,
117,
169,
223,
328,
381,
342,
188,
67,
39,
32,
8,
9,
6,
12,
56,
169,
232,
184,
200,
182,
408,
401,
368,
294,
356,
483,
635,
601,
598,
529,
191,
216,
107,
26,
17,
25,
13,
14,
13,
32,
78,
137,
179,
291,
337,
337,
409,
344,
374,
242,
161,
369,
258,
220,
223,
193,
143,
64,
38,
24,
16,
21,
20,
44,
98,
149,
233,
376,
508,
419,
532,
633,
448,
507,
405,
355,
248,
165,
63,
55,
24,
10,
3,
12,
13,
6,
42,
167,
261,
131,
141,
243,
305,
393,
197,
185,
196,
255,
301,
235,
212,
71,
47,
29,
15,
4,
1,
0,
1,
3,
67,
141,
209,
135,
141,
88,
222,
276,
144,
129,
126,
208,
209,
151,
134,
77,
57,
19,
8,
12,
2,
3,
1,
3,
36,
114,
216,
208,
104,
112,
358,
269,
212,
203,
227,
239,
197,
166,
108,
111,
74,
28,
10,
1,
3,
2,
4,
7,
53,
143,
206,
163,
221,
195,
396,
334,
246,
233,
261,
353,
328,
297,
238,
189,
114,
46
] |
[
19,
10,
4,
21,
14,
8,
47,
154,
287,
222,
212,
316,
532,
437,
386,
325,
472,
629,
898,
847,
625,
558,
1010,
404,
242,
98,
33,
11,
10,
8,
24,
44,
92,
139,
206,
269,
175,
202,
166,
174,
153,
232,
359,
277,
195,
272,
143,
169,
166,
49,
44,
33,
10,
9,
14,
22,
53,
169,
187,
224,
352,
419,
440,
502,
479,
467,
253,
238,
202,
104,
81,
60,
15,
19,
5,
13,
3,
8,
44,
158,
257,
141,
166,
182,
388,
393,
261,
187,
219,
274,
284,
190,
235,
165,
80,
29
] |
[
"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: -76.17%",
"予測される変化率: [カラム_0] 予測される変化率: 52.63%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.88倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -76.17%",
"Forecasted change rate: [column_0] Forecasted change rate: 52.63%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.88 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 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] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 94."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
14,
0,
3,
4,
2,
17,
65,
181,
275,
196,
197,
218,
543,
387,
312,
188,
212,
228,
335,
305,
295,
207,
118,
60,
27,
10,
2,
4,
2,
14,
69,
191,
252,
185,
161,
139,
453,
310,
243,
215,
168,
471,
534,
348,
370,
438,
630,
208,
86,
23,
12,
5,
8,
15,
73,
152,
240,
201,
177,
189,
398,
270,
344,
224,
77,
148,
142,
157,
264,
164,
112,
52,
19,
2,
7,
16,
7,
13,
44,
107,
156,
103,
115,
249,
638,
407,
247,
345,
455,
363,
246,
242,
195,
234,
198,
159,
167,
43,
19,
12,
3,
15,
19,
24,
40,
56,
141,
236,
271,
287,
354,
404,
328,
282,
484,
539,
490,
278,
346,
270,
221,
50,
53,
21,
22,
6,
37,
30,
36,
108,
129,
219,
316,
469,
411,
472,
457,
473,
318,
290,
246,
132,
63,
36,
16,
6,
6,
6,
12,
5,
40,
162,
265,
192,
192,
192,
478,
512,
293,
333,
282,
366,
274,
199,
166,
137,
79,
29,
13,
5,
2,
4,
1,
6,
61,
188,
287,
184,
222,
297,
469,
481,
375,
306,
205,
325,
248,
223,
283,
351,
85,
52,
14,
7,
4,
0,
3,
2,
61,
169,
240,
172,
283,
224,
300,
396,
190,
247,
238,
456,
394,
183,
163,
158,
129,
15,
1,
2,
4,
5,
4,
6,
55,
155,
232,
173,
152,
272,
662,
493,
382,
543,
272,
437,
346,
248,
205,
182,
123,
66,
29,
10,
12,
5,
4,
9,
70,
157,
237,
240,
247,
297,
814,
570,
568,
476,
598,
558,
551,
544,
450,
268,
222,
101,
34,
33,
14,
18,
16,
5,
14,
46,
72,
131,
195,
238,
271,
285,
267,
335,
332,
385,
479,
434,
623,
391,
458,
174,
95,
47,
23,
13,
3,
16,
21,
43,
118,
90,
118,
132,
216,
170,
165,
241,
181,
317,
485,
1229,
2005,
1451,
1805,
289,
91,
38,
7,
9,
3,
6,
25,
79,
121,
136,
154,
224,
357,
269,
344,
246,
259,
274,
286,
266,
240,
111,
84,
33,
11,
17,
4,
5,
5,
4,
11,
43,
36,
55,
118,
179,
194,
266,
322,
349,
323,
245,
240,
168,
223,
94,
50,
19,
11,
2,
2,
5,
2,
7,
5,
35,
56,
129,
187,
308,
321,
401,
379,
486,
397,
478,
355,
286,
347,
270,
123,
52,
28,
18,
21,
6,
4,
3,
17,
99,
134,
177,
163,
241,
325,
273,
264,
353,
316,
271,
188,
229,
281,
146,
102,
61,
14,
14,
8,
12,
11,
1,
21,
149,
117,
103,
96,
164,
260,
426,
467,
578,
414,
419,
394,
260,
284,
229,
141,
89,
44,
28,
19,
18,
1,
2,
14,
22,
31,
98,
178,
242,
374,
466,
540,
503,
534,
503,
468,
455,
329,
226,
153,
60,
11,
16,
2,
6,
17,
9,
9,
46,
70,
121,
291,
360,
627,
657,
722,
746,
643,
711,
588,
417,
438,
288,
131,
61,
31,
2,
7,
1,
1,
2,
23,
56,
114,
150,
226,
386,
477,
521,
592,
634,
772,
977,
1367,
2155,
3125,
4004,
5233,
5389,
4574,
1195,
398,
355,
41,
41,
42,
69
] |
[
98,
115,
209,
369,
533,
635,
671,
651,
564,
511,
528,
462,
342,
168,
108,
34,
32,
6,
7,
0,
4,
4,
21,
113,
131,
107,
166,
304,
531,
575,
452,
509,
550,
580,
741,
332,
323,
242,
422,
45,
21,
16,
4,
3,
2,
3,
36,
116,
181,
147,
218,
202,
261,
207,
197,
120,
136,
185,
126,
182,
356,
484,
327,
130,
26,
19,
8,
10,
3,
3,
33,
77,
122,
114,
69,
88,
131,
71,
67,
60,
37,
51,
64,
114,
293,
427,
256,
124,
51,
27,
35,
9,
5,
5,
15,
43
] |
[
"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: 392.86%",
"予測される変化率: [カラム_0] 予測される変化率: -56.12%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.85倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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: downward",
"Historical change rate: [column_0] Historical change rate: 392.86%",
"Forecasted change rate: [column_0] Forecasted change rate: -56.12%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.85 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 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 14 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 shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 14.",
"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 |
[
70,
109,
213,
220,
361,
425,
469,
531,
501,
493,
764,
818,
656,
417,
238,
371,
68,
28,
18,
19,
3,
12,
8,
30,
79,
126,
275,
451,
561,
727,
698,
664,
545,
526,
389,
314,
370,
265,
119,
72,
34,
21,
15,
5,
2,
8,
46,
137,
274,
164,
145,
176,
285,
342,
219,
193,
179,
233,
232,
316,
397,
328,
215,
67,
41,
26,
5,
6,
10,
10,
59,
160,
263,
167,
153,
294,
366,
398,
277,
267,
232,
289,
262,
102,
66,
79,
39,
14,
10,
2,
1,
6,
7,
3,
31,
102,
172,
126,
127,
166,
365,
429,
327,
348,
365,
375,
251,
290,
185,
164,
77,
29,
13,
7,
2,
12,
0,
7,
51,
134,
264,
183,
208,
322,
543,
561,
347,
298,
303,
404,
260,
279,
319,
299,
113,
51,
34,
14,
5,
8,
4,
6,
33,
125,
244,
133,
139,
187,
211,
230,
139,
125,
184,
276,
378,
385,
397,
358,
190,
88,
31,
30,
16,
4,
4,
5,
14,
62,
82,
118,
161,
303,
337,
374,
391,
404,
346,
316,
382,
460,
353,
247,
222,
122,
53,
18,
14,
11,
4,
9,
13,
32,
111,
139,
184,
294,
457,
587,
666,
506,
387,
390,
284,
173,
139,
89,
56,
57,
23,
5,
1,
13,
1,
11,
42,
187,
302,
192,
133,
185,
386,
432,
287,
277,
257,
401,
274,
233,
188,
113,
82,
12,
6,
8,
5,
2,
3,
5,
75,
195,
299,
181,
195,
214,
389,
444,
325,
262,
222,
460,
581,
271,
263,
224,
436,
55,
25,
7,
3,
4,
1,
8,
61,
142,
295,
200,
181,
239,
556,
533,
334,
326,
286,
387,
368,
277,
301,
307,
153,
47,
8,
8,
1,
1,
1,
6,
66,
184,
295,
142,
152,
163,
261,
210,
151,
93,
90,
128,
170,
250,
280,
411,
272,
165,
42,
23,
4,
11,
8,
6,
58,
140,
246,
185,
186,
215,
346,
362,
274,
271,
275,
406,
392,
416,
220,
189,
297,
81,
39,
19,
14,
1,
3,
12,
13,
46,
91,
132,
153,
249,
398,
414,
556,
662,
471,
555,
642,
622,
410,
256,
401,
135,
117,
73,
16,
22,
5,
12,
10,
48,
105,
244,
347,
569,
880,
771,
783,
950,
769,
454,
448,
527,
381,
278,
100,
52,
23,
4,
9,
9,
4,
17,
51,
173,
301,
203,
164,
235,
395,
457,
263,
242,
240,
292,
257,
222,
250,
181,
50,
14,
14,
3,
0,
2,
1,
6,
49,
155,
269,
170,
224,
248,
513,
477,
297,
312,
257,
414,
453,
386,
231,
141,
261,
48,
16,
6,
2,
3,
0,
8,
44,
176,
305,
207,
189,
249,
487,
545,
335,
275,
315,
371,
466,
379,
225,
233,
276,
61,
33,
8,
2,
7,
11,
6,
64,
179,
273,
150,
170,
131,
295,
254,
132,
136,
163,
218,
367,
349,
271,
293,
360,
114,
50,
13,
15,
8,
4,
0,
37,
154,
246,
130,
146,
229,
477,
437,
280,
354,
244,
298,
427,
438,
268,
173,
256,
106,
49,
15,
12,
7,
7,
8,
8,
50,
77,
113,
256,
468,
679,
889,
909,
861
] |
[
580,
564,
619,
476,
282,
290,
424,
119,
39,
53,
11,
13,
1,
0,
13,
21,
70,
141,
240,
473,
681,
508,
733,
852,
777,
663,
549,
635,
415,
232,
151,
135,
104,
35,
8,
8,
3,
2,
13,
52,
77,
128,
176,
404,
544,
614,
627,
623,
542,
435,
331,
223,
134,
88,
48,
34,
7,
3,
0,
5,
1,
3,
41,
143,
212,
136,
117,
136,
324,
346,
261,
326,
250,
277,
303,
320,
158,
74,
182,
25,
15,
12,
6,
11,
2,
10,
54,
204,
338,
295,
253,
307,
463,
454,
304,
1352
] |
[
"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: 1130.00%",
"予測される変化率: [カラム_0] 予測される変化率: 133.10%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.93倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 35個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 1130.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 133.10%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.93 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 35",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is 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 |
[
1179,
1377,
512,
407,
297,
183,
221,
43,
12,
35,
2,
7,
2,
5,
58,
175,
268,
210,
163,
263,
486,
589,
348,
323,
251,
58,
74,
62,
30,
15,
98,
42,
17,
13,
12,
1,
4,
13,
48,
187,
275,
267,
397,
556,
798,
866,
698,
663,
549,
530,
668,
444,
243,
150,
242,
64,
54,
34,
14,
17,
7,
5,
22,
54,
89,
249,
655,
1077,
1281,
1663,
1756,
1712,
1472,
1388,
1657,
1537,
508,
589,
1302,
268,
159,
37,
18,
4,
11,
10,
15,
66,
131,
269,
905,
1664,
1929,
2134,
2366,
2076,
1653,
885,
408,
379,
263,
154,
75,
50,
28,
15,
18,
29,
3,
5,
60,
168,
278,
201,
257,
250,
367,
368,
194,
225,
219,
283,
231,
181,
154,
74,
70,
26,
13,
8,
0,
0,
2,
10,
67,
188,
306,
161,
156,
176,
383,
407,
244,
148,
203,
253,
364,
339,
262,
194,
215,
92,
22,
0,
0,
0,
3,
9,
48,
174,
276,
151,
115,
168,
186,
319,
114,
81,
96,
247,
328,
346,
325,
234,
272,
55,
17,
11,
6,
5,
0,
8,
54,
169,
242,
183,
150,
175,
343,
365,
212,
162,
186,
276,
391,
327,
195,
168,
240,
56,
17,
7,
13,
0,
4,
5,
48,
139,
259,
143,
144,
178,
330,
365,
213,
300,
216,
359,
540,
558,
499,
326,
374,
154,
39,
55,
12,
13,
5,
2,
25,
49,
85,
150,
229,
365,
314,
357,
377,
388,
376,
413,
797,
633,
449,
332,
399,
107,
60,
11,
7,
2,
19,
7,
6,
26
] |
[
106,
369,
478,
819,
1188,
1786,
2163,
2110,
1773,
1288,
418,
375,
263,
119,
96,
34,
18,
8,
6,
3,
2,
6,
44,
177,
252,
182,
154,
205,
327,
383,
285,
191,
255,
310,
233,
201,
245,
127,
69,
26,
15,
3,
2,
8,
0,
10,
52,
139,
286,
143,
110,
198,
378,
426,
238,
197,
214,
266,
292,
219,
229,
184,
81,
17,
9,
10,
9,
0,
5,
15,
75,
175,
302,
191,
159,
182,
328,
368,
149,
149,
206,
337,
414,
455,
306,
233,
282,
89,
16,
9,
11,
7,
2,
13,
83,
172
] |
[
"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: -97.79%",
"予測される変化率: [カラム_0] 予測される変化率: 62.26%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.46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7番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -97.79%",
"Forecasted change rate: [column_0] Forecasted change rate: 62.26%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.46 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 7 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 94."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
272,
167,
137,
187,
286,
314,
313,
301,
240,
410,
612,
744,
635,
500,
489,
237,
53,
29,
3,
14,
6,
9,
60,
213,
289,
233,
186,
198,
383,
402,
214,
222,
260,
518,
1101,
744,
594,
522,
1037,
252,
130,
52,
26,
17,
6,
7,
33,
68,
101,
125,
256,
283,
312,
244,
178,
318,
207,
483,
852,
1011,
724,
610,
748,
427,
201,
44,
42,
41,
22,
4,
12,
51,
107,
162,
285,
392,
395,
342,
290,
330,
368,
306,
354,
565,
482,
365,
240,
73,
49,
25,
9,
16,
7,
12,
58,
166,
258,
158,
126,
116,
191,
189,
119,
90,
83,
213,
215,
233,
321,
222,
110,
31,
8,
12,
2,
6,
1,
14,
69,
144,
233,
145,
134,
126,
87,
121,
161,
117,
131,
200,
197,
144,
141,
73,
53,
18,
9,
9,
5,
3,
2,
11,
64,
153,
297,
153,
161,
205,
395,
384,
263,
628,
164,
258,
412,
328,
223,
136,
187,
49,
20,
3,
8,
5,
2,
14,
55,
158,
267,
220,
152,
187,
355,
289,
209,
202,
168,
252,
177,
349,
215,
128,
199,
60,
39,
17,
15,
9,
8,
8,
57,
168,
254,
182,
152,
185,
305,
311,
204,
248,
258,
395,
871,
669,
496,
376,
864,
206,
76,
34,
20,
13,
9,
12,
13,
56,
99,
170,
212,
284,
292,
351,
384,
438,
282,
391,
757,
790,
649,
540,
841,
348,
145,
66,
45,
41,
12,
5,
25,
55,
79,
144,
239,
386,
455,
347,
363,
499,
328,
380,
327,
471,
484,
282,
198,
108,
31,
23,
5,
6,
2,
8,
34,
173,
300,
172,
123,
169,
295,
304,
183,
206,
168,
283,
222,
175,
143,
94,
63,
23,
11,
6,
1,
5,
0,
9,
18,
66,
101,
114,
66,
52,
120,
209,
137,
112,
142,
200,
256,
296,
299,
184,
91,
22,
9,
14,
4,
16,
2,
12,
54,
161,
286,
179,
134,
141,
308,
263,
123,
131,
34,
189,
270,
275,
160,
97,
121,
28,
21,
5,
3,
7,
0,
5,
51,
114,
249,
155,
127,
220,
280,
150,
127,
193,
204,
315,
269,
362,
172,
139,
172,
65,
37,
7,
17,
5,
4,
20,
51,
141,
290,
256,
238,
215,
369,
378,
203,
338,
286,
378,
615,
598,
231,
222,
353,
146,
48,
22,
15,
15,
3,
3,
26,
43,
102,
159,
301,
449,
424,
714,
502,
678,
474,
576,
962,
923,
531,
331,
611,
204,
72,
40,
45,
30,
16,
12,
21,
36,
125,
242,
293,
518,
744,
680,
730,
855,
725,
450,
370,
587,
472,
308,
164,
56,
37,
10,
9,
9,
2,
16,
65,
162,
257,
208,
137,
188,
290,
218,
153,
130,
179,
284,
375,
279,
335,
216,
106,
52,
20,
5,
1,
8,
1,
10,
72,
194,
298,
160,
111,
153,
267,
225,
174,
217,
188,
435,
483,
348,
312,
229,
165,
324,
33,
24,
6,
11,
4,
11,
61,
201,
294,
180,
170,
137,
263,
227,
120,
139,
174,
407,
500,
579,
316,
239,
281,
302,
26,
9,
2,
5,
5,
18,
46,
159,
243,
167,
113,
109,
236,
234,
161,
173
] |
[
189,
295,
434,
497,
343,
160,
195,
67,
43,
20,
10,
11,
3,
9,
62,
136,
270,
249,
264,
206,
295,
308,
225,
262,
171,
279,
561,
538,
475,
366,
512,
196,
67,
27,
25,
27,
12,
8,
17,
49,
109,
143,
190,
153,
193,
130,
141,
304,
248,
514,
990,
712,
680,
829,
664,
468,
237,
77,
28,
18,
18,
16,
10,
49,
141,
208,
255,
358,
363,
332,
326,
435,
536,
412,
449,
628,
558,
371,
283,
230,
100,
32,
30,
15,
7,
6,
7,
62,
103,
183,
183,
161,
182,
149,
153,
220
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -36.40%",
"予測される変化率: [カラム_0] 予測される変化率: 16.40%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.95倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 39個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の4番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 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: -36.40%",
"Forecasted change rate: [column_0] Forecasted change rate: 16.40%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.95 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 39",
"First turning point: [column_0] First turning point: at data point 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
153,
237,
191,
304,
293,
205,
88,
32,
14,
8,
9,
6,
8,
15,
39,
167,
222,
223,
117,
109,
96,
107,
89,
89,
64,
187,
172,
204,
213,
183,
93,
38,
29,
4,
2,
7,
4,
18,
58,
163,
285,
164,
144,
169,
294,
288,
137,
198,
177,
262,
257,
301,
166,
82,
200,
63,
16,
6,
9,
5,
6,
8,
59,
164,
272,
162,
147,
200,
426,
336,
221,
194,
228,
347,
458,
421,
297,
176,
234,
105,
26,
36,
11,
17,
4,
14,
52,
156,
306,
223,
229,
196,
313,
365,
291,
298,
294,
480,
844,
957,
364,
273,
760,
160,
97,
20,
22,
6,
17,
6,
19,
35,
75,
107,
202,
291,
386,
331,
290,
236,
89,
84,
51,
74,
95,
77,
70,
63,
41,
15,
18,
5,
0,
3,
3,
12,
63,
81,
113,
218,
202,
174,
197,
404,
398,
174,
115,
285,
181,
87,
91,
43,
9,
11,
9,
2,
4,
18,
32,
108,
177,
115,
221,
235,
371,
465,
311,
274,
257,
304,
270,
250,
189,
133,
71,
22,
14,
5,
1,
3,
2,
15,
58,
138,
292,
196,
154,
217,
416,
418,
313,
234,
233,
301,
426,
230,
282,
190,
169,
99,
16,
13,
5,
0,
0,
21,
58,
133,
282,
211,
139,
199,
367,
444,
279,
262,
197,
400,
454,
516,
351,
247,
350,
68,
8,
13,
1,
1,
0,
11,
31,
106,
181,
127,
94,
124,
248,
146,
124,
143,
72,
324,
369,
413,
273,
224,
304,
108,
24,
16,
7,
12,
5,
8,
46,
137
] |
[
295,
177,
151,
151,
432,
374,
290,
361,
242,
390,
643,
653,
348,
301,
369,
165,
109,
23,
12,
16,
8,
9,
12,
48,
80,
154,
275,
316,
413,
463,
564,
687,
546,
488,
708,
851,
737,
421,
618,
379,
122,
57,
29,
25,
9,
13,
21,
66,
95,
3427,
9505,
1725,
790,
488,
496,
667,
675,
440,
406,
473,
361,
203,
122,
117,
22,
42,
9,
2,
2,
18,
50,
145,
319,
202,
136,
230,
365,
362,
231,
219,
222,
289,
282,
263,
176,
131,
68,
29,
13,
6,
3,
6,
6,
20,
51,
151
] |
[
"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: -10.46%",
"予測される変化率: [カラム_0] 予測される変化率: -48.81%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の2.49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: -10.46%",
"Forecasted change rate: [column_0] Forecasted change rate: -48.81%",
"Volatility: [column_0] Volatility: high (standard deviation is 2.49 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 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 90 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 90."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
289,
216,
138,
133,
358,
301,
154,
185,
200,
236,
302,
233,
220,
145,
100,
45,
12,
36,
0,
3,
7,
17,
59,
165,
259,
211,
154,
199,
265,
209,
128,
151,
153,
255,
344,
367,
205,
100,
157,
39,
12,
1,
1,
0,
9,
2,
24,
91,
203,
134,
110,
148,
241,
295,
217,
134,
162,
186,
265,
268,
177,
87,
250,
74,
34,
84,
4,
9,
10,
10,
16,
23,
53,
130,
308,
479,
520,
575,
808,
848,
677,
575,
699,
580,
328,
186,
255,
106,
41,
11,
4,
15,
5,
8,
12,
44,
89,
123,
245,
361,
755,
1120,
577,
565,
1125,
604,
721,
571,
291,
221,
281,
43,
58,
22,
9,
26,
4,
12,
7,
16,
58,
130,
212,
295,
300,
424,
500,
1141,
1115,
427,
287,
1344,
385,
249,
102,
102,
59,
11,
13,
6,
10,
3,
7,
25,
89,
100,
209,
241,
465,
431,
487,
408,
354,
347,
370,
358,
213,
146,
72,
50,
13,
12,
4,
12,
8,
11,
51,
141,
230,
108,
117,
87,
231,
179,
117,
149,
157,
197,
196,
117,
71,
46,
47,
19,
6,
9,
0,
0,
3,
7,
38,
140,
271,
145,
168,
204,
259,
265,
181,
141,
193,
224,
176,
138,
107,
61,
37,
16,
18,
6,
3,
12,
1,
9,
30,
123,
279,
174,
188,
240,
422,
417,
306,
271,
245,
309,
289,
192,
121,
96,
70,
47,
11,
9,
1,
4,
3,
12,
50,
116,
237,
195,
169,
210,
431,
445,
348,
305,
358,
600,
973,
690,
277,
271,
825,
145
] |
[
47,
26,
19,
13,
8,
14,
16,
30,
79,
130,
260,
323,
561,
1050,
534,
433,
620,
823,
548,
509,
443,
302,
273,
191,
72,
33,
23,
47,
8,
6,
19,
69,
157,
288,
430,
797,
1446,
669,
519,
343,
558,
210,
157,
222,
101,
83,
84,
39,
23,
11,
15,
3,
2,
8,
62,
177,
248,
157,
134,
264,
382,
401,
316,
264,
202,
291,
208,
125,
86,
78,
52,
12,
5,
4,
1,
0,
3,
9,
67,
174,
292,
193,
142,
195,
478,
472,
309,
247,
208,
283,
250,
185,
116,
105,
37,
19
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -49.83%",
"予測される変化率: [カラム_0] 予測される変化率: -59.57%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.13倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 28個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: downward",
"Historical change rate: [column_0] Historical change rate: -49.83%",
"Forecasted change rate: [column_0] Forecasted change rate: -59.57%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.13 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 28",
"First turning point: [column_0] First turning point: at data point 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] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"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 does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is 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 |
[
6,
3,
2,
0,
1,
10,
60,
167,
287,
155,
165,
244,
421,
438,
307,
264,
257,
316,
322,
200,
186,
163,
61,
35,
20,
7,
2,
1,
2,
8,
56,
142,
228,
122,
134,
115,
223,
218,
230,
177,
134,
224,
227,
120,
114,
83,
71,
35,
36,
25,
3,
9,
5,
6,
44,
144,
270,
167,
169,
218,
422,
488,
357,
322,
305,
428,
398,
302,
159,
179,
108,
111,
62,
42,
12,
7,
6,
0,
24,
30,
60,
116,
178,
204,
220,
242,
331,
403,
410,
729,
1200,
1072,
300,
281,
1119,
254,
123,
34,
40,
20,
15,
7,
20,
33,
116,
173,
353,
828,
1640,
738,
548,
525,
671,
228,
188,
188,
219,
103,
52,
41,
26,
7,
1,
5,
3,
5,
36,
94,
205,
148,
97,
105,
120,
106,
90,
79,
115,
163,
122,
89,
77,
50,
20,
21,
3,
3,
0,
0,
1,
8,
60,
167,
299,
182,
155,
157,
315,
320,
210,
245,
187,
293,
247,
172,
115,
84,
47,
15,
50,
38,
0,
4,
5,
7,
48,
153,
277,
193,
151,
175,
311,
383,
168,
226,
231,
257,
231,
215,
92,
97,
42,
27,
9,
11,
5,
0,
6,
6,
56,
139,
173,
120,
58,
54,
223,
213,
127,
144,
88,
150,
78,
74,
87,
40,
25,
32,
30,
10,
1,
13,
8,
1,
40,
112,
244,
189,
148,
187,
332,
340,
289,
144,
174,
256,
257,
144,
112,
90,
71,
62,
43,
15,
11,
10,
6,
9,
8,
28,
93,
126,
254,
247,
269,
363,
475,
935,
1056,
369,
303,
1176,
367,
327,
250,
118,
51,
20,
16,
9,
6,
3,
15,
38,
88,
173,
263,
390,
427,
620,
623,
836,
908,
384,
367,
660,
190,
112,
112,
36,
13,
7,
3,
3,
5,
3,
31,
98,
161,
149,
103,
125,
88,
95,
100,
138,
146,
228,
175,
143,
84,
92,
36,
31,
3,
2,
1,
2,
5,
9,
44,
142,
263,
186,
148,
156,
398,
365,
219,
189,
175,
293,
223,
150,
103,
93,
76,
35,
8,
2,
4,
0,
4,
10,
51,
154,
265,
207,
139,
165,
330,
338,
186,
81,
143,
255,
122,
141,
124,
144,
61,
37,
19,
4,
9,
12,
13,
11,
25,
28,
92,
147,
280,
397,
471,
456,
403,
321,
358,
342,
295,
220,
178,
140,
91,
46,
19,
20,
10,
11,
9,
6,
51,
117,
213,
229,
217,
278,
320,
393,
257,
262,
260,
352,
349,
357,
316,
251,
163,
92,
58,
22,
8,
3,
11,
10,
16,
41,
94,
163,
319,
350,
345,
373,
394,
441,
396,
534,
994,
867,
373,
249,
937,
171,
85,
20,
7,
23,
12,
7,
12,
46,
82,
144,
211,
380,
329,
324,
300,
372,
316,
267,
158,
120,
111,
90,
72,
53,
18,
6,
1,
11,
4,
16,
38,
156,
297,
189,
167,
125,
284,
322,
180,
194,
128,
290,
209,
131,
145,
60,
58,
24,
4,
5,
4,
7,
2,
9,
73,
148,
323,
199,
125,
149,
317,
351,
195,
190,
197,
339,
253,
164,
103,
65,
62,
11,
5,
2,
0,
6,
5,
7,
50,
160
] |
[
268,
174,
112,
129,
201,
280,
111,
81,
96,
186,
138,
87,
57,
64,
27,
9,
5,
3,
3,
1,
1,
14,
30,
155,
255,
177,
150,
113,
361,
379,
230,
154,
244,
295,
248,
150,
107,
89,
58,
31,
17,
11,
1,
5,
4,
1,
44,
125,
250,
208,
98,
124,
224,
310,
209,
146,
222,
344,
701,
816,
226,
117,
694,
102,
43,
18,
10,
6,
5,
1,
10,
30,
65,
114,
189,
201,
482,
989,
302,
264,
783,
299,
238,
208,
206,
136,
121,
101,
65,
19,
15,
11,
5,
3,
14,
27
] |
[
"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: 2566.67%",
"予測される変化率: [カラム_0] 予測される変化率: -89.93%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.17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: 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: 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: 2566.67%",
"Forecasted change rate: [column_0] Forecasted change rate: -89.93%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.17 times the mean)",
"Trend: [column_0] Trend change: from stable 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 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 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 94."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
83,
161,
187,
287,
301,
293,
320,
237,
180,
209,
134,
117,
117,
63,
35,
23,
9,
3,
3,
1,
6,
15,
45,
133,
276,
223,
154,
197,
339,
432,
229,
178,
219,
253,
175,
125,
91,
62,
58,
27,
3,
7,
0,
1,
0,
8,
46,
123,
236,
193,
95,
128,
274,
278,
169,
214,
218,
219,
203,
139,
97,
53,
46,
20,
13,
0,
6,
0,
1,
7,
45,
160,
267,
204,
148,
203,
389,
324,
256,
220,
168,
268,
229,
165,
113,
89,
56,
24,
4,
7,
4,
2,
3,
13,
52,
154,
285,
250,
187,
193,
512,
409,
254,
212,
247,
331,
311,
231,
169,
101,
81,
120,
17,
7,
2,
5,
0,
8,
47,
138,
293,
197,
120,
166,
327,
406,
288,
282,
311,
684,
1129,
1511,
270,
219,
1208,
198,
74,
49,
22,
22,
11,
11,
41,
49,
113,
149,
278,
336,
388,
435,
533,
791,
1134,
453,
329,
1054,
390,
278,
241,
169,
46,
23,
17,
33,
4,
6,
13,
25,
87,
129,
177,
351,
484,
573,
544,
235,
199,
294,
171,
131,
193,
74,
46,
19,
7,
9,
9,
6,
9,
9,
34,
134,
283,
196,
107,
108,
307,
318,
134,
109,
160,
267,
681,
553,
104,
77,
491,
24,
9,
6,
0,
2,
5,
5,
38,
135,
261,
164,
147,
100,
253,
206,
110,
94,
115,
168,
210,
97,
68,
64,
22,
7,
3,
1,
1,
0,
6,
7,
31,
101,
247,
153,
93,
143,
146,
208,
134,
93,
62,
121,
141,
66,
70,
58,
31,
18,
8,
4,
5,
0,
11,
15,
24,
101,
212,
153,
76,
74,
49,
99,
72,
30,
81,
99,
125,
62,
39,
74,
32,
21,
11,
8,
4,
12,
7,
7,
30,
109,
199,
152,
130,
120,
238,
301,
261,
194,
183,
251,
234,
220,
142,
151,
154,
90,
16,
25,
13,
13,
13,
0,
16,
27,
69,
111,
126,
193,
492,
1114,
340,
268,
930,
366,
265,
237,
177,
104,
126,
106,
46,
25,
20,
8,
1,
5,
2,
36,
65,
165,
277,
486,
1199,
624,
460,
592,
871,
327,
206,
134,
87,
57,
65,
23,
10,
4,
2,
9,
5,
14,
45,
127,
248,
142,
112,
78,
39,
84,
87,
91,
99,
167,
168,
93,
58,
40,
19,
14,
5,
6,
2,
1,
3,
10,
41,
192,
330,
241,
226,
132,
323,
332,
195,
200,
172,
209,
250,
107,
92,
79,
48,
20,
8,
4,
0,
2,
2,
8,
51,
129,
266,
179,
213,
164,
288,
352,
211,
133,
136,
257,
175,
121,
100,
63,
50,
38,
5,
4,
3,
5,
1,
10,
39,
126,
264,
154,
122,
113,
298,
306,
163,
160,
162,
258,
230,
113,
65,
106,
60,
32,
11,
10,
3,
6,
7,
12,
29,
132,
242,
167,
134,
191,
412,
373,
316,
226,
238,
314,
228,
250,
180,
202,
252,
88,
45,
20,
17,
23,
16,
5,
13,
28,
81,
124,
184,
247,
251,
366,
540,
759,
850,
332,
374,
812,
314,
228,
181,
174,
61,
29,
18,
6,
14,
26,
85,
338,
343,
1205,
646,
493,
309,
412,
854,
485
] |
[
261,
191,
605,
197,
156,
100,
44,
15,
9,
3,
8,
12,
2,
8,
35,
115,
233,
138,
111,
137,
298,
334,
224,
143,
173,
219,
177,
133,
62,
55,
26,
20,
3,
2,
3,
2,
3,
10,
45,
145,
269,
147,
190,
196,
293,
353,
194,
187,
159,
222,
169,
101,
95,
88,
45,
28,
4,
1,
4,
4,
4,
16,
37,
157,
246,
181,
160,
140,
283,
335,
149,
153,
138,
226,
271,
157,
121,
85,
63,
35,
14,
4,
1,
0,
1,
7,
40,
121,
233,
143,
60,
61,
77,
69,
56,
29
] |
[
"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: 484.34%",
"予測される変化率: [カラム_0] 予測される変化率: -88.89%",
"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: 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: 484.34%",
"Forecasted change rate: [column_0] Forecasted change rate: -88.89%",
"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: 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 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] 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 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"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 94."
]
}
|
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.