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 |
[
813,
1344,
2155,
3063,
3537,
3976,
4285,
4063,
3926,
3683,
3447,
3131,
2392,
1999,
1459,
963,
402,
169,
98,
106,
156,
241,
621,
1609,
3059,
2638,
2716,
3145,
4202,
4370,
4081,
4261,
4672,
5424,
3893,
2716,
2286,
1682,
1183,
750,
311,
104,
112,
64,
86,
295,
705,
1627,
3368,
2523,
2564,
2911,
4122,
4358,
4328,
4295,
4618,
5691,
4565,
3236,
2537,
2231,
1773,
1213,
483,
189,
103,
75,
95,
250,
703,
1703,
3426,
2860,
2736,
3477,
4407,
4786,
4256,
4572,
4765,
5541,
4839,
3620,
2841,
2354,
1926,
1428,
470,
174,
101,
83,
70,
298,
680,
1783,
3342,
2641,
2782,
3530,
4350,
4731,
4189,
4463,
4619,
5597,
5034,
3600,
3118,
2671,
2393,
1699,
676,
282,
216,
111,
198,
342,
718,
1575,
3538,
2714,
3046,
3749,
4686,
4692,
4729,
4711,
4931,
6074,
6004,
4700,
3945,
3537,
3717,
3444,
2011,
1050,
684,
512,
421,
324,
364,
668,
1152,
1784,
2517,
3624,
4766,
4781,
4556,
4500,
5136,
5291,
4843,
4083,
3433,
2997,
3397,
2417,
2087,
1331,
1065,
767,
410,
373,
257,
504,
778,
1224,
1950,
2725,
3279,
3513,
3368,
3540,
3888,
3779,
2738,
2667,
2039,
1674,
1602,
1070,
386,
168,
122,
91,
166,
330,
693,
1705,
3482,
2810,
2766,
3221,
4099,
4559,
4082,
4261,
4574,
5233,
3917,
2591,
1880,
1510,
1219,
706,
246,
115,
46,
66,
35,
225,
690,
1668,
3685,
2832,
2744,
3184,
4146,
4468,
4173,
4208,
4515,
5409,
4078,
2650,
1967,
1730,
1144,
773,
269,
112,
72,
63,
39,
245,
686,
1726,
3458,
2955,
2759,
3463,
4505,
4670,
4391,
4774,
4781,
5388,
4292,
2839,
2064,
1755,
1447,
969,
376,
127,
94,
92,
100,
267,
683,
1756,
3494,
2877,
2850,
3687,
4776,
4582,
4334,
4297,
4774,
5444,
4355,
3261,
2509,
2332,
1965,
1284,
835,
375,
200,
187,
158,
297,
665,
1652,
3371,
2729,
2829,
3256,
4345,
4820,
4375,
4867,
5271,
6377,
5688,
4416,
3470,
3197,
3365,
2965,
2048,
1025,
704,
964,
1415,
1685,
1233,
4560,
4248,
4126,
4501,
4880,
5453,
5376,
5077,
4678,
4650,
4870,
4123,
3228,
2869,
2770,
2475,
2320,
1889,
1175,
808,
648,
497,
332,
277,
514,
877,
1512,
2517,
3215,
3749,
4194,
3954,
4305,
4316,
3617,
2786,
2416,
1949,
1630,
1091,
784,
379,
151,
73,
61,
127,
264,
567,
1606,
3424,
2669,
2668,
3201,
4034,
4435,
3822,
4148,
4327,
5186,
3557,
2422,
1852,
1452,
950,
732,
218,
91,
96,
52,
95,
240,
647,
1494,
3417,
2517,
2452,
3105,
4225,
4366,
3894,
4186,
4703,
5407,
4124,
2759,
2071,
1696,
1147,
778,
323,
118,
52,
76,
120,
300,
683,
1760,
3695,
2737,
2744,
3603,
4502,
4756,
4285,
4559,
5099,
5529,
4722,
3307,
2138,
1869,
1557,
1665,
445,
130,
77,
61,
108,
269,
659,
1824,
3797,
2734,
2637,
3335,
4210,
4641,
4296,
4566,
4882,
5654,
4754,
3223,
2632,
2342,
1971,
1402,
528,
243,
161,
167,
187,
318,
754,
1694,
3589,
2907,
2909,
3682,
4665,
5022,
4710,
5733,
6578,
5122,
4770,
4606,
3392,
3282,
3734,
3190,
2162,
1159,
709,
523,
279,
398,
450,
671,
1477,
1990,
2815,
3986,
4791,
4952,
4788,
4857,
5453,
5088,
4664,
4060,
3182,
2811,
3017,
2831,
2255,
1424,
1021,
783,
487,
352,
267,
603,
997,
1658,
2773,
3865,
4254,
4548,
4458,
4273
] |
[
4660,
3785,
3060,
2607,
2006,
1837,
1396,
1143,
392,
200,
69,
127,
122,
290,
609,
1692,
3421,
2627,
2603,
3201,
4202,
4408,
4066,
4195,
4483,
5238,
3883,
2714,
1944,
1630,
1170,
980,
312,
103,
64,
46,
78,
258,
655,
1562,
3698,
2541,
2535,
2918,
3546,
3828,
3669,
3926,
4175,
4988,
3687,
2354,
1849,
1587,
1126,
830,
266,
64,
48,
67,
86,
293,
704,
1728,
3591,
2874,
2793,
3238,
4328,
4696,
4109,
3985,
4514,
5321,
4217,
2723,
2090,
1814,
1538,
1086,
343,
151,
62,
105,
105,
251,
756,
1717,
3451,
2883,
2604,
3271,
4275,
4201,
4120,
4193
] |
[
"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: 425.58%",
"予測される変化率: [カラム_0] 予測される変化率: -10.02%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.70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: 26個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: 425.58%",
"Forecasted change rate: [column_0] Forecasted change rate: -10.02%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.70 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 26",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
4697,
5406,
4130,
3076,
2327,
1855,
1380,
1236,
679,
183,
162,
112,
155,
284,
666,
1656,
3328,
2845,
2833,
3459,
4572,
4656,
4558,
4670,
5192,
6258,
5931,
4367,
3274,
3078,
3546,
3323,
2019,
1148,
756,
518,
435,
406,
506,
716,
1151,
1975,
2569,
3616,
4274,
4853,
4766,
4745,
4609,
4894,
4190,
3569,
3002,
2552,
2768,
2304,
1902,
1013,
726,
610,
413,
349,
471,
723,
1494,
1857,
2363,
3038,
3226,
3517,
3302,
3493,
3550,
3106,
2644,
2311,
1609,
1591,
999,
1252,
405,
130,
76,
80,
154,
258,
618,
1658,
3404,
2794,
2453,
2830,
3833,
3978,
3697,
3913,
4515,
5064,
3599,
2337,
1743,
1387,
980,
722,
223,
126,
59,
82,
91,
253,
703,
1686,
3453,
2617,
2765,
2800,
3786,
3976,
3521,
3864,
4431,
5086,
3745,
2462,
1918,
1397,
1142,
1092,
341,
120,
108,
85,
44,
274,
596,
1821,
3264,
2560,
2508,
2625,
3723,
4011,
3522,
4052,
4402,
5214,
4144,
2793,
1923,
1546,
1473,
1261,
389,
148,
80,
70,
92,
257,
661,
1729,
3472,
2543,
2411,
2859,
3958,
4072,
3871,
4088,
4595,
5422,
4253,
2901,
2249,
2117,
1679,
1140,
566,
233,
162,
188,
153,
304,
690,
1657,
3328,
2694,
2607,
3095,
4602,
4540,
4027,
4563,
5163,
5899,
5392,
4100,
3134,
2874,
2764,
2971,
2221,
1085,
877,
532,
280,
354,
393,
631,
1156,
1887,
2649,
3696,
4524,
5092,
4690,
4895,
4920,
4947,
4498,
3925,
3204,
3129,
3031,
2647,
2325,
1323,
975,
771,
429,
343,
301,
571,
1035,
1760,
2768,
3834,
4434,
5257,
5127,
4765,
4195,
3795,
3727,
3346,
2303,
2033,
1309,
954,
402,
166,
96,
115,
118,
261,
635,
1587
] |
[
3366,
2628,
2645,
3180,
4149,
4644,
4358,
4178,
4338,
5323,
3811,
2503,
1903,
1528,
1168,
715,
315,
134,
90,
77,
89,
237,
680,
1664,
3497,
2925,
2421,
2580,
3867,
3645,
3580,
3905,
4162,
5146,
3984,
2693,
1963,
1580,
1128,
933,
341,
105,
70,
83,
108,
227,
747,
1850,
3603,
2777,
2729,
3332,
4388,
4415,
4103,
4300,
4494,
5264,
3733,
2582,
1959,
1543,
1326,
1019,
329,
141,
83,
78,
77,
224,
657,
1716,
3438,
2633,
2555,
2817,
3925,
4051,
3780,
3959,
4333,
5479,
4431,
2877,
2138,
1885,
1751,
1313,
522,
243,
283,
188,
156,
318,
729,
1788
] |
[
"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: -66.21%",
"予測される変化率: [カラム_0] 予測される変化率: -46.88%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.71倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 26個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: -66.21%",
"Forecasted change rate: [column_0] Forecasted change rate: -46.88%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.71 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 26",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 36 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 36.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
3592,
2751,
2701,
3366,
4297,
4389,
4317,
4749,
5149,
5974,
4988,
4031,
3080,
2802,
2731,
2275,
2282,
1072,
635,
432,
404,
355,
397,
660,
1229,
1901,
2951,
3944,
4577,
4830,
4777,
5251,
5182,
5134,
4585,
3645,
2990,
2478,
3404,
2382,
2091,
1485,
942,
680,
500,
378,
261,
529,
962,
1548,
2514,
3543,
3973,
4386,
4247,
4183,
4224,
3560,
3022,
2201,
1712,
1535,
1111,
918,
333,
142,
82,
58,
114,
273,
624,
1560,
3247,
2499,
2438,
2837,
3980,
4085,
3982,
4163,
4673,
5116,
3789,
2516,
2006,
1570,
1234,
837,
315,
155,
57,
55,
79,
286,
783,
1719,
3563,
2749,
2436,
2840,
3903,
4276,
3967,
4324,
4413,
5053,
3823,
2787,
1983,
1771,
1662,
1004,
410,
128,
95,
63,
63,
254,
700,
1636,
3447,
2580,
2502,
3124,
4101,
4377,
3993,
4250
] |
[
5052,
5491,
4147,
3028,
2132,
1804,
1731,
1135,
434,
192,
90,
90,
103,
315,
713,
1752,
3482,
2740,
2618,
2941,
3982,
4420,
4039,
4114,
4580,
5255,
4130,
2956,
2438,
2141,
1930,
1215,
528,
235,
197,
138,
174,
297,
667,
1619,
3414,
2449,
2790,
3214,
4043,
4635,
4242,
4549,
5127,
5900,
5049,
4250,
3552,
3028,
2827,
2449,
1858,
949,
653,
429,
316,
363,
462,
699,
1280,
2019,
2551,
3425,
4371,
4639,
4616,
4789,
5223,
5100,
4443,
3452,
2954,
2748,
3660,
2847,
2237,
1496,
1199,
809,
437,
370,
259,
605,
944,
1485,
2051,
3098,
3514,
3861,
3843,
3363
] |
[
"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: 18.32%",
"予測される変化率: [カラム_0] 予測される変化率: -33.43%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.67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: 20個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 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: 18.32%",
"Forecasted change rate: [column_0] Forecasted change rate: -33.43%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.67 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 20",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 56 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 64 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 56.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 64."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
3395,
2989,
2503,
1752,
1152,
1113,
929,
772,
282,
110,
52,
67,
106,
267,
632,
1532,
3403,
2641,
2699,
3083,
4057,
4011,
3990,
4023,
4179,
4920,
3414,
2323,
1602,
1228,
999,
880,
249,
83,
46,
78,
98,
270,
702,
1672,
3423,
2461,
2353,
2850,
3705,
3812,
3779,
3726,
4228,
5054,
3449,
2566,
1947,
1653,
1171,
705,
214,
129,
107,
69,
96,
212,
612,
1683,
3394,
2781,
2471,
3540,
4214,
4412,
4117,
4277,
4746,
5088,
3893,
2676,
2115,
1787,
1540,
1033,
390,
168,
118,
51,
112,
272,
700,
1726,
3707,
2792,
2780,
3350,
4247,
4182,
3654,
3676,
3923,
4579,
3617,
2421,
2040,
1738,
1456,
1053,
499,
205,
217,
201,
186,
424,
615,
1629,
3419,
2732,
3092,
3742,
4689,
4949,
4656,
4943,
4998,
5849,
4941,
4037,
3186,
3133,
3049,
2334,
1963,
1247,
901,
762,
400,
355,
491,
675,
1291,
2048,
2911,
4008,
5026,
5173,
5072,
5301,
5673,
5266,
4385,
3648,
3015,
3075,
2872,
2264,
2093,
1507,
1006,
692,
504,
412,
338,
770,
1158,
1794,
2647,
3609,
4349,
4485,
4831,
4928,
4801,
4167,
3581,
3262,
2684,
2434,
2158,
1623,
1173,
679,
481,
487,
594,
459,
349,
530,
953,
1668,
2611,
3820,
4837,
5494,
4933,
4679,
4361,
3756,
3559,
2574,
1890,
1523,
1239,
719,
341,
135,
68,
94,
192,
316,
728,
1867,
3543,
2678,
2736,
3199,
4258,
4281,
3880,
4196,
4401,
4996,
3780,
2473,
1996,
1728,
1142,
682,
227,
81,
58,
58,
73,
233,
639,
1696,
3299,
2945,
2854,
3841,
4611,
4467,
4025,
4445,
4623,
5044,
3785,
2556,
1910,
1820,
1348,
967,
342,
117,
69,
62,
101,
291,
752,
1702,
3438,
2675,
2654,
3461,
4355,
4433,
4313,
4307,
4671,
5247,
4167,
2853,
2300,
2081,
1570,
1175,
536,
175,
134,
112,
155,
289,
685,
1763,
3438,
2485,
2518,
3420,
4634,
4829,
4847,
4808,
5115,
6127,
5075,
4042,
3300,
3166,
2852,
2233,
1827,
862,
545,
409,
294,
367,
375,
583,
944,
1620,
2357,
3099,
3789,
4467,
4588,
4671,
4826,
4430,
3709,
3308,
2733,
2294,
2490,
2315,
1891,
1198,
819,
618,
452,
389,
210,
458,
760,
1360,
2159,
3524,
4014,
3920,
4048,
4260,
4314,
3450,
2600,
2017,
1635,
1431,
1052,
899,
288,
176,
147,
116,
162,
314,
609,
1793,
3686,
2773,
2761,
3212,
4256,
4401,
4123,
4146,
4316,
5101,
3531,
2380,
1764,
1816,
1112,
670,
262,
114,
160,
114,
65,
310,
689,
1809,
3597,
2730,
2660,
3071,
4069,
4094,
4040,
4167,
4356,
5090,
3641,
2488,
2148,
1843,
1289,
868,
382,
173,
109,
70,
70,
259,
718,
1758,
3765,
2943,
2958,
4168,
5015,
4785,
4743,
5092,
5270,
5913,
5219,
3238,
2112,
1560,
2418,
3056,
1157,
727,
416,
147,
142,
338,
737,
1809,
3153,
3156,
3221,
3671,
4101,
4365,
4135,
4279,
4392,
5033,
4103,
3030,
2290,
2210,
1877,
1272,
702,
278,
238,
156,
199,
364,
784,
1730,
3327,
2785,
3067,
3780,
4402,
4845,
4491,
4748,
5129,
6025,
5418,
4017,
2934,
2933,
3151,
2527,
2108,
1134,
665,
383,
333,
400,
429,
661,
1201,
1951,
2446,
3700,
4654,
4855,
4339,
4806,
5021,
4928,
4422,
3691,
3058,
2637,
2788,
2054,
1942,
1062,
760,
645,
470,
356,
299,
590,
982,
1481,
2535,
3376,
4206,
4536,
4684,
4700,
4256,
3621,
3342,
2278,
1835,
1586,
1162,
769
] |
[
306,
132,
93,
92,
111,
279,
662,
1713,
3196,
2466,
2486,
3100,
4028,
4277,
4058,
4029,
4198,
4861,
3462,
2191,
1863,
1553,
1023,
752,
344,
127,
55,
76,
111,
293,
837,
1758,
3503,
2714,
2805,
3404,
4433,
4534,
4344,
4330,
4277,
5081,
3810,
2449,
1912,
1732,
1289,
870,
463,
171,
80,
71,
101,
319,
739,
1680,
3500,
2776,
2759,
3832,
4897,
5045,
4301,
4545,
4583,
5146,
3862,
2800,
2271,
1681,
1591,
949,
377,
128,
130,
98,
114,
337,
694,
1617,
3480,
3142,
2980,
3521,
4364,
4916,
4440,
4344,
4621,
5482,
4790,
3192,
2330,
2085,
2308,
1430
] |
[
"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: -77.35%",
"予測される変化率: [カラム_0] 予測される変化率: 367.32%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.71倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 28個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: -77.35%",
"Forecasted change rate: [column_0] Forecasted change rate: 367.32%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.71 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 28",
"First turning point: [column_0] First turning point: at data point 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
612,
270,
334,
343,
397,
323,
677,
1546,
2943,
2520,
2592,
3123,
4182,
4670,
4688,
4456,
4790,
6309,
5330,
4025,
3158,
3003,
2932,
2356,
2161,
949,
591,
477,
342,
349,
422,
754,
1249,
1931,
2631,
3769,
5027,
4863,
4463,
4574,
5066,
4528,
4072,
3596,
2836,
2618,
2652,
2405,
2000,
1168,
825,
714,
527,
447,
328,
591,
1056,
1526,
2266,
3312,
3801,
4244,
4336,
4411,
4045,
3676,
3017,
2436,
1956,
1607,
1236,
852,
436,
153,
137,
92,
94,
298,
611,
1444,
2853,
2143,
2496,
3533,
4386,
4935,
4773,
4728,
4845,
5109,
3723,
2555,
2008,
1520,
1308,
817,
292,
112,
114,
81,
112,
316,
665,
1541,
3069,
2525,
3016,
3725,
4859,
5197,
5068,
5084,
5030,
5387,
3815,
2664,
2111,
1856,
1650,
852,
376,
149,
96,
94,
130,
317,
639,
1450
] |
[
3121,
2411,
2904,
4064,
4909,
5053,
5009,
4853,
5223,
5303,
4138,
2947,
2155,
1731,
1709,
975,
460,
190,
86,
90,
154,
304,
633,
1625,
3069,
2417,
2613,
3463,
4493,
4811,
4501,
4649,
4922,
5355,
4461,
2977,
2422,
2029,
2101,
1197,
575,
187,
186,
227,
319,
353,
708,
1452,
2955,
2611,
2781,
3545,
4601,
5210,
4987,
5112,
5674,
6215,
5641,
4101,
3141,
3021,
3119,
2966,
1861,
886,
705,
533,
352,
351,
486,
633,
1037,
1773,
2683,
3428,
4277,
4297,
4059,
4098,
4547,
4280,
3556,
3053,
2787,
2370,
2569,
2055,
2131,
972,
779,
585,
404,
406,
327,
528
] |
[
"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: 136.93%",
"予測される変化率: [カラム_0] 予測される変化率: -83.08%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.72倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 32個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 136.93%",
"Forecasted change rate: [column_0] Forecasted change rate: -83.08%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.72 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 32",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] ラグ 48 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 46 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 48.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 46."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
1020,
1577,
2323,
3587,
4324,
4673,
4534,
4658,
4564,
3943,
3188,
2611,
2018,
1767,
1367,
1011,
430,
203,
79,
110,
122,
300,
578,
1464,
3160,
2205,
2605,
3391,
4071,
4875,
4352,
4585,
4573,
4673,
3726,
2422,
1725,
1391,
1186,
781,
354,
158,
104,
61,
92,
316,
707,
1628,
2962,
2342,
2668,
3584,
4615,
4971,
4830,
4980,
4829,
5426,
4165,
2799,
2069,
1986,
1357,
912,
346,
173,
111,
90,
96,
302,
685,
1714,
3199,
2615,
3121,
4073,
5181,
5391,
5221,
5324,
5363,
5524,
4185,
3049,
2304,
1953,
1726,
1147,
533,
194,
110,
65,
102,
285,
567,
1482,
3126,
2408,
2848,
3570,
4892,
5153,
4872,
4881,
5132,
5285,
4240,
3020,
2443,
2088,
1798,
1207,
567,
270,
277,
241,
279,
408,
580,
1418,
2856,
2538,
2907,
3678,
4639,
5973,
6012,
5371
] |
[
5419,
6063,
5287,
4042,
3147,
3224,
3073,
2260,
1716,
1003,
594,
457,
329,
391,
386,
592,
1104,
1790,
2367,
3374,
4238,
4207,
3680,
4078,
4384,
4281,
3634,
2968,
2488,
2422,
2496,
2123,
1742,
1088,
610,
556,
370,
336,
253,
521,
843,
1286,
1856,
2570,
2646,
2650,
2418,
2587,
2286,
2183,
1871,
1616,
1388,
1321,
1073,
761,
353,
142,
61,
114,
125,
346,
611,
1477,
3021,
2263,
2071,
2828,
3592,
3927,
3771,
3785,
4208,
4513,
3129,
2053,
1543,
1220,
885,
665,
244,
135,
109,
70,
78,
272,
651,
1506,
3195,
2268,
2109,
2753,
3446,
3852,
3741,
3726
] |
[
"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: 426.57%",
"予測される変化率: [カラム_0] 予測される変化率: -31.24%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.74倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 25個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 426.57%",
"Forecasted change rate: [column_0] Forecasted change rate: -31.24%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.74 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 25",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] ラグ 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 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 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 44."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
3918,
4577,
3424,
2078,
1726,
1407,
1111,
669,
279,
116,
49,
46,
95,
253,
651,
1575,
3210,
2357,
2446,
3087,
4000,
4214,
3931,
4233,
4402,
4900,
4045,
2574,
2123,
1903,
1293,
872,
445,
165,
89,
74,
69,
306,
700,
1576,
3300,
2507,
2747,
3107,
4040,
4337,
4247,
4258,
4633,
5238,
4114,
3040,
2256,
1890,
1666,
1285,
565,
206,
189,
171,
239,
369,
720,
1576,
3092,
2617,
2613,
2994,
4920,
4433,
4438,
4593,
5089,
5504,
5150,
3821,
2886,
2826,
2898,
2294,
1780,
947,
638,
477,
304,
456,
355,
646,
1180,
1993,
2720,
3800,
4700,
5269,
5331,
5159,
5478,
5652,
4374,
3354,
2678,
4075,
3695,
2444,
1901,
1228,
1048,
774,
485,
409,
234,
489,
1036,
1493,
2335,
3749,
4219,
4305,
4212,
4343,
4355,
3664,
2889,
2440,
1910,
1499,
1079,
926,
400,
163,
87,
77,
111,
300,
617,
1626,
3327,
2676,
2819,
3577,
4159,
4476,
4405,
4480,
4662,
5084,
3967,
2574,
2017,
1572,
1248,
842,
298,
114,
60,
63,
89,
328,
783,
1591,
3514,
3006,
2975,
3205,
4018,
4603,
4197,
4413,
4611,
5315,
4420,
3117,
1955,
1516,
2286,
1096,
424,
227,
118,
74,
114,
316,
715,
1732,
3463,
2802,
2734,
3524,
4242,
4429,
4068,
4393,
4739,
5279,
4296,
3267,
2180,
2107,
1573,
1088,
557,
167,
130,
123,
134,
300,
716,
1624,
3275,
2805,
2730,
3346,
4380,
4591,
4341,
4660,
4828,
5556,
4558,
3520,
2796,
2473,
2075,
1762,
727,
355,
173,
188,
203,
333,
700,
1526,
3097,
2688,
3007,
3723,
4749,
5057,
4852,
5152,
5793,
6627,
6776,
4518,
2858,
2979,
4718,
3211,
2113,
1214,
738,
462,
364,
448,
487,
683,
1137,
2114,
3002,
4155,
4793,
5083,
5395,
5330,
5025,
4285,
3756,
3821,
3022,
2653,
2735,
2269,
1769,
1495,
978,
825,
443,
479,
704,
843,
1821,
2516,
3270,
4004,
4385,
4548,
4177,
4063,
4164,
3424,
2910,
2097,
1586,
1566,
939,
807,
290,
127,
64,
104,
121,
300,
603,
1530,
3061,
2527,
2635,
3019,
4063,
4142,
3901,
4057,
4161,
4857,
3627,
2485,
1772,
1394,
1186,
669,
236,
106,
58,
59,
67,
236,
643,
1561,
3190,
2571,
2658,
2893,
4019,
4550,
4130,
4095,
4436,
5251,
4228,
3155,
2055,
1666,
1633,
1357,
387,
151,
80,
86,
114,
282,
679,
1678,
3343,
2668,
2824,
3396,
4119,
4304,
3927,
4226,
4631,
4955,
3983,
2878,
1966,
1762,
1551,
1115,
447,
118,
112,
92,
126,
294,
610,
1668,
3316,
2500,
2225,
2731,
3571,
4014,
3559,
3714,
4284,
4811,
3767,
2684,
2132,
1804,
1628,
1385,
590,
279,
162,
164,
197,
298,
661,
1550,
3431,
2709,
2821,
3586,
4433,
4807,
4450,
5133,
5473,
6069,
6062,
4384,
3214,
3245,
3143,
2803,
1971,
1050,
625,
532,
256,
377,
479,
686,
1120,
1846,
2438,
3302,
4264,
4740,
4350,
4606,
4654,
5277,
3960,
3584,
3002,
2562,
2788,
2236,
1899,
1340,
851,
662,
488,
336,
337,
571,
1074,
1789,
2517,
3682,
4183,
4494,
4448,
4465,
4140,
3642,
2754,
1921,
1598,
1506,
1275,
821,
300,
124,
84,
86,
97,
257,
585,
1423,
3079,
2426,
2529,
3012,
3603,
4221,
3619,
3904,
4176,
4753,
3524,
2274,
1783,
1344,
965,
565,
212,
105,
50,
44,
59,
300,
667,
1646,
3631,
2797,
2669,
3202,
4032,
4041,
3895,
4229,
4391,
5087,
3963,
2672,
2086,
1637,
1485,
814
] |
[
282,
101,
73,
79,
86,
256,
688,
1627,
3499,
2651,
2792,
3086,
3978,
4305,
3789,
4241,
4310,
5166,
3957,
2730,
2118,
1829,
1818,
1031,
345,
115,
66,
51,
86,
300,
691,
1558,
3283,
2873,
2810,
3012,
3986,
4382,
4065,
4128,
4566,
5468,
4143,
2764,
2424,
2045,
1628,
1222,
440,
175,
139,
209,
179,
322,
643,
1540,
3210,
2848,
2766,
3407,
4237,
4486,
4351,
4720,
5238,
6198,
5527,
4190,
3519,
3232,
2772,
2808,
2018,
1054,
564,
431,
362,
378,
415,
658,
1266,
2031,
2664,
3832,
4960,
5025,
4624,
4545,
5113,
4943,
4041,
3747,
3232,
2976,
2684,
2512
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -79.22%",
"予測される変化率: [カラム_0] 予測される変化率: 790.78%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.70倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 26個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の3番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -79.22%",
"Forecasted change rate: [column_0] Forecasted change rate: 790.78%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.70 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 26",
"First turning point: [column_0] First turning point: at data point 3 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 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 |
[
1988,
1338,
915,
785,
415,
359,
299,
545,
1147,
1745,
2979,
3939,
4599,
4726,
4585,
4863,
4662,
3804,
3030,
2316,
2211,
1691,
1183,
905,
390,
237,
99,
67,
109,
239,
604,
1522,
3289,
2349,
2620,
3113,
3905,
4223,
3932,
4081,
4394,
5008,
3763,
2350,
1871,
1636,
1134,
642,
283,
152,
57,
70,
90,
268,
698,
1709,
3547,
2682,
2437,
2858,
3819,
4266,
4004,
4105,
4547,
5130,
3792,
2807,
2233,
1805,
1259,
808,
287,
127,
81,
81,
91,
263,
731,
1580,
3409,
2693,
2678,
3050,
4028,
4185,
3980,
4125,
4542,
5003,
4225,
2855,
2192,
1683,
1333,
1007,
312,
150,
84,
73,
68,
278,
705,
1584,
3427,
2605,
2383,
2918,
3692,
4310,
4022,
4264,
4649,
5307,
4100,
2945,
2565,
2126,
1553,
1199,
428,
219,
113,
185,
236,
331,
716,
1538,
3142,
2908,
2744,
3461,
4147,
4811,
4236,
4677,
5051,
5653,
5061,
4072,
3328,
2921,
2636,
2149,
1713,
973,
542,
441,
346,
445,
374,
758,
1112,
1811,
2604,
3766,
4673,
5206,
5343,
5527,
5251,
5290,
4702,
3850,
3160,
2652,
3379,
3085,
2211,
1380,
1098,
681,
387,
414,
267,
519,
1029,
1617,
2686,
3473,
4167,
4269,
4421,
4561,
4584,
4104,
3193,
2381,
1952,
1759,
1177,
758,
314,
113,
100,
78,
105,
265,
596,
1478,
3127,
2844,
2380,
3243,
3760,
4351,
3845,
3826,
4119,
4709,
3633,
2592,
1793,
1467,
1031,
652,
170,
121,
73,
79,
50,
237,
699,
1551,
4090,
2816,
2493,
2809,
4023,
4073,
3906,
3786,
4383,
4954,
3782,
2568,
1947,
1538,
1038,
758,
330,
106,
37,
52,
77,
248,
768,
1653,
3592,
3200,
2852,
3498,
4399,
4368,
4180,
4460
] |
[
4484,
5357,
4203,
2829,
1920,
1791,
1319,
910,
320,
149,
91,
84,
116,
299,
695,
1658,
3432,
3043,
2855,
3372,
4541,
4744,
4318,
4370,
4694,
5385,
4405,
3046,
2549,
2202,
1684,
1164,
618,
232,
254,
150,
182,
364,
603,
1534,
3364,
2936,
2738,
3370,
4533,
4482,
4388,
4752,
5118,
5653,
5058,
3807,
3430,
3197,
2875,
2153,
1701,
951,
693,
437,
325,
341,
374,
677,
1329,
2175,
2744,
4234,
5131,
4945,
4682,
4469,
5196,
4957,
4179,
3545,
3125,
2903,
2942,
2368,
2237,
1250,
955,
767,
472,
397,
306,
586,
999,
1563,
2393,
3208,
3936,
4193,
4292,
4191
] |
[
"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: 124.35%",
"予測される変化率: [カラム_0] 予測される変化率: -6.53%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.71倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 23個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: 124.35%",
"Forecasted change rate: [column_0] Forecasted change rate: -6.53%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.71 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 23",
"First turning point: [column_0] First turning point: at data point 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 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 92 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 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 92."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
4193,
3533,
3003,
2043,
1717,
1335,
1120,
815,
306,
121,
84,
110,
103,
317,
662,
1564,
3525,
2673,
2823,
3196,
4452,
4274,
3941,
3981,
4317,
5002,
3288,
2113,
1862,
1736,
958,
567,
257,
97,
57,
38,
107,
254,
706,
1604,
3665,
2761,
2804,
3122,
4229,
4200,
3848,
4109,
4194,
4945,
3713,
2587,
1902,
1694,
1109,
725,
382,
138,
92,
77,
106,
279,
644,
1662,
3470,
2733,
2957,
3486,
4345,
4448,
4040,
4106,
4658,
5180,
4066,
2699,
2123,
1922,
1382,
932,
383,
128,
86,
84,
118,
290,
667,
1698,
3693,
3329,
3116,
3494,
4214,
4316,
3898,
3690,
3981,
4757,
3587,
2491,
1923,
1849,
1378,
1001,
571,
231,
150,
162,
218,
329,
743,
1627,
3511,
2940,
2907,
3405,
4295,
4535,
4924,
4835,
5268,
6028,
5810,
4217,
3372,
3247,
3421,
2424,
2189,
1180,
637,
439,
350,
481,
450,
801,
1324,
2001,
2545,
3609,
4217,
4796,
4838,
4903,
4860,
4827,
4148,
3290,
2416,
2490,
3115,
2244,
1865,
1098,
852,
618,
458,
342,
315,
529,
1122,
1720,
2620,
3483,
4133,
4415,
4342,
4393,
4084,
3761,
3073,
2350,
1816,
1601,
971,
838,
300,
156,
72,
101,
108,
289,
550,
1526,
3078,
2336,
2349,
2784,
3939,
4002,
3673,
3909,
4065,
4780,
3465,
2342,
1796,
1274,
785,
574,
231,
74,
75,
48,
96,
291,
662,
1714,
3584,
2835,
2484,
3059,
4163,
4239,
3954,
4158,
4507,
5024,
3860,
2571,
1948,
1659,
1130,
675,
265,
105,
74,
43,
114,
295,
646,
1652,
3495,
2845,
2614,
3283,
4171,
4310,
3975,
4189,
4245,
5142,
4011,
2710,
1817,
1724,
1414,
1208,
334,
89,
93,
70,
79,
220,
626,
1578,
3510,
2667,
2546,
3033,
3925,
4231,
3725,
4045,
4231,
5139,
4179,
2978,
2300,
2075,
1560,
1056,
518,
167,
166,
153,
117,
279,
712,
1879,
3250,
2944,
1967,
2270,
3818,
3698,
3477,
3860,
4791,
5139,
4794,
3796,
3186,
3200,
2458,
2098,
1965,
1024,
472,
361,
368,
386,
465,
615,
1239,
1915,
2684,
3376,
4142,
4637,
4689,
4983,
5020,
4309,
3882,
3960,
3247,
2627,
2573,
2045,
1751,
1200,
710,
648,
297,
312,
225,
495,
980,
1466,
2224,
3071,
3581,
3886,
4174,
3690,
3544,
3000,
2780,
2457,
1499,
1290,
901,
706,
204,
77,
57,
50,
127,
329,
548,
1517,
3232,
2705,
2698,
3133,
3621,
3839,
3471,
3613,
3826,
4639,
3407,
2293,
1804,
1438,
879,
588,
198,
92,
80,
53,
63,
231,
681,
1701,
3499,
2700,
2420,
2862,
3664,
3951,
3864,
4211,
4220,
5048,
3691,
2426,
1787,
1457,
1192,
716,
297,
131,
72,
75,
60,
338,
649,
1574,
3622,
2561,
2832,
3254,
4058,
4187,
3858,
4043,
4385,
5005,
4244,
2732,
1966,
1881,
1678,
936,
360,
121,
75,
52,
74,
320,
717,
1790,
3685,
3176,
3149,
3642,
4794,
4976,
4464,
4167,
4559,
5099,
4156,
2914,
2256,
2095,
1581,
1025,
467,
173,
179,
171,
150,
312,
669,
1741,
3603,
3138,
2990,
3619,
4317,
4703,
4371,
4942,
5134,
5767,
4899,
4155,
3439,
3347,
2806,
2603,
1734,
960,
588,
458,
332,
349,
408,
593,
1078,
1782,
2489,
3549,
4023,
4344,
4352,
4468,
4875,
5042,
4437,
3432,
2926,
2477,
3346,
2791,
2152,
1293,
981,
836,
390,
422,
341,
542,
1018,
1424,
2458,
3648,
5056,
5828,
6092,
5113,
4822,
4248,
4352,
2984,
2441,
1723,
1325,
977
] |
[
324,
182,
105,
88,
125,
296,
587,
1683,
3545,
2533,
2630,
3353,
4309,
4544,
4130,
4317,
4136,
5148,
3752,
2628,
1882,
1463,
1185,
677,
235,
133,
35,
51,
63,
216,
664,
1580,
3551,
2619,
2390,
3067,
3965,
4166,
3693,
3758,
4212,
4916,
3892,
2684,
1949,
1607,
1300,
853,
318,
123,
83,
54,
69,
275,
707,
1698,
3737,
2612,
2782,
3483,
4385,
4636,
4182,
4319,
4480,
4691,
3832,
2822,
2059,
1630,
1331,
863,
420,
134,
84,
94,
64,
230,
712,
1620,
3532,
2639,
2589,
3162,
3795,
4238,
4046,
4097,
4362,
4985,
3968,
2838,
2241,
1997,
1649,
1120
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -76.70%",
"予測される変化率: [カラム_0] 予測される変化率: 245.68%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.71倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 28個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: -76.70%",
"Forecasted change rate: [column_0] Forecasted change rate: 245.68%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.71 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 28",
"First turning point: [column_0] First turning point: at data point 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
485,
187,
138,
152,
160,
293,
678,
1594,
3395,
2803,
2803,
3289,
4116,
4748,
4252,
4688,
5320,
6274,
5744,
4216,
3217,
3248,
3190,
2963,
1996,
1043,
606,
366,
333,
322,
388,
664,
1151,
2033,
2643,
3728,
4546,
4833,
4660,
4724,
4776,
4354,
3812,
3489,
3243,
2660,
2668,
2272,
1928,
1418,
856,
706,
403,
367,
314,
670,
1022,
1737,
2267,
3413,
4071,
4433,
4329,
4332,
4100,
3992,
3057,
2683,
2161,
1971,
1389,
962,
433,
150,
120,
150,
141,
296,
643,
1574,
3119,
2644,
2807,
3468,
4164,
4494,
3917,
3984,
4342,
4856,
3800,
2523,
2115,
1659,
1348,
943,
303,
156,
77,
116,
78,
234,
650,
1631,
3103,
2445,
2520,
3183,
4087,
4480,
4355,
4463,
4503,
5099,
4399,
2706,
2169,
1813,
1494,
790,
372,
143,
102,
68,
114,
377,
695,
1684,
3277,
2644,
2983,
3922,
4810,
5162,
4751,
5148,
5224,
5549,
4054,
2941,
2159,
1836,
1584,
961,
382,
172,
157,
119,
109,
297,
692,
1592,
3188,
2521,
3079,
3864,
4746,
4869,
4902,
4826,
5142,
5619,
4584,
3369,
2808,
2773,
1892,
1578,
655,
241,
155,
207,
227,
382,
702,
1612,
3141,
2696,
3046,
4120,
5046,
5426,
4893,
5325,
5645,
6185,
5278,
4316,
3525,
3417,
2796,
2408,
1921,
953,
572,
547,
316,
379,
427,
679,
1113,
1957,
2410,
3533,
4263,
4955,
4950,
4851,
5242,
4908,
4596,
3607,
2963,
2837,
3387,
3276,
2182,
1057,
797,
546,
333,
410,
294,
501,
686,
1381,
1975,
2620,
3240,
3657,
3738,
4260,
4329,
3995,
3283,
2890,
2348,
2119,
1483,
996,
393,
168,
90,
83,
117,
334,
620,
1635,
3183,
2547,
3206,
3776,
4817,
5322,
5075,
4705,
4840,
5301,
4066,
2929,
2256,
1913,
1439,
905,
381,
141,
100,
65,
137,
299,
709,
1706,
3445,
2721,
3137,
3771,
4695,
5156,
4822,
4976,
4933,
5542,
4260,
3103,
2377,
2206,
1506,
953,
390,
166,
141,
78,
116,
248,
633,
1570,
3187,
2701,
3123,
4149,
5259,
5155,
5109,
5289,
5396,
5533,
4689,
3493,
2561,
2168,
1799,
1029,
436,
191,
108,
107,
81,
274,
731,
1803,
3280,
2909,
3459,
4459,
5366,
6110,
5572,
5743,
5695,
6552,
5418,
4472,
3355,
3023,
2642,
2635,
2078,
1084,
786,
518,
630,
683,
863,
975,
1600,
3152,
4381,
5133,
5519,
6487,
5946,
5828,
5218,
4698,
4331,
4067,
3474,
3409,
2787,
2129,
1743,
913,
553,
458,
295,
502,
483,
875,
1534,
2602,
4024,
5398,
5129,
4613,
4075,
4368,
3978,
4425,
4524,
4033,
3812,
3183,
2801,
2283,
1918,
1147,
1293,
926,
536,
417,
582,
846,
1385,
2027,
2996,
3612,
4026,
4065,
4371,
4184,
3691,
3009,
2568,
2224,
1929,
1472,
990,
412,
215,
105,
122,
131,
241,
580,
1481,
3091,
2589,
2395,
2838,
3929,
4128,
4135,
4240,
4323,
4969,
3517,
2650,
2170,
1876,
1287,
825,
348,
193,
118,
101,
132,
290,
642,
1698,
3519,
2518,
2513,
2822,
3806,
4083,
3745,
3885,
3892,
4472,
3413,
2361,
1793,
1523,
1049,
858,
297,
178,
86,
65,
78,
268,
695,
1737,
3477,
2856,
2584,
3303,
4098,
4447,
4183,
4342,
4506,
5175,
4183,
2930,
2134,
1899,
1309,
838,
449,
146,
97,
112,
68,
255,
665,
1628,
3293,
2496,
2594,
3112,
4110,
4436,
4226,
4502,
4869,
5591,
4718,
3471,
2734,
2426,
1680,
1487,
629,
268,
164,
152,
172,
349,
711,
1588,
3247
] |
[
2713,
2845,
3215,
4406,
4673,
4569,
4749,
5174,
5706,
5241,
4145,
3554,
3503,
2858,
2613,
1974,
997,
695,
466,
415,
405,
428,
676,
1068,
1897,
2509,
3445,
4010,
4442,
4339,
4476,
4466,
4549,
3532,
3346,
3261,
2625,
2420,
2048,
1962,
1091,
835,
676,
434,
340,
407,
460,
928,
1343,
2001,
2976,
3439,
3994,
3900,
4102,
3815,
3352,
2521,
2121,
1626,
1503,
914,
1036,
335,
103,
117,
106,
95,
223,
565,
1556,
3302,
2670,
2475,
2716,
3437,
4032,
3589,
3730,
4074,
4923,
3953,
2592,
1944,
1672,
1087,
744,
294,
108,
72,
69,
69,
264,
720,
1747,
3613
] |
[
"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: 569.48%",
"予測される変化率: [カラム_0] 予測される変化率: 33.17%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.71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: 24個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 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: 569.48%",
"Forecasted change rate: [column_0] Forecasted change rate: 33.17%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.71 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 24",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from 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 78 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear 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 78.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
2791,
2483,
3003,
4040,
4176,
4158,
4160,
4636,
5238,
4107,
2940,
2167,
2003,
1263,
947,
409,
137,
93,
57,
69,
297,
728,
1679,
3444,
2779,
2701,
3294,
4323,
4622,
4250,
4320,
4702,
5396,
4429,
3318,
2574,
2231,
1771,
1344,
503,
182,
115,
73,
98,
316,
750,
1675,
3574,
2635,
2429,
2910,
4086,
4493,
4005,
4091,
4296,
5206,
4467,
3225,
2810,
2516,
1839,
1550,
660,
285,
222,
174,
181,
299,
678,
1590,
3500,
2750,
2778,
3252,
4035,
4222,
4234,
4290,
4995,
5774,
4981,
4006,
3504,
3288,
2766,
2466,
1889,
1027,
633,
402,
319,
471,
630,
675,
1133,
1842,
2585,
3247,
4063,
4675,
4596,
4616,
4922,
4551,
4388,
4132,
3038,
2819,
3221,
2962,
2266,
1300,
905,
635,
481,
502,
559,
1040,
1713,
2240,
2600,
3405,
4068,
3962,
4157,
4027,
4076,
3562,
3301,
2811,
2130,
1890,
1282,
843,
339,
184,
65,
48,
112,
301,
652,
1604,
3139,
2724,
2567,
2913,
4045,
4341,
4037,
4074,
4547,
5238,
3903,
2718,
2288,
1943,
1655,
943,
364,
175,
96,
78,
102,
406,
854,
1690,
3438,
2599,
2529,
3195,
3979,
4061,
3856,
4113,
4313,
5095,
3887,
2546,
3014,
2019,
1542,
953,
491,
156,
144,
66,
93,
296,
636,
1721,
3717,
2932,
2536,
3010,
3695,
4135,
3859,
4240,
4645,
5353,
4336,
2863,
2121,
1733,
2164,
1816,
528,
154,
144,
147,
180,
260,
674,
1751,
3504,
2542,
2665,
3145,
4115,
4255,
3902,
4286,
4321,
5147,
4067,
3132,
2439,
2123,
1780,
1681,
625,
233,
225,
144,
214,
335,
749,
1811,
3706,
3085,
3008,
3342,
4115,
4587,
4402,
4884,
5198,
6064,
5427,
4570,
3736,
3427,
3281,
3253,
2044,
1255,
686,
448,
260,
361,
479,
553,
1030,
1847,
2296,
3053,
3854,
4681,
4617,
4508,
4446,
4112,
3625,
3329,
2895,
2680,
3592,
2824,
2147,
1464,
842,
629,
431,
404,
331,
546,
916,
1515,
2066,
2953,
3564,
3890,
4042,
4074,
3983,
3257,
2771,
2763,
1869,
1790,
1183,
929,
418,
165,
95,
131,
101,
274,
616,
1561,
3710,
2773,
2840,
3075,
3942,
4129,
3888,
4172,
4220,
4937,
3479,
2377,
1731,
1435,
1151,
754,
294,
141,
73,
92,
87,
314,
758,
1777,
3577,
3121,
2666,
3020,
4032,
4465,
4215,
4376,
4824,
5453,
4169,
3071,
2347,
1927,
1390,
1199,
413,
207,
80,
74,
113,
320,
759,
1849,
3433,
3012,
2772,
3424,
4698,
4802,
4288,
4610,
4799,
5364,
4389,
2967,
2463,
2179,
1701,
1088,
501,
198,
115,
81,
83,
256,
654,
1723,
3432,
2831,
2604,
3132,
4294,
4435,
4193,
4450,
4757,
5751,
4774,
3351,
2808,
2542,
2235,
1633,
810,
317,
247,
171,
173,
319,
685,
1670,
3287,
3067,
3014,
3493,
4504,
4694,
4203,
4864,
5160,
5963,
5460,
4555,
3932,
3545,
3271,
3742,
2170,
1109,
611,
450,
374,
331,
399,
604,
1193,
2008,
2933,
3272,
3316,
3702,
3465,
3832,
4102,
3989,
3937,
3853,
3594,
3376,
3408,
3228,
2597,
1716,
1413,
1084,
676,
870,
619,
674,
1017,
1430,
2229,
3255,
3574,
3878,
3853,
3859,
3648,
3261,
2847,
2448,
2034,
1838,
1381,
1020,
559,
292,
166,
111,
184,
244,
563,
1328,
2788,
2707,
4402,
4794,
5420,
6033,
5144,
4957,
4876,
5110,
4099,
3062,
2282,
2378,
1980,
1608,
854,
865,
349,
369,
350,
326,
347,
608,
1236,
2086,
2583,
2900,
3164,
3707,
3682,
4061,
3876
] |
[
3573,
3550,
2850,
2281,
1780,
1465,
1106,
564,
232,
120,
124,
150,
256,
626,
1748,
3403,
2668,
3106,
3623,
4537,
4707,
4390,
4362,
4564,
5347,
4280,
2680,
2101,
1804,
1388,
1399,
463,
141,
66,
88,
164,
241,
740,
1801,
3560,
2597,
2658,
3064,
3742,
3746,
3105,
3730,
4350,
5112,
4273,
3223,
2636,
2402,
1867,
1395,
649,
311,
178,
250,
263,
320,
620,
1682,
3522,
2627,
2776,
3157,
4148,
4566,
3943,
4601,
4841,
5957,
4809,
3805,
3102,
3079,
2546,
2394,
1638,
981,
537,
408,
370,
426,
437,
651,
1039,
1668,
2443,
3262,
3785,
4094,
4288,
4381,
4692
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 38.87%",
"予測される変化率: [カラム_0] 予測される変化率: 31.32%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.67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: 21個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の10番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 38.87%",
"Forecasted change rate: [column_0] Forecasted change rate: 31.32%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.67 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 21",
"First turning point: [column_0] First turning point: at data point 10 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
5083,
5228,
4953,
3951,
3308,
3532,
3887,
2083,
1293,
760,
612,
521,
339,
303,
490,
886,
1418,
2103,
2899,
3774,
4367,
4626,
4790,
4185,
3810,
2852,
2402,
2180,
1803,
1295,
1002,
395,
180,
76,
82,
133,
279,
681,
1776,
3524,
2722,
2578,
3200,
4142,
4215,
3875,
4146,
4280,
5100,
4054,
2750,
2452,
2103,
1844,
943,
445,
158,
91,
73,
104,
244,
651,
1730,
3402,
3152,
2878,
4056,
4160,
4610,
4080,
4433,
4353,
5285,
4529,
3122,
2073,
1897,
1726,
1508,
420,
164,
99,
82,
90,
225,
683,
1772,
3324,
2781,
2626,
3387,
4446,
4677,
4075,
4443,
4792,
5719,
4532,
3402,
2570,
2204,
1806,
1753,
645,
295,
114,
130,
151,
264,
621,
1682,
3268,
2756,
2676,
3247,
4261,
4422,
4121,
4412,
4673,
5677,
4816,
3637,
3031,
2612,
2294,
2353,
1022,
546,
263,
225,
255,
382,
685,
1734,
3324,
2981,
3114,
3467,
4464,
4818,
4870,
4908,
5426,
6299,
5635,
4573,
4114,
3703,
3052,
2457,
1921,
1152,
615,
389,
394,
531,
387,
601,
1022,
1817,
2453,
3215,
3770,
4158,
4411,
4479,
4714,
4449,
3979,
3838,
3281,
2956,
2563,
2336,
2274,
1411,
977,
751,
445,
433,
355,
772,
1085,
1516,
2408,
3244,
3917,
4220,
4197,
4144,
4040,
3931,
3397,
3023,
2501,
2022,
1521,
1393,
531,
225,
110,
135,
113,
278,
573,
1522,
3515,
2624,
2768,
3232,
4115,
4324,
4313,
4729,
4843,
5761,
4525,
3305,
2593,
2331,
1552,
1057,
555,
219,
148,
84,
117,
307,
694,
1769,
3449,
2594,
2771,
2965,
3979,
4406,
4151,
4445,
4669,
5692,
4744,
3218,
2715,
2607,
1769,
1257,
518,
226,
132,
129,
144,
319,
697,
1639,
3376
] |
[
2673,
2821,
3405,
4143,
4426,
4442,
4463,
4768,
5920,
4970,
3499,
2703,
2645,
2286,
1736,
764,
308,
238,
128,
126,
321,
663,
1719,
3516,
2813,
2952,
3277,
3831,
4364,
4053,
4438,
4557,
5456,
4908,
3743,
3193,
3245,
2934,
2029,
1022,
429,
442,
300,
366,
395,
687,
1735,
3507,
2852,
3008,
3421,
4576,
4635,
4548,
4804,
5167,
6072,
5032,
3802,
3267,
3609,
3084,
2884,
2014,
1157,
669,
601,
316,
367,
453,
774,
1175,
1990,
2726,
3559,
4040,
4723,
4729,
4676,
4966,
4908,
4432,
4083,
3475,
3125,
3125,
2538,
2161,
1315,
939,
728,
531,
424,
312,
576,
941
] |
[
"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: -33.58%",
"予測される変化率: [カラム_0] 予測される変化率: -64.80%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.67倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 25個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -33.58%",
"Forecasted change rate: [column_0] Forecasted change rate: -64.80%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.67 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 25",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 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 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 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 92."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
1547,
2514,
3530,
4265,
4415,
4253,
4410,
4663,
4339,
4153,
3303,
2427,
2182,
1687,
1232,
460,
244,
134,
87,
132,
231,
566,
1550,
3426,
2768,
2992,
3305,
4176,
4609,
4496,
4455,
4801,
5924,
4582,
3115,
2896,
2761,
1696,
1214,
472,
187,
145,
108,
123,
286,
695,
1637,
3507,
2603,
2637,
3152,
4174,
4427,
4155,
4520,
4875,
5674,
4985,
3563,
2792,
2514,
2188,
1421,
612,
170,
120,
101,
131,
286,
735,
1689,
3542,
2691,
2807,
3420,
4327,
4705,
4257,
4327,
4621,
5428,
4392,
3278,
2626,
2304,
1985,
1325,
520,
257,
222,
168,
108,
271,
661,
1559,
3275,
3109,
2907,
2757,
3732,
4164,
4054,
4415,
4623,
5548,
4859,
3608,
2952,
2794,
2212,
1524,
645,
271,
200,
172,
222,
327,
635,
1698,
3145,
2703,
3130,
3376,
4173,
4783,
4529,
4776,
5266,
6868,
6965,
5881,
4666,
4520,
3520,
2662,
2245,
1217,
775,
394,
362,
374,
447,
670,
1204,
2086,
2965,
3638,
4434,
4826,
5030,
5381,
5026,
5087,
4738,
4392,
4094,
4324,
3739,
2615,
2190,
1672,
984,
749,
460,
387,
292,
607,
1029,
1688,
2577,
3609,
4117,
4553,
4664,
4631,
4549,
4187,
3646,
3549,
2936,
2782,
2007,
1161,
544,
218,
129,
125,
103,
338,
685,
1684,
3505,
2801,
2947,
3467,
4519,
4569,
4278,
4467,
4486,
5143,
4050,
2873,
2184,
2243,
1578,
1050,
366,
247,
132,
80,
94,
271,
655,
1682,
3499,
3108,
3046,
3444,
4346,
4709,
4191,
4020,
4481,
5084,
3812,
2681,
2289,
2141,
1590,
955,
410,
145,
106,
69,
88,
332,
748,
1724,
3543,
2993,
2800,
3266,
4124,
4401,
4368,
4229,
4694,
5644,
4870,
3354,
2563,
2819,
1938,
1871,
572,
195,
97,
87,
103,
250,
662,
1625,
3242,
2581,
2874,
3132,
4047,
4523,
4299,
4595,
4832,
5667,
4696,
3570,
3045,
2918,
2250,
1577,
770,
442,
187,
219,
307,
351,
690,
1770,
3265,
2776,
3044,
3622,
4408,
4851,
4622,
4755,
5169,
5906,
5283,
4444,
4184,
4508,
3870,
3234,
2974,
1615,
1101,
581,
337,
306,
406,
826,
1227,
2003,
2513,
3759,
4263,
4593,
5107,
4836,
4958,
4748,
4408,
3900,
3912,
4423,
4511,
4326,
2517,
1508,
1184,
709,
461,
326,
383,
637,
977,
1775,
2626,
3848,
4221,
4741,
4854,
4848,
5090,
4994,
3947,
3098,
2449,
2766,
2504,
3233,
971,
405,
169,
136,
166,
297,
608,
1552,
3172,
2687,
3091,
3730,
4582,
4687,
4419,
4453,
4718,
5206,
4390,
2857,
2458,
2273,
1809,
1175,
494,
162,
97,
82,
84,
247,
670,
1686,
3321,
2906,
3130,
3767,
4361,
4549,
4422,
4473,
4897,
5340,
4353,
3488,
2604,
2787,
2335,
2073,
755,
246,
158,
146,
164,
299,
759,
1834,
3366,
2746,
2885,
3911,
4415,
4712,
4528,
4668,
4809,
5799,
4863,
3878,
2935,
3054,
2560,
2022,
720,
275,
116,
82,
116,
276,
720,
1704,
3283,
2831,
3046,
3542,
4483,
5005,
4551,
4812,
5011,
6002,
5495,
3912,
3225,
3538,
2930,
3065,
1126,
357,
250,
193,
219,
334,
722,
1565,
3330,
2815,
3150,
3727,
4491,
4766,
4712,
4713,
5134,
6113,
5643,
4211,
3507,
3702,
3489,
3701,
2539,
1494,
1021,
607,
344,
405,
405,
717,
1128,
1795,
2532,
3381,
3842,
4111,
4537,
4760,
4955,
4914,
4766,
3863,
3781,
4125,
3377,
3928,
2406,
1391,
933,
748,
436,
397,
286,
640,
943,
1598,
2575,
3291,
4300,
4487,
4529,
4199,
4302
] |
[
3850,
3405,
2733,
2749,
3018,
2084,
1442,
605,
334,
100,
81,
175,
314,
590,
1566,
3381,
2626,
3229,
3740,
4337,
4794,
4511,
4371,
4639,
5203,
3979,
2894,
2709,
2693,
1880,
1044,
466,
242,
141,
126,
125,
329,
597,
1588,
3141,
2589,
2893,
3544,
4451,
4676,
4576,
4679,
4896,
5317,
4512,
3337,
2877,
3126,
2304,
1361,
610,
197,
113,
111,
112,
306,
662,
1692,
3253,
2884,
3369,
3986,
4504,
4837,
4607,
4356,
4856,
5465,
4578,
3720,
2967,
3355,
3127,
1877,
766,
397,
268,
252,
181,
324,
762,
1701,
3306,
3006,
3215,
3696,
4170,
4439,
4219,
4321,
4647
] |
[
"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: 178.09%",
"予測される変化率: [カラム_0] 予測される変化率: 20.70%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.66倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 29個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: 178.09%",
"Forecasted change rate: [column_0] Forecasted change rate: 20.70%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.66 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 29",
"First turning point: [column_0] First turning point: at data point 3 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
5215,
4502,
3535,
3050,
3468,
2888,
2344,
1061,
454,
287,
212,
197,
331,
686,
1574,
3197,
2645,
2839,
3242,
3897,
3887,
3602,
3803,
4187,
4933,
4668,
4154,
3976,
4279,
4032,
3487,
2854,
1739,
1234,
833,
555,
435,
514,
673,
1195,
1736,
2422,
2846,
3243,
3227,
3225,
3274,
3362,
3462,
3451,
3397,
3368,
3926,
4064,
2826,
2072,
1357,
913,
630,
494,
368,
255,
647,
1157,
1445,
2583,
3097,
3160,
3105,
3123,
3670,
3599,
3213,
3135,
2765,
2501,
3125,
2163,
1941,
663,
264,
173,
153,
196,
259,
526,
1302,
2503,
2697,
3326,
4170,
4988,
5240,
5212,
5199,
5000,
5406,
4478,
3389,
2912,
3468,
2628,
1347,
568,
229,
141,
141,
151,
284,
691,
1400,
2706,
2738,
3270,
3957,
4911,
5378,
5196,
5207,
5170,
5829,
4937,
4060,
3719,
4300,
3456,
1937,
842,
312,
180,
128,
175,
260,
579,
1418,
2656,
2595,
3066,
4155,
4794,
5011,
5097,
5406,
5606,
5418,
4698,
4295,
4020,
4770,
4133,
2786,
1283,
534,
264,
199,
210,
256,
444,
1038,
1952,
2260,
2632,
3142,
3805,
4534,
4607,
4299,
4067,
4012,
3812,
3468,
3645,
4643,
4311,
3583,
2135,
1021,
437,
446,
255,
253,
286,
362,
532,
993,
1593,
2380,
2385,
2489,
2920,
3038,
2836,
3037,
2885,
3058,
3575,
4623,
4135,
2674,
1304,
724,
329,
364,
240,
234,
315,
668,
1106,
1971,
3012,
3462,
3740,
4576,
4743,
4833,
4590,
4251,
3664,
3588,
2934,
2712,
2433,
1819,
1190,
681,
395,
463,
357,
262,
289,
578,
813,
1834,
2768,
3321,
4018,
4276,
4551,
4899,
4841,
4423,
4067,
3790,
3305,
3279,
2198,
1564,
779,
344,
225,
137,
229,
160,
354,
423,
844
] |
[
1867,
2587,
3534,
4297,
4680,
4853,
4859,
4807,
4501,
3962,
3381,
2898,
2789,
1947,
1152,
586,
179,
126,
56,
109,
186,
423,
779,
1452,
1980,
3047,
3914,
4462,
4980,
5155,
5271,
4973,
4833,
4041,
3324,
2870,
2691,
2032,
1306,
695,
336,
158,
119,
158,
184,
489,
880,
1509,
2077,
2816,
3644,
4141,
4695,
4577,
4864,
4485,
4227,
3566,
3102,
2626,
2547,
2536,
1678,
800,
367,
228,
169,
146,
223,
417,
704,
1255,
1672,
2162,
2600,
3012,
3367,
3463,
3368,
3648,
4000,
4686,
4986,
4740,
4797,
4182,
4336,
3681,
4511,
4311,
3638,
2604,
1277,
702,
549,
637
] |
[
"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: -83.82%",
"予測される変化率: [カラム_0] 予測される変化率: -65.88%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.67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: 18個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の7番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -83.82%",
"Forecasted change rate: [column_0] Forecasted change rate: -65.88%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.67 times the mean)",
"Trend: [column_0] Trend continuation: downward trend continues",
"Turning points: [column_0] Turning points in forecast period: 18",
"First turning point: [column_0] First turning point: at data point 7 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 92 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 92."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
987,
1659,
2364,
2714,
3018,
2983,
3105,
3090,
2746,
2683,
2484,
2187,
2080,
1658,
1369,
1009,
760,
392,
351,
208,
161,
194,
407,
668,
1115,
1766,
2848,
3337,
3754,
3934,
4409,
4560,
4357,
3516,
2910,
2521,
3160,
3763,
2011,
1347,
1030,
970,
781,
665,
468,
412,
542,
617,
1255,
1861,
2692,
3213,
3480,
3876,
3878,
3836,
3417,
2981,
2636,
2308,
1904,
1582,
1478,
751,
277,
124,
160,
120,
212,
496,
1079,
2136,
1899,
2366,
3323,
4289,
4632,
4397,
4567,
4607,
4632,
3489,
2754,
2137,
1857,
1418,
1177,
490,
246,
86,
83,
121,
235,
445,
1143,
2239,
1984,
2439,
3330,
4016,
4574,
4404,
4490,
4498,
4658,
3980,
3104,
2750,
2380,
1943,
1570,
732,
279,
210,
140,
139,
232,
478,
1083,
2364,
2189,
2739,
3956,
4413,
4821,
4619,
4826,
5168,
5359,
4531,
3427,
2544,
2393,
2435,
1930,
958,
314,
142,
188,
242,
305,
510,
1185,
2382,
2288,
2741,
3468,
4289,
4711,
4700,
4696,
4642,
5280,
4275,
3272,
2778,
2411,
1907,
1461,
711,
302,
238,
213,
198,
305,
527,
1100,
2183,
1981,
2428,
3264,
3998,
4570,
4402,
4663,
4973,
5201,
4369,
3676,
3132,
3261,
2991,
2128,
1658,
1296,
1007,
767,
561,
330,
349,
514,
766,
1245,
1895,
2968,
3570,
4151,
4196,
4634,
4850,
4375,
4273,
3697,
3348,
3099,
2726,
2321,
1685,
1786,
1565,
1184,
771,
642,
439,
533,
717,
1234,
1848,
2535,
3053,
3406,
3707,
3710,
3474,
3455,
2960,
2611,
2366,
2011,
1840,
1305,
580,
241,
165,
103,
119,
234,
593,
1389,
2951,
2315,
2255,
3016,
3789,
4145,
3928,
3918,
4115,
4732,
3550,
2598,
2079,
1735,
1562,
1363,
422,
247,
106,
91,
72,
275,
609,
1350,
2887,
2363,
2525,
3144,
4162,
4507,
4362,
4390,
4626,
5063,
4017,
3086,
2428,
2133,
1893,
1266,
596,
265,
146,
107,
109,
280,
629,
1411,
2916,
2320,
2447,
2828,
3485,
3402,
3300,
3469,
4036,
4447,
3415,
2571,
2228,
2034,
1641,
1252,
477,
257,
114,
95,
93,
221,
548,
1328,
2948,
2395,
2531,
3269,
4035,
4673,
4354,
4612,
4784,
5403,
4935,
3149,
2248,
2071,
1979,
1618,
642,
395,
272,
137,
319,
350,
596,
1291,
2755,
2314,
2472,
3352,
4117,
4758,
4494,
4542,
4998,
5854,
5159,
4142,
4040,
4322,
4213,
2768,
1888,
1384,
1061,
839,
581,
341,
435,
618,
1058,
1665,
2280,
3011,
3951,
4393,
4439,
4681,
4549,
4350,
3851,
3521,
3073,
2964,
2858,
2354,
1999,
1703,
1379,
1437,
993,
680,
518,
602,
809,
1408,
2128,
3072,
3899,
4680,
4548,
4456,
4304,
3989,
3602,
3339,
2861,
2942,
3741,
1876,
754,
385,
195,
141,
161,
322,
650,
1610,
3291,
3238,
3490,
3427,
3936,
4092,
3914,
4124,
4422,
5174,
4040,
2982,
2618,
3060,
2451,
2089,
635,
182,
151,
111,
141,
279,
654,
1485,
3240,
3082,
3355,
3268,
3989,
3973,
4101,
4112,
4442,
5214,
4186,
3460,
3100,
2781,
2411,
1868,
853,
246,
154,
113,
120,
229,
687,
1613,
3350,
3070,
3979,
4138,
4787,
5036,
4656,
4650,
5549,
5822,
4623,
3410,
2804,
3054,
2502,
2319,
756,
287,
131,
111,
163,
257,
641,
1477,
3087,
2914,
3786,
4039,
4751,
4945,
4851,
4814,
5378,
6038,
5165,
3945,
3270,
3424,
2870,
2099,
1030,
337,
204,
194,
207,
283,
621,
1364,
3157,
2823,
3534,
3986,
4619,
4340,
4158,
4494,
4981
] |
[
5903,
5980,
4152,
3334,
3316,
3405,
3644,
2120,
1659,
1160,
964,
570,
373,
431,
620,
1063,
2129,
3113,
3459,
4100,
4169,
4392,
4319,
4891,
4599,
4229,
3876,
3648,
3124,
3406,
2902,
2483,
1967,
1658,
1387,
884,
623,
502,
582,
915,
1732,
2790,
3265,
3685,
4122,
4357,
4493,
4643,
4589,
4070,
2993,
3258,
2942,
2003,
2401,
1653,
748,
257,
224,
260,
285,
501,
1282,
2575,
2622,
3110,
3864,
4554,
5009,
4976,
4960,
5070,
5252,
4539,
3656,
2845,
2778,
2915,
2145,
1429,
769,
592,
528,
497,
395,
360,
575,
1190,
2791,
4775,
4440,
4828,
5405,
5394,
5139,
4797
] |
[
"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: 404.66%",
"予測される変化率: [カラム_0] 予測される変化率: -18.74%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.66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: 25個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 404.66%",
"Forecasted change rate: [column_0] Forecasted change rate: -18.74%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.66 times the mean)",
"Trend: [column_0] Trend continuation: upward trend continues",
"Turning points: [column_0] Turning points in forecast period: 25",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] 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 |
[
4523,
4269,
3717,
3004,
2787,
3396,
2259,
998,
446,
232,
166,
159,
313,
742,
1471,
3065,
2641,
3059,
3444,
4061,
4579,
4378,
4384,
4549,
5242,
3902,
2871,
2053,
1853,
2033,
1358,
469,
181,
126,
118,
101,
260,
611,
1600,
3345,
2594,
2892,
3293,
4281,
4477,
4385,
4470,
4528,
5325,
4333,
3134,
2407,
2227,
2376,
1555,
617,
201,
137,
148,
131,
310,
630,
1608,
3106,
2351,
2524,
3152,
3847,
4382,
4529,
4673,
4955,
6139,
5662,
3869,
3006,
2877,
2519,
3259,
3138,
1664,
1237,
845,
683,
418,
334,
557,
914,
1472,
2183,
2921,
3720,
4061,
4222,
4515,
4595,
4231,
4010,
3311,
2829,
2633,
3480,
2722,
1800,
1804,
1560,
1260,
970,
716,
496,
527,
770,
1357,
2103,
2838,
3511,
4025,
3893,
3902,
4173,
3678,
3354,
3208,
2477,
2592,
2174,
2190,
922,
289,
160,
96,
138,
341,
624,
1760,
3322,
2591,
2614,
2785,
3641,
4194,
3904,
4259,
4467,
5110,
3899,
2786,
2222,
2192,
1447,
949,
466,
158,
142,
89,
98,
295,
684,
1711,
3462,
2419,
2370,
2630,
3784,
4003,
3852,
4129,
4245,
4940,
3692,
2736,
2197,
2043,
1470,
988,
404,
154,
93,
74,
113,
278,
687,
1498,
3139,
2587,
2139,
3096,
3733,
3945,
3992,
3999,
4419,
5019,
3972,
2885,
2326,
1868,
1364,
1220,
493,
179,
103,
119,
95,
259,
615,
1592,
3117,
2422,
2575,
2962,
4033,
4418,
4233,
4426,
4972,
5818,
4882,
3382,
2862,
2352,
2234,
1458,
695,
224,
175,
143,
192,
346,
701,
1658,
3155,
2562,
2600,
3018,
4029,
4549,
4025,
4586,
5164,
5875,
5161,
4162,
3574,
3522,
3846,
2582,
2023,
1594,
1278,
878,
634,
426,
440,
673,
1017,
1788,
2359,
2901,
3959,
4247,
4442,
4617,
4750,
5009,
4218,
3996,
3620,
3609,
3855,
3016,
2470,
2123,
1632,
1337,
947,
634,
533,
672,
804,
1513,
2007,
2771,
3349,
3898,
4332,
4218,
4089,
3517,
3048,
2809,
2727,
2619,
2083,
1575,
636,
408,
166,
155,
137,
272,
553,
1570,
3179,
2498,
2578,
2936,
4055,
4339,
4246,
4905,
4836,
5274,
4097,
3111,
2695,
2190,
1604,
846,
423,
189,
130,
68,
134,
239,
712,
1545,
3459,
2490,
2706,
3002,
3872,
4248,
4065,
4270,
4608,
5172,
4264,
3256,
2649,
2349,
1956,
1307,
478,
247,
134,
174,
122,
325,
699,
1624,
3530,
2653,
2745,
2974,
3865,
4449,
4040,
4469,
4842,
5413,
4492,
3454,
2780,
2523,
1912,
1630,
526,
187,
125,
156,
98,
252,
600,
1754,
3240,
2676,
2624,
3059,
3907,
4432,
4267,
4477,
4869,
5931,
4659,
3655,
3131,
2633,
2228,
1599,
780,
386,
239,
217,
205,
361,
617,
1634,
3158,
2695,
2689,
3080,
3995,
4601,
4271,
4701,
5263,
5732,
5101,
4243,
3796,
3623,
3289,
2670,
2105,
1632,
1219,
840,
477,
527,
462,
775,
1170,
2274,
3133,
3714,
4441,
5018,
4935,
4684,
4926,
4945,
4649,
4225,
3632,
3855,
4069,
3594,
2460,
1912,
1553,
1404,
1076,
628,
506,
735,
1002,
1818,
3100,
4019,
4564,
5093,
5467,
5465,
5010,
4762,
4127,
3387,
2943,
2720,
2131,
1925,
792,
322,
219,
174,
84,
316,
716,
1709,
3792,
2852,
2722,
2961,
4033,
4556,
4045,
4585,
4689,
5238,
3907,
3031,
2433,
2181,
1520,
1020,
432,
182,
90,
102,
88,
296,
692,
1707,
3409,
2680,
2612,
3122,
4065,
4335,
3964,
4188,
4730,
5477,
4092,
3037,
2518,
2162,
1343,
1205,
439
] |
[
236,
132,
93,
99,
264,
664,
1590,
3389,
2670,
2847,
3318,
4386,
4762,
4526,
4734,
5072,
5989,
4808,
3470,
2683,
2191,
1967,
2008,
532,
249,
143,
111,
117,
285,
650,
1785,
3551,
2394,
2942,
3480,
4324,
4451,
4476,
4533,
5019,
5688,
4778,
3527,
3059,
3006,
2481,
1504,
774,
382,
249,
163,
222,
379,
699,
1612,
3331,
2571,
2572,
3242,
4231,
4698,
4519,
4664,
5508,
5893,
5221,
4009,
3343,
3296,
3377,
2480,
2119,
1666,
1168,
1027,
540,
474,
376,
703,
1051,
1546,
2328,
2978,
4115,
4631,
4886,
5041,
4958,
5650,
5353,
5398,
4514,
3131,
3812,
4058,
4525
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -90.29%",
"予測される変化率: [カラム_0] 予測される変化率: 1817.37%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.65倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 27個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: -90.29%",
"Forecasted change rate: [column_0] Forecasted change rate: 1817.37%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.65 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 27",
"First turning point: [column_0] First turning point: at data point 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 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
| 512 | 96 |
[
4507,
4394,
4340,
3310,
2857,
2021,
1458,
1140,
1478,
2023,
2742,
3326,
3975,
4009,
4005,
3873,
3485,
3123,
2699,
2436,
1881,
1454,
1333,
527,
265,
158,
133,
120,
294,
673,
1611,
3525,
2557,
2618,
3263,
4126,
4290,
4058,
4515,
4494,
5077,
3760,
2735,
2348,
1832,
1431,
1108,
399,
231,
222,
110,
82,
291,
713,
1650,
3557,
2990,
2694,
2874,
3774,
4072,
3975,
4165,
4238,
5264,
4349,
2846,
2295,
2072,
1443,
1736,
601,
290,
166,
87,
135,
298,
706,
1673,
3523,
2624,
2690,
2866,
4022,
4241,
4069,
4458,
4815,
5679,
4436,
3112,
2367,
2357,
1765,
1003,
493,
185,
161,
122,
117,
318,
703,
1624,
3218,
2997,
2719,
2839,
4087,
4352,
4231,
4468,
4973,
5626,
4305,
3310,
2962,
2554,
1916,
1431,
745,
333,
169,
285,
199,
380,
723,
1631,
3424,
2901,
2838,
3072,
3891,
4511,
4264,
4755,
5034,
5822,
4977,
4284,
3737,
3435,
3190,
2403,
1986,
1638,
1222,
1111,
603,
364,
381,
358,
651,
1114,
1484,
2245,
3642,
4354,
4434,
4514,
4825,
4947,
4672,
3996,
3429,
3374,
3813,
2602,
2440,
2230,
1752,
1597,
1098,
732,
590,
602,
725,
1347,
1959,
3091,
4398,
5742,
6002,
5692,
5502,
4720,
3817,
2940,
2478,
2148,
1625,
965,
555,
222,
128,
170,
127,
362,
625,
1694,
3599,
2559,
2538,
3022,
4091,
4530,
4200,
4382,
4738,
5432,
4312,
2831,
2773,
2113,
1520,
1017,
459,
255,
85,
97,
80,
304,
719,
1861,
3868,
2900,
2798,
3092,
3915,
4202,
4062,
4264,
4553,
5463,
4321,
3111,
2741,
2323,
1570,
1626,
537,
237,
168,
162,
158,
329,
745,
1805,
3734,
2817,
2672,
3102,
3855,
4373,
4334,
4453,
4639,
5313,
4327,
3166,
2546,
2209,
1532,
1210,
444,
214,
124,
114,
99,
253,
718,
1772,
3709,
2797,
2555,
2981,
3998,
4519,
4213,
4851,
5091,
5896,
4521,
3319,
2896,
2564,
1739,
1311,
703,
334,
253,
180,
240,
372,
653,
1706,
3374,
2976,
2648,
2899,
4084,
4493,
4250,
4610,
5185,
5931,
5440,
4231,
3785,
3853,
3140,
2609,
2083,
1570,
1220,
990,
541,
368,
359,
694,
1079,
1769,
2384,
3139,
3947,
4510,
4305,
4519,
4356,
4218,
4066,
3638,
3292,
3379,
3057,
2711,
2471,
2290,
1950,
1560,
891,
683,
503,
638,
873,
1436,
2032,
2828,
3430,
4108,
4318,
4202,
3965,
3719,
3102,
2930,
2400,
2324,
1588,
1070,
443,
200,
126,
59,
107,
249,
629,
1779,
3707,
2994,
2941,
3188,
4516,
4760,
4587,
4629,
4930,
5534,
4214,
3126,
2659,
2406,
1773,
946,
516,
214,
97,
130,
79,
258,
661,
1642,
3737,
2768,
2728,
2923,
3891,
4309,
3811,
4135,
4404,
5061,
4312,
2929,
2868,
2362,
1989,
1538,
670,
282,
176,
153,
138,
286,
708,
1617,
3820,
3044,
2658,
3523,
4160,
4398,
3939,
4143,
4415,
5197,
4144,
3038,
2601,
2158,
1591,
1213,
569,
171,
93,
122,
98,
283,
709,
1741,
3654,
2926,
2809,
3138,
4391,
4821,
4200,
4327,
5030,
5510,
4489,
3464,
2725,
2191,
1878,
1434,
655,
375,
273,
269,
248,
402,
703,
1646,
3351,
2929,
3037,
3480,
4753,
4961,
4518,
5149,
5494,
6217,
5391,
4926,
5440,
4458,
3929,
3255,
2460,
1828,
1379,
1241,
693,
482,
346,
652,
944,
1712,
2530,
3662,
4325,
4722,
5213,
5052,
5309,
5153,
4927,
5041,
4854,
4459,
4827,
2191,
37,
13,
25,
887,
1046,
688,
557,
725,
865
] |
[
1487,
2393,
3597,
4526,
5476,
5783,
5796,
5370,
5280,
4969,
5058,
4827,
4484,
4233,
3360,
1822,
1757,
662,
895,
708,
446,
449,
571,
956,
1933,
3413,
4068,
5972,
5863,
5917,
5139,
4982,
4783,
4089,
3808,
3186,
2803,
2548,
1090,
450,
179,
122,
93,
92,
297,
686,
1741,
3620,
2911,
2708,
3277,
4427,
4718,
4305,
4499,
4847,
5720,
4538,
3228,
2535,
2040,
1609,
1339,
358,
193,
51,
65,
113,
280,
705,
1792,
3875,
2999,
2938,
3303,
4383,
4668,
4393,
4768,
4941,
5580,
4531,
3325,
2668,
2310,
1644,
1430,
611,
245,
161,
150,
160,
355,
745,
1840,
4482
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -80.81%",
"予測される変化率: [カラム_0] 予測される変化率: 201.41%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.67倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 22個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の7番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -80.81%",
"Forecasted change rate: [column_0] Forecasted change rate: 201.41%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.67 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 22",
"First turning point: [column_0] First turning point: at data point 7 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 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 |
[
3084,
3045,
3134,
4025,
4929,
4357,
4407,
4587,
5493,
5028,
3499,
2999,
2744,
2247,
1589,
852,
511,
359,
223,
271,
314,
712,
1604,
3326,
2947,
3095,
3360,
3941,
4206,
4114,
4614,
4997,
5858,
5389,
4380,
3256,
3286,
3219,
2062,
1778,
1506,
977,
859,
571,
383,
487,
692,
1247,
1995,
2490,
3424,
4224,
4470,
4077,
4619,
4481,
4358,
4150,
4146,
3467,
2730,
2778,
2401,
2123,
1790,
1739,
1383,
972,
707,
864,
1641,
1429,
2283,
3581,
3987,
4161,
4534,
4839,
5285,
4492,
3795,
3802,
3903,
2948,
2143,
1609,
1028,
459,
198,
137,
134,
124,
353,
664,
1628,
3783,
2908,
3058,
3448,
4584,
4915,
4613,
4846,
5023,
6086,
4707,
3773,
2938,
1974,
2207,
1976,
470,
238,
172,
98,
122,
317,
707,
1843,
3780,
3039,
2987,
3358,
4613,
4908,
4416,
4688,
4889,
5586,
4146,
3110,
2640,
2003,
1447,
1007,
417,
311,
180,
112,
131,
288,
827,
1649,
3406,
2810,
2951,
3490,
4374,
4807,
4495,
4584,
4799,
5339,
6040,
5026,
3738,
2421,
1643,
1420,
527,
214,
164,
156,
128,
270,
663,
1612,
3274,
2571,
2690,
3080,
4024,
4470,
4499,
4890,
5436,
6297,
5319,
4049,
3517,
3137,
3717,
2841,
1809,
1425,
1057,
815,
664,
600,
452,
514,
647,
1335,
2255,
3005,
3703,
4040,
4258,
4632,
4381,
4317,
4575,
4026,
3725,
3737,
3410,
2566,
1867,
1615,
1040,
825,
475,
326,
333,
578,
738,
1564,
2354,
3455,
4262,
4537,
4635,
4846,
4962,
4609,
4272,
3717,
3345,
2990,
2940,
2367,
2093,
1559,
1428,
1241,
863,
516,
500,
614,
715,
1228,
1981,
2765,
3328,
3794,
4224,
4232,
4228,
4276,
3727,
3700,
3042,
2975,
2432,
1664,
899
] |
[
554,
386,
296,
284,
253,
257,
352,
563,
1124,
1983,
3119,
4019,
4462,
4765,
4181,
3836,
3800,
3846,
3110,
2134,
1865,
1819,
1009,
433,
192,
108,
118,
126,
299,
600,
1509,
2910,
2310,
2812,
3570,
4401,
4914,
4648,
4862,
4944,
5634,
4834,
3422,
2667,
2382,
2196,
1783,
530,
253,
292,
182,
129,
236,
592,
1571,
3069,
2577,
3083,
3841,
4582,
5044,
5581,
5065,
5154,
5898,
4755,
3436,
2915,
2557,
2172,
1534,
563,
209,
113,
92,
133,
255,
610,
1525,
3042,
2458,
2968,
3796,
4747,
5333,
5294,
5300,
5481,
5992,
5195,
3769,
3476,
2913,
2319,
1847,
743
] |
[
"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: -70.85%",
"予測される変化率: [カラム_0] 予測される変化率: 34.12%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.65倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 24個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の5番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -70.85%",
"Forecasted change rate: [column_0] Forecasted change rate: 34.12%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.65 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 24",
"First turning point: [column_0] First turning point: at data point 5 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] ラグ 86 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 86.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
394,
293,
175,
213,
343,
660,
1529,
3076,
2588,
2905,
3806,
4772,
5280,
5525,
5396,
5832,
6759,
6468,
5067,
4245,
3922,
4093,
4076,
2361,
1868,
1507,
1040,
595,
367,
412,
624,
1031,
1563,
2405,
3635,
4175,
4514,
4330,
4483,
4587,
4974,
4553,
4032,
3751,
3579,
3273,
2944,
2425,
2055,
1294,
967,
533,
458,
447,
654,
929,
1572,
2423,
3334,
4096,
4623,
4594,
4410,
4147,
4024,
3648,
3131,
2845,
2296,
1469,
1007,
432,
230,
142,
161,
200,
308,
632,
1866,
3591,
2744,
3003,
3792,
4888,
5214,
5041,
4882,
5037,
5682,
4436,
3130,
2277,
2006,
1471,
843,
291,
134,
67,
63,
89,
282,
721,
1723,
3563,
2802,
3004,
4012,
4835,
5056,
4712,
4899,
4915,
5881,
4832,
3728,
2953,
2688,
1724,
1137,
391,
218,
145,
91,
120,
351,
645,
1669,
3390,
2518,
2639,
3122,
4004,
4370,
4276,
4338,
4738,
5408,
4665,
3417,
2819,
2639,
1792,
1237,
422,
262,
150,
107,
145,
342,
753,
1730,
3311,
2667,
2948,
3887,
5192,
5222,
5142,
5149,
5567,
6123,
5004,
3746,
3178,
3136,
2106,
1502,
704,
504,
228,
190,
254,
372,
646,
1571,
3144,
2541,
2948,
3960,
4798,
5190,
4876,
5053,
5662,
6432,
6206,
4985,
4166,
4418,
3551,
2799,
2214,
1669,
1397,
910,
555,
386,
411,
552,
964,
1606,
2401,
3486,
4327,
4666,
4538,
4334,
5010,
5072,
4985,
4250,
3892,
3845,
3328,
2835,
2377,
2064,
1740,
1319,
880,
598,
556,
714,
792,
1503,
2068,
2842,
3516,
3834,
3885,
4034,
3901,
3682,
2954,
2996,
2555,
1848,
1416,
1037,
386,
212,
89,
112,
205,
304,
581,
1583,
3282,
2700,
2793,
3029,
4103,
4385,
4213,
4359,
4643,
5325,
3958,
2960,
2273,
1981,
1385,
965,
424,
193,
123,
198,
249,
300,
684,
1782,
3555,
2735,
2581,
3094,
4207,
4430,
4527,
4486,
4688,
5530,
4959,
3429,
2732,
2727,
1953,
1306,
408,
222,
95,
60,
122,
336,
733,
1656,
3709,
2936,
2852,
3402,
4174,
4627,
4305,
4375,
4800,
5617,
4946,
3625,
2818,
2884,
1706,
1582,
522,
184,
86,
111,
142,
297,
672,
1707,
3522,
2728,
2880,
3693,
4648,
4903,
4405,
4607,
4748,
5806,
4895,
3544,
2959,
2711,
1971,
1580,
684,
345,
161,
182,
216,
379,
736,
1677,
3739,
2802,
3207,
3813,
4731,
4774,
4681,
4939,
5152,
6409,
6182,
4945,
4106,
4386,
3625,
2977,
2041,
1695,
1376,
860,
540,
375,
461,
629,
1090,
1767,
2741,
3767,
4536,
4720,
4593,
4501,
5136,
4524,
4401,
3857,
3222,
3556,
2770,
2596,
2200,
2025,
1608,
1352,
878,
516,
542,
719,
986,
1333,
2355,
3049,
3781,
4461,
4362,
4908,
4308,
3865,
3660,
3519,
2519,
2028,
1975,
918,
503,
274,
149,
110,
167,
316,
687,
1631,
3754,
2847,
2797,
3379,
4512,
4589,
4314,
4454,
4708,
5148,
3975,
2837,
2103,
1785,
1199,
714,
350,
127,
75,
65,
84,
337,
714,
1935,
3569,
2898,
2930,
3614,
4484,
4749,
4390,
4470,
4994,
5791,
4674,
3174,
2337,
1851,
1714,
1318,
487,
210,
142,
100,
75,
356,
677,
1807,
3578,
3155,
2926,
3348,
4790,
5147,
4530,
4428,
4985,
5762,
4571,
3310,
2419,
2194,
1528,
1066,
444,
227,
146,
72,
137,
287,
657,
1754,
3693,
2851,
2843,
3403,
4786,
4874,
4432,
4767,
4951,
5594,
3969,
2624,
2136,
1841,
1600,
980,
529,
232,
229,
149,
202,
334,
737,
1668,
3360
] |
[
2744,
3023,
3608,
4949,
4988,
4694,
5261,
5449,
6215,
5615,
4353,
3400,
3432,
3083,
2982,
2390,
1997,
1516,
1107,
549,
360,
403,
529,
1105,
1748,
2448,
3278,
4082,
4684,
4590,
4613,
4546,
4702,
4327,
3882,
3055,
2816,
2637,
3148,
2301,
2103,
1771,
1560,
915,
556,
529,
658,
992,
1606,
2563,
3550,
4107,
4520,
4801,
4857,
4759,
4469,
3849,
3351,
2799,
2542,
2892,
1928,
1185,
1138,
923,
870,
1012,
837,
1002,
3281,
3966,
4014,
4809,
5578,
5716,
5944,
5205,
4691,
4206,
4059,
3908,
2782,
2041,
2239,
1434,
862,
327,
171,
89,
83,
90,
291,
702,
1780,
3602
] |
[
"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: 752.79%",
"予測される変化率: [カラム_0] 予測される変化率: 31.27%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.67倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 25個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 752.79%",
"Forecasted change rate: [column_0] Forecasted change rate: 31.27%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.67 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 25",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear 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 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
2612,
2874,
3320,
4236,
4521,
4342,
4428,
4735,
5336,
3940,
2813,
1988,
1792,
1222,
856,
363,
184,
81,
69,
102,
303,
751,
1676,
3798,
2814,
2744,
3337,
4319,
4670,
4558,
4454,
4873,
5880,
4463,
2822,
2337,
1884,
1593,
1358,
466,
193,
107,
147,
128,
303,
668,
1703,
3454,
2753,
2826,
3574,
4016,
4513,
4090,
4341,
4841,
5591,
4473,
3052,
2527,
2107,
2163,
1415,
571,
290,
259,
166,
142,
396,
724,
1734,
3553,
3088,
2727,
3393,
4146,
3943,
3878,
4206,
4588,
5537,
4905,
4245,
3250,
2919,
2545,
2406,
2018,
1632,
1072,
831,
491,
374,
453,
604,
1231,
1889,
2348,
3118,
3988,
4532,
4696,
4567,
4409,
4544,
4083,
3443,
2888,
2467,
3057,
2232,
2133,
2021,
1622,
952,
581,
485,
497,
644,
887,
1387,
1984,
2886,
3236,
3718,
3877,
3580,
3171,
3038,
3063,
2218,
1851,
1288,
991,
732,
311,
171,
104,
146,
134,
331,
670,
1734,
3551,
2696,
2812,
2949,
3884,
4360,
3886,
4252,
4584,
5213,
3767,
2548,
1923,
1523,
1146,
700,
268,
154,
134,
58,
53,
313,
734,
1774,
3602,
2777,
2543,
2900,
3793,
3930,
3741,
3801,
4133,
4802,
3734,
2634,
1884,
1578,
1484,
798,
352,
166,
93,
82,
104,
300,
721,
1703,
3876,
2807,
2792,
3427,
4154,
4543,
4334,
4352,
4734,
5504,
4188,
2761,
2155,
1798,
1312,
906,
374,
183,
102,
88,
128,
305,
779,
1795,
3738,
2879,
2645,
3302,
4389,
4495,
4322,
4630,
4702,
5751,
4823,
3236,
2706,
2266,
1855,
1322,
579,
336,
201,
204,
172,
370,
782,
1898,
3473,
2741,
2913,
3438,
4500,
4668,
4355,
5031,
5515,
6175,
5554,
4523,
3517,
3225,
3187,
3073,
2117
] |
[
1818,
1310,
1000,
624,
409,
433,
726,
1093,
1839,
2664,
3630,
4550,
4732,
4458,
4653,
4746,
4534,
3984,
3734,
3010,
2749,
2652,
2294,
1891,
1799,
1632,
1369,
846,
458,
568,
699,
1298,
1560,
2126,
2970,
3113,
3268,
3312,
2904,
3192,
2532,
2192,
1807,
1415,
1189,
906,
696,
411,
140,
115,
98,
100,
248,
611,
1619,
3408,
2651,
2603,
2617,
3385,
3524,
3442,
3663,
4163,
4939,
3835,
2607,
1916,
1511,
976,
1214,
406,
221,
85,
111,
105,
296,
688,
1824,
3438,
2627,
2502,
2857,
3692,
3967,
3705,
3962,
4426,
5411,
3994,
2738,
2119,
1627,
1186,
1107,
327
] |
[
"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: -18.95%",
"予測される変化率: [カラム_0] 予測される変化率: -82.01%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.67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: 24個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の5番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -18.95%",
"Forecasted change rate: [column_0] Forecasted change rate: -82.01%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.67 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 24",
"First turning point: [column_0] First turning point: at data point 5 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] ラグ 74 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 74.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
167,
106,
121,
85,
267,
688,
1686,
3443,
2514,
2481,
2834,
3765,
4059,
3905,
4065,
4352,
5203,
3937,
2882,
2084,
1580,
1408,
847,
365,
167,
142,
125,
86,
303,
672,
1738,
3356,
2578,
2456,
2966,
3747,
4263,
3974,
4095,
4518,
5521,
4323,
3193,
2531,
2132,
1810,
1229,
586,
335,
198,
190,
130,
306,
636,
1474,
3047,
2534,
2639,
3012,
4284,
4444,
4110,
4654,
4969,
5968,
5303,
4104,
3538,
3168,
3079,
2426,
2001,
1657,
1337,
953,
559,
294,
414,
569,
1106,
1699,
2575,
3460,
4110,
4526,
4483,
4691,
4801,
4664,
4691,
3738,
3185,
2740,
3373,
3117,
2519,
1918,
1733,
1401,
850,
549,
497,
707,
950,
1520,
2558,
3534,
3835,
4168,
4608,
4029,
3902,
3517,
3272,
2619,
2171,
1387,
1073,
1160,
519,
238,
86,
50,
132,
260,
644,
1671,
3356,
2875,
2940,
3239,
4189,
4199,
4082,
4179,
4478,
5307,
3912,
2773,
2161,
1758,
1059,
1095,
427,
135,
99,
92,
153,
261,
750,
1744,
3522,
2689,
2625,
3138,
4050,
4225,
3844,
4118,
4443,
5416,
4149,
2972,
2167,
1804,
1549,
745,
423,
221,
117,
95,
143,
316,
726,
1579,
3514,
2769,
2841,
3614,
4309,
4564,
4241,
4345,
4858,
5382,
4317,
2708,
2209,
1887,
1576,
999,
366,
266,
103,
99,
117,
345,
638,
1704,
3295,
2789,
2545,
3307,
4315,
4387,
3951,
3869,
4577,
5441,
4177,
2807,
2244,
1931,
1726,
1150,
682,
302,
272,
203,
184,
314,
676,
1771,
3413,
2683,
2818,
3497,
4262,
4545,
4240,
4530,
5225,
6192,
5691,
4363,
3290,
3039,
3360,
2981,
2321,
1729,
1339,
1028,
554,
300,
441,
587,
1025,
1648,
2448,
3543,
4602,
4763,
4381,
4564,
4967,
4729,
3998,
3530,
2957,
2712,
2854,
2498,
2182,
1766,
1597,
1412,
793,
595,
528,
599,
868,
1384,
2137,
3079,
3713,
3542,
3810,
3731,
3726,
3169,
2583,
2156,
1809,
1379,
1003,
775,
387,
193,
87,
88,
73,
277,
625,
1758,
3756,
2559,
2675,
2994,
3883,
4042,
3860,
4084,
4167,
4971,
3516,
2267,
1741,
1474,
1093,
712,
450,
123,
87,
115,
94,
282,
728,
1773,
3643,
2835,
2606,
3209,
4052,
4273,
3897,
4165,
4502,
5315,
4064,
2590,
2107,
1794,
1479,
1003,
396,
133,
114,
101,
68,
297,
697,
1653,
3539,
2657,
2770,
3158,
4399,
4305,
3922,
3938,
4173,
5084,
3784,
2551,
2000,
1612,
1453,
738,
301,
219,
114,
126,
91,
329,
652,
1672,
3730,
2827,
2677,
2689,
3496,
3853,
3660,
3793,
4231,
4967,
3685,
2436,
2128,
1887,
1580,
1070,
542,
219,
229,
116,
145,
309,
647,
1600,
2993,
2839,
2499,
2843,
3962,
4369,
4224,
4625,
5062,
5854,
5594,
4102,
3215,
2867,
2923,
2342,
1633,
1340,
1146,
759,
501,
312,
416,
484,
968,
1590,
2352,
2992,
3479,
3927,
3957,
4451,
4455,
4461,
4165,
3245,
2513,
2270,
3343,
2122,
1842,
1781,
1444,
1112,
719,
488,
484,
589,
783,
1268,
1958,
2869,
3386,
4062,
3897,
3663,
3380,
3280,
3381,
2420,
1802,
1293,
1008,
907,
404,
168,
122,
104,
95,
229,
606,
1524,
3208,
2356,
2540,
2996,
3888,
4102,
3882,
3991,
4342,
4666,
3573,
2326,
1746,
1321,
882,
630,
252,
117,
92,
53,
76,
240,
709,
1509,
3294,
2665,
2391,
2949,
3950,
3952,
3809,
4070,
4215,
5086,
3719,
2459,
1981,
1563,
1232,
817,
281,
151,
127,
99,
103,
281,
628,
1684,
3300
] |
[
2625,
2493,
3244,
4034,
4377,
3983,
4184,
4474,
5103,
3742,
2604,
1945,
1834,
1488,
1022,
321,
134,
92,
103,
62,
291,
631,
1677,
3343,
2677,
2594,
3079,
3844,
4179,
3865,
4113,
4270,
5352,
4049,
2707,
2075,
1849,
1600,
955,
427,
190,
134,
113,
134,
267,
693,
1536,
3096,
2641,
2891,
3041,
4090,
4571,
4305,
4632,
4900,
5603,
4914,
3630,
2993,
2601,
2490,
1887,
1540,
1293,
933,
539,
398,
259,
412,
611,
1047,
1548,
2024,
2931,
3886,
4270,
3620,
3860,
4064,
3888,
3501,
2784,
2197,
2086,
2352,
1772,
1560,
1315,
1216,
1066,
677,
485,
498,
621,
869
] |
[
"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: 1876.05%",
"予測される変化率: [カラム_0] 予測される変化率: -66.90%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.69倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 25個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 1876.05%",
"Forecasted change rate: [column_0] Forecasted change rate: -66.90%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.69 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 25",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
1329,
1924,
2898,
3088,
3128,
3284,
3497,
3430,
2796,
2354,
2013,
1602,
1286,
969,
894,
378,
176,
141,
119,
127,
330,
731,
1693,
3425,
2472,
2516,
3056,
4182,
4309,
3855,
4089,
4272,
4841,
3519,
2206,
1694,
1362,
943,
694,
325,
176,
150,
47,
86,
258,
689,
1728,
3353,
2574,
2552,
2988,
3801,
3904,
3762,
3793,
3632,
4572,
3599,
2250,
1847,
1461,
1256,
737,
332,
114,
104,
86,
102,
233,
673,
1742,
3365,
2421,
2418,
3318,
3978,
3987,
3549,
3967,
4131,
4920,
3683,
2443,
1871,
1854,
1238,
844,
375,
136,
94,
118,
137,
299,
685,
1707,
3238,
2748,
2322,
3170,
4018,
4344,
3995,
4079,
4342,
5319,
4118,
2771,
2423,
2097,
1555,
1056,
795,
262,
154,
148,
178,
299,
723,
1553,
2856,
2388,
2558,
3222,
4240,
4511,
4297,
4689,
4941,
5747,
4850,
3471,
2784,
2690,
2512,
2540,
1612,
1476,
961,
896,
640,
312,
349,
544,
936,
1492,
2084,
2852,
3616,
3794,
3894,
4274,
4088,
3944,
3443,
3069,
2464,
2193,
2355,
2063,
1637,
1549,
1154,
1057,
655,
488,
525,
605,
737,
1237,
2075,
2965,
3603,
4146,
4629,
4411,
4093,
3867,
3514,
2947,
2328,
2245,
1949,
1514,
884,
576,
416,
425,
402,
326,
251,
425,
719,
1258,
2136,
3054,
3958,
4518,
4058,
4069,
3565,
3222,
2963,
2062,
1742,
1174,
770,
860,
235,
155,
88,
52,
112,
289,
596,
1723,
3187,
2621,
2403,
2956,
3784,
4279,
3764,
4128,
4330,
4942,
3642,
2393,
1823,
1491,
1135,
741,
297,
159,
132,
74,
104,
281,
653,
1638,
3482,
2641,
2531,
3512,
4284,
4477,
4081,
4393,
4647,
5202,
4055,
2553,
1913,
1703,
1378,
809,
383
] |
[
235,
166,
90,
68,
297,
680,
1682,
3450,
2600,
2633,
3125,
3883,
3910,
3523,
3993,
4245,
5186,
4198,
2712,
2233,
2051,
1652,
1040,
727,
386,
236,
180,
180,
309,
619,
1529,
3221,
2542,
2417,
3232,
3639,
3989,
3986,
4494,
4533,
5778,
4890,
3443,
2794,
2717,
2853,
2064,
1818,
1384,
884,
819,
438,
238,
352,
669,
990,
1480,
2029,
2922,
3698,
3843,
4183,
4217,
4326,
4172,
4045,
3048,
2311,
2196,
2936,
2241,
2129,
1835,
1479,
1216,
836,
581,
520,
498,
716,
1230,
1905,
2818,
3398,
3710,
3948,
3776,
3691,
3149,
2494,
2109,
1624,
1254,
904,
707,
345
] |
[
"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: -71.18%",
"予測される変化率: [カラム_0] 予測される変化率: 46.81%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.68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: 19個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: -71.18%",
"Forecasted change rate: [column_0] Forecasted change rate: 46.81%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.68 times the mean)",
"Trend: [column_0] Trend continuation: upward trend continues",
"Turning points: [column_0] Turning points in forecast period: 19",
"First turning point: [column_0] First turning point: at data point 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 36 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] ラグ 78 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 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 weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 78.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 94."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
163,
128,
104,
96,
265,
582,
1595,
3218,
2499,
2506,
2927,
3893,
3857,
3430,
3512,
3958,
4538,
3206,
2173,
1581,
1403,
1019,
583,
279,
148,
94,
61,
68,
303,
676,
1670,
3386,
2709,
2773,
3282,
4152,
4283,
3894,
4064,
4090,
4759,
3673,
2424,
1836,
1576,
1309,
962,
351,
136,
118,
120,
84,
276,
676,
1672,
3413,
2684,
2806,
3547,
4400,
4712,
4317,
4487,
4591,
5012,
3730,
2450,
2016,
1612,
1521,
934,
419,
217,
147,
73,
123,
305,
668,
1724,
3447,
2855,
2769,
3408,
4253,
4536,
3932,
3973,
4338,
4495,
3200,
2429,
1943,
1768,
1549,
1044,
534,
331,
188,
295,
305,
354,
718,
1615,
3210,
2563,
2551,
2940,
3626,
4337,
3841,
4248,
4604,
5445,
4457,
3649,
2711,
2499,
2727,
1849,
1879,
1453,
1246,
727,
558,
356,
374,
618,
1041,
1508,
2194,
3253,
3906,
4336,
4477,
4545,
4502,
4296,
3514,
3121,
2576,
2075,
2021,
2290,
1655,
1494,
1402,
1170,
783,
503,
592,
654,
691,
1401,
2136,
3196,
3714,
3946,
3997,
3904,
3474,
3113,
2912,
2239,
1819,
1256,
935,
909,
272,
242,
118,
53,
127,
268,
525,
1408,
2958,
2304,
2401,
3127,
3993,
4432,
4311,
4326,
4227,
4959,
3452,
2493,
1907,
1481,
1084,
699,
321,
152,
125,
108,
136,
273,
607,
1605,
3013,
2411,
2891,
3459,
4327,
4889,
4705,
4732,
4680,
5199,
3880,
2804,
2001,
1699,
1146,
814,
337,
233,
104,
48,
96,
291,
660,
1626,
3082,
2520,
2979,
3931,
5034,
5003,
4897,
5078,
5148,
5400,
4121,
2780,
2200,
1881,
1501,
855,
357,
182,
119,
119,
118,
317,
724,
1522,
2995,
2288,
2601,
3228,
3829,
4103,
4133,
4224,
4091
] |
[
4519,
3778,
2773,
2159,
1984,
1613,
1023,
577,
261,
302,
273,
216,
276,
614,
1365,
2917,
2410,
2613,
3374,
4592,
4945,
4718,
4763,
5000,
5677,
4779,
3672,
3425,
3100,
2702,
1981,
1699,
1306,
1004,
876,
446,
363,
426,
567,
1131,
1587,
2312,
3304,
4248,
4553,
4261,
4435,
4782,
4482,
4407,
3291,
2904,
2454,
3329,
2085,
1752,
1679,
1441,
1475,
1015,
611,
565,
652,
849,
1439,
2223,
3315,
4083,
4633,
4688,
4213,
4029,
3684,
3479,
2494,
2188,
1664,
1141,
784,
322,
187,
137,
102,
165,
304,
601,
1489,
2919,
2343,
2871,
3231,
4299,
4860,
4742,
4662,
4533
] |
[
"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: 2409.82%",
"予測される変化率: [カラム_0] 予測される変化率: 0.31%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.70倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 23個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: 2409.82%",
"Forecasted change rate: [column_0] Forecasted change rate: 0.31%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.70 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 23",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 36 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 36.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
5191,
3669,
2549,
1914,
1645,
1234,
821,
354,
176,
73,
59,
105,
260,
585,
1526,
3122,
2529,
2541,
2787,
3601,
3860,
4109,
4122,
4261,
5122,
3938,
2498,
1875,
1429,
1180,
857,
376,
152,
82,
62,
89,
253,
650,
1545,
3062,
2540,
2683,
3760,
4650,
4695,
4482,
4794,
4889,
5442,
4255,
2966,
2220,
1698,
1611,
1120,
487,
220,
116,
62,
107,
292,
662,
1635,
3029,
2515,
2615,
3450,
4222,
4772,
4719,
4580,
4934,
5490,
4415,
3152,
2625,
2231,
2093,
1248,
565,
333,
293,
265,
269,
390,
657,
1533,
2856,
2549,
2769,
3794,
4631,
5623,
5336,
5275,
5839,
5705,
4937,
4051,
3571,
3458,
2874,
2132,
1882,
1587,
1161,
820,
575,
368,
444,
576,
983,
1769,
2546,
3716,
4367,
4980,
4947,
5106,
5026,
4547,
3951,
3531,
2740,
2592,
2639,
1888,
1819,
1515,
1322,
1207,
697,
587,
502,
569,
702,
1296,
1972,
3231,
3537,
3646,
3924,
3696,
4030,
3149,
2425,
2048,
1773,
1324,
917,
748,
294,
204,
227,
91,
170,
268,
635,
1795,
3242,
2496,
2754,
3248,
4050,
4400,
4232,
4235,
4382,
5050,
3677,
2576,
2108,
1627,
1111,
986,
369,
172,
86,
75,
96,
292,
662,
1721,
3222,
2440,
2441,
2745,
3538,
3799,
3502,
3956,
4135,
5038,
3676,
2718,
1914,
1637,
1424,
779,
308,
158,
90,
66,
68,
247,
652,
1629,
3306,
2776,
2598,
3254,
4028,
4385,
4096,
4258,
4607,
5037,
3986,
2614,
2023,
1765,
1394,
996,
411,
215,
101,
70,
82,
321,
677,
1651,
3150,
2643,
2635,
3091,
4304,
4497,
4266,
4537,
4960,
5452,
4479,
3284,
2605,
2159,
1889,
1420,
562,
298,
199,
151,
240,
288,
628,
1549,
3065,
2506,
2574,
3193,
4241,
4743,
4376,
5019,
5302,
5947,
5168,
4057,
3537,
3585,
3081,
2300,
1853,
1562,
1262,
799,
546,
423,
395,
701,
1030,
1801,
2685,
4192,
5174,
5266,
5135,
5435,
5692,
4948,
3962,
3784,
3212,
2864,
2654,
2064,
1825,
1646,
1276,
1094,
705,
607,
572,
581,
837,
1444,
2407,
3773,
4201,
5030,
5516,
4807,
4749,
3766,
2966,
2280,
1977,
1468,
1098,
706,
364,
135,
88,
58,
89,
277,
637,
1580,
3241,
2626,
2952,
3168,
4068,
4517,
4187,
4318,
4696,
5211,
3762,
2536,
1905,
1526,
1084,
694,
290,
130,
88,
71,
87,
250,
698,
1458,
3242,
2900,
2617,
3184,
4151,
4060,
4044,
4330,
4722,
5149,
4055,
2684,
2198,
1918,
1394,
892,
418,
162,
68,
74,
97,
347,
702,
1690,
3279,
2900,
2821,
3435,
4374,
4231,
4218,
4674,
4887,
5594,
4357,
3072,
2458,
1913,
1454,
1167,
390,
179,
154,
77,
93,
256,
616,
1715,
3278,
2619,
2498,
2913,
4073,
4527,
4230,
4534,
4895,
5641,
4297,
3104,
2564,
2096,
1830,
1206,
616,
245,
158,
171,
181,
285,
573,
1557,
2785,
2865,
2870,
3226,
4363,
4490,
4547,
4454,
4898,
5835,
5035,
3806,
3201,
2902,
2714,
2099,
1720,
1529,
986,
827,
518,
369,
365,
542,
1024,
1778,
3107,
3964,
4239,
4976,
4752,
5210,
4566,
4584,
3730,
3089,
2508,
2739,
2348,
2085,
1781,
1818,
1403,
985,
683,
758,
1542,
1082,
1707,
2433,
2878,
3913,
4369,
4569,
4375,
3813,
3776,
3481,
3159,
2406,
1630,
1210,
994,
1497,
412,
239,
106,
70,
91,
267,
595,
1573,
2953,
2555,
2539,
3047,
4073,
4305,
4129,
4120,
4412,
4912,
3270,
2034,
1712,
1484,
1051,
702,
278
] |
[
110,
72,
55,
105,
272,
620,
1614,
3329,
2744,
2453,
2931,
3771,
4236,
3970,
4133,
4472,
5354,
4272,
3039,
2043,
1714,
2103,
977,
369,
100,
114,
76,
77,
294,
626,
1611,
3336,
2742,
2616,
3277,
4584,
4547,
4139,
4531,
4713,
5390,
4188,
2892,
2261,
1961,
1726,
1146,
431,
194,
132,
78,
110,
314,
624,
1715,
3337,
2686,
2516,
3105,
3921,
4511,
4222,
4178,
4822,
5585,
4716,
3189,
2439,
2192,
1903,
1737,
674,
436,
229,
192,
231,
308,
674,
1605,
3303,
2764,
2930,
3302,
4404,
4774,
4499,
4838,
4821,
6350,
5898,
4540,
3541,
3472,
3726,
2565,
1852
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -94.64%",
"予測される変化率: [カラム_0] 予測される変化率: 1583.64%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.70倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 32個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の3番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -94.64%",
"Forecasted change rate: [column_0] Forecasted change rate: 1583.64%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.70 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 32",
"First turning point: [column_0] First turning point: at data point 3 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 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 |
[
1658,
1210,
1026,
520,
452,
398,
657,
1066,
1805,
2726,
3677,
4642,
5113,
5206,
5609,
5456,
5209,
4468,
4457,
3517,
3338,
3204,
2696,
2388,
2064,
1538,
1458,
767,
686,
508,
657,
883,
1480,
2571,
3441,
4034,
4575,
4695,
4839,
4751,
3909,
2955,
2441,
2043,
1484,
1068,
764,
367,
159,
119,
96,
106,
282,
574,
1554,
3425,
2604,
2481,
2757,
3453,
3757,
3634,
4121,
4244,
4711,
3607,
2303,
1735,
1479,
1018,
698,
211,
91,
93,
46,
75,
315,
839,
1750,
3676,
2852,
2909,
3411,
4249,
4719,
4196,
4678,
4809,
5372,
4247,
2896,
2304,
1884,
1197,
843,
339,
146,
83,
50,
105,
246,
662,
1671,
3370,
2792,
2683,
3104,
4175,
4348,
4180,
4344,
4805,
5592,
4281,
2985,
2489,
1902,
1318,
981,
352,
150,
157,
60,
90,
272,
674,
1660,
3604,
2935,
2824,
3312,
4295,
4613,
4580,
4672,
4916,
5832,
4732,
3372,
2761,
2305,
1700,
1287,
501,
324,
198,
188,
182,
348,
698,
1771,
3322,
3168,
2949,
3355,
4422,
4903,
4858,
5169,
5669,
6350,
6630,
4876,
3876,
3386,
3274,
3004,
2071,
1660,
1160,
864,
496,
382,
376,
491,
928,
1661,
2373,
3316,
4275,
4557,
4430,
4809,
4675,
4837,
4282,
3576,
3037,
2777,
2911,
2596,
2040,
2040,
1684,
1265,
810,
601,
471,
713,
829,
1499,
2187,
3352,
3652,
3903,
4171,
4427,
4393,
3903,
3082,
2417,
1930,
1755,
1250,
996,
399,
118,
112,
81,
135,
250,
607,
1773,
3524,
2724,
2849,
3181,
4213,
4352,
4206,
4396,
4734,
5617,
4218,
2643,
2161,
1783,
1309,
890,
283,
89,
54,
73,
52,
280,
727,
1734,
3600,
2780,
2586,
3049,
4038,
4364,
4026,
4325,
5003,
5698,
4979,
2940,
2310,
1780,
1804,
1015,
353,
120,
96,
94,
121,
309,
690,
1784,
3626,
3005,
2889,
3409,
4383,
4837,
4308,
4244,
4841,
5661,
4312,
2837,
1901,
1526,
1331,
872,
286,
156,
106,
75,
99,
336,
676,
1787,
3754,
3170,
2768,
3372,
4224,
4626,
4342,
4575,
4946,
6021,
5211,
3133,
2704,
2312,
2097,
1571,
501,
231,
190,
157,
189,
309,
718,
1704,
3500,
2940,
3107,
3543,
4368,
4898,
4466,
4971,
5251,
6125,
5144,
4019,
3488,
3191,
2459,
2327,
1673,
1470,
1053,
853,
518,
403,
397,
570,
1152,
1850,
2595,
3639,
4710,
5094,
4543,
4734,
4792,
5073,
4016,
3452,
2871,
2610,
2531,
2262,
1825,
1770,
1681,
1352,
702,
499,
557,
700,
889,
1742,
2460,
3446,
4236,
5117,
5032,
4951,
4570,
3714,
3641,
2466,
1990,
1597,
1274,
931,
420,
148,
91,
74,
78,
293,
639,
1649,
3443,
2918,
3010,
3280,
4383,
4567,
4704,
4637,
4928,
5437,
4047,
2665,
2294,
1763,
1163,
774,
318,
98,
55,
49,
89,
313,
724,
1753,
3714,
2881,
2805,
3302,
4176,
4604,
4252,
4374,
4784,
5834,
4150,
2912,
2378,
2209,
1322,
868,
280,
129,
93,
42,
72,
292,
666,
1768,
3534,
2888,
2762,
3265,
4251,
4576,
4296,
4615,
4920,
5829,
4628,
3250,
2376,
2272,
1713,
926,
352,
261,
85,
73,
88,
346,
744,
1781,
3638,
3068,
3116,
3547,
4714,
5208,
4762,
4795,
5128,
5811,
4679,
3337,
2717,
2480,
1697,
1204,
555,
292,
197,
149,
243,
335,
671,
1576,
3737,
2959,
2864,
3185,
3722,
3871,
3541,
4020,
4813,
5655,
4698,
3553,
3002,
2924,
2352,
2030,
1815,
1478,
954,
702,
461,
324,
464,
712,
1158
] |
[
1851,
2597,
3439,
4256,
4706,
4479,
4494,
4764,
4494,
3881,
3287,
2726,
2283,
1999,
1841,
1756,
1509,
1094,
1017,
650,
458,
483,
605,
932,
1411,
2315,
3073,
3952,
3897,
4039,
4035,
4293,
3070,
2177,
1863,
1480,
1202,
1016,
721,
378,
178,
97,
96,
107,
252,
635,
1622,
3314,
2504,
2688,
3019,
3724,
3604,
3571,
3586,
3985,
4999,
3514,
2463,
1951,
1603,
1043,
710,
281,
177,
87,
79,
66,
296,
686,
1760,
3655,
2846,
2829,
3480,
4327,
4485,
4144,
4280,
4725,
5456,
4071,
2940,
2280,
1849,
1269,
796,
304,
124,
95,
64,
72,
276,
684,
1766,
3665
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -30.16%",
"予測される変化率: [カラム_0] 予測される変化率: 98.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.71倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 22個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: -30.16%",
"Forecasted change rate: [column_0] Forecasted change rate: 98.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.71 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 22",
"First turning point: [column_0] First turning point: at data point 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] 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 does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 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
| 128 | 96 |
[
2975,
2796,
3229,
4314,
4573,
4276,
4365,
4858,
5229,
4213,
2718,
2160,
1710,
1306,
881,
358,
269,
146,
72,
88,
294,
684,
1674,
3716,
2914,
2727,
3312,
3988,
4596,
4111,
4373,
4719,
5627,
4334,
3089,
2507,
2028,
1609,
1133,
459,
278,
170,
142,
175,
285,
668,
1627,
3161,
3044,
2809,
3324,
4156,
4626,
4200,
4630,
5175,
5917,
5270,
4194,
3195,
3331,
3383,
2367,
1759,
1391,
1061,
789,
529,
474,
392,
610,
977,
1864,
2434,
3418,
4287,
5021,
5160,
4655,
4603,
4733,
3897,
3480,
2963,
3017,
2573,
1934,
1982,
1440,
1366,
1120,
633,
454,
492,
671,
918,
1519,
2244,
3120,
3801,
4425,
4301,
4052,
3832,
3551,
3455,
2577,
2113,
1419,
1177,
787,
409,
170,
93,
89,
73,
283,
612,
1676,
3506,
2708,
2777,
3411,
4247,
4344,
3984,
4268,
4501
] |
[
5139,
3909,
2595,
1917,
1562,
1059,
798,
283,
99,
87,
45,
73,
275,
671,
1590,
3632,
2817,
2440,
3172,
4046,
4167,
3800,
3922,
4191,
4869,
3490,
2423,
2059,
1835,
1209,
675,
237,
146,
120,
79,
56,
308,
722,
1712,
3645,
2988,
2990,
3438,
4262,
4447,
4028,
3984,
4222,
5118,
4092,
3051,
2168,
1899,
1648,
881,
401,
151,
113,
66,
96,
272,
644,
1660,
3534,
2701,
2494,
3280,
3691,
4306,
3988,
4234,
4397,
5288,
4053,
2977,
2118,
2017,
1678,
1062,
542,
237,
190,
132,
164,
278,
786,
1702,
3464,
3013,
2770,
3374,
4681,
4639,
4070,
4693,
4930
] |
[
"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: 51.29%",
"予測される変化率: [カラム_0] 予測される変化率: -4.07%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.68倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 24個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: 51.29%",
"Forecasted change rate: [column_0] Forecasted change rate: -4.07%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.68 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 24",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 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 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 48."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
5835,
5214,
4180,
3535,
3384,
2780,
2096,
1942,
1487,
1047,
920,
500,
300,
370,
618,
1046,
1839,
2446,
3220,
4219,
4500,
4658,
4474,
4581,
4431,
3853,
3353,
2737,
2584,
2725,
2292,
1698,
1521,
1141,
952,
570,
504,
519,
575,
960,
1505,
2057,
2946,
3526,
3845,
3761,
3712,
3538,
3261,
2371,
1930,
1550,
1221,
913,
710,
263,
206,
101,
84,
98,
220,
543,
1525,
3529,
2514,
2679,
3084,
3918,
4516,
3799,
4096,
4609,
5067,
3777,
2397,
1899,
1619,
1054,
709,
275,
155,
154,
64,
65,
270,
670,
1821,
3472,
2719,
2597,
3282,
4096,
4183,
4005,
4252,
4292,
5218,
3965,
2704,
2121,
1717,
1105,
820,
285,
136,
159,
68,
60,
314,
668,
1732,
3683,
2886,
2795,
3494,
4460,
4839,
4349,
4498,
4677,
5590,
4465,
2956,
2248,
1918,
1509,
948,
406,
151,
72,
96,
73,
297,
687,
1634,
3664,
2651,
2530,
2893,
4343,
4529,
3975,
4216,
4663,
5212,
4246,
2973,
2378,
2110,
1725,
1117,
476,
289,
176,
163,
157,
277,
637,
1693,
3392,
2943,
2857,
3539,
4235,
4315,
4003,
4291,
4639,
5768,
5276,
3886,
2851,
2833,
2756,
2990,
2227,
1595,
1176,
904,
427,
279,
408,
596,
931,
1566,
2301,
3170,
3728,
4178,
4563,
4202,
4365,
4235,
3730,
2996,
2554,
2413,
2759,
2181,
1946,
1566,
1396,
1072,
659,
544,
526,
707,
953,
1469,
2382,
2916,
3781,
3705,
3887,
3646,
3617,
3198,
2748,
2062,
1799,
1296,
951,
698,
296,
107,
83,
57,
58,
245,
545,
1661,
3896,
2848,
2544,
3039,
3749,
4107,
3557,
3894,
4251,
4783,
3749,
2492,
1863,
1624,
1120,
615,
217,
119,
70,
55,
89,
251,
620,
1905,
3942
] |
[
2989,
2774,
2680,
3488,
3613,
3256,
3678,
4008,
5269,
4810,
2703,
2087,
1735,
1151,
780,
364,
113,
93,
81,
85,
251,
670,
1837,
3631,
2577,
2557,
3222,
4101,
4249,
4011,
4236,
4414,
5267,
4126,
2740,
2261,
1902,
1437,
846,
359,
144,
112,
72,
120,
277,
661,
1629,
3550,
2932,
2388,
3256,
3952,
3874,
3690,
3763,
4186,
5552,
4410,
2986,
2524,
2135,
1566,
1244,
504,
218,
239,
168,
186,
316,
668,
1722,
3211,
2786,
2690,
3201,
4033,
4543,
4377,
4693,
5227,
6449,
5893,
4269,
3214,
3099,
3117,
3112,
1976,
1824,
1201,
1043,
679,
405,
340,
587,
1107
] |
[
"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: -32.44%",
"予測される変化率: [カラム_0] 予測される変化率: -62.96%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.70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: 27個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の3番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -32.44%",
"Forecasted change rate: [column_0] Forecasted change rate: -62.96%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.70 times the mean)",
"Trend: [column_0] Trend continuation: downward trend continues",
"Turning points: [column_0] Turning points in forecast period: 27",
"First turning point: [column_0] First turning point: at data point 3 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 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 92 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is 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 92."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
1743,
2431,
3335,
4104,
4699,
4695,
4739,
4737,
4309,
4041,
3436,
2857,
2748,
2575,
2132,
1824,
1571,
1221,
1162,
706,
503,
511,
580,
834,
1324,
1955,
2804,
3515,
3624,
3682,
3707,
3677,
3518,
2744,
2151,
1769,
1384,
998,
741,
364,
192,
109,
109,
105,
315,
528,
1535,
3187,
2647,
2999,
3598,
4534,
4696,
4660,
4473,
4858,
5508,
4169,
3095,
2070,
1776,
1389,
858,
389,
175,
116,
42,
97,
311,
697,
1667,
3345,
2810,
2876,
3450,
4495,
4917,
4817,
4649,
4987,
5445,
4206,
3093,
2232,
1901,
1610,
887,
427,
130,
104,
97,
136,
317,
651,
1760,
3521,
2613,
2668,
3356,
4000,
4437,
4227,
4275,
4906,
5279,
4120,
2981,
2210,
2134,
1545,
907,
348,
126,
92,
70,
62,
246,
579,
1671,
3253,
2603,
2883,
3533,
4244,
4620,
4380,
4487,
4734,
5667,
4564,
3364,
2528,
2367,
1672,
1104,
483,
293,
300,
195,
175,
285,
617,
1534,
3049,
2735,
2964,
3651,
4798,
5186,
4994,
5281,
5583,
6423,
5943,
4484,
3448,
3269,
3236,
3136,
2063,
1676,
1346,
989,
556,
356,
386,
649,
1184,
1685,
2303,
3462,
4352,
4602,
4694,
4886,
4593,
4249,
3987,
3215,
2694,
2553,
2989,
2203,
1754,
1538,
1138,
1165,
748,
527,
564,
802,
946,
1501,
2188,
3166,
3589,
4148,
4076,
3975,
3982,
3619,
3207,
2474,
2040,
1874,
1176,
821,
423,
181,
125,
67,
95,
262,
601,
1504,
3278,
2675,
3055,
3704,
4522,
4865,
4754,
4496,
4758,
5477,
3498,
2555,
1797,
1399,
983,
671,
276,
132,
65,
41,
91,
274,
651,
1820,
3501,
2747,
2924,
3610,
4397,
4793,
4554,
4597,
5568,
5772,
4472,
3328,
2573,
2101,
1408,
1049,
429,
173,
114,
95,
110,
298,
690,
1776,
3485,
2802,
3384,
4135,
5288,
5626,
5375,
5182,
5300,
5682,
4386,
3282,
2304,
1958,
1638,
1095,
354,
223,
112,
117,
131,
246,
690,
1695,
3280,
2505,
2748,
3718,
4772,
5131,
4479,
4461,
4958,
5540,
4917,
3650,
3276,
2733,
2560,
2298,
1093,
985,
611,
529,
531,
440,
399,
622,
1098,
2044,
3453,
3981,
4873,
5915,
5673,
5279,
4878,
4345,
3710,
3360,
2875,
2624,
2313,
2058,
1632,
1072,
922,
779,
506,
398,
400,
640,
1326,
2267,
3605,
4579,
4530,
4150,
3732,
3922,
3782,
4029,
4328,
3692,
3419,
2883,
2492,
2154,
1760,
1578,
1795,
1419,
655,
481,
582,
765,
1189,
1899,
2783,
3510,
3997,
4139,
4156,
3907,
3423,
2909,
2288,
1838,
1504,
1166,
628,
415,
154,
105,
83,
105,
236,
604,
1396,
2966,
2438,
2403,
2837,
3510,
3908,
3686,
3982,
4268,
5091,
3588,
2568,
2061,
1553,
1104,
793,
260,
121,
84,
47,
77,
253,
605,
1656,
3184,
2500,
2456,
2882,
3568,
3854,
3724,
3533,
3916,
4650,
3837,
2658,
1991,
1745,
1176,
753,
319,
154,
72,
76,
101,
284,
642,
1719,
3388,
2540,
2672,
3024,
3943,
4451,
4018,
4187,
4404,
5202,
4090,
2883,
2413,
1976,
1456,
903,
437,
133,
95,
80,
85,
251,
622,
1656,
3324,
2678,
2680,
3093,
4554,
4781,
4542,
4773,
5191,
5691,
4652,
3430,
3068,
2469,
1919,
1251,
549,
261,
223,
200,
166,
309,
608,
1523,
3320,
2587,
2756,
3350,
3937,
4320,
4148,
4589,
4952,
5630,
4875,
3862,
3359,
3294,
2545,
2209,
1701,
1418,
843,
708,
510,
326,
359,
735,
1169,
1832,
2265,
3269,
4093,
4434,
4596,
4592,
4794,
4692
] |
[
4530,
3654,
3280,
3232,
3165,
2742,
1977,
1707,
1236,
901,
710,
460,
565,
614,
783,
1341,
1937,
2931,
3312,
3754,
3740,
3489,
3284,
3261,
2512,
2037,
1749,
1376,
1144,
966,
355,
147,
84,
75,
92,
246,
600,
1584,
3569,
2713,
2493,
2897,
3802,
4027,
3698,
3896,
4018,
4843,
3756,
2432,
1952,
1709,
1257,
797,
333,
137,
118,
69,
93,
233,
616,
1747,
3764,
2877,
2530,
2977,
3990,
4010,
3841,
4200,
4399,
5052,
4032,
2990,
2327,
1784,
1636,
1177,
359,
171,
98,
86,
95,
251,
619,
1700,
3718,
2686,
2632,
3015,
3817,
3972,
3869,
4153,
5385,
5605
] |
[
"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: 169.19%",
"予測される変化率: [カラム_0] 予測される変化率: 23.73%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.69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: 19個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の12番目のデータポイント",
"ターニングポイントの方向: [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: 169.19%",
"Forecasted change rate: [column_0] Forecasted change rate: 23.73%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.69 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 19",
"First turning point: [column_0] First turning point: at data point 12 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 36 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 92 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data 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 92.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
4124,
2946,
2262,
1943,
1653,
985,
336,
183,
73,
84,
115,
291,
613,
1752,
3763,
2778,
2702,
2800,
3887,
4317,
3978,
4409,
4748,
5439,
4710,
3344,
2754,
2400,
1802,
1141,
670,
293,
140,
115,
143,
331,
676,
1650,
3525,
2738,
2692,
3208,
4411,
4763,
4670,
4693,
5190,
6049,
5183,
4241,
3607,
3482,
2911,
2357,
1799,
1637,
1082,
798,
424,
361,
390,
641,
1168,
1638,
2400,
3224,
4174,
4474,
4465,
4399,
4525,
4192,
3970,
3694,
2915,
2649,
2805,
2441,
1972,
1575,
1179,
1028,
623,
559,
873,
1290,
1562,
2103,
2409,
3430,
3874,
3852,
3703,
3643,
3425,
3309,
2489,
1773,
1345,
1030,
994,
683,
303,
120,
85,
74,
74,
205,
648,
1715,
3361,
2716,
2488,
2751,
3922,
4218,
3692,
3960,
4265,
5198,
3794,
2553,
2088,
1890,
1412,
759,
321,
115,
80,
58,
75,
384,
809,
1698,
3215,
2486,
2291,
2587,
3351,
3777,
3433,
3684,
3837,
4758,
3559,
2376,
2182,
1828,
1373,
826,
326,
179,
58,
89,
89,
282,
685,
1848,
3798,
2773,
2511,
2833,
3814,
4327,
3890,
4264,
4484,
5502,
4378,
3073,
2485,
2236,
1890,
1065,
442,
234,
136,
78,
107,
283,
628,
1690,
3360,
2915,
2781,
3106,
4258,
4374,
4158,
4488,
4758,
5603,
4627,
3301,
2759,
2441,
2049,
1328,
644,
260,
211,
168,
167,
338,
593,
1530,
3316,
2663,
2629,
2813,
3518,
4141,
3876,
3762,
4127,
4880,
4194,
3083,
2807,
2694,
2991,
2252,
1804,
1302,
1064,
780,
383,
338,
369,
659,
1102,
1855,
2414,
3130,
3586,
4277,
4118,
4261,
4255,
3807,
3262,
3236,
2732,
2794,
3102,
2230,
1643,
1374,
1043,
918,
587,
410,
522,
521,
816,
1375
] |
[
1982,
2759,
3393,
3835,
3790,
3903,
3689,
3479,
2788,
2426,
2131,
1963,
1298,
788,
406,
141,
102,
60,
104,
312,
595,
1540,
3402,
2583,
2710,
2907,
3951,
4079,
3952,
4291,
4586,
5320,
4119,
2877,
2217,
1967,
1293,
859,
421,
124,
131,
80,
112,
280,
669,
1719,
3444,
2872,
2530,
3010,
4003,
4388,
4046,
4217,
4612,
5262,
4845,
2831,
2363,
1976,
1590,
1145,
423,
217,
105,
63,
116,
308,
716,
1675,
3450,
2566,
2797,
3273,
4089,
4339,
3955,
3790,
4098,
4789,
3664,
2708,
2233,
1713,
1510,
949,
416,
161,
126,
77,
89,
264,
659,
1690,
3301,
2702
] |
[
"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: -66.66%",
"予測される変化率: [カラム_0] 予測される変化率: 36.33%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.69倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 25個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: -66.66%",
"Forecasted change rate: [column_0] Forecasted change rate: 36.33%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.69 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 25",
"First turning point: [column_0] First turning point: at data point 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 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 76 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] 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 36.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 76.",
"Stationarity: [column_0] The data is 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 |
[
2541,
2987,
3826,
4055,
4120,
4326,
4632,
5333,
4424,
3150,
2535,
2361,
1760,
1047,
526,
248,
158,
138,
183,
267,
729,
1727,
3104,
2702,
2504,
3001,
4148,
4328,
4085,
4712,
5146,
5898,
5104,
4065,
3326,
3045,
2915,
2156,
1708,
1255,
993,
740,
485,
270,
362,
613,
1027,
1820,
2592,
3049,
3804,
4259,
4339,
4716,
4494,
4445,
4408,
3929,
3369,
2745,
2674,
2421,
2079,
1486,
1281,
904,
582,
515,
488,
654,
854,
1489,
2064,
3225,
3736,
4151,
4173,
4155,
4085,
3205,
2398,
2017,
1824,
1408,
1298,
1045,
478,
217,
174,
109,
143,
255,
585,
1484,
2719,
2936,
4188,
4731,
5753,
5458,
4830,
4939,
5043,
5434,
4440,
3304,
2834,
2529,
2202,
2535,
1562,
964,
728,
439,
425,
408,
392,
593,
1094,
1754,
2400,
2607,
2965,
3299,
3308,
3525,
3358,
3432,
3314,
2864,
2113,
1560,
1202,
807,
386,
167,
110,
57,
97,
249,
616,
1749,
3225,
2602,
2895,
3686,
4353,
4487,
4125,
4218,
4358,
5159,
3912,
2667,
2243,
1830,
1358,
904,
430,
166,
85,
89,
85,
303,
678,
1712,
3439,
2720,
2741,
3252,
3904,
4206,
4140,
4266,
4517,
5516,
4701,
3726,
2816,
2383,
1983,
1396,
569,
308,
154,
141,
199,
312,
704,
1798,
3363,
2717,
2583,
3122,
4279,
4730,
4530,
4583,
4850,
5718,
4955,
4062,
3445,
3124,
2602,
2022,
1559,
1034,
745,
666,
400,
278,
315,
631,
924,
1615,
2278,
2924,
3479,
3874,
3994,
3821,
3933,
3793,
3642,
3369,
2799,
2227,
2254,
1950,
1350,
751,
1140,
1077,
425,
411,
479,
604,
723,
1227,
1830,
2651,
3285,
3662,
3798,
3843,
3592,
3206,
2890,
2344,
2022,
1693,
1175,
783,
378,
241,
106,
80,
81,
299,
574,
1652,
3284,
2511,
2815,
2805,
3799,
4180,
3864,
3782,
4288,
4896,
4117,
2458,
1994,
1609,
1003,
678,
309,
157,
102,
63,
61,
249,
633,
1757,
3350,
2557,
2532,
2852,
3711,
3957,
3928,
4111,
4472,
5391,
4139,
2881,
2333,
2010,
1453,
901,
379,
146,
84,
97,
80,
322,
710,
1848,
3231,
2563,
2620,
3084,
3835,
4245,
4062,
4100,
4551,
5204,
4146,
2978,
2395,
2002,
1466,
942,
445,
228,
97,
114,
80,
288,
633,
1838,
3508,
2621,
2705,
3160,
3926,
4022,
4216,
4502,
4838,
5711,
4713,
3629,
3333,
2594,
2173,
1235,
619,
365,
204,
255,
254,
311,
713,
1715,
3228,
2678,
2791,
3385,
4237,
4803,
4646,
4989,
5294,
6337,
5538,
4414,
3974,
3895,
3158,
2516,
2120,
1561,
1043,
957,
446,
321,
431,
514,
1006,
1812,
2486,
3225,
4122,
4520,
4584,
4471,
4771,
4392,
4205,
3531,
3212,
2937,
2872,
2705,
2140,
1547,
1400,
1165,
788,
476,
568,
542,
720,
1398,
2294,
2963,
3556,
3937,
4104,
3739,
3663,
3304,
2823,
2293,
1848,
1351,
1379,
1161,
395,
248,
74,
93,
119,
277,
758,
1650,
3160,
2208,
2466,
2951,
3703,
3956,
3811,
3956,
4550,
5482,
4043,
2767,
2446,
2050,
1439,
997,
390,
212,
91,
66,
90,
225,
712,
1771,
3321,
2431,
2353,
3063,
3792,
4595,
4045,
4350,
4642,
5691,
4680,
3263,
2757,
2705,
1638,
1060,
503,
218,
118,
65,
132,
262,
645,
1575,
3080,
2347,
2609,
3030,
4021,
4646,
4472,
4691,
5016,
5966,
4831,
3531,
2901,
2573,
2055,
1309,
544,
382,
155,
109,
113,
241,
699,
1781,
3537,
2713,
2679,
3130,
4046,
4596,
4288,
4603,
5057,
5846
] |
[
5092,
4082,
4349,
4782,
4119,
2686,
1634,
754,
373,
311,
285,
306,
620,
1612,
3238,
2652,
2804,
3307,
4196,
4610,
4281,
4561,
4915,
5950,
5669,
4612,
3873,
4000,
3238,
2625,
2051,
1596,
1183,
885,
506,
382,
427,
680,
1218,
1799,
2559,
3102,
3899,
4487,
5038,
5217,
5022,
4598,
4429,
4157,
3509,
3477,
2822,
2334,
1987,
1802,
1376,
1098,
680,
490,
655,
863,
1068,
1619,
2271,
3270,
3727,
4155,
4077,
4065,
3772,
3929,
3453,
3189,
2735,
2386,
1816,
1102,
552,
262,
116,
69,
106,
253,
567,
1485,
3400,
2465,
2559,
2718,
3465,
3704,
3677,
3688,
3895,
4864
] |
[
"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: 130.07%",
"予測される変化率: [カラム_0] 予測される変化率: -4.48%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.67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: 21個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 130.07%",
"Forecasted change rate: [column_0] Forecasted change rate: -4.48%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.67 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 21",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
3810,
2530,
2489,
1952,
1057,
875,
371,
286,
98,
63,
82,
257,
670,
1901,
3541,
2597,
2606,
2897,
3622,
3865,
3730,
3896,
4315,
5086,
4329,
2820,
2190,
1997,
1609,
846,
357,
164,
90,
69,
69,
266,
682,
1681,
3327,
2609,
2612,
3113,
3928,
4121,
3867,
4005,
4396,
5278,
4373,
3186,
2571,
2093,
1898,
961,
522,
204,
93,
109,
175,
277,
647,
1679,
3190,
2429,
2761,
3004,
3807,
4369,
4088,
4811,
4898,
5702,
4863,
3452,
3181,
2796,
2172,
1485,
593,
268,
225,
149,
244,
273,
690,
1804,
3445,
2856,
2838,
3411,
4291,
4851,
4277,
4805,
5093,
6025,
5367,
4451,
3644,
3459,
3089,
2453,
2287,
1522,
1122,
728,
504,
304,
428,
644,
1179,
2060,
2708,
3641,
4202,
4329,
4493,
4616,
4714,
4522,
4091,
3872,
3344,
3013,
2992,
2551,
2087,
1696,
1204,
1083,
749,
457,
580,
666,
937,
1771,
2503,
3158,
3731,
4099,
4277,
4168,
4153,
4247,
3374,
3047,
2451,
1959,
1454,
1105,
516,
288,
119,
68,
98,
311,
720,
1858,
3560,
2681,
2923,
3182,
4098,
4351,
4264,
4553,
4642,
5710,
4486,
3005,
2531,
2286,
1478,
1084,
414,
149,
73,
63,
90,
235,
677,
1671,
3442,
2826,
2925,
3283,
3954,
4546,
4083,
4222,
4697,
5183,
4199,
2958,
2483,
2139,
1417,
1002,
438,
195,
125,
80,
59,
283,
626,
1600,
3065,
2602,
2845,
3386,
4303,
4448,
4206,
4294,
4599,
5292,
4437,
3208,
2501,
2577,
2291,
1301,
528,
338,
129,
87,
104,
325,
659,
1771,
3096,
2482,
2773,
3193,
3923,
4202,
3959,
4300,
4576,
5501,
4633,
3413,
2948,
2899,
2151,
1591,
829,
307,
236,
189,
194,
304,
627,
1476,
2995,
2656
] |
[
2691,
3355,
4002,
4351,
4144,
4307,
4807,
5621,
5349,
4491,
3627,
3837,
3518,
2898,
2195,
1819,
1335,
778,
529,
331,
430,
728,
1185,
1852,
2503,
3535,
3975,
4247,
4454,
4654,
4542,
4333,
4218,
3732,
3293,
3674,
3332,
2489,
1998,
1821,
1421,
1144,
807,
470,
443,
654,
771,
1384,
2242,
3173,
3415,
3882,
3792,
3706,
3833,
3442,
3174,
2554,
2111,
1989,
1614,
1080,
553,
277,
142,
102,
84,
273,
622,
1473,
3177,
2415,
2683,
3009,
3920,
4265,
4104,
4133,
4276,
4983,
4048,
2779,
2165,
2024,
1521,
1130,
454,
185,
103,
71,
116,
301,
642,
1694,
3247,
2521
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -30.29%",
"予測される変化率: [カラム_0] 予測される変化率: -6.32%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.67倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 21個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の4番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -30.29%",
"Forecasted change rate: [column_0] Forecasted change rate: -6.32%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.67 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 21",
"First turning point: [column_0] First turning point: at data point 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
2868,
3195,
4011,
4386,
4252,
4413,
4779,
5495,
4472,
3359,
2694,
2608,
1960,
1178,
486,
208,
124,
100,
95,
269,
698,
1740,
3237,
2554,
3004,
3371,
4292,
4658,
4472,
4616,
5002,
5576,
4802,
3459,
2980,
2832,
2424,
1570,
548,
338,
151,
144,
111,
274,
642,
1711,
3478,
2497,
2606,
2973,
3565,
4052,
4238,
4394,
4753,
5788,
5023,
3112,
2590,
2767,
1969,
2136,
844,
413,
227,
175,
217,
272,
646,
1625,
3230,
2611,
2943,
3482,
4287,
4767,
4652,
4755,
5476,
6321,
5580,
4260,
3679,
4098,
3499,
2982,
2853,
2218,
1387,
878,
539,
376,
316,
697,
993,
1570,
2491,
3383,
3898,
4505,
4480,
4737,
4973,
4608,
4528,
3787,
3461,
3783,
3097,
2787,
2985,
1994,
1531,
1212,
716,
537,
607,
720,
795,
1328,
2143,
3425,
3925,
4070,
4482,
4682,
4619,
3845,
3236,
3063,
2571,
2971,
1908,
1445,
483,
341,
166,
89,
78,
286,
616,
1558,
3143,
2642,
2882,
3531,
4344,
4418,
4366,
4406,
4579,
5309,
4180,
2881,
2590,
3072,
2215,
1549,
621,
262,
182,
149,
111,
272,
700,
1621,
3289,
2455,
3050,
3375,
3948,
4217,
3935,
3984,
4314,
4938,
3954,
2963,
2546,
2890,
2093,
1321,
641,
199,
174,
105,
78,
254,
624,
1556,
3116,
2844,
3466,
4534,
4976,
4744,
4665,
4518,
4587,
5018,
4176,
3051,
2548,
2874,
2427,
1786,
602,
285,
160,
140,
83,
248,
669,
1683,
3170,
2642,
3011,
3525,
4157,
4450,
4310,
4648,
4855,
5809,
5227,
3958,
3266,
3235,
2432,
3478,
972,
422,
264,
150,
268,
296,
673,
1643,
3097,
2593,
2969,
3719,
4315,
4729,
4575,
4675,
5262,
5990,
5198,
4434,
3865,
4478,
3845,
4353,
2993,
2306
] |
[
1668,
1080,
594,
347,
386,
485,
906,
1427,
2281,
2856,
3523,
3891,
3933,
4281,
4177,
4314,
4197,
3791,
3371,
3986,
3945,
2549,
2085,
1632,
1406,
1116,
746,
476,
492,
582,
943,
1310,
1983,
2696,
3331,
3721,
3754,
4098,
3850,
3596,
3323,
2974,
2447,
3069,
2213,
1248,
536,
325,
137,
254,
160,
288,
569,
1411,
2906,
2571,
2989,
3565,
4350,
4471,
4553,
4583,
4576,
5381,
4194,
3181,
2702,
3190,
2278,
1255,
575,
232,
160,
90,
86,
262,
647,
1334,
2846,
2208,
2505,
3179,
3976,
4401,
4265,
4508,
4676,
5533,
4599,
3335,
2981,
3380,
2544,
1371,
618,
237
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -19.60%",
"予測される変化率: [カラム_0] 予測される変化率: -85.79%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.63倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 28個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: -19.60%",
"Forecasted change rate: [column_0] Forecasted change rate: -85.79%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.63 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 28",
"First turning point: [column_0] First turning point: at data point 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] 自己相関は弱いです。",
"部分自己相関: [カラム_0] ラグ 60 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"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 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
124,
35,
26,
16,
10,
28,
71,
291,
744,
641,
661,
1014,
1880,
1894,
1665,
1866,
2062,
2343,
1953,
1472,
1483,
1158,
958,
783,
374,
200,
142,
102,
40,
43,
25,
57,
145,
285,
529,
756,
1189,
1506,
1733,
1951,
1803,
1681,
1353,
1036,
906,
747,
707,
565,
311,
196,
176,
144,
52,
13,
22,
28,
86,
211,
421,
683,
897,
1433,
1481,
1633,
1468,
1384,
841,
621,
542,
399,
238,
116,
72,
40,
21,
12,
6,
26,
88,
289,
778,
747,
872,
1125,
1829,
1759,
1646,
1697,
1759,
1867,
1266,
831,
674,
398,
226,
102,
35,
25,
11,
15,
5,
31,
83,
337,
778,
666,
767,
1108,
1919,
2132,
1865,
1718,
1819,
1981,
1331,
995,
956,
553,
267,
148,
76,
37,
33,
17,
8,
15,
82,
322,
729,
696,
789,
1019,
1700,
2136,
1730,
1573,
1804,
1953,
1383,
948,
839,
607,
345,
126,
110,
35,
25,
14,
8,
25,
74,
283,
792,
745,
689,
853,
1836,
1983,
1678,
1765,
1807,
2121,
1363,
1033,
910,
592,
324,
191,
96,
54,
40,
25,
14,
15,
81,
263,
686,
655,
725,
1041,
1784,
1985,
1814,
1676,
1958,
2296,
1753,
1407,
1223,
1143,
754,
557,
360,
173,
103,
80,
33,
22,
24,
60,
104,
226,
401,
721,
1172,
2103,
1607,
1831,
1695,
1621,
1168,
1064,
941,
831,
654,
556,
307,
241,
130,
78,
43,
27,
40,
92,
82,
278,
451,
612,
889,
1236,
1259,
1352,
1388,
1288,
763,
670,
455,
310,
186,
134,
45,
23,
28,
12,
8,
15,
69,
316,
725,
645,
708,
915,
1742,
1951,
1699,
1707,
1701,
1976,
1347,
843,
679,
420,
208,
151,
44,
15,
17,
6,
5,
11,
97,
309,
793,
619,
747,
946,
1803,
1992,
1623,
1597,
1756,
1987,
1397,
1008,
927,
507,
322,
160,
72,
32,
18,
6,
5,
10,
86,
337,
742,
610,
698,
1057,
1774,
1882,
1729,
1731,
1805,
2146,
1393,
1091,
805,
537,
276,
154,
44,
40,
26,
17,
12,
10,
85,
281,
759,
682,
693,
1046,
1837,
1985,
1601,
1498,
1682,
1820,
1470,
1122,
995,
609,
367,
208,
76,
52,
19,
18,
9,
29,
78,
282,
704,
626,
717,
1112,
1774,
1934,
1605,
1759,
1989,
2417,
2031,
1612,
1419,
1394,
855,
624,
332,
213,
187,
101,
55,
24,
31,
67,
104,
202,
450,
746,
1119,
1324,
1535,
1639,
1674,
1563,
1084,
908,
902,
836,
695,
539,
382,
238,
193,
96,
47,
34,
19,
46,
70,
209,
508,
683,
1027,
1519,
1505,
1447,
1551,
1519,
881,
633,
552,
472,
221,
129,
54,
22,
18,
10,
2,
13,
75,
266,
685,
653,
774,
1020,
2007,
2015,
1787,
1720,
1747,
2056,
1389,
951,
807,
454,
227,
134,
36,
26,
14,
17,
6,
17,
65,
328,
708,
537,
759,
1120,
1925,
2038,
1645,
1726,
1833,
2216,
1447,
1071,
863,
511,
272,
201,
82,
34,
18,
31,
8,
16,
56,
344,
672,
667,
804,
1148,
1886,
2130,
1860,
1830,
1850,
1999,
1273,
1108,
867,
468,
284,
218,
110,
73,
22,
8,
10,
14,
125,
271,
665,
588,
629,
1001,
1736,
1928,
1608,
1739,
1744,
1993,
1345,
1064,
887,
539,
343,
217,
87,
48,
17,
12,
11,
2348,
2976,
289
] |
[
740,
585,
684,
1088,
1787,
1985,
1891,
1951,
1875,
2239,
1822,
1456,
1244,
1108,
989,
718,
404,
200,
87,
71,
48,
31,
31,
71,
148,
245,
526,
792,
1129,
1589,
1540,
1788,
1712,
1702,
1175,
1062,
832,
783,
767,
661,
345,
260,
217,
117,
58,
38,
12,
48,
79,
188,
342,
674,
918,
1279,
1451,
1367,
1358,
1266,
744,
652,
543,
435,
227,
139,
50,
24,
26,
13,
3,
23,
68,
310,
724,
643,
727,
990,
1890,
1933,
1598,
1336,
1633,
1680,
987,
699,
633,
391,
185,
102,
22,
26,
19,
21,
4,
16,
96,
324
] |
[
"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: 133.06%",
"予測される変化率: [カラム_0] 予測される変化率: -56.22%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.91倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 25個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: 133.06%",
"Forecasted change rate: [column_0] Forecasted change rate: -56.22%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.91 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 25",
"First turning point: [column_0] First turning point: at data point 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 |
[
778,
765,
875,
1072,
1815,
2016,
1790,
1535,
1675,
2017,
1435,
984,
915,
540,
302,
174,
89,
17,
22,
16,
9,
14,
82,
295,
678,
678,
758,
993,
1747,
1796,
1417,
1558,
1678,
1829,
1314,
971,
956,
532,
228,
108,
49,
36,
26,
27,
7,
18,
60,
280,
715,
679,
744,
898,
1740,
1726,
1344,
1464,
1609,
1895,
1385,
919,
874,
551,
273,
200,
107,
40,
33,
14,
9,
21,
79,
267,
681,
674,
688,
1021,
1785,
1985,
1731,
2209,
2719,
2602,
1774,
1360,
1170,
966,
820,
645,
313,
193,
98,
87,
24,
26,
31,
46,
144,
297,
423,
648,
1072,
1458,
1538,
1654,
1529,
1482,
970,
871,
722,
686,
553,
558,
313,
221,
188,
112,
53,
29,
31,
46,
63,
231,
372,
617,
993,
1400,
1689,
1737,
1838,
1815,
1010,
815,
607,
497,
269,
186,
98,
31,
11,
8,
4,
22,
60,
256,
646,
566,
676,
879,
1287,
1587,
1500,
1442,
1578,
1672,
1213,
864,
740,
412,
221,
171,
40,
47,
31,
20,
7,
17,
84,
280,
641,
616,
658,
892,
1371,
1612,
1500,
1508,
1509,
1517,
1286,
952,
817,
514,
248,
124,
64,
25,
26,
18,
10,
15,
82,
285,
662,
550,
722,
943,
1488,
1783,
1597,
1527,
1468,
1530,
1183,
838,
709,
488,
336,
177,
77,
31,
33,
19,
5,
20,
79,
266,
663,
558,
739,
864,
1441,
1663,
1499,
1485,
1506,
1682,
1338,
1055,
857,
577,
356,
172,
83,
50,
29,
20,
11,
16,
75,
243,
596,
533,
682,
955,
1592,
1932,
1624,
1599,
1804,
2046,
1659,
1287,
1115,
1084,
887,
523,
354,
206,
132,
76,
50,
24,
19,
70,
133,
313,
491,
752,
1070,
1433,
1550,
1741,
1696,
1498,
965,
806,
793,
629,
610,
470,
217,
148,
99,
83,
34,
25,
24,
28,
71,
258,
545,
696,
1107,
1446,
1279,
1468,
1441,
1459,
965,
829,
687,
599,
475,
250,
128,
76,
91,
72,
28,
16,
21,
33,
77,
235,
527,
703,
989,
1240,
1382,
1257,
950,
1249,
697,
358,
325,
256,
191,
82,
34,
19,
13,
14,
13,
9,
75,
250,
729,
518,
603,
872,
1278,
1581,
1346,
1356,
1316,
1394,
1028,
656,
588,
295,
211,
89,
23,
13,
10,
8,
10,
11,
62,
280,
608,
467,
493,
752,
1377,
1566,
1287,
1264,
1335,
1564,
1041,
610,
589,
371,
199,
114,
37,
20,
18,
13,
7,
15,
76,
297,
666,
497,
635,
865,
1549,
1841,
1467,
1418,
1523,
1662,
1169,
970,
716,
383,
327,
184,
61,
22,
20,
20,
12,
24,
62,
263,
597,
451,
618,
786,
1497,
1660,
1477,
1378,
1556,
1827,
1373,
1110,
1031,
757,
571,
373,
200,
145,
102,
59,
44,
18,
12,
54,
112,
205,
354,
670,
1082,
1581,
1675,
1414,
1324,
1280,
947,
735,
741,
522,
402,
430,
237,
202,
149,
77,
42,
25,
27,
27,
71,
179,
369,
570,
813,
1157,
1314,
1372,
1342,
1265,
785,
559,
382,
301,
145,
102,
42,
44,
44,
13,
11,
12,
67,
257,
611,
556,
595,
883,
1391,
1781,
1563,
1507,
1748,
1680,
1020,
752,
557,
344,
179,
116,
50,
31,
11,
5,
9,
18,
84,
274,
573,
494,
556,
759,
1429,
1529,
1475,
1323
] |
[
1449,
1641,
1109,
771,
699,
446,
230,
141,
77,
34,
16,
11,
14,
7,
72,
262,
623,
487,
603,
802,
1444,
1631,
1454,
1443,
1552,
1619,
1294,
883,
652,
352,
273,
180,
60,
33,
25,
29,
9,
12,
73,
256,
626,
523,
666,
865,
1544,
1729,
1552,
1449,
1573,
1727,
1283,
947,
776,
455,
314,
214,
75,
33,
36,
24,
13,
12,
65,
277,
589,
491,
690,
826,
1712,
1916,
1668,
1635,
1837,
2124,
1769,
1316,
1290,
1231,
797,
655,
326,
206,
116,
75,
53,
37,
30,
54,
76,
199,
394,
651,
1095,
1319,
1339,
1487
] |
[
"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: 70.05%",
"予測される変化率: [カラム_0] 予測される変化率: 2.62%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.90倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 26個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 70.05%",
"Forecasted change rate: [column_0] Forecasted change rate: 2.62%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.90 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 26",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 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 70 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 70.",
"Stationarity: [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 |
[
1579,
1356,
956,
763,
754,
652,
544,
424,
334,
199,
131,
97,
39,
27,
28,
28,
57,
162,
389,
508,
850,
1141,
1184,
1357,
1342,
1166,
708,
642,
500,
318,
187,
102,
30,
36,
12,
15,
6,
20,
69,
262,
579,
463,
639,
761,
1479,
1738,
1489,
1477,
1670,
1628,
1170,
810,
600,
434,
224,
121,
61,
62,
21,
10,
8,
12,
71,
290,
563,
505,
525,
766,
1309,
1556,
1270,
1324,
1441,
1637,
960,
693,
647,
378,
245,
126,
51,
42,
30,
17,
27,
14,
78,
243,
586,
483,
681,
889,
1541,
1705,
1458,
1389,
1591,
1718,
1264,
911,
793,
542,
317,
172,
69,
42,
23,
20,
7,
19,
65,
235,
560,
415,
568,
864,
1421,
1576,
1363,
1432,
1593,
1679,
1257,
865,
760,
537,
381,
245,
163,
96,
47,
36,
7,
51,
84,
243,
560,
450,
595,
858,
1588,
1811,
1537,
1546,
1857,
2176,
1674,
1341,
1066,
979,
714,
655,
370,
253,
149,
85,
36,
36,
15,
34,
73,
231,
335,
575,
897,
1323,
1346,
1492,
1632,
1347,
1077,
867,
713,
778,
559,
406,
314,
190,
153,
97,
43,
58,
48,
48,
82,
185,
374,
661,
1000,
1217,
1375,
1369,
1383,
1280,
732,
603,
472,
359,
231,
124,
94,
29,
28,
26,
16,
25,
58,
223,
535,
412,
562,
862,
1486,
1773,
1499,
1494,
1569,
1656,
1178,
783,
613,
356,
216,
129,
44,
25,
17,
16,
17,
12,
87,
254,
551,
400,
587,
814,
1300,
1540,
1473,
1541,
1423,
1382,
1182,
750,
798,
415,
246,
148,
64,
34,
41,
36,
11,
18,
71,
313
] |
[
610,
384,
533,
856,
1399,
1444,
1510,
1603,
1580,
1622,
1202,
773,
676,
491,
286,
144,
71,
42,
12,
22,
5,
22,
84,
232,
563,
389,
540,
814,
1407,
1555,
1386,
1287,
1462,
1607,
1161,
753,
616,
348,
250,
144,
44,
17,
27,
26,
10,
27,
70,
247,
547,
422,
633,
779,
1390,
1469,
1411,
1397,
1560,
1740,
1380,
1082,
947,
731,
643,
462,
193,
123,
95,
52,
24,
26,
17,
62,
84,
179,
402,
583,
963,
1178,
1410,
1559,
1547,
1355,
944,
729,
647,
626,
535,
417,
255,
155,
143,
101,
34,
28,
35,
43
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -80.18%",
"予測される変化率: [カラム_0] 予測される変化率: -92.95%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.91倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 26個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: -80.18%",
"Forecasted change rate: [column_0] Forecasted change rate: -92.95%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.91 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 26",
"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] ラグ 42 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 42.",
"Stationarity: [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 |
[
43,
146,
311,
575,
851,
1191,
1226,
1266,
1203,
1201,
761,
707,
513,
374,
349,
119,
52,
27,
7,
14,
11,
24,
76,
240,
518,
437,
539,
799,
1186,
1686,
1574,
1539,
1717,
1593,
1105,
709,
624,
384,
242,
113,
52,
36,
12,
21,
16,
18,
61,
237,
600,
415,
681,
951,
1711,
2016,
1863,
1843,
1797,
1820,
1428,
903,
750,
518,
256,
164,
45,
33,
22,
13,
26,
26,
74,
251,
613,
522,
640,
983,
1651,
1923,
1807,
1812,
1780,
1798,
1329,
857,
725,
498,
256,
152,
39,
36,
24,
29,
7,
30,
64,
212,
542,
474,
594,
890,
1645,
1817,
1672,
1731,
1733,
1817,
1419,
1085,
949,
454,
320,
181,
104,
29,
21,
32,
7,
30,
51,
213,
517,
474,
653,
976,
1423,
1808,
1641,
1697,
1771,
1785,
1569,
1198,
1020,
923,
619,
540,
286,
135,
68,
69,
25,
42,
40,
56,
64,
145,
338,
587,
787,
972,
1036,
1148,
1226,
1135,
934,
669,
619,
575,
411,
420,
203,
154,
90,
94,
40,
22,
10,
25,
50,
198,
337,
544,
1048,
1304,
1704,
1698,
1507,
1294,
726,
553,
475,
293,
200,
101,
36,
18,
13,
13,
7,
17,
53,
270,
570,
535,
628,
814,
1459,
1582,
1394,
1468,
1482,
1667,
1106,
683,
624,
289,
197,
96,
64,
37,
15,
8,
9,
19,
79,
268,
630,
478,
542,
775,
1439,
1595,
1377,
1500,
1600,
1785,
1290,
755,
713,
432,
272,
151,
71,
38,
21,
9,
3,
27,
61,
258,
594,
530,
730,
949,
1482,
1684,
1493,
1575,
1658,
1875,
1307,
965,
778,
509,
256,
169,
76,
28,
28,
13,
12,
25,
73,
243,
643,
486,
591,
926,
1723,
2154,
1904,
1705,
1595,
1899,
1480,
1054,
826,
575,
394,
206,
94,
28,
44,
36,
13,
37,
58,
212,
562,
594,
707,
995,
1634,
1983,
1725,
1698,
1617,
2155,
1638,
1293,
1211,
987,
735,
567,
302,
178,
79,
28,
33,
54,
25,
37,
82,
181,
467,
705,
1076,
1653,
1431,
1503,
1640,
1448,
977,
835,
745,
675,
501,
453,
281,
199,
125,
155,
45,
18,
21,
42,
58,
206,
553,
947,
1427,
1728,
2040,
1955,
1636,
1398,
898,
544,
440,
349,
198,
96,
44,
21,
14,
12,
4,
23,
86,
265,
674,
615,
781,
1117,
1854,
2145,
1759,
1802,
1905,
2096,
1501,
966,
856,
493,
303,
95,
38,
19,
16,
12,
6,
28,
68,
306,
737,
756,
801,
1022,
1796,
2210,
1824,
1773,
1923,
2064,
1488,
918,
853,
542,
326,
167,
56,
37,
29,
21,
12,
18,
57,
276,
700,
588,
848,
1087,
1950,
1983,
1492,
1454,
1434,
1790,
1210,
853,
685,
438,
230,
143,
31,
23,
10,
9,
5,
15,
65,
242,
721,
597,
674,
1061,
1814,
1886,
1982,
1932,
1855,
2128,
1454,
1056,
924,
480,
295,
165,
91,
45,
23,
22,
4,
23,
63,
273,
588,
552,
701,
976,
1886,
1820,
1528,
1611,
1860,
2086,
1542,
1282,
1082,
937,
957,
578,
297,
155,
96,
64,
35,
47,
21,
57,
96,
199,
469,
679,
1070,
1258,
1474,
1618,
1594,
1555,
1046,
914,
799,
648,
578,
468,
285,
193,
219,
106,
34,
33,
25,
31,
65,
190,
386,
574,
1055,
1350,
1526,
1572
] |
[
1473,
1335,
753,
628,
506,
339,
147,
115,
46,
10,
17,
14,
5,
14,
67,
266,
694,
630,
775,
948,
1782,
2021,
1683,
1638,
1886,
2013,
1281,
844,
810,
423,
212,
93,
36,
11,
17,
9,
8,
11,
72,
283,
717,
631,
756,
1158,
2088,
2176,
1656,
1694,
1758,
2062,
1389,
903,
823,
532,
244,
169,
54,
29,
12,
9,
13,
16,
68,
266,
691,
710,
842,
1185,
1945,
2224,
1824,
1794,
1826,
2009,
1580,
1085,
835,
581,
264,
118,
44,
25,
12,
17,
9,
17,
85,
265,
734,
655,
731,
999,
1716,
2033,
1675,
1613
] |
[
"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: 3555.81%",
"予測される変化率: [カラム_0] 予測される変化率: 9.50%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.93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: 26個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の10番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 3555.81%",
"Forecasted change rate: [column_0] Forecasted change rate: 9.50%",
"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: 26",
"First turning point: [column_0] First turning point: at data point 10 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な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 76 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 76.",
"Stationarity: [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 |
[
1754,
1887,
1363,
893,
856,
441,
313,
186,
77,
34,
24,
25,
5,
35,
71,
228,
661,
643,
753,
881,
1763,
1944,
1780,
1810,
2000,
2242,
1750,
1384,
1179,
1235,
710,
596,
350,
212,
131,
78,
32,
55,
40,
70,
106,
215,
444,
735,
1157,
1425,
1556,
1806,
1616,
1532,
1077,
933,
790,
718,
714,
578,
361,
179,
194,
163,
61,
30,
31,
44,
89,
188,
472,
637,
885,
1170,
1353,
1584,
1554,
1501,
858,
678,
678,
369,
192,
128,
51,
29,
6,
9,
6,
32,
73,
265,
751,
648,
741,
1041,
1787,
2118,
1688,
1752,
1919,
2091,
1258,
966,
885,
474,
226,
105,
25,
17,
18,
5,
10,
21,
82,
284,
795,
672,
706,
1059,
1793,
1813,
1666,
1552,
1643,
1893,
1315,
950,
827,
454,
229,
183,
52,
29,
19,
9,
12,
22,
74,
262,
709,
636,
848,
1102,
1798,
2227,
1830,
1626,
1871,
2086,
1445,
1021,
983,
548,
244,
140,
53,
35,
20,
7,
10,
16,
77,
256,
758,
599,
698,
970,
1579,
1881,
1468,
1632,
1811,
1907,
1534,
1070,
882,
628,
327,
189,
91,
63,
31,
27,
5,
30,
71,
278,
643,
586,
704,
1026,
1704,
1857,
1714,
1839,
2095,
2409,
1947,
1413,
1315,
1102,
772,
562,
272,
206,
119,
81,
48,
42,
34,
64,
90,
249,
484,
783,
1098,
1584,
1878,
1879,
1782,
1658,
1195,
992,
979,
675,
604,
494,
268,
162,
136,
99,
36,
39,
29,
44,
104,
327,
1017,
1695,
2348,
2686,
2699,
2208,
1696,
1311,
816,
648,
530,
368,
192,
99,
42,
19,
15,
13,
4,
37,
74,
287
] |
[
678,
631,
643,
866,
1585,
1670,
1613,
1551,
1771,
1900,
1338,
844,
741,
442,
171,
83,
47,
20,
15,
4,
8,
23,
80,
282,
700,
655,
771,
960,
1814,
2036,
1621,
1450,
1613,
1922,
1319,
912,
893,
556,
216,
179,
58,
31,
20,
15,
6,
21,
75,
273,
726,
673,
781,
1065,
1842,
2035,
1633,
1615,
1738,
2042,
1418,
981,
750,
531,
300,
117,
46,
29,
10,
11,
8,
33,
60,
284,
706,
692,
752,
1066,
1848,
2067,
1727,
1618,
1664,
1980,
1424,
1121,
961,
652,
334,
247,
101,
62,
36,
29,
3,
21,
66,
318
] |
[
"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: -83.64%",
"予測される変化率: [カラム_0] 予測される変化率: -53.10%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.93倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 26個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: -83.64%",
"Forecasted change rate: [column_0] Forecasted change rate: -53.10%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.93 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 26",
"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] ラグ 96 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 96.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
665,
701,
764,
972,
1944,
2270,
1775,
1792,
1898,
2393,
1792,
1477,
1395,
1027,
847,
581,
381,
180,
147,
67,
46,
36,
48,
70,
113,
297,
418,
710,
1120,
1387,
1514,
1798,
1649,
1565,
1120,
989,
897,
796,
617,
485,
265,
186,
161,
123,
59,
49,
14,
34,
84,
166,
379,
464,
737,
1268,
1377,
1614,
1355,
1394,
716,
558,
489,
327,
173,
123,
63,
26,
12,
14,
7,
24,
64,
263,
738,
729,
724,
977,
1623,
1996,
1576,
1731,
1752,
2064,
1218,
910,
761,
429,
180,
102,
49,
9,
13,
4,
3,
28,
75,
330,
690,
645,
783,
969,
1911,
1921,
1512,
1627,
1770,
1927,
1434,
915,
814,
529,
278,
186,
32,
25,
17,
6,
11,
30,
78,
281,
720,
611,
815,
1071,
1853,
2069,
1756,
1655,
1824,
2089,
1447,
976,
865,
516,
269,
165,
45,
29,
15,
9,
13,
20,
90,
341,
829,
689,
648,
959,
1647,
1766,
1491,
1610,
1856,
1991,
1508,
1129,
1039,
611,
314,
223,
75,
27,
31,
14,
17,
26,
69,
264,
660,
580,
553,
924,
1665,
1674,
1346,
1557,
1734,
2111,
1558,
1319,
1237,
955,
818,
506,
280,
188,
86,
41,
52,
43,
34,
72,
158,
321,
494,
936,
1175,
1445,
1636,
1744,
1808,
1698,
1018,
812,
785,
737,
706,
457,
204,
202,
189,
73,
44,
11,
25,
54,
69,
248,
450,
651,
935,
1239,
1374,
1509,
1409,
1261,
729,
662,
508,
346,
243,
118,
51,
40,
26,
9,
7,
11,
88,
279,
735,
688,
647,
998,
1664,
1701,
1488,
1484,
1427,
1447,
1096,
713,
674,
420,
149,
70
] |
[
29,
13,
10,
3,
7,
11,
88,
281,
709,
613,
791,
914,
1713,
1715,
1332,
1641,
1432,
1042,
978,
558,
576,
286,
147,
116,
41,
10,
13,
4,
9,
16,
61,
298,
725,
592,
670,
913,
1740,
1865,
1462,
1597,
1537,
1959,
1404,
918,
767,
569,
264,
114,
47,
30,
23,
10,
8,
16,
71,
284,
647,
647,
728,
971,
1702,
2031,
1778,
1680,
1565,
2321,
1448,
1158,
879,
611,
347,
283,
84,
44,
28,
17,
6,
36,
67,
227,
669,
581,
620,
982,
1710,
1841,
1851,
1664,
1578,
2349,
1633,
1340,
1230,
958,
697,
591
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -89.47%",
"予測される変化率: [カラム_0] 予測される変化率: 1937.93%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.89倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 28個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の4番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -89.47%",
"Forecasted change rate: [column_0] Forecasted change rate: 1937.93%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.89 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 28",
"First turning point: [column_0] First turning point: at data point 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
400,
198,
160,
87,
34,
43,
37,
45,
142,
206,
321,
646,
797,
1270,
1209,
1495,
1145,
1174,
1105,
813,
684,
557,
461,
422,
283,
167,
148,
96,
30,
47,
26,
35,
100,
212,
381,
580,
893,
1189,
1640,
1354,
1179,
1301,
753,
545,
502,
300,
189,
133,
57,
45,
15,
20,
15,
32,
87,
289,
584,
516,
624,
759,
1193,
1392,
1055,
1188,
1373,
1487,
1011,
715,
659,
410,
216,
95,
35,
25,
24,
3,
9,
13,
100,
260,
678,
628,
1139,
953,
1546,
1655,
1303,
1342,
1612,
1667,
1205,
803,
784,
493,
251,
123,
49,
19,
31,
12,
5,
17,
85,
253,
666,
582,
674,
807,
1515,
1804,
1446,
1512,
1532,
1802,
1355,
896,
689,
493,
264,
135,
50,
18,
19,
8,
13,
23,
90,
286,
701,
601,
661,
821,
1556,
1758,
1248,
1233,
1392,
1778,
1289,
915,
817,
518,
340,
189,
88,
54,
19,
16,
8,
19,
87,
247,
643,
517,
705,
992,
1530,
1542,
1395,
1178,
1483,
1802,
1569,
1300,
1149,
1068,
632,
533,
255,
205,
87,
65,
22,
34,
22,
79,
115,
247,
439,
648,
1099,
1428,
1477,
1589,
1616,
1599,
1079,
925,
752,
794,
648,
489,
273,
134,
127,
87,
38,
31,
17,
31,
88,
205,
414,
639,
853,
1211,
1215,
1132,
1255,
1085,
721,
556,
456,
333,
184,
106,
55,
17,
11,
12,
4,
15,
77,
243,
701,
709,
718,
778,
1207,
1667,
1368,
1301,
1575,
1800,
1185,
865,
685,
428,
243,
102,
24,
20,
12,
8,
5,
19,
89,
237,
751,
645,
672,
931,
1625,
1960,
1362,
1509,
1527,
1847,
1091,
793,
595,
419,
208,
111,
48,
13,
20,
14,
6,
13,
66,
257,
731,
652,
770,
856,
1488,
1841,
1565,
1644,
1667,
1852,
1488,
919,
897,
559,
311,
149,
56,
36,
24,
9,
3,
28,
73,
286,
669,
629,
725,
980,
1666,
1875,
1621,
1607,
1672,
2018,
1567,
1115,
773,
527,
300,
151,
71,
31,
20,
9,
3,
16,
83,
250,
626,
557,
762,
923,
1646,
1925,
1449,
1543,
1879,
1998,
1542,
1394,
1098,
1095,
902,
609,
395,
148,
102,
89,
69,
28,
41,
58,
140,
250,
417,
623,
1056,
1375,
1356,
1632,
1602,
1611,
1046,
798,
821,
850,
750,
569,
324,
321,
213,
198,
50,
29,
21,
48,
75,
197,
356,
564,
830,
1166,
1249,
1251,
1290,
1361,
1006,
621,
469,
329,
224,
88,
69,
26,
16,
10,
11,
20,
56,
227,
628,
666,
683,
941,
1775,
1826,
1573,
1533,
1647,
1902,
1268,
861,
727,
446,
269,
92,
39,
21,
13,
14,
14,
17,
92,
248,
733,
684,
1010,
1265,
1817,
2219,
1724,
1744,
1795,
2188,
1559,
1090,
961,
548,
312,
139,
61,
25,
20,
9,
10,
19,
74,
297,
673,
583,
869,
1181,
1852,
2168,
1629,
1681,
1590,
2007,
1473,
1027,
853,
562,
343,
184,
60,
26,
20,
12,
6,
15,
87,
218,
693,
643,
646,
898,
1409,
1596,
1307,
1177,
1399,
1686,
1106,
779,
660,
495,
309,
141,
103,
51,
39,
15,
8,
16,
89,
255,
654,
603,
752,
969,
1843,
2380,
1974,
2033,
2117,
2170,
1837,
1384,
1225,
1038,
758,
718,
261,
154,
120,
91,
50,
51,
35,
52
] |
[
104,
255,
421,
634,
973,
1240,
1508,
1454,
1508,
1349,
745,
746,
660,
609,
521,
446,
277,
149,
93,
91,
39,
35,
31,
46,
78,
228,
453,
681,
898,
1335,
1339,
1359,
1471,
1338,
995,
761,
580,
421,
315,
134,
63,
33,
23,
21,
6,
18,
64,
256,
694,
605,
704,
1033,
1934,
2266,
2044,
1989,
1949,
1995,
1455,
1033,
740,
349,
183,
96,
22,
10,
19,
22,
3,
11,
84,
250,
687,
611,
715,
985,
1649,
1994,
1788,
1826,
1850,
1961,
1423,
1182,
893,
641,
404,
187,
88,
51,
42,
10,
9,
19,
64,
260
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -87.00%",
"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0.92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: 22個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の7番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -87.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 150.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.92 times the mean)",
"Trend: [column_0] Trend continuation: upward trend continues",
"Turning points: [column_0] Turning points in forecast period: 22",
"First turning point: [column_0] First turning point: at data point 7 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な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 |
[
663,
607,
842,
990,
1632,
1988,
1805,
1796,
1682,
2075,
1423,
965,
885,
602,
295,
154,
75,
49,
11,
16,
8,
24,
77,
266,
677,
595,
752,
823,
1111,
1955,
1781,
1772,
1880,
2094,
1647,
1209,
1108,
592,
372,
205,
92,
69,
31,
38,
11,
22,
70,
221,
557,
587,
744,
1414,
2705,
2164,
1766,
1852,
1688,
2000,
1588,
1177,
947,
927,
767,
386,
217,
82,
95,
53,
46,
21,
34,
76,
114,
240,
426,
593,
848,
1005,
963,
892,
889,
1038,
836,
682,
611,
484,
451,
334,
217,
125,
94,
84,
58,
30,
13,
37,
66,
157,
320,
455,
655,
1018,
1075,
1105,
1118,
1155,
748,
487,
494,
253,
237,
97,
29,
26,
18,
33,
9,
22,
65,
230,
689,
584,
579,
855,
1509,
1777,
1612,
1765,
2019,
2121,
1610,
1092,
792,
528,
275,
147,
66,
26,
16,
14,
6,
17,
76,
248,
714,
668,
854,
1221,
2107,
2784,
2324,
2334,
2333,
2449,
1745,
1217,
1236,
606,
374,
136,
84,
42,
19,
19,
9,
18,
90,
257,
719,
794,
813,
1190,
1817,
2323,
2058,
2076,
2042,
2394,
1804,
1338,
1079,
729,
452,
203,
79,
50,
30,
13,
11,
19,
78,
253,
641,
619,
819,
1096,
1794,
2150,
1898,
2007,
1915,
2167,
1741,
1343,
1171,
693,
417,
236,
101,
57,
28,
26,
13,
25,
68,
230,
603,
572,
751,
955,
1824,
2005,
1858,
2034,
2086,
2056,
1782,
1424,
1282,
1305,
909,
576,
316,
115,
65,
57,
33,
16,
33,
56,
97,
289,
559,
774,
1145,
1591,
1682,
1769,
1766,
1674,
1368,
1103,
905,
898,
848,
644,
342,
197,
178,
111,
23,
16,
25,
56,
41,
149,
608,
319,
786,
1831,
622,
1465,
2661,
521,
1039,
1248,
231,
481,
411,
30,
62,
36,
14,
24,
21,
5,
71,
589,
268,
713,
1414,
318,
1621,
3263,
544,
1633,
3350,
451,
1390,
1745,
190,
447,
364,
47,
57,
32,
1,
7,
17,
1,
52,
728,
98,
594,
1401,
1474,
1907,
1561,
145,
1437,
3398,
141,
1332,
1818,
120,
486,
391,
6,
56,
39,
2,
14,
22,
0,
75,
856,
13,
623,
1604,
52,
1880,
3632,
1777,
1765,
2097,
151,
1777,
1236,
1543,
367,
197,
52,
33,
11,
15,
3,
11,
65,
230,
692,
132,
532,
766,
1245,
1493,
1957,
1965,
1426,
1952,
3448,
1113,
927,
739,
344,
247,
56,
32,
26,
15,
4,
7,
52,
184,
606,
652,
740,
945,
1700,
1972,
1788,
1786,
2007,
2428,
2099,
1730,
1412,
1381,
991,
647,
299,
200,
110,
57,
23,
23,
119,
54,
73,
180,
354,
712,
874,
1340,
1886,
2241,
2027,
2011,
1632,
1104,
1013,
863,
818,
594,
335,
217,
139,
99,
25,
25,
65,
126,
145,
285,
447,
642,
1073,
1464,
1542,
1543,
1109,
1507,
933,
848,
702,
535,
307,
126,
54,
36,
18,
15,
2,
20,
61,
199,
649,
666,
725,
1062,
1469,
1825,
1569,
1680,
1601,
1641,
1197,
942,
737,
511,
323,
123,
80,
29,
17,
7,
5,
9,
59,
202,
666,
597,
42,
751,
2427,
103,
1932,
3111,
24,
1764,
3372,
26,
1029,
1256,
12,
257,
174,
9,
14,
22,
0,
3,
10,
72,
218,
712,
669,
731,
896,
1740,
1684,
1566,
1882
] |
[
1528,
2033,
1674,
841,
879,
635,
283,
186,
58,
24,
11,
11,
2,
18,
86,
220,
736,
756,
494,
943,
1973,
1185,
1447,
1882,
1211,
2048,
1899,
709,
949,
744,
261,
177,
104,
28,
13,
35,
8,
24,
111,
151,
573,
870,
444,
941,
2637,
1035,
1733,
2767,
1213,
2298,
2642,
778,
1268,
1615,
495,
588,
313,
67,
119,
68,
10,
27,
42,
28,
92,
456,
234,
725,
1811,
583,
1725,
2970,
754,
1692,
1944,
410,
971,
1307,
288,
552,
353,
72,
154,
145,
9,
30,
64,
15,
74,
475,
157,
624,
1840,
315,
1541,
2634
] |
[
"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: 183.86%",
"予測される変化率: [カラム_0] 予測される変化率: 72.38%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.01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: 53個",
"最初のターニングポイント: [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: 183.86%",
"Forecasted change rate: [column_0] Forecasted change rate: 72.38%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.01 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 53",
"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 |
[
416,
1433,
1507,
129,
537,
673,
48,
179,
53,
16,
21,
14,
10,
10,
227,
76,
660,
1177,
59,
939,
3671,
195,
1805,
3617,
138,
2002,
2451,
67,
863,
796,
4,
138,
105,
2,
21,
38,
0,
13,
319,
12,
704,
1307,
46,
1001,
1877,
2187,
1402,
1626,
1928,
1825,
1367,
1137,
790,
540,
360,
142,
56,
34,
16,
10,
9,
17,
78,
339,
598,
577,
824,
699,
1596,
3371,
1553,
1696,
467,
1548,
1529,
1422,
645,
559,
357,
138,
58,
43,
10,
20,
16,
12,
73,
434,
535,
653,
900,
578,
1656,
2752,
919,
1688,
2459,
923,
1408,
1441,
443,
545,
458,
101,
91,
42,
23,
21,
13,
7,
74,
466,
391,
537,
1180,
493,
1690,
3051,
749,
1842,
2931,
967,
1798,
2085,
489,
1055,
1128,
186,
302,
227,
28,
60,
68,
18,
49,
194,
86,
392,
1154,
373,
1197,
3078,
600,
2084,
3168,
536,
1295,
1781,
223,
743,
1159,
120,
340,
400,
19,
82,
27,
23,
36,
54,
89,
208,
414,
567,
1000,
1271,
1353,
1350,
1444,
1161,
790,
589,
469,
354,
180,
90,
45,
20,
8,
14,
11,
20,
79,
231,
635,
590,
705,
837,
1497,
1845,
1543,
1526,
1587,
1783,
1342,
919,
741,
479,
237,
105,
57,
23,
21,
16,
7,
8,
91,
267,
623,
547,
659,
977,
1616,
1816,
1588,
1505,
1575,
1769,
1437,
1004,
892,
490,
300,
165,
49,
25,
23,
28,
8,
11,
65,
259,
632,
520,
575,
867,
1568,
1931,
1557,
1470,
1417,
1676,
1253,
888,
789,
460,
268,
178,
54,
43,
20,
16,
7,
19,
79,
211,
698,
607,
696,
854,
1727,
1944,
1472,
1482,
1622,
1740,
1523,
1211,
1178,
705,
330,
243,
124,
53,
24,
19,
15,
23,
79,
206,
627,
551,
1112,
703,
1276,
1442,
1331,
1395,
1596,
1996,
1619,
1441,
1390,
1119,
801,
483,
281,
140,
108,
89,
46,
27,
22,
53,
161,
290,
528,
674,
1018,
1232,
1229,
1375,
1443,
1475,
1471,
862,
725,
618,
464,
358,
388,
180,
126,
87,
61,
33,
30,
35,
63,
139,
434,
557,
830,
1049,
1268,
1279,
1405,
1227,
869,
771,
571,
356,
294,
168,
65,
30,
30,
8,
10,
16,
59,
190,
485,
458,
953,
1516,
2419,
2441,
1713,
1598,
1636,
1799,
1535,
1201,
1143,
738,
567,
443,
211,
90,
68,
64,
34,
18,
21,
44,
72,
163,
347,
476,
735,
880,
863,
826,
948,
899,
668,
546,
526,
330,
209,
103,
96,
36,
17,
9,
6,
19,
76,
248,
632,
536,
633,
877,
1449,
1816,
1568,
1520,
1477,
1556,
1252,
753,
761,
425,
230,
152,
78,
28,
17,
12,
7,
17,
78,
206,
636,
501,
580,
769,
1363,
1670,
1368,
1348,
1384,
1606,
1271,
863,
781,
483,
331,
223,
112,
30,
29,
3,
12,
13,
60,
216,
642,
461,
652,
931,
1708,
1922,
1558,
1696,
1604,
1974,
1647,
1461,
1211,
983,
844,
619,
227,
167,
109,
67,
24,
31,
46,
75,
159,
286,
506,
776,
1102,
1388,
1418,
1417,
1214,
1368,
1040,
987,
920,
884,
760,
543,
309,
228,
135,
76,
30,
29,
38,
40,
112,
217,
436,
593,
865,
999,
956,
991,
958,
1101,
817,
740,
666,
440,
349,
165
] |
[
88,
39,
23,
5,
6,
15,
91,
197,
605,
525,
689,
834,
1419,
1735,
1249,
1315,
1373,
1507,
1358,
980,
979,
592,
321,
167,
53,
34,
25,
6,
3,
19,
96,
258,
634,
520,
638,
813,
1444,
1463,
1103,
1131,
1389,
1523,
1348,
1091,
906,
640,
381,
208,
102,
51,
26,
22,
1,
22,
74,
221,
646,
559,
646,
888,
1436,
1561,
1258,
1282,
1362,
1696,
1481,
1284,
1104,
841,
451,
244,
78,
61,
34,
17,
15,
22,
74,
265,
642,
533,
735,
844,
1551,
1662,
1373,
1456,
1508,
1754,
1552,
1199,
1067,
638,
496,
314
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -60.34%",
"予測される変化率: [カラム_0] 予測される変化率: 256.82%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.96倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 24個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の4番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -60.34%",
"Forecasted change rate: [column_0] Forecasted change rate: 256.82%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.96 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 24",
"First turning point: [column_0] First turning point: at data point 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
123,
53,
37,
18,
10,
30,
77,
237,
542,
473,
599,
956,
1573,
1817,
1426,
1469,
1711,
1914,
1754,
1553,
1357,
1237,
967,
816,
443,
214,
116,
78,
60,
31,
30,
42,
175,
364,
757,
1151,
1587,
1596,
1617,
1431,
1401,
1423,
1240,
842,
793,
751,
600,
463,
373,
217,
157,
104,
36,
34,
18,
39,
85,
197,
384,
533,
866,
1078,
1155,
1282,
1225,
1255,
932,
741,
688,
473,
396,
187,
109,
45,
32,
15,
11,
20,
85,
231,
659,
546,
661,
776,
1510,
1863,
1624,
1514,
1599,
1734,
1252,
862,
745,
552,
360,
182,
74,
48,
29,
15,
8,
12,
93,
244,
641,
482,
651,
772,
1504,
1748,
1503,
1467,
1732,
1749,
1467,
1028,
848,
574,
356,
282,
77,
51,
30,
13,
6,
17,
119,
241,
586,
582,
662,
773,
1585,
1802,
1388,
1457,
1592,
1755,
1474,
1214,
1081,
853,
503,
349,
119,
49,
32,
28,
18,
23,
78,
265,
674,
517,
636,
779,
1491,
1478,
1206,
1107,
1251,
1637,
1536,
1221,
1175,
767,
646,
343,
126,
67,
42,
23,
15,
25,
85,
232,
623,
520,
638,
835,
1450,
1566,
1280,
1412,
1573,
1666,
1442,
1367,
1177,
1149,
894,
887,
495,
228,
176,
103,
74,
40,
25,
56,
91,
198,
441,
707,
999,
1218,
1299,
1489,
1471,
1346,
839,
550,
585,
414,
318,
242,
154,
116,
79,
61,
19,
3,
14,
42,
80,
106,
198,
354,
481,
747,
1029,
1009,
929,
1193,
841,
679,
581,
378,
252,
160,
79,
42,
20,
15,
11,
23,
68,
201,
626,
516,
1028,
955,
1428,
1739,
1463,
1574,
1672,
1760,
1292,
950,
800,
484,
267,
192,
59,
54,
30,
24,
4,
17,
99,
257,
658,
562,
683,
945,
1684,
1802,
1431,
1477,
1640,
1886,
1575,
1121,
1019,
656,
400,
269,
109,
52,
54,
30,
11,
19,
88,
245,
671,
560,
654,
840,
1474,
1806,
1401,
1398,
1550,
1765,
1343,
1081,
960,
605,
405,
293,
128,
79,
27,
22,
16,
15,
92,
255,
659,
652,
597,
818,
1299,
1476,
1106,
1188,
1425,
1463,
1303,
1153,
883,
620,
489,
323,
122,
109,
51,
28,
24,
14,
61,
234,
536,
528,
619,
900,
1447,
1648,
1418,
1428,
1382,
1705,
1585,
1469,
1237,
1125,
928,
680,
342,
236,
138,
113,
47,
21,
23,
70,
128,
242,
389,
684,
1165,
1719,
1875,
1373,
1306,
1211,
693,
613,
546,
545,
436,
505,
280,
210,
168,
107,
33,
30,
20,
63,
162,
277,
406,
580,
788,
756,
1245,
1355,
1186,
1240,
876,
736,
507,
440,
239,
119,
75,
25,
13,
8,
7,
21,
66,
254,
636,
501,
679,
902,
1529,
1723,
1599,
1574,
1626,
1705,
1310,
915,
810,
501,
321,
193,
90,
49,
21,
12,
12,
17,
82,
252,
579,
548,
681,
859,
1432,
1684,
1582,
1521,
1599,
1713,
1476,
978,
785,
628,
311,
210,
78,
41,
29,
14,
10,
13,
85,
266,
633,
551,
782,
1097,
1961,
1933,
1442,
1445,
1504,
1647,
1376,
1012,
908,
673,
442,
276,
167,
49,
29,
20,
6,
23,
66,
274,
669,
575,
750,
926,
1541,
1645,
1379,
1479,
1441,
1528,
1262,
883,
875,
524,
430,
311,
137,
67,
21,
29,
9,
17,
60,
244
] |
[
589,
512,
636,
929,
1506,
1614,
1532,
1430,
1676,
1961,
1630,
1442,
1182,
1077,
880,
623,
444,
255,
131,
104,
58,
21,
29,
83,
147,
270,
454,
798,
1014,
1267,
1361,
1705,
1487,
1375,
1191,
809,
790,
667,
551,
520,
452,
299,
196,
155,
52,
30,
22,
33,
112,
176,
440,
673,
900,
1240,
1271,
1282,
1309,
1315,
1041,
715,
607,
431,
334,
249,
101,
43,
30,
13,
16,
23,
71,
259,
598,
437,
651,
802,
1354,
1503,
1337,
1270,
1470,
1301,
1068,
797,
641,
465,
235,
139,
63,
27,
32,
68,
10,
13,
105,
296
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 98.37%",
"予測される変化率: [カラム_0] 予測される変化率: -49.75%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.86倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 18個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 98.37%",
"Forecasted change rate: [column_0] Forecasted change rate: -49.75%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.86 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 18",
"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 |
[
818,
519,
544,
821,
941,
1123,
1196,
1101,
1249,
1479,
1077,
847,
700,
541,
310,
243,
95,
53,
28,
15,
11,
14,
110,
256,
627,
532,
655,
819,
1640,
1775,
1610,
1552,
1638,
1595,
1426,
1101,
785,
623,
403,
192,
102,
74,
37,
11,
11,
16,
77,
212,
667,
469,
650,
821,
1464,
1707,
1441,
1034,
1142,
1368,
1030,
710,
625,
494,
236,
174,
92,
48,
42,
29,
11,
8,
79,
257,
513,
536,
643,
780,
1510,
1532,
1472,
1420,
1566,
1669,
1425,
1154,
921,
863,
667,
557,
383,
275,
150,
109,
37,
23,
35,
63,
105,
229,
480,
1143,
1978,
1707,
1603,
1482,
1301,
1251,
946,
806,
705,
596,
471,
448,
302,
173,
168,
98,
51,
26,
17,
33,
100,
156,
340,
561,
786,
1016,
1171,
1287,
1285,
1089,
778,
607,
510,
441,
191,
201,
68,
49,
22,
9,
11,
15,
69,
236,
624,
487,
605,
825,
1510,
1735,
1706,
1611,
1707,
1620,
1186,
888,
727,
424,
314,
186,
55,
56,
18,
18,
14,
14,
82,
251,
630,
496,
639,
1003,
1510,
1647,
1365,
1264,
1384,
1370,
1219,
971,
826,
622,
395,
247,
138,
49,
19,
16,
12,
14,
85,
318,
666,
751,
1712,
1122,
1482,
1299,
1044,
1054,
1123,
1374,
1018,
772,
767,
493,
453,
316,
136,
46,
32,
10,
11,
24,
78,
243,
539,
442,
591,
732,
1353,
1306,
1082,
1143,
1231,
1128,
936,
665,
603,
445,
267,
206,
100,
75,
35,
23,
17,
12,
71,
242,
575,
466,
559,
838,
1423,
1662,
1508,
1565,
1566,
1676,
1514,
1311,
1075,
1054,
742,
643,
488,
340,
243,
131,
59,
17,
32,
60,
99,
157,
425,
664,
851,
1110,
1469,
1518,
1432,
1246,
912,
844,
663,
524,
511,
392,
354,
196,
128,
93,
59,
30,
37,
44,
79,
154,
316,
545,
845,
1040,
1200,
1236,
1343,
1147,
923,
739,
512,
398,
249,
152,
84,
37,
16,
16,
11,
19,
70,
222,
423,
403,
585,
774,
1585,
1699,
1461,
1493,
1515,
1579,
1207,
1023,
762,
538,
361,
253,
114,
36,
25,
8,
15,
14,
81,
257,
518,
445,
580,
873,
1306,
1605,
1533,
1556,
1375,
1531,
1325,
1064,
847,
672,
420,
191,
137,
61,
10,
29,
19,
17,
79,
210,
495,
437,
648,
819,
1272,
1393,
1317,
1070,
1182,
1318,
1043,
890,
847,
599,
419,
296,
179,
100,
42,
18,
12,
22,
55,
174,
307,
401,
612,
858,
1157,
1315,
1339,
1422,
1259,
842,
751,
579,
427,
289,
291,
224,
111,
93,
51,
45,
21,
16,
17,
25,
27,
55,
131,
155,
313,
460,
445,
541,
531,
445,
400,
401,
363,
195,
209,
132,
66,
56,
29,
34,
22,
53,
78,
169,
360,
641,
930,
1285,
1838,
2249,
2216,
2153,
1841,
1613,
1312,
1063,
835,
479,
381,
297,
230,
97,
75,
76,
32,
13,
41,
40,
89,
187,
299,
530,
812,
1071,
1133,
1188,
1137,
1092,
824,
742,
561,
485,
365,
252,
170,
77,
28,
14,
9,
8,
25,
40,
48,
215,
356,
624,
868,
1073,
1285,
1304,
1279,
1109,
958,
770,
627,
448,
346,
223,
132,
61,
26,
12,
13,
30,
39,
93,
209,
255,
457,
738,
1024,
1265,
1352,
1377
] |
[
1394,
1216,
1090,
744,
711,
639,
344,
291,
118,
69,
27,
20,
15,
26,
46,
96,
185,
271,
466,
724,
795,
966,
957,
965,
821,
849,
785,
673,
700,
550,
415,
323,
180,
101,
36,
35,
10,
17,
38,
105,
175,
251,
370,
562,
733,
752,
867,
801,
661,
682,
702,
1014,
1580,
853,
1044,
964,
1261,
720,
342,
280,
99,
61,
41,
38,
34,
33,
136,
233,
386,
600,
637,
775,
807,
655,
709,
527,
548,
267,
279,
167,
114,
37,
39,
7,
8,
15,
18,
37,
78,
133,
356,
554,
901,
1241,
1273,
1366
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 68.34%",
"予測される変化率: [カラム_0] 予測される変化率: -2.01%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.89倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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: 68.34%",
"Forecasted change rate: [column_0] Forecasted change rate: -2.01%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.89 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 28",
"First turning point: [column_0] First turning point: at data point 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 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
| 256 | 96 |
[
1330,
1166,
771,
652,
602,
369,
397,
413,
200,
100,
103,
56,
33,
38,
19,
33,
51,
116,
287,
477,
676,
991,
1094,
1059,
1040,
1159,
850,
574,
497,
405,
225,
160,
81,
55,
16,
8,
3,
12,
53,
176,
389,
403,
610,
717,
1287,
1718,
1413,
1283,
1376,
1368,
1012,
795,
589,
439,
261,
167,
98,
23,
26,
6,
6,
8,
71,
196,
409,
368,
466,
701,
1217,
1530,
1354,
1334,
1487,
1490,
1104,
841,
674,
477,
272,
193,
99,
49,
26,
21,
5,
15,
69,
153,
419,
401,
508,
745,
1235,
1453,
1368,
1415,
1482,
1475,
1180,
809,
607,
445,
293,
171,
74,
45,
29,
6,
33,
26,
43,
177,
405,
336,
485,
677,
1220,
1436,
1346,
1380,
1392,
1411,
1123,
843,
706,
538,
355,
224,
92,
40,
34,
28,
23,
90,
73,
158,
370,
326,
524,
683,
1093,
1352,
1160,
1082,
1029,
1240,
1044,
955,
793,
782,
592,
453,
326,
132,
114,
69,
37,
24,
21,
81,
60,
173,
311,
449,
634,
867,
902,
966,
928,
901,
816,
662,
685,
596,
486,
368,
249,
151,
91,
70,
61,
15,
21,
27,
48,
148,
248,
461,
686,
831,
874,
916,
859,
940,
680,
527,
430,
446,
291,
156,
73,
39,
7,
20,
10,
21,
62,
217,
517,
389,
467,
634,
862,
968,
733,
752,
728,
867,
721,
551,
568,
380,
261,
114,
51,
33,
16,
9,
5,
19,
67,
184,
512,
419,
450,
636,
1069,
1196,
1047,
1117,
1192,
1355,
966,
623,
479,
280,
188,
158,
88,
19,
20,
7,
18,
10,
57,
176
] |
[
525,
391,
461,
709,
1255,
1421,
1336,
1377,
1472,
1550,
1298,
825,
650,
447,
332,
177,
103,
47,
35,
24,
6,
20,
60,
198,
483,
419,
551,
908,
1422,
1523,
1311,
1340,
1373,
1459,
1196,
859,
691,
504,
272,
219,
113,
40,
28,
30,
15,
25,
63,
201,
547,
395,
520,
622,
1318,
1462,
1271,
1311,
1346,
1550,
1406,
1054,
1033,
854,
672,
548,
311,
191,
137,
106,
47,
21,
25,
70,
94,
190,
369,
535,
753,
1040,
1143,
1090,
1098,
1102,
859,
647,
687,
582,
533,
338,
243,
289,
152,
91,
40,
22,
23,
32
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -86.77%",
"予測される変化率: [カラム_0] 予測される変化率: -93.90%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.89倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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: -86.77%",
"Forecasted change rate: [column_0] Forecasted change rate: -93.90%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.89 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 28",
"First turning point: [column_0] First turning point: at data point 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 90 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 90."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
73,
159,
323,
472,
686,
789,
989,
1001,
1072,
1061,
716,
535,
406,
320,
221,
105,
36,
19,
5,
4,
1,
15,
62,
190,
531,
432,
498,
640,
1164,
1308,
1257,
1020,
1257,
1377,
948,
650,
471,
341,
187,
155,
48,
13,
12,
5,
4,
14,
76,
223,
553,
432,
582,
650,
1239,
1451,
1508,
1420,
1278,
1472,
1124,
849,
711,
475,
296,
171,
94,
29,
34,
15,
10,
14,
74,
192,
583,
467,
591,
731,
1377,
1491,
1456,
1295,
1423,
1524,
1280,
896,
773,
474,
339,
193,
104,
59,
30,
14,
9,
17,
70,
206,
554,
450,
584,
684,
1290,
1513,
1246,
1276,
1362,
1487,
1216,
876,
782,
582,
437,
229,
121,
66,
29,
20,
18,
10,
64,
195,
542,
448,
580,
724,
1263,
1371,
1327,
1087,
1228,
1423,
1259,
1203,
853,
848,
644,
533,
360,
236,
74,
76,
21,
17,
30,
51,
104,
194,
343,
467,
746,
1023,
1198,
1242,
1274,
1201,
954,
790,
636,
609,
534,
466,
283,
189,
122,
116,
45,
19,
20,
45,
66,
180,
310,
594,
741,
1055,
1085,
1223,
1227,
1111,
916,
618,
417,
410,
224,
187,
81,
37,
26,
12,
7,
14,
73,
174,
465,
398,
627,
746,
1284,
1578,
1561,
1501,
1537,
1480,
1130,
840,
672,
551,
452,
305,
215,
109,
79,
28,
16,
9,
26,
34,
174,
433,
1002,
952,
1065,
952,
1035,
1044,
937,
1008,
726,
537,
457,
398,
384,
193,
121,
41,
42,
18,
7,
11,
73,
190,
627,
600,
729,
905,
1560,
1667,
1611,
1574,
1526,
1533,
1212,
830,
663,
452,
276,
192,
138,
74,
73,
33,
22,
17,
79,
214,
564,
483,
623,
804,
1375,
1654,
1289,
1416,
1416,
1409,
1179,
925,
773,
473,
335,
264,
101,
52,
24,
15,
17,
19,
69,
192,
562,
442,
628,
817,
1354,
1607,
1432,
1409,
1463,
1706,
1359,
983,
828,
760,
547,
524,
264,
149,
97,
55,
31,
35,
15,
43,
117,
221,
389,
643,
977,
1075,
1110,
1067,
1134,
1068,
863,
760,
642,
513,
516,
425,
314,
160,
172,
98,
58,
24,
18,
25,
74,
138,
255,
537,
739,
924,
900,
818,
873,
717,
491,
386,
319,
213,
224,
212,
76,
34,
30,
9,
5,
20,
68,
241,
572,
453,
588,
726,
1348,
1596,
1380,
1229,
1366,
1432,
1124,
766,
629,
448,
219,
145,
38,
54,
23,
6,
2,
19,
77,
255,
669,
465,
572,
684,
1246,
1417,
1109,
1064,
1127,
1326,
1040,
767,
703,
456,
254,
205,
96,
34,
28,
15,
12,
15,
71,
229,
690,
505,
506,
639,
1330,
1388,
1075,
1232,
1216,
1274,
1091,
777,
694,
472,
346,
240,
97,
43,
24,
16,
7,
20,
60,
244,
648,
442,
457,
628,
1056,
1048,
1132,
1092,
1253,
1439,
1091,
719,
661,
449,
262,
192,
73,
33,
41,
16,
4,
13,
70,
238,
657,
465,
459,
722,
1118,
1410,
1306,
1334,
1407,
1538,
1430,
1036,
905,
714,
531,
517,
299,
228,
158,
90,
51,
24,
26,
69,
95,
214,
380,
585,
934,
1131,
1310,
1322,
1453,
1233,
1076,
771,
748,
591,
469,
459,
302,
208,
136,
133,
54,
28,
36,
39,
74,
176,
334,
549,
781,
939,
1097,
1008
] |
[
944,
880,
645,
572,
503,
396,
306,
171,
73,
40,
12,
13,
16,
17,
75,
220,
627,
621,
581,
856,
1419,
1513,
1095,
1070,
1202,
1450,
1082,
729,
680,
398,
245,
155,
81,
50,
11,
9,
9,
19,
89,
241,
662,
544,
557,
737,
1348,
1425,
1096,
1187,
1146,
1567,
1113,
882,
812,
509,
263,
205,
93,
57,
29,
17,
10,
21,
73,
270,
608,
557,
628,
910,
1371,
1590,
1354,
1328,
1387,
1357,
1219,
814,
671,
459,
312,
190,
72,
42,
23,
17,
13,
24,
83,
253,
634,
512,
664,
860,
1487,
1522,
1294,
1214
] |
[
"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: 1280.82%",
"予測される変化率: [カラム_0] 予測される変化率: 28.60%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.86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: 23個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の11番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 1280.82%",
"Forecasted change rate: [column_0] Forecasted change rate: 28.60%",
"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: 23",
"First turning point: [column_0] First turning point: at data point 11 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 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 |
[
942,
1565,
1069,
624,
521,
355,
238,
224,
101,
31,
11,
14,
20,
22,
66,
234,
564,
483,
584,
914,
1399,
1600,
1513,
1413,
1597,
1839,
1548,
1195,
1147,
951,
756,
510,
408,
259,
119,
125,
33,
22,
32,
60,
89,
191,
334,
555,
887,
1209,
1461,
1854,
1555,
1416,
1066,
770,
858,
762,
638,
673,
383,
243,
125,
91,
34,
10,
23,
45,
67,
180,
407,
797,
1213,
1565,
1573,
1561,
1477,
1510,
1064,
961,
809,
545,
410,
326,
97,
51,
17,
10,
12,
23,
71,
253,
708,
571,
654,
843,
1503,
1662,
1369,
1524,
1497,
1702,
1201,
903,
723,
448,
273,
211,
85,
50,
18,
14,
6,
23,
98,
295,
672,
646,
635,
942,
1589,
1719,
1325,
1550,
1581,
1746,
1366,
1042,
846,
587,
346,
232,
77,
22,
31,
13,
8,
24,
86,
262,
714,
663,
764,
1007,
1740,
1914,
1617,
1586,
1734,
1826,
1371,
1031,
788,
526,
357,
212,
78,
45,
17,
14,
12,
9,
86,
231,
692,
571,
583,
856,
1734,
1839,
1432,
1553,
1615,
1971,
1459,
1023,
964,
596,
399,
201,
116,
40,
22,
12,
17,
17,
67,
246,
600,
553,
623,
908,
1691,
1809,
1378,
1279,
1469,
1799,
1545,
1356,
1273,
1063,
861,
629,
435,
262,
147,
128,
57,
28,
35,
64,
102,
196,
405,
716,
994,
1228,
1234,
1467,
1241,
1254,
1031,
879,
943,
811,
655,
448,
369,
266,
196,
130,
40,
25,
39,
47,
71,
186,
378,
663,
982,
1226,
1414,
1314,
1325,
1287,
936,
853,
711,
504,
326,
206,
92,
26,
15,
15,
9,
16,
84,
216,
681,
648,
696,
1087,
1788,
2078,
1699,
1656,
1669,
1856,
1394,
980,
697,
456,
211,
142,
52,
32,
11,
7,
7,
18,
91,
246,
891,
736,
719,
1030,
1747,
1988,
1902,
2985,
3435,
2470,
2140,
1189,
946,
564,
303,
228,
101,
32,
19,
16,
1,
13,
72,
229,
698,
633,
733,
957,
1817,
2135,
1760,
1866,
1876,
1951,
1558,
1146,
890,
587,
267,
199,
87,
48,
30,
17,
9,
14,
68,
236,
744,
587,
731,
959,
1837,
2005,
1821,
1980,
1894,
2075,
1578,
1227,
1030,
647,
439,
257,
137,
86,
55,
22,
26,
16,
82,
236,
699,
627,
826,
943,
1644,
1880,
1581,
1394,
1516,
1678,
1634,
1427,
1285,
1301,
868,
746,
443,
248,
158,
99,
46,
41,
37,
53,
88,
227,
389,
722,
976,
1258,
1544,
1834,
1564,
1478,
1171,
858,
962,
879,
614,
554,
298,
225,
188,
134,
65,
11,
24,
45,
65,
174,
348,
568,
937,
1456,
1488,
1635,
1499,
1372,
1042,
818,
587,
456,
284,
179,
52,
47,
16,
5,
8,
8,
85,
219,
781,
824,
908,
1353,
2061,
2364,
2063,
2153,
2187,
2455,
1622,
1050,
812,
463,
221,
100,
36,
25,
16,
10,
14,
19,
110,
270,
789,
754,
985,
1214,
2261,
2455,
2072,
2013,
2119,
2217,
1677,
1165,
965,
528,
311,
152,
51,
41,
16,
10,
11,
10,
86,
261,
814,
709,
866,
1386,
2377,
2520,
2064,
2013,
1974,
2223,
1544,
1347,
1013,
554,
353,
156,
92,
55,
32,
17,
5,
18,
59,
252,
760,
760,
842,
1274,
2283,
2346,
1776,
1833,
1926,
2207,
1794,
1357,
1134,
708,
470,
292
] |
[
109,
117,
36,
23,
11,
14,
92,
218,
668,
692,
751,
890,
1733,
2135,
1655,
1761,
2057,
2323,
1817,
1504,
1328,
1150,
1016,
776,
459,
323,
202,
96,
49,
18,
21,
64,
108,
249,
402,
742,
1146,
1588,
1453,
1189,
1157,
1100,
835,
734,
766,
1010,
606,
487,
259,
134,
144,
90,
44,
27,
17,
43,
105,
195,
405,
634,
923,
1309,
1323,
1551,
1513,
1494,
997,
629,
491,
306,
263,
201,
97,
92,
65,
17,
30,
25,
13,
40,
197,
584,
1491,
2431,
2123,
1582,
1538,
1390,
1284,
1280,
960,
579,
481,
402,
271,
85
] |
[
"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: -69.00%",
"予測される変化率: [カラム_0] 予測される変化率: -22.02%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.91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: 18個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: -69.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -22.02%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.91 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 18",
"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 |
[
48,
24,
6,
13,
13,
18,
72,
274,
754,
795,
948,
1260,
2157,
2312,
2002,
1880,
1964,
2287,
1516,
1143,
829,
642,
282,
208,
61,
45,
20,
8,
7,
16,
70,
253,
730,
749,
821,
1022,
1861,
2331,
1940,
1878,
2179,
2307,
1656,
1200,
1079,
633,
309,
176,
65,
47,
20,
12,
9,
12,
78,
228,
727,
740,
990,
1218,
2019,
2223,
1787,
1990,
1996,
2324,
1713,
1259,
1024,
594,
397,
194,
99,
27,
24,
17,
11,
20,
96,
210,
625,
644,
767,
1091,
1945,
2301,
1839,
1824,
1944,
2119,
2073,
1652,
1399,
1305,
934,
812,
457,
284,
193,
92,
47,
37,
42,
52,
104,
226,
425,
683,
1232,
1873,
1710,
1655,
1856,
1712,
1424,
1217,
1041,
993,
819,
727,
421,
284,
205,
146,
60,
41,
51,
226,
367,
384,
782,
1109,
1474,
1378,
1346,
1360,
1383,
1391,
1095,
854,
677,
546,
297,
198,
119,
77,
14,
4,
11,
23,
89,
205,
796,
742,
827,
1160,
1947,
2270,
1842,
1691,
1762,
2306,
1591,
1213,
877,
545,
277,
112,
93,
30,
27,
14,
6,
15,
89,
241,
708,
701,
879,
1164,
2217,
2267,
1675,
1542,
1662,
2042,
1481,
1262,
1038,
730,
372,
252,
80,
66,
29,
15,
13,
22,
82,
269,
770,
804,
831,
1145,
2005,
2181,
1791,
1683,
1769,
2292,
1480,
1218,
1093,
651,
401,
226,
105,
91,
32,
16,
15,
23,
72,
232,
693,
689,
798,
1093,
1880,
2017,
1768,
1689,
1778,
2062,
1622,
1300,
1121,
791,
448,
262,
112,
62,
52,
18,
8,
15,
76,
208,
674,
643,
674,
993,
1797,
2231,
1864,
1732,
1906,
2291,
1988,
1963,
1385,
1167,
839,
789,
482,
282,
188,
106,
85,
46,
33,
51,
110,
249,
405,
668,
1205,
1443,
1529,
1753,
1727,
1686,
1330,
1069,
1052,
814,
775,
684,
464,
335,
288,
205,
80,
20,
25,
40,
98,
210,
450,
904,
1480,
1857,
1705,
1565,
1373,
1429,
934,
730,
656,
465,
298,
166,
59,
30,
18,
4,
12,
12,
77,
201,
716,
680,
790,
1060,
1786,
2143,
1743,
1762,
1836,
2110,
1478,
894,
831,
482,
225,
129,
60,
30,
11,
17,
12,
18,
89,
248,
759,
810,
879,
1093,
1992,
2113,
1868,
1876,
1889,
2218,
1658,
1156,
980,
541,
327,
206,
68,
43,
15,
27,
18,
12,
81,
247,
656,
735,
753,
1175,
1958,
2148,
1926,
1897,
1959,
2202,
1637,
1269,
995,
658,
393,
232,
92,
51,
25,
18,
17,
18,
68,
226,
727,
742,
835,
1167,
1929,
2143,
1559,
1603,
1757,
2127,
1780,
1341,
1279,
806,
548,
340,
143,
58,
36,
27,
20,
21,
80,
225,
687,
659,
815,
1006,
2060,
2260,
1608,
1662,
1945,
1877,
1690,
1372,
1322,
1097,
984,
746,
452,
265,
178,
125,
73,
25,
30,
83,
137,
306,
484,
760,
1252,
1555,
1734,
1917,
1806,
1895,
1404,
1323,
1250,
1234,
1275,
1006,
607,
407,
335,
283,
62,
53,
70,
106,
213,
470,
724,
1077,
1380,
1550,
1646,
1493,
1447,
1081,
913,
773,
644,
399,
23,
175,
72,
60,
11,
16,
12,
86,
215,
635,
679,
690,
1016,
1686,
2072,
1864,
1841,
1948,
2220,
1486,
1090,
945,
572,
317,
137,
66,
44,
24,
6,
16,
17,
86,
261,
690
] |
[
668,
795,
1206,
1838,
152,
2239,
1986,
3360,
380,
1941,
2763,
926,
559,
387,
218,
58,
41,
7,
15,
8,
34,
11,
86,
927,
635,
738,
1099,
2064,
2385,
2062,
1947,
2138,
2221,
1723,
1411,
1070,
721,
435,
290,
48,
79,
88,
86,
8,
20,
75,
219,
586,
490,
624,
882,
1696,
1935,
1837,
1830,
1903,
2169,
1874,
1509,
1283,
1097,
907,
723,
421,
244,
173,
100,
60,
61,
26,
38,
69,
106,
576,
461,
665,
969,
1071,
1166,
990,
1007,
802,
775,
769,
809,
558,
561,
231,
172,
130,
78,
33,
26,
20,
30,
120
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 1337.50%",
"予測される変化率: [カラム_0] 予測される変化率: -82.04%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.90倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 1337.50%",
"Forecasted change rate: [column_0] Forecasted change rate: -82.04%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.90 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 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 |
[
229,
518,
709,
1144,
1454,
1528,
1548,
1627,
1569,
1410,
1098,
1143,
1036,
744,
565,
353,
239,
146,
109,
35,
30,
18,
14,
53,
108,
265,
572,
771,
1042,
1210,
1281,
1283,
1156,
1085,
1004,
976,
880,
698,
514,
401,
156,
107,
47,
33,
36,
27,
21,
27,
84,
260,
483,
823,
1087,
1260,
1302,
1391,
1263,
1243,
1016,
848,
756,
571,
388,
169,
85,
47,
26,
21,
20,
16,
75,
249,
571,
434,
741,
1067,
1590,
1967,
2073,
1890,
1917,
2012,
1594,
1118,
992,
794,
349,
168,
63,
27,
42,
23,
17,
14,
78,
247,
633,
517,
616,
993,
1657,
1969,
1816,
1751,
1891,
2034,
1595,
1084,
1028,
730,
525,
289,
123,
72,
40,
37,
18,
11,
112,
271,
761,
664,
927,
1276,
2003,
2335,
1938,
2081,
1944,
2044,
1725,
1270,
1047,
712,
504,
303,
161,
110,
93,
20,
20,
15,
75,
212,
616,
579,
682,
1097,
1926,
2126,
2071,
1799,
1975,
2078,
1686,
1399,
1159,
1096,
775,
827,
490,
278,
137,
92,
52,
20,
34,
88,
135,
224,
584,
838,
1084,
1280,
1461,
1543,
1628,
1545,
1277,
1072,
1001,
866,
779,
562,
410,
232,
201,
159,
33,
29,
20,
28,
96,
186,
333,
573,
807,
1077,
1265,
1247,
1295,
1228,
707,
655,
537,
377,
256,
183,
62,
21,
9,
2,
14,
15,
84,
265,
734,
696,
717,
995,
1671,
1899,
1644,
1476,
1684,
1981,
1318,
866,
757,
485,
250,
139,
55,
12,
10,
4,
8,
26,
86,
265,
772,
641,
788,
1006,
1879,
2012,
1692,
1702,
1840,
2086,
1470,
1179,
994,
655,
368,
235
] |
[
78,
40,
33,
10,
8,
35,
82,
269,
729,
723,
739,
1038,
1907,
2014,
1736,
1751,
2004,
2117,
1591,
1185,
911,
586,
393,
283,
65,
57,
11,
14,
16,
22,
89,
262,
729,
665,
743,
1102,
1679,
2027,
1667,
1620,
1823,
2079,
1719,
1248,
1043,
629,
423,
297,
135,
88,
31,
16,
11,
36,
78,
248,
685,
686,
768,
1061,
1903,
2034,
1650,
1799,
2091,
2558,
2340,
1682,
1495,
1322,
1038,
778,
456,
293,
161,
123,
50,
37,
37,
62,
104,
242,
436,
689,
1040,
1422,
1490,
1344,
1724,
1627,
1347,
1012,
1071,
954,
785,
796
] |
[
"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: 2.62%",
"予測される変化率: [カラム_0] 予測される変化率: 920.51%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.86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: 22個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: 2.62%",
"Forecasted change rate: [column_0] Forecasted change rate: 920.51%",
"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: 22",
"First turning point: [column_0] First turning point: at data point 5 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 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 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 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 94."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
444,
256,
189,
159,
45,
30,
28,
47,
82,
210,
370,
638,
922,
1109,
1242,
1432,
1385,
1390,
990,
815,
704,
487,
308,
176,
73,
43,
20,
6,
7,
32,
93,
284,
721,
672,
759,
1069,
1713,
1981,
1592,
1605,
1647,
1921,
1307,
979,
804,
481,
260,
128,
34,
38,
11,
5,
6,
29,
91,
289,
776,
699,
843,
1096,
1958,
1864,
1620,
1637,
1654,
1931,
1396,
848,
817,
552,
255,
173,
58,
30,
21,
11,
5,
29,
76,
290,
714,
796,
838,
1142,
2001,
2309,
1712,
1727,
1875,
1890,
1449,
1008,
821,
590,
334,
185,
87,
32,
20,
13,
11,
11,
81,
249,
686,
741,
792,
1157,
1866,
2155,
1502,
1600,
1715,
2300,
1646,
1186,
1054,
650,
432,
262,
108,
51,
33,
16,
14,
37,
79,
230
] |
[
692,
636,
660,
1025,
1771,
1942,
1618,
1565,
1518,
1758,
1370,
1262,
959,
935,
715,
570,
354,
284,
106,
77,
35,
33,
26,
70,
104,
217,
459,
789,
1168,
1636,
1611,
1694,
1678,
1514,
1018,
781,
833,
768,
616,
666,
402,
300,
193,
235,
100,
103,
34,
127,
248,
400,
926,
1106,
1578,
1690,
1721,
1662,
1268,
1405,
926,
719,
682,
631,
489,
342,
223,
168,
79,
74,
28,
25,
23,
31,
67,
160,
392,
662,
883,
1073,
1262,
1236,
1105,
1005,
829,
533,
433,
296,
218,
116,
39,
27,
18,
11,
5,
22,
87,
256
] |
[
"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: -48.20%",
"予測される変化率: [カラム_0] 予測される変化率: -63.01%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.92倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 24個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -48.20%",
"Forecasted change rate: [column_0] Forecasted change rate: -63.01%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.92 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 24",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 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
| 512 | 96 |
[
754,
642,
780,
962,
1555,
1761,
1308,
1638,
1554,
1968,
1257,
950,
789,
492,
238,
132,
65,
24,
22,
4,
12,
20,
89,
216,
791,
841,
1420,
1176,
1719,
1888,
1682,
1550,
1791,
1963,
1343,
1015,
753,
459,
310,
154,
62,
22,
14,
3,
18,
31,
90,
237,
725,
711,
714,
1057,
1591,
1916,
1636,
1674,
1738,
2022,
1430,
1017,
927,
580,
325,
248,
70,
53,
50,
24,
25,
32,
64,
248,
626,
728,
970,
937,
1637,
2012,
1690,
1763,
1948,
2272,
1987,
1542,
1448,
1171,
869,
630,
407,
182,
125,
67,
41,
44,
31,
49,
111,
252,
473,
599,
1052,
2334,
2720,
1716,
1629,
1679,
1085,
943,
847,
718,
668,
615,
412,
250,
188,
94,
47,
40,
28,
31,
73,
188,
371,
638,
847,
1386,
1373,
1305,
1324,
1295,
843,
638,
543,
376,
259,
115,
53,
30,
8,
5,
11,
15,
79,
223,
705,
674,
659,
1004,
1790,
1957,
1668,
1686,
1704,
1926,
1303,
859,
788,
406,
231,
133,
36,
27,
12,
13,
9,
16,
99,
273,
701,
774,
775,
947,
1709,
1945,
1604,
1235,
1216,
1517,
1065,
773,
668,
455,
240,
148,
70,
32,
2,
11,
12,
11,
76,
237,
729,
663,
780,
1106,
1917,
2118,
1611,
1540,
1702,
1878,
1335,
902,
814,
553,
310,
157,
70,
33,
11,
5,
14,
12,
103,
273,
653,
690,
761,
888,
1808,
1950,
1636,
1680,
1724,
1915,
1731,
1241,
888,
594,
358,
200,
87,
54,
47,
22,
14,
13,
67,
218,
686,
618,
646,
905,
1574,
1917,
1599,
1767,
2015,
2177,
1854,
1248,
913,
984,
740,
591,
381,
255,
142,
86,
34,
30,
33,
63,
128,
236,
425,
649,
1059,
1415,
1492,
1734,
1599,
1629,
1170,
903,
850,
701,
636,
514,
290,
193,
199,
141,
56,
43,
67,
81,
104,
185,
410,
555,
804,
1120,
1335,
1237,
1224,
1266,
812,
498,
536,
344,
227,
137,
45,
27,
14,
3,
20,
22,
87,
236,
665,
639,
685,
838,
1563,
1891,
1506,
1537,
1592,
1745,
1203,
768,
660,
397,
214,
140,
53,
28,
16,
9,
12,
14,
83,
243,
679,
557,
690,
917,
1461,
1834,
1474,
1458,
1568,
1887,
1348,
867,
791,
487,
224,
135,
63,
19,
21,
8,
13,
13,
76,
253,
587,
600,
629,
856,
1743,
1814,
1630,
1516,
1597,
1840,
1301,
967,
775,
492,
242,
139,
55,
25,
8,
15,
7,
24,
85,
196,
688,
598,
688,
875,
1371,
1668,
1422,
1432,
1594,
1811,
1439,
1066,
877,
485,
324,
207,
72,
38,
25,
14,
8,
11,
72,
217,
644,
553,
718,
787,
1511,
1761,
1643,
1693,
1834,
2177,
1761,
1506,
1191,
979,
741,
665,
416,
218,
139,
61,
63,
20,
37,
48,
96,
226,
428,
708,
1278,
1940,
2212,
1896,
1587,
1608,
1090,
886,
794,
773,
728,
549,
451,
267,
202,
184,
54,
43,
25,
39,
91,
155,
351,
534,
911,
1190,
1334,
1532,
1420,
1247,
750,
550,
529,
353,
243,
140,
35,
23,
14,
6,
14,
16,
78,
219,
715,
616,
654,
928,
1627,
1893,
1591,
1578,
1535,
1879,
1133,
895,
636,
425,
249,
102,
42,
21,
15,
8,
8,
19,
92,
252,
690,
617,
733,
945,
1835,
2008,
1719,
1590
] |
[
1754,
1932,
1356,
970,
817,
460,
293,
140,
71,
25,
19,
6,
9,
21,
70,
220,
713,
652,
720,
1022,
1845,
2030,
1780,
1487,
1788,
1849,
1444,
948,
931,
557,
317,
161,
59,
33,
16,
17,
10,
12,
84,
247,
676,
679,
756,
945,
1631,
2025,
1663,
1626,
1655,
1922,
1373,
1051,
977,
531,
351,
211,
100,
50,
25,
24,
15,
22,
67,
223,
646,
559,
743,
924,
1653,
1922,
1632,
1589,
1789,
2071,
1731,
1467,
1144,
911,
775,
661,
408,
187,
145,
101,
47,
21,
25,
48,
76,
207,
422,
682,
1014,
1494,
1631,
1639
] |
[
"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: 110.88%",
"予測される変化率: [カラム_0] 予測される変化率: -6.56%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.90倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 20個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 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: 110.88%",
"Forecasted change rate: [column_0] Forecasted change rate: -6.56%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.90 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 20",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
1597,
1441,
1022,
787,
656,
633,
547,
460,
351,
222,
205,
139,
51,
24,
16,
39,
93,
172,
325,
547,
863,
1344,
1426,
1325,
1178,
1240,
843,
588,
543,
296,
204,
165,
50,
31,
14,
12,
21,
20,
71,
234,
675,
609,
694,
998,
1468,
1385,
1368,
1345,
1544,
1705,
1210,
787,
769,
361,
223,
154,
76,
50,
17,
9,
7,
17,
86,
240,
722,
617,
608,
874,
1496,
1628,
1264,
1378,
1581,
1886,
1199,
954,
823,
431,
281,
167,
72,
44,
16,
14,
6,
20,
87,
265,
659,
674,
699,
1098,
1729,
1969,
1744,
1712,
1671,
1869,
1369,
1028,
854,
547,
361,
151,
70,
15,
29,
10,
17,
19,
80,
244,
733,
623,
742,
966,
1546,
2031,
1582,
1523,
1687,
1902,
1371,
1017,
846,
472,
348,
213,
107,
46,
29,
24,
8,
18,
74,
268,
634,
587,
654,
888,
1552,
1715,
1515,
1551,
1700,
2114,
1671,
1340,
1219,
924,
729,
571,
352,
267,
157,
95,
45,
35,
29,
49,
97,
229,
406,
625,
1026,
1459,
1535,
1553,
1679,
1547,
995,
944,
731,
717,
651,
519,
341,
261,
219,
173,
58,
35,
19,
32,
83,
145,
360,
550,
919,
1215,
1392,
1561,
1363,
1294,
838,
611,
484,
379,
226,
113,
61,
31,
12,
21,
16,
13,
82,
230,
639,
539,
661,
880,
1402,
1598,
1524,
1476,
1393,
1568,
1158,
778,
701,
467,
250,
125,
48,
31,
23,
9,
11,
15,
100,
266,
702,
600,
643,
795,
1428,
1674,
1417,
1411,
1485,
1837,
1552,
913,
774,
487,
293,
182,
77,
30,
15,
23,
27,
26,
87,
214,
611,
508,
638,
942,
1551,
1756,
1423,
1496,
1526,
1556,
1236,
849,
820,
528,
333,
160,
106,
57,
13,
9,
15,
17,
75,
218,
713,
594,
629,
818,
1490,
1639,
1489,
1383,
1474,
1646,
1309,
879,
823,
507,
282,
194,
62,
33,
22,
18,
17,
28,
67,
226,
636,
581,
640,
783,
1431,
1678,
1423,
1418,
1629,
1896,
1564,
1159,
1101,
924,
769,
551,
297,
171,
139,
75,
31,
30,
29,
51,
113,
243,
422,
745,
776,
1372,
1842,
1602,
1067,
1101,
836,
681,
650,
589,
519,
436,
276,
137,
124,
111,
30,
22,
13,
30,
69,
185,
297,
536,
798,
1202,
1232,
1252,
1261,
1222,
781,
538,
501,
292,
169,
124,
52,
13,
13,
10,
11,
20,
81,
241,
649,
543,
657,
848,
1508,
1608,
1506,
1426,
1414,
1623,
1235,
808,
665,
411,
236,
176,
76,
35,
19,
8,
7,
19,
105,
232,
703,
511,
582,
796,
1394,
1584,
1342,
1328,
1377,
1480,
1128,
742,
584,
425,
273,
153,
47,
37,
10,
14,
9,
21,
78,
246,
644,
647,
475,
759,
1347,
1339,
1265,
1216,
1291,
1548,
1125,
812,
649,
352,
262,
137,
54,
29,
13,
19,
15,
8,
81,
207,
652,
523,
651,
918,
1652,
1634,
1396,
1365,
1551,
1777,
1453,
987,
876,
517,
316,
195,
87,
51,
36,
21,
15,
10,
62,
198,
604,
573,
686,
833,
1401,
1730,
1353,
1435,
1587,
1822,
1506,
1221,
1074,
869,
571,
509,
230,
118,
86,
58,
23,
42,
34,
24,
67,
193,
357,
684,
949,
1261,
1454,
1441,
1505,
1596,
989,
837,
710,
524,
422,
328
] |
[
236,
188,
137,
59,
46,
37,
20,
20,
75,
159,
366,
565,
934,
1212,
1154,
1333,
1338,
1329,
900,
676,
620,
486,
318,
277,
169,
95,
72,
73,
57,
38,
76,
43,
73,
145,
296,
608,
800,
1056,
1088,
1212,
1094,
952,
619,
466,
410,
268,
165,
101,
43,
15,
10,
8,
14,
22,
72,
252,
605,
585,
566,
732,
1305,
1623,
1456,
1359,
1531,
1523,
1115,
809,
673,
391,
215,
110,
40,
39,
21,
11,
7,
18,
73,
244,
593,
443,
520,
720,
1287,
1459,
1335,
1236,
1376,
1594,
1093,
813,
646,
346,
224,
150
] |
[
"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: -79.46%",
"予測される変化率: [カラム_0] 予測される変化率: -36.44%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.89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: 21個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の14番目のデータポイント",
"ターニングポイントの方向: [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: -79.46%",
"Forecasted change rate: [column_0] Forecasted change rate: -36.44%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.89 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 21",
"First turning point: [column_0] First turning point: at data point 14 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 |
[
49,
20,
33,
16,
11,
18,
82,
249,
588,
485,
394,
721,
1276,
1356,
1161,
1207,
1393,
1546,
1236,
919,
739,
392,
267,
186,
70,
42,
34,
33,
11,
16,
61,
224,
578,
430,
583,
794,
1404,
1639,
1377,
1385,
1469,
1784,
1503,
1130,
969,
738,
578,
549,
294,
136,
103,
90,
47,
40,
37,
44,
88,
176,
436,
572,
966,
1331,
1408,
1499,
1529,
1352,
973,
816,
802,
635,
523,
548,
264,
179,
291,
149,
45,
27,
19,
33,
53,
151,
270,
528,
846,
968,
1088,
1284,
1126,
1110,
783,
626,
441,
307,
223,
115,
37,
11,
14,
8,
10,
36,
73,
226,
590,
449,
461,
662,
1280,
1558,
1313,
1336,
1299,
1440,
1120,
837,
637,
418,
239,
123,
38,
25,
15,
13,
7,
16,
89,
247,
581,
402,
512,
723,
1304,
1362,
1385,
1392,
1493,
1544,
1163,
778,
660,
466,
262,
137,
58,
31,
24,
14,
9,
11,
64,
241,
526,
411,
658,
675,
1205,
1404,
1340,
1336,
1458,
1673,
1343,
980,
801,
514,
284,
150,
76,
54,
64,
15,
15,
20,
84,
233,
582,
504,
529,
714,
1344,
1500,
1300,
1288,
1440,
1680,
1444,
1063,
840,
584,
389,
235,
108,
72,
49,
32,
30,
21,
68,
199,
532,
430,
396,
745,
1263,
1346,
1286,
1249,
1367,
1624,
1381,
1045,
797,
821,
553,
464,
200,
151,
143,
65,
60,
18,
41,
55,
61,
205,
336,
555,
865,
1216,
1261,
1334,
1425,
1273,
946,
731,
599,
495,
335,
356,
154,
170,
160,
78,
58,
29,
24,
27,
71,
160,
271,
482,
755,
1108,
1263,
1320,
1375,
1202,
847,
549,
446,
409,
256,
138,
71,
25,
17,
9,
4,
22,
79,
209,
532,
489,
533,
780,
1232,
1520,
1501,
1424,
1537,
1547,
1087,
631,
509,
358,
183,
128,
36,
21,
16,
21,
7,
30,
84,
219,
574,
424,
459,
512,
917,
1252,
1255,
1367,
1386,
1540,
1105,
704,
545,
338,
233,
133,
39,
11,
13,
31,
10,
12,
94,
189,
544,
475,
528,
755,
1299,
1467,
1448,
1571,
1655,
1575,
1329,
943,
740,
530,
279,
176,
72,
48,
17,
30,
13,
23,
56,
219,
572,
472,
572,
665,
1240,
1541,
1541,
1589,
1504,
1593,
1254,
995,
801,
478,
325,
209,
109,
45,
36,
18,
22,
23,
55,
203,
532,
431,
461,
728,
1198,
1432,
1199,
1508,
1593,
1884,
1497,
1288,
1012,
920,
845,
577,
217,
140,
135,
92,
60,
36,
26,
51,
97,
183,
350,
594,
815,
1232,
1338,
1533,
1461,
1360,
937,
824,
739,
700,
692,
567,
234,
208,
186,
92,
59,
26,
21,
37,
51,
150,
254,
554,
809,
1057,
1195,
1399,
1261,
1264,
827,
606,
561,
459,
242,
108,
80,
46,
14,
7,
14,
28,
60,
255,
572,
500,
602,
877,
1491,
1701,
1660,
1646,
1648,
1742,
1153,
789,
595,
386,
263,
114,
53,
22,
29,
10,
13,
42,
67,
257,
571,
506,
582,
891,
1387,
2009,
1833,
1622,
1508,
1617,
1220,
910,
701,
431,
340,
169,
51,
27,
9,
10,
12,
32,
62,
202,
573,
513,
645,
892,
1451,
1595,
1516,
1590,
1683,
1670,
1381,
1010,
828,
513,
362,
232,
111,
53,
21,
21,
13,
29,
70,
229
] |
[
571,
505,
543,
776,
1353,
1490,
1572,
1587,
1595,
1585,
1352,
978,
793,
590,
342,
239,
93,
32,
27,
18,
20,
18,
61,
201,
504,
442,
630,
921,
1537,
1801,
1795,
1783,
1836,
1875,
1626,
1182,
1018,
991,
754,
514,
306,
211,
96,
78,
46,
30,
39,
78,
88,
205,
410,
581,
826,
1075,
1267,
1276,
1342,
1279,
863,
726,
602,
613,
539,
465,
268,
266,
151,
123,
45,
56,
33,
28,
59,
157,
362,
540,
801,
1212,
1269,
1362,
1305,
1203,
783,
588,
497,
387,
249,
158,
51,
31,
36,
29,
28,
14,
63,
210
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 367.35%",
"予測される変化率: [カラム_0] 予測される変化率: -63.22%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.91倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 22個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 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: 367.35%",
"Forecasted change rate: [column_0] Forecasted change rate: -63.22%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.91 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 22",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
603,
521,
552,
740,
1295,
1525,
1428,
1464,
1519,
1602,
1172,
678,
613,
420,
220,
99,
65,
31,
9,
15,
13,
44,
85,
246,
634,
584,
578,
835,
1401,
1483,
1367,
1391,
1507,
1529,
1073,
828,
588,
484,
255,
135,
56,
31,
19,
9,
13,
38,
70,
229,
605,
452,
545,
810,
1252,
1551,
1248,
1360,
1568,
1438,
1001,
596,
660,
336,
285,
141,
54,
15,
21,
14,
8,
24,
67,
233,
620,
542,
589,
862,
1435,
1610,
1490,
1546,
1573,
1774,
1435,
960,
908,
520,
331,
196,
126,
64,
43,
31,
22,
31,
63,
216,
592,
551,
654,
871,
1472,
1674,
1498,
1596,
1796,
2108,
1525,
1219,
1058,
1056,
788,
704,
298,
183,
89,
82,
18,
47,
28,
73,
104,
200,
386,
726,
981,
1418,
1421,
1520,
1460,
1404,
1004,
762,
748,
615,
574,
423,
311,
217,
139,
101,
59,
49,
50,
38,
99,
191,
365,
599,
896,
1118,
1028,
1201,
1048,
1054,
554,
458,
369,
384,
209,
122,
42,
25,
15,
16,
8,
14,
65,
209,
684,
738,
863,
1172,
1888,
2164,
1968,
2013,
1969,
2020,
1478,
944,
663,
438,
205,
99,
40,
28,
8,
6,
6,
21,
64,
219,
700,
695,
724,
1066,
1492,
1950,
1502,
1714,
1590,
1931,
1449,
905,
740,
401,
262,
106,
47,
25,
21,
8,
7,
27,
65,
218,
716,
630,
795,
1092,
1851,
2299,
1935,
2004,
2115,
2173,
1500,
1040,
806,
513,
306,
134,
61,
35,
9,
4,
16,
13,
57,
279,
651,
681,
621,
1011,
1636,
1830,
1468,
1512,
1664,
1916,
1442,
948,
912,
546,
368,
203,
98,
40,
22,
24,
18,
33,
62,
225,
620,
617,
638,
1031,
1839,
1989,
1668,
1776,
1829,
2067,
1722,
1327,
1131,
1026,
764,
699,
428,
233,
189,
91,
42,
51,
42,
51,
117,
280,
406,
810,
1055,
1321,
1561,
1733,
1779,
1510,
1154,
912,
790,
784,
610,
587,
340,
229,
235,
162,
76,
38,
28,
31,
82,
187,
374,
646,
957,
1401,
1649,
1766,
1586,
1391,
913,
633,
500,
354,
225,
168,
62,
30,
6,
13,
16,
16,
52,
201,
659,
668,
667,
1046,
1763,
2058,
1851,
1822,
1836,
1989,
1319,
967,
903,
497,
220,
93,
56,
16,
8,
7,
6,
21,
77,
165,
517,
752,
795,
1173,
1805,
2368,
1877,
1796,
1804,
1985,
1409,
981,
876,
637,
293,
165,
67,
16,
15,
13,
13,
18,
59,
223,
746,
643,
731,
1163,
2107,
2401,
1842,
1899,
1562,
1792,
1246,
902,
734,
551,
280,
149,
66,
43,
22,
14,
17,
16,
73,
248,
613,
699,
763,
1078,
1764,
2224,
1695,
1648,
1877,
2050,
1486,
1212,
949,
627,
360,
226,
131,
62,
53,
33,
26,
38,
81,
228,
724,
614,
767,
1002,
1965,
2236,
1970,
1891,
1998,
2263,
1743,
1632,
1440,
1150,
788,
598,
422,
213,
104,
63,
52,
50,
34,
47,
144,
245,
433,
715,
1016,
1485,
1624,
1611,
1733,
1592,
1104,
828,
831,
666,
720,
543,
452,
315,
208,
232,
81,
28,
27,
39,
57,
156,
358,
623,
886,
1040,
1318,
1193,
1073,
1001,
663,
419,
368,
315,
140,
108,
28,
7,
5,
5,
10,
13,
63,
211,
639,
703,
744,
991,
1563,
1925,
1569,
1780
] |
[
1707,
2054,
1281,
828,
790,
366,
229,
108,
34,
4,
15,
13,
8,
10,
71,
256,
666,
657,
744,
1116,
1788,
2080,
1777,
1635,
1828,
2162,
1423,
1052,
874,
565,
274,
164,
62,
33,
25,
14,
7,
25,
59,
222,
665,
655,
712,
968,
1705,
2045,
1529,
1458,
1636,
1691,
1222,
811,
744,
450,
246,
132,
48,
20,
6,
6,
5,
16,
65,
217,
574,
625,
638,
942,
1591,
1821,
1467,
1594,
1646,
1913,
1456,
1037,
989,
544,
334,
256,
85,
39,
38,
19,
13,
23,
57,
200,
578,
580,
668,
845,
1633,
1892,
1758,
1799
] |
[
"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: 195.19%",
"予測される変化率: [カラム_0] 予測される変化率: 5.39%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の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: 23個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 195.19%",
"Forecasted change rate: [column_0] Forecasted change rate: 5.39%",
"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: 23",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] 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 |
[
1994,
2033,
2168,
1275,
1218,
1014,
815,
582,
374,
193,
91,
55,
77,
56,
32,
52,
104,
224,
444,
683,
1089,
1419,
1487,
1599,
1507,
1516,
1010,
884,
849,
734,
682,
544,
291,
222,
222,
177,
65,
29,
16,
40,
98,
239,
609,
1047,
1618,
2149,
2256,
2023,
1788,
1552,
899,
586,
509,
416,
259,
146,
70,
28,
15,
16,
11,
11,
71,
188,
568,
632,
693,
1068,
1624,
2010,
1776,
1830,
1771,
1893,
1355,
1039,
795,
456,
270,
94,
22,
24,
4,
4,
9,
8,
72,
254,
795,
688,
661,
887,
1241,
1622,
1471,
1496,
1459,
1934,
1300,
936,
820,
470,
205,
150,
46,
21,
10,
4,
4,
15,
68,
217,
716,
630,
669,
967,
1570,
1716,
1480,
1658,
1617,
1777,
1305,
867,
737,
429,
256,
102,
53,
21,
14,
4,
9,
6,
57,
224,
644,
624,
657,
1003,
1596,
1985,
1520,
1355,
1611,
1720,
1261,
1021,
829,
482,
264,
166,
76,
67,
33,
17,
15,
14,
66,
202,
611,
644,
676,
1054,
1568,
1747,
1409,
1663,
1746,
2086,
1812,
1483,
1227,
1143,
819,
646,
328,
222,
95,
81,
42,
56,
54,
71,
133,
257,
467,
760,
1215,
1855,
1943,
1691,
1492,
1458,
1044,
839,
695,
805,
696,
426,
319,
223,
117,
127,
46,
42,
37,
73,
113,
248,
510,
680,
1035,
1619,
1412,
1517,
1268,
1372,
829,
574,
483,
445,
245,
123,
50,
24,
21,
3,
10,
16,
82,
201,
637,
576,
524,
866,
1304,
1769,
1492,
1429,
1539,
1849,
1190,
773,
748,
402,
185,
116,
42,
22,
24,
8,
5,
14,
73,
215,
721,
665,
643,
959,
1677,
1961,
1594,
1551,
1638,
1927,
1251,
896,
762,
458,
239,
128,
60,
34,
17,
5,
10,
23,
80,
247,
606,
610,
665,
888,
1312,
1575,
1257,
1320,
1541,
1769,
1152,
924,
789,
432,
225,
152,
32,
15,
25,
11,
5,
19,
70,
228,
666,
630,
612,
974,
1617,
2007,
1694,
1624,
1540,
1853,
1428,
946,
780,
482,
230,
216,
75,
52,
23,
13,
15,
20,
62,
214,
590,
613,
675,
891,
1543,
1650,
1423,
1595,
1822,
1739,
1558,
1329,
1078,
1114,
728,
580,
309,
146,
126,
74,
40,
51,
36,
63,
118,
298,
580,
709,
1016,
1447,
1462,
1532,
1263,
1357,
918,
749,
693,
603,
657,
392,
358,
207,
214,
142,
31,
35,
19,
43,
83,
170,
352,
615,
837,
1266,
1339,
1227,
1270,
1285,
833,
601,
441,
348,
257,
119,
42,
5,
18,
14,
6,
16,
61,
242,
652,
631,
763,
959,
1562,
1748,
1483,
1577,
1560,
1699,
1153,
762,
736,
449,
229,
124,
24,
23,
10,
16,
3,
14,
76,
243,
695,
617,
648,
836,
1568,
1835,
1381,
1395,
1148,
1499,
934,
754,
570,
398,
206,
104,
55,
14,
11,
7,
5,
13,
69,
182,
702,
659,
708,
937,
1360,
1570,
1318,
1412,
1589,
1631,
1124,
874,
813,
458,
255,
124,
45,
12,
18,
9,
10,
23,
73,
222,
683,
613,
669,
837,
1508,
1689,
1422,
1437,
1410,
1609,
1313,
995,
879,
563,
328,
169,
84,
34,
34,
20,
14,
10,
69,
209,
584,
560,
707,
933,
1597,
2036,
1544,
1557,
1713,
1859,
1663,
1255,
1115,
1005,
778,
538
] |
[
266,
176,
115,
39,
32,
25,
29,
77,
128,
276,
575,
793,
1103,
1529,
1618,
1679,
1557,
1475,
1113,
1027,
852,
692,
782,
490,
370,
221,
180,
105,
41,
30,
18,
32,
87,
224,
461,
756,
1006,
1264,
1412,
1399,
1346,
1316,
770,
550,
513,
306,
218,
96,
26,
27,
13,
7,
8,
31,
63,
202,
566,
508,
506,
730,
1327,
1532,
1313,
1354,
1468,
1649,
1234,
747,
567,
438,
277,
109,
47,
27,
33,
50,
29,
27,
79,
216,
626,
548,
529,
732,
1087,
1209,
1027,
1155,
1272,
1329,
966,
580,
500,
368,
243,
123
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -73.02%",
"予測される変化率: [カラム_0] 予測される変化率: -53.76%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.89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: 22個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の6番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -73.02%",
"Forecasted change rate: [column_0] Forecasted change rate: -53.76%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.89 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 22",
"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 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 |
[
41,
21,
22,
6,
7,
7,
80,
241,
798,
529,
604,
666,
1129,
1333,
1196,
1162,
1328,
1657,
1166,
753,
634,
436,
347,
142,
56,
18,
26,
22,
8,
16,
67,
196,
669,
473,
487,
730,
1418,
1610,
1402,
1300,
1342,
1663,
1257,
1077,
787,
557,
303,
195,
91,
38,
35,
27,
9,
17,
66,
194,
663,
468,
553,
848,
1409,
1633,
1330,
1446,
1748,
2175,
1732,
1321,
1237,
874,
602,
550,
303,
228,
99,
49,
30,
44,
29,
68,
72,
211,
349,
559,
880,
1157,
1361,
1467,
1469,
1259,
892,
833,
705,
650,
564,
460,
250,
128,
86,
57,
32,
26,
38,
25,
59,
186,
396,
581,
833,
1199,
1252,
1341,
1117,
1039,
673,
479,
429,
254,
188,
141,
24,
24,
12,
8,
17,
12,
63,
236,
694,
662,
659,
818,
1382,
1640,
1440,
1439,
1503,
1776,
1152,
665,
592,
371,
228,
88,
20,
21,
4,
2,
5,
16,
93,
265,
692,
713,
675,
891,
1560,
1892,
1506,
1629,
1771,
1902,
1350,
946,
742,
475,
284,
190,
44,
22,
15,
8,
11,
9,
68,
233,
701,
603,
736,
926,
1833,
1922,
1720,
1612,
1695,
1864,
1359,
994,
822,
451,
288,
123,
53,
21,
13,
12,
8,
10,
68,
245,
720,
696,
721,
989,
1576,
1829,
1460,
1480,
1689,
1998,
1403,
991,
879,
523,
343,
235,
103,
77,
12,
21,
14,
11,
61,
246,
663,
625,
673,
840,
1534,
1511,
1362,
1443,
1617,
2014,
1729,
1236,
1043,
938,
635,
593,
294,
200,
115,
100,
33,
53,
65,
139,
134,
229,
431,
673,
1026,
1381,
1360,
1617,
1661,
1568,
1032,
866,
841,
642,
605,
490,
289,
222,
192,
115,
61,
39,
31,
33,
67,
201,
375,
625,
868,
1168,
1245,
1324,
1326,
1217,
770,
571,
498,
353,
202,
114,
37,
38,
13,
1,
10,
9,
73,
228,
702,
695,
688,
882,
1538,
1744,
1499,
1606,
1497,
1777,
1257,
850,
736,
417,
224,
109,
33,
15,
9,
4,
17,
19,
83,
231,
663,
664,
637,
921,
1716,
2134,
1833,
1715,
1639,
1910,
1462,
898,
804,
524,
241,
123,
39,
12,
14,
6,
6,
8,
64,
234,
640,
623,
685,
920,
1609,
1639,
1279,
1410,
1611,
1851,
1229,
939,
884,
455,
217,
102,
55,
29,
12,
16,
13,
12,
80,
236,
614,
619,
636,
908,
1536,
1662,
1543,
1372,
1409,
1671,
1296,
1008,
839,
549,
252,
182,
72,
36,
24,
25,
14,
12,
59,
201,
642,
611,
656,
851,
1444,
1756,
1352,
1456,
1685,
2078,
1941,
1251,
924,
861,
698,
656,
324,
148,
162,
96,
42,
28,
28,
60,
108,
231,
423,
704,
1001,
1261,
1487,
1462,
1594,
1376,
911,
842,
686,
692,
514,
463,
242,
174,
222,
120,
58,
23,
29,
57,
91,
214,
389,
712,
1031,
1485,
1378,
1320,
1297,
1288,
854,
615,
524,
371,
193,
135,
81,
36,
16,
14,
5,
12,
75,
230,
614,
600,
648,
957,
1651,
1925,
1697,
1746,
1671,
1870,
1355,
820,
820,
490,
258,
147,
58,
31,
25,
12,
5,
16,
86,
271,
710,
607,
649,
1010,
1609,
2008,
1767,
1662,
1823,
1967,
1428,
1018,
860,
571,
305,
177,
64,
47,
39,
12,
13,
22,
58,
236
] |
[
681,
588,
782,
997,
1744,
2041,
1864,
1852,
1889,
2236,
1598,
1207,
1013,
743,
485,
278,
85,
53,
23,
13,
11,
23,
71,
231,
657,
601,
675,
1050,
1765,
1879,
1641,
1713,
1840,
1955,
1457,
1060,
916,
549,
370,
195,
114,
47,
27,
13,
8,
15,
81,
215,
684,
599,
732,
1408,
2630,
2691,
2037,
1829,
1929,
2107,
1835,
1333,
1231,
974,
871,
595,
354,
197,
91,
65,
49,
21,
44,
82,
117,
279,
482,
695,
878,
1057,
1011,
1079,
1148,
991,
809,
761,
640,
691,
519,
541,
278,
207,
183,
90,
48,
25,
36,
39
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 475.61%",
"予測される変化率: [カラム_0] 予測される変化率: -94.27%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.92倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 26個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: 475.61%",
"Forecasted change rate: [column_0] Forecasted change rate: -94.27%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.92 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 26",
"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] ラグ 82 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data 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 82.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
101,
203,
427,
625,
942,
1409,
1531,
1464,
1490,
1456,
956,
642,
543,
482,
293,
154,
59,
31,
27,
9,
11,
26,
61,
233,
636,
514,
723,
1045,
1339,
1060,
1280,
1547,
1789,
1762,
1329,
898,
766,
567,
309,
144,
65,
19,
17,
10,
8,
18,
87,
246,
708,
648,
618,
918,
1692,
1897,
1605,
1563,
1678,
1867,
1449,
908,
786,
508,
327,
188,
54,
29,
12,
19,
13,
24,
64,
237,
679,
557,
716,
981,
1955,
2370,
2153,
1861,
1963,
2007,
1631,
1151,
890,
599,
584,
763,
147,
40,
25,
9,
15,
14,
70,
244,
688,
618,
770,
1012,
1727,
1975,
1793,
1800,
1820,
2051,
1625,
1236,
1044,
610,
374,
225,
121,
60,
46,
17,
26,
26,
62,
234,
693,
567,
737,
993,
1860,
2238,
1982,
1991,
2017,
2177,
1788,
1474,
1255,
977,
736,
684,
352,
190,
115,
106,
45,
45,
25,
65,
140,
292,
551,
772,
1055,
1326,
1360,
1262,
1317,
1506,
1091,
806,
837,
742,
664,
523,
373,
238,
219,
142,
37,
19,
35,
123,
173,
394,
546,
856,
774,
359,
1313,
1461,
2596,
1029,
838,
645,
482,
346,
209,
70,
26,
14,
9,
11,
12,
59,
206,
630,
527,
689,
902,
1363,
1399,
1429,
446,
1046,
1616,
1897,
1405,
1043,
855,
499,
318,
142,
48,
28,
11,
13,
15,
10,
70,
224,
654,
570,
625,
899,
1508,
1831,
1542,
2681,
683,
2104,
2603,
8,
851,
588,
411,
124,
56,
41,
10,
12,
24,
10,
55,
920,
663,
835,
1030,
1577,
1245,
1244,
253,
1097,
1665,
3399,
948,
552,
360,
268,
97,
50,
29,
9,
13,
8,
13,
61,
225,
666,
605,
75,
566,
959,
1470,
1703,
1490,
1586,
1715,
2104,
1573,
1271,
1008,
619,
371,
174,
110,
59,
32,
25,
12,
11,
64,
235,
593,
587,
604,
939,
1688,
1833,
1548,
1700,
1768,
3999,
1432,
1204,
1122,
872,
632,
338,
243,
137,
84,
28,
33,
25,
62,
129,
260,
524,
782,
1062,
1679,
2103,
2400,
1856,
1803,
1328,
976,
804,
800,
706,
511,
294,
192,
160,
94,
43,
42,
48,
92,
180,
262,
390,
634,
1012,
1321,
1385,
1418,
1444,
885,
409,
810,
694,
544,
320,
225,
101,
29,
14,
26,
0,
16,
16,
276,
669,
617,
793,
1010,
1793,
2083,
1599,
1648,
1734,
1955,
1432,
1045,
958,
564,
354,
197,
63,
35,
23,
9,
17,
18,
64,
275,
752,
559,
694,
903,
1674,
1828,
1464,
1568,
1593,
1638,
1007,
828,
594,
461,
252,
161,
63,
29,
17,
7,
10,
10,
48,
285,
666,
644,
625,
785,
1340,
1368,
1331,
1337,
1473,
1726,
1313,
445,
403,
802,
491,
249,
166,
58,
29,
22,
15,
15,
13,
81,
246,
706,
608,
607,
953,
1536,
1772,
1522,
1593,
1539,
1949,
1698,
1231,
1330,
533,
490,
416,
34,
70,
51,
7,
20,
62,
280,
759,
576,
516,
656,
1141,
1152,
1017,
1204,
1270,
1499,
1328,
996,
825,
726,
391,
378,
194,
123,
94,
60,
18,
14,
28,
47,
88,
170,
387,
602,
1089,
1344,
1336,
1443,
1409,
1222,
976,
954,
657,
706,
536,
357,
287,
200,
151,
89,
37,
18,
27,
43,
107,
170,
293,
599,
813,
1139,
1255,
1281,
1342
] |
[
1357,
842,
712,
556,
415,
271,
150,
60,
24,
22,
18,
7,
18,
66,
204,
692,
601,
614,
908,
985,
346,
1538,
1469,
1428,
1475,
1609,
1189,
813,
626,
393,
263,
106,
38,
24,
10,
11,
13,
17,
85,
227,
744,
613,
605,
2418,
1840,
1556,
1552,
1720,
1849,
1121,
366,
943,
1284,
5,
275,
175,
51,
14,
11,
14,
12,
63,
258,
680,
603,
664,
1027,
1796,
2132,
1733,
1691,
1296,
404,
1844,
1522,
1509,
667,
591,
541,
69,
27,
16,
14,
16,
13,
80,
245,
702,
573,
605,
938,
1591,
1970,
1430,
1535,
1520
] |
[
"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: 1228.71%",
"予測される変化率: [カラム_0] 予測される変化率: 12.01%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.93倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 35個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: 1228.71%",
"Forecasted change rate: [column_0] Forecasted change rate: 12.01%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.93 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 35",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
1924,
102,
1470,
1227,
1094,
796,
510,
359,
128,
66,
45,
31,
10,
17,
56,
224,
682,
616,
678,
1090,
1781,
2042,
1428,
3209,
2,
2140,
1828,
1810,
985,
1093,
1465,
310,
225,
115,
54,
35,
16,
30,
61,
89,
178,
437,
521,
933,
1236,
1359,
1482,
1540,
1527,
1182,
963,
684,
658,
599,
513,
292,
189,
163,
94,
47,
30,
23,
41,
126,
221,
426,
680,
928,
1413,
1609,
1704,
1482,
1389,
840,
785,
542,
419,
215,
94,
37,
19,
25,
9,
8,
16,
68,
229,
693,
631,
731,
996,
1578,
2020,
1601,
1418,
1675,
1817,
1370,
1051,
892,
543,
345,
177,
60,
33,
30,
7,
6,
20,
74,
254,
742,
647,
681,
958,
1523,
1678,
1388,
1474,
1463,
1839,
1041,
421,
1047,
619,
441,
257,
138,
40,
25,
9,
9,
11,
19,
63,
254,
723,
617,
632,
860,
1533,
1798,
1666,
2455,
494,
1810,
2390,
32,
682,
552,
389,
95,
53,
57,
5,
8,
14,
68,
252,
714,
599,
680,
922,
1740,
1959,
1533,
1601,
1787,
1863,
300,
1200,
1262,
1131,
706,
497,
229,
115,
53,
38,
27,
11,
22,
65,
264,
668,
614,
791,
995,
1794,
1868,
1482,
1481,
1784,
2084,
3648,
50,
1327,
1347,
1857,
421,
216,
209,
27,
104,
123,
0,
40,
69,
152,
203,
399,
1435,
867,
794,
378,
427,
904,
1553,
569,
595,
425,
381,
283,
187,
137,
120,
46,
2,
13,
24,
19,
31,
60,
145,
350,
503,
767,
1174,
1232,
1332,
1188,
1141,
813,
601,
551,
371,
175,
136,
83,
38,
37,
9,
12,
21,
38,
164,
429,
544,
959,
1424,
2275,
2247,
1707,
1630,
1810,
1797,
1239,
1088,
881,
543,
401,
292,
127,
90,
39,
43,
40,
16,
26,
51,
79,
179,
290,
447,
580,
791,
824,
901,
1042,
911,
694,
668,
447,
295,
174,
121,
63,
25,
19,
15,
11,
23,
70,
252,
671,
550,
664,
804,
1450,
1584,
1458,
1427,
1569,
1584,
1268,
887,
703,
404,
221,
153,
46,
27,
17,
14,
7,
17,
81,
221,
684,
519,
669,
664,
1337,
1482,
1333,
1373,
1514,
1643,
1288,
1138,
860,
549,
348,
260,
98,
55,
24,
25,
29,
28,
69,
194,
682,
511,
732,
890,
1436,
1942,
1620,
1460,
1691,
2115,
1754,
1379,
1213,
1084,
705,
566,
360,
163,
114,
72,
43,
42,
35,
63,
137,
304,
550,
877,
1241,
1675,
1686,
1470,
1433,
1415,
1056,
882,
777,
726,
613,
519,
269,
200,
174,
48,
30,
20,
22,
53,
95,
215,
386,
610,
927,
1235,
1425,
1294,
1172,
1268,
792,
644,
565,
401,
237,
112,
36,
19,
13,
8,
10,
17,
57,
272,
651,
574,
603,
784,
1509,
1783,
1401,
1462,
1577,
1675,
1272,
886,
806,
559,
307,
174,
47,
19,
17,
2,
11,
14,
98,
250,
678,
602,
743,
787,
1571,
1676,
1353,
1334,
1422,
1758,
1308,
1104,
959,
720,
410,
207,
48,
27,
17,
16,
10,
17,
73,
238,
666,
561,
558,
717,
1310,
1622,
1490,
1310,
1564,
1736,
1352,
1042,
882,
651,
369,
210,
76,
41,
14,
10,
10,
18,
82,
239,
608,
553,
625,
859,
1541,
1728,
1456,
1248,
1615,
1808,
1486,
1226,
1065,
702,
469,
257
] |
[
137,
72,
37,
42,
23,
18,
72,
254,
618,
564,
614,
869,
1484,
1741,
1391,
1408,
1572,
1875,
1501,
1149,
1039,
1097,
814,
500,
297,
157,
64,
32,
18,
17,
31,
70,
138,
287,
684,
973,
1209,
1354,
1267,
1203,
1174,
1101,
706,
673,
533,
460,
425,
366,
227,
168,
146,
100,
26,
22,
19,
41,
90,
225,
499,
703,
953,
1172,
1332,
1384,
1351,
1255,
901,
648,
459,
298,
210,
123,
50,
25,
10,
8,
18,
12,
72,
242,
662,
511,
564,
794,
1361,
1683,
1329,
1347,
1494,
1617,
1070,
868,
673,
406,
243,
134
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -86.64%",
"予測される変化率: [カラム_0] 予測される変化率: -2.19%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.93倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 22個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の3番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -86.64%",
"Forecasted change rate: [column_0] Forecasted change rate: -2.19%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.93 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 22",
"First turning point: [column_0] First turning point: at data point 3 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
56,
20,
15,
17,
18,
21,
85,
272,
688,
526,
548,
764,
1414,
1570,
1389,
1390,
1673,
1857,
1303,
1004,
853,
538,
376,
289,
78,
53,
27,
16,
14,
35,
66,
277,
685,
465,
615,
870,
1645,
1769,
1529,
1573,
1914,
2151,
1592,
1151,
987,
751,
397,
258,
97,
52,
64,
37,
17,
15,
63,
258,
649,
534,
640,
626,
801,
1259,
1169,
1174,
1343,
1632,
1306,
984,
867,
621,
379,
242,
120,
75,
45,
31,
25,
17,
63,
245,
641,
572,
650,
843,
1567,
1816,
1613,
1639,
1795,
2050,
1766,
1523,
1130,
1101,
780,
652,
362,
174,
137,
132,
47,
26,
43,
78,
147,
242,
519,
779,
1287,
1801,
2043,
1681,
1505,
1476,
1193,
962,
830,
821,
511,
438,
302,
221,
173,
173,
35,
36,
27,
42,
89,
193,
375,
559,
925,
1203,
1259,
1374,
1361,
1226,
918,
807,
560,
417,
263,
147,
86,
34,
25,
12,
8,
22,
57,
220,
659,
571,
668,
964,
1492,
1693,
1438,
1241,
1458,
1699,
1371,
963,
847,
708,
382,
198,
77,
82,
28,
17,
16,
26,
81,
282,
730,
529,
606,
795,
1552,
1729,
1283,
1215,
1374,
1609,
1362,
1080,
1028,
712,
564,
294,
61,
42,
34,
11,
17,
19,
89,
272,
704,
615,
683,
847,
1397,
1531,
1260,
1196,
1416,
1745,
1376,
1144,
845,
593,
289,
112,
66,
34,
19,
7,
12,
20,
89,
229,
834,
529,
502,
829,
1196,
1347,
1278,
1706,
1393,
1464,
1390,
988,
864,
638,
470,
249,
141,
102,
45,
45,
14,
11,
74,
248,
598,
582,
637,
836,
1444,
1526,
1245,
1323,
1500,
1708,
1328,
1152,
961,
820,
658,
531,
346,
250,
186,
93,
25,
21,
29,
53,
128,
228,
426,
693,
847,
1146,
1306,
1302,
1225,
1144,
858,
684,
536,
430,
400,
373,
215,
102,
114,
139,
30,
23,
14,
31,
64,
130,
311,
480,
820,
1007,
1151,
1153,
1139,
1105,
832,
717,
540,
424,
247,
118,
87,
41,
21,
19,
9,
18,
76,
195,
666,
516,
580,
882,
1362,
1565,
1469,
1353,
1593,
1651,
1378,
907,
761,
516,
338,
145,
64,
29,
21,
8,
13,
16,
101,
279,
648,
540,
611,
791,
1467,
1656,
1401,
1452,
1541,
1824,
1531,
1046,
792,
679,
339,
210,
77,
40,
25,
13,
12,
22,
64,
228,
661,
485,
681,
990,
1500,
1826,
1357,
1018,
1272,
1439,
1225,
930,
817,
522,
374,
201,
147,
80,
39,
26,
20,
18,
76,
236,
682,
619,
545,
764,
1433,
1580,
1209,
1182,
1307,
1553,
1431,
1282,
978,
601,
385,
262,
123,
63,
48,
34,
24,
15,
75,
254,
654,
518,
633,
917,
1317,
1525,
1432,
1386,
1452,
1694,
1410,
1316,
1158,
1080,
778,
646,
479,
344,
224,
122,
38,
27,
30,
69,
119,
208,
452,
679,
1107,
1221,
1218,
1327,
1240,
1115,
962,
1015,
886,
764,
701,
621,
480,
288,
272,
151,
51,
27,
21,
60,
68,
160,
344,
629,
813,
1059,
1072,
1186,
1148,
1213,
832,
806,
690,
566,
314,
179,
97,
42,
28,
21,
12,
18,
67,
243,
605,
553,
509,
856,
1310,
1600,
1278,
1228,
1270,
1547,
1222,
914,
718,
545,
313,
229,
63,
30,
27,
11,
7,
18,
104,
257
] |
[
734,
521,
575,
861,
1309,
1393,
1001,
1231,
1366,
1495,
1180,
959,
801,
555,
420,
210,
93,
51,
18,
24,
13,
12,
76,
244,
633,
570,
580,
624,
1015,
1304,
1363,
1266,
1371,
1646,
1151,
852,
700,
461,
277,
211,
84,
33,
26,
11,
31,
13,
73,
228,
641,
514,
542,
884,
1506,
1738,
1547,
1416,
1614,
1582,
1418,
1200,
915,
708,
421,
193,
108,
36,
35,
14,
23,
7,
76,
223,
609,
541,
545,
824,
1505,
1521,
1521,
1589,
2174,
2371,
1952,
1490,
1169,
916,
751,
585,
375,
300,
196,
99,
46,
33,
29,
78
] |
[
"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: 358.93%",
"予測される変化率: [カラム_0] 予測される変化率: -89.37%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.86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: 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: 358.93%",
"Forecasted change rate: [column_0] Forecasted change rate: -89.37%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.86 times the mean)",
"Trend: [column_0] Trend change: from downward to stable",
"Turning points: [column_0] Turning points in forecast period: 28",
"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 |
[
155,
265,
471,
653,
1006,
1262,
1304,
1306,
1274,
1240,
1006,
848,
693,
744,
521,
443,
335,
158,
220,
138,
47,
21,
23,
39,
88,
206,
374,
660,
640,
841,
1088,
1120,
1155,
1201,
764,
612,
575,
464,
322,
218,
58,
24,
42,
14,
13,
17,
68,
232,
655,
515,
655,
933,
1640,
1716,
1422,
1504,
1640,
1674,
1430,
1053,
796,
546,
389,
240,
61,
41,
17,
18,
18,
26,
93,
278,
659,
563,
640,
887,
1601,
1791,
1525,
1440,
1547,
1918,
1658,
1131,
961,
745,
495,
227,
92,
56,
37,
8,
16,
35,
75,
293,
692,
746,
1687,
1103,
1775,
1778,
1589,
1423,
1532,
1825,
1237,
844,
714,
532,
399,
265,
116,
79,
45,
21,
18,
21,
87,
260,
654,
510,
713,
1066,
1657,
1915,
1513,
1599,
1633,
1691,
1517,
1050,
921,
634,
507,
297,
137,
60,
26,
17,
19,
17,
69,
207,
655,
601,
565,
802,
1460,
1529,
1494,
1263,
1390,
1646,
1400,
1143,
1010,
1017,
794,
614,
455,
348,
235,
158,
55,
26,
25,
85,
86,
163,
386,
589,
891,
964,
1243,
1264,
1245,
1325,
954,
758,
714,
624,
566,
419,
381,
243,
156,
153,
53,
23,
23,
29,
83,
180,
374,
616,
638,
977,
1172,
1206,
835,
922,
722,
589,
378,
201,
167,
112,
35,
19,
18,
13,
8,
10,
59,
247,
528,
420,
561,
764,
1269,
1594,
1597,
1491,
1420,
1535,
1240,
934,
627,
537,
247,
170,
70,
29,
16,
6,
10,
17,
84,
218,
584,
466,
540,
682,
1201,
1635,
1496,
1542,
1555,
1617,
1286,
1065,
744,
702,
346,
222
] |
[
91,
33,
19,
11,
13,
16,
60,
179,
490,
469,
608,
928,
1606,
1868,
1663,
1712,
1535,
1627,
1501,
1018,
869,
732,
357,
216,
87,
38,
29,
20,
26,
23,
47,
189,
482,
501,
569,
878,
1261,
1599,
1541,
1649,
1685,
1691,
1451,
1098,
929,
665,
460,
271,
175,
111,
44,
25,
23,
17,
59,
163,
398,
423,
568,
847,
1237,
1577,
1532,
1645,
1511,
1254,
1145,
808,
654,
505,
464,
328,
191,
78,
75,
67,
19,
20,
20,
26,
44,
94,
150,
299,
335,
431,
522,
501,
485,
432,
416,
466,
405,
294,
211,
147
] |
[
"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: 43.23%",
"予測される変化率: [カラム_0] 予測される変化率: 61.54%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.88倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 22個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の4番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 43.23%",
"Forecasted change rate: [column_0] Forecasted change rate: 61.54%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.88 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 22",
"First turning point: [column_0] First turning point: at data point 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 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 |
[
54,
68,
35,
25,
18,
73,
79,
123,
339,
615,
879,
1115,
1519,
1522,
1785,
1990,
1873,
1684,
1321,
934,
729,
548,
310,
224,
93,
37,
40,
19,
13,
26,
31,
40,
92,
159,
374,
467,
758,
1054,
1352,
1357,
1386,
1204,
979,
729,
708,
585,
352,
224,
89,
36,
35,
19,
19,
16,
23,
33,
89,
212,
403,
760,
972,
1298,
1537,
1610,
1528,
1172,
1091,
781,
724,
543,
467,
181,
87,
61,
30,
13,
5,
13,
38,
73,
237,
336,
501,
691,
1014,
1283,
1333,
1376,
1393,
1276,
1088,
891,
672,
556,
318,
211,
75,
37,
35,
26,
19,
13,
42,
100,
186,
275,
518,
792,
1093,
1212,
1320,
1412,
1301,
1224,
1110,
869,
743,
491,
358,
260,
163,
63,
31,
16,
13,
11,
64,
85,
162,
234,
389,
598,
861,
835,
757,
746,
752,
731,
1121,
1082,
1254,
1377,
1740,
1755,
1581,
1488,
629,
368,
191,
67,
35,
50,
60,
82,
154,
354,
460,
624,
690,
783,
780,
639,
627,
524,
544,
384,
265,
246,
136,
40,
31,
28,
13,
10,
18,
29,
60,
148,
277,
636,
699,
1195,
1141,
1205,
1271,
1072,
823,
680,
515,
422,
278,
254,
78,
45,
24,
20,
11,
6,
22,
35,
67,
155,
310,
533,
739,
1023,
1216,
1351,
1287,
1177,
916,
591,
443,
337,
211,
122,
68,
28,
11,
29,
15,
10,
64,
178,
430,
402,
504,
827,
1457,
1616,
1565,
1653,
1687,
1506,
1127,
680,
611,
428,
245,
180,
65,
24,
20,
14,
17,
24,
56,
154,
426,
365,
519,
775,
1220,
1596,
1393,
1440,
1552,
1500,
1160,
785,
607,
448,
268,
169,
59,
23,
15,
4,
11,
14,
55,
153,
424,
396,
452,
685,
1284,
1539,
1286,
1214,
1311,
1297,
1146,
862,
875,
523,
403,
285,
95,
85,
11,
18,
16,
16,
47,
156,
440,
343,
483,
650,
1146,
1291,
1096,
1118,
1080,
1350,
1039,
861,
941,
865,
654,
541,
405,
213,
117,
86,
42,
20,
35,
56,
89,
213,
346,
534,
683,
823,
921,
1115,
1061,
997,
898,
629,
694,
481,
447,
385,
214,
200,
116,
78,
52,
26,
23,
48,
55,
158,
335,
451,
741,
1027,
1148,
1146,
1039,
1080,
784,
580,
604,
411,
244,
150,
79,
46,
42,
12,
9,
14,
66,
191,
553,
378,
460,
592,
1193,
1402,
1311,
1390,
1387,
1525,
1076,
606,
604,
338,
244,
111,
72,
27,
15,
4,
18,
17,
67,
209,
609,
439,
542,
721,
1224,
1461,
1325,
1228,
1234,
1673,
973,
584,
524,
458,
206,
149,
69,
30,
29,
11,
14,
19,
72,
191,
626,
477,
459,
670,
1223,
1454,
1263,
1175,
1175,
1503,
1117,
798,
679,
477,
380,
176,
47,
48,
22,
8,
10,
12,
72,
198,
594,
460,
490,
544,
935,
1212,
1118,
1072,
1271,
1588,
1117,
651,
526,
371,
261,
155,
59,
32,
33,
21,
20,
18,
56,
169,
554,
456,
344,
616,
981,
1251,
1262,
1248,
1310,
1730,
1424,
1256,
1065,
1040,
742,
655,
316,
229,
150,
83,
27,
34,
30,
64,
82,
236,
396,
601,
868,
1121,
1164,
1264,
1131,
1196,
1067,
802,
803,
687,
579,
446,
363,
206,
140,
126,
39,
33,
32,
43
] |
[
70,
230,
483,
729,
985,
1059,
1168,
1193,
1194,
1159,
893,
660,
525,
492,
258,
129,
84,
40,
20,
9,
13,
13,
54,
201,
633,
477,
580,
714,
1221,
1473,
1299,
1232,
1233,
1501,
1015,
683,
511,
370,
228,
118,
60,
25,
42,
5,
19,
24,
88,
261,
673,
448,
554,
724,
1277,
1438,
1275,
1326,
1358,
1467,
1197,
844,
701,
356,
281,
173,
75,
43,
34,
5,
11,
15,
64,
233,
677,
506,
604,
695,
1187,
1642,
1342,
1498,
1533,
1583,
1223,
837,
721,
477,
283,
224,
95,
82,
14,
22,
23,
26,
55,
244
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -20.37%",
"予測される変化率: [カラム_0] 予測される変化率: 248.57%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.91倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 22個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -20.37%",
"Forecasted change rate: [column_0] Forecasted change rate: 248.57%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.91 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 22",
"First turning point: [column_0] First turning point: at data point 9 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 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 |
[
650,
496,
540,
726,
1361,
1590,
1233,
1224,
1426,
1590,
1163,
910,
898,
621,
367,
294,
112,
43,
30,
20,
20,
18,
74,
219,
652,
494,
540,
780,
1382,
1377,
570,
1189,
1359,
1764,
1410,
1127,
964,
848,
680,
533,
371,
182,
114,
115,
18,
17,
32,
55,
98,
217,
393,
616,
913,
1282,
1307,
1194,
1176,
1134,
930,
748,
751,
632,
536,
501,
368,
256,
165,
102,
44,
15,
33,
28,
77,
191,
351,
529,
789,
1059,
968,
1005,
1000,
1072,
811,
537,
542,
483,
260,
201,
53,
29,
41,
13,
15,
11,
67,
253,
540,
476,
546,
835,
1312,
1569,
1502,
1520,
1544,
1716,
1108,
809,
597,
426,
232,
168,
48,
36,
16,
12,
5,
13,
84,
236,
635,
529,
653,
853,
1536,
1747,
1327,
1339,
1338,
1628,
1254,
942,
905,
549,
320,
243,
171,
65,
54,
33,
27,
37,
16,
30,
138,
333,
900,
1153,
1137,
973,
1140,
1070,
1117,
1045,
832,
624,
581,
611,
391,
261,
112,
44,
29,
12,
11,
18,
76,
238,
613,
571,
655,
981,
1556,
1690,
1561,
1517,
1497,
1595,
1136,
878,
760,
395,
266,
235,
84,
46,
20,
8,
11,
20,
93,
221,
613,
457,
587,
827,
1435,
1828,
1537,
1461,
1579,
1828,
1460,
1063,
994,
752,
641,
448,
300,
190,
110,
48,
19,
18,
20,
65,
88,
196,
419,
660,
877,
1168,
1204,
1311,
1292,
1117,
917,
668,
721,
580,
554,
444,
327,
192,
141,
54,
45,
34,
39,
38,
58,
164,
300,
525,
746,
863,
708,
722,
580,
637,
557,
544,
425,
362,
333,
262,
92,
38,
31,
9,
21,
14,
90,
243,
625,
508,
588,
760,
1273,
1418,
1215,
1293,
1180,
1487,
1153,
905,
640,
484,
275,
172,
95,
42,
18,
28,
19,
22,
104,
252,
629,
471,
468,
666,
1088,
1051,
955,
1095,
1200,
1428,
1155,
770,
722,
495,
225,
164,
69,
71,
15,
8,
8,
16,
70,
233,
654,
515,
526,
772,
1379,
1627,
1361,
1314,
1253,
1600,
1208,
837,
750,
558,
556,
266,
110,
78,
42,
22,
29,
19,
70,
214,
578,
477,
523,
741,
1154,
1490,
1322,
1360,
1399,
1568,
1287,
999,
834,
622,
377,
242,
112,
67,
46,
20,
16,
17,
76,
244,
729,
483,
484,
605,
1080,
1368,
1123,
1101,
1142,
1667,
1244,
875,
708,
648,
549,
464,
239,
134,
57,
44,
18,
12,
33,
42,
71,
120,
302,
473,
723,
999,
1133,
1171,
1119,
1241,
809,
619,
658,
504,
543,
341,
274,
164,
115,
105,
40,
19,
17,
29,
81,
253,
408,
768,
907,
1371,
1544,
1673,
1527,
1451,
938,
703,
560,
412,
219,
160,
66,
29,
15,
14,
6,
12,
77,
206,
777,
749,
701,
955,
1398,
1694,
1424,
1483,
1533,
1802,
1090,
754,
663,
351,
205,
133,
62,
27,
5,
11,
7,
26,
83,
254,
807,
560,
644,
850,
1440,
1597,
1250,
1494,
1437,
1589,
1294,
846,
672,
404,
231,
115,
59,
40,
17,
22,
13,
18,
78,
205,
748,
551,
639,
821,
1493,
1894,
1459,
1442,
1515,
1698,
1243,
871,
722,
495,
289,
191,
76,
39,
35,
7,
11,
13,
81,
257,
676,
591,
615,
887,
1450,
1628,
1288,
1419
] |
[
1460,
1577,
1137,
989,
792,
479,
238,
182,
81,
36,
35,
14,
11,
18,
68,
213,
652,
562,
558,
794,
1246,
1523,
1346,
1238,
1343,
1610,
1000,
885,
837,
699,
632,
506,
242,
168,
103,
68,
34,
26,
27,
63,
66,
178,
400,
686,
909,
1218,
1500,
1684,
1571,
1389,
1071,
741,
695,
555,
580,
442,
260,
205,
145,
104,
54,
22,
29,
55,
53,
154,
353,
585,
913,
1068,
1276,
1237,
1150,
1166,
787,
588,
541,
367,
232,
152,
71,
29,
12,
9,
12,
16,
67,
238,
838,
707,
708,
1014,
1867,
2039,
1597,
1704
] |
[
"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: 118.31%",
"予測される変化率: [カラム_0] 予測される変化率: 16.71%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.87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: 22個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 118.31%",
"Forecasted change rate: [column_0] Forecasted change rate: 16.71%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.87 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 22",
"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
| 512 | 96 |
[
1743,
1903,
1434,
1064,
932,
666,
370,
264,
107,
47,
15,
10,
5,
17,
93,
256,
753,
563,
743,
1058,
1711,
1732,
1398,
1534,
1513,
1645,
1253,
980,
869,
577,
333,
202,
60,
59,
27,
49,
12,
16,
81,
247,
691,
628,
744,
1070,
1765,
1924,
1623,
1652,
1595,
1784,
1385,
951,
630,
374,
264,
159,
94,
60,
15,
15,
7,
9,
86,
240,
729,
578,
798,
1046,
1717,
2033,
1499,
1548,
1645,
1875,
1403,
1080,
968,
666,
433,
272,
101,
70,
49,
22,
19,
20,
65,
258,
753,
550,
681,
994,
1543,
1832,
1511,
1464,
1724,
1973,
1371,
1196,
1249,
980,
678,
675,
298,
185,
66,
61,
19,
30,
34,
78,
112,
263,
500,
758,
1097,
1393,
1500,
1583,
1573,
1451,
1116,
1040,
898,
735,
785,
606,
405,
259,
248,
214,
65,
43,
28,
36,
88,
216,
446,
578,
859,
1176,
1349,
1427,
1292,
1256,
879,
670,
570,
436,
280,
142,
100,
44,
16,
6,
8,
11,
64,
224,
675,
772,
767,
964,
1593,
1890,
1727,
1678,
1690,
1848,
1290,
960,
678,
391,
262,
129,
44,
35,
24,
2,
5,
16,
88,
259,
781,
717,
684,
918,
1662,
1916,
1738,
2050,
1961,
2060,
1558,
1077,
880,
596,
303,
260,
109,
40,
33,
17,
10,
25,
90,
261,
706,
644,
852,
1108,
1885,
2236,
1957,
1888,
1921,
1962,
1489,
1080,
843,
631,
358,
201,
87,
68,
26,
13,
20,
18,
68,
249,
779,
752,
930,
1001,
1925,
2298,
1993,
1942,
1984,
2206,
1573,
1234,
971,
679,
397,
258,
122,
82,
34,
35,
23,
19,
68,
254,
703,
585,
716,
1059,
1860,
2163,
1893,
1886,
2003,
2121,
1664,
1493,
1223,
1119,
837,
629,
471,
291,
152,
73,
41,
40,
34,
60,
155,
276,
469,
813,
1301,
1657,
1678,
1823,
1642,
1519,
1205,
887,
800,
662,
587,
455,
317,
237,
183,
153,
69,
36,
24,
39,
47,
183,
345,
541,
829,
1185,
1467,
1624,
1569,
1466,
1109,
881,
693,
488,
334,
188,
56,
14,
17,
13,
14,
20,
80,
254,
846,
912,
1201,
1588,
2373,
2398,
1993,
2074,
2055,
2262,
1605,
1114,
905,
598,
233,
146,
40,
38,
19,
9,
7,
22,
87,
287,
915,
913,
1025,
1206,
2324,
2530,
2094,
2200,
2193,
2539,
1685,
1246,
1028,
586,
347,
192,
67,
22,
27,
11,
8,
20,
90,
220,
891,
833,
907,
997,
2303,
2594,
2090,
2035,
2199,
2326,
1667,
1255,
1078,
594,
390,
192,
76,
63,
28,
5,
6,
27,
94,
204,
871,
845,
831,
1104,
2114,
2223,
1880,
1967,
2131,
2367,
1760,
1191,
1117,
677,
415,
226,
114,
79,
47,
23,
14,
18,
68,
306,
746,
748,
795,
1092,
1897,
2098,
1832,
1695,
1965,
2236,
1922,
1448,
1210,
1068,
917,
704,
427,
257,
132,
69,
61,
22,
48,
70,
156,
280,
626,
937,
1425,
1719,
2056,
2138,
2122,
2098,
1675,
1268,
1540,
1336,
1293,
884,
458,
334,
252,
190,
82,
35,
41,
62,
80,
208,
502,
804,
1196,
1603,
1734,
1684,
1651,
1658,
1330,
1225,
972,
802,
501,
199,
49,
32,
34,
20,
6,
14,
72,
264,
853,
796,
897,
1254,
2159,
2532,
1872,
1837,
1972,
2151,
1476,
1071,
986,
578,
357,
211
] |
[
52,
38,
19,
10,
5,
12,
91,
276,
844,
819,
926,
1240,
2333,
2392,
1776,
1951,
2084,
2394,
1590,
1214,
1038,
683,
368,
171,
78,
38,
29,
15,
11,
25,
74,
256,
860,
851,
877,
1219,
1918,
1929,
1814,
1889,
2123,
2237,
1301,
1052,
955,
597,
324,
161,
84,
51,
8,
4,
6,
12,
69,
277,
855,
846,
776,
1124,
2165,
2283,
1861,
1821,
2029,
2270,
1784,
1335,
1227,
754,
455,
299,
113,
75,
25,
22,
16,
29,
77,
229,
766,
779,
777,
1258,
1930,
2362,
1956,
1878,
2150,
2322,
2047,
1709,
1405,
1223,
1161,
971
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -87.89%",
"予測される変化率: [カラム_0] 予測される変化率: 1767.31%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.88倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 24個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の5番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -87.89%",
"Forecasted change rate: [column_0] Forecasted change rate: 1767.31%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.88 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 24",
"First turning point: [column_0] First turning point: at data point 5 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な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 |
[
525,
305,
194,
183,
73,
47,
39,
55,
108,
309,
546,
787,
1181,
1523,
1556,
1574,
1623,
1454,
1218,
1100,
1329,
1398,
979,
825,
501,
305,
215,
96,
55,
48,
41,
34,
76,
204,
446,
721,
1032,
1359,
1393,
879,
1026,
859,
724,
734,
680,
607,
359,
377,
182,
91,
50,
44,
33,
20,
31,
64,
220,
630,
1948,
2747,
2262,
2077,
1711,
1638,
1569,
1534,
1104,
721,
663,
505,
475,
188,
49,
21,
13,
11,
8,
16,
72,
274,
784,
774,
1021,
1307,
2256,
2457,
1943,
1877,
2036,
2321,
1576,
1103,
992,
578,
259,
114,
48,
39,
20,
13,
6,
20,
82,
235,
802,
830,
846,
1247,
2195,
2239,
1932,
1908,
1980,
2221,
1469,
1011,
881,
502,
276,
196,
68,
51,
27,
14,
4,
16,
79,
256,
795,
754,
749,
1126,
1904,
2132,
1734,
1707,
2044,
2108,
1547,
1136,
982,
592,
396,
214,
159,
101,
29,
19,
18,
21,
98,
223,
787,
818,
712,
1014,
1836,
1948,
1818,
1654,
1836,
2161,
1770,
1470,
1355,
1183,
932,
639,
373,
211,
131,
84,
56,
20,
21,
61,
111,
265,
487,
757,
1194,
1551,
1736,
1908,
1742,
1676,
1389,
1146,
969,
936,
814,
728,
482,
288,
204,
196,
56,
41,
35,
44,
97,
181,
477,
680,
1137,
1276,
1389,
1404,
1406,
1306,
987,
789,
693,
479,
332,
140,
80,
27,
16,
13,
14,
21,
77,
216,
762,
829,
815,
1148,
1938,
2119,
1669,
1684,
1823,
2087,
1651,
1066,
976,
544,
317,
158,
62,
14,
11,
11,
9,
22,
104,
291,
801,
802,
986,
1164,
2026,
2212,
1824,
1635,
1848,
2304,
1488,
1094,
917,
607,
360,
267,
75,
43,
20,
11,
12,
14,
90,
238,
821,
796,
843,
1061,
2223,
2281,
1957,
1743,
2082,
2117,
1319,
1046,
833,
541,
286,
150,
60,
44,
49,
8,
9,
15,
58,
268,
833,
789,
783,
1047,
1571,
1784,
1438,
1424,
1688,
1972,
1572,
1179,
1098,
602,
393,
256,
66,
39,
25,
20,
14,
13,
85,
199,
697,
716,
717,
1054,
1767,
1904,
1726,
1737,
1849,
2202,
1838,
1519,
1394,
1092,
924,
703,
393,
258,
177,
84,
52,
46,
54,
147,
215,
447,
767,
962,
1489,
2154,
2033,
2085,
1974,
1847,
1519,
1368,
1155,
967,
768,
683,
553,
300,
318,
184,
89,
47,
48,
58,
110,
365,
649,
973,
1287,
1597,
1591,
1745,
1683,
1599,
1121,
962,
738,
490,
292,
180,
60,
35,
9,
16,
4,
15,
67,
245,
782,
750,
732,
1178,
1885,
2310,
1888,
1865,
1981,
3574,
230,
1103,
1510,
163,
143,
192,
116,
0,
14,
10,
11,
14,
91,
876,
252,
794,
2079,
2186,
2390,
1756,
1633,
1892,
2361,
1593,
1328,
1050,
663,
366,
203,
69,
18,
26,
22,
34,
26,
86,
254,
771,
780,
829,
1132,
2072,
1124,
1066,
1831,
3236,
404,
2124,
2648,
879,
599,
351,
208,
77,
35,
22,
14,
13,
15,
73,
263,
759,
747,
915,
1218,
1952,
2182,
1547,
365,
1833,
1847,
2189,
1720,
1225,
1245,
720,
477,
285,
109,
59,
42,
15,
16,
12,
83,
259,
756,
723,
758,
990,
1885,
2052,
1830,
3866,
75,
2327,
1956,
1922,
993,
1208,
1596,
102,
382,
317,
61,
72,
57,
35,
57,
120
] |
[
242,
450,
674,
1017,
1440,
1593,
1829,
1755,
1622,
1186,
1151,
952,
825,
814,
659,
389,
308,
158,
136,
87,
15,
29,
36,
48,
99,
271,
680,
1112,
1405,
1801,
1929,
1691,
1371,
1372,
849,
576,
630,
448,
176,
108,
80,
28,
5,
11,
8,
20,
81,
248,
772,
727,
766,
1039,
1799,
2016,
1569,
1667,
1751,
2033,
1372,
892,
714,
412,
228,
198,
41,
15,
8,
5,
6,
14,
83,
275,
843,
823,
933,
1099,
1984,
2230,
1722,
1672,
1940,
2261,
1493,
1083,
967,
651,
378,
248,
99,
42,
18,
10,
8,
6,
73,
274
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -77.14%",
"予測される変化率: [カラム_0] 予測される変化率: 13.22%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.92倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 22個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の7番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -77.14%",
"Forecasted change rate: [column_0] Forecasted change rate: 13.22%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.92 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 22",
"First turning point: [column_0] First turning point: at data point 7 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な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 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 32.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
925,
806,
845,
1223,
2196,
2328,
1708,
1783,
1969,
2216,
1639,
1164,
1087,
656,
484,
206,
79,
46,
34,
10,
11,
12,
81,
261,
809,
750,
772,
1145,
2085,
2279,
1671,
1721,
1786,
2242,
1640,
1285,
1041,
729,
529,
304,
125,
37,
27,
22,
15,
16,
67,
275,
736,
765,
733,
1094,
1962,
2076,
1734,
1721,
1831,
2407,
1880,
1666,
1470,
1296,
1108,
929,
460,
292,
164,
118,
44,
44,
37,
45,
156,
286,
485,
806,
1087,
1353,
1450,
1485,
1409,
837,
830,
709,
672,
578,
474,
455,
283,
193,
119,
84,
56,
18,
36,
68,
113,
257,
560,
769,
1101,
1174,
1147,
1364,
1387,
1335,
841,
795,
577,
407,
249,
152,
78,
15,
18,
13,
10,
18,
81,
256,
799,
684,
731,
1212,
1905,
2329,
1974,
1797,
1809,
2093,
1557,
1002,
877,
437,
233,
149,
50,
24,
6,
3,
8,
13,
60,
247,
832,
765,
679,
883,
2019,
2637,
1950,
1839,
1777,
2077,
1410,
1108,
882,
676,
362,
222,
82,
22,
15,
15,
12,
24,
78,
250,
767,
721,
827,
1275,
1861,
1982,
1702,
1667,
1956,
1975,
1477,
1125,
924,
593,
428,
289,
94,
44,
16,
6,
11,
15,
68,
237,
852,
735,
810,
1136,
1873,
2284,
1939,
2078,
1889,
2246,
1774,
1280,
1131,
792,
483,
346,
141,
73,
51,
42,
26,
17,
76,
243,
726,
714,
721,
951,
1811,
2299,
2043,
2031,
2156,
2350,
1948,
1682,
1354,
1347,
1076,
949,
433,
332,
137,
93,
61,
29,
28,
87,
126,
275,
510,
722,
1148,
1426,
1653,
1812,
1755,
1621,
1224,
1023,
1008,
849,
753,
599
] |
[
390,
245,
172,
137,
55,
28,
66,
192,
409,
399,
819,
1108,
1458,
1509,
1487,
1682,
1515,
1384,
960,
800,
606,
493,
371,
157,
52,
40,
41,
10,
21,
25,
85,
229,
801,
705,
794,
1088,
1974,
2274,
1861,
1903,
1940,
2095,
1490,
992,
794,
484,
331,
155,
76,
62,
21,
24,
20,
52,
97,
278,
835,
676,
816,
1126,
1993,
2232,
1970,
1940,
2052,
2390,
1705,
1181,
1018,
761,
432,
275,
90,
71,
37,
25,
18,
29,
85,
264,
760,
715,
757,
1030,
1748,
2010,
1761,
1795,
2222,
2479,
1752,
887,
1073,
641,
438,
233
] |
[
"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: -35.24%",
"予測される変化率: [カラム_0] 予測される変化率: -40.26%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.87倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 30個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の6番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 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: -35.24%",
"Forecasted change rate: [column_0] Forecasted change rate: -40.26%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.87 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 30",
"First turning point: [column_0] First turning point: at data point 6 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 36 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 92 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 36.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is 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 |
[
104,
72,
34,
17,
28,
30,
78,
241,
612,
578,
652,
1091,
1665,
1944,
1762,
1787,
2021,
2197,
1974,
1533,
1410,
1038,
835,
728,
396,
305,
195,
124,
97,
37,
15,
33,
85,
200,
540,
538,
695,
1038,
1119,
1336,
1116,
920,
936,
908,
827,
827,
611,
603,
289,
123,
73,
72,
59,
28,
33,
62,
123,
285,
522,
905,
1159,
1521,
1621,
1668,
1541,
1477,
1224,
981,
884,
751,
798,
691,
376,
224,
177,
97,
66,
32,
44,
58,
84,
216,
350,
621,
861,
1101,
1275,
1463,
1371,
1219,
1004,
923,
819,
593,
566,
367,
124,
71,
62,
70,
51,
70,
19,
121,
228,
362,
655,
1117,
1355,
1463,
1291,
1551,
1290,
1344,
1168,
830,
718,
675,
510,
344,
153,
93,
62,
46,
26,
17,
27,
37,
76,
226,
501,
772,
1039,
1335,
1532,
1524,
1393,
1259,
893,
745,
547,
502,
362,
236,
77,
29,
21,
20,
10,
14,
65,
211,
629,
547,
641,
887,
1629,
1887,
1715,
1562,
1602,
1766,
1331,
907,
823,
531,
277,
207,
66,
61,
35,
17,
16,
22,
78,
236,
790,
624,
738,
1056,
1805,
2174,
1783,
1718,
1841,
2033,
1537,
1077,
959,
661,
421,
252,
98,
55,
24,
12,
29,
24,
56,
270,
689,
630,
792,
1024,
1658,
2056,
1637,
1635,
1781,
2104,
1575,
1292,
997,
927,
798,
734,
349,
237,
116,
110,
76,
34,
26,
50,
140,
245,
447,
759,
979,
1433,
1610,
1656,
1616,
1439,
1085,
878,
881,
841,
711,
558,
363,
268,
189,
77,
59,
42,
41,
41,
77,
231,
438,
670,
877,
1279,
1279,
1239,
1185,
1040,
650,
467,
376,
297,
175,
84,
31,
80,
13,
3,
9,
22,
83,
285,
723,
711,
720,
942,
1760,
1980,
1666,
1730,
1687,
2029,
1257,
904,
731,
486,
297,
129,
61,
17,
14,
18,
13,
35,
99,
253,
853,
734,
860,
1020,
1871,
2041,
1746,
1736,
1644,
1908,
1355,
867,
832,
536,
283,
174,
76,
28,
20,
13,
16,
31,
67,
265,
797,
748,
741,
1046,
1683,
2026,
1668,
1678,
1666,
1819,
1352,
954,
856,
504,
291,
167,
53,
57,
31,
14,
14,
24,
78,
255,
772,
703,
700,
987,
1627,
1826,
1659,
1484,
1613,
2006,
1453,
1049,
820,
586,
369,
290,
80,
81,
36,
11,
12,
24,
78,
254,
711,
668,
703,
889,
1614,
1881,
1635,
1678,
1910,
2100,
1603,
1356,
1256,
975,
767,
615,
340,
257,
201,
119,
57,
41,
29,
47,
92,
261,
485,
736,
1088,
1452,
1501,
1644,
1657,
1517,
1063,
841,
867,
774,
687,
590,
366,
168,
144,
86,
47,
36,
22,
51,
109,
224,
401,
591,
624,
788,
938,
1214,
1081,
1106,
720,
540,
388,
289,
184,
127,
58,
27,
18,
13,
13,
41,
66,
243,
733,
688,
705,
970,
1616,
1814,
1548,
1393,
1653,
1805,
1358,
820,
694,
385,
235,
143,
43,
29,
15,
7,
16,
18,
64,
316,
799,
727,
739,
969,
1672,
1955,
1680,
1714,
1612,
1985,
1359,
922,
716,
464,
260,
153,
52,
29,
4,
16,
8,
20,
84,
269,
716,
669,
725,
810,
1382,
1415,
1210,
1509,
1589,
1795,
1114,
697,
631,
368,
242,
145,
37,
22,
14,
15,
5,
21,
64,
224
] |
[
957,
749,
651,
808,
1461,
1568,
1473,
1341,
1487,
1759,
1264,
951,
777,
471,
372,
200,
54,
51,
25,
31,
23,
17,
80,
225,
718,
623,
645,
920,
1503,
1652,
1401,
1425,
1537,
1943,
1635,
1210,
1057,
881,
697,
557,
301,
196,
81,
91,
40,
12,
33,
30,
75,
198,
357,
605,
905,
1263,
1359,
1514,
1510,
1468,
991,
708,
635,
643,
550,
475,
347,
217,
190,
99,
56,
26,
20,
41,
86,
240,
423,
691,
937,
1253,
1505,
1422,
1443,
1236,
865,
553,
426,
333,
232,
164,
78,
35,
29,
15,
16,
18,
84,
241
] |
[
"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: 115.38%",
"予測される変化率: [カラム_0] 予測される変化率: -74.82%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.90倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 26個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: 115.38%",
"Forecasted change rate: [column_0] Forecasted change rate: -74.82%",
"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: 26",
"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
| 128 | 96 |
[
810,
665,
671,
957,
1613,
1858,
1503,
1691,
1691,
1872,
1173,
995,
717,
434,
312,
153,
47,
50,
13,
22,
14,
14,
101,
296,
873,
710,
845,
947,
1666,
1896,
1571,
1596,
1719,
1965,
1356,
1064,
837,
552,
295,
179,
93,
43,
19,
22,
11,
13,
97,
257,
823,
763,
746,
941,
1679,
1921,
1640,
1562,
1739,
2015,
1482,
1056,
919,
584,
276,
178,
105,
49,
13,
30,
15,
17,
64,
272,
895,
740,
681,
948,
1705,
1988,
1643,
1572,
1590,
2100,
1542,
1158,
942,
588,
432,
189,
120,
74,
20,
18,
18,
20,
95,
231,
769,
750,
615,
940,
1616,
1904,
1567,
1628,
1788,
2253,
2130,
1630,
1099,
1094,
996,
820,
533,
182,
62,
48,
28,
14,
41,
41,
71,
101,
154,
264,
344,
388,
714,
520
] |
[
618,
595,
335,
266,
271,
292,
291,
344,
223,
105,
87,
37,
23,
38,
34,
23,
62,
102,
125,
234,
422,
623,
713,
544,
469,
402,
279,
175,
114,
107,
86,
94,
23,
18,
11,
2,
7,
7,
41,
91,
901,
911,
997,
1240,
1936,
2255,
1747,
1786,
1896,
2243,
1562,
975,
838,
494,
243,
136,
36,
38,
13,
15,
10,
34,
100,
264,
856,
765,
777,
846,
1657,
1995,
1674,
1546,
1740,
1846,
1304,
809,
695,
408,
249,
161,
63,
22,
17,
13,
27,
18,
87,
299,
893,
768,
816,
1041,
1724,
1965,
1576,
1655
] |
[
"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: -35.80%",
"予測される変化率: [カラム_0] 予測される変化率: 167.80%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.96倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 32個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -35.80%",
"Forecasted change rate: [column_0] Forecasted change rate: 167.80%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.96 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 32",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] ラグ 54 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 44 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 54.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 44."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
1640,
1933,
1234,
915,
782,
561,
298,
174,
66,
25,
14,
12,
15,
23,
91,
293,
813,
843,
664,
1051,
1736,
1996,
1413,
1360,
1574,
1931,
1463,
998,
889,
612,
351,
248,
153,
142,
30,
28,
13,
12,
78,
271,
868,
700,
788,
877,
1607,
1880,
1592,
1652,
1793,
2074,
1715,
1579,
1164,
1117,
762,
594,
330,
254,
147,
165,
43,
28,
39,
57,
124,
282,
527,
796,
1205,
1991,
1594,
1604,
1427,
1465,
1008,
834,
800,
784,
681,
571,
376,
337,
231,
149,
85,
46,
39,
52,
88,
212,
468,
672,
877,
1167,
1323,
1362,
1371,
1361,
745,
605,
493,
348,
276,
127,
79,
34,
19,
7,
11,
15,
56,
231,
750,
627,
580,
816,
1478,
1771,
1535,
1357,
1521,
1666,
1244,
859,
684,
498,
303,
210,
65,
37,
17,
12,
19,
15,
60,
229,
713,
526,
617,
759,
1373,
1739,
1587,
1443,
1532,
1635,
1348,
873,
742,
640,
279,
235,
63,
37,
22,
12,
8,
14,
62,
232,
759,
701,
631,
988,
1586,
1927,
1467,
1417,
1586,
1825,
1335,
873,
848,
499,
357,
154,
75,
36,
23,
9,
28,
17,
56,
259,
662,
685,
861,
846,
1515,
1934,
1480,
1331,
1502,
1880,
1388,
1052,
867,
542,
397,
243,
121,
80,
48,
12,
18,
21,
61,
236,
665,
529,
600,
740,
1476,
1683,
1355,
1329,
1521,
1942,
1516,
1374,
1173,
981,
839,
592,
333,
174,
156,
133,
40,
32,
26,
73,
105,
246,
485,
742,
1003,
1386,
1470,
1439,
1421,
1399,
1080,
817,
698,
748,
593,
460,
360,
224,
171,
76,
37,
19,
32,
32,
70,
227,
1202,
3018,
2325,
1598,
1278,
1204,
1173,
1261,
679,
413,
323,
251,
204,
91,
47,
36,
11,
14,
5,
10,
59,
246,
684,
646,
654,
859,
1341,
1681,
1414,
1303,
1415,
1673,
1249,
815,
667,
464,
269,
165,
51,
24,
18,
3,
22,
25,
72,
256,
717,
554,
590,
654,
1110,
1413,
1113,
1202,
1305,
1569,
1088,
798,
621,
363,
200,
134,
57,
27,
20,
5,
8,
23,
68,
235,
687,
554,
622,
747,
1455,
1415,
1183,
1257,
1499,
1723,
1214,
790,
672,
393,
296,
183,
83,
22,
17,
13,
12,
19,
59,
245,
684,
587,
581,
686,
1351,
1643,
1325,
1203,
1473,
1721,
1282,
908,
769,
554,
392,
208,
102,
61,
55,
23,
10,
19,
51,
205,
648,
590,
663,
806,
1589,
1879,
1532,
1442,
1630,
2055,
1548,
1286,
1037,
931,
775,
543,
362,
248,
151,
85,
45,
31,
23,
43,
94,
218,
450,
718,
984,
1373,
1654,
1546,
1561,
1511,
1025,
934,
799,
647,
597,
504,
317,
203,
114,
102,
46,
23,
25,
41,
76,
195,
376,
694,
970,
1467,
1439,
1449,
1324,
1376,
901,
972,
866,
575,
526,
293,
208,
105,
54,
55,
32,
13,
17,
37,
57,
162,
321,
736,
806,
1084,
1257,
1288,
1181,
1031,
699,
475,
401,
330,
172,
119,
34,
36,
20,
18,
13,
18,
62,
230,
632,
526,
620,
796,
1500,
1696,
1516,
1403,
1459,
1636,
1094,
828,
725,
465,
265,
149,
64,
26,
45,
20,
2,
20,
65,
242,
642,
516,
601,
828,
1390,
1760,
1471,
1355,
1453,
1592,
1177,
837,
797,
544,
346,
218
] |
[
119,
102,
41,
19,
13,
22,
58,
220,
639,
579,
487,
827,
1392,
1637,
1364,
1445,
1535,
1700,
1319,
912,
734,
542,
395,
225,
158,
99,
60,
34,
26,
26,
58,
231,
679,
528,
565,
799,
1586,
1543,
1306,
1355,
1516,
1942,
1500,
1229,
1234,
1033,
760,
557,
298,
191,
143,
66,
33,
26,
39,
41,
90,
234,
371,
684,
955,
1261,
1370,
1511,
1439,
1378,
1033,
871,
707,
626,
618,
501,
348,
225,
162,
79,
30,
38,
30,
28,
96,
183,
403,
566,
797,
1256,
1288,
1206,
1326,
1127,
709,
601,
473,
389,
184,
136
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -86.71%",
"予測される変化率: [カラム_0] 予測される変化率: 14.29%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.88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: 21個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の5番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -86.71%",
"Forecasted change rate: [column_0] Forecasted change rate: 14.29%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.88 times the mean)",
"Trend: [column_0] Trend continuation: downward trend continues",
"Turning points: [column_0] Turning points in forecast period: 21",
"First turning point: [column_0] First turning point: at data point 5 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
36,
26,
12,
13,
11,
15,
52,
216,
685,
577,
547,
692,
1341,
1564,
1252,
1229,
1232,
1471,
1096,
735,
599,
454,
221,
157,
58,
35,
12,
9,
12,
19,
70,
221,
752,
502,
628,
864,
1177,
1280,
1024,
1185,
1140,
1430,
1124,
660,
602,
517,
365,
187,
72,
43,
23,
19,
17,
17,
82,
239,
757,
593,
394,
624,
1401,
1764,
1407,
1485,
1584,
1820,
1349,
933,
714,
552,
402,
218,
43,
41,
27,
34,
6,
24,
74,
238,
703,
582,
644,
845,
1450,
1774,
1418,
1461,
1509,
1826,
1563,
1084,
948,
723,
575,
327,
191,
107,
49,
69,
24,
28,
62,
246,
699,
621,
712,
881,
1581,
1762,
1533,
1588,
1710,
2248,
1712,
1431,
1321,
1214,
1010,
696,
471,
257,
221,
118,
48,
50,
49,
63,
101,
205,
418,
694,
1097,
1392,
1781,
1802,
1574,
1494,
1122,
909,
836,
705,
731,
525,
415,
291,
243,
108,
38,
33,
23,
38,
80,
183,
371,
597,
874,
1295,
1340,
1366,
1156,
1108,
806,
559,
508,
448,
310,
171,
50,
16,
15,
20,
15,
27,
62,
247,
727,
625,
626,
866,
1441,
1673,
1476,
1425,
1459,
1723,
1313,
838,
640,
486,
275,
133,
59,
78,
23,
9,
3,
25,
65,
239,
688,
578,
533,
931,
1458,
1746,
1446,
1375,
1500,
1752,
1264,
854,
776,
507,
280,
206,
51,
32,
30,
21,
12,
34,
68,
253,
700,
584,
585,
835,
1398,
1703,
1507,
1450,
1640,
1808,
1442,
823,
835,
611,
407,
226,
95,
38,
24,
12,
10,
36,
82,
241,
752,
554,
569,
861,
1461,
1663,
1483,
1403,
1498,
1720,
1376,
1041,
863,
704,
478,
277,
134,
87,
71,
26,
9,
43,
71,
236,
691,
584,
592,
819,
1504,
1657,
1654,
1516,
1597,
1978,
1716,
1264,
1128,
1039,
858,
566,
329,
214,
104,
81,
46,
40,
27,
58,
107,
218,
478,
717,
951,
1213,
1479,
1430,
1378,
1261,
943,
758,
740,
738,
603,
507,
280,
194,
151,
72,
41,
45,
32,
38,
86,
169,
306,
513,
803,
1011,
1032,
1238,
1167,
1092,
725,
529,
521,
477,
266,
83,
74,
28,
21,
18,
8,
29,
57,
196,
700,
563,
544,
841,
1280,
1627,
1605,
1353,
1578,
1718,
1183,
831,
689,
490,
316,
143,
64,
14,
23,
8,
6,
33,
67,
238,
697,
521,
532,
747,
1047,
1274,
1150,
1229,
1410,
1512,
1185,
805,
690,
551,
359,
183,
97,
37,
29,
14,
4,
44,
63,
208,
701,
495,
585,
846,
1313,
1645,
1475,
1530,
1488,
1626,
1150,
945,
691,
561,
336,
208,
60,
22,
40,
13,
10,
28,
158,
247,
675,
531,
611,
785,
1267,
1482,
1409,
1499,
1471,
1659,
1340,
939,
748,
518,
408,
206,
143,
60,
30,
24,
5,
27,
57,
195,
611,
470,
546,
1001,
1390,
1685,
1541,
1557,
1596,
1804,
1389,
1067,
897,
810,
591,
556,
230,
218,
94,
75,
57,
42,
21,
83,
88,
268,
446,
691,
1035,
1448,
1484,
1645,
1467,
1493,
1053,
792,
761,
626,
571,
470,
276,
172,
120,
84,
14,
28,
23,
25,
57,
189,
370,
529,
705,
912,
1000,
1009,
1003,
972,
605,
605,
436,
359,
211,
118,
66,
25,
9,
14,
20,
31,
62,
203
] |
[
673,
534,
607,
913,
1467,
1607,
1661,
1521,
1629,
1783,
1295,
894,
789,
602,
324,
243,
57,
22,
22,
23,
15,
30,
70,
220,
697,
592,
618,
787,
1512,
1632,
1558,
1616,
1563,
1907,
1264,
885,
689,
498,
352,
238,
56,
56,
60,
24,
14,
40,
91,
237,
639,
571,
630,
918,
1599,
1637,
1581,
1629,
1549,
1695,
1291,
933,
685,
510,
285,
175,
69,
42,
11,
12,
10,
34,
61,
235,
670,
507,
596,
852,
1407,
1716,
1659,
1569,
1740,
1944,
1538,
1203,
948,
704,
610,
258,
138,
108,
48,
21,
14,
27,
61,
224
] |
[
"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: 463.89%",
"予測される変化率: [カラム_0] 予測される変化率: -66.72%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.88倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 32個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 463.89%",
"Forecasted change rate: [column_0] Forecasted change rate: -66.72%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.88 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 32",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 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 76 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] 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 76.",
"Stationarity: [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 |
[
616,
506,
653,
847,
1672,
1886,
1647,
1703,
1696,
2008,
1564,
1214,
1043,
1131,
847,
661,
419,
258,
89,
57,
27,
44,
37,
63,
93,
224,
420,
648,
1076,
1256,
1345,
1431,
1391,
1314,
1009,
769,
783,
712,
610,
525,
263,
180,
133,
90,
36,
53,
66,
44,
117,
231,
417,
586,
886,
1049,
1220,
1145,
1098,
1039,
616,
525,
399,
315,
186,
107,
39,
21,
18,
6,
6,
21,
58,
189,
754,
699,
759,
1048,
1540,
1886,
1557,
1744,
1614,
1922,
1267,
878,
682,
501,
247,
149,
52,
21,
12,
12,
2,
24,
51,
201,
801,
723,
705,
1017,
1900,
1900,
1625,
1566,
1766,
1921,
1361,
1153,
878,
632,
338,
169,
85,
36,
17,
12,
11,
16,
56,
256,
753,
699,
647,
1049,
1669,
1999,
1463,
1566,
1770,
1949,
1500,
1055,
833,
669,
387,
198,
57,
33,
27,
14,
8,
19,
58,
250,
771,
710,
681,
905,
1370,
1659,
1478,
1726,
1957,
1977,
1558,
1200,
946,
699,
369,
278,
116,
70,
22,
30,
17,
33,
68,
197,
705,
605,
666,
977,
1668,
2044,
1594,
1614,
1834,
2044,
1621,
1323,
1010,
1014,
763,
568,
341,
203,
124,
103,
57,
52,
29,
52,
89,
210,
369,
582,
1055,
1311,
1456,
1559,
1562,
1313,
995,
759,
714,
777,
643,
484,
312,
232,
250,
149,
47,
51,
25,
23,
67,
130,
340,
523,
672,
1070,
1260,
1234,
1236,
1378,
735,
682,
497,
470,
304,
146,
65,
20,
16,
17,
10,
21,
65,
177,
845,
852,
701,
937,
1534,
1738,
1404,
1678,
1582,
1983,
1215,
991,
892,
607,
303,
163,
46,
18,
3,
13,
2,
24,
71,
229,
800,
745,
814,
1028,
1755,
2006,
1724,
1494,
1661,
2227,
1610,
1175,
1038,
646,
416,
214,
86,
36,
15,
20,
20,
21,
54,
196,
800,
656,
745,
1017,
1886,
2193,
1811,
1773,
1957,
2078,
1539,
1161,
988,
685,
380,
187,
67,
24,
16,
4,
10,
11,
60,
245,
816,
791,
686,
936,
1658,
2037,
1747,
1657,
1802,
2173,
1685,
1281,
1185,
806,
532,
324,
156,
66,
39,
18,
10,
24,
52,
224,
739,
691,
671,
962,
1896,
2136,
1647,
1735,
1929,
2299,
1885,
1529,
1210,
1141,
855,
612,
377,
190,
156,
78,
59,
78,
23,
62,
85,
205,
481,
796,
1126,
1407,
1769,
1799,
1522,
1477,
1014,
891,
781,
737,
577,
457,
257,
181,
183,
132,
56,
28,
25,
28,
69,
213,
489,
873,
1194,
1737,
1755,
1733,
1415,
1324,
865,
593,
512,
395,
307,
120,
67,
24,
22,
8,
9,
26,
66,
220,
804,
681,
688,
891,
1518,
1882,
1484,
1506,
1586,
2022,
1469,
866,
861,
519,
275,
155,
76,
34,
11,
24,
11,
33,
63,
239,
852,
762,
710,
1102,
1812,
2253,
1571,
1625,
1834,
2131,
1382,
984,
1001,
603,
308,
190,
71,
39,
15,
10,
11,
18,
62,
241,
776,
732,
729,
999,
1815,
2207,
1654,
1830,
1926,
2386,
1609,
1109,
886,
596,
410,
230,
83,
30,
23,
13,
4,
23,
73,
273,
752,
754,
743,
1037,
1599,
1885,
1526,
1490,
1677,
2014,
1496,
1065,
949,
769,
452,
269,
94,
63,
49,
27,
28,
22,
82,
255,
887,
785,
763,
1093,
1848,
2157,
1594,
1543
] |
[
1561,
1816,
1442,
1161,
1190,
975,
976,
552,
350,
264,
139,
116,
58,
43,
43,
53,
106,
244,
456,
613,
849,
1196,
1507,
1578,
1494,
1509,
1114,
783,
780,
668,
738,
512,
427,
229,
175,
191,
33,
41,
21,
41,
80,
204,
400,
626,
786,
1234,
1309,
1387,
1328,
1148,
738,
615,
376,
429,
237,
138,
55,
33,
23,
6,
8,
22,
56,
276,
792,
669,
722,
1054,
1584,
1952,
1559,
1525,
1621,
2006,
1269,
906,
773,
479,
297,
154,
37,
28,
18,
15,
4,
24,
72,
247,
805,
706,
676,
905,
1567,
1763,
1388,
1531
] |
[
"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: 150.49%",
"予測される変化率: [カラム_0] 予測される変化率: -1.92%",
"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] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 29個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: 150.49%",
"Forecasted change rate: [column_0] Forecasted change rate: -1.92%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.88 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 29",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
1637,
1861,
1473,
902,
745,
491,
307,
217,
75,
32,
54,
17,
10,
22,
68,
246,
735,
678,
698,
893,
1322,
1648,
1353,
1315,
1552,
1793,
1186,
815,
875,
446,
357,
179,
65,
42,
7,
15,
6,
18,
62,
240,
771,
745,
735,
885,
1593,
1898,
1502,
1611,
1734,
2002,
1386,
956,
1017,
672,
443,
226,
91,
75,
39,
25,
12,
23,
63,
237,
783,
731,
645,
1557,
2270,
2414,
1586,
1522,
1847,
2103,
1689,
1281,
1237,
1103,
682,
546,
311,
175,
111,
82,
43,
58,
41,
94,
152,
321,
553,
837,
1440,
1940,
2144,
1791,
1751,
1687,
1208,
1117,
1030,
838,
700,
562,
340,
235,
118,
147,
54,
35,
32,
44,
99,
377,
799,
1410,
2071,
2530,
2481,
2234,
1723,
1430,
854,
741,
565,
394,
290,
118,
56,
47,
14,
22,
6,
24,
59,
297,
880,
586,
694,
917,
1501,
1495,
1238,
1304,
1431,
1719,
1407,
931,
711,
476,
318,
152,
38,
15,
7,
10,
8,
17,
69,
252,
814,
756,
734,
943,
1756,
1886,
1576,
1498,
1617,
1933,
1297,
1015,
822,
561,
372,
209,
61,
27,
22,
4,
18,
31,
76,
258,
795,
648,
707,
870,
1438,
1597,
1227,
1365,
1568,
1852,
1284,
925,
878,
541,
345,
201,
79,
34,
22,
9,
13,
18,
55,
246,
780,
726,
606,
854,
1437,
1722,
1411,
1445,
1544,
1975,
1320,
1066,
920,
643,
443,
232,
102,
70,
29,
22,
16,
22,
55,
276,
707,
690,
685,
1013,
1640,
1873,
1486,
1491,
1850,
2381,
1655,
1299,
1215,
1028,
927,
671,
400,
188,
121,
87,
52,
68,
30,
93,
139,
310,
557,
675,
1149,
1553,
1659,
1751,
1627,
1489,
1061,
809,
833,
706,
561,
618,
294,
192,
194,
147,
58,
19,
25,
47,
115,
212,
491,
687,
1046,
1499,
1606,
1764,
1593,
1490,
925,
699,
512,
439,
280,
154,
65,
32,
13,
18,
7,
20,
53,
246,
780,
670,
1106,
958,
1619,
2160,
1735,
1653,
1559,
1940,
1251,
927,
791,
461,
294,
143,
33,
39,
20,
12,
4,
30,
62,
233,
790,
717,
762,
1056,
1685,
2152,
1648,
1606,
1673,
1981,
1474,
988,
916,
472,
327,
168,
70,
35,
29,
22,
6,
21,
69,
271,
789,
756,
739,
931,
1932,
2124,
1668,
1686,
1684,
2044,
1522,
1048,
913,
565,
326,
170,
46,
25,
9,
12,
15,
20,
66,
271,
786,
693,
695,
988,
1685,
1933,
1426,
1378,
1464,
1860,
1609,
980,
917,
541,
355,
184,
88,
45,
20,
29,
17,
34,
73,
236,
749,
718,
692,
1001,
1718,
2005,
1677,
1535,
1736,
2052,
1722,
1327,
1125,
979,
879,
694,
303,
241,
147,
79,
51,
39,
29,
64,
109,
279,
466,
810,
1236,
1374,
1628,
1642,
1522,
1373,
1079,
849,
895,
771,
703,
506,
271,
240,
131,
152,
58,
41,
20,
44,
118,
218,
442,
713,
982,
1392,
1289,
1289,
1192,
1168,
728,
628,
566,
375,
266,
116,
50,
32,
22,
17,
14,
20,
62,
254,
711,
528,
575,
791,
1194,
1482,
1351,
1264,
1552,
1819,
1267,
841,
662,
442,
259,
155,
35,
24,
14,
18,
13,
27,
57,
254,
709,
535,
599,
859,
1322,
1588,
1235,
1271,
1507,
1589,
1182,
837,
723,
510,
375,
154
] |
[
34,
25,
27,
27,
18,
24,
43,
259,
652,
565,
584,
792,
1276,
1520,
1254,
1230,
1352,
1580,
1312,
928,
765,
525,
313,
173,
74,
35,
21,
11,
11,
15,
70,
233,
711,
545,
576,
726,
1309,
1698,
1388,
1223,
1257,
1693,
1361,
1070,
804,
556,
438,
194,
84,
63,
28,
22,
16,
27,
64,
215,
606,
584,
528,
792,
1454,
1793,
1430,
1373,
1658,
2119,
1593,
1305,
1033,
953,
721,
618,
353,
203,
101,
90,
56,
29,
34,
66,
125,
247,
453,
711,
1077,
1371,
1518,
1527,
1452,
1385,
1080,
970,
804,
572,
589,
451
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -90.59%",
"予測される変化率: [カラム_0] 予測される変化率: 1226.47%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の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: 22個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: -90.59%",
"Forecasted change rate: [column_0] Forecasted change rate: 1226.47%",
"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: 22",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
266,
180,
150,
99,
38,
30,
21,
24,
75,
171,
327,
499,
838,
1029,
1068,
1090,
1339,
1258,
800,
547,
500,
350,
224,
127,
57,
18,
14,
3,
6,
17,
60,
263,
780,
696,
671,
922,
1669,
1936,
1445,
1508,
1596,
1880,
1279,
808,
701,
429,
220,
115,
29,
30,
29,
10,
10,
18,
72,
236,
789,
713,
684,
863,
1311,
1652,
1314,
1266,
1394,
1673,
1205,
917,
700,
429,
222,
158,
47,
30,
10,
9,
11,
17,
63,
214,
706,
674,
777,
1022,
1684,
1802,
1494,
1525,
1496,
1751,
1309,
960,
750,
506,
283,
167,
57,
14,
19,
16,
13,
15,
62,
259,
724,
650,
656,
950,
1601,
1959,
1534,
1311,
1574,
1772,
1308,
980,
850,
494,
350,
188,
73,
49,
31,
16,
17,
24,
70,
296
] |
[
850,
686,
577,
817,
1679,
1717,
1445,
1361,
1515,
1868,
1771,
1186,
827,
741,
592,
458,
238,
119,
74,
59,
46,
23,
37,
71,
145,
281,
463,
655,
969,
1155,
1403,
1477,
1360,
1409,
1159,
871,
782,
749,
716,
576,
344,
228,
175,
138,
46,
35,
37,
39,
65,
184,
371,
556,
893,
1161,
1266,
1360,
1150,
1095,
787,
537,
430,
401,
209,
101,
49,
24,
22,
10,
16,
23,
76,
225,
771,
613,
716,
749,
1335,
1575,
1210,
1336,
1453,
1843,
1383,
987,
779,
471,
304,
144,
60,
43,
15,
7,
10,
28,
71,
265
] |
[
"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: 11.28%",
"予測される変化率: [カラム_0] 予測される変化率: -68.82%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.92倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 18個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: 11.28%",
"Forecasted change rate: [column_0] Forecasted change rate: -68.82%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.92 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 18",
"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] 自己相関は弱いです。",
"部分自己相関: [カラム_0] ラグ 30 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 44 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 30.",
"Stationarity: [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
| 128 | 96 |
[
768,
619,
665,
935,
1551,
1878,
1482,
1400,
1553,
1791,
1276,
912,
759,
485,
233,
150,
35,
34,
25,
10,
15,
19,
73,
279,
737,
624,
682,
956,
1555,
1795,
1391,
1389,
1466,
1747,
1407,
901,
804,
452,
280,
151,
57,
28,
12,
13,
13,
11,
80,
228,
713,
921,
893,
946,
1618,
1851,
1453,
1372,
1538,
1836,
1431,
1085,
867,
657,
320,
199,
76,
55,
19,
21,
16,
14,
75,
241,
792,
696,
703,
1316,
1819,
2166,
1658,
1630,
1833,
2030,
1817,
1572,
1186,
1026,
835,
607,
325,
223,
90,
97,
51,
32,
53,
46,
153,
287,
468,
726,
995,
1261,
1388,
1394,
1447,
1426,
1041,
940,
856,
883,
599,
461,
277,
189,
151,
107,
42,
27,
24,
35,
82,
190,
401,
638,
941,
1481,
1381,
1320
] |
[
1341,
1256,
902,
672,
553,
431,
277,
175,
60,
34,
29,
18,
12,
18,
68,
247,
753,
624,
746,
902,
1740,
1916,
1546,
1574,
1628,
1927,
1241,
890,
746,
359,
215,
106,
49,
16,
11,
11,
6,
16,
96,
291,
835,
657,
658,
917,
1448,
1729,
1455,
1372,
1538,
1863,
1400,
911,
813,
487,
269,
195,
70,
53,
14,
13,
19,
18,
78,
277,
719,
644,
800,
946,
1651,
1975,
1497,
1449,
1569,
1895,
1490,
1049,
909,
565,
370,
186,
63,
48,
32,
8,
13,
18,
77,
282,
799,
622,
726,
871,
1636,
2038,
1509,
1599
] |
[
"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: 71.88%",
"予測される変化率: [カラム_0] 予測される変化率: 19.24%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.86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: 26個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: 71.88%",
"Forecasted change rate: [column_0] Forecasted change rate: 19.24%",
"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: 26",
"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] 自己相関は弱いです。",
"部分自己相関: [カラム_0] ラグ 64 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 44 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 64.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 44."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
1688,
2136,
1515,
1130,
981,
746,
523,
321,
165,
58,
26,
11,
20,
16,
79,
241,
710,
598,
654,
903,
1574,
1788,
1424,
1369,
1570,
1861,
1526,
1155,
1078,
880,
739,
580,
251,
228,
129,
113,
50,
37,
35,
66,
108,
215,
403,
630,
942,
1229,
1313,
1194,
1319,
1274,
1010,
745,
699,
638,
750,
405,
281,
178,
122,
100,
40,
30,
24,
40,
81,
184,
395,
615,
856,
1292,
1443,
1361,
1300,
1175,
859,
669,
559,
425,
268,
161,
82,
50,
24,
4,
8,
22,
58,
253,
686,
583,
666,
991,
1804,
2116,
1745,
1753,
1652,
1955,
1406,
1060,
907,
549,
278,
202,
77,
37,
14,
15,
4,
17,
84,
258,
840,
569,
674,
942,
1559,
1839,
1739,
1738,
1717,
1843,
1538,
1097,
921,
657,
324,
193,
92,
36,
26,
14,
19,
19,
68,
248,
778,
652,
736,
984,
1391,
1572,
1576,
1284,
1150,
1351,
1221,
1105,
618,
407,
251,
162,
60,
44,
30,
10,
5,
21,
99,
350,
1145,
777,
627,
794,
1440,
1812,
1494,
1380,
1430,
1506,
1330,
885,
768,
510,
335,
167,
77,
40,
38,
16,
14,
24,
73,
228,
711,
598,
951,
1556,
2280,
2391,
1672,
1352,
1622,
1824,
1317,
1152,
927,
764,
576,
452,
194,
143,
61,
69,
57,
22,
20,
67,
99,
228,
409,
727,
894,
1116,
890,
944,
887,
936,
745,
657,
573,
573,
429,
306,
213,
142,
162,
83,
45,
5,
34,
25,
65,
150,
322,
532,
725,
1039,
1296,
1248,
1309,
1209,
859,
774,
633,
451,
279,
108,
60,
42,
21,
2,
5,
14,
59,
204,
725,
633,
607,
923,
1734,
2121,
1682,
1691,
1821,
2067,
1498,
992,
881,
574,
329,
153,
43,
49,
23,
12,
12,
13,
60,
252,
771,
583,
697,
961,
1753,
2045,
1666,
1701,
1666,
2102,
1557,
1206,
922,
608,
382,
253,
107,
47,
18,
10,
12,
19,
43,
256,
854,
556,
698,
1013,
1650,
1927,
1726,
1721,
1691,
2005,
1674,
1261,
1027,
654,
362,
247,
74,
40,
31,
18,
18,
13,
68,
222,
745,
687,
641,
1057,
1699,
1961,
1692,
1673,
1730,
2001,
1725,
1296,
1001,
649,
408,
219,
135,
65,
54,
24,
10,
20,
71,
222,
740,
634,
678,
950,
1769,
1987,
1630,
1606,
1730,
1933,
1479,
1287,
938,
878,
586,
493,
278,
168,
129,
71,
62,
31,
29,
55,
158,
258,
449,
677,
963,
1290,
1356,
1691,
1714,
1426,
987,
854,
709,
709,
615,
509,
330,
273,
221,
109,
58,
20,
58,
85,
188,
298,
361,
586,
695,
1018,
1266,
1177,
1134,
1068,
748,
580,
455,
311,
221,
128,
40,
34,
29,
18,
8,
20,
62,
240,
795,
593,
630,
872,
1424,
1618,
1180,
1193,
1370,
1638,
1227,
824,
631,
393,
248,
124,
59,
19,
18,
13,
6,
24,
69,
275,
821,
624,
633,
866,
1410,
1624,
1415,
1289,
1618,
1851,
1354,
1019,
770,
549,
315,
191,
75,
28,
24,
16,
25,
21,
54,
260,
771,
653,
817,
842,
1620,
1774,
1604,
1509,
1654,
1951,
1472,
1215,
919,
540,
372,
182,
86,
32,
27,
15,
13,
20,
58,
284,
739,
664,
640,
923,
1499,
1920,
1519,
1483,
1630,
2045,
1562,
1293,
1017,
643,
413,
245
] |
[
73,
48,
26,
16,
11,
29,
87,
247,
770,
620,
718,
1042,
1642,
1824,
1586,
1539,
1835,
2194,
1771,
1500,
1344,
1307,
915,
682,
379,
274,
145,
99,
53,
28,
32,
67,
113,
221,
456,
757,
1265,
1724,
1501,
1509,
1232,
1388,
1061,
922,
773,
584,
448,
428,
238,
145,
122,
95,
35,
39,
39,
46,
70,
199,
364,
524,
839,
1198,
1235,
1210,
1211,
1225,
809,
541,
413,
405,
214,
131,
56,
28,
26,
15,
20,
17,
64,
158,
382,
297,
199,
301,
554,
756,
560,
709,
812,
990,
741,
527,
363,
292,
142,
66
] |
[
"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: -85.49%",
"予測される変化率: [カラム_0] 予測される変化率: -9.59%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.90倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 24個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の5番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -85.49%",
"Forecasted change rate: [column_0] Forecasted change rate: -9.59%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.90 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 24",
"First turning point: [column_0] First turning point: at data point 5 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データ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 |
[
42,
8,
2,
22,
19,
9,
37,
112,
310,
231,
222,
256,
576,
712,
511,
666,
732,
924,
595,
477,
380,
263,
188,
71,
34,
20,
2,
9,
12,
5,
35,
128,
294,
203,
275,
289,
751,
723,
551,
575,
716,
880,
671,
523,
480,
278,
165,
120,
25,
10,
7,
9,
11,
11,
23,
93,
270,
245,
219,
276,
618,
750,
526,
532,
663,
885,
630,
488,
471,
318,
165,
128,
33,
23,
6,
12,
8,
8,
51,
207,
411,
285,
274,
284,
674,
784,
503,
633,
742,
1097,
851,
697,
631,
522,
452,
297,
147,
80,
56,
23,
29,
25,
21,
25,
41,
102,
444,
587,
786,
1149,
1223,
1355,
1205,
1172,
830,
719,
556,
443,
509,
440,
259,
168,
124,
107,
45,
36,
17,
34
] |
[
71,
180,
366,
600,
837,
1130,
1156,
1207,
1101,
1109,
868,
633,
516,
447,
299,
164,
63,
33,
31,
16,
15,
18,
47,
194,
558,
503,
603,
702,
1041,
1158,
987,
1046,
1095,
1270,
933,
617,
474,
363,
180,
103,
51,
40,
15,
18,
13,
15,
56,
212,
700,
537,
539,
682,
1317,
1344,
1222,
1107,
1217,
1880,
1576,
1219,
932,
559,
296,
181,
73,
26,
26,
21,
20,
22,
53,
198,
685,
663,
802,
1353,
2106,
2345,
1701,
1314,
1484,
1734,
1297,
1008,
987,
665,
354,
153,
69,
26,
15,
22,
12,
20,
60,
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: -19.05%",
"予測される変化率: [カラム_0] 予測される変化率: 156.34%",
"変動性: [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: 26個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の8番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -19.05%",
"Forecasted change rate: [column_0] Forecasted change rate: 156.34%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.01 times the mean)",
"Trend: [column_0] Trend continuation: upward trend continues",
"Turning points: [column_0] Turning points in forecast period: 26",
"First turning point: [column_0] First turning point: at data point 8 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 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 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 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 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
| 512 | 96 |
[
616,
492,
619,
709,
1389,
1762,
1366,
1264,
1524,
1597,
1432,
1087,
949,
596,
396,
209,
91,
56,
38,
22,
17,
14,
51,
178,
625,
506,
586,
901,
1370,
1628,
1416,
1250,
1467,
1423,
1096,
888,
800,
575,
500,
403,
223,
105,
113,
57,
46,
26,
21,
53,
66,
188,
407,
837,
1376,
1211,
1180,
1272,
1399,
1363,
998,
960,
668,
443,
445,
332,
183,
186,
88,
107,
33,
20,
14,
38,
56,
132,
347,
455,
683,
1230,
1274,
1217,
1173,
1096,
789,
644,
514,
379,
217,
114,
83,
48,
30,
11,
7,
15,
34,
129,
446,
412,
747,
1410,
2064,
2012,
1375,
1489,
1520,
1560,
1212,
975,
841,
632,
401,
270,
154,
94,
89,
39,
29,
16,
27,
37,
80,
144,
239,
393,
554,
739,
836,
801,
861,
801,
770,
549,
480,
337,
204,
144,
53,
40,
17,
16,
3,
12,
49,
214,
531,
465,
520,
718,
1281,
1229,
1275,
1111,
1257,
1440,
1096,
845,
654,
433,
221,
142,
83,
17,
20,
14,
11,
13,
61,
214,
554,
489,
552,
662,
1218,
1442,
1147,
1057,
1241,
1438,
1177,
892,
769,
394,
261,
222,
89,
36,
13,
30,
17,
15,
51,
211,
503,
482,
547,
784,
1409,
1611,
1381,
1414,
1492,
1819,
1398,
1238,
1049,
751,
617,
534,
263,
170,
121,
58,
32,
26,
38,
71,
138,
298,
502,
791,
1055,
1421,
1259,
1193,
1109,
1089,
914,
765,
693,
624,
603,
534,
264,
196,
134,
82,
35,
24,
30,
36,
58,
177,
390,
521,
664,
1036,
1032,
1051,
1007,
933,
713,
538,
469,
357,
252,
123,
57,
34,
12,
18,
19,
14,
44,
212,
589,
509,
589,
832,
1524,
1760,
1257,
1155,
1426,
1426,
1241,
976,
739,
512,
293,
171,
64,
57,
20,
15,
3,
26,
59,
255,
755,
535,
509,
716,
1198,
1393,
1061,
1122,
1335,
1497,
1197,
929,
864,
553,
357,
185,
82,
39,
16,
14,
8,
24,
52,
209,
577,
524,
461,
683,
1204,
1420,
1119,
1088,
1236,
1444,
1298,
775,
627,
286,
221,
126,
62,
25,
17,
11,
24,
12,
59,
205,
600,
467,
576,
845,
1259,
1514,
1332,
1247,
1395,
1571,
1324,
1018,
857,
560,
376,
247,
89,
57,
57,
21,
34,
16,
52,
179,
534,
478,
686,
806,
1493,
1722,
1498,
1330,
1454,
1773,
1514,
1221,
1149,
1002,
918,
625,
390,
263,
157,
113,
30,
43,
39,
86,
91,
265,
412,
695,
921,
1136,
1218,
1271,
1262,
1223,
1160,
743,
676,
631,
560,
482,
306,
184,
132,
105,
39,
38,
24,
80,
133,
179,
366,
453,
827,
1035,
988,
1134,
907,
1001,
744,
622,
513,
333,
247,
119,
67,
23,
19,
27,
13,
22,
61,
205,
605,
471,
505,
739,
1362,
1604,
1300,
1142,
1362,
1429,
1166,
808,
687,
447,
248,
127,
53,
23,
25,
12,
8,
18,
61,
207,
566,
475,
544,
714,
1284,
1621,
1145,
1128,
1238,
1502,
1223,
774,
688,
469,
241,
151,
39,
26,
28,
16,
8,
25,
48,
205,
550,
517,
584,
739,
1362,
1620,
1379,
1402,
1408,
1581,
1310,
867,
728,
466,
293,
231,
78,
33,
39,
24,
20,
22,
64,
218,
564,
485,
492,
673,
1315,
1561,
1241,
1176
] |
[
1247,
1596,
1356,
1063,
952,
720,
487,
267,
154,
92,
50,
38,
29,
18,
55,
183,
544,
473,
595,
717,
1401,
1411,
1246,
1047,
1198,
1502,
1130,
897,
869,
888,
812,
598,
380,
200,
170,
103,
59,
28,
44,
88,
131,
296,
442,
718,
852,
1059,
1264,
1337,
1277,
1061,
786,
598,
587,
539,
453,
356,
279,
206,
134,
106,
55,
35,
46,
45,
77,
178,
412,
563,
815,
1121,
1175,
1197,
1126,
1122,
799,
627,
588,
399,
298,
150,
93,
29,
28,
27,
5,
17,
47,
189,
575,
471,
495,
677,
1310,
1610,
1361,
1232
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 90.91%",
"予測される変化率: [カラム_0] 予測される変化率: -1.20%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の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: 19個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 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: 90.91%",
"Forecasted change rate: [column_0] Forecasted change rate: -1.20%",
"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: 19",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from 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 |
[
1356,
1555,
1236,
799,
736,
593,
339,
185,
99,
45,
21,
17,
8,
35,
35,
234,
613,
460,
540,
781,
1269,
1536,
1286,
1181,
1264,
1604,
1303,
866,
754,
452,
383,
206,
103,
74,
41,
34,
14,
20,
70,
195,
576,
453,
454,
702,
1297,
1444,
1238,
1292,
1489,
1751,
1353,
958,
906,
578,
437,
243,
84,
39,
33,
22,
25,
24,
56,
192,
567,
498,
663,
790,
1564,
1819,
1273,
1478,
1536,
2014,
1616,
1336,
1075,
830,
512,
329,
196,
100,
53,
42,
42,
15,
66,
242,
660,
535,
608,
815,
1498,
1820,
1412,
1527,
1536,
1830,
1559,
1168,
1166,
1118,
881,
746,
411,
258,
152,
93,
46,
40,
39,
67,
124,
205,
352,
544,
738,
1023,
1175,
1240,
1257,
1008,
836,
714,
514,
482,
366,
292,
201,
168,
142,
94,
43,
23,
32,
112,
123,
263,
391,
475,
653,
1039,
1157,
1401,
1636,
1571,
1031,
777,
811,
594,
400,
210,
110,
49,
33,
15,
15,
23,
87,
270,
726,
606,
813,
893,
1429,
1756,
1449,
1390,
1519,
1583,
1329,
905,
920,
584,
379,
220,
90,
46,
23,
16,
9,
26,
92,
313,
788,
561,
578,
780,
1436,
1510,
1127,
1300,
1396,
1643,
1333,
1008,
936,
691,
457,
327,
95,
82,
25,
30,
19,
19,
65,
274,
711,
544,
626,
795,
1355,
1464,
937,
1164,
1533,
1682,
1431,
903,
767,
585,
379,
243,
66,
37,
12,
28,
18,
17,
78,
289,
678,
607,
629,
971,
1461,
1632,
1332,
1285,
1405,
1801,
1447,
1056,
871,
604,
410,
275,
170,
62,
48,
39,
53,
22,
79,
269
] |
[
660,
555,
737,
963,
1700,
1982,
1524,
1500,
1744,
1984,
1699,
1328,
1293,
1025,
885,
618,
423,
252,
160,
96,
55,
22,
36,
78,
127,
277,
488,
838,
1001,
1262,
1450,
1643,
1561,
1261,
1068,
885,
737,
761,
677,
623,
397,
236,
165,
114,
46,
41,
27,
48,
74,
194,
399,
630,
1007,
1128,
1342,
1382,
1322,
1182,
839,
666,
675,
706,
389,
226,
83,
42,
24,
6,
11,
23,
83,
239,
695,
547,
599,
867,
1506,
1800,
1499,
1569,
1616,
1641,
1379,
984,
829,
651,
438,
158,
94,
48,
16,
8,
10,
23,
92,
257
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -80.16%",
"予測される変化率: [カラム_0] 予測される変化率: -61.06%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.85倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 20個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: -80.16%",
"Forecasted change rate: [column_0] Forecasted change rate: -61.06%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.85 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 20",
"First turning point: [column_0] First turning point: at data point 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 92 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 92."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 128 | 96 |
[
611,
590,
719,
929,
1683,
1712,
1380,
1394,
1385,
1653,
1400,
1038,
847,
858,
486,
275,
86,
49,
24,
36,
4,
24,
75,
265,
655,
581,
842,
1013,
1683,
1956,
1507,
1289,
1401,
1773,
1504,
1119,
977,
952,
545,
327,
138,
71,
39,
21,
15,
40,
82,
227,
740,
571,
722,
896,
1588,
1714,
1208,
1308,
1335,
1618,
1510,
1177,
955,
910,
525,
361,
173,
76,
58,
23,
15,
21,
50,
228,
681,
595,
714,
914,
1498,
1484,
1222,
1126,
1462,
1669,
1400,
1342,
1138,
1253,
1028,
769,
471,
313,
206,
149,
44,
40,
25,
112,
107,
264,
526,
894,
1046,
1165,
1313,
1405,
1315,
1256,
882,
700,
654,
613,
469,
414,
262,
161,
99,
63,
36,
24,
21,
58,
67,
177,
368,
665,
957,
1307,
1381,
1455
] |
[
1446,
1316,
912,
773,
732,
544,
371,
219,
72,
50,
25,
28,
7,
28,
52,
219,
628,
546,
660,
884,
1584,
1765,
1486,
1508,
1715,
1910,
1363,
928,
705,
649,
430,
187,
55,
30,
27,
22,
15,
25,
85,
235,
699,
532,
687,
983,
1509,
1601,
1384,
1455,
1487,
1814,
1625,
1002,
902,
722,
441,
242,
68,
52,
33,
20,
8,
22,
72,
249,
704,
782,
2217,
1102,
1923,
1973,
1665,
1850,
1870,
1926,
1332,
965,
934,
700,
541,
316,
168,
67,
36,
27,
12,
20,
70,
218,
641,
575,
739,
917,
1636,
1743,
1571,
1590
] |
[
"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: 138.13%",
"予測される変化率: [カラム_0] 予測される変化率: 9.96%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.82倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 25個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の11番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 138.13%",
"Forecasted change rate: [column_0] Forecasted change rate: 9.96%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.82 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 25",
"First turning point: [column_0] First turning point: at data point 11 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] ラグ 50 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 weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 50.",
"Stationarity: [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 |
[
1680,
1789,
1617,
1164,
1003,
810,
536,
336,
202,
108,
57,
33,
11,
21,
72,
229,
678,
556,
683,
940,
1643,
1591,
1379,
1492,
1536,
1683,
1524,
1307,
1182,
1352,
1095,
897,
450,
333,
211,
125,
44,
22,
33,
104,
143,
285,
466,
783,
1015,
1192,
1331,
1163,
1169,
1203,
1016,
960,
953,
1115,
859,
645,
422,
357,
302,
175,
58,
50,
48,
49,
77,
164,
386,
715,
810,
1157,
1234,
1255,
1162,
1205,
783,
711,
642,
693,
387,
220,
73,
30,
26,
19,
7,
27,
53,
182,
557,
520,
607,
1020,
1613,
1741,
1577,
1529,
1504,
1573,
1332,
865,
735,
685,
487,
210,
88,
45,
28,
22,
17,
23,
83,
241,
557,
482,
600,
960,
1661,
1739,
1563,
1408,
1499,
1797,
1395,
1106,
915,
909,
503,
318,
91,
29,
28,
16,
14,
22,
82,
205,
525,
530,
631,
873,
1485,
1794,
1468,
1467,
1462,
1678,
1415,
1106,
965,
934,
646,
271,
134,
77,
37,
45,
17,
20,
63,
228,
566,
511,
640,
1018,
1518,
1746,
1419,
1451,
1463,
1620,
1369,
1353,
1194,
1139,
845,
392,
193,
122,
58,
27,
24,
18,
65,
184,
462,
492,
607,
853,
1437,
1487,
1581,
1698,
1458,
786,
1268,
1061,
1147,
1226,
1035,
598,
352,
183,
89,
88,
62,
31,
27,
97,
115,
237,
434,
628,
872,
1104,
1150,
1201,
1119,
836,
980,
808,
818,
1017,
920,
556,
287,
177,
91,
82,
80,
21,
22,
33,
43,
80,
149,
263,
372,
427,
350,
409,
351,
309,
140,
170,
244,
366,
262,
167,
74,
53,
28,
15,
24,
48,
45,
136,
284,
576,
871,
1283,
1390,
1834,
1947,
2155,
2039,
1814,
1410,
1298,
1049,
770,
514,
329,
134,
85,
65,
30,
17,
28,
10,
45,
91,
195,
395,
694,
987,
1338,
1554,
1599,
1554,
1382,
1232,
956,
687,
569,
375,
243,
120,
46,
33,
18,
14,
23,
38,
85,
216,
293,
453,
684,
1160,
1248,
1420,
1567,
1431,
1381,
1304,
1033,
797,
621,
477,
277,
140,
78,
46,
25,
7,
10,
30,
106,
199,
329,
445,
706,
1139,
1298,
1434,
1470,
1407,
1186,
1101,
925,
712,
670,
488,
268,
157,
95,
36,
28,
23,
27,
36,
78,
160,
239,
424,
642,
1086,
1203,
1307,
1149,
1144,
1258,
947,
933,
846,
868,
699,
482,
270,
117,
72,
48,
35,
22,
28,
33,
64,
157,
296,
537,
797,
827,
821,
790,
901,
1063,
1223,
1652,
1807,
1852,
2106,
2060,
1574,
1616,
750,
273,
214,
104,
64,
36,
56,
127,
235,
331,
575,
597,
453,
496,
595,
486,
491,
661,
616,
580,
412,
252,
110,
50,
16,
18,
13,
9,
17,
37,
88,
184,
350,
476,
605,
670,
694,
604,
582,
544,
557,
534,
538,
529,
272,
201,
99,
63,
43,
22,
11,
18,
51,
134,
385,
413,
541,
773,
1161,
1303,
1265,
1369,
1344,
1410,
1180,
887,
823,
545,
411,
211,
93,
86,
31,
19,
12,
17,
51,
166,
344,
340,
475,
720,
1222,
1457,
1448,
1553,
1569,
1556,
1200,
944,
754,
534,
456,
249,
75,
51,
33,
22,
12,
18,
52,
158,
402,
406,
547,
722,
1374,
1649,
1385,
1467,
1613,
1527,
1275,
956,
750,
530,
411,
209
] |
[
94,
72,
65,
27,
9,
26,
33,
160,
425,
354,
564,
629,
1342,
1580,
1424,
1355,
1542,
1736,
1280,
1107,
1017,
849,
557,
484,
349,
198,
120,
57,
55,
45,
31,
48,
78,
182,
412,
680,
935,
1111,
1140,
1332,
1274,
1083,
920,
776,
731,
559,
467,
383,
258,
218,
95,
46,
22,
25,
27,
32,
79,
118,
244,
490,
758,
972,
1112,
1128,
1250,
1158,
820,
698,
603,
460,
255,
165,
105,
30,
29,
12,
13,
19,
50,
192,
590,
492,
576,
778,
1429,
1721,
1360,
1345,
1404,
1679,
1308,
920,
727,
422,
278,
143
] |
[
"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: -87.56%",
"予測される変化率: [カラム_0] 予測される変化率: 52.13%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.88倍)",
"トレンド: [カラム_0] トレンドの変化: 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: 16個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の5番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -87.56%",
"Forecasted change rate: [column_0] Forecasted change rate: 52.13%",
"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: 16",
"First turning point: [column_0] First turning point: at data point 5 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 36 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 36.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
63,
34,
11,
13,
10,
24,
66,
223,
626,
431,
547,
727,
1339,
1505,
1325,
1405,
1369,
1606,
1232,
739,
673,
452,
247,
137,
57,
40,
36,
6,
12,
20,
57,
225,
591,
425,
462,
551,
1204,
1269,
1251,
1134,
1347,
1555,
1180,
823,
726,
421,
226,
211,
92,
45,
16,
10,
15,
26,
77,
181,
582,
480,
474,
660,
1316,
1548,
1462,
1392,
1416,
1653,
1371,
980,
899,
619,
339,
217,
130,
61,
36,
26,
19,
23,
59,
212,
559,
363,
483,
725,
1123,
1493,
1389,
1410,
1384,
1693,
1345,
1078,
1107,
896,
749,
486,
390,
251,
112,
68,
41,
29,
30,
66,
91,
159,
407,
549,
883,
1078,
1268,
1310,
1272,
1206,
945,
839,
758,
647,
561,
421,
302,
219,
142,
88,
33,
21,
25,
33,
63,
147,
339,
631,
844,
1403,
1670,
1227,
1330,
1087,
957,
694,
581,
424,
345,
157,
92,
54,
16,
7,
16,
23,
48,
178,
678,
464,
561,
725,
1391,
1457,
775,
975,
982,
1470,
1116,
777,
676,
507,
312,
205,
95,
47,
29,
21,
20,
17,
68,
223,
676,
511,
566,
696,
1379,
1276,
978,
1039,
1132,
144,
0,
0,
2,
0,
0,
61,
121,
44,
25,
19,
13,
17,
62,
208,
687,
485,
542,
844,
1349,
1571,
1400,
1253,
1393,
1625,
1347,
920,
820,
523,
390,
214,
118,
34,
33,
14,
9,
20,
61,
212,
612,
560,
593,
778,
1468,
1692,
1310,
1234,
1437,
1655,
1313,
980,
807,
575,
385,
260,
101,
76,
42,
30,
11,
24,
70,
219,
623,
514,
624,
817,
1395,
1521,
1342,
1390,
1363,
1773,
1443,
1151,
989,
927,
658,
530,
349,
192,
109,
74,
36,
35,
29,
64,
108,
243,
459,
690,
856,
1170,
1381,
1357,
1264,
1209,
965,
834,
757,
625,
635,
444,
368,
253,
153,
113,
56,
24,
20,
49,
89,
194,
387,
567,
918,
961,
967,
833,
581,
916,
686,
718,
630,
501,
391,
262,
99,
43,
50,
29,
11,
18,
57,
236,
671,
626,
725,
908,
1549,
1638,
1225,
1014,
1219,
1482,
1110,
834,
771,
516,
408,
165,
92,
76,
31,
15,
8,
23,
57,
227,
678,
550,
643,
830,
1470,
1515,
1154,
1008,
1182,
1340,
1112,
841,
708,
684,
380,
222,
127,
68,
21,
16,
8,
30,
60,
226,
603,
553,
647,
880,
1475,
1791,
1438,
1391,
1439,
1693,
1440,
1077,
860,
771,
599,
453,
287,
122,
96,
109,
39,
27,
12,
52,
184,
532,
998,
1227,
1474,
1030,
1136,
1090,
988,
979,
872,
719,
629,
567,
393,
239,
124,
88,
61,
19,
36,
21,
45,
125,
447,
488,
605,
827,
1391,
1607,
1257,
1291,
1351,
1408,
1112,
1040,
896,
888,
590,
541,
311,
239,
140,
78,
36,
36,
34,
74,
127,
238,
454,
687,
886,
1258,
1171,
1091,
1065,
957,
874,
832,
768,
750,
532,
495,
341,
185,
154,
81,
49,
35,
26,
44,
81,
218,
460,
701,
1059,
1020,
1278,
1194,
1026,
1010,
834,
604,
477,
401,
214,
176,
108,
80,
100,
16,
14,
40,
70,
220,
727,
537,
542,
679,
1347,
1628,
1243,
1270,
1275,
1503,
1149,
803,
724,
434,
268,
146,
44,
24,
11,
8,
10,
10,
79,
223
] |
[
672,
522,
587,
681,
1345,
1598,
1292,
1304,
1526,
1597,
1119,
744,
629,
496,
280,
183,
95,
38,
16,
18,
19,
21,
63,
260,
717,
500,
583,
805,
1441,
1751,
1353,
1429,
1466,
1656,
1232,
869,
735,
481,
326,
181,
82,
53,
34,
27,
12,
22,
69,
242,
681,
553,
623,
800,
1469,
1831,
1303,
1438,
1439,
1685,
1427,
903,
927,
689,
362,
199,
112,
62,
43,
23,
8,
22,
60,
213,
674,
534,
661,
800,
1521,
1712,
1261,
1333,
1488,
1789,
1452,
1184,
1084,
970,
823,
699,
425,
200,
142,
103,
62,
80,
72,
137
] |
[
"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: 253.97%",
"予測される変化率: [カラム_0] 予測される変化率: -79.61%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.86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: 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: 253.97%",
"Forecasted change rate: [column_0] Forecasted change rate: -79.61%",
"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: 28",
"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 |
[
312,
461,
765,
1018,
1295,
1510,
1601,
1536,
1529,
1461,
1339,
1122,
940,
869,
732,
598,
471,
312,
202,
131,
45,
32,
21,
75,
146,
321,
559,
834,
1100,
1451,
1471,
1162,
1051,
897,
817,
708,
606,
433,
307,
225,
58,
31,
12,
13,
12,
28,
63,
234,
860,
703,
763,
926,
1532,
1780,
1468,
1604,
1563,
1944,
1436,
940,
764,
612,
268,
185,
101,
37,
14,
12,
14,
33,
67,
252,
795,
582,
697,
760,
1524,
1739,
1376,
1515,
1516,
1736,
1271,
876,
729,
543,
288,
186,
73,
72,
38,
13,
8,
21,
69,
237,
790,
666,
688,
882,
1548,
1763,
1516,
1532,
1517,
1827,
1324,
1036,
684,
536,
382,
204,
66,
53,
25,
14,
9,
18,
68,
245,
792,
646,
710,
856,
1632,
1915,
1303,
1461,
1604,
1820,
1479,
1087,
896,
639,
365,
269,
140,
71,
44,
21,
17,
18,
67,
234,
744,
590,
711,
960,
1559,
1804,
1463,
1508,
1682,
1934,
1753,
1429,
1211,
1035,
706,
611,
338,
87,
117,
66,
30,
29,
15,
49,
88,
256,
408,
731,
1044,
1327,
1471,
1597,
1384,
1361,
1195,
961,
905,
788,
686,
654,
310,
191,
162,
119,
49,
37,
21,
40,
91,
202,
366,
625,
960,
1217,
1116,
1237,
1038,
1131,
787,
655,
583,
445,
291,
198,
76,
38,
20,
3,
9,
28,
64,
235,
805,
762,
789,
1021,
1758,
1905,
1629,
1606,
1774,
2016,
1740,
965,
847,
612,
347,
137,
54,
34,
26,
14,
15,
25,
64,
254,
838,
703,
660,
1069,
2022,
2013,
1545,
1630,
1779,
1947,
1709,
1175,
1061,
839,
551,
355,
160,
87,
42,
42,
11,
19,
79,
228,
809,
647,
838,
1079,
1749,
1902,
1424,
1522,
1625,
1999,
1453,
1025,
958,
690,
427,
261,
118,
66,
37,
16,
7,
26,
80,
230,
768,
723,
692,
970,
1800,
1996,
1602,
1609,
1094,
1430,
1217,
978,
654,
532,
384,
272,
118,
85,
58,
34,
25,
17,
58,
237,
777,
620,
684,
1078,
1778,
1982,
1607,
1675,
1853,
2387,
1832,
1405,
1187,
1196,
864,
696,
411,
264,
173,
127,
71,
41,
44,
75,
131,
293,
516,
806,
1320,
1640,
1556,
1689,
1715,
1625,
1362,
1163,
1076,
1025,
857,
659,
421,
358,
198,
157,
118,
29,
33,
54,
112,
195,
501,
747,
1110,
1434,
1402,
1425,
1306,
1442,
1102,
907,
821,
629,
308,
197,
103,
46,
20,
13,
10,
21,
85,
232,
785,
734,
745,
1048,
1921,
2103,
1689,
1861,
1878,
2079,
1503,
1087,
868,
567,
410,
217,
97,
46,
23,
17,
16,
16,
66,
247,
801,
678,
855,
1072,
1829,
2072,
1831,
1992,
2123,
2181,
1777,
1268,
865,
390,
201,
115,
39,
14,
2,
13,
11,
18,
63,
235,
783,
682,
843,
1196,
2228,
2253,
1757,
1873,
1929,
2201,
1694,
1300,
1117,
365,
175,
82,
25,
26,
12,
20,
9,
21,
84,
238,
792,
861,
906,
1326,
2137,
2469,
2047,
1925,
2144,
2224,
1789,
1260,
1069,
451,
236,
90,
47,
36,
17,
26,
22,
26,
73,
242,
732,
717,
816,
1154,
2171,
2622,
1784,
1749,
1589,
1945,
1811,
1578,
1497,
1262,
1014,
849,
486,
348,
155,
117,
63,
30,
36,
161,
166,
328,
584,
898,
1193,
1499,
1363,
1481
] |
[
1360,
1519,
1339,
1408,
1589,
1590,
1264,
1065,
651,
391,
261,
163,
114,
64,
62,
64,
139,
220,
532,
827,
1116,
1562,
1514,
1431,
1343,
1368,
1286,
1112,
950,
698,
450,
171,
76,
35,
10,
6,
16,
17,
74,
252,
1168,
1153,
1062,
1459,
2208,
2395,
1959,
2065,
2252,
2733,
1432,
1148,
860,
522,
210,
178,
72,
41,
10,
8,
11,
25,
78,
296,
972,
977,
1042,
1275,
2352,
2516,
2072,
2080,
2215,
2518,
1746,
1284,
1062,
791,
429,
204,
110,
46,
22,
14,
13,
14,
66,
250,
851,
853,
1061,
1307,
2456,
2551,
1968,
2282
] |
[
"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: 374.68%",
"予測される変化率: [カラム_0] 予測される変化率: 67.79%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.87倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 21個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: 374.68%",
"Forecasted change rate: [column_0] Forecasted change rate: 67.79%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.87 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 21",
"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 |
[
2438,
2595,
1780,
1263,
1067,
647,
406,
224,
116,
28,
21,
12,
16,
24,
78,
284,
979,
865,
743,
1089,
1992,
2213,
1840,
1974,
2184,
2412,
1732,
1333,
1002,
636,
447,
263,
175,
85,
55,
23,
18,
26,
77,
269,
812,
836,
904,
1274,
2215,
2384,
1880,
1854,
2215,
2381,
1953,
1654,
1442,
1279,
981,
860,
460,
292,
236,
117,
37,
32,
27,
54,
75,
227,
476,
686,
1127,
1375,
1489,
1578,
1696,
1516,
1171,
951,
863,
901,
656,
484,
329,
208,
191,
102,
38,
36,
37,
65,
91,
180,
490,
686,
1136,
1540,
1741,
1716,
1680,
1569,
1068,
991,
823,
566,
344,
183,
80,
38,
19,
9,
13,
15,
72,
259,
823,
861,
969,
1224,
2130,
2418,
1886,
2083,
1940,
2471,
1567,
1068,
1001,
659,
289,
195,
54,
24,
15,
12,
5,
23,
68,
305,
825,
842,
916,
1249,
2319,
2670,
1989,
1948,
2163,
2583,
1826,
1206,
1198,
773,
352,
197,
94,
40,
39,
16,
14,
21,
48,
239,
857,
890,
951,
1224,
2283,
2531,
1911,
2048,
2044,
2446,
1995,
1303,
1131,
713,
454,
256,
82,
67,
15,
10,
10,
18,
66,
250,
853,
1139,
1090,
1249,
2130,
2386,
1947,
1922,
2102,
2517,
1794,
1469,
1202,
828,
446,
305,
112,
77,
42,
40,
36,
25,
59,
271,
1005,
1218,
877,
1239,
2267,
2404,
1973,
1984,
2141,
2368,
2058,
1619,
1438,
1543,
1021,
821,
481,
246,
158,
88,
58,
41,
33,
55,
139,
282,
458,
858,
1327,
1600,
1704,
1875,
1898,
1762,
1400,
1140,
1548,
1494,
990,
796,
474,
253,
131,
79,
66,
40,
38,
43,
106,
242,
445,
805,
1173,
1591,
1658,
1681,
1667,
1612,
1193,
1003,
922,
734,
667,
565,
270,
127,
103,
70,
37,
22,
18,
54,
101,
224,
547,
822,
1512,
1683,
1876,
1665,
1726,
1748,
1164,
941,
840,
496,
626,
198,
117,
46,
17,
8,
7,
17,
54,
252,
798,
790,
925,
1313,
2430,
2682,
1916,
1925,
2141,
2345,
1712,
1253,
1109,
741,
463,
233,
95,
48,
28,
12,
18,
19,
79,
248,
849,
854,
922,
1219,
2006,
2279,
1712,
1888,
1912,
2267,
1594,
1303,
1123,
708,
406,
219,
93,
64,
36,
26,
13,
16,
75,
311,
739,
802,
741,
1144,
2020,
2125,
1603,
1766,
1890,
2315,
1809,
1199,
996,
545,
385,
214,
113,
67,
56,
31,
39,
24,
79,
259,
685,
885,
870,
1078,
2052,
2186,
1957,
1781,
1905,
2266,
2004,
1687,
1393,
1275,
1026,
733,
466,
271,
162,
131,
97,
41,
91,
174,
252,
500,
736,
1040,
1446,
1679,
2026,
1994,
2138,
1868,
1533,
1426,
1311,
1047,
1071,
752,
461,
344,
259,
184,
110,
60,
43,
59,
155,
353,
709,
952,
1425,
1905,
1812,
1857,
1684,
1703,
1264,
1141,
996,
696,
378,
247,
93,
36,
13,
13,
7,
19,
63,
245,
771,
819,
883,
1308,
2225,
2544,
1891,
1055,
1838,
2289,
1724,
1288,
1141,
590,
353,
197,
73,
41,
21,
8,
13,
27,
71,
266,
810,
753,
890,
1212,
2161,
2561,
1728,
1856,
1821,
2494,
897,
1278,
1226,
690,
425,
258,
94,
48,
22,
11,
21,
32,
54,
240,
837,
843,
591,
764,
1471,
1766,
1666,
1916,
2014,
2272,
1694,
1199,
978,
630,
407,
183
] |
[
93,
45,
27,
14,
16,
19,
77,
235,
868,
838,
839,
1253,
2206,
2301,
2046,
1999,
2151,
2607,
1929,
1402,
1175,
702,
430,
273,
138,
74,
43,
46,
18,
25,
68,
221,
729,
711,
815,
908,
1980,
1928,
1853,
1844,
2043,
2091,
1734,
1535,
1161,
1072,
921,
491,
330,
186,
149,
95,
56,
37,
31,
64,
129,
272,
511,
835,
1026,
1610,
1830,
1859,
1841,
1731,
1577,
1260,
1168,
1027,
867,
691,
425,
236,
174,
122,
53,
38,
26,
38,
88,
228,
517,
1080,
1395,
1947,
1951,
1966,
1850,
1645,
1128,
903,
657,
432,
345,
176
] |
[
"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: -92.49%",
"予測される変化率: [カラム_0] 予測される変化率: 89.25%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.87倍)",
"トレンド: [カラム_0] トレンドの変化: 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: 18個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の4番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -92.49%",
"Forecasted change rate: [column_0] Forecasted change rate: 89.25%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.87 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 18",
"First turning point: [column_0] First turning point: at data point 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
87,
38,
18,
26,
11,
19,
73,
238,
752,
738,
843,
1242,
1860,
2221,
1834,
1832,
2033,
2404,
1516,
1148,
910,
569,
346,
149,
44,
28,
12,
20,
12,
31,
71,
256,
796,
1213,
1545,
1835,
2818,
2778,
1735,
1860,
2076,
2412,
1621,
1213,
986,
653,
383,
181,
81,
53,
27,
17,
14,
22,
70,
233,
783,
769,
919,
1214,
2131,
2479,
1931,
1823,
2041,
2621,
1847,
1385,
1233,
676,
512,
310,
135,
51,
23,
15,
13,
36,
67,
248,
826,
829,
828,
1297,
2219,
2367,
1869,
1999,
1986,
2629,
1982,
1414,
1215,
893,
580,
414,
161,
88,
65,
29,
31,
34,
70,
228,
826,
800,
941,
1172,
2086,
2254,
2007,
1878,
2098,
2515,
2302,
2063,
1504,
1368,
1151,
913,
457,
288,
200,
162,
92,
33,
18,
55,
148,
306,
577,
782,
1303,
1418,
1584,
1629,
1712,
1772,
1617,
1416,
1074,
1132,
937,
739,
454,
252,
174,
147,
94,
24,
65,
255,
506,
517,
1143,
1395,
1994,
1739,
1722,
1562,
1587,
1497,
1072,
861,
700,
552,
313,
148,
73,
48,
24,
6,
14,
20,
67,
294,
881,
848,
974,
1342,
2159,
2567,
1864,
2032,
1972,
2439,
1611,
1111,
1006,
665,
325,
147,
71,
19,
33,
26,
6,
23,
103,
267,
840,
769,
875,
1358,
2340,
2692,
1932,
2055,
2047,
2448,
1982,
1404,
994,
672,
433,
293,
88,
44,
29,
18,
21,
21,
76,
252,
838,
709,
1022,
1452,
2375,
2512,
2049,
2041,
2011,
2414,
1766,
1461,
1154,
871,
474,
339,
148,
37,
33,
27,
17,
27,
52,
259,
710,
641,
801,
1196,
1880,
2024,
1709,
1798,
2060,
2346,
2159,
1721,
1585,
1312,
1102,
802,
426,
306,
206,
146,
72,
38,
29,
52,
131,
174,
770,
616,
895,
1108,
982,
1158,
1094,
1097,
994,
849,
862,
762,
594,
343,
223,
115,
119,
85,
40,
14,
22,
107,
122,
330,
661,
1030,
1492,
1613,
1901,
1898,
1892,
1808,
1436,
1250,
937,
923,
807,
586,
308,
233,
126,
117,
75,
38,
30,
40,
81,
267,
492,
767,
1015,
1421,
1428,
1580,
1478,
1460,
1219,
1019,
943,
766,
622,
411,
204,
104,
45,
53,
36,
8,
27,
42,
81,
179,
436,
783,
1152,
1320,
1448,
1341,
1174,
1101,
850,
703,
595,
423,
240,
187,
91,
30,
39,
23,
11,
22,
73,
185,
561,
536,
621,
920,
1439,
1874,
1785,
1845,
1813,
1802,
1637,
1105,
910,
646,
448,
311,
120,
76,
28,
50,
20,
42,
76,
222,
685,
569,
778,
1078,
1869,
2388,
1950,
1807,
1840,
2118,
1919,
1181,
1130,
654,
473,
319,
142,
54,
25,
22,
12,
23,
73,
264,
724,
748,
926,
1256,
2260,
2615,
2225,
2154,
2049,
2429,
1921,
1429,
1340,
826,
567,
375,
177,
81,
58,
26,
28,
29,
53,
248,
773,
751,
962,
1254,
2280,
2466,
2096,
2054,
1978,
2522,
1981,
1649,
1464,
1158,
863,
744,
374,
205,
131,
90,
54,
19,
25,
74,
159,
400,
612,
871,
1187,
1479,
1674,
1717,
1750,
1669,
1436,
1223,
1265,
792,
945,
735,
435,
290,
162,
119,
87,
32,
39,
44,
107,
238,
443,
755,
1084,
1364,
1275,
1435,
1343,
1332,
982,
763,
621,
474,
292,
148,
94,
69,
28,
20,
10,
38,
95,
273
] |
[
845,
704,
852,
1125,
1896,
2204,
1809,
1794,
1918,
2152,
1392,
961,
764,
516,
299,
169,
98,
35,
17,
7,
8,
41,
62,
270,
847,
816,
952,
1119,
2150,
2371,
1820,
1729,
1921,
2603,
1600,
1215,
1175,
743,
368,
291,
99,
54,
14,
4,
15,
35,
81,
259,
844,
757,
823,
1218,
2335,
2059,
1851,
1863,
1866,
2372,
1723,
1279,
1107,
769,
526,
207,
102,
45,
33,
22,
20,
25,
60,
263,
850,
779,
919,
1054,
1945,
2226,
1933,
1766,
1948,
2441,
1910,
1391,
1221,
805,
522,
366,
144,
72,
59,
27,
19,
40,
86,
321
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 213.79%",
"予測される変化率: [カラム_0] 予測される変化率: -62.01%",
"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: 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: 24個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 213.79%",
"Forecasted change rate: [column_0] Forecasted change rate: -62.01%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.90 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 24",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な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
| 128 | 96 |
[
962,
812,
870,
1242,
1954,
2033,
1856,
2100,
2184,
2454,
2068,
1651,
1536,
1416,
1157,
810,
516,
231,
156,
117,
54,
44,
50,
63,
135,
288,
651,
886,
1406,
1538,
1690,
1640,
1803,
1767,
1417,
1207,
1227,
996,
885,
797,
476,
320,
257,
191,
63,
27,
27,
50,
84,
280,
510,
736,
1070,
1358,
1476,
1624,
1514,
1284,
993,
780,
695,
505,
338,
192,
62,
34,
27,
7,
8,
39,
76,
243,
836,
865,
924,
1123,
1698,
2064,
1561,
1597,
1752,
2128,
1453,
1039,
887,
470,
306,
144,
64,
17,
27,
5,
5,
41,
81,
383,
1243,
932,
734,
1044,
1717,
1809,
1537,
1711,
1869,
2095,
1785,
1200,
883,
644,
489,
335,
189,
121,
93,
70,
57,
124,
27,
112,
288,
379,
726,
1074,
1573,
1668,
1447,
1589
] |
[
1391,
1302,
1051,
709,
686,
451,
326,
154,
106,
41,
24,
7,
4,
28,
78,
245,
764,
827,
866,
1109,
2001,
2180,
1864,
1932,
1836,
2448,
1719,
1307,
1042,
744,
448,
233,
120,
68,
54,
40,
15,
33,
56,
243,
800,
745,
935,
1150,
2148,
2243,
1983,
1890,
2222,
2556,
1967,
1614,
1199,
1101,
908,
591,
305,
266,
123,
58,
68,
32,
30,
81,
163,
324,
549,
877,
1411,
1608,
1740,
1794,
1803,
1607,
1295,
1204,
953,
702,
692,
512,
409,
272,
202,
140,
60,
41,
35,
63,
116,
262,
502,
723,
1126,
1486,
1662,
1478
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 65.18%",
"予測される変化率: [カラム_0] 予測される変化率: 6.25%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.84倍)",
"トレンド: [カラム_0] トレンドの継続: 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: 18個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: 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: 65.18%",
"Forecasted change rate: [column_0] Forecasted change rate: 6.25%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.84 times the mean)",
"Trend: [column_0] Trend continuation: downward trend continues",
"Turning points: [column_0] Turning points in forecast period: 18",
"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 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 44 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 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 44."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
1354,
1306,
936,
654,
504,
400,
222,
109,
85,
24,
34,
13,
9,
31,
69,
243,
782,
750,
786,
1094,
1881,
2207,
1848,
1686,
1953,
2184,
1414,
1155,
785,
590,
305,
167,
67,
32,
15,
12,
12,
35,
85,
265,
877,
756,
840,
1020,
1974,
2011,
1786,
1855,
1875,
2172,
1698,
1247,
1001,
671,
332,
167,
130,
38,
14,
18,
4,
33,
101,
266,
1071,
886,
809,
1083,
1761,
1995,
1701,
1763,
1747,
2227,
1421,
1024,
773,
530,
314,
184,
102,
37,
15,
11,
6,
24,
92,
249,
884,
784,
796,
1040,
1601,
1848,
1616,
2027,
2377,
2300,
1627,
1180,
861,
659,
412,
228,
114,
66,
56,
26,
25,
23,
78,
244,
805,
772,
957,
1228,
2022,
2149,
1928,
1871,
2057,
2458,
2120,
1599,
1358,
1255,
1130,
638,
384,
234,
140,
69,
56,
32,
52,
210,
235,
515,
765,
1024,
1263,
1580,
1640,
1894,
1911,
1909,
1467,
1282,
955,
933,
831,
628,
292,
236,
124,
90,
52,
17,
15,
61,
118,
392,
576,
957,
1269,
1686,
1772,
1851,
1652,
1719,
1179,
849,
632,
460,
307,
169,
81,
32,
12,
12,
12,
21,
78,
239,
857,
836,
826,
1069,
1655,
1965,
1689,
1727,
1750,
2130,
1383,
948,
801,
480,
291,
193,
58,
33,
19,
5,
4,
16,
68,
298,
842,
793,
826,
1189,
1949,
2191,
1747,
1848,
2245,
2316,
1694,
1186,
973,
659,
369,
235,
114,
42,
26,
28,
4,
19,
82,
286,
787,
761,
844,
1219,
2045,
2384,
1750,
1923,
1938,
2279,
1696,
1207,
977,
622,
436,
245,
87,
31,
12,
19,
14,
22,
60,
256,
882,
792,
892,
1084,
2080,
2231,
1867,
1778,
2050,
2298,
1742,
1208,
1085,
720,
485,
281,
132,
59,
46,
29,
24,
32,
73,
236,
727,
735,
852,
1078,
2094,
2218,
1727,
1907,
1973,
2489,
1976,
1763,
1227,
1163,
838,
711,
307,
217,
111,
60,
43,
24,
27,
81,
119,
317,
522,
834,
1557,
1963,
2215,
1909,
1732,
1543,
1265,
1122,
873,
772,
664,
503,
279,
133,
102,
82,
44,
21,
58,
74,
70,
161,
384,
639,
837,
913,
1046,
1131,
1187,
1151,
737,
613,
524,
349,
221,
128,
48,
20,
17,
22,
7,
21,
73,
214,
766,
768,
731,
973,
1769,
1868,
1590,
1682,
1750,
1972,
1360,
880,
691,
444,
284,
174,
65,
24,
19,
14,
14,
24,
91,
260,
814,
741,
721,
972,
1871,
2079,
1753,
1735,
1782,
2213,
1602,
1169,
1013,
665,
361,
211,
70,
51,
21,
26,
6,
33,
75,
294,
800,
726,
816,
1033,
1882,
2040,
1786,
1769,
1883,
2166,
1544,
1200,
905,
563,
416,
233,
63,
43,
22,
12,
11,
31,
67,
263,
771,
744,
821,
1112,
1946,
2242,
1798,
1899,
1915,
2195,
1669,
1239,
1022,
651,
411,
214,
124,
69,
65,
28,
23,
18,
67,
237,
667,
730,
738,
1015,
1912,
2066,
1664,
1735,
2075,
2537,
2175,
1631,
1412,
1201,
971,
706,
369,
205,
161,
81,
47,
28,
28,
71,
172,
312,
526,
821,
1235,
1495,
1631,
1699,
1701,
1590,
1193,
1116,
943,
968,
756,
542,
402,
211,
200,
148,
53,
38,
23,
59,
103,
209,
540,
773,
1083,
1357,
1597,
1557,
1408,
1353,
991,
671,
514,
387,
350,
154
] |
[
58,
39,
30,
8,
14,
13,
54,
267,
739,
766,
885,
1030,
1863,
1980,
1615,
1701,
1754,
2024,
1519,
970,
789,
453,
279,
142,
62,
34,
17,
15,
15,
21,
75,
293,
835,
674,
769,
984,
1755,
1854,
1573,
1573,
1796,
2324,
1545,
1093,
886,
624,
368,
198,
65,
40,
29,
14,
10,
26,
58,
297,
807,
739,
909,
1194,
2044,
2242,
1700,
1801,
1893,
2151,
1576,
1125,
879,
522,
385,
191,
83,
39,
32,
19,
10,
24,
76,
291,
781,
747,
910,
1057,
1917,
1925,
1737,
1562,
1818,
2184,
1621,
1233,
949,
700,
404,
281
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -88.63%",
"予測される変化率: [カラム_0] 予測される変化率: 384.48%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.89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: 22個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の4番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -88.63%",
"Forecasted change rate: [column_0] Forecasted change rate: 384.48%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.89 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 22",
"First turning point: [column_0] First turning point: at data point 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
112,
65,
41,
38,
17,
20,
63,
380,
972,
837,
803,
903,
1598,
1718,
1534,
1327,
1646,
1667,
1317,
1042,
891,
800,
694,
523,
273,
183,
111,
43,
51,
20,
28,
83,
169,
303,
625,
980,
1404,
1675,
1548,
1658,
1535,
1397,
1128,
905,
770,
719,
670,
468,
255,
207,
148,
77,
44,
21,
12,
42,
120,
244,
508,
746,
1110,
1444,
1504,
1429,
1475,
1371,
970,
837,
586,
440,
262,
151,
78,
54,
28,
25,
20,
21,
94,
245,
689,
596,
810,
860,
1494,
1769,
1386,
1441,
1707,
1814,
1350,
1110,
788,
522,
302,
178,
101,
47,
35,
17,
10,
16,
81,
254,
714,
632,
656,
932,
1534,
1619,
1527,
1553,
1617,
1810,
1446,
1095,
805,
571,
398,
243,
85,
39,
26,
9,
14,
24,
90,
268,
720,
542,
667,
941,
1461,
1688,
1447,
1411,
1670,
1884,
1451,
1150,
842,
597,
410,
231,
87,
63,
35,
32,
25,
29,
58,
225,
678,
621,
819,
982,
1669,
2004,
1634,
1550,
1605,
1847,
1649,
1163,
1037,
637,
401,
222,
123,
53,
39,
14,
15,
29,
60,
229,
678,
584,
646,
854,
1665,
1799,
1696,
1590,
1750,
2262,
1852,
1642,
1220,
1000,
830,
601,
260,
166,
87,
65,
39,
11,
25,
56,
137,
309,
588,
943,
1218,
1564,
1642,
1760,
1693,
1702,
1200,
931,
806,
643,
605,
454,
265,
164,
121,
84,
28,
18,
14,
43,
74,
271,
572,
754,
1219,
1525,
1618,
1559,
1482,
1333,
906,
760,
566,
354,
269,
137,
54,
16,
15,
6,
26,
19,
74,
244,
710,
628,
673,
805,
1373,
1502,
1286,
1336
] |
[
1518,
1744,
1160,
745,
523,
314,
206,
159,
47,
25,
15,
10,
12,
24,
64,
260,
728,
580,
644,
775,
1508,
1613,
1307,
1234,
1559,
1589,
1210,
875,
739,
514,
294,
171,
104,
32,
23,
10,
9,
25,
76,
241,
742,
548,
712,
1005,
1567,
1749,
1435,
1338,
1662,
1810,
1337,
966,
797,
513,
343,
241,
122,
42,
26,
15,
8,
25,
80,
271,
705,
649,
678,
907,
1581,
2108,
1638,
1522,
1640,
1995,
1554,
1084,
865,
595,
407,
276,
141,
75,
55,
30,
16,
31,
63,
208,
612,
524,
552,
759,
1683,
1700,
1468,
1272
] |
[
"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: 1092.86%",
"予測される変化率: [カラム_0] 予測される変化率: -16.21%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.87倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 23個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 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: 1092.86%",
"Forecasted change rate: [column_0] Forecasted change rate: -16.21%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.87 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 23",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
1726,
1878,
1562,
1203,
963,
783,
659,
436,
230,
155,
80,
90,
35,
30,
18,
21,
84,
296,
486,
698,
1033,
1344,
1401,
1518,
1480,
1430,
1157,
1025,
946,
783,
672,
433,
289,
160,
120,
97,
45,
21,
25,
40,
84,
205,
516,
747,
1194,
1528,
1626,
1648,
1586,
1402,
1052,
866,
736,
515,
463,
216,
155,
109,
46,
54,
37,
19,
14,
38,
62,
207,
420,
763,
1038,
1451,
1686,
1591,
1473,
1435,
987,
632,
501,
350,
248,
108,
49,
23,
16,
11,
27,
18,
77,
235,
639,
591,
680,
1007,
1642,
1856,
1620,
1500,
1610,
1832,
1376,
1021,
788,
494,
368,
259,
66,
32,
26,
15,
5,
22,
83,
270,
758,
592,
676,
931,
1572,
1872,
1675,
1507,
1702,
2005,
1352,
1016,
742,
555,
327,
190,
84,
49,
22,
24,
16,
37,
80,
251,
748,
635,
626,
792,
1496,
1773,
1363,
1366,
1437,
1838,
1478,
1029,
900,
618,
319,
233,
89,
53,
41,
35,
16,
18,
75,
233,
659,
535,
705,
1032,
1615,
1951,
1629,
1491,
1802,
2297,
1963,
1574,
1261,
1169,
860,
618,
272,
138,
110,
76,
45,
39,
24,
69,
162,
292,
479,
797,
1204,
1603,
1659,
1738,
1773,
1540,
1201,
1059,
877,
760,
584,
438,
250,
180,
167,
118,
65,
41,
24,
32,
75,
172,
511,
700,
1062,
1249,
1160,
1229,
1219,
1221,
759,
644,
503,
327,
218,
163,
87,
21,
19,
20,
10,
19,
80,
209,
681,
493,
571,
796,
1501,
1665,
1446,
1438,
1547,
1706,
1270,
861,
652,
473,
258,
164,
56,
21,
13,
22,
5,
16,
69,
247,
701,
623,
667,
744,
1588,
1893,
1619,
1538,
1544,
1917,
1371,
954,
752,
507,
290,
175,
89,
44,
17,
24,
11,
21,
69,
232,
714,
642,
706,
791,
1382,
1452,
1387,
1364,
1509,
1780,
1386,
1047,
872,
547,
318,
206,
85,
46,
24,
23,
7,
28,
104,
306,
913,
805,
645,
778,
1476,
1494,
1308,
1245,
1718,
2089,
1581,
996,
887,
639,
434,
286,
73,
30,
54,
36,
20,
33,
77,
229,
690,
560,
556,
738,
1415,
1527,
1295,
1311,
1625,
2017,
1588,
1253,
1137,
976,
710,
508,
262,
187,
98,
89,
38,
38,
34,
58,
116,
245,
470,
839,
1167,
1477,
1730,
1681,
1670,
1446,
1159,
936,
1013,
714,
580,
483,
325,
249,
176,
115,
46,
30,
19,
47,
86,
241,
420,
697,
1048,
1440,
1721,
1567,
1442,
1395,
1004,
672,
607,
501,
269,
127,
84,
35,
21,
20,
16,
27,
71,
220,
676,
480,
714,
744,
1366,
1560,
1225,
1373,
1459,
1621,
1351,
859,
646,
454,
261,
158,
48,
31,
16,
10,
12,
26,
62,
258,
764,
549,
644,
888,
1466,
1692,
1513,
1469,
1522,
1751,
1421,
1020,
715,
471,
290,
172,
76,
28,
25,
9,
12,
20,
91,
232,
693,
524,
622,
809,
1524,
1709,
1621,
1585,
1671,
1803,
1478,
764,
352,
36,
3,
4,
21,
47,
25,
21,
9,
23,
56,
225,
598,
558,
635,
867,
1482,
1636,
1472,
1454,
1509,
1770,
1317,
911,
510,
433,
408,
134,
19,
13,
75,
65,
10,
17,
74,
251,
725,
582,
706,
987,
1440,
1574,
1437,
1612,
1671,
1803,
1519,
1254,
1075,
929,
610,
601
] |
[
240,
169,
93,
75,
24,
45,
23,
62,
106,
227,
528,
823,
1128,
1376,
1669,
1584,
1679,
1351,
1176,
933,
800,
760,
534,
468,
250,
169,
128,
100,
35,
28,
21,
37,
60,
212,
437,
707,
1189,
1462,
1300,
1340,
1228,
1309,
861,
531,
456,
311,
198,
115,
70,
24,
11,
8,
27,
26,
75,
261,
762,
520,
524,
805,
1380,
1636,
1455,
1589,
1654,
1766,
1266,
878,
687,
417,
276,
164,
48,
35,
15,
29,
8,
33,
86,
266,
794,
622,
625,
982,
1607,
1966,
1759,
1654,
1858,
1839,
1530,
1007,
822,
652,
410,
218
] |
[
"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: -65.18%",
"予測される変化率: [カラム_0] 予測される変化率: -9.17%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.88倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 28個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の5番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -65.18%",
"Forecasted change rate: [column_0] Forecasted change rate: -9.17%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.88 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 28",
"First turning point: [column_0] First turning point: at data point 5 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 76 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 76.",
"Stationarity: [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 |
[
88,
52,
33,
17,
17,
38,
94,
249,
721,
556,
794,
987,
1968,
1840,
1662,
1668,
1815,
2008,
1649,
1162,
947,
614,
476,
197,
102,
42,
55,
6,
8,
17,
89,
282,
746,
569,
645,
921,
1577,
1928,
1677,
1790,
1949,
1913,
1631,
1216,
1004,
719,
572,
255,
106,
57,
44,
20,
15,
24,
78,
261,
692,
595,
663,
1005,
1490,
1888,
1552,
1689,
1850,
2095,
1808,
1392,
1346,
1107,
740,
634,
260,
127,
77,
46,
15,
21,
21,
72,
120,
228,
486,
760,
1376,
1573,
1867,
1877,
1867,
1676,
1198,
1021,
993,
763,
570,
482,
254,
113,
98,
56,
32,
42,
20,
51,
95,
200,
386,
652,
953,
1361,
1523,
1748,
1525,
1584,
1110,
835,
807,
531,
264,
152,
41,
19,
6,
8,
8,
43,
70,
258,
736,
731,
713,
911,
1626,
1968,
1911,
2005,
1918,
1960,
1566,
1057,
803,
494,
345,
175,
73,
31,
18,
14,
16,
38,
76,
269,
734,
628,
702,
941,
1553,
1726,
1592,
1796,
1923,
2138,
1636,
1123,
1013,
649,
363,
215,
77,
37,
24,
10,
9,
26,
74,
278,
726,
719,
682,
993,
1865,
1977,
1729,
1749,
1890,
2018,
1624,
1129,
807,
700,
459,
223,
106,
37,
26,
10,
10,
22,
91,
265,
734,
565,
650,
922,
1599,
1850,
1791,
1714,
1720,
1944,
1531,
1045,
954,
692,
548,
269,
134,
49,
38,
11,
16,
29,
80,
257,
618,
571,
693,
1051,
1766,
2012,
1818,
1959,
2124,
2264,
1830,
1415,
1295,
1191,
835,
572,
340,
174,
101,
79,
44,
56,
24,
63,
137,
294,
522,
855,
1267,
1471,
1595,
1833,
1764,
1483,
1326,
1076,
815,
745,
439,
393,
260,
171,
83,
85,
24,
43,
46,
68,
156,
241,
505,
797,
1118,
1501,
1604,
1567,
1546,
1552,
1049,
773,
713,
440,
313,
133,
74,
29,
17,
7,
12,
14,
65,
286,
834,
745,
852,
1136,
1997,
2199,
1861,
2098,
2053,
2283,
1664,
1082,
909,
488,
380,
141,
58,
33,
28,
8,
13,
35,
78,
283,
819,
770,
832,
1116,
1938,
2119,
1876,
1776,
2051,
2229,
1658,
1221,
981,
619,
395,
214,
54,
19,
31,
12,
6,
27,
86,
281,
843,
750,
802,
1068,
1945,
2072,
1800,
1974,
1946,
2279,
1672,
1231,
951,
562,
361,
211,
61,
35,
17,
29,
8,
37,
81,
273,
836,
746,
818,
1065,
2009,
2049,
1681,
1958,
2028,
2453,
1793,
1364,
1073,
750,
439,
249,
92,
62,
52,
27,
20,
30,
63,
220,
658,
629,
756,
1002,
1700,
2010,
1651,
1736,
2051,
1989,
1723,
1358,
1238,
1104,
824,
696,
255,
136,
102,
52,
26,
49,
20,
50,
142,
339,
583,
933,
1366,
1681,
1881,
1792,
1953,
1770,
1384,
1313,
1099,
978,
840,
607,
427,
258,
199,
51,
54,
36,
19,
48,
91,
236,
472,
754,
1118,
1667,
1752,
1669,
1576,
1583,
1195,
994,
827,
533,
297,
143,
65,
44,
19,
17,
7,
12,
76,
230,
814,
761,
900,
1097,
2026,
2249,
1863,
1896,
2091,
2324,
941,
0,
282,
559,
373,
152,
74,
24,
18,
14,
32,
13,
73,
265,
880,
772,
878,
1269,
2244,
2136,
1906,
1787,
2111,
2411,
1705,
1183,
1121,
699,
476,
176,
91,
28,
19,
23,
4,
20,
75,
261
] |
[
785,
801,
821,
1180,
2044,
2151,
1809,
1949,
2121,
2300,
1663,
1220,
816,
581,
420,
175,
72,
20,
29,
20,
15,
21,
76,
305,
875,
843,
795,
1067,
1898,
1918,
1605,
1682,
1801,
2021,
1454,
1103,
801,
570,
404,
247,
129,
69,
42,
22,
15,
28,
111,
369,
1033,
846,
828,
1095,
1898,
2175,
1854,
1831,
2250,
2613,
2206,
1611,
1446,
1039,
747,
635,
332,
142,
76,
39,
22,
46,
22,
72,
156,
277,
583,
943,
1311,
1748,
1893,
2040,
1780,
1624,
1248,
1166,
926,
863,
651,
433,
269,
213,
169,
82,
43,
33,
20,
38
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 196.59%",
"予測される変化率: [カラム_0] 予測される変化率: -95.16%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.90倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 22個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: 196.59%",
"Forecasted change rate: [column_0] Forecasted change rate: -95.16%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.90 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 22",
"First turning point: [column_0] First turning point: at data point 6 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
129,
244,
536,
989,
1289,
1763,
1746,
1850,
1770,
1509,
933,
819,
642,
449,
259,
158,
42,
33,
11,
22,
3,
20,
83,
276,
806,
795,
834,
1164,
1776,
2076,
1729,
1791,
1899,
2236,
1625,
1028,
828,
532,
305,
159,
69,
38,
12,
10,
3,
15,
71,
272,
934,
721,
780,
972,
1811,
2068,
1735,
1802,
2026,
2303,
1701,
1115,
902,
683,
391,
193,
67,
29,
22,
15,
11,
14,
72,
303,
841,
704,
759,
1084,
1789,
2238,
1926,
1945,
2093,
2458,
1807,
1186,
897,
667,
440,
235,
82,
33,
16,
5,
3,
15,
81,
261,
857,
693,
722,
1061,
1846,
1991,
1628,
1746,
2009,
2329,
1860,
1368,
1108,
769,
484,
231,
91,
48,
30,
29,
18,
28,
78,
284,
832,
760,
740,
1062,
2082,
2337,
1872,
1926,
2215,
2534,
2042,
1582,
1379,
1255,
962,
726,
344,
184,
72,
74,
40,
43,
31,
92,
156,
337,
623,
1002,
1411,
1724,
1895,
2066,
2075,
1836,
1624,
1425,
1279,
970,
790,
654,
316,
233,
119,
98,
47,
45,
37,
50,
150,
296,
525,
797,
1178,
1642,
1647,
1764,
1652,
1596,
1032,
836,
623,
552,
244,
142,
88,
16,
11,
6,
3,
19,
64,
280,
829,
742,
813,
1059,
1735,
2017,
1701,
1766,
2081,
2388,
1607,
1065,
970,
630,
360,
173,
75,
38,
20,
11,
6,
27,
86,
246,
867,
773,
795,
1088,
1835,
2113,
1748,
1678,
1949,
2276,
1681,
1178,
1054,
680,
962,
726,
344,
184,
72,
74,
40,
43,
31,
92,
156,
337,
623,
1002,
1411,
1724,
1895,
2066,
2075,
1836,
1624,
1425,
1279,
970,
790,
654,
316,
233,
119,
98,
47,
45,
37,
50,
150,
296,
525,
797,
1178,
1642,
1647,
1764,
1652,
1596,
1032,
836,
623,
654,
487,
224,
72,
65,
31,
16,
10,
31,
61,
273,
970,
875,
700,
1077,
1910,
2081,
1590,
1840,
2186,
2427,
1882,
1547,
1323,
1269,
993,
613,
359,
190,
104,
67,
28,
57,
28,
78,
133,
306,
530,
924,
1433,
2048,
2065,
1983,
1990,
1531,
1350,
1185,
1036,
1036,
829,
572,
297,
172,
157,
95,
60,
31,
22,
70,
147,
402,
814,
1323,
2021,
2330,
2466,
2374,
1971,
1581,
1182,
990,
708,
540,
406,
145,
67,
27,
19,
8,
8,
33,
85,
225,
808,
746,
813,
1138,
1854,
2317,
1787,
1891,
2069,
2257,
1658,
1029,
802,
568,
379,
184,
53,
34,
21,
8,
18,
36,
61,
257,
865,
862,
845,
996,
1682,
1782,
1667,
1744,
1855,
2199,
1545,
1125,
952,
707,
423,
169,
52,
35,
41,
12,
10,
15,
71,
274,
815,
749,
810,
1051,
2007,
2119,
1786,
1627,
1855,
2369,
1674,
1018,
923,
679,
378,
216,
59,
40,
21,
7,
10,
26,
54,
293,
842,
736,
761,
1372,
2106,
2337,
1624,
1747,
1980,
2407,
1789,
1407,
1143,
813,
603,
287,
76,
56,
35,
25,
21,
22,
80,
262,
756,
791,
779,
985,
1773,
1958,
1715,
1837,
2071,
2436,
2005,
1703,
1411,
1142,
945,
588,
356,
198,
95,
85,
64,
53,
30,
55,
159,
312,
512,
878,
1181,
1448,
1618,
1898,
1966,
1821,
1500,
1323,
1145,
903,
900,
616,
332,
210,
157,
123,
53,
65,
32,
57,
142,
308,
624,
887,
1262,
1899,
1973,
2067
] |
[
2031,
1655,
1198,
1018,
770,
612,
404,
158,
59,
45,
17,
10,
9,
26,
74,
254,
780,
780,
825,
1011,
1779,
2136,
1774,
1725,
1970,
2467,
1620,
1147,
991,
611,
357,
177,
109,
32,
16,
9,
14,
23,
77,
266,
861,
775,
806,
1091,
1884,
2022,
1576,
1729,
1829,
2088,
1658,
1250,
1021,
691,
387,
236,
77,
29,
28,
13,
14,
118,
138,
330,
862,
775,
774,
1193,
1877,
2119,
1786,
1627,
1855,
2369,
1674,
1018,
923,
679,
378,
216,
59,
40,
21,
7,
10,
26,
54,
293,
842,
736,
761,
1372,
1590,
1998,
1686,
1815
] |
[
"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: 1502.33%",
"予測される変化率: [カラム_0] 予測される変化率: -10.64%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.88倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 21個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: 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: 1502.33%",
"Forecasted change rate: [column_0] Forecasted change rate: -10.64%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.88 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 21",
"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 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 |
[
1753,
2382,
1765,
1239,
1006,
897,
533,
237,
122,
51,
29,
25,
29,
50,
67,
317,
865,
828,
753,
1103,
1940,
2187,
1712,
1821,
2150,
2425,
2096,
1730,
1433,
1249,
921,
769,
338,
188,
105,
96,
67,
56,
29,
110,
224,
371,
670,
1006,
1394,
1785,
1890,
1970,
1940,
1827,
1559,
1271,
937,
1044,
642,
643,
280,
168,
151,
64,
40,
34,
22,
64,
145,
310,
577,
805,
1342,
1595,
1660,
1856,
1703,
1515,
1130,
1025,
711,
566,
285,
194,
52,
29,
32,
10,
36,
38,
73,
294,
884,
693,
726,
1008,
1620,
1954,
1610,
1598,
1993,
2124,
1649,
1103,
884,
656,
317,
222,
65,
22,
20,
9,
14,
37,
133,
401,
923,
749,
765,
973,
1729,
2041,
1681,
1721,
1883,
2225,
1723,
1156,
967,
719,
405,
230,
82,
57,
21,
15,
26,
45,
131,
297,
778,
684,
831,
1058,
1747,
2074,
1647,
1858,
1922,
2195,
1867,
1072,
871,
613,
387,
184,
76,
21,
29,
15,
15,
62,
141,
309,
823,
721,
686,
894,
1625,
1902,
1454,
1342,
1698,
2031,
1724,
1231,
936,
780,
476,
264,
88,
65,
31,
75,
65,
88,
136,
965,
1006,
681,
829,
997,
1770,
2170,
1893,
1831,
2094,
2552,
2087,
1767,
1478,
1292,
873,
643,
252,
182,
92,
91,
39,
28,
33,
54,
185,
356,
628,
968,
1456,
2004,
2345,
2294,
2056,
1913,
1498,
1262,
1048,
934,
728,
674,
242,
278,
117,
75,
35,
48,
29,
40,
145,
268,
511,
891,
1273,
1599,
1657,
1817,
1649,
1577,
1068,
864,
623,
450,
246,
161,
80,
38,
17,
6,
8,
24,
51,
271
] |
[
887,
748,
819,
1166,
2052,
2329,
1807,
1817,
1992,
2227,
1622,
1201,
874,
575,
315,
175,
272,
51,
43,
19,
21,
24,
24,
73,
282,
808,
604,
813,
1196,
1668,
2027,
1643,
1699,
1832,
2310,
1688,
1322,
1202,
745,
491,
266,
103,
66,
53,
35,
19,
28,
85,
291,
782,
727,
745,
859,
1721,
1765,
1526,
1741,
1867,
2253,
1913,
1461,
1290,
1199,
840,
556,
350,
150,
80,
75,
39,
57,
33,
93,
183,
333,
615,
914,
1266,
1774,
1888,
1935,
1945,
1918,
1483,
1302,
1087,
979,
712,
526,
270,
227,
143,
75,
47,
35,
35
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -84.54%",
"予測される変化率: [カラム_0] 予測される変化率: -96.05%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.87倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 23個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 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: -84.54%",
"Forecasted change rate: [column_0] Forecasted change rate: -96.05%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.87 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 23",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 36 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 36.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
64,
107,
231,
469,
732,
1138,
1561,
1594,
1619,
1545,
1466,
1011,
824,
608,
510,
301,
154,
70,
27,
34,
12,
18,
21,
89,
234,
768,
577,
676,
1016,
1687,
1898,
1684,
1668,
1736,
1984,
1434,
1076,
913,
603,
441,
166,
50,
18,
21,
14,
5,
16,
73,
238,
760,
635,
691,
1062,
1844,
2090,
1891,
1825,
1911,
2078,
1718,
1175,
1008,
669,
465,
257,
92,
32,
26,
10,
14,
24,
94,
286,
683,
627,
771,
1087,
1908,
2060,
1777,
1782,
1856,
2155,
1719,
1269,
1085,
721,
484,
288,
93,
58,
32,
24,
8,
14,
70,
300,
698,
630,
784,
1150,
1966,
2274,
1952,
1925,
1952,
2395,
2044,
1458,
1164,
924,
521,
347,
134,
89,
61,
50,
22,
20,
83,
263,
758,
621,
892,
1472,
1969,
1913,
1525,
1574,
1599,
2004,
1596,
1358,
1083,
1075,
676,
510,
232,
124,
65,
51,
25,
22,
33,
95,
125,
270,
495,
772,
955,
1161,
1169,
1260,
1200,
1305,
963,
935,
746,
749,
536,
345,
189,
178,
126,
59,
21,
18,
20,
41,
109,
232,
526,
750,
986,
1395,
1455,
1680,
1595,
1583,
1128,
856,
780,
574,
348,
166,
90,
33,
21,
9,
15,
21,
64,
240,
741,
606,
723,
966,
1721,
2254,
1793,
1802,
1965,
1928,
1491,
1113,
842,
539,
277,
188,
76,
29,
10,
7,
18,
17,
72,
264,
754,
680,
685,
1002,
1862,
2156,
1849,
1749,
1855,
2016,
1541,
1089,
875,
631,
347,
171,
58,
51,
19,
16,
18,
27,
65,
265,
810,
689,
749,
1030,
2031,
2291,
1852,
1836,
1948,
2336,
1815,
1283,
1083,
700,
465,
247,
86,
37,
56,
11,
11,
15,
70,
289,
781,
734,
787,
1174,
2006,
2193,
1779,
1870,
1983,
2353,
1880,
1363,
1158,
820,
461,
258,
88,
64,
33,
9,
20,
18,
91,
256,
714,
701,
784,
1106,
1946,
2213,
1970,
1836,
2214,
2347,
1893,
1453,
1310,
1234,
1031,
653,
345,
140,
95,
83,
27,
16,
41,
73,
166,
280,
510,
831,
1096,
1126,
1044,
1208,
1296,
1343,
1158,
884,
841,
765,
542,
374,
232,
105,
104,
86,
6,
28,
28,
29,
89,
154,
364,
509,
818,
1264,
1407,
1564,
1585,
1553,
1089,
862,
699,
392,
305,
147,
40,
23,
13,
12,
13,
18,
72,
225,
706,
566,
664,
819,
1485,
1761,
1485,
1570,
1584,
2048,
1373,
1099,
847,
634,
328,
210,
79,
36,
17,
12,
17,
15,
120,
286,
727,
654,
622,
955,
1676,
1867,
1616,
1698,
1692,
1973,
1498,
1119,
661,
419,
205,
164,
44,
42,
14,
19,
10,
20,
73,
267,
722,
651,
655,
1031,
1666,
1823,
1505,
1555,
1745,
1946,
1479,
1154,
872,
595,
329,
226,
56,
34,
14,
13,
6,
22,
64,
212,
693,
637,
758,
903,
1271,
1265,
1223,
1384,
1648,
1930,
1469,
1194,
874,
658,
462,
249,
105,
40,
35,
23,
23,
26,
70,
241,
680,
685,
608,
912,
1632,
1727,
1566,
1558,
1845,
2184,
1637,
1457,
1219,
1084,
844,
624,
361,
212,
100,
108,
28,
20,
29,
84,
152,
267,
493,
896,
1153,
1596,
1841,
1890,
1580,
1528,
1198,
1035,
842,
692,
572,
432,
296,
193,
128,
67,
39,
38,
54,
122,
215,
395,
578,
773,
1069,
1511,
1668
] |
[
1724,
1651,
1586,
1158,
1032,
783,
594,
391,
204,
80,
21,
24,
20,
10,
23,
75,
219,
730,
615,
602,
810,
1308,
1645,
1436,
1450,
1564,
1925,
1496,
1113,
910,
593,
342,
215,
57,
27,
15,
12,
11,
24,
82,
260,
720,
610,
637,
935,
1369,
1494,
1257,
1354,
1536,
1793,
1101,
780,
681,
497,
345,
153,
77,
30,
27,
21,
4,
20,
65,
264,
679,
694,
960,
819,
1441,
1667,
1441,
1365,
1592,
1939,
1466,
1080,
847,
627,
421,
237,
87,
32,
17,
17,
7,
24,
73,
247,
741,
713,
779,
1028,
1712,
1810,
1620
] |
[
"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: 2506.25%",
"予測される変化率: [カラム_0] 予測される変化率: -6.03%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.89倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 25個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: 2506.25%",
"Forecasted change rate: [column_0] Forecasted change rate: -6.03%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.89 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 25",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
1546,
1616,
2061,
1702,
1222,
1013,
796,
518,
287,
130,
66,
48,
16,
11,
19,
69,
244,
693,
590,
572,
890,
1676,
1954,
1572,
1571,
1945,
2370,
2123,
1688,
1492,
1278,
993,
678,
365,
178,
132,
83,
26,
44,
31,
74,
165,
294,
625,
861,
1222,
1635,
1768,
1724,
1687,
1776,
1494,
1296,
1187,
830,
645,
570,
345,
206,
155,
96,
32,
28,
24,
51,
104,
227,
480,
730,
982,
1424,
1604,
1319,
1294,
1223,
986,
749,
531,
382,
239,
132,
37,
19,
12,
3,
9,
17,
64,
254,
677,
649,
709,
1148,
1670,
1844,
1544,
1521,
1714,
1914,
1518,
943,
895,
537,
318,
193,
56,
13,
9,
12,
23,
16,
133,
281,
710,
630,
726,
916,
1785,
1775,
1491,
1490,
1579,
1897,
1568,
1244,
909,
653,
351,
263,
84,
37,
25,
15,
14,
18,
90,
292,
684,
627,
691,
886,
1771,
1801,
1549,
1516,
1613,
1854,
1414,
1183,
879,
625,
472,
259,
93,
57,
41,
21,
14,
24,
88,
267,
707,
577,
735,
978,
1573,
1652,
1336,
1271,
1140,
1806,
1450,
952,
808,
570,
361,
266,
102,
54,
27,
13,
14,
20,
79,
219,
751,
739,
804,
857,
1719,
1629,
1435,
1225,
1597,
1818,
1409,
1362,
1219,
1021,
725,
522,
314,
164,
112,
72,
78,
26,
27,
64,
142,
243,
497,
821,
1116,
1423,
1570,
1611,
1658,
1555,
1343,
1108,
940,
815,
614,
481,
243,
207,
135,
148,
42,
32,
40,
59,
116,
247,
505,
728,
1098,
1661,
1895,
1980,
1773,
1644,
1149,
940,
742,
504,
274,
147,
66,
37,
20,
11,
13,
29,
64,
282,
741,
736,
845,
1050,
1831,
1892,
1584,
1566,
1754,
2062,
1626,
1250,
993,
665,
397,
168,
95,
47,
28,
14,
12,
15,
90,
278,
743,
661,
730,
993,
1731,
1881,
1353,
1332,
1467,
1788,
1582,
1182,
1063,
683,
409,
254,
71,
43,
36,
8,
7,
30,
66,
284,
760,
665,
681,
1020,
1656,
1782,
1503,
1447,
1551,
1753,
1588,
1298,
1011,
604,
416,
343,
137,
66,
34,
33,
17,
12,
73,
281,
701,
523,
557,
727,
1250,
1364,
1196,
1273,
1346,
1731,
1445,
1065,
864,
548,
354,
223,
78,
54,
24,
15,
15,
21,
67,
244,
681,
765,
728,
860,
1347,
1657,
1566,
1413,
1721,
2031,
1752,
1478,
1305,
939,
730,
483,
334,
120,
116,
62,
27,
33,
38,
51,
132,
243,
494,
756,
1146,
1404,
1649,
1621,
1674,
1531,
1276,
1086,
930,
779,
646,
449,
257,
177,
125,
90,
30,
23,
18,
33,
131,
235,
522,
776,
1005,
1379,
1379,
1308,
1381,
1374,
1055,
906,
821,
608,
365,
207,
105,
58,
27,
20,
19,
12,
46,
195,
475,
479,
938,
1516,
2251,
1924,
1577,
1600,
1812,
1786,
1483,
1029,
966,
770,
545,
330,
214,
128,
74,
37,
30,
30,
47,
65,
102,
214,
416,
589,
934,
1710,
1196,
1167,
1117,
1283,
948,
836,
680,
488,
319,
178,
67,
41,
28,
14,
13,
28,
73,
259,
699,
560,
736,
1017,
1643,
1816,
1533,
1477,
1589,
1846,
1431,
1038,
878,
595,
403,
239,
81,
45,
29,
17,
10,
18,
59,
255,
666,
535,
640,
912,
1596,
1669,
1389,
1487,
1689,
1855,
1563,
1106,
919,
684,
520
] |
[
261,
105,
42,
32,
38,
18,
23,
69,
250,
621,
492,
703,
802,
1441,
1543,
1560,
1345,
1607,
1970,
1541,
1099,
1114,
973,
714,
513,
295,
206,
76,
63,
38,
32,
30,
69,
137,
332,
625,
858,
1261,
1550,
1790,
1850,
1808,
1693,
1324,
1259,
1008,
753,
703,
475,
300,
220,
91,
68,
53,
36,
31,
117,
120,
267,
508,
904,
1065,
1381,
1492,
1523,
1406,
1337,
1022,
980,
795,
578,
346,
156,
73,
25,
20,
25,
11,
14,
71,
274,
697,
591,
658,
852,
1445,
1815,
1524,
1464,
1530,
1798,
1422,
937,
736,
545,
359
] |
[
"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: -66.36%",
"予測される変化率: [カラム_0] 予測される変化率: 37.55%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.85倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 22個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の4番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -66.36%",
"Forecasted change rate: [column_0] Forecasted change rate: 37.55%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.85 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 22",
"First turning point: [column_0] First turning point: at data point 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データ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 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 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
| 128 | 96 |
[
177,
63,
28,
16,
13,
7,
24,
84,
241,
710,
538,
584,
947,
1487,
1831,
1470,
1569,
1747,
1968,
1482,
996,
814,
627,
356,
255,
99,
43,
41,
17,
19,
24,
76,
286,
672,
614,
615,
1045,
1645,
1908,
1622,
1577,
1718,
1961,
1440,
1085,
977,
630,
415,
245,
108,
48,
41,
37,
15,
15,
86,
303,
670,
618,
622,
912,
1512,
1734,
1451,
1510,
1763,
2084,
1768,
1196,
876,
644,
469,
296,
128,
71,
68,
44,
24,
14,
72,
273,
658,
552,
679,
1007,
1593,
1852,
1627,
1766,
1987,
2294,
1994,
1550,
1407,
1257,
874,
672,
356,
254,
170,
102,
26,
26,
40,
82,
120,
286,
545,
856,
1200,
1669,
1791,
1901,
1809,
1678,
1471,
1144,
874,
790,
686,
566,
314,
272,
206,
157,
67,
31,
22
] |
[
67,
92,
200,
474,
732,
1053,
1444,
1616,
1633,
1553,
1593,
1107,
905,
791,
529,
341,
193,
92,
32,
28,
16,
25,
29,
78,
298,
661,
563,
649,
898,
1605,
2020,
1528,
1764,
1919,
2194,
1624,
1091,
982,
711,
440,
238,
101,
56,
23,
24,
17,
27,
65,
306,
716,
672,
686,
899,
1620,
1627,
1489,
1509,
1698,
1910,
1700,
1258,
965,
770,
547,
316,
138,
66,
34,
37,
16,
19,
75,
243,
668,
632,
617,
829,
1439,
1782,
1780,
1587,
1811,
2055,
1724,
1307,
999,
830,
504,
305,
129,
81,
36,
20,
29,
18,
85
] |
[
"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: -87.57%",
"予測される変化率: [カラム_0] 予測される変化率: 26.87%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の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: 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: -87.57%",
"Forecasted change rate: [column_0] Forecasted change rate: 26.87%",
"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: 28",
"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 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] ラグ 30 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 46 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 30.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 46."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
294,
685,
568,
663,
954,
1538,
1963,
1717,
1647,
1811,
2256,
1851,
1411,
1192,
884,
595,
358,
161,
102,
66,
39,
16,
23,
77,
254,
679,
560,
638,
864,
1596,
1936,
1773,
1878,
1951,
2432,
2230,
1962,
1541,
1360,
974,
718,
388,
260,
132,
72,
56,
27,
34,
94,
151,
321,
544,
852,
1212,
1575,
1698,
1474,
1556,
1571,
1295,
1247,
935,
823,
671,
534,
336,
291,
205,
124,
33,
29,
23,
93,
110,
197,
518,
839,
1042,
1536,
1574,
1751,
1587,
1445,
1099,
1000,
810,
555,
292,
233,
108,
39,
18,
17,
30,
24,
66,
217,
698,
527,
588,
863,
1429,
1777,
1560,
1549,
1771,
1998,
1647,
1138,
863,
644,
406,
211,
99,
19,
19,
4,
9,
15,
65,
224,
614,
511,
511,
691,
1164,
1435,
1380,
1346,
1466,
1971,
1522,
1212,
994,
648,
473,
251,
127,
57,
29,
18,
26,
23,
71,
270,
652,
602,
696,
1061,
1694,
1768,
1609,
1559,
1713,
2073,
1737,
1281,
1053,
955,
644,
396,
125,
60,
32,
16,
7,
33,
90,
268,
673,
620,
666,
870,
1382,
1391,
1051,
1012,
1118,
1704,
1340,
1165,
1117,
851,
535,
337,
154,
98,
57,
38,
9,
18,
65,
240,
668,
542,
671,
881,
1605,
1719,
1498,
1636,
1700,
2124,
1759,
1525,
1527,
1272,
755,
679,
381,
204,
58,
67,
40,
23,
48,
84,
142,
280,
625,
865,
1296,
1497,
1635,
1479,
1612,
1404,
1049,
1073,
914,
843,
690,
602,
396,
239,
167,
100,
45,
28,
26,
86,
118,
213,
505,
799,
1031,
1407,
1514,
1669,
1613,
1437,
1143,
967,
757,
526,
365,
206,
98,
53,
20,
15,
21,
25,
71,
216,
664,
514,
727,
984,
1523,
1827,
1315,
1521,
1716,
1872,
1571,
1034,
790,
527,
273,
193,
66,
46,
16,
7,
14,
19,
64,
274,
682,
579,
802,
706,
1314,
1341,
1268,
1279,
1467,
1859,
1429,
1069,
793,
689,
389,
209,
69,
42,
36,
12,
18,
14,
86,
268,
688,
629,
606,
939,
1642,
1829,
1574,
1603,
1641,
1944,
1657,
1200,
913,
667,
413,
254,
111,
47,
10,
17,
16,
14,
80,
253,
685,
580,
736,
941,
1632,
1747,
1642,
1645,
1714,
2052,
1708,
1291,
1039,
854,
574,
318,
140,
69,
53,
37,
9,
21,
70,
266,
656,
585,
780,
916,
1607,
1789,
1471,
1533,
1735,
2012,
1802,
1376,
1440,
1357,
947,
713,
471,
284,
235,
120,
75,
35,
37,
81,
74,
293,
546,
898,
1106,
1343,
1279,
1408,
1227,
1270,
1207,
989,
883,
769,
609,
444,
299,
203,
184,
91,
53,
17,
22,
67,
123,
230,
440,
794,
1204,
1541,
1668,
1753,
1651,
1581,
1162,
926,
727,
652,
403,
219,
122,
40,
30,
6,
24,
21,
80,
319,
684,
568,
735,
1992,
1665,
1960,
1707,
1681,
1801,
2025,
1612,
1107,
1052,
667,
639,
308,
158,
40,
26,
26,
13,
34,
78,
309,
645,
655,
714,
896,
1653,
1812,
1465,
1450,
1610,
1942,
1594,
1388,
1103,
827,
575,
222,
62,
43,
14,
35,
34,
16,
89,
271,
834,
798,
2166,
1249,
2013,
1891,
1382,
1448,
1541,
1800,
1474,
1174,
992,
781,
654,
487,
189,
113,
37,
26,
7,
26,
87,
309,
713,
546,
640,
916,
1478,
1702,
1424
] |
[
1444,
1073,
1595,
1255,
1106,
910,
806,
445,
286,
131,
70,
84,
28,
24,
18,
62,
254,
696,
583,
596,
896,
1352,
1622,
1356,
1418,
1635,
1982,
1550,
1330,
1134,
1008,
777,
662,
350,
260,
208,
125,
38,
15,
41,
95,
162,
223,
595,
841,
1104,
1412,
1604,
1733,
1768,
1634,
1226,
1242,
1077,
982,
754,
615,
365,
280,
174,
128,
82,
34,
40,
66,
86,
202,
495,
771,
1160,
1396,
1490,
1553,
1588,
1564,
1121,
888,
700,
550,
328,
133,
91,
23,
26,
16,
12,
27,
72,
262,
628,
587,
670,
920,
1602,
1902,
1676
] |
[
"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: 384.35%",
"予測される変化率: [カラム_0] 予測される変化率: 16.07%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.83倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 23個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 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: 384.35%",
"Forecasted change rate: [column_0] Forecasted change rate: 16.07%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.83 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 23",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from 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 |
[
1681,
1829,
1900,
1423,
1083,
883,
681,
381,
227,
89,
27,
32,
12,
10,
36,
85,
245,
677,
526,
757,
911,
1808,
1896,
1480,
1501,
1579,
1855,
1525,
1183,
981,
686,
549,
283,
175,
50,
41,
13,
12,
25,
67,
315,
576,
556,
716,
947,
1678,
1752,
1590,
1531,
1613,
1884,
1459,
1008,
879,
605,
434,
252,
70,
32,
19,
15,
6,
17,
68,
276,
645,
579,
689,
935,
1718,
1757,
1597,
1665,
1876,
2058,
1765,
1432,
1075,
796,
534,
364,
129,
42,
29,
7,
10,
18,
78,
230,
658,
563,
642,
830,
1576,
1862,
1498,
1456,
1519,
1856,
1408,
970,
859,
658,
523,
329,
130,
58,
27,
9,
11,
21,
60,
211,
681,
587,
704,
768,
1384,
1498,
1105,
993,
1059,
1336,
1090,
885,
851,
703,
508,
278,
138,
92,
46,
24,
14,
17,
84,
238,
654,
516,
657,
875,
1429,
1718,
1644,
1430,
1601,
1847,
1582,
1234,
1238,
1071,
770,
576,
281,
189,
111,
64,
36,
20,
34,
82,
145,
286,
514,
847,
1106,
1383,
1525,
1709,
1627,
1411,
1262,
1017,
807,
785,
627,
456,
244,
214,
149,
105,
61,
37,
31,
58,
104,
236,
454,
696,
1009,
1141,
1388,
1438,
1359,
1359,
1101,
871,
671,
557,
344,
196,
93,
59,
76,
36,
16,
25,
73,
234,
640,
572,
622,
826,
1536,
1776,
1448,
1473,
1513,
1854,
1323,
863,
761,
543,
283,
203,
102,
30,
30,
14,
21,
17,
85,
254,
633,
586,
639,
857,
1367,
1822,
1555,
1444,
1600,
1860,
1414,
1087,
857,
608,
392,
259,
102,
51,
22,
24,
8,
22,
84,
230,
658,
563,
642,
830,
1576,
1862,
1664,
1485,
1708,
2052,
1460,
1027,
832,
611,
425,
280,
128,
83,
39,
18,
12,
20,
67,
237,
696,
510,
707,
930,
1551,
1581,
1207,
1216,
1199,
1622,
1361,
1125,
914,
717,
532,
359,
202,
84,
58,
28,
25,
49,
74,
262,
659,
460,
693,
832,
1560,
1790,
1364,
1611,
1523,
1849,
1356,
1221,
1032,
865,
585,
524,
372,
144,
106,
95,
50,
14,
25,
80,
288,
613,
1184,
1449,
1709,
1441,
1243,
1449,
1294,
1293,
1142,
854,
802,
726,
876,
561,
406,
192,
110,
78,
17,
28,
21,
59,
114,
201,
385,
646,
1043,
1294,
1388,
1454,
1385,
1355,
935,
819,
756,
614,
420,
292,
293,
124,
58,
39,
38,
38,
19,
41,
77,
204,
378,
645,
1025,
1234,
1460,
1443,
1468,
1345,
1002,
714,
620,
494,
272,
106,
84,
21,
7,
14,
17,
18,
62,
226,
623,
570,
597,
801,
1466,
1699,
1575,
1535,
1710,
1872,
1364,
955,
724,
545,
318,
178,
74,
35,
19,
16,
23,
22,
68,
247,
733,
586,
704,
851,
1631,
1923,
1471,
1576,
1662,
1869,
1409,
1047,
922,
666,
414,
271,
119,
47,
43,
34,
20,
28,
62,
265,
651,
556,
614,
781,
1431,
1657,
1384,
1463,
1505,
1081,
833,
578,
518,
358,
299,
178,
66,
55,
26,
12,
15,
34,
77,
232,
596,
665,
640,
918,
1579,
1778,
1562,
1557,
1683,
1938,
1655,
1260,
1029,
877,
733,
477,
336,
169,
85,
81,
51,
38,
28,
74,
137,
237,
517,
769,
1146,
1484,
1600,
1694,
1738,
1553,
1178,
962,
907,
841,
605
] |
[
559,
319,
225,
140,
79,
39,
37,
30,
51,
88,
203,
413,
676,
1015,
1250,
1410,
1444,
1270,
1282,
922,
757,
599,
457,
299,
132,
90,
36,
39,
7,
16,
22,
63,
238,
708,
543,
552,
787,
1537,
1655,
1383,
1607,
1662,
1709,
1306,
888,
767,
498,
293,
115,
84,
33,
25,
12,
7,
29,
70,
238,
682,
527,
628,
764,
1399,
1525,
1354,
1309,
1384,
1737,
1356,
1052,
907,
698,
385,
214,
100,
42,
38,
20,
11,
25,
57,
244,
711,
609,
596,
950,
1456,
1404,
1037,
1211,
1227,
1523,
1305,
918,
848,
702,
407
] |
[
"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: -64.01%",
"予測される変化率: [カラム_0] 予測される変化率: -27.19%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.85倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 24個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の8番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -64.01%",
"Forecasted change rate: [column_0] Forecasted change rate: -27.19%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.85 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 24",
"First turning point: [column_0] First turning point: at data point 8 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
245,
104,
65,
25,
10,
11,
26,
75,
245,
708,
567,
617,
913,
1583,
1768,
1302,
1326,
1417,
1840,
1485,
1163,
947,
699,
448,
254,
133,
56,
45,
39,
11,
24,
70,
296,
729,
627,
636,
927,
1687,
1780,
1431,
1498,
1615,
1925,
1669,
1472,
1266,
1175,
827,
565,
314,
221,
152,
98,
40,
19,
17,
68,
152,
288,
529,
894,
1063,
1289,
1264,
1345,
1342,
1501,
1213,
987,
891,
787,
720,
442,
215,
155,
88,
64,
25,
31,
22,
45,
92,
203,
525,
934,
1522,
1828,
1954,
1940,
1725,
1515,
1131,
952,
668,
567,
313,
191,
111,
35,
67,
25,
5,
25,
57,
280,
725,
611,
685,
932,
1634,
1836,
1496,
1552,
1577,
1850,
1323,
1048,
818,
630,
348,
179,
80,
50,
27,
7,
20,
17,
77,
283,
778,
561,
664,
879,
1680,
1959,
1412,
1509,
1718,
1868,
1513,
1073,
885,
661,
424,
185,
109,
25,
30,
16,
14,
24,
63,
243,
763,
637,
747,
1003,
1797,
1912,
1459,
1452,
1530,
2002,
1608,
1178,
920,
691,
445,
301,
124,
59,
26,
24,
18,
16,
80,
264,
722,
664,
724,
1112,
1932,
2080,
1533,
1411,
1799,
2034,
1709,
1222,
1129,
922,
674,
425,
199,
133,
80,
32,
14,
15,
78,
272,
679,
608,
724,
1003,
1783,
1905,
1390,
1470,
1621,
1981,
1688,
1425,
1263,
1185,
955,
710,
445,
270,
138,
45,
45,
29,
33,
90,
149,
293,
649,
944,
1211,
1454,
1381,
1414,
1306,
1422,
1225,
1111,
1036,
909,
802,
569,
389,
301,
137,
99,
52,
40,
46,
55,
125,
287,
540,
834,
1113,
1288,
1287,
1227,
1241,
1263,
863,
879,
885,
681,
358,
231,
91,
67,
19,
14,
15,
34,
65,
281,
792,
669,
818,
1059,
1874,
1864,
1271,
1402,
1484,
2030,
1371,
1087,
929,
734,
390,
209,
118,
62,
30,
6,
18,
23,
106,
257,
876,
622,
613,
909,
1293,
1477,
1490,
1709,
1745,
2012,
1506,
980,
886,
587,
390,
229,
92,
45,
67,
15,
21,
19,
78,
326,
762,
756,
834,
1164,
2073,
2291,
1810,
1812,
1962,
2394,
1658,
1225,
1066,
719,
489,
237,
162,
50,
33,
21,
12,
29,
71,
326,
801,
626,
949,
1064,
2047,
2063,
1506,
1606,
1741,
2159,
1458,
1285,
1050,
763,
429,
245,
170,
75,
76,
37,
19,
20,
78,
301,
790,
632,
753,
1088,
2009,
2054,
1606,
1638,
1915,
2372,
1865,
1715,
1574,
1415,
1020,
794,
364,
226,
168,
103,
44,
40,
29,
83,
202,
339,
598,
969,
1308,
1693,
1659,
1557,
1696,
1617,
1770,
3271,
4252,
4154,
4131,
3863,
3163,
2657,
1929,
1441,
1025,
752,
407,
161,
180,
276,
486,
878,
1197,
1411,
1414,
1332,
1368,
1381,
1220,
1052,
989,
761,
442,
207,
83,
70,
32,
19,
18,
35,
79,
258,
801,
659,
861,
1154,
1928,
1961,
1607,
1902,
1845,
2079,
1531,
1153,
963,
528,
298,
222,
124,
45,
45,
17,
9,
11,
64,
290,
787,
829,
672,
820,
1422,
1727,
1676,
1733,
1968,
2097,
1641,
1368,
1051,
827,
508,
253,
120,
80,
40,
25,
11,
18,
79,
311,
814,
706,
812,
1183,
1943,
2075,
1892,
1820,
1477,
1951,
1506,
1217,
840,
687,
391,
204,
148,
78,
35,
25,
10,
9,
76
] |
[
277,
758,
691,
844,
1112,
1965,
1866,
1831,
2137,
2272,
2501,
1971,
1444,
1254,
869,
616,
353,
172,
108,
99,
30,
28,
24,
78,
283,
746,
734,
830,
1209,
1903,
2158,
1817,
1928,
2145,
2419,
2000,
1602,
1501,
1295,
971,
632,
344,
262,
162,
91,
43,
27,
29,
71,
168,
306,
613,
949,
1490,
1841,
1744,
1946,
1790,
1713,
1646,
1626,
1512,
1222,
860,
608,
347,
282,
259,
155,
64,
45,
17,
51,
106,
254,
586,
858,
1341,
1635,
1678,
1688,
1761,
1690,
1277,
1017,
851,
723,
415,
232,
82,
68,
32,
32,
9,
20,
81
] |
[
"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: -68.98%",
"予測される変化率: [カラム_0] 予測される変化率: -70.76%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.89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: 18個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 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: -68.98%",
"Forecasted change rate: [column_0] Forecasted change rate: -70.76%",
"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: 18",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
280,
862,
795,
1090,
1381,
2323,
2475,
1945,
2081,
2129,
2549,
1887,
1425,
1149,
773,
387,
223,
103,
45,
32,
19,
19,
17,
86,
342,
863,
844,
949,
1418,
2409,
2438,
1734,
1827,
2062,
2224,
1779,
1372,
1085,
799,
464,
273,
105,
59,
22,
27,
10,
23,
83,
301,
855,
845,
974,
1267,
2227,
2313,
1710,
1700,
1980,
2563,
1877,
1387,
1178,
900,
447,
296,
109,
50,
47,
11,
6,
18,
82,
316,
813,
905,
1161,
1274,
2117,
2202,
1707,
1724,
1937,
2386,
2014,
1433,
1225,
909,
545,
352,
122,
130,
70,
44,
28,
26,
80,
265,
764,
802,
945,
1252,
2078,
2295,
1818,
1687,
2041,
2502,
2191,
1856,
1626,
1509,
1271,
978,
488,
284,
167,
101,
61,
53,
37,
99,
139,
298,
561,
963,
1452,
1787,
1510,
1676,
1871,
1799,
1652,
1537,
1299,
1154,
1038,
871,
491,
312,
183,
86,
80,
24,
33,
69,
138,
299,
565,
858,
1304,
1614,
1518,
1416,
1683,
1547,
1279,
1172,
1122,
862,
746,
666,
473,
133,
85,
57,
40,
20,
31,
65,
161,
295,
680,
886,
1380,
1582,
1404,
1525,
1491,
1549,
1330,
1150,
935,
732,
707,
300,
135,
64,
21,
27,
21,
21,
72,
288,
848,
862,
875,
1290,
2040,
2092,
1568,
1676,
1861,
2497,
1876,
1373,
1339,
816,
553,
380,
121,
60,
40,
13,
10,
19,
87,
300,
826,
793,
848,
1112,
1975,
2282,
1971,
1913,
2011,
2622,
1914,
1409,
1139,
787,
415,
304,
130,
42,
38,
10,
15,
29,
74,
294,
846,
776,
853,
1072,
2024,
2247,
1977,
1945,
2089,
2545,
1925,
1641,
1376,
948,
577
] |
[
354,
134,
137,
92,
42,
37,
20,
77,
280,
767,
818,
922,
1135,
2082,
2191,
1925,
1986,
2239,
2571,
2276,
1694,
1561,
1450,
1120,
783,
460,
292,
178,
118,
79,
70,
76,
115,
245,
428,
831,
1178,
1728,
2065,
2110,
2025,
1635,
1571,
1363,
1376,
1104,
951,
690,
588,
323,
240,
161,
89,
44,
43,
45,
45,
181,
340,
544,
875,
1419,
1696,
2091,
2187,
2109,
2088,
1375,
1350,
1182,
775,
481,
415,
134,
89,
19,
14,
20,
19,
85,
268,
730,
649,
796,
1108,
1963,
2302,
1945,
2091,
2054,
2311,
1901,
1598,
1171,
604,
394
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 106.07%",
"予測される変化率: [カラム_0] 予測される変化率: 11.30%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.82倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 22個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: 106.07%",
"Forecasted change rate: [column_0] Forecasted change rate: 11.30%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.82 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 22",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 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 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 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 96."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 256 | 96 |
[
182,
71,
46,
15,
11,
19,
15,
90,
285,
795,
805,
841,
1261,
2055,
2254,
2017,
1941,
2096,
2465,
1934,
1327,
1169,
741,
423,
263,
115,
63,
28,
14,
14,
18,
86,
270,
866,
797,
907,
1169,
2079,
2272,
1912,
1807,
2006,
2466,
1996,
1402,
1303,
874,
501,
329,
149,
45,
19,
18,
13,
23,
93,
259,
825,
795,
874,
1033,
2147,
1918,
1695,
1719,
1716,
2123,
1696,
1415,
1168,
848,
469,
322,
139,
89,
74,
36,
18,
43,
78,
282,
821,
807,
971,
1109,
1999,
2146,
1900,
1955,
2370,
2556,
2125,
1845,
1406,
1269,
982,
786,
379,
234,
137,
149,
88,
33,
36,
87,
156,
311,
550,
909,
1355,
1696,
1707,
1940,
2081,
1861,
1668,
1426,
1263,
1126,
941,
614,
395,
326,
198,
136,
87,
44,
63,
161,
167,
350,
832,
1464,
1772,
2061,
2110,
2083,
1771,
1799,
1307,
975,
891,
601,
322,
220,
84,
56,
36,
22,
14,
49,
99,
278,
752,
768,
868,
1202,
2007,
2212,
1819,
1985,
2096,
2402,
1857,
1252,
1093,
685,
374,
239,
98,
54,
15,
11,
7,
33,
78,
308,
848,
768,
911,
1230,
2139,
2322,
1872,
1708,
1912,
2393,
1830,
1479,
1121,
851,
507,
277,
131,
72,
31,
9,
16,
32,
82,
265,
860,
861,
916,
1316,
2128,
2364,
1669,
1875,
2190,
2441,
1915,
1399,
1142,
750,
484,
235,
65,
66,
31,
8,
4,
18,
75,
265,
660,
643,
700,
1000,
1644,
1963,
1749,
1832,
2171,
2554,
2101,
1679,
1432,
1193,
1007,
846,
455,
362,
206,
120,
107,
62,
35,
54,
80,
206,
630,
658,
966,
1266,
1270
] |
[
1300,
1340,
1145,
1325,
1115,
1095,
987,
766,
501,
287,
214,
133,
107,
30,
37,
34,
76,
116,
305,
715,
1022,
1568,
1822,
2013,
2030,
2086,
1983,
1744,
1418,
1135,
1134,
866,
493,
216,
213,
146,
111,
46,
33,
28,
56,
104,
203,
496,
869,
1055,
1276,
1370,
1582,
1596,
1617,
1226,
1106,
1048,
852,
732,
447,
184,
118,
82,
50,
53,
14,
24,
40,
85,
219,
444,
846,
1130,
1487,
1723,
1711,
1781,
1697,
1335,
1056,
959,
688,
486,
299,
110,
58,
35,
8,
11,
24,
55,
237,
571,
487,
557,
793,
1461,
1743,
1652
] |
[
"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: 597.80%",
"予測される変化率: [カラム_0] 予測される変化率: 27.08%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.87倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 19個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 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: 597.80%",
"Forecasted change rate: [column_0] Forecasted change rate: 27.08%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.87 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 19",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] ラグ 96 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 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 weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 96.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 92."
]
}
|
forecasting
|
/monash
|
pedestrian_counts_dataset.tsf
| 512 | 96 |
[
1782,
1808,
1925,
1588,
1205,
946,
685,
531,
283,
89,
83,
35,
38,
10,
35,
82,
243,
676,
516,
633,
893,
1527,
1857,
1773,
1855,
1812,
2022,
1717,
1278,
1011,
755,
454,
340,
107,
66,
34,
48,
21,
28,
55,
274,
716,
584,
807,
1109,
1918,
2230,
2089,
2076,
2066,
2308,
1862,
1462,
1192,
868,
590,
399,
151,
125,
43,
34,
34,
23,
71,
232,
670,
606,
767,
1110,
1971,
2151,
1994,
2034,
2045,
2332,
2213,
1880,
1477,
1296,
968,
871,
497,
268,
173,
136,
85,
37,
33,
83,
145,
329,
575,
978,
1275,
1604,
1627,
1805,
1814,
1937,
1771,
1493,
1211,
1136,
978,
805,
453,
331,
177,
251,
36,
48,
25,
63,
175,
356,
580,
923,
1212,
1376,
1566,
1242,
1197,
1334,
1118,
931,
716,
516,
350,
176,
69,
54,
32,
20,
16,
31,
73,
324,
789,
711,
895,
1117,
2000,
2276,
1860,
1978,
2011,
2313,
1729,
1177,
869,
573,
382,
178,
71,
39,
32,
35,
8,
17,
84,
317,
897,
718,
813,
1214,
2008,
2209,
1947,
1962,
2270,
2498,
2009,
1317,
1021,
692,
425,
228,
80,
59,
24,
8,
8,
14,
75,
304,
824,
772,
874,
1183,
2151,
2369,
2036,
1975,
2156,
2462,
1888,
1269,
980,
765,
455,
332,
99,
61,
32,
25,
11,
17,
55,
293,
823,
679,
761,
1037,
1819,
1945,
1747,
1850,
1953,
2332,
1890,
1393,
1149,
855,
521,
277,
116,
83,
33,
25,
13,
24,
60,
291,
772,
710,
788,
1198,
2094,
2424,
2040,
2061,
2371,
2599,
2301,
1905,
1528,
1374,
1005,
814,
411,
177,
141,
112,
75,
28,
46,
83,
193,
336,
555,
989,
1380,
1823,
2096,
1929,
1874,
2007,
1579,
1557,
1228,
1079,
910,
707,
437,
343,
205,
142,
50,
41,
23,
51,
161,
277,
552,
849,
1132,
1514,
1657,
1304,
1266,
1386,
1033,
845,
715,
523,
283,
168,
58,
30,
26,
15,
11,
45,
60,
288,
797,
694,
783,
980,
1535,
1594,
1560,
1650,
1752,
2146,
1541,
1017,
780,
583,
309,
168,
61,
23,
30,
25,
13,
47,
69,
325,
834,
828,
897,
1121,
1787,
2164,
1716,
1670,
1942,
2322,
1803,
1223,
959,
781,
450,
220,
85,
43,
15,
17,
14,
31,
76,
301,
728,
747,
866,
1140,
1801,
2128,
1666,
1807,
1844,
2318,
1746,
1243,
981,
662,
497,
237,
124,
46,
26,
20,
10,
38,
66,
272,
816,
660,
669,
945,
1734,
1958,
1606,
1691,
1740,
2216,
1537,
1223,
1097,
724,
479,
268,
154,
67,
31,
34,
13,
16,
67,
259,
776,
749,
901,
1091,
2039,
2251,
1750,
1878,
2077,
2477,
2098,
1861,
1582,
1238,
1005,
685,
335,
221,
137,
66,
64,
21,
41,
83,
133,
339,
602,
964,
1273,
1749,
1726,
1955,
1813,
1910,
1595,
1409,
1394,
1152,
908,
751,
368,
224,
158,
93,
49,
34,
21,
40,
130,
271,
543,
759,
1149,
1671,
1650,
1654,
1685,
1620,
1191,
823,
761,
583,
423,
180,
81,
42,
30,
8,
19,
40,
69,
283,
820,
675,
779,
1080,
1522,
1704,
1524,
1739,
2004,
2169,
1483,
1068,
738,
567,
299,
197,
44,
30,
20,
6,
15,
56,
85,
269,
762,
769,
777,
1041,
1781,
1797,
1664,
1772,
1873,
2177,
1767,
1164,
935,
625,
384
] |
[
237,
62,
38,
42,
14,
11,
24,
73,
287,
778,
813,
916,
1242,
2010,
2279,
1629,
1460,
1742,
2356,
1740,
1414,
1313,
1039,
729,
452,
331,
152,
86,
103,
84,
101,
35,
277,
342,
522,
934,
1366,
1978,
1594,
1797,
1845,
1751,
1643,
1422,
1110,
830,
749,
454,
294,
145,
90,
53,
33,
13,
49,
59,
204,
648,
630,
828,
1257,
1916,
2215,
1993,
1984,
2245,
2506,
1953,
1679,
1213,
1193,
886,
700,
371,
251,
139,
88,
48,
47,
49,
80,
187,
365,
604,
882,
1409,
1654,
1744,
1963,
1820,
1806,
1504,
1271,
1101,
998,
942
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -78.45%",
"予測される変化率: [カラム_0] 予測される変化率: 297.47%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.85倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 22個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の3番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -78.45%",
"Forecasted change rate: [column_0] Forecasted change rate: 297.47%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.85 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 22",
"First turning point: [column_0] First turning point: at data point 3 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 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 |
[
603,
428,
247,
203,
127,
71,
41,
29,
43,
138,
290,
524,
750,
1122,
1285,
1545,
1579,
1640,
1484,
1053,
815,
714,
430,
252,
159,
80,
46,
16,
13,
12,
27,
65,
257,
752,
704,
798,
1032,
1617,
1933,
1582,
1799,
1841,
2152,
1597,
1164,
754,
543,
310,
169,
95,
20,
14,
14,
8,
24,
77,
258,
783,
830,
1149,
1340,
2000,
2090,
1563,
1749,
1866,
2172,
1665,
1155,
877,
593,
415,
179,
82,
31,
36,
21,
10,
21,
73,
286,
803,
801,
906,
918,
1633,
2011,
1597,
1588,
1550,
2164,
1673,
998,
767,
577,
369,
205,
76,
71,
21,
16,
10,
25,
65,
250,
755,
715,
847,
1111,
1954,
2178,
1813,
1835,
1841,
2257,
1702,
1246,
881,
689,
431,
236,
109,
66,
45,
12,
14,
10,
79,
252,
743,
650,
779,
1027,
1907,
1971,
1775,
1627,
2022,
2418,
2064,
1652,
1377,
1208,
830,
676,
327,
156,
84,
88,
34,
15,
37,
53,
145,
299,
570,
908,
1218,
1646,
1788,
1876,
1909,
2379,
1857,
1141,
947,
914,
703,
570,
294,
192,
135,
107,
64,
31,
46,
62,
132,
258,
517,
722,
1059,
1322,
1475,
1583,
1590,
1502,
1058,
780,
560,
395,
247,
148,
76,
33,
15,
14,
12,
16,
72,
258,
744,
674,
809,
1023,
1816,
1980,
1737,
1782,
1818,
2260,
1557,
1074,
804,
451,
341,
193,
78,
43,
27,
12,
5,
24,
69,
258,
773,
609,
757,
1024,
1800,
1991,
1600,
1641,
1834,
2171,
1661,
1117,
848,
596,
350,
189,
52,
36,
54,
17,
8,
23,
70,
246,
860,
779,
933,
1104,
1985,
2131,
1712,
1778,
1803,
2229,
1940,
1334,
1011,
689,
432,
214,
120,
69,
48,
27,
9,
22,
87,
279,
767,
731,
778,
1139,
1938,
2045,
1698,
1716,
1839,
2374,
1762,
1216,
936,
720,
478,
275,
148,
65,
49,
32,
11,
26,
76,
241,
707,
722,
808,
1099,
1949,
2189,
1742,
1819,
2095,
2455,
2282,
1756,
1559,
1255,
1058,
674,
427,
258,
190,
86,
57,
30,
43,
87,
145,
308,
607,
878,
1656,
1851,
1858,
1939,
1889,
1730,
1392,
1247,
1126,
965,
919,
696,
417,
260,
164,
117,
51,
25,
119,
84,
121,
256,
469,
789,
1086,
1332,
1556,
1468,
1336,
1316,
938,
708,
572,
409,
218,
140,
53,
39,
17,
18,
14,
13,
80,
273,
734,
669,
632,
912,
1745,
1861,
1406,
1454,
1668,
2008,
1510,
1068,
726,
505,
309,
120,
60,
28,
17,
12,
10,
23,
73,
301,
697,
699,
697,
967,
1560,
2123,
1852,
1683,
1644,
2039,
1538,
1152,
770,
543,
271,
154,
42,
32,
23,
6,
5,
17,
63,
269,
670,
686,
696,
918,
1633,
1918,
1627,
1519,
1488,
1870,
1454,
986,
781,
547,
333,
219,
72,
41,
27,
12,
21,
23,
80,
272,
660,
604,
717,
882,
1294,
1512,
1404,
1349,
1512,
2034,
1495,
1141,
903,
711,
384,
265,
91,
45,
54,
14,
23,
18,
58,
247,
685,
645,
673,
898,
1674,
2019,
1776,
1740,
2006,
2539,
2165,
1623,
1501,
1302,
780,
551,
311,
224,
169,
87,
46,
26,
37,
81,
228,
376,
613,
1174,
1444,
1961,
2058,
2373,
2127,
2212,
1786,
1429,
1144,
1037,
842,
659,
450,
305,
180,
122,
62,
40,
32
] |
[
68,
156,
266,
534,
830,
1297,
1620,
1727,
1807,
1791,
1775,
1223,
914,
672,
501,
275,
214,
90,
41,
18,
9,
21,
22,
80,
240,
802,
746,
820,
884,
1158,
1399,
1420,
1488,
1602,
1951,
1439,
1033,
773,
479,
297,
217,
69,
24,
22,
15,
14,
23,
60,
274,
741,
706,
688,
1096,
1787,
1895,
1672,
1540,
1747,
2123,
1706,
1088,
900,
571,
375,
175,
55,
27,
24,
16,
25,
19,
67,
283,
772,
709,
780,
1010,
1660,
2014,
1708,
1763,
1722,
2319,
1663,
1175,
991,
564,
362,
227,
85,
43,
43,
26,
18,
26,
54
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -94.69%",
"予測される変化率: [カラム_0] 予測される変化率: -20.59%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.90倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 22個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: -94.69%",
"Forecasted change rate: [column_0] Forecasted change rate: -20.59%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.90 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 22",
"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
| 512 | 96 |
[
233,
718,
737,
787,
957,
1779,
1933,
1695,
1771,
1830,
2260,
1780,
1282,
990,
818,
496,
293,
93,
87,
57,
24,
16,
23,
70,
254,
725,
651,
703,
975,
1930,
2077,
1807,
1779,
1967,
2419,
2109,
1653,
1435,
1152,
938,
682,
310,
234,
158,
103,
70,
55,
34,
78,
156,
371,
622,
950,
1395,
1850,
2361,
2409,
2828,
2337,
1482,
1288,
1128,
924,
681,
652,
349,
290,
190,
155,
45,
27,
49,
46,
109,
247,
510,
976,
1139,
1715,
1657,
1762,
1548,
1466,
980,
855,
702,
515,
317,
196,
73,
66,
22,
17,
29,
30,
82,
287,
683,
625,
674,
918,
1598,
1892,
1712,
1505,
1670,
2016,
1501,
1029,
816,
595,
337,
200,
61,
35,
27,
9,
10,
23,
89,
255,
761,
670,
716,
1088,
1672,
1945,
1623,
1667,
1903,
2321,
1723,
1250,
904,
599,
407,
218,
92,
53,
41,
17,
14,
18,
64,
274,
740,
714,
863,
1104,
1830,
1967,
1721,
1733,
1837,
2208,
1716,
1235,
912,
686,
394,
260,
106,
33,
17,
24,
11,
27,
83,
248,
753,
701,
657,
877,
1566,
1561,
1458,
1345,
1608,
2027,
1597,
1270,
999,
617,
496,
293,
93,
87,
57,
24,
16,
23,
70,
254,
725,
651,
703,
975,
1930,
2077,
1807,
1779,
1967,
2419,
2109,
1653,
1435,
1152,
938,
682,
315,
250,
143,
110,
42,
30,
34,
46,
129,
304,
580,
981,
1460,
1792,
1872,
1749,
1766,
1655,
1216,
894,
719,
514,
318,
177,
105,
35,
26,
15,
9,
29,
85,
266,
728,
602,
719,
962,
1581,
1854,
1540,
1647,
1665,
1994,
1606,
1017,
876,
613,
389,
185,
72,
27,
21,
20,
15,
28,
82,
299,
802,
660,
705,
939,
1808,
1844,
1470,
1566,
1824,
2124,
1694,
1262,
1001,
640,
378,
189,
87,
41,
26,
27,
6,
20,
60,
294,
810,
673,
811,
1041,
1718,
1881,
1506,
1634,
1789,
2068,
1851,
1244,
945,
737,
473,
230,
74,
42,
28,
22,
6,
14,
73,
248,
742,
564,
666,
739,
1210,
1288,
1261,
1388,
1522,
2014,
1641,
1286,
994,
745,
533,
334,
112,
63,
45,
46,
15,
35,
81,
258,
691,
629,
684,
926,
1810,
1905,
1565,
1724,
1784,
2383,
1999,
1588,
1405,
1194,
841,
589,
296,
221,
144,
115,
54,
51,
31,
119,
216,
383,
761,
1060,
1532,
1800,
1553,
1691,
1736,
1628,
1278,
1185,
1091,
956,
710,
512,
268,
211,
178,
103,
55,
41,
34,
58,
120,
321,
546,
873,
1270,
1552,
1578,
1729,
1500,
1457,
1042,
836,
710,
570,
305,
145,
59,
42,
21,
13,
16,
12,
69,
296,
789,
652,
692,
992,
1533,
1689,
1602,
1688,
1793,
2208,
1405,
1082,
862,
607,
385,
181,
92,
37,
31,
22,
8,
13,
78,
307,
735,
633,
748,
927,
1810,
1851,
1545,
1599,
1710,
2057,
1681,
1130,
921,
606,
418,
229,
72,
42,
20,
8,
10,
25,
77,
321,
814,
680,
817,
1071,
1815,
1940,
1560,
1727,
1822,
2123,
1589,
1101,
973,
661,
392,
190,
84,
34,
37,
7,
9,
10,
89,
278,
680,
704,
598,
829,
1664,
2060,
1678,
1663,
1694,
2102,
1603,
1164,
917,
682,
475,
196,
101,
54,
37,
27,
26,
24,
66,
319,
711,
651,
795,
1149,
1839,
2067,
1670
] |
[
1803,
2158,
2284,
2022,
1553,
1312,
1229,
883,
670,
366,
200,
119,
90,
47,
28,
35,
81,
160,
388,
614,
928,
1482,
1788,
1887,
1857,
1692,
1595,
1389,
1184,
1095,
884,
704,
509,
289,
169,
116,
84,
49,
29,
34,
66,
168,
271,
674,
911,
1451,
1625,
1698,
1784,
1780,
1711,
1221,
1034,
753,
591,
307,
184,
59,
33,
21,
8,
18,
14,
70,
250,
790,
604,
642,
949,
1616,
1710,
1448,
1366,
1305,
1800,
1133,
735,
591,
358,
210,
103,
64,
49,
28,
15,
9,
15,
66,
302,
804,
647,
778,
1021,
1778,
1896,
1523
] |
[
"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: 616.74%",
"予測される変化率: [カラム_0] 予測される変化率: -15.53%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.86倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 17個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: 616.74%",
"Forecasted change rate: [column_0] Forecasted change rate: -15.53%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.86 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 17",
"First turning point: [column_0] First turning point: at data point 3 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.