task_type
stringclasses 1
value | folder_name
stringclasses 1
value | file_name
stringclasses 42
values | data_length
int64 8
512
| forecast_length
int64 3
96
| data
listlengths 8
512
| data_forecast
listlengths 3
96
| columns
listlengths 1
1
| forecast_explanation
dict | data_explanation
dict |
---|---|---|---|---|---|---|---|---|---|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
47,
129,
212,
115,
67,
88,
95,
93,
24,
35,
24,
12,
4,
13,
4,
2,
1,
1,
2,
43,
77,
157,
99,
122,
167,
303,
331,
140,
114,
106,
192,
139,
146,
140,
92,
23,
26,
6,
7,
3,
0,
0,
4,
41,
89,
147,
48,
113,
94,
218,
215,
125,
88,
98,
179,
172,
169,
197,
110,
47,
28,
13,
14,
3,
5,
1,
2,
38,
67,
138,
70,
37,
100,
267,
269,
118,
86,
104,
146,
176,
156,
165,
115,
56,
66,
11,
24,
1,
0,
1,
1,
34,
81,
112,
66,
68,
75,
212,
227,
120,
110,
88,
169,
263,
211,
286,
187,
135,
110,
75,
67,
12,
1,
7,
1,
10,
26,
100,
13,
36,
25,
80,
134,
89,
127,
138,
173,
320,
246,
331,
195,
160,
90,
40,
19,
2,
4,
6,
3,
14,
29,
69,
82,
127,
231,
225,
208,
267,
181,
206,
179,
153,
160,
136,
82,
24,
14,
32,
10,
2,
0,
2,
1,
23,
48,
103,
71,
49,
48,
108,
95,
86,
103,
101,
173,
200,
117,
69,
159,
48,
19,
26,
7,
3,
0,
2,
5,
5,
46,
120,
91,
113,
129,
201,
248,
268,
186,
180,
191,
264,
134,
105,
108,
37,
15,
4,
9,
0,
0,
0,
5,
33,
90,
146,
70,
159,
194,
272,
280,
157,
137,
98,
183,
117,
44,
19,
17,
14,
13,
7,
2,
0,
0,
3,
1,
31,
25,
55,
29,
62,
51,
105,
144,
24,
128,
62,
146,
191,
207,
144,
115,
36,
28,
17,
2,
1,
0,
6,
1,
26,
60,
68,
50,
84,
114,
132,
57,
33,
49,
110,
85,
103,
107,
95,
70,
48,
26,
13,
9,
4,
4,
2,
0,
3,
23,
15,
53,
99,
64,
128,
105,
195,
297,
210,
190,
232,
201,
168,
133,
109,
70,
59,
8,
15,
1,
1,
4,
5,
28,
51,
105,
189,
281,
395,
441,
491,
394,
377,
346,
259,
279,
242,
143,
61,
32,
18,
1,
0,
3,
0,
3,
39,
99,
155,
63,
81,
111,
171,
160,
102,
100,
123,
135,
169,
183,
197,
108,
67,
24,
9,
5,
1,
0,
4,
0,
38,
88,
134,
48,
30,
57,
158,
62,
14,
9,
29,
66,
97,
187,
100,
71,
25,
33,
10,
2,
4,
0,
2,
5,
29,
88,
130,
62,
62,
87,
153,
190,
116,
156,
116,
170,
138,
108,
112,
122,
43,
28,
14,
5,
4,
1,
1,
0,
35,
81,
116,
67,
59,
95,
257,
184,
103,
108,
120,
187,
174,
122,
113,
57,
26,
29,
13,
1,
2,
0,
8,
2,
28,
53,
80,
49,
30,
102,
208,
245,
189,
157,
155,
198,
186,
165,
109,
64,
61,
34,
25,
19,
3,
8,
6,
3,
12,
32,
52,
56,
114,
223,
192,
157,
196,
288,
227,
249,
304,
202,
151,
100,
80,
56,
11,
19,
2,
9,
0,
1,
5,
25,
71,
126,
216,
228,
326,
429,
437,
394,
316,
391,
265,
250,
191,
102,
67,
18,
18,
4,
4,
0,
2,
8,
23,
86,
151,
84,
87,
190,
254,
288,
165,
141,
104,
202,
176
] |
[
266,
288,
118,
71,
37,
14,
4,
0,
2,
10,
1,
43,
97,
141,
36,
59,
58,
152,
111,
83,
81,
100,
186,
202,
203,
194,
178,
54,
23,
12,
3,
12,
3,
0,
8,
49,
91,
155,
70,
70,
120,
228,
312,
84,
127,
121,
243,
197,
191,
231,
115,
79,
32,
18,
7,
2,
5,
1,
2,
54,
83,
126,
84,
45,
99,
209,
184,
122,
117,
104,
206,
215,
203,
152,
141,
101,
42,
18,
27,
9,
1,
1,
2,
30,
73,
132,
58,
64,
103,
125,
172,
105,
19,
25,
47,
75
] |
[
"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: 274.47%",
"予測される変化率: [カラム_0] 予測される変化率: -71.80%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.94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: 36個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 274.47%",
"Forecasted change rate: [column_0] Forecasted change rate: -71.80%",
"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: 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 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 |
[
144,
124,
90,
143,
64,
7,
7,
4,
8,
1,
0,
5,
15,
67,
46,
82,
75,
136,
162,
221,
245,
263,
209,
190,
240,
187,
133,
127,
64,
35,
17,
15,
0,
0,
4,
4,
25,
44,
77,
180,
260,
302,
335,
398,
356,
397,
357,
321,
237,
173,
90,
74,
24,
8,
1,
0,
0,
4,
5,
36,
76,
149,
71,
104,
120,
235,
234,
124,
126,
117,
156,
176,
129,
151,
109,
81,
22,
14,
2,
1,
0,
1,
5,
51,
96,
150,
61,
94,
101,
298,
336,
164,
153,
152,
195,
195,
162,
147,
74,
58,
16,
5,
2,
0,
0,
2,
5,
52,
71,
149,
56,
51,
111,
189,
182,
115,
119,
138,
128,
108,
90,
87,
106,
29,
31,
17,
6,
2,
1,
0,
5,
34,
60,
110,
44,
46,
41,
133,
158,
120,
91,
71,
120,
95,
98,
67,
38,
34,
9,
7,
3,
0,
0,
8,
4,
33,
77,
116,
61,
81,
76,
149,
154,
175,
119,
141,
167,
138,
179,
113,
128,
100,
46,
12,
9,
4,
2,
6,
3,
11,
18,
38,
75,
118,
189,
233,
236,
217,
317,
282,
354,
355,
402,
340,
277,
134,
76,
28,
10,
2,
3,
0,
1,
6,
25,
59,
90,
182,
224,
283,
289,
405,
334,
232,
206,
139,
88,
112,
100,
59,
21,
28,
17,
2,
0,
4,
13,
49,
95,
153,
75,
86,
100,
218,
176,
104,
78,
93,
185,
162,
78,
75,
76,
24,
23,
10,
1,
0,
6,
1,
1,
48,
93,
176,
62,
70,
106,
253,
227,
140,
88,
71,
105,
123,
82,
100,
52,
20,
9,
5,
0,
0,
0,
5,
3,
42,
87,
177,
53,
83,
86,
215,
268,
248,
131,
83,
187,
175,
101,
156,
49,
37,
20,
10,
4,
1,
0,
4,
6,
51,
80,
155,
116,
44,
179,
253,
321,
198,
166,
170,
215,
129,
161,
147,
114,
54,
35,
7,
1,
0,
3,
1,
8,
26,
79,
135,
93,
97,
119,
204,
196,
112,
89,
106,
173,
223,
222,
356,
287,
203,
80,
23,
13,
2,
3,
4,
2,
9,
34,
58,
64,
106,
120,
169,
217,
201,
323,
272,
261,
332,
390,
359,
265,
178,
63,
47,
20,
6,
2,
3,
3,
42,
145,
290,
574,
985,
1421,
1407,
1468,
1762,
1627,
1487,
895,
690,
492,
376,
169,
211,
247,
26,
8,
12,
2,
4,
7,
19,
77,
149,
81,
91,
107,
196,
230,
116,
69,
101,
126,
105,
92,
119,
103,
46,
31,
9,
9,
2,
0,
0,
8,
38,
57,
231,
67,
76,
156,
167,
124,
114,
77,
70,
184,
208,
218,
123,
152,
125,
98,
9,
13,
13,
1,
0,
3,
59,
101,
180,
77,
149,
75,
364,
237,
151,
104,
117,
243,
139,
143,
124,
75,
37,
34,
20,
0,
3,
1,
3,
10,
57,
86,
138,
74,
123,
103,
229,
352,
163,
146,
142,
231,
188,
210,
170,
113,
82,
37,
13,
4,
0,
1,
2,
8,
38,
57,
102,
79,
51,
100,
168,
38,
98,
86,
40,
166,
195,
134,
145,
119,
71,
89,
37,
40,
5
] |
[
5,
4,
1,
10,
15,
27,
54,
98,
160,
143,
227,
288,
246,
226,
224,
313,
296,
213,
107,
123,
80,
58,
16,
8,
0,
8,
1,
6,
19,
56,
81,
168,
200,
230,
252,
264,
329,
287,
300,
226,
207,
212,
177,
69,
31,
17,
6,
3,
0,
16,
8,
55,
64,
159,
64,
90,
129,
219,
269,
146,
131,
157,
168,
184,
110,
153,
121,
70,
35,
10,
7,
2,
1,
2,
10,
45,
85,
146,
51,
75,
99,
248,
234,
135,
170,
99,
151,
146,
232,
170,
149,
87,
40,
24,
5,
2
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -96.53%",
"予測される変化率: [カラム_0] 予測される変化率: -60.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.45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: -96.53%",
"Forecasted change rate: [column_0] Forecasted change rate: -60.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.45 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 |
[
0,
5,
5,
40,
81,
138,
66,
114,
95,
213,
250,
135,
119,
153,
177,
174,
146,
277,
177,
207,
112,
27,
15,
4,
1,
2,
4,
55,
79,
137,
68,
51,
73,
130,
98,
67,
45,
53,
79,
76,
111,
197,
246,
84,
65,
7,
6,
2,
0,
1,
4,
35,
58,
98,
46,
26,
96,
133,
136,
129,
109,
150,
180,
208,
233,
320,
292,
208,
118,
44,
24,
9,
1,
7,
8,
14,
39,
37,
22,
22,
58,
66,
41,
56,
50,
49,
52,
108,
148,
194,
218,
217,
154,
60,
28,
10,
16,
9,
3,
3,
13,
45,
22,
39,
75,
90,
106,
131,
81,
17,
42,
82,
130,
235,
180,
79,
73,
10,
2,
3,
1,
2,
10,
29,
48,
85,
58,
65,
110,
232,
236,
244,
213,
180,
224,
134,
111,
104,
119,
53,
27,
9,
2,
1,
4,
0,
9,
34,
69,
130,
86,
106,
112,
280,
217,
201,
177,
168,
168,
258,
182,
204,
201,
72,
55,
16,
4,
2,
8,
1,
4,
24,
61,
95,
93,
87,
126,
181,
189,
174,
156,
200,
201,
279,
154,
181,
218,
220,
72,
22,
6,
5,
1,
3,
5,
10,
42,
68,
59,
47,
55,
53,
51,
52,
70,
44,
40,
60,
119,
248,
251,
216,
92,
49,
51,
5,
1,
1,
13,
10,
16,
16,
32,
55,
56,
42,
23,
60,
71,
36,
63,
65,
104,
329,
301,
213,
110,
50,
13,
4,
2,
5,
0,
0,
1,
3,
14,
27,
72,
86,
161,
197,
155,
152,
93,
147
] |
[
81,
125,
60,
55,
31,
18,
5,
1,
2,
1,
5,
5,
8,
31,
64,
104,
143,
272,
336,
327,
329,
386,
386,
437,
251,
311,
185,
66,
45,
20,
5,
6,
0,
2,
5,
11,
23,
42,
82,
158,
204,
358,
422,
498,
501,
366,
341,
293,
321,
329,
162,
81,
39,
9,
12,
1,
0,
3,
3,
12,
67,
97,
99,
172,
200,
305,
340,
365,
341,
271,
272,
348,
306,
327,
270,
113,
77,
18,
21,
2,
0,
2,
3,
27,
53,
123,
70,
108,
129,
168,
137,
127,
110,
112,
272,
364
] |
[
"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: 2840.00%",
"予測される変化率: [カラム_0] 予測される変化率: 349.38%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.00倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 31個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: 2840.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 349.38%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.00 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 31",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 38 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 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 38.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 94."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
336,
360,
340,
260,
129,
57,
5,
2,
2,
0,
4,
17,
39,
48,
72,
50,
52,
52,
40,
49,
79,
84,
214,
326,
716,
1775,
3021,
4372,
4058,
2738,
937,
344,
244,
33,
13,
16,
19,
49,
71,
138,
202,
289,
375,
333,
349,
350,
282,
273,
294,
259,
164,
108,
37,
17,
16,
2,
3,
0,
2,
8,
19,
26,
66,
84,
129,
221,
285,
341,
322,
250,
228,
308,
266,
215,
164,
94,
57,
12,
21,
13,
4,
1,
4,
0,
19,
18,
77,
128,
201,
219,
284,
257,
315,
309,
356,
250,
249,
208,
167,
112,
43,
22,
15,
3,
1,
9,
9,
20,
69,
127,
54,
73,
163,
212,
285,
197,
194,
218,
198,
212,
202,
222,
166,
78,
29,
4,
8,
2,
0,
8,
4,
17,
71,
130,
68,
73,
93,
247,
250,
214,
174,
221,
234,
210,
165,
290,
313,
124,
52,
17,
5,
3,
2,
2,
3,
25,
71,
124,
82,
93,
139,
237,
304,
174,
148,
168,
214,
191,
213,
237,
208,
76,
36,
15,
6,
3,
0,
1,
3,
27,
65,
144,
87,
100,
169,
259,
251,
203,
198,
253,
286,
230,
183,
207,
104,
71,
31,
9,
2,
0,
6,
2,
4,
15,
51,
97,
55,
92,
97,
244,
281,
264,
237,
204,
232,
226,
196,
236,
184,
114,
50,
32,
20,
2,
0,
1,
6,
9,
17,
50,
61,
107,
189,
209,
291,
334,
445,
526,
526,
409,
306,
312,
202,
294,
73,
47,
35,
13,
4,
1,
0,
15,
21,
85,
104,
200,
284,
298,
321,
315,
349,
328,
210,
225,
307,
434,
247,
132,
35,
14,
5,
1,
3,
0,
6,
37,
76,
149,
76,
74,
76,
151,
121,
96,
69,
67,
177,
141,
50,
99,
130,
119,
33,
7,
5,
0,
0,
6,
6,
27,
99,
166,
60,
72,
96,
351,
293,
188,
195,
150,
198,
213,
191,
271,
253,
118,
53,
14,
13,
0,
2,
7,
5,
50,
81,
162,
65,
51,
60,
66,
61,
11,
19,
26,
81,
77,
155,
220,
257,
109,
40,
8,
8,
1,
0,
3,
1,
16,
48,
88,
40,
53,
85,
209,
158,
69,
38,
74,
165,
83,
67,
57,
32,
26,
30,
9,
4,
1,
0,
1,
8,
21,
70,
102,
69,
82,
105,
203,
224,
195,
177,
130,
224,
177,
172,
153,
176,
78,
37,
21,
12,
2,
0,
4,
2,
10,
32,
41,
75,
142,
230,
309,
275,
378,
424,
381,
268,
270,
330,
329,
335,
206,
147,
19,
17,
3,
3,
3,
2,
5,
25,
39,
92,
140,
205,
206,
195,
231,
269,
187,
218,
246,
205,
452,
327,
165,
71,
37,
16,
1,
7,
2,
6,
52,
83,
157,
73,
51,
73,
111,
52,
86,
36,
56,
186,
224,
172,
266,
193,
166,
39,
22,
8,
0,
2,
2,
7,
51,
101,
151,
79,
75,
99,
209,
175,
130,
107,
104,
206,
204,
219,
235,
165,
75,
68,
22,
1,
3,
1,
3,
1,
28,
45,
92,
38,
24,
94,
223,
207,
133,
174,
121,
185,
222,
258,
289,
194,
136,
89,
8,
4,
1
] |
[
0,
0,
5,
22,
78,
176,
65,
44,
113,
240,
221,
171,
162,
112,
197,
180,
141,
205,
107,
87,
34,
20,
5,
2,
4,
3,
8,
23,
50,
55,
41,
52,
57,
39,
20,
62,
104,
66,
110,
153,
156,
188,
192,
143,
59,
18,
9,
2,
10,
1,
14,
13,
21,
17,
23,
80,
81,
228,
210,
240,
255,
282,
327,
305,
260,
206,
208,
174,
98,
38,
39,
9,
10,
5,
5,
5,
14,
23,
21,
54,
185,
183,
345,
342,
399,
353,
334,
267,
329,
247,
207,
121,
60,
20,
2,
6
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -99.70%",
"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2.13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: -99.70%",
"Forecasted change rate: [column_0] Forecasted change rate: 20.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 2.13 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 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 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 48 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 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 48."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
2,
0,
3,
40,
99,
200,
71,
127,
314,
405,
280,
289,
293,
249,
192,
219,
175,
251,
131,
131,
59,
48,
17,
8,
3,
1,
6,
21,
26,
80,
162,
341,
520,
732,
1190,
1683,
2024,
3163,
4236,
4906,
5358,
6641,
4819,
5941,
858,
139,
38,
11,
15,
7,
6,
58,
164,
199,
138,
229,
167,
290,
293,
146,
107,
226,
158,
27,
73,
165,
115,
55,
40,
16,
6,
0,
2,
5,
6,
36,
66,
129,
76,
66,
94,
182,
57,
76,
91,
104,
158,
119,
149,
113,
79,
27,
32,
4,
2,
0,
4,
0,
5,
15,
39,
57,
37,
23,
67,
149,
138,
76,
97,
64,
121,
65,
96,
128,
126,
69,
45,
25,
5,
3,
9,
0,
1,
5,
22,
32,
68,
118,
127,
186,
202,
238,
263,
272,
282,
242,
373,
311,
274,
212,
8,
14,
11,
5,
0,
0,
4,
7,
17,
35,
65,
122,
208,
288,
267,
353,
282,
207,
212,
143,
185,
156,
128,
87,
38,
16,
2,
0,
0,
0,
8,
30,
78,
156,
84,
46,
68,
245,
312,
132,
150,
93,
209,
156,
112,
142,
131,
88,
17,
14,
4,
0,
1,
1,
0,
41,
109,
146,
75,
69,
77,
179,
152,
102,
52,
59,
135,
186,
149,
136,
109,
83,
28,
5,
0,
6,
5,
0,
5,
21,
68,
115,
16,
181,
43,
115,
222,
60,
97,
97,
147,
97,
128,
103,
87,
64,
28,
7,
0,
3,
1,
8,
2,
38,
87,
136,
54,
65,
67,
220,
183,
126,
126,
149,
201,
242
] |
[
179,
180,
118,
96,
27,
16,
2,
5,
0,
4,
5,
35,
93,
139,
89,
54,
95,
219,
232,
137,
109,
142,
183,
294,
328,
432,
399,
199,
64,
61,
36,
4,
1,
0,
3,
8,
34,
42,
81,
85,
130,
120,
142,
233,
236,
281,
405,
797,
615,
760,
845,
672,
319,
131,
27,
4,
1,
1,
2,
10,
59,
72,
97,
188,
184,
316,
360,
309,
401,
392,
357,
418,
339,
368,
228,
125,
48,
18,
4,
3,
8,
6,
8,
30,
82,
147,
75,
95,
104,
262,
254,
193,
224,
189,
296,
327
] |
[
"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: 12000.00%",
"予測される変化率: [カラム_0] 予測される変化率: 82.68%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の3.09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: 34個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 12000.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 82.68%",
"Volatility: [column_0] Volatility: high (standard deviation is 3.09 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 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 60 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 86 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 60.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 86."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
323,
280,
163,
91,
25,
25,
2,
0,
1,
0,
5,
39,
90,
152,
73,
79,
100,
263,
265,
140,
138,
159,
231,
291,
214,
234,
121,
93,
61,
9,
3,
0,
1,
3,
7,
40,
89,
137,
80,
81,
87,
281,
199,
164,
124,
137,
187,
229,
244,
170,
153,
86,
23,
11,
4,
4,
4,
1,
1,
44,
90,
149,
85,
74,
111,
251,
255,
129,
183,
165,
213,
217,
216,
204,
156,
65,
36,
11,
4,
4,
3,
2,
3,
33,
75,
127,
100,
103,
174,
257,
250,
198,
206,
236,
276,
397,
397,
421,
389,
216,
115,
88,
30,
8,
1,
3,
11,
11,
33,
67,
101,
195,
291,
299,
287,
284,
432,
761,
641,
715,
666,
699,
543,
347,
123,
48,
24,
19,
8,
3,
5,
6,
48,
71,
141,
263,
515,
514,
497,
577,
817,
909,
778,
518,
478,
347,
197,
160,
60,
20,
8,
0,
1,
2,
8,
37,
90,
175,
66,
148,
182,
295,
238,
182,
140,
143,
211,
196,
158,
229,
115,
48,
28,
29,
0,
0,
1,
0,
4,
35,
77,
93,
43,
52,
63,
130,
140,
81,
64,
91,
160,
132,
113,
66,
62,
29,
7,
3,
2,
0,
3,
5,
8,
33,
72,
127,
58,
65,
105,
143,
131,
103,
139,
140,
148,
159,
93,
176,
84,
55,
26,
23,
124,
66,
8,
0,
6,
22,
56,
66,
49,
46,
110,
240,
215,
130,
83,
145,
209,
169,
168,
170,
166,
96,
45,
27,
2,
9,
1,
1,
7,
39,
48,
117,
52,
104,
114,
228,
262,
67,
83,
114,
131,
79,
65,
114,
93,
84,
59,
11,
23,
4,
1,
0,
2,
6,
30,
41,
64,
139,
175,
226,
330,
267,
255,
299,
313,
288,
230,
207,
196,
138,
107,
69,
31,
18,
4,
13,
2,
6,
24,
69,
100,
206,
288,
388,
388,
425,
482,
352,
283,
280,
196,
240,
146,
106,
43,
23,
2,
0,
1,
3,
4,
35,
84,
152,
70,
56,
111,
231,
193,
147,
135,
140,
141,
171,
173,
110,
125,
75,
47,
18,
6,
0,
3,
1,
6,
41,
94,
164,
49,
55,
48,
86,
66,
32,
35,
80,
87,
129,
180,
173,
138,
59,
44,
21,
4,
1,
0,
6,
7,
43,
86,
158,
113,
57,
71,
163,
154,
91,
113,
87,
135,
169,
155,
113,
71,
31,
28,
12,
1,
2,
0,
1,
4,
35,
78,
114,
78,
69,
77,
188,
171,
84,
113,
98,
157,
160,
162,
234,
166,
97,
59,
10,
2,
2,
3,
0,
5,
36,
65,
122,
57,
86,
105,
193,
222,
146,
107,
107,
191,
217,
212,
218,
211,
130,
62,
20,
8,
2,
4,
5,
2,
13,
51,
52,
44,
189,
183,
128,
177,
253,
266,
239,
294,
513,
533,
422,
318,
406,
297,
69,
40,
4,
12,
8,
8,
12,
31,
48,
80,
151,
220,
254,
346,
396,
400,
371,
281,
356,
273,
236,
108,
43,
30,
14,
13,
5,
2,
1,
2,
40,
72,
147,
71,
94,
102,
229,
214,
164,
103,
143,
163,
158,
169,
188,
108,
66,
27,
21,
4,
2
] |
[
3,
3,
5,
40,
102,
161,
79,
59,
67,
177,
107,
89,
72,
58,
126,
147,
190,
226,
211,
78,
46,
19,
13,
4,
2,
9,
33,
88,
152,
51,
56,
61,
174,
142,
68,
76,
79,
193,
222,
179,
133,
152,
38,
35,
7,
4,
5,
2,
40,
81,
137,
88,
61,
100,
208,
246,
154,
120,
124,
166,
187,
163,
154,
112,
67,
36,
23,
5,
6,
5,
1,
5,
28,
85,
131,
70,
60,
112,
191,
156,
98,
97,
77,
190,
155,
270,
270,
178,
139,
72,
36,
19,
9,
2,
7,
10
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -99.38%",
"予測される変化率: [カラム_0] 予測される変化率: 233.33%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.07倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 31個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: -99.38%",
"Forecasted change rate: [column_0] Forecasted change rate: 233.33%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.07 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 31",
"First turning point: [column_0] First turning point: at data point 6 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 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 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 not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 94."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
34,
49,
70,
134,
155,
181,
247,
226,
228,
260,
339,
311,
385,
340,
307,
200,
202,
60,
37,
13,
4,
6,
2,
23,
54,
108,
154,
217,
279,
296,
340,
441,
351,
211,
380,
326,
168,
158,
86,
34,
10,
12,
3,
39,
75,
144,
60,
58,
101,
194,
212,
97,
93,
123,
177,
182,
168,
182,
101,
71,
13,
15,
5,
3,
1,
1,
5,
27,
89,
130,
73,
54,
80,
162,
70,
52,
25,
62,
108,
165,
199,
170,
165,
62,
59,
17,
11,
2,
3,
8,
34,
84,
95,
57,
36,
53,
166,
175,
90,
108,
83,
147,
141,
121,
144,
72,
29,
31,
16,
2,
1,
3,
7,
30,
51,
85,
64,
53,
70,
184,
187,
12,
30,
27,
55,
55,
60,
25,
60,
55,
43,
3,
4,
6,
30,
59,
107,
72,
61,
88,
248,
169,
110,
92,
94,
169,
209,
206,
233,
172,
177,
98,
30,
25,
1,
13,
7,
8,
5,
25,
50,
70,
106,
156,
261,
219,
199,
295,
293,
282,
380,
229,
228,
229,
218,
138,
89,
23,
1,
6,
5,
2,
4,
28,
116,
143,
233,
285,
296,
347,
406,
438,
361,
375,
370,
292,
262,
181,
131,
103,
28,
10,
22,
4,
12,
1,
6,
12,
39,
54,
114,
177,
209,
219,
235,
239,
167,
172,
170,
121,
111,
72,
45,
31,
18,
5,
4,
5,
24,
65,
140,
58,
49,
51,
209,
185,
139,
96,
172,
181,
186,
139,
79,
96,
49,
21,
18,
2,
5,
3,
2,
7,
35,
87,
164,
69,
47,
68,
183,
211,
94,
66,
130,
178,
179,
254,
248,
150,
66,
42,
10,
5,
8,
1,
3,
45,
76,
163,
95,
74,
85,
158,
108,
72,
100,
103,
157,
175,
166,
174,
131,
85,
44,
12,
4,
4,
2,
1,
9,
25,
43,
33,
40,
62,
103,
68,
59,
55,
34,
70,
99,
86,
80,
61,
48,
34,
20,
10,
1,
8,
15,
22,
67,
52,
89,
123,
142,
217,
228,
185,
203,
240,
183,
137,
136,
85,
55,
17,
3,
3,
10,
4,
10,
11,
26,
3609,
1375,
186,
250,
351,
329,
454,
381,
358,
301,
234,
240,
234,
131,
70,
26,
1,
6,
1,
6,
27,
64,
148,
83,
84,
174,
289,
299,
141,
152,
132,
203,
155,
198,
69,
73,
36,
20,
7,
7,
7,
1,
3,
32,
74,
149,
69,
73,
89,
346,
233,
136,
139,
140,
232,
231,
149,
140,
108,
64,
39,
6,
7,
6,
5,
8,
34,
74,
155,
85,
76,
99,
202,
159,
152,
157,
133,
155,
149,
140,
115,
108,
35,
34,
4,
6,
3,
9,
36,
74,
114,
46,
40,
59,
181,
173,
120,
130,
90,
143,
133,
99,
120,
123,
42,
49,
17,
11,
3,
1,
1,
11,
26,
24,
32,
97,
165,
176,
331,
266,
389,
349,
364,
342,
302,
195,
194,
124,
65,
32,
16,
12,
5,
12,
1,
6,
11,
30,
85,
127,
158,
256,
229,
300,
302,
274,
288,
365,
180,
69,
105,
126,
60,
24,
13,
11,
5,
4,
3,
10,
10,
26,
85,
173,
275,
552,
392
] |
[
615,
613,
548,
360,
261,
218,
177,
115,
51,
39,
12,
6,
2,
4,
2,
6,
11,
48,
87,
154,
124,
201,
282,
311,
337,
194,
181,
203,
161,
118,
65,
34,
12,
18,
4,
7,
6,
17,
53,
128,
57,
33,
76,
175,
189,
130,
148,
138,
209,
132,
99,
80,
67,
35,
26,
14,
3,
2,
6,
1,
5,
25,
69,
129,
64,
57,
85,
190,
176,
197,
124,
135,
140,
168,
152,
110,
68,
43,
17,
23,
2,
1,
1,
7,
37,
54,
131,
71,
97,
136,
232,
303,
204,
192,
178,
184
] |
[
"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: 1052.94%",
"予測される変化率: [カラム_0] 予測される変化率: -70.08%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.54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1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 1052.94%",
"Forecasted change rate: [column_0] Forecasted change rate: -70.08%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.54 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 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 36 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 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 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 88."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
221,
195,
157,
131,
59,
55,
11,
3,
1,
3,
0,
8,
42,
58,
112,
87,
90,
105,
247,
255,
155,
166,
179,
223,
246,
247,
269,
158,
148,
73,
28,
7,
3,
5,
0,
3,
9,
16,
42,
68,
59,
125,
199,
222,
167,
209,
314,
263,
379,
183,
125,
117,
140,
63,
29,
13,
3,
1,
0,
0,
7,
18,
78,
122,
240,
313,
358,
343,
384,
464,
294,
187,
204,
215,
88,
76,
25,
22,
5,
1,
4,
8,
5,
15,
36,
99,
154,
81,
111,
138,
344,
320,
165,
187,
151,
175,
176,
101,
87,
87,
36,
19,
6,
11,
3,
2,
0,
8,
39,
90,
152,
71,
62,
104,
248,
226,
145,
171,
134,
203,
199,
140,
97,
55,
50,
23,
9,
2,
7,
3,
4,
4,
10,
34,
45,
16,
5,
19,
45,
90,
47,
46,
51,
123,
123,
76,
80,
35,
33,
12,
4,
4,
9,
2,
1,
9,
48,
85,
133,
64,
59,
135,
310,
310,
147,
174,
147,
198,
169,
124,
73,
92,
46,
19,
12,
1,
3,
5,
3,
1,
37,
69,
109,
86,
79,
171,
199,
271,
185,
148,
143,
183,
174,
171,
170,
144,
79,
51,
23,
11,
9,
1,
1,
2,
9,
22,
22,
93,
96,
172,
250,
253,
310,
322,
359,
428,
258,
233,
230,
194,
131,
93,
31,
7,
9,
11,
3,
3,
1,
28,
64,
79,
144,
258,
293,
442,
472,
350,
344,
285,
350,
136,
105,
76,
30,
18,
8,
1,
5,
4,
3,
3,
15,
66,
109,
41,
38,
99,
204,
211,
176,
100,
120,
182,
102,
105,
66,
53,
14,
10,
2,
4,
0,
0,
2,
5,
33,
79,
125,
39,
34,
32,
250,
225,
112,
113,
150,
203,
151,
111,
62,
74,
20,
9,
2,
6,
0,
0,
0,
7,
47,
78,
161,
150,
69,
80,
187,
217,
138,
116,
133,
192,
153,
109,
85,
103,
28,
26,
9,
13,
7,
2,
0,
3,
40,
82,
124,
73,
71,
84,
181,
224,
152,
151,
165,
228,
237,
121,
107,
71,
61,
38,
9,
1,
0,
0,
1,
3,
49,
73,
122,
74,
64,
117,
247,
261,
172,
157,
156,
230,
162,
138,
140,
103,
66,
49,
12,
10,
4,
2,
1,
1,
11,
24,
53,
74,
121,
151,
92,
105,
170,
125,
164,
179,
247,
120,
130,
47,
200,
41,
14,
2,
7,
1,
2,
0,
5,
22,
60,
81,
173,
249,
264,
346,
417,
412,
308,
208,
150,
197,
104,
79,
58,
12,
5,
0,
3,
3,
2,
10,
43,
75,
187,
69,
97,
110,
288,
240,
153,
156,
113,
261,
188,
145,
160,
52,
38,
21,
5,
5,
3,
5,
1,
5,
54,
100,
151,
78,
77,
114,
288,
219,
108,
135,
161,
221,
205,
187,
84,
90,
62,
23,
9,
10,
4,
5,
14,
10,
54,
114,
150,
82,
92,
152,
255,
306,
132,
155,
179,
215,
196,
158,
142,
159,
35,
26,
13,
8,
1,
1,
1,
2,
37,
55,
117,
49,
46,
98,
169,
211,
78,
58,
23,
48,
25,
15,
13,
2,
3,
5,
1,
5
] |
[
0,
0,
4,
9,
42,
69,
94,
39,
70,
75,
108,
181,
115,
118,
107,
171,
135,
75,
85,
68,
52,
34,
32,
11,
0,
5,
3,
7,
11,
32,
28,
62,
71,
109,
166,
211,
190,
235,
287,
276,
330,
243,
168,
209,
220,
78,
54,
10,
5,
6,
0,
4,
8,
39,
49,
94,
195,
299,
407,
512,
494,
558,
614,
325,
182,
198,
179,
150,
108,
58,
26,
12,
1,
10,
0,
4,
10,
16,
41,
109,
139,
268,
315,
400,
429,
461,
388,
269,
255,
182,
141,
80,
41,
34,
3,
7
] |
[
"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: -97.74%",
"予測される変化率: [カラム_0] 予測される変化率: 75.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.01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7番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -97.74%",
"Forecasted change rate: [column_0] Forecasted change rate: 75.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.01 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 7 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
4,
0,
2,
6,
20,
91,
125,
76,
71,
84,
274,
235,
131,
101,
126,
178,
195,
111,
96,
62,
28,
26,
6,
8,
0,
7,
3,
8,
38,
82,
157,
63,
38,
88,
204,
241,
135,
119,
89,
211,
162,
115,
167,
60,
32,
25,
13,
1,
8,
1,
4,
7,
28,
84,
128,
54,
60,
38,
106,
183,
151,
113,
173,
206,
136,
117,
92,
96,
53,
44,
15,
7,
1,
9,
0,
1,
37,
62,
93,
53,
48,
35,
21,
38,
19,
16,
97,
229,
197,
155,
120,
88,
188,
59,
28,
7,
3,
5,
8,
3,
13,
24,
32,
60,
93,
171,
208,
206,
269,
325,
396,
242,
238,
286,
203,
215,
142,
119,
74,
50,
5,
0,
1,
2,
2,
16,
45,
64
] |
[
91,
66,
98,
112,
142,
113,
125,
170,
111,
113,
87,
36,
38,
19,
3,
0,
2,
0,
1,
11,
41,
73,
105,
47,
47,
95,
240,
229,
73,
107,
74,
161,
78,
85,
42,
21,
18,
11,
8,
4,
0,
0,
2,
4,
19,
31,
58,
35,
33,
30,
172,
115,
97,
51,
41,
88,
58,
54,
39,
40,
16,
13,
2,
2,
2,
0,
1,
9,
31,
40,
69,
59,
121,
87,
255,
292,
141,
86,
132,
159,
93,
69,
79,
71,
29,
20,
3,
1,
5,
0,
8,
3,
29,
45,
66,
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: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 1500.00%",
"予測される変化率: [カラム_0] 予測される変化率: -43.96%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の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: 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: downward",
"Historical change rate: [column_0] Historical change rate: 1500.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -43.96%",
"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: 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
| 256 | 96 |
[
57,
112,
269,
183,
118,
74,
65,
142,
136,
85,
83,
60,
22,
22,
11,
2,
2,
1,
5,
6,
24,
47,
61,
50,
51,
157,
179,
228,
111,
132,
97,
159,
161,
134,
137,
115,
111,
54,
30,
18,
2,
10,
0,
0,
11,
34,
56,
33,
117,
199,
182,
192,
260,
310,
235,
257,
287,
281,
271,
197,
206,
138,
52,
38,
3,
1,
1,
0,
4,
0,
5,
16,
42,
46,
138,
156,
234,
168,
146,
204,
177,
117,
107,
125,
41,
21,
14,
5,
2,
1,
0,
3,
8,
47,
90,
32,
25,
48,
16,
33,
62,
89,
24,
81,
67,
54,
47,
35,
28,
20,
4,
3,
0,
0,
3,
7,
34,
22,
49,
10,
19,
54,
138,
96,
70,
54,
86,
117,
71,
57,
35,
33,
14,
20,
0,
0,
0,
0,
1,
5,
25,
38,
60,
24,
40,
49,
170,
149,
69,
76,
98,
98,
94,
46,
34,
48,
13,
21,
4,
3,
1,
2,
2,
9,
33,
38,
64,
43,
46,
85,
193,
161,
93,
67,
82,
137,
88,
91,
109,
69,
11,
32,
6,
0,
1,
6,
0,
6,
29,
38,
57,
42,
65,
102,
199,
230,
147,
164,
88,
155,
109,
123,
121,
106,
95,
43,
23,
0,
5,
4,
3,
3,
8,
30,
14,
37,
73,
160,
205,
303,
294,
241,
345,
220,
242,
175,
217,
167,
124,
67,
37,
32,
8,
0,
3,
1,
6,
22,
39,
62,
203,
244,
296,
380,
353,
319,
357,
177,
110,
97,
76,
44,
42,
23,
4,
1
] |
[
1,
0,
9,
3,
27,
38,
73,
40,
43,
89,
216,
212,
82,
106,
106,
143,
78,
54,
53,
17,
20,
14,
8,
2,
0,
5,
2,
5,
35,
62,
62,
46,
43,
65,
169,
139,
60,
93,
76,
101,
108,
55,
89,
51,
36,
15,
19,
6,
0,
0,
6,
12,
32,
49,
60,
44,
31,
56,
175,
205,
112,
106,
79,
113,
118,
83,
98,
50,
13,
14,
1,
3,
4,
2,
4,
2,
30,
54,
83,
53,
41,
76,
168,
163,
54,
60,
52,
87,
87,
71,
64,
41,
44,
23,
16,
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: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: -98.25%",
"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1.04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: 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: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: -98.25%",
"Forecasted change rate: [column_0] Forecasted change rate: -100.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.04 times the mean)",
"Trend: [column_0] Trend change: from upward to stable",
"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 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] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 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 94."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
5,
2,
1,
8,
24,
49,
72,
58,
44,
78,
201,
237,
124,
103,
105,
124,
121,
144,
110,
109,
85,
41,
22,
8,
3,
6,
0,
2,
10,
35,
22,
56,
119,
148,
146,
111,
157,
201,
214,
254,
283,
210,
156,
137,
153,
50,
33,
21,
4,
3,
0,
2,
3,
25,
48,
76,
121,
186,
161,
212,
288,
275,
250,
146,
118,
127,
111,
105,
41,
33,
26,
2,
1,
1,
2,
3,
20,
23,
55,
42,
45,
57,
168,
174,
117,
76,
66,
85,
50,
13,
23,
33,
8,
18,
3,
1,
1,
1,
8,
12,
32,
30,
67,
29,
35,
80,
163,
132,
79,
48,
81,
132,
101,
70,
84,
36,
16,
12,
8,
5,
0,
0,
4,
2,
21,
42,
38,
44
] |
[
61,
74,
233,
128,
15,
18,
36,
63,
57,
34,
11,
21,
2,
2,
16,
1,
4,
0,
2,
4,
25,
20,
30,
24,
12,
14,
46,
45,
26,
48,
39,
87,
44,
33,
43,
30,
11,
15,
6,
0,
2,
1,
2,
9,
34,
29,
49,
70,
62,
80,
184,
175,
98,
106,
81,
134,
121,
82,
79,
87,
76,
68,
19,
19,
4,
0,
2,
4,
6,
13,
24,
47,
44,
14,
24,
59,
88,
113,
108,
73,
83,
180,
115,
132,
85,
50,
27,
31,
10,
7,
0,
3,
1,
16,
43,
55
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 780.00%",
"予測される変化率: [カラム_0] 予測される変化率: -9.84%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.04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: 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3番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 780.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -9.84%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.04 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 49",
"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] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 64 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 64."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
119,
193,
203,
147,
242,
220,
201,
133,
97,
82,
72,
26,
28,
28,
13,
6,
0,
1,
7,
1,
31,
29,
70,
32,
35,
65,
198,
196,
127,
78,
96,
100,
75,
73,
62,
33,
15,
8,
9,
4,
0,
2,
1,
1,
28,
26,
53,
32,
91,
85,
215,
281,
190,
100,
70,
121,
65,
82,
34,
31,
25,
19,
5,
3,
0,
0,
0,
3,
30,
36,
65,
40,
34,
58,
235,
238,
94,
71,
85,
114,
101,
49,
61,
119,
23,
19,
3,
1,
0,
1,
5,
6,
33,
32,
33,
30,
36,
48,
207,
158,
96,
65,
107,
105,
96,
53,
51,
34,
17,
22,
1,
0,
2,
1,
6,
3,
25,
28,
52,
46,
73,
121,
177,
177,
112,
75,
115,
117
] |
[
244,
378,
190,
19,
21,
8,
10,
6,
0,
0,
0,
7,
8,
7,
5,
18,
38,
72,
56,
68,
58,
57,
42,
67,
71,
96,
117,
135,
60,
49,
10,
6,
1,
2,
0,
1,
2,
12,
37,
41,
10,
30,
61,
94,
172,
122,
30,
77,
125,
58,
44,
44,
24,
13,
5,
2,
1,
1,
0,
5,
25,
26,
59,
36,
47,
71,
185,
203,
55,
66,
89,
97,
69,
97,
69,
61,
21,
10,
3,
1,
1,
0,
6,
0,
38,
38,
44,
41,
55,
22,
63,
68,
53,
49,
76,
106
] |
[
"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: -1.68%",
"予測される変化率: [カラム_0] 予測される変化率: -56.56%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.06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: 37個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -1.68%",
"Forecasted change rate: [column_0] Forecasted change rate: -56.56%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.06 times the mean)",
"Trend: [column_0] Trend continuation: downward trend continues",
"Turning points: [column_0] Turning points in forecast period: 37",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 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 shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 52."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
64,
103,
53,
46,
62,
10,
13,
3,
0,
2,
8,
3,
36,
27,
67,
34,
48,
32,
114,
109,
48,
24,
51,
69,
78,
60,
43,
28,
10,
16,
7,
3,
1,
1,
0,
2,
25,
38,
46,
41,
60,
72,
162,
276,
70,
99,
50,
116,
115,
95,
84,
13,
21,
15,
9,
4,
0,
4,
0,
2,
31,
24,
42,
55,
43,
57,
143,
142,
132,
89,
108,
102,
46,
34,
49,
65,
49,
38,
38,
2,
0,
2,
0,
1,
5,
10,
27,
23,
52,
49,
80,
87,
116,
130,
166,
164,
162,
113,
89,
64,
82,
29,
12,
12,
1,
0,
2,
11,
0,
9,
32,
81,
122,
173,
317,
258,
319,
318,
392,
188,
175,
131,
146,
52,
52,
42,
18,
11,
0,
1,
3,
7,
4,
23,
21,
65,
89,
154,
156,
267,
203,
142,
143,
94,
72,
67,
36,
38,
25,
10,
3,
6,
0,
1,
0,
8,
18,
26,
66,
34,
45,
40,
135,
130,
100,
59,
81,
103,
67,
59,
44,
23,
19,
12,
8,
2,
0,
0,
0,
5,
31,
29,
72,
41,
35,
76,
194,
147,
99,
72,
94,
80,
114,
92,
70,
45,
29,
18,
4,
0,
0,
0,
0,
9,
36,
28,
58,
32,
57,
30,
24,
19,
35,
43,
51,
81,
75,
49,
32,
23,
26,
12,
4,
0,
0,
0,
2,
4,
26,
32,
33,
33,
39,
35,
44,
93,
111,
94,
89,
89,
62,
54,
37,
40,
53,
5,
6,
1,
4,
0,
4,
0,
3,
11,
32,
40,
60,
99,
63,
72,
143,
115,
137,
147,
211,
111,
63,
125,
75,
32,
7,
10,
11,
3,
3,
4,
4,
8,
37,
63,
77,
171,
153,
175,
191,
147,
147,
111,
77,
76,
66,
31,
31,
10,
10,
2,
0,
1,
1,
3,
19,
16,
18,
23,
14,
11,
29,
30,
24,
41,
36,
58,
55,
36,
73,
35,
22,
12,
12,
0,
1,
0,
4,
3,
36,
22,
51,
28,
46,
50,
127,
114,
70,
72,
31,
82,
41,
41,
46,
24,
16,
13,
0,
2,
3,
2,
0,
3,
33,
36,
49,
71,
52,
82,
137,
186,
57,
43,
41,
86,
90,
88,
69,
37,
24,
13,
8,
1,
0,
1,
0,
3,
30,
23,
46,
60,
50,
39,
75,
88,
52,
62,
61,
16,
19,
12,
7,
14,
14,
16,
13,
16,
3,
8,
1,
3,
19,
11,
46,
30,
42,
30,
76,
75,
49,
83,
55,
80,
48,
59,
49,
21,
7,
20,
16,
5,
0,
2,
1,
0,
6,
13,
23,
26,
63,
88,
91,
155,
198,
149,
177,
197,
192,
133,
98,
61,
91,
65,
28,
6,
2,
6,
1,
0,
2,
10,
33,
63,
68,
129,
100,
204,
141,
98,
107,
127,
73,
70,
57,
36,
26,
10,
2,
1,
0,
2,
7,
2,
4,
20,
45,
25,
14,
46,
85,
78,
56,
36,
45,
79,
94,
52,
34,
33,
21,
14,
3,
5,
0,
4,
1,
5,
38,
27,
58,
27,
45,
76,
217,
301,
217,
188,
155,
130,
93,
46,
50,
18,
30,
13,
8,
5
] |
[
2,
8,
2,
3,
32,
32,
56,
46,
55,
95,
196,
233,
135,
136,
111,
116,
143,
85,
99,
62,
20,
21,
1,
4,
0,
0,
2,
5,
20,
21,
46,
19,
41,
39,
75,
46,
57,
51,
18,
53,
46,
44,
48,
27,
4,
5,
3,
5,
4,
0,
2,
4,
24,
20,
36,
21,
42,
69,
138,
143,
172,
145,
229,
343,
1416,
2795,
901,
223,
121,
61,
19,
8,
7,
2,
5,
2,
6,
11,
25,
50,
86,
163,
160,
162,
197,
257,
220,
196,
183,
243,
157,
125,
77,
66,
31,
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: -92.19%",
"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2.22倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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: -92.19%",
"Forecasted change rate: [column_0] Forecasted change rate: 500.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 2.22 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 47",
"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 |
[
4,
7,
5,
2,
4,
8,
52,
83,
73,
182,
215,
240,
242,
266,
184,
165,
113,
94,
63,
45,
40,
14,
10,
0,
4,
1,
5,
9,
29,
16,
47,
46,
39,
98,
135,
191,
99,
95,
70,
128,
79,
80,
76,
38,
24,
9,
8,
8,
0,
0,
7,
4,
22,
32,
69,
14,
6,
18,
21,
52,
75,
48,
44,
79,
36,
11,
11,
3,
2,
2,
3,
2,
2,
1,
5,
1,
21,
15,
43,
19,
17,
32,
148,
130,
69,
132,
104,
121,
86,
48,
33,
19,
20,
24,
22,
7,
0,
3,
1,
0,
26,
12,
44,
20,
32,
61,
164,
154,
104,
104,
77,
136,
139,
96,
83,
82,
70,
36,
17,
4,
5,
8,
2,
4,
27,
38,
47,
43,
64,
123,
230,
236,
262,
203,
290,
622,
1844,
3688,
1530,
511,
172,
81,
35,
12,
11,
3,
4,
7,
10,
14,
29,
60,
119,
161,
273,
293,
346,
378,
385,
353,
324,
265,
181,
153,
186,
60,
52,
30,
5,
0,
2,
0,
7,
25,
38,
72,
88,
148,
209,
168,
77,
55,
59,
52,
82,
78,
39,
40,
21,
11,
3,
0,
0,
0,
11,
5,
8,
34,
49,
30,
74,
105,
168,
125,
81,
85,
221,
114,
73,
72,
93,
59,
45,
16,
10,
0,
0,
10,
1,
6,
29,
29,
48,
35,
33,
45,
129,
113,
67,
47,
84,
52,
50,
67,
79,
24,
43,
19,
7,
2,
0,
1,
4,
4,
25,
23,
44,
40,
20,
101,
114,
137,
86,
33,
85,
108,
89,
106,
52,
69,
29,
12,
4,
3,
4,
4,
2,
8,
26,
20,
37,
30,
70,
77,
165,
188,
122,
88,
106,
134,
54,
99,
74,
54,
30,
27,
12,
5,
9,
7,
8,
4,
36,
28,
56,
93,
76,
106,
211,
235,
158,
135,
183,
379,
1318,
2738,
1090,
303,
124,
95,
73,
21,
20,
4,
3,
2,
13,
14,
32,
64,
77,
187,
192,
313,
347,
381,
378,
217,
235,
242,
225,
159,
99,
58,
25,
9,
12,
5,
6,
6,
5,
8,
42,
64,
130,
168,
294,
352,
382,
345,
206,
172,
116,
90,
79,
59,
39,
36,
11,
0,
0,
4,
5,
7,
24,
33,
56,
39,
48,
101,
197,
221,
122,
104,
116,
120,
105,
80,
99,
79,
49,
11,
10,
6,
7,
3,
1,
13,
43,
37,
72,
47,
43,
64,
311,
157,
95,
96,
54,
86,
68,
35,
10,
6,
19,
10,
9,
3,
0,
4,
1,
9,
32,
29,
49,
42,
55,
80,
197,
254,
126,
109,
125,
138,
157,
107,
128,
85,
41,
78,
29,
2,
1,
1,
1,
3,
31,
13,
30,
15,
34,
51,
174,
216,
134,
114,
169,
450,
140,
81,
103,
63,
46,
17,
13,
5,
2,
2,
4,
7,
10,
6,
38,
26,
75,
94,
166,
145,
84,
66,
82,
251,
470,
1562,
487,
122,
66,
26,
11,
4,
5,
5,
5,
0,
9,
15,
20,
39,
52,
101,
130,
134,
65,
74,
123,
177,
99,
79,
91,
88,
158,
45,
17,
8,
0,
3,
3,
1,
0,
4,
4,
8
] |
[
42,
151,
330,
188,
184,
149,
109,
87,
47,
56,
57,
43,
28,
13,
0,
2,
1,
1,
6,
2,
10,
38,
52,
28,
64,
46,
147,
152,
78,
47,
50,
77,
29,
33,
30,
13,
11,
15,
8,
4,
6,
4,
0,
5,
22,
25,
34,
39,
63,
41,
139,
70,
64,
58,
44,
68,
55,
49,
33,
24,
19,
6,
3,
9,
0,
0,
6,
4,
34,
29,
38,
24,
37,
76,
116,
150,
62,
49,
50,
94,
92,
75,
105,
58,
38,
11,
3,
1,
2,
0,
5,
8,
27,
26,
55,
62
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 100.00%",
"予測される変化率: [カラム_0] 予測される変化率: 47.62%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の2.55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: 100.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 47.62%",
"Volatility: [column_0] Volatility: high (standard deviation is 2.55 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 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 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 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
| 128 | 96 |
[
53,
75,
124,
129,
76,
130,
104,
158,
90,
92,
40,
62,
38,
30,
6,
7,
0,
1,
6,
2,
43,
23,
36,
44,
44,
70,
117,
125,
96,
71,
69,
199,
720,
1694,
697,
160,
89,
62,
23,
14,
1,
2,
11,
4,
5,
18,
49,
53,
93,
155,
128,
149,
202,
169,
149,
119,
190,
126,
78,
57,
81,
24,
22,
5,
10,
5,
0,
0,
0,
7,
35,
62,
103,
202,
280,
314,
364,
436,
326,
261,
146,
64,
60,
45,
29,
29,
14,
2,
2,
0,
2,
4,
31,
8,
14,
15,
8,
55,
107,
130,
42,
47,
19,
23,
49,
23,
27,
4,
5,
0,
4,
1,
1,
0,
4,
8,
32,
16,
44,
27,
36,
43,
122,
178,
67,
58,
74,
127
] |
[
104,
105,
58,
38,
23,
14,
1,
0,
0,
0,
4,
7,
35,
26,
19,
24,
15,
0,
0,
80,
32,
85,
76,
58,
148,
75,
99,
37,
23,
16,
6,
0,
3,
0,
2,
4,
34,
26,
33,
35,
68,
104,
204,
239,
92,
99,
123,
141,
94,
65,
68,
48,
29,
36,
7,
3,
3,
0,
4,
6,
34,
25,
81,
45,
81,
164,
194,
237,
101,
124,
141,
281,
899,
2273,
1060,
224,
113,
39,
31,
7,
0,
2,
3,
1,
4,
12,
20,
66,
62,
103,
136,
161,
198,
182,
208,
200
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 139.62%",
"予測される変化率: [カラム_0] 予測される変化率: 92.31%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の2.26倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 40個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 139.62%",
"Forecasted change rate: [column_0] Forecasted change rate: 92.31%",
"Volatility: [column_0] Volatility: high (standard deviation is 2.26 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 40",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 64 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 64."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
239,
218,
163,
131,
196,
174,
26,
34,
6,
1,
3,
2,
6,
13,
40,
67,
146,
241,
294,
377,
448,
374,
256,
199,
195,
98,
79,
53,
25,
40,
14,
1,
2,
1,
5,
3,
9,
49,
71,
47,
33,
55,
135,
109,
104,
76,
80,
89,
64,
46,
53,
22,
10,
6,
5,
2,
3,
1,
1,
7,
51,
35,
55,
36,
38,
72,
175,
172,
50,
104,
160,
140,
71,
49,
86,
50,
13,
16,
34,
10,
0,
0,
5,
0,
6,
18,
31,
34,
87,
113,
147,
168,
174,
246,
158,
219,
178,
200,
208,
99,
84,
50,
40,
18,
2,
0,
6,
5,
3,
12,
56,
90,
146,
273,
314,
381,
430,
368,
286,
203,
153,
100,
97,
68,
72,
29,
15,
4
] |
[
5,
3,
1,
6,
11,
40,
56,
38,
37,
68,
228,
185,
135,
99,
72,
121,
143,
80,
80,
58,
12,
22,
5,
0,
4,
2,
1,
14,
31,
38,
50,
43,
52,
94,
221,
232,
75,
80,
96,
173,
139,
96,
81,
54,
31,
15,
15,
1,
3,
2,
1,
8,
44,
36,
65,
67,
85,
106,
173,
187,
122,
95,
137,
125,
209,
89,
174,
67,
41,
22,
9,
0,
1,
1,
6,
3,
51,
38,
56,
34,
118,
64,
166,
220,
76,
84,
125,
112,
79,
76,
90,
59,
45,
35,
10,
1
] |
[
"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: -98.33%",
"予測される変化率: [カラム_0] 予測される変化率: -80.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.07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: -98.33%",
"Forecasted change rate: [column_0] Forecasted change rate: -80.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.07 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 24 では、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 24."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
0,
1,
3,
4,
36,
19,
38,
15,
21,
33,
72,
41,
41,
10,
28,
38,
69,
91,
77,
98,
77,
50,
38,
12,
3,
2,
2,
0,
8,
17,
24,
32,
96,
114,
99,
161,
108,
148,
232,
176,
67,
72,
114,
84,
67,
50,
31,
18,
6,
13,
0,
0,
4,
35,
42,
109,
153,
288,
297,
327,
276,
258,
198,
237,
168,
95,
87,
46,
27,
12,
4,
0,
0,
0,
1,
2,
39,
24,
29,
11,
57,
47,
107,
196,
120,
62,
95,
118,
111,
139,
84,
78,
19,
4,
2,
3,
0,
0,
3,
1,
41,
21,
25,
3,
17,
10,
16,
32,
21,
46,
29,
65,
71,
79,
52,
26,
28,
16,
4,
6,
2,
3,
1,
2,
19,
10,
9,
19,
22,
50,
153,
136,
83,
58,
42,
74,
77,
80,
27,
11,
3,
9,
5,
1,
3,
3,
2,
4,
38,
29,
42,
20,
65,
44,
129,
65,
23,
8,
19,
71,
83,
74,
62,
57,
51,
33,
11,
3,
1,
3,
6,
6,
31,
34,
48,
101,
65,
74,
177,
186,
119,
95,
80,
110,
124,
135,
140,
121,
115,
62,
15,
11,
8,
2,
4,
0,
6,
15,
33,
51,
94,
124,
188,
213,
341,
354,
236,
254,
192,
178,
258,
176,
102,
65,
44,
21,
12,
1,
5,
1,
2,
18,
45,
29,
82,
80,
189,
164,
166,
119,
67,
62,
61,
39,
28,
45,
43,
18,
10,
6,
3,
1,
4,
2,
23,
41,
67,
57,
33,
122,
249,
272,
113,
129,
170,
140
] |
[
163,
111,
89,
89,
23,
22,
15,
1,
0,
1,
1,
3,
59,
55,
78,
52,
86,
137,
317,
323,
137,
134,
92,
118,
173,
82,
97,
53,
62,
48,
12,
6,
0,
9,
1,
5,
22,
19,
26,
21,
41,
48,
164,
185,
120,
64,
58,
99,
116,
61,
60,
52,
35,
16,
3,
0,
1,
0,
4,
2,
42,
35,
43,
30,
27,
21,
137,
157,
77,
83,
66,
92,
79,
88,
82,
54,
45,
13,
4,
2,
2,
1,
8,
3,
44,
27,
52,
54,
67,
118,
221,
271,
219,
191,
151,
182
] |
[
"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: 13900.00%",
"予測される変化率: [カラム_0] 予測される変化率: 11.66%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.09倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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: 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: 13900.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 11.66%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.09 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 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 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 74 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 74."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
125,
127,
131,
147,
72,
69,
41,
11,
21,
11,
2,
0,
15,
61,
45,
70,
134,
186,
245,
277,
342,
238,
215,
168,
174,
109,
172,
79,
25,
12,
6,
2,
2,
2,
4,
3,
11,
17,
61,
106,
175,
210,
176,
349,
152,
256,
215,
174,
162,
102,
96,
66,
43,
22,
6,
8,
0,
2,
1,
12,
35,
34,
58,
57,
101,
121,
252,
271,
120,
67,
109,
126,
42,
42,
21,
2,
14,
13,
0,
0,
0,
0,
5,
2,
54,
57,
79,
68,
99,
122,
55,
97,
49,
89,
85,
146,
145,
91,
70,
60,
37,
15,
3,
1,
0,
1,
5,
6,
46,
50,
81,
58,
106,
130,
294,
289,
213,
169,
152,
164,
121,
118,
94,
50,
39,
17,
6,
0,
0,
0,
1,
3,
69,
29,
48,
38,
72,
70,
183,
163,
143,
85,
50,
99,
73,
47,
68,
43,
27,
20,
7,
6,
3,
1,
0,
1,
6,
9,
49,
47,
72,
140,
169,
229,
295,
290,
235,
214,
140,
138,
178,
116,
88,
38,
7,
17,
5,
1,
6,
0,
4,
3,
17,
19,
60,
111,
87,
142,
162,
123,
117,
104,
179,
136,
152,
101,
69,
63,
46,
6,
0,
2,
2,
2,
9,
25,
44,
64,
119,
149,
183,
276,
217,
171,
181,
160,
130,
39,
92,
33,
4,
11,
0,
0,
2,
1,
5,
14,
37,
89,
54,
32,
69,
194,
133,
123,
79,
86,
116,
102,
107,
66,
73,
17,
21,
10,
6,
6,
4,
1,
3,
18,
19,
33,
30,
16
] |
[
13,
118,
123,
62,
21,
30,
44,
42,
34,
45,
20,
31,
15,
9,
3,
5,
2,
2,
5,
42,
44,
63,
27,
43,
89,
112,
108,
99,
114,
63,
101,
92,
91,
99,
26,
76,
15,
10,
5,
1,
3,
5,
4,
37,
34,
54,
43,
65,
105,
238,
249,
161,
118,
127,
193,
169,
173,
219,
122,
38,
44,
9,
6,
2,
4,
1,
4,
41,
47,
72,
70,
99,
136,
236,
227,
134,
86,
78,
79,
100,
110,
111,
69,
103,
60,
27,
15,
14,
1,
3,
4,
10,
24,
26,
56,
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: -87.20%",
"予測される変化率: [カラム_0] 予測される変化率: 746.15%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.99倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -87.20%",
"Forecasted change rate: [column_0] Forecasted change rate: 746.15%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.99 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 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] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
106,
207,
235,
215,
344,
272,
296,
211,
257,
214,
147,
136,
51,
45,
22,
9,
4,
0,
0,
3,
16,
20,
52,
70,
52,
101,
100,
67,
89,
73,
47,
66,
33,
34,
77,
32,
15,
5,
4,
2,
3,
1,
3,
29,
22,
53,
48,
11,
59,
186,
144,
94,
84,
68,
79,
69,
68,
66,
41,
20,
24,
0,
0,
4,
2,
5,
0,
59,
31,
88,
38,
46,
81,
108,
157,
73,
82,
86,
126,
156,
112,
66,
37,
86,
22,
11,
2,
1,
3,
10,
4,
36,
43,
58,
56,
93,
71,
100,
35,
29,
43,
50,
83,
93,
46,
48,
112,
34,
17,
0,
0,
0,
1,
1,
2,
45,
33,
72,
39,
36,
131,
224,
206,
106,
73,
112,
129,
92,
101,
84,
61,
40,
15,
17,
11,
6,
4,
2,
3,
40,
38,
58,
62,
66,
114,
252,
220,
177,
133,
106,
178,
193,
196,
187,
152,
94,
52,
22,
9,
1,
3,
0,
2,
20,
30,
48,
51,
94,
109,
130,
131,
163,
140,
197,
316,
373,
331,
196,
210,
270,
93,
43,
25,
10,
1,
0,
5,
3,
15,
65,
80,
116,
192,
207,
246,
307,
246,
202,
22,
20,
15,
9,
17,
3,
7,
3,
3,
0,
0,
6,
1,
18,
45,
65,
60,
38,
87,
209,
185,
69,
118,
95,
98,
86,
92,
65,
44,
26,
47,
12,
2,
2,
0,
4,
9,
37,
16,
44,
32,
40,
77,
202,
113,
76,
36,
12,
26,
44,
60,
60,
50,
38,
10,
8,
0,
1,
0,
1,
1,
46,
45,
61,
32,
57,
126,
200,
177,
118,
71,
74,
157,
149,
134,
117,
69,
41,
11,
3,
3,
0,
1,
5,
3,
53,
49,
52,
47,
50,
59,
212,
214,
83,
135,
101,
157,
119,
115,
93,
86,
58,
17,
8,
0,
3,
1,
4,
4,
36,
36,
59,
16,
35,
30,
127,
55,
27,
22,
8,
20,
11,
67,
45,
47,
39,
10,
6,
2,
1,
2,
0,
1,
14,
26,
52,
20,
52,
21,
28,
32,
47,
36,
44,
57,
84,
35,
52,
16,
67,
21,
5,
1,
9,
5,
4,
0,
2,
4,
16,
25,
25,
77,
81,
145,
99,
154,
152,
164,
130,
152,
76,
48,
19,
13,
7,
3,
0,
4,
0,
7,
50,
29,
52,
39,
59,
75,
219,
176,
146,
155,
88,
175,
139,
120,
101,
70,
59,
31,
2,
2,
0,
1,
5,
4,
56,
32,
68,
45,
47,
52,
268,
303,
131,
95,
79,
110,
147,
123,
99,
107,
77,
21,
4,
0,
0,
1,
3,
2,
62,
34,
62,
32,
47,
109,
182,
206,
47,
35,
34,
57,
95,
83,
95,
60,
34,
19,
13,
3,
0,
0,
1,
1,
64,
61,
67,
54,
36,
80,
234,
276,
81,
90,
66,
84,
50,
77,
86,
35,
22,
13,
5,
5,
2,
4,
0,
5,
38,
36,
56,
49,
48,
96,
214,
200,
122,
96,
93,
113,
137,
95,
110,
132,
85,
33,
18,
2,
7,
1,
5,
1,
12,
17,
28,
109,
78,
130,
207,
219,
245,
259,
216,
283,
393
] |
[
336,
302,
194,
199,
115,
73,
15,
6,
41,
14,
2,
6,
12,
31,
53,
115,
129,
179,
175,
272,
244,
168,
14,
28,
75,
61,
48,
13,
23,
11,
8,
2,
1,
9,
3,
14,
40,
58,
31,
55,
79,
149,
129,
88,
122,
141,
126,
154,
127,
98,
112,
91,
27,
13,
6,
1,
3,
1,
0,
6,
17,
103,
52,
74,
136,
149,
85,
114,
112,
95,
116,
165,
97,
90,
34,
20,
17,
6,
2,
1,
0,
0,
0,
14,
49,
76,
58,
55,
94,
173,
184,
95,
148,
104,
142,
85
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 270.75%",
"予測される変化率: [カラム_0] 予測される変化率: -74.70%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.03倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 41個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の3番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 270.75%",
"Forecasted change rate: [column_0] Forecasted change rate: -74.70%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.03 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 41",
"First turning point: [column_0] First turning point: at data point 3 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
83,
116,
59,
25,
29,
5,
4,
2,
1,
1,
2,
45,
50,
89,
65,
116,
83,
250,
235,
167,
115,
109,
171,
124,
227,
154,
73,
25,
30,
5,
1,
1,
0,
2,
4,
51,
52,
77,
41,
32,
64,
165,
170,
130,
70,
79,
121,
167,
165,
137,
61,
36,
17,
9,
36,
0,
0,
0,
9,
7,
16,
28,
50,
51,
47,
64,
90,
116,
128,
106,
127,
125,
125,
78,
74,
61,
44,
20,
7,
2,
3,
5,
2,
1,
23,
30,
65,
127,
133,
216,
244,
303,
305,
337,
279,
191,
239,
260,
123,
67,
18,
10,
0,
0,
0,
2,
6,
47,
38,
68,
37,
85,
58,
226,
179,
36,
73,
91,
113,
137,
89,
83,
45,
18,
7,
15,
3,
1
] |
[
0,
1,
5,
55,
44,
77,
47,
80,
95,
296,
262,
146,
156,
161,
158,
142,
73,
100,
61,
24,
20,
7,
4,
0,
0,
5,
5,
57,
42,
68,
54,
29,
68,
224,
163,
121,
95,
102,
118,
88,
53,
114,
91,
33,
8,
11,
8,
3,
0,
0,
5,
58,
56,
53,
55,
89,
64,
267,
206,
142,
80,
137,
144,
161,
110,
116,
58,
29,
21,
18,
3,
1,
1,
0,
6,
62,
53,
57,
59,
54,
72,
236,
264,
163,
118,
170,
154,
173,
164,
171,
170,
110,
24,
5,
8,
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: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -98.80%",
"予測される変化率: [カラム_0] 予測される変化率: -100.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.96倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 44個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -98.80%",
"Forecasted change rate: [column_0] Forecasted change rate: -100.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.96 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 44",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 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
| 256 | 96 |
[
0,
5,
0,
13,
23,
40,
46,
96,
94,
138,
166,
206,
179,
215,
279,
354,
430,
291,
183,
229,
119,
55,
34,
2,
2,
3,
0,
3,
7,
27,
22,
70,
128,
160,
199,
168,
63,
90,
45,
58,
57,
49,
51,
12,
29,
4,
0,
0,
3,
0,
2,
15,
7,
27,
24,
68,
54,
83,
108,
109,
46,
78,
138,
125,
181,
105,
105,
44,
17,
23,
1,
2,
0,
1,
6,
50,
40,
98,
58,
94,
114,
222,
229,
107,
100,
118,
177,
92,
158,
174,
81,
71,
22,
8,
1,
0,
0,
1,
6,
43,
34,
60,
40,
95,
74,
282,
219,
98,
123,
90,
146,
191,
98,
193,
134,
39,
12,
8,
5,
10,
0,
3,
9,
54,
49,
74,
62,
61,
73,
201,
164,
99,
91,
93,
140,
189,
178,
182,
213,
94,
51,
24,
1,
4,
3,
0,
6,
35,
40,
61,
48,
99,
124,
179,
163,
76,
82,
82,
105,
189,
147,
163,
96,
95,
104,
26,
11,
2,
1,
4,
0,
11,
33,
46,
60,
99,
153,
167,
171,
226,
280,
248,
221,
269,
266,
310,
193,
144,
90,
33,
16,
5,
0,
0,
6,
6,
19,
74,
95,
165,
179,
201,
263,
357,
300,
209,
145,
145,
168,
328,
222,
164,
47,
34,
2,
9,
2,
0,
6,
17,
58,
75,
30,
21,
119,
146,
143,
56,
54,
63,
90,
72,
137,
154,
104,
14,
11,
6,
0,
2,
0,
5,
0,
21,
12,
38,
24,
8,
33,
31,
32,
41,
30,
60,
82,
81
] |
[
61,
83,
29,
11,
10,
4,
2,
0,
0,
4,
4,
25,
21,
50,
32,
44,
60,
163,
67,
12,
44,
54,
125,
196,
94,
99,
56,
33,
39,
6,
5,
1,
9,
5,
8,
47,
34,
57,
23,
114,
76,
162,
218,
131,
126,
119,
159,
115,
154,
86,
55,
32,
19,
13,
9,
8,
4,
3,
5,
41,
38,
65,
69,
39,
83,
149,
210,
109,
83,
88,
121,
70,
87,
94,
122,
77,
61,
49,
6,
17,
18,
5,
4,
8,
10,
53,
32,
84,
93,
112,
126,
123,
194,
208,
349,
301
] |
[
"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: 1520.00%",
"予測される変化率: [カラム_0] 予測される変化率: 393.44%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.99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: 1520.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 393.44%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.99 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 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 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 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 80."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
145,
161,
64,
106,
68,
22,
10,
3,
0,
1,
3,
4,
13,
21,
30,
79,
136,
125,
191,
249,
329,
178,
194,
148,
153,
137,
95,
33,
41,
21,
2,
0,
3,
1,
1,
43,
29,
47,
50,
49,
62,
247,
209,
124,
87,
126,
170,
123,
147,
136,
68,
36,
18,
9,
3,
1,
0,
1,
6,
55,
42,
81,
57,
79,
82,
271,
224,
130,
102,
104,
158,
144,
188,
159,
108,
61,
26,
26,
8,
2,
0,
1,
6,
55,
47,
63,
83,
58,
122,
235,
207,
132,
71,
88,
123,
116,
110,
105,
118,
64,
23,
20,
4,
0,
0,
6,
14,
63,
40,
72,
45,
98,
146,
361,
287,
178,
108,
116,
112,
155,
101,
183,
124,
56,
25,
8,
5,
0,
0,
9,
5,
33,
38,
56,
38,
40,
85,
214,
170,
85,
139,
153,
240,
282,
218,
195,
180,
107,
153,
78,
27,
12,
3,
3,
0,
18,
29,
31,
63,
102,
120,
132,
226,
188,
241,
179,
269,
275,
257,
296,
304,
256,
128,
45,
31,
13,
3,
1,
2,
13,
30,
39,
180,
192,
291,
313,
286,
316,
339,
399,
377,
205,
131,
63,
68,
53,
24,
2,
6,
0,
6,
0,
6,
21,
28,
64,
49,
56,
74,
261,
249,
120,
135,
109,
97,
118,
104,
63,
52,
49,
25,
8,
0,
8,
6,
2,
6,
48,
38,
66,
53,
66,
120,
191,
282,
138,
120,
127,
154,
162,
144,
137,
91,
52,
30,
7,
10,
0,
0,
5,
3,
54,
43,
72,
52,
52,
103,
227,
220,
125,
125,
133,
125,
132,
90,
276,
219,
109,
43,
18,
5,
11,
5,
4,
3,
30,
21,
22,
10,
28,
22,
117,
117,
81,
84,
99,
174,
91,
69,
57,
41,
39,
15,
6,
3,
1,
2,
6,
2,
29,
33,
42,
29,
40,
50,
159,
154,
187,
202,
162,
177,
213,
145,
108,
115,
57,
110,
69,
27,
5,
3,
6,
8,
12,
32,
34,
49,
109,
101,
167,
205,
248,
266,
232,
408,
482,
379,
282,
198,
153,
207,
53,
25,
8,
5,
10,
3,
5,
14,
36,
56,
107,
170,
203,
303,
309,
327,
344,
254,
265,
189,
197,
110,
62,
39,
36,
8,
0,
0,
5,
6,
51,
61,
64,
64,
47,
68,
156,
167,
69,
67,
46,
71,
61,
83,
241,
287,
102,
49,
26,
1,
0,
0,
0,
6,
42,
41,
44,
35,
48,
50,
131,
142,
93,
94,
49,
105,
121,
162,
203,
159,
97,
38,
12,
3,
3,
1,
2,
6,
48,
50,
52,
38,
86,
68,
183,
176,
131,
120,
101,
123,
125,
86,
89,
201,
91,
43,
11,
13,
3,
0,
6,
2,
48,
31,
68,
61,
109,
56,
193,
205,
152,
105,
111,
171,
180,
153,
163,
71,
70,
61,
10,
14,
4,
0,
4,
5,
47,
37,
65,
73,
65,
89,
212,
169,
156,
142,
145,
217,
204,
209,
318,
225,
174,
122,
58,
30,
7,
3,
6,
1,
16,
31,
21,
43,
95,
80,
70,
112,
211,
169,
111,
149,
141,
236,
149,
134,
117,
75,
47,
22,
5
] |
[
2,
1,
1,
7,
17,
38,
50,
78,
204,
207,
264,
302,
343,
259,
253,
252,
162,
175,
106,
30,
24,
15,
2,
2,
1,
1,
3,
28,
36,
67,
64,
113,
136,
174,
178,
82,
104,
82,
160,
104,
160,
203,
145,
98,
45,
38,
4,
5,
0,
1,
2,
17,
24,
29,
11,
39,
57,
196,
162,
128,
106,
129,
135,
150,
190,
274,
137,
81,
49,
12,
6,
0,
1,
1,
6,
42,
39,
71,
29,
45,
101,
248,
240,
170,
140,
191,
145,
101,
115,
174,
88,
42,
29,
20,
6,
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: -96.55%",
"予測される変化率: [カラム_0] 予測される変化率: -100.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.94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: 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13番目のデータポイント",
"ターニングポイントの方向: [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: -96.55%",
"Forecasted change rate: [column_0] Forecasted change rate: -100.00%",
"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: 30",
"First turning point: [column_0] First turning point: at data point 13 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 |
[
1,
0,
8,
8,
25,
81,
63,
77,
72,
229,
207,
156,
206,
272,
211,
232,
204,
154,
146,
133,
48,
41,
10,
3,
0,
0,
0,
10,
47,
35,
59,
74,
80,
217,
180,
125,
110,
105,
145,
217,
163,
238,
212,
158,
74,
35,
46,
2,
42,
1,
5,
10,
16,
34,
33,
52,
67,
64,
58,
36,
37,
24,
39,
111,
161,
206,
212,
144,
120,
33,
29,
18,
0,
3,
0,
19,
27,
24,
24,
68,
67,
33,
47,
39,
33,
36,
34,
79,
88,
255,
356,
217,
130,
47,
16,
9,
3,
5,
5,
5,
20,
34,
57,
44,
104,
75,
121,
97,
41,
35,
48,
90,
147,
203,
221,
70,
63,
40,
14,
2,
4,
0,
2,
9,
11,
22,
66,
81,
165,
104,
156,
160,
237,
252,
196,
165,
123,
107,
115,
92,
36,
24,
13,
1,
2,
2,
4,
10,
46,
37,
33,
108,
138,
152,
149,
147,
97,
82,
59,
93,
92,
231,
360,
228,
93,
52,
6,
6,
1,
0,
3,
12,
43,
50,
61,
69,
88,
94,
125,
117,
75,
21,
46,
191,
246,
227,
195,
125,
28,
25,
19,
8,
0,
5,
3,
5,
23,
39,
44,
108,
119,
202,
227,
229,
202,
187,
219,
271,
314,
457,
335,
228,
76,
46,
29,
1,
15,
5,
7,
5,
40,
39,
81,
126,
182,
218,
317,
271,
305,
254,
374,
570,
1201,
1670,
2553,
3683,
3707,
2277,
536,
244,
173,
18,
14,
5,
13,
52,
72,
106,
245,
255,
384,
354,
81,
170,
225,
221
] |
[
185,
111,
126,
60,
59,
6,
15,
0,
0,
0,
2,
3,
17,
11,
38,
33,
61,
106,
153,
170,
155,
177,
136,
160,
157,
160,
98,
28,
44,
16,
4,
2,
5,
12,
3,
11,
27,
54,
37,
68,
100,
237,
303,
371,
304,
305,
276,
221,
195,
244,
176,
70,
36,
21,
6,
1,
1,
6,
3,
15,
38,
78,
36,
61,
110,
252,
252,
234,
190,
209,
162,
161,
229,
305,
371,
140,
82,
27,
7,
0,
1,
2,
1,
7,
21,
53,
55,
61,
61,
130,
90,
89,
97,
110,
131,
133
] |
[
"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: 22000.00%",
"予測される変化率: [カラム_0] 予測される変化率: -28.11%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の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: 40個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 22000.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -28.11%",
"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: 40",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な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] ラグ 72 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 40 では、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 strong at lag 72.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 40."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
181,
361,
383,
190,
52,
50,
10,
2,
10,
2,
3,
5,
31,
56,
31,
115,
72,
133,
161,
55,
74,
69,
135,
159,
117,
349,
331,
230,
98,
52,
28,
10,
3,
5,
2,
6,
19,
33,
40,
65,
49,
57,
81,
70,
56,
126,
149,
249,
191,
344,
353,
365,
189,
7,
0,
0,
1,
0,
2,
21,
19,
35,
16,
23,
58,
125,
138,
43,
70,
70,
71,
52,
49,
99,
80,
35,
19,
6,
0,
3,
0,
0,
5,
20,
21,
21,
24,
50,
50,
139,
124,
69,
50,
78,
78,
73,
73,
64,
74,
42,
8,
8,
3,
0,
0,
0,
3,
17,
17,
34,
24,
130,
30,
72,
95,
62,
45,
49,
53,
81,
91,
114,
116,
83,
33,
8,
5,
0,
2,
4,
1,
7,
30,
23,
23,
52,
47,
62,
44,
34,
39,
35,
52,
115,
177,
147,
159,
170,
43,
22,
5,
4,
2,
5,
0,
1,
9,
17,
28,
58,
84,
87,
73,
98,
96,
106,
41,
17,
9,
1,
4,
1,
0,
0,
0,
2,
0,
1,
0,
1,
9,
13,
23,
23,
9,
80,
87,
37,
38,
39,
50,
52,
44,
39,
37,
33,
10,
8,
4,
0,
1,
0,
0,
23,
26,
51,
23,
35,
38,
144,
116,
59,
45,
27,
44,
71,
92,
113,
89,
45,
13,
12,
5,
1,
0,
0,
5,
20,
31,
38,
21,
18,
49,
69,
52,
15,
13,
18,
33,
40,
24,
87,
102,
73,
20,
8,
2,
0,
0,
0,
6,
16,
23,
27,
20,
11
] |
[
9,
32,
22,
23,
44,
42,
50,
52,
101,
161,
79,
59,
6,
6,
0,
1,
0,
4,
6,
16,
15,
27,
23,
37,
38,
57,
89,
39,
39,
41,
81,
98,
106,
152,
122,
104,
63,
24,
4,
2,
1,
1,
2,
6,
17,
24,
49,
47,
64,
74,
86,
115,
73,
101,
142,
128,
120,
186,
114,
47,
17,
15,
16,
0,
3,
0,
0,
4,
4,
5,
21,
24,
77,
74,
77,
73,
52,
68,
76,
60,
66,
39,
38,
26,
12,
14,
0,
2,
5,
0,
0,
16,
15,
24,
16,
20
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -93.92%",
"予測される変化率: [カラム_0] 予測される変化率: 122.22%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.23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: 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: -93.92%",
"Forecasted change rate: [column_0] Forecasted change rate: 122.22%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.23 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 upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 30 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 30.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
38,
132,
103,
54,
50,
38,
63,
77,
27,
51,
29,
33,
18,
0,
0,
0,
0,
5,
2,
16,
11,
17,
27,
14,
30,
94,
103,
77,
60,
49,
96,
79,
89,
124,
87,
46,
27,
2,
4,
0,
2,
5,
1,
16,
29,
39,
21,
29,
36,
139,
63,
23,
42,
33,
51,
43,
50,
118,
59,
27,
10,
2,
4,
7,
2,
1,
6,
19,
61,
63,
38,
30,
91,
218,
194,
160,
74,
128,
178,
123,
134,
185,
116,
80,
22,
15,
1,
2,
0,
2,
9,
60,
44,
72,
60,
72,
112,
202,
211,
147,
129,
146,
200,
152,
166,
177,
134,
129,
69,
28,
29,
10,
1,
3,
3,
19,
36,
49,
69,
98,
156,
118,
91,
140,
170,
159,
212,
177,
242,
227,
177,
119,
95,
55,
17,
11,
4,
2,
4,
2,
13,
40,
45,
85,
73,
46,
71,
191,
64,
102,
118,
68,
37,
58,
83,
46,
28,
13,
9,
2,
3,
2,
5,
16,
32,
60,
28,
43,
84,
211,
161,
85,
94,
120,
135,
138,
111,
93,
89,
42,
15,
15,
0,
0,
1,
0,
1,
57,
45,
75,
53,
36,
72,
249,
258,
134,
101,
117,
210,
199,
155,
200,
105,
64,
53,
41,
22,
2,
0,
1,
7,
68,
47,
73,
48,
47,
56,
214,
189,
81,
77,
66,
132,
184,
129,
232,
233,
112,
49,
18,
3,
1,
1,
3,
3,
45,
37,
69,
49,
44,
102,
228,
183,
112,
100,
95,
139,
131,
123,
144,
82,
79,
24,
6,
4,
1,
0,
2,
6,
45,
68,
94,
73,
78,
115,
218,
184,
113,
91,
104,
151,
164,
172,
194,
133,
162,
87,
31,
8,
1,
7,
0,
2,
13,
42,
39,
50,
106,
149,
170,
217,
285,
212,
202,
200,
203,
260,
309,
204,
213,
106,
49,
15,
10,
5,
0,
2,
7,
14,
35,
81,
210,
246,
297,
307,
263,
345,
274,
221,
289,
290,
300,
177,
96,
47,
40,
10,
0,
4,
1,
9,
33,
57,
95,
71,
62,
92,
263,
219,
116,
60,
46,
92,
106,
134,
274,
204,
157,
74,
12,
7,
1,
0,
3,
12,
50,
57,
137,
86,
60,
109,
208,
206,
99,
42,
75,
153,
143,
163,
244,
231,
93,
49,
19,
7,
1,
1,
6,
6,
45,
62,
67,
61,
52,
43,
172,
176,
70,
77,
72,
136,
186,
175,
193,
315,
88,
37,
9,
0,
1,
2,
0,
2,
64,
54,
79,
45,
57,
53,
246,
236,
101,
93,
134,
146,
145,
192,
218,
97,
84,
28,
21,
7,
0,
0,
0,
8,
40,
46,
55,
50,
40,
107,
180,
182,
176,
152,
109,
150,
123,
160,
304,
266,
166,
95,
41,
25,
8,
4,
2,
1,
9,
33,
49,
49,
80,
132,
133,
157,
152,
178,
184,
264,
296,
359,
451,
326,
256,
144,
69,
26,
9,
11,
0,
0,
6,
24,
40,
57,
127,
196,
193,
272,
303,
302,
261,
241,
220,
152,
169,
162,
91,
40,
15,
0,
9,
2,
1,
7,
42,
38,
62,
66,
66,
62,
270,
244,
115,
103,
81,
204,
175
] |
[
153,
195,
119,
117,
31,
13,
3,
1,
1,
0,
5,
45,
50,
56,
44,
47,
55,
212,
195,
105,
54,
90,
225,
192,
162,
190,
93,
106,
49,
21,
7,
1,
0,
1,
6,
34,
55,
62,
74,
41,
55,
193,
181,
85,
65,
68,
121,
150,
175,
207,
166,
106,
49,
14,
7,
2,
6,
2,
6,
70,
60,
71,
35,
58,
73,
162,
132,
102,
78,
82,
128,
153,
179,
198,
194,
167,
66,
17,
7,
3,
1,
2,
9,
39,
55,
76,
71,
73,
114,
216,
224,
147,
100,
121,
233,
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: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 360.53%",
"予測される変化率: [カラム_0] 予測される変化率: 70.59%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.91倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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: 360.53%",
"Forecasted change rate: [column_0] Forecasted change rate: 70.59%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.91 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 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 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
287,
289,
174,
211,
80,
27,
26,
3,
11,
4,
2,
10,
33,
43,
38,
122,
164,
150,
179,
212,
265,
221,
206,
252,
251,
275,
203,
168,
92,
43,
53,
11,
16,
1,
0,
8,
23,
54,
61,
142,
175,
220,
304,
296,
325,
291,
322,
265,
287,
305,
189,
150,
74,
51,
17,
2,
3,
1,
1,
6,
31,
40,
73,
112,
150,
245,
376,
291,
337,
257,
238,
216,
185,
165,
117,
78,
28,
13,
2,
2,
1,
1,
7,
24,
49,
68,
39,
59,
45,
133,
133,
73,
89,
72,
133,
160,
184,
180,
210,
95,
52,
8,
4,
1,
0,
1,
5,
79,
66,
85,
39,
52,
37,
129,
119,
70,
65,
76,
117,
109,
159,
218,
232,
102,
68,
14,
6,
2,
3,
2,
10,
55,
31,
26,
33,
29,
49,
126,
199,
71,
96,
69,
134,
141,
135,
152,
135,
59,
50,
18,
0,
0,
3,
2,
11,
48,
58,
57,
42,
82,
144,
233,
201,
125,
135,
101,
169,
154,
216,
294,
234,
118,
92,
60,
20,
1,
0,
2,
0,
18,
24,
43,
62,
138,
174,
134,
186,
151,
266,
322,
519,
596,
378,
346,
345,
500,
239,
103,
43,
20,
3,
4,
1,
7,
27,
83,
108,
107,
106,
114,
230,
188,
294,
399,
680,
597,
354,
262,
219,
286,
90,
29,
6,
1,
0,
0,
12,
44,
63,
67,
26,
18,
66,
163,
163,
106,
71,
90,
145,
177,
183,
159,
109,
63,
39,
13,
4,
2,
4,
0,
0,
21,
20,
36,
19,
38,
99,
203,
175,
61,
75,
128,
96,
154,
101,
145,
95,
87,
40,
24,
10,
3,
0,
1,
4,
35,
26,
36,
13,
30,
39,
155,
168,
72,
60,
117,
159,
123,
122,
106,
89,
40,
21,
6,
8,
2,
0,
1,
5,
56,
39,
68,
54,
79,
87,
223,
248,
153,
109,
99,
191,
123,
177,
144,
117,
47,
33,
10,
10,
8,
2,
0,
4,
48,
50,
55,
59,
46,
69,
182,
185,
120,
97,
115,
175,
170,
249,
250,
194,
145,
103,
71,
21,
17,
9,
2,
11,
32,
36,
52,
60,
103,
139,
160,
176,
264,
274,
229,
207,
283,
391,
442,
329,
203,
75,
52,
26,
7,
3,
1,
8,
17,
33,
53,
100,
112,
218,
291,
276,
268,
374,
357,
271,
251,
249,
231,
163,
90,
57,
17,
2,
5,
5,
3,
9,
18,
53,
80,
44,
101,
96,
236,
164,
21,
14,
24,
101,
143,
146,
130,
99,
62,
29,
9,
8,
0,
1,
4,
6,
40,
56,
72,
45,
51,
74,
218,
210,
178,
99,
94,
153,
179,
204,
166,
140,
91,
52,
8,
7,
7,
1,
7,
12,
45,
47,
72,
41,
33,
38,
192,
256,
126,
86,
114,
141,
179,
85,
20,
30,
16,
5,
1,
0,
0,
1,
3,
8,
36,
44,
49,
53,
84,
51,
195,
180,
127,
105,
52,
94,
86,
57,
64,
53,
30,
23,
0,
6,
0,
2,
0,
12,
40,
34,
51,
47,
92,
64,
188,
238,
138,
131,
125,
163,
236,
256,
158,
140,
142,
43,
38,
12,
11
] |
[
3,
0,
1,
10,
27,
40,
56,
118,
131,
122,
149,
190,
154,
209,
193,
175,
192,
106,
183,
107,
71,
33,
17,
10,
3,
7,
4,
9,
35,
68,
135,
206,
244,
275,
249,
199,
222,
219,
207,
144,
121,
88,
41,
26,
20,
7,
1,
2,
1,
2,
10,
37,
62,
84,
49,
57,
119,
309,
249,
151,
152,
153,
166,
179,
132,
139,
140,
64,
23,
6,
6,
4,
2,
4,
6,
50,
66,
73,
43,
77,
131,
223,
271,
187,
192,
197,
230,
285,
234,
110,
118,
103,
45,
17,
3,
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: -96.17%",
"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0.99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: 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: -96.17%",
"Forecasted change rate: [column_0] Forecasted change rate: 0.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.99 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 34",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
1,
1,
12,
65,
53,
96,
64,
91,
103,
294,
307,
175,
140,
162,
203,
299,
220,
164,
113,
106,
32,
9,
4,
0,
0,
1,
5,
52,
52,
86,
63,
103,
92,
279,
245,
189,
111,
176,
222,
224,
151,
151,
118,
85,
39,
18,
2,
0,
3,
0,
10,
41,
51,
79,
69,
78,
114,
241,
256,
200,
171,
188,
266,
226,
223,
274,
219,
167,
103,
41,
30,
1,
3,
0,
6,
13,
40,
54,
95,
146,
176,
126,
184,
316,
259,
12,
16,
71,
107,
42,
132,
74,
69,
47,
16,
17,
5,
2,
8,
12,
37,
67,
4061,
1141,
114,
96,
87,
50,
27,
22,
11,
36,
63,
57,
39,
13,
5,
10,
1,
0,
2,
0,
1,
13,
11,
15,
14,
16
] |
[
41,
78,
67,
65,
47,
79,
83,
53,
81,
26,
30,
10,
13,
1,
0,
0,
0,
2,
5,
39,
35,
59,
35,
75,
102,
241,
233,
151,
177,
138,
153,
156,
86,
87,
67,
48,
29,
8,
10,
0,
0,
1,
7,
38,
46,
56,
42,
76,
148,
263,
292,
184,
113,
142,
172,
148,
80,
140,
108,
68,
43,
23,
6,
3,
0,
5,
4,
37,
31,
34,
45,
88,
116,
298,
209,
185,
240,
208,
257,
194,
152,
128,
104,
66,
74,
26,
4,
2,
1,
0,
6,
7,
26,
52,
178,
138
] |
[
"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: 1500.00%",
"予測される変化率: [カラム_0] 予測される変化率: 236.59%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の2.67倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 43個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 1500.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 236.59%",
"Volatility: [column_0] Volatility: high (standard deviation is 2.67 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 43",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 28 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 44 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 28.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 44."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
154,
235,
266,
260,
319,
173,
254,
166,
247,
185,
132,
118,
55,
21,
28,
0,
7,
3,
1,
7,
29,
49,
63,
133,
181,
200,
203,
287,
265,
305,
301,
268,
243,
146,
156,
164,
89,
50,
15,
4,
4,
17,
6,
5,
14,
50,
77,
111,
211,
247,
444,
603,
548,
456,
376,
329,
306,
226,
199,
130,
61,
37,
13,
2,
0,
3,
6,
9,
11,
53,
80,
95,
186,
234,
223,
285,
289,
199,
218,
186,
123,
100,
78,
89,
56,
20,
20,
5,
5,
0,
3,
15,
46,
57,
30,
60,
83,
245,
224,
164,
95,
126,
183,
150,
95,
100,
87,
56,
35,
1,
5,
3,
5,
3,
5,
20,
56,
79,
48,
56,
116,
253,
242,
147,
138,
99,
189,
160,
116,
202,
136,
77,
40,
27,
21,
1,
5,
8,
4,
51,
45,
61,
48,
70,
105,
194,
232,
183,
95,
161,
217,
164,
186,
148,
107,
52,
26,
9,
2,
2,
0,
4,
0,
13,
19,
18,
9,
23,
45,
58,
30,
48,
37,
37,
51,
58,
85,
91,
105,
79,
63,
20,
7,
5,
4,
0,
5,
19,
19,
58,
65,
113,
172,
142,
202,
206,
264,
323,
354,
237,
242,
248,
229,
168,
101,
50,
37,
19,
8,
4,
1,
12,
28,
63,
88,
171,
196,
246,
353,
396,
333,
217,
257,
248,
149,
124,
86,
74,
57,
14,
6,
6,
5,
5,
3,
17,
33,
62,
48,
65,
93,
195,
222,
135,
147,
126,
152,
181,
43,
64,
78,
33,
12,
10,
1,
0
] |
[
7,
0,
3,
3,
10,
16,
50,
63,
115,
50,
107,
136,
55,
120,
135,
194,
95,
100,
49,
21,
20,
6,
0,
5,
0,
0,
5,
15,
16,
24,
13,
21,
51,
67,
64,
41,
30,
42,
46,
30,
45,
11,
29,
13,
2,
12,
7,
0,
4,
2,
2,
21,
36,
38,
26,
24,
27,
84,
89,
74,
67,
63,
91,
77,
79,
64,
44,
41,
23,
13,
11,
2,
1,
1,
8,
27,
44,
61,
44,
73,
71,
137,
117,
59,
69,
62,
146,
112,
107,
131,
105,
84,
37,
36,
8,
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: -100.00%",
"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1.07倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 42個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 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: -100.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -57.14%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.07 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 42",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 36 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 36.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 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 |
[
8,
0,
4,
18,
20,
19,
38,
86,
109,
120,
81,
140,
181,
166,
197,
199,
211,
144,
166,
137,
88,
48,
36,
6,
5,
1,
2,
4,
13,
46,
64,
99,
165,
282,
267,
238,
245,
232,
159,
164,
98,
94,
70,
58,
44,
3,
1,
2,
4,
0,
5,
33,
37,
50,
45,
55,
44,
206,
250,
77,
76,
89,
106,
101,
19,
24,
14,
3,
12,
1,
4,
0,
0,
2,
9,
34,
38,
50,
47,
30,
65,
153,
153,
42,
72,
53,
65,
76,
43,
44,
15,
22,
11,
5,
1,
5,
3,
1,
5,
27,
38,
70,
52,
89,
50,
167,
173,
112,
60,
67,
138,
92,
71,
65,
84,
47,
27,
7,
2,
0,
0,
1,
8,
38,
52,
54,
25,
62,
72,
168,
203,
75,
73,
113,
140,
119,
81,
64,
83,
52,
94,
25,
19,
0,
2,
2,
8,
33,
43,
51,
67,
70,
97,
200,
166,
104,
149,
114,
176,
148,
159,
128,
86,
103,
53,
41,
18,
6,
4,
1,
3,
21,
27,
39,
53,
121,
164,
109,
88,
61,
133,
109,
117,
152,
163,
91,
73,
174,
71,
21,
23,
22,
4,
0,
0,
4,
28,
47,
86,
84,
123,
174,
170,
131,
167,
156,
93,
60,
51,
70,
26,
8,
24,
8,
0,
2,
1,
0,
5,
13,
39,
34,
25,
26,
28,
171,
152,
39,
33,
74,
83,
71,
37,
25,
32,
26,
21,
4,
1,
0,
0,
0,
4,
31,
27,
34,
22,
58,
43,
148,
163,
75,
53,
90,
81,
77,
81,
87,
41,
35,
8,
7,
5,
3,
1,
4,
2,
34,
49,
66,
36,
42,
66,
150,
183,
114,
68,
127,
83,
82,
86,
90,
59,
33,
26,
12,
0,
0,
1,
2,
7,
36,
38,
48,
27,
72,
56,
215,
206,
103,
63,
87,
111,
79,
86,
42,
59,
30,
21,
7,
1,
4,
1,
0,
7,
27,
47,
32,
46,
62,
70,
190,
225,
118,
86,
68,
93,
136,
125,
112,
108,
89,
36,
28,
18,
6,
1,
0,
6,
11,
11,
23,
48,
82,
144,
188,
222,
154,
203,
262,
188,
175,
196,
169,
145,
112,
71,
20,
25,
6,
2,
6,
4,
6,
12,
24,
46,
115,
158,
206,
295,
320,
376,
190,
158,
149,
170,
95,
74,
44,
11,
13,
4,
1,
0,
3,
3,
34,
26,
32,
40,
51,
54,
217,
240,
104,
103,
116,
95,
85,
48,
51,
44,
33,
19,
7,
1,
0,
0,
1,
8,
28,
39,
44,
36,
20,
60,
198,
250,
105,
117,
84,
133,
71,
38,
64,
50,
29,
30,
16,
5,
1,
1,
1,
11,
32,
49,
47,
24,
36,
30,
148,
203,
83,
63,
66,
94,
84,
34,
56,
59,
26,
24,
3,
2,
5,
4,
0,
6,
24,
30,
37,
36,
37,
57,
134,
216,
146,
84,
102,
150,
145,
64,
77,
49,
54,
39,
8,
4,
3,
1,
1,
2,
22,
48,
40,
31,
33,
68,
154,
153,
66,
65,
82,
135,
130,
111,
141,
150,
74,
45,
19,
8,
3,
5,
10,
4,
23,
42,
39,
65,
95
] |
[
153,
195,
188,
188,
229,
341,
181,
212,
188,
181,
164,
92,
72,
40,
26,
6,
0,
0,
0,
6,
23,
84,
71,
110,
211,
282,
181,
186,
199,
288,
213,
146,
132,
63,
58,
32,
27,
8,
7,
4,
0,
0,
9,
14,
46,
55,
38,
36,
74,
211,
215,
129,
103,
105,
100,
84,
54,
88,
34,
44,
28,
2,
5,
0,
0,
5,
4,
34,
33,
69,
33,
44,
47,
180,
169,
111,
76,
110,
159,
96,
87,
53,
67,
30,
12,
5,
0,
0,
4,
4,
7,
32,
36,
71,
32,
79
] |
[
"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: 1087.50%",
"予測される変化率: [カラム_0] 予測される変化率: -48.37%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.97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2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 1087.50%",
"Forecasted change rate: [column_0] Forecasted change rate: -48.37%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.97 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 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 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
54,
205,
107,
48,
81,
54,
103,
98,
78,
103,
67,
38,
17,
7,
5,
1,
3,
0,
10,
49,
35,
50,
26,
30,
24,
140,
167,
92,
80,
65,
107,
70,
55,
63,
59,
47,
14,
9,
1,
0,
0,
2,
9,
33,
33,
69,
62,
38,
57,
273,
170,
102,
84,
98,
96,
125,
107,
94,
99,
70,
40,
34,
4,
3,
2,
3,
10,
10,
23,
33,
65,
101,
151,
159,
194,
153,
114,
162,
163,
132,
158,
98,
111,
54,
26,
14,
6,
0,
0,
3,
2,
5,
19,
35,
54,
81,
146,
193,
95,
47,
87,
109,
57,
156,
100,
52,
59,
29,
12,
12,
0,
3,
6,
0,
4,
37,
45,
50,
36,
37,
49,
199,
206,
83,
106,
96,
120,
78,
61,
39,
26,
50,
19,
6,
0,
0,
0,
0,
7,
14,
24,
29,
24,
18,
29,
98,
86,
54,
37,
50,
65,
70,
23,
23,
24,
9,
9,
1,
0,
1,
0,
2,
7,
27,
21,
42,
19,
40,
19,
138,
150,
76,
52,
43,
106,
71,
48,
36,
59,
66,
10,
4,
2,
0,
2,
1,
10,
36,
30,
45,
28,
27,
37,
136,
140,
43,
47,
69,
59,
67,
49,
52,
40,
23,
12,
8,
0,
5,
0,
0,
7,
35,
25,
45,
29,
34,
92,
145,
123,
85,
91,
64,
101,
56,
79,
74,
59,
79,
39,
32,
4,
3,
2,
1,
7,
19,
22,
34,
53,
91,
80,
124,
167,
170,
114,
155,
183,
166,
173,
137,
67,
140,
63,
38,
7,
5,
1,
0,
2,
9,
23,
34,
58,
84,
106,
162,
197,
209,
247,
197,
176,
125,
61,
75,
50,
34,
6,
4,
3,
0,
1,
0,
7,
33,
44,
68,
29,
17,
42,
187,
161,
87,
67,
41,
65,
75,
73,
31,
39,
6,
6,
5,
1,
0,
1,
1,
2,
15,
25,
26,
45,
16,
23,
110,
103,
43,
25,
40,
71,
69,
51,
47,
41,
33,
11,
6,
0,
2,
5,
5,
12,
40,
59,
63,
39,
37,
113,
150,
177,
89,
59,
55,
75,
79,
47,
77,
37,
31,
18,
0,
2,
7,
1,
1,
5,
29,
27,
48,
40,
22,
51,
152,
187,
57,
21,
24,
49,
54,
46,
41,
25,
7,
11,
4,
0,
1,
0,
0,
6,
15,
32,
44,
36,
61,
70,
220,
138,
102,
85,
104,
98,
116,
67,
84,
61,
58,
117,
61,
41,
4,
11,
1,
7,
7,
21,
21,
68,
72,
110,
149,
152,
205,
263,
169,
197,
131,
140,
118,
54,
137,
50,
50,
35,
8,
4,
5,
4,
3,
21,
28,
155,
521,
539,
537,
551,
573,
516,
364,
232,
138,
104,
112,
50,
44,
22,
17,
6,
6,
2,
5,
1,
3,
11,
42,
46,
95,
122,
141,
146,
162,
105,
120,
80,
80,
101,
71,
42,
12,
25,
19,
1,
6,
1,
0,
6,
9,
44,
51,
35,
28,
55,
118,
132,
141,
36,
47,
88,
81,
43,
60,
34,
23,
16,
14,
4,
3,
1,
6,
5,
34,
47,
59,
32,
43,
51,
152,
230,
102,
62,
79,
110,
109
] |
[
59,
72,
115,
23,
34,
8,
1,
0,
0,
1,
5,
28,
30,
58,
34,
24,
84,
146,
140,
81,
69,
70,
126,
69,
71,
59,
40,
24,
17,
13,
0,
0,
0,
1,
4,
31,
40,
60,
48,
40,
69,
159,
151,
92,
98,
85,
140,
79,
117,
69,
47,
85,
41,
14,
38,
1,
0,
2,
3,
8,
17,
44,
56,
67,
90,
71,
138,
143,
156,
189,
108,
153,
115,
104,
73,
67,
44,
46,
7,
0,
0,
0,
1,
5,
12,
37,
62,
119,
133,
191,
247,
271,
157,
154,
119,
139
] |
[
"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: 101.85%",
"予測される変化率: [カラム_0] 予測される変化率: 135.59%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.16倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 34個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 101.85%",
"Forecasted change rate: [column_0] Forecasted change rate: 135.59%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.16 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 34",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 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 |
[
144,
77,
81,
44,
31,
15,
6,
3,
0,
1,
6,
31,
32,
74,
31,
37,
64,
177,
168,
71,
51,
63,
119,
80,
49,
49,
44,
25,
22,
5,
15,
4,
0,
0,
1,
41,
35,
51,
43,
39,
48,
174,
186,
51,
65,
67,
100,
73,
73,
58,
31,
20,
17,
11,
6,
2,
0,
0,
8,
46,
32,
49,
18,
40,
110,
203,
120,
77,
59,
189,
164,
103,
87,
80,
26,
33,
20,
10,
7,
0,
0,
1,
5,
27,
58,
41,
42,
36,
64,
151,
186,
78,
161,
102,
80,
80,
52,
59,
48,
26,
36,
6,
0,
0,
1,
0,
4,
26,
31,
60,
24,
74,
53,
143,
102,
65,
61,
47,
98,
107,
79,
70,
71,
29,
13,
16,
2,
1,
0,
2,
2,
5,
7,
40,
28,
126,
92,
81,
61,
89,
107,
96,
104,
165,
125,
110,
102,
118,
61,
16,
11,
1,
5,
0,
1,
6,
24,
37,
59,
56,
157,
117,
167,
134,
202,
146,
128,
167,
151,
47,
26,
26,
21,
6,
3,
9,
0,
1,
11,
15,
28,
62,
57,
82,
74,
172,
218,
75,
123,
78,
96,
96,
84,
81,
67,
42,
35,
15,
2,
0,
2,
0,
5,
38,
44,
47,
37,
39,
59,
154,
120,
94,
50,
51,
107,
49,
73,
55,
45,
54,
19,
9,
2,
1,
0,
0,
12,
33,
50,
56,
66,
77,
94,
214,
269,
94,
88,
87,
113,
113,
77,
45,
131,
29,
18,
5,
0,
0,
6,
0,
1,
47,
45,
99,
58,
43
] |
[
133,
140,
163,
90,
85,
39,
50,
78,
33,
19,
48,
23,
22,
8,
5,
0,
0,
6,
10,
35,
31,
50,
29,
45,
38,
134,
148,
78,
133,
204,
468,
1060,
2373,
1745,
417,
99,
54,
18,
6,
8,
1,
2,
3,
9,
16,
35,
34,
51,
94,
158,
169,
176,
218,
466,
1110,
2163,
3203,
1944,
410,
113,
26,
55,
12,
8,
14,
2,
0,
6,
17,
48,
58,
125,
185,
148,
124,
162,
265,
471,
953,
1662,
2508,
1313,
175,
71,
91,
50,
43,
15,
6,
0,
8,
33,
50,
69,
60,
57
] |
[
"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: -70.14%",
"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2.81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: -70.14%",
"Forecasted change rate: [column_0] Forecasted change rate: -57.14%",
"Volatility: [column_0] Volatility: high (standard deviation is 2.81 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 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 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
80,
178,
78,
18,
45,
105,
105,
51,
39,
61,
30,
17,
4,
10,
0,
0,
0,
0,
9,
29,
32,
72,
22,
67,
57,
239,
195,
126,
120,
99,
108,
117,
72,
46,
47,
34,
15,
7,
1,
2,
5,
0,
6,
31,
22,
56,
40,
70,
100,
194,
193,
107,
100,
122,
144,
125,
107,
89,
69,
32,
18,
9,
2,
0,
1,
1,
4,
34,
41,
51,
39,
35,
135,
223,
282,
144,
128,
92,
135,
88,
59,
72,
62,
34,
17,
9,
6,
1,
5,
0,
6,
30,
28,
60,
44,
45,
81,
154,
243,
161,
175,
132,
211,
264,
471,
144,
125,
48,
52,
41,
15,
10,
2,
1,
9,
2,
29,
38,
42,
76,
135,
131,
149,
149,
171,
232,
224,
240,
225,
183,
122,
51,
36,
27,
5,
2,
1,
6,
3,
1,
27,
49,
86,
212,
270,
303,
281,
281,
343,
272,
151,
178,
154,
75,
42,
60,
16,
10,
1,
1,
2,
1,
3,
10,
41,
62,
24,
45,
147,
244,
217,
168,
125,
146,
126,
112,
69,
68,
65,
37,
27,
12,
5,
7,
2,
7,
8,
34,
22,
53,
58,
83,
72,
203,
199,
144,
93,
141,
156,
106,
97,
85,
37,
39,
24,
16,
2,
0,
0,
0,
12,
27,
46,
41,
31,
55,
78,
180,
246,
173,
151,
140,
105,
85,
108,
58,
65,
37,
18,
9,
3,
0,
5,
0,
6,
23,
39,
46,
30,
42,
81,
117,
91,
71,
53,
85,
107,
97,
58,
32,
36,
28,
25,
9,
3,
5,
1,
1,
1,
16,
20,
29,
50,
42,
77,
134,
120,
151,
93,
126,
151,
169,
295,
110,
60,
70,
35,
6,
3,
5,
0,
7,
2,
9,
16,
46,
44,
75,
115,
124,
137,
155,
161,
141,
156,
142,
140,
130,
83,
56,
32,
28,
5,
0,
1,
0,
1,
2,
21,
33,
43,
65,
137,
147,
112,
82,
92,
79,
98,
46,
41,
38,
32,
20,
9,
2,
2,
4,
0,
3,
3,
28,
33,
51,
36,
37,
45,
111,
86,
83,
47,
62,
89,
79,
62,
17,
22,
16,
8,
7,
1,
2,
0,
0,
11,
25,
39,
64,
32,
26,
48,
55,
42,
79,
40,
70,
107,
117,
61,
66,
47,
30,
15,
11,
9,
9,
0,
0,
3,
19,
23,
32,
15,
10,
13,
86,
62,
26,
53,
54,
52,
97,
69,
72,
26,
14,
20,
0,
7,
0,
0,
0,
8,
19,
36,
41,
40,
16,
6,
92,
12,
36,
21,
61,
74,
53,
73,
42,
31,
24,
18,
7,
2,
5,
1,
1,
4,
23,
37,
77,
29,
35,
51,
149,
173,
147,
103,
115,
112,
178,
168,
83,
43,
45,
42,
14,
7,
0,
0,
8,
2,
9,
26,
38,
46,
50,
66,
81,
94,
54,
65,
130,
126,
108,
144,
55,
51,
21,
21,
27,
6,
2,
7,
3,
5,
2,
29,
27,
73,
132,
163,
118,
107,
69,
43,
63,
100,
173,
88,
59,
50,
22,
12,
1,
3,
1,
0,
2,
9,
8,
43,
51,
25,
37,
61,
138,
115,
70,
57,
89,
108,
69
] |
[
75,
58,
55,
25,
16,
11,
2,
0,
0,
1,
5,
35,
41,
50,
11,
21,
130,
159,
156,
77,
45,
76,
95,
35,
46,
45,
43,
26,
10,
4,
2,
0,
0,
0,
4,
26,
58,
66,
64,
34,
45,
103,
146,
57,
54,
56,
59,
80,
61,
53,
30,
29,
12,
4,
4,
3,
0,
0,
3,
24,
54,
48,
30,
50,
53,
170,
128,
48,
39,
46,
81,
65,
48,
11,
15,
9,
7,
5,
0,
4,
0,
2,
4,
30,
51,
57,
51,
38,
55,
174,
150,
97,
115,
124,
108,
213
] |
[
"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: -13.75%",
"予測される変化率: [カラム_0] 予測される変化率: 184.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.04倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 29個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -13.75%",
"Forecasted change rate: [column_0] Forecasted change rate: 184.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.04 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 29",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 94."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
232,
116,
99,
89,
65,
25,
5,
0,
1,
5,
4,
8,
16,
20,
33,
61,
44,
49,
58,
101,
99,
142,
116,
165,
148,
130,
63,
116,
72,
33,
8,
8,
7,
3,
2,
17,
16,
79,
85,
111,
194,
181,
193,
231,
230,
268,
189,
129,
92,
61,
52,
26,
26,
12,
3,
0,
1,
0,
9,
40,
40,
52,
43,
43,
71,
206,
210,
79,
55,
57,
123,
133,
68,
48,
48,
19,
6,
10,
0,
0,
7,
1,
7,
43,
64,
74,
49,
41,
93,
149,
72,
58,
30,
51,
61,
43,
27,
29,
20,
12,
5,
3,
2,
0,
1,
0,
3,
30,
45,
45,
16,
12,
20,
68,
74,
57,
49,
59,
59,
42,
37,
32,
7,
16,
4,
4,
1,
2,
0,
0,
3,
26,
65,
42,
24,
36,
33,
43,
34,
26,
35,
25,
19,
11,
8,
5,
9,
5,
5,
1,
1,
2,
0,
0,
2,
45,
52,
34,
17,
33,
69,
98,
85,
60,
33,
36,
49,
30,
44,
26,
18,
33,
11,
6,
1,
2,
0,
0,
1,
2,
16,
6,
24,
33,
34,
50,
37,
45,
53,
53,
71,
77,
68,
43,
39,
54,
25,
19,
3,
1,
0,
3,
0,
1,
10,
17,
20,
60,
29,
4,
30,
53,
54,
78,
72,
39,
32,
18,
27,
19,
8,
0,
0,
0,
4,
2,
2,
12,
30,
41,
17,
18,
26,
60,
37,
24,
11,
14,
26,
51,
35,
24,
22,
10,
10,
0,
0,
0,
2,
1,
2,
26,
81,
93,
36,
10
] |
[
27,
76,
78,
25,
51,
32,
46,
59,
37,
23,
29,
19,
9,
4,
4,
0,
1,
1,
3,
19,
38,
33,
22,
21,
28,
91,
82,
31,
42,
33,
40,
97,
49,
24,
36,
20,
6,
2,
0,
0,
0,
0,
4,
24,
23,
28,
16,
21,
18,
70,
30,
16,
40,
22,
69,
41,
37,
28,
15,
12,
5,
2,
1,
0,
1,
0,
2,
35,
49,
48,
23,
25,
31,
72,
72,
76,
28,
28,
48,
78,
47,
46,
21,
67,
24,
11,
3,
0,
0,
0,
2,
4,
9,
13,
26,
29
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -95.69%",
"予測される変化率: [カラム_0] 予測される変化率: 7.41%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.15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: 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: -95.69%",
"Forecasted change rate: [column_0] Forecasted change rate: 7.41%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.15 times the mean)",
"Trend: [column_0] Trend continuation: downward trend continues",
"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 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 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 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
34,
48,
60,
72,
54,
47,
35,
63,
40,
51,
14,
32,
14,
17,
6,
2,
0,
0,
0,
2,
15,
8,
43,
45,
83,
74,
101,
93,
102,
104,
80,
57,
40,
35,
21,
20,
5,
3,
2,
1,
1,
1,
5,
15,
20,
50,
29,
20,
20,
97,
65,
57,
44,
37,
56,
43,
26,
32,
22,
12,
9,
2,
0,
0,
0,
0,
4,
10,
32,
32,
9,
6,
20,
22,
32,
25,
16,
21,
32,
22,
16,
18,
6,
11,
11,
3,
0,
0,
0,
0,
2,
11,
32,
29,
17,
8,
25,
29,
36,
41,
38,
33,
25,
23,
13,
31,
21,
13,
7,
2,
0,
0,
0,
0,
1,
17,
10,
13,
8,
30,
9,
39,
45,
23,
31,
10,
17,
19,
24,
18,
6,
15,
13,
0,
0,
0,
0,
0,
1,
18,
15,
22,
6,
5,
9,
17,
22,
20,
28,
16,
7,
14,
14,
13,
5,
5,
7,
1,
1,
0,
0,
0,
1,
3,
6,
9,
11,
19,
21,
19,
49,
28,
48,
54,
54,
34,
53,
37,
36,
47,
6,
6,
5,
0,
3,
1,
0,
1,
7,
12,
30,
30,
49,
49,
44,
109,
70,
70,
49,
43,
40,
17,
19,
13,
14,
7,
0,
0,
0,
0,
2,
13,
20,
12,
12,
15,
4,
27,
32,
11,
29,
15,
23,
17,
16,
5,
8,
4,
2,
1,
0,
1,
0,
0,
4,
27,
26,
20,
7,
9,
15,
34,
32,
38,
23,
23,
26,
34,
18,
11,
11,
4,
1,
1,
0,
0,
0,
0,
3,
19,
26,
19,
15,
27,
28,
35,
40,
30,
52,
2,
4,
15,
10,
16,
15,
10,
7,
0,
0,
0,
0,
0,
2,
23,
25,
31,
10,
18,
13,
51,
23,
27,
34,
5,
23,
18,
18,
20,
17,
6,
1,
0,
2,
0,
0,
0,
2,
34,
13,
24,
17,
25,
12,
45,
32,
56,
50,
25,
35,
44,
30,
32,
27,
34,
15,
1,
5,
0,
0,
0,
1,
2,
7,
10,
14,
30,
31,
19,
37,
37,
38,
38,
38,
49,
47,
24,
26,
11,
15,
4,
4,
0,
0,
0,
0,
0,
4,
4,
15,
7,
22,
31,
16,
22,
31,
21,
19,
26,
19,
11,
7,
8,
2,
1,
0,
1,
0,
0,
5,
13,
19,
17,
5,
16,
11,
33,
29,
40,
42,
9,
31,
26,
22,
9,
13,
1,
4,
1,
0,
0,
0,
0,
3,
22,
32,
17,
6,
30,
36,
44,
25,
54,
48,
9,
11,
10,
15,
14,
5,
4,
7,
1,
0,
0,
0,
0,
4,
34,
26,
59,
51,
26,
20,
34,
17,
12,
45,
17,
18,
20,
18,
23,
2,
4,
4,
1,
1,
0,
0,
0,
5,
16,
85,
30,
105,
171,
32,
53,
56,
39,
20,
30,
28,
29,
17,
11,
13,
14,
4,
2,
4,
1,
0,
0,
3,
19,
36,
10,
10,
16,
13,
28,
51,
25,
17,
25,
37,
36,
35,
26,
29,
24,
5,
1,
6,
0,
0,
0,
3,
2,
7,
11,
11,
17,
17,
23,
30,
30,
33,
22,
45,
49
] |
[
37,
38,
62,
25,
13,
18,
1,
1,
0,
0,
0,
1,
2,
9,
6,
7,
36,
30,
47,
55,
48,
33,
52,
32,
20,
35,
17,
9,
4,
5,
0,
0,
0,
0,
1,
27,
45,
27,
17,
32,
20,
61,
38,
48,
48,
9,
20,
20,
9,
7,
10,
1,
1,
2,
0,
0,
0,
0,
3,
27,
28,
17,
15,
20,
8,
42,
45,
32,
35,
1,
7,
2,
11,
7,
4,
6,
1,
2,
0,
0,
1,
0,
2,
33,
47,
44,
25,
21,
26,
32,
15,
24,
24,
4,
9,
16
] |
[
"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: 44.12%",
"予測される変化率: [カラム_0] 予測される変化率: -56.76%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.03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: 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: 44.12%",
"Forecasted change rate: [column_0] Forecasted change rate: -56.76%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.03 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 47",
"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 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 94."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
14,
15,
18,
11,
7,
2,
0,
0,
0,
0,
0,
30,
29,
27,
41,
10,
17,
40,
34,
52,
18,
3,
17,
19,
7,
3,
2,
3,
8,
0,
1,
0,
0,
0,
0,
35,
24,
26,
24,
18,
39,
27,
56,
21,
32,
7,
7,
19,
16,
5,
3,
12,
5,
2,
1,
0,
1,
0,
0,
0,
17,
7,
18,
41,
21,
26,
34,
45,
25,
16,
26,
39,
32,
40,
24,
14,
18,
4,
6,
5,
1,
0,
0,
0,
7,
14,
24,
32,
27,
48,
42,
45,
41,
67,
42,
33,
24,
17,
9,
10,
5,
0,
1,
1,
0,
0,
2,
22,
33,
70,
49,
14,
23,
35,
27,
21,
47,
23,
24,
29,
29,
20,
15,
6,
1,
3,
0,
0,
0,
1,
2,
24,
34,
36,
22,
9,
15,
34,
84,
17,
33,
22,
33,
33,
21,
12,
9,
11,
6,
7,
2,
0,
1,
2,
1,
37,
18,
34,
15,
20,
19,
28,
23,
14,
31,
3,
18,
54,
13,
6,
9,
12,
7,
1,
0,
1,
0,
0,
0,
30,
21,
19,
23,
12,
20,
23,
52,
44,
21,
22,
21,
28,
13,
9,
12,
7,
8,
3,
1,
0,
1,
0,
3,
9,
28,
14,
20,
29,
36,
64,
41,
12,
8,
4,
5,
30,
26,
15,
16,
18,
2,
5,
3,
0,
0,
1,
1,
0,
2,
6,
8,
4,
12,
26,
22,
30,
19,
9,
28,
40,
35,
19,
14,
29,
12,
11,
4,
0,
4,
0,
0,
14,
13,
9,
12,
23,
21,
59,
40,
68,
88,
56,
45,
19,
20,
9,
16,
10,
2,
2,
1,
0,
1,
0,
11,
27,
200,
62,
80,
43,
23,
51,
23,
64,
11,
4,
2,
5,
78,
162,
4,
17,
1,
93,
8,
43,
33,
1,
97,
72,
1163,
266,
138,
60,
25,
11,
36,
83,
2,
2,
4,
3,
0,
2,
2,
0,
0,
0,
0,
0,
0,
0,
0,
4,
37,
21,
43,
48,
33,
90,
39,
65,
1,
1,
2,
2,
0,
0,
2,
1,
0,
1,
0,
0,
0,
0,
0,
1,
16,
35,
21,
40,
24,
7,
55,
159,
32,
2,
1,
0,
4,
1,
0,
1,
1,
0,
0,
0,
0,
0,
0,
2,
36,
19,
18,
13,
87,
150,
179,
197,
8,
18,
19,
18,
13,
11,
12,
10,
3,
4,
1,
0,
0,
1,
0,
0,
3,
5,
6,
10,
13,
20,
15,
22,
16,
21,
18,
12,
20,
18,
17,
12,
6,
4,
1,
0,
2,
1,
0,
1,
0,
6,
6,
13,
23,
18,
11,
34,
20,
11,
19,
16,
5,
3,
4,
2,
0,
0,
0,
1,
0,
0,
0,
0,
41,
28,
14,
13,
7,
11,
18,
13,
10,
6,
17,
14,
3,
2,
3,
1,
1,
0,
0,
0,
0,
0,
1,
7,
15,
23,
12,
27,
6,
28,
32,
23,
13,
10,
17,
6,
4,
9,
3,
2,
1,
0,
0,
0,
0,
0,
1,
6,
11,
19,
10,
16,
14,
19,
56,
13,
4,
12,
20,
28,
11,
6,
3,
3,
1,
0,
0,
0
] |
[
0,
0,
0,
14,
76,
23,
40,
40,
25,
28,
46,
57,
17,
12,
19,
16,
17,
7,
3,
7,
2,
1,
0,
1,
1,
0,
0,
1,
6,
7,
17,
11,
11,
23,
17,
25,
21,
18,
12,
13,
7,
4,
8,
7,
3,
0,
0,
1,
0,
0,
0,
2,
2,
5,
6,
12,
7,
7,
16,
6,
6,
4,
10,
16,
7,
7,
8,
8,
3,
1,
0,
0,
0,
0,
0,
2,
4,
7,
14,
20,
30,
29,
28,
28,
25,
29,
20,
16,
9,
7,
6,
0,
4,
0,
0,
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: -100.00%",
"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2.80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: -100.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -100.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 2.80 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 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 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] 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 44.",
"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 |
[
0,
0,
25,
21,
28,
13,
24,
20,
47,
69,
67,
183,
15,
21,
16,
12,
11,
3,
5,
1,
1,
0,
0,
0,
0,
0,
6,
61,
29,
37,
40,
57,
33,
51,
35,
34,
5,
14,
15,
10,
6,
6,
2,
2,
1,
1,
1,
0,
0,
0,
19,
68,
31,
12,
23,
31,
57,
79,
100,
60,
15,
15,
6,
21,
7,
8,
12,
1,
1,
0,
0,
0,
0,
0,
17,
105,
88,
105,
65,
85,
55,
166,
72,
29,
17,
6,
4,
2,
3,
1,
0,
1,
0,
0,
0,
0,
0,
0,
1,
73,
36,
66,
22,
38,
108,
62,
14,
2,
10,
7,
9,
10,
8,
4,
1,
0,
2,
0,
0,
0,
1,
0,
5,
15,
2,
25,
41,
22,
9,
8,
6,
18,
18,
31,
36,
12,
9,
9,
21,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
6,
3,
6,
17,
15,
13,
10,
5,
16,
12,
23,
6,
0,
1,
0,
0,
0,
0,
0,
0,
0,
3,
13,
82,
19,
22,
23,
52,
48,
20,
18,
23,
28,
29,
18,
27,
18,
23,
1,
5,
0,
1,
1,
0,
0,
14,
18,
29,
21,
16,
20,
53,
47,
40,
36,
22,
24,
44,
39,
27,
19,
13,
10,
4,
1,
0,
0,
0,
3,
14,
15,
28,
23,
26,
27,
70,
56,
24,
30,
23,
21,
21,
29,
12,
9,
1,
1,
2,
2,
1,
1,
0,
2,
16,
34,
40,
20,
19,
15,
45,
70,
46,
26,
18,
33,
30,
33,
30,
33,
18,
5,
7,
0,
3,
0,
0,
1,
12,
41,
35,
39,
59,
92,
126,
90,
100,
35,
32,
34,
38,
48,
31,
33,
14,
14,
5,
7,
3,
0,
0,
1,
7,
10,
11,
23,
32,
55,
46,
50,
59,
64,
57,
48,
42,
89,
46,
57,
47,
22,
10,
6,
1,
3,
0,
0,
7,
7,
19,
33,
46,
68,
66,
75,
86,
81,
59,
45,
49,
26,
47,
22,
15,
2,
3,
0,
1,
0,
0,
4,
30,
45,
60,
55,
53,
59,
151,
141,
71,
68,
24,
62,
58,
61,
50,
28,
12,
17,
4,
1,
5,
0,
0,
2,
15,
69,
80,
36,
49,
118,
246,
182,
52,
47,
29,
61,
104,
65,
87,
75,
26,
24,
6,
2,
0,
0,
0,
2,
27,
127,
130,
74,
73,
63,
151,
141,
46,
19,
20,
96,
101,
79,
117,
47,
32,
10,
4,
3,
1,
2,
0,
2,
32,
35,
47,
30,
13,
8,
72,
52,
34,
24,
33,
50,
54,
20,
31,
19,
11,
10,
3,
2,
2,
1,
0,
1,
25,
25,
61,
41,
18,
38,
74,
67,
40,
35,
44,
59,
42,
29,
40,
38,
25,
16,
17,
0,
3,
0,
0,
1,
7,
20,
27,
14,
40,
38,
47,
60,
69,
64,
84,
50,
79,
37,
42,
50,
30,
46,
27,
9,
5,
0,
1,
3,
4,
9,
26,
27,
36,
80,
89,
41,
53,
61,
67,
75,
45,
57,
75,
24,
17,
12,
4,
0,
0,
0,
0,
2,
15,
25,
54,
15,
25,
32
] |
[
108,
92,
54,
27,
25,
49,
41,
56,
46,
40,
7,
18,
7,
2,
0,
0,
0,
0,
16,
27,
43,
26,
22,
44,
90,
94,
34,
26,
15,
43,
210,
24,
15,
9,
18,
9,
1,
1,
1,
0,
0,
0,
17,
165,
42,
26,
24,
24,
93,
79,
96,
29,
16,
47,
52,
92,
76,
26,
24,
11,
2,
1,
2,
1,
0,
1,
12,
25,
68,
30,
17,
18,
91,
64,
84,
89,
40,
109,
66,
69,
69,
46,
24,
11,
13,
2,
0,
2,
1,
3,
15,
19,
45,
34,
53,
133
] |
[
"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: 28.00%",
"予測される変化率: [カラム_0] 予測される変化率: 23.15%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.13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: 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: stable",
"Historical change rate: [column_0] Historical change rate: 28.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 23.15%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.13 times the mean)",
"Trend: [column_0] Trend continuation: stable trend continues",
"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 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 |
[
126,
94,
72,
57,
57,
98,
105,
100,
125,
115,
65,
25,
25,
7,
1,
1,
1,
0,
6,
17,
19,
41,
55,
54,
72,
83,
85,
113,
105,
107,
111,
55,
78,
75,
65,
40,
47,
11,
9,
2,
4,
4,
5,
18,
27,
58,
85,
119,
104,
118,
89,
98,
95,
82,
89,
112,
111,
21,
19,
5,
7,
0,
2,
0,
0,
4,
7,
37,
52,
15,
29,
66,
73,
36,
21,
40,
36,
60,
37,
34,
14,
20,
7,
8,
9,
2,
0,
1,
0,
3,
12,
29,
63,
26,
19,
63,
125,
106,
118,
113,
93,
103,
98,
86,
99,
63,
21,
8,
10,
6,
1,
2,
0,
6,
20,
54,
73,
56,
41,
75,
187,
162,
123,
48,
59,
92,
120,
116,
124,
59,
36,
33,
30,
4,
1,
1,
5,
1,
13,
35,
52,
21,
41,
63,
127,
175,
128,
85,
94,
83,
142,
75,
97,
68,
49,
21,
16,
1,
3,
1,
0,
0,
15,
38,
67,
98,
160,
159,
112,
100,
90,
62,
53,
64,
69,
105,
83,
58,
41,
34,
11,
10,
1,
0,
1,
4,
12,
35,
46,
96,
75,
112,
134,
149,
141,
151,
163,
162,
260,
172,
145,
85,
87,
27,
27,
5,
8,
3,
0,
2,
6,
24,
39,
90,
150,
158,
250,
203,
185,
265,
226,
226,
169,
193,
92,
37,
35,
31,
9,
3,
3,
6,
0,
8,
27,
44,
62,
50,
53,
74,
105,
81,
116,
149,
124,
137,
143,
187,
90,
70,
71,
27,
17,
1,
1,
0
] |
[
2,
5,
4,
8,
66,
50,
49,
86,
90,
90,
171,
125,
153,
133,
284,
209,
96,
56,
36,
13,
8,
3,
0,
0,
0,
7,
27,
67,
85,
58,
54,
113,
244,
271,
131,
100,
110,
142,
137,
179,
150,
67,
35,
23,
6,
1,
0,
7,
2,
6,
20,
78,
127,
51,
150,
133,
242,
251,
151,
160,
130,
175,
175,
222,
192,
79,
43,
41,
10,
4,
0,
3,
0,
2,
25,
62,
63,
56,
61,
81,
209,
225,
93,
101,
99,
177,
178,
225,
243,
194,
173,
53,
55,
18,
4,
8
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -100.00%",
"予測される変化率: [カラム_0] 予測される変化率: 300.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.93倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 41個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -100.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 300.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.93 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 41",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 36 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 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 36.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 94."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
2,
1,
13,
35,
56,
102,
74,
109,
145,
258,
246,
236,
234,
281,
326,
359,
379,
292,
228,
91,
49,
17,
9,
0,
1,
4,
13,
29,
48,
94,
128,
239,
175,
274,
345,
287,
281,
263,
217,
198,
215,
162,
110,
48,
20,
6,
9,
7,
4,
7,
41,
70,
99,
66,
108,
71,
176,
181,
77,
49,
74,
145,
176,
163,
253,
204,
134,
67,
19,
2,
4,
3,
3,
5,
35,
63,
101,
48,
42,
79,
138,
122,
48,
39,
56,
76,
124,
193,
220,
223,
94,
33,
19,
16,
2,
4,
1,
8,
60,
64,
84,
42,
66,
68,
151,
123,
99,
90,
74,
106,
52,
109,
99,
30,
43,
43,
27,
1,
0,
3,
1,
9,
11,
46,
48,
37,
17,
59,
20,
45,
75,
81,
125,
147,
147,
136,
193,
130,
91,
38,
6,
4,
6,
6,
3,
11,
37,
60,
82,
70,
54,
161,
176,
137,
111,
119,
117,
168,
172,
238,
244,
261,
139,
93,
68,
47,
12,
0,
2,
9,
27,
64,
50,
95,
112,
114,
129,
126,
174,
145,
6,
34,
100,
174,
273,
207,
165,
105,
60,
18,
10,
4,
0,
3,
14,
57,
81,
113,
119,
145,
149,
234,
259,
275,
218,
265,
301,
239,
358,
227,
112,
44,
9,
2,
2,
0,
0,
9,
32,
63,
100,
41,
54,
108,
158,
116,
84,
66,
70,
125,
173,
183,
307,
190,
148,
61,
21,
11,
9,
0,
1,
10,
42,
88,
104,
55,
54,
59,
148,
118,
39,
51,
61,
127,
137,
160
] |
[
339,
204,
112,
78,
36,
14,
7,
3,
0,
15,
49,
80,
92,
61,
53,
51,
126,
114,
42,
45,
40,
99,
159,
157,
343,
189,
159,
73,
26,
1,
17,
1,
3,
17,
50,
80,
123,
59,
55,
92,
128,
188,
122,
85,
114,
147,
231,
136,
82,
106,
115,
74,
52,
17,
4,
3,
0,
9,
57,
80,
97,
71,
69,
86,
126,
160,
64,
117,
77,
145,
265,
237,
62,
191,
111,
168,
67,
23,
5,
20,
5,
3,
18,
57,
59,
74,
111,
108,
101,
163,
143,
127,
182,
193,
315,
422
] |
[
"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: 7900.00%",
"予測される変化率: [カラム_0] 予測される変化率: 24.48%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.88倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 40個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 7900.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 24.48%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.88 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 40",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 30 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear 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 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
433,
280,
214,
45,
64,
10,
5,
13,
1,
9,
6,
8,
49,
69,
109,
133,
150,
83,
221,
147,
172,
206,
240,
268,
221,
108,
100,
35,
8,
5,
0,
8,
1,
3,
15,
43,
61,
58,
46,
92,
189,
241,
125,
105,
146,
204,
181,
224,
187,
113,
96,
46,
13,
3,
1,
1,
2,
11,
63,
103,
96,
75,
73,
87,
230,
236,
122,
68,
94,
122,
174,
177,
298,
254,
115,
74,
18,
14,
0,
2,
6,
11,
57,
99,
92,
56,
41,
45,
102,
57,
22,
44,
85,
104,
125,
122,
292,
249,
129,
55,
23,
7,
1,
1,
5,
18,
58,
74,
94,
66,
31,
35,
112,
166,
65,
59,
73,
122,
180,
209,
296,
272,
154,
79,
65,
24,
4,
6,
0,
8,
25,
46,
57,
12,
26,
26,
79,
27,
45,
56,
78,
150,
73,
88,
96,
85,
29,
50,
5,
15,
0,
3,
0,
0,
1,
12,
6,
21,
36,
25,
7,
38,
41,
40,
18,
6,
2,
3,
0,
2,
3,
4,
11,
3,
0,
0,
1,
0,
2,
6,
35,
55,
52,
38,
50,
67,
129,
132,
154,
133,
170,
107,
62,
66,
40,
22,
12,
8,
0,
4,
1,
7,
10,
53,
35,
38,
28,
86,
133,
101,
96,
54,
73,
125,
136,
186,
141,
119,
113,
32,
20,
2,
0,
3,
0,
3,
44,
103,
116,
61,
60,
88,
238,
235,
110,
105,
122,
169,
167,
140,
195,
154,
75,
34,
3,
11,
2,
0,
7,
8,
32,
97,
112,
44,
78,
92,
242,
186,
141,
157,
182,
168,
200,
163,
238,
180,
83,
59,
10,
8,
3,
1,
0,
6,
59,
58,
85,
96,
89,
103,
200,
194,
131,
136,
124,
113,
47,
4,
6,
2,
18,
6,
4,
1,
0,
1,
1,
5,
26,
63,
70,
68,
93,
146,
221,
240,
124,
180,
286,
269,
308,
287,
246,
216,
181,
68,
27,
7,
7,
1,
2,
8,
21,
37,
62,
86,
103,
118,
250,
238,
162,
288,
252,
271,
365,
325,
322,
314,
201,
123,
25,
15,
12,
1,
0,
5,
24,
54,
65,
118,
172,
322,
371,
371,
394,
381,
284,
358,
319,
353,
247,
151,
91,
23,
9,
11,
2,
0,
0,
11,
37,
64,
84,
65,
89,
98,
266,
265,
188,
134,
121,
160,
221,
193,
173,
127,
95,
46,
9,
6,
1,
6,
5,
16,
38,
92,
89,
94,
63,
104,
233,
227,
168,
108,
127,
189,
244,
234,
288,
247,
151,
72,
13,
16,
0,
1,
3,
16,
80,
94,
110,
44,
41,
60,
124,
71,
131,
37,
53,
104,
122,
101,
255,
355,
149,
69,
34,
7,
7,
6,
12,
9,
36,
67,
104,
76,
109,
92,
183,
217,
164,
131,
114,
187,
165,
184,
243,
233,
149,
43,
26,
0,
2,
5,
2,
6,
57,
72,
83,
127,
104,
159,
241,
240,
187,
241,
220,
204,
316,
300,
403,
322,
278,
87,
38,
11,
6,
5,
10,
8,
28,
48,
42,
70,
114,
131,
155,
300,
205,
181,
151,
241,
350,
294,
364,
319,
191,
157,
86,
19,
21,
2
] |
[
3,
9,
23,
37,
62,
84,
163,
214,
297,
271,
271,
292,
207,
213,
289,
266,
358,
299,
165,
50,
45,
16,
3,
1,
2,
10,
41,
63,
112,
56,
82,
87,
155,
179,
57,
103,
102,
171,
205,
194,
296,
262,
153,
65,
25,
8,
0,
1,
1,
11,
50,
65,
83,
70,
53,
92,
198,
178,
86,
51,
68,
137,
133,
116,
32,
105,
112,
53,
24,
4,
1,
8,
2,
6,
50,
79,
104,
75,
164,
142,
190,
213,
163,
101,
107,
129,
165,
200,
318,
165,
67,
51,
22,
8,
0,
0
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -99.54%",
"予測される変化率: [カラム_0] 予測される変化率: -100.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.95倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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: downward",
"Historical change rate: [column_0] Historical change rate: -99.54%",
"Forecasted change rate: [column_0] Forecasted change rate: -100.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.95 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 34",
"First turning point: [column_0] First turning point: at data point 9 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
3,
7,
48,
93,
85,
53,
84,
113,
274,
190,
144,
159,
184,
203,
186,
213,
253,
236,
108,
29,
25,
11,
0,
13,
4,
5,
23,
82,
80,
78,
93,
116,
151,
148,
165,
146,
169,
213,
196,
245,
318,
339,
186,
120,
47,
31,
9,
2,
4,
2,
24,
33,
52,
101,
114,
116,
121,
253,
170,
180,
198,
265,
251,
172,
129,
291,
223,
56,
65,
10,
0,
5,
6,
4,
6,
26,
46,
71,
125,
153,
189,
225,
183,
187,
199,
221,
289,
186,
224,
139,
106,
73,
55,
22,
12,
13,
14,
6,
26,
47,
40,
59,
214,
184,
262,
268,
235,
313,
384,
396,
321,
433,
404,
324,
148,
66,
16,
3,
10,
4,
0,
1,
25,
60,
68,
78,
119,
177
] |
[
173,
197,
233,
199,
171,
173,
217,
236,
317,
340,
197,
122,
47,
21,
11,
8,
3,
9,
17,
66,
96,
113,
122,
158,
157,
118,
137,
126,
98,
197,
241,
396,
477,
413,
268,
193,
48,
24,
22,
2,
6,
3,
33,
64,
116,
141,
169,
170,
239,
231,
243,
373,
212,
248,
221,
201,
300,
233,
96,
48,
24,
0,
5,
3,
4,
3,
31,
47,
79,
133,
129,
208,
379,
366,
251,
36,
99,
123,
212,
175,
211,
251,
248,
70,
30,
18,
5,
3,
3,
4,
27,
67,
100,
141,
241,
255
] |
[
"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: 5800.00%",
"予測される変化率: [カラム_0] 予測される変化率: 47.40%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.83倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 32個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 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: 5800.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 47.40%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.83 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 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 30 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 64 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 64 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 30.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 64.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 64."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
150,
248,
237,
386,
394,
360,
391,
411,
419,
226,
198,
85,
48,
8,
1,
8,
20,
8,
31,
39,
87,
158,
206,
334,
468,
432,
509,
473,
428,
738,
703,
1108,
1654,
2441,
3588,
3951,
2432,
643,
261,
310,
77,
13,
21,
18,
45,
122,
201,
333,
419,
506,
379,
405,
426,
407,
434,
390,
431,
263,
148,
94,
32,
12,
8,
2,
2,
2,
33,
52,
106,
151,
138,
225,
360,
369,
349,
356,
391,
310,
299,
261,
283,
192,
149,
32,
16,
7,
2,
9,
1,
10,
33,
57,
77,
98,
93,
185,
279,
274,
292,
222,
270,
324,
291,
285,
303,
216,
145,
43,
16,
6,
3,
4,
5,
8,
42,
39,
69,
83,
138,
189,
369,
313,
236,
264,
243,
255,
303,
236,
266,
202,
148,
67,
24,
12,
3,
1,
1,
7,
35,
50,
84,
80,
107,
187,
262,
270,
209,
143,
222,
231,
191,
233,
404,
490,
285,
207,
79,
15,
19,
5,
1,
5,
21,
24,
40,
52,
37,
59,
22,
28,
28,
17,
24,
66,
117,
262,
384,
504,
390,
173,
90,
40,
4,
2,
16,
5,
14,
39,
62,
75,
115,
180,
261,
278,
303,
305,
290,
307,
356,
445,
328,
333,
145,
67,
16,
10,
0,
3,
4,
5,
29,
78,
78,
86,
91,
125,
254,
330,
217,
224,
148,
215,
224,
278,
270,
179,
98,
33,
20,
6,
5,
2,
5,
10,
48,
84,
106,
74,
101,
145,
296,
277,
248,
188,
160,
205,
189,
222,
241,
213,
102,
31,
2,
4,
0,
1,
9,
11,
51,
77,
134,
65,
91,
161,
321,
239,
180,
152,
180,
243,
235,
201,
308,
246,
180,
85,
49,
16,
2,
4,
2,
15,
41,
82,
123,
51,
63,
89,
129,
150,
67,
87,
65,
141,
167,
203,
320,
251,
191,
103,
23,
10,
11,
1,
5,
5,
20,
76,
53,
41,
52,
103,
216,
106,
139,
187,
131,
161,
88,
100,
61,
109,
146,
151,
40,
9,
11,
0,
7,
6,
26,
56,
57,
111,
147,
211,
236,
162,
23,
27,
27,
59,
92,
31,
59,
65,
29,
29,
11,
10,
1,
2,
1,
1,
18,
25,
40,
89,
172,
198,
302,
265,
308,
375,
374,
265,
315,
215,
218,
188,
127,
48,
24,
14,
1,
1,
0,
6,
36,
86,
99,
60,
119,
107,
234,
220,
161,
170,
177,
200,
200,
176,
208,
155,
83,
52,
29,
12,
8,
5,
8,
12,
28,
111,
123,
78,
99,
147,
359,
312,
166,
120,
140,
248,
246,
236,
272,
317,
132,
48,
17,
6,
0,
0,
2,
14,
48,
114,
168,
81,
87,
169,
272,
239,
117,
113,
87,
142,
160,
219,
328,
363,
214,
74,
18,
10,
0,
2,
0,
13,
53,
111,
145,
54,
53,
73,
90,
85,
31,
42,
68,
83,
117,
74,
158,
194,
205,
91,
19,
10,
5,
2,
4,
10,
35,
102,
88,
45,
27,
28,
44,
41,
20,
39,
55,
99,
165,
231,
364,
345,
173,
143,
67,
9,
14,
4,
8,
6,
21,
53,
67,
92,
147,
172,
230,
245,
251,
309,
287,
244,
302,
369
] |
[
373,
327,
244,
155,
76,
16,
9,
19,
4,
3,
14,
49,
76,
91,
173,
228,
317,
320,
301,
301,
304,
200,
299,
248,
478,
322,
157,
61,
35,
12,
1,
8,
2,
8,
35,
90,
144,
100,
104,
167,
283,
253,
148,
150,
201,
246,
231,
167,
206,
185,
112,
70,
10,
10,
2,
0,
2,
13,
43,
129,
113,
96,
84,
167,
299,
341,
200,
142,
138,
178,
222,
188,
243,
271,
87,
65,
11,
4,
9,
0,
1,
9,
44,
107,
129,
70,
75,
153,
261,
298,
187,
134,
139,
184,
189,
157
] |
[
"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: 146.00%",
"予測される変化率: [カラム_0] 予測される変化率: -57.91%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.76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: 36個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 146.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -57.91%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.76 times the mean)",
"Trend: [column_0] Trend continuation: downward trend continues",
"Turning points: [column_0] Turning points in forecast period: 36",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 70 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear 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 70."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
395,
211,
97,
88,
28,
7,
2,
5,
4,
9,
46,
116,
110,
71,
90,
115,
263,
251,
177,
120,
157,
227,
221,
253,
274,
325,
174,
73,
30,
35,
9,
1,
0,
7,
19,
57,
60,
118,
153,
158,
209,
273,
316,
317,
436,
601,
581,
59,
329,
819,
288,
125,
37,
30,
5,
5,
10,
3,
3,
32,
69,
120,
130,
127,
169,
153,
139,
164,
156,
187,
233,
289,
479,
501,
290,
229,
79,
36,
12,
10,
1,
6,
6,
56,
66,
96,
71,
81,
62,
57,
35,
57,
53,
62,
72,
78,
215,
289,
111,
72,
25,
10,
1,
4,
1,
10,
43,
87,
98,
48,
60,
49,
195,
140,
79,
46,
98,
51,
34,
7,
9,
0,
9,
6,
1,
5,
0,
0,
6,
6,
10,
77,
87,
51,
49,
100,
186,
144,
81,
110,
159,
248,
225,
165,
129,
90,
170,
72,
31,
3,
1,
1,
2,
9,
33,
66,
101,
52,
36,
55,
151,
204,
89,
103,
102,
140,
168,
158,
162,
167,
60,
27,
39,
7,
1,
1,
0,
4,
32,
92,
106,
74,
40,
89,
289,
232,
132,
99,
123,
159,
151,
169,
194,
116,
87,
30,
23,
8,
3,
2,
3,
9,
27,
99,
130,
61,
64,
203,
290,
316,
139,
117,
127,
176,
166,
223,
327,
264,
144,
99,
54,
9,
7,
3,
6,
3,
10,
53,
59,
87,
155,
186,
155,
187,
220,
199,
252,
215,
346,
332,
457,
379,
364,
118,
75,
35,
13,
6,
4,
1,
5,
51,
50,
86,
129,
188,
273,
346,
349,
305,
227,
297,
287,
263,
334,
223,
130,
76,
18,
5,
3,
4,
3,
9,
30,
109,
138,
72,
72,
83,
236,
226,
106,
104,
139,
165,
214,
198,
311,
193,
112,
78,
13,
5,
1,
3,
2,
12,
45,
118,
143,
52,
72,
67,
263,
193,
141,
91,
124,
228,
245,
188,
357,
264,
161,
80,
21,
13,
4,
1,
0,
16,
51,
97,
122,
65,
77,
40,
120,
99,
52,
27,
62,
99,
140,
151,
355,
212,
168,
85,
29,
10,
9,
1,
2,
10,
57,
118,
134,
73,
71,
118,
229,
178,
133,
140,
129,
240,
199,
177,
271,
224,
133,
68,
19,
5,
8,
2,
5,
10,
44,
115,
132,
99,
79,
99,
181,
194,
126,
116,
146,
227,
248,
282,
407,
342,
207,
150,
61,
67,
9,
7,
3,
7,
24,
58,
60,
71,
155,
148,
164,
188,
107,
142,
208,
223,
254,
365,
374,
595,
364,
80,
75,
45,
8,
7,
3,
3,
24,
70,
95,
128,
117,
221,
234,
281,
254,
259,
270,
294,
258,
240,
222,
123,
61,
44,
25,
5,
5,
2,
4,
8,
42,
118,
147,
67,
74,
124,
300,
313,
190,
150,
167,
237,
264,
216,
308,
185,
90,
37,
13,
11,
2,
2,
3,
14,
51,
117,
121,
61,
85,
107,
274,
208,
111,
97,
116,
180,
221,
259,
377,
282,
151,
89,
29,
20,
2,
0,
6,
13,
51,
135,
111,
55,
72,
97,
196,
147,
153,
124,
157,
209,
217,
312,
258,
281,
138,
84,
17,
23,
12,
7
] |
[
8,
9,
47,
100,
143,
102,
104,
98,
230,
277,
147,
101,
138,
181,
189,
191,
235,
146,
102,
49,
17,
8,
21,
1,
2,
5,
32,
81,
124,
82,
75,
134,
273,
287,
210,
188,
189,
221,
287,
266,
308,
271,
145,
84,
59,
15,
8,
7,
5,
2,
18,
42,
63,
100,
144,
177,
235,
304,
275,
292,
331,
271,
290,
324,
363,
229,
191,
106,
58,
34,
13,
10,
2,
3,
16,
49,
70,
125,
217,
272,
308,
305,
254,
103,
248,
197,
288,
252,
369,
152,
74,
15,
7,
8,
3,
4
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -98.23%",
"予測される変化率: [カラム_0] 予測される変化率: -50.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.91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: -98.23%",
"Forecasted change rate: [column_0] Forecasted change rate: -50.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.91 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 5 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 38 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 38.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
4,
10,
27,
83,
133,
75,
86,
99,
268,
267,
153,
145,
178,
199,
262,
191,
255,
136,
63,
59,
15,
5,
3,
4,
3,
10,
42,
141,
147,
75,
89,
91,
308,
221,
121,
122,
158,
183,
255,
248,
343,
294,
151,
73,
25,
9,
5,
1,
2,
11,
44,
160,
150,
70,
104,
139,
340,
325,
127,
166,
165,
203,
219,
243,
345,
233,
121,
59,
24,
10,
4,
2,
3,
8,
41,
106,
155,
81,
69,
126,
238,
174,
103,
83,
122,
150,
205,
244,
283,
233,
160,
44,
26,
6,
1,
2,
3,
4,
48,
97,
132,
79,
86,
56,
144,
228,
127,
107,
131,
173,
240,
296,
422,
277,
226,
121,
72,
25,
16,
9,
15,
14,
25,
47,
73,
84,
115,
180
] |
[
215,
122,
154,
150,
163,
179,
242,
247,
268,
205,
152,
49,
32,
13,
12,
5,
0,
3,
16,
43,
69,
70,
129,
178,
216,
153,
216,
222,
208,
174,
172,
137,
238,
164,
64,
25,
13,
8,
7,
1,
5,
9,
35,
87,
129,
104,
138,
144,
271,
292,
211,
130,
136,
198,
248,
257,
314,
204,
110,
64,
25,
13,
9,
6,
0,
8,
59,
113,
167,
67,
73,
69,
206,
220,
105,
68,
113,
215,
170,
248,
346,
276,
134,
92,
34,
2,
2,
1,
8,
13,
47,
122,
176,
62,
52,
117
] |
[
"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: 4400.00%",
"予測される変化率: [カラム_0] 予測される変化率: -45.58%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.79倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 30個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 4400.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -45.58%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.79 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 30",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 44 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 44."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
160,
122,
131,
130,
116,
185,
139,
154,
134,
189,
67,
34,
12,
2,
0,
1,
7,
1,
22,
55,
101,
44,
39,
54,
184,
163,
103,
117,
145,
163,
149,
179,
226,
155,
78,
40,
6,
8,
4,
3,
2,
4,
34,
90,
114,
81,
136,
92,
197,
329,
166,
130,
145,
194,
199,
245,
371,
273,
155,
111,
41,
10,
8,
3,
5,
5,
15,
43,
75,
82,
109,
118,
141,
160,
146,
146,
313,
299,
297,
293,
352,
359,
175,
81,
55,
27,
10,
1,
0,
4,
10,
41,
62,
130,
212,
335,
364,
291,
362,
387,
301,
362,
200,
196,
223,
138,
97,
28,
8,
4,
4,
0,
1,
15,
36,
93,
159,
99,
84,
113,
275,
253,
112,
186,
131,
191,
202,
193,
196,
140,
65,
27,
24,
12,
4,
5,
7,
10,
44,
120,
139,
94,
67,
93,
271,
305,
130,
137,
127,
189,
213,
260,
285,
155,
135,
54,
13,
4,
2,
2,
0,
21,
48,
101,
139,
95,
91,
110,
246,
285,
135,
86,
124,
216,
251,
228,
399,
189,
143,
58,
36,
3,
2,
6,
3,
6,
40,
123,
146,
84,
105,
120,
203,
212,
101,
105,
158,
210,
236,
303,
373,
239,
184,
105,
33,
18,
2,
3,
1,
4,
37,
134,
140,
102,
112,
136,
220,
249,
168,
161,
239,
364,
451,
426,
471,
300,
342,
304,
103,
23,
7,
7,
4,
4,
15,
56,
94,
183,
205,
214,
146,
126,
155,
207,
344,
508,
569,
568,
467,
461,
353,
431,
123,
52,
59,
10,
10,
0,
10,
31,
110,
173,
193,
240,
311,
338,
370,
364,
314,
468,
442,
360,
210,
138,
333,
193,
33,
16,
17,
6,
3,
2,
7,
35,
56,
96,
164,
223,
187,
189,
334,
359,
436,
486,
418,
310,
186,
104,
196,
180,
17,
4,
1,
1,
6,
2,
20,
44,
102,
75,
98,
129,
273,
237,
160,
131,
135,
201,
211,
193,
166,
136,
94,
46,
7,
2,
3,
3,
4,
10,
44,
109,
148,
78,
95,
120,
308,
328,
121,
129,
125,
173,
178,
222,
189,
278,
93,
66,
23,
4,
1,
1,
0,
10,
35,
104,
113,
90,
93,
131,
254,
274,
158,
159,
178,
212,
204,
159,
174,
120,
78,
41,
17,
11,
5,
7,
1,
7,
35,
90,
125,
79,
71,
94,
248,
195,
142,
117,
187,
225,
254,
276,
253,
229,
204,
145,
62,
8,
11,
14,
2,
2,
11,
43,
101,
118,
145,
143,
237,
206,
155,
264,
248,
257,
308,
381,
345,
248,
177,
179,
77,
19,
20,
15,
3,
7,
18,
52,
1226,
4126,
599,
214,
216,
171,
173,
280,
286,
375,
328,
378,
211,
199,
83,
79,
20,
7,
4,
0,
1,
10,
34,
102,
178,
78,
82,
142,
264,
276,
120,
132,
135,
177,
319,
306,
209,
145,
57,
24,
14,
2,
2,
2,
2,
17,
30,
103,
139,
113,
69,
69,
231,
194,
120,
120,
97,
210,
161,
123,
103,
71,
56,
63,
11,
3,
3,
0,
2,
10,
50,
99,
163,
83,
85,
116,
286,
350,
181,
155,
144,
190,
233,
214
] |
[
289,
179,
113,
37,
21,
7,
9,
0,
1,
12,
41,
97,
136,
107,
117,
96,
272,
271,
136,
123,
144,
193,
242,
242,
237,
176,
67,
52,
17,
5,
3,
4,
2,
14,
35,
102,
150,
77,
113,
146,
280,
310,
196,
125,
223,
269,
284,
381,
364,
280,
275,
178,
72,
46,
5,
12,
6,
9,
8,
42,
72,
131,
22,
25,
37,
46,
144,
125,
180,
258,
282,
289,
284,
255,
220,
156,
82,
29,
10,
9,
1,
2,
7,
25,
67,
118,
157,
207,
195,
221,
289,
232,
310,
209,
219,
283
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 33.75%",
"予測される変化率: [カラム_0] 予測される変化率: -2.08%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.42倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 35個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 33.75%",
"Forecasted change rate: [column_0] Forecasted change rate: -2.08%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.42 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 35",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 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 |
[
37,
28,
20,
9,
7,
6,
5,
3,
15,
4,
31,
86,
125,
96,
76,
147,
205,
163,
121,
83,
99,
157,
190,
213,
114,
108,
61,
32,
14,
3,
3,
5,
1,
12,
45,
97,
141,
62,
45,
95,
242,
214,
135,
151,
142,
188,
252,
225,
146,
157,
98,
26,
10,
8,
8,
4,
0,
6,
31,
92,
139,
77,
74,
83,
437,
189,
202,
124,
150,
214,
222,
216,
205,
201,
72,
45,
19,
8,
4,
5,
3,
5,
32,
87,
148,
65,
93,
114,
225,
208,
155,
138,
248,
168,
221,
192,
204,
140,
72,
65,
40,
12,
9,
10,
3,
6,
15,
30,
75,
108,
129,
189,
291,
372,
411,
404,
357,
319,
343,
396,
273,
186,
115,
80,
41,
33,
4,
3,
4,
4,
8,
27,
81,
99,
213,
178,
328,
393,
351,
337,
377,
361,
273,
359,
294,
187,
141,
94,
40,
8,
9,
2,
5,
6,
24,
66,
102,
155,
239,
317,
318,
465,
534,
452,
363,
384,
521,
233,
303,
205,
133,
61,
27,
10,
5,
3,
1,
0,
21,
56,
75,
100,
149,
257,
307,
307,
333,
338,
324,
255,
281,
224,
199,
162,
103,
58,
13,
4,
3,
1,
2,
6,
37,
94,
114,
76,
110,
85,
270,
297,
171,
215,
178,
218,
246,
181,
117,
135,
54,
40,
35,
7,
9,
4,
11,
7,
45,
119,
175,
81,
87,
135,
299,
328,
166,
199,
172,
220,
225,
154,
220,
111,
60,
37,
15,
4,
11,
1,
1,
10,
37,
100,
146,
78,
84,
128
] |
[
268,
221,
165,
150,
158,
234,
223,
216,
151,
117,
98,
34,
24,
7,
10,
3,
3,
8,
30,
93,
142,
72,
88,
105,
258,
340,
165,
168,
155,
196,
220,
219,
209,
124,
102,
42,
39,
12,
1,
9,
1,
2,
16,
60,
95,
102,
129,
240,
245,
240,
284,
283,
275,
412,
350,
327,
295,
235,
194,
88,
41,
13,
11,
11,
8,
10,
13,
60,
86,
119,
196,
258,
257,
329,
416,
355,
402,
347,
505,
359,
316,
215,
114,
76,
22,
2,
4,
1,
8,
9,
59,
86,
152,
157,
108,
142
] |
[
"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: 245.95%",
"予測される変化率: [カラム_0] 予測される変化率: -47.01%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.90倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 33個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 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: 245.95%",
"Forecasted change rate: [column_0] Forecasted change rate: -47.01%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.90 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 33",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
336,
379,
192,
199,
235,
258,
242,
225,
192,
179,
92,
44,
24,
8,
6,
2,
1,
8,
51,
104,
136,
68,
97,
98,
271,
282,
139,
125,
115,
246,
226,
151,
216,
161,
174,
56,
16,
5,
5,
5,
11,
18,
40,
81,
133,
73,
91,
122,
293,
360,
281,
240,
203,
195,
186,
218,
163,
268,
107,
53,
6,
4,
0,
4,
8,
17,
41,
96,
148,
76,
85,
111,
166,
276,
154,
147,
158,
201,
204,
195,
159,
79,
74,
42,
7,
8,
10,
3,
4,
14,
40,
89,
146,
89,
85,
103,
246,
309,
209,
148,
204,
229,
276,
264,
214,
214,
161,
61,
34,
5,
5,
4,
2,
3,
21,
53,
44,
53,
47,
33,
21,
28,
72,
132,
82,
56,
95,
161,
92,
117,
103,
40,
26,
7,
7,
8,
10,
4,
16,
33,
59,
20,
80,
130,
177,
94,
106,
86,
180,
80,
111,
128,
100,
90,
56,
22,
32,
4,
6,
1,
1,
11,
43,
82,
120,
81,
71,
35,
108,
95,
93,
99,
138,
158,
142,
126,
110,
76,
33,
33,
16,
8,
0,
7,
3,
7,
50,
100,
137,
82,
71,
77,
232,
233,
129,
123,
107,
221,
189,
133,
127,
91,
51,
17,
20,
2,
5,
0,
0,
11,
51,
119,
159,
67,
62,
110,
281,
329,
192,
179,
180,
213,
183,
223,
225,
110,
82,
46,
19,
4,
9,
2,
1,
15,
60,
94,
100,
69,
80,
111,
356,
223,
149,
117,
158,
225,
206,
165,
138,
106,
67,
28,
17,
5,
3,
1,
1,
3,
48,
85,
138,
57,
54,
119,
251,
276,
229,
149,
154,
236,
213,
210,
180,
190,
101,
74,
32,
33,
10,
8,
4,
2,
28,
32,
60,
110,
146,
254,
259,
282,
330,
308,
283,
282,
284,
244,
203,
186,
159,
67,
73,
22,
11,
6,
1,
4,
13,
63,
72,
120,
182,
313,
379,
486,
497,
359,
338,
282,
319,
227,
199,
127,
54,
39,
8,
3,
0,
0,
2,
6,
33,
118,
130,
84,
76,
148,
301,
315,
196,
148,
189,
249,
263,
240,
192,
170,
155,
44,
9,
16,
4,
4,
0,
11,
62,
112,
147,
76,
99,
116,
311,
147,
63,
56,
86,
118,
161,
226,
182,
126,
135,
51,
44,
19,
4,
8,
10,
3,
15,
50,
84,
94,
129,
180,
223,
327,
299,
412,
333,
289,
277,
236,
184,
244,
74,
35,
16,
5,
4,
10,
1,
11,
23,
115,
123,
87,
66,
125,
240,
211,
102,
124,
122,
136,
127,
145,
113,
85,
87,
38,
11,
5,
3,
2,
2,
5,
35,
93,
127,
86,
120,
112,
222,
238,
153,
157,
224,
244,
250,
197,
148,
127,
154,
58,
29,
16,
9,
3,
1,
3,
11,
64,
68,
78,
89,
170,
187,
246,
272,
336,
281,
364,
225,
201,
225,
135,
173,
72,
20,
11,
10,
3,
1,
5,
9,
56,
96,
110,
127,
190,
260,
326,
1141,
481,
268,
256,
183,
139,
119,
80,
63,
17,
12,
6,
3,
2,
0,
7,
51,
98,
133,
81,
68,
143,
262,
300,
167,
204,
174,
213,
186,
146
] |
[
114,
96,
69,
32,
10,
4,
8,
1,
1,
13,
37,
106,
134,
63,
62,
103,
279,
265,
164,
134,
149,
214,
158,
194,
146,
100,
85,
33,
16,
9,
2,
1,
1,
8,
41,
107,
129,
61,
63,
77,
252,
199,
179,
106,
114,
222,
203,
160,
253,
128,
75,
28,
19,
0,
0,
1,
4,
8,
49,
91,
132,
70,
85,
69,
269,
152,
133,
103,
144,
216,
132,
127,
55,
48,
13,
12,
2,
4,
5,
7,
6,
2,
35,
58,
66,
43,
50,
52,
127,
152,
26,
99,
107,
160,
227,
219
] |
[
"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: -56.55%",
"予測される変化率: [カラム_0] 予測される変化率: 92.11%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.93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: 31個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の6番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: -56.55%",
"Forecasted change rate: [column_0] Forecasted change rate: 92.11%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.93 times the mean)",
"Trend: [column_0] Trend change: from upward to stable",
"Turning points: [column_0] Turning points in forecast period: 31",
"First turning point: [column_0] First turning point: at data point 6 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from 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 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 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 48."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
149,
113,
70,
46,
28,
7,
9,
3,
8,
4,
7,
35,
65,
89,
120,
107,
151,
195,
201,
245,
239,
268,
227,
280,
206,
217,
142,
99,
48,
21,
8,
4,
3,
3,
3,
33,
72,
109,
197,
305,
254,
378,
436,
346,
223,
242,
217,
213,
97,
136,
57,
50,
15,
2,
5,
0,
4,
9,
46,
88,
136,
79,
61,
72,
194,
198,
71,
127,
130,
175,
186,
106,
115,
89,
74,
31,
7,
3,
1,
4,
4,
9,
39,
96,
118,
54,
55,
94,
273,
287,
173,
105,
159,
188,
150,
125,
100,
101,
42,
35,
11,
2,
11,
1,
1,
12,
51,
96,
167,
79,
52,
72,
292,
170,
118,
94,
123,
156,
156,
153,
98,
48,
15,
7,
11,
1,
2,
1,
1,
13,
26,
78,
109,
55,
57,
60,
173,
41,
62,
63,
65,
73,
68,
32,
37,
30,
27,
13,
10,
4,
0,
0,
1,
4,
14,
36,
35,
13,
14,
14,
7,
2,
7,
5,
21,
28,
42,
47,
41,
57,
45,
16,
28,
12,
6,
5,
2,
1,
4,
24,
38,
73,
82,
98,
121,
176,
185,
108,
89,
144,
139,
112,
66,
41,
37,
40,
15,
13,
0,
9,
1,
9,
8,
19,
49,
86,
175,
244,
319,
218,
325,
311,
327,
208,
219,
159,
136,
94,
69,
40,
10,
6,
14,
1,
3,
12,
24,
98,
126,
55,
62,
103,
311,
243,
121,
141,
105,
138,
149,
87,
95,
68,
65,
22,
26,
6,
3,
1,
2,
10,
34,
79,
123,
62,
47,
19,
70,
84,
72,
74,
86,
122,
108,
82,
95,
48,
42,
16,
14,
2,
1,
3,
2,
13,
28,
67,
120,
56,
30,
84,
179,
160,
88,
92,
75,
129,
161,
108,
89,
123,
38,
18,
5,
1,
6,
2,
0,
9,
25,
85,
112,
90,
93,
86,
199,
172,
93,
79,
89,
112,
100,
86,
72,
66,
62,
25,
9,
4,
0,
4,
6,
10,
23,
73,
86,
66,
72,
64,
197,
185,
136,
73,
71,
98,
131,
132,
105,
75,
81,
31,
11,
5,
6,
0,
3,
10,
10,
24,
45,
76,
117,
123,
151,
176,
200,
148,
246,
238,
206,
176,
242,
113,
100,
92,
70,
24,
7,
8,
3,
9,
8,
23,
55,
83,
137,
319,
183,
123,
128,
125,
64,
117,
105,
83,
69,
44,
37,
30,
7,
5,
2,
3,
4,
8,
27,
52,
107,
62,
53,
74,
177,
157,
71,
107,
91,
147,
112,
137,
100,
97,
62,
28,
20,
9,
2,
1,
2,
5,
34,
81,
112,
75,
49,
44,
269,
153,
81,
127,
146,
99,
73,
58,
61,
55,
57,
21,
4,
4,
0,
3,
3,
6,
19,
69,
83,
42,
80,
75,
156,
190,
71,
118,
109,
161,
132,
77,
183,
96,
64,
27,
8,
13,
6,
0,
7,
9,
46,
92,
119,
60,
55,
82,
216,
190,
120,
87,
108,
168,
168,
103,
86,
80,
71,
26,
15,
2,
0,
2,
14,
11,
30,
66,
98,
79,
96,
95,
200,
201,
194,
129,
143,
213,
199,
175,
147,
111,
140,
38,
23,
9,
7,
3
] |
[
3,
7,
18,
40,
68,
93,
132,
190,
218,
260,
252,
288,
254,
298,
235,
215,
200,
131,
81,
70,
19,
23,
20,
1,
5,
0,
9,
27,
64,
123,
182,
327,
389,
274,
173,
265,
381,
232,
146,
235,
136,
118,
50,
24,
20,
5,
1,
5,
2,
9,
35,
80,
117,
79,
122,
76,
251,
208,
89,
102,
123,
162,
191,
107,
87,
70,
47,
28,
7,
4,
0,
6,
1,
7,
23,
74,
122,
69,
96,
97,
239,
300,
114,
94,
99,
162,
107,
106,
87,
90,
75,
32,
8,
6,
3,
3
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -97.99%",
"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0.94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: 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10番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -97.99%",
"Forecasted change rate: [column_0] Forecasted change rate: 0.00%",
"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: 35",
"First turning point: [column_0] First turning point: at data point 10 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
5,
5,
42,
91,
143,
69,
86,
80,
242,
246,
131,
97,
125,
147,
81,
47,
13,
37,
31,
16,
5,
5,
3,
3,
2,
6,
30,
63,
94,
43,
41,
54,
180,
143,
85,
62,
142,
168,
118,
89,
72,
65,
52,
29,
9,
2,
3,
4,
5,
7,
28,
84,
113,
44,
64,
60,
253,
228,
127,
118,
140,
147,
173,
102,
131,
49,
78,
45,
15,
8,
3,
1,
1,
3,
14,
29,
57,
76,
91,
143,
214,
259,
211,
187,
225,
163,
191,
178,
109,
132,
71,
45,
37,
18,
6,
8,
1,
0,
7,
27,
48,
81,
149,
192,
250,
249,
228,
241,
231,
142,
108,
127,
86,
87,
37,
35,
5,
11,
2,
0,
2,
10,
23,
72,
132,
63,
61,
77
] |
[
243,
263,
90,
110,
105,
172,
133,
96,
37,
55,
46,
15,
6,
9,
1,
2,
4,
13,
29,
68,
102,
56,
45,
60,
217,
198,
140,
102,
110,
134,
120,
83,
72,
92,
29,
25,
6,
1,
0,
2,
4,
9,
36,
68,
112,
61,
109,
133,
253,
233,
131,
100,
126,
178,
138,
106,
67,
169,
39,
26,
1,
6,
10,
1,
2,
4,
40,
85,
139,
54,
78,
76,
171,
142,
92,
91,
99,
145,
110,
91,
83,
46,
52,
18,
13,
5,
5,
1,
2,
7,
26,
56,
49,
26,
15,
31
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 1440.00%",
"予測される変化率: [カラム_0] 予測される変化率: -87.24%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.89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: 1440.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -87.24%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.89 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 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 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 48 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [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 |
[
38,
27,
67,
58,
144,
134,
105,
107,
138,
100,
90,
50,
17,
11,
14,
9,
3,
3,
4,
27,
34,
74,
109,
139,
155,
222,
261,
233,
223,
252,
234,
193,
125,
128,
134,
39,
46,
24,
4,
6,
6,
3,
5,
18,
38,
87,
184,
272,
309,
457,
463,
283,
363,
205,
194,
191,
168,
89,
81,
23,
15,
3,
2,
1,
4,
1,
2,
15,
25,
43,
122,
224,
251,
278,
228,
266,
179,
108,
119,
86,
88,
67,
31,
21,
8,
2,
1,
3,
2,
6,
23,
60,
88,
46,
31,
52,
191,
150,
68,
94,
80,
93,
126,
78,
66,
80,
49,
30,
3,
6,
3,
3,
4,
1,
34,
82,
123,
56,
45,
68,
166,
160,
84,
73,
83,
76,
35,
26,
47,
37,
39,
25,
15,
0,
1,
6,
6,
7,
27,
52,
104,
59,
67,
65,
176,
194,
60,
78,
145,
171,
102,
42,
47,
30,
19,
20,
6,
3,
2,
5,
1,
1,
22,
54,
80,
66,
49,
50,
107,
90,
58,
74,
131,
113,
94,
63,
42,
70,
46,
25,
15,
2,
7,
3,
0,
3,
11,
24,
36,
98,
123,
154,
164,
160,
141,
155,
168,
142,
73,
195,
71,
61,
53,
34,
9,
1,
0,
1,
0,
1,
3,
1,
5,
14,
6,
4,
9,
10,
14,
22,
25,
34,
46,
48,
32,
36,
13,
6,
2,
0,
1,
0,
2,
10,
25,
54,
96,
70,
24,
50,
122,
102,
39,
82,
128,
127,
159,
105,
90,
65,
55,
16,
24,
3,
0,
4
] |
[
0,
14,
31,
70,
115,
52,
51,
104,
218,
347,
148,
101,
138,
194,
117,
93,
86,
51,
38,
9,
7,
2,
5,
4,
1,
3,
29,
73,
109,
54,
43,
79,
204,
231,
81,
81,
112,
147,
126,
86,
115,
59,
47,
16,
9,
2,
5,
1,
1,
8,
20,
66,
99,
108,
56,
124,
219,
264,
135,
107,
103,
110,
120,
106,
60,
48,
35,
22,
20,
8,
0,
9,
1,
2,
38,
49,
93,
85,
75,
79,
175,
262,
146,
103,
153,
151,
153,
132,
136,
114,
92,
29,
29,
6,
8,
5
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"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: -64.29%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.03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: 36個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: -89.47%",
"Forecasted change rate: [column_0] Forecasted change rate: -64.29%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.03 times the mean)",
"Trend: [column_0] Trend change: from downward to stable",
"Turning points: [column_0] Turning points in forecast period: 36",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 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 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 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
2,
1,
8,
29,
42,
56,
68,
90,
122,
134,
111,
191,
131,
129,
189,
172,
181,
96,
121,
45,
25,
7,
0,
2,
9,
8,
2,
12,
33,
51,
118,
132,
188,
166,
233,
163,
175,
146,
107,
121,
95,
59,
36,
25,
15,
1,
2,
4,
4,
7,
33,
71,
112,
58,
82,
90,
225,
231,
120,
120,
135,
174,
129,
106,
104,
83,
60,
42,
13,
1,
1,
0,
4,
8,
31,
79,
114,
54,
49,
100,
231,
179,
127,
100,
127,
166,
149,
133,
109,
73,
47,
27,
3,
1,
1,
1,
0,
8,
25,
91,
116,
90,
64,
103,
223,
252,
135,
93,
128,
165,
161,
115,
104,
131,
53,
18,
4,
3,
2,
10,
13,
15,
42,
75,
153,
63,
93,
96,
219,
235,
167,
178,
108,
178,
121,
104,
89,
75,
110,
24,
19,
9,
7,
2,
1,
6,
29,
72,
121,
98,
129,
166,
227,
249,
176,
233,
364,
1082,
2249,
3387,
3268,
1909,
412,
86,
33,
11,
4,
6,
4,
13,
9,
31,
30,
40,
95,
55,
72,
135,
153,
144,
376,
1360,
3011,
3850,
4022,
2518,
715,
128,
44,
13,
18,
11,
12,
7,
14,
28,
40,
157,
194,
279,
277,
434,
518,
450,
638,
1761,
2828,
3541,
3116,
1433,
334,
86,
27,
16,
1,
4,
4,
7,
31,
77,
133,
143,
121,
182,
282,
255,
328,
176,
123,
201,
131,
118,
90,
60,
47,
12,
6,
6,
0,
4,
8,
6,
22,
63,
119,
65,
51,
54,
173,
197,
123,
69,
111,
153,
157,
133,
77,
50,
63,
16,
8,
2,
0,
0,
7,
3,
23,
62,
93,
58,
62,
70,
174,
189,
126,
101,
135,
136,
135,
92,
183,
64,
46,
29,
38,
5,
2,
0,
1,
2,
13,
64,
102,
44,
51,
62,
146,
175,
97,
130,
108,
178,
182,
193,
104,
114,
78,
36,
6,
7,
5,
2,
10,
3,
15,
76,
80,
26,
69,
84,
180,
246,
200,
152,
206,
236,
164,
261,
266,
110,
59,
48,
26,
3,
4,
1,
5,
0,
7,
10,
32,
32,
60,
83,
84,
163,
99,
112,
93,
185,
177,
173,
170,
116,
95,
58,
15,
3,
0,
2,
8,
4,
5,
23,
38,
99,
113,
80,
179,
175,
180,
192,
214,
138,
162,
134,
107,
60,
20,
30,
14,
2,
3,
0,
10,
6,
19,
70,
106,
64,
105,
115,
262,
239,
165,
192,
150,
149,
143,
151,
83,
77,
34,
23,
8,
1,
1,
0,
3,
6,
18,
78,
123,
50,
83,
132,
307,
248,
151,
159,
111,
174,
186,
124,
92,
73,
80,
13,
6,
3,
0,
1,
2,
3,
23,
71,
123,
87,
65,
88,
231,
265,
125,
83,
99,
116,
171,
104,
113,
171,
68,
26,
4,
8,
1,
4,
5,
8,
21,
59,
101,
61,
86,
119,
262,
273,
227,
198,
160,
185,
142,
125,
123,
91,
73,
13,
13,
2,
0,
9,
5,
7,
18,
59,
96,
68,
76,
135,
227,
235,
216,
195,
232,
274,
303,
343,
185,
166,
124,
58,
38,
9,
5,
5,
1,
3,
6,
17,
55,
72,
159,
194
] |
[
278,
306,
318,
332,
309,
227,
225,
225,
130,
76,
86,
34,
30,
7,
0,
3,
6,
1,
3,
20,
52,
74,
118,
185,
240,
286,
299,
270,
176,
182,
185,
142,
80,
69,
30,
12,
9,
4,
1,
3,
3,
7,
14,
49,
85,
51,
56,
57,
174,
215,
139,
109,
132,
176,
107,
98,
64,
59,
12,
22,
19,
1,
4,
2,
4,
10,
24,
69,
102,
59,
58,
61,
161,
180,
73,
35,
105,
117,
100,
104,
102,
45,
48,
19,
7,
4,
0,
4,
1,
8,
39,
81,
126,
79,
73,
90
] |
[
"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: 9600.00%",
"予測される変化率: [カラム_0] 予測される変化率: -67.63%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の2.74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4番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 9600.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -67.63%",
"Volatility: [column_0] Volatility: high (standard deviation is 2.74 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 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 38 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 38.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
212,
152,
84,
111,
175,
180,
142,
125,
172,
84,
49,
23,
7,
1,
1,
1,
2,
8,
30,
63,
111,
55,
67,
104,
237,
213,
127,
92,
68,
95,
63,
20,
31,
22,
35,
21,
6,
9,
3,
0,
8,
3,
16,
47,
88,
63,
67,
115,
178,
38,
75,
79,
98,
153,
154,
156,
107,
83,
119,
43,
18,
19,
4,
0,
7,
1,
12,
38,
30,
75,
115,
167,
232,
245,
242,
305,
335,
229,
214,
305,
145,
77,
40,
43,
24,
8,
4,
4,
7,
3,
7,
15,
56,
77,
166,
280,
307,
334,
298,
364,
301,
233,
133,
130,
102,
82,
39,
23,
8,
1,
3,
0,
6,
7,
19,
53,
64,
17,
29,
68,
160,
164,
67,
47,
98,
113,
63,
31,
13,
18,
10,
13,
0,
3,
0,
0,
2,
7,
24,
59,
116,
51,
45,
67,
175,
97,
46,
29,
25,
110,
76,
103,
57,
52,
35,
22,
8,
2,
0,
0,
0,
4,
23,
65,
117,
69,
38,
67,
207,
232,
95,
97,
119,
128,
132,
109,
113,
41,
35,
15,
7,
4,
7,
0,
3,
15,
26,
77,
104,
44,
51,
71,
253,
226,
94,
90,
96,
184,
114,
103,
96,
78,
41,
30,
1,
3,
5,
5,
4,
6,
28,
73,
101,
81,
100,
124,
228,
242,
206,
202,
258,
238,
298,
198,
120,
107,
208,
79,
45,
12,
3,
11,
4,
7,
16,
51,
51,
127,
199,
247,
387,
424,
421,
384,
416,
377,
180,
110,
114,
108,
62,
31,
27,
10,
8,
6,
1,
4,
18,
25,
32,
59,
112,
110,
188,
206,
104,
109,
99,
151,
154,
92,
96,
72,
47,
14,
5,
1,
0,
0,
3,
8,
17,
63,
107,
54,
62,
67,
210,
181,
95,
65,
85,
140,
91,
76,
45,
37,
32,
17,
1,
0,
0,
0,
2,
7,
30,
73,
138,
57,
49,
93,
158,
186,
91,
81,
149,
118,
28,
76,
88,
29,
20,
21,
8,
3,
2,
2,
1,
12,
31,
77,
144,
46,
85,
122,
273,
274,
110,
102,
136,
166,
138,
124,
122,
129,
56,
23,
3,
2,
2,
3,
7,
3,
36,
81,
113,
66,
53,
47,
234,
226,
146,
112,
87,
157,
157,
93,
55,
67,
60,
31,
6,
6,
2,
1,
4,
5,
31,
65,
112,
74,
75,
64,
177,
161,
89,
23,
60,
45,
57,
39,
72,
73,
56,
42,
8,
15,
8,
5,
8,
5,
10,
26,
52,
98,
128,
151,
164,
131,
170,
158,
226,
225,
207,
226,
131,
100,
87,
41,
39,
22,
3,
3,
2,
5,
15,
28,
42,
67,
117,
165,
242,
272,
231,
316,
301,
219,
150,
129,
98,
70,
41,
21,
18,
4,
1,
1,
2,
10,
34,
70,
115,
61,
38,
47,
223,
208,
145,
78,
112,
145,
104,
94,
75,
48,
25,
12,
9,
3,
1,
3,
2,
9,
30,
73,
135,
45,
39,
75,
196,
202,
98,
84,
130,
190,
137,
98,
91,
50,
31,
34,
3,
0,
1,
0,
0,
2,
28,
84,
137,
35,
78,
73,
186,
150,
26,
31,
85,
126,
130,
107
] |
[
94,
63,
45,
28,
6,
2,
2,
3,
3,
9,
32,
98,
137,
47,
49,
71,
174,
167,
85,
63,
125,
162,
136,
109,
68,
50,
32,
25,
18,
4,
7,
0,
8,
6,
34,
58,
92,
56,
51,
54,
213,
167,
121,
162,
172,
199,
198,
199,
157,
117,
156,
42,
18,
4,
5,
3,
6,
3,
6,
3,
8,
50,
82,
123,
90,
161,
128,
183,
52,
85,
87,
97,
108,
96,
99,
38,
42,
8,
0,
8,
2,
1,
8,
22,
52,
98,
156,
262,
296,
298,
281,
295,
187,
142,
100,
133
] |
[
"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: -49.53%",
"予測される変化率: [カラム_0] 予測される変化率: 41.49%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.98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: 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13番目のデータポイント",
"ターニングポイントの方向: [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: -49.53%",
"Forecasted change rate: [column_0] Forecasted change rate: 41.49%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.98 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 13 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
| 128 | 96 |
[
114,
63,
48,
36,
9,
1,
0,
0,
8,
6,
16,
68,
118,
62,
49,
40,
188,
163,
71,
64,
127,
198,
132,
103,
100,
86,
40,
26,
20,
1,
1,
0,
9,
9,
27,
90,
136,
81,
44,
92,
292,
230,
95,
71,
132,
143,
111,
120,
84,
52,
26,
8,
7,
3,
0,
0,
7,
10,
33,
69,
123,
73,
46,
66,
175,
199,
137,
87,
106,
136,
120,
41,
84,
90,
48,
27,
11,
7,
0,
0,
1,
13,
35,
70,
142,
73,
59,
64,
211,
216,
92,
82,
104,
170,
268,
106,
102,
112,
61,
17,
35,
7,
2,
5,
12,
6,
28,
79,
119,
85,
64,
146,
302,
218,
147,
133,
173,
295,
171,
135,
111,
100,
83,
43,
24,
4,
1,
1
] |
[
10,
0,
10,
17,
76,
83,
83,
153,
74,
66,
145,
121,
93,
129,
79,
71,
68,
74,
60,
50,
9,
13,
2,
1,
2,
9,
3,
15,
9,
17,
22,
44,
63,
88,
55,
93,
86,
47,
50,
44,
57,
36,
20,
14,
7,
3,
2,
0,
1,
6,
15,
69,
123,
84,
47,
77,
240,
176,
40,
26,
52,
122,
127,
101,
82,
49,
29,
14,
8,
1,
0,
5,
2,
10,
30,
74,
120,
82,
68,
46,
129,
159,
79,
60,
132,
136,
124,
124,
83,
64,
61,
52,
13,
7,
0,
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: -99.12%",
"予測される変化率: [カラム_0] 予測される変化率: -70.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.91倍)",
"トレンド: [カラム_0] トレンドの継続: 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: -99.12%",
"Forecasted change rate: [column_0] Forecasted change rate: -70.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.91 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 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 64 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 64 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 64.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 64."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
2,
9,
29,
75,
142,
103,
55,
97,
237,
246,
94,
90,
110,
201,
132,
117,
113,
129,
44,
38,
10,
8,
0,
1,
1,
19,
29,
91,
133,
63,
87,
94,
262,
270,
140,
133,
126,
197,
190,
145,
112,
86,
61,
25,
17,
4,
0,
2,
2,
9,
26,
86,
114,
84,
106,
118,
300,
258,
153,
134,
157,
189,
164,
149,
136,
83,
93,
54,
30,
4,
3,
1,
0,
0,
13,
21,
62,
95,
146,
197,
231,
251,
241,
259,
355,
302,
232,
182,
139,
128,
97,
59,
32,
23,
4,
5,
0,
1,
9,
36,
63,
102,
136,
233,
271,
329,
280,
386,
221,
174,
101,
55,
39,
22,
11,
9,
1,
1,
1,
1,
2,
9,
25,
55,
132,
81,
54,
106,
241,
182,
104,
106,
105,
157,
127,
72,
89,
66,
26,
16,
13,
5,
2,
2,
6,
18,
32,
113,
139,
88,
118,
83,
305,
236,
97,
71,
89,
219,
157,
90,
59,
57,
36,
19,
9,
5,
3,
2,
6,
10,
33,
89,
150,
74,
64,
94,
290,
230,
114,
78,
118,
189,
120,
100,
165,
64,
46,
12,
12,
5,
2,
0,
3,
9,
28,
77,
122,
66,
46,
56,
74,
32,
21,
14,
72,
110,
139,
85,
63,
63,
46,
37,
11,
8,
7,
1,
8,
6,
31,
79,
93,
32,
16,
32,
124,
139,
55,
71,
109,
135,
127,
64,
93,
65,
81,
40,
20,
14,
2,
10,
6,
3,
16,
19,
52,
91,
89,
109,
72,
38,
51,
79,
55,
66,
98,
90,
136,
74,
43,
21,
16,
7,
5,
0,
3,
5,
12,
19,
58,
87,
88,
236,
166,
190,
214,
185,
150,
180,
178,
137,
147,
118,
43,
57,
12,
2,
4,
0,
2,
10,
37,
78,
144,
81,
62,
138,
293,
199,
112,
83,
90,
155,
129,
85,
72,
31,
16,
16,
11,
3,
0,
0,
1,
9,
41,
102,
143,
79,
55,
103,
294,
237,
136,
138,
146,
234,
270,
151,
93,
95,
52,
34,
11,
12,
3,
3,
2,
10,
38,
97,
147,
75,
64,
125,
249,
263,
97,
98,
139,
173,
206,
152,
96,
125,
59,
43,
23,
5,
6,
5,
6,
8,
29,
79,
137,
58,
55,
88,
220,
185,
96,
100,
22,
119,
95,
29,
48,
41,
30,
19,
4,
4,
0,
5,
0,
9,
29,
66,
125,
58,
75,
98,
200,
225,
113,
113,
143,
164,
166,
136,
145,
98,
62,
45,
20,
11,
8,
4,
5,
5,
18,
38,
53,
109,
158,
205,
182,
231,
278,
296,
266,
214,
162,
181,
164,
141,
94,
49,
29,
8,
6,
2,
2,
1,
9,
28,
67,
106,
123,
184,
216,
163,
157,
131,
177,
216,
154,
125,
93,
80,
66,
37,
29,
4,
3,
7,
7,
13,
31,
81,
153,
96,
71,
71,
266,
199,
163,
126,
113,
179,
227,
183,
159,
103,
56,
36,
7,
9,
4,
0,
2,
17,
36,
134,
177,
92,
69,
152,
326,
282,
122,
141,
228,
197,
239,
183,
170,
131,
80,
49,
14,
9,
1,
0,
7,
9,
45,
108,
152,
86,
74,
118
] |
[
234,
312,
137,
86,
128,
158,
172,
147,
200,
107,
74,
34,
4,
5,
6,
2,
2,
5,
45,
90,
174,
79,
145,
198,
271,
332,
167,
104,
145,
171,
203,
150,
133,
85,
66,
34,
13,
21,
4,
5,
3,
14,
30,
100,
136,
102,
124,
196,
296,
256,
160,
156,
196,
241,
194,
184,
215,
147,
115,
56,
34,
9,
14,
2,
4,
8,
8,
42,
25,
27,
56,
54,
37,
71,
74,
13,
39,
90,
38,
63,
62,
49,
31,
20,
8,
9,
0,
2,
0,
7,
15,
28,
79,
95,
165,
174
] |
[
"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: 5800.00%",
"予測される変化率: [カラム_0] 予測される変化率: -25.64%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.89倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 41個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 5800.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -25.64%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.89 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 41",
"First turning point: [column_0] First turning point: at data point 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 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
124,
186,
224,
166,
163,
175,
210,
108,
110,
101,
47,
16,
21,
8,
4,
3,
8,
5,
36,
89,
172,
84,
77,
143,
244,
263,
110,
75,
177,
171,
204,
107,
121,
62,
46,
10,
6,
5,
2,
0,
4,
7,
36,
115,
146,
60,
60,
73,
269,
169,
94,
36,
45,
141,
138,
107,
67,
14,
30,
9,
12,
3,
0,
1,
1,
6,
38,
88,
149,
57,
81,
94,
265,
194,
73,
84,
81,
178,
196,
178,
100,
119,
42,
33,
7,
4,
0,
1,
5,
10,
47,
115,
157,
76,
111,
162,
271,
219,
157,
110,
124,
205,
262,
140,
132,
135,
58,
27,
7,
4,
8,
1,
8,
10,
39,
80,
125,
61,
77,
89,
207,
234,
182,
145,
130,
234,
225,
205,
136,
116,
91,
37,
21,
11,
8,
4,
2,
3,
11,
73,
67,
131,
213,
193,
264,
250,
218,
277,
232,
198,
233,
216,
165,
189,
150,
90,
51,
9,
1,
6,
0,
3,
7,
17,
48,
61,
86,
136,
111,
126,
167,
144,
110,
115,
121,
108,
86,
58,
40,
20,
11,
13,
0,
8,
2,
17,
34,
105,
164,
78,
70,
94,
277,
165,
141,
163,
135,
170,
143,
89,
69,
97,
54,
17,
30,
7,
4,
3,
4,
11,
29,
83,
113,
53,
65,
73,
259,
197,
101,
75,
120,
145,
119,
103,
70,
72,
46,
12,
8,
5,
3,
3,
4,
13,
38,
106,
159,
117,
98,
128,
313,
371,
223,
207,
203,
259,
221,
145,
300,
92,
72,
15,
19,
10,
1,
1,
3,
7,
37,
95,
122,
70,
99,
130,
263,
245,
192,
195,
172,
188,
139,
92,
96,
69,
85,
43,
10,
25,
6,
7,
1,
5,
26,
44,
69,
64,
110,
45,
100,
54,
66,
183,
101,
148,
69,
91,
74,
58,
44,
25,
5,
5,
3,
6,
2,
7,
23,
35,
93,
87,
118,
162,
142,
143,
132,
144,
168,
132,
158,
128,
129,
110,
106,
52,
16,
12,
5,
10,
1,
9,
10,
45,
97,
119,
176,
280,
261,
355,
430,
368,
305,
254,
265,
132,
122,
57,
64,
38,
24,
4,
0,
4,
7,
10,
29,
104,
171,
96,
108,
200,
406,
409,
247,
204,
212,
281,
264,
188,
152,
79,
61,
22,
11,
4,
1,
5,
3,
6,
44,
116,
141,
86,
77,
98,
320,
322,
204,
170,
202,
293,
316,
234,
189,
146,
118,
62,
25,
10,
3,
6,
0,
7,
49,
116,
157,
55,
78,
126,
276,
250,
133,
79,
124,
139,
147,
102,
101,
120,
56,
31,
9,
2,
2,
1,
6,
19,
50,
111,
144,
79,
78,
107,
282,
213,
132,
99,
180,
176,
164,
111,
110,
96,
57,
31,
16,
2,
1,
0,
5,
18,
53,
107,
135,
105,
95,
152,
330,
378,
219,
199,
190,
182,
212,
166,
168,
173,
55,
35,
28,
6,
12,
13,
1,
6,
24,
69,
68,
110,
150,
210,
227,
301,
380,
313,
307,
270,
420,
268,
211,
222,
136,
99,
60,
11,
0,
6,
6,
3,
14,
37,
53,
95,
163,
212,
282,
360,
349,
403,
352,
360,
327,
253
] |
[
220,
100,
109,
52,
27,
9,
4,
7,
8,
10,
48,
85,
151,
94,
66,
114,
289,
319,
151,
134,
137,
218,
202,
59,
74,
105,
83,
36,
15,
4,
2,
4,
9,
10,
45,
75,
138,
66,
19,
30,
62,
56,
22,
17,
31,
56,
78,
51,
80,
32,
24,
7,
7,
3,
0,
2,
3,
14,
43,
95,
195,
74,
88,
74,
208,
179,
174,
132,
118,
161,
176,
101,
138,
68,
22,
10,
11,
5,
0,
0,
4,
12,
42,
131,
149,
82,
78,
132,
326,
311,
140,
103,
184,
234,
218,
193
] |
[
"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: 104.03%",
"予測される変化率: [カラム_0] 予測される変化率: -12.27%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.90倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 35個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 104.03%",
"Forecasted change rate: [column_0] Forecasted change rate: -12.27%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.90 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 35",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
116,
99,
46,
31,
14,
1,
2,
4,
2,
8,
39,
78,
176,
105,
169,
154,
435,
277,
168,
145,
189,
197,
252,
267,
190,
164,
82,
61,
33,
13,
16,
5,
8,
8,
15,
55,
77,
103,
164,
135,
182,
218,
233,
252,
300,
279,
346,
354,
363,
239,
190,
116,
69,
27,
7,
3,
8,
6,
15,
37,
74,
116,
201,
268,
278,
255,
356,
303,
309,
340,
350,
339,
271,
176,
88,
50,
31,
9,
1,
2,
4,
15,
45,
89,
151,
119,
83,
125,
290,
191,
161,
105,
124,
208,
199,
138,
162,
150,
102,
50,
13,
6,
2,
2,
3,
12,
34,
74,
117,
92,
61,
98,
249,
246,
91,
106,
70,
64,
39,
56,
30,
35,
40,
16,
9,
4,
6,
0,
5,
8,
51,
115,
163,
101,
102,
117,
294,
258,
105,
119,
106,
185,
210,
195,
186,
202,
66,
19,
10,
7,
1,
3,
7,
6,
29,
70,
137,
70,
83,
91,
265,
173,
222,
128,
119,
182,
187,
182,
153,
163,
98,
40,
13,
9,
3,
4,
3,
15,
45,
105,
179,
101,
89,
134,
299,
233,
122,
128,
163,
194,
240,
302,
285,
273,
198,
64,
59,
79,
15,
4,
1,
4,
9,
15,
5,
6,
13,
46,
148,
190,
115,
151,
136,
122,
234,
182,
134,
101,
136,
86,
51,
24,
9,
11,
2,
7,
21,
30,
76,
143,
195,
202,
326,
387,
437,
440,
394,
362,
311,
315,
236,
125,
94,
30,
24,
12,
3,
1,
1,
13,
31,
114,
190,
108,
69,
140,
300,
241,
105,
77,
124,
220,
251,
217,
273,
157,
105,
59,
29,
5,
0,
7,
4,
14,
59,
86,
151,
75,
48,
75,
256,
168,
127,
114,
101,
115,
140,
160,
118,
70,
73,
31,
7,
13,
9,
0,
0,
21,
39,
76,
134,
64,
64,
76,
244,
221,
115,
68,
98,
142,
173,
137,
154,
64,
50,
22,
6,
1,
3,
0,
5,
9,
61,
104,
141,
80,
89,
120,
345,
250,
145,
134,
121,
194,
148,
182,
164,
118,
69,
30,
19,
7,
2,
2,
3,
12,
50,
81,
135,
95,
117,
162,
241,
271,
168,
142,
225,
292,
327,
298,
161,
162,
101,
213,
50,
11,
4,
1,
5,
4,
16,
60,
58,
84,
132,
131,
168,
173,
182,
268,
197,
160,
216,
112,
136,
86,
84,
66,
26,
5,
8,
1,
3,
4,
9,
24,
56,
93,
114,
191,
229,
275,
315,
348,
287,
140,
163,
201,
111,
77,
45,
24,
12,
3,
0,
0,
4,
20,
39,
87,
159,
94,
83,
164,
301,
282,
143,
132,
146,
189,
176,
203,
167,
112,
49,
19,
19,
7,
0,
0,
4,
16,
41,
104,
182,
83,
80,
148,
339,
281,
107,
105,
108,
245,
248,
182,
137,
98,
59,
40,
5,
8,
0,
0,
2,
12,
44,
89,
167,
124,
156,
138,
269,
423,
141,
107,
110,
210,
245,
208,
286,
149,
74,
35,
12,
1,
5,
1,
11,
11,
58,
94,
159,
87,
74,
70,
209,
196,
126,
115,
134,
219,
238,
226,
234,
160,
131,
73,
27,
17,
8,
5
] |
[
2,
15,
56,
89,
94,
35,
46,
69,
172,
189,
119,
71,
117,
194,
248,
215,
195,
180,
102,
17,
3,
11,
1,
6,
2,
8,
28,
55,
73,
144,
149,
151,
130,
200,
221,
204,
249,
216,
281,
251,
271,
115,
77,
49,
37,
17,
9,
18,
9,
1,
17,
51,
69,
109,
161,
210,
232,
287,
364,
341,
291,
281,
312,
298,
283,
163,
100,
59,
22,
7,
4,
0,
0,
6,
16,
49,
105,
69,
82,
137,
227,
212,
169,
146,
181,
226,
224,
303,
282,
220,
131,
33,
23,
10,
5,
5
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -95.69%",
"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0.86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: 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: upward",
"Historical change rate: [column_0] Historical change rate: -95.69%",
"Forecasted change rate: [column_0] Forecasted change rate: 150.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.86 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 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
6,
5,
25,
16,
81,
62,
5,
6,
50,
105,
190,
118,
120,
189,
236,
198,
156,
86,
35,
14,
13,
7,
9,
2,
0,
9,
30,
102,
145,
115,
126,
114,
201,
213,
163,
84,
44,
45,
113,
70,
51,
52,
43,
14,
21,
6,
1,
0,
1,
10,
32,
94,
145,
83,
123,
101,
195,
208,
89,
138,
78,
168,
157,
190,
176,
84,
48,
32,
28,
11,
1,
4,
2,
9,
37,
96,
138,
66,
65,
124,
226,
215,
146,
124,
191,
203,
103,
117,
260,
193,
87,
58,
27,
12,
10,
6,
3,
7,
9,
52,
64,
151,
188,
214,
199,
240,
268,
317,
336,
317,
342,
257,
169,
149,
112,
201,
50,
20,
5,
9,
4,
4,
25,
45,
81,
134,
183,
251,
265,
346,
405,
339,
307,
248,
292,
221,
204,
104,
55,
44,
33,
15,
0,
0,
4,
13,
48,
102,
184,
79,
85,
111,
284,
228,
131,
89,
117,
209,
206,
228,
221,
186,
131,
54,
14,
8,
1,
1,
1,
15,
48,
110,
171,
73,
79,
86,
223,
196,
109,
96,
123,
183,
210,
255,
172,
122,
65,
8,
10,
6,
0,
2,
0,
11,
30,
37,
78,
32,
36,
66,
195,
224,
123,
92,
120,
182,
183,
254,
134,
51,
48,
33,
14,
6,
2,
0,
2,
18,
56,
94,
175,
104,
92,
147,
270,
248,
124,
150,
125,
183,
216,
245,
154,
111,
51,
33,
8,
4,
0,
2,
3,
9,
36,
84,
149,
102,
87,
98,
267,
307,
292,
165,
277,
242,
239,
246,
176,
118,
127,
63,
14,
7,
6,
4,
5,
4,
23,
53,
92,
115,
125,
172,
194,
243,
240,
347,
490,
342,
312,
263,
202,
260,
177,
99,
27,
19,
8,
1,
4,
4,
24,
53,
80,
108,
230,
300,
335,
368,
365,
384,
297,
300,
320,
288,
298,
192,
110,
79,
36,
9,
8,
3,
0,
9,
57,
113,
187,
72,
72,
123,
288,
214,
102,
110,
130,
200,
275,
227,
317,
288,
144,
69,
18,
6,
6,
9,
7,
12,
67,
121,
145,
78,
82,
115,
274,
235,
183,
163,
12,
95,
186,
196,
198,
118,
62,
32,
7,
5,
0,
1,
1,
8,
55,
101,
186,
121,
167,
173,
341,
334,
127,
88,
116,
228,
297,
64,
11,
11,
11,
11,
7,
4,
0,
4,
1,
14,
47,
91,
135,
81,
124,
77,
321,
140,
45,
124,
108,
203,
149,
119,
97,
46,
29,
9,
3,
3,
1,
7,
6,
5,
33,
49,
68,
26,
25,
15,
35,
17,
22,
20,
41,
78,
82,
89,
70,
31,
30,
41,
23,
11,
5,
5,
1,
1,
13,
19,
28,
40,
50,
72,
110,
106,
114,
186,
176,
194,
355,
215,
212,
132,
93,
131,
45,
15,
0,
3,
12,
2,
11,
17,
44,
102,
139,
132,
228,
292,
283,
316,
274,
281,
232,
250,
132,
111,
78,
25,
31,
9,
6,
4,
4,
7,
27,
87,
149,
69,
69,
101,
307,
288,
184,
186,
135,
228,
291,
274,
198,
163,
85,
32,
14,
5,
2,
3,
6,
14,
50,
103,
163,
107,
78,
87
] |
[
261,
264,
171,
95,
133,
164,
216,
169,
186,
117,
58,
34,
14,
35,
15,
10,
0,
11,
51,
103,
144,
71,
113,
53,
255,
261,
86,
112,
119,
248,
178,
229,
209,
90,
47,
16,
8,
3,
1,
2,
5,
7,
33,
95,
147,
53,
64,
61,
217,
214,
160,
113,
137,
171,
179,
243,
176,
151,
86,
17,
14,
7,
6,
0,
4,
10,
48,
92,
119,
85,
82,
138,
283,
267,
178,
144,
186,
286,
264,
252,
280,
195,
136,
63,
39,
15,
24,
0,
3,
10,
19,
56,
89,
121,
159,
153
] |
[
"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: 1350.00%",
"予測される変化率: [カラム_0] 予測される変化率: -41.38%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.89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2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 1350.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -41.38%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.89 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 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 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 94."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
148,
159,
174,
126,
162,
221,
431,
384,
356,
323,
315,
197,
61,
13,
2,
4,
0,
2,
4,
18,
40,
96,
111,
185,
209,
188,
235,
248,
158,
150,
217,
213,
232,
214,
85,
46,
13,
0,
2,
2,
10,
12,
46,
82,
137,
102,
85,
112,
237,
250,
147,
114,
144,
245,
218,
168,
172,
91,
44,
29,
8,
4,
2,
1,
3,
7,
50,
97,
177,
104,
89,
106,
276,
228,
153,
111,
171,
217,
254,
220,
204,
122,
77,
50,
17,
7,
2,
3,
6,
13,
61,
111,
164,
100,
79,
134,
278,
248,
122,
97,
142,
193,
206,
231,
265,
259,
109,
44,
14,
4,
3,
2,
2,
8,
51,
105,
151,
96,
84,
82,
127,
114,
64,
65,
58,
125,
162,
183,
277,
301,
116,
84,
18,
15,
9,
2,
8,
10,
35,
94,
126,
54,
42,
52,
81,
69,
37,
53,
75,
98,
212,
207,
283,
299,
163,
124,
58,
20,
14,
4,
5,
3,
20,
41,
68,
105,
121,
148,
190,
180,
197,
173,
216,
222,
247,
196,
210,
175,
153,
134,
36,
27,
7,
3,
3,
8,
14,
34,
69,
99,
179,
244,
290,
330,
310,
342,
313,
237,
375,
311,
266,
217,
98,
40,
20,
6,
0,
3,
2,
9,
31,
107,
152,
85,
106,
100,
300,
247,
166,
170,
182,
223,
190,
196,
207,
150,
85,
38,
27,
4,
6,
4,
1,
13,
64,
103,
163,
94,
69,
114,
245,
241,
149,
135,
170,
223,
228,
218,
243,
254,
144,
71,
15,
8,
3,
1,
3,
12,
42,
125,
145,
97,
58,
73,
176,
155,
157,
101,
86,
168,
309,
261,
324,
232,
91,
19,
8,
4,
3,
3,
6,
9,
27,
24,
51,
9,
21,
16,
16,
87,
120,
74,
156,
177,
214,
225,
203,
189,
78,
62,
8,
5,
1,
6,
4,
7,
51,
71,
65,
42,
87,
22,
161,
197,
172,
79,
155,
45,
357,
191,
220,
164,
101,
44,
59,
11,
9,
1,
2,
4,
13,
41,
53,
84,
127,
203,
168,
219,
114,
186,
221,
210,
183,
288,
380,
300,
245,
147,
69,
19,
5,
2,
1,
6,
16,
41,
49,
83,
115,
268,
230,
251,
182,
198,
90,
194,
258,
90,
256,
237,
103,
43,
23,
10,
3,
4,
2,
8,
40,
86,
154,
92,
94,
109,
273,
270,
131,
148,
155,
198,
200,
268,
256,
159,
91,
41,
11,
2,
4,
0,
4,
6,
47,
105,
143,
96,
98,
135,
216,
219,
147,
134,
171,
178,
188,
254,
230,
196,
77,
50,
21,
11,
4,
4,
3,
10,
51,
84,
153,
91,
130,
103,
223,
216,
151,
148,
112,
112,
175,
243,
287,
257,
104,
62,
37,
7,
2,
0,
7,
13,
45,
78,
155,
98,
63,
93,
242,
224,
146,
145,
161,
173,
203,
147,
165,
113,
88,
42,
17,
3,
1,
4,
1,
1,
18,
55,
81,
53,
86,
125,
199,
184,
154,
130,
24,
39,
13,
13,
27,
95,
63,
38,
14,
14,
3,
4,
4,
2,
13,
34,
54,
64,
112,
107,
127,
208,
187,
259,
217,
225,
264,
259
] |
[
350,
274,
149,
86,
34,
13,
10,
3,
4,
3,
16,
55,
61,
116,
165,
202,
213,
218,
319,
249,
245,
243,
264,
332,
525,
359,
233,
85,
51,
26,
0,
2,
9,
10,
26,
55,
88,
102,
62,
92,
99,
125,
57,
80,
91,
76,
120,
133,
310,
487,
297,
123,
77,
11,
8,
11,
11,
8,
34,
35,
49,
79,
97,
81,
233,
146,
208,
223,
294,
269,
288,
388,
506,
416,
256,
106,
57,
10,
6,
3,
0,
5,
21,
48,
48,
88,
98,
120,
248,
232,
241,
236,
236,
220,
283,
221
] |
[
"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: 75.00%",
"予測される変化率: [カラム_0] 予測される変化率: -36.86%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.86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: 30個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 75.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -36.86%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.86 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 30",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
419,
419,
213,
83,
80,
22,
2,
2,
2,
7,
33,
56,
77,
92,
92,
105,
108,
101,
66,
81,
95,
110,
167,
295,
519,
476,
312,
145,
88,
25,
4,
5,
10,
4,
8,
56,
99,
83,
92,
99,
125,
194,
131,
114,
132,
287,
256,
412,
541,
415,
316,
204,
100,
15,
7,
6,
9,
2,
3,
22,
27,
35,
152,
181,
209,
231,
285,
346,
313,
412,
360,
362,
376,
256,
209,
91,
39,
6,
5,
4,
5,
5,
7,
18,
63,
62,
93,
43,
168,
272,
276,
323,
274,
328,
374,
359,
352,
266,
121,
121,
39,
9,
5,
0,
2,
2,
23,
53,
70,
124,
166,
218,
282,
330,
370,
347,
465,
452,
698,
1049,
1929,
2662,
3693,
4139,
2499,
646,
167,
50,
10,
9,
16,
29,
46,
85,
165,
274,
343,
358,
308,
356,
309,
283,
379,
363,
398,
337,
174,
90,
39,
16,
3,
1,
2,
4,
44,
68,
100,
87,
117,
171,
339,
326,
303,
233,
265,
256,
304,
333,
416,
279,
165,
65,
55,
12,
5,
6,
5,
1,
29,
79,
106,
75,
168,
157,
209,
304,
174,
199,
200,
282,
333,
250,
413,
280,
193,
86,
37,
16,
5,
6,
8,
8,
38,
77,
62,
48,
33,
36,
38,
28,
22,
13,
99,
110,
154,
263,
240,
207,
89,
48,
8,
6,
1,
0,
0,
11,
35,
48,
45,
50,
98,
104,
73,
136,
181,
264,
313,
340,
313,
346,
408,
298,
198,
103,
29,
19,
10,
3,
3,
4,
31,
48,
67,
102,
160,
252,
278,
384,
436,
400,
287,
232,
385,
351,
348,
307,
112,
59,
13,
14,
6,
3,
5,
10,
69,
99,
152,
68,
91,
137,
313,
339,
271,
208,
181,
297,
294,
323,
295,
251,
141,
51,
17,
6,
11,
4,
3,
8,
59,
137,
179,
100,
90,
137,
337,
342,
183,
166,
188,
228,
223,
288,
335,
303,
89,
30,
21,
2,
0,
1,
1,
6,
41,
107,
188,
69,
55,
117,
384,
415,
251,
278,
265,
315,
247,
211,
429,
216,
148,
44,
15,
5,
7,
8,
3,
4,
42,
147,
161,
102,
118,
136,
380,
436,
234,
186,
205,
288,
293,
230,
285,
285,
114,
66,
18,
2,
6,
6,
6,
12,
67,
118,
175,
92,
112,
167,
248,
230,
174,
163,
152,
178,
303,
254,
414,
510,
290,
184,
84,
32,
11,
4,
2,
9,
16,
91,
80,
96,
178,
236,
217,
298,
259,
289,
298,
384,
331,
329,
426,
376,
173,
106,
38,
14,
10,
8,
3,
15,
23,
75,
91,
132,
189,
295,
409,
343,
423,
327,
308,
296,
300,
273,
503,
424,
234,
80,
43,
15,
6,
1,
1,
13,
71,
137,
208,
118,
103,
108,
215,
194,
83,
88,
107,
220,
216,
193,
405,
344,
185,
58,
27,
6,
11,
3,
1,
7,
63,
149,
189,
75,
51,
100,
223,
195,
111,
139,
143,
281,
385,
296,
391,
377,
172,
109,
52,
13,
5,
2,
2,
9,
57,
144,
222,
95,
90,
158,
306,
379,
174,
158,
170,
272,
244,
324,
314,
343,
192,
47,
22,
25,
3,
7
] |
[
2,
10,
45,
130,
201,
111,
74,
127,
265,
277,
169,
122,
127,
247,
322,
266,
331,
338,
136,
118,
30,
17,
7,
2,
4,
7,
60,
154,
171,
116,
59,
64,
152,
192,
145,
139,
187,
223,
270,
219,
338,
213,
222,
112,
44,
16,
4,
4,
6,
9,
18,
86,
108,
163,
200,
280,
306,
293,
383,
351,
432,
556,
473,
375,
351,
415,
307,
125,
66,
36,
14,
6,
2,
3,
18,
88,
93,
168,
224,
270,
337,
365,
435,
445,
344,
331,
346,
330,
373,
260,
196,
58,
34,
9,
2,
7
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -98.33%",
"予測される変化率: [カラム_0] 予測される変化率: 250.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.63倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 32個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -98.33%",
"Forecasted change rate: [column_0] Forecasted change rate: 250.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.63 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 32",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 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 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 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 94."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
5,
9,
56,
169,
210,
97,
94,
131,
284,
309,
177,
129,
166,
264,
298,
249,
307,
305,
136,
75,
32,
16,
1,
2,
4,
10,
84,
162,
210,
96,
84,
94,
299,
233,
189,
122,
173,
255,
295,
274,
347,
384,
175,
76,
29,
19,
9,
5,
4,
11,
77,
153,
167,
77,
134,
170,
294,
364,
197,
150,
147,
262,
247,
240,
363,
261,
170,
84,
16,
14,
6,
0,
7,
15,
72,
121,
179,
113,
67,
73,
200,
112,
50,
51,
49,
107,
127,
98,
259,
325,
202,
81,
29,
12,
13,
2,
3,
10,
53,
109,
111,
41,
23,
23,
44,
45,
103,
79,
130,
221,
258,
351,
339,
395,
237,
127,
63,
18,
8,
7,
5,
8,
22,
88,
57,
124,
188,
205,
187,
274,
232,
298,
371,
653,
1386,
2010,
2793,
2287,
410,
138,
46,
19,
8,
19,
5,
8,
19,
82,
92,
122,
162,
357,
424,
364,
325,
330,
356,
387,
387,
409,
467,
307,
178,
109,
44,
14,
9,
4,
5,
3,
54,
56,
83,
109,
145,
150,
150,
141,
189,
155,
128,
228,
311,
261,
396,
425,
190,
60,
37,
14,
4,
7,
10,
16,
64,
169,
204,
100,
61,
60,
138,
132,
72,
58,
73,
185,
175,
221,
344,
246,
173,
76,
8,
7,
7,
5,
6,
19,
72,
157,
216,
86,
35,
54,
113,
90,
70,
72,
59,
97,
130,
208,
193,
81,
83,
27,
11,
8,
1,
1,
2,
8,
55,
136,
164,
74,
95,
126,
261,
205,
128,
119,
130,
158,
208,
140
] |
[
156,
197,
90,
45,
25,
9,
6,
1,
0,
9,
96,
98,
200,
87,
247,
136,
250,
408,
147,
144,
180,
225,
241,
197,
293,
294,
184,
88,
51,
38,
14,
1,
2,
2,
53,
78,
91,
130,
162,
136,
115,
184,
148,
124,
117,
309,
370,
430,
545,
569,
375,
170,
97,
24,
6,
1,
0,
5,
18,
89,
84,
153,
124,
128,
112,
98,
95,
82,
176,
227,
369,
394,
405,
328,
190,
77,
21,
9,
5,
13,
2,
17,
83,
125,
230,
106,
94,
141,
277,
309,
161,
119,
162,
297,
256,
150
] |
[
"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: 2700.00%",
"予測される変化率: [カラム_0] 予測される変化率: -3.85%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.54倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 33個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 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: 2700.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -3.85%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.54 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 33",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 92 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 92."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
336,
225,
167,
65,
65,
11,
3,
4,
5,
13,
51,
120,
191,
106,
61,
96,
280,
335,
156,
125,
156,
221,
256,
255,
781,
351,
154,
81,
23,
9,
4,
3,
1,
17,
102,
142,
158,
89,
64,
91,
148,
148,
96,
47,
75,
204,
267,
81,
25,
11,
52,
35,
11,
14,
1,
1,
1,
10,
88,
129,
178,
81,
56,
96,
556,
198,
704,
67,
101,
229,
291,
313,
348,
254,
160,
64,
26,
7,
1,
3,
2,
8,
71,
142,
148,
83,
89,
148,
208,
297,
158,
142,
130,
323,
273,
280,
359,
256,
189,
96,
33,
28,
10,
6,
1,
3,
72,
41,
72,
30,
17,
94,
143,
122,
168,
233,
199,
195,
333,
519,
346,
309,
163,
99,
54,
28,
9,
3
] |
[
9,
2,
36,
67,
97,
135,
184,
251,
244,
336,
369,
417,
356,
394,
319,
303,
421,
280,
110,
61,
14,
12,
0,
2,
12,
11,
58,
148,
205,
95,
77,
103,
281,
248,
137,
122,
158,
260,
208,
263,
404,
236,
175,
43,
30,
13,
7,
2,
2,
13,
80,
161,
185,
72,
37,
9,
63,
114,
110,
84,
118,
194,
196,
149,
199,
143,
100,
27,
9,
3,
0,
1,
2,
19,
55,
156,
192,
115,
83,
139,
294,
252,
173,
88,
161,
201,
231,
251,
309,
468,
173,
39,
19,
5,
4,
0
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -99.11%",
"予測される変化率: [カラム_0] 予測される変化率: -100.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.96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: 32個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -99.11%",
"Forecasted change rate: [column_0] Forecasted change rate: -100.00%",
"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: 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 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] 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 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 38.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"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 42."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
1,
10,
59,
163,
181,
97,
111,
110,
244,
256,
167,
161,
181,
230,
237,
330,
384,
292,
146,
84,
18,
7,
10,
3,
1,
14,
66,
129,
157,
93,
126,
120,
279,
312,
165,
137,
183,
222,
296,
331,
345,
320,
218,
115,
42,
27,
7,
2,
2,
3,
23,
82,
80,
93,
135,
217,
284,
276,
305,
412,
386,
377,
307,
373,
399,
383,
632,
157,
68,
57,
54,
8,
6,
4,
45,
71,
91,
179,
201,
267,
340,
385,
536,
400,
313,
351,
500,
415,
481,
301,
149,
70,
22,
2,
0,
3,
2,
7,
38,
69,
86,
46,
52,
70,
148,
162,
73,
62,
73,
134,
92,
98,
129,
79,
50,
12,
6,
6,
1,
0,
0,
11,
50,
82,
104,
44,
60,
53,
143,
137,
75,
63,
67,
139,
137,
127,
126,
70,
38,
17,
12,
4,
3,
2,
2,
16,
31,
80,
123,
42,
62,
138,
139,
127,
73,
43,
74,
128,
113,
142,
152,
123,
77,
15,
1,
4,
1,
1,
0,
7,
38,
66,
114,
49,
53,
62,
142,
127,
97,
58,
64,
131,
110,
98,
142,
68,
35,
29,
8,
5,
3,
0,
0,
11,
36,
58,
102,
52,
33,
81,
172,
144,
81,
87,
105,
132,
116,
98,
163,
102,
77,
35,
10,
4,
3,
4,
2,
2,
24,
40,
36,
75,
82,
123,
107,
110,
147,
155,
157,
181,
246,
260,
296,
198,
112,
60,
40,
10,
0,
2,
2,
1,
27,
36,
55,
98,
94,
88,
76,
112,
87,
78,
68,
99,
162,
179
] |
[
225,
118,
75,
33,
13,
9,
1,
3,
1,
9,
28,
79,
108,
60,
35,
43,
113,
78,
32,
28,
38,
114,
109,
142,
200,
125,
72,
41,
10,
5,
1,
0,
0,
10,
42,
81,
94,
46,
34,
51,
157,
135,
52,
55,
92,
128,
113,
120,
135,
63,
35,
23,
4,
2,
3,
0,
1,
5,
42,
85,
100,
56,
41,
60,
132,
109,
62,
60,
72,
106,
119,
136,
171,
101,
72,
41,
14,
8,
3,
3,
0,
18,
36,
83,
107,
52,
61,
27,
60,
92,
14,
26,
47,
91,
84,
132
] |
[
"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: 17800.00%",
"予測される変化率: [カラム_0] 予測される変化率: -41.33%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.04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1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 17800.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -41.33%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.04 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 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 94."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
158,
140,
104,
30,
13,
12,
3,
0,
0,
9,
43,
55,
102,
44,
18,
33,
35,
66,
17,
14,
33,
42,
58,
120,
185,
142,
92,
75,
27,
6,
4,
3,
3,
3,
26,
26,
44,
45,
39,
34,
30,
33,
25,
12,
37,
29,
95,
169,
235,
234,
147,
131,
50,
18,
11,
3,
3,
5,
13,
36,
53,
47,
40,
52,
43,
45,
56,
105,
62,
107,
95,
158,
169,
97,
59,
31,
11,
6,
2,
1,
1,
11,
53,
65,
122,
50,
43,
54,
128,
99,
65,
49,
82,
125,
101,
131,
168,
117,
77,
20,
4,
6,
5,
0,
2,
23,
35,
87,
111,
52,
57,
56,
160,
135,
51,
51,
54,
103,
108,
148,
138,
136,
71,
14,
4,
0,
1,
0,
2,
10,
32,
60,
97,
45,
28,
24,
104,
49,
39,
32,
44,
74,
84,
73,
90,
75,
30,
14,
3,
2,
4,
0,
2,
14,
30,
66,
98,
38,
30,
64,
164,
141,
75,
66,
73,
121,
117,
147,
140,
117,
65,
19,
22,
12,
0,
0,
2,
22,
46,
132,
162,
90,
80,
66,
115,
102,
64,
65,
56,
119,
129,
208,
209,
127,
90,
75,
19,
17,
1,
1,
2,
9,
19,
5,
15,
12,
7,
50,
40,
76,
46,
98,
111,
139,
144,
162,
115,
142,
138,
89,
23,
2,
5,
2,
1,
14,
4,
25,
29,
66,
97,
109,
83,
118,
120,
147,
153,
134,
139,
171,
112,
87,
63,
4,
11,
3,
0,
0,
1,
22,
25,
51,
76,
62,
46,
38
] |
[
68,
86,
43,
46,
75,
112,
154,
104,
76,
55,
34,
10,
6,
6,
1,
0,
3,
8,
44,
53,
100,
40,
49,
36,
150,
121,
77,
70,
70,
131,
103,
119,
96,
61,
62,
11,
3,
3,
1,
0,
0,
14,
33,
54,
108,
56,
54,
65,
150,
156,
94,
53,
76,
152,
132,
176,
141,
96,
69,
25,
8,
1,
5,
2,
3,
13,
27,
68,
91,
61,
74,
39,
119,
131,
73,
60,
69,
111,
116,
146,
108,
131,
65,
22,
18,
7,
1,
0,
2,
9,
32,
69,
83,
40,
55,
47
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: -75.95%",
"予測される変化率: [カラム_0] 予測される変化率: -30.88%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.84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: 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: stable",
"Historical change rate: [column_0] Historical change rate: -75.95%",
"Forecasted change rate: [column_0] Forecasted change rate: -30.88%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.84 times the mean)",
"Trend: [column_0] Trend change: from upward to stable",
"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] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 38 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 38.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
98,
120,
75,
73,
60,
66,
60,
68,
35,
24,
31,
16,
15,
4,
2,
7,
5,
10,
7,
23,
4,
7,
15,
21,
33,
68,
77,
77,
63,
58,
39,
76,
44,
22,
25,
13,
14,
9,
5,
3,
0,
1,
24,
9,
14,
40,
47,
73,
119,
111,
55,
40,
95,
87,
133,
76,
80,
52,
21,
8,
4,
0,
0,
1,
0,
6,
17,
41,
90,
46,
34,
47,
124,
108,
78,
49,
74,
95,
118,
111,
94,
50,
28,
13,
3,
2,
5,
0,
1,
7,
20,
56,
87,
64,
49,
67,
188,
170,
67,
61,
66,
142,
129,
127,
109,
83,
62,
17,
9,
2,
0,
1,
6,
6,
17,
62,
95,
37,
37,
71,
136,
153,
52,
76,
65,
88,
96,
82,
75,
70,
43,
16,
4,
2,
0,
0,
1,
9,
17,
61,
86,
40,
40,
39,
107,
88,
81,
59,
71,
119,
121,
100,
87,
74,
53,
17,
22,
2,
0,
3,
1,
6,
14,
52,
70,
35,
30,
48,
80,
44,
19,
12,
61,
2,
8,
7,
18,
2,
16,
8,
56,
1,
2,
6,
4,
9,
31,
33,
12,
9,
23,
18,
63,
113,
131,
58,
48,
16,
20,
3,
4,
2,
8,
6,
1,
3,
8,
19,
8,
10,
12,
16,
22,
48,
1610,
4510,
1634,
163,
90,
241,
94,
84,
108,
80,
76,
35,
42,
9,
2,
3,
0,
0,
0,
4,
44,
71,
98,
66,
62,
120,
183,
105,
61,
62,
88,
81,
42,
39,
64,
36,
14,
4,
0,
0,
1,
0,
2,
5,
18,
70,
92,
53,
28,
33,
134,
104,
68,
72,
44,
87,
77,
34,
49,
36,
25,
4,
4,
0,
0,
0,
0,
7,
34,
72,
98,
36,
43,
44,
127,
94,
56,
53,
50,
126,
73,
56,
118,
51,
21,
12,
7,
2,
0,
3,
1,
7,
38,
69,
98,
44,
39,
89,
154,
155,
91,
81,
93,
111,
102,
59,
52,
53,
28,
10,
3,
0,
2,
1,
4,
8,
19,
53,
102,
68,
37,
72,
154,
153,
109,
139,
147,
153,
153,
106,
111,
79,
60,
33,
11,
2,
0,
2,
1,
0,
5,
31,
46,
58,
75,
88,
92,
104,
143,
226,
207,
185,
142,
141,
126,
107,
79,
39,
34,
12,
3,
0,
1,
9,
4,
17,
38,
65,
131,
180,
214,
243,
294,
248,
221,
154,
156,
115,
90,
72,
49,
19,
13,
3,
0,
3,
1,
5,
17,
64,
80,
53,
56,
59,
159,
98,
86,
103,
160,
173,
134,
78,
102,
73,
45,
30,
13,
4,
4,
11,
2,
7,
25,
68,
101,
30,
37,
64,
101,
95,
78,
68,
150,
136,
157,
127,
146,
126,
59,
18,
10,
5,
4,
1,
0,
4,
16,
45,
76,
29,
57,
68,
78,
114,
95,
74,
87,
118,
120,
60,
127,
29,
17,
8,
1,
4,
0,
0,
0,
6,
14,
48,
86,
50,
58,
90,
122,
136,
92,
37,
74,
112,
72,
57,
66,
59,
32,
22,
3,
10,
3,
4,
3,
1,
9,
24,
57,
73,
136,
131,
183,
220,
247,
258,
217,
200,
152,
181
] |
[
157,
98,
101,
53,
18,
2,
0,
0,
1,
2,
5,
28,
52,
70,
108,
120,
141,
123,
213,
191,
215,
252,
224,
217,
200,
120,
162,
76,
32,
17,
8,
4,
3,
6,
6,
19,
50,
59,
130,
147,
179,
159,
171,
191,
205,
197,
165,
132,
104,
48,
38,
29,
20,
8,
1,
3,
1,
5,
3,
15,
31,
53,
72,
76,
114,
101,
153,
164,
111,
146,
101,
87,
89,
67,
38,
10,
3,
6,
0,
7,
3,
7,
12,
48,
82,
53,
40,
68,
114,
131,
79,
68,
87,
143,
91,
99
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 84.69%",
"予測される変化率: [カラム_0] 予測される変化率: -36.94%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の2.86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: 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: 84.69%",
"Forecasted change rate: [column_0] Forecasted change rate: -36.94%",
"Volatility: [column_0] Volatility: high (standard deviation is 2.86 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 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] 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 82.",
"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 |
[
67,
59,
38,
15,
5,
4,
0,
1,
0,
2,
20,
41,
73,
44,
30,
46,
109,
120,
100,
80,
88,
109,
79,
81,
78,
99,
68,
17,
12,
8,
2,
1,
0,
1,
5,
28,
26,
53,
87,
114,
153,
110,
149,
183,
142,
171,
132,
112,
117,
68,
42,
28,
9,
14,
1,
1,
0,
3,
13,
8,
22,
17,
25,
42,
68,
75,
46,
27,
35,
49,
26,
26,
22,
39,
33,
18,
10,
4,
0,
0,
2,
0,
4,
15,
37,
41,
58,
69,
91,
74,
101,
117,
100,
103,
85,
100,
79,
74,
56,
28,
21,
2,
4,
0,
0,
1,
12,
12,
28,
36,
32,
62,
88,
79,
95,
96,
89,
86,
87,
49,
48,
51,
16,
9,
10,
5,
0,
1,
1,
4,
18,
60,
106,
43,
23,
78,
137,
136,
109,
40,
92,
116,
89,
58,
49,
49,
34,
20,
0,
3,
2,
0,
0,
6,
22,
66,
104,
43,
35,
47,
157,
141,
56,
68,
73,
146,
108,
74,
77,
65,
29,
17,
5,
2,
3,
4,
0,
4,
21,
55,
79,
40,
22,
22,
117,
93,
55,
52,
73,
139,
95,
79,
122,
65,
33,
20,
14,
6,
1,
0,
0,
0,
5,
13,
47,
15,
11,
41,
112,
112,
51,
47,
54,
122,
90,
55,
92,
38,
46,
21,
4,
6,
1,
0,
2,
3,
25,
45,
90,
58,
44,
58,
125,
116,
89,
82,
92,
180,
105,
122,
68,
27,
54,
35,
19,
10,
9,
4,
6,
0,
10,
22,
39,
60,
51,
53
] |
[
42,
24,
123,
57,
79,
116,
58,
55,
80,
54,
109,
34,
18,
17,
1,
7,
1,
1,
0,
12,
23,
40,
73,
108,
130,
128,
156,
119,
79,
114,
75,
59,
44,
50,
35,
14,
3,
7,
3,
2,
0,
6,
17,
56,
105,
47,
31,
57,
102,
123,
57,
43,
69,
111,
96,
61,
49,
44,
27,
7,
4,
3,
1,
2,
1,
5,
22,
61,
89,
41,
32,
44,
118,
112,
55,
46,
80,
116,
70,
56,
46,
37,
2,
5,
1,
0,
0,
0,
0,
3,
13,
40,
62,
29,
54,
14
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -20.90%",
"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0.88倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -20.90%",
"Forecasted change rate: [column_0] Forecasted change rate: -66.67%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.88 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 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 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
| 128 | 96 |
[
82,
114,
27,
51,
76,
101,
60,
46,
58,
105,
28,
3,
2,
0,
0,
0,
0,
9,
24,
42,
85,
41,
27,
23,
71,
78,
30,
67,
42,
90,
80,
77,
23,
52,
31,
5,
2,
0,
0,
2,
0,
0,
5,
16,
13,
19,
65,
7,
17,
17,
15,
23,
6,
24,
19,
14,
24,
19,
9,
20,
2,
6,
0,
1,
1,
0,
5,
15,
23,
48,
65,
37,
65,
72,
72,
130,
127,
148,
85,
77,
75,
66,
76,
27,
17,
7,
0,
5,
2,
4,
1,
11,
32,
54,
95,
112,
155,
152,
126,
179,
151,
127,
106,
91,
102,
61,
32,
17,
5,
0,
4,
1,
1,
7,
17,
52,
85,
62,
24,
49,
144,
98,
64,
35,
68,
117,
78,
56
] |
[
46,
67,
27,
11,
3,
2,
1,
0,
2,
7,
26,
47,
90,
74,
26,
67,
134,
143,
70,
54,
86,
121,
79,
80,
84,
57,
27,
20,
3,
1,
3,
5,
2,
6,
18,
88,
149,
52,
33,
41,
146,
116,
56,
41,
73,
105,
72,
62,
104,
70,
30,
12,
7,
4,
2,
1,
3,
5,
30,
54,
90,
55,
47,
63,
140,
139,
52,
60,
79,
121,
81,
56,
57,
52,
31,
9,
19,
12,
7,
6,
0,
7,
15,
49,
81,
46,
38,
43,
138,
133,
71,
73,
58,
99,
70,
75
] |
[
"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: -31.71%",
"予測される変化率: [カラム_0] 予測される変化率: 63.04%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.89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: 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: upward",
"Historical change rate: [column_0] Historical change rate: -31.71%",
"Forecasted change rate: [column_0] Forecasted change rate: 63.04%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.89 times the mean)",
"Trend: [column_0] Trend continuation: upward trend continues",
"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] ラグ 64 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 64 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 64.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 64."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
100,
70,
34,
26,
15,
6,
2,
1,
0,
1,
10,
15,
36,
41,
57,
97,
102,
153,
130,
168,
118,
118,
127,
119,
98,
66,
63,
41,
17,
10,
0,
0,
1,
0,
2,
13,
46,
45,
73,
116,
118,
175,
212,
172,
173,
145,
46,
99,
75,
67,
46,
24,
4,
1,
0,
0,
0,
9,
4,
33,
66,
34,
11,
45,
94,
107,
56,
62,
77,
121,
59,
63,
75,
55,
44,
20,
4,
1,
2,
0,
3,
8,
26,
64,
99,
44,
35,
47,
138,
106,
71,
47,
81,
173,
74,
74,
74,
38,
44,
12,
1,
2,
0,
0,
0,
4,
26,
58,
85,
69,
60,
64,
153,
106,
60,
69,
64,
140,
99,
84,
146,
65,
47,
18,
15,
5,
3,
3,
1,
5,
16,
62,
96,
35,
39,
49,
121,
150,
65,
57,
87,
123,
78,
51,
56,
56,
38,
34,
2,
13,
2,
0,
0,
6,
20,
45,
69,
17,
4,
11,
45,
116,
30,
64,
64,
79,
74,
36,
40,
99,
25,
31,
8,
5,
17,
4,
0,
1,
6,
15,
39,
45,
59,
85,
112,
121,
105,
114,
102,
69,
6,
8,
6,
36,
37,
20,
6,
0,
1,
3,
0,
1,
7,
19,
41,
64,
70,
138,
84,
121,
79,
87,
70,
52,
41,
37,
17,
1,
6,
4,
2,
2,
0,
3,
0,
3,
8,
29,
63,
21,
11,
25,
96,
51,
14,
39,
36,
51,
37,
25,
28,
24,
12,
8,
3,
6,
0,
0,
0,
6,
8,
37,
78,
29,
43,
19,
51,
93,
41,
28,
68,
88,
83,
48,
32,
23,
11,
6,
1,
1,
0,
1,
0,
2,
6,
36,
61,
30,
68,
19,
75,
116,
40,
6,
19,
45,
16,
11,
11,
4,
10,
5,
0,
0,
0,
0,
0,
1,
8,
14,
35,
28,
11,
10,
45,
41,
28,
48,
39,
85,
57,
43,
31,
34,
3,
3,
8,
2,
2,
0,
0,
4,
3,
21,
32,
7,
12,
4,
29,
44,
32,
31,
14,
32,
28,
19,
20,
18,
32,
14,
10,
9,
0,
0,
2,
2,
2,
14,
30,
22,
49,
57,
59,
60,
68,
61,
77,
60,
66,
88,
71,
79,
43,
32,
21,
4,
5,
2,
2,
1,
3,
19,
41,
37,
89,
90,
94,
93,
111,
95,
23,
28,
21,
19,
9,
1,
2,
6,
2,
0,
0,
0,
0,
0,
3,
10,
35,
8,
6,
6,
7,
29,
3,
4,
25,
28,
26,
13,
7,
9,
8,
7,
1,
0,
1,
0,
0,
2,
10,
20,
33,
25,
23,
57,
113,
103,
47,
46,
50,
82,
59,
39,
47,
43,
30,
13,
5,
2,
0,
0,
0,
4,
13,
50,
79,
24,
37,
37,
95,
108,
45,
37,
46,
91,
93,
56,
66,
40,
29,
9,
3,
0,
0,
3,
0,
6,
15,
30,
83,
38,
21,
45,
85,
88,
33,
34,
71,
103,
70,
67,
46,
54,
33,
9,
7,
1,
4,
3,
1,
4,
8,
51,
69,
31,
17,
42,
129,
120,
69,
55,
84,
115,
52,
41,
64,
47,
45,
29,
15,
7,
4,
0
] |
[
1,
8,
4,
12,
22,
46,
74,
96,
119,
161,
126,
182,
206,
154,
99,
105,
83,
59,
34,
16,
10,
4,
2,
0,
7,
1,
3,
23,
27,
35,
65,
109,
167,
142,
202,
183,
149,
126,
55,
95,
47,
11,
6,
3,
10,
7,
1,
1,
2,
2,
5,
1,
7,
20,
42,
75,
95,
116,
135,
132,
134,
98,
77,
102,
83,
45,
35,
9,
10,
11,
1,
1,
1,
6,
17,
45,
94,
34,
27,
30,
107,
88,
61,
62,
59,
106,
76,
42,
54,
49,
28,
12,
7,
9,
3,
1
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -100.00%",
"予測される変化率: [カラム_0] 予測される変化率: 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1.02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: -100.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 0.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.02 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 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 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 94."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
2,
3,
18,
48,
45,
8,
9,
3,
9,
14,
7,
14,
21,
58,
56,
51,
50,
12,
19,
6,
1,
1,
0,
2,
5,
5,
14,
53,
77,
25,
37,
34,
119,
109,
65,
59,
56,
99,
57,
52,
0,
6,
11,
8,
3,
1,
0,
0,
1,
4,
14,
33,
56,
22,
29,
32,
88,
103,
64,
43,
67,
79,
38,
44,
36,
39,
43,
21,
6,
2,
1,
7,
2,
5,
6,
12,
38,
52,
70,
88,
54,
60,
104,
136,
132,
174,
149,
106,
102,
61,
59,
49,
17,
4,
2,
4,
2,
0,
2,
9,
44,
52,
63,
82,
142,
127,
85,
46,
54,
62,
54,
30,
56,
33,
26,
9,
6,
1,
6,
0,
0,
2,
17,
44,
89,
40,
27,
50,
133,
107,
63,
41,
92,
128,
71,
44,
44,
38,
17,
8,
4,
0,
0,
3,
0,
2,
15,
38,
97,
61,
23,
33,
65,
37,
38,
11,
31,
48,
43,
38,
30,
34,
15,
4,
7,
0,
0,
2,
1,
9,
13,
40,
71,
27,
20,
27,
79,
81,
31,
30,
22,
74,
68,
55,
56,
28,
13,
1,
4,
3,
0,
4,
0,
7,
13,
36,
49,
10,
19,
25,
77,
72,
24,
34,
37,
91,
38,
24,
35,
19,
9,
6,
0,
1,
0,
2,
0,
0,
8,
14,
41,
20,
19,
44,
75,
119,
55,
49,
65,
73,
70,
33,
58,
55,
46,
17,
5,
9,
2,
0,
1,
3,
1,
16,
12,
9,
16,
29,
44,
44,
67,
67,
94,
82,
99,
81,
95,
20,
30,
7,
18,
10,
2,
1,
0,
1,
3,
5,
24,
33,
54,
113,
94,
149,
184,
157,
110,
66,
78,
46,
32,
27,
24,
8,
9,
0,
3,
4,
2,
5,
12,
31,
84,
25,
28,
40,
129,
128,
72,
100,
66,
115,
68,
55,
43,
30,
14,
10,
4,
0,
1,
0,
1,
4,
12,
58,
87,
52,
42,
41,
144,
141,
80,
71,
97,
133,
100,
68,
65,
55,
9,
12,
6,
1,
0,
3,
0,
3,
10,
45,
82,
63,
70,
67,
182,
141,
153,
148,
154,
109,
114,
67,
58,
50,
23,
11,
1,
0,
0,
1,
1,
7,
17,
54,
169,
62,
71,
36,
163,
166,
107,
67,
198,
93,
88,
82,
47,
51,
28,
22,
9,
4,
7,
4,
5,
5,
22,
35,
82,
60,
46,
77,
110,
154,
122,
161,
204,
805,
1668,
2445,
2473,
1860,
420,
127,
28,
3,
6,
0,
4,
5,
2,
5,
17,
23,
31,
64,
14,
45,
19,
97,
41,
308,
759,
1167,
1592,
1193,
241,
31,
38,
3,
3,
9,
0,
0,
1,
8,
56,
68,
95,
208,
300,
185,
165,
197,
502,
1527,
2494,
3059,
2713,
1500,
313,
50,
25,
4,
7,
5,
5,
5,
13,
57,
127,
100,
68,
77,
158,
120,
108,
84,
91,
119,
81,
47,
14,
25,
6,
5,
4,
0,
0,
1,
0,
4,
12,
49,
82,
45,
56,
36,
142,
118,
61,
79,
117,
109,
79,
77,
60,
49,
27,
5,
17,
4,
2,
2,
6,
8,
21,
35,
91,
68,
49,
51
] |
[
140,
143,
98,
115,
70,
105,
107,
59,
80,
42,
15,
5,
6,
3,
0,
7,
1,
6,
10,
33,
120,
31,
53,
70,
137,
135,
112,
104,
132,
124,
82,
79,
61,
29,
52,
0,
8,
6,
0,
0,
0,
1,
12,
33,
70,
41,
41,
79,
149,
163,
167,
101,
145,
146,
107,
108,
77,
46,
37,
28,
11,
1,
1,
0,
2,
3,
7,
11,
28,
52,
71,
101,
139,
169,
237,
236,
229,
208,
153,
134,
127,
61,
78,
18,
26,
13,
3,
2,
1,
0,
4,
17,
34,
54,
83,
119
] |
[
"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: 2450.00%",
"予測される変化率: [カラム_0] 予測される変化率: -15.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の3.16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: 34個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 2450.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -15.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 3.16 times the mean)",
"Trend: [column_0] Trend continuation: upward trend continues",
"Turning points: [column_0] Turning points in forecast period: 34",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 38 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 84 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 38.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 84.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
96,
136,
126,
94,
17,
10,
30,
17,
52,
30,
32,
8,
7,
0,
0,
0,
0,
6,
8,
18,
55,
31,
49,
75,
108,
139,
71,
85,
110,
108,
81,
79,
67,
31,
29,
11,
3,
0,
3,
2,
2,
5,
12,
56,
81,
41,
39,
62,
127,
123,
79,
110,
78,
136,
88,
46,
56,
59,
19,
11,
6,
3,
0,
4,
0,
5,
18,
32,
80,
42,
48,
69,
95,
79,
64,
64,
63,
104,
53,
23,
15,
2,
4,
2,
3,
0,
0,
0,
0,
3,
15,
38,
49,
42,
47,
37,
104,
58,
14,
21,
57,
85,
69,
36,
49,
31,
23,
5,
1,
1,
0,
0,
2,
2,
5,
34,
45,
15,
19,
12,
59,
74,
38,
69,
60,
17,
21,
46,
31,
38,
21,
14,
8,
1,
1,
1,
3,
0,
4,
8,
16,
18,
33,
48,
56,
28,
80,
35,
48,
29,
36,
79,
33,
30,
34,
18,
7,
5,
2,
2,
0,
0,
2,
8,
22,
42,
54,
54,
35,
37,
26,
29,
8,
40,
26,
27,
18,
11,
4,
5,
4,
0,
0,
0,
0,
4,
7,
18,
27,
21,
25,
47,
84,
80,
41,
50,
66,
123,
70,
32,
13,
11,
3,
7,
1,
3,
1,
1,
0,
6,
5,
15,
33,
13,
19,
24,
101,
74,
28,
55,
47,
96,
35,
12,
16,
11,
26,
5,
3,
1,
1,
1,
0,
3,
20,
38,
71,
33,
24,
33,
87,
13,
31,
35,
35,
31,
72,
26,
34,
30,
18,
11,
5,
0,
1,
1
] |
[
0,
4,
9,
47,
86,
50,
34,
48,
112,
116,
83,
47,
78,
97,
82,
35,
23,
44,
15,
4,
3,
0,
0,
2,
2,
1,
10,
18,
64,
39,
23,
56,
88,
111,
75,
75,
109,
95,
77,
115,
34,
52,
26,
12,
3,
3,
0,
2,
1,
5,
6,
14,
44,
39,
76,
67,
98,
137,
75,
103,
95,
117,
58,
58,
36,
50,
33,
12,
6,
2,
0,
6,
0,
1,
3,
20,
21,
40,
42,
89,
90,
126,
155,
146,
150,
126,
87,
91,
57,
35,
30,
5,
0,
2,
0,
1
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -98.96%",
"予測される変化率: [カラム_0] 予測される変化率: -75.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.99倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 42個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -98.96%",
"Forecasted change rate: [column_0] Forecasted change rate: -75.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.99 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 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] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 94 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 94.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
0,
3,
20,
45,
80,
37,
48,
43,
120,
108,
67,
51,
67,
116,
33,
31,
24,
20,
14,
5,
9,
2,
0,
1,
0,
5,
12,
45,
31,
15,
24,
18,
93,
87,
40,
46,
23,
50,
16,
4,
11,
21,
10,
4,
5,
6,
2,
0,
1,
2,
17,
48,
75,
41,
58,
46,
121,
97,
86,
79,
49,
112,
72,
69,
99,
28,
20,
3,
6,
1,
1,
2,
0,
2,
23,
54,
80,
43,
33,
67,
92,
101,
49,
62,
65,
100,
74,
76,
53,
41,
23,
9,
2,
4,
0,
1,
0,
1,
11,
43,
70,
29,
35,
45,
55,
45,
44,
27,
31,
22,
18,
9,
14,
9,
8,
11,
10,
0,
4,
1,
1,
7,
6,
11,
32,
34,
67,
82,
101,
96,
123,
104,
121,
121,
81,
78,
85,
57,
70,
32,
22,
1,
2,
0,
6,
0,
9,
16,
34,
47,
95,
167,
222,
193,
193,
180,
191,
122,
110,
58,
68,
33,
36,
4,
5,
4,
1,
3,
0,
3,
15,
51,
109,
68,
41,
64,
146,
129,
51,
45,
76,
75,
25,
18,
19,
16,
13,
1,
0,
1,
3,
1,
0,
6,
14,
40,
77,
44,
11,
32,
137,
111,
56,
89,
73,
95,
75,
45,
36,
27,
14,
5,
10,
0,
0,
2,
1,
4,
13,
46,
79,
32,
81,
52,
123,
155,
46,
85,
110,
87,
76,
56,
30,
50,
32,
7,
3,
1,
1,
0,
1,
0,
17,
45,
79,
54,
15,
27,
96,
89,
71,
56,
77,
101,
65,
61
] |
[
63,
57,
35,
12,
11,
4,
0,
0,
1,
5,
7,
40,
58,
28,
24,
34,
117,
88,
50,
60,
90,
131,
103,
100,
89,
32,
47,
17,
18,
9,
11,
7,
5,
3,
2,
14,
26,
45,
43,
82,
80,
49,
47,
84,
120,
84,
91,
90,
44,
6,
24,
11,
5,
12,
0,
2,
3,
1,
2,
8,
33,
75,
49,
113,
124,
121,
178,
159,
150,
86,
81,
53,
61,
39,
14,
5,
3,
2,
1,
9,
4,
4,
30,
59,
83,
48,
68,
40,
131,
113,
68,
81,
75,
108,
79,
43
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 1933.33%",
"予測される変化率: [カラム_0] 予測される変化率: -31.75%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.95倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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: 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: 1933.33%",
"Forecasted change rate: [column_0] Forecasted change rate: -31.75%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.95 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 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 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
| 256 | 96 |
[
44,
32,
22,
4,
8,
0,
0,
1,
0,
15,
23,
38,
51,
19,
17,
46,
143,
72,
69,
34,
67,
91,
79,
34,
23,
31,
17,
9,
1,
1,
0,
1,
0,
3,
18,
54,
66,
37,
28,
43,
117,
99,
72,
51,
79,
105,
87,
31,
27,
3,
18,
1,
0,
6,
0,
4,
1,
2,
11,
33,
59,
21,
31,
22,
121,
88,
51,
39,
66,
94,
44,
28,
40,
18,
3,
5,
2,
0,
0,
1,
5,
1,
2,
9,
32,
8,
16,
6,
27,
7,
11,
37,
45,
45,
68,
32,
59,
31,
21,
3,
10,
7,
0,
1,
1,
0,
0,
0,
5,
4,
15,
8,
46,
34,
42,
67,
24,
61,
69,
50,
22,
24,
46,
12,
6,
1,
0,
1,
0,
3,
2,
2,
13,
16,
46,
75,
64,
54,
11,
33,
16,
16,
20,
15,
9,
3,
12,
0,
1,
3,
0,
1,
0,
0,
7,
35,
58,
36,
25,
41,
88,
92,
60,
48,
50,
103,
82,
55,
26,
31,
36,
7,
3,
0,
10,
4,
5,
5,
15,
52,
90,
40,
46,
46,
101,
118,
36,
75,
63,
124,
95,
45,
41,
26,
32,
11,
5,
1,
1,
1,
5,
2,
9,
21,
51,
22,
22,
39,
103,
97,
50,
39,
59,
89,
79,
66,
75,
36,
13,
14,
9,
1,
0,
0,
5,
3,
19,
53,
99,
37,
42,
48,
115,
110,
60,
39,
75,
88,
53,
23,
25,
37,
20,
12,
5,
0,
0,
0,
0,
3,
7,
26,
48,
28,
25,
49
] |
[
96,
12,
9,
13,
34,
38,
67,
35,
26,
31,
30,
18,
11,
5,
8,
0,
3,
0,
7,
8,
38,
51,
84,
122,
133,
185,
117,
177,
217,
189,
133,
78,
98,
63,
35,
21,
15,
3,
2,
3,
7,
1,
2,
9,
42,
68,
101,
93,
83,
111,
96,
3,
14,
30,
54,
64,
28,
28,
17,
22,
2,
1,
3,
6,
0,
5,
13,
51,
76,
52,
36,
40,
127,
80,
15,
32,
31,
67,
71,
32,
30,
19,
26,
6,
3,
1,
0,
2,
1,
15,
33,
54,
94,
41,
25,
31
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 11.36%",
"予測される変化率: [カラム_0] 予測される変化率: -67.71%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.05倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 42個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 11.36%",
"Forecasted change rate: [column_0] Forecasted change rate: -67.71%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.05 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 42",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
123,
73,
63,
64,
43,
94,
91,
38,
37,
28,
27,
10,
4,
7,
0,
1,
0,
4,
15,
32,
53,
25,
29,
19,
92,
80,
50,
42,
47,
73,
67,
64,
46,
37,
10,
0,
1,
1,
0,
2,
3,
3,
6,
31,
59,
31,
23,
15,
92,
75,
55,
64,
74,
135,
134,
86,
35,
33,
68,
10,
13,
3,
2,
1,
4,
5,
10,
37,
81,
51,
67,
117,
135,
151,
63,
57,
84,
103,
56,
34,
60,
47,
21,
11,
8,
0,
2,
2,
1,
0,
8,
21,
33,
77,
102,
173,
208,
147,
102,
92,
138,
178,
41,
15,
12,
13,
18,
24,
5,
1,
3,
5,
0,
1,
7,
17,
38,
84,
76,
136,
108,
158,
134,
91,
135,
58,
63,
56,
38,
38,
25,
9,
8,
0,
0,
1,
1,
3,
19,
53,
113,
50,
43,
72,
150,
146,
64,
80,
73,
100,
83,
73,
44,
52,
17,
20,
7,
0,
0,
4,
2,
5,
25,
70,
102,
45,
38,
53,
115,
140,
76,
74,
67,
105,
71,
74,
71,
48,
31,
15,
9,
2,
3,
1,
0,
10,
23,
58,
86,
42,
19,
33,
62,
18,
5,
20,
17,
41,
39,
24,
28,
20,
13,
10,
4,
3,
3,
0,
1,
4,
15,
42,
87,
39,
48,
37,
128,
102,
35,
51,
58,
99,
83,
53,
44,
35,
12,
9,
1,
7,
0,
0,
2,
4,
18,
55,
93,
52,
73,
82,
136,
169,
95,
75,
94,
100,
84,
48,
66,
41,
34,
31,
16,
3,
4,
1
] |
[
0,
1,
7,
27,
52,
53,
72,
71,
98,
106,
125,
146,
117,
108,
90,
68,
86,
78,
31,
24,
11,
4,
2,
2,
1,
2,
3,
22,
39,
37,
73,
90,
123,
140,
154,
53,
34,
24,
45,
51,
44,
39,
19,
20,
7,
4,
9,
3,
0,
3,
18,
73,
92,
54,
37,
62,
163,
139,
57,
58,
53,
124,
113,
57,
43,
42,
19,
4,
2,
5,
1,
2,
1,
4,
30,
83,
117,
49,
48,
76,
158,
221,
52,
68,
85,
104,
118,
61,
71,
41,
20,
12,
5,
6,
4,
2
] |
[
"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: -99.19%",
"予測される変化率: [カラム_0] 予測される変化率: 100.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.93倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: -99.19%",
"Forecasted change rate: [column_0] Forecasted change rate: 100.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.93 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 38",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
0,
8,
30,
77,
126,
55,
41,
44,
132,
138,
62,
95,
85,
101,
77,
20,
14,
37,
21,
3,
1,
9,
2,
0,
0,
5,
26,
78,
113,
47,
42,
64,
178,
118,
69,
93,
73,
115,
104,
34,
59,
47,
44,
18,
6,
5,
6,
0,
0,
3,
16,
33,
38,
45,
55,
67,
119,
55,
7,
27,
19,
56,
63,
39,
31,
32,
30,
11,
5,
1,
1,
0,
0,
10,
4,
20,
12,
7,
30,
24,
38,
25,
47,
39,
29,
47,
42,
49,
47,
61,
27,
11,
10,
6,
0,
1,
4,
1,
3,
27,
47,
57,
62,
101,
63,
15,
3,
10,
30,
33,
9,
28,
14,
19,
12,
7,
2,
0,
4,
0,
0,
1,
8,
12,
28,
19,
38,
21,
64,
12,
19,
15,
40,
72,
49,
53,
16,
11,
4,
1,
2,
1,
5,
2,
1,
7,
17,
53,
83,
64,
33,
52,
151,
121,
56,
57,
85,
128,
95,
53,
64,
14,
25,
8,
7,
4,
5,
6,
0,
6,
28,
47,
114,
60,
51,
104,
232,
161,
107,
98,
82,
151,
101,
70,
74,
22,
20,
15,
4,
2,
5,
0,
0,
8,
23,
42,
82,
32,
28,
30,
109,
102,
54,
43,
53,
105,
70,
50,
44,
39,
17,
6,
3,
1,
0,
0,
0,
2,
20,
57,
87,
59,
40,
65,
118,
92,
94,
71,
81,
85,
105,
66,
56,
52,
36,
23,
13,
6,
6,
3,
2,
1,
13,
22,
40,
58,
61,
91,
137,
140,
167,
145,
179,
170,
141,
129
] |
[
100,
91,
48,
24,
3,
4,
6,
5,
1,
2,
5,
21,
17,
29,
57,
51,
87,
79,
120,
57,
50,
42,
17,
4,
3,
6,
4,
3,
3,
0,
4,
1,
1,
6,
10,
48,
75,
35,
60,
48,
128,
134,
46,
23,
41,
79,
77,
38,
26,
11,
5,
0,
2,
1,
0,
1,
0,
5,
24,
59,
106,
54,
40,
62,
127,
119,
83,
26,
59,
123,
93,
43,
41,
25,
17,
10,
0,
0,
0,
1,
0,
6,
23,
63,
101,
81,
58,
79,
197,
171,
82,
84,
72,
105,
113,
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: 1512.50%",
"予測される変化率: [カラム_0] 予測される変化率: -28.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.99倍)",
"トレンド: [カラム_0] トレンドの強化: 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: 40個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の5番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 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: 1512.50%",
"Forecasted change rate: [column_0] Forecasted change rate: -28.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.99 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 40",
"First turning point: [column_0] First turning point: at data point 5 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from 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 74 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 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 74."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
49,
42,
42,
10,
9,
6,
0,
0,
0,
7,
35,
74,
110,
63,
41,
59,
145,
118,
75,
72,
79,
136,
131,
75,
70,
57,
35,
18,
5,
3,
6,
2,
0,
3,
37,
64,
63,
30,
45,
30,
83,
102,
47,
45,
72,
129,
157,
105,
109,
77,
70,
54,
28,
7,
11,
3,
4,
9,
14,
14,
34,
28,
61,
36,
19,
85,
70,
83,
29,
17,
44,
17,
38,
40,
14,
15,
14,
7,
0,
0,
0,
1,
4,
20,
41,
55,
102,
122,
110,
111,
123,
107,
114,
96,
109,
63,
75,
34,
23,
16,
3,
4,
1,
1,
0,
1,
14,
33,
78,
40,
16,
64,
60,
121,
12,
31,
37,
81,
70,
73,
67,
23,
18,
8,
1,
12,
1,
2,
0,
3,
30,
71,
109,
57,
26,
48,
121,
132,
84,
73,
74,
107,
101,
93,
57,
38,
35,
14,
10,
7,
3,
1,
0,
5,
26,
59,
101,
50,
53,
45,
102,
123,
89,
63,
94,
124,
97,
60,
111,
55,
23,
20,
9,
1,
1,
0,
1,
2,
32,
53,
94,
51,
75,
78,
177,
165,
118,
72,
106,
163,
121,
79,
89,
81,
40,
28,
19,
5,
2,
3,
5,
3,
19,
16,
49,
67,
54,
50,
67,
72,
47,
30,
58,
74,
70,
29,
14,
19,
14,
14,
3,
12,
1,
4,
0,
1,
14,
28,
41,
65,
69,
67,
71,
80,
80,
95,
93,
93,
98,
55,
63,
47,
34,
13,
11,
5,
6,
1,
5,
2,
5,
16,
37,
57,
78,
118
] |
[
134,
156,
158,
171,
106,
95,
98,
34,
23,
11,
11,
11,
3,
2,
6,
2,
2,
2,
24,
60,
94,
40,
46,
49,
132,
122,
97,
84,
52,
113,
101,
38,
34,
44,
30,
6,
2,
11,
0,
1,
2,
3,
31,
70,
118,
55,
65,
70,
175,
185,
97,
104,
101,
148,
141,
90,
93,
29,
37,
16,
10,
1,
0,
0,
2,
9,
46,
73,
98,
71,
38,
74,
174,
155,
69,
62,
117,
154,
179,
103,
75,
142,
39,
21,
2,
2,
4,
2,
4,
3,
33,
65,
127,
58,
44,
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: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 140.82%",
"予測される変化率: [カラム_0] 予測される変化率: -71.64%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.87倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 38個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の4番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 140.82%",
"Forecasted change rate: [column_0] Forecasted change rate: -71.64%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.87 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 38",
"First turning point: [column_0] First turning point: at data point 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 94."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
142,
149,
123,
90,
62,
111,
141,
88,
58,
41,
20,
15,
5,
1,
4,
3,
0,
4,
25,
66,
83,
63,
48,
85,
89,
24,
35,
39,
23,
47,
27,
22,
61,
38,
19,
8,
19,
1,
1,
0,
3,
4,
22,
30,
48,
68,
107,
134,
158,
91,
105,
155,
154,
179,
55,
125,
118,
83,
94,
51,
19,
10,
0,
3,
3,
7,
9,
4,
50,
57,
61,
77,
123,
115,
127,
178,
175,
178,
87,
59,
72,
27,
24,
17,
11,
1,
2,
3,
1,
4,
26,
58,
112,
68,
27,
51,
161,
130,
98,
64,
88,
112,
114,
96,
56,
53,
28,
2,
7,
0,
0,
5,
2,
3,
15,
44,
79,
28,
5,
8,
77,
68,
38,
33,
29,
61,
77,
78
] |
[
10,
3,
7,
3,
0,
2,
9,
3,
0,
1,
18,
16,
40,
21,
8,
21,
100,
128,
59,
47,
83,
118,
85,
57,
95,
26,
11,
14,
6,
4,
0,
2,
0,
2,
9,
26,
34,
30,
34,
47,
108,
108,
61,
28,
49,
94,
76,
87,
47,
19,
21,
8,
7,
6,
0,
2,
3,
3,
19,
56,
79,
60,
43,
59,
107,
138,
60,
55,
67,
96,
89,
72,
58,
42,
43,
24,
12,
2,
9,
4,
0,
0,
12,
19,
27,
51,
72,
130,
108,
140,
123,
117,
186,
136,
159,
189
] |
[
"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: -45.07%",
"予測される変化率: [カラム_0] 予測される変化率: 1790.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.93倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -45.07%",
"Forecasted change rate: [column_0] Forecasted change rate: 1790.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.93 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 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 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 64 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 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 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 strong at lag 64.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 50."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
88,
97,
74,
49,
12,
9,
4,
6,
1,
0,
6,
21,
44,
46,
93,
113,
104,
135,
123,
133,
149,
135,
108,
160,
84,
69,
52,
21,
9,
2,
4,
1,
2,
8,
19,
73,
114,
52,
56,
78,
147,
126,
49,
50,
62,
129,
93,
85,
55,
34,
30,
6,
4,
9,
4,
1,
1,
10,
37,
73,
97,
56,
36,
42,
128,
139,
67,
72,
100,
127,
109,
106,
52,
43,
41,
13,
3,
6,
5,
1,
1,
8,
28,
39,
77,
44,
12,
22,
67,
95,
52,
37,
27,
72,
58,
77,
47,
58,
44,
6,
3,
2,
5,
2,
2,
2,
7,
29,
47,
13,
22,
40,
53,
15,
40,
25,
28,
58,
86,
44,
54,
25,
24,
14,
6,
0,
2,
0,
2,
3,
22,
50,
105,
54,
35,
66,
102,
83,
51,
76,
67,
111,
125,
92,
19,
16,
12,
22,
6,
4,
5,
2,
0,
0,
7,
6,
24,
41,
47,
35,
58,
67,
32,
58,
82,
41,
103,
92,
89,
65,
33,
22,
23,
2,
2,
4,
1,
1,
14,
34,
40,
58,
95,
110,
104,
117,
113,
115,
89,
89,
82,
95,
47,
21,
23,
8,
12,
1,
0,
6,
5,
3,
23,
72,
88,
51,
37,
52,
128,
137,
58,
64,
75,
133,
122,
80,
70,
45,
27,
18,
10,
4,
0,
3,
0,
7,
35,
70,
123,
55,
43,
69,
180,
140,
72,
61,
90,
133,
171,
121,
86,
67,
48,
25,
6,
2,
0,
4,
0,
4,
32,
80,
122,
70,
46,
89
] |
[
150,
134,
76,
56,
72,
105,
152,
138,
167,
177,
49,
36,
9,
3,
2,
0,
0,
6,
45,
79,
117,
63,
58,
52,
89,
76,
35,
25,
53,
90,
106,
110,
142,
150,
58,
43,
16,
1,
1,
2,
0,
4,
32,
53,
72,
35,
22,
38,
92,
81,
64,
96,
96,
107,
107,
97,
57,
53,
41,
28,
23,
6,
0,
5,
0,
0,
10,
19,
17,
24,
53,
32,
29,
33,
24,
53,
45,
37,
74,
91,
40,
38,
61,
33,
3,
16,
0,
2,
3,
0,
9,
21,
37,
58,
66,
63
] |
[
"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: 1.14%",
"予測される変化率: [カラム_0] 予測される変化率: -58.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.86倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 35個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 1.14%",
"Forecasted change rate: [column_0] Forecasted change rate: -58.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.86 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 35",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
114,
80,
74,
146,
17,
46,
35,
50,
46,
30,
30,
29,
4,
1,
2,
5,
0,
8,
23,
66,
128,
64,
38,
57,
176,
157,
116,
67,
84,
181,
129,
123,
95,
33,
44,
28,
4,
1,
6,
1,
0,
3,
36,
76,
125,
70,
28,
40,
100,
96,
31,
33,
52,
123,
154,
124,
162,
91,
49,
27,
18,
11,
5,
2,
0,
6,
30,
85,
109,
43,
61,
66,
189,
155,
58,
57,
65,
113,
103,
100,
213,
47,
35,
19,
7,
2,
2,
3,
1,
8,
36,
56,
99,
35,
32,
37,
70,
78,
28,
34,
62,
90,
82,
102,
159,
118,
62,
57,
25,
8,
2,
5,
0,
4,
30,
69,
78,
41,
27,
29,
67,
40,
44,
32,
49,
114,
90,
123,
154,
109,
82,
57,
17,
3,
0,
0,
6,
0,
12,
15,
12,
5,
10,
5,
18,
13,
13,
11,
34,
59,
147,
162,
102,
55,
77,
30,
6,
3,
1,
2,
2,
6,
9,
28,
53,
70,
100,
104,
96,
19,
62,
93,
104,
64,
54,
14,
20,
38,
24,
21,
16,
1,
3,
4,
0,
8,
15,
38,
64,
64,
54,
64,
19,
6,
60,
25,
16,
46,
71,
67,
13,
31,
27,
16,
3,
3,
4,
1,
1,
3,
16,
30,
53,
76,
83,
96,
96,
161,
179,
159,
137,
134,
151,
121,
102,
85,
53,
20,
5,
2,
4,
3,
1,
2,
19,
46,
96,
56,
43,
65,
162,
104,
61,
40,
57,
107,
105,
113,
88,
49,
34,
13,
8,
2,
4,
1,
0,
5,
28,
52,
73,
33,
33,
50,
81,
69,
8,
7,
35,
42,
25,
8,
9,
10,
18,
15,
7,
4,
0,
1,
1,
0,
18,
18,
32,
24,
24,
18,
46,
33,
50,
42,
19,
33,
27,
17,
16,
19,
7,
4,
6,
0,
9,
10,
2,
0,
9,
13,
30,
33,
76,
68,
45,
54,
48,
50,
56,
69,
55,
39,
59,
31,
25,
21,
17,
1,
0,
3,
3,
5,
1,
20,
28,
59,
76,
96,
86,
113,
160,
118,
110,
107,
96,
108,
90,
47,
41,
35,
14,
0,
2,
2,
0,
6,
28,
58,
120,
53,
46,
44,
163,
90,
59,
35,
64,
127,
130,
133,
156,
128,
62,
35,
10,
1,
0,
4,
2,
1,
8,
41,
85,
45,
17,
17,
100,
72,
34,
46,
40,
74,
65,
53,
21,
11,
27,
13,
4,
0,
1,
3,
0,
7,
32,
53,
108,
35,
26,
52,
118,
75,
46,
41,
54,
87,
57,
58,
40,
44,
19,
28,
8,
4,
0,
2,
0,
7,
34,
62,
94,
81,
45,
51,
101,
99,
82,
53,
83,
128,
171,
158,
130,
65,
43,
21,
10,
8,
5,
1,
0,
5,
19,
52,
67,
59,
37,
80,
107,
87,
56,
67,
97,
107,
141,
139,
96,
25,
27,
56,
18,
5,
0,
11,
0,
1,
6,
39,
72,
55,
92,
73,
83,
154,
125,
168,
98,
104,
118,
115,
97,
63,
39,
26,
15,
10,
6,
5,
1,
4,
7,
28,
35,
32,
81,
79,
88,
99,
137,
149,
153,
88,
110,
88
] |
[
81,
47,
25,
18,
10,
8,
0,
3,
0,
14,
31,
79,
120,
86,
48,
56,
167,
137,
93,
45,
72,
131,
116,
142,
118,
67,
33,
25,
2,
3,
0,
6,
2,
9,
34,
82,
124,
36,
68,
58,
138,
163,
102,
69,
76,
146,
162,
124,
105,
49,
23,
10,
5,
2,
0,
4,
3,
14,
40,
70,
97,
70,
100,
60,
131,
121,
56,
37,
41,
91,
99,
93,
138,
189,
75,
35,
13,
5,
8,
2,
0,
5,
38,
69,
63,
29,
21,
11,
21,
26,
15,
11,
26,
81,
59,
75
] |
[
"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: -22.81%",
"予測される変化率: [カラム_0] 予測される変化率: -7.41%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.90倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 43個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の7番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -22.81%",
"Forecasted change rate: [column_0] Forecasted change rate: -7.41%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.90 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 43",
"First turning point: [column_0] First turning point: at data point 7 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
84,
52,
26,
8,
7,
0,
0,
1,
0,
5,
30,
75,
123,
60,
69,
88,
126,
96,
108,
66,
74,
125,
121,
113,
117,
101,
50,
27,
17,
18,
3,
3,
0,
0,
17,
48,
57,
60,
71,
63,
67,
78,
73,
94,
92,
124,
187,
118,
102,
85,
55,
61,
7,
10,
3,
5,
3,
6,
6,
41,
66,
81,
111,
159,
185,
151,
140,
173,
152,
166,
171,
212,
170,
58,
38,
26,
12,
4,
2,
4,
6,
9,
25,
59,
132,
68,
39,
70,
116,
155,
66,
70,
68,
127,
143,
125,
140,
108,
39,
27,
8,
1,
1,
5,
1,
3,
11,
25,
64,
26,
12,
13,
62,
36,
22,
21,
56,
77,
88,
52,
39,
45,
14,
18,
2,
1,
4,
2,
1,
4,
29,
59,
113,
58,
55,
47,
136,
144,
72,
60,
63,
95,
172,
81,
163,
76,
42,
14,
18,
1,
3,
3,
0,
5,
31,
67,
115,
58,
76,
54,
113,
97,
70,
67,
98,
123,
107,
114,
120,
78,
29,
18,
15,
0,
1,
5,
1,
4,
45,
70,
77,
37,
55,
85,
91,
128,
60,
80,
80,
110,
30,
17,
28,
15,
3,
12,
3,
1,
4,
1,
0,
0,
7,
20,
31,
54,
79,
61,
118,
132,
130,
135,
174,
111,
120,
146,
104,
75,
121,
63,
33,
8,
10,
0,
0,
1,
11,
22,
32,
89,
65,
65,
97,
42,
27,
22,
9,
20,
73,
100,
56,
36,
41,
29,
2,
0,
0,
0,
0,
4,
26,
58,
82,
45,
37,
28
] |
[
66,
84,
49,
43,
46,
99,
73,
48,
42,
15,
14,
7,
12,
1,
2,
3,
1,
7,
30,
57,
111,
40,
21,
46,
136,
109,
69,
54,
85,
79,
119,
96,
87,
56,
24,
15,
7,
0,
0,
5,
1,
3,
22,
56,
80,
34,
29,
56,
98,
129,
62,
77,
56,
136,
118,
121,
119,
115,
36,
2,
7,
1,
5,
0,
0,
8,
36,
116,
133,
81,
40,
123,
124,
150,
60,
41,
151,
115,
118,
82,
98,
52,
21,
7,
5,
4,
4,
8,
3,
10,
27,
56,
91,
60,
29,
36
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -66.67%",
"予測される変化率: [カラム_0] 予測される変化率: -45.45%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.87倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 43個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -66.67%",
"Forecasted change rate: [column_0] Forecasted change rate: -45.45%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.87 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 43",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データ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 |
[
62,
86,
61,
55,
102,
99,
86,
133,
102,
57,
40,
41,
3,
8,
6,
6,
3,
0,
12,
20,
27,
55,
75,
75,
111,
115,
118,
130,
118,
61,
119,
105,
143,
595,
197,
37,
17,
9,
0,
8,
5,
3,
12,
27,
65,
176,
302,
391,
420,
361,
320,
327,
324,
284,
273,
264,
270,
152,
82,
23,
11,
11,
4,
7,
6,
4,
24,
50,
111,
51,
27,
35,
61,
40,
19,
27,
44,
95,
121,
123,
76,
54,
31,
21,
5,
6,
2,
1,
0,
5,
29,
75,
114,
55,
40,
40,
112,
129,
61,
44,
100,
113,
119,
90,
80,
55,
52,
18,
14,
5,
2,
0,
0,
5,
40,
75,
110,
53,
23,
55,
95,
102,
74,
72,
77,
108,
92,
70,
94,
45,
24,
26,
5,
4,
0,
5,
0,
6,
32,
71,
86,
63,
42,
27,
82,
81,
67,
43,
94,
156,
94,
62,
75,
44,
36,
8,
6,
1,
1,
4,
1,
11,
21,
66,
72,
47,
35,
56,
124,
140,
68,
101,
114,
143,
118,
90,
104,
78,
64,
50,
16,
2,
2,
4,
0,
2,
5,
20,
26,
32,
84,
95,
96,
95,
96,
119,
126,
118,
173,
168,
175,
126,
97,
26,
21,
10,
3,
6,
0,
9,
10,
14,
38,
59,
120,
124,
123,
131,
127,
147,
139,
120,
164,
91,
138,
86,
65,
37,
16,
10,
2,
1,
0,
1,
23,
57,
98,
35,
21,
57,
144,
132,
78,
68,
87,
129,
121,
145,
124,
68,
69,
23,
9,
5,
4,
2
] |
[
1,
8,
32,
76,
127,
73,
44,
51,
130,
94,
56,
58,
84,
126,
116,
100,
175,
113,
88,
30,
18,
6,
2,
0,
1,
6,
27,
74,
93,
44,
24,
23,
49,
36,
34,
19,
28,
69,
89,
90,
209,
183,
110,
39,
9,
6,
3,
3,
1,
9,
24,
76,
106,
60,
41,
75,
135,
123,
84,
83,
82,
173,
123,
128,
195,
125,
67,
30,
12,
11,
8,
2,
3,
9,
26,
54,
55,
32,
27,
32,
27,
27,
23,
13,
33,
25,
27,
63,
85,
90,
101,
75,
33,
23,
7,
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: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -96.77%",
"予測される変化率: [カラム_0] 予測される変化率: 300.00%",
"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] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 30個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -96.77%",
"Forecasted change rate: [column_0] Forecasted change rate: 300.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.06 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 30",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 92 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 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 |
[
3,
4,
6,
16,
15,
36,
64,
66,
111,
62,
67,
102,
96,
96,
164,
152,
87,
59,
76,
26,
11,
7,
0,
11,
0,
3,
2,
24,
27,
53,
86,
109,
70,
79,
117,
127,
104,
144,
146,
146,
129,
109,
48,
12,
8,
3,
10,
0,
1,
4,
30,
42,
63,
44,
67,
74,
116,
115,
100,
79,
83,
108,
78,
71,
100,
69,
64,
21,
6,
6,
5,
1,
1,
1,
16,
36,
41,
67,
59,
95,
85,
78,
87,
102,
63,
91,
103,
129,
162,
117,
144,
47,
23,
10,
4,
4,
0,
4,
5,
18,
30,
52,
74,
55,
46,
71,
86,
70,
76,
127,
154,
158,
256,
172,
122,
35,
21,
5,
6,
1,
6,
0,
13,
36,
28,
47,
39,
62,
89,
132,
104,
104,
104,
98,
157,
144,
138,
98,
48,
34,
14,
7,
7,
1,
1,
2,
10,
30,
60,
41,
81,
95,
98,
169,
97,
84,
93,
134,
120,
178,
224,
194,
171,
67,
19,
9,
5,
0,
0,
1,
16,
23,
46,
58,
96,
87,
83,
88,
115,
87,
91,
143,
167,
186,
261,
213,
97,
50,
22,
7,
3,
2,
10,
4,
10,
35,
50,
59,
82,
76,
79,
86,
97,
70,
102,
131,
162,
151,
277,
227,
111,
62,
32,
18,
6,
3,
0,
3,
23,
29,
24,
49,
19,
48,
40,
15,
14,
22,
17,
24,
39,
59,
75,
109,
70,
30,
19,
3,
2,
4,
0,
0,
5,
24,
33,
40,
64,
102,
109,
131,
126,
144,
175,
168,
324,
551
] |
[
867,
1488,
1941,
1848,
1013,
219,
87,
103,
7,
10,
9,
22,
43,
66,
89,
130,
149,
177,
179,
135,
154,
146,
181,
182,
172,
134,
59,
42,
18,
3,
3,
1,
0,
3,
11,
37,
63,
51,
76,
86,
142,
94,
101,
140,
139,
118,
117,
144,
202,
122,
103,
24,
12,
17,
0,
1,
0,
0,
3,
24,
19,
29,
53,
41,
80,
62,
75,
68,
60,
56,
51,
72,
199,
183,
108,
65,
21,
15,
10,
2,
0,
4,
12,
14,
37,
55,
77,
73,
65,
83,
74,
63,
115,
107,
121,
124
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 18266.67%",
"予測される変化率: [カラム_0] 予測される変化率: -85.70%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の2.03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: 18266.67%",
"Forecasted change rate: [column_0] Forecasted change rate: -85.70%",
"Volatility: [column_0] Volatility: high (standard deviation is 2.03 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 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 |
[
85,
82,
52,
50,
21,
6,
1,
1,
7,
1,
3,
3,
6,
8,
7,
9,
39,
42,
73,
100,
94,
117,
68,
85,
83,
46,
8,
14,
2,
0,
0,
3,
0,
2,
7,
10,
26,
8,
9,
32,
52,
69,
73,
34,
63,
59,
32,
41,
22,
21,
19,
16,
1,
1,
4,
5,
1,
2,
14,
43,
80,
33,
62,
59,
131,
157,
77,
127,
145,
132,
113,
111,
141,
65,
64,
25,
2,
7,
0,
1,
1,
2,
20,
35,
88,
43,
81,
74,
139,
138,
111,
76,
96,
106,
90,
132,
198,
110,
77,
24,
8,
4,
0,
5,
3,
2,
12,
52,
86,
45,
51,
60,
122,
64,
43,
45,
65,
121,
146,
115,
168,
134,
94,
59,
14,
12,
3,
5,
3,
12,
24,
43,
71,
36,
52,
58,
106,
110,
41,
19,
17,
20,
19,
9,
41,
77,
78,
31,
7,
9,
2,
1,
2,
2,
7,
15,
34,
35,
48,
96,
100,
83,
98,
170,
98,
109,
107,
114,
120,
80,
66,
14,
16,
10,
8,
4,
1,
2,
8,
25,
30,
36,
81,
115,
106,
139,
135,
154,
142,
168,
142,
95,
110,
102,
33,
46,
17,
2,
3,
2,
5,
4,
18,
61,
108,
42,
50,
60,
96,
74,
45,
45,
57,
87,
95,
123,
143,
163,
87,
28,
10,
2,
2,
2,
3,
3,
17,
55,
96,
39,
28,
59,
76,
49,
40,
20,
57,
91,
69,
71,
159,
109,
72,
27,
28,
1,
2,
5,
1,
5,
32,
49,
78,
36,
18,
14,
28,
29,
19,
32,
43,
15,
10,
11,
56,
10,
33,
12,
6,
3,
0,
1,
1,
5,
8,
17,
49,
20,
12,
39,
126,
82,
61,
53,
85,
101,
118,
62,
102,
54,
38,
18,
5,
3,
1,
0,
0,
6,
20,
40,
79,
43,
32,
67,
108,
123,
77,
57,
104,
98,
107,
110,
162,
95,
43,
20,
24,
3,
2,
8,
2,
4,
9,
26,
49,
88,
86,
106,
78,
67,
78,
67,
80,
104,
160,
140,
264,
217,
175,
84,
15,
11,
7,
3,
0,
2,
6,
18,
31,
64,
99,
151,
109,
87,
114,
85,
91,
119,
165,
17,
62,
90,
54,
36,
9,
0,
2,
6,
3,
1,
23,
65,
78,
48,
38,
53,
135,
96,
37,
5,
9,
21,
7,
6,
6,
1,
8,
2,
0,
1,
4,
0,
1,
3,
19,
52,
104,
45,
47,
54,
182,
130,
72,
80,
104,
148,
110,
96,
135,
103,
70,
32,
6,
0,
7,
0,
0,
6,
37,
65,
90,
57,
42,
64,
118,
101,
34,
60,
73,
88,
66,
69,
22,
20,
4,
4,
0,
0,
0,
3,
2,
2,
1,
6,
31,
7,
23,
48,
89,
55,
64,
78,
67,
106,
77,
95,
102,
69,
34,
24,
8,
3,
3,
4,
2,
8,
19,
58,
98,
56,
47,
49,
131,
117,
56,
90,
119,
120,
105,
128,
183,
164,
105,
37,
19,
6,
10,
2,
1,
4,
15,
38,
71,
73,
73,
83,
84,
140,
95,
128,
74,
55,
109,
141,
153,
172,
91,
42,
22,
1,
8,
1
] |
[
4,
3,
10,
14,
45,
79,
88,
14,
11,
73,
206,
192,
166,
229,
341,
587,
520,
447,
87,
43,
21,
19,
9,
1,
1,
3,
5,
23,
54,
61,
119,
137,
188,
179,
140,
111,
142,
91,
160,
101,
92,
79,
65,
29,
14,
17,
3,
0,
0,
5,
21,
71,
106,
42,
68,
54,
169,
140,
55,
55,
75,
133,
113,
71,
105,
100,
63,
32,
4,
5,
0,
2,
0,
4,
31,
75,
118,
60,
53,
57,
113,
109,
54,
41,
44,
103,
80,
75,
137,
155,
70,
26,
13,
6,
3,
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: -98.82%",
"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1.05倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 34個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -98.82%",
"Forecasted change rate: [column_0] Forecasted change rate: -100.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.05 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 34",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 38 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 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
| 128 | 96 |
[
1,
11,
23,
68,
89,
57,
24,
29,
39,
28,
13,
11,
18,
69,
51,
21,
111,
171,
85,
39,
16,
9,
1,
4,
3,
5,
28,
56,
55,
29,
15,
23,
46,
45,
7,
14,
19,
49,
45,
76,
104,
97,
90,
55,
25,
8,
3,
7,
3,
1,
4,
22,
29,
49,
50,
31,
28,
22,
7,
3,
11,
9,
21,
15,
13,
38,
23,
12,
11,
2,
0,
6,
1,
0,
4,
18,
31,
77,
104,
158,
124,
139,
119,
172,
112,
91,
93,
82,
111,
69,
32,
11,
12,
2,
2,
1,
2,
6,
16,
65,
93,
36,
33,
29,
99,
87,
30,
41,
66,
98,
71,
60,
141,
68,
34,
17,
6,
9,
0,
0,
1,
4,
19,
68,
118,
57,
45,
55
] |
[
130,
98,
42,
49,
65,
132,
117,
71,
85,
71,
41,
24,
5,
9,
0,
0,
3,
6,
19,
94,
103,
59,
61,
48,
124,
107,
72,
60,
44,
107,
111,
110,
175,
41,
38,
20,
7,
2,
1,
4,
1,
8,
20,
75,
104,
49,
52,
53,
107,
118,
62,
44,
55,
125,
124,
93,
124,
66,
47,
31,
12,
2,
5,
2,
0,
7,
23,
53,
104,
47,
43,
44,
98,
108,
69,
43,
67,
127,
97,
83,
88,
103,
71,
26,
14,
8,
2,
4,
2,
2,
13,
17,
49,
41,
66,
82
] |
[
"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: 5400.00%",
"予測される変化率: [カラム_0] 予測される変化率: -36.92%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.88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: 5400.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -36.92%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.88 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 64 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 30.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 64."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
58,
95,
102,
53,
71,
79,
168,
180,
249,
153,
111,
43,
30,
7,
8,
5,
1,
4,
4,
34,
64,
75,
121,
95,
104,
86,
70,
126,
99,
82,
84,
102,
146,
72,
51,
28,
13,
2,
4,
0,
3,
2,
18,
49,
87,
63,
42,
53,
139,
127,
51,
47,
48,
104,
128,
130,
134,
109,
67,
24,
8,
0,
1,
1,
6,
5,
31,
89,
126,
51,
39,
50,
141,
84,
58,
40,
64,
115,
114,
86,
112,
57,
35,
15,
15,
1,
0,
4,
0,
5,
33,
69,
72,
93,
57,
47,
123,
111,
50,
39,
47,
106,
109,
125,
164,
162,
55,
26,
14,
7,
1,
0,
2,
6,
29,
79,
90,
55,
44,
52,
78,
57,
21,
42,
54,
81,
98,
95,
152,
132,
65,
38,
12,
4,
4,
2,
0,
5,
31,
65,
84,
42,
30,
53,
84,
48,
49,
55,
48,
68,
80,
54,
35,
39,
64,
48,
37,
9,
10,
2,
0,
1,
3,
8,
12,
18,
25,
24,
22,
6,
19,
27,
42,
74,
92,
77,
88,
44,
64,
14,
5,
2,
0,
2,
0,
0,
12,
18,
64,
56,
121,
125,
118,
142,
97,
143,
94,
119,
147,
146,
149,
101,
44,
24,
5,
2,
4,
2,
1,
7,
23,
68,
127,
65,
66,
69,
151,
110,
36,
43,
76,
117,
105,
103,
149,
98,
84,
19,
10,
4,
0,
1,
2,
7,
22,
54,
110,
38,
19,
24,
37,
2,
2,
20,
39,
80,
50,
61,
73,
21,
10,
3,
0,
4,
0,
0
] |
[
2,
0,
6,
28,
48,
14,
2,
9,
62,
90,
37,
41,
33,
87,
68,
35,
39,
12,
1,
3,
1,
1,
3,
0,
1,
11,
10,
49,
82,
38,
54,
33,
118,
94,
76,
52,
75,
115,
118,
98,
70,
67,
49,
7,
6,
3,
1,
5,
1,
4,
27,
37,
83,
52,
33,
11,
101,
95,
67,
104,
81,
101,
122,
90,
92,
51,
62,
14,
7,
12,
0,
1,
3,
3,
8,
22,
39,
55,
77,
103,
108,
154,
109,
115,
126,
140,
176,
147,
164,
110,
76,
60,
41,
15,
7,
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: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -100.00%",
"予測される変化率: [カラム_0] 予測される変化率: 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0.87倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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: 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: -100.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 0.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.87 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 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 downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 38 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 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 38.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 94."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
0,
0,
5,
20,
32,
85,
110,
100,
104,
100,
75,
67,
96,
99,
158,
163,
180,
97,
55,
26,
3,
3,
5,
3,
2,
7,
31,
66,
104,
65,
43,
46,
28,
14,
43,
90,
60,
120,
99,
90,
102,
12,
7,
7,
8,
3,
1,
4,
0,
6,
20,
59,
112,
77,
37,
28,
108,
135,
43,
10,
33,
87,
101,
67,
80,
58,
38,
21,
7,
1,
1,
3,
4,
8,
27,
80,
121,
52,
15,
31,
71,
83,
60,
55,
83,
123,
111,
125,
110,
43,
35,
12,
2,
3,
1,
0,
0,
7,
35,
57,
101,
65,
43,
46,
126,
130,
69,
57,
102,
121,
113,
96,
73,
60,
47,
17,
1,
7,
2,
3,
2,
4,
30,
59,
88,
46,
71,
58,
120,
114,
98,
59,
100,
136,
145,
135,
104,
79,
85,
36,
38,
2,
2,
0,
1,
1,
12,
23,
26,
54,
60,
88,
97,
118,
114,
163,
124,
154,
169,
177,
156,
176,
86,
37,
18,
8,
1,
4,
3,
2,
7,
34,
52,
76,
94,
83,
103,
79,
84,
57,
116,
99,
151,
149,
137,
94,
33,
23,
10,
1,
7,
1,
1,
1,
9,
38,
89,
46,
34,
43,
108,
131,
74,
57,
70,
114,
81,
79,
68,
34,
30,
10,
9,
3,
1,
2,
4,
9,
25,
65,
103,
84,
36,
37,
124,
103,
51,
59,
65,
128,
113,
81,
104,
38,
26,
8,
7,
3,
9,
0,
1,
9,
24,
56,
119,
48,
45,
73,
151,
180,
45,
33,
77,
100,
107,
49,
35,
9,
20,
4,
1,
0,
0,
3,
2,
0,
5,
5,
21,
13,
5,
7,
14,
26,
4,
24,
13,
46,
47,
67,
92,
18,
6,
6,
1,
0,
0,
2,
0,
7,
22,
42,
80,
40,
31,
48,
110,
91,
46,
19,
47,
77,
63,
46,
62,
32,
27,
15,
11,
11,
0,
6,
0,
3,
3,
18,
24,
53,
45,
68,
82,
86,
75,
108,
112,
109,
150,
119,
90,
85,
61,
33,
13,
3,
0,
0,
6,
2,
5,
22,
55,
71,
121,
119,
117,
136,
168,
136,
146,
128,
147,
104,
99,
47,
63,
5,
12,
9,
2,
1,
3,
2,
9,
22,
44,
75,
92,
125,
133,
141,
145,
136,
138,
96,
98,
106,
71,
37,
32,
18,
3,
4,
4,
2,
1,
7,
27,
58,
119,
54,
32,
56,
137,
133,
70,
66,
74,
118,
93,
131,
88,
83,
55,
18,
1,
10,
1,
0,
2,
7,
16,
71,
123,
76,
44,
56,
89,
96,
47,
50,
63,
108,
89,
170,
143,
98,
58,
53,
7,
5,
0,
1,
1,
4,
26,
56,
115,
58,
42,
58,
63,
111,
58,
30,
58,
102,
98,
118,
115,
78,
74,
29,
7,
6,
4,
2,
2,
10,
24,
57,
96,
62,
56,
69,
110,
110,
38,
45,
28,
42,
26,
19,
19,
20,
13,
4,
4,
5,
0,
4,
2,
4,
4,
12,
27,
41,
32,
45,
80,
95,
73,
98,
92,
61,
80,
77,
44,
83,
39,
31,
13,
10,
3,
7,
3,
0,
7,
17,
31,
92,
92,
111
] |
[
129,
153,
103,
111,
90,
87,
98,
80,
76,
34,
21,
19,
9,
4,
1,
0,
6,
7,
14,
72,
120,
74,
52,
78,
128,
113,
91,
66,
56,
94,
95,
125,
76,
52,
58,
19,
4,
6,
0,
0,
3,
10,
32,
64,
123,
49,
35,
55,
66,
76,
49,
37,
38,
105,
140,
159,
76,
84,
47,
26,
7,
10,
0,
0,
5,
3,
24,
66,
94,
49,
20,
32,
66,
66,
50,
56,
54,
74,
146,
112,
97,
58,
63,
17,
15,
5,
4,
5,
4,
3,
16,
59,
76,
40,
34,
39
] |
[
"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: 2120.00%",
"予測される変化率: [カラム_0] 予測される変化率: -69.77%",
"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2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 2120.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -69.77%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.85 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 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 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 |
[
45,
49,
57,
69,
54,
108,
102,
53,
92,
66,
53,
6,
8,
2,
4,
4,
0,
5,
10,
58,
70,
45,
39,
57,
64,
64,
42,
56,
39,
61,
66,
31,
40,
43,
26,
17,
7,
1,
3,
0,
0,
3,
2,
23,
34,
33,
54,
67,
57,
98,
74,
75,
91,
73,
65,
79,
66,
58,
54,
26,
27,
5,
6,
4,
0,
3,
3,
10,
37,
31,
48,
33,
46,
31,
35,
46,
80,
48,
56,
56,
28,
21,
21,
4,
9,
0,
5,
0,
2,
7,
8,
39,
60,
32,
31,
33,
48,
21,
31,
20,
33,
52,
65,
66,
39,
34,
24,
11,
5,
1,
6,
0,
0,
6,
14,
31,
51,
42,
24,
45,
51,
37,
33,
41,
51,
71,
82,
71,
27,
25,
14,
14,
4,
1,
4,
3,
1,
3,
18,
28,
48,
21,
33,
24,
28,
41,
32,
50,
26,
46,
73,
75,
47,
22,
20,
11,
0,
5,
2,
1,
2,
3,
21,
30,
33,
33,
32,
39,
59,
55,
44,
45,
65,
82,
85,
73,
44,
23,
31,
8,
4,
3,
1,
1,
0,
5,
22,
27,
42,
29,
45,
26,
48,
45,
36,
39,
64,
61,
93,
102,
65,
36,
37,
11,
1,
4,
1,
7,
1,
2,
7,
13,
42,
54,
59,
72,
77,
88,
68,
58,
72,
78,
78,
107,
76,
45,
34,
43,
7,
6,
0,
4,
0,
3,
0,
19,
43,
64,
48,
60,
88,
58,
44,
3,
4,
44,
66,
101,
58,
50,
30,
4,
12,
2,
3,
0
] |
[
0,
2,
19,
25,
42,
33,
39,
37,
26,
47,
33,
40,
37,
75,
125,
132,
74,
58,
36,
10,
7,
3,
1,
2,
1,
3,
19,
44,
47,
45,
42,
47,
38,
45,
39,
46,
57,
79,
101,
158,
66,
51,
27,
17,
4,
6,
4,
0,
2,
4,
15,
45,
52,
30,
47,
67,
65,
61,
54,
41,
70,
79,
111,
120,
73,
35,
20,
7,
9,
0,
3,
0,
0,
0,
3,
18,
38,
22,
15,
29,
23,
28,
16,
11,
11,
14,
3,
10,
8,
2,
7,
9,
12,
5,
0,
5
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -100.00%",
"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0.84倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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: -100.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 150.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.84 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 42",
"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 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 92 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data 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 92."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
0,
2,
3,
23,
46,
37,
32,
54,
79,
62,
46,
59,
59,
70,
87,
91,
48,
4,
6,
0,
0,
4,
0,
0,
0,
0,
2,
2,
20,
18,
9,
17,
38,
11,
16,
5,
16,
4,
18,
41,
13,
22,
5,
1,
1,
3,
1,
1,
0,
1,
4,
21,
38,
40,
52,
23,
5,
6,
4,
15,
16,
38,
51,
26,
26,
14,
11,
2,
5,
1,
2,
0,
2,
2,
14,
54,
62,
49,
47,
35,
51,
48,
54,
38,
44,
67,
107,
63,
40,
22,
16,
3,
4,
0,
6,
1,
2,
0,
10,
36,
36,
27,
47,
41,
47,
42,
35,
39,
54,
75,
81,
45,
36,
8,
14,
3,
1,
0,
5,
1,
1,
0,
9,
25,
33,
26,
38,
58,
56,
39,
48,
46,
48,
82,
101,
79,
52,
25,
27,
1,
3,
2,
3,
0,
4,
3,
19,
35,
66,
32,
52,
58,
68,
70,
84,
50,
74,
78,
98,
66,
56,
39,
14,
9,
2,
0,
1,
0,
6,
3,
10,
17,
44,
50,
71,
82,
79,
74,
99,
107,
117,
127,
128,
97,
54,
33,
16,
6,
5,
2,
4,
2,
1,
1,
2,
13,
32,
56,
56,
33,
15,
19,
5,
10,
23,
44,
48,
24,
9,
8,
13,
3,
1,
0,
0,
4,
1,
3,
3,
9,
38,
57,
51,
86,
84,
68,
85,
69,
80,
73,
48,
48,
39,
21,
21,
6,
5,
0,
6,
0,
1,
0,
4,
11,
57,
63,
94,
100,
123,
132,
118,
123,
115,
122,
108,
63,
40,
26,
15,
12,
2,
1,
0,
0,
2,
2,
17,
40,
54,
42,
52,
55,
79,
62,
58,
67,
72,
124,
149,
93,
65,
59,
19,
11,
5,
0,
2,
6,
2,
2,
22,
58,
73,
32,
66,
58,
58,
50,
37,
57,
75,
116,
120,
93,
68,
44,
41,
4,
8,
2,
5,
0,
4,
2,
23,
57,
81,
51,
54,
41,
57,
48,
42,
36,
59,
101,
101,
78,
46,
24,
40,
10,
8,
1,
0,
10,
2,
2,
22,
37,
50,
47,
51,
34,
52,
38,
45,
49,
57,
85,
100,
70,
44,
36,
28,
8,
5,
1,
1,
1,
1,
2,
8,
16,
41,
69,
81,
88,
73,
80,
67,
65,
93,
89,
71,
43,
35,
33,
15,
8,
3,
2,
4,
4,
0,
1,
6,
21,
49,
65,
99,
132,
146,
153,
129,
134,
88,
146,
90,
64,
29,
29,
9,
11,
0,
0,
0,
4,
2,
1,
6,
11,
47,
33,
29,
9,
31,
32,
29,
57,
88,
134,
116,
60,
66,
66,
37,
12,
3,
0,
7,
0,
2,
1,
12,
41,
62,
56,
58,
47,
57,
56,
41,
32,
56,
118,
110,
102,
57,
52,
25,
9,
7,
3,
3,
6,
4,
2,
20,
43,
51,
58,
50,
38,
48,
69,
44,
51,
89,
130,
128,
75,
69,
44,
18,
15,
3,
2,
4,
5,
0,
3,
21,
45,
55,
41,
50,
38,
51,
54,
37,
39,
70,
90,
42,
34,
44,
30,
21,
12,
1,
1,
1,
4,
3,
2,
19,
39,
57,
41,
48,
48
] |
[
71,
65,
49,
70,
112,
157,
133,
71,
56,
37,
27,
30,
7,
0,
1,
10,
5,
0,
11,
27,
38,
78,
89,
108,
93,
121,
109,
130,
130,
125,
93,
69,
57,
35,
13,
3,
0,
0,
0,
1,
1,
0,
0,
5,
21,
37,
27,
46,
37,
47,
45,
76,
64,
109,
87,
62,
59,
35,
24,
10,
4,
2,
0,
6,
1,
3,
17,
38,
43,
68,
67,
44,
60,
95,
72,
78,
93,
150,
129,
82,
58,
43,
30,
9,
5,
2,
0,
0,
3,
1,
19,
49,
51,
50,
43,
45
] |
[
"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: 2300.00%",
"予測される変化率: [カラム_0] 予測される変化率: -36.62%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.93倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 2300.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -36.62%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.93 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 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
| 128 | 96 |
[
12,
11,
22,
12,
3,
2,
18,
20,
32,
78,
168,
140,
102,
166,
180,
141,
167,
204,
127,
99,
56,
38,
39,
26,
10,
9,
3,
3,
5,
14,
67,
78,
125,
195,
135,
168,
253,
261,
208,
233,
252,
326,
179,
124,
102,
101,
39,
26,
12,
12,
3,
3,
4,
9,
44,
84,
214,
232,
169,
181,
241,
283,
203,
239,
284,
331,
195,
139,
99,
91,
32,
30,
5,
3,
5,
14,
8,
10,
56,
108,
151,
135,
170,
172,
231,
261,
207,
255,
241,
359,
218,
197,
105,
71,
105,
34,
23,
4,
3,
1,
7,
11,
70,
110,
149,
146,
129,
176,
251,
346,
230,
291,
302,
343,
242,
169,
96,
99,
82,
34,
24,
8,
9,
20,
6,
13,
80,
107
] |
[
133,
183,
203,
238,
306,
370,
318,
296,
300,
427,
280,
191,
158,
103,
82,
59,
38,
8,
14,
9,
17,
14,
29,
56,
101,
103,
97,
149,
131,
156,
127,
157,
135,
162,
206,
168,
135,
100,
69,
38,
18,
7,
9,
11,
8,
13,
9,
29,
65,
90,
135,
104,
106,
171,
132,
158,
164,
179,
143,
102,
89,
81,
30,
37,
20,
5,
3,
10,
5,
9,
32,
70,
123,
163,
146,
158,
219,
261,
181,
255,
263,
409,
215,
135,
107,
79,
41,
37,
7,
13,
4,
4,
9,
9,
80,
141
] |
[
"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: 791.67%",
"予測される変化率: [カラム_0] 予測される変化率: 6.02%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.86倍)",
"トレンド: [カラム_0] トレンドの変化: 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: 791.67%",
"Forecasted change rate: [column_0] Forecasted change rate: 6.02%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.86 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 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 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 44 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 44."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
146,
184,
125,
200,
266,
257,
221,
284,
246,
387,
227,
148,
110,
106,
88,
50,
38,
6,
2,
18,
3,
8,
74,
91,
131,
183,
182,
355,
358,
269,
204,
292,
226,
359,
230,
174,
134,
122,
77,
38,
6,
21,
8,
15,
6,
6,
58,
96,
164,
195,
161,
228,
277,
292,
249,
300,
268,
347,
195,
173,
139,
89,
89,
33,
23,
9,
4,
4,
5,
8,
50,
120,
147,
191,
185,
202,
381,
381,
276,
310,
304,
419,
216,
175,
167,
137,
88,
52,
23,
17,
23,
32,
6,
10,
27,
40,
55,
113,
124,
214,
167,
222,
251,
233,
182,
184,
165,
175,
117,
75,
91,
57,
33,
8,
18,
8,
11,
3,
8,
30,
35,
67,
147,
151,
178,
158,
153,
167,
188,
155,
102,
103,
96,
77,
51,
29,
24,
7,
5,
34,
12,
12,
74,
113,
157,
235,
207,
302,
311,
382,
248,
361,
397,
474,
212,
180,
107,
97,
72,
22,
9,
8,
0,
1,
6,
14,
47,
88,
194,
379,
215,
271,
333,
488,
368,
269,
409,
377,
221,
171,
141,
75,
53,
26,
34,
12,
4,
0,
9,
9,
67,
116,
246,
292,
204,
322,
369,
379,
337,
391,
370,
475,
258,
214,
119,
87,
75,
32,
14,
11,
4,
2,
3,
11,
57,
159,
192,
294,
224,
362,
466,
508,
498,
498,
533,
378,
207,
140,
126,
144,
39,
116,
6,
7,
9,
3,
6,
10,
54,
75,
196,
241,
221,
283,
394,
314,
298,
393,
452,
457,
316,
191,
158,
154,
90,
65
] |
[
55,
31,
17,
5,
9,
4,
20,
123,
48,
124,
144,
196,
183,
232,
276,
288,
197,
201,
187,
150,
145,
96,
83,
38,
27,
21,
17,
13,
1,
7,
27,
57,
46,
81,
130,
169,
146,
184,
213,
205,
185,
169,
174,
125,
101,
91,
50,
13,
32,
10,
10,
1,
5,
8,
22,
103,
372,
492,
332,
376,
457,
577,
538,
527,
591,
694,
392,
219,
171,
133,
58,
24,
23,
38,
6,
3,
8,
14,
80,
130,
483,
357,
286,
412,
475,
439,
463,
966,
578,
784,
588,
296,
244,
159,
86,
41
] |
[
"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: -55.48%",
"予測される変化率: [カラム_0] 予測される変化率: -25.45%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.94倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 36個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の4番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -55.48%",
"Forecasted change rate: [column_0] Forecasted change rate: -25.45%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.94 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 36",
"First turning point: [column_0] First turning point: at data point 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 94 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 92 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 94.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 92."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
10,
10,
11,
3,
12,
12,
75,
120,
334,
295,
351,
443,
541,
578,
492,
544,
656,
865,
536,
374,
280,
182,
109,
53,
26,
16,
16,
4,
8,
9,
78,
141,
331,
314,
341,
484,
1099,
608,
464,
508,
541,
718,
621,
298,
294,
190,
103,
64,
15,
41,
10,
4,
18,
16,
66,
104,
373,
377,
359,
458,
607,
569,
533,
632,
631,
817,
454,
392,
196,
247,
179,
103,
62,
34,
17,
9,
17,
9,
28,
132,
106,
136,
164,
202,
213,
239,
304,
238,
276,
295,
224,
171,
166,
134,
97,
35,
38,
38,
28,
19,
21,
21,
27,
12,
99,
110,
150,
141,
201,
182,
169,
132,
150,
190,
128,
101,
83,
100,
70,
25,
16,
1,
9,
4,
6,
11,
61,
138,
453,
417,
345,
347,
489,
539,
446,
500,
502,
688,
506,
298,
188,
158,
96,
37,
21,
6,
1,
6,
8,
21,
61,
140,
476,
362,
383,
414,
499,
553,
456,
485,
627,
804,
410,
312,
244,
180,
110,
56,
11,
5,
3,
9,
5,
11,
68,
155,
431,
350,
315,
504,
491,
487,
477,
503,
570,
894,
520,
361,
329,
250,
96,
57,
29,
12,
12,
3,
3,
10,
69,
138,
344,
358,
333,
395,
464,
517,
437,
508,
549,
786,
574,
357,
218,
172,
101,
58,
29,
13,
14,
5,
9,
13,
68,
131,
354,
377,
335,
390,
496,
439,
404,
451,
476,
699,
463,
272,
217,
145,
133,
97,
49,
20,
24,
18,
10,
9,
39,
38,
69,
192,
204,
216,
197,
185,
190,
189,
218,
279,
277,
196,
160,
150,
94,
80,
28,
31,
18,
22,
11,
1,
4,
15,
76,
102,
164,
153,
150,
201,
190,
186,
187,
238,
187,
156,
84,
134,
90,
60,
25,
7,
5,
11,
11,
7,
31,
102,
401,
360,
348,
368,
426,
596,
369,
370,
557,
650,
503,
334,
230,
160,
96,
44,
21,
9,
2,
3,
8,
8,
70,
134,
450,
445,
480,
397,
445,
523,
517,
491,
592,
857,
524,
336,
284,
162,
91,
74,
14,
6,
14,
6,
8,
14,
57,
182,
474,
331,
338,
443,
400,
486,
422,
473,
508,
780,
532,
420,
302,
223,
130,
44,
31,
24,
15,
0,
12,
16,
69,
127,
357,
411,
325,
377,
417,
517,
422,
501,
514,
671,
571,
378,
242,
190,
130,
62,
35,
11,
15,
8,
8,
41,
57,
119,
356,
360,
325,
438,
484,
450,
432,
554,
538,
699,
494,
353,
236,
272,
157,
68,
68,
27,
18,
17,
29,
5,
22,
53,
66,
94,
156,
216,
157,
169,
219,
172,
177,
210,
231,
201,
149,
165,
87,
41,
37,
14,
14,
24,
13,
0,
10,
14,
82,
171,
194,
184,
252,
235,
211,
206,
230,
215,
201,
203,
155,
113,
87,
59,
39,
16,
11,
9,
6,
14,
64,
164,
397,
339,
411,
405,
426,
574,
402,
451,
548,
765,
537,
282,
277,
205,
117,
36,
25,
13,
6,
2,
7,
6,
70,
200,
368,
374,
365,
472,
464,
503,
441,
575,
491,
729,
555,
286,
245,
222,
89,
87,
22,
19,
10,
2,
9,
12,
86,
164
] |
[
459,
426,
311,
464,
432,
447,
452,
432,
450,
676,
524,
350,
247,
247,
109,
64,
24,
21,
5,
3,
12,
15,
72,
175,
355,
397,
329,
411,
446,
448,
423,
469,
471,
644,
539,
429,
270,
242,
130,
59,
22,
19,
9,
7,
10,
28,
61,
203,
329,
324,
544,
525,
482,
435,
443,
484,
492,
702,
452,
335,
219,
166,
126,
93,
59,
23,
15,
9,
10,
8,
27,
47,
96,
119,
156,
163,
170,
144,
182,
193,
178,
203,
210,
150,
84,
103,
87,
66,
55,
23,
14,
6,
5,
10,
14,
47
] |
[
"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: 1540.00%",
"予測される変化率: [カラム_0] 予測される変化率: -89.76%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.92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: 30個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 1540.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -89.76%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.92 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 30",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
131,
168,
229,
261,
290,
366,
290,
325,
277,
288,
214,
157,
109,
113,
73,
30,
22,
10,
7,
4,
8,
6,
17,
129,
370,
358,
277,
321,
402,
432,
351,
348,
419,
543,
462,
320,
203,
154,
108,
44,
39,
12,
3,
2,
8,
12,
69,
186,
440,
494,
292,
362,
453,
473,
386,
516,
493,
753,
442,
305,
239,
151,
147,
61,
32,
14,
16,
5,
6,
49,
58,
139,
425,
388,
266,
392,
420,
390,
374,
403,
494,
736,
563,
384,
303,
185,
112,
92,
33,
15,
8,
2,
7,
8,
67,
149,
407,
329,
326,
364,
414,
433,
371,
453,
502,
710,
571,
360,
207,
173,
120,
60,
32,
26,
8,
9,
11,
10,
65,
253,
390,
358,
325,
414,
530,
539,
460,
599,
462,
737,
469,
302,
257,
210,
165,
68,
53,
29,
11,
20,
9,
5,
34,
112,
69,
134,
154,
205,
149,
216,
264,
243,
247,
268,
245,
265,
155,
153,
126,
81,
37,
12,
16,
14,
7,
5,
7,
68,
38,
111,
156,
191,
177,
179,
221,
174,
163,
212,
142,
133,
95,
77,
72,
61,
32,
21,
2,
1,
12,
16,
77,
153,
315,
391,
307,
340,
455,
441,
319,
363,
431,
599,
450,
308,
205,
132,
103,
51,
13,
15,
7,
9,
4,
8,
65,
149,
336,
301,
335,
346,
390,
456,
322,
367,
397,
664,
470,
332,
233,
148,
119,
61,
33,
17,
5,
3,
5,
11,
75,
158,
350,
308,
295,
418,
461,
420,
352,
388,
401,
666,
439,
320,
268,
170,
109,
60,
31,
24,
7,
1,
4,
10,
68,
166,
313,
322,
345,
367,
414,
686,
604,
425,
428,
680,
427,
265,
215,
166,
165,
60,
28,
24,
13,
3,
4,
10,
68,
119,
291,
305,
331,
373,
454,
383,
417,
454,
528,
658,
431,
302,
313,
163,
140,
88,
61,
31,
23,
15,
14,
9,
26,
45,
70,
124,
120,
155,
166,
153,
164,
186,
147,
193,
159,
170,
132,
90,
118,
53,
26,
17,
11,
13,
8,
4,
4,
29,
43,
86,
122,
139,
156,
210,
191,
161,
174,
188,
150,
133,
100,
95,
65,
68,
16,
19,
3,
2,
7,
7,
31,
96,
287,
409,
286,
300,
418,
380,
381,
394,
447,
575,
417,
305,
251,
130,
108,
42,
21,
19,
11,
8,
8,
9,
55,
133,
383,
509,
312,
316,
467,
518,
392,
441,
408,
736,
486,
368,
226,
193,
111,
70,
33,
11,
6,
9,
8,
12,
63,
144,
371,
377,
298,
363,
479,
483,
402,
440,
518,
711,
465,
346,
245,
148,
137,
59,
41,
29,
5,
6,
3,
10,
56,
165,
357,
323,
301,
312,
417,
411,
352,
388,
414,
649,
376,
322,
201,
155,
110,
56,
19,
12,
12,
3,
8,
8,
74,
141,
291,
326,
315,
419,
434,
453,
352,
410,
449,
656,
468,
314,
163,
177,
148,
137,
55,
17,
32,
13,
13,
5,
42,
59,
83,
109,
131,
202,
235,
209,
197,
195,
186,
245,
152,
194,
175,
113,
115,
59,
47,
21,
19,
13,
8,
10,
4,
47,
72,
100,
118,
132,
146,
188,
187,
133
] |
[
142,
214,
182,
174,
117,
120,
65,
63,
50,
33,
10,
32,
3,
2,
70,
140,
320,
298,
256,
294,
382,
375,
369,
397,
456,
590,
466,
355,
227,
132,
132,
48,
39,
16,
10,
3,
6,
7,
74,
153,
349,
305,
336,
365,
437,
408,
400,
422,
542,
691,
544,
347,
265,
132,
114,
84,
33,
13,
15,
4,
5,
10,
77,
140,
359,
389,
320,
480,
421,
497,
348,
439,
513,
632,
486,
297,
243,
178,
110,
51,
43,
18,
4,
14,
12,
10,
66,
143,
376,
343,
356,
334,
392,
484,
400,
438
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 1.53%",
"予測される変化率: [カラム_0] 予測される変化率: 208.45%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.86倍)",
"トレンド: [カラム_0] トレンドの変化: 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: 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: 1.53%",
"Forecasted change rate: [column_0] Forecasted change rate: 208.45%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.86 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 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 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 64 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"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 36.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 64.",
"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 |
[
483,
659,
547,
325,
241,
190,
106,
62,
41,
22,
13,
12,
8,
9,
62,
147,
282,
358,
312,
367,
426,
446,
375,
460,
397,
620,
505,
276,
247,
216,
173,
120,
49,
32,
17,
11,
10,
8,
39,
47,
53,
67,
89,
161,
152,
122,
170,
126,
126,
179,
146,
179,
141,
103,
77,
56,
32,
20,
9,
15,
9,
7,
11,
75,
76,
129,
144,
143,
156,
163,
152,
131,
165,
184,
201,
131,
105,
103,
83,
57,
23,
21,
4,
6,
1,
2,
32,
138,
355,
348,
301,
294,
418,
485,
331,
389,
475,
576,
457,
245,
198,
158,
91,
52,
29,
22,
5,
1,
5,
10,
65,
185,
341,
354,
247,
282,
388,
375,
291,
349,
341,
693,
435,
306,
203,
122,
82,
46,
32,
16,
2,
6,
4,
7,
65,
136,
362,
334,
281,
407,
443,
445,
368,
440,
427,
665,
425,
301,
243,
164,
109,
73,
26,
20,
11,
9,
5,
28,
81,
130,
373,
284,
296,
344,
461,
487,
382,
406,
524,
655,
451,
285,
241,
176,
75,
81,
41,
20,
13,
10,
5,
8,
52,
139,
327,
258,
267,
321,
461,
424,
386,
570,
494,
784,
456,
270,
186,
201,
121,
79,
57,
15,
16,
20,
10,
9,
50,
55,
111,
144,
145,
257,
200,
172,
230,
185,
187,
233,
170,
187,
109,
109,
69,
76,
39,
32,
21,
13,
14,
6,
10,
42,
55,
100,
145,
146,
173,
184,
169,
178,
143,
195,
184,
128,
111,
71,
35,
33,
28,
11,
12,
7,
4,
6,
69,
99,
223,
264,
164,
191,
300,
356,
233,
280,
296,
446,
278,
222,
138,
80,
72,
46,
27,
17,
21,
10,
8,
16,
48,
118,
225,
230,
144,
232,
256,
322,
258,
290,
295,
467,
295,
202,
175,
166,
140,
56,
29,
17,
1,
6,
6,
7,
54,
133,
194,
317,
205,
299,
347,
358,
293,
259,
327,
517,
436,
277,
205,
181,
115,
66,
40,
24,
9,
6,
3,
5,
61,
157,
201,
314,
230,
212,
276,
298,
268,
349,
356,
425,
331,
251,
194,
167,
222,
76,
37,
31,
18,
16,
7,
10,
18,
98,
69,
161,
114,
161,
164,
190,
160,
220,
146,
258,
237,
147,
153,
178,
73,
45,
40,
8,
19,
10,
6,
53,
14,
44,
63,
94,
108,
118,
141,
152,
223,
160,
139,
188,
154,
193,
149,
150,
126,
88,
36,
16,
8,
15,
8,
4,
26,
78,
100,
161,
151,
155,
192,
228,
215,
232,
228,
240,
213,
206,
135,
118,
90,
59,
27,
17,
14,
3,
5,
69,
24,
120,
333,
296,
276,
322,
399,
454,
428,
463,
478,
591,
505,
285,
188,
158,
122,
39,
38,
9,
3,
2,
4,
6,
59,
199,
296,
350,
305,
336,
503,
518,
446,
409,
435,
675,
490,
243,
261,
228,
116,
79,
30,
18,
13,
1,
8,
16,
57,
146,
344,
382,
296,
372,
484,
470,
480,
377,
462,
609,
392,
289,
198,
154,
99,
59,
39,
25,
7,
4,
4,
8,
48,
135,
312,
325,
300,
327,
388,
417,
384,
388,
426,
578,
451,
254,
264,
177,
147,
82
] |
[
35,
33,
15,
10,
8,
4,
56,
127,
320,
469,
340,
441,
523,
523,
496,
393,
485,
688,
444,
305,
233,
218,
140,
70,
54,
25,
16,
11,
9,
3,
48,
71,
86,
142,
182,
202,
237,
231,
288,
199,
221,
284,
237,
185,
168,
130,
120,
66,
64,
33,
0,
18,
16,
11,
15,
23,
64,
83,
120,
164,
130,
183,
230,
191,
206,
220,
213,
178,
127,
131,
138,
69,
38,
21,
9,
2,
7,
8,
50,
124,
359,
369,
301,
332,
410,
506,
396,
433,
536,
658,
460,
255,
186,
154,
120,
84
] |
[
"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: -83.02%",
"予測される変化率: [カラム_0] 予測される変化率: 140.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.88倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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: upward",
"Historical change rate: [column_0] Historical change rate: -83.02%",
"Forecasted change rate: [column_0] Forecasted change rate: 140.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.88 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 27",
"First turning point: [column_0] First turning point: at data point 6 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
44,
27,
4,
8,
14,
16,
60,
126,
412,
348,
307,
351,
406,
404,
347,
359,
472,
609,
386,
244,
220,
142,
119,
77,
40,
24,
7,
5,
7,
10,
54,
134,
375,
364,
403,
545,
414,
420,
440,
403,
436,
693,
447,
350,
259,
194,
123,
114,
40,
25,
21,
5,
4,
3,
69,
111,
377,
360,
279,
379,
425,
483,
394,
368,
502,
730,
539,
381,
260,
203,
162,
88,
33,
37,
9,
4,
8,
11,
65,
148,
325,
476,
243,
435,
463,
475,
393,
448,
455,
645,
455,
385,
240,
261,
124,
98,
52,
31,
23,
17,
5,
11,
43,
45,
96,
54,
71,
136,
83,
80,
149,
133,
174,
263,
249,
338,
202,
128,
161,
115,
110,
34,
37,
14,
13,
5,
13,
46,
88,
123,
138,
141,
170,
190,
207,
172,
172,
236,
195,
149,
190,
124,
84,
88,
52,
28,
9,
7,
4,
10,
25,
135,
340,
391,
264,
274,
465,
510,
353,
476,
484,
642,
327,
293,
188,
181,
116,
81,
48,
16,
6,
5,
8,
5,
81,
94,
256,
322,
312,
297,
349,
378,
308,
365,
347,
586,
448,
313,
239,
146,
121,
67,
49,
20,
10,
18,
6,
12,
62,
69,
110,
113,
115,
213,
299,
262,
344,
364,
393,
636,
421,
295,
221,
179,
177,
90,
48,
32,
15,
10,
15,
16,
69,
87,
110,
136,
180,
238,
219,
238,
204,
273,
294,
583,
415,
273,
243,
224,
149,
86,
45,
22,
8,
8,
17,
10,
46,
109,
167,
133,
126,
190,
290,
403,
316,
457,
421,
632,
347,
331,
269,
271,
241,
122,
75,
52,
21,
19,
13,
12,
29,
51,
65,
165,
124,
179,
157,
189,
210,
161,
182,
236,
220,
208,
159,
117,
137,
134,
49,
57,
30,
13,
19,
45,
18,
22,
56,
128,
143,
162,
170,
191,
252,
187,
197,
217,
232,
210,
134,
143,
95,
84,
50,
16,
18,
8,
9,
9,
68,
253,
358,
335,
162,
183,
327,
313,
238,
246,
231,
540,
307,
232,
197,
181,
141,
94,
39,
33,
11,
5,
10,
9,
51,
111,
220,
250,
215,
246,
334,
361,
225,
245,
228,
435,
279,
204,
178,
141,
126,
60,
42,
25,
5,
10,
6,
8,
53,
121,
209,
236,
176,
242,
275,
283,
239,
256,
326,
490,
295,
282,
203,
162,
140,
64,
44,
28,
14,
5,
10,
13,
52,
127,
249,
247,
161,
261,
302,
383,
233,
310,
290,
471,
328,
206,
222,
160,
148,
85,
47,
30,
13,
14,
9,
10,
71,
139,
229,
254,
157,
259,
323,
356,
263,
290,
309,
491,
377,
319,
224,
202,
168,
98,
71,
46,
30,
9,
33,
14,
54,
45,
112,
123,
193,
146,
176,
178,
189,
166,
223,
240,
271,
224,
182,
167,
112,
123,
41,
23,
30,
11,
16,
13,
30,
65,
74,
100,
146,
112,
159,
220,
207,
150,
153,
203,
206,
242,
137,
118,
108,
74,
35,
43,
17,
8,
5,
7,
46,
172,
233,
271,
171,
254,
416,
341,
260,
229,
314,
432,
357,
187,
209,
122,
149,
85,
24,
36,
10,
7,
5,
13,
68,
127
] |
[
225,
224,
159,
287,
274,
323,
244,
299,
264,
495,
330,
265,
178,
138,
139,
105,
21,
28,
5,
5,
11,
10,
81,
124,
240,
199,
163,
239,
360,
290,
214,
245,
300,
513,
336,
207,
182,
144,
146,
79,
39,
27,
6,
1,
9,
6,
47,
134,
242,
277,
188,
240,
289,
275,
207,
247,
209,
399,
341,
276,
244,
218,
131,
55,
41,
39,
16,
16,
25,
10,
64,
140,
198,
222,
127,
196,
286,
280,
227,
250,
257,
389,
304,
235,
219,
154,
140,
80,
40,
25,
29,
8,
15,
4,
20,
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: 188.64%",
"予測される変化率: [カラム_0] 予測される変化率: -80.44%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.82倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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: downward",
"Historical change rate: [column_0] Historical change rate: 188.64%",
"Forecasted change rate: [column_0] Forecasted change rate: -80.44%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.82 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 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 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
64,
93,
117,
128,
136,
166,
166,
222,
205,
208,
213,
158,
174,
89,
105,
82,
44,
25,
13,
15,
11,
5,
25,
33,
100,
97,
140,
139,
193,
220,
156,
160,
189,
188,
166,
184,
188,
113,
110,
52,
52,
41,
15,
47,
2,
3,
37,
64,
129,
159,
138,
180,
236,
235,
211,
210,
199,
335,
247,
240,
186,
130,
130,
97,
32,
31,
13,
14,
10,
5,
11,
58,
118,
96,
84,
79,
223,
201,
175,
161,
198,
241,
228,
200,
148,
103,
122,
79,
31,
19,
9,
5,
8,
9,
34,
98,
207,
191,
167,
198,
255,
275,
208,
261,
197,
355,
256,
162,
139,
114,
109,
72,
48,
35,
11,
3,
4,
8,
48,
112,
188,
192,
173,
197,
324,
298,
251,
231,
287,
415,
295,
227,
212,
159,
148,
70,
31,
23,
11,
14,
13,
11,
53,
114,
190,
190,
168,
239,
253,
295,
262,
252,
293,
497,
384,
235,
237,
194,
97,
88,
55,
29,
7,
10,
13,
6,
31,
61,
82,
112,
131,
207,
177,
257,
236,
179,
202,
191,
201,
194,
157,
118,
107,
88,
48,
22,
10,
6,
12,
5,
17,
32,
60,
107,
142,
127,
172,
199,
194,
163,
152,
183,
177,
167,
150,
103,
102,
47,
23,
33,
7,
6,
0,
3,
59,
147,
230,
246,
204,
309,
322,
310,
289,
287,
210,
354,
272,
235,
209,
185,
103,
58,
38,
15,
11,
0,
3,
12,
75,
143,
204,
195,
144,
234,
317,
297,
237,
179,
276,
365,
259,
196,
176,
111,
99,
55
] |
[
26,
9,
9,
6,
4,
6,
59,
123,
169,
240,
197,
233,
234,
274,
223,
250,
214,
393,
314,
166,
193,
132,
114,
99,
29,
20,
6,
6,
5,
5,
49,
131,
259,
194,
193,
223,
293,
315,
284,
313,
215,
408,
289,
219,
176,
152,
61,
44,
45,
22,
15,
11,
7,
9,
60,
191,
229,
184,
207,
242,
279,
353,
281,
228,
249,
329,
280,
200,
171,
159,
104,
69,
36,
15,
22,
24,
4,
9,
61,
54,
99,
164,
110,
158,
175,
201,
208,
114,
162,
177,
161,
148,
134,
100,
91,
86
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -14.06%",
"予測される変化率: [カラム_0] 予測される変化率: 230.77%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.72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5番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -14.06%",
"Forecasted change rate: [column_0] Forecasted change rate: 230.77%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.72 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 5 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 36 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 36.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
31,
17,
9,
15,
12,
10,
24,
29,
60,
72,
137,
122,
154,
159,
160,
128,
165,
172,
159,
200,
173,
112,
74,
48,
24,
22,
6,
7,
3,
7,
46,
92,
218,
186,
130,
127,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
12,
12,
4,
4,
2,
8,
70,
118,
220,
147,
145,
165,
215,
227,
138,
218,
210,
334,
194,
173,
140,
111,
76,
26,
21,
18,
0,
2,
3,
10,
60,
161,
231,
220,
166,
207,
286,
300,
255,
273,
255,
392,
323,
175,
90,
91,
76,
52,
20,
8,
6,
3,
5,
8,
48,
95,
192,
157,
159,
199,
237,
247,
185,
270,
215,
357,
250,
251,
285,
159,
102,
38,
20,
7,
12,
8,
4,
59,
39,
86,
147,
116,
163,
177,
215,
223,
152,
185,
173,
314,
230,
155,
120,
134,
77,
38,
38,
15,
6,
7,
8,
7,
39,
52,
89,
69,
95,
141,
134,
143,
160,
120,
196,
171,
148,
139,
130,
99,
117,
70,
44,
18,
18,
6,
12,
3,
14,
52,
48,
104,
99,
73,
125,
139,
149,
157,
149,
145,
144,
179,
122,
87,
53,
39,
20,
9,
6,
5,
5,
2,
24,
153,
161,
144,
106,
162,
265,
236,
189,
294,
228,
361,
213,
142,
149,
95,
93,
40,
16,
4,
6,
5,
3,
6,
59,
85,
147,
144,
95,
159,
229,
243,
181,
202,
211,
358,
256,
157,
132,
124,
108,
45,
12,
20,
13,
0,
4,
8,
40,
88,
167,
146,
121,
174,
204,
188,
130,
215
] |
[
250,
389,
257,
200,
152,
111,
68,
50,
16,
4,
2,
0,
5,
15,
28,
73,
158,
143,
125,
159,
219,
233,
179,
188,
184,
395,
287,
134,
158,
138,
126,
56,
11,
7,
20,
25,
7,
9,
46,
70,
183,
107,
161,
207,
215,
258,
218,
253,
236,
328,
278,
182,
168,
143,
132,
95,
29,
8,
16,
9,
11,
3,
20,
58,
81,
81,
122,
103,
117,
153,
166,
109,
154,
212,
190,
150,
152,
126,
99,
71,
57,
12,
16,
9,
1,
4,
8,
21,
34,
88,
142,
147,
152,
162,
215,
124
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 593.55%",
"予測される変化率: [カラム_0] 予測される変化率: -50.40%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.82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: 593.55%",
"Forecasted change rate: [column_0] Forecasted change rate: -50.40%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.82 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 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
| 128 | 96 |
[
153,
197,
101,
107,
115,
63,
45,
41,
13,
4,
6,
3,
3,
3,
35,
76,
202,
162,
148,
159,
242,
254,
148,
183,
190,
353,
228,
140,
99,
77,
78,
58,
20,
5,
8,
3,
3,
9,
48,
159,
278,
198,
196,
216,
238,
297,
203,
210,
281,
334,
273,
208,
118,
126,
106,
54,
22,
10,
6,
3,
5,
7,
46,
104,
241,
263,
170,
183,
268,
284,
229,
220,
245,
483,
315,
205,
177,
126,
144,
81,
28,
16,
12,
3,
13,
14,
32,
103,
210,
142,
144,
118,
174,
241,
154,
174,
202,
355,
293,
180,
194,
129,
115,
63,
40,
13,
11,
9,
3,
8,
41,
74,
142,
98,
53,
55,
100,
173,
170,
193,
179,
278,
190,
192,
162,
105,
58,
66
] |
[
25,
14,
12,
16,
6,
12,
15,
17,
49,
73,
101,
191,
158,
145,
150,
176,
120,
173,
183,
171,
157,
124,
65,
74,
25,
16,
18,
13,
9,
8,
17,
26,
53,
49,
115,
136,
140,
150,
154,
135,
145,
128,
147,
95,
121,
88,
52,
45,
20,
9,
4,
11,
3,
13,
31,
80,
116,
98,
115,
148,
225,
195,
199,
221,
257,
277,
243,
221,
140,
173,
107,
65,
25,
11,
3,
1,
6,
19,
26,
84,
147,
105,
77,
106,
198,
240,
236,
192,
214,
325,
244,
133,
167,
169,
112,
68
] |
[
"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: -56.86%",
"予測される変化率: [カラム_0] 予測される変化率: 172.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.78倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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: -56.86%",
"Forecasted change rate: [column_0] Forecasted change rate: 172.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.78 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 40",
"First turning point: [column_0] First turning point: at data point 3 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 36 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 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 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 upward trend.",
"Noise: [column_0] The data contains high randomness at period 36.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 50."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
21,
11,
7,
1,
3,
13,
46,
68,
169,
89,
73,
93,
131,
129,
151,
160,
207,
317,
156,
174,
158,
116,
87,
49,
18,
21,
11,
8,
5,
14,
37,
38,
184,
197,
131,
146,
148,
147,
197,
161,
196,
287,
189,
145,
115,
102,
76,
58,
33,
15,
7,
6,
5,
8,
26,
48,
159,
179,
163,
122,
279,
216,
197,
157,
224,
182,
204,
148,
117,
183,
85,
44,
48,
17,
11,
5,
4,
7,
20,
42,
50,
85,
133,
96,
96,
118,
124,
187,
132,
138,
159,
165,
133,
119,
114,
74,
21,
30,
8,
14,
6,
7,
17,
19,
34,
59,
105,
97,
99,
147,
119,
139,
94,
128,
122,
51,
56,
46,
59,
26,
9,
9,
5,
5,
5,
3,
28,
59
] |
[
129,
150,
153,
155,
273,
270,
175,
155,
191,
273,
147,
125,
95,
80,
44,
42,
15,
14,
3,
0,
1,
32,
35,
74,
162,
139,
119,
129,
192,
199,
155,
177,
189,
237,
170,
104,
94,
81,
61,
23,
12,
28,
4,
10,
3,
7,
26,
67,
102,
130,
132,
175,
230,
292,
178,
162,
148,
226,
135,
147,
124,
82,
79,
33,
16,
11,
8,
7,
5,
4,
39,
66,
140,
134,
86,
195,
218,
233,
156,
140,
155,
271,
132,
93,
102,
71,
53,
20,
14,
12,
12,
5,
12,
6,
18,
36
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 180.95%",
"予測される変化率: [カラム_0] 予測される変化率: -72.09%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.79倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 30個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: 180.95%",
"Forecasted change rate: [column_0] Forecasted change rate: -72.09%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.79 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 30",
"First turning point: [column_0] First turning point: at data point 5 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な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 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 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 50."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
93,
84,
93,
99,
174,
171,
169,
155,
138,
186,
133,
122,
76,
50,
57,
45,
12,
9,
9,
15,
5,
27,
8,
16,
24,
61,
82,
85,
80,
102,
84,
94,
121,
108,
104,
97,
101,
81,
76,
29,
25,
15,
11,
7,
5,
5,
12,
11,
30,
60,
73,
69,
86,
113,
125,
95,
101,
93,
116,
99,
83,
74,
72,
50,
22,
20,
2,
1,
5,
6,
18,
38,
61,
79,
57,
66,
80,
81,
96,
87,
72,
95,
93,
115,
62,
57,
62,
40,
33,
31,
30,
8,
6,
4,
5,
18,
25,
48,
11,
48,
48,
49,
63,
62,
94,
76,
58,
73,
57,
80,
62,
32,
34,
15,
8,
1,
1,
0,
14,
24,
17,
51,
61,
55,
68,
72,
62,
93,
94,
64,
88,
95,
75,
60,
66,
42,
23,
10,
12,
4,
5,
6,
27,
31,
48,
43,
42,
47,
85,
70,
78,
69,
69,
82,
83,
88,
130,
70,
50,
36,
13,
10,
7,
4,
3,
0,
12,
25,
50,
38,
49,
70,
90,
92,
100,
85,
90,
106,
98,
98,
97,
68,
40,
31,
23,
10,
4,
54,
40,
9,
18,
49,
25,
51,
41,
72,
63,
65,
61,
61,
89,
97,
88,
67,
50,
55,
55,
31,
16,
10,
10,
2,
10,
39,
17,
36,
22,
33,
57,
68,
93,
87,
125,
103,
129,
88,
91,
94,
85,
52,
38,
31,
28,
15,
6,
1,
1,
1,
11,
33,
30,
43,
57,
111,
78,
95,
124,
107,
122,
101,
100,
77,
69,
63,
60,
59,
61,
84,
57,
23,
14,
20,
8,
16,
25,
45,
27,
50,
63,
53,
80,
146,
61,
66,
79,
77,
62,
52,
48,
22,
3,
11,
15,
8,
3,
3,
18,
37,
136,
127,
99,
118,
174,
166,
129,
136,
204,
182,
155,
98,
79,
85,
44,
37,
13,
7,
3,
3,
2,
5,
9,
42,
71,
80,
77,
187,
161,
164,
126,
148,
155,
188,
146,
125,
86,
64,
79,
35,
18,
13,
2,
9,
2,
3,
20,
41,
73,
52,
51,
24,
53,
67,
65,
51,
91,
133,
115,
113,
83,
87,
59,
47,
13,
7,
8,
4,
4,
4,
9,
26,
22,
54,
55,
69,
63,
102,
98,
107,
106,
117,
118,
72,
72,
84,
65,
42,
26,
13,
8,
21,
2,
1,
22,
18,
32,
53,
75,
73,
110,
109,
102,
116,
107,
111,
105,
99,
74,
41,
48,
22,
16,
5,
4,
2,
4,
5,
22,
67,
122,
171,
131,
113,
164,
237,
201,
190,
225,
314,
164,
120,
69,
81,
52,
19,
12,
7,
8,
1,
2,
6,
18,
48,
132,
146,
94,
172,
170,
215,
158,
181,
191,
307,
148,
125,
124,
82,
57,
33,
11,
9,
7,
2,
10,
6,
27,
60,
115,
92,
48,
39,
90,
161,
132,
185,
253,
300,
188,
119,
91,
98,
55,
25,
11,
26,
3,
2,
6,
17,
17,
52,
76,
105,
53,
86,
116,
186,
103,
186,
190,
304,
141,
122,
87,
99,
54,
31,
11,
11,
6,
1,
4,
5,
30,
36,
66,
52,
76,
65,
115,
179,
131,
139
] |
[
157,
273,
230,
127,
120,
126,
84,
49,
14,
23,
19,
17,
9,
4,
11,
21,
30,
70,
71,
112,
87,
123,
133,
103,
116,
154,
89,
116,
97,
94,
67,
42,
23,
23,
18,
8,
11,
5,
8,
17,
19,
53,
76,
83,
119,
98,
159,
133,
120,
137,
108,
105,
80,
80,
66,
39,
17,
13,
4,
1,
5,
14,
35,
96,
150,
159,
107,
109,
129,
152,
129,
201,
184,
303,
172,
131,
96,
84,
53,
26,
18,
10,
5,
1,
10,
16,
20,
76,
151,
123,
65,
97,
159,
207,
154,
174
] |
[
"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: 49.46%",
"予測される変化率: [カラム_0] 予測される変化率: 10.83%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.82倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 34個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 49.46%",
"Forecasted change rate: [column_0] Forecasted change rate: 10.83%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.82 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 34",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 36 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 36.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
174,
325,
195,
134,
120,
87,
63,
26,
14,
18,
8,
2,
3,
10,
22,
63,
147,
126,
80,
36,
17,
223,
118,
178,
216,
370,
193,
138,
86,
108,
72,
29,
22,
15,
9,
7,
2,
14,
36,
67,
141,
136,
80,
148,
119,
180,
151,
137,
114,
188,
110,
103,
92,
81,
57,
45,
18,
20,
7,
3,
6,
12,
17,
66,
116,
94,
94,
123,
171,
150,
127,
150,
128,
228,
165,
88,
105,
123,
42,
46,
35,
18,
14,
12,
3,
12,
10,
27,
43,
54,
95,
91,
110,
115,
152,
148,
130,
105,
205,
118,
100,
106,
91,
55,
27,
8,
8,
14,
2,
12,
30,
14,
34,
57,
104,
92,
80,
131,
114,
109,
123,
176,
104,
112,
108,
105,
63,
42
] |
[
9,
22,
5,
3,
5,
15,
20,
77,
151,
160,
131,
185,
150,
180,
166,
226,
228,
291,
181,
127,
108,
100,
75,
41,
30,
9,
3,
2,
8,
10,
27,
78,
100,
159,
82,
123,
162,
219,
172,
221,
181,
353,
215,
181,
134,
109,
62,
53,
14,
8,
1,
6,
2,
18,
34,
73,
149,
150,
117,
153,
147,
239,
192,
196,
252,
304,
204,
154,
131,
134,
80,
31,
30,
8,
3,
4,
5,
21,
23,
86,
101,
101,
60,
49,
53,
84,
124,
132,
124,
227,
132,
89,
85,
66,
60,
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: -75.86%",
"予測される変化率: [カラム_0] 予測される変化率: 88.89%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.79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: -75.86%",
"Forecasted change rate: [column_0] Forecasted change rate: 88.89%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.79 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 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 58 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 48 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 58.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 48."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
16,
8,
7,
5,
5,
12,
29,
59,
82,
75,
55,
57,
100,
87,
88,
147,
146,
228,
168,
162,
142,
110,
92,
65,
47,
16,
10,
6,
2,
4,
10,
30,
40,
80,
93,
64,
86,
106,
152,
149,
173,
172,
124,
112,
85,
77,
92,
37,
34,
22,
9,
6,
8,
7,
10,
26,
62,
91,
84,
80,
100,
128,
101,
140,
167,
112,
109,
101,
81,
82,
62,
22,
24,
11,
5,
5,
2,
5,
5,
15,
23,
44,
71,
54,
89,
85,
107,
85,
106,
108,
128,
109,
65,
64,
67,
20,
13,
4,
2,
3,
5,
6,
16,
66,
120,
134,
88,
98,
131,
184,
154,
137,
197,
347,
195,
140,
111,
118,
52,
32,
16,
5,
2,
0,
13,
10,
29,
68
] |
[
203,
225,
88,
109,
112,
141,
148,
156,
179,
223,
149,
182,
109,
99,
60,
28,
19,
12,
3,
4,
7,
47,
32,
64,
115,
138,
96,
110,
106,
167,
201,
201,
226,
277,
216,
149,
110,
72,
51,
36,
16,
1,
6,
3,
7,
3,
43,
59,
142,
149,
123,
132,
187,
219,
163,
190,
198,
307,
175,
142,
132,
108,
93,
76,
37,
13,
11,
11,
2,
1,
3,
39,
46,
67,
62,
98,
110,
134,
132,
121,
136,
120,
107,
104,
88,
91,
51,
23,
28,
15,
15,
10,
8,
1,
3,
26
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 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: -87.19%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.82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: 325.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -87.19%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.82 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 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 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 60 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 24 では、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 strong at lag 60.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 24."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
50,
63,
68,
60,
85,
82,
135,
84,
95,
134,
160,
99,
108,
67,
38,
16,
1,
2,
4,
0,
2,
9,
24,
70,
178,
203,
140,
185,
232,
239,
194,
191,
240,
311,
185,
144,
101,
75,
68,
23,
2,
0,
0,
1,
7,
6,
24,
88,
151,
271,
86,
120,
265,
236,
223,
226,
343,
390,
307,
222,
194,
119,
74,
73,
12,
1,
0,
2,
8,
11,
39,
118,
223,
185,
109,
172,
236,
251,
168,
216,
249,
446,
241,
268,
64,
69,
59,
17,
18,
0,
1,
2,
5,
3,
43,
120,
337,
271,
110,
142,
234,
233,
198,
270,
236,
396,
198,
204,
129,
119,
94,
32,
28,
11,
2,
2,
5,
9,
38,
71,
203,
168,
158,
166,
284,
296,
268,
248,
262,
316,
215,
180,
152,
136,
104,
72,
23,
13,
8,
4,
5,
6,
20,
36,
48,
102,
72,
87,
164,
131,
122,
143,
111,
144,
147,
191,
110,
97,
82,
73,
35,
21,
29,
16,
8,
4,
9,
28,
61,
135,
108,
104,
128,
96,
169,
175,
139,
161,
146,
170,
151,
112,
82,
39,
36,
13,
11,
5,
12,
11,
22,
122,
196,
205,
156,
155,
291,
319,
202,
233,
280,
308,
232,
143,
135,
91,
65,
49,
30,
16,
3,
2,
11,
5,
37,
110,
187,
166,
111,
143,
203,
255,
173,
195,
246,
322,
253,
194,
142,
109,
77,
20,
15,
12,
6,
2,
6,
3,
32,
91,
201,
189,
119,
173,
301,
266,
232,
279,
270,
363,
236,
181,
159,
137,
98,
40,
23,
14,
6,
2,
6,
14,
27,
80,
145,
182,
135,
181,
233,
370,
358,
263,
282,
364,
269,
157,
137,
130,
81,
62,
28,
34,
23,
11,
9,
8,
42,
68,
214,
131,
127,
217,
281,
350,
322,
319,
287,
351,
266,
200,
155,
157,
106,
58,
36,
28,
12,
13,
7,
6,
5,
14,
43,
80,
102,
125,
133,
177,
228,
253,
160,
206,
217,
119,
133,
133,
72,
82,
31,
24,
19,
8,
5,
16,
17,
24,
42,
83,
99,
116,
137,
186,
183,
175,
170,
175,
166,
130,
88,
107,
81,
54,
19,
20,
4,
6,
3,
5,
38,
132,
171,
229,
162,
256,
340,
321,
303,
384,
333,
360,
243,
213,
126,
137,
80,
43,
19,
10,
2,
5,
7,
14,
39,
105,
182,
230,
229,
263,
306,
412,
358,
439,
315,
447,
246,
226,
149,
152,
64,
58,
22,
7,
6,
0,
11,
8,
37,
97,
195,
195,
165,
216,
300,
456,
341,
427,
300,
392,
257,
202,
184,
169,
193,
67,
40,
22,
2,
10,
4,
6,
31,
95,
169,
208,
216,
205,
276,
405,
281,
355,
324,
401,
248,
201,
200,
153,
98,
56,
29,
6,
10,
14,
6,
3,
41,
77,
189,
240,
196,
259,
296,
474,
371,
437,
354,
402,
256,
205,
155,
156,
110,
84,
35,
12,
26,
11,
10,
6,
11,
30,
44,
93,
149,
165,
171,
233,
240,
271,
230,
218,
191,
236,
158,
184,
118,
95,
55,
42,
15,
11,
22,
8,
17,
15,
60,
70,
121,
154,
99,
165,
239,
208
] |
[
231,
185,
136,
166,
143,
114,
80,
54,
57,
17,
3,
3,
11,
9,
19,
140,
190,
224,
259,
262,
397,
385,
389,
373,
398,
399,
207,
136,
161,
114,
61,
47,
45,
19,
1,
3,
8,
8,
28,
92,
263,
223,
318,
302,
352,
430,
451,
482,
434,
552,
327,
251,
182,
131,
104,
40,
32,
14,
2,
0,
7,
7,
43,
103,
235,
321,
223,
324,
383,
502,
464,
521,
472,
445,
329,
248,
264,
212,
131,
86,
60,
31,
29,
10,
12,
11,
30,
89,
213,
217,
226,
256,
329,
438,
411,
456
] |
[
"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: 316.00%",
"予測される変化率: [カラム_0] 予測される変化率: 97.40%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.86倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 35個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 316.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 97.40%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.86 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 35",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 36 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 36.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
434,
485,
260,
163,
112,
114,
86,
68,
35,
23,
24,
13,
5,
8,
30,
96,
189,
220,
168,
191,
282,
353,
368,
402,
379,
462,
243,
205,
185,
206,
82,
59,
38,
32,
26,
8,
13,
7,
13,
27,
51,
74,
142,
108,
111,
195,
223,
174,
188,
190,
216,
190,
132,
101,
54,
60,
32,
13,
23,
26,
19,
14,
9,
21,
32,
83,
125,
114,
116,
143,
169,
178,
195,
176,
178,
175,
186,
134,
93,
76,
23,
13,
10,
11,
2,
3,
25,
196,
563,
483,
344,
523,
669,
746,
585,
673,
756,
922,
723,
351,
306,
269,
83,
49,
24,
8,
7,
9,
2,
13,
21,
141,
532,
439,
478,
487,
604,
655,
633,
617,
663,
1003,
606,
352,
260,
192,
84,
43
] |
[
18,
9,
2,
2,
1,
6,
30,
134,
418,
597,
457,
477,
614,
627,
523,
579,
580,
783,
691,
427,
274,
212,
129,
86,
21,
25,
7,
4,
0,
8,
39,
114,
466,
367,
500,
406,
531,
702,
544,
624,
692,
838,
595,
419,
267,
217,
99,
37,
34,
24,
9,
2,
1,
5,
19,
141,
414,
355,
295,
359,
507,
652,
486,
508,
506,
637,
507,
266,
233,
213,
144,
126,
33,
38,
41,
15,
3,
7,
8,
13,
72,
91,
136,
154,
182,
198,
222,
245,
239,
222,
185,
181,
175,
151,
121,
76
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -90.09%",
"予測される変化率: [カラム_0] 予測される変化率: 322.22%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.00倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 28個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の5番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -90.09%",
"Forecasted change rate: [column_0] Forecasted change rate: 322.22%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.00 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 28",
"First turning point: [column_0] First turning point: at data point 5 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 30 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 64 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 30.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 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 64."
]
}
|
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.