task_type
stringclasses 1
value | folder_name
stringclasses 1
value | file_name
stringclasses 42
values | data_length
int64 8
512
| forecast_length
int64 3
96
| data
listlengths 8
512
| data_forecast
listlengths 3
96
| columns
listlengths 1
1
| forecast_explanation
dict | data_explanation
dict |
|---|---|---|---|---|---|---|---|---|---|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
59,
215,
258,
415,
269,
613,
740,
572,
432,
184,
57,
135,
45,
29,
13,
1,
0,
0,
2,
0,
0,
0,
10,
17,
35,
29,
49,
41,
156,
155,
135,
69,
52,
59,
38,
66,
17,
24,
12,
5,
0,
3,
0,
0,
0,
0,
9,
35,
35,
27,
27,
81,
127,
185,
94,
100,
68,
74,
103,
82,
44,
59,
13,
22,
2,
5,
0,
6,
0,
0,
3,
13,
7,
10,
33,
27,
66,
30,
54,
45,
16,
27,
48,
23,
22,
17,
7,
17,
1,
0,
2,
5,
1,
0,
12,
30,
27,
31,
20,
26,
98,
126,
57,
62,
40,
43,
51,
43,
32,
39,
11,
10,
2,
0,
2,
0,
4,
2,
7,
25,
26,
55,
54,
80,
71,
83,
37,
51,
78,
101,
169,
132,
42,
85,
69,
38,
44,
1,
6,
5,
1,
0,
1,
6,
19,
26,
41,
110,
116,
164,
205,
216,
218,
280,
310,
176,
157,
130,
175,
67,
37,
44,
15,
2,
3,
6,
9,
12,
58,
204,
408,
698,
850,
919,
727,
705,
604,
455,
174,
242,
140,
131,
79,
57,
10,
25,
4,
9,
23,
7,
17,
5,
27,
85,
123,
334,
499,
598,
457,
343,
208,
187,
64,
97,
27,
37,
11,
11,
6,
4,
1,
2,
1,
0,
18,
17,
47,
21,
59,
76,
154,
188,
86,
61,
50,
113,
81,
70,
56,
49,
52,
5,
11,
1,
3,
0,
0,
5,
7,
38,
36,
20,
57,
25,
111,
90,
57,
58,
50,
54,
42,
47,
22,
13,
15,
5
] |
[
0,
2,
0,
1,
0,
1,
7,
20,
45,
43,
12,
13,
119,
82,
48,
54,
40,
33,
140,
63,
59,
113,
15,
20,
2,
2,
0,
6,
0,
16,
11,
20,
39,
31,
37,
58,
159,
194,
113,
64,
68,
88,
65,
93,
115,
103,
58,
37,
13,
8,
2,
4,
3,
9,
1,
8,
29,
33,
82,
80,
138,
206,
255,
238,
207,
223,
251,
273,
235,
158,
692,
328,
103,
43,
28,
5,
4,
2,
1,
7,
105,
241,
113,
385,
431,
309,
462,
632,
413,
260,
131,
106,
67,
47,
14,
5
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -91.53%",
"予測される変化率: [カラム_0] 予測される変化率: 150.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.60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: 46個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: -91.53%",
"Forecasted change rate: [column_0] Forecasted change rate: 150.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.60 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 46",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"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 |
[
0,
0,
0,
0,
0,
0,
10,
31,
56,
29,
24,
40,
101,
175,
80,
102,
109,
114,
52,
69,
46,
30,
17,
9,
5,
0,
2,
1,
0,
1,
13,
46,
30,
23,
37,
48,
137,
154,
137,
110,
57,
93,
79,
105,
43,
36,
76,
9,
9,
3,
2,
1,
0,
3,
8,
28,
40,
25,
39,
76,
210,
181,
130,
86,
101,
104,
100,
83,
63,
69,
44,
18,
4,
4,
3,
6,
10,
1,
12,
23,
42,
39,
51,
67,
153,
110,
102,
62,
60,
84,
92,
67,
62,
47,
29,
7,
3,
0,
6,
0,
0,
0,
6,
25,
17,
63,
9,
59,
107,
98,
64,
13,
13,
36,
26,
26,
30,
30,
35,
29,
24,
12,
0,
1,
0,
0,
1,
11,
17,
19,
71,
74,
112,
149,
128,
162,
174,
160,
213,
136,
50,
26,
37,
22,
8,
6,
0,
0,
3,
4,
1,
8,
47,
117,
291,
673,
753,
759,
830,
836,
576,
361,
137,
118,
92,
51,
18,
9,
3,
0,
1,
0,
6,
0,
8,
24,
26,
29,
29,
88,
195,
190,
129,
163,
71,
67,
48,
24,
18,
14,
2,
1,
7,
4,
3,
0,
0,
2,
14,
14,
27,
19,
54,
55,
68,
50,
30,
39,
54,
59,
77,
74,
36,
43,
27,
13,
4,
0,
3,
0,
4,
1,
1,
9,
25,
16,
39,
94,
182,
156,
153,
129,
49,
100,
126,
70,
39,
40,
31,
11,
5,
3,
1,
1,
0,
0,
6,
14,
35,
38,
57,
85,
217,
136,
134,
114
] |
[
131,
152,
169,
96,
78,
64,
42,
16,
12,
7,
9,
0,
0,
5,
6,
14,
39,
54,
48,
78,
129,
181,
114,
152,
143,
204,
454,
544,
233,
103,
75,
59,
40,
13,
6,
3,
0,
0,
1,
5,
47,
45,
88,
115,
171,
228,
220,
334,
261,
357,
333,
315,
198,
159,
244,
76,
44,
18,
1,
3,
1,
0,
7,
2,
60,
165,
357,
706,
859,
872,
1090,
1152,
860,
573,
250,
192,
113,
87,
35,
8,
2,
1,
4,
0,
0,
6,
7,
12,
53,
40,
83,
172,
288,
311,
232,
210
] |
[
"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: 1040.00%",
"予測される変化率: [カラム_0] 予測される変化率: 60.31%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.79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: 1040.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 60.31%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.79 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 3 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 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 |
[
133,
144,
118,
136,
57,
52,
24,
18,
1,
0,
0,
3,
0,
1,
12,
18,
43,
36,
74,
159,
298,
377,
338,
268,
170,
174,
212,
201,
113,
102,
81,
16,
2,
3,
4,
5,
0,
1,
22,
20,
39,
30,
72,
124,
165,
117,
209,
238,
140,
169,
124,
138,
99,
55,
25,
11,
1,
4,
0,
0,
4,
3,
11,
16,
57,
64,
84,
88,
197,
257,
241,
198,
138,
78,
89,
95,
55,
80,
46,
24,
1,
0,
1,
1,
2,
1,
4,
12,
42,
23,
72,
168,
316,
407,
359,
308,
288,
313,
692,
983,
446,
183,
104,
64,
43,
3,
33,
11,
1,
1,
3,
15,
13,
33,
38,
31,
95,
120,
166,
138,
200,
220,
228,
205,
211,
149,
252,
84,
38,
19,
2,
0,
0,
0,
1,
6,
153,
684,
840,
942,
1065,
1267,
1411,
1374,
1082,
499,
131,
137,
93,
80,
22,
5,
9,
1,
5,
11,
29,
14,
8,
20,
54,
30,
57,
94,
222,
204,
123,
126,
91,
109,
107,
53,
61,
30,
8,
0,
8,
3,
0,
2,
5,
5,
16,
21,
65,
32,
63,
92,
128,
163,
94,
77,
85,
74,
76,
110,
54,
60,
44,
20,
5,
3,
4,
0,
0,
10,
13,
31,
37,
40,
27,
79,
121,
97,
16,
45,
71,
78,
52,
62,
21,
12,
32,
16,
4,
1,
4,
1,
0,
8,
8,
21,
49,
37,
51,
78,
190,
122,
126,
75,
99,
126,
161,
133,
99,
52,
13,
9,
7,
0,
0,
0,
0,
3,
8,
23,
33,
30,
45,
84,
174,
187,
197,
122,
154,
249,
567,
877,
326,
256,
208,
79,
44,
8,
3,
2,
1,
1,
1,
10,
28,
60,
87,
155,
177,
236,
172,
131,
181,
179,
224,
192,
185,
115,
203,
91,
32,
6,
2,
2,
0,
1,
0,
8,
38,
113,
202,
503,
512,
218,
82,
52,
29,
30,
15,
23,
58,
24,
13,
12,
0,
1,
0,
0,
0,
1,
13,
14,
43,
36,
35,
76,
154,
157,
153,
108,
91,
138,
61,
65,
58,
21,
1,
5,
1,
0,
1,
0,
0,
3,
12,
19,
37,
20,
51,
40,
99,
138,
32,
50,
57,
77,
69,
60,
40,
56,
55,
23,
2,
14,
1,
0,
0,
4,
11,
26,
44,
36,
97,
108,
188,
158,
115,
144,
76,
101,
94,
83,
40,
50,
30,
5,
1,
6,
0,
0,
0,
1,
14,
18,
37,
49,
21,
42,
77,
64,
60,
24,
43,
85,
67,
26,
35,
39,
66,
13,
7,
1,
4,
0,
4,
3,
3,
23,
46,
37,
43,
28,
154,
104,
104,
76,
131,
223,
503,
788,
288,
176,
163,
74,
39,
13,
4,
16,
1,
0,
0,
10,
21,
50,
97,
132,
131,
60,
182,
281,
290,
350,
357,
274,
240,
154,
268,
121,
54,
27,
7,
3,
1,
0,
2,
11,
36,
343,
495,
961,
1239,
1136,
1344,
1257,
1195,
713,
183,
131,
75,
79,
21,
11,
12,
0,
1,
0,
1,
2,
10,
31,
34,
31,
46,
59,
152,
206,
151,
91,
73,
127,
98,
41,
73,
20,
23,
7
] |
[
0,
0,
0,
3,
4,
2,
14,
25,
41,
27,
72,
66,
150,
206,
103,
74,
93,
89,
115,
105,
91,
63,
65,
12,
6,
2,
5,
0,
0,
9,
11,
21,
38,
32,
37,
76,
122,
133,
70,
66,
25,
19,
37,
30,
26,
21,
21,
13,
1,
3,
0,
4,
0,
9,
16,
19,
43,
22,
40,
45,
121,
128,
131,
74,
91,
124,
62,
88,
64,
47,
28,
17,
9,
0,
1,
3,
4,
1,
7,
17,
26,
57,
62,
124,
182,
188,
191,
133,
172,
231,
830,
1070,
362,
200,
187,
86
] |
[
"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: -94.74%",
"予測される変化率: [カラム_0] 予測される変化率: 2766.67%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.86倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 38個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の5番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -94.74%",
"Forecasted change rate: [column_0] Forecasted change rate: 2766.67%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.86 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 38",
"First turning point: [column_0] First turning point: at data point 5 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 36 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 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 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 84."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
25,
14,
14,
2,
2,
2,
0,
17,
33,
69,
88,
164,
250,
329,
276,
425,
443,
612,
912,
908,
202,
176,
471,
106,
69,
24,
8,
0,
0,
2,
1,
9,
17,
29,
92,
174,
230,
262,
228,
125,
43,
81,
57,
37,
19,
12,
13,
3,
1,
0,
0,
0,
0,
1,
9,
18,
36,
26,
53,
58,
133,
175,
53,
51,
57,
63,
40,
48,
22,
14,
9,
1,
0,
0,
0,
0,
2,
3,
9,
22,
31,
31,
47,
27,
124,
135,
71,
77,
74,
130,
132,
101,
72,
130,
35,
14,
4,
0,
0,
1,
0,
2,
9,
22,
48,
29,
60,
72,
92,
92,
38,
15,
20,
18,
24,
12,
29,
17,
48,
15,
2,
0,
0,
1,
1,
3,
7,
18,
35,
25,
22,
28,
96,
64,
51,
76,
35,
63,
45,
44,
35,
31,
11,
11,
1,
0,
0,
0,
4,
0,
8,
11,
26,
38,
42,
70,
99,
199,
146,
81,
86,
74,
149,
191,
163,
131,
89,
39,
17,
11,
0,
0,
6,
0,
4,
15,
22,
25,
93,
172,
271,
343,
348,
330,
255,
252,
246,
287,
261,
202,
204,
137,
54,
6,
10,
0,
1,
4,
2,
20,
73,
431,
515,
932,
1283,
1228,
1216,
1133,
998,
517,
98,
116,
73,
82,
30,
4,
8,
0,
3,
0,
0,
4,
12,
22,
29,
49,
60,
136,
189,
232,
156,
136,
167,
87,
67,
69,
20,
24,
15,
2,
1,
5,
3,
0,
1,
3,
11,
8,
10,
16,
6,
4,
12,
8,
31,
44,
37,
70,
94,
95,
56,
16,
30,
10,
5,
1,
2,
0,
0,
3,
8,
19,
32,
39,
16,
49,
58,
18,
11,
11,
21,
50,
12,
28,
7,
24,
25,
4,
0,
0,
0,
0,
2,
0,
4,
9,
24,
12,
21,
46,
79,
75,
65,
28,
38,
58,
63,
93,
36,
21,
7,
44,
4,
3,
0,
1,
0,
2,
8,
25,
34,
19,
43,
78,
128,
134,
130,
121,
92,
126,
154,
166,
131,
105,
53,
53,
19,
4,
4,
3,
1,
1,
2,
18,
31,
43,
61,
110,
156,
180,
253,
226,
266,
233,
348,
178,
94,
161,
160,
176,
51,
20,
2,
0,
3,
2,
0,
13,
52,
109,
181,
236,
546,
787,
483,
398,
151,
97,
86,
50,
47,
31,
14,
2,
3,
1,
0,
0,
1,
3,
3,
11,
43,
29,
41,
52,
70,
78,
62,
52,
71,
88,
65,
32,
14,
19,
22,
3,
1,
2,
0,
0,
1,
0,
11,
27,
41,
31,
76,
84,
184,
135,
87,
98,
57,
99,
101,
74,
55,
38,
56,
4,
0,
0,
3,
0,
0,
0,
9,
25,
35,
23,
80,
26,
70,
38,
24,
22,
28,
41,
81,
38,
39,
22,
14,
4,
0,
2,
1,
0,
0,
0,
13,
19,
30,
31,
52,
39,
155,
144,
86,
99,
29,
38,
41,
20,
6,
10,
29,
7,
18,
0,
0,
0,
0,
0,
6,
31,
41,
60,
33,
71,
154,
103,
34,
92,
65,
97,
192,
206,
88,
75,
102,
58,
19,
5,
4,
4,
4,
2,
3,
12
] |
[
35,
60,
72,
181,
225,
278,
207,
201,
87,
176,
183,
255,
202,
95,
107,
61,
47,
10,
16,
2,
0,
0,
0,
25,
109,
438,
613,
899,
1229,
1320,
1092,
1028,
1129,
611,
174,
102,
95,
34,
52,
10,
3,
1,
0,
5,
0,
0,
9,
25,
54,
21,
158,
74,
164,
101,
65,
89,
53,
73,
57,
31,
54,
26,
7,
5,
2,
1,
2,
0,
1,
9,
14,
32,
57,
42,
49,
54,
98,
82,
40,
31,
16,
24,
11,
16,
14,
10,
5,
12,
2,
0,
3,
0,
8,
0,
16,
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: -52.00%",
"予測される変化率: [カラム_0] 予測される変化率: 5.71%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の2.08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6番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -52.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 5.71%",
"Volatility: [column_0] Volatility: high (standard deviation is 2.08 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 6 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 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 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 84."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
35,
31,
22,
43,
53,
43,
42,
38,
25,
50,
26,
16,
39,
30,
14,
3,
1,
8,
0,
2,
1,
3,
6,
17,
33,
18,
81,
68,
68,
119,
86,
61,
47,
31,
55,
30,
33,
25,
23,
5,
0,
4,
0,
1,
1,
1,
8,
35,
53,
13,
25,
58,
136,
94,
67,
55,
50,
111,
92,
109,
119,
89,
66,
59,
49,
2,
4,
0,
5,
0,
7,
12,
45,
39,
86,
116,
201,
245,
210,
294,
270,
259,
402,
307,
165,
271,
237,
126,
50,
26,
4,
4,
2,
1,
4,
20,
83,
244,
529,
921,
1171,
1267,
1301,
1218,
785,
659,
229,
163,
118,
70,
28,
3,
0,
5,
0,
3,
0,
0,
10,
36,
49,
60,
60,
114,
188,
279,
136,
148,
110,
119,
78,
53,
40,
16,
10,
2,
4,
1,
0,
0,
0,
0,
16,
42,
45,
30,
36,
37,
92,
68,
84,
34,
21,
44,
21,
6,
11,
36,
12,
6,
0,
0,
0,
0,
0,
1,
4,
10,
24,
21,
12,
16,
30,
13,
28,
16,
38,
25,
31,
60,
29,
43,
18,
4,
4,
1,
0,
0,
0,
1,
8,
27,
39,
35,
35,
79,
95,
123,
90,
77,
62,
94,
54,
39,
24,
37,
29,
9,
6,
2,
0,
0,
0,
1,
13,
36,
36,
36,
41,
149,
156,
159,
100,
114,
85,
105,
175,
148,
132,
10,
21,
17,
34,
19,
1,
5,
0,
0,
2,
7,
9,
27,
14,
42,
81,
77,
100,
119,
67,
93,
71,
148,
125,
105,
117,
35,
26,
7,
6,
1,
0,
1,
0,
10,
22,
47,
87,
193,
265,
377,
381,
347,
103,
115,
66,
19,
25,
27,
13,
10,
15,
5,
6,
2,
0,
2,
9,
29,
54,
37,
60,
54,
64,
101,
41,
23,
34,
64,
40,
5,
11,
18,
7,
4,
1,
6,
4,
0,
0,
2,
23,
23,
44,
35,
76,
76,
141,
186,
81,
72,
67,
91,
127,
69,
50,
59,
18,
9,
6,
1,
3,
0,
2,
1,
12,
33,
60,
80,
83,
117,
170,
138,
102,
59,
56,
74,
93,
64,
25,
68,
29,
13,
10,
0,
1,
0,
0,
3,
14,
30,
31,
38,
47,
63,
167,
122,
110,
47,
39,
87,
47,
45,
35,
29,
13,
4,
8,
2,
2,
0,
0,
2,
11,
15,
39,
19,
44,
48,
158,
195,
55,
44,
36,
72,
107,
117,
101,
94,
91,
35,
27,
4,
6,
8,
2,
0,
6,
13,
17,
35,
69,
161,
165,
223,
227,
330,
262,
276,
324,
244,
216,
173,
126,
62,
30,
10,
2,
2,
0,
1,
1,
9,
79,
143,
351,
531,
705,
647,
804,
802,
661,
260,
137,
82,
71,
27,
19,
11,
15,
1,
0,
0,
0,
6,
9,
33,
41,
37,
75,
48,
99,
127,
82,
57,
63,
75,
79,
38,
45,
43,
21,
10,
2,
1,
2,
0,
0,
1,
12,
37,
45,
51,
75,
102,
241,
211,
154,
127,
65,
67,
59,
83,
50,
47,
30,
10,
6,
6,
0,
0,
0,
5,
13,
33,
30,
65,
21,
78,
138,
42,
33,
48
] |
[
39,
77,
89,
61,
22,
19,
22,
12,
0,
1,
0,
0,
0,
1,
11,
27,
33,
26,
15,
26,
78,
75,
67,
21,
38,
44,
45,
24,
25,
44,
9,
6,
1,
0,
0,
4,
0,
7,
10,
24,
41,
26,
23,
48,
88,
107,
58,
66,
39,
90,
66,
99,
77,
28,
38,
16,
4,
6,
0,
0,
2,
0,
4,
7,
29,
20,
51,
107,
165,
102,
174,
139,
144,
104,
47,
131,
151,
105,
65,
17,
6,
0,
2,
6,
0,
2,
4,
36,
60,
164,
265,
521,
829,
754,
936,
690
] |
[
"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: 37.14%",
"予測される変化率: [カラム_0] 予測される変化率: 1669.23%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.98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: 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1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 37.14%",
"Forecasted change rate: [column_0] Forecasted change rate: 1669.23%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.98 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 45",
"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 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 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 84."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
320,
133,
103,
66,
56,
57,
48,
6,
6,
6,
3,
0,
0,
8,
7,
32,
40,
36,
65,
83,
142,
183,
142,
90,
83,
93,
100,
52,
42,
25,
9,
7,
7,
4,
0,
5,
3,
2,
6,
15,
27,
26,
42,
83,
123,
152,
84,
78,
66,
75,
113,
86,
54,
56,
54,
8,
1,
0,
2,
0,
5,
8,
4,
30,
54,
24,
33,
84,
141,
137,
98,
86,
94,
74,
99,
60,
56,
35,
28,
16,
7,
3,
3,
0,
0,
7,
11,
32,
49,
35,
59,
107,
244,
189,
156,
119,
113,
122,
81,
64,
19,
76,
11,
1,
18,
1,
0,
0,
0,
3,
17,
35,
45,
57,
79,
108,
195,
248,
236,
223,
136,
173,
172,
197,
127,
93,
116,
28
] |
[
19,
1,
5,
7,
2,
1,
2,
17,
29,
57,
65,
107,
124,
150,
144,
204,
134,
99,
103,
106,
161,
91,
92,
36,
5,
1,
0,
3,
0,
0,
6,
19,
73,
162,
517,
920,
1136,
1604,
1639,
1771,
1413,
860,
278,
146,
137,
70,
48,
15,
2,
1,
3,
0,
0,
6,
8,
31,
41,
35,
68,
118,
60,
4,
15,
59,
85,
70,
56,
87,
48,
42,
24,
6,
3,
2,
2,
2,
0,
3,
26,
42,
44,
45,
42,
63,
120,
127,
107,
72,
50,
82,
204,
76,
108,
72,
28,
12
] |
[
"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: -91.25%",
"予測される変化率: [カラム_0] 予測される変化率: -36.84%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の2.33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: 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: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -91.25%",
"Forecasted change rate: [column_0] Forecasted change rate: -36.84%",
"Volatility: [column_0] Volatility: high (standard deviation is 2.33 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 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 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 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 64."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
2,
0,
1,
0,
0,
4,
10,
20,
41,
31,
55,
137,
223,
179,
220,
116,
62,
77,
90,
63,
34,
34,
20,
8,
1,
0,
0,
0,
0,
7,
9,
26,
33,
53,
49,
112,
199,
178,
190,
157,
147,
118,
104,
97,
35,
50,
21,
11,
2,
1,
1,
0,
5,
2,
10,
45,
57,
57,
97,
157,
332,
326,
265,
238,
188,
175,
173,
165,
100,
58,
100,
39,
15,
15,
1,
4,
1,
0,
8,
24,
30,
86,
122,
192,
255,
299,
331,
368,
279,
249,
306,
240,
257,
280,
129,
98,
31,
11,
1,
0,
0,
0,
3,
17,
69,
178,
770,
469,
1078,
1903,
721,
1670,
1570,
778,
456,
492,
71,
133,
100,
8,
16,
5,
3,
1,
4,
2,
17,
57,
18,
39,
72,
25,
93,
130,
54,
92,
149,
49,
126,
172,
93,
72,
3,
57,
21,
0,
2,
11,
3,
52,
29,
23,
25,
82,
23,
61,
154,
222,
124,
126,
304,
28,
135,
202,
15,
72,
77,
0,
1,
7,
0,
0,
11,
0,
8,
85,
1,
48,
60,
211,
74,
13,
37,
49,
19,
19,
93,
10,
6,
19,
5,
2,
6,
1,
2,
2,
0,
2,
17,
18,
49,
33,
40,
65,
225,
58,
115,
148,
32,
86,
284,
31,
50,
39,
7,
1,
9,
0,
5,
0,
4,
2,
24,
15,
64,
105,
26,
77,
495,
16,
89,
125,
29,
89,
223,
27,
102,
161,
25,
36,
29,
1,
5,
5,
3,
4,
12,
3,
58,
193,
41,
236,
658,
51,
461,
801,
27,
352,
486,
11,
158,
218,
1,
81,
23,
0,
11,
14,
0,
3,
26,
0,
65,
778,
11,
858,
1851,
737,
1580,
2238,
762,
613,
349,
216,
229,
122,
36,
15,
6,
1,
4,
1,
2,
3,
15,
36,
39,
51,
96,
111,
150,
375,
81,
82,
14,
49,
121,
111,
98,
110,
19,
28,
23,
7,
2,
7,
3,
10,
6,
35,
42,
73,
47,
51,
109,
112,
27,
73,
72,
40,
3,
7,
7,
20,
21,
17,
6,
1,
2,
0,
1,
3,
5,
33,
53,
88,
2,
21,
20,
77,
48,
5,
17,
66,
26,
43,
73,
10,
23,
3,
3,
0,
1,
0,
0,
12,
8,
25,
53,
42,
50,
112,
58,
144,
164,
26,
76,
160,
21,
91,
158,
10,
41,
15,
3,
4,
5,
0,
2,
14,
1,
20,
12,
4,
1,
23,
0,
3,
29,
4,
40,
9,
19,
24,
6,
8,
6,
7,
0,
0,
3,
0,
0,
6,
0,
1,
18,
0,
29,
134,
13,
120,
192,
49,
136,
231,
3,
70,
138,
30,
55,
80,
0,
9,
8,
1,
6,
3,
3,
4,
48,
174,
155,
315,
307,
276,
481,
545,
280,
320,
185,
93,
93,
36,
22,
15,
20,
3,
0,
1,
4,
2,
11,
15,
49,
52,
30,
73,
182,
125,
109,
73,
33,
47,
26,
25,
21,
17,
2,
7,
3,
1,
2,
3,
4,
4,
17,
21,
43,
61,
30,
128,
272,
89,
169,
213,
50,
102,
182,
54,
63,
73,
29,
12,
1,
0,
2,
2,
0,
1,
32,
12
] |
[
55,
113,
60,
148,
359,
129,
105,
174,
34,
133,
129,
174,
3,
49,
44,
3,
2,
7,
0,
0,
2,
0,
13,
72,
6,
53,
123,
8,
201,
302,
5,
114,
210,
15,
120,
206,
149,
133,
67,
18,
9,
6,
2,
0,
0,
1,
20,
46,
71,
59,
71,
66,
132,
193,
113,
69,
137,
149,
149,
322,
175,
249,
150,
25,
2,
3,
4,
0,
0,
1,
2,
7,
1,
12,
19,
8,
62,
92,
80,
132,
206,
140,
172,
184,
51,
88,
110,
32,
9,
14,
1,
4,
4,
0,
6,
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: 500.00%",
"予測される変化率: [カラム_0] 予測される変化率: -69.09%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の2.19倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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: 500.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -69.09%",
"Volatility: [column_0] Volatility: high (standard deviation is 2.19 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 88 でのデータには高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 88.",
"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 |
[
96,
489,
1284,
584,
1098,
1793,
783,
1142,
952,
452,
137,
168,
18,
26,
19,
0,
3,
3,
1,
0,
0,
5,
14,
55,
27,
56,
97,
77,
248,
395,
51,
113,
131,
51,
114,
131,
26,
37,
50,
12,
6,
2,
0,
1,
4,
2,
13,
49,
13,
26,
137,
21,
163,
275,
26,
58,
135,
31,
133,
109,
2,
15,
44,
1,
1,
2,
0,
0,
3,
1,
17,
54,
9,
62,
132,
12,
167,
345,
19,
62,
137,
12,
126,
142,
14,
18,
19,
0,
1,
8,
0,
1,
10,
1,
15,
75,
27,
58,
141,
3,
166,
387,
8,
128,
139,
50,
115,
173,
65,
86,
44,
12,
4,
4,
9,
1,
3,
1,
11,
34,
49,
33,
55,
105,
116,
144,
101,
72,
144,
162,
149,
341,
265,
394,
14,
80,
41,
0,
1,
5,
0,
2,
4,
0,
114,
201,
22,
80,
76,
1,
0,
7,
0,
3,
40,
0,
20,
108,
0,
5,
4,
1,
2,
4,
0,
0,
1,
3,
9,
13,
53,
42,
78,
201,
251,
220,
194,
84,
64,
20,
42,
13,
5,
6,
1,
1,
1,
0,
0,
0,
5,
17,
42,
35,
55,
128,
150,
181,
164,
137,
140,
128,
106,
107,
98,
47,
34,
19,
3,
6,
4,
0,
1,
0,
7,
12,
98,
67,
33,
38,
57,
140,
139,
71,
114,
93,
203,
113,
22,
18,
11,
10,
5,
1,
3,
0,
3,
2,
17,
22,
43,
70,
47,
72,
137,
99,
103,
110,
63,
52,
47,
57,
27,
18,
19,
1,
0,
0,
0,
0,
0,
0,
11,
27,
46,
118,
89,
82,
131,
111,
96,
101,
60,
126,
272,
60,
62,
27,
7,
4,
6,
6,
1,
0,
7,
1,
12,
29,
43,
38,
97,
110,
220,
210,
157,
98,
177,
175,
151,
186,
132,
103,
75,
32,
26,
3,
1,
1,
0,
7,
4,
10,
45,
84,
100,
164,
235,
322,
295,
378,
310,
339,
356,
345,
371,
394,
327,
73,
13,
0,
7,
1,
0,
0,
3,
13,
68,
167,
345,
599,
606,
601,
738,
737,
553,
223,
164,
95,
144,
104,
16,
8,
0,
2,
2,
1,
0,
5,
20,
30,
38,
45,
71,
81,
170,
178,
112,
102,
74,
90,
95,
139,
77,
59,
37,
15,
3,
2,
0,
0,
0,
3,
33,
30,
67,
35,
55,
75,
193,
165,
91,
74,
69,
78,
154,
200,
201,
208,
127,
15,
9,
3,
3,
0,
0,
3,
24,
32,
39,
49,
95,
97,
154,
163,
90,
89,
59,
83,
79,
83,
85,
61,
54,
22,
2,
1,
1,
0,
1,
7,
28,
63,
71,
69,
108,
135,
170,
188,
123,
95,
74,
132,
108,
179,
167,
124,
87,
13,
3,
2,
0,
0,
0,
13,
24,
37,
63,
54,
79,
77,
109,
135,
89,
140,
100,
95,
93,
66,
168,
174,
138,
29,
10,
0,
7,
0,
4,
2,
85,
358,
125,
0,
13,
29,
69,
48,
3,
9,
4,
7,
69,
26,
2,
26,
91,
30,
15,
10,
4,
3,
1,
5,
6,
23,
99,
166,
367,
629,
770,
825,
767,
1068
] |
[
542,
297,
114,
109,
95,
18,
20,
2,
0,
1,
0,
1,
0,
2,
28,
84,
53,
45,
67,
106,
139,
186,
69,
68,
58,
88,
56,
51,
57,
31,
12,
5,
6,
2,
0,
0,
0,
5,
16,
29,
38,
53,
46,
60,
213,
186,
137,
151,
113,
111,
193,
137,
107,
80,
77,
37,
4,
2,
4,
0,
4,
5,
19,
61,
45,
93,
88,
129,
323,
252,
159,
111,
87,
142,
79,
134,
132,
118,
64,
18,
6,
3,
1,
0,
0,
3,
15,
30,
55,
51,
37,
21,
17,
44,
39,
38
] |
[
"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: 1012.50%",
"予測される変化率: [カラム_0] 予測される変化率: -92.99%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.79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6番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 1012.50%",
"Forecasted change rate: [column_0] Forecasted change rate: -92.99%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.79 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 6 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 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 |
[
38,
64,
64,
49,
38,
34,
37,
19,
21,
4,
0,
5,
0,
5,
26,
44,
99,
76,
187,
149,
265,
319,
284,
237,
246,
209,
234,
247,
96,
119,
88,
105,
22,
2,
2,
0,
0,
8,
6,
11,
44,
48,
166,
223,
253,
350,
358,
424,
362,
284,
396,
313,
241,
229,
148,
93,
23,
9,
5,
1,
0,
0,
8,
13,
83,
258,
412,
641,
886,
1044,
1211,
1066,
1014,
647,
269,
171,
152,
95,
72,
38,
17,
2,
0,
0,
2,
0,
43,
45,
51,
56,
54,
80,
152,
125,
44,
57,
69,
71,
114,
125,
236,
138,
63,
36,
8,
0,
2,
5,
2,
19,
38,
34,
65,
50,
50,
53,
117,
115,
69,
63,
43,
87,
159,
236,
270,
286,
111,
32,
12,
2,
2,
0,
0,
10,
26,
46,
49,
64,
70,
84,
105,
116,
58,
55,
66,
71,
140,
152,
39,
30,
9,
2,
0,
0,
0,
0,
0,
0,
5,
13,
30,
27,
25,
16,
10,
168,
86,
67,
21,
42,
80,
75,
54,
79,
119,
26,
5,
4,
1,
0,
0,
9,
43,
36,
70,
55,
63,
87,
134,
170,
25,
119,
147,
132,
82,
122,
33,
44,
57,
58,
12,
11,
7,
0,
1,
0,
16,
19,
14,
42,
68,
81,
43,
47,
35,
38,
49,
41,
26,
13,
17,
40,
46,
10,
2,
1,
0,
0,
0,
3,
0,
10,
20,
30,
37,
60,
43,
93,
100,
104,
170,
174,
81,
67,
43,
49,
36,
4,
1,
5,
0,
0,
0,
9,
10,
47,
42,
57,
67,
116,
154,
154,
106,
94,
107,
101,
108,
138,
101,
37,
11,
8,
1,
4,
1,
0,
1,
7,
33,
37,
58,
83,
101,
95,
218,
251,
149,
169,
99,
141,
228,
176,
169,
142,
115,
26,
3,
2,
5,
1,
4,
6,
24,
33,
51,
50,
87,
61,
143,
130,
122,
16,
18,
66,
185,
213,
159,
72,
55,
111,
15,
0,
4,
1,
0,
23,
20,
32,
30,
15,
2,
53,
135,
164,
152,
18,
95,
124,
159,
208,
118,
141,
56,
12,
16,
6,
1,
0,
0,
8,
20,
21,
50,
56,
58,
161,
151,
108,
148,
100,
136,
225,
424,
525,
339,
291,
267,
429,
124,
44,
2,
1,
5,
9,
10,
11,
36,
43,
67,
117,
171,
182,
201,
222,
203,
190,
372,
481,
765,
606,
505,
291,
97,
33,
3,
5,
0,
34,
39,
64,
353,
1469,
926,
794,
800,
781,
867,
973,
775,
411,
260,
351,
344,
182,
120,
16,
18,
8,
2,
0,
0,
3,
14,
35,
61,
51,
38,
60,
106,
132,
62,
62,
56,
85,
187,
129,
167,
143,
85,
26,
5,
2,
0,
0,
4,
1,
29,
38,
44,
54,
38,
45,
157,
113,
26,
106,
91,
111,
161,
153,
182,
188,
102,
22,
3,
0,
0,
0,
0,
0,
20,
19,
26,
52,
56,
62,
17,
40,
46,
44,
74,
40,
14,
39,
24,
50,
15,
4,
5,
1,
3,
0,
0,
0,
12,
37,
36,
49,
75,
79,
160,
165,
144,
151,
111,
105,
147,
106,
81,
89,
34,
4
] |
[
2,
4,
5,
0,
0,
0,
11,
24,
38,
27,
39,
93,
166,
223,
123,
197,
285,
245,
328,
318,
348,
183,
224,
246,
30,
8,
7,
7,
1,
0,
12,
21,
19,
40,
58,
98,
190,
215,
241,
254,
295,
530,
714,
616,
283,
164,
217,
399,
45,
22,
3,
2,
0,
1,
1,
14,
65,
522,
930,
1243,
843,
832,
768,
726,
159,
169,
90,
137,
84,
93,
48,
22,
9,
1,
3,
1,
0,
1,
20,
17,
46,
57,
110,
88,
216,
236,
235,
186,
99,
113,
174,
206,
208,
153,
78,
21
] |
[
"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: -89.47%",
"予測される変化率: [カラム_0] 予測される変化率: 950.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.61倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 37個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -89.47%",
"Forecasted change rate: [column_0] Forecasted change rate: 950.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.61 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 37",
"First turning point: [column_0] First turning point: at data point 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 76 でのデータには高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 76.",
"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 |
[
8,
0,
1,
0,
2,
8,
20,
54,
56,
26,
52,
99,
235,
197,
164,
101,
284,
462,
754,
550,
629,
604,
183,
53,
11,
4,
5,
0,
3,
5,
21,
43,
41,
52,
49,
89,
164,
167,
136,
113,
102,
168,
119,
97,
91,
55,
54,
62,
6,
0,
2,
0,
0,
5,
25,
32,
33,
40,
55,
163,
278,
254,
148,
188,
163,
114,
224,
251,
140,
154,
98,
31,
4,
3,
1,
2,
0,
5,
13,
27,
70,
33,
55,
164,
258,
275,
165,
154,
225,
203,
183,
332,
222,
315,
181,
122,
100,
30,
2,
3,
2,
1,
7,
8,
1,
4,
31,
69,
114,
52,
110,
130,
189,
222,
284,
393,
361,
223,
142,
95,
68,
22,
7,
11,
9,
0,
2,
15,
87,
237,
356,
587,
307,
177,
263,
191,
34,
45,
37,
18,
19,
5,
4,
4,
0,
0,
0,
0,
0,
0,
3,
16,
44,
22,
19,
50,
125,
138,
110,
92,
119,
130,
125,
70,
47,
19,
29,
12,
4,
0,
0,
0,
3,
1,
20,
39,
45,
48,
63,
28,
126,
137,
92,
154,
115,
171,
166,
147,
99,
83,
58,
27,
3,
5,
6,
0,
0,
0,
14,
27,
44,
60,
101,
121,
329,
326,
261,
231,
178,
154,
205,
178,
177,
101,
31,
170,
9,
3,
2,
0,
0,
0,
12,
39,
51,
34,
74,
85,
105,
213,
202,
192,
218,
183,
208,
113,
175,
114,
140,
34,
18,
6,
0,
1,
1,
3,
15,
21,
90,
67,
75,
108,
168,
221,
286,
282,
239,
281,
549,
604,
702,
571,
200,
78,
7,
5,
13,
0,
2,
5,
4,
9,
17,
19,
144,
189,
228,
629,
310,
385,
475,
386,
228,
336,
221,
183,
86,
55,
26,
0,
0,
0,
1,
2,
6,
12,
27,
36,
46,
132,
165,
74,
162,
235,
194,
267,
148,
98,
74,
24,
24,
16,
6,
0,
3,
0,
8,
2,
6,
11,
26,
15,
36,
65,
159,
171,
222,
277,
254,
216,
204,
148,
101,
70,
22,
10,
7,
3,
3,
0,
5,
0,
4,
26,
37,
92,
144,
326,
489,
506,
691,
736,
540,
355,
424,
391,
366,
307,
130,
57,
18,
19,
6,
0,
3,
7,
14,
27,
33,
58,
84,
160,
189,
487,
447,
379,
402,
263,
309,
215,
221,
171,
94,
25,
6,
5,
0,
0,
0,
2,
1,
23,
41,
52,
146,
229,
360,
472,
495,
417,
377,
252,
336,
313,
286,
323,
185,
42,
34,
3,
2,
0,
7,
3,
12,
34,
47,
47,
56,
111,
157,
68,
110,
88,
158,
338,
339,
1102,
3424,
3796,
4203,
4218,
2767,
696,
264,
161,
22,
30,
23,
13,
14,
69,
80,
183,
296,
307,
408,
413,
366,
327,
193,
176,
237,
152,
67,
90,
13,
8,
1,
9,
1,
0,
8,
36,
46,
41,
73,
284,
333,
556,
574,
670,
556,
595,
383,
223,
218,
91,
61,
13,
21,
7,
4,
4,
6,
0,
4,
5,
28,
44,
73,
246,
384,
487,
501,
444,
466,
394,
247,
200,
114,
69,
12,
21,
10,
1,
1,
0,
0,
0,
18,
47
] |
[
82,
137,
123,
166,
271,
325,
334,
302,
331,
269,
204,
187,
136,
130,
118,
19,
7,
1,
1,
0,
0,
0,
14,
29,
66,
80,
117,
195,
329,
348,
261,
208,
173,
191,
196,
125,
146,
67,
41,
23,
2,
2,
0,
2,
0,
2,
8,
25,
27,
79,
137,
203,
275,
282,
308,
220,
170,
166,
106,
228,
389,
300,
154,
67,
24,
0,
3,
0,
1,
4,
17,
20,
35,
41,
95,
71,
175,
163,
86,
106,
76,
78,
97,
173,
394,
562,
362,
193,
54,
18,
6,
2,
2,
0,
9,
24
] |
[
"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: 487.50%",
"予測される変化率: [カラム_0] 予測される変化率: -70.73%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の2.27倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 27個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 487.50%",
"Forecasted change rate: [column_0] Forecasted change rate: -70.73%",
"Volatility: [column_0] Volatility: high (standard deviation is 2.27 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 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 92 でのデータには高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 92.",
"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 |
[
62,
116,
130,
175,
254,
285,
389,
396,
303,
296,
208,
189,
58,
65,
109,
95,
33,
9,
0,
0,
4,
1,
4,
6,
90,
236,
469,
804,
1070,
1094,
1029,
996,
755,
450,
161,
148,
216,
134,
44,
13,
5,
8,
0,
0,
0,
1,
10,
33,
43,
33,
48,
55,
185,
78,
137,
173,
26,
24,
70,
35,
40,
50,
27,
11,
7,
6,
0,
0,
0,
0,
10,
16,
28,
64,
81,
101,
180,
125,
85,
51,
82,
44,
29,
24,
42,
80,
5,
1,
10,
0,
3,
0,
3,
1,
4,
11,
29,
22,
63,
69,
199,
176,
132,
95,
33,
105,
131,
106,
166,
92,
55,
11,
0,
8,
10,
5,
0,
2,
9,
38,
38,
21,
29,
26,
19,
20,
28,
44,
31,
34,
23,
11,
7,
30,
39,
13,
16,
4,
0,
1,
2,
2,
12,
20,
41,
11,
6,
4,
37,
91,
99,
141,
108,
159,
115,
215,
377,
376,
221,
112,
39,
6,
0,
12,
3,
7,
3,
19,
30,
45,
86,
193,
268,
327,
329,
315,
195,
206,
314,
504,
506,
652,
409,
190,
75,
32,
4,
8,
6,
0,
3,
33,
75,
203,
471,
854,
1038,
1001,
1000,
1024,
810,
596,
305,
212,
154,
147,
45,
18,
5,
1,
0,
0,
0,
0,
22,
49,
53,
44,
58,
135,
223,
244,
115,
96,
94,
70,
70,
100,
80,
27,
25,
7,
3,
2,
1,
0,
0,
0,
13,
41,
50,
31,
49,
94,
187,
223,
159,
151,
151,
79,
120,
119,
140,
94,
50,
10,
3,
2,
0,
0,
0,
1,
13,
65,
76,
57,
62,
173,
258,
213,
180,
149,
101,
172,
177,
163,
142,
113,
48,
14,
4,
1,
0,
7,
0,
3,
26,
52,
102,
73,
92,
208,
292,
271,
254,
181,
125,
156,
195,
227,
318,
241,
135,
40,
20,
19,
5,
0,
0,
3,
13,
59,
104,
113,
141,
173,
249,
230,
210,
268,
262,
291,
265,
315,
346,
267,
152,
85,
29,
11,
10,
0,
2,
4,
45,
193,
55,
96,
114,
168,
274,
287,
257,
366,
321,
402,
452,
464,
501,
783,
497,
225,
63,
89,
8,
1,
6,
1,
3,
15,
98,
414,
462,
788,
1398,
1922,
2053,
1831,
1171,
620,
356,
337,
386,
384,
126,
28,
7,
5,
1,
5,
0,
3,
4,
5,
31,
22,
65,
84,
183,
174,
110,
192,
114,
152,
163,
138,
153,
91,
51,
2,
2,
0,
0,
2,
2,
2,
6,
40,
59,
56,
106,
131,
198,
204,
147,
120,
94,
143,
182,
299,
292,
140,
58,
4,
4,
0,
3,
0,
3,
3,
7,
5,
26,
56,
96,
201,
420,
456,
617,
662,
605,
520,
365,
239,
200,
256,
75,
19,
2,
0,
0,
0,
0,
1,
18,
35,
47,
57,
94,
132,
229,
211,
196,
175,
201,
121,
148,
117,
136,
105,
27,
8,
11,
1,
0,
6,
0,
3,
10,
49,
29,
53,
96,
210,
313,
332,
233,
185,
128,
149,
112,
167,
227,
185,
98,
15,
12,
3,
1,
0,
1,
2,
7,
8,
31,
66,
138,
205,
299,
235,
275,
349
] |
[
245,
217,
361,
394,
576,
524,
473,
147,
49,
27,
0,
0,
2,
0,
3,
26,
76,
294,
338,
544,
456,
399,
269,
152,
44,
45,
110,
129,
219,
238,
115,
27,
12,
2,
0,
1,
2,
0,
20,
46,
67,
96,
105,
73,
111,
154,
127,
93,
88,
105,
120,
137,
196,
207,
96,
24,
8,
6,
1,
0,
0,
4,
29,
66,
100,
38,
57,
35,
97,
80,
67,
54,
76,
76,
117,
130,
171,
137,
25,
15,
13,
4,
4,
2,
3,
16,
35,
87,
136,
61,
129,
159,
284,
235,
167,
261
] |
[
"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: 462.90%",
"予測される変化率: [カラム_0] 予測される変化率: 6.53%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.61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: 462.90%",
"Forecasted change rate: [column_0] Forecasted change rate: 6.53%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.61 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 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 36 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 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 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 84."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
133,
136,
122,
122,
204,
182,
137,
29,
14,
8,
2,
1,
3,
3,
35,
65,
147,
93,
119,
153,
226,
417,
351,
296,
204,
221,
274,
158,
155,
112,
45,
38,
4,
6,
4,
8,
0,
9,
43,
75,
74,
140,
273,
339,
669,
583,
391,
410,
372,
326,
355,
150,
53,
67,
20,
15,
4,
11,
4,
0,
2,
1,
1,
9,
41,
52,
287,
545,
839,
986,
1113,
1193,
984,
690,
385,
272,
425,
161,
63,
20,
32,
23,
8,
4,
5,
8,
20,
49,
80,
238,
559,
1086,
1394,
1898,
1957,
1897,
1598,
1026,
999,
179,
137,
54,
35,
8,
11,
7,
3,
4,
5,
0,
26,
103,
113,
105,
230,
168,
196,
202,
169,
123,
102,
97,
104,
101,
48,
41,
9,
9,
1,
0,
2,
0,
0,
0,
14,
53,
50,
52,
31,
67,
179,
142,
130,
96,
112,
88,
134,
97,
68,
68,
14,
11,
10,
5,
5,
0,
3,
0,
9,
33,
65,
32,
66,
100,
141,
154,
129,
80,
70,
122,
143,
118,
78,
87,
71,
27,
7,
8,
3,
3,
0,
1,
25,
32,
47,
40,
66,
54,
164,
137,
107,
68,
83,
118,
106,
171,
160,
37,
57,
15,
9,
3,
0,
0,
0,
7,
16,
29,
40,
28,
41,
81,
70,
84,
68,
41,
16,
37,
32,
22,
56,
33,
44,
27,
2,
2,
3,
3,
1,
0,
5,
7,
32,
59,
53,
161,
172,
272,
426,
579,
1274,
1920,
1451,
1093,
710,
217,
187,
78,
23,
4,
0,
1,
6,
2,
8,
24
] |
[
132,
473,
635,
762,
966,
1086,
1041,
1038,
932,
651,
267,
177,
104,
69,
36,
20,
12,
1,
0,
0,
0,
2,
10,
38,
63,
36,
71,
122,
170,
219,
178,
140,
109,
130,
227,
304,
362,
337,
209,
70,
17,
0,
0,
7,
0,
2,
13,
33,
47,
33,
58,
76,
95,
111,
77,
64,
81,
84,
169,
152,
179,
153,
105,
49,
10,
4,
0,
0,
3,
5,
9,
29,
58,
79,
61,
75,
183,
114,
87,
53,
57,
86,
105,
139,
29,
16,
18,
20,
7,
2,
0,
1,
0,
2,
18,
44
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -81.95%",
"予測される変化率: [カラム_0] 予測される変化率: -66.67%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.89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6番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -81.95%",
"Forecasted change rate: [column_0] Forecasted change rate: -66.67%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.89 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 6 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 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 |
[
60,
35,
39,
59,
141,
110,
58,
59,
77,
71,
75,
168,
134,
85,
42,
42,
7,
0,
1,
0,
1,
1,
21,
36,
67,
44,
58,
94,
119,
101,
63,
106,
91,
127,
62,
166,
172,
173,
52,
29,
12,
0,
0,
1,
2,
12,
3,
9,
21,
69,
75,
251,
236,
237,
424,
262,
267,
367,
257,
362,
414,
357,
244,
112,
24,
14,
8,
2,
0,
5,
0,
20,
178,
442,
1076,
604,
519,
602,
633,
296,
233,
175,
87,
79,
106,
28,
9,
1,
4,
3,
1,
2,
0,
1,
11,
26,
45,
43,
26,
46,
96,
76,
59,
64,
52,
76,
55,
45,
15,
21,
7,
1,
3,
0,
3,
0,
2,
3,
22,
88,
55,
51,
36,
67,
164,
129,
155,
95,
76,
93,
78,
79,
93,
52,
55,
15,
5,
0,
3,
1,
2,
0,
15,
28,
50,
40,
40,
102,
196,
185,
157,
123,
101,
77,
141,
70,
81,
82,
48,
3,
11,
7,
3,
1,
0,
4,
19,
36,
53,
64,
68,
119,
203,
169,
121,
130,
79,
160,
194,
193,
86,
83,
55,
67,
9,
5,
0,
2,
3,
2,
8,
41,
66,
44,
55,
102,
203,
172,
148,
166,
138,
125,
174,
270,
319,
223,
115,
84,
60,
18,
7,
1,
3,
0,
10,
28,
33,
52,
94,
149,
292,
411,
468,
602,
805,
711,
723,
767,
464,
602,
84,
56,
20,
2,
4,
2,
5,
1,
2,
6,
15,
80,
53,
291,
612,
979,
1049,
1282,
1753,
1913,
1617,
921,
633,
461,
424,
29
] |
[
5,
6,
0,
0,
0,
1,
21,
42,
69,
58,
43,
67,
56,
46,
36,
35,
12,
46,
99,
40,
29,
34,
18,
10,
8,
4,
2,
0,
0,
0,
24,
38,
50,
34,
59,
42,
116,
137,
59,
52,
71,
143,
155,
100,
56,
70,
21,
5,
3,
1,
0,
0,
0,
7,
21,
35,
46,
31,
66,
73,
175,
157,
102,
81,
51,
78,
103,
210,
88,
70,
17,
12,
11,
2,
4,
1,
0,
3,
19,
31,
47,
46,
35,
42,
106,
106,
73,
100,
102,
89,
113,
179,
76,
49,
41,
38
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -51.67%",
"予測される変化率: [カラム_0] 予測される変化率: 660.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.91倍)",
"トレンド: [カラム_0] トレンドの継続: 上昇傾向の傾向が続く",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 32個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -51.67%",
"Forecasted change rate: [column_0] Forecasted change rate: 660.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.91 times the mean)",
"Trend: [column_0] Trend continuation: upward trend continues",
"Turning points: [column_0] Turning points in forecast period: 32",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 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 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 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 74."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
3,
1,
2,
1,
0,
0,
9,
47,
50,
45,
38,
56,
101,
130,
81,
59,
53,
83,
86,
136,
75,
61,
58,
20,
5,
10,
2,
0,
1,
0,
4,
19,
43,
110,
119,
295,
414,
600,
545,
642,
540,
483,
465,
498,
332,
190,
195,
83,
23,
30,
6,
2,
0,
0,
0,
24,
75,
428,
869,
1401,
1960,
1930,
3325,
2597,
1385,
827,
325,
248,
191,
138,
95,
12,
6,
0,
0,
0,
0,
0,
20,
40,
74,
56,
34,
125,
170,
261,
86,
91,
85,
77,
82,
116,
127,
80,
42,
19,
1,
0,
1,
0,
0,
1,
17,
29,
55,
51,
40,
77,
156,
104,
97,
71,
67,
104,
291,
201,
143,
127,
98,
24,
11,
6,
5,
0,
4,
2,
16,
29,
57,
38,
14,
48,
66,
111,
44,
65,
91,
35,
37,
44,
38,
24,
10,
6,
1,
1,
4,
0,
0,
3,
7,
13,
26,
18,
24,
82,
106,
65,
60,
111,
49,
80,
81,
112,
59,
42,
20,
12,
10,
2,
0,
3,
0,
0,
21,
51,
48,
47,
73,
88,
131,
118,
167,
130,
128,
164,
233,
387,
281,
255,
224,
71,
31,
10,
9,
2,
3,
1,
4,
11,
30,
73,
97,
159,
193,
277,
212,
254,
242,
294,
302,
541,
582,
473,
299,
181,
34,
15,
7,
2,
2,
0,
0,
21,
81,
285,
409,
611,
594,
784,
914,
121,
58,
19,
54,
142,
124,
147,
9,
25,
8,
2,
2,
0,
6,
3,
0,
6,
43,
81,
149,
308,
481,
553,
559,
645
] |
[
434,
253,
152,
98,
69,
27,
18,
11,
1,
1,
2,
0,
1,
0,
21,
47,
48,
50,
59,
93,
143,
193,
81,
94,
105,
101,
135,
118,
81,
54,
35,
6,
4,
2,
3,
0,
0,
3,
21,
30,
54,
35,
53,
145,
172,
210,
120,
108,
74,
106,
138,
99,
54,
73,
24,
12,
3,
1,
2,
0,
0,
3,
21,
36,
55,
36,
37,
38,
118,
124,
58,
63,
72,
126,
97,
184,
69,
48,
27,
11,
2,
3,
0,
0,
0,
1,
14,
34,
42,
67,
163,
93,
198,
108,
120,
133
] |
[
"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: 21400.00%",
"予測される変化率: [カラム_0] 予測される変化率: -69.35%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の2.28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: 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: 21400.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -69.35%",
"Volatility: [column_0] Volatility: high (standard deviation is 2.28 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 11 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 |
[
124,
96,
168,
277,
113,
144,
102,
65,
5,
5,
7,
4,
2,
2,
2,
42,
172,
463,
467,
406,
460,
462,
545,
484,
453,
326,
463,
590,
421,
371,
244,
109,
53,
3,
12,
1,
4,
2,
10,
10,
83,
403,
695,
1001,
1257,
1313,
1369,
1142,
1010,
659,
227,
185,
204,
129,
57,
13,
1,
0,
4,
2,
0,
1,
18,
30,
51,
36,
43,
105,
196,
164,
89,
92,
88,
92,
77,
84,
58,
53,
15,
3,
14,
0,
3,
0,
3,
2,
12,
32,
48,
52,
43,
64,
141,
164,
88,
90,
89,
137,
130,
131,
117,
104,
81,
12,
5,
1,
3,
0,
3,
1,
10,
24,
48,
44,
43,
110,
189,
199,
101,
102,
76,
130,
50,
347,
83,
56,
15,
5,
9,
2,
0,
0,
2,
4,
16,
25,
58,
44,
57,
45,
25,
19,
33,
24,
65,
67,
88,
88,
33,
25,
16,
6,
1,
3,
0,
0,
0,
1,
11,
10,
35,
20,
94,
49,
96,
111,
84,
81,
95,
109,
64,
136,
89,
68,
36,
38,
7,
2,
4,
1,
3,
0,
5,
2,
26,
56,
92,
192,
265,
282,
240,
225,
193,
194,
246,
288,
269,
118,
146,
114,
35,
2,
10,
9,
0,
1,
4,
0,
41,
365,
35,
737,
1380,
464,
822,
1301,
483,
358,
191,
135,
121,
101,
24,
14,
3,
4,
0,
0,
2,
1,
13,
181,
9,
41,
59,
131,
282,
272,
206,
139,
137,
124,
141,
107,
66,
58,
25,
13,
5,
1,
0,
0,
0,
2,
30,
19,
60,
44,
44,
106,
195,
214,
137,
161,
17,
111,
169,
180,
123,
93,
46,
22,
15,
0,
0,
1,
1,
4,
53,
38,
32,
37,
81,
163,
157,
100,
53,
35,
51,
105,
31,
71,
25,
11,
24,
12,
1,
0,
3,
0,
0,
13,
7,
28,
70,
11,
43,
241,
46,
196,
104,
106,
106,
63,
118,
118,
81,
14,
16,
18,
6,
5,
0,
0,
0,
7,
6,
29,
96,
13,
64,
92,
205,
231,
169,
159,
106,
115,
150,
197,
225,
32,
51,
25,
9,
13,
4,
0,
1,
1,
0,
6,
75,
1,
93,
252,
13,
210,
406,
141,
202,
307,
285,
327,
215,
31,
109,
95,
1,
1,
10,
0,
1,
0,
2,
19,
55,
378,
285,
591,
694,
628,
703,
548,
539,
405,
82,
67,
37,
27,
4,
3,
0,
0,
1,
0,
0,
1,
3,
26,
53,
29,
38,
119,
167,
117,
68,
61,
30,
79,
78,
44,
46,
20,
24,
15,
8,
1,
1,
0,
0,
0,
19,
38,
55,
60,
123,
115,
252,
287,
158,
112,
97,
102,
192,
153,
92,
93,
50,
13,
6,
4,
4,
0,
2,
0,
18,
48,
71,
47,
65,
110,
159,
184,
108,
87,
85,
150,
154,
171,
62,
84,
77,
29,
17,
17,
5,
0,
0,
3,
23,
50,
120,
34,
64,
73,
325,
171,
114,
89,
121,
108,
174,
200,
104,
96,
81,
19,
15,
1,
1,
3,
0,
0,
14,
34,
78,
64,
49,
99,
153,
180,
132,
152,
111,
152,
171,
230,
137,
192,
100,
23
] |
[
12,
1,
5,
0,
6,
0,
4,
25,
40,
74,
109,
217,
283,
363,
366,
350,
174,
15,
58,
59,
13,
9,
16,
37,
30,
7,
3,
1,
0,
4,
6,
12,
63,
230,
351,
596,
734,
589,
430,
715,
554,
258,
189,
180,
64,
73,
41,
9,
14,
1,
0,
1,
0,
3,
10,
33,
55,
65,
83,
187,
276,
245,
176,
134,
110,
106,
53,
61,
60,
14,
8,
3,
3,
0,
0,
0,
0,
0,
1,
11,
23,
6,
17,
32,
177,
149,
78,
112,
106,
21,
47,
27,
19,
21,
30,
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: -81.45%",
"予測される変化率: [カラム_0] 予測される変化率: -25.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.66倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 33個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -81.45%",
"Forecasted change rate: [column_0] Forecasted change rate: -25.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.66 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 33",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データ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 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 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 84."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
4,
4,
4,
0,
0,
0,
9,
31,
60,
46,
100,
108,
108,
99,
85,
103,
58,
69,
61,
66,
28,
24,
26,
3,
3,
0,
1,
0,
0,
6,
7,
33,
31,
22,
80,
131,
257,
227,
182,
158,
142,
125,
126,
135,
82,
53,
30,
16,
8,
2,
2,
1,
3,
2,
9,
25,
48,
58,
116,
198,
272,
358,
263,
194,
113,
148,
101,
117,
104,
76,
59,
20,
12,
0,
2,
0,
3,
0,
1,
16,
33,
79,
120,
241,
377,
353,
357,
377,
378,
200,
223,
202,
158,
88,
84,
66,
14,
10,
4,
0,
3,
34,
81,
50,
82,
108,
9805,
2281,
1222,
1404,
1514,
1427,
778,
650,
231,
121,
81,
59,
37,
9,
0,
3,
2,
6,
0,
5,
13,
40
] |
[
57,
85,
98,
294,
321,
393,
326,
189,
163,
170,
116,
123,
59,
23,
12,
6,
0,
11,
1,
0,
5,
0,
16,
40,
50,
48,
90,
316,
337,
303,
258,
195,
179,
130,
144,
155,
142,
66,
43,
21,
3,
4,
0,
0,
0,
1,
5,
34,
45,
21,
28,
82,
184,
156,
71,
73,
96,
90,
57,
5,
12,
23,
30,
4,
9,
0,
0,
0,
0,
0,
6,
23,
32,
43,
130,
162,
322,
304,
221,
210,
221,
157,
135,
165,
82,
23,
31,
19,
11,
4,
1,
3,
4,
0,
6,
10
] |
[
"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: 900.00%",
"予測される変化率: [カラム_0] 予測される変化率: -82.46%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の4.19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6番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 900.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -82.46%",
"Volatility: [column_0] Volatility: high (standard deviation is 4.19 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 6 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 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] 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 42 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 30.",
"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 42."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
24,
47,
148,
272,
429,
427,
537,
450,
317,
295,
158,
122,
81,
64,
34,
17,
5,
3,
5,
0,
4,
0,
11,
75,
281,
483,
789,
955,
1284,
1260,
1154,
986,
424,
507,
289,
207,
171,
152,
181,
45,
12,
4,
5,
2,
1,
0,
2,
13,
71,
267,
652,
1083,
1289,
1722,
1992,
1683,
1516,
760,
294,
270,
195,
166,
60,
34,
8,
2,
3,
0,
4,
4,
3,
12,
35,
80,
186,
420,
692,
660,
719,
878,
568,
407,
221,
144,
158,
121,
71,
37,
4,
2,
0,
0,
2,
1,
3,
11,
53,
54,
100,
426,
623,
690,
781,
660,
410,
249,
127,
133,
37,
45,
28,
7,
5,
3,
2,
1,
0,
3,
9,
38,
49,
29,
77,
247,
241,
252,
182,
154,
121,
103,
108,
84,
56,
26,
13,
11,
3,
0,
0,
0,
0,
4,
8,
39,
53,
38,
88,
154,
198,
279,
116,
155,
63,
133,
124,
123,
67,
59,
27,
5,
0,
4,
2,
0,
2,
5,
7,
21,
37,
39,
49,
100,
201,
181,
130,
119,
114,
154,
187,
165,
116,
82,
54,
49,
9,
0,
0,
3,
3,
2,
1,
9,
31,
55,
130,
251,
278,
426,
394,
387,
308,
312,
392,
187,
203,
140,
112,
28,
36,
15,
1,
3,
0,
4,
12,
16,
43,
123,
299,
688,
916,
651,
632,
467,
390,
82,
78,
22,
9,
11,
0,
1,
0,
0,
1,
0,
2,
3,
1,
15,
42,
23,
40,
161,
212,
186,
92,
79,
69,
67,
59,
39,
36,
29,
11,
6,
1,
1,
0,
0,
0,
1,
3,
31,
63,
29,
34,
65,
336,
152,
88,
56,
62,
65,
74,
44,
42,
42,
26,
6,
0,
1,
5,
1,
4,
8,
4,
26,
38,
39,
56,
111,
122,
192,
77,
55,
38,
40,
97,
27,
15,
42,
10,
3,
2,
2,
4,
0,
0,
1,
3,
33,
31,
29,
60,
210,
154,
172,
66,
55,
53,
61,
53,
151,
45,
56,
10,
116,
5,
2,
0,
3,
1,
2,
4,
23,
51,
38,
77,
58,
124,
118,
93,
85,
76,
79,
74,
57,
60,
45,
75,
38,
14,
6,
0,
2,
2,
0,
1,
8,
23,
38,
111,
165,
273,
347,
334,
262,
258,
149,
143,
205,
216,
75,
86,
64,
17,
3,
1,
0,
2,
0,
5,
15,
37,
164,
426,
817,
118,
120,
287,
254,
100,
85,
64,
63,
11,
29,
12,
10,
0,
5,
0,
5,
0,
5,
7,
26,
34,
24,
26,
39,
157,
112,
36,
73,
56,
60,
86,
66,
11,
13,
42,
5,
5,
2,
3,
0,
5,
1,
8,
31,
44,
30,
56,
99,
142,
113,
97,
92,
54,
81,
68,
34,
8,
3,
11,
19,
3,
0,
0,
0,
0,
0,
9,
12,
29,
40,
12,
14,
40,
68,
19,
63,
28,
54,
18,
14,
8,
33,
11,
1,
5,
0,
0,
0,
0,
1,
8,
15,
39,
38,
43,
30,
42,
191,
62,
47,
12,
27,
51,
65,
34,
33,
20,
8,
2,
0,
2,
0,
0,
2,
11,
36,
34,
36,
59,
54,
51,
59,
33,
30
] |
[
15,
38,
34,
38,
22,
17,
10,
5,
11,
3,
0,
0,
1,
3,
0,
4,
12,
15,
14,
72,
53,
99,
101,
93,
82,
109,
57,
65,
46,
35,
27,
31,
20,
3,
7,
1,
3,
0,
1,
3,
18,
202,
571,
285,
558,
612,
541,
547,
331,
148,
77,
88,
34,
41,
13,
1,
1,
6,
4,
0,
6,
1,
9,
30,
37,
19,
82,
43,
111,
193,
93,
49,
40,
73,
59,
63,
24,
9,
16,
12,
1,
0,
4,
0,
0,
5,
12,
25,
51,
32,
51,
107,
122,
107,
65,
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: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 25.00%",
"予測される変化率: [カラム_0] 予測される変化率: 633.33%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.99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: 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: upward",
"Historical change rate: [column_0] Historical change rate: 25.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 633.33%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.99 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"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 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 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 not 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 |
[
79,
141,
60,
65,
35,
28,
22,
5,
3,
0,
4,
0,
5,
3,
12,
31,
48,
27,
145,
59,
117,
134,
48,
27,
57,
61,
75,
45,
49,
76,
7,
9,
2,
8,
0,
0,
0,
6,
8,
26,
33,
19,
18,
77,
173,
166,
142,
67,
58,
61,
103,
45,
49,
37,
21,
8,
2,
0,
1,
0,
4,
2,
7,
15,
38,
22,
61,
92,
93,
148,
89,
103,
108,
156,
182,
192,
80,
98,
96,
33,
14,
2,
4,
2,
2,
2,
6,
21,
52,
98,
101,
140,
186,
315,
264,
348,
276,
348,
234,
213,
140,
121,
113,
99,
43,
4,
7,
3,
1,
1,
0,
14,
53,
91,
151,
196,
340,
154,
254,
231,
342,
220,
118,
68,
17,
12,
12,
7,
8,
0,
0,
0,
0,
0,
4,
16,
28,
31,
53,
49,
52,
75,
42,
31,
30,
91,
14,
11,
5,
5,
7,
1,
3,
1,
0,
2,
0,
1,
9,
20,
25,
21,
44,
34,
95,
77,
35,
48,
35,
41,
16,
16,
13,
9,
5,
12,
0,
0,
0,
0,
1,
5,
8,
17,
47,
25,
24,
35,
113,
114,
40,
31,
27,
55,
40,
31,
22,
15,
25,
20,
1,
0,
0,
0,
4,
2,
11,
33,
39,
25,
22,
38,
83,
97,
36,
33,
35,
45,
57,
74,
31,
25,
4,
23,
3,
2,
0,
0,
0,
2,
6,
17,
43,
27,
41,
49,
122,
151,
85,
55,
75,
59,
37,
104,
79,
51,
44,
29,
10,
7,
0,
0,
4,
9,
9,
4,
30,
42,
78,
129,
319,
253,
249,
182,
185,
258,
188,
218,
136,
111,
61,
24,
30,
9,
1,
5,
4,
11,
1,
14,
41,
161,
264,
469,
530,
530,
913,
725,
408,
183,
45,
141,
78,
42,
18,
3,
8,
2,
0,
0,
0,
2,
6,
16,
62,
29,
44,
76,
203,
180,
86,
57,
51,
71,
52,
30,
19,
24,
8,
5,
1,
0,
0,
1,
0,
0,
13,
30,
38,
18,
33,
66,
129,
177,
123,
74,
58,
70,
80,
25,
25,
15,
6,
5,
1,
1,
4,
1,
1,
3,
10,
22,
40,
17,
59,
96,
149,
135,
79,
94,
77,
77,
45,
45,
39,
28,
9,
2,
1,
5,
1,
4,
0,
3,
13,
26,
40,
69,
54,
70,
220,
193,
143,
93,
91,
66,
109,
51,
58,
28,
38,
8,
9,
0,
3,
0,
9,
3,
14,
23,
38,
21,
28,
45,
113,
134,
81,
69,
100,
63,
123,
149,
77,
59,
28,
27,
12,
5,
10,
4,
0,
3,
5,
11,
24,
43,
60,
91,
141,
179,
188,
172,
226,
230,
195,
171,
130,
58,
77,
59,
15,
6,
3,
0,
3,
0,
0,
5,
22,
73,
123,
156,
351,
374,
236,
258,
157,
174,
46,
0,
4,
2,
14,
1,
0,
0,
0,
0,
0,
5,
12,
23,
48,
46,
74,
69,
157,
125,
53,
74,
40,
57,
38,
17,
23,
17,
10,
2,
1,
0,
0,
0,
1,
3,
19,
30,
38,
32,
9,
8,
36,
61,
22,
35,
20,
59,
52,
32,
28,
11,
8,
3
] |
[
6,
0,
0,
0,
1,
2,
7,
16,
29,
15,
23,
5,
35,
26,
36,
37,
21,
41,
19,
17,
1,
4,
4,
3,
2,
0,
0,
0,
1,
1,
10,
24,
45,
13,
33,
31,
137,
112,
53,
32,
58,
35,
98,
37,
29,
13,
9,
6,
8,
2,
0,
0,
0,
10,
10,
18,
55,
34,
29,
80,
154,
147,
96,
110,
85,
85,
74,
72,
60,
49,
59,
50,
16,
0,
6,
1,
1,
0,
1,
13,
25,
80,
69,
111,
202,
241,
275,
254,
181,
145,
133,
106,
108,
84,
41,
25
] |
[
"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: -96.20%",
"予測される変化率: [カラム_0] 予測される変化率: 316.67%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.49倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 37個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: -96.20%",
"Forecasted change rate: [column_0] Forecasted change rate: 316.67%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.49 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 37",
"First turning point: [column_0] First turning point: at data point 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
| 128 | 96 |
[
26,
2,
1,
0,
1,
3,
0,
6,
25,
56,
159,
264,
453,
420,
481,
455,
405,
220,
120,
86,
71,
52,
34,
14,
5,
4,
1,
6,
6,
5,
1,
4,
8,
49,
119,
185,
272,
402,
313,
246,
172,
110,
40,
31,
29,
22,
1,
3,
0,
5,
0,
0,
1,
2,
7,
18,
28,
49,
30,
111,
127,
172,
70,
56,
53,
48,
33,
27,
24,
28,
5,
5,
3,
0,
2,
1,
4,
2,
15,
20,
30,
23,
23,
43,
134,
165,
158,
70,
52,
52,
67,
18,
33,
19,
7,
1,
9,
0,
0,
2,
1,
4,
14,
22,
39,
18,
51,
47,
170,
140,
95,
81,
39,
85,
70,
42,
41,
25,
23,
5,
3,
13,
7,
6,
0,
2,
5,
14
] |
[
26,
41,
35,
49,
135,
67,
51,
59,
48,
63,
40,
111,
37,
49,
62,
16,
13,
3,
2,
0,
0,
1,
7,
17,
25,
43,
65,
84,
163,
227,
156,
132,
159,
230,
138,
199,
152,
60,
78,
49,
6,
5,
0,
2,
1,
2,
2,
5,
26,
52,
115,
185,
241,
323,
243,
201,
138,
228,
51,
66,
21,
19,
3,
3,
2,
0,
0,
0,
0,
0,
5,
41,
35,
35,
24,
31,
97,
61,
45,
57,
39,
40,
45,
32,
17,
11,
18,
3,
3,
0,
0,
0,
0,
0,
12,
22
] |
[
"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: -46.15%",
"予測される変化率: [カラム_0] 予測される変化率: -15.38%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.48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: 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: -46.15%",
"Forecasted change rate: [column_0] Forecasted change rate: -15.38%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.48 times the mean)",
"Trend: [column_0] Trend continuation: downward trend continues",
"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 28.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 64."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
32,
33,
32,
28,
44,
49,
33,
28,
25,
14,
19,
62,
25,
23,
26,
8,
1,
1,
0,
0,
0,
9,
10,
26,
22,
14,
15,
82,
91,
71,
34,
29,
25,
31,
53,
49,
29,
15,
17,
5,
3,
0,
0,
0,
0,
2,
14,
30,
31,
42,
49,
34,
103,
145,
41,
69,
95,
144,
96,
51,
26,
35,
44,
7,
14,
0,
2,
5,
0,
1,
13,
21,
48,
44,
45,
46,
137,
175,
95,
62,
78,
135,
134,
75,
84,
39,
54,
20,
17,
15,
9,
9,
7,
2,
8,
13,
24,
58,
93,
154,
217,
170,
221,
277,
211,
200,
121,
193,
89,
133,
72,
32,
16,
3,
7,
0,
0,
0,
2,
13,
31,
58,
98,
168,
245,
411,
372,
252,
163,
230,
111,
130,
49,
22,
35,
11,
8,
0,
0,
0,
0,
1,
10,
24,
34,
40,
61,
119,
154,
151,
99,
66,
94,
101,
58,
72,
41,
38,
10,
12,
1,
0,
0,
0,
0,
1,
22,
26,
44,
36,
30,
76,
143,
192,
83,
101,
55,
69,
51,
62,
33,
13,
20,
8,
5,
1,
4,
0,
3,
2,
12,
23,
46,
21,
25,
67,
192,
159,
116,
86,
64,
81,
84,
53,
42,
29,
26,
4,
1,
7,
0,
0,
2,
1,
10,
17,
39,
41,
52,
87,
191,
175,
138,
73,
98,
108,
68,
59,
43,
32,
44,
31,
9,
1,
0,
0,
6,
4,
14,
27,
36,
44,
49,
77,
126,
178,
123,
164,
128,
197,
447,
627,
147,
107,
153,
62
] |
[
17,
1,
1,
8,
2,
4,
3,
15,
34,
43,
67,
121,
128,
149,
123,
170,
201,
246,
187,
200,
134,
84,
183,
48,
38,
17,
1,
5,
4,
0,
0,
9,
18,
41,
46,
77,
120,
179,
164,
193,
191,
113,
72,
111,
51,
30,
28,
20,
4,
2,
0,
0,
0,
4,
7,
27,
32,
37,
50,
86,
130,
151,
101,
90,
75,
87,
58,
51,
24,
3,
17,
1,
6,
0,
0,
0,
0,
0,
7,
17,
22,
25,
34,
33,
49,
36,
35,
21,
30,
35,
41,
61,
24,
26,
37,
15
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 93.75%",
"予測される変化率: [カラム_0] 予測される変化率: -11.76%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.24倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 93.75%",
"Forecasted change rate: [column_0] Forecasted change rate: -11.76%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.24 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 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 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 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 |
[
5,
0,
0,
0,
0,
3,
4,
9,
34,
32,
51,
56,
64,
106,
61,
27,
14,
56,
75,
44,
32,
22,
18,
11,
4,
0,
0,
0,
0,
4,
9,
14,
20,
26,
35,
36,
72,
66,
55,
85,
47,
74,
68,
62,
36,
27,
19,
26,
2,
3,
0,
0,
0,
2,
16,
18,
26,
25,
45,
62,
134,
113,
148,
109,
137,
246,
997,
1001,
181,
131,
67,
40,
24,
9,
4,
3,
3,
1,
2,
8,
22,
57,
58,
140,
212,
226,
256,
270,
260,
154,
170,
169,
187,
62,
62,
46,
39,
11,
2,
0,
1,
6,
7,
5,
14,
49,
48,
93,
70,
47,
32,
70,
92,
43,
39,
91,
40,
22,
16,
9,
3,
0,
0,
4,
2,
3,
11,
19,
40,
18,
40,
57,
135,
127,
129,
85,
85,
101,
55,
41,
25,
19,
22,
9,
4,
3,
0,
5,
0,
2,
8,
39,
40,
17,
34,
68,
144,
149,
86,
108,
78,
87,
73,
104,
91,
51,
30,
24,
8,
1,
5,
1,
2,
3,
9,
16,
39,
19,
48,
34,
144,
78,
55,
75,
45,
82,
87,
39,
10,
21,
28,
3,
1,
3,
1,
0,
3,
3,
5,
13,
47,
23,
54,
52,
173,
190,
147,
172,
107,
127,
133,
111,
41,
24,
17,
13,
8,
4,
4,
2,
5,
6,
9,
17,
34,
62,
71,
105,
255,
262,
259,
232,
258,
307,
1222,
1406,
303,
199,
108,
42,
3,
6,
1,
3,
1,
3,
0,
10,
22,
51,
59,
117,
183,
245,
289,
279
] |
[
274,
303,
216,
189,
186,
113,
169,
30,
32,
4,
10,
0,
3,
0,
2,
9,
41,
51,
106,
166,
193,
182,
220,
251,
168,
16,
29,
61,
10,
2,
6,
3,
0,
2,
0,
0,
2,
3,
4,
31,
29,
20,
34,
53,
120,
130,
73,
61,
36,
68,
41,
45,
25,
22,
8,
2,
4,
2,
8,
2,
10,
7,
14,
17,
38,
19,
37,
55,
105,
138,
94,
47,
76,
69,
45,
40,
43,
30,
25,
14,
1,
3,
0,
0,
0,
2,
16,
30,
41,
12,
31,
41,
90,
76,
28,
17
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 5480.00%",
"予測される変化率: [カラム_0] 予測される変化率: -93.80%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.97倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 46個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: 5480.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -93.80%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.97 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 46",
"First turning point: [column_0] First turning point: at data point 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] 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 90 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 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 90."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
28,
55,
55,
54,
28,
35,
14,
10,
4,
0,
0,
0,
0,
2,
12,
22,
28,
36,
51,
39,
23,
44,
58,
63,
40,
66,
53,
51,
13,
15,
14,
13,
21,
1,
0,
0,
0,
2,
7,
15,
26,
34,
47,
107,
226,
226,
198,
103,
149,
240,
961,
1196,
239,
132,
106,
30,
13,
3,
3,
2,
2,
1,
4,
4,
29,
49,
84,
104,
231,
286,
218,
226,
216,
172,
135,
252,
211,
122,
129,
86,
51,
16,
3,
1,
2,
6,
0,
2,
7,
34,
37,
45,
157,
130,
190,
235,
189,
144,
104,
48,
21,
12,
3,
2,
0,
3,
1,
0,
4,
4,
10,
15,
24,
7,
10,
41,
67,
113,
38,
58,
35,
20,
32,
29,
29,
25,
8,
6,
5,
1,
0,
0,
0,
3,
14,
26,
24,
31,
24,
29,
80,
100,
46,
81,
60,
78,
65,
69,
48,
25,
31,
33,
6,
0,
2,
0,
3,
2,
9,
18,
33,
34,
41,
101,
204,
178,
160,
87,
79,
49,
73,
31,
25,
34,
22,
1,
5,
8,
0,
2,
0,
6,
11,
20,
41,
34,
33,
59,
120,
183,
97,
75,
68,
91,
63,
71,
32,
33,
33,
10,
19,
4,
0,
0,
0,
2,
6,
16,
37,
37,
111,
90,
233,
196,
119,
104,
149,
380,
1247,
1679,
368,
175,
189,
98,
18,
5,
6,
3,
3,
3,
5,
6,
30,
47,
89,
107,
217,
173,
173,
152,
131,
115,
132,
193,
118,
129,
143,
53,
33,
25,
5,
1,
3,
1,
0,
16,
32,
63,
127,
280,
502,
564,
563,
639,
479,
253,
122,
63,
76,
58,
19,
7,
1,
0,
0,
0,
2,
5,
9,
20,
52,
30,
37,
91,
132,
145,
56,
53,
52,
78,
52,
49,
39,
23,
13,
8,
4,
2,
0,
0,
0,
4,
15,
29,
52,
40,
31,
81,
177,
179,
121,
86,
70,
112,
101,
80,
90,
75,
21,
19,
8,
3,
0,
4,
0,
5,
20,
36,
48,
23,
37,
113,
216,
221,
98,
66,
53,
80,
70,
81,
54,
40,
30,
3,
3,
0,
0,
0,
3,
2,
24,
23,
56,
26,
35,
67,
128,
105,
60,
73,
85,
129,
72,
46,
20,
33,
26,
13,
4,
1,
3,
1,
1,
1,
16,
30,
39,
16,
55,
68,
115,
150,
77,
42,
24,
46,
92,
99,
55,
94,
79,
29,
42,
10,
2,
3,
2,
3,
6,
17,
38,
64,
62,
95,
51,
129,
167,
179,
210,
221,
74,
122,
101,
63,
131,
72,
18,
8,
2,
6,
3,
3,
1,
11,
72,
124,
152,
131,
196,
265,
361,
321,
300,
150,
76,
34,
38,
14,
16,
7,
7,
3,
3,
2,
4,
3,
14,
31,
44,
19,
35,
84,
127,
160,
67,
54,
62,
61,
63,
33,
27,
18,
5,
5,
8,
3,
0,
0,
0,
4,
21,
28,
31,
17,
34,
31,
79,
56,
48,
63,
27,
45,
92,
43,
47,
27,
21,
15,
4,
3,
3,
0,
4,
1,
14,
30,
46,
39,
23,
27,
33,
16,
15,
17,
14,
32,
28,
13,
16,
15,
7,
6
] |
[
5,
0,
2,
3,
2,
1,
12,
26,
33,
55,
93,
93,
104,
141,
169,
50,
83,
74,
65,
64,
43,
29,
28,
12,
4,
7,
0,
1,
0,
3,
12,
37,
36,
41,
39,
42,
118,
170,
108,
78,
125,
141,
201,
239,
79,
101,
154,
29,
15,
8,
5,
0,
2,
3,
1,
9,
30,
40,
92,
145,
219,
185,
183,
224,
285,
253,
272,
197,
179,
43,
162,
55,
29,
9,
9,
0,
5,
2,
1,
6,
57,
121,
195,
519,
606,
689,
652,
669,
448,
258,
84,
78,
75,
50,
28,
13
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -78.57%",
"予測される変化率: [カラム_0] 予測される変化率: 160.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.83倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 36個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -78.57%",
"Forecasted change rate: [column_0] Forecasted change rate: 160.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.83 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 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 80 でのデータに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 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 does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 80.",
"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 84."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
8,
5,
0,
1,
0,
10,
11,
25,
37,
30,
65,
75,
119,
82,
7,
20,
19,
37,
33,
34,
28,
15,
10,
10,
4,
0,
0,
0,
0,
3,
8,
24,
35,
32,
43,
59,
169,
197,
112,
104,
74,
81,
101,
83,
63,
41,
34,
9,
8,
0,
0,
0,
0,
4,
9,
25,
43,
31,
30,
73,
28,
35,
13,
6,
29,
32,
60,
55,
24,
32,
20,
7,
12,
2,
0,
0,
0,
4,
9,
32,
32,
9,
19,
43,
75,
71,
79,
57,
65,
98,
94,
68,
71,
36,
28,
14,
16,
7,
0,
0,
0,
6,
11,
23,
30,
23,
48,
73,
185,
158,
90,
102,
101,
157,
231,
201,
103,
139,
209,
54,
21,
18,
7,
7,
8,
2,
7,
15,
39,
70,
102,
179,
220,
336,
350,
357,
337,
316,
274,
273,
180,
127,
153,
52,
33,
3,
1,
1,
0,
2,
3,
20,
76,
110,
212,
481,
583,
695,
776,
756,
557,
323,
154,
80,
54,
34,
25,
5,
1,
1,
0,
0,
1,
2,
11,
30,
57,
27,
40,
83,
271,
250,
113,
87,
166,
151,
119,
74,
49,
40,
11,
3,
4,
0,
2,
0,
0,
3,
11,
68,
48,
31,
28,
68,
253,
213,
107,
103,
64,
149,
95,
60,
68,
71,
20,
7,
2,
5,
3,
2,
0,
6,
13,
35,
60,
23,
43,
58,
225,
219,
136,
82,
59,
92,
63,
71,
38,
20,
25,
12,
11,
1,
0,
1,
0,
0,
14,
32,
45,
35,
68,
77,
207,
165,
55,
34,
85,
88,
79,
69,
76,
49,
27,
27,
8,
5,
4,
0,
3,
7,
6,
26,
31,
32,
81,
79,
190,
215,
135,
97,
78,
72,
108,
116,
86,
85,
74,
37,
26,
22,
33,
8,
3,
5,
4,
20,
33,
52,
73,
152,
178,
205,
260,
213,
245,
314,
312,
277,
292,
182,
149,
82,
7,
14,
6,
2,
3,
4,
0,
19,
59,
113,
227,
397,
444,
501,
1683,
619,
433,
236,
113,
117,
43,
44,
19,
7,
5,
3,
3,
0,
0,
1,
14,
23,
38,
56,
53,
71,
86,
124,
99,
86,
50,
86,
61,
23,
16,
30,
18,
11,
6,
0,
2,
0,
0,
3,
23,
37,
40,
37,
76,
58,
135,
122,
83,
44,
56,
82,
63,
52,
49,
44,
39,
6,
5,
2,
4,
2,
1,
0,
22,
31,
50,
29,
59,
80,
144,
149,
90,
56,
72,
85,
87,
73,
34,
65,
31,
0,
10,
0,
0,
0,
2,
2,
6,
28,
33,
19,
63,
41,
172,
250,
118,
107,
74,
113,
126,
37,
36,
26,
18,
42,
5,
3,
2,
0,
0,
2,
6,
21,
79,
35,
97,
71,
176,
198,
135,
154,
87,
132,
188,
120,
100,
129,
68,
51,
16,
12,
4,
1,
4,
1,
1,
16,
30,
54,
74,
132,
242,
315,
304,
249,
257,
272,
305,
260,
156,
180,
144,
53,
25,
9,
10,
2,
0,
5,
2,
12,
40,
75,
156,
298,
435,
582,
606,
509,
331,
289,
183,
198,
101,
66,
24,
7,
14,
3,
0,
2,
0,
11,
17,
23
] |
[
44,
37,
49,
79,
196,
205,
139,
99,
68,
103,
99,
57,
27,
30,
23,
2,
3,
10,
3,
0,
2,
6,
22,
34,
58,
28,
14,
37,
58,
40,
39,
41,
60,
75,
90,
46,
14,
26,
17,
15,
5,
0,
2,
2,
0,
5,
16,
48,
41,
107,
31,
49,
168,
143,
91,
66,
49,
95,
61,
55,
27,
37,
29,
1,
6,
1,
0,
1,
0,
6,
18,
38,
45,
42,
86,
96,
147,
174,
101,
99,
50,
75,
119,
53,
47,
18,
27,
17,
1,
0,
0,
0,
0,
8,
9,
10
] |
[
"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: 187.50%",
"予測される変化率: [カラム_0] 予測される変化率: -77.27%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.62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: 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: 187.50%",
"Forecasted change rate: [column_0] Forecasted change rate: -77.27%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.62 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 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 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 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 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
17,
14,
14,
39,
83,
80,
49,
26,
29,
27,
35,
36,
23,
16,
12,
14,
11,
6,
1,
3,
2,
3,
2,
15,
35,
24,
42,
84,
74,
93,
129,
115,
147,
123,
230,
128,
109,
50,
50,
60,
7,
5,
3,
0,
0,
9,
4,
5,
12,
44,
95,
93,
101,
138,
90,
152,
85,
74,
62,
24,
27,
20,
20,
6,
7,
0,
0,
3,
0,
4,
11,
42,
60,
28,
28,
47,
126,
130,
63,
51,
37,
79,
82,
42,
40,
49,
16,
16,
1,
1,
1,
0,
0,
5,
28,
35,
48,
23,
27,
50,
143,
207,
78,
83,
68,
108,
120,
131,
49,
50,
35,
17,
0,
0,
3,
0,
0,
2,
12,
47,
71,
28,
43,
59,
135,
141,
75,
48,
44,
82,
79,
77,
48,
38,
22,
4,
1,
1,
0,
1,
0,
3,
10,
40,
66,
57,
38,
84,
149,
118,
83,
66,
43,
89,
108,
89,
66,
51,
25,
8,
19,
4,
6,
1,
2,
5,
19,
26,
43,
51,
45,
103,
178,
201,
113,
121,
100,
138,
155,
106,
92,
92,
84,
24,
14,
3,
7,
2,
3,
7,
4,
13,
56,
59,
223,
243,
208,
234,
253,
209,
239,
229,
234,
324,
250,
146,
106,
38,
41,
28,
7,
0,
6,
3,
5,
20,
43,
219,
346,
654,
771,
889,
933,
991,
589,
301,
151,
40,
68,
60,
34,
8,
11,
1,
1,
0,
1,
1,
19,
42,
48,
49,
111,
121,
196,
191,
89,
90,
93,
129,
80,
46,
51,
10,
0,
0,
3,
0,
0,
0,
1,
2,
13,
16,
27,
14,
45,
30,
75,
80,
64,
59,
69,
56,
80,
64,
48,
44,
28,
11,
4,
1,
4,
5,
7,
6,
28,
40,
41,
60,
45,
56,
120,
178,
146,
61,
86,
91,
87,
78,
63,
47,
24,
15,
8,
4,
2,
0,
0,
4,
12,
40,
31,
39,
47,
95,
247,
126,
122,
81,
67,
113,
142,
137,
95,
57,
29,
16,
11,
12,
3,
0,
4,
5,
7,
39,
35,
33,
108,
87,
131,
170,
81,
43,
67,
61,
60,
95,
56,
36,
61,
29,
26,
4,
4,
3,
2,
2,
4,
14,
38,
56,
52,
108,
137,
208,
323,
261,
87,
87,
90,
72,
72,
50,
42,
53,
6,
4,
3,
3,
7,
2,
5,
29,
148,
559,
510,
1109,
1571,
1649,
1900,
1569,
1084,
565,
192,
95,
67,
52,
14,
39,
5,
9,
0,
3,
1,
9,
26,
47,
45,
46,
75,
144,
256,
302,
233,
202,
137,
140,
137,
87,
84,
33,
20,
9,
11,
2,
3,
3,
2,
11,
23,
29,
42,
35,
34,
54,
176,
174,
147,
119,
137,
130,
138,
130,
81,
66,
20,
19,
7,
8,
3,
3,
14,
13,
15,
29,
54,
39,
58,
62,
24,
67,
40,
28,
9,
12,
17,
5,
6,
31,
20,
10,
7,
5,
11,
2,
16,
5,
4,
9,
10,
10,
26,
43,
61,
71,
70,
46,
4,
10,
14,
13,
13,
26,
14,
5,
4,
0,
0,
0,
0,
2,
12,
12,
35,
31,
40,
103,
135,
180,
104,
28
] |
[
59,
55,
32,
20,
14,
6,
24,
18,
4,
5,
0,
2,
9,
1,
7,
16,
23,
72,
50,
42,
12,
52,
19,
13,
26,
23,
70,
46,
37,
46,
72,
57,
27,
15,
14,
1,
2,
2,
2,
14,
38,
160,
230,
351,
536,
647,
647,
559,
328,
172,
134,
124,
54,
34,
14,
10,
6,
4,
2,
3,
3,
2,
12,
25,
74,
55,
96,
145,
271,
326,
212,
186,
133,
167,
129,
120,
70,
42,
20,
3,
12,
5,
0,
3,
4,
5,
8,
37,
55,
34,
85,
154,
292,
321,
178,
198
] |
[
"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: 64.71%",
"予測される変化率: [カラム_0] 予測される変化率: 235.59%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の2.14倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 32個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 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: 64.71%",
"Forecasted change rate: [column_0] Forecasted change rate: 235.59%",
"Volatility: [column_0] Volatility: high (standard deviation is 2.14 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 32",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from 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 80 でのデータには高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 80.",
"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 |
[
145,
198,
149,
190,
132,
103,
47,
17,
24,
3,
2,
1,
0,
6,
14,
39,
53,
40,
82,
93,
167,
190,
168,
145,
93,
152,
151,
149,
111,
68,
57,
12,
1,
1,
0,
0,
0,
13,
8,
37,
46,
55,
88,
140,
247,
246,
121,
141,
129,
98,
132,
128,
117,
91,
63,
9,
5,
7,
0,
1,
1,
5,
15,
28,
39,
81,
71,
152,
166,
230,
199,
133,
83,
59,
88,
133,
44,
20,
17,
37,
7,
9,
7,
0,
1,
3,
6,
22,
33,
49,
82,
144,
176,
184,
224,
282,
342,
401,
296,
229,
322,
275,
148,
67,
43,
11,
3,
4,
6,
2,
2,
7,
33,
156,
103,
234,
560,
357,
315,
451,
375,
130,
100,
58,
47,
16,
33,
11,
5,
1,
0,
1,
1,
1,
19,
28,
51,
43,
41,
68,
125,
139,
33,
22,
52,
86,
63,
23,
49,
37,
34,
18,
4,
2,
0,
0,
0,
7,
24,
39,
44,
50,
54,
90,
86,
111,
127,
65,
81,
71,
80,
36,
54,
41,
39,
3,
5,
0,
0,
0,
0,
8,
24,
34,
38,
35,
25,
71,
126,
202,
51,
60,
82,
127,
114,
78,
69,
38,
11,
4,
10,
2,
6,
0,
4,
5,
24,
38,
49,
54,
73,
129,
267,
199,
171,
119,
119,
119,
125,
91,
82,
54,
16,
10,
9,
14,
1,
0,
0,
9,
10,
44,
44,
48,
64,
99,
184,
229,
130,
103,
145,
186,
151,
292,
239,
245,
108,
62,
15,
17,
5,
15,
4,
8,
13,
16
] |
[
41,
63,
77,
122,
196,
165,
218,
227,
66,
137,
234,
251,
104,
24,
43,
38,
16,
9,
4,
3,
0,
11,
1,
20,
78,
118,
131,
97,
212,
246,
286,
252,
156,
137,
101,
49,
51,
20,
13,
7,
1,
0,
4,
0,
1,
5,
23,
35,
37,
51,
52,
90,
224,
369,
140,
104,
90,
114,
100,
65,
43,
40,
15,
10,
8,
1,
1,
2,
3,
3,
24,
38,
61,
32,
37,
88,
199,
250,
112,
94,
96,
106,
175,
171,
123,
97,
35,
9,
2,
3,
7,
0,
2,
8,
23,
44
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -88.97%",
"予測される変化率: [カラム_0] 予測される変化率: 7.32%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.12倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 29個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の5番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -88.97%",
"Forecasted change rate: [column_0] Forecasted change rate: 7.32%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.12 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 29",
"First turning point: [column_0] First turning point: at data point 5 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 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 |
[
49,
37,
84,
102,
197,
275,
123,
87,
64,
93,
185,
187,
102,
109,
141,
13,
5,
5,
3,
0,
2,
3,
16,
31,
65,
45,
110,
114,
219,
134,
153,
99,
74,
101,
114,
76,
79,
53,
20,
10,
5,
5,
6,
4,
0,
4,
5,
11,
21,
19,
48,
18,
58,
75,
48,
46,
57,
66,
90,
135,
101,
132,
76,
58,
11,
7,
3,
2,
6,
2,
5,
9,
23,
23,
47,
18,
33,
74,
131,
133,
143,
73,
40,
135,
129,
119,
189,
82,
35,
10,
2,
6,
4,
4,
4,
13,
55,
343,
383,
599,
790,
1098,
878,
859,
537,
395,
316,
214,
261,
148,
65,
13,
13,
6,
11,
0,
0,
11,
22,
25,
45,
29,
6,
7,
41,
43,
14,
25,
27,
19,
19,
33,
7,
17,
13,
12,
8,
1,
4,
2,
5,
10,
15,
27,
52,
32,
99,
37,
128,
173,
43,
54,
44,
34,
99,
48,
49,
40,
13,
7,
9,
4,
0,
2,
0,
6,
19,
21,
38,
64,
65,
86,
200,
249,
135,
97,
88,
76,
137,
110,
82,
47,
45,
14,
5,
1,
3,
1,
0,
6,
26,
39,
56,
53,
82,
142,
129,
172,
112,
86,
66,
126,
128,
160,
179,
113,
80,
7,
6,
4,
4,
2,
0,
6,
13,
18,
44,
38,
51,
69,
162,
202,
126,
88,
115,
65,
52,
74,
66,
12,
19,
16,
12,
11,
9,
79,
10,
4,
0,
5,
121,
41,
74,
88,
173,
248,
240,
277,
210,
200,
275,
176,
16,
16,
12,
20,
12,
6,
0,
0,
3,
11,
2,
5,
17,
7,
14,
81,
110,
116,
109,
65,
60,
99,
67,
45,
51,
36,
20,
4,
5,
1,
6,
1,
1,
4,
10,
12,
38,
33,
31,
65,
136,
126,
151,
124,
125,
121,
113,
118,
60,
50,
39,
10,
4,
3,
5,
1,
6,
0,
7,
26,
49,
56,
58,
127,
118,
179,
141,
124,
130,
159,
154,
72,
81,
32,
18,
6,
2,
2,
7,
3,
2,
2,
14,
21,
40,
23,
23,
75,
78,
100,
77,
59,
69,
68,
76,
36,
45,
39,
35,
9,
7,
6,
1,
5,
0,
3,
18,
42,
68,
100,
68,
50,
141,
157,
103,
57,
43,
59,
131,
56,
38,
38,
32,
8,
8,
0,
1,
1,
3,
11,
15,
26,
61,
26,
70,
78,
149,
203,
171,
113,
151,
161,
189,
196,
164,
86,
120,
44,
8,
15,
13,
7,
7,
4,
7,
17,
46,
66,
95,
86,
134,
168,
149,
171,
138,
256,
318,
487,
507,
428,
543,
182,
43,
20,
5,
3,
2,
10,
4,
23,
76,
319,
371,
584,
756,
818,
750,
864,
514,
248,
236,
117,
90,
56,
34,
22,
9,
3,
3,
0,
4,
4,
28,
35,
52,
45,
65,
61,
199,
253,
117,
108,
105,
103,
115,
169,
104,
72,
47,
11,
5,
4,
1,
0,
1,
5,
18,
18,
26,
15,
26,
27,
111,
160,
83,
80,
69,
127,
125,
152,
190,
110,
71,
25,
3,
2,
0,
4,
0,
6,
19,
33,
48,
21,
37,
27,
101,
136,
100,
104
] |
[
45,
115,
86,
28,
6,
14,
6,
2,
4,
0,
3,
3,
0,
11,
17,
32,
57,
34,
26,
51,
136,
172,
94,
72,
69,
91,
130,
121,
100,
69,
64,
18,
22,
4,
2,
3,
1,
6,
29,
52,
47,
54,
57,
108,
205,
196,
142,
69,
116,
170,
192,
208,
232,
242,
111,
69,
32,
12,
9,
1,
4,
6,
24,
23,
79,
63,
111,
144,
172,
258,
291,
309,
325,
331,
232,
250,
266,
191,
179,
83,
26,
9,
5,
7,
3,
8,
2,
18,
71,
174,
417,
626,
750,
742,
795,
636
] |
[
"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: 112.24%",
"予測される変化率: [カラム_0] 予測される変化率: 1313.33%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.55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: 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: 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: 112.24%",
"Forecasted change rate: [column_0] Forecasted change rate: 1313.33%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.55 times the mean)",
"Trend: [column_0] Trend change: from stable 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 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 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 does not show a clear 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
| 256 | 96 |
[
205,
208,
183,
137,
124,
35,
17,
8,
4,
4,
0,
3,
1,
6,
22,
27,
66,
44,
55,
136,
236,
186,
167,
59,
105,
124,
101,
85,
108,
49,
16,
20,
8,
3,
3,
0,
1,
8,
33,
34,
69,
54,
93,
102,
195,
201,
88,
83,
118,
112,
140,
59,
12,
63,
12,
0,
5,
4,
4,
0,
3,
7,
18,
27,
67,
39,
30,
87,
198,
218,
95,
121,
119,
123,
128,
104,
75,
49,
37,
15,
11,
6,
4,
1,
4,
12,
23,
53,
59,
39,
45,
96,
225,
161,
130,
118,
97,
152,
128,
166,
197,
169,
58,
70,
14,
6,
1,
3,
4,
5,
26,
50,
47,
41,
59,
73,
96,
106,
49,
51,
101,
206,
40,
93,
196,
160,
178,
93,
51,
3,
10,
0,
3,
8,
62,
371,
133,
13,
15,
13,
44,
95,
73,
45,
14,
15,
42,
9,
58,
71,
79,
64,
29,
3,
1,
1,
6,
2,
11,
12,
100,
257,
367,
574,
674,
593,
664,
512,
367,
208,
135,
172,
75,
66,
48,
18,
6,
1,
2,
3,
5,
2,
32,
48,
56,
61,
86,
104,
219,
196,
148,
112,
101,
120,
135,
120,
131,
90,
39,
9,
13,
1,
4,
3,
0,
5,
71,
73,
94,
108,
57,
86,
207,
170,
117,
111,
76,
79,
156,
100,
69,
67,
31,
13,
8,
0,
6,
9,
1,
4,
24,
49,
74,
53,
43,
82,
128,
163,
123,
112,
91,
109,
86,
116,
89,
52,
22,
21,
9,
11,
1,
5,
9,
13,
23,
50
] |
[
123,
62,
83,
107,
223,
263,
203,
178,
135,
136,
218,
208,
173,
168,
54,
38,
8,
6,
2,
5,
3,
32,
64,
69,
135,
66,
58,
137,
288,
140,
123,
115,
189,
168,
251,
292,
290,
278,
302,
152,
68,
25,
6,
6,
8,
4,
4,
12,
8,
25,
19,
8,
29,
76,
98,
22,
19,
3,
12,
14,
16,
10,
5,
9,
15,
7,
6,
3,
5,
10,
15,
48,
196,
1225,
453,
460,
542,
507,
688,
818,
619,
455,
232,
205,
268,
191,
52,
20,
5,
12,
2,
0,
2,
11,
17,
32
] |
[
"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: -75.61%",
"予測される変化率: [カラム_0] 予測される変化率: -73.98%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.43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: -75.61%",
"Forecasted change rate: [column_0] Forecasted change rate: -73.98%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.43 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 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 |
[
53,
49,
47,
128,
161,
221,
117,
80,
116,
105,
129,
169,
174,
101,
75,
29,
12,
4,
5,
13,
2,
5,
41,
62,
65,
34,
64,
73,
125,
105,
77,
79,
61,
121,
174,
223,
182,
147,
84,
41,
14,
13,
5,
9,
5,
2,
20,
12,
28,
55,
20,
65,
140,
93,
18,
49,
51,
99,
120,
66,
91,
48,
49,
20,
4,
10,
13,
6,
1,
8,
31,
44,
60,
36,
39,
48,
188,
115,
71,
97,
108,
179,
197,
91,
111,
45,
129,
56,
15,
4,
4,
1,
6,
4,
19,
34,
39,
41,
56,
160,
221,
286,
130,
181,
214,
215,
259,
224,
189,
158,
88,
136,
64,
16,
5,
8,
6,
7,
16,
19,
23,
47,
84,
97,
157,
197,
197,
191,
277,
272,
240,
172,
84,
73,
60,
113,
41,
8,
7,
6,
5,
4,
4,
8,
54,
146,
306,
319,
533,
401,
482,
421,
330,
202,
86,
69,
92,
56,
41,
9,
4,
7,
8,
1,
3,
5,
18,
58,
51,
70,
74,
106,
160,
275,
137,
102,
97,
88,
132,
129,
64,
60,
29,
17,
11,
1,
11,
4,
9,
3,
26,
42,
56,
42,
42,
58,
173,
225,
116,
134,
125,
150,
210,
217,
152,
154,
104,
13,
15,
11,
3,
0,
10,
6,
27,
31,
64,
55,
69,
140,
144,
212,
177,
88,
90,
83,
136,
142,
211,
200,
127,
29,
23,
6,
4,
4,
1,
9,
28,
53,
56,
37,
36,
62,
151,
238,
87,
75,
51,
79,
172,
207,
200,
181,
138,
50,
27,
9,
3,
4,
0,
6,
24,
46,
53,
56,
98,
91,
155,
105,
121,
167,
147,
157,
307,
317,
340,
309,
303,
184,
139,
40,
10,
14,
15,
11,
17,
16,
44,
44,
87,
126,
153,
173,
228,
216,
238,
182,
173,
36,
130,
53,
123,
150,
10,
4,
8,
6,
4,
3,
7,
22,
41,
101,
209,
330,
383,
597,
433,
673,
564,
445,
158,
89,
84,
73,
43,
31,
9,
2,
0,
5,
12,
6,
26,
42,
51,
41,
91,
112,
245,
184,
131,
100,
121,
101,
128,
91,
138,
64,
28,
7,
0,
10,
3,
1,
1,
7,
29,
44,
54,
43,
57,
75,
123,
118,
76,
170,
131,
250,
168,
138,
111,
84,
51,
41,
10,
1,
4,
8,
0,
9,
27,
35,
46,
37,
79,
73,
174,
208,
189,
244,
408,
636,
783,
791,
278,
93,
77,
43,
4,
1,
2,
0,
8,
2,
25,
52,
59,
51,
79,
102,
218,
248,
202,
173,
160,
145,
268,
193,
111,
129,
82,
20,
16,
6,
5,
2,
0,
4,
15,
20,
48,
72,
59,
107,
254,
243,
217,
189,
194,
139,
216,
344,
339,
311,
270,
239,
80,
16,
13,
1,
5,
3,
13,
17,
27,
58,
65,
104,
91,
160,
122,
150,
161,
182,
328,
339,
383,
403,
358,
186,
101,
25,
12,
8,
15,
9,
2,
18,
33,
164,
194,
438,
545,
661,
709,
598,
342,
228,
163,
149,
164,
100,
83,
13,
1,
0,
0,
0,
2,
3,
13,
22,
46,
32,
50,
85,
178,
170,
161,
95
] |
[
101,
123,
86,
66,
91,
93,
59,
36,
13,
2,
4,
0,
1,
12,
21,
43,
47,
62,
127,
188,
216,
236,
278,
159,
128,
130,
122,
133,
148,
113,
40,
23,
11,
7,
4,
0,
1,
1,
26,
34,
67,
46,
48,
112,
216,
198,
142,
165,
160,
192,
128,
178,
163,
151,
102,
38,
29,
10,
5,
1,
1,
10,
22,
30,
75,
62,
99,
122,
273,
272,
182,
165,
176,
237,
199,
211,
182,
205,
175,
52,
22,
22,
15,
4,
1,
6,
4,
30,
53,
62,
67,
54,
147,
141,
116,
177
] |
[
"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: 79.25%",
"予測される変化率: [カラム_0] 予測される変化率: 75.25%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.13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: 79.25%",
"Forecasted change rate: [column_0] Forecasted change rate: 75.25%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.13 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 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 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 |
[
140,
263,
542,
1073,
1131,
1535,
550,
99,
35,
18,
21,
1,
12,
4,
11,
9,
28,
19,
77,
100,
102,
107,
127,
127,
121,
126,
162,
150,
233,
204,
131,
19,
19,
10,
9,
6,
2,
5,
7,
5,
6,
21,
58,
114,
122,
158,
170,
116,
36,
58,
5,
3,
39,
42,
11,
5,
7,
11,
2,
0,
6,
7,
0,
2,
12,
40,
35,
62,
61,
74,
122,
156,
221,
293,
222,
217,
239,
75,
43,
27,
5,
4,
1,
2,
1,
3,
6,
11,
23,
104,
136,
204,
333,
471,
482,
536,
414,
352,
287,
186,
199,
120,
51,
27,
18,
2,
1,
2,
13,
9,
5,
18,
27,
63,
98,
213,
313,
378,
490,
332,
291,
284,
374,
251,
220,
159,
66,
35,
8,
5,
5,
0,
5,
3,
5,
32,
47,
100,
147,
176,
297,
383,
334,
396,
309,
259,
217,
274,
188,
126,
68,
32,
14,
2,
3,
0,
3,
5,
11,
66,
49,
43,
126,
176,
228,
201,
226,
243,
231,
226,
252,
294,
345,
518,
253,
84,
46,
32,
11,
5,
3,
6,
9,
24,
59,
60,
106,
86,
111,
130,
151,
118,
129,
300,
914,
2414,
4389,
3681,
4510,
4156,
3164,
709,
297,
186,
45,
20,
14,
39,
37,
74,
119,
110,
160,
134,
98,
104,
115,
153,
85,
208,
335,
399,
256,
96,
22,
24,
0,
1,
0,
6,
11,
24,
36,
36,
45,
49,
25,
21,
29,
24,
21,
38,
46,
62,
232,
280,
280,
55,
13,
4,
5,
3,
3,
3,
2,
36
] |
[
53,
46,
48,
61,
113,
193,
152,
145,
141,
114,
210,
225,
279,
308,
101,
28,
10,
3,
0,
9,
0,
2,
18,
11,
27,
40,
52,
91,
241,
231,
200,
268,
208,
186,
210,
113,
157,
74,
20,
8,
2,
0,
5,
8,
4,
1,
20,
28,
31,
71,
67,
153,
263,
279,
221,
231,
220,
160,
146,
184,
143,
93,
59,
22,
15,
4,
7,
5,
12,
4,
10,
23,
28,
53,
91,
184,
319,
305,
274,
290,
239,
177,
248,
235,
235,
162,
94,
48,
15,
6,
4,
6,
11,
6,
4,
14
] |
[
"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: -74.29%",
"予測される変化率: [カラム_0] 予測される変化率: -73.58%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の2.74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: 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: upward",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: -74.29%",
"Forecasted change rate: [column_0] Forecasted change rate: -73.58%",
"Volatility: [column_0] Volatility: high (standard deviation is 2.74 times the mean)",
"Trend: [column_0] Trend change: from upward to stable",
"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] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 44 でのデータには高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 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 upward trend.",
"Noise: [column_0] The data contains high randomness at period 44.",
"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 80."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
44,
60,
93,
117,
180,
261,
278,
303,
253,
284,
346,
270,
292,
68,
63,
68,
22,
8,
9,
1,
5,
4,
2,
7,
15,
51,
66,
294,
516,
658,
806,
700,
615,
495,
326,
200,
220,
207,
36,
33,
17,
2,
7,
0,
3,
11,
18,
43,
49,
54,
48,
124,
249,
318,
171,
150,
197,
166,
203,
112,
177,
131,
68,
18,
14,
0,
4,
4,
11,
6,
15,
35,
74,
59,
43,
77,
197,
138,
153,
140,
75,
120,
129,
93,
89,
45,
13,
0,
9,
5,
3,
1,
0,
11,
4,
31,
46,
20,
6,
23,
49,
61,
87,
37,
63,
92,
74,
61,
32,
22,
15,
19,
7,
0,
2,
0,
3,
2,
9,
16,
35,
42,
23,
23,
156,
148,
131,
142,
99,
146,
146,
130,
93,
63,
64,
15,
12,
0,
1,
2,
0,
3,
17,
25,
37,
17,
26,
53,
44,
137,
116,
121,
133,
114,
102,
124,
111,
53,
47,
29,
12,
14,
1,
1,
8,
6,
6,
11,
33,
34,
63,
102,
114,
214,
244,
187,
256,
177,
156,
176,
148,
154,
103,
51,
16,
3,
11,
9,
1,
11,
1,
11,
53,
126,
362,
558,
854,
941,
1146,
1111,
1007,
714,
381,
318,
229,
135,
29,
5,
8,
0,
5,
5,
4,
9,
20,
36,
73,
48,
25,
98,
122,
157,
86,
78,
61,
76,
173,
89,
144,
203,
150,
34,
10,
11,
12,
0,
0,
17,
18,
57,
61,
39,
45,
58,
104,
88,
107,
74,
68,
87,
77,
131,
190,
266,
126,
36,
5,
5,
13,
3,
1,
12,
21,
34,
55,
33,
53,
122,
196,
184,
145,
171,
110,
125,
157,
169,
108,
97,
47,
10,
5,
1,
3,
2,
7,
14,
25,
57,
65,
56,
89,
108,
221,
258,
206,
191,
102,
141,
158,
175,
172,
136,
26,
33,
7,
3,
2,
4,
2,
13,
30,
51,
58,
55,
68,
101,
132,
186,
139,
123,
132,
72,
143,
143,
193,
172,
71,
47,
13,
11,
16,
4,
8,
7,
10,
15,
37,
51,
76,
123,
161,
224,
216,
236,
206,
236,
287,
264,
358,
320,
163,
74,
32,
15,
7,
6,
6,
3,
8,
18,
48,
208,
462,
491,
650,
617,
1069,
852,
635,
307,
176,
150,
230,
325,
139,
18,
7,
7,
4,
0,
6,
13,
27,
37,
73,
53,
48,
62,
141,
103,
71,
83,
55,
85,
87,
109,
202,
264,
103,
26,
24,
4,
14,
2,
1,
10,
60,
59,
82,
46,
44,
77,
103,
82,
91,
56,
51,
98,
82,
140,
207,
182,
134,
33,
13,
11,
5,
4,
1,
10,
36,
40,
76,
51,
51,
100,
197,
162,
158,
101,
130,
99,
127,
181,
167,
171,
97,
63,
11,
26,
6,
3,
2,
11,
7,
50,
44,
77,
120,
223,
351,
458,
637,
507,
455,
402,
348,
203,
162,
101,
57,
30,
21,
12,
2,
7,
6,
16,
13,
39,
49,
66,
57,
112,
149,
153,
134,
101,
136,
138,
125,
185,
293,
346,
226,
76,
31,
21,
4,
2,
4,
6,
7,
22,
48,
72,
108,
107,
173,
189,
194,
187
] |
[
188,
209,
314,
337,
532,
562,
302,
169,
41,
31,
7,
0,
4,
10,
9,
18,
57,
185,
252,
282,
315,
325,
663,
726,
441,
300,
183,
185,
269,
176,
77,
7,
0,
4,
0,
0,
0,
7,
16,
44,
51,
37,
66,
88,
157,
118,
96,
82,
57,
116,
91,
86,
90,
37,
23,
11,
5,
0,
3,
0,
0,
6,
17,
67,
173,
336,
49,
43,
136,
162,
139,
106,
79,
98,
88,
62,
104,
58,
30,
12,
12,
6,
13,
5,
5,
8,
38,
60,
128,
94,
134,
152,
243,
231,
220,
160
] |
[
"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: 325.00%",
"予測される変化率: [カラム_0] 予測される変化率: -14.89%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.38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6番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 325.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -14.89%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.38 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 6 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 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 |
[
137,
212,
155,
128,
86,
88,
50,
10,
10,
1,
3,
7,
2,
8,
36,
74,
106,
126,
219,
222,
274,
315,
271,
213,
177,
206,
255,
197,
209,
211,
45,
39,
8,
8,
7,
8,
4,
6,
44,
101,
153,
229,
370,
497,
760,
689,
550,
546,
426,
578,
562,
623,
535,
396,
253,
129,
27,
26,
17,
22,
14,
17,
15,
64,
118,
254,
677,
1046,
1100,
1204,
1510,
1490,
1130,
892,
605,
790,
689,
669,
601,
215,
91,
49,
22,
27,
9,
12,
19,
47,
124,
291,
867,
1569,
1751,
1424,
1617,
783,
345,
135,
101,
138,
160,
58,
19,
13,
11,
2,
7,
5,
10,
11,
26,
72,
144,
97,
121,
128,
235,
292,
176,
106,
120,
90,
131,
99,
113,
71,
34,
15,
14,
2,
0,
4,
0,
8,
45,
53,
69,
46,
47,
79,
143,
133,
91,
135,
79,
92,
129,
122,
61,
67,
40,
7,
8,
2,
4,
1,
0,
9,
18,
42,
60,
65,
43,
52,
164,
161,
126,
121,
70,
99,
104,
98,
56,
65,
26,
12,
8,
0,
3,
0,
3,
4,
35,
36,
69,
63,
48,
90,
178,
196,
111,
82,
115,
93,
118,
134,
124,
112,
34,
37,
16,
4,
5,
1,
1,
5,
18,
45,
48,
60,
40,
99,
127,
148,
106,
91,
105,
105,
135,
142,
116,
66,
72,
40,
11,
14,
1,
5,
1,
7,
1,
20,
26,
19,
34,
102,
176,
238,
371,
361,
1397,
1674,
1695,
851,
709,
234,
163,
85,
27,
9,
8,
0,
1,
12,
3,
13,
46,
174,
316,
499,
479,
812,
681,
374,
137,
162,
125,
144,
133,
83,
22,
18,
0,
3,
0,
0,
2,
6,
9,
42,
69,
36,
69,
78,
150,
178,
151,
105,
69,
93,
113,
59,
74,
55,
18,
10,
7,
1,
5,
1,
2,
9,
34,
43,
55,
25,
25,
89,
149,
202,
99,
83,
79,
135,
284,
304,
416,
319,
307,
70,
12,
7,
4,
0,
2,
10,
15,
50,
73,
33,
38,
36,
124,
81,
49,
50,
34,
82,
140,
110,
173,
138,
63,
21,
8,
3,
0,
0,
6,
3,
25,
34,
70,
55,
48,
53,
128,
145,
130,
61,
7,
23,
35,
40,
22,
34,
8,
19,
8,
8,
1,
3,
2,
11,
15,
39,
53,
29,
46,
68,
142,
149,
88,
107,
103,
131,
199,
175,
149,
184,
166,
57,
29,
21,
5,
6,
2,
0,
5,
29,
36,
58,
96,
121,
221,
212,
235,
295,
275,
303,
332,
435,
417,
446,
329,
150,
53,
18,
5,
5,
1,
3,
6,
21,
67,
360,
497,
632,
739,
857,
854,
830,
634,
516,
281,
272,
233,
168,
57,
16,
6,
7,
1,
2,
0,
8,
19,
55,
59,
37,
51,
73,
146,
108,
84,
111,
111,
120,
97,
78,
94,
43,
35,
15,
9,
1,
4,
0,
2,
24,
28,
50,
65,
48,
37,
85,
167,
187,
114,
76,
71,
133,
97,
129,
133,
94,
80,
8,
5,
3,
3,
2,
4,
6,
22,
43,
66,
42,
98,
99,
173,
193,
108,
88,
83,
142,
127,
90,
118,
73,
48,
14
] |
[
6,
4,
5,
7,
9,
8,
20,
49,
58,
52,
56,
68,
174,
166,
148,
107,
129,
149,
150,
129,
69,
99,
45,
37,
7,
7,
1,
6,
6,
10,
13,
42,
74,
56,
77,
69,
89,
121,
56,
61,
73,
77,
141,
180,
247,
306,
247,
91,
29,
12,
12,
3,
10,
3,
9,
23,
57,
46,
54,
71,
85,
76,
79,
70,
83,
107,
168,
276,
451,
510,
369,
218,
79,
26,
17,
6,
11,
5,
4,
23,
39,
88,
140,
209,
218,
256,
208,
127,
131,
148,
205,
269,
138,
54,
47,
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: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -89.78%",
"予測される変化率: [カラム_0] 予測される変化率: -50.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.72倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 34個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 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: -89.78%",
"Forecasted change rate: [column_0] Forecasted change rate: -50.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.72 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 34",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from 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 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 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 not 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
| 256 | 96 |
[
7,
1,
0,
3,
0,
4,
9,
16,
27,
11,
24,
30,
79,
82,
34,
35,
42,
33,
57,
20,
8,
8,
7,
7,
3,
2,
0,
0,
3,
7,
13,
24,
26,
32,
9,
46,
88,
117,
78,
61,
81,
106,
87,
109,
100,
85,
30,
10,
7,
0,
3,
2,
0,
9,
15,
55,
57,
46,
30,
74,
120,
141,
112,
73,
66,
80,
97,
88,
87,
43,
4,
4,
2,
0,
3,
1,
5,
10,
6,
14,
23,
31,
18,
34,
69,
73,
86,
47,
66,
81,
61,
53,
38,
37,
40,
17,
5,
6,
2,
4,
0,
10,
16,
48,
57,
32,
34,
74,
181,
166,
114,
101,
104,
125,
108,
107,
94,
104,
54,
75,
20,
5,
12,
1,
10,
12,
8,
15,
64,
36,
68,
56,
130,
64,
92,
64,
95,
44,
87,
82,
124,
74,
54,
96,
27,
13,
7,
12,
10,
12,
4,
11,
112,
157,
670,
1338,
1812,
1783,
1811,
1563,
1089,
478,
228,
236,
171,
97,
37,
14,
4,
9,
6,
3,
4,
10,
21,
45,
42,
41,
41,
101,
170,
149,
70,
109,
95,
107,
106,
85,
72,
60,
17,
4,
10,
5,
5,
0,
6,
11,
30,
38,
55,
40,
48,
56,
198,
166,
124,
135,
90,
193,
141,
138,
100,
80,
49,
2,
4,
7,
1,
5,
7,
7,
17,
40,
58,
54,
67,
64,
144,
168,
89,
88,
89,
131,
84,
88,
83,
52,
38,
13,
12,
2,
3,
6,
0,
14,
19,
65,
69,
54,
54,
53,
126,
151,
87,
58
] |
[
72,
119,
110,
108,
67,
46,
51,
17,
6,
5,
12,
1,
3,
5,
24,
42,
43,
46,
62,
83,
151,
103,
98,
104,
111,
145,
190,
206,
264,
154,
149,
43,
13,
8,
5,
2,
14,
3,
6,
41,
36,
68,
123,
274,
267,
288,
383,
388,
323,
352,
295,
305,
283,
218,
174,
99,
72,
13,
3,
1,
5,
3,
4,
21,
50,
180,
426,
636,
714,
1025,
1005,
973,
760,
478,
312,
222,
172,
143,
102,
29,
22,
9,
0,
3,
2,
11,
7,
13,
18,
62,
167,
180,
361,
407,
547,
547
] |
[
"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: 728.57%",
"予測される変化率: [カラム_0] 予測される変化率: 659.72%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の2.11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: 728.57%",
"Forecasted change rate: [column_0] Forecasted change rate: 659.72%",
"Volatility: [column_0] Volatility: high (standard deviation is 2.11 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 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 62 でのデータには高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 54 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 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 62.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 54.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
393,
358,
189,
108,
88,
32,
16,
7,
0,
2,
0,
0,
1,
4,
13,
33,
59,
39,
54,
84,
98,
145,
64,
77,
80,
149,
131,
121,
217,
137,
55,
12,
4,
1,
2,
10,
2,
13,
22,
43,
69,
96,
65,
82,
114,
107,
55,
88,
80,
114,
117,
159,
163,
64,
40,
22,
5,
7,
6,
7,
0,
6,
23,
36,
55,
23,
36,
71,
214,
147,
42,
69,
85,
92,
134,
131,
15,
12,
12,
13,
3,
1,
11,
2,
5,
4,
12,
24,
94,
50,
43,
42,
68,
125,
145,
72,
68,
109,
98,
131,
125,
108,
87,
67,
12,
16,
6,
2,
7,
7,
6,
23,
42,
65,
110,
202,
219,
254,
273,
321,
252,
265,
311,
210,
207,
210,
148,
67,
20,
11,
7,
7,
6,
7,
4,
12,
53,
171,
300,
329,
433,
540,
566,
663,
463,
226,
219,
174,
133,
105,
47,
13,
11,
5,
0,
8,
0,
5,
12,
43,
78,
36,
121,
153,
209,
212,
170,
112,
115,
118,
157,
174,
107,
90,
36,
25,
8,
1,
4,
0,
1,
5,
32,
36,
59,
47,
45,
78,
161,
175,
87,
79,
59,
94,
161,
155,
166,
116,
74,
16,
10,
1,
4,
3,
2,
8,
19,
36,
44,
34,
9,
10,
22,
46,
47,
115,
86,
95,
112,
87,
42,
46,
17,
11,
10,
2,
7,
7,
7,
16,
46,
70,
58,
68,
58,
94,
195,
200,
150,
111,
100,
87,
104,
99,
92,
78,
23,
8,
9,
0,
6,
0,
2,
7,
14,
28
] |
[
44,
29,
32,
25,
80,
85,
89,
55,
48,
44,
59,
60,
92,
65,
61,
40,
16,
9,
24,
33,
2,
4,
14,
14,
436,
98,
82,
124,
153,
162,
234,
246,
195,
201,
226,
160,
119,
101,
150,
71,
10,
19,
8,
6,
3,
3,
4,
13,
47,
142,
252,
1007,
1190,
980,
783,
608,
471,
360,
164,
138,
64,
76,
19,
8,
1,
6,
4,
3,
3,
4,
12,
35,
74,
55,
51,
104,
165,
156,
123,
90,
94,
131,
114,
97,
63,
32,
17,
7,
5,
3,
2,
1,
1,
11,
27,
33
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: -92.88%",
"予測される変化率: [カラム_0] 予測される変化率: -25.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.50倍)",
"トレンド: [カラム_0] トレンドの継続: 横ばいの傾向が続く",
"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: 29個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: -92.88%",
"Forecasted change rate: [column_0] Forecasted change rate: -25.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.50 times the mean)",
"Trend: [column_0] Trend continuation: stable trend continues",
"Turning points: [column_0] Turning points in forecast period: 29",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 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 |
[
54,
50,
72,
72,
127,
126,
79,
82,
72,
69,
119,
103,
84,
59,
32,
8,
6,
0,
2,
1,
3,
12,
35,
40,
105,
61,
95,
76,
152,
195,
89,
81,
74,
130,
124,
116,
78,
53,
45,
18,
7,
0,
0,
1,
1,
3,
29,
35,
68,
47,
81,
95,
198,
242,
117,
100,
88,
135,
115,
159,
67,
83,
45,
25,
9,
4,
2,
2,
2,
3,
12,
34,
60,
205,
59,
62,
150,
174,
108,
108,
103,
140,
205,
203,
226,
243,
175,
175,
17,
16,
5,
7,
4,
1,
2,
21,
34,
35,
127,
161,
244,
241,
347,
291,
247,
349,
424,
362,
218,
182,
260,
108,
42,
22,
13,
4,
3,
7,
33,
330,
103,
320,
8635,
2002,
718,
805,
753,
661,
679,
275,
234,
143,
94,
52,
34,
10,
6,
0,
3,
9,
1,
7,
7,
49,
85,
53,
50,
117,
179,
197,
211,
151,
134,
137,
137,
91,
83,
79,
21,
13,
9,
12,
6,
2,
6,
9,
30,
56,
79,
49,
54,
121,
257,
216,
166,
203,
93,
137,
137,
113,
119,
93,
33,
15,
6,
1,
4,
1,
2,
8,
23,
45,
64,
65,
76,
156,
252,
253,
171,
170,
131,
149,
145,
128,
115,
108,
28,
26,
4,
2,
2,
0,
0,
12,
26,
38,
61,
53,
100,
110,
225,
254,
200,
150,
176,
164,
158,
135,
177,
101,
46,
27,
20,
21,
9,
6,
3,
4,
9,
19,
70,
75,
185,
353,
385,
423,
513,
417,
395,
315,
242,
137,
46,
18,
8,
14,
11,
3,
5,
3,
4,
4,
5,
19,
40,
82,
167,
188,
400,
431,
305,
329,
482,
373,
282,
140,
131,
153,
89,
48,
16,
2,
7,
0,
4,
1,
5,
21,
60,
202,
422,
692,
816,
829,
997,
1032,
675,
389,
185,
180,
151,
58,
56,
26,
12,
5,
1,
1,
3,
2,
2,
63,
14,
47,
66,
76,
86,
74,
178,
113,
55,
48,
18,
32,
16,
11,
0,
2,
0,
2,
1,
0,
0,
4,
2,
19,
37,
43,
20,
39,
64,
129,
126,
115,
116,
89,
144,
63,
53,
30,
9,
4,
3,
1,
2,
0,
2,
4,
5,
38,
50,
52,
93,
172,
224,
217,
196,
175,
156,
153,
147,
112,
61,
50,
67,
8,
5,
0,
0,
0,
0,
4,
17,
41,
64,
59,
94,
159,
362,
347,
285,
246,
173,
232,
145,
146,
68,
57,
37,
19,
8,
6,
5,
3,
0,
3,
9,
73,
68,
69,
114,
154,
267,
320,
271,
194,
241,
195,
133,
168,
167,
96,
57,
16,
17,
4,
8,
0,
6,
1,
7,
24,
55,
97,
149,
213,
257,
306,
294,
367,
309,
376,
404,
320,
198,
184,
180,
86,
49,
9,
17,
18,
4,
3,
6,
26,
50,
299,
443,
660,
733,
932,
975,
1028,
774,
464,
209,
180,
95,
86,
34,
11,
0,
3,
0,
3,
2,
3,
12,
34,
42,
47,
39,
84,
142,
163,
109,
131,
191,
141,
98,
82,
76,
61,
26,
11,
5,
5,
0,
2,
2,
22,
30,
60,
79,
80,
96,
143,
321,
328,
235,
161
] |
[
131,
187,
187,
175,
100,
108,
70,
15,
6,
2,
0,
2,
5,
13,
25,
64,
82,
112,
137,
186,
330,
375,
226,
185,
176,
141,
137,
116,
84,
66,
52,
17,
3,
7,
5,
6,
5,
9,
27,
50,
78,
74,
80,
95,
188,
245,
136,
120,
130,
181,
189,
148,
97,
74,
44,
21,
22,
6,
4,
6,
3,
6,
18,
26,
35,
54,
111,
90,
126,
298,
186,
170,
229,
268,
286,
282,
149,
209,
152,
70,
23,
9,
3,
0,
13,
10,
6,
36,
39,
86,
173,
280,
433,
583,
406,
473
] |
[
"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: 198.15%",
"予測される変化率: [カラム_0] 予測される変化率: 261.07%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の2.83倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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: stable",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 198.15%",
"Forecasted change rate: [column_0] Forecasted change rate: 261.07%",
"Volatility: [column_0] Volatility: high (standard deviation is 2.83 times the mean)",
"Trend: [column_0] Trend change: from stable 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 78 でのデータに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 78.",
"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 |
[
381,
653,
349,
331,
346,
212,
186,
97,
36,
12,
4,
0,
14,
7,
2,
22,
87,
198,
465,
705,
805,
898,
935,
796,
498,
192,
137,
96,
61,
69,
34,
5,
22,
8,
0,
1,
2,
11,
17,
49,
64,
59,
143,
102,
95,
200,
49,
70,
96,
122,
124,
72,
45,
44,
16,
7,
7,
1,
4,
3,
0,
11,
29,
24,
36,
23,
67,
88,
94,
101,
19,
50,
20,
45,
18,
26,
41,
27,
20,
8,
10,
0,
0,
0,
1,
5,
2,
9,
11,
10,
37,
51,
65,
72,
145,
76,
65,
101,
50,
62,
31,
11,
11,
4,
5,
0,
2,
0,
1,
4,
18,
24,
46,
62,
50,
102,
190,
197,
176,
148,
120,
114,
106,
94,
67,
85,
44,
16,
5,
4,
1,
1,
3,
5,
13,
47,
52,
72,
99,
159,
200,
266,
193,
188,
162,
163,
129,
174,
117,
58,
48,
37,
5,
8,
2,
1,
5,
0,
7,
17,
29,
83,
153,
278,
399,
317,
405,
440,
335,
273,
155,
217,
116,
27,
56,
29,
18,
4,
5,
3,
5,
0,
11,
18,
57,
264,
493,
899,
1114,
1299,
1280,
958,
514,
192,
140,
86,
84,
28,
20,
9,
5,
9,
5,
4,
4,
11,
13,
38,
48,
123,
95,
206,
196,
269,
117,
84,
88,
140,
96,
86,
54,
46,
30,
12,
6,
7,
0,
4,
5,
5,
25,
48,
85,
75,
67,
107,
132,
220,
93,
116,
66,
137,
120,
104,
64,
48,
14,
23,
0,
4,
2,
6,
4,
0,
2,
16
] |
[
30,
26,
13,
21,
49,
77,
39,
34,
32,
42,
81,
46,
43,
47,
5,
6,
3,
0,
3,
0,
3,
3,
10,
27,
27,
17,
13,
9,
100,
27,
83,
18,
35,
44,
41,
50,
40,
17,
12,
23,
5,
1,
0,
4,
4,
7,
7,
19,
39,
53,
36,
45,
132,
132,
50,
72,
102,
128,
175,
196,
92,
96,
126,
68,
17,
17,
0,
8,
4,
6,
5,
18,
25,
70,
65,
16,
21,
44,
90,
93,
170,
121,
128,
141,
113,
115,
43,
42,
19,
16,
5,
1,
6,
4,
10,
18
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -95.80%",
"予測される変化率: [カラム_0] 予測される変化率: -40.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.86倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 44個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -95.80%",
"Forecasted change rate: [column_0] Forecasted change rate: -40.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.86 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 44",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な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 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 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
| 256 | 96 |
[
32,
199,
284,
573,
657,
595,
620,
694,
461,
224,
112,
64,
67,
43,
22,
3,
3,
1,
0,
2,
0,
5,
22,
32,
62,
50,
33,
74,
102,
106,
49,
71,
53,
71,
77,
37,
32,
33,
23,
9,
2,
1,
2,
4,
0,
7,
24,
47,
76,
48,
46,
59,
159,
187,
101,
83,
89,
118,
138,
95,
78,
70,
46,
9,
4,
3,
0,
0,
0,
7,
16,
56,
64,
54,
40,
114,
174,
164,
92,
85,
87,
95,
71,
40,
49,
44,
11,
18,
4,
7,
0,
1,
4,
4,
18,
29,
67,
60,
62,
92,
209,
231,
121,
137,
104,
129,
92,
88,
89,
34,
58,
26,
10,
5,
1,
3,
0,
15,
7,
13,
44,
47,
37,
58,
102,
143,
60,
99,
80,
81,
52,
78,
70,
70,
46,
22,
18,
2,
4,
2,
12,
2,
10,
16,
34,
62,
96,
104,
139,
129,
158,
94,
162,
148,
154,
262,
97,
74,
116,
41,
26,
4,
8,
0,
10,
6,
1,
6,
11,
20,
17,
81,
108,
34,
54,
56,
64,
54,
41,
33,
23,
7,
15,
2,
3,
0,
0,
2,
0,
5,
5,
17,
46,
41,
42,
63,
123,
166,
105,
57,
42,
94,
51,
54,
9,
16,
37,
5,
6,
0,
6,
0,
3,
0,
30,
34,
50,
38,
46,
38,
143,
163,
95,
59,
75,
83,
70,
75,
55,
41,
27,
17,
4,
3,
0,
5,
0,
5,
16,
44,
61,
50,
41,
57,
137,
158,
90,
82,
85,
119,
83,
65,
68,
34,
18,
6
] |
[
4,
6,
7,
10,
2,
9,
17,
41,
65,
34,
37,
97,
174,
196,
109,
91,
97,
96,
123,
151,
50,
71,
43,
105,
5,
6,
4,
8,
0,
4,
19,
20,
41,
36,
39,
38,
98,
140,
100,
68,
120,
114,
78,
132,
80,
76,
85,
43,
22,
11,
3,
3,
3,
16,
8,
5,
9,
17,
32,
83,
94,
104,
156,
173,
148,
162,
170,
156,
137,
124,
100,
86,
16,
16,
3,
6,
2,
12,
6,
17,
48,
124,
317,
506,
718,
695,
911,
668,
440,
275,
145,
116,
63,
42,
17,
8
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -81.25%",
"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1.55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: 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: 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: -81.25%",
"Forecasted change rate: [column_0] Forecasted change rate: 100.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.55 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"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 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 78 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 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 78."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
11,
0,
1,
0,
1,
4,
13,
38,
61,
38,
29,
69,
189,
230,
98,
63,
49,
85,
64,
38,
37,
20,
9,
18,
6,
1,
0,
3,
0,
3,
14,
21,
59,
38,
41,
47,
137,
180,
68,
71,
64,
107,
96,
130,
56,
53,
33,
4,
1,
8,
1,
2,
0,
4,
14,
36,
70,
45,
88,
152,
215,
207,
125,
77,
152,
306,
278,
301,
35,
73,
158,
20,
32,
11,
0,
0,
3,
12,
17,
33,
67,
81,
97,
73,
156,
120,
54,
58,
55,
80,
84,
96,
43,
35,
22,
33,
1,
3,
1,
0,
4,
2,
2,
14,
31,
7,
5,
7,
4,
6,
3,
15,
13,
65,
45,
115,
39,
20,
87,
39,
12,
3,
1,
1,
7,
1,
3,
9
] |
[
33,
44,
101,
112,
126,
141,
73,
128,
51,
17,
47,
105,
72,
92,
66,
47,
6,
7,
2,
2,
10,
5,
8,
13,
7,
49,
78,
128,
181,
174,
145,
147,
198,
144,
90,
67,
57,
20,
32,
10,
0,
1,
6,
0,
8,
2,
13,
19,
52,
36,
44,
59,
127,
106,
92,
50,
48,
65,
56,
43,
33,
38,
22,
6,
3,
7,
6,
0,
5,
2,
25,
40,
49,
52,
54,
36,
152,
122,
86,
63,
79,
88,
74,
57,
73,
36,
29,
13,
1,
4,
0,
6,
0,
6,
17,
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: -18.18%",
"予測される変化率: [カラム_0] 予測される変化率: -6.06%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.11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: 47個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の6番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -18.18%",
"Forecasted change rate: [column_0] Forecasted change rate: -6.06%",
"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: 47",
"First turning point: [column_0] First turning point: at data point 6 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 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] ラグ 62 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 50 では、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 strong at lag 62.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 50."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
33,
21,
54,
62,
121,
156,
141,
64,
46,
104,
110,
34,
42,
41,
32,
15,
7,
6,
0,
3,
4,
4,
11,
19,
39,
37,
72,
158,
110,
243,
117,
99,
79,
112,
77,
45,
88,
33,
41,
14,
5,
3,
3,
2,
1,
5,
11,
42,
58,
50,
43,
84,
159,
191,
142,
103,
100,
162,
236,
192,
92,
65,
108,
60,
15,
7,
4,
0,
9,
2,
4,
13,
36,
49,
91,
116,
176,
202,
260,
279,
169,
138,
45,
20,
16,
37,
60,
29,
14,
4,
10,
1,
0,
4,
6,
8,
48,
109,
170,
262,
285,
293,
389,
468,
283,
187,
53,
72,
42,
26,
12,
3,
6,
2,
0,
1,
6,
1,
6,
9,
36,
32,
44,
42,
21,
21,
18,
5,
4,
16,
12,
5,
3,
15,
1,
0,
1,
0,
0,
0,
0,
2,
12,
20,
42,
31,
64,
13,
100,
50,
37,
34,
53,
54,
82,
24,
32,
40,
18,
7,
5,
0,
0,
2,
1,
3,
11,
34,
66,
42,
44,
51,
116,
114,
73,
38,
39,
67,
70,
39,
30,
68,
22,
24,
13,
11,
1,
0,
7,
2,
9,
18,
40,
43,
48,
49,
104,
122,
69,
62,
80,
67,
60,
66,
51,
38,
48,
11,
6,
6,
5,
1,
4,
7,
11,
31,
52,
41,
37,
85,
96,
135,
51,
67,
71,
110,
145,
167,
24,
32,
38,
21,
6,
13,
10,
0,
8,
3,
2,
12,
7,
13,
29,
30,
47,
59,
18,
39,
47,
141,
207,
187,
80,
105,
88,
79,
38,
9,
6,
3,
9,
2,
5,
8,
41,
112,
255,
503,
452,
565,
534,
524,
319,
209,
128,
112,
79,
55,
35,
15,
2,
5,
0,
3,
6,
9,
2,
5,
21,
44,
66,
178,
288,
306,
338,
345,
207,
103,
62,
31,
41,
19,
15,
3,
5,
0,
5,
0,
0,
7,
12,
24,
51,
72,
38,
46,
174,
157,
157,
95,
56,
84,
123,
66,
61,
49,
22,
9,
1,
8,
7,
3,
0,
2,
21,
29,
49,
88,
48,
52,
143,
103,
84,
56,
44,
98,
96,
52,
32,
32,
19,
9,
12,
3,
4,
1,
4,
8,
19,
27,
46,
45,
34,
60,
56,
85,
66,
46,
50,
53,
66,
47,
35,
22,
13,
11,
1,
4,
3,
7,
4,
9,
13,
19,
50,
37,
44,
68,
137,
179,
116,
90,
90,
84,
76,
68,
87,
50,
58,
30,
14,
11,
3,
11,
11,
4,
4,
13,
28,
48,
74,
93,
165,
158,
148,
137,
137,
279,
215,
408,
129,
46,
157,
45,
46,
20,
12,
7,
12,
1,
3,
18,
40,
144,
242,
342,
359,
240,
107,
73,
99,
41,
37,
54,
39,
44,
14,
7,
1,
3,
0,
2,
2,
6,
20,
23,
44,
35,
63,
51,
112,
137,
114,
60,
63,
77,
52,
35,
41,
24,
14,
5,
1,
1,
3,
0,
1,
8,
15,
31,
48,
36,
25,
56,
171,
154,
74,
73,
58,
74,
136,
65,
26,
24,
26,
10,
2,
1,
0,
3,
1,
7,
13,
35,
46,
39,
38,
82,
53,
52,
68,
31
] |
[
31,
55,
38,
23,
22,
29,
18,
4,
3,
0,
2,
0,
0,
1,
1,
7,
19,
8,
7,
12,
17,
14,
39,
19,
20,
20,
21,
30,
16,
16,
4,
5,
4,
0,
2,
0,
3,
2,
9,
12,
37,
20,
19,
28,
52,
53,
34,
33,
30,
57,
19,
24,
52,
35,
27,
33,
15,
6,
7,
6,
4,
1,
3,
10,
14,
36,
61,
101,
153,
150,
112,
112,
153,
114,
155,
82,
146,
87,
52,
42,
21,
25,
7,
5,
6,
4,
0,
8,
29,
59,
96,
170,
254,
213,
317,
304
] |
[
"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: -6.06%",
"予測される変化率: [カラム_0] 予測される変化率: 880.65%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.37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: 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2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -6.06%",
"Forecasted change rate: [column_0] Forecasted change rate: 880.65%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.37 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 45",
"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 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 |
[
258,
154,
110,
119,
84,
55,
17,
7,
1,
1,
0,
0,
3,
2,
5,
16,
47,
34,
70,
42,
119,
96,
16,
34,
42,
60,
54,
25,
27,
44,
41,
10,
1,
6,
4,
2,
4,
2,
11,
35,
66,
36,
22,
81,
144,
122,
67,
78,
44,
54,
159,
25,
27,
29,
16,
3,
6,
4,
2,
3,
0,
3,
12,
28,
57,
72,
54,
68,
157,
199,
119,
83,
46,
114,
56,
65,
34,
31,
27,
10,
2,
0,
0,
1,
3,
3,
10,
32,
51,
56,
40,
48,
122,
139,
76,
58,
45,
63,
54,
39,
50,
16,
15,
17,
0,
3,
1,
5,
5,
2,
14,
19,
51,
24,
50,
71,
33,
59,
69,
92,
38,
77,
55,
92,
54,
54,
48,
31,
34,
3,
4,
1,
5,
1,
8,
11,
23,
31,
74,
97,
122,
152,
177,
132,
94,
161,
187,
227,
51,
87,
154,
28,
14,
9,
1,
2,
4,
0,
3,
14,
31,
36,
44,
64,
67,
71,
22,
77,
79,
26,
15,
20,
6,
14,
1,
10,
1,
5,
5,
0,
6,
0,
4,
12,
27,
26,
32,
57,
78,
79,
62,
76,
79,
93,
78,
39,
25,
11,
13,
10,
1,
3,
0,
4,
2,
3,
18,
15,
46,
40,
56,
83,
191,
172,
130,
129,
112,
67,
72,
47,
49,
49,
35,
25,
10,
2,
2,
2,
0,
4,
4,
19,
50,
77,
37,
87,
169,
202,
128,
138,
127,
140,
99,
41,
27,
30,
20,
8,
2,
5,
0,
5,
0,
6,
13,
12,
42,
45,
50,
92,
223,
216,
193,
145,
108,
84,
71,
82,
37,
56,
23,
21,
6,
3,
2,
1,
0,
9,
9,
17,
37,
61,
53,
127,
205,
218,
179,
174,
158,
457,
1276,
1433,
216,
142,
65,
39,
31,
16,
9,
0,
1,
5,
3,
10,
37,
50,
137,
198,
256,
334,
411,
361,
365,
296,
266,
285,
99,
63,
139,
65,
8,
14,
9,
16,
3,
1,
1,
11,
87,
223,
539,
728,
829,
917,
1002,
1067,
578,
289,
116,
70,
46,
15,
28,
9,
3,
7,
0,
6,
2,
0,
6,
21,
49,
52,
64,
87,
140,
230,
159,
138,
131,
157,
112,
104,
53,
56,
12,
9,
5,
1,
6,
0,
3,
1,
19,
18,
40,
29,
26,
31,
104,
116,
111,
87,
79,
111,
104,
60,
32,
39,
16,
10,
3,
1,
0,
3,
0,
3,
15,
27,
46,
55,
60,
76,
188,
228,
121,
133,
108,
84,
99,
52,
64,
37,
20,
9,
4,
1,
8,
5,
5,
4,
11,
16,
38,
48,
45,
106,
125,
101,
65,
46,
2,
24,
66,
65,
40,
14,
14,
29,
3,
9,
0,
4,
3,
1,
12,
20,
30,
62,
60,
111,
179,
222,
203,
269,
219,
568,
1582,
2264,
417,
227,
175,
71,
24,
12,
4,
10,
4,
6,
2,
13,
14,
53,
67,
146,
191,
151,
143,
151,
161,
99,
90,
99,
33,
47,
3,
18,
9,
2,
5,
0,
8,
3,
0,
6,
25,
36,
70,
166,
288,
288,
419,
246,
165,
174,
83,
78,
45,
43,
26,
5
] |
[
4,
2,
1,
3,
0,
1,
15,
31,
50,
30,
68,
73,
115,
188,
109,
110,
96,
100,
67,
41,
33,
8,
15,
9,
3,
0,
0,
3,
0,
9,
15,
41,
57,
86,
45,
48,
165,
152,
112,
76,
68,
67,
92,
46,
38,
32,
14,
9,
0,
3,
4,
0,
0,
9,
4,
27,
46,
35,
35,
35,
142,
177,
100,
62,
40,
64,
106,
64,
48,
24,
35,
9,
3,
3,
3,
2,
3,
0,
14,
22,
54,
24,
24,
60,
203,
190,
63,
42,
58,
78,
73,
41,
48,
43,
37,
13
] |
[
"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: -98.06%",
"予測される変化率: [カラム_0] 予測される変化率: 225.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の2.16倍)",
"トレンド: [カラム_0] トレンドの継続: 上昇傾向の傾向が続く",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 38個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の3番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -98.06%",
"Forecasted change rate: [column_0] Forecasted change rate: 225.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 2.16 times the mean)",
"Trend: [column_0] Trend continuation: upward trend continues",
"Turning points: [column_0] Turning points in forecast period: 38",
"First turning point: [column_0] First turning point: at data point 3 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な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 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 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 84."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
8,
11,
0,
8,
0,
5,
18,
14,
59,
71,
80,
62,
147,
136,
83,
69,
146,
333,
1123,
1574,
329,
182,
165,
66,
28,
18,
12,
5,
3,
13,
4,
12,
20,
63,
88,
168,
189,
254,
299,
344,
278,
243,
275,
359,
218,
215,
210,
61,
20,
21,
7,
4,
3,
6,
18,
13,
51,
46,
117,
234,
292,
407,
380,
396,
239,
184,
61,
77,
68,
43,
16,
23,
2,
2,
5,
2,
6,
2,
10,
21,
50,
49,
56,
65,
226,
158,
100,
78,
65,
83,
54,
57,
28,
20,
8,
11,
2,
0,
0,
3,
7,
2,
17,
42,
48,
122,
25,
103,
155,
153,
62,
65,
59,
77,
79,
50,
30,
38,
13,
8,
8,
1,
0,
3,
1,
7,
8,
45,
58,
80,
130,
51,
209,
172,
74,
50,
58,
88,
94,
57,
58,
23,
23,
1,
28,
4,
0,
1,
0,
4,
13,
25,
64,
27,
99,
43,
94,
155,
52,
41,
27,
30,
51,
18,
27,
36,
35,
13,
4,
9,
2,
0,
2,
3,
5,
16,
28,
29,
67,
59,
127,
123,
83,
69,
85,
270,
1193,
543,
35,
63,
122,
49,
22,
9,
22,
9,
1,
6,
2,
8,
25,
101,
149,
114,
208,
291,
244,
191,
69,
60,
53,
81,
83,
62,
34,
10,
9,
17,
6,
4,
5,
2,
0,
12,
28,
83,
208,
243,
307,
247,
329,
213,
92,
73,
33,
24,
25,
8,
6,
12,
7,
0,
0,
4,
0,
6,
8,
26,
48,
31,
20,
46,
93,
128,
52,
57,
39,
63,
65,
49,
48,
16,
12,
9,
0,
3,
5,
0,
4,
2,
38,
79,
64,
55,
44,
40,
146,
135,
78,
36,
61,
89,
80,
43,
48,
59,
17,
20,
5,
5,
1,
1,
0,
6,
14,
22,
56,
28,
68,
64,
159,
184,
114,
82,
92,
91,
76,
34,
36,
52,
11,
0,
2,
5,
0,
2,
0,
3,
10,
28,
48,
32,
35,
37,
131,
110,
72,
89,
62,
72,
62,
54,
38,
73,
15,
7,
3,
0,
10,
0,
1,
3,
5,
24,
57,
43,
56,
98,
191,
255,
121,
127,
93,
128,
152,
49,
92,
110,
47,
32,
7,
6,
8,
0,
3,
6,
2,
18,
16,
51,
101,
167,
272,
351,
275,
298,
263,
188,
169,
163,
134,
54,
92,
30,
16,
2,
7,
3,
4,
5,
4,
9,
22,
59,
166,
159,
378,
340,
280,
215,
92,
74,
28,
40,
20,
11,
15,
7,
1,
0,
5,
2,
0,
2,
8,
21,
60,
49,
59,
47,
113,
78,
71,
63,
40,
55,
58,
74,
25,
43,
9,
5,
4,
1,
1,
5,
5,
2,
16,
27,
60,
53,
47,
36,
228,
241,
87,
55,
58,
76,
90,
35,
34,
40,
18,
5,
7,
0,
0,
4,
0,
4,
8,
13,
56,
26,
27,
6,
14,
23,
15,
31,
31,
62,
54,
37,
11,
34,
15,
4,
9,
3,
2,
1,
10,
6,
7,
14,
39,
42,
17,
15,
22,
25,
19,
17,
11,
44,
37,
9,
11,
12,
14,
12,
4,
7,
0,
6,
0,
3,
4,
10
] |
[
21,
34,
36,
53,
162,
217,
61,
43,
78,
54,
50,
44,
31,
43,
39,
17,
16,
8,
7,
7,
15,
0,
4,
7,
11,
36,
75,
69,
53,
128,
109,
136,
125,
43,
96,
148,
85,
70,
100,
59,
32,
13,
2,
0,
10,
3,
0,
14,
68,
168,
329,
590,
711,
727,
836,
672,
461,
188,
50,
130,
73,
50,
24,
10,
3,
1,
1,
0,
1,
4,
11,
26,
54,
41,
72,
61,
180,
224,
114,
108,
82,
74,
63,
38,
20,
27,
9,
4,
2,
4,
0,
0,
0,
8,
19,
35
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 25.00%",
"予測される変化率: [カラム_0] 予測される変化率: 66.67%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.81倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 32個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の6番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 25.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 66.67%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.81 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 6 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 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 shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is 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 |
[
43,
50,
52,
32,
74,
42,
68,
34,
48,
37,
38,
33,
25,
32,
21,
7,
1,
6,
0,
4,
0,
6,
9,
22,
40,
39,
43,
41,
112,
125,
67,
27,
47,
82,
73,
28,
20,
91,
21,
7,
6,
0,
3,
0,
4,
8,
12,
21,
52,
45,
59,
29,
110,
112,
80,
61,
38,
80,
67,
46,
27,
18,
12,
9,
6,
8,
6,
0,
3,
11,
12,
17,
50,
35,
47,
73,
59,
45,
35,
59,
88,
114,
169,
168,
36,
42,
43,
69,
6,
7,
2,
0,
8,
3,
3,
8,
19,
4,
15,
16,
86,
78,
67,
72,
119,
145,
194,
198,
57,
67,
130,
70,
19,
20,
12,
0,
5,
7,
1,
14,
22,
47,
75,
122,
281,
355,
357,
323,
241,
205,
177,
81,
44,
27,
5,
15,
3,
8,
6,
5,
1,
4,
12,
28,
45,
45,
37,
81,
142,
169,
88,
87,
58,
75,
51,
21,
25,
22,
18,
11,
4,
4,
3,
0,
4,
4,
11,
49,
66,
59,
40,
50,
161,
182,
59,
40,
73,
97,
107,
55,
52,
36,
23,
5,
8,
2,
1,
5,
0,
16,
11,
46,
43,
51,
74,
56,
168,
118,
95,
71,
75,
99,
123,
60,
49,
64,
30,
5,
1,
4,
0,
3,
2,
8,
21,
39,
60,
60,
46,
65,
109,
118,
83,
28,
37,
58,
59,
49,
29,
36,
31,
6,
7,
2,
6,
0,
3,
9,
10,
28,
50,
42,
30,
43,
124,
110,
98,
64,
76,
67,
101,
76,
55,
53,
27,
33
] |
[
10,
7,
0,
4,
7,
0,
11,
19,
38,
50,
87,
120,
131,
177,
176,
173,
210,
163,
120,
84,
49,
45,
67,
15,
6,
7,
2,
9,
4,
1,
7,
16,
72,
256,
464,
588,
682,
819,
729,
372,
171,
119,
110,
57,
58,
24,
18,
9,
2,
1,
0,
4,
0,
3,
13,
37,
52,
26,
57,
67,
117,
166,
110,
94,
48,
70,
95,
39,
19,
21,
30,
4,
4,
5,
0,
0,
6,
1,
18,
34,
66,
44,
69,
80,
161,
194,
89,
82,
94,
94,
75,
33,
50,
49,
23,
8
] |
[
"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: -23.26%",
"予測される変化率: [カラム_0] 予測される変化率: -20.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.52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: -23.26%",
"Forecasted change rate: [column_0] Forecasted change rate: -20.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.52 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 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 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
| 128 | 96 |
[
4,
6,
1,
5,
1,
1,
11,
37,
64,
48,
35,
127,
180,
204,
101,
71,
68,
94,
107,
19,
19,
19,
20,
3,
6,
6,
0,
5,
2,
1,
11,
22,
74,
32,
79,
71,
143,
87,
62,
30,
39,
79,
63,
51,
38,
18,
20,
37,
3,
1,
4,
1,
4,
2,
4,
18,
29,
33,
35,
98,
147,
168,
121,
68,
49,
66,
79,
37,
42,
33,
42,
12,
13,
6,
14,
8,
6,
2,
2,
27,
35,
53,
75,
95,
233,
231,
324,
294,
203,
197,
136,
120,
86,
82,
35,
26,
22,
3,
11,
3,
7,
0,
4,
11,
61,
222,
697,
942,
1023,
1128,
1360,
1268,
1182,
438,
192,
73,
76,
25,
12,
16,
5,
3,
2,
9,
0,
8,
10,
40
] |
[
66,
57,
92,
145,
218,
324,
139,
72,
60,
113,
85,
49,
66,
40,
12,
7,
2,
0,
2,
0,
3,
6,
19,
35,
70,
56,
116,
112,
227,
222,
106,
103,
101,
124,
87,
93,
58,
53,
29,
12,
7,
0,
0,
6,
7,
12,
15,
36,
38,
27,
38,
27,
53,
71,
88,
22,
75,
88,
76,
46,
33,
17,
25,
9,
2,
6,
3,
4,
2,
5,
12,
44,
41,
76,
37,
58,
187,
115,
102,
54,
74,
96,
78,
51,
19,
4,
2,
12,
5,
0,
7,
4,
3,
3,
22,
24
] |
[
"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: 900.00%",
"予測される変化率: [カラム_0] 予測される変化率: -63.64%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の2.22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: 44個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 900.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -63.64%",
"Volatility: [column_0] Volatility: high (standard deviation is 2.22 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 44",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 30 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 24 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 34 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 30.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 24.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 34."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
59,
17,
25,
26,
103,
89,
33,
34,
33,
58,
55,
37,
40,
16,
10,
9,
11,
7,
2,
7,
3,
12,
8,
11,
32,
22,
27,
50,
47,
84,
40,
70,
30,
58,
90,
59,
67,
57,
69,
24,
15,
9,
3,
4,
2,
1,
6,
10,
60,
125,
250,
404,
638,
795,
1005,
958,
751,
446,
146,
89,
53,
46,
22,
16,
7,
2,
1,
2,
0,
5,
16,
35,
74,
53,
119,
111,
258,
208,
131,
63,
62,
84,
56,
44,
36,
32,
19,
2,
7,
3,
0,
3,
4,
1,
22,
52,
81,
35,
61,
104,
287,
278,
141,
125,
86,
137,
170,
56,
87,
18,
23,
9,
4,
5,
4,
0,
4,
5,
17,
40,
57,
31,
49,
54,
120,
148,
107,
78,
60,
95,
147,
39,
10,
16,
8,
51,
0,
4,
0,
0,
0,
2,
22,
38,
46,
47,
33,
48,
45,
61,
58,
31,
35,
62,
47,
29,
25,
26,
13,
16,
6,
3,
5,
0,
2,
1,
26,
40,
55,
56,
74,
53,
116,
142,
104,
57,
83,
88,
78,
104,
70,
40,
30,
23,
25,
10,
0,
4,
5,
3,
5,
16,
34,
48,
72,
138,
298,
195,
164,
258,
185,
171,
170,
144,
64,
102,
39,
52,
16,
15,
5,
7,
7,
6,
7,
18,
47,
200,
368,
607,
548,
682,
625,
581,
579,
269,
36,
17,
17,
7,
4,
11,
1,
0,
1,
3,
3,
3,
27,
48,
69,
33,
43,
62,
152,
167,
115,
154,
54,
77,
99,
43,
55,
23,
2,
7,
7,
3,
2,
5,
3,
7,
20,
54,
53,
47,
41,
52,
137,
32,
27,
36,
24,
20,
44,
60,
19,
46,
12,
5,
9,
1,
0,
5,
0,
4,
16,
44,
67,
39,
48,
60,
110,
178,
81,
60,
80,
98,
112,
38,
21,
54,
18,
10,
3,
0,
2,
0,
2,
7,
12,
27,
29,
28,
35,
64,
152,
184,
113,
109,
86,
121,
118,
55,
27,
42,
25,
12,
5,
13,
4,
3,
5,
4,
19,
36,
56,
41,
30,
31,
86,
94,
46,
79,
87,
105,
113,
80,
76,
52,
20,
33,
6,
2,
7,
0,
7,
4,
7,
35,
37,
85,
102,
176,
223,
302,
388,
388,
312,
443,
260,
230,
168,
126,
46,
46,
29,
13,
9,
1,
5,
0,
21,
19,
41,
103,
187,
300,
424,
400,
328,
423,
206,
254,
78,
74,
15,
26,
20,
5,
7,
4,
4,
0,
5,
6,
23,
47,
70,
74,
46,
77,
158,
137,
72,
85,
86,
100,
68,
58,
34,
24,
6,
11,
7,
1,
6,
0,
7,
9,
21,
41,
57,
33,
53,
109,
245,
223,
175,
100,
119,
173,
146,
83,
60,
49,
28,
17,
8,
15,
0,
7,
0,
10,
20,
63,
61,
56,
80,
98,
210,
155,
118,
142,
103,
142,
144,
85,
60,
55,
19,
16,
13,
14,
9,
7,
0,
4,
17,
35,
43,
57,
67,
102,
226,
267,
131,
195,
147,
179,
200,
162,
86,
40,
59,
31,
24,
7,
2,
4,
6,
0,
22,
28,
42,
32,
20,
18,
27,
35,
59,
63
] |
[
32,
58,
86,
79,
54,
42,
17,
11,
15,
5,
4,
6,
5,
0,
6,
20,
44,
40,
93,
39,
26,
79,
80,
72,
39,
100,
39,
22,
39,
31,
15,
15,
3,
8,
6,
1,
8,
0,
3,
28,
36,
115,
204,
224,
379,
414,
465,
495,
350,
281,
114,
68,
51,
29,
14,
3,
2,
4,
0,
5,
1,
5,
19,
33,
70,
46,
78,
137,
263,
255,
145,
125,
104,
121,
122,
87,
29,
23,
8,
4,
2,
0,
0,
2,
0,
8,
14,
46,
67,
45,
86,
139,
318,
350,
228,
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: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 6.78%",
"予測される変化率: [カラム_0] 予測される変化率: 412.50%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.56倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 37個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 6.78%",
"Forecasted change rate: [column_0] Forecasted change rate: 412.50%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.56 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 37",
"First turning point: [column_0] First turning point: at data point 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 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 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 84."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
191,
220,
127,
72,
58,
39,
24,
2,
8,
2,
0,
4,
0,
8,
29,
45,
90,
65,
105,
172,
322,
318,
264,
225,
194,
199,
270,
147,
96,
84,
31,
22,
4,
6,
5,
0,
3,
5,
21,
53,
99,
67,
63,
96,
205,
241,
179,
173,
180,
227,
125,
90,
92,
56,
31,
14,
7,
10,
8,
8,
1,
5,
18,
41,
49,
50,
93,
112,
135,
249,
160,
158,
126,
144,
206,
139,
64,
179,
113,
40,
26,
8,
8,
4,
5,
2,
1,
18,
20,
45,
20,
41,
35,
10,
21,
28,
62,
59,
66,
63,
40,
71,
38,
13,
15,
10,
6,
5,
1,
0,
1,
12,
40,
104,
127,
274,
323,
437,
479,
433,
346,
248,
95,
54,
31,
19,
15,
4,
4,
2,
3,
0,
3,
1,
12,
29,
72,
22,
45,
78,
185,
190,
77,
88,
80,
64,
74,
42,
25,
17,
23,
13,
3,
2,
0,
4,
6,
7,
16,
43,
78,
87,
46,
90,
223,
229,
119,
85,
101,
74,
90,
92,
10,
8,
6,
11,
0,
2,
3,
0,
2,
1,
15,
44,
68,
69,
65,
58,
126,
139,
139,
51,
90,
73,
98,
58,
26,
15,
25,
4,
7,
3,
0,
2,
2,
11,
7,
31,
55,
36,
25,
54,
91,
11,
45,
38,
28,
65,
42,
47,
46,
26,
10,
15,
8,
4,
3,
2,
4,
2,
18,
33,
58,
59,
31,
41,
64,
80,
56,
74,
73,
106,
47,
39,
47,
52,
29,
23,
16,
5,
15,
2,
12,
4,
4,
16,
16,
51,
126,
174,
233,
330,
408,
245,
195,
243,
211,
130,
134,
145,
70,
69,
19,
4,
2,
7,
1,
5,
2,
18,
78,
259,
753,
822,
1121,
1115,
1320,
1056,
895,
765,
317,
221,
157,
49,
40,
2,
12,
7,
4,
3,
5,
1,
9,
36,
75,
50,
65,
71,
169,
137,
92,
73,
85,
221,
75,
59,
45,
22,
37,
5,
5,
0,
2,
6,
2,
3,
17,
49,
57,
45,
26,
49,
124,
130,
71,
61,
62,
75,
36,
21,
26,
25,
10,
3,
3,
2,
2,
7,
5,
3,
18,
42,
76,
47,
74,
116,
120,
244,
55,
37,
48,
80,
87,
68,
36,
43,
8,
2,
6,
7,
0,
6,
3,
8,
44,
37,
60,
73,
68,
69,
236,
233,
169,
78,
79,
94,
113,
80,
84,
47,
37,
16,
3,
7,
2,
3,
11,
6,
16,
27,
40,
29,
46,
100,
115,
159,
134,
102,
136,
173,
175,
179,
110,
132,
67,
39,
8,
3,
3,
18,
5,
3,
5,
12,
32,
51,
123,
104,
198,
277,
379,
266,
313,
256,
234,
242,
138,
165,
75,
46,
49,
10,
18,
7,
1,
4,
5,
13,
63,
232,
433,
524,
694,
525,
797,
324,
115,
132,
70,
45,
10,
15,
8,
7,
7,
5,
1,
3,
0,
5,
15,
35,
72,
57,
70,
100,
180,
253,
197,
105,
149,
157,
127,
81,
65,
42,
27,
7,
7,
2,
0,
0,
2,
10,
16,
40,
99,
56,
56,
70,
150,
177,
115,
94,
67,
93,
132,
70,
66,
53,
33,
19
] |
[
7,
4,
5,
0,
0,
9,
25,
55,
78,
68,
56,
53,
156,
175,
84,
77,
109,
90,
90,
83,
69,
65,
35,
6,
8,
4,
5,
2,
6,
2,
11,
64,
66,
55,
56,
64,
164,
108,
80,
25,
13,
38,
43,
30,
12,
40,
14,
16,
3,
5,
4,
5,
0,
2,
9,
37,
61,
63,
61,
64,
138,
120,
90,
18,
49,
53,
19,
32,
30,
20,
15,
32,
10,
3,
0,
4,
4,
6,
0,
21,
20,
29,
59,
65,
65,
73,
106,
86,
143,
123,
89,
116,
123,
55,
39,
15
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -90.05%",
"予測される変化率: [カラム_0] 予測される変化率: 114.29%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.69倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 47個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: -90.05%",
"Forecasted change rate: [column_0] Forecasted change rate: 114.29%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.69 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 47",
"First turning point: [column_0] First turning point: at data point 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 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 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 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 |
[
13,
1,
8,
2,
3,
2,
9,
19,
44,
164,
303,
430,
643,
818,
969,
765,
585,
331,
143,
92,
66,
52,
10,
5,
8,
1,
1,
0,
4,
2,
22,
45,
101,
60,
75,
118,
216,
258,
134,
128,
94,
177,
145,
105,
78,
68,
25,
4,
4,
1,
4,
0,
3,
4,
49,
117,
126,
75,
48,
68,
217,
268,
121,
85,
69,
92,
155,
146,
179,
127,
58,
23,
11,
6,
5,
0,
0,
7,
21,
56,
65,
53,
57,
85,
146,
180,
190,
96,
70,
98,
84,
92,
109,
79,
48,
13,
7,
5,
10,
0,
1,
1,
3,
25,
32,
34,
30,
40,
37,
39,
30,
28,
54,
59,
65,
21,
21,
31,
12,
8,
8,
3,
3,
2,
1,
3,
12,
34,
65,
25,
53,
50,
96,
120,
127,
90,
76,
107,
93,
86,
93,
68,
32,
19,
5,
9,
7,
1,
10,
5,
9,
25,
117,
106,
83,
126,
195,
172,
199,
210,
208,
224,
299,
204,
177,
120,
89,
40,
10,
7,
2,
2,
2,
3,
14,
26,
85,
237,
497,
768,
755,
661,
661,
680,
461,
517,
292,
199,
240,
128,
68,
38,
12,
5,
7,
2,
4,
4,
20,
29,
73,
75,
83,
107,
125,
60,
94,
148,
158,
201,
190,
143,
132,
169,
139,
17,
5,
10,
5,
3,
2,
3,
7,
28,
59,
65,
76,
49,
147,
207,
164,
165,
27,
124,
120,
66,
77,
42,
31,
14,
14,
12,
4,
0,
0,
5,
26,
52,
70,
75,
107,
141,
173,
227,
104,
101,
79,
121,
152,
106,
95,
59,
15,
15,
11,
0,
6,
16,
0,
7,
11,
41,
73,
136,
149,
99,
308,
308,
264,
93,
99,
90,
87,
112,
41,
33,
15,
19,
9,
6,
1,
6,
2,
5,
26,
60,
93,
62,
81,
92,
133,
154,
280,
79,
52,
87,
48,
26,
84,
30,
22,
18,
9,
5,
4,
2,
4,
6,
5,
16,
30,
32,
86,
129,
142,
191,
229,
293,
251,
197,
159,
172,
91,
92,
65,
42,
36,
12,
16,
8,
8,
7,
17,
26,
59,
229,
507,
737,
882,
969,
1023,
985,
667,
413,
206,
184,
245,
128,
57,
24,
1,
6,
0,
8,
7,
4,
27,
56,
76,
38,
73,
96,
179,
198,
103,
72,
103,
108,
91,
74,
37,
54,
17,
5,
8,
2,
2,
7,
1,
4,
34,
67,
128,
66,
76,
85,
224,
218,
133,
139,
151,
314,
267,
239,
110,
25,
23,
121,
3,
8,
0,
0,
5,
2,
30,
79,
135,
97,
136,
126,
245,
279,
110,
87,
86,
106,
104,
71,
56,
86,
37,
2,
8,
3,
0,
10,
4,
3,
23,
42,
82,
68,
77,
104,
222,
176,
124,
121,
101,
111,
90,
41,
24,
45,
23,
18,
14,
2,
0,
6,
6,
4,
15,
42,
58,
52,
47,
105,
110,
169,
183,
94,
152,
186,
191,
97,
89,
84,
67,
66,
16,
2,
4,
3,
10,
4,
74,
365,
117,
54,
70,
108,
165,
160,
220,
238,
201,
275,
338,
277,
166,
135,
145,
83,
65,
12,
5,
10,
1,
4,
15,
12
] |
[
31,
290,
323,
436,
596,
603,
595,
728,
690,
360,
200,
123,
86,
53,
12,
11,
1,
3,
5,
1,
0,
2,
20,
40,
73,
50,
43,
81,
219,
260,
123,
95,
107,
137,
126,
147,
57,
77,
42,
15,
4,
7,
0,
5,
0,
10,
28,
67,
90,
62,
49,
121,
201,
262,
84,
98,
92,
114,
120,
121,
139,
97,
63,
41,
23,
9,
0,
4,
2,
4,
28,
46,
72,
54,
106,
74,
180,
122,
118,
96,
97,
126,
98,
110,
52,
39,
17,
12,
2,
3,
1,
6,
0,
2,
31,
58
] |
[
"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: -7.69%",
"予測される変化率: [カラム_0] 予測される変化率: 87.10%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.46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: 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6番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -7.69%",
"Forecasted change rate: [column_0] Forecasted change rate: 87.10%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.46 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 44",
"First turning point: [column_0] First turning point: at data point 6 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 30 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data 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 94."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
76,
55,
85,
144,
305,
252,
189,
166,
139,
157,
102,
80,
113,
57,
55,
30,
3,
3,
3,
6,
0,
8,
30,
130,
83,
85,
89,
167,
292,
298,
220,
157,
177,
118,
161,
353,
308,
169,
88,
79,
40,
20,
2,
9,
9,
4,
4,
27,
41,
105,
104,
98,
128,
134,
137,
187,
183,
225,
291,
313,
313,
154,
188,
89,
79,
38,
4,
6,
2,
4,
9,
15,
40,
218,
430,
533,
654,
753,
847,
764,
625,
400,
200,
102,
134,
56,
30,
12,
7,
16,
3,
1,
1,
1,
21,
63,
87,
47,
47,
84,
154,
280,
201,
110,
130,
119,
137,
81,
67,
93,
33,
19,
5,
0,
1,
4,
0,
2,
15,
11,
37,
11,
35,
32,
43,
114,
79,
110,
109,
132,
109,
105,
104,
86,
57,
11,
8,
7,
4,
1,
6,
2,
21,
60,
71,
54,
71,
131,
188,
187,
145,
135,
121,
105,
114,
80,
119,
167,
77,
33,
2,
9,
3,
3,
0,
2,
21,
42,
50,
57,
24,
35,
73,
88,
33,
22,
22,
61,
95,
150,
177,
152,
90,
26,
31,
14,
11,
6,
5,
5,
27,
43,
64,
38,
53,
82,
168,
183,
177,
137,
151,
181,
261,
311,
280,
251,
39,
72,
21,
9,
2,
11,
2,
2,
8,
12,
19,
41,
63,
108,
176,
177,
171,
186,
266,
112,
98,
184,
156,
92,
148,
44,
19,
13,
19,
17,
1,
2,
5,
30,
63,
290,
434,
461,
757,
677,
663,
654,
684,
445,
223,
207,
158,
58,
39,
11
] |
[
15,
5,
0,
3,
5,
1,
25,
60,
75,
38,
61,
109,
153,
174,
93,
110,
85,
69,
100,
80,
84,
31,
18,
11,
3,
1,
3,
0,
5,
1,
30,
50,
56,
43,
60,
42,
83,
89,
52,
54,
40,
70,
78,
52,
37,
34,
22,
8,
6,
12,
0,
4,
6,
1,
9,
41,
47,
84,
50,
36,
143,
128,
81,
70,
107,
132,
84,
61,
59,
34,
32,
13,
10,
3,
7,
0,
1,
7,
33,
48,
46,
36,
83,
78,
223,
171,
111,
102,
82,
146,
108,
96,
103,
105,
57,
13
] |
[
"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: -85.53%",
"予測される変化率: [カラム_0] 予測される変化率: -13.33%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.34倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 49個",
"最初のターニングポイント: [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: -85.53%",
"Forecasted change rate: [column_0] Forecasted change rate: -13.33%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.34 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 49",
"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 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 |
[
9,
2,
1,
6,
5,
3,
14,
38,
75,
52,
114,
103,
241,
187,
123,
156,
201,
210,
353,
383,
381,
306,
372,
200,
73,
35,
18,
4,
7,
2,
10,
26,
27,
24,
65,
109,
91,
100,
95,
71,
70,
133,
139,
97,
110,
109,
68,
65,
40,
19,
10,
12,
8,
3,
8,
13,
21,
223,
420,
573,
1123,
1328,
1272,
1270,
912,
363,
199,
128,
77,
31,
45,
23,
5,
3,
7,
6,
1,
4,
17,
45,
71,
47,
82,
85,
204,
215,
131,
83,
87,
122,
121,
110,
104,
91,
24,
21,
8,
0,
2,
4,
1,
4,
28,
53,
82,
43,
67,
114,
209,
218,
114,
86,
106,
103,
158,
174,
220,
148,
67,
18,
11,
8,
0,
4,
0,
11,
28,
56
] |
[
77,
44,
65,
59,
177,
129,
57,
96,
62,
80,
106,
92,
145,
138,
111,
81,
27,
10,
2,
2,
4,
6,
31,
41,
78,
47,
47,
97,
99,
125,
133,
99,
29,
34,
33,
54,
88,
58,
29,
11,
6,
3,
1,
7,
0,
12,
10,
38,
34,
26,
33,
72,
108,
130,
55,
108,
170,
134,
63,
60,
67,
107,
46,
66,
44,
10,
6,
8,
1,
6,
8,
10,
27,
23,
32,
115,
145,
138,
197,
211,
169,
148,
239,
276,
307,
200,
132,
96,
79,
12,
22,
9,
3,
3,
6,
18
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 522.22%",
"予測される変化率: [カラム_0] 予測される変化率: -76.62%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.75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: 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: upward",
"Historical change rate: [column_0] Historical change rate: 522.22%",
"Forecasted change rate: [column_0] Forecasted change rate: -76.62%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.75 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"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] ラグ 52 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 64 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 52.",
"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 |
[
28,
90,
218,
287,
617,
654,
610,
698,
555,
519,
196,
130,
99,
35,
12,
23,
14,
0,
5,
4,
4,
6,
16,
39,
92,
82,
81,
147,
261,
276,
145,
190,
140,
171,
131,
73,
115,
92,
27,
16,
8,
7,
1,
1,
2,
3,
32,
66,
77,
78,
104,
143,
173,
242,
151,
118,
85,
126,
114,
133,
172,
159,
56,
33,
11,
5,
2,
0,
4,
6,
18,
60,
72,
53,
127,
74,
104,
161,
86,
97,
103,
185,
96,
54,
72,
61,
80,
5,
0,
0,
3,
3,
3,
3,
22,
45,
71,
52,
51,
132,
269,
276,
162,
145,
146,
185,
148,
107,
85,
75,
54,
19,
10,
0,
8,
3,
0,
4,
26,
57,
67,
72,
126,
92,
311,
228,
251,
217,
326,
266,
320,
273,
213,
108,
66,
32,
15,
24,
7,
8,
5,
2,
15,
25,
46,
75,
79,
122,
148,
182,
201,
239,
187,
190,
186,
207,
290,
215,
141,
57,
35,
15,
7,
5,
2,
5,
7,
43,
121,
198,
243,
271,
309,
278,
302,
390,
305,
578,
789,
1494,
1996,
1577,
1611,
124,
50,
11,
1,
16,
1,
2,
15,
32,
36,
39,
69,
99,
142,
117,
179,
103,
149,
151,
177,
109,
81,
46,
53,
14,
8,
4,
5,
0,
1,
5,
3,
26,
17,
26,
64,
100,
162,
153,
161,
235,
230,
143,
209,
125,
118,
37,
30,
2,
9,
0,
1,
5,
0,
5,
2,
24,
32,
51,
66,
166,
207,
287,
283,
355,
293,
325,
205,
182,
211,
120,
38,
15,
14,
12,
12,
5,
0,
0,
2,
47,
41,
58,
90,
97,
135,
94,
108,
152,
160,
152,
81,
115,
123,
90,
59,
14,
9,
14,
2,
2,
10,
1,
18,
31,
71,
92,
66,
91,
128,
248,
287,
313,
297,
218,
174,
104,
139,
131,
68,
49,
10,
8,
8,
8,
2,
1,
12,
9,
21,
27,
62,
116,
233,
256,
313,
343,
357,
309,
247,
239,
164,
100,
109,
23,
4,
7,
4,
3,
6,
2,
5,
24,
38,
97,
131,
249,
437,
419,
466,
495,
506,
433,
315,
224,
238,
185,
74,
45,
20,
3,
7,
0,
2,
0,
9,
18,
48,
67,
94,
226,
271,
279,
324,
344,
420,
633,
937,
1746,
2867,
3593,
4862,
4489,
3103,
533,
123,
121,
6,
25,
31,
23,
51,
51,
92,
219,
266,
342,
461,
467,
345,
321,
207,
183,
207,
77,
56,
15,
5,
8,
3,
0,
0,
3,
9,
28,
37,
31,
87,
174,
262,
315,
238,
303,
301,
273,
218,
155,
166,
91,
83,
14,
2,
6,
0,
0,
1,
2,
14,
36,
52,
55,
93,
93,
112,
102,
95,
40,
58,
58,
48,
82,
175,
213,
143,
61,
14,
12,
1,
3,
3,
1,
16,
26,
48,
27,
38,
28,
30,
12,
20,
25,
11,
28,
41,
43,
169,
205,
107,
87,
45,
11,
13,
6,
1,
8,
9,
15,
27,
42,
124,
116,
208,
181,
233,
327,
286,
263,
313,
317,
245,
215,
94,
74,
6,
10,
7,
7,
4,
2,
8,
24,
30,
66,
153,
277,
341,
397,
470,
433
] |
[
318,
304,
196,
127,
158,
99,
57,
17,
17,
7,
0,
0,
3,
1,
18,
28,
101,
22,
63,
73,
150,
170,
90,
91,
59,
111,
151,
171,
168,
254,
134,
20,
17,
22,
4,
5,
5,
8,
29,
40,
65,
44,
60,
91,
175,
180,
123,
132,
94,
140,
120,
26,
28,
44,
10,
9,
4,
0,
0,
4,
6,
2,
13,
32,
42,
43,
54,
89,
190,
251,
172,
161,
187,
190,
67,
40,
39,
34,
25,
6,
10,
2,
1,
0,
4,
3,
9,
24,
37,
33,
50,
86,
134,
201,
93,
106
] |
[
"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: 1446.43%",
"予測される変化率: [カラム_0] 予測される変化率: -66.67%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の2.53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: 1446.43%",
"Forecasted change rate: [column_0] Forecasted change rate: -66.67%",
"Volatility: [column_0] Volatility: high (standard deviation is 2.53 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 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 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] 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 90.",
"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 |
[
46,
88,
44,
54,
97,
46,
27,
26,
2,
6,
0,
5,
2,
2,
8,
20,
36,
20,
32,
26,
31,
41,
10,
21,
31,
57,
52,
67,
126,
59,
52,
19,
0,
6,
1,
0,
2,
1,
6,
16,
31,
36,
67,
87,
110,
126,
104,
148,
113,
111,
113,
75,
97,
63,
45,
40,
6,
2,
5,
1,
2,
0,
1,
13,
39,
50,
126,
211,
269,
263,
316,
287,
239,
170,
61,
39,
18,
9,
2,
8,
1,
1,
1,
3,
0,
4,
13,
36,
55,
35,
28,
47,
66,
113,
76,
79,
60,
78,
66,
58,
32,
20,
18,
10,
1,
5,
5,
0,
7,
3,
21,
40,
54,
28,
44,
164,
94,
258,
178,
120,
103,
137,
174,
145,
195,
121,
48,
20
] |
[
7,
1,
2,
0,
1,
6,
24,
53,
95,
63,
64,
138,
264,
265,
176,
168,
128,
158,
178,
172,
150,
149,
108,
7,
9,
0,
0,
0,
0,
2,
20,
88,
92,
55,
58,
59,
118,
94,
65,
33,
28,
52,
62,
100,
144,
174,
142,
77,
15,
10,
4,
6,
9,
3,
22,
49,
72,
42,
60,
91,
166,
203,
137,
156,
137,
205,
222,
359,
79,
61,
161,
19,
28,
4,
5,
0,
0,
5,
6,
24,
36,
43,
69,
155,
223,
278,
452,
503,
323,
328,
604,
588,
201,
138,
284,
42
] |
[
"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: -56.52%",
"予測される変化率: [カラム_0] 予測される変化率: 500.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.24倍)",
"トレンド: [カラム_0] トレンドの強化: 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: -56.52%",
"Forecasted change rate: [column_0] Forecasted change rate: 500.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.24 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 36",
"First turning point: [column_0] First turning point: at data point 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 48 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 36.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 48."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
20,
9,
4,
4,
1,
2,
8,
17,
109,
401,
726,
1020,
1100,
972,
998,
1197,
998,
500,
248,
435,
196,
108,
37,
17,
12,
9,
28,
2,
15,
11,
15,
48,
80,
46,
52,
97,
219,
262,
144,
133,
112,
139,
108,
95,
82,
100,
27,
13,
9,
1,
1,
3,
0,
9,
17,
47,
76,
49,
98,
117,
220,
262,
170,
179,
133,
202,
283,
386,
137,
72,
205,
27,
7,
5,
6,
3,
0,
6,
14,
70,
102,
57,
58,
126,
263,
302,
162,
147,
174,
210,
314,
334,
111,
93,
158,
37,
12,
5,
0,
6,
7,
4,
29,
51,
70,
47,
76,
72,
129,
125,
61,
44,
40,
77,
197,
281,
161,
144,
234,
66,
26,
8,
5,
3,
3,
2,
13,
59,
58,
42,
82,
98,
207,
200,
140,
189,
109,
146,
270,
347,
124,
100,
176,
38,
19,
7,
10,
9,
6,
1,
7,
27,
35,
59,
162,
287,
434,
650,
739,
694,
375,
346,
509,
412,
126,
131,
220,
51,
10,
4,
7,
3,
0,
0,
5,
14,
59,
375,
454,
868,
1380,
1203,
1164,
1641,
1530,
687,
317,
463,
200,
132,
75,
52,
32,
6,
2,
3,
2,
0,
12,
30,
32,
60,
128,
285,
314,
457,
440,
404,
297,
286,
170,
133,
63,
47,
26,
10,
1,
5,
0,
4,
0,
2,
11,
54,
77,
51,
29,
64,
165,
155,
140,
160,
92,
177,
225,
292,
58,
54,
119,
21,
13,
3,
0,
1,
1,
7,
34,
71,
146,
92,
88,
284,
279,
256,
224,
173
] |
[
138,
215,
247,
464,
182,
96,
216,
30,
13,
12,
1,
4,
2,
6,
39,
87,
124,
84,
197,
211,
316,
383,
279,
206,
147,
42,
55,
21,
12,
7,
48,
24,
6,
8,
10,
1,
2,
13,
25,
87,
105,
169,
251,
345,
455,
559,
437,
495,
277,
319,
474,
360,
153,
96,
133,
32,
25,
15,
4,
5,
0,
6,
22,
47,
71,
140,
445,
852,
953,
1222,
1371,
1411,
1065,
973,
1115,
800,
349,
238,
574,
160,
51,
16,
14,
2,
10,
1,
12,
42,
78,
197,
642,
1235,
1609,
1588,
1651,
1578
] |
[
"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: 765.00%",
"予測される変化率: [カラム_0] 予測される変化率: 1043.48%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.57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: 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: 765.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 1043.48%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.57 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 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 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 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 92."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
1264,
690,
515,
286,
120,
128,
59,
30,
16,
6,
2,
9,
0,
3,
31,
85,
136,
74,
164,
194,
221,
219,
138,
117,
97,
154,
97,
60,
71,
38,
37,
12,
10,
0,
0,
0,
3,
8,
26,
61,
96,
51,
63,
64,
217,
199,
122,
70,
80,
137,
243,
286,
143,
91,
136,
41,
12,
3,
0,
0,
6,
8,
26,
45,
92,
43,
43,
116,
78,
135,
41,
36,
38,
85,
156,
274,
138,
113,
171,
43,
21,
11,
0,
2,
0,
3,
23,
55,
76,
44,
66,
86,
166,
206,
127,
83,
95,
122,
264,
307,
114,
79,
119,
33,
13,
14,
6,
0,
4,
4,
29,
37,
69,
42,
67,
60,
168,
182,
134,
178,
71,
162,
412,
442,
178,
98,
253,
56,
12,
2,
8,
9,
1,
1,
5,
55,
42,
61,
233,
292,
232,
197,
325,
363,
277,
349,
707,
683,
255,
208,
229,
32,
20,
5,
2,
1,
8,
4,
3,
27,
69,
140,
431,
714,
1847,
2721,
3934,
3664,
3155,
1732,
300,
263,
92,
89,
30,
16,
7,
6,
4,
1,
5,
6,
25,
60,
137,
51,
112,
185,
207,
245,
178,
83,
135,
117,
110,
73,
91,
48,
32,
16,
10,
1,
2,
3,
1,
5,
17,
54,
81,
54,
58,
116,
175,
216,
113,
87,
91,
120,
118,
77,
117,
69,
32,
8,
3,
7,
6,
1,
6,
3,
30,
63,
106,
59,
70,
80,
176,
167,
92,
76,
76,
112,
135,
383,
158,
112,
184,
41,
11,
4,
4,
1,
3,
5,
26,
49
] |
[
62,
70,
43,
81,
151,
188,
155,
132,
109,
170,
367,
640,
356,
294,
334,
89,
19,
21,
7,
6,
3,
4,
21,
72,
62,
56,
77,
74,
122,
202,
110,
173,
107,
159,
324,
535,
302,
232,
471,
89,
53,
11,
8,
5,
3,
1,
10,
30,
45,
53,
110,
128,
102,
109,
102,
203,
137,
273,
634,
693,
446,
357,
462,
168,
33,
18,
14,
8,
8,
1,
11,
26,
102,
199,
506,
674,
579,
521,
405,
533,
410,
210,
143,
389,
293,
203,
103,
42,
44,
14,
3,
18,
3,
6,
18,
51
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -96.12%",
"予測される変化率: [カラム_0] 予測される変化率: -17.74%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の2.36倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 42個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 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: -96.12%",
"Forecasted change rate: [column_0] Forecasted change rate: -17.74%",
"Volatility: [column_0] Volatility: high (standard deviation is 2.36 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 42",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from 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 88 では、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 88."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
83,
28,
34,
39,
90,
83,
34,
33,
32,
50,
61,
82,
180,
123,
49,
23,
11,
8,
1,
2,
4,
10,
26,
49,
72,
53,
70,
29,
47,
76,
63,
32,
66,
78,
88,
62,
62,
34,
24,
9,
4,
3,
0,
0,
5,
10,
25,
57,
83,
55,
61,
116,
205,
171,
155,
77,
64,
112,
160,
280,
76,
68,
119,
24,
9,
0,
6,
7,
1,
14,
16,
67,
68,
39,
49,
67,
189,
157,
91,
56,
73,
93,
85,
318,
112,
53,
115,
36,
10,
3,
5,
5,
3,
7,
18,
48,
75,
46,
50,
80,
85,
105,
92,
145,
93,
112,
302,
412,
208,
159,
373,
71,
23,
18,
7,
3,
1,
11,
4,
26,
43,
74,
81,
129,
206,
162,
242,
300,
217,
188,
510,
678,
431,
273,
505,
168,
52,
39,
17,
15,
5,
2,
12,
29,
102,
153,
416,
596,
532,
452,
446,
533,
482,
315,
163,
335,
256,
131,
75,
57,
16,
4,
1,
1,
1,
11,
11,
61,
86,
53,
50,
75,
133,
146,
74,
76,
86,
108,
73,
61,
77,
30,
24,
8,
0,
6,
0,
1,
1,
3,
3,
14,
22,
6,
20,
12,
35,
65,
57,
61,
50,
97,
95,
133,
111,
99,
56,
7,
1,
6,
1,
6,
0,
8,
19,
32,
85,
38,
27,
54,
139,
104,
66,
42,
8,
74,
129,
215,
68,
45,
58,
11,
6,
6,
0,
4,
0,
4,
13,
32,
67,
38,
46,
57,
109,
57,
36,
82,
59,
136,
132,
223,
47,
40,
77,
37,
11,
6,
6,
1,
4,
6,
23,
60,
98,
91,
92,
60,
135,
174,
122,
174,
102,
149,
311,
328,
89,
68,
139,
45,
19,
2,
2,
4,
2,
2,
12,
16,
31,
46,
126,
189,
259,
327,
389,
342,
218,
288,
550,
697,
280,
202,
260,
112,
19,
10,
29,
3,
5,
9,
15,
23,
122,
166,
400,
713,
851,
700,
845,
971,
761,
402,
135,
330,
263,
168,
57,
34,
9,
6,
7,
5,
0,
6,
17,
45,
90,
54,
61,
75,
139,
115,
44,
42,
61,
116,
112,
104,
140,
63,
63,
19,
9,
1,
3,
9,
5,
4,
17,
56,
90,
52,
40,
67,
114,
94,
73,
74,
36,
118,
135,
111,
142,
117,
50,
48,
11,
17,
3,
5,
4,
3,
20,
57,
88,
39,
78,
59,
89,
81,
66,
43,
65,
121,
149,
291,
146,
140,
182,
41,
9,
1,
0,
1,
1,
12,
8,
51,
93,
39,
63,
43,
98,
95,
84,
83,
72,
132,
256,
378,
176,
62,
207,
36,
17,
2,
3,
3,
0,
3,
19,
37,
68,
98,
161,
85,
91,
180,
105,
87,
55,
99,
322,
421,
232,
198,
379,
105,
47,
7,
4,
5,
6,
9,
12,
36,
53,
35,
97,
66,
77,
60,
88,
194,
137,
228,
564,
583,
341,
303,
392,
119,
52,
27,
6,
2,
7,
9,
6,
17,
116,
237,
328,
382,
347,
318,
372,
460,
685,
392,
248,
502,
314,
241,
143,
117,
32,
12,
2,
0,
0,
2,
3,
16,
61,
71,
83,
78,
72,
80,
81,
101
] |
[
52,
92,
89,
144,
193,
106,
46,
24,
2,
3,
9,
2,
9,
8,
13,
61,
69,
52,
80,
69,
39,
62,
29,
31,
32,
53,
33,
91,
106,
107,
39,
26,
8,
4,
1,
5,
6,
11,
15,
57,
77,
49,
57,
85,
179,
179,
68,
101,
92,
132,
141,
225,
102,
53,
108,
28,
17,
7,
4,
3,
3,
5,
17,
57,
73,
52,
64,
81,
202,
157,
78,
78,
97,
137,
258,
357,
115,
103,
140,
44,
12,
14,
3,
2,
3,
4,
18,
45,
92,
46,
114,
67,
174,
210,
153,
171
] |
[
"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: 21.69%",
"予測される変化率: [カラム_0] 予測される変化率: 228.85%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.34倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 21.69%",
"Forecasted change rate: [column_0] Forecasted change rate: 228.85%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.34 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 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 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 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 |
[
93,
187,
337,
405,
135,
94,
218,
66,
24,
6,
15,
4,
6,
4,
4,
27,
40,
44,
63,
125,
148,
146,
146,
83,
22,
32,
20,
56,
60,
47,
53,
25,
9,
6,
8,
1,
1,
0,
2,
10,
28,
53,
81,
173,
143,
92,
162,
312,
317,
83,
46,
133,
65,
40,
26,
17,
4,
8,
6,
3,
7,
3,
5,
26,
40,
22,
114,
92,
202,
251,
154,
154,
121,
146,
129,
75,
61,
65,
42,
10,
8,
4,
4,
0,
5,
12,
22,
42,
93,
50,
64,
103,
186,
198,
138,
104,
106,
124,
164,
94,
86,
56,
52,
15,
8,
2,
2,
0,
0,
14,
21,
53,
76,
73,
65,
84,
174,
185,
135,
72,
85,
170,
237,
398,
99,
86,
155,
27,
4,
12,
0,
0,
1,
5,
17,
33,
57,
27,
44,
54,
128,
42,
49,
75,
21,
123,
191,
337,
89,
71,
161,
53,
6,
4,
1,
5,
5,
6,
16,
32,
87,
53,
55,
78,
187,
197,
135,
220,
92,
186,
365,
481,
128,
105,
230,
80,
26,
2,
0,
2,
3,
7,
7,
33,
44,
47,
104,
151,
152,
203,
237,
368,
266,
250,
448,
663,
366,
232,
414,
163,
51,
21,
8,
1,
2,
6,
12,
34,
51,
2500,
7156,
1086,
930,
659,
641,
938,
847,
378,
215,
329,
139,
92,
33,
31,
9,
9,
9,
1,
1,
16,
19,
54,
87,
75,
70,
95,
167,
218,
99,
96,
78,
89,
113,
144,
100,
52,
34,
16,
5,
9,
5,
0,
11,
14,
22,
48,
90,
59,
54,
63,
164,
181,
73,
70,
65,
86,
125,
119,
88,
65,
60,
36,
8,
7,
0,
1,
6,
5,
14,
50,
56,
73,
43,
99,
141,
99,
69,
73,
81,
131,
162,
343,
91,
30,
86,
25,
3,
0,
0,
0,
5,
9,
3,
23,
41,
35,
31,
66,
92,
126,
106,
45,
61,
68,
82,
180,
65,
31,
145,
37,
14,
4,
3,
0,
3,
4,
3,
13,
19,
63,
107,
140,
220,
286,
413,
511,
309,
313,
516,
372,
166,
112,
155,
46,
17,
7,
2,
8,
1,
1,
8,
22,
45,
73,
127,
190,
269,
343,
373,
457,
421,
396,
498,
506,
173,
123,
185,
17,
20,
17,
2,
5,
0,
10,
0,
14,
43,
53,
108,
181,
222,
220,
296,
406,
392,
270,
202,
410,
191,
101,
40,
46,
31,
5,
4,
5,
7,
3,
5,
10,
49,
46,
88,
166,
248,
230,
282,
267,
219,
239,
249,
139,
98,
82,
34,
23,
4,
0,
1,
3,
5,
6,
17,
45,
49,
40,
43,
50,
114,
95,
62,
67,
62,
104,
93,
58,
37,
42,
16,
7,
2,
0,
1,
0,
2,
8,
15,
61,
74,
50,
77,
133,
142,
94,
121,
63,
87,
101,
101,
50,
44,
40,
19,
5,
3,
2,
1,
2,
1,
6,
17,
46,
71,
65,
94,
116,
226,
257,
190,
134,
128,
192,
157,
103,
69,
52,
18,
23,
7,
5,
2,
2,
2,
11,
9,
25,
70,
60,
57,
81,
264,
238,
188,
135,
151,
199,
248,
193,
147,
106,
146,
43
] |
[
28,
4,
7,
9,
5,
1,
2,
14,
34,
77,
104,
150,
254,
321,
212,
236,
297,
375,
336,
286,
192,
156,
120,
90,
19,
16,
11,
5,
25,
3,
9,
5,
40,
129,
340,
593,
836,
954,
887,
693,
478,
257,
115,
86,
76,
60,
38,
38,
20,
7,
9,
3,
1,
17,
24,
56,
80,
31,
50,
156,
177,
207,
146,
125,
131,
129,
97,
53,
31,
31,
23,
9,
2,
3,
0,
0,
3,
5,
22,
71,
98,
44,
79,
92,
216,
249,
145,
169,
147,
130,
110,
60,
82,
52,
21,
12
] |
[
"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: -53.76%",
"予測される変化率: [カラム_0] 予測される変化率: -57.14%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の2.75倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 29個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: -53.76%",
"Forecasted change rate: [column_0] Forecasted change rate: -57.14%",
"Volatility: [column_0] Volatility: high (standard deviation is 2.75 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 29",
"First turning point: [column_0] First turning point: at data point 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 80 でのデータに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 88 では、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 80.",
"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 88."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
7,
3,
5,
0,
0,
7,
22,
62,
76,
48,
82,
130,
224,
272,
157,
161,
137,
140,
143,
89,
70,
73,
46,
20,
19,
2,
1,
4,
0,
7,
9,
36,
58,
13,
54,
41,
98,
120,
98,
90,
69,
91,
95,
49,
42,
46,
29,
17,
28,
17,
4,
8,
6,
2,
9,
41,
76,
44,
76,
124,
216,
311,
231,
162,
166,
238,
195,
118,
65,
86,
71,
54,
25,
4,
5,
1,
7,
0,
10,
19,
37,
53,
83,
106,
89,
151,
199,
200,
190,
317,
273,
230,
124,
143,
165,
69,
41,
4,
5,
4,
2,
2,
12,
22,
77,
294,
444,
998,
1179,
838,
1300,
322,
398,
171,
113,
64,
67,
64,
16,
5,
14,
3,
5,
1,
0,
7,
10,
40,
59,
44,
39,
43,
46,
52,
43,
40,
36,
89,
39,
47,
71,
25,
32,
3,
10,
0,
1,
0,
3,
5,
20,
44,
90,
41,
40,
62,
138,
156,
108,
83,
86,
147,
92,
46,
26,
45,
27,
10,
10,
12,
0,
6,
6,
6,
14,
44,
62,
60,
47,
73,
144,
172,
89,
62,
153,
138,
66,
63,
77,
56,
34,
11,
5,
0,
2,
0,
8,
12,
21,
44,
51,
48,
48,
25,
117,
89,
63,
42,
43,
75,
40,
20,
13,
7,
14,
6,
23,
5,
0,
8,
2,
1,
17,
40,
82,
55,
86,
67,
130,
160,
139,
70,
74,
104,
100,
60,
42,
38,
37,
11,
18,
2,
3,
7,
5,
6,
6,
14,
39,
76,
99,
142,
162,
206,
181,
298,
274,
190,
119,
318,
147,
98,
76,
40,
29,
12,
7,
3,
5,
0,
6,
28,
114,
258,
368,
565,
643,
699,
738,
631,
553,
421,
152,
152,
75,
40,
36,
13,
9,
4,
0,
1,
0,
4,
5,
17,
54,
34,
33,
53,
31,
38,
34,
77,
84,
143,
43,
65,
33,
67,
16,
2,
0,
2,
3,
4,
1,
4,
19,
38,
76,
37,
54,
85,
186,
195,
123,
67,
85,
146,
87,
72,
55,
54,
31,
22,
1,
3,
3,
0,
4,
2,
16,
38,
86,
54,
70,
75,
132,
143,
89,
19,
34,
96,
30,
54,
42,
45,
23,
16,
13,
5,
7,
5,
8,
5,
7,
17,
31,
71,
155,
230,
310,
214,
238,
255,
238,
266,
151,
84,
83,
47,
42,
24,
6,
9,
3,
2,
4,
5,
15,
38,
77,
58,
58,
155,
201,
215,
134,
121,
155,
186,
141,
173,
149,
104,
65,
56,
34,
4,
2,
6,
2,
2,
8,
26,
50,
61,
159,
184,
206,
230,
221,
248,
225,
264,
218,
243,
140,
89,
185,
55,
28,
9,
9,
5,
7,
6,
2,
25,
98,
150,
316,
539,
452,
390,
441,
509,
383,
248,
89,
45,
40,
65,
37,
16,
6,
0,
0,
6,
1,
11,
17,
52,
86,
55,
57,
68,
148,
159,
96,
76,
59,
104,
85,
43,
83,
40,
22,
15,
0,
5,
4,
0,
1,
5,
63,
59,
125,
76,
49,
81,
151,
178,
77,
109,
100,
121,
112,
72,
55,
35,
23,
4,
0,
3,
0,
4,
5,
1,
13,
44
] |
[
79,
65,
59,
76,
111,
153,
50,
32,
31,
69,
56,
41,
22,
37,
4,
0,
3,
2,
1,
3,
0,
7,
14,
41,
62,
56,
52,
53,
168,
173,
127,
93,
119,
143,
74,
44,
42,
42,
7,
17,
10,
3,
1,
9,
6,
0,
16,
33,
56,
66,
34,
68,
80,
169,
93,
64,
99,
133,
171,
178,
84,
54,
67,
31,
20,
5,
6,
4,
1,
1,
4,
14,
19,
53,
65,
89,
130,
221,
138,
125,
162,
158,
110,
65,
55,
74,
41,
23,
18,
9,
13,
3,
4,
0,
7,
24
] |
[
"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: 528.57%",
"予測される変化率: [カラム_0] 予測される変化率: -69.62%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.54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: 41個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 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: 528.57%",
"Forecasted change rate: [column_0] Forecasted change rate: -69.62%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.54 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 41",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from 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 80 でのデータには高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 does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 80.",
"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
| 256 | 96 |
[
48,
127,
267,
314,
306,
290,
361,
255,
201,
117,
87,
52,
63,
40,
25,
10,
7,
0,
11,
0,
5,
10,
12,
36,
46,
63,
41,
90,
151,
225,
131,
89,
83,
102,
63,
37,
53,
25,
33,
7,
0,
5,
0,
0,
0,
4,
19,
37,
50,
63,
51,
59,
159,
150,
99,
80,
87,
126,
83,
47,
41,
26,
25,
10,
5,
0,
7,
11,
0,
6,
19,
67,
94,
70,
68,
105,
209,
170,
147,
91,
67,
126,
81,
76,
71,
47,
37,
24,
3,
2,
1,
1,
0,
4,
24,
45,
70,
68,
69,
95,
207,
176,
122,
170,
102,
179,
147,
167,
58,
48,
41,
120,
17,
3,
2,
6,
0,
6,
26,
55,
61,
54,
75,
70,
111,
194,
141,
133,
155,
224,
269,
240,
146,
83,
178,
43,
37,
14,
6,
7,
2,
0,
11,
33,
69,
49,
124,
174,
218,
278,
319,
409,
298,
207,
167,
338,
186,
147,
90,
53,
26,
4,
8,
14,
0,
3,
9,
37,
72,
151,
393,
844,
992,
1229,
1389,
570,
285,
209,
94,
52,
72,
58,
16,
44,
5,
3,
0,
4,
3,
5,
15,
62,
60,
57,
41,
56,
160,
170,
43,
25,
32,
101,
142,
86,
36,
19,
53,
11,
6,
3,
0,
0,
2,
6,
15,
53,
69,
34,
31,
31,
105,
73,
54,
47,
38,
70,
102,
43,
28,
28,
5,
5,
0,
3,
0,
0,
8,
7,
9,
30,
54,
34,
35,
68,
74,
86,
48,
33,
14,
44,
50,
20,
34,
23,
12,
7
] |
[
2,
0,
6,
0,
6,
6,
3,
40,
60,
41,
35,
27,
25,
36,
46,
11,
27,
56,
80,
31,
19,
39,
13,
14,
8,
5,
0,
10,
9,
6,
10,
30,
55,
30,
34,
56,
75,
114,
103,
101,
84,
98,
76,
75,
45,
50,
66,
26,
10,
7,
3,
11,
9,
0,
8,
26,
31,
39,
47,
86,
172,
210,
146,
126,
185,
181,
107,
89,
63,
40,
59,
34,
38,
18,
2,
7,
1,
3,
1,
18,
71,
261,
342,
426,
536,
487,
544,
563,
630,
265,
110,
70,
37,
42,
33,
17
] |
[
"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: -85.42%",
"予測される変化率: [カラム_0] 予測される変化率: 750.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.69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: 43個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -85.42%",
"Forecasted change rate: [column_0] Forecasted change rate: 750.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.69 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 43",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 38 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 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 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
| 256 | 96 |
[
7,
1,
1,
3,
1,
11,
16,
53,
77,
29,
36,
31,
18,
39,
39,
47,
39,
70,
75,
26,
20,
20,
7,
9,
3,
3,
0,
0,
0,
8,
15,
56,
71,
41,
51,
48,
165,
152,
121,
111,
94,
111,
168,
66,
33,
33,
23,
11,
2,
4,
0,
3,
0,
5,
11,
49,
71,
62,
82,
77,
178,
186,
80,
40,
70,
112,
67,
41,
30,
29,
30,
13,
1,
7,
0,
0,
3,
1,
11,
60,
76,
61,
38,
49,
129,
171,
67,
74,
67,
107,
99,
45,
36,
40,
29,
11,
8,
6,
4,
3,
8,
5,
10,
66,
84,
46,
45,
102,
188,
248,
120,
136,
100,
99,
79,
73,
81,
55,
87,
20,
13,
4,
12,
5,
9,
5,
3,
50,
39,
57,
134,
110,
177,
241,
268,
317,
278,
202,
166,
190,
124,
98,
55,
50,
6,
19,
10,
0,
4,
27,
61,
202,
411,
1498,
759,
589,
314,
333,
527,
340,
227,
130,
158,
106,
80,
41,
37,
18,
7,
1,
9,
6,
0,
6,
11,
50,
90,
51,
61,
64,
131,
149,
92,
71,
87,
87,
76,
63,
34,
23,
18,
16,
0,
1,
5,
0,
1,
9,
14,
58,
69,
38,
84,
143,
201,
201,
110,
92,
82,
100,
83,
55,
34,
35,
27,
8,
2,
1,
0,
2,
12,
6,
13,
62,
76,
53,
58,
71,
143,
142,
92,
95,
67,
106,
109,
68,
53,
34,
3,
9,
13,
2,
5,
0,
0,
2,
10,
44,
62,
54,
19,
19,
31,
20,
17,
17
] |
[
14,
43,
28,
35,
20,
21,
10,
20,
3,
0,
5,
3,
5,
3,
14,
31,
50,
29,
44,
75,
163,
125,
89,
76,
57,
79,
21,
17,
8,
10,
14,
15,
10,
3,
2,
0,
8,
0,
0,
4,
14,
6,
32,
76,
147,
170,
156,
243,
351,
114,
67,
66,
108,
55,
34,
31,
9,
0,
3,
1,
0,
0,
1,
23,
23,
28,
50,
95,
218,
183,
178,
287,
156,
119,
55,
62,
61,
21,
11,
2,
3,
2,
0,
0,
3,
4,
11,
31,
72,
49,
26,
78,
124,
182,
76,
72
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 142.86%",
"予測される変化率: [カラム_0] 予測される変化率: 414.29%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.69倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 41個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 142.86%",
"Forecasted change rate: [column_0] Forecasted change rate: 414.29%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.69 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 41",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 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 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 92."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
50,
109,
67,
50,
35,
10,
14,
7,
3,
1,
2,
0,
5,
7,
12,
58,
93,
47,
37,
59,
130,
180,
113,
65,
81,
80,
75,
38,
37,
43,
15,
3,
5,
2,
4,
0,
1,
8,
9,
48,
86,
37,
43,
61,
89,
128,
46,
73,
45,
83,
49,
50,
31,
25,
12,
3,
5,
0,
0,
3,
3,
7,
8,
45,
69,
32,
29,
51,
131,
145,
63,
75,
62,
84,
89,
48,
31,
24,
34,
11,
4,
8,
2,
8,
7,
0,
7,
26,
53,
21,
59,
47,
148,
223,
94,
68,
98,
84,
72,
56,
33,
57,
17,
17,
12,
3,
6,
1,
5,
7,
4,
11,
40,
84,
78,
120,
176,
215,
245,
231,
251,
159,
115,
138,
109,
74,
23,
23,
16,
5,
5,
3,
1,
6,
8,
11,
34,
67,
152,
204,
377,
454,
447,
383,
311,
211,
91,
134,
67,
74,
31,
18,
12,
11,
0,
0,
1,
3,
0,
12,
29,
56,
80,
162,
260,
261,
306,
191,
191,
111,
59,
56,
39,
42,
14,
15,
1,
1,
5,
2,
0,
7,
14,
44,
75,
26,
34,
40,
85,
111,
56,
55,
78,
144,
174,
34,
22,
90,
30,
15,
1,
5,
0,
0,
5,
11,
11,
40,
80,
31,
10,
16,
34,
47,
29,
15,
8,
29,
52,
16,
15,
5,
19,
11,
4,
0,
4,
0,
7,
2,
8,
31,
55,
32,
8,
16,
24,
24,
17,
8,
10,
32,
16,
22,
8,
6,
5,
5,
3,
4,
0,
9,
3,
6,
12,
25,
71,
30,
149,
78,
105,
92,
49,
77,
38,
124,
133,
158,
62,
45,
109,
34,
13,
3,
1,
6,
7,
0,
4,
6,
22,
34,
58,
92,
76,
93,
95,
121,
92,
140,
154,
153,
71,
50,
75,
38,
11,
0,
1,
7,
6,
1,
6,
20,
59,
180,
370,
504,
519,
503,
363,
410,
449,
149,
57,
91,
14,
9,
11,
12,
4,
3,
0,
4,
4,
4,
11,
35,
65,
20,
22,
17,
76,
55,
53,
37,
43,
43,
24,
14,
8,
6,
8,
8,
0,
0,
3,
0,
1,
2,
22,
44,
59,
28,
30,
60,
148,
201,
120,
46,
51,
85,
76,
48,
58,
18,
10,
10,
6,
5,
5,
1,
4,
4,
10,
39,
58,
31,
57,
69,
178,
148,
99,
59,
63,
86,
57,
38,
29,
12,
12,
7,
9,
1,
1,
4,
0,
3,
7,
37,
78,
29,
73,
74,
138,
128,
116,
88,
87,
117,
123,
62,
28,
27,
28,
7,
7,
10,
3,
4,
3,
1,
5,
34,
60,
51,
95,
53,
180,
168,
150,
124,
136,
160,
160,
154,
27,
25,
57,
35,
21,
2,
3,
2,
0,
4,
3,
9,
32,
41,
79,
110,
174,
226,
255,
231,
235,
165,
181,
157,
89,
71,
112,
34,
3,
10,
4,
4,
0,
0,
6,
13,
24,
47,
101,
174,
231,
304,
358,
340,
271,
177,
70,
41,
40,
33,
10,
16,
6,
5,
0,
0,
0,
2,
8,
20,
63,
31,
17,
60,
147,
149,
114,
86,
67,
83,
53,
45,
22,
24,
29,
7
] |
[
3,
3,
5,
0,
6,
4,
9,
32,
80,
29,
44,
116,
213,
236,
177,
72,
87,
92,
174,
106,
44,
25,
11,
9,
1,
0,
1,
0,
2,
5,
11,
35,
87,
86,
49,
83,
261,
242,
188,
112,
109,
124,
81,
55,
51,
21,
12,
9,
3,
2,
1,
0,
0,
9,
10,
46,
73,
71,
100,
139,
205,
241,
109,
84,
93,
167,
79,
68,
63,
35,
21,
23,
8,
7,
4,
2,
0,
4,
19,
37,
80,
39,
63,
176,
231,
230,
168,
123,
118,
130,
121,
111,
56,
88,
29,
38
] |
[
"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: -86.00%",
"予測される変化率: [カラム_0] 予測される変化率: 1166.67%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.30倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 33個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の3番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -86.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 1166.67%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.30 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 33",
"First turning point: [column_0] First turning point: at data point 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 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 |
[
34,
3,
2,
6,
3,
2,
1,
19,
41,
75,
121,
146,
173,
272,
299,
391,
428,
431,
373,
483,
88,
42,
204,
58,
51,
41,
8,
1,
4,
2,
2,
14,
24,
65,
140,
235,
281,
364,
528,
348,
356,
240,
63,
62,
58,
23,
27,
6,
10,
1,
2,
0,
0,
6,
11,
31,
59,
53,
63,
91,
197,
184,
112,
108,
109,
69,
25,
36,
24,
24,
11,
19,
4,
0,
8,
0,
0,
10,
4,
39,
75,
53,
61,
136,
195,
260,
169,
169,
141,
159,
110,
63,
46,
18,
23,
13,
9,
3,
0,
1,
4,
12,
21,
53,
83,
45,
71,
107,
276,
316,
192,
179,
144,
122,
86,
33,
22,
19,
11,
2,
6,
11,
2,
5,
0,
4,
10,
24
] |
[
71,
38,
53,
54,
92,
97,
95,
85,
67,
88,
56,
64,
20,
17,
3,
9,
3,
2,
5,
5,
3,
2,
6,
35,
56,
63,
81,
123,
138,
124,
129,
107,
148,
317,
1058,
1372,
129,
123,
81,
44,
14,
4,
8,
2,
6,
9,
13,
9,
25,
44,
74,
156,
284,
295,
265,
207,
161,
100,
94,
112,
73,
48,
47,
47,
47,
7,
11,
5,
0,
5,
0,
15,
21,
45,
111,
159,
333,
258,
236,
309,
223,
120,
44,
119,
13,
31,
14,
25,
1,
0,
5,
0,
4,
5,
8,
30
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -29.41%",
"予測される変化率: [カラム_0] 予測される変化率: -57.75%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.60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: -29.41%",
"Forecasted change rate: [column_0] Forecasted change rate: -57.75%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.60 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 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 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 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 64."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
71,
54,
94,
177,
213,
234,
129,
149,
145,
147,
111,
82,
26,
36,
14,
14,
13,
1,
4,
0,
3,
11,
10,
38,
65,
37,
86,
91,
199,
237,
151,
178,
139,
115,
177,
59,
68,
36,
6,
3,
2,
1,
0,
0,
8,
1,
8,
40,
78,
43,
98,
110,
236,
272,
208,
228,
175,
205,
110,
97,
39,
58,
22,
4,
3,
1,
1,
1,
0,
2,
10,
34,
83,
58,
65,
100,
216,
215,
170,
163,
121,
144,
96,
46,
61,
18,
17,
5,
7,
4,
5,
3,
1,
4,
5,
39,
62,
173,
86,
132,
245,
331,
226,
268,
219,
538,
1473,
1673,
362,
156,
80,
37,
21,
11,
1,
2,
0,
3,
7,
35,
41,
72,
102,
95,
138,
178,
118,
110,
74,
30,
28,
32,
12,
7,
20,
16,
7,
4,
2,
6,
0,
3,
4,
21,
35,
62,
119,
89,
106,
175,
247,
185,
117,
137,
165,
55,
35,
21,
23,
21,
2,
2,
2,
0,
0,
3,
16,
43,
87,
46,
40,
101,
146,
194,
153,
105,
105,
123,
95,
51,
39,
50,
11,
8,
8,
16,
3,
2,
2,
1,
16,
68,
69,
54,
56,
72,
156,
154,
117,
111,
83,
95,
100,
89,
47,
30,
18,
14,
9,
6,
0,
0,
0,
4,
14,
55,
77,
47,
57,
65,
164,
167,
81,
98,
106,
111,
101,
74,
65,
54,
73,
49,
13,
9,
4,
0,
1,
6,
23,
48,
57,
39,
30,
65,
140,
132,
86,
51,
11,
83,
72,
49,
29,
30,
20,
12
] |
[
9,
5,
5,
6,
0,
3,
9,
32,
71,
65,
60,
76,
149,
151,
101,
89,
145,
146,
75,
99,
28,
14,
65,
27,
14,
7,
8,
2,
5,
3,
3,
14,
27,
40,
34,
10,
12,
22,
25,
11,
39,
82,
131,
105,
60,
38,
52,
34,
11,
5,
2,
9,
1,
2,
1,
23,
30,
84,
211,
229,
335,
403,
399,
361,
211,
169,
52,
47,
43,
15,
9,
11,
9,
1,
11,
1,
6,
2,
11,
42,
75,
58,
36,
58,
170,
164,
87,
67,
83,
87,
60,
34,
20,
14,
9,
13
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -83.10%",
"予測される変化率: [カラム_0] 予測される変化率: 44.44%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.78倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 41個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の4番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 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: -83.10%",
"Forecasted change rate: [column_0] Forecasted change rate: 44.44%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.78 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 41",
"First turning point: [column_0] First turning point: at data point 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from 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] 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 90 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is 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 90."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
17,
8,
0,
0,
0,
1,
16,
25,
52,
31,
65,
64,
122,
140,
80,
53,
44,
94,
59,
35,
48,
19,
16,
6,
2,
0,
1,
3,
7,
3,
11,
42,
72,
39,
70,
113,
178,
179,
71,
76,
80,
129,
84,
156,
22,
25,
42,
31,
8,
6,
1,
11,
1,
6,
17,
44,
62,
49,
127,
91,
193,
124,
115,
69,
61,
76,
57,
26,
48,
12,
9,
23,
4,
1,
2,
3,
3,
3,
9,
23,
33,
45,
70,
92,
149,
192,
110,
124,
172,
334,
1356,
1615,
232,
144,
213,
88,
29,
16,
1,
1,
7,
0,
10,
11,
26,
58,
147,
193,
320,
270,
277,
217,
172,
277,
171,
306,
130,
67,
109,
50,
10,
17,
13,
9,
0,
9,
2,
8,
44,
56,
136,
254,
276,
417,
412,
249,
207,
62,
135,
50,
31,
26,
5,
22,
2,
1,
0,
3,
0,
0,
4,
27,
57,
35,
34,
64,
172,
222,
91,
108,
133,
151,
121,
61,
28,
18,
14,
17,
0,
3,
1,
0,
0,
4,
9,
35,
76,
47,
51,
36,
171,
190,
129,
92,
78,
149,
130,
122,
48,
44,
25,
25,
6,
6,
0,
0,
0,
2,
14,
38,
74,
33,
40,
86,
167,
195,
115,
108,
82,
93,
105,
94,
69,
45,
39,
32,
6,
0,
0,
8,
5,
6,
14,
39,
79,
57,
95,
70,
169,
194,
105,
98,
74,
147,
123,
144,
42,
33,
45,
25,
2,
4,
7,
0,
6,
2,
14,
26,
67,
56,
63,
47,
46,
55,
66,
76,
48,
180,
470,
695,
121,
47,
142,
24,
22,
6,
1,
4,
2,
3,
2,
10,
21,
38,
82,
118,
99,
133,
212,
57,
14,
34,
122,
213,
75,
43,
90,
18,
12,
4,
2,
0,
0,
0,
0,
11,
20,
44,
131,
193,
309,
365,
176,
181,
156,
119,
50,
51,
9,
8,
9,
7,
6,
7,
6,
0,
0,
3,
11,
25,
58,
41,
53,
93,
133,
117,
66,
91,
59,
100,
71,
62,
18,
5,
5,
9,
4,
0,
0,
0,
0,
3,
12,
34,
59,
38,
54,
45,
130,
107,
80,
66,
62,
37,
60,
63,
25,
33,
19,
5,
0,
6,
5,
0,
0,
5,
9,
35,
66,
39,
55,
63,
141,
165,
75,
50,
24,
26,
31,
52,
6,
14,
25,
10,
4,
0,
0,
0,
0,
2,
12,
36,
57,
36,
85,
87,
169,
180,
126,
103,
112,
156,
133,
120,
53,
39,
51,
24,
5,
6,
4,
4,
0,
2,
7,
11,
20,
18,
58,
86,
75,
91,
60,
37,
50,
101,
320,
387,
74,
48,
117,
38,
11,
11,
4,
9,
1,
4,
6,
7,
37,
61,
99,
202,
344,
328,
533,
366,
319,
394,
369,
511,
162,
91,
164,
46,
16,
3,
10,
1,
2,
0,
1,
14,
37,
73,
154,
365,
555,
521,
326,
400,
489,
309,
118,
83,
58,
50,
29,
17,
5,
1,
1,
5,
2,
4,
12,
38,
71,
53,
39,
34,
70,
52,
31,
90,
87,
83,
71,
42,
42,
19,
8,
6,
2,
5,
3,
0,
5,
11,
17,
37
] |
[
72,
40,
46,
73,
155,
209,
117,
118,
134,
121,
127,
163,
47,
29,
50,
14,
6,
0,
3,
0,
0,
1,
11,
47,
61,
32,
21,
40,
116,
115,
30,
45,
51,
87,
96,
107,
30,
12,
29,
11,
3,
0,
3,
2,
0,
3,
9,
45,
78,
55,
54,
88,
195,
175,
111,
123,
115,
162,
133,
174,
37,
29,
91,
41,
12,
9,
9,
5,
5,
9,
10,
38,
78,
44,
92,
117,
239,
169,
95,
122,
80,
148,
306,
455,
83,
22,
59,
35,
13,
11,
0,
3,
0,
1,
4,
13
] |
[
"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: 117.65%",
"予測される変化率: [カラム_0] 予測される変化率: -81.94%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.63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: 44個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 117.65%",
"Forecasted change rate: [column_0] Forecasted change rate: -81.94%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.63 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 44",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データ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 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 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 84."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
47,
73,
73,
131,
147,
315,
255,
240,
206,
227,
120,
298,
87,
70,
150,
47,
16,
3,
3,
0,
0,
0,
2,
7,
26,
60,
150,
166,
280,
263,
200,
211,
178,
141,
83,
73,
44,
7,
16,
9,
3,
2,
0,
0,
0,
3,
4,
36,
83,
36,
61,
63,
156,
86,
39,
35,
52,
60,
33,
12,
6,
6,
7,
2,
7,
0,
4,
0,
0,
1,
4,
46,
72,
27,
56,
59,
73,
77,
60,
36,
70,
83,
85,
42,
38,
25,
19,
7,
2,
4,
7,
0,
0,
1,
14,
42,
72,
39,
62,
101,
143,
137,
82,
67,
69,
90,
135,
92,
30,
25,
21,
7,
2,
1,
0,
0,
0,
0,
13,
37,
73,
48,
60,
62,
124,
96,
94,
75,
54,
49,
62,
96,
18,
8,
33,
15,
4,
6,
1,
4,
0,
1,
7,
28,
62,
33,
54,
46,
102,
71,
47,
52,
44,
119,
465,
774,
120,
104,
69,
30,
20,
1,
0,
0,
2,
0,
5,
22,
25,
60,
108,
229,
303,
399,
331,
263,
222,
343,
259,
297,
138,
70,
82,
70,
25,
7,
6,
2,
3,
5,
3,
18,
33,
79,
112,
196,
298,
383,
220,
306,
331,
229,
155,
86,
40,
71,
20,
13,
3,
4,
1,
0,
1,
3,
14,
42,
93,
46,
77,
121,
174,
172,
82,
76,
117,
103,
125,
61,
33,
14,
30,
8,
3,
3,
2,
1,
0,
0,
19,
55,
87,
56,
60,
69,
166,
195,
113,
93,
94,
113,
141,
157,
64,
35,
44,
11
] |
[
4,
3,
0,
0,
0,
2,
15,
47,
83,
57,
97,
89,
177,
183,
107,
115,
104,
136,
183,
66,
67,
40,
41,
15,
8,
1,
0,
3,
0,
2,
16,
38,
77,
86,
82,
127,
289,
152,
101,
50,
72,
124,
33,
59,
30,
53,
32,
10,
4,
7,
4,
5,
0,
11,
13,
64,
62,
51,
54,
102,
136,
213,
113,
97,
95,
269,
497,
742,
82,
56,
59,
33,
7,
13,
0,
0,
3,
0,
5,
46,
62,
62,
136,
229,
409,
411,
484,
412,
454,
438,
338,
360,
148,
128,
118,
67
] |
[
"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: -76.60%",
"予測される変化率: [カラム_0] 予測される変化率: 1575.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.31倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 46個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: -76.60%",
"Forecasted change rate: [column_0] Forecasted change rate: 1575.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.31 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 46",
"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 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 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 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 78."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
19,
9,
8,
0,
8,
0,
6,
11,
106,
109,
422,
612,
825,
1117,
1057,
1180,
855,
719,
254,
150,
75,
53,
10,
22,
1,
0,
1,
1,
0,
5,
15,
53,
93,
66,
59,
133,
227,
216,
94,
94,
88,
107,
103,
59,
45,
33,
25,
6,
2,
1,
4,
0,
10,
4,
20,
71,
104,
61,
40,
100,
221,
301,
167,
128,
170,
231,
220,
183,
75,
55,
55,
27,
3,
5,
1,
0,
0,
3,
25,
73,
105,
58,
94,
103,
272,
257,
114,
103,
138,
150,
241,
58,
61,
51,
33,
19,
7,
2,
3,
0,
1,
2,
26,
45,
72,
46,
34,
63,
69,
53,
46,
45,
38,
70,
73,
53,
40,
25,
39,
27,
7,
2,
0,
4,
0,
4,
9,
47,
75,
56,
128,
134,
281,
241,
140,
113,
161,
191,
200,
213,
75,
77,
88,
57,
12,
8,
7,
1,
4,
5,
21,
36,
76,
94,
137,
280,
322,
334,
150,
159,
194,
342,
238,
209,
122,
121,
83,
53,
23,
30,
8,
0,
6,
1,
6,
20,
112,
343,
522,
776,
848,
1080,
985,
961,
681,
416,
226,
41,
73,
31,
25,
18,
11,
0,
8,
0,
0,
1,
17,
44,
93,
29,
68,
72,
193,
229,
134,
132,
96,
117,
90,
58,
46,
42,
22,
8,
3,
0,
0,
5,
0,
5,
20,
82,
94,
47,
86,
91,
261,
243,
105,
73,
115,
122,
80,
49,
53,
25,
30,
7,
8,
1,
1,
0,
0,
4,
21,
57,
92,
60,
53,
107,
190,
271,
114,
69,
57,
141,
137,
83,
37,
13,
41,
22,
14,
1,
2,
0,
0,
3,
22,
87,
37,
58,
13,
63,
212,
256,
112,
133,
115,
131,
129,
115,
32,
38,
16,
12,
0,
4,
1,
1,
0,
0,
18,
38,
91,
63,
104,
145,
323,
287,
176,
136,
142,
183,
174,
166,
114,
71,
82,
44,
32,
8,
3,
4,
1,
0,
4,
24,
51,
108,
220,
320,
412,
504,
515,
401,
265,
271,
256,
297,
142,
123,
104,
44,
11,
7,
7,
2,
6,
2,
7,
29,
114,
370,
626,
855,
1216,
1310,
1290,
1032,
955,
597,
284,
112,
70,
42,
25,
20,
5,
0,
2,
2,
2,
7,
3,
28,
75,
52,
36,
76,
143,
154,
60,
21,
12,
23,
11,
9,
0,
3,
3,
5,
4,
9,
0,
3,
0,
2,
21,
58,
68,
46,
61,
90,
188,
244,
142,
72,
86,
175,
173,
137,
64,
60,
43,
21,
13,
0,
5,
5,
0,
4,
21,
34,
79,
82,
121,
105,
159,
177,
100,
21,
41,
29,
45,
39,
17,
5,
2,
2,
6,
3,
0,
0,
3,
5,
25,
62,
62,
36,
55,
76,
107,
167,
54,
60,
91,
118,
100,
68,
67,
51,
37,
17,
1,
0,
0,
2,
3,
4,
16,
28,
69,
32,
48,
83,
160,
202,
88,
73,
37,
56,
68,
98,
37,
60,
57,
70,
7,
14,
0,
6,
3,
2,
8,
16,
37,
62,
105,
171,
201,
237,
284,
246,
197,
264,
307,
241,
120,
67,
80,
40,
24,
12,
0,
7,
3,
1,
6,
36
] |
[
113,
218,
478,
718,
1095,
1162,
1033,
1021,
846,
607,
210,
93,
65,
62,
37,
40,
6,
13,
5,
2,
3,
4,
17,
77,
98,
101,
75,
90,
296,
207,
126,
81,
108,
168,
144,
61,
98,
51,
16,
29,
16,
2,
0,
5,
5,
9,
33,
141,
164,
60,
91,
120,
243,
292,
168,
135,
162,
215,
238,
107,
86,
55,
32,
5,
18,
5,
0,
3,
0,
5,
46,
121,
137,
75,
98,
123,
266,
322,
153,
190,
158,
183,
160,
97,
94,
16,
5,
1,
1,
6,
0,
0,
0,
1,
19,
54
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 89.47%",
"予測される変化率: [カラム_0] 予測される変化率: -52.21%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.73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6番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 89.47%",
"Forecasted change rate: [column_0] Forecasted change rate: -52.21%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.73 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 6 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 30 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 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 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 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
84,
50,
36,
43,
113,
92,
48,
70,
52,
100,
95,
53,
52,
28,
32,
9,
3,
3,
0,
0,
1,
3,
23,
97,
142,
68,
69,
93,
199,
206,
166,
161,
122,
150,
162,
155,
87,
19,
14,
13,
3,
13,
3,
8,
3,
0,
6,
41,
52,
43,
45,
34,
48,
80,
58,
56,
61,
112,
73,
66,
66,
77,
53,
19,
6,
4,
1,
2,
1,
0,
8,
36,
71,
285,
496,
612,
619,
703,
976,
854,
673,
419,
204,
100,
68,
40,
31,
19,
11,
1,
0,
0,
0,
2,
38,
94,
139,
49,
52,
81,
191,
152,
103,
109,
118,
122,
117,
70,
36,
22,
40,
14,
0,
0,
0,
1,
1,
1,
17,
41,
102,
38,
58,
60,
135,
69,
100,
84,
11,
9,
7,
6,
12,
45,
12,
11,
0,
1,
0,
0,
0,
4,
27,
86,
160,
62,
39,
60,
124,
96,
68,
33,
71,
149,
120,
25,
17,
10,
20,
8,
12,
23,
0,
0,
0,
4,
30,
78,
135,
61,
68,
97,
157,
258,
159,
142,
117,
145,
142,
50,
53,
22,
39,
13,
4,
4,
3,
5,
0,
10,
31,
113,
181,
101,
110,
170,
275,
333,
244,
183,
217,
301,
211,
153,
80,
78,
98,
45,
20,
15,
0,
6,
0,
0,
14,
37,
48,
51,
131,
194,
227,
281,
367,
241,
374,
299,
187,
150,
111,
100,
76,
90,
34,
5,
1,
0,
1,
4,
12,
77,
214,
341,
463,
591,
595,
638,
576,
320,
378,
125,
25,
25,
29,
22,
16,
4
] |
[
6,
2,
0,
0,
3,
26,
95,
185,
64,
72,
95,
200,
262,
152,
98,
135,
167,
146,
137,
79,
39,
19,
4,
1,
2,
3,
0,
0,
8,
37,
132,
266,
81,
96,
136,
249,
216,
172,
95,
134,
203,
247,
209,
112,
59,
17,
35,
11,
0,
1,
0,
0,
5,
50,
97,
224,
70,
46,
68,
227,
184,
73,
54,
103,
138,
188,
171,
127,
73,
36,
20,
10,
2,
0,
1,
0,
5,
46,
126,
202,
52,
32,
38,
39,
27,
52,
22,
58,
124,
100,
66,
29,
22,
18,
19,
6
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -95.24%",
"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1.41倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 34個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -95.24%",
"Forecasted change rate: [column_0] Forecasted change rate: 0.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.41 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 34",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 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 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 94."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
8,
1,
3,
1,
5,
33,
105,
196,
99,
118,
118,
193,
241,
181,
121,
111,
197,
144,
162,
102,
118,
40,
36,
33,
13,
6,
1,
3,
2,
10,
50,
68,
90,
132,
178,
243,
267,
315,
276,
370,
433,
511,
459,
281,
263,
380,
133,
64,
31,
4,
1,
3,
3,
7,
24,
87,
124,
105,
59,
74,
66,
70,
82,
15,
10,
21,
24,
12,
10,
13,
11,
8,
0,
0,
2,
0,
5,
39,
98,
174,
78,
70,
72,
150,
35,
31,
36,
35,
148,
111,
108,
39,
24,
19,
5,
6,
1,
3,
1,
0,
4,
53,
136,
250,
75,
71,
84,
277,
212,
102,
99,
133,
173,
173,
100,
120,
77,
24,
22,
14,
2,
1,
0,
0,
2,
56,
174,
211
] |
[
75,
61,
53,
170,
128,
74,
71,
87,
210,
147,
124,
95,
56,
49,
13,
26,
0,
3,
0,
0,
2,
10,
43,
108,
46,
43,
50,
108,
44,
50,
23,
44,
92,
80,
24,
38,
15,
19,
9,
9,
1,
3,
3,
6,
0,
24,
77,
139,
81,
72,
111,
252,
234,
122,
137,
136,
205,
196,
226,
139,
100,
77,
72,
38,
42,
5,
0,
8,
6,
12,
30,
69,
68,
114,
151,
210,
283,
237,
251,
209,
313,
270,
346,
431,
246,
181,
106,
43,
35,
7,
4,
5,
3,
4,
23,
102
] |
[
"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: 2537.50%",
"予測される変化率: [カラム_0] 予測される変化率: 36.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.09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: 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: 2537.50%",
"Forecasted change rate: [column_0] Forecasted change rate: 36.00%",
"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: 48",
"First turning point: [column_0] First turning point: at data point 3 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 30 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 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 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 64."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
234,
384,
480,
665,
617,
587,
510,
529,
243,
172,
114,
120,
47,
48,
12,
6,
0,
3,
0,
0,
3,
30,
85,
145,
64,
101,
59,
59,
137,
40,
41,
29,
9,
4,
3,
1,
1,
9,
15,
1,
2,
0,
0,
0,
6,
27,
113,
155,
42,
38,
39,
126,
139,
52,
23,
27,
50,
51,
15,
20,
10,
9,
3,
1,
0,
0,
0,
0,
2,
21,
78,
99,
23,
23,
43,
66,
60,
10,
19,
27,
106,
95,
110,
61,
32,
23,
12,
2,
0,
0,
0,
0,
7,
24,
93,
179,
55,
39,
31,
111,
220,
89,
47,
49,
161,
90,
56,
54,
19,
15,
19,
0,
0,
1,
3,
3,
3,
21,
88,
141,
66,
60,
84,
135,
140,
142,
36,
72,
117,
177,
100,
71,
137,
58,
55,
17,
14,
5,
13,
0,
2,
6,
26,
48,
43,
76,
93,
117,
111,
98,
83,
142,
192,
150,
213,
223,
113,
55,
44,
44,
7,
7,
0,
1,
2,
10,
16,
71,
198,
335,
435,
494,
523,
676,
476,
395,
406,
174,
105,
124,
51,
30,
18,
21,
5,
1,
1,
1,
2,
19,
92,
177,
58,
89,
30,
38,
119,
122,
71,
89,
190,
145,
39,
8,
24,
11,
6,
0,
0,
3,
0,
0,
3,
34,
128,
193,
74,
63,
60,
139,
185,
102,
73,
98,
165,
150,
46,
64,
32,
24,
9,
6,
2,
1,
1,
0,
5,
39,
185,
215,
65,
77,
117,
201,
219,
176,
94,
86,
169,
159,
81,
37,
37,
24,
17,
2
] |
[
1,
1,
0,
1,
3,
28,
124,
193,
71,
47,
70,
135,
244,
168,
171,
130,
177,
135,
102,
121,
47,
46,
17,
2,
0,
3,
3,
0,
6,
23,
112,
184,
82,
76,
104,
243,
247,
160,
137,
150,
176,
211,
137,
126,
109,
72,
29,
37,
14,
6,
0,
0,
0,
7,
31,
201,
116,
121,
183,
188,
225,
241,
231,
291,
237,
465,
337,
204,
143,
99,
46,
23,
11,
8,
0,
4,
1,
1,
21,
32,
66,
85,
131,
117,
100,
92,
114,
152,
68,
30,
44,
30,
13,
8,
13,
0
] |
[
"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: -99.15%",
"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1.29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: 35個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の3番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: -99.15%",
"Forecasted change rate: [column_0] Forecasted change rate: -100.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.29 times the mean)",
"Trend: [column_0] Trend change: from downward to stable",
"Turning points: [column_0] Turning points in forecast period: 35",
"First turning point: [column_0] First turning point: at data point 3 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データ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 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 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 78."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
3,
3,
0,
0,
0,
12,
70,
123,
64,
48,
82,
172,
202,
146,
181,
192,
279,
202,
109,
69,
115,
39,
25,
11,
13,
5,
2,
0,
1,
5,
36,
139,
122,
113,
170,
272,
295,
313,
300,
339,
327,
287,
209,
134,
92,
61,
20,
7,
0,
0,
0,
0,
5,
28,
128,
200,
87,
74,
168,
224,
261,
104,
67,
92,
134,
171,
154,
126,
108,
68,
38,
12,
6,
8,
0,
0,
8,
49,
133,
176,
176,
85,
90,
137,
159,
91,
50,
119,
161,
149,
87,
59,
36,
26,
18,
13,
1,
0,
2,
1,
8,
28,
82,
117,
63,
91,
124,
196,
80,
13,
27,
57,
86,
105,
78,
43,
14,
9,
10,
10,
3,
2,
3,
0,
1,
13,
9,
15
] |
[
33,
40,
43,
38,
61,
96,
127,
114,
144,
175,
117,
85,
46,
23,
38,
12,
2,
3,
0,
4,
1,
8,
25,
68,
167,
226,
344,
470,
393,
389,
350,
295,
147,
64,
82,
87,
37,
11,
8,
11,
1,
0,
8,
0,
11,
31,
112,
184,
56,
71,
88,
210,
167,
73,
42,
53,
76,
75,
34,
28,
5,
9,
12,
5,
10,
1,
0,
0,
4,
42,
127,
168,
52,
29,
42,
31,
82,
18,
32,
37,
124,
81,
6,
9,
4,
3,
3,
0,
2,
2,
0,
0,
5,
13,
37,
61
] |
[
"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: 400.00%",
"予測される変化率: [カラム_0] 予測される変化率: 84.85%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.15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: 400.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 84.85%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.15 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 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 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 56 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 64 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 56.",
"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 |
[
23,
7,
32,
95,
36,
11,
5,
21,
65,
44,
30,
23,
22,
11,
12,
10,
3,
0,
0,
0,
4,
19,
111,
174,
69,
41,
65,
130,
144,
56,
82,
112,
174,
119,
59,
56,
31,
24,
16,
8,
1,
0,
2,
1,
4,
24,
125,
125,
118,
74,
102,
179,
133,
197,
150,
141,
207,
163,
179,
92,
65,
53,
51,
7,
6,
0,
1,
1,
5,
291,
399,
56,
68,
96,
108,
99,
168,
171,
176,
126,
190,
169,
120,
181,
96,
96,
47,
26,
29,
4,
0,
2,
1,
5,
27,
79,
507,
825,
923,
1364,
1475,
1428,
1312,
1015,
372,
231,
146,
127,
54,
27,
44,
6,
6,
0,
0,
0,
3,
38,
121,
221,
112,
78,
140,
284,
258,
170,
124,
173,
212,
174,
143,
203,
70,
54,
28,
10,
3,
5,
0,
1,
6,
57,
189,
204,
77,
75,
103,
180,
163,
114,
92,
140,
222,
180,
154,
69,
53,
26,
12,
10,
2,
4,
1,
1,
6,
41,
135,
159,
67,
82,
95,
180,
143,
79,
57,
73,
119,
77,
41,
37,
48,
51,
15,
5,
0,
5,
0,
0,
3,
30,
98,
157,
70,
62,
109,
241,
212,
126,
117,
105,
156,
209,
93,
84,
78,
24,
14,
4,
3,
1,
2,
0,
2,
26,
73,
131,
57,
62,
104,
149,
195,
122,
139,
173,
229,
223,
211,
193,
133,
131,
111,
43,
28,
2,
2,
5,
3,
5,
11,
23,
83,
100,
126,
151,
103,
104,
226,
218,
161,
208,
185,
117,
58,
24,
21,
28,
1,
2,
3,
5,
0,
1,
12,
31,
135,
144,
257,
333,
229,
292,
331,
216,
238,
191,
114,
92,
67,
18,
18,
12,
2,
0,
5,
0,
5,
30,
105,
136,
73,
81,
86,
275,
247,
151,
148,
143,
174,
158,
118,
108,
58,
36,
11,
10,
4,
1,
0,
2,
4,
33,
133,
141,
68,
98,
100,
225,
203,
139,
116,
129,
179,
181,
148,
147,
153,
71,
29,
17,
8,
1,
1,
0,
8,
39,
138,
129,
59,
109,
76,
168,
144,
74,
44,
110,
157,
158,
141,
211,
187,
60,
49,
20,
14,
9,
2,
0,
10,
36,
84,
151,
68,
142,
62,
134,
131,
28,
17,
21,
49,
63,
49,
23,
35,
20,
21,
7,
1,
1,
1,
8,
24,
23,
45,
88,
58,
83,
155,
126,
167,
118,
69,
65,
146,
121,
97,
76,
41,
34,
77,
38,
34,
8,
0,
24,
18,
19,
50,
35,
53,
100,
212,
172,
196,
247,
287,
355,
228,
318,
276,
217,
194,
131,
83,
36,
11,
5,
1,
4,
17,
19,
40,
134,
252,
532,
636,
575,
518,
593,
500,
520,
357,
256,
222,
283,
165,
83,
38,
8,
13,
5,
1,
0,
7,
31,
95,
134,
70,
40,
78,
126,
85,
62,
30,
61,
124,
181,
132,
185,
172,
72,
26,
11,
13,
8,
1,
4,
7,
45,
120,
143,
60,
58,
85,
253,
250,
117,
121,
116,
173,
154,
107,
159,
144,
28,
4,
3,
0,
0,
4,
1,
7,
33,
103,
122,
34,
7,
5,
28,
57,
65,
74,
59
] |
[
138,
149,
91,
90,
55,
64,
32,
3,
7,
1,
1,
0,
5,
37,
78,
116,
70,
33,
37,
41,
34,
28,
13,
36,
56,
55,
36,
52,
35,
20,
20,
15,
9,
1,
0,
3,
5,
32,
48,
87,
53,
79,
113,
148,
201,
150,
153,
241,
268,
261,
223,
191,
164,
158,
163,
91,
32,
18,
4,
0,
5,
37,
47,
57,
86,
129,
175,
188,
287,
257,
265,
357,
460,
551,
434,
308,
333,
458,
175,
72,
22,
27,
9,
5,
0,
10,
46,
103,
475,
448,
555,
488,
571,
608,
558,
858
] |
[
"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: 156.52%",
"予測される変化率: [カラム_0] 予測される変化率: 521.74%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.46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2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 156.52%",
"Forecasted change rate: [column_0] Forecasted change rate: 521.74%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.46 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 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 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 |
[
873,
548,
272,
83,
73,
142,
229,
32,
4,
0,
5,
4,
15,
22,
60,
97,
35,
48,
55,
129,
66,
26,
15,
65,
119,
120,
121,
168,
59,
47,
13,
7,
8,
2,
4,
2,
7,
37,
95,
130,
57,
65,
54,
158,
128,
122,
131,
150,
186,
145,
133,
122,
114,
41,
18,
6,
17,
2,
2,
2,
5,
31,
83,
122,
59,
75,
65,
102,
55,
86,
80,
111,
165,
149,
139,
74,
47,
57,
34,
7,
0,
0,
0,
3,
6,
28,
95,
115,
40,
108,
103,
261,
236,
131,
130,
165,
241,
243,
181,
191,
88,
52,
21,
17,
4,
10,
10,
8,
10,
34,
65,
98,
56,
120,
108,
262,
248,
147,
192,
187,
221,
270,
237,
171,
108,
77,
77,
61,
75,
14,
4,
8,
6,
18,
27,
36,
51,
75,
99,
179,
220,
244,
261,
347,
445,
434,
351,
296,
171,
303,
107,
61,
40,
6,
10,
4,
0,
8,
18,
106,
221,
425,
539,
647,
644,
711,
870,
628,
483,
221,
184,
140,
92,
63,
60,
15,
21,
8,
2,
1,
4,
26,
87,
125,
54,
63,
89,
238,
225,
120,
130,
197,
211,
148,
106,
104,
72,
53,
19,
7,
7,
4,
3,
7,
6,
19,
84,
142,
44,
100,
60,
216,
241,
212,
123,
136,
169,
182,
133,
143,
125,
44,
12,
13,
8,
1,
6,
5,
4,
30,
97,
101,
51,
133,
149,
204,
279,
192,
145,
189,
221,
178,
155,
166,
146,
154,
81,
23,
4,
2,
3,
4,
8,
40,
69,
132,
37,
52,
68,
79,
54,
83,
59,
87,
70,
111,
143,
222,
210,
90,
62,
27,
9,
6,
4,
0,
4,
21,
69,
88,
82,
75,
149,
271,
226,
142,
198,
213,
267,
283,
193,
150,
109,
121,
83,
36,
34,
6,
1,
1,
1,
10,
15,
41,
44,
87,
129,
206,
169,
259,
278,
199,
239,
259,
209,
222,
247,
151,
97,
59,
19,
8,
3,
3,
2,
7,
16,
48,
354,
249,
287,
476,
364,
526,
485,
327,
312,
248,
167,
142,
115,
67,
88,
17,
8,
2,
1,
2,
9,
19,
49,
19,
35,
19,
80,
64,
85,
98,
111,
122,
130,
147,
145,
102,
54,
58,
30,
14,
1,
5,
4,
2,
5,
14,
50,
60,
54,
97,
145,
224,
176,
241,
195,
181,
242,
180,
145,
137,
157,
78,
70,
13,
9,
3,
1,
2,
8,
7,
21,
47,
60,
88,
178,
188,
150,
175,
140,
116,
107,
84,
145,
256,
331,
240,
126,
27,
2,
2,
1,
1,
0,
13,
12,
34,
61,
56,
136,
106,
181,
229,
229,
206,
198,
148,
165,
108,
86,
59,
27,
21,
3,
2,
1,
2,
2,
28,
34,
42,
53,
101,
198,
216,
251,
266,
312,
233,
257,
211,
204,
223,
158,
124,
47,
50,
31,
34,
15,
0,
5,
8,
18,
62,
82,
91,
113,
119,
72,
167,
119,
109,
127,
161,
130,
112,
41,
34,
14,
12,
5,
3,
0,
1,
1,
4,
20,
68,
73,
128,
183,
333,
371,
457,
497,
477,
435,
405,
279,
170,
117,
54,
37,
15
] |
[
0,
3,
0,
0,
0,
18,
39,
75,
86,
131,
294,
410,
420,
425,
418,
391,
400,
363,
282,
217,
183,
118,
44,
10,
7,
2,
4,
2,
5,
13,
50,
51,
75,
143,
186,
230,
251,
268,
263,
371,
630,
980,
1744,
2828,
3761,
4853,
3969,
3591,
624,
194,
68,
18,
11,
4,
14,
38,
53,
101,
210,
321,
158,
70,
20,
66,
63,
107,
82,
118,
99,
77,
9,
9,
2,
0,
2,
1,
0,
12,
31,
69,
55,
73,
164,
287,
351,
357,
382,
285,
220,
255,
166,
125,
96,
101,
29,
19
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -98.28%",
"予測される変化率: [カラム_0] 予測される変化率: 533.33%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の2.42倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 29個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -98.28%",
"Forecasted change rate: [column_0] Forecasted change rate: 533.33%",
"Volatility: [column_0] Volatility: high (standard deviation is 2.42 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 29",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from 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 |
[
16,
9,
0,
1,
5,
11,
35,
60,
52,
111,
148,
264,
225,
213,
240,
271,
266,
231,
177,
227,
187,
61,
37,
18,
11,
23,
0,
3,
0,
10,
17,
35,
52,
132,
136,
178,
155,
231,
203,
336,
381,
418,
183,
148,
166,
274,
92,
34,
33,
3,
0,
2,
4,
9,
20,
51,
91,
137,
258,
352,
348,
378,
357,
30,
95,
95,
146,
169,
80,
30,
18,
5,
3,
0,
3,
2,
2,
13,
58,
74,
42,
44,
64,
183,
198,
103,
121,
90,
151,
112,
53,
42,
25,
18,
18,
0,
0,
0,
0,
0,
6,
21,
62,
102,
44,
87,
91,
211,
240,
156,
168,
170,
213,
230,
152,
115,
50,
25,
14,
20,
1,
0,
0,
2,
4,
16,
70,
103,
76,
92,
145,
329,
302,
239,
210,
189,
183,
164,
175,
165,
99,
48,
13,
20,
31,
0,
3,
5,
1,
28,
77,
125,
58,
112,
147,
235,
180,
112,
61,
126,
170,
255,
153,
213,
154,
91,
43,
12,
7,
0,
2,
1,
1,
19,
69,
100,
63,
51,
110,
149,
120,
66,
88,
74,
108,
134,
179,
339,
429,
238,
96,
59,
23,
5,
7,
1,
1,
13,
22,
29,
43,
121,
153,
149,
194,
250,
325,
296,
325,
287,
299,
290,
154,
159,
96,
35,
24,
3,
1,
0,
5,
9,
24,
112,
249,
372,
635,
707,
757,
842,
783,
803,
747,
255,
218,
189,
81,
60,
15,
8,
2,
1,
5,
7,
4,
31,
108,
149,
58,
53,
104,
217,
220,
94,
112,
111,
149,
130,
126,
171,
168,
95,
59,
9,
4,
0,
5,
0,
3,
34,
94,
110,
53,
25,
30,
43,
35,
26,
14,
41,
90,
148,
88,
153,
151,
122,
48,
18,
3,
0,
3,
5,
11,
57,
73,
104,
46,
38,
51,
64,
40,
60,
53,
64,
113,
139,
154,
234,
189,
149,
54,
19,
2,
10,
3,
3,
9,
51,
94,
111,
38,
31,
42,
45,
30,
12,
21,
59,
61,
62,
89,
120,
172,
108,
73,
31,
3,
18,
0,
2,
0,
33,
68,
81,
44,
43,
42,
29,
40,
20,
16,
52,
116,
174,
273,
189,
332,
133,
109,
51,
19,
3,
14,
4,
2,
24,
45,
47,
87,
96,
168,
196,
212,
214,
225,
232,
290,
267,
198,
183,
183,
171,
114,
37,
13,
3,
0,
4,
4,
19,
23,
83,
226,
320,
598,
629,
632,
702,
732,
554,
428,
203,
175,
124,
86,
97,
38,
20,
6,
1,
1,
1,
2,
45,
103,
132,
79,
81,
123,
220,
250,
152,
129,
91,
142,
139,
113,
86,
82,
40,
44,
16,
7,
0,
2,
6,
4,
35,
105,
118,
48,
54,
111,
233,
219,
131,
125,
138,
156,
150,
98,
80,
83,
43,
32,
9,
4,
3,
1,
1,
3,
42,
91,
131,
52,
103,
181,
255,
245,
165,
160,
176,
222,
153,
141,
108,
89,
47,
28,
8,
0,
2,
0,
6,
7,
30,
87,
128,
80,
72,
132,
197,
235,
165,
118,
125,
157,
166,
175,
164,
176,
83,
18,
5,
9,
0,
1,
1,
10,
20,
48,
60
] |
[
15,
28,
54,
77,
134,
102,
109,
127,
131,
125,
98,
81,
65,
73,
15,
15,
14,
1,
6,
2,
7,
20,
40,
45,
49,
92,
170,
276,
226,
299,
333,
297,
239,
319,
304,
204,
147,
83,
47,
32,
8,
0,
1,
0,
2,
34,
75,
314,
460,
2219,
979,
748,
1028,
1720,
2177,
2617,
3355,
4259,
5091,
5591,
3929,
1851,
534,
106,
33,
12,
4,
2,
14,
38,
68,
74,
97,
112,
173,
155,
102,
114,
94,
78,
85,
71,
94,
254,
199,
72,
36,
14,
4,
6,
1,
3,
7,
41,
82,
107
] |
[
"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: 275.00%",
"予測される変化率: [カラム_0] 予測される変化率: 613.33%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の2.79倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 31個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 275.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 613.33%",
"Volatility: [column_0] Volatility: high (standard deviation is 2.79 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 31",
"First turning point: [column_0] First turning point: at data point 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 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 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 84."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
25,
34,
38,
82,
32,
29,
33,
41,
47,
51,
84,
165,
102,
57,
26,
23,
6,
0,
0,
3,
19,
40,
119,
142,
102,
66,
107,
263,
205,
143,
136,
168,
191,
168,
145,
103,
140,
34,
37,
11,
15,
9,
2,
0,
14,
54,
115,
163,
100,
135,
107,
176,
198,
153,
151,
178,
302,
216,
240,
271,
227,
105,
54,
31,
18,
3,
7,
4,
20,
59,
164,
177,
188,
373,
459,
587,
618,
452,
473,
410,
564,
456,
480,
409,
354,
233,
102,
42,
21,
5,
10,
9,
7,
24,
58,
87,
285,
626,
906,
936,
897,
1014,
991,
723,
710,
536,
681,
886,
778,
549,
276,
118,
41,
14,
5,
6,
7,
23,
47,
119,
409,
766,
938,
791,
739,
581,
417,
342,
158,
144,
256,
392,
264,
178,
51,
20,
8,
7,
15,
22,
7,
103,
122,
145,
55,
91,
79,
165,
97,
115,
72,
84,
85,
79,
42,
35,
37,
45,
7,
8,
0,
0,
2,
1,
6,
38,
127,
126,
46,
66,
99,
252,
186,
91,
136,
147,
150,
119,
131,
88,
55,
16,
14,
1,
0,
0,
0,
0,
3,
37,
115,
134,
66,
71,
70,
223,
166,
86,
82,
74,
95,
125,
137,
191,
99,
72,
45,
4,
8,
0,
1,
5,
3,
45,
85,
121,
78,
64,
90,
121,
89,
55,
52,
47,
93,
111,
107,
240,
136,
77,
55,
11,
5,
11,
6,
1,
4,
29,
90,
102,
55,
30,
57,
96,
77,
96,
75,
96,
123,
165,
135,
212,
204,
162,
53,
34,
30,
1,
3,
8,
1,
10,
32,
45,
78,
106,
64,
59,
91,
85,
44,
65,
112,
117,
156,
392,
424,
448,
160,
95,
36,
13,
4,
2,
0,
10,
30,
57,
162,
244,
367,
205,
167,
164,
192,
155,
165,
175,
133,
131,
120,
43,
25,
9,
0,
4,
0,
2,
8,
43,
103,
134,
69,
72,
113,
234,
266,
135,
92,
99,
201,
96,
116,
100,
69,
18,
6,
9,
3,
0,
0,
1,
3,
30,
79,
112,
54,
51,
93,
245,
183,
93,
88,
120,
135,
151,
140,
146,
109,
61,
5,
5,
5,
2,
1,
2,
7,
35,
115,
137,
59,
96,
73,
225,
146,
84,
73,
122,
175,
163,
146,
157,
92,
80,
35,
18,
7,
2,
1,
1,
6,
40,
94,
108,
39,
78,
91,
212,
225,
104,
101,
124,
156,
138,
128,
151,
106,
58,
61,
10,
3,
0,
5,
5,
4,
39,
86,
118,
71,
75,
135,
191,
218,
133,
114,
127,
229,
267,
405,
593,
461,
296,
193,
88,
22,
32,
13,
2,
1,
11,
28,
69,
77,
104,
129,
172,
213,
281,
280,
97,
276,
385,
470,
560,
305,
233,
104,
58,
11,
2,
1,
1,
0,
5,
30,
24,
31,
32,
147,
226,
252,
314,
330,
291,
230,
277,
224,
148,
80,
57,
12,
11,
2,
1,
0,
1,
14,
46,
98,
131,
85,
66,
115,
234,
215,
97,
128,
98,
143,
132,
133,
99,
52,
50,
3,
13,
5,
3,
0,
0,
5,
55,
104,
120,
79,
119,
112,
242,
203,
98,
83,
94
] |
[
128,
136,
134,
152,
101,
31,
11,
21,
2,
6,
4,
1,
4,
48,
101,
132,
57,
82,
127,
237,
203,
147,
110,
42,
109,
87,
36,
12,
47,
34,
36,
4,
3,
3,
0,
1,
5,
23,
77,
109,
65,
42,
72,
163,
139,
61,
65,
109,
94,
114,
85,
69,
60,
46,
29,
5,
2,
11,
4,
2,
1,
29,
73,
109,
50,
92,
91,
182,
135,
97,
126,
131,
180,
145,
160,
79,
92,
77,
20,
18,
1,
1,
0,
0,
26,
39,
143,
123,
261,
786,
1006,
1362,
1769,
1937,
1836,
1503
] |
[
"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: 276.00%",
"予測される変化率: [カラム_0] 予測される変化率: 1074.22%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.58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: 276.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 1074.22%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.58 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 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 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
942,
321,
135,
176,
146,
106,
68,
66,
36,
21,
10,
4,
2,
4,
30,
38,
113,
146,
346,
356,
452,
446,
462,
372,
336,
223,
219,
153,
106,
52,
38,
9,
11,
0,
1,
0,
10,
20,
92,
127,
58,
77,
108,
292,
249,
146,
110,
131,
169,
201,
176,
104,
64,
29,
5,
13,
3,
0,
0,
1,
8,
35,
106,
125,
61,
41,
79,
137,
146,
98,
95,
116,
124,
120,
80,
60,
60,
38,
12,
11,
0,
11,
0,
1,
11,
40,
91,
100,
41,
42,
86,
122,
152,
103,
97,
96,
121,
134,
93,
77,
63,
12,
6,
3,
5,
6,
1,
0,
9,
46,
90,
121,
47,
49,
100,
194,
145,
172,
88,
107,
155,
112,
120,
71,
65,
38,
12,
12,
4,
6,
1,
0,
2,
38,
72,
135,
66,
98,
142,
255,
249,
134,
112,
121,
257,
187,
152,
126,
128,
95,
37,
26,
7,
20,
6,
1,
2,
12,
27,
56,
87,
99,
168,
208,
220,
267,
265,
254,
297,
298,
359,
232,
174,
140,
70,
37,
8,
5,
6,
4,
2,
10,
39,
74,
125,
176,
335,
403,
476,
472,
412,
387,
203,
164,
177,
103,
78,
44,
21,
1,
4,
8,
0,
3,
9,
28,
103,
129,
83,
98,
137,
252,
285,
165,
87,
115,
134,
144,
128,
168,
88,
80,
35,
8,
8,
1,
3,
0,
7,
34,
283,
419,
197,
183,
139,
227,
132,
100,
72,
80,
123,
125,
165,
162,
102,
38,
15,
13,
13,
3,
7,
1,
8,
38,
95,
152
] |
[
55,
42,
43,
153,
118,
80,
53,
86,
106,
101,
85,
65,
42,
23,
21,
1,
3,
0,
1,
1,
10,
27,
119,
109,
60,
60,
115,
249,
182,
129,
131,
129,
152,
93,
104,
119,
92,
40,
24,
18,
3,
3,
4,
0,
4,
33,
60,
85,
43,
87,
124,
197,
169,
106,
110,
97,
113,
92,
126,
95,
89,
46,
34,
33,
7,
2,
3,
1,
4,
8,
40,
35,
92,
116,
121,
128,
123,
220,
215,
236,
308,
315,
382,
385,
312,
259,
123,
84,
9,
16,
7,
0,
3,
5,
23,
63
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -83.86%",
"予測される変化率: [カラム_0] 予測される変化率: 14.55%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.08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2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -83.86%",
"Forecasted change rate: [column_0] Forecasted change rate: 14.55%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.08 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 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 |
[
118,
181,
213,
187,
209,
247,
307,
182,
234,
201,
326,
456,
251,
227,
178,
43,
31,
6,
7,
4,
0,
11,
35,
54,
89,
89,
144,
230,
261,
231,
212,
219,
156,
194,
193,
189,
95,
57,
10,
10,
5,
0,
0,
0,
6,
37,
80,
136,
53,
64,
51,
167,
118,
78,
85,
83,
66,
76,
32,
44,
56,
33,
11,
8,
3,
5,
5,
8,
11,
31,
97,
94,
35,
61,
275,
231,
327,
123,
120,
97,
159,
121,
113,
126,
59,
38,
19,
7,
0,
2,
0,
1,
8,
45,
80,
154,
70,
58,
120,
248,
189,
104,
85,
116,
143,
142,
88,
79,
67,
48,
18,
10,
2,
4,
1,
2,
7,
28,
67,
134,
115,
79,
132,
232,
210,
135,
110,
167,
290,
272,
234,
191,
183,
214,
70,
31,
12,
8,
3,
6,
2,
7,
23,
48,
69,
127,
148,
132,
217,
215,
182,
180,
81,
77,
77,
104,
97,
88,
28,
18,
5,
15,
7,
0,
0,
8,
13,
67,
76,
101,
206,
239,
167,
177,
161,
166,
156,
135,
159,
128,
96,
111,
26,
8,
8,
4,
0,
2,
12,
27,
100,
133,
56,
68,
152,
276,
185,
145,
116,
99,
144,
191,
116,
106,
47,
23,
22,
10,
7,
1,
0,
1,
10,
39,
97,
120,
88,
72,
100,
175,
183,
117,
79,
83,
174,
211,
155,
133,
90,
39,
12,
3,
5,
0,
0,
3,
8,
39,
101,
116,
52,
69,
164,
268,
232,
144,
107,
120,
191,
128,
111,
97,
75,
37,
30,
10,
1,
0,
0,
3,
7,
33,
117,
147,
76,
76,
134,
178,
171,
104,
75,
94,
130,
175,
153,
180,
87,
67,
40,
13,
6,
2,
2,
1,
10,
17,
72,
100,
67,
95,
58,
184,
200,
156,
101,
130,
128,
200,
186,
91,
28,
18,
23,
18,
5,
0,
0,
1,
3,
5,
15,
40,
57,
94,
95,
141,
155,
182,
234,
270,
343,
311,
285,
156,
136,
147,
69,
69,
13,
9,
0,
1,
2,
7,
20,
43,
49,
74,
131,
160,
162,
245,
178,
191,
163,
148,
136,
71,
58,
41,
17,
2,
0,
0,
5,
1,
8,
22,
69,
98,
31,
15,
35,
191,
140,
92,
74,
113,
126,
102,
75,
92,
54,
33,
24,
8,
0,
4,
0,
0,
6,
29,
101,
113,
49,
89,
115,
222,
194,
103,
121,
110,
187,
157,
116,
112,
86,
43,
21,
10,
5,
1,
0,
0,
7,
38,
87,
121,
64,
43,
97,
232,
184,
73,
83,
133,
177,
117,
93,
49,
32,
16,
8,
8,
3,
10,
1,
0,
3,
17,
61,
61,
23,
19,
55,
164,
163,
100,
64,
88,
176,
133,
154,
89,
64,
64,
26,
5,
2,
2,
2,
1,
1,
26,
77,
108,
57,
70,
135,
211,
170,
134,
144,
148,
273,
273,
277,
124,
112,
170,
72,
39,
13,
7,
4,
1,
3,
7,
28,
49,
84,
143,
148,
262,
242,
325,
271,
424,
319,
290,
317,
265,
255,
177,
98,
31,
21,
11,
2,
3,
3,
6,
29,
64,
107,
145,
268,
362,
407,
431,
487,
398
] |
[
236,
239,
259,
129,
85,
51,
13,
13,
3,
9,
1,
0,
10,
27,
98,
120,
52,
42,
95,
186,
175,
88,
77,
74,
114,
148,
150,
89,
87,
37,
26,
11,
2,
1,
0,
1,
11,
28,
118,
108,
50,
71,
83,
188,
90,
75,
44,
74,
140,
141,
177,
169,
106,
44,
37,
18,
5,
2,
0,
2,
13,
23,
81,
125,
43,
47,
59,
202,
98,
29,
50,
84,
92,
129,
64,
70,
55,
37,
22,
3,
2,
1,
0,
1,
7,
27,
72,
96,
50,
57,
93,
134,
84,
97,
73,
78
] |
[
"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: 237.29%",
"予測される変化率: [カラム_0] 予測される変化率: -66.95%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.94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: 31個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 237.29%",
"Forecasted change rate: [column_0] Forecasted change rate: -66.95%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.94 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 31",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 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 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 |
[
169,
137,
83,
40,
66,
40,
8,
8,
4,
2,
1,
1,
7,
24,
86,
97,
48,
46,
60,
151,
129,
69,
97,
134,
157,
112,
144,
155,
119,
74,
54,
31,
2,
0,
3,
1,
8,
4,
37,
52,
81,
100,
186,
291,
294,
241,
231,
401,
380,
269,
347,
211,
193,
161,
106,
54,
39,
17,
2,
0,
5,
24,
31,
88,
106,
223,
353,
383,
491,
463,
458,
374,
312,
207,
107,
111,
39,
65,
27,
29,
0,
3,
2,
0,
2,
45,
119,
144,
42,
80,
115,
275,
194,
160,
139,
182,
178,
169,
107,
90,
82,
18,
12,
6,
2,
0,
2,
0,
5,
77,
155,
117,
57,
73,
90,
103,
31,
16,
15,
35,
59,
38,
13,
26,
22,
10,
23,
2,
0,
6,
0,
0,
4,
22,
75,
68,
31,
10,
16,
46,
35,
31,
46,
45,
55,
41,
26,
12,
353,
32,
82,
9,
0,
0,
0,
8,
2,
20,
49,
67,
32,
16,
21,
71,
79,
85,
63,
64,
40,
30,
31,
33,
18,
8,
11,
10,
3,
1,
0,
1,
4,
28,
58,
76,
11,
36,
87,
138,
69,
86,
82,
40,
62,
69,
87,
66,
103,
64,
23,
14,
5,
9,
2,
0,
2,
7,
35,
52,
68,
120,
181,
213,
194,
267,
330,
213,
240,
177,
199,
146,
127,
88,
53,
22,
7,
1,
10,
11,
0,
20,
63,
72,
1363,
8762,
2224,
781,
802,
800,
892,
841,
509,
277,
325,
421,
241,
179,
221,
117,
79,
150,
103,
102,
239,
203,
320,
288,
250,
331,
342,
533,
607,
569,
459,
606,
455,
343,
256,
294,
157,
156,
133,
69,
152,
238,
191,
114,
113,
104,
124,
128,
491,
411,
457,
658,
534,
498,
439,
492,
477,
418,
300,
209,
256,
115,
16,
20,
4,
21,
68,
23,
22,
185,
157,
149,
81,
111,
146,
294,
404,
299,
274,
213,
241,
127,
132,
84,
60,
25,
20,
12,
9,
4,
2,
6,
13,
40,
91,
130,
53,
85,
126,
294,
273,
317,
338,
291,
230,
147,
135,
128,
126,
82,
47,
19,
25,
6,
10,
7,
10,
46,
32,
41,
83,
59,
55,
50,
139,
345,
341,
288,
317,
184,
152,
103,
114,
59,
35,
31,
8,
19,
14,
29,
13,
26,
48,
39,
95,
178,
227,
299,
254,
404,
409,
347,
328,
298,
306,
125,
122,
182,
37,
31,
8,
1,
5,
1,
0,
2,
24,
45,
99,
181,
272,
382,
398,
452,
481,
413,
375,
229,
360,
272,
111,
106,
153,
178,
82,
42,
106,
121,
68,
59,
142,
312,
270,
360,
456,
571,
477,
444,
422,
419,
379,
314,
299,
284,
277,
288,
271,
248,
269,
297,
315,
152,
146,
181,
65,
68,
36,
47,
70,
80,
89,
85,
53,
73,
94,
84,
66,
35,
69,
22,
17,
10,
1,
3,
5,
2,
4,
31,
78,
95,
67,
96,
133,
296,
201,
171,
147,
168,
202,
121,
81,
112,
75,
53,
18,
38,
83,
105,
87,
27,
12,
77,
70,
59,
56,
102,
193,
248,
198,
205,
199,
155,
218,
143,
91,
74,
66,
59,
27,
30
] |
[
1,
7,
2,
1,
3,
8,
49,
51,
69,
144,
264,
459,
377,
373,
526,
429,
204,
147,
196,
149,
188,
50,
86,
52,
50,
42,
26,
57,
41,
46,
72,
52,
71,
97,
107,
145,
191,
311,
396,
216,
175,
141,
244,
146,
128,
75,
64,
31,
28,
14,
1,
1,
4,
6,
25,
82,
132,
263,
322,
422,
464,
379,
393,
307,
155,
77,
85,
55,
47,
16,
15,
8,
1,
2,
2,
0,
10,
30,
104,
123,
139,
160,
221,
383,
300,
221,
213,
187,
166,
142,
175,
121,
140,
79,
115,
157
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -82.25%",
"予測される変化率: [カラム_0] 予測される変化率: 15600.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の2.48倍)",
"トレンド: [カラム_0] トレンドの継続: 上昇傾向の傾向が続く",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 33個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -82.25%",
"Forecasted change rate: [column_0] Forecasted change rate: 15600.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 2.48 times the mean)",
"Trend: [column_0] Trend continuation: upward trend continues",
"Turning points: [column_0] Turning points in forecast period: 33",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 78 でのデータに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 78.",
"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 |
[
105,
80,
91,
133,
107,
138,
229,
248,
163,
197,
62,
94,
63,
14,
16,
25,
58,
61,
70,
32,
34,
19,
3,
2,
0,
3,
1,
3,
5,
26,
69,
70,
22,
45,
132,
181,
229,
138,
124,
107,
115,
81,
57,
70,
34,
25,
7,
3,
1,
0,
0,
1,
6,
33,
101,
113,
71,
88,
96,
183,
182,
94,
79,
82,
108,
81,
56,
41,
40,
69,
26,
38,
74,
91,
63,
64,
47,
73,
97,
96,
42,
14,
67,
119,
220,
157,
154,
170,
141,
107,
95,
103,
60,
58,
38,
10,
6,
4,
0,
3,
4,
7,
29,
29,
74,
96,
106,
187,
175,
78,
60,
82,
120,
148,
120,
64,
52,
92,
23,
24,
6,
2,
0,
7,
2,
8,
12,
27,
35,
54,
84,
120,
86,
31,
106,
126,
46,
102,
82,
38,
37,
6,
9,
4,
1,
1,
3,
0,
9,
26,
71,
128,
82,
47,
73,
193,
117,
59,
64,
83,
138,
90,
81,
19,
36,
12,
9,
1,
0,
6,
1,
2,
4,
35,
74,
125,
50,
38,
68,
162,
129,
66,
89,
88,
120,
101,
78,
90,
46,
41,
15,
6,
8,
1,
1,
3,
5,
32,
103,
98,
60,
67,
92,
143,
109,
107,
88,
103,
140,
136,
120,
120,
107,
40,
25,
12,
4,
1,
1,
2,
5,
29,
91,
126,
54,
76,
88,
234,
265,
123,
85,
114,
153,
138,
125,
113,
90,
42,
24,
7,
8,
4,
5,
1,
6,
36,
85,
112,
72,
99,
106,
146,
216,
128,
119,
114,
145,
96,
148,
85,
69,
36,
10,
0,
8,
1,
0,
0,
4,
3,
9,
19,
23,
48,
40,
53,
100,
83,
151,
152,
153,
166,
170,
123,
98,
47,
35,
25,
10,
12,
0,
3,
2,
8,
12,
71,
75,
166,
318,
377,
542,
478,
503,
383,
349,
128,
176,
82,
83,
24,
8,
2,
2,
0,
1,
1,
15,
19,
99,
100,
56,
64,
138,
289,
205,
113,
122,
121,
167,
107,
64,
38,
62,
42,
21,
2,
1,
1,
2,
1,
5,
34,
94,
110,
67,
35,
80,
218,
168,
112,
92,
107,
207,
135,
76,
91,
53,
30,
5,
6,
0,
0,
2,
5,
2,
35,
84,
113,
54,
71,
68,
211,
169,
120,
85,
91,
145,
108,
81,
66,
45,
31,
24,
12,
1,
0,
2,
6,
9,
46,
88,
107,
37,
60,
194,
240,
180,
77,
77,
144,
111,
72,
72,
44,
59,
24,
23,
8,
3,
2,
6,
0,
7,
31,
54,
94,
69,
65,
123,
213,
173,
91,
103,
114,
212,
249,
235,
91,
105,
137,
49,
38,
3,
5,
0,
9,
5,
12,
35,
54,
81,
128,
149,
142,
236,
179,
277,
216,
162,
204,
303,
242,
191,
125,
89,
35,
16,
4,
9,
2,
8,
7,
34,
52,
111,
144,
220,
380,
284,
323,
317,
243,
194,
115,
100,
80,
43,
38,
16,
5,
0,
6,
0,
3,
8,
35,
108,
122,
70,
53,
152,
258,
190,
96,
63,
106,
71,
65,
58,
51,
35,
33,
6,
1,
2,
0,
0,
0,
20,
44,
101,
118
] |
[
56,
45,
61,
165,
110,
70,
57,
106,
110,
86,
59,
58,
57,
30,
3,
7,
2,
0,
2,
3,
8,
44,
77,
108,
65,
97,
138,
222,
203,
129,
91,
111,
158,
97,
74,
66,
53,
41,
10,
13,
0,
0,
1,
1,
8,
40,
97,
167,
85,
91,
128,
257,
159,
76,
68,
86,
129,
94,
56,
35,
28,
46,
8,
5,
2,
0,
1,
2,
2,
19,
47,
68,
44,
54,
76,
169,
154,
131,
111,
82,
152,
102,
105,
84,
56,
59,
46,
24,
4,
0,
1,
1,
7,
11,
39,
49
] |
[
"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: 12.38%",
"予測される変化率: [カラム_0] 予測される変化率: -12.50%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.99倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 32個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 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: 12.38%",
"Forecasted change rate: [column_0] Forecasted change rate: -12.50%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.99 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 32",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from 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
| 512 | 96 |
[
64,
140,
149,
176,
177,
208,
211,
150,
202,
187,
241,
211,
168,
131,
71,
15,
15,
3,
1,
1,
3,
10,
11,
38,
58,
163,
255,
352,
330,
337,
281,
191,
187,
87,
108,
95,
51,
24,
26,
7,
2,
1,
3,
0,
8,
35,
80,
107,
61,
49,
96,
219,
197,
100,
55,
80,
112,
54,
69,
71,
56,
36,
17,
2,
4,
0,
2,
0,
7,
31,
83,
102,
81,
260,
99,
175,
142,
54,
70,
111,
149,
47,
49,
44,
22,
20,
7,
3,
0,
1,
3,
1,
12,
42,
95,
137,
56,
58,
154,
172,
112,
87,
50,
83,
81,
64,
60,
64,
47,
16,
8,
5,
1,
0,
0,
1,
11,
35,
86,
114,
44,
57,
75,
260,
190,
84,
76,
142,
130,
75,
74,
44,
32,
24,
34,
25,
0,
1,
2,
1,
9,
42,
72,
87,
39,
109,
130,
282,
224,
190,
151,
214,
166,
196,
168,
85,
89,
94,
48,
28,
2,
0,
8,
0,
1,
10,
25,
53,
70,
145,
146,
173,
249,
229,
232,
230,
202,
186,
161,
173,
139,
64,
19,
3,
3,
2,
1,
0,
2,
5,
12,
20,
39,
41,
60,
63,
95,
111,
100,
90,
104,
121,
80,
58,
35,
10,
13,
10,
15,
0,
0,
18,
7,
35,
82,
88,
59,
60,
79,
229,
151,
81,
76,
59,
98,
86,
46,
35,
30,
11,
1,
1,
5,
0,
0,
2,
6,
28,
62,
76,
9,
15,
12,
48,
161,
69,
37,
67,
80,
67,
65,
62,
56,
66,
22,
3,
4,
3,
1,
2,
12,
38,
82,
86,
29,
33,
87,
219,
134,
93,
98,
82,
78,
47,
45,
15,
11,
7,
7,
3,
4,
2,
0,
2,
9,
33,
79,
89,
34,
51,
58,
234,
153,
69,
97,
96,
143,
116,
65,
58,
58,
68,
26,
8,
2,
7,
1,
2,
5,
37,
68,
90,
49,
63,
111,
232,
192,
153,
140,
162,
257,
179,
194,
116,
75,
158,
55,
44,
9,
1,
1,
2,
1,
8,
49,
37,
44,
112,
154,
139,
109,
85,
131,
161,
102,
185,
136,
73,
92,
113,
26,
11,
8,
5,
5,
0,
4,
7,
27,
45,
88,
162,
265,
250,
285,
276,
245,
290,
289,
200,
100,
81,
132,
63,
57,
8,
6,
0,
3,
0,
1,
5,
34,
36,
81,
148,
260,
301,
330,
259,
200,
163,
134,
94,
65,
73,
47,
22,
5,
4,
0,
4,
0,
1,
7,
27,
90,
99,
53,
81,
82,
260,
197,
98,
117,
106,
150,
88,
90,
57,
52,
30,
9,
2,
3,
0,
0,
4,
12,
35,
86,
98,
36,
43,
69,
198,
145,
59,
64,
104,
126,
84,
48,
50,
43,
21,
2,
9,
0,
0,
1,
4,
10,
32,
83,
105,
56,
51,
132,
226,
148,
117,
56,
71,
106,
108,
88,
65,
62,
28,
6,
2,
6,
2,
1,
1,
6,
24,
58,
72,
49,
52,
88,
156,
164,
91,
96,
122,
121,
111,
108,
85,
68,
93,
49,
28,
5,
2,
2,
0,
2,
9,
24,
15,
38,
52,
101,
106,
112,
145,
187,
64
] |
[
164,
164,
161,
67,
104,
44,
28,
35,
38,
0,
2,
0,
2,
6,
16,
24,
46,
97,
185,
236,
353,
320,
278,
116,
158,
154,
73,
68,
46,
24,
16,
8,
0,
2,
1,
4,
10,
30,
74,
68,
35,
57,
98,
166,
121,
46,
54,
52,
86,
74,
50,
37,
22,
17,
5,
12,
0,
0,
2,
3,
5,
28,
76,
67,
54,
70,
92,
164,
114,
80,
83,
71,
105,
77,
84,
39,
32,
20,
7,
6,
5,
4,
3,
4,
12,
38,
76,
97,
48,
81,
74,
164,
197,
59,
74,
81
] |
[
"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: 0.00%",
"予測される変化率: [カラム_0] 予測される変化率: -50.61%",
"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: 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4番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 0.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -50.61%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.99 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 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
115,
113,
51,
54,
32,
23,
11,
7,
4,
0,
0,
3,
10,
26,
83,
81,
44,
144,
75,
213,
118,
54,
35,
85,
79,
122,
29,
24,
43,
37,
9,
3,
1,
0,
2,
5,
4,
22,
50,
100,
50,
71,
125,
176,
129,
74,
80,
77,
160,
89,
71,
92,
80,
41,
26,
27,
2,
5,
0,
1,
4,
8,
29,
61,
57,
121,
135,
114,
196,
219,
251,
275,
236,
298,
259,
200,
131,
189,
78,
44,
23,
5,
3,
0,
2,
10,
13,
48,
106,
184,
247,
247,
323,
310,
168,
155,
150,
135,
95,
81,
46,
28,
26,
9,
3,
0,
1,
2,
11,
23,
52,
65,
35,
27,
47,
109,
73,
43,
45,
53,
90,
59,
36,
20,
15,
5,
2,
0,
4,
0,
0,
7,
6,
14,
32,
55,
28,
28,
21,
67,
35,
28,
50,
42,
86,
73,
56,
38,
18,
11,
20,
1,
0,
3,
1,
1,
12,
24,
56,
80,
58,
39,
74,
140,
112,
64,
64,
56,
76,
58,
39,
28,
24,
12,
15,
6,
2,
1,
0,
1,
2,
19,
56,
103,
69,
102,
169,
161,
152,
98,
72,
107,
132,
102,
53,
63,
39,
35,
12,
0,
1,
6,
0,
2,
9,
21,
52,
72,
40,
31,
61,
103,
102,
86,
110,
87,
103,
132,
146,
53,
28,
77,
53,
10,
0,
0,
4,
0,
4,
6,
18,
42,
49,
95,
99,
112,
174,
150,
146,
144,
59,
76,
91,
60,
69,
60,
8,
6,
2,
2,
0,
1,
1,
5,
15,
31
] |
[
33,
36,
29,
99,
46,
33,
50,
87,
62,
48,
47,
31,
13,
16,
3,
5,
0,
0,
0,
0,
4,
18,
64,
106,
71,
68,
90,
88,
55,
67,
57,
75,
116,
63,
38,
37,
36,
19,
4,
3,
2,
0,
0,
1,
4,
24,
62,
88,
44,
65,
94,
189,
162,
106,
78,
121,
180,
147,
81,
58,
95,
34,
8,
2,
2,
1,
1,
5,
4,
26,
82,
106,
68,
91,
153,
249,
240,
140,
142,
160,
92,
107,
88,
85,
42,
18,
17,
6,
2,
1,
0,
0,
4,
21,
82,
82
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -73.04%",
"予測される変化率: [カラム_0] 予測される変化率: 148.48%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.03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: 32個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -73.04%",
"Forecasted change rate: [column_0] Forecasted change rate: 148.48%",
"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: 32",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な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 |
[
41,
51,
119,
219,
141,
127,
129,
93,
84,
67,
40,
26,
20,
10,
8,
5,
0,
3,
1,
0,
8,
30,
70,
81,
69,
40,
64,
135,
208,
268,
168,
315,
595,
1681,
1372,
227,
99,
156,
33,
20,
2,
3,
1,
1,
1,
8,
22,
33,
58,
95,
105,
107,
126,
158,
128,
145,
183,
166,
160,
126,
89,
32,
28,
27,
1,
1,
2,
0,
1,
5,
17,
28,
64,
111,
221,
316,
163,
121,
174,
157,
190,
101,
86,
82,
62,
16,
8,
5,
0,
0,
4,
1,
1,
25,
82,
97,
62,
107,
188,
285,
295,
143,
145,
149,
132,
73,
38,
33,
32,
18,
2,
0,
1,
3,
0,
9,
4,
29,
74,
80,
36,
69,
99,
232,
157,
167,
194,
129,
215,
113,
76,
45,
33,
4,
5,
3,
1,
1,
0,
5,
4,
27,
46,
81,
37,
48,
44,
47,
52,
37,
37,
68,
76,
41,
21,
24,
19,
24,
13,
4,
0,
0,
0,
4,
2,
22,
77,
52,
45,
63,
79,
170,
116,
82,
92,
65,
124,
57,
84,
52,
35,
53,
23,
7,
1,
2,
0,
2,
8,
29,
60,
73,
56,
64,
123,
200,
175,
137,
164,
314,
853,
2146,
1773,
213,
90,
49,
8,
11,
5,
0,
1,
1,
1,
11,
14,
27,
58,
89,
63,
72,
78,
52,
115,
95,
84,
94,
96,
36,
53,
47,
14,
6,
6,
2,
2,
1,
1,
2,
26,
29,
75,
230,
402,
351,
355,
268,
350,
182,
150,
169,
95,
44,
32,
15,
10,
6
] |
[
0,
0,
4,
3,
4,
40,
57,
88,
48,
52,
75,
168,
118,
85,
69,
131,
124,
90,
67,
29,
47,
6,
9,
6,
0,
1,
0,
4,
4,
23,
82,
103,
38,
26,
77,
141,
89,
70,
50,
70,
86,
87,
50,
50,
31,
19,
2,
3,
6,
2,
0,
3,
7,
24,
50,
72,
39,
64,
76,
159,
169,
138,
84,
121,
118,
68,
40,
33,
25,
7,
8,
7,
0,
2,
0,
3,
3,
23,
66,
80,
35,
48,
68,
115,
40,
45,
61,
95,
107,
44,
36,
15,
15,
13,
8,
0
] |
[
"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: -85.37%",
"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2.24倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 37個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の3番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 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: -85.37%",
"Forecasted change rate: [column_0] Forecasted change rate: -100.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 2.24 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 37",
"First turning point: [column_0] First turning point: at data point 3 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from 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] 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 36.",
"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 |
[
2,
0,
9,
7,
3,
14,
24,
38,
28,
55,
54,
116,
127,
82,
59,
84,
220,
524,
245,
70,
102,
89,
22,
4,
3,
2,
0,
0,
3,
9,
10,
27,
44,
79,
143,
137,
175,
146,
156,
165,
160,
170,
151,
131,
123,
63,
22,
11,
9,
2,
1,
2,
2,
4,
15,
28,
56,
136,
174,
297,
278,
332,
460,
278,
108,
140,
152,
77,
31,
20,
6,
1,
3,
0,
1,
4,
11,
19,
79,
98,
43,
61,
64,
205,
124,
86,
64,
99,
109,
66,
76,
43,
39,
6,
1,
1,
0,
1,
1,
1,
6,
28,
82,
102,
30,
46,
72,
173,
143,
104,
89,
117,
114,
63,
41,
36,
22,
12,
0,
3,
2,
1,
0,
4,
7,
26,
76,
77,
42,
160,
59,
204,
123,
104,
71,
103,
109,
55,
59,
76,
27,
12,
8,
4,
5,
2,
0,
3,
6,
20,
64,
70,
28,
33,
64,
217,
123,
118,
62,
106,
105,
89,
47,
50,
52,
13,
17,
3,
0,
4,
2,
1,
9,
31,
58,
80,
93,
192,
122,
217,
172,
129,
109,
165,
472,
1529,
1554,
300,
161,
88,
36,
26,
5,
5,
0,
2,
1,
7,
26,
47,
93,
146,
171,
238,
96,
191,
111,
50,
116,
128,
152,
76,
62,
78,
57,
23,
16,
2,
5,
2,
4,
12,
14,
65,
162,
272,
349,
373,
395,
348,
311,
292,
164,
116,
92,
57,
34,
24,
11,
5,
4,
7,
4,
1,
9,
22,
94,
97,
51,
83,
83,
229,
212,
154,
100,
108,
154,
88,
69,
71,
28,
33,
4,
9,
0,
1,
8,
4,
9,
37,
96,
86,
38,
43,
73,
139,
91,
61,
62,
72,
110,
61,
60,
62,
59,
12,
18,
19,
7,
0,
3,
5,
9,
31,
90,
83,
46,
26,
59,
200,
140,
76,
66,
125,
149,
117,
48,
63,
48,
27,
14,
7,
6,
1,
4,
7,
5,
27,
54,
76,
37,
39,
83,
166,
118,
51,
10,
14,
23,
17,
12,
22,
30,
11,
11,
8,
0,
1,
4,
2,
2,
16,
44,
61,
66,
30,
45,
45,
37,
26,
29,
38,
83,
109,
15,
28,
17,
19,
8,
6,
1,
1,
0,
0,
1,
1,
10,
23,
44,
73,
126,
243,
250,
236,
231,
227,
244,
246,
184,
87,
69,
102,
47,
8,
9,
3,
2,
0,
3,
8,
27,
32,
89,
142,
307,
345,
334,
349,
436,
295,
168,
78,
64,
84,
50,
12,
8,
7,
2,
3,
0,
3,
12,
27,
75,
96,
35,
63,
110,
264,
175,
120,
65,
102,
119,
110,
39,
38,
31,
24,
6,
8,
1,
0,
0,
2,
5,
24,
81,
76,
42,
87,
91,
170,
128,
98,
90,
88,
147,
109,
76,
61,
38,
10,
5,
10,
0,
0,
0,
1,
6,
47,
68,
105,
49,
63,
66,
171,
136,
100,
112,
77,
87,
55,
26,
28,
30,
10,
11,
6,
0,
0,
0,
3,
6,
35,
63,
81,
25,
38,
34,
84,
62,
44,
89,
74,
82,
75,
46,
35,
42,
19,
8,
3,
2,
4,
4,
8,
3,
19,
71,
85
] |
[
53,
109,
250,
167,
129,
122,
120,
159,
585,
1710,
1103,
242,
191,
64,
32,
16,
4,
1,
1,
6,
3,
7,
19,
54,
63,
121,
154,
222,
250,
172,
137,
236,
131,
108,
117,
117,
89,
53,
44,
14,
6,
6,
2,
0,
1,
8,
23,
32,
83,
151,
232,
332,
322,
196,
110,
107,
81,
59,
32,
41,
11,
9,
3,
1,
0,
0,
1,
1,
2,
20,
64,
65,
51,
44,
55,
145,
90,
65,
64,
88,
113,
69,
43,
28,
28,
10,
5,
2,
0,
0,
0,
2,
4,
32,
69,
72
] |
[
"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: 4150.00%",
"予測される変化率: [カラム_0] 予測される変化率: 35.85%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.76倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 19個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: 4150.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 35.85%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.76 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 19",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 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 |
[
42,
45,
63,
182,
121,
74,
51,
72,
85,
61,
41,
43,
24,
18,
1,
0,
4,
2,
0,
0,
3,
33,
65,
74,
47,
79,
99,
184,
77,
73,
53,
75,
114,
88,
58,
49,
49,
26,
18,
4,
2,
0,
0,
0,
6,
36,
91,
96,
49,
39,
63,
155,
104,
95,
80,
101,
149,
142,
96,
74,
84,
41,
7,
2,
0,
4,
0,
2,
4,
28,
58,
96,
74,
109,
147,
258,
200,
125,
130,
195,
613,
1718,
1231,
275,
145,
131,
56,
19,
7,
5,
0,
2,
2,
12,
23,
57,
71,
141,
196,
204,
242,
269,
346,
167,
150,
188,
254,
155,
114,
57,
61,
18,
6,
10,
1,
3,
1,
9,
16,
60,
115,
194,
291,
253,
212,
199,
266,
187,
93,
71,
47,
35,
24,
22,
16,
0,
0,
2,
2,
0,
2,
28,
61,
91,
99,
31,
60,
103,
67,
23,
18,
28,
51,
23,
31,
12,
14,
6,
7,
7,
0,
0,
0,
1,
14,
32,
106,
73,
50,
33,
99,
164,
140,
84,
46,
78,
133,
73,
59,
38,
29,
25,
9,
2,
4,
0,
0,
2,
10,
50,
88,
93,
35,
103,
80,
206,
193,
115,
64,
68,
93,
96,
62,
58,
28,
13,
38,
1,
0,
0,
0,
1,
10,
39,
89,
89,
49,
55,
75,
287,
113,
83,
61,
105,
142,
191,
64,
87,
44,
83,
18,
9,
2,
3,
0,
3,
11,
31,
77,
84,
85,
110,
104,
260,
253,
181,
190,
241,
785,
2420,
1712,
407,
164,
117,
31,
6,
12,
2,
1,
2,
3,
9,
34,
44,
78,
193,
279,
388,
398,
398,
299,
347,
321,
235,
187,
142,
82,
93,
37,
29,
21,
5,
1,
2,
0,
6,
22,
47,
99,
168,
189,
324,
330,
273,
148,
133,
159,
109,
100,
52,
32,
17,
7,
7,
0,
4,
1,
1,
5,
23,
57,
83,
109,
60,
62,
202,
105,
58,
75,
69,
107,
80,
40,
35,
19,
9,
3,
2,
0,
0,
0,
1,
12,
29,
89,
75,
38,
140,
109,
276,
267,
95,
100,
107,
132,
111,
66,
42,
34,
14,
4,
5,
3,
0,
3,
3,
7,
22,
87,
100,
62,
58,
112,
241,
192,
95,
113,
125,
103,
60,
34,
52,
52,
17,
7,
1,
1,
6,
0,
1,
6,
39,
87,
74,
42,
45,
90,
291,
192,
75,
83,
119,
133,
130,
66,
65,
35,
33,
20,
2,
3,
3,
0,
4,
3,
28,
73,
78,
53,
102,
107,
210,
188,
108,
111,
195,
499,
2049,
1486,
393,
180,
79,
35,
23,
7,
3,
1,
2,
6,
8,
39,
72,
118,
270,
366,
421,
531,
591,
557,
420,
405,
343,
273,
257,
179,
142,
54,
44,
20,
1,
0,
1,
2,
11,
57,
145,
136,
188,
331,
388,
436,
461,
448,
296,
249,
189,
175,
101,
50,
16,
17,
7,
2,
0,
0,
6,
12,
26,
75,
103,
32,
19,
25,
56,
26,
21,
17,
45,
50,
12,
32,
25,
8,
3,
11,
2,
1,
0,
1,
1,
9,
27,
60,
118,
129,
246,
242,
167,
142,
29,
50,
68
] |
[
126,
61,
40,
45,
19,
23,
2,
1,
8,
0,
0,
1,
6,
25,
71,
74,
49,
105,
63,
220,
144,
83,
82,
76,
111,
126,
39,
58,
33,
18,
7,
1,
0,
1,
0,
5,
5,
33,
80,
94,
37,
72,
140,
221,
190,
79,
77,
67,
95,
70,
48,
27,
31,
32,
5,
5,
1,
3,
1,
8,
7,
29,
86,
110,
96,
108,
146,
265,
301,
184,
117,
115,
149,
120,
102,
82,
40,
55,
26,
10,
17,
2,
1,
2,
2,
11,
46,
46,
79,
128,
205,
337,
288,
245,
356,
366
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 61.90%",
"予測される変化率: [カラム_0] 予測される変化率: 190.48%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.94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: 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: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 61.90%",
"Forecasted change rate: [column_0] Forecasted change rate: 190.48%",
"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: 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 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 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 84."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
250,
255,
253,
176,
88,
77,
36,
24,
6,
5,
1,
0,
10,
16,
42,
66,
133,
253,
441,
589,
616,
603,
568,
417,
340,
184,
119,
79,
51,
19,
21,
3,
6,
0,
0,
1,
5,
31,
91,
109,
77,
46,
154,
232,
187,
77,
73,
59,
110,
73,
52,
35,
40,
15,
6,
5,
2,
0,
0,
0,
10,
27,
66,
65,
20,
29,
80,
181,
129,
50,
17,
76,
98,
64,
82,
44,
34,
8,
14,
6,
0,
0,
0,
4,
16,
38,
83,
93,
84,
63,
78,
220,
200,
88,
61,
84,
123,
86,
65,
46,
23,
22,
5,
0,
3,
0,
0,
3,
7,
16,
52,
63,
35,
79,
80,
157,
88,
72,
59,
110,
105,
74,
52,
61,
32,
16,
8,
2,
1,
0,
0,
6,
1,
33,
66,
91,
59,
76,
95,
171,
121,
96,
121,
118,
152,
96,
100,
58,
70,
37,
19,
9,
3,
0,
0,
2,
2,
12,
18,
54,
105,
142,
176,
260,
245,
346,
279,
226,
240,
155,
136,
158,
97,
60,
36,
23,
0,
2,
0,
7,
3,
8,
32,
62,
102,
229,
285,
399,
383,
455,
395,
314,
205,
98,
62,
49,
55,
14,
11,
10,
0,
0,
1,
5,
4,
14,
77,
84,
45,
47,
112,
224,
120,
67,
102,
94,
131,
95,
62,
69,
28,
19,
13,
1,
1,
0,
0,
2,
7,
40,
89,
85,
33,
29,
69,
51,
37,
20,
24,
34,
93,
68,
35,
55,
34,
21,
6,
0,
6,
0,
0,
1,
8,
21,
83,
89,
61,
59,
40,
154,
82,
20,
22,
62,
82,
40,
29,
27,
13,
20,
26,
4,
0,
1,
0,
6,
11,
29,
97,
81,
82,
54,
58,
148,
38,
41,
60,
81,
116,
94,
110,
44,
28,
21,
28,
1,
1,
0,
0,
7,
10,
26,
77,
100,
50,
49,
103,
145,
128,
92,
82,
94,
135,
136,
121,
79,
55,
24,
43,
16,
10,
0,
1,
1,
0,
11,
17,
30,
71,
117,
133,
220,
181,
213,
204,
126,
126,
74,
119,
101,
105,
46,
30,
16,
18,
1,
2,
2,
1,
9,
25,
64,
149,
214,
323,
456,
455,
466,
360,
270,
300,
107,
90,
63,
19,
15,
13,
4,
0,
4,
1,
7,
8,
27,
126,
113,
56,
79,
187,
283,
309,
150,
201,
222,
215,
124,
147,
85,
51,
24,
12,
6,
1,
1,
1,
2,
13,
45,
122,
113,
78,
87,
205,
295,
289,
189,
156,
169,
217,
199,
151,
115,
73,
36,
3,
5,
1,
2,
0,
3,
15,
35,
94,
74,
54,
86,
145,
248,
153,
99,
60,
56,
87,
74,
39,
9,
10,
2,
2,
9,
2,
5,
1,
2,
5,
23,
79,
61,
40,
61,
102,
146,
167,
106,
102,
110,
107,
106,
44,
69,
21,
14,
10,
2,
2,
0,
1,
4,
6,
36,
100,
75,
84,
84,
175,
302,
263,
167,
143,
150,
207,
121,
114,
150,
90,
51,
17,
7,
4,
0,
2,
1,
4,
18,
31,
72,
101,
125,
160,
263,
278,
341,
250,
271,
277,
220,
138,
129,
100,
22,
28,
11
] |
[
2,
7,
6,
2,
1,
13,
49,
66,
77,
172,
246,
300,
289,
282,
299,
268,
274,
182,
123,
101,
73,
36,
18,
11,
1,
0,
3,
6,
8,
43,
78,
96,
62,
73,
204,
398,
234,
180,
205,
163,
256,
162,
141,
105,
108,
36,
6,
4,
2,
0,
2,
7,
12,
42,
131,
99,
49,
75,
115,
235,
211,
48,
13,
30,
78,
56,
37,
31,
35,
9,
2,
0,
1,
0,
0,
4,
11,
49,
86,
57,
61,
98,
119,
208,
166,
100,
74,
116,
169,
111,
97,
42,
31,
29,
7,
0
] |
[
"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: -95.60%",
"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1.17倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 33個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -95.60%",
"Forecasted change rate: [column_0] Forecasted change rate: -100.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.17 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 33",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 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,
1,
1,
3,
8,
40,
79,
79,
47,
66,
120,
180,
168,
162,
124,
126,
151,
141,
102,
66,
31,
8,
7,
0,
0,
0,
4,
2,
10,
30,
99,
87,
50,
95,
161,
301,
296,
190,
161,
198,
204,
150,
153,
139,
95,
55,
52,
43,
1,
0,
1,
2,
4,
25,
36,
60,
99,
175,
194,
301,
407,
392,
373,
406,
474,
376,
425,
289,
228,
187,
56,
23,
2,
1,
2,
2,
9,
35,
139,
126,
309,
474,
545,
691,
763,
701,
586,
319,
261,
141,
88,
101,
52,
21,
4,
0,
9,
12,
3,
5,
30,
72,
86,
52,
90,
102,
206,
131,
76,
136,
120,
174,
97,
50,
23,
26,
2,
8,
8,
2,
0,
1,
3,
7,
37,
88,
79,
40,
43,
49,
180,
105,
76,
58,
65,
139,
140,
83,
62,
40,
21,
9,
6,
3,
0,
5,
4,
7,
38,
101,
118,
44,
144,
128,
212,
112,
118,
85,
120,
147,
98,
90,
103,
39,
28,
14,
2,
6,
0,
0,
4,
9,
40,
96,
124,
69,
52,
114,
287,
217,
150,
110,
167,
163,
137,
150,
99,
82,
37,
12,
8,
4,
0,
0,
6,
4,
37,
98,
138,
102,
107,
153,
238,
173,
106,
139,
173,
218,
276,
194,
187,
219,
107,
43,
24,
8,
8,
0,
2,
3,
13,
22,
53,
72,
122,
158,
243,
279,
279,
226,
228,
255,
258,
223,
128,
95,
89,
81,
34,
6,
1,
1,
10,
1,
8,
51,
81,
112,
234,
318,
329,
446,
560,
429,
225,
152,
131,
105,
95,
48,
34,
10,
4,
3,
0,
5,
2,
5,
13,
79,
79,
30,
40,
68,
194,
71,
34,
6,
35,
55,
61,
34,
10,
14,
6,
0,
2,
0,
0,
0,
1,
8,
20,
80,
85,
28,
50,
84,
101,
119,
69,
76,
121,
222,
69,
75,
42,
42,
24,
4,
0,
2,
1,
0,
2,
4,
57,
98,
96,
43,
89,
94,
235,
177,
85,
90,
142,
107,
112,
78,
48,
23,
8,
19,
3,
1,
1,
0,
1,
10,
31,
96,
103,
57,
45,
18,
32,
134,
122,
120,
107,
119,
82,
78,
72,
23,
16,
5,
0,
0,
4,
0,
6,
3,
29,
125,
108,
54,
76,
142,
253,
218,
94,
127,
101,
240,
231,
215,
96,
100,
51,
25,
9,
3,
4,
0,
0,
6,
23,
48,
43,
88,
121,
142,
154,
194,
235,
195,
291,
302,
387,
416,
305,
161,
102,
45,
35,
18,
3,
0,
6,
5,
22,
53,
56,
80,
119,
220,
286,
262,
206,
275,
149,
170,
129,
128,
84,
37,
27,
13,
4,
4,
3,
9,
4,
10,
37,
113,
116,
62,
126,
166,
304,
201,
154,
129,
146,
222,
157,
101,
62,
29,
14,
13,
5,
0,
0,
0,
2,
9,
50,
126,
120,
86,
82,
187,
317,
180,
134,
108,
123,
186,
144,
184,
171,
88,
49,
21,
7,
2,
1,
0,
2,
8,
48,
123,
123,
85,
81,
123,
163,
152,
80,
58,
104,
160,
135,
201,
144,
68,
18,
8,
0,
3,
0,
0,
3,
15,
38,
78,
99,
50
] |
[
57,
97,
215,
220,
76,
82,
127,
181,
143,
137,
94,
71,
22,
24,
3,
6,
0,
3,
4,
16,
42,
92,
107,
64,
103,
201,
237,
132,
133,
99,
164,
144,
152,
100,
104,
87,
52,
21,
13,
8,
2,
2,
1,
0,
10,
40,
62,
59,
73,
196,
166,
180,
270,
330,
307,
357,
379,
187,
172,
255,
166,
61,
29,
10,
4,
1,
5,
2,
11,
26,
50,
70,
159,
228,
397,
377,
373,
377,
331,
268,
211,
215,
155,
91,
60,
30,
7,
2,
1,
5,
3,
6,
8,
17,
28,
22
] |
[
"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: 2400.00%",
"予測される変化率: [カラム_0] 予測される変化率: -61.40%",
"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: 41個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の4番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 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: 2400.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -61.40%",
"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: 41",
"First turning point: [column_0] First turning point: at data point 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from 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
| 256 | 96 |
[
29,
99,
91,
95,
60,
58,
59,
111,
102,
73,
69,
24,
18,
9,
6,
0,
3,
0,
2,
17,
33,
97,
97,
53,
54,
83,
175,
102,
66,
70,
125,
166,
112,
50,
34,
21,
13,
8,
0,
1,
0,
3,
0,
9,
40,
99,
85,
43,
69,
118,
261,
194,
137,
76,
122,
133,
173,
136,
99,
52,
20,
9,
12,
0,
0,
0,
5,
6,
43,
88,
91,
78,
55,
114,
289,
258,
159,
106,
196,
182,
171,
107,
69,
42,
30,
4,
0,
1,
0,
3,
5,
4,
52,
90,
95,
60,
57,
90,
242,
106,
96,
62,
85,
147,
188,
242,
323,
228,
158,
41,
22,
11,
1,
1,
2,
0,
6,
33,
91,
34,
57,
79,
42,
66,
68,
85,
83,
87,
246,
73,
53,
59,
51,
17,
7,
7,
0,
1,
0,
1,
14,
40,
56,
52,
86,
189,
207,
145,
193,
186,
160,
122,
118,
83,
57,
40,
30,
25,
1,
4,
3,
13,
12,
2,
15,
69,
91,
80,
113,
184,
276,
316,
234,
224,
239,
242,
189,
168,
100,
103,
86,
42,
11,
10,
1,
0,
2,
2,
20,
46,
116,
92,
94,
139,
181,
221,
236,
148,
156,
165,
243,
94,
78,
26,
18,
4,
0,
0,
8,
0,
2,
6,
41,
96,
86,
39,
57,
120,
220,
178,
123,
144,
131,
76,
87,
54,
63,
30,
28,
4,
7,
0,
1,
2,
3,
4,
47,
106,
88,
104,
92,
150,
323,
137,
99,
88,
132,
200,
104,
153,
93,
57,
26,
13,
6,
5
] |
[
1,
2,
0,
4,
29,
80,
147,
136,
54,
54,
152,
150,
86,
67,
87,
105,
120,
197,
295,
277,
161,
89,
35,
25,
5,
0,
1,
3,
15,
24,
77,
46,
90,
92,
93,
84,
95,
119,
212,
117,
144,
108,
76,
48,
21,
22,
23,
13,
13,
0,
2,
4,
17,
19,
48,
101,
148,
249,
321,
322,
399,
453,
265,
224,
211,
160,
89,
45,
40,
13,
8,
3,
3,
0,
0,
10,
25,
78,
147,
60,
66,
89,
250,
237,
106,
79,
107,
148,
173,
101,
39,
25,
29,
10,
1,
3
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -82.76%",
"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0.98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: 27個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -82.76%",
"Forecasted change rate: [column_0] Forecasted change rate: 200.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.98 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 27",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データ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 |
[
0,
1,
5,
5,
47,
89,
151,
59,
44,
68,
221,
190,
91,
103,
113,
193,
191,
90,
63,
45,
17,
23,
13,
0,
0,
3,
4,
6,
42,
90,
137,
105,
91,
132,
310,
342,
190,
130,
130,
139,
141,
95,
118,
83,
50,
12,
7,
4,
10,
1,
0,
5,
33,
77,
140,
65,
67,
74,
203,
176,
81,
89,
130,
141,
118,
162,
178,
165,
79,
36,
21,
7,
0,
0,
2,
5,
27,
79,
93,
53,
59,
106,
179,
121,
176,
125,
130,
131,
137,
134,
101,
99,
57,
33,
29,
1,
2,
6,
0,
6,
109,
434,
97,
71,
112,
150,
186,
182,
173,
170,
218,
257,
75,
37,
72,
13,
8,
24,
8,
3,
7,
0,
0,
4,
4,
3,
33,
19,
75,
185,
177,
190,
232,
241,
196,
194,
140,
126,
115,
59,
61,
27,
4,
5,
0,
5,
1,
10,
26,
61,
108,
35,
48,
63,
209,
167,
206,
124,
130,
222,
229,
122,
122,
85,
25,
6,
1,
1,
0,
0,
1,
4,
37,
80,
133,
57,
95,
177,
263,
238,
174,
155,
130,
246,
237,
165,
111,
111,
26,
24,
10,
1,
0,
2,
2,
2,
50,
103,
148,
105,
105,
125,
255,
211,
134,
100,
103,
159,
156,
164,
237,
174,
76,
16,
16,
6,
4,
2,
1,
7,
58,
196,
149,
74,
109,
84,
200,
239,
134,
128,
91,
90,
126,
99,
63,
56,
35,
11,
12,
5,
6,
3,
6,
4,
31,
75,
100,
66,
71,
77,
348,
241,
236,
162,
142,
188
] |
[
229,
262,
138,
219,
207,
114,
42,
34,
0,
1,
0,
3,
25,
32,
48,
79,
107,
145,
185,
216,
248,
195,
192,
218,
221,
350,
353,
333,
238,
100,
78,
44,
3,
0,
3,
3,
14,
33,
71,
83,
224,
302,
472,
447,
629,
467,
314,
286,
189,
165,
184,
133,
52,
31,
20,
5,
0,
7,
2,
7,
19,
62,
86,
23,
41,
5,
36,
102,
28,
27,
33,
102,
61,
25,
33,
41,
17,
5,
8,
1,
0,
2,
1,
9,
33,
96,
142,
60,
59,
95,
214,
175,
142,
121,
93,
130
] |
[
"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: 18700.00%",
"予測される変化率: [カラム_0] 予測される変化率: -43.23%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.98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: 36個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 18700.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -43.23%",
"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: 36",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 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 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 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 78."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
112,
91,
59,
59,
20,
19,
5,
2,
1,
2,
0,
7,
32,
73,
109,
49,
141,
114,
214,
234,
102,
72,
55,
97,
122,
95,
69,
68,
30,
19,
3,
2,
14,
0,
4,
2,
25,
80,
101,
58,
75,
87,
209,
224,
107,
109,
138,
146,
117,
114,
85,
54,
26,
18,
5,
9,
0,
2,
0,
2,
26,
54,
80,
54,
79,
159,
264,
273,
129,
140,
133,
204,
182,
146,
140,
106,
105,
52,
15,
13,
2,
2,
2,
3,
5,
34,
40,
44,
107,
174,
185,
229,
272,
300,
239,
321,
366,
400,
414,
187,
146,
97,
66,
23,
7,
3,
1,
2,
75,
254,
433,
519,
813,
1123,
1223,
1129,
1344,
1391,
861,
728,
337,
211,
220,
176,
118,
47,
14,
11,
5,
0,
1,
6,
25,
71,
110,
67,
62,
74,
174,
261,
87,
88,
124,
151,
170,
153,
122,
60,
30,
17,
4,
1,
0,
1,
0,
9,
49,
94,
123,
60,
69,
95,
209,
303,
174,
92,
146,
174,
163,
105,
98,
74,
34,
37,
5,
3,
0,
0,
0,
3,
38,
72,
104,
28,
80,
65,
259,
97,
110,
68,
80,
113,
121,
112,
97,
22,
0,
12,
2,
5,
0,
0,
1,
2,
16,
61,
106,
179,
88,
121,
241,
263,
107,
146,
91,
195,
179,
147,
111,
123,
86,
38,
28,
0,
0,
0,
0,
6,
22,
49,
116,
60,
102,
79,
175,
196,
122,
136,
146,
229,
226,
168,
143,
123,
93,
70,
26,
17,
0,
2,
0,
3,
8,
11,
29,
45,
87,
152,
156,
167,
210,
293,
326,
324,
468,
487,
413,
275,
136,
50,
19,
2,
0,
0,
0,
0,
3,
4,
23,
27,
23,
63,
47,
68,
92,
120,
137,
207,
103,
96,
76,
84,
23,
17,
10,
5,
1,
2,
4,
14,
24,
56,
94,
57,
80,
61,
237,
233,
108,
137,
139,
166,
191,
128,
80,
49,
49,
19,
7,
2,
5,
6,
0,
7,
25,
72,
120,
71,
57,
107,
203,
219,
167,
131,
124,
144,
127,
175,
118,
85,
67,
12,
3,
5,
2,
0,
3,
7,
28,
62,
115,
45,
53,
110,
252,
189,
110,
148,
82,
164,
125,
145,
94,
56,
34,
29,
8,
0,
4,
0,
2,
7,
23,
57,
101,
40,
142,
130,
137,
225,
123,
132,
131,
188,
144,
85,
80,
90,
77,
29,
11,
1,
2,
2,
2,
1,
21,
57,
102,
73,
88,
101,
266,
227,
173,
143,
222,
256,
262,
383,
395,
361,
247,
174,
75,
68,
10,
4,
0,
3,
16,
20,
42,
60,
86,
102,
127,
119,
135,
140,
130,
201,
428,
377,
560,
690,
575,
239,
217,
78,
4,
1,
4,
5,
12,
28,
43,
63,
97,
158,
252,
297,
330,
412,
315,
379,
369,
295,
383,
197,
79,
26,
12,
14,
1,
3,
2,
8,
23,
74,
131,
57,
49,
121,
205,
236,
96,
95,
119,
164,
132,
119,
136,
66,
33,
22,
6,
12,
0,
0,
0,
7,
36,
68,
119,
53,
98,
74,
201,
120,
103,
88,
96,
129,
83,
69,
37,
61,
86,
41,
10,
2
] |
[
1,
0,
1,
2,
30,
64,
126,
65,
196,
114,
219,
304,
189,
195,
169,
252,
180,
88,
117,
104,
106,
50,
29,
8,
0,
6,
1,
12,
27,
71,
105,
37,
77,
95,
257,
234,
198,
123,
30,
112,
85,
98,
50,
87,
44,
36,
13,
3,
1,
1,
0,
1,
16,
45,
95,
66,
59,
111,
271,
221,
167,
190,
186,
194,
251,
218,
175,
164,
99,
65,
29,
11,
7,
8,
3,
8,
6,
23,
50,
41,
110,
136,
188,
190,
185,
193,
184,
255,
253,
238,
295,
213,
152,
82,
51,
12
] |
[
"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: -98.21%",
"予測される変化率: [カラム_0] 予測される変化率: 1100.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.35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: 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: 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: -98.21%",
"Forecasted change rate: [column_0] Forecasted change rate: 1100.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.35 times the mean)",
"Trend: [column_0] Trend change: from stable 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 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 82 でのデータには高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 82.",
"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 |
[
11,
5,
4,
3,
8,
29,
35,
53,
104,
144,
236,
170,
137,
108,
165,
180,
198,
269,
281,
181,
115,
36,
17,
5,
4,
1,
0,
4,
16,
34,
73,
64,
79,
143,
159,
201,
223,
199,
150,
209,
170,
162,
151,
120,
87,
25,
17,
3,
1,
5,
3,
3,
14,
38,
70,
58,
63,
136,
197,
199,
96,
110,
179,
116,
110,
102,
76,
73,
46,
45,
31,
11,
8,
0,
0,
4,
12,
43,
69,
41,
58,
132,
129,
163,
210,
170,
122,
111,
114,
147,
158,
117,
77,
29,
17,
2,
7,
4,
0,
0,
6,
24,
30,
33,
78,
145,
134,
228,
293,
246,
207,
217,
230,
211,
98,
59,
25,
5,
11,
4,
4,
1,
0,
2,
6,
8,
48,
97,
72,
117,
157,
156,
224,
192,
195,
190,
175,
152,
116,
98,
48,
22,
8,
7,
11,
0,
2,
2,
11,
32,
46,
72,
162,
228,
264,
313,
331,
385,
331,
311,
342,
328,
288,
202,
99,
54,
12,
10,
1,
6,
2,
1,
6,
28,
61,
80,
131,
154,
249,
299,
321,
217,
170,
206,
275,
352,
369,
334,
243,
128,
52,
6,
1,
0,
3,
2,
4,
37,
56,
56,
107,
205,
173,
37,
100,
168,
112,
159,
161,
84,
138,
96,
55,
38,
8,
4,
0,
0,
7,
4,
9,
41,
114,
187,
109,
283,
346,
439,
296,
339,
333,
305,
374,
205,
166,
147,
182,
48,
75,
20,
5,
0,
1,
1,
6,
20,
55,
66,
118,
199,
265,
277,
329,
367,
358,
507,
780,
1591,
2513,
3478,
4394,
4741,
3210,
701,
308,
208,
43,
9,
11,
17,
29,
62,
114,
225,
286,
407,
413,
368,
420,
424,
417,
295,
310,
271,
130,
42,
13,
8,
2,
3,
1,
10,
14,
37,
64,
67,
105,
92,
85,
96,
99,
80,
47,
96,
144,
197,
293,
311,
262,
111,
67,
19,
5,
6,
0,
10,
7,
10,
31,
26,
56,
42,
39,
68,
48,
44,
64,
216,
295,
201,
263,
221,
244,
40,
4,
0,
1,
1,
2,
2,
5,
6,
26,
47,
53,
153,
247,
342,
394,
404,
370,
434,
333,
285,
245,
174,
74,
28,
24,
6,
0,
0,
4,
5,
19,
72,
92,
77,
78,
128,
294,
331,
199,
315,
210,
233,
209,
142,
152,
122,
63,
30,
16,
1,
4,
1,
4,
1,
26,
64,
105,
61,
86,
125,
300,
264,
183,
149,
171,
187,
192,
218,
255,
263,
106,
57,
31,
20,
2,
2,
3,
7,
25,
68,
113,
41,
47,
49,
80,
82,
68,
17,
66,
108,
113,
195,
203,
244,
125,
56,
23,
3,
0,
0,
3,
5,
11,
55,
87,
55,
56,
61,
186,
248,
150,
84,
75,
134,
163,
143,
194,
253,
104,
51,
11,
13,
2,
8,
2,
4,
12,
23,
52,
14,
28,
53,
102,
168,
113,
115,
97,
114,
86,
86,
94,
50,
8,
21,
64,
23,
3,
1,
3,
0,
2,
11,
16,
31,
49,
110,
209,
199,
215,
211,
249,
147,
228,
294,
275,
213,
149,
90,
38,
9,
7,
6,
1,
5,
12,
17,
61,
63
] |
[
109,
200,
233,
292,
326,
255,
261,
266,
209,
240,
268,
233,
89,
29,
11,
2,
7,
0,
0,
8,
28,
64,
138,
59,
49,
127,
245,
199,
119,
100,
64,
140,
121,
139,
212,
207,
153,
41,
31,
3,
3,
0,
1,
5,
35,
59,
98,
19,
15,
34,
80,
10,
32,
89,
107,
174,
177,
187,
177,
88,
64,
22,
9,
1,
0,
2,
0,
3,
18,
36,
63,
54,
66,
61,
190,
196,
167,
133,
92,
109,
136,
68,
77,
81,
27,
17,
8,
5,
0,
1,
0,
9,
29,
52,
130,
87
] |
[
"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: 472.73%",
"予測される変化率: [カラム_0] 予測される変化率: -20.18%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の2.51倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 36個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の5番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 472.73%",
"Forecasted change rate: [column_0] Forecasted change rate: -20.18%",
"Volatility: [column_0] Volatility: high (standard deviation is 2.51 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 36",
"First turning point: [column_0] First turning point: at data point 5 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 92 でのデータには高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 88 では、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 92.",
"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 88."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
66,
120,
199,
247,
125,
142,
156,
219,
184,
130,
132,
72,
67,
47,
6,
5,
3,
0,
1,
4,
21,
58,
94,
61,
54,
92,
220,
300,
205,
168,
109,
175,
205,
224,
243,
275,
178,
78,
22,
12,
5,
6,
9,
0,
7,
26,
29,
69,
88,
128,
169,
228,
286,
338,
273,
335,
322,
345,
382,
190,
135,
68,
45,
11,
4,
13,
1,
3,
6,
27,
55,
86,
128,
193,
293,
353,
395,
342,
248,
280,
221,
120,
126,
59,
26,
48,
13,
13,
14,
0,
1,
3,
22,
81,
115,
87,
93,
95,
318,
285,
144,
127,
141,
272,
244,
253,
146,
102,
95,
75,
6,
7,
2,
1,
1,
10,
29,
77,
127,
59,
84,
107,
206,
204,
173,
85,
102,
172
] |
[
194,
203,
273,
256,
89,
42,
25,
5,
2,
1,
5,
3,
29,
61,
130,
72,
53,
74,
174,
122,
167,
151,
113,
134,
98,
146,
190,
259,
136,
91,
25,
7,
0,
2,
4,
7,
28,
61,
102,
78,
84,
97,
194,
174,
122,
91,
70,
114,
113,
145,
228,
169,
90,
42,
21,
17,
3,
1,
2,
9,
17,
85,
98,
70,
84,
129,
216,
234,
198,
150,
191,
155,
154,
189,
200,
178,
142,
65,
87,
40,
28,
1,
6,
6,
11,
25,
34,
59,
108,
147,
225,
254,
265,
280,
241,
244
] |
[
"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: 160.61%",
"予測される変化率: [カラム_0] 予測される変化率: 25.77%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.85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: 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: 160.61%",
"Forecasted change rate: [column_0] Forecasted change rate: 25.77%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.85 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 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] ラグ 52 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 52 では、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 strong at lag 52.",
"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 52."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
266,
356,
447,
334,
209,
114,
62,
26,
14,
2,
1,
11,
46,
37,
96,
124,
198,
251,
330,
324,
322,
440,
377,
351,
250,
264,
174,
127,
71,
43,
52,
16,
2,
2,
16,
1,
19,
39,
74,
240,
395,
991,
2395,
3874,
4351,
4511,
4259,
4419,
3792,
4776,
4789,
5285,
2425,
174,
114,
20,
33,
39,
3,
15,
44,
99,
144,
78,
85,
108,
179,
203,
94,
85,
128,
158,
103,
76,
79,
63,
36,
10,
12,
9,
2,
8,
0,
7,
28,
89,
141,
54,
65,
120,
205,
275,
213,
110,
100,
160,
107,
112,
117,
95,
44,
21,
7,
4,
2,
0,
0,
8,
29,
85,
121,
67,
82,
73,
196,
201,
130,
83,
116,
146,
95,
120,
98,
66,
53,
30,
8,
3
] |
[
7,
2,
2,
0,
20,
51,
119,
50,
81,
145,
193,
235,
155,
129,
136,
163,
125,
168,
187,
103,
58,
33,
19,
19,
3,
6,
0,
11,
8,
17,
37,
61,
78,
102,
189,
216,
221,
203,
245,
222,
170,
134,
63,
61,
32,
9,
13,
2,
1,
0,
0,
0,
4,
3,
36,
37,
30,
35,
75,
178,
206,
164,
149,
135,
81,
71,
41,
32,
32,
20,
1,
6,
0,
0,
0,
4,
20,
60,
115,
52,
65,
76,
214,
221,
125,
91,
110,
171,
112,
96,
77,
58,
19,
12,
15,
2
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -98.87%",
"予測される変化率: [カラム_0] 予測される変化率: -71.43%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の3.02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: -98.87%",
"Forecasted change rate: [column_0] Forecasted change rate: -71.43%",
"Volatility: [column_0] Volatility: high (standard deviation is 3.02 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 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 |
[
0,
1,
6,
6,
31,
87,
136,
49,
56,
118,
193,
242,
151,
131,
174,
192,
133,
98,
68,
107,
14,
18,
8,
1,
3,
0,
6,
5,
26,
53,
101,
37,
192,
59,
135,
238,
100,
106,
85,
191,
133,
86,
59,
67,
46,
30,
6,
6,
4,
2,
3,
6,
25,
79,
143,
78,
58,
71,
220,
242,
160,
98,
120,
205,
147,
117,
121,
100,
55,
20,
20,
1,
5,
4,
1,
3,
19,
64,
127,
60,
58,
63,
158,
161,
91,
69,
107,
113,
125,
174,
280,
373,
221,
125,
55,
33,
9,
2,
4,
7,
7,
31,
53,
82,
66,
82,
176,
159,
131,
180,
242,
289,
283,
388,
264,
406,
371,
245,
97,
55,
10,
3,
5,
10,
8,
18,
34,
95,
86,
178,
351,
255,
291,
314,
274,
210,
192,
157,
120,
65,
36,
57,
13,
12,
17,
5,
2,
1,
32,
73,
188,
70,
73,
125,
288,
346,
120,
126,
118,
169,
136,
144,
168,
118,
58,
37,
7,
6,
3,
1,
0,
3,
45,
101,
141,
57,
53,
72,
226,
197,
119,
138,
118,
162,
185,
161,
190,
192,
83,
55,
22,
8,
9,
1,
1,
6,
45,
98,
155,
91,
67,
91,
208,
179,
115,
104,
64,
150,
151,
62,
75,
82,
57,
46,
4,
11,
0,
0,
3,
3,
40,
87,
124,
60,
64,
97,
255,
196,
116,
107,
168,
186,
162,
116,
163,
114,
48,
22,
7,
9,
4,
1,
4,
3,
32,
71,
124,
56,
71,
88,
145,
135,
153,
139,
180,
231,
58,
7,
18,
34,
53,
48,
86,
27,
34,
13,
0,
4,
1,
2,
24,
63,
58,
137,
152,
191,
296,
267,
417,
485,
612,
700,
472,
523,
507,
346,
104,
10,
7,
6,
7,
3,
4,
32,
78,
103,
134,
234,
256,
264,
230,
250,
177,
274,
235,
271,
370,
327,
170,
90,
25,
6,
3,
3,
3,
4,
30,
82,
129,
51,
78,
126,
245,
293,
181,
152,
114,
166,
168,
102,
96,
87,
31,
31,
3,
5,
1,
1,
1,
6,
33,
90,
154,
47,
40,
60,
278,
194,
111,
130,
158,
168,
111,
137,
139,
104,
70,
21,
20,
10,
4,
1,
3,
2,
34,
96,
121,
38,
77,
105,
233,
270,
154,
131,
179,
202,
199,
86,
89,
86,
57,
39,
25,
6,
3,
5,
0,
7,
34,
74,
118,
62,
98,
94,
158,
234,
109,
149,
124,
215,
273,
247,
312,
191,
134,
48,
15,
6,
7,
3,
0,
5,
33,
73,
136,
55,
48,
110,
231,
237,
142,
146,
166,
242,
220,
331,
286,
363,
240,
111,
26,
6,
9,
5,
1,
11,
9,
25,
64,
76,
117,
131,
105,
98,
96,
227,
55,
138,
229,
264,
409,
380,
232,
176,
84,
22,
16,
11,
1,
1,
8,
30,
69,
163,
215,
216,
381,
354,
263,
224,
212,
250,
325,
438,
393,
266,
82,
64,
17,
2,
5,
1,
4,
8,
40,
87,
137,
63,
87,
152,
112,
30,
28,
80,
94,
167,
145,
96,
103,
65,
29,
21,
10,
3,
4,
4,
1,
9,
39,
116,
184,
58
] |
[
95,
117,
285,
235,
181,
141,
141,
268,
174,
154,
136,
95,
66,
19,
6,
7,
8,
4,
3,
4,
31,
94,
140,
36,
113,
148,
233,
200,
133,
115,
118,
161,
197,
172,
178,
165,
119,
67,
7,
1,
3,
0,
3,
6,
28,
76,
134,
60,
84,
141,
215,
299,
138,
128,
125,
179,
238,
189,
136,
109,
83,
31,
13,
8,
6,
2,
6,
4,
25,
95,
211,
96,
111,
134,
218,
256,
201,
131,
203,
228,
240,
247,
281,
268,
162,
89,
46,
20,
0,
8,
1,
1,
9,
25,
38,
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: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 5700.00%",
"予測される変化率: [カラム_0] 予測される変化率: 3.16%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.96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: 5700.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 3.16%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.96 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 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 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 |
[
129,
190,
246,
234,
294,
448,
348,
426,
569,
557,
209,
16,
5,
111,
49,
9,
10,
0,
2,
1,
7,
28,
57,
69,
181,
143,
306,
385,
455,
403,
317,
271,
141,
169,
177,
109,
56,
46,
11,
10,
2,
5,
0,
6,
32,
88,
142,
63,
60,
152,
275,
237,
173,
95,
116,
180,
162,
129,
144,
81,
78,
26,
7,
0,
0,
0,
3,
13,
32,
97,
142,
45,
68,
83,
270,
243,
126,
112,
125,
163,
216,
150,
146,
92,
44,
10,
8,
5,
1,
5,
5,
5,
44,
101,
157,
66,
58,
62,
244,
215,
98,
126,
154,
208,
203,
136,
147,
81,
63,
14,
6,
4,
4,
0,
2,
8,
13,
73,
116,
43,
62,
59,
155,
155,
72,
100,
148,
158,
106,
89,
57,
51,
31,
10,
6,
2,
2,
2,
4,
3,
23,
54,
102,
39,
70,
88,
145,
168,
125,
64,
141,
153,
130,
92,
85,
68,
85,
41,
27,
31,
8,
7,
0,
12,
34,
34,
67,
136,
111,
118,
257,
282,
398,
311,
422,
428,
376,
502,
427,
246,
244,
109,
104,
36,
5,
2,
14,
2,
1,
27,
54,
123,
115,
181,
241,
378,
405,
414,
345,
360,
332,
335,
291,
214,
102,
96,
26,
7,
8,
3,
11,
0,
8,
10,
50,
72,
92,
190,
245,
309,
327,
302,
257,
242,
168,
131,
86,
47,
22,
10,
3,
9,
5,
11,
0,
6,
32,
71,
123,
48,
56,
118,
271,
260,
141,
141,
130,
191,
121,
148,
105,
87,
30,
13,
5,
0,
7,
0,
0,
3,
27,
88,
116,
48,
70,
92,
231,
200,
105,
113,
93,
183,
159,
145,
116,
50,
50,
23,
8,
2,
1,
1,
1,
8,
31,
75,
112,
31,
58,
62,
159,
163,
100,
121,
74,
165,
120,
81,
108,
50,
21,
13,
2,
2,
1,
3,
8,
6,
29,
71,
105,
71,
84,
101,
283,
256,
105,
128,
121,
195,
124,
163,
148,
108,
66,
47,
15,
5,
2,
3,
3,
1,
6,
38,
37,
71,
154,
127,
206,
185,
172,
176,
236,
239,
227,
221,
94,
62,
112,
45,
21,
15,
8,
0,
1,
1,
5,
37,
50,
46,
83,
130,
138,
264,
234,
266,
188,
188,
172,
129,
82,
87,
45,
31,
3,
1,
9,
6,
0,
6,
21,
92,
131,
75,
96,
156,
273,
236,
168,
125,
91,
187,
156,
173,
161,
81,
70,
36,
9,
0,
6,
1,
0,
12,
25,
96,
158,
45,
40,
77,
123,
149,
99,
78,
85,
169,
156,
112,
140,
119,
51,
43,
2,
6,
5,
1,
11,
9,
26,
73,
126,
75,
92,
89,
213,
212,
148,
95,
110,
152,
162,
128,
102,
119,
78,
23,
26,
7,
1,
2,
3,
6,
35,
73,
153,
76,
80,
65,
198,
206,
84,
83,
95,
125,
149,
111,
87,
64,
51,
44,
20,
2,
2,
1,
0,
7,
23,
75,
112,
92,
104,
124,
219,
220,
162,
118,
145,
223,
190,
154,
161,
95,
84,
35,
23,
9,
3,
9,
3,
10,
4,
32,
58,
173,
146,
227,
328,
303,
286,
299,
323,
335
] |
[
349,
213,
276,
194,
158,
84,
65,
15,
9,
1,
2,
12,
7,
30,
69,
4548,
2576,
484,
254,
298,
391,
479,
340,
249,
268,
337,
218,
126,
123,
49,
17,
11,
8,
4,
0,
15,
33,
64,
131,
53,
59,
34,
142,
220,
127,
106,
113,
144,
127,
120,
92,
79,
25,
12,
5,
0,
4,
0,
1,
6,
24,
69,
127,
49,
60,
50,
143,
67,
51,
21,
63,
113,
74,
25,
30,
39,
12,
6,
10,
11,
1,
0,
0,
3,
26,
84,
132,
70,
66,
91,
221,
202,
118,
106,
108,
156
] |
[
"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: 159.69%",
"予測される変化率: [カラム_0] 予測される変化率: -55.30%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の2.00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: 159.69%",
"Forecasted change rate: [column_0] Forecasted change rate: -55.30%",
"Volatility: [column_0] Volatility: high (standard deviation is 2.00 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 |
[
124,
136,
108,
69,
40,
24,
10,
5,
0,
6,
0,
4,
21,
62,
120,
84,
57,
63,
177,
169,
80,
118,
89,
92,
66,
55,
60,
76,
52,
13,
5,
11,
2,
1,
0,
6,
17,
61,
100,
70,
44,
66,
155,
121,
86,
134,
94,
155,
110,
141,
123,
93,
44,
55,
21,
10,
5,
5,
3,
0,
15,
17,
62,
62,
100,
184,
182,
209,
215,
285,
363,
319,
356,
370,
227,
199,
167,
122,
86,
8,
2,
6,
5,
1,
2,
16,
59,
143,
227,
304,
321,
401,
403,
429,
435,
347,
261,
182,
125,
118,
43,
32,
7,
2,
4,
4,
0,
3,
17,
95,
151,
96,
106,
188,
326,
374,
189,
207,
203,
289,
249,
162,
118,
76,
41,
30,
9,
4,
0,
4,
5,
5,
20,
106,
157,
65,
65,
129,
243,
283,
210,
162,
141,
208,
221,
206,
162,
82,
76,
17,
26,
14,
1,
6,
0,
4,
30,
72,
124,
53,
73,
85,
190,
205,
142,
170,
127,
182,
187,
139,
126,
118,
110,
34,
4,
7,
0,
0,
4,
2,
19,
47,
101,
49,
69,
61,
136,
133,
128,
117,
156,
224,
91,
70,
84,
62,
65,
28,
25,
4,
5,
6,
0,
1,
9,
8,
46,
75,
123,
175,
221,
276,
337,
443,
385,
285,
246,
226,
137,
111,
75,
34,
28,
4,
0,
0,
0,
5,
3,
16,
27,
85,
139,
196,
244,
354,
306,
398,
425,
424,
452,
288,
300,
209,
250,
87,
53,
15,
3,
0,
7,
1,
4,
35,
47,
96
] |
[
227,
417,
496,
468,
391,
439,
385,
249,
174,
129,
108,
77,
61,
49,
10,
1,
1,
0,
1,
3,
9,
17,
36,
69,
119,
230,
295,
265,
310,
301,
301,
222,
154,
84,
85,
36,
33,
19,
11,
0,
1,
4,
1,
7,
28,
75,
105,
61,
82,
121,
67,
16,
16,
7,
34,
100,
56,
46,
45,
21,
10,
12,
3,
13,
0,
6,
1,
7,
12,
72,
122,
53,
58,
79,
253,
189,
168,
173,
162,
157,
174,
51,
72,
81,
36,
39,
3,
1,
0,
0,
3,
2,
30,
90,
131,
62
] |
[
"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: -22.58%",
"予測される変化率: [カラム_0] 予測される変化率: -72.69%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.07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: 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: downward",
"Historical change rate: [column_0] Historical change rate: -22.58%",
"Forecasted change rate: [column_0] Forecasted change rate: -72.69%",
"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: 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 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 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 |
[
79,
84,
232,
258,
157,
211,
182,
212,
215,
86,
76,
61,
21,
27,
7,
0,
1,
0,
0,
5,
32,
74,
100,
72,
97,
150,
274,
275,
173,
240,
184,
179,
124,
184,
111,
69,
92,
55,
15,
7,
0,
5,
3,
2,
6,
24,
46,
78,
111,
203,
235,
297,
349,
495,
268,
219,
236,
275,
163,
109,
86,
41,
26,
5,
1,
2,
0,
6,
11,
29,
71,
84,
183,
223,
239,
285,
357,
310,
271,
152,
94,
170,
84,
77,
32,
19,
7,
2,
3,
0,
0,
17,
27,
97,
166,
48,
88,
118,
330,
340,
182,
137,
114,
178,
126,
89,
108,
50,
13,
11,
3,
2,
3,
0,
0,
12,
7,
65,
109,
44,
46,
64,
185,
181,
103,
129,
163,
169,
146,
87,
81,
74,
45,
20,
8,
2,
1,
2,
0,
6,
37,
65,
97,
78,
59,
76,
219,
201,
132,
156,
121,
184,
164,
94,
91,
90,
32,
22,
15,
9,
5,
8,
0,
4,
34,
68,
100,
49,
64,
73,
146,
240,
110,
90,
94,
201,
114,
106,
126,
82,
29,
39,
8,
5,
0,
3,
1,
9,
27,
47,
82,
53,
69,
89,
175,
195,
61,
14,
54,
91,
108,
139,
84,
86,
38,
15,
25,
6,
5,
1,
10,
4,
4,
22,
30,
88,
69,
104,
162,
174,
192,
277,
283,
358,
187,
26,
30,
58,
31,
31,
18,
9,
2,
1,
1,
6,
6,
8,
29,
33,
83,
97,
107,
203,
52,
151,
59,
45,
60,
67,
51,
39,
26,
12,
2,
2
] |
[
0,
4,
8,
6,
24,
79,
121,
48,
44,
72,
202,
196,
129,
74,
97,
122,
112,
50,
40,
33,
13,
4,
2,
0,
3,
5,
0,
9,
29,
92,
146,
39,
91,
106,
197,
222,
106,
98,
82,
145,
114,
97,
56,
35,
22,
21,
2,
5,
0,
1,
6,
2,
42,
98,
126,
60,
67,
93,
186,
164,
126,
116,
86,
144,
128,
97,
81,
53,
35,
15,
6,
2,
0,
0,
3,
6,
26,
83,
149,
58,
67,
93,
202,
174,
120,
81,
130,
201,
145,
69,
76,
92,
29,
32,
10,
4
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -97.47%",
"予測される変化率: [カラム_0] 予測される変化率: 0.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.98倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 35個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -97.47%",
"Forecasted change rate: [column_0] Forecasted change rate: 0.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.98 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 35",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear 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 94."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
10,
0,
0,
7,
22,
76,
104,
83,
43,
98,
166,
157,
134,
76,
101,
130,
192,
168,
167,
84,
35,
37,
17,
7,
3,
5,
3,
3,
1,
12,
17,
29,
16,
39,
44,
55,
108,
121,
67,
64,
59,
37,
34,
62,
43,
43,
15,
10,
5,
13,
0,
1,
1,
4,
20,
27,
27,
46,
78,
123,
219,
199,
203,
103,
71,
92,
71,
43,
36,
22,
9,
4,
0,
7,
0,
4,
18,
81,
129,
41,
46,
98,
249,
186,
152,
74,
75,
142,
95,
41,
45,
22,
9,
17,
2,
4,
0,
1,
0,
5,
31,
62,
97,
35,
51,
84,
161,
157,
65,
82,
82,
133,
88,
68,
43,
55,
21,
17,
6,
5,
0,
10,
1,
6,
33,
77,
128,
42,
53,
74,
169,
230,
145,
124,
94,
142,
97,
72,
59,
32,
22,
18,
0,
1,
6,
0,
3,
12,
29,
81,
122,
51,
53,
94,
237,
296,
144,
128,
138,
179,
115,
91,
67,
57,
52,
35,
8,
2,
0,
2,
2,
11,
25,
64,
118,
79,
78,
123,
223,
267,
194,
157,
132,
192,
141,
119,
122,
128,
71,
47,
58,
8,
1,
1,
3,
2,
7,
20,
29,
42,
91,
102,
145,
172,
246,
332,
345,
412,
345,
287,
206,
158,
210,
74,
49,
37,
3,
1,
1,
1,
7,
21,
35,
78,
122,
231,
257,
362,
465,
365,
349,
243,
229,
110,
117,
72,
70,
18,
3,
5,
0,
1,
0,
6,
19,
71,
142,
67,
69,
160,
232,
255,
158,
140,
132,
187,
101,
70,
68,
47,
19,
14,
0,
0,
2,
5,
0,
9,
17,
45,
90,
11,
25,
107,
51,
55,
78,
78,
65,
100,
64,
48,
45,
18,
15,
13,
2,
2,
0,
0,
4,
6,
28,
91,
115,
44,
124,
89,
148,
121,
74,
23,
57,
129,
70,
34,
29,
14,
18,
12,
0,
3,
0,
0,
0,
0,
18,
79,
101,
39,
39,
89,
156,
144,
71,
34,
72,
115,
76,
41,
47,
37,
15,
38,
4,
10,
0,
0,
0,
9,
24,
59,
99,
63,
81,
93,
166,
149,
56,
95,
75,
295,
235,
140,
105,
213,
145,
66,
19,
10,
1,
5,
4,
3,
5,
33,
37,
42,
54,
122,
173,
247,
136,
185,
203,
272,
147,
143,
145,
113,
60,
37,
18,
7,
3,
1,
6,
2,
1,
8,
8,
27,
23,
82,
116,
122,
210,
150,
80,
117,
123,
90,
98,
47,
19,
7,
6,
2,
0,
0,
5,
6,
21,
52,
116,
38,
60,
38,
193,
101,
116,
68,
60,
127,
116,
74,
57,
34,
36,
9,
2,
3,
0,
0,
0,
11,
28,
78,
92,
35,
47,
25,
135,
87,
44,
30,
61,
110,
67,
61,
29,
10,
13,
6,
0,
1,
3,
3,
1,
8,
11,
29,
59,
31,
13,
38,
55,
91,
49,
77,
58,
95,
54,
39,
26,
21,
15,
13,
3,
0,
1,
1,
3,
2,
24,
57,
101,
51,
19,
32,
48,
58,
30,
42,
49,
107,
66,
43,
19,
26,
17,
26,
5,
1,
1,
1,
5,
7,
24,
50,
68,
38
] |
[
13,
81,
88,
155,
84,
112,
73,
183,
215,
192,
100,
111,
158,
46,
21,
8,
4,
1,
5,
5,
5,
15,
42,
25,
99,
144,
181,
247,
334,
360,
270,
182,
172,
188,
115,
106,
59,
48,
20,
21,
2,
0,
0,
2,
6,
23,
58,
78,
122,
295,
379,
400,
414,
522,
363,
216,
207,
98,
81,
60,
26,
10,
12,
6,
1,
0,
2,
9,
38,
78,
137,
55,
73,
92,
263,
284,
153,
90,
109,
163,
104,
63,
70,
34,
36,
11,
3,
1,
0,
7,
1,
5,
31,
83,
100,
39
] |
[
"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: 280.00%",
"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] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 33個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 280.00%",
"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 intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 33",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
19,
35,
46,
121,
87,
90,
106,
141,
87,
47,
43,
37,
43,
10,
14,
0,
7,
1,
0,
6,
19,
89,
108,
80,
44,
203,
175,
188,
74,
94,
68,
123,
31,
15,
6,
11,
14,
7,
0,
6,
0,
0,
0,
1,
14,
39,
85,
43,
33,
50,
154,
79,
57,
83,
88,
106,
54,
33,
35,
30,
19,
21,
23,
3,
9,
3,
4,
7,
11,
50,
109,
62,
126,
67,
132,
178,
136,
74,
103,
168,
145,
95,
62,
70,
77,
35,
11,
10,
3,
0,
3,
1,
3,
18,
46,
54,
110,
153,
253,
215,
251,
233,
302,
148,
151,
188,
150,
86,
60,
34,
28,
4,
1,
10,
3,
1,
3,
19,
37,
85,
151,
248,
479,
376,
272,
287,
304,
205,
92,
65,
46,
19,
16,
13,
2,
1,
6,
3,
9,
5,
23,
58,
155,
49,
51,
73,
191,
247,
139,
115,
180,
199,
124,
71,
51,
39,
27,
8,
5,
7,
0,
1,
6,
8,
25,
87,
146,
54,
44,
71,
168,
194,
152,
116,
90,
145,
110,
79,
37,
50,
8,
9,
4,
2,
1,
0,
3,
4,
21,
64,
140,
96,
139,
108,
163,
282,
104,
83,
109,
145,
108,
87,
60,
33,
14,
9,
8,
9,
1,
0,
7,
8,
25,
76,
135,
48,
61,
49,
126,
303,
102,
123,
110,
140,
103,
55,
89,
43,
18,
22,
7,
6,
2,
0,
3,
3,
21,
52,
104,
58,
175,
123,
152,
177,
150,
81,
95,
144,
89,
95,
69,
61,
35,
39,
14,
5
] |
[
0,
4,
2,
4,
8,
17,
47,
61,
94,
157,
181,
214,
220,
273,
205,
158,
140,
210,
128,
118,
89,
84,
36,
16,
2,
0,
0,
2,
7,
15,
42,
45,
96,
91,
101,
147,
65,
48,
103,
87,
10,
23,
1,
8,
1,
1,
10,
2,
1,
0,
1,
7,
9,
30,
86,
29,
32,
28,
88,
129,
53,
82,
57,
91,
43,
15,
10,
5,
7,
3,
1,
0,
0,
5,
0,
4,
14,
67,
113,
41,
59,
49,
78,
79,
34,
47,
80,
141,
140,
61,
26,
23,
26,
5,
2,
0
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -73.68%",
"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1.06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: 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: 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: -73.68%",
"Forecasted change rate: [column_0] Forecasted change rate: -100.00%",
"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: 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 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 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 |
[
1,
4,
3,
6,
31,
67,
119,
37,
49,
59,
156,
132,
71,
55,
79,
110,
94,
67,
51,
20,
14,
20,
5,
0,
0,
9,
0,
7,
17,
46,
118,
34,
29,
34,
88,
31,
9,
17,
13,
63,
50,
36,
24,
19,
13,
9,
2,
5,
1,
0,
0,
6,
15,
42,
114,
63,
39,
123,
196,
186,
118,
82,
105,
172,
151,
113,
82,
68,
89,
12,
21,
3,
5,
1,
9,
0,
11,
15,
40,
57,
90,
118,
141,
178,
182,
259,
218,
256,
263,
183,
119,
111,
192,
56,
30,
5,
7,
9,
4,
0,
5,
23,
60,
68,
120,
176,
192,
175,
166,
256,
205,
155,
86,
186,
71,
55,
31,
73,
18,
5,
7,
2,
3,
1,
6,
18,
25,
52,
104,
134,
276,
288,
229,
256,
204,
216,
103,
85,
35,
34,
9,
12,
10,
8,
8,
0,
0,
5,
17,
53,
127,
47,
40,
61,
110,
165,
62,
81,
54,
106,
71,
45,
38,
19,
13,
11,
6,
0,
0,
0,
2,
4,
23,
57,
110,
45,
74,
64,
104,
141,
111,
45,
60,
101,
81,
86,
92,
14,
6,
9,
1,
0,
3,
0,
0,
9,
24,
66,
105,
49,
39,
72,
144,
201,
85,
71,
98,
122,
193,
65,
37,
91,
38,
18,
1,
1,
1,
0,
5,
2,
20,
58,
120,
47,
30,
47,
136,
164,
86,
150,
126,
134,
114,
116,
71,
36,
81,
24,
12,
6,
3,
2,
3,
2,
11,
23,
28,
82,
64,
115,
187,
243,
248,
246,
211,
253
] |
[
238,
199,
125,
154,
125,
75,
17,
6,
1,
1,
4,
1,
2,
38,
40,
55,
106,
216,
245,
343,
311,
342,
298,
237,
145,
160,
69,
45,
33,
18,
3,
3,
5,
0,
6,
7,
27,
66,
133,
47,
95,
88,
226,
226,
113,
87,
61,
132,
140,
58,
29,
45,
6,
17,
1,
3,
6,
0,
0,
3,
20,
51,
96,
47,
28,
70,
147,
156,
86,
74,
75,
108,
106,
87,
81,
62,
39,
11,
5,
8,
1,
0,
1,
7,
38,
70,
134,
76,
70,
84,
210,
197,
124,
94,
68,
105
] |
[
"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: 25200.00%",
"予測される変化率: [カラム_0] 予測される変化率: -55.88%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.02倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 35個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の3番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 25200.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -55.88%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.02 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 35",
"First turning point: [column_0] First turning point: at data point 3 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データ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 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 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 90."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
108,
67,
54,
43,
22,
34,
11,
4,
4,
2,
0,
6,
14,
24,
85,
47,
46,
54,
164,
142,
67,
60,
52,
96,
57,
60,
54,
38,
20,
12,
10,
3,
3,
0,
0,
1,
25,
52,
99,
64,
99,
103,
214,
181,
93,
100,
123,
140,
115,
50,
59,
38,
29,
33,
26,
7,
6,
1,
0,
6,
4,
21,
34,
40,
112,
159,
142,
152,
163,
220,
198,
185,
173,
137,
58,
48,
85,
32,
38,
10,
0,
4,
3,
1,
5,
10,
39,
59,
109,
143,
251,
244,
278,
238,
164,
130,
57,
56,
36,
34,
12,
19,
8,
0,
5,
5,
9,
4,
18,
64,
148,
46,
38,
49,
117,
112,
64,
61,
67,
102,
63,
44,
34,
24,
16,
7,
1,
5,
6,
0,
1,
4,
33,
73,
121,
50,
216,
108,
207,
252,
89,
70,
94,
132,
109,
66,
56,
48,
29,
34,
1,
11,
2,
1,
5,
5,
23,
72,
107,
50,
64,
104,
185,
244,
132,
110,
78,
129,
77,
53,
63,
31,
15,
8,
8,
3,
4,
3,
0,
6,
27,
79,
123,
65,
50,
55,
161,
90,
55,
97,
99,
155,
102,
70,
78,
38,
47,
24,
7,
3,
5,
9,
5,
3,
27,
57,
111,
81,
46,
99,
152,
215,
150,
100,
109,
165,
151,
93,
55,
64,
62,
37,
15,
28,
4,
2,
5,
9,
3,
20,
26,
57,
95,
133,
104,
143,
184,
182,
158,
187,
193,
200,
174,
128,
103,
45,
27,
9,
8,
1,
6,
8,
12,
17,
56,
62
] |
[
127,
157,
246,
306,
383,
326,
185,
110,
216,
116,
80,
63,
32,
9,
14,
3,
2,
3,
5,
8,
28,
65,
137,
43,
51,
74,
209,
167,
138,
144,
129,
148,
120,
74,
55,
33,
18,
16,
4,
6,
0,
6,
3,
7,
35,
69,
118,
54,
48,
85,
272,
274,
168,
135,
102,
228,
236,
153,
60,
79,
57,
27,
6,
1,
1,
4,
5,
12,
32,
57,
172,
86,
163,
168,
242,
265,
169,
161,
129,
177,
124,
57,
130,
51,
19,
13,
14,
2,
4,
2,
2,
2,
25,
65,
115,
29
] |
[
"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: -42.59%",
"予測される変化率: [カラム_0] 予測される変化率: -77.17%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.97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: 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: -42.59%",
"Forecasted change rate: [column_0] Forecasted change rate: -77.17%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.97 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 37",
"First turning point: [column_0] First turning point: at data point 5 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 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 |
[
49,
38,
105,
122,
85,
78,
87,
117,
95,
43,
49,
26,
23,
10,
9,
2,
2,
0,
0,
12,
31,
44,
87,
65,
53,
93,
201,
232,
124,
157,
250,
508,
1806,
3854,
1355,
275,
112,
32,
26,
3,
6,
1,
2,
6,
4,
11,
34,
26,
34,
61,
56,
88,
65,
127,
127,
119,
132,
168,
112,
63,
138,
23,
20,
18,
8,
4,
0,
2,
10,
13,
35,
68,
150,
272,
414,
311,
284,
312,
343,
249,
136,
105,
89,
48,
18,
28,
3,
11,
4,
1,
7,
4,
17,
49,
66,
31,
78,
74,
172,
119,
97,
52,
59,
81,
60,
39,
29,
22,
18,
3,
9,
8,
5,
2,
0,
4,
18,
54,
128,
63,
59,
117,
236,
263,
227,
162,
113,
147,
88,
99,
84,
59,
25,
19,
15,
15,
4,
0,
7,
4,
23,
62,
114,
63,
108,
116,
238,
346,
224,
194,
137,
176,
109,
100,
126,
70,
57,
13,
6,
4,
2,
0,
2,
6,
29,
68,
118,
56,
80,
95,
195,
230,
134,
158,
128,
164,
111,
115,
89,
54,
34,
28,
19,
5,
3,
0,
3,
2,
23,
34,
84,
78,
134,
96,
180,
191,
110,
140,
167,
411,
1270,
2773,
679,
113,
52,
30,
23,
13,
6,
1,
2,
2,
10,
12,
23,
75,
73,
160,
84,
44,
85,
143,
179,
210,
169,
151,
66,
75,
100,
24,
13,
4,
5,
3,
0,
0,
4,
6,
18,
28,
15,
19,
18,
6,
7,
2,
12,
15,
28,
34,
36,
17,
15,
7,
11,
5,
0,
4,
1,
7,
9,
31,
72,
35,
32,
50,
96,
177,
112,
80,
54,
42,
43,
26,
13,
9,
8,
13,
5,
1,
6,
1,
0,
9,
28,
56,
121,
35,
53,
53,
135,
110,
31,
25,
33,
55,
26,
22,
15,
9,
19,
6,
6,
3,
3,
0,
1,
5,
26,
61,
115,
45,
32,
68,
152,
133,
99,
74,
66,
156,
122,
50,
97,
32,
24,
6,
3,
4,
1,
4,
1,
6,
36,
64,
109,
35,
65,
132,
156,
135,
79,
59,
113,
152,
86,
72,
70,
30,
28,
20,
5,
1,
6,
4,
1,
4,
31,
25,
70,
46,
26,
57,
88,
167,
105,
82,
81,
227,
526,
1715,
260,
107,
71,
30,
9,
9,
2,
2,
1,
8,
14,
46,
45,
61,
114,
140,
176,
222,
311,
279,
278,
129,
141,
235,
136,
79,
67,
39,
15,
1,
11,
1,
1,
1,
3,
13,
32,
56,
113,
202,
255,
367,
385,
512,
326,
153,
98,
177,
88,
32,
30,
20,
10,
6,
4,
3,
0,
5,
13,
40,
145,
64,
50,
74,
171,
184,
139,
101,
83,
176,
119,
69,
55,
32,
14,
6,
5,
0,
8,
0,
3,
6,
22,
58,
130,
41,
70,
96,
161,
165,
61,
71,
63,
106,
79,
76,
50,
23,
17,
11,
5,
0,
9,
0,
7,
4,
28,
40,
114,
95,
34,
73,
205,
169,
81,
89,
91,
99,
97,
73,
152,
75,
31,
23,
9,
10,
4,
1,
5,
7,
33,
60,
108,
49,
63,
73,
192,
237,
125,
132,
172,
212
] |
[
148,
109,
88,
55,
55,
23,
12,
4,
1,
5,
10,
2,
18,
36,
93,
59,
97,
103,
130,
180,
117,
147,
146,
313,
513,
1084,
280,
143,
89,
74,
16,
3,
3,
11,
7,
2,
4,
25,
44,
59,
110,
177,
149,
191,
258,
197,
217,
201,
139,
119,
64,
73,
62,
38,
7,
2,
4,
1,
2,
10,
1,
14,
29,
65,
126,
166,
252,
91,
60,
122,
148,
49,
44,
42,
50,
26,
12,
7,
11,
5,
9,
0,
5,
5,
22,
69,
136,
63,
79,
138,
165,
168,
89,
55,
64,
116
] |
[
"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: 332.65%",
"予測される変化率: [カラム_0] 予測される変化率: -21.62%",
"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9番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 332.65%",
"Forecasted change rate: [column_0] Forecasted change rate: -21.62%",
"Volatility: [column_0] Volatility: high (standard deviation is 2.49 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 9 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 36 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"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 56 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 36.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 56."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
93,
58,
24,
23,
23,
7,
11,
5,
6,
1,
0,
6,
24,
79,
153,
39,
62,
83,
184,
186,
100,
100,
75,
127,
120,
64,
72,
61,
35,
13,
13,
2,
0,
0,
1,
5,
27,
68,
131,
58,
54,
69,
169,
239,
125,
61,
74,
109,
131,
42,
174,
22,
18,
12,
10,
3,
5,
1,
0,
3,
24,
47,
117,
39,
33,
32,
85,
52,
23,
26,
48,
79,
52,
31,
29,
16,
16,
37,
7,
5,
3,
0,
5,
6,
16,
35,
98,
47,
80,
147,
193,
274,
255,
128,
135,
276,
703,
1865,
447,
132,
66,
13,
19,
4,
0,
2,
0,
4,
2,
8,
7,
55,
64,
74,
111,
87,
137,
127,
151,
206,
198,
170,
121,
97,
79,
37,
22,
27,
8,
7,
0,
1,
5,
24,
38,
78,
120,
174,
256,
285,
406,
225,
103,
35,
20,
15,
33,
19,
19,
7,
5,
0,
1,
1,
6,
5,
10,
29,
88,
24,
48,
44,
165,
115,
58,
71,
28,
76,
79,
40,
46,
30,
13,
16,
7,
1,
6,
0,
1,
1,
29,
62,
109,
43,
48,
53,
141,
155,
73,
79,
86,
131,
87,
52,
37,
29,
14,
6,
7,
9,
0,
2,
1,
0,
22,
55,
91,
31,
65,
57,
117,
154,
84,
38,
35,
115,
119,
31,
57,
11,
14,
8,
4,
2,
0,
0,
10,
2,
21,
35,
61,
57,
40,
46,
158,
136,
90,
82,
86,
79,
48,
45,
34,
37,
8,
23,
2,
2,
4,
6,
3,
3,
23,
39,
92,
100
] |
[
122,
136,
172,
167,
106,
98,
129,
276,
648,
1768,
560,
54,
79,
40,
45,
7,
0,
5,
2,
8,
12,
19,
44,
60,
118,
166,
237,
283,
283,
288,
307,
290,
263,
166,
167,
109,
118,
48,
14,
8,
2,
6,
0,
4,
3,
19,
31,
79,
196,
271,
299,
425,
488,
413,
279,
149,
125,
103,
49,
41,
41,
16,
5,
2,
5,
3,
0,
3,
35,
71,
129,
72,
67,
111,
190,
193,
124,
101,
98,
73,
84,
37,
38,
29,
24,
7,
13,
23,
3,
6,
5,
6,
38,
84,
119,
22
] |
[
"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: 7.53%",
"予測される変化率: [カラム_0] 予測される変化率: -81.97%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.92倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 37個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の3番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 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: 7.53%",
"Forecasted change rate: [column_0] Forecasted change rate: -81.97%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.92 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 37",
"First turning point: [column_0] First turning point: at data point 3 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from 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] 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 90 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is 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 90."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
65,
43,
156,
183,
94,
75,
65,
111,
99,
45,
42,
38,
21,
12,
5,
14,
0,
2,
1,
10,
32,
62,
117,
74,
28,
44,
154,
212,
82,
70,
101,
82,
114,
42,
71,
24,
12,
3,
15,
2,
1,
2,
1,
7,
26,
57,
112,
53,
45,
31,
127,
152,
68,
78,
78,
120,
117,
102,
67,
30,
53,
22,
23,
2,
0,
2,
2,
4,
25,
55,
104,
49,
57,
97,
230,
192,
148,
122,
165,
320,
791,
2014,
284,
93,
109,
48,
15,
0,
6,
3,
3,
1,
16,
40,
45,
72,
123,
161,
271,
329,
216,
290,
380,
317,
242,
174,
140,
151,
97,
44,
22,
16,
2,
1,
0,
2,
5,
18,
59,
111,
213,
217,
237,
355,
403,
352,
236,
253,
223,
116,
86,
29,
24,
11,
12,
4,
1,
0,
7,
5,
16,
41,
112,
43,
40,
75,
141,
123,
31,
37,
84,
88,
58,
41,
33,
14,
14,
10,
3,
0,
0,
0,
2,
2,
27,
51,
116,
49,
34,
44,
154,
160,
99,
103,
85,
116,
125,
63,
65,
27,
16,
13,
8,
0,
0,
1,
2,
7,
26,
59,
109,
74,
61,
80,
201,
195,
155,
109,
96,
119,
68,
90,
111,
48,
29,
20,
7,
0,
0,
6,
2,
4,
20,
60,
119,
54,
75,
155,
206,
206,
141,
105,
146,
145,
127,
80,
65,
61,
29,
55,
12,
0,
0,
6,
1,
3,
25,
53,
104,
63,
104,
111,
230,
170,
116,
89,
148,
276,
548,
1269,
374,
152,
138,
47,
51,
31,
4,
3,
3,
6,
12,
33,
49,
98,
143,
217,
196,
201,
285,
286,
332,
326,
309,
277,
235,
169,
206,
61,
51,
34,
7,
3,
6,
1,
7,
15,
108,
147,
263,
364,
540,
444,
458,
439,
457,
205,
121,
95,
51,
51,
20,
20,
9,
4,
0,
1,
6,
9,
38,
94,
142,
64,
59,
91,
227,
210,
98,
80,
93,
129,
63,
98,
68,
22,
23,
19,
16,
0,
2,
6,
0,
8,
35,
94,
161,
58,
45,
73,
110,
152,
94,
92,
75,
170,
97,
51,
57,
34,
52,
25,
7,
5,
3,
4,
0,
3,
29,
72,
135,
80,
39,
47,
128,
181,
112,
84,
152,
124,
81,
64,
154,
55,
25,
26,
9,
2,
2,
0,
0,
8,
24,
39,
65,
41,
8,
41,
16,
8,
15,
14,
16,
37,
33,
22,
12,
7,
15,
8,
6,
1,
1,
0,
0,
1,
13,
14,
54,
19,
30,
87,
116,
120,
50,
53,
64,
111,
480,
1419,
396,
118,
44,
28,
6,
0,
0,
0,
2,
1,
2,
13,
24,
26,
32,
43,
43,
89,
36,
70,
74,
43,
44,
53,
39,
31,
20,
20,
4,
6,
0,
0,
0,
1,
1,
11,
21,
41,
87,
171,
243,
362,
446,
276,
211,
170,
152,
60,
30,
24,
20,
11,
6,
2,
1,
0,
0,
2,
16,
26,
57,
25,
23,
15,
71,
96,
53,
34,
36,
35,
27,
31,
32,
31,
14,
10,
3,
2,
0,
0,
0,
1,
11,
44,
76,
228,
77,
113,
264,
272,
168,
116,
94,
181
] |
[
83,
88,
48,
34,
30,
12,
2,
4,
1,
0,
4,
7,
22,
69,
114,
49,
100,
89,
219,
271,
55,
89,
79,
63,
25,
17,
16,
18,
6,
15,
20,
13,
1,
0,
1,
2,
29,
53,
122,
39,
62,
57,
158,
113,
98,
61,
90,
108,
83,
55,
44,
32,
41,
22,
7,
2,
2,
0,
2,
7,
23,
91,
172,
76,
60,
124,
183,
228,
106,
115,
136,
180,
177,
155,
113,
61,
109,
68,
31,
13,
2,
0,
2,
1,
10,
21,
42,
55,
61,
129,
186,
226,
219,
281,
192,
208
] |
[
"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: 178.46%",
"予測される変化率: [カラム_0] 予測される変化率: 150.60%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.66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: 41個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 178.46%",
"Forecasted change rate: [column_0] Forecasted change rate: 150.60%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.66 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 41",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データ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 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 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 84."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
204,
159,
128,
96,
78,
61,
28,
18,
0,
0,
1,
1,
3,
27,
37,
92,
139,
224,
297,
378,
277,
244,
201,
148,
111,
47,
8,
28,
31,
4,
10,
8,
0,
2,
1,
4,
18,
60,
107,
38,
33,
71,
88,
123,
26,
27,
54,
86,
49,
41,
20,
15,
26,
10,
3,
0,
0,
0,
0,
2,
22,
44,
81,
42,
33,
81,
122,
189,
102,
68,
96,
119,
93,
53,
47,
24,
16,
14,
4,
0,
1,
0,
0,
1,
34,
63,
88,
48,
47,
74,
138,
150,
52,
70,
96,
130,
78,
56,
76,
22,
20,
4,
2,
11,
0,
1,
6,
5,
28,
59,
141,
71,
87,
126,
435,
266,
211,
90,
153,
154,
163,
73,
87,
30,
22,
16,
4,
1,
2,
0,
4,
6,
22,
77,
129,
64,
73,
110,
265,
277,
146,
131,
180,
182,
187,
130,
138,
85,
33,
36,
16,
5,
1,
1,
16,
1,
17,
40,
62,
56,
128,
127,
124,
170,
192,
214,
298,
363,
335,
225,
183,
147,
138,
49,
52,
33,
15,
0,
0,
0,
7,
28,
69,
67,
191,
299,
371,
423,
482,
493,
562,
466,
357,
231,
149,
81,
65,
19,
8,
2,
0,
5,
0,
8,
36,
83,
127,
54,
86,
124,
305,
329,
114,
104,
113,
182,
172,
108,
79,
64,
33,
10,
4,
1,
2,
0,
1,
3,
10,
40,
99,
25,
82,
72,
223,
234,
132,
74,
128,
124,
120,
63,
52,
37,
23,
12,
0,
2,
3,
2,
3,
3,
37,
89,
118,
62,
75,
93,
231,
285,
174,
77,
56,
118,
99,
45,
77,
23,
20,
13,
157,
91,
24,
2,
1,
3,
37,
63,
109,
43,
53,
47,
142,
130,
75,
44,
101,
137,
131,
55,
68,
37,
37,
11,
9,
1,
1,
1,
1,
7,
36,
74,
93,
105,
57,
51,
187,
125,
126,
90,
106,
126,
149,
91,
57,
69,
26,
28,
18,
22,
4,
2,
2,
4,
13,
27,
46,
84,
191,
182,
293,
291,
234,
314,
293,
281,
302,
194,
193,
154,
113,
65,
34,
16,
6,
4,
2,
3,
8,
30,
77,
108,
189,
286,
443,
499,
477,
571,
394,
366,
258,
171,
126,
90,
43,
40,
10,
6,
0,
0,
4,
6,
32,
80,
133,
65,
109,
294,
346,
40,
8,
61,
91,
128,
91,
71,
54,
38,
12,
6,
3,
8,
3,
5,
1,
1,
20,
45,
72,
33,
39,
52,
116,
148,
81,
32,
57,
117,
75,
72,
33,
47,
6,
7,
1,
1,
1,
1,
5,
7,
36,
67,
140,
57,
95,
54,
202,
264,
90,
120,
81,
130,
89,
65,
94,
23,
25,
17,
14,
5,
1,
2,
5,
5,
32,
64,
125,
98,
67,
117,
184,
204,
161,
109,
142,
162,
173,
81,
72,
60,
21,
27,
26,
9,
1,
4,
1,
8,
34,
83,
127,
65,
109,
163,
332,
335,
198,
203,
188,
265,
205,
139,
95,
80,
52,
48,
22,
18,
4,
3,
2,
0,
12,
54,
25,
112,
131,
233,
346,
354,
422,
439,
398,
349,
241,
269,
155,
115,
126,
52,
27,
15
] |
[
3,
1,
0,
7,
8,
32,
32,
115,
223,
344,
485,
670,
666,
698,
517,
515,
382,
266,
186,
99,
105,
35,
7,
0,
6,
5,
0,
9,
34,
91,
169,
84,
84,
160,
309,
238,
96,
145,
124,
188,
171,
125,
82,
32,
12,
4,
3,
0,
5,
1,
2,
2,
40,
81,
143,
79,
85,
93,
253,
223,
167,
114,
129,
161,
147,
83,
85,
45,
29,
18,
1,
1,
2,
1,
2,
6,
29,
82,
131,
77,
81,
99,
223,
191,
176,
193,
162,
205,
163,
111,
122,
105,
46,
31,
11,
3
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -92.65%",
"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1.17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: -92.65%",
"Forecasted change rate: [column_0] Forecasted change rate: 0.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.17 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 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] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
6,
2,
0,
3,
32,
82,
136,
107,
123,
137,
275,
335,
218,
277,
243,
196,
178,
122,
111,
66,
72,
30,
10,
5,
1,
4,
0,
4,
15,
47,
54,
102,
147,
205,
251,
350,
302,
274,
294,
326,
417,
373,
314,
243,
135,
71,
31,
6,
5,
1,
5,
1,
12,
40,
63,
84,
125,
144,
116,
119,
136,
151,
152,
224,
293,
303,
224,
199,
153,
63,
30,
4,
5,
1,
8,
6,
17,
42,
106,
128,
235,
448,
596,
653,
666,
595,
477,
373,
205,
182,
92,
67,
27,
26,
12,
13,
1,
3,
6,
23,
68,
145,
75,
60,
61,
212,
162,
69,
72,
84,
158,
164,
234,
201,
147,
92,
31,
9,
15,
5,
1,
3,
6,
42,
92,
147,
56,
51,
48,
92,
91,
42,
47,
46,
113,
112,
109,
91,
48,
31,
12,
5,
4,
0,
3,
0,
1,
36,
82,
141,
88,
71,
90,
166,
220,
119,
101,
87,
127,
114,
86,
76,
31,
13,
12,
9,
3,
3,
0,
0,
7,
26,
66,
148,
58,
70,
91,
256,
351,
149,
94,
102,
204,
112,
132,
86,
68,
53,
15,
6,
9,
0,
1,
0,
2,
29,
57,
111,
67,
54,
171,
207,
157,
101,
116,
134,
174,
220,
257,
230,
210,
138,
37,
62,
14,
7,
1,
1,
1,
4,
30,
59,
102,
204,
281,
235,
152,
283,
286,
237,
308,
305,
379,
197,
119,
193,
106,
50,
22,
12,
4,
3,
5,
15,
31,
70,
95,
158,
313,
393,
461,
425,
384,
214,
137,
140,
114,
71,
52,
36,
10,
4,
0,
0,
7,
1,
3,
20,
35,
92,
42,
25,
55,
192,
204,
95,
80,
100,
111,
98,
77,
75,
49,
36,
21,
9,
1,
1,
0,
3,
4,
41,
70,
153,
54,
79,
137,
285,
257,
153,
118,
110,
194,
155,
115,
98,
62,
30,
30,
4,
5,
1,
1,
7,
8,
52,
109,
148,
77,
54,
80,
225,
224,
107,
81,
88,
184,
147,
230,
273,
148,
82,
36,
6,
5,
5,
3,
9,
4,
43,
84,
157,
90,
70,
96,
170,
150,
144,
78,
90,
169,
132,
177,
150,
140,
89,
24,
10,
6,
1,
5,
1,
14,
43,
77,
123,
50,
63,
108,
104,
155,
67,
63,
119,
129,
152,
181,
121,
109,
83,
74,
30,
21,
4,
6,
5,
4,
3,
29,
61,
63,
81,
122,
159,
246,
276,
268,
373,
390,
426,
221,
170,
230,
146,
90,
19,
19,
12,
2,
1,
0,
6,
30,
59,
112,
149,
255,
378,
493,
610,
519,
506,
319,
251,
140,
130,
70,
53,
17,
8,
4,
0,
0,
6,
5,
16,
101,
147,
64,
80,
131,
273,
316,
180,
113,
105,
267,
192,
194,
181,
126,
54,
22,
11,
3,
2,
4,
2,
5,
29,
82,
135,
62,
71,
67,
256,
183,
117,
122,
73,
158,
201,
148,
102,
65,
40,
13,
14,
0,
0,
0,
1,
1,
27,
57,
134,
32,
19,
10,
149,
168,
117,
44,
43,
94,
98,
61,
60,
32,
10,
12,
11,
3,
0,
0,
5,
7,
27,
60,
140,
56,
87
] |
[
96,
186,
184,
96,
29,
42,
88,
67,
35,
61,
36,
20,
16,
3,
6,
0,
1,
7,
4,
42,
72,
146,
99,
84,
132,
239,
232,
158,
88,
108,
201,
110,
169,
108,
59,
87,
39,
9,
5,
10,
1,
1,
0,
13,
45,
62,
109,
160,
270,
315,
321,
359,
439,
351,
288,
289,
228,
166,
137,
107,
71,
28,
48,
10,
2,
0,
0,
4,
32,
44,
115,
147,
246,
294,
319,
315,
283,
183,
259,
283,
183,
236,
137,
66,
22,
6,
7,
4,
11,
0,
3,
32,
64,
87,
30,
34
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 1350.00%",
"予測される変化率: [カラム_0] 予測される変化率: -64.58%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.06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: 1350.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -64.58%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.06 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 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 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."
]
}
|
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.