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forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 256 | 96 |
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"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: 181.82%",
"予測される変化率: [カラム_0] 予測される変化率: -4.55%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.57倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 33個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
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"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 181.82%",
"Forecasted change rate: [column_0] Forecasted change rate: -4.55%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.57 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 33",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
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}
|
{
"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 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 36.",
"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 92."
]
}
|
forecasting
|
/monash
|
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[
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{
"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: -73.44%",
"予測される変化率: [カラム_0] 予測される変化率: 346.67%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.49倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 41個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の3番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -73.44%",
"Forecasted change rate: [column_0] Forecasted change rate: 346.67%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.49 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 41",
"First turning point: [column_0] First turning point: at data point 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
|
m4_hourly_dataset.tsf
| 512 | 96 |
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11.8,
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11.9,
11.4,
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18.9,
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20.6,
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19.6,
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14.7,
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11.1,
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11.4,
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17.9,
19.1,
20.1,
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21.3,
21.4,
21.4,
21.2,
20.8,
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18,
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14.8,
13.9,
12.3,
11.8,
11.2,
10.9,
10.7,
11.6,
13.4,
15.1,
16.7,
18.2,
19.3,
20.3,
20.9,
21.5,
21.7,
21.7,
21.4,
20.9,
19.9,
18.2,
16.3,
15.1,
14.1,
12.5,
11.9,
11.3,
11.1,
10.8,
11.8,
13.6,
15.3,
16.9,
18.3,
19.4,
20.4,
21.1,
21.7,
21.9,
21.9,
21.7,
21.2,
20.2,
18.4,
16.5,
15.3,
14.3,
12.8,
12.2,
11.6,
11.3,
11.1,
12,
13.8,
15.5,
17.1,
18.5,
19.6,
20.6,
21.3,
21.8,
22.1,
22.1,
21.8,
21.3,
20.3,
18.6,
16.7,
15.5,
14.5,
13,
12.4,
11.9,
11.6,
11.3,
12.3,
14,
15.7,
17.3,
18.7,
19.8,
20.8,
21.4,
21.9,
22.2,
22.2,
21.9,
21.4,
20.3,
18.7,
16.8,
15.6,
14.6,
13.2,
12.7,
12.1,
11.8,
11.5,
12.5,
14.2,
15.8,
17.4,
18.8,
19.9,
20.8,
21.4,
21.9,
22.2,
22.2,
21.9,
21.4,
20.4,
18.7,
16.9,
15.7,
14.7,
13.3,
12.8,
12.2,
11.8,
11.6,
12.6,
14.2,
15.9,
17.4,
18.8,
19.9,
20.9,
21.4,
22,
22.2,
22.2,
21.9,
21.4,
20.4,
18.8,
16.9,
15.8,
14.8,
13.4,
12.8,
12.2,
11.9,
11.7,
12.7,
14.3,
16,
17.6,
18.9,
20.1,
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21.6,
22.1,
22.3,
22.2,
22,
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20.5,
18.8,
17,
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14.9,
13.4,
12.9,
12.3,
12,
11.8,
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14.4,
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20.9,
21.4,
22,
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22.2,
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21.4,
20.5,
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14.9,
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11.8,
12.8,
14.6,
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19.1,
20.1,
21,
21.6,
22.1,
22.4,
22.4,
22.1,
21.6,
20.7,
19,
17.2,
16,
15.1,
13.7,
13.3,
12.6,
12.3,
12.1,
13.1,
14.8,
16.4,
17.9,
19.2,
20.3,
21.2,
21.8,
22.3,
22.6,
22.6,
22.3,
21.8,
20.9,
19.2,
17.4,
16.3,
15.3,
14,
13.5,
12.9,
12.6,
12.3,
13.3,
14.9,
16.6,
18.1,
19.4,
20.4,
21.3,
21.9,
22.4,
22.7,
22.7,
22.5,
21.9,
21,
19.3,
17.6,
16.4,
15.4,
14.1,
13.6,
13,
12.7,
12.4,
13.5,
15.1,
16.8,
18.3,
19.6,
20.5,
21.4,
22.1,
22.6,
22.9,
22.9,
22.7,
22.1,
21.2,
19.6,
17.8,
16.6,
15.7,
14.3,
13.8,
13.2,
12.9,
12.7,
13.7,
15.3,
16.9,
18.5,
19.7,
20.7,
21.6,
22.3,
22.8,
23.1,
23.2,
22.9,
22.3,
21.4,
19.7,
18,
16.8,
15.9,
14.6,
14.1,
13.4,
13.1,
12.8,
13.8,
15.5,
17.2,
18.7,
19.9,
20.9,
21.8,
22.4,
22.9,
23.2,
23.2,
22.9,
22.4,
21.5,
19.8,
18.1,
16.9,
16,
14.7,
14.1,
13.6,
13.2,
12.9,
14,
15.7,
17.3,
18.8,
20.1,
21,
21.9,
22.6,
23,
23.3,
23.4,
23.1,
22.6,
21.7,
20,
18.2,
17.2,
16.2,
14.8,
14.3,
13.8,
13.4,
13.2,
14.2,
15.8,
17.6,
19,
20.3,
21.2,
22.1,
22.7,
23.2,
23.5,
23.6,
23.3,
22.8,
21.9,
20.2,
18.4,
17.4,
16.4,
15.1,
14.5,
14,
13.6,
13.4,
14.4,
16,
17.7,
19.2,
20.4,
21.3,
22.3,
22.9,
23.4,
23.7,
23.7,
23.5,
23,
22.1,
20.4,
18.6,
17.6,
16.6,
15.2,
14.7,
14.2,
13.8,
13.6,
14.6,
16.2,
17.9,
19.3,
20.6,
21.5,
22.4,
23.1,
23.6,
23.9,
23.9,
23.7,
23.2,
22.2,
20.6,
18.7,
17.7,
16.7,
15.4,
14.8,
14.3,
13.9,
13.7,
14.7,
16.3,
18,
19.4,
20.6,
21.6,
22.4,
23.1,
23.7,
23.9,
23.9,
23.7,
23.2
] |
[
22.2,
20.6,
18.8,
17.7,
16.7,
15.4,
14.8,
14.3,
13.9,
13.7,
14.7,
16.3,
18,
19.4,
20.6,
21.5,
22.4,
23.1,
23.6,
23.9,
23.9,
23.7,
23.2,
22.2,
20.6,
18.8,
17.7,
16.8,
15.5,
14.8,
14.4,
14,
13.8,
14.7,
16.3,
18.1,
19.4,
20.6,
21.6,
22.4,
23.1,
23.7,
23.9,
23.9,
23.7,
23.2,
22.2,
20.6,
18.9,
17.8,
16.8,
15.6,
14.9,
14.5,
14.1,
13.8,
14.8,
16.4,
18.1,
19.5,
20.7,
21.6,
22.5,
23.2,
23.7,
23.9,
24.1,
23.8,
23.3,
22.3,
20.8,
18.9,
17.8,
16.9,
15.7,
15,
14.6,
14.1,
13.8,
14.8,
16.5,
18.3,
19.6,
20.8,
21.8,
22.7,
23.4,
23.9,
24.2,
24.3,
24,
23.5,
22.5,
20.9,
19.2,
17.9
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 14.85%",
"予測される変化率: [カラム_0] 予測される変化率: -19.37%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.22倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 6個",
"最初のターニングポイント: [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: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 14.85%",
"Forecasted change rate: [column_0] Forecasted change rate: -19.37%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.22 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 6",
"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 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 22 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 92 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 22.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 92."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 256 | 96 |
[
18.8,
18.5,
18.2,
17.9,
17.7,
17.5,
17.4,
17.3,
17.9,
19.7,
21.2,
22.3,
23.1,
23.5,
23.6,
23.6,
23.2,
22.4,
21.4,
20.8,
20.3,
19.9,
19.6,
19.2,
18.9,
18.5,
18.2,
17.9,
17.7,
17.5,
17.4,
17.3,
17.9,
19.7,
21.2,
22.4,
23.2,
23.6,
23.7,
23.6,
23.2,
22.6,
21.5,
20.8,
20.4,
20,
19.6,
19.2,
18.9,
18.6,
18.2,
17.9,
17.7,
17.6,
17.4,
17.3,
17.9,
19.7,
21.2,
22.3,
23.1,
23.6,
23.7,
23.6,
23.2,
22.5,
21.5,
20.8,
20.3,
19.9,
19.6,
19.1,
18.7,
18.4,
18.1,
17.8,
17.5,
17.4,
17.2,
17.2,
17.7,
19.5,
21.1,
22.3,
23.1,
23.5,
23.6,
23.6,
23.1,
22.4,
21.4,
20.7,
20.3,
19.8,
19.4,
19,
18.6,
18.3,
17.9,
17.7,
17.4,
17.2,
17.1,
17,
17.6,
19.4,
21,
22.2,
22.9,
23.4,
23.5,
23.5,
23.1,
22.4,
21.3,
20.7,
20.2,
19.7,
19.3,
18.9,
18.4,
18.2,
17.8,
17.5,
17.3,
17.1,
17,
16.9,
17.4,
19.3,
20.9,
22.1,
22.8,
23.3,
23.4,
23.4,
22.9,
22.3,
21.3,
20.6,
20.1,
19.6,
19.2,
18.8,
18.3,
18.1,
17.7,
17.4,
17.2,
17,
16.8,
16.8,
17.3,
19.1,
20.7,
21.9,
22.7,
23.1,
23.3,
23.3,
22.8,
22.2,
21.2,
20.4,
19.9,
19.4,
19.1,
18.7,
18.2,
17.9,
17.6,
17.3,
17,
16.8,
16.7,
16.6,
17.2,
18.9,
20.6,
21.8,
22.6,
23,
23.2,
23.2,
22.8,
22.2,
21.1,
20.3,
19.8,
19.3,
18.9,
18.5,
18.1,
17.8,
17.5,
17.2,
16.9,
16.7,
16.6,
16.5,
17,
18.8,
20.4,
21.7,
22.5,
22.9,
23.1,
23.1,
22.7,
22.1,
21.1,
20.3,
19.7,
19.3,
18.8,
18.4,
17.9,
17.7,
17.4,
17.1,
16.8,
16.6,
16.4,
16.4,
16.9,
18.7,
20.4,
21.6,
22.4,
22.9,
23.1,
23.1,
22.7,
22.1,
21,
20.2,
19.7,
19.2,
18.8,
18.4,
17.8,
17.7,
17.3,
17,
16.8,
16.6,
16.4,
16.3,
16.9,
18.8,
20.5,
21.7,
22.6,
23,
23.2,
23.2
] |
[
22.8,
22.2,
21.1,
20.3,
19.8,
19.3,
18.9,
18.4,
17.9,
17.7,
17.4,
17.1,
16.9,
16.7,
16.6,
16.4,
17,
18.8,
20.6,
21.8,
22.6,
23.1,
23.2,
23.3,
22.9,
22.3,
21.2,
20.4,
19.8,
19.4,
18.9,
18.5,
17.9,
17.8,
17.4,
17.2,
16.9,
16.7,
16.6,
16.4,
17,
18.8,
20.5,
21.7,
22.6,
23.1,
23.2,
23.2,
22.8,
22.2,
21.2,
20.4,
19.8,
19.3,
18.9,
18.4,
17.9,
17.7,
17.4,
17.1,
16.8,
16.7,
16.5,
16.4,
16.9,
18.7,
20.4,
21.7,
22.5,
23,
23.1,
23.2,
22.8,
22.2,
21.1,
20.4,
19.8,
19.3,
18.9,
18.4,
17.8,
17.7,
17.4,
17.1,
16.8,
16.7,
16.5,
16.4,
16.9,
18.7,
20.4,
21.6,
22.4,
22.9,
23.1,
23.1
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 23.40%",
"予測される変化率: [カラム_0] 予測される変化率: 1.32%",
"変動性: [カラム_0] 変動性: 中程度の変動 (標準偏差は平均値の0.12倍)",
"トレンド: [カラム_0] トレンドの継続: 横ばいの傾向が続く",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 6個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の16番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 23.40%",
"Forecasted change rate: [column_0] Forecasted change rate: 1.32%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.12 times the mean)",
"Trend: [column_0] Trend continuation: stable trend continues",
"Turning points: [column_0] Turning points in forecast period: 6",
"First turning point: [column_0] First turning point: at data point 16 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 90 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 90."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
[
22.8,
22.2,
21.1,
20.3,
19.8,
19.3,
18.8,
18.4,
17.8,
17.7,
17.4,
17.1,
16.8,
16.7,
16.6,
16.4,
16.9,
18.7,
20.4,
21.6,
22.4,
22.9,
23.1,
23.2,
22.8,
22.2,
21.2,
20.4,
19.8,
19.3,
18.8,
18.4,
17.7,
17.7,
17.3,
17.1,
16.8,
16.7,
16.6,
16.4,
16.9,
18.7,
20.4,
21.6,
22.5,
22.9,
23.1,
23.2,
22.8,
22.2,
21.2,
20.4,
19.7,
19.3,
18.8,
18.4,
17.7,
17.7,
17.3,
17.1,
16.8,
16.6,
16.5,
16.4,
16.9,
18.7,
20.4,
21.6,
22.5,
22.9,
23.1,
23.2,
22.8,
22.2,
21.2,
20.4,
19.7,
19.3,
18.8,
18.4,
17.8,
17.7,
17.3,
17.1,
16.8,
16.7,
16.6,
16.5,
17,
18.7,
20.4,
21.6,
22.5,
22.9,
23.1,
23.2,
22.8,
22.2,
21.2,
20.4,
19.8,
19.3,
18.8,
18.4,
17.8,
17.7,
17.3,
17.1,
16.8,
16.7,
16.6,
16.5,
17,
18.7,
20.4,
21.7,
22.5,
22.9,
23.1,
23.2,
22.8,
22.2,
21.2,
20.4,
19.8,
19.3,
18.8,
18.4,
17.9,
17.7,
17.4,
17.1,
16.8,
16.7,
16.6,
16.6,
17.1,
18.9,
20.6,
21.8,
22.6,
23.1,
23.3,
23.3,
22.9,
22.4,
21.3,
20.5,
19.9,
19.4,
19,
18.6,
18,
17.8,
17.5,
17.2,
16.9,
16.8,
16.8,
16.7,
17.2,
19.1,
20.8,
22,
22.8,
23.3,
23.4,
23.4,
23.1,
22.5,
21.4,
20.6,
20,
19.6,
19.1,
18.7,
18.1,
17.9,
17.6,
17.3,
17.1,
16.9,
16.8,
16.8,
17.3,
19.1,
20.8,
22,
22.8,
23.3,
23.4,
23.4,
23.1,
22.5,
21.5,
20.7,
20.1,
19.6,
19.1,
18.7,
18.2,
17.9,
17.6,
17.3,
17.1,
16.9,
16.9,
16.8,
17.3,
19.2,
20.8,
22.1,
22.9,
23.3,
23.5,
23.5,
23.2,
22.6,
21.6,
20.7,
20.1,
19.7,
19.2,
18.8,
18.3,
18.1,
17.7,
17.5,
17.2,
17.1,
17,
16.9,
17.5,
19.3,
21,
22.2,
22.9,
23.4,
23.6,
23.6,
23.3,
22.6,
21.6,
20.8,
20.2,
19.8,
19.3,
18.9,
18.4,
18.2,
17.9,
17.6,
17.4,
17.2,
17.1,
17.1,
17.6,
19.4,
21.1,
22.3,
23.1,
23.5,
23.6,
23.6,
23.3,
22.7,
21.6,
20.8,
20.2,
19.8,
19.4,
19,
18.5,
18.2,
17.9,
17.7,
17.4,
17.2,
17.2,
17.1,
17.7,
19.5,
21.2,
22.3,
23.1,
23.6,
23.7,
23.7,
23.3,
22.7,
21.7,
20.8,
20.2,
19.8,
19.4,
19,
18.5,
18.2,
17.9,
17.7,
17.4,
17.3,
17.2,
17.2,
17.7,
19.6,
21.2,
22.3,
23.1,
23.6,
23.7,
23.6,
23.3,
22.7,
21.7,
20.8,
20.3,
19.8,
19.4,
19,
18.6,
18.3,
17.9,
17.7,
17.4,
17.3,
17.2,
17.2,
17.8,
19.6,
21.2,
22.3,
23.1,
23.6,
23.7,
23.7,
23.3,
22.7,
21.7,
20.9,
20.3,
19.9,
19.4,
19.1,
18.7,
18.3,
18,
17.7,
17.5,
17.4,
17.3,
17.2,
17.8,
19.7,
21.3,
22.4,
23.2,
23.6,
23.8,
23.7,
23.3,
22.7,
21.7,
20.9,
20.3,
19.9,
19.5,
19.1,
18.7,
18.3,
18.1,
17.8,
17.6,
17.4,
17.3,
17.3,
17.9,
19.7,
21.3,
22.4,
23.2,
23.6,
23.7,
23.7,
23.3,
22.7,
21.7,
20.9,
20.3,
19.9,
19.5,
19.1,
18.8,
18.4,
18.1,
17.8,
17.6,
17.4,
17.3,
17.3,
17.9,
19.7,
21.3,
22.4,
23.2,
23.7,
23.8,
23.7,
23.4,
22.7,
21.7,
20.9,
20.4,
20,
19.6,
19.2,
18.8,
18.5,
18.2,
17.9,
17.7,
17.5,
17.4,
17.4,
18,
19.8,
21.4,
22.6,
23.3,
23.8,
23.9,
23.8,
23.5,
22.9,
21.8,
21.1,
20.6,
20.1,
19.7,
19.3,
19,
18.6,
18.3,
18,
17.8,
17.6,
17.5,
17.4,
18.1,
19.9,
21.6,
22.7,
23.4,
23.9,
24,
24,
23.6,
23,
22,
21.2,
20.7,
20.2,
19.8,
19.4,
19.2,
18.7,
18.4,
18.1,
17.9,
17.7,
17.6,
17.6,
18.2,
20.1,
21.6,
22.7,
23.5,
24,
24.1,
24.1,
23.7,
23.1,
22.1,
21.2,
20.7,
20.3,
19.8,
19.4,
19.2,
18.7,
18.4,
18.1,
17.9,
17.7,
17.6,
17.5,
18.2,
20,
21.5,
22.7,
23.4,
23.9,
24.1,
24,
23.6,
23.1,
22,
21.2,
20.7,
20.2,
19.8,
19.3
] |
[
19.1,
18.6,
18.3,
18,
17.8,
17.6,
17.4,
17.4,
18.1,
19.8,
21.4,
22.6,
23.3,
23.8,
24,
23.9,
23.6,
23,
22,
21.2,
20.6,
20.2,
19.8,
19.3,
19.1,
18.7,
18.3,
18.1,
17.8,
17.6,
17.5,
17.4,
18.2,
19.9,
21.4,
22.7,
23.4,
23.9,
24.1,
24,
23.6,
23,
22.1,
21.2,
20.7,
20.2,
19.8,
19.4,
19.2,
18.7,
18.4,
18.1,
17.9,
17.7,
17.6,
17.5,
18.3,
20,
21.5,
22.7,
23.4,
23.9,
24.1,
24,
23.6,
23,
22,
21.2,
20.7,
20.2,
19.8,
19.3,
19.2,
18.7,
18.3,
18,
17.8,
17.6,
17.4,
17.4,
18.2,
19.9,
21.4,
22.6,
23.4,
23.8,
24,
23.9,
23.6,
23,
22,
21.1,
20.6,
20.2,
19.8,
19.3
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: -15.35%",
"予測される変化率: [カラム_0] 予測される変化率: 1.05%",
"変動性: [カラム_0] 変動性: 中程度の変動 (標準偏差は平均値の0.12倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 6個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の15番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: -15.35%",
"Forecasted change rate: [column_0] Forecasted change rate: 1.05%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.12 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 6",
"First turning point: [column_0] First turning point: at data point 15 of the forecast",
"Turning 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] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
[
11.8,
11.4,
11,
10.6,
10.3,
10.1,
10.1,
11.5,
13,
14.4,
15.5,
16.4,
17.2,
17.8,
18.2,
18.5,
18.4,
18.1,
17.3,
16.2,
14.7,
13.7,
12.9,
12.3,
11.9,
11.5,
11.2,
10.8,
10.4,
10.2,
10.2,
11.7,
13.2,
14.6,
15.7,
16.6,
17.3,
18,
18.4,
18.7,
18.6,
18.2,
17.4,
16.3,
14.8,
13.7,
12.9,
12.4,
11.9,
11.6,
11.3,
10.9,
10.6,
10.4,
10.4,
11.8,
13.3,
14.8,
15.8,
16.8,
17.6,
18.2,
18.5,
18.8,
18.7,
18.3,
17.5,
16.4,
14.9,
13.8,
13.1,
12.5,
12,
11.7,
11.3,
10.9,
10.6,
10.4,
10.4,
11.9,
13.4,
14.8,
15.9,
16.8,
17.6,
18.2,
18.6,
18.8,
18.7,
18.3,
17.5,
16.4,
14.9,
13.8,
13.1,
12.5,
12.1,
11.7,
11.4,
11,
10.7,
10.5,
10.5,
12,
13.5,
14.9,
15.9,
16.8,
17.6,
18.2,
18.6,
18.8,
18.7,
18.3,
17.5,
16.4,
14.9,
13.8,
13.1,
12.5,
12.2,
11.8,
11.4,
11.1,
10.8,
10.6,
10.6,
12.1,
13.6,
14.9,
16,
16.9,
17.7,
18.2,
18.7,
18.9,
18.8,
18.4,
17.7,
16.6,
15,
13.9,
13.2,
12.6,
12.3,
11.9,
11.6,
11.2,
10.9,
10.7,
10.7,
12.2,
13.7,
15.1,
16.2,
17.1,
17.8,
18.4,
18.8,
19.1,
19,
18.6,
17.8,
16.7,
15.2,
14.1,
13.3,
12.8,
12.6,
12.1,
11.7,
11.4,
11.1,
10.8,
10.9,
12.4,
13.9,
15.3,
16.3,
17.2,
18,
18.5,
18.9,
19.2,
19.1,
18.7,
17.9,
16.7,
15.2,
14.2,
13.4,
12.9,
12.7,
12.2,
11.8,
11.5,
11.2,
11,
11.1,
12.6,
14,
15.4,
16.4,
17.3,
18.1,
18.6,
19.1,
19.2,
19.1,
18.8,
17.9,
16.8,
15.3,
14.2,
13.5,
12.9,
12.8,
12.2,
11.8,
11.5,
11.2,
11,
11.1,
12.6,
14.1,
15.4,
16.5,
17.4,
18.2,
18.7,
19.1,
19.3,
19.2,
18.8,
18.1,
16.9,
15.3,
14.2,
13.6,
13,
12.8,
12.3,
11.9,
11.6,
11.2,
11.1,
11.2,
12.7,
14.2,
15.6,
16.6,
17.5,
18.3,
18.8,
19.2,
19.3,
19.3,
18.9,
18.1,
16.9,
15.4,
14.3,
13.6,
13.1,
12.9,
12.3,
11.9,
11.6,
11.3,
11.1,
11.3,
12.8,
14.3,
15.7,
16.8,
17.7,
18.4,
19,
19.4,
19.6,
19.4,
19,
18.2,
17.1,
15.5,
14.3,
13.7,
13.1,
13,
12.4,
12.1,
11.7,
11.4,
11.2,
11.4,
12.9,
14.4,
15.8,
16.9,
17.8,
18.6,
19.1,
19.6,
19.7,
19.6,
19.2,
18.3,
17.2,
15.7,
14.4,
13.8,
13.2,
13.2,
12.5,
12.2,
11.9,
11.6,
11.4,
11.6,
13.2,
14.6,
15.9,
17,
17.9,
18.7,
19.3,
19.7,
19.8,
19.7,
19.3,
18.4,
17.3,
15.8,
14.6,
13.9,
13.4,
13.3,
12.7,
12.4,
12.1,
11.8,
11.6,
11.8,
13.3,
14.7,
16.1,
17.1,
18,
18.8,
19.3,
19.8,
19.9,
19.8,
19.3,
18.5,
17.4,
15.9,
14.7,
14.1,
13.6,
13.4,
12.8,
12.4,
12.2,
11.8,
11.7,
11.9,
13.4,
14.8,
16.2,
17.2,
18.1,
18.9,
19.4,
19.9,
20,
19.9,
19.4,
18.6,
17.5,
16,
14.8,
14.2,
13.7,
13.4,
12.9,
12.6,
12.3,
12,
11.8,
12.1,
13.5,
14.9,
16.2,
17.2,
18.2,
19,
19.5,
20,
20.1,
20,
19.6,
18.7,
17.7,
16.1,
14.9,
14.3,
13.8,
13.6,
13.1,
12.7,
12.4,
12.2,
11.9,
12.2,
13.7,
15.1,
16.3,
17.3,
18.2,
19.1,
19.6,
20.1,
20.2,
20,
19.7,
18.8,
17.7,
16.2,
15,
14.3,
13.8,
13.6,
13.1,
12.8,
12.5,
12.2,
12.1,
12.3,
13.8,
15.2,
16.5,
17.5,
18.4,
19.2,
19.8,
20.2,
20.4,
20.2,
19.8,
18.9,
17.9,
16.3,
15.2,
14.6,
14.1,
13.8,
13.3,
12.9,
12.7,
12.4,
12.2,
12.4,
14,
15.4,
16.7,
17.7,
18.6,
19.4,
19.9,
20.4,
20.6,
20.4,
20.1,
19.2,
18.2,
16.6,
15.4,
14.8,
14.3,
13.9,
13.5,
13.2,
12.9,
12.6,
12.4,
12.7,
14.2,
15.6,
17,
18,
18.8,
19.6,
20.2,
20.6,
20.7,
20.6,
20.2,
19.3,
18.2,
16.7,
15.5,
14.8,
14.4,
13.9,
13.6,
13.3,
13.1,
12.7,
12.6,
12.9,
14.4
] |
[
15.8,
17.2,
18.2,
19.1,
19.9,
20.3,
20.8,
20.9,
20.8,
20.3,
19.5,
18.4,
16.8,
15.7,
15.1,
14.6,
14.1,
13.8,
13.5,
13.2,
12.9,
12.8,
13.1,
14.6,
16,
17.4,
18.4,
19.3,
20.1,
20.6,
20.9,
21.1,
21,
20.6,
19.7,
18.6,
17,
15.8,
15.2,
14.7,
14.2,
14,
13.7,
13.4,
13.1,
12.9,
13.2,
14.7,
16.2,
17.6,
18.6,
19.4,
20.2,
20.7,
21.1,
21.2,
21.1,
20.6,
19.8,
18.7,
17.1,
15.9,
15.3,
14.9,
14.3,
14.2,
13.9,
13.6,
13.3,
13.2,
13.4,
14.9,
16.3,
17.7,
18.7,
19.6,
20.3,
20.8,
21.2,
21.3,
21.2,
20.8,
19.9,
18.8,
17.3,
16.1,
15.6,
15.1,
14.5,
14.4,
14.1,
13.8,
13.6,
13.3,
13.7,
15.1
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 22.03%",
"予測される変化率: [カラム_0] 予測される変化率: -4.43%",
"変動性: [カラム_0] 変動性: 中程度の変動 (標準偏差は平均値の0.20倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 8個",
"最初のターニングポイント: [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: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 22.03%",
"Forecasted change rate: [column_0] Forecasted change rate: -4.43%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.20 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 8",
"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 56 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 56.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 128 | 96 |
[
16.5,
17.8,
18.8,
19.7,
20.4,
20.9,
21.3,
21.4,
21.2,
20.9,
20.1,
19,
17.4,
16.3,
15.7,
15.3,
14.7,
14.6,
14.3,
14.1,
13.8,
13.6,
13.8,
15.2,
16.6,
17.9,
18.9,
19.8,
20.6,
21.1,
21.3,
21.6,
21.4,
21,
20.2,
19.2,
17.6,
16.5,
15.9,
15.4,
14.8,
14.7,
14.4,
14.2,
13.9,
13.7,
14.1,
15.4,
16.8,
18.2,
19.2,
20.1,
20.8,
21.3,
21.6,
21.7,
21.6,
21.2,
20.4,
19.3,
17.8,
16.7,
16.1,
15.6,
14.9,
14.9,
14.6,
14.4,
14.1,
13.9,
14.2,
15.6,
17,
18.3,
19.4,
20.3,
21,
21.4,
21.7,
21.9,
21.7,
21.3,
20.6,
19.5,
17.9,
16.8,
16.2,
15.8,
15.1,
15.1,
14.7,
14.5,
14.2,
14,
14.3,
15.8,
17.2,
18.5,
19.6,
20.4,
21.2,
21.6,
21.9,
22.1,
21.9,
21.5,
20.7,
19.7,
18.1,
16.9,
16.3,
15.9,
15.3,
15.2,
14.9,
14.6,
14.4,
14.1,
14.4,
15.9,
17.4,
18.7,
19.8,
20.7,
21.4,
21.8,
22.2,
22.3
] |
[
22.1,
21.7,
20.9,
19.9,
18.3,
17.2,
16.6,
16.1,
15.5,
15.4,
15.1,
14.8,
14.6,
14.3,
14.7,
16.2,
17.6,
18.9,
20,
20.8,
21.6,
21.9,
22.3,
22.5,
22.2,
21.8,
21.1,
20.1,
18.4,
17.3,
16.7,
16.3,
15.7,
15.6,
15.3,
15,
14.8,
14.5,
14.8,
16.3,
17.7,
19.1,
20.2,
21,
21.7,
22.1,
22.4,
22.7,
22.4,
22,
21.3,
20.2,
18.6,
17.6,
16.9,
16.4,
15.9,
15.8,
15.4,
15.2,
14.9,
14.7,
15,
16.5,
17.9,
19.2,
20.3,
21.2,
21.9,
22.3,
22.6,
22.8,
22.5,
22.1,
21.4,
20.3,
18.7,
17.6,
17.1,
16.6,
16.1,
15.9,
15.6,
15.3,
15.1,
14.8,
15.2,
16.6,
18.1,
19.3,
20.4,
21.3,
22,
22.4,
22.7,
22.9
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 35.15%",
"予測される変化率: [カラム_0] 予測される変化率: 3.62%",
"変動性: [カラム_0] 変動性: 中程度の変動 (標準偏差は平均値の0.16倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 7個",
"最初のターニングポイント: [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: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 35.15%",
"Forecasted change rate: [column_0] Forecasted change rate: 3.62%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.16 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 7",
"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 upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] ラグ 62 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 48 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 62.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 48."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
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[
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{
"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: -41.25%",
"予測される変化率: [カラム_0] 予測される変化率: 7.10%",
"変動性: [カラム_0] 変動性: 中程度の変動 (標準偏差は平均値の0.20倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 10個",
"最初のターニングポイント: [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: -41.25%",
"Forecasted change rate: [column_0] Forecasted change rate: 7.10%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.20 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 10",
"First turning point: [column_0] First turning point: at data point 5 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
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[
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{
"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: 4.76%",
"予測される変化率: [カラム_0] 予測される変化率: -20.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.53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: 45個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 4.76%",
"Forecasted change rate: [column_0] Forecasted change rate: -20.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.53 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 45",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 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
|
m4_hourly_dataset.tsf
| 512 | 96 |
[
11.7,
11.4,
11.1,
10.8,
10.6,
10.4,
10.2,
10.1,
10.7,
12.4,
14.2,
15.7,
16.8,
17.7,
18.3,
18.6,
18.4,
17.9,
16.6,
14.9,
14.1,
13.4,
12.7,
12.2,
11.8,
11.4,
11.2,
10.9,
10.6,
10.4,
10.2,
10.1,
10.8,
12.5,
14.3,
15.8,
16.9,
17.9,
18.5,
18.7,
18.6,
18.1,
16.8,
15.1,
14.2,
13.4,
12.8,
12.3,
11.9,
11.5,
11.2,
10.9,
10.7,
10.5,
10.3,
10.1,
10.9,
12.7,
14.5,
16,
17.1,
18.1,
18.6,
18.9,
18.8,
18.2,
16.9,
15.2,
14.3,
13.6,
13,
12.5,
12.1,
11.7,
11.4,
11.2,
10.9,
10.7,
10.4,
10.3,
11.1,
12.9,
14.7,
16.2,
17.3,
18.2,
18.8,
19,
18.9,
18.4,
17.1,
15.4,
14.6,
13.8,
13.2,
12.7,
12.2,
11.9,
11.6,
11.3,
11.1,
10.8,
10.6,
10.5,
11.3,
13.1,
14.8,
16.3,
17.4,
18.4,
18.9,
19.2,
19.1,
18.6,
17.3,
15.6,
14.7,
13.9,
13.3,
12.8,
12.3,
12,
11.7,
11.4,
11.2,
10.9,
10.7,
10.6,
11.4,
13.2,
14.9,
16.4,
17.6,
18.4,
19,
19.2,
19.2,
18.7,
17.4,
15.6,
14.7,
14,
13.3,
12.8,
12.4,
12,
11.8,
11.4,
11.2,
11,
10.8,
10.7,
11.5,
13.3,
15,
16.4,
17.5,
18.4,
18.9,
19.2,
19.1,
18.6,
17.4,
15.7,
14.7,
14,
13.4,
12.9,
12.4,
12,
11.8,
11.4,
11.2,
11,
10.8,
10.7,
11.5,
13.2,
14.9,
16.3,
17.4,
18.3,
18.9,
19.1,
19.1,
18.6,
17.3,
15.6,
14.7,
14,
13.4,
12.8,
12.4,
12,
11.7,
11.4,
11.2,
11,
10.8,
10.7,
11.6,
13.3,
15,
16.4,
17.5,
18.4,
18.9,
19.2,
19.2,
18.7,
17.4,
15.7,
14.8,
14.2,
13.6,
13,
12.6,
12.2,
11.9,
11.6,
11.3,
11.2,
11,
10.9,
11.9,
13.6,
15.2,
16.6,
17.7,
18.6,
19.1,
19.3,
19.2,
18.7,
17.5,
15.8,
14.9,
14.2,
13.6,
13.1,
12.7,
12.3,
12,
11.7,
11.4,
11.3,
11.1,
11,
12,
13.7,
15.3,
16.7,
17.8,
18.6,
19.1,
19.3,
19.3,
18.8,
17.6,
15.9,
14.9,
14.3,
13.7,
13.2,
12.7,
12.3,
12,
11.7,
11.5,
11.3,
11.1,
11.1,
12.1,
13.8,
15.4,
16.8,
17.9,
18.7,
19.2,
19.4,
19.4,
18.9,
17.7,
15.9,
15,
14.3,
13.8,
13.2,
12.7,
12.3,
12.1,
11.8,
11.6,
11.3,
11.1,
11.1,
12.2,
13.9,
15.6,
16.9,
17.9,
18.8,
19.3,
19.5,
19.4,
18.9,
17.7,
15.9,
15,
14.3,
13.7,
13.2,
12.7,
12.3,
11.9,
11.7,
11.4,
11.2,
11.1,
11,
12.1,
13.8,
15.5,
16.9,
17.9,
18.8,
19.3,
19.6,
19.5,
19,
17.8,
16.1,
15.1,
14.4,
13.8,
13.3,
12.8,
12.3,
12.1,
11.8,
11.5,
11.3,
11.1,
11.1,
12.2,
14,
15.7,
17.1,
18.1,
18.9,
19.4,
19.7,
19.6,
19.1,
17.9,
16.2,
15.2,
14.5,
13.9,
13.3,
12.8,
12.3,
12.1,
11.8,
11.6,
11.3,
11.2,
11.1,
12.3,
14.1,
15.8,
17.2,
18.2,
19.1,
19.6,
19.8,
19.8,
19.3,
18.1,
16.3,
15.3,
14.6,
14.1,
13.5,
13,
12.6,
12.2,
11.9,
11.7,
11.4,
11.3,
11.2,
12.4,
14.2,
15.9,
17.3,
18.4,
19.2,
19.7,
19.9,
19.9,
19.4,
18.2,
16.4,
15.4,
14.8,
14.2,
13.6,
13.1,
12.6,
12.3,
12,
11.8,
11.6,
11.4,
11.3,
12.6,
14.3,
16,
17.4,
18.5,
19.3,
19.8,
20.1,
20.1,
19.5,
18.4,
16.6,
15.6,
14.9,
14.3,
13.7,
13.2,
12.8,
12.4,
12.1,
11.9,
11.7,
11.6,
11.5,
12.8,
14.5,
16.2,
17.6,
18.7,
19.5,
20.1,
20.3,
20.2,
19.7,
18.6,
16.8,
15.7,
15.1,
14.4,
13.9,
13.3,
12.9,
12.6,
12.3,
12,
11.8,
11.7,
11.6,
12.9,
14.7,
16.3,
17.7,
18.8,
19.6,
20.2,
20.4,
20.3,
19.8,
18.7,
16.9,
15.8,
15.2,
14.6,
14,
13.5,
13,
12.7,
12.4,
12.2,
12,
11.8,
11.8,
13.1,
14.8,
16.4,
17.8,
19,
19.8,
20.3,
20.6,
20.4,
19.9,
18.8,
17.1,
16,
15.3,
14.7,
14.2,
13.7,
13.2,
12.8,
12.6,
12.3,
12.2,
12.1,
12
] |
[
13.3,
14.9,
16.6,
18,
19.2,
19.9,
20.4,
20.7,
20.6,
20.1,
18.9,
17.2,
16.2,
15.5,
14.9,
14.4,
13.8,
13.4,
13,
12.8,
12.6,
12.3,
12.2,
12.2,
13.4,
15.2,
16.8,
18.3,
19.4,
20.3,
20.7,
21,
20.8,
20.3,
19.2,
17.4,
16.4,
15.7,
15.1,
14.6,
14.1,
13.6,
13.2,
13,
12.8,
12.6,
12.4,
12.4,
13.7,
15.4,
17.1,
18.5,
19.7,
20.5,
21,
21.2,
21.1,
20.6,
19.4,
17.6,
16.6,
15.8,
15.3,
14.7,
14.2,
13.7,
13.4,
13.2,
12.9,
12.8,
12.6,
12.6,
13.9,
15.6,
17.3,
18.7,
19.8,
20.7,
21.2,
21.4,
21.2,
20.7,
19.6,
17.7,
16.7,
15.9,
15.3,
14.8,
14.3,
13.8,
13.5,
13.3,
13,
12.8,
12.7,
12.6
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 2.56%",
"予測される変化率: [カラム_0] 予測される変化率: -5.26%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.21倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 4個",
"最初のターニングポイント: [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: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 2.56%",
"Forecasted change rate: [column_0] Forecasted change rate: -5.26%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.21 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 4",
"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] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 256 | 96 |
[
13.9,
15.6,
17.3,
18.7,
19.8,
20.7,
21.2,
21.4,
21.3,
20.8,
19.6,
17.8,
16.7,
16,
15.3,
14.8,
14.3,
13.8,
13.5,
13.3,
13,
12.8,
12.7,
12.6,
14,
15.7,
17.3,
18.7,
19.9,
20.7,
21.2,
21.5,
21.3,
20.8,
19.7,
17.8,
16.8,
16.1,
15.4,
14.9,
14.3,
13.9,
13.6,
13.3,
13,
12.8,
12.7,
12.7,
14.1,
15.8,
17.5,
18.8,
19.9,
20.8,
21.3,
21.6,
21.4,
20.9,
19.7,
17.9,
16.8,
16.1,
15.4,
14.9,
14.4,
13.9,
13.6,
13.4,
13.1,
12.9,
12.8,
12.7,
14.2,
15.9,
17.6,
18.9,
20,
20.9,
21.4,
21.6,
21.4,
20.9,
19.8,
17.9,
16.9,
16.1,
15.5,
15,
14.4,
14,
13.7,
13.4,
13.2,
13,
12.8,
12.9,
14.4,
16.1,
17.7,
19,
20.1,
20.9,
21.4,
21.7,
21.5,
20.9,
19.8,
18.1,
17.1,
16.3,
15.7,
15.2,
14.7,
14.3,
13.9,
13.7,
13.4,
13.2,
13.1,
13.1,
14.6,
16.3,
17.8,
19.2,
20.2,
21.1,
21.6,
21.8,
21.6,
21.1,
20,
18.2,
17.1,
16.4,
15.8,
15.3,
14.8,
14.4,
14.1,
13.8,
13.5,
13.4,
13.2,
13.3,
14.8,
16.5,
18,
19.3,
20.4,
21.2,
21.7,
21.9,
21.7,
21.2,
20.1,
18.3,
17.2,
16.5,
15.9,
15.4,
14.9,
14.5,
14.2,
13.9,
13.6,
13.5,
13.3,
13.4,
14.9,
16.6,
18.1,
19.4,
20.5,
21.3,
21.8,
21.9,
21.8,
21.2,
20.2,
18.4,
17.3,
16.6,
16.1,
15.6,
15,
14.6,
14.3,
14.1,
13.8,
13.6,
13.5,
13.6,
15.1,
16.8,
18.3,
19.6,
20.6,
21.4,
21.9,
22,
21.8,
21.3,
20.2,
18.5,
17.4,
16.8,
16.2,
15.7,
15.2,
14.8,
14.4,
14.2,
14,
13.8,
13.6,
13.7,
15.2,
16.9,
18.4,
19.7,
20.7,
21.5,
22,
22.1,
21.9,
21.4,
20.3,
18.6,
17.6,
16.8,
16.3,
15.8,
15.3,
14.9,
14.6,
14.3,
14.1,
13.8,
13.7,
13.8,
15.3,
17,
18.6,
19.8,
20.8,
21.6,
22.1,
22.2,
22,
21.5,
20.4,
18.7,
17.6,
16.9,
16.3,
15.8
] |
[
15.3,
14.9,
14.6,
14.3,
14,
13.8,
13.7,
13.8,
15.4,
17.1,
18.7,
19.9,
20.9,
21.7,
22.2,
22.3,
22.1,
21.6,
20.6,
18.8,
17.7,
16.9,
16.4,
15.8,
15.3,
14.9,
14.6,
14.3,
14,
13.8,
13.6,
13.8,
15.4,
17.2,
18.7,
20,
21,
21.8,
22.3,
22.4,
22.2,
21.7,
20.7,
18.8,
17.7,
17.1,
16.4,
15.9,
15.4,
14.9,
14.6,
14.3,
14.1,
13.9,
13.7,
13.9,
15.6,
17.3,
18.8,
20.1,
21.1,
21.8,
22.3,
22.4,
22.3,
21.8,
20.7,
18.9,
17.9,
17.2,
16.6,
16.1,
15.6,
15.1,
14.8,
14.5,
14.2,
14,
13.8,
14.1,
15.7,
17.6,
19.1,
20.3,
21.3,
22,
22.6,
22.6,
22.4,
21.9,
20.9,
19.2,
18.1,
17.3,
16.8,
16.2
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 13.67%",
"予測される変化率: [カラム_0] 予測される変化率: 5.88%",
"変動性: [カラム_0] 変動性: 中程度の変動 (標準偏差は平均値の0.18倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 7個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の7番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 13.67%",
"Forecasted change rate: [column_0] Forecasted change rate: 5.88%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.18 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 7",
"First turning point: [column_0] First turning point: at data point 7 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 92 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 92."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
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[
"0"
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{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -46.47%",
"予測される変化率: [カラム_0] 予測される変化率: 3.04%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.21倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 14個",
"最初のターニングポイント: [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: -46.47%",
"Forecasted change rate: [column_0] Forecasted change rate: 3.04%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.21 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 14",
"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 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
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[
"0"
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{
"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: 770.00%",
"予測される変化率: [カラム_0] 予測される変化率: -75.68%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.14倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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: 770.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -75.68%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.14 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 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 30 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 30.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
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[
"0"
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{
"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: -69.25%",
"予測される変化率: [カラム_0] 予測される変化率: -48.47%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.43倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 31個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: -69.25%",
"Forecasted change rate: [column_0] Forecasted change rate: -48.47%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.43 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 31",
"First turning point: [column_0] First turning point: at data point 3 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
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[
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{
"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: 13.28%",
"予測される変化率: [カラム_0] 予測される変化率: -9.73%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.25倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 8個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 13.28%",
"Forecasted change rate: [column_0] Forecasted change rate: -9.73%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.25 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 8",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 36 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 76 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 36.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 76.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 256 | 96 |
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[
"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: 718.75%",
"予測される変化率: [カラム_0] 予測される変化率: 6.50%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.63倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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: stable",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 718.75%",
"Forecasted change rate: [column_0] Forecasted change rate: 6.50%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.63 times the mean)",
"Trend: [column_0] Trend change: from stable 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 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 weak.",
"Stationarity: [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
|
m4_hourly_dataset.tsf
| 512 | 96 |
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[
"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: -55.20%",
"予測される変化率: [カラム_0] 予測される変化率: 24.29%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.61倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 35個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の4番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -55.20%",
"Forecasted change rate: [column_0] Forecasted change rate: 24.29%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.61 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 35",
"First turning point: [column_0] First turning point: at data point 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データ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
|
m4_hourly_dataset.tsf
| 512 | 96 |
[
12.5,
12,
11.6,
11.2,
10.8,
10.6,
10.3,
10.1,
10.6,
12.2,
13.8,
15.3,
16.7,
17.8,
18.6,
19.1,
19.2,
18.9,
17.9,
16.6,
15.4,
14.6,
13.8,
13.1,
12.5,
12,
11.6,
11.2,
10.9,
10.6,
10.3,
10.1,
10.7,
12.2,
13.9,
15.4,
16.8,
17.9,
18.7,
19.3,
19.4,
19.1,
18.1,
16.7,
15.6,
14.7,
13.9,
13.2,
12.6,
12.1,
11.7,
11.3,
10.9,
10.7,
10.4,
10.1,
10.7,
12.3,
14,
15.5,
16.8,
17.9,
18.8,
19.3,
19.4,
19.1,
18.1,
16.7,
15.6,
14.7,
13.9,
13.2,
12.6,
12.1,
11.7,
11.3,
10.9,
10.7,
10.4,
10.2,
10.8,
12.3,
14,
15.6,
16.9,
17.9,
18.8,
19.3,
19.4,
19.1,
18.1,
16.8,
15.7,
14.7,
13.9,
13.3,
12.7,
12.2,
11.8,
11.4,
11.1,
10.7,
10.5,
10.3,
10.9,
12.4,
14.1,
15.7,
16.9,
18,
18.9,
19.4,
19.6,
19.2,
18.2,
16.9,
15.8,
14.8,
14,
13.3,
12.8,
12.2,
11.8,
11.4,
11.1,
10.8,
10.5,
10.3,
11,
12.6,
14.2,
15.8,
17.1,
18.1,
19,
19.5,
19.6,
19.3,
18.3,
17.1,
15.9,
14.9,
14.1,
13.4,
12.8,
12.3,
11.9,
11.6,
11.2,
10.9,
10.6,
10.4,
11.1,
12.6,
14.3,
15.8,
17.1,
18.2,
19.1,
19.6,
19.7,
19.4,
18.3,
17.1,
15.9,
15,
14.2,
13.6,
12.9,
12.4,
12,
11.7,
11.3,
11,
10.7,
10.5,
11.2,
12.8,
14.4,
16,
17.3,
18.3,
19.2,
19.7,
19.9,
19.6,
18.6,
17.3,
16.2,
15.2,
14.4,
13.7,
13.1,
12.6,
12.2,
11.8,
11.5,
11.2,
10.9,
10.7,
11.4,
12.9,
14.7,
16.2,
17.5,
18.6,
19.4,
19.9,
20.1,
19.8,
18.8,
17.5,
16.3,
15.3,
14.6,
13.9,
13.3,
12.7,
12.3,
11.9,
11.7,
11.3,
11.1,
10.8,
11.6,
13.1,
14.8,
16.3,
17.6,
18.7,
19.6,
20.1,
20.2,
19.9,
18.9,
17.6,
16.4,
15.4,
14.7,
14.1,
13.4,
12.9,
12.5,
12.2,
11.9,
11.6,
11.3,
11.1,
11.8,
13.3,
14.9,
16.6,
17.8,
18.8,
19.7,
20.3,
20.4,
20.1,
19.1,
17.8,
16.6,
15.7,
14.9,
14.2,
13.6,
13.1,
12.7,
12.3,
12.1,
11.7,
11.4,
11.3,
12,
13.5,
15.1,
16.7,
18,
19.1,
19.9,
20.4,
20.6,
20.3,
19.2,
17.9,
16.8,
15.8,
15,
14.4,
13.8,
13.2,
12.8,
12.4,
12.2,
11.9,
11.6,
11.5,
12.2,
13.7,
15.3,
16.9,
18.2,
19.2,
20.1,
20.6,
20.7,
20.4,
19.4,
18.1,
16.9,
15.9,
15.2,
14.5,
13.9,
13.4,
13.1,
12.7,
12.4,
12.1,
11.8,
11.7,
12.4,
13.9,
15.6,
17.1,
18.4,
19.4,
20.3,
20.8,
20.9,
20.7,
19.7,
18.3,
17.1,
16.2,
15.3,
14.7,
14.2,
13.6,
13.2,
12.9,
12.6,
12.3,
12,
11.8,
12.6,
14.1,
15.7,
17.2,
18.6,
19.6,
20.4,
20.9,
21.1,
20.8,
19.8,
18.4,
17.2,
16.2,
15.4,
14.8,
14.2,
13.7,
13.3,
12.9,
12.6,
12.3,
12,
11.8,
12.7,
14.2,
15.8,
17.3,
18.6,
19.6,
20.4,
21,
21.1,
20.8,
19.8,
18.4,
17.2,
16.3,
15.4,
14.8,
14.3,
13.7,
13.3,
13,
12.7,
12.3,
12.1,
11.9,
12.8,
14.3,
15.8,
17.4,
18.6,
19.7,
20.5,
21.1,
21.2,
20.9,
19.9,
18.5,
17.3,
16.3,
15.5,
14.9,
14.3,
13.8,
13.4,
13,
12.7,
12.4,
12.1,
12,
12.9,
14.4,
15.9,
17.5,
18.7,
19.8,
20.6,
21.2,
21.2,
20.9,
20,
18.6,
17.4,
16.4,
15.6,
14.9,
14.4,
13.8,
13.4,
13.1,
12.8,
12.4,
12.2,
12.1,
12.9,
14.4,
16.1,
17.6,
18.8,
19.9,
20.7,
21.3,
21.4,
21.1,
20.1,
18.7,
17.5,
16.5,
15.7,
15.1,
14.5,
14,
13.6,
13.2,
12.9,
12.6,
12.3,
12.2,
13.1,
14.6,
16.2,
17.7,
18.9,
20,
20.8,
21.3,
21.4,
21.2,
20.2,
18.8,
17.6,
16.7,
15.8,
15.2,
14.7,
14.2,
13.8,
13.4,
13.1,
12.8,
12.6,
12.4,
13.3,
14.8,
16.3,
17.8,
19,
20,
20.8,
21.3,
21.4,
21.2,
20.2,
18.8,
17.6,
16.7,
15.9,
15.3,
14.8,
14.3,
13.9,
13.6,
13.2,
12.9,
12.7,
12.6
] |
[
13.5,
14.9,
16.4,
17.9,
19.1,
20.2,
20.9,
21.4,
21.6,
21.3,
20.3,
18.9,
17.7,
16.8,
16,
15.4,
14.9,
14.4,
14.1,
13.7,
13.4,
13.1,
12.9,
12.8,
13.7,
15.1,
16.6,
18,
19.2,
20.2,
21.1,
21.5,
21.6,
21.3,
20.3,
18.9,
17.7,
16.9,
16.1,
15.5,
14.9,
14.5,
14.2,
13.8,
13.5,
13.2,
13.1,
12.9,
13.8,
15.2,
16.6,
18.1,
19.3,
20.3,
21.1,
21.6,
21.7,
21.3,
20.4,
19,
17.8,
17,
16.2,
15.6,
15.1,
14.6,
14.2,
13.9,
13.6,
13.3,
13.1,
13.1,
13.9,
15.3,
16.7,
18.2,
19.3,
20.4,
21.2,
21.6,
21.7,
21.4,
20.5,
19.1,
17.9,
17.1,
16.3,
15.7,
15.2,
14.7,
14.3,
14,
13.7,
13.4,
13.2,
13.1
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 0.80%",
"予測される変化率: [カラム_0] 予測される変化率: -2.96%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.21倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 6個",
"最初のターニングポイント: [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: stable",
"Historical change rate: [column_0] Historical change rate: 0.80%",
"Forecasted change rate: [column_0] Forecasted change rate: -2.96%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.21 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 6",
"First turning point: [column_0] First turning point: at data point 9 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 4 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 4.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 256 | 96 |
[
14,
15.4,
16.9,
18.3,
19.5,
20.6,
21.4,
21.8,
21.9,
21.6,
20.7,
19.3,
18,
17.2,
16.4,
15.8,
15.2,
14.7,
14.3,
14,
13.6,
13.3,
13.1,
13.1,
14,
15.4,
17,
18.4,
19.6,
20.7,
21.5,
22,
22.1,
21.7,
20.9,
19.4,
18.1,
17.3,
16.4,
15.8,
15.3,
14.7,
14.3,
14.1,
13.7,
13.4,
13.2,
13.1,
14.1,
15.6,
17.2,
18.6,
19.8,
20.9,
21.7,
22.1,
22.2,
21.9,
21,
19.6,
18.3,
17.4,
16.6,
15.9,
15.3,
14.8,
14.3,
14.1,
13.7,
13.4,
13.2,
13.2,
14.2,
15.7,
17.2,
18.7,
19.9,
20.9,
21.7,
22.2,
22.3,
22,
21.1,
19.7,
18.4,
17.5,
16.7,
16,
15.4,
14.9,
14.5,
14.2,
13.8,
13.5,
13.3,
13.3,
14.4,
15.9,
17.4,
18.9,
20.1,
21.2,
21.9,
22.4,
22.4,
22.2,
21.3,
19.8,
18.6,
17.7,
16.8,
16.2,
15.7,
15.1,
14.7,
14.4,
14.1,
13.8,
13.6,
13.6,
14.7,
16.2,
17.7,
19.1,
20.3,
21.3,
22.1,
22.6,
22.6,
22.3,
21.4,
20,
18.7,
17.9,
17.1,
16.4,
15.9,
15.4,
14.9,
14.7,
14.3,
14.1,
13.8,
13.9,
14.9,
16.4,
17.8,
19.3,
20.4,
21.4,
22.2,
22.6,
22.7,
22.4,
21.5,
20.1,
18.8,
17.9,
17.1,
16.5,
15.9,
15.4,
15.1,
14.7,
14.4,
14.1,
13.9,
13.9,
15,
16.4,
17.9,
19.3,
20.4,
21.4,
22.2,
22.7,
22.7,
22.4,
21.6,
20.1,
18.8,
18,
17.2,
16.6,
16,
15.5,
15.1,
14.8,
14.5,
14.2,
14.1,
14.1,
15.1,
16.6,
18.1,
19.5,
20.6,
21.6,
22.3,
22.8,
22.9,
22.6,
21.7,
20.2,
18.9,
18.1,
17.3,
16.7,
16.1,
15.6,
15.2,
14.9,
14.6,
14.3,
14.1,
14.1,
15.2,
16.7,
18.2,
19.6,
20.7,
21.7,
22.4,
22.9,
23,
22.7,
21.8,
20.3,
19.1,
18.2,
17.3,
16.7,
16.1,
15.6,
15.2,
14.9,
14.6,
14.3,
14.1,
14.2,
15.3,
16.8,
18.3,
19.7,
20.9,
21.9,
22.7,
23.1,
23.2,
22.8,
22,
20.5,
19.2,
18.3,
17.5,
16.8
] |
[
16.2,
15.7,
15.3,
15,
14.7,
14.4,
14.2,
14.3,
15.4,
16.9,
18.5,
19.9,
21.1,
22.1,
22.8,
23.3,
23.3,
22.9,
22.1,
20.6,
19.3,
18.4,
17.6,
16.9,
16.3,
15.8,
15.4,
15.1,
14.7,
14.4,
14.2,
14.3,
15.5,
17.1,
18.6,
20,
21.2,
22.2,
22.9,
23.4,
23.4,
23.1,
22.2,
20.8,
19.4,
18.4,
17.7,
17,
16.4,
15.9,
15.4,
15.1,
14.8,
14.5,
14.3,
14.3,
15.6,
17.2,
18.8,
20.2,
21.4,
22.4,
23.2,
23.6,
23.7,
23.3,
22.4,
20.9,
19.6,
18.6,
17.8,
17.1,
16.5,
16,
15.6,
15.2,
14.9,
14.6,
14.4,
14.6,
15.8,
17.4,
19.1,
20.5,
21.7,
22.7,
23.4,
23.9,
23.9,
23.6,
22.7,
21.2,
19.8,
18.8,
17.9,
17.3
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 20.00%",
"予測される変化率: [カラム_0] 予測される変化率: 6.79%",
"変動性: [カラム_0] 変動性: 中程度の変動 (標準偏差は平均値の0.18倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 4個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の7番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 20.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 6.79%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.18 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 4",
"First turning point: [column_0] First turning point: at data point 7 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 92 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 92."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
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[
"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: 18063.64%",
"予測される変化率: [カラム_0] 予測される変化率: -61.95%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.52倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 30個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 18063.64%",
"Forecasted change rate: [column_0] Forecasted change rate: -61.95%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.52 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 30",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 38 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 94 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 38.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 94.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 128 | 96 |
[
11.4,
11.2,
10.8,
10.4,
10.2,
10.3,
11.8,
13.4,
15.1,
16.4,
17.3,
17.8,
18.2,
18.2,
18.1,
17.8,
17.3,
16.7,
15.8,
14.7,
13.7,
13.2,
12.6,
12.2,
11.6,
11.4,
11,
10.6,
10.4,
10.6,
12,
13.6,
15.2,
16.4,
17.3,
17.9,
18.2,
18.2,
18.1,
17.9,
17.4,
16.7,
15.9,
14.8,
13.8,
13.2,
12.7,
12.2,
11.7,
11.5,
11.1,
10.7,
10.4,
10.7,
12.1,
13.7,
15.2,
16.4,
17.3,
17.8,
18.2,
18.2,
18.1,
17.9,
17.3,
16.7,
15.9,
14.8,
13.8,
13.3,
12.8,
12.3,
11.7,
11.6,
11.3,
10.8,
10.6,
10.8,
12.2,
13.7,
15.2,
16.4,
17.3,
17.8,
18.1,
18.1,
18.1,
17.8,
17.3,
16.7,
15.9,
14.9,
13.9,
13.3,
12.8,
12.3,
11.8,
11.7,
11.3,
10.9,
10.7,
11,
12.3,
13.9,
15.4,
16.6,
17.4,
18,
18.3,
18.4,
18.3,
18.1,
17.6,
17,
16.2,
15.1,
14.2,
13.5,
13,
12.5,
11.9,
11.8,
11.4,
11.1,
10.8,
11.1,
12.5,
14.1
] |
[
15.6,
16.9,
17.7,
18.3,
18.6,
18.7,
18.6,
18.3,
17.8,
17.2,
16.4,
15.3,
14.3,
13.7,
13.2,
12.7,
12.1,
12,
11.6,
11.2,
11.1,
11.3,
12.7,
14.3,
15.8,
17.1,
17.9,
18.4,
18.7,
18.8,
18.8,
18.5,
18,
17.3,
16.6,
15.4,
14.5,
13.9,
13.4,
12.9,
12.3,
12.2,
11.8,
11.4,
11.2,
11.4,
12.9,
14.4,
16,
17.2,
18.1,
18.6,
18.9,
19.1,
18.9,
18.7,
18.2,
17.6,
16.8,
15.7,
14.7,
14.1,
13.6,
13.1,
12.6,
12.4,
12.1,
11.7,
11.4,
11.7,
13.1,
14.7,
16.2,
17.4,
18.3,
18.8,
19.2,
19.3,
19.2,
19.1,
18.6,
17.9,
17.1,
16,
15,
14.4,
13.8,
13.4,
12.8,
12.7,
12.3,
11.9,
11.7,
11.9,
13.3,
14.8
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 23.68%",
"予測される変化率: [カラム_0] 予測される変化率: -5.13%",
"変動性: [カラム_0] 変動性: 中程度の変動 (標準偏差は平均値の0.19倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 7個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の6番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 23.68%",
"Forecasted change rate: [column_0] Forecasted change rate: -5.13%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.19 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 7",
"First turning point: [column_0] First turning point: at data point 6 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 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 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 does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 46."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
[
16.3,
17.6,
18.4,
18.9,
19.3,
19.4,
19.4,
19.2,
18.7,
18.1,
17.2,
16.1,
15.1,
14.6,
14,
13.6,
12.9,
12.8,
12.5,
12.1,
11.9,
12.1,
13.5,
15,
16.5,
17.7,
18.6,
19.1,
19.4,
19.6,
19.5,
19.3,
18.8,
18.2,
17.3,
16.2,
15.2,
14.7,
14.1,
13.7,
13.1,
12.9,
12.7,
12.3,
12,
12.3,
13.6,
15.2,
16.6,
17.8,
18.7,
19.2,
19.5,
19.7,
19.6,
19.4,
18.9,
18.3,
17.4,
16.3,
15.3,
14.8,
14.2,
13.8,
13.2,
13.1,
12.8,
12.4,
12.2,
12.4,
13.7,
15.3,
16.7,
17.9,
18.8,
19.3,
19.7,
19.8,
19.7,
19.5,
19.1,
18.4,
17.6,
16.5,
15.4,
14.9,
14.3,
13.9,
13.3,
13.1,
12.8,
12.4,
12.2,
12.5,
13.8,
15.3,
16.8,
18,
18.8,
19.3,
19.7,
19.8,
19.7,
19.5,
19.1,
18.4,
17.6,
16.5,
15.5,
14.9,
14.4,
13.9,
13.4,
13.2,
12.9,
12.6,
12.3,
12.6,
13.9,
15.4,
16.9,
18.1,
18.9,
19.5,
19.8,
19.9,
19.8,
19.6,
19.1,
18.6,
17.7,
16.6,
15.7,
15.1,
14.6,
14.1,
13.6,
13.4,
13.1,
12.7,
12.5,
12.8,
14.1,
15.6,
17.1,
18.2,
19.2,
19.7,
20,
20.1,
20,
19.7,
19.3,
18.7,
17.8,
16.8,
15.8,
15.3,
14.7,
14.3,
13.8,
13.6,
13.3,
12.9,
12.7,
13,
14.3,
15.8,
17.3,
18.6,
19.4,
20,
20.3,
20.4,
20.3,
20.1,
19.6,
19.1,
18.2,
17.1,
16.1,
15.6,
15.1,
14.6,
14.1,
13.8,
13.6,
13.2,
13,
13.2,
14.6,
16.1,
17.6,
18.9,
19.8,
20.3,
20.7,
20.7,
20.7,
20.3,
19.9,
19.3,
18.4,
17.4,
16.4,
15.8,
15.3,
14.8,
14.3,
14.1,
13.8,
13.4,
13.2,
13.4,
14.8,
16.4,
17.9,
19.2,
20.1,
20.7,
21.1,
21.1,
21.1,
20.7,
20.3,
19.7,
18.8,
17.7,
16.7,
16.1,
15.6,
15.1,
14.6,
14.3,
14,
13.7,
13.4,
13.7,
15,
16.6,
18.2,
19.4,
20.3,
20.9,
21.2,
21.3,
21.2,
20.8,
20.3,
19.8,
18.9,
17.8,
16.8,
16.3,
15.7,
15.3,
14.8,
14.5,
14.2,
13.8,
13.6,
13.9,
15.2,
16.8,
18.3,
19.6,
20.4,
20.9,
21.3,
21.3,
21.3,
20.9,
20.5,
19.9,
19.1,
17.9,
16.9,
16.3,
15.8,
15.3,
14.8,
14.6,
14.3,
13.9,
13.7,
13.9,
15.3,
16.9,
18.4,
19.7,
20.6,
21.1,
21.4,
21.5,
21.4,
21,
20.6,
20,
19.2,
18.1,
17.1,
16.5,
15.9,
15.5,
14.9,
14.7,
14.4,
14.1,
13.8,
14.1,
15.4,
17,
18.6,
19.8,
20.7,
21.3,
21.5,
21.6,
21.5,
21.1,
20.7,
20.2,
19.3,
18.2,
17.2,
16.6,
16.2,
15.7,
15.1,
14.8,
14.5,
14.2,
14,
14.3,
15.6,
17.2,
18.7,
20.1,
20.9,
21.5,
21.7,
21.8,
21.7,
21.3,
20.9,
20.4,
19.6,
18.4,
17.4,
16.9,
16.4,
15.9,
15.3,
15.1,
14.7,
14.4,
14.2,
14.4,
15.8,
17.4,
18.9,
20.3,
21.2,
21.8,
22,
22.1,
21.9,
21.6,
21.1,
20.6,
19.7,
18.6,
17.6,
17,
16.6,
16,
15.5,
15.2,
14.9,
14.6,
14.3,
14.6,
15.9,
17.6,
19.1,
20.4,
21.3,
21.9,
22.2,
22.3,
22.2,
21.8,
21.4,
20.8,
20,
18.9,
17.8,
17.2,
16.7,
16.2,
15.7,
15.3,
15,
14.7,
14.4,
14.7,
16.1,
17.7,
19.3,
20.6,
21.5,
22.1,
22.3,
22.4,
22.3,
21.9,
21.5,
20.9,
20.1,
19,
17.9,
17.3,
16.8,
16.3,
15.8,
15.4,
15.1,
14.8,
14.6,
14.8,
16.2,
17.8,
19.5,
20.8,
21.7,
22.3,
22.5,
22.7,
22.5,
22.2,
21.7,
21.1,
20.3,
19.2,
18.1,
17.4,
16.9,
16.4,
15.9,
15.6,
15.3,
14.9,
14.7,
15,
16.3,
17.9,
19.7,
20.9,
21.9,
22.5,
22.7,
22.8,
22.7,
22.3,
21.9,
21.3,
20.5,
19.4,
18.3,
17.6,
17.1,
16.6,
16,
15.7,
15.4,
15.1,
14.8,
15.1,
16.4,
18.1,
19.8,
21.1,
22.1,
22.7,
22.9,
23,
22.9,
22.5,
22.1,
21.5,
20.7,
19.5,
18.4,
17.7,
17.2,
16.7,
16.1,
15.8,
15.4,
15.1,
14.9,
15.2,
16.6,
18.2,
19.9,
21.2,
22.1,
22.7,
22.9,
23.1,
23,
22.6
] |
[
22.2,
21.6,
20.8,
19.6,
18.5,
17.8,
17.3,
16.8,
16.2,
15.9,
15.6,
15.2,
15,
15.3,
16.6,
18.3,
20,
21.2,
22.2,
22.8,
23.1,
23.2,
23.1,
22.7,
22.2,
21.7,
20.8,
19.7,
18.6,
17.9,
17.4,
16.9,
16.3,
16,
15.6,
15.3,
15.1,
15.3,
16.7,
18.4,
20.1,
21.3,
22.2,
22.8,
23.1,
23.3,
23.1,
22.8,
22.3,
21.7,
20.9,
19.8,
18.7,
18.1,
17.5,
16.9,
16.4,
16.1,
15.8,
15.4,
15.2,
15.4,
16.8,
18.4,
20.2,
21.4,
22.4,
23,
23.3,
23.4,
23.2,
22.9,
22.4,
21.8,
21,
19.9,
18.8,
18.2,
17.6,
17.1,
16.4,
16.2,
15.9,
15.6,
15.3,
15.6,
16.9,
18.6,
20.3,
21.6,
22.6,
23.1,
23.4,
23.5,
23.4,
23
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 38.65%",
"予測される変化率: [カラム_0] 予測される変化率: 3.60%",
"変動性: [カラム_0] 変動性: 中程度の変動 (標準偏差は平均値の0.17倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 8個",
"最初のターニングポイント: [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: stable",
"Historical change rate: [column_0] Historical change rate: 38.65%",
"Forecasted change rate: [column_0] Forecasted change rate: 3.60%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.17 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 8",
"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] ラグ 78 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 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 78.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
[
95535,
92756,
90458,
88150,
81972,
74883,
70103,
64905,
62094,
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61409,
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79541,
83330,
86770,
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[
"0"
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{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -21.17%",
"予測される変化率: [カラム_0] 予測される変化率: 2.56%",
"変動性: [カラム_0] 変動性: 中程度の変動 (標準偏差は平均値の0.19倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 8個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -21.17%",
"Forecasted change rate: [column_0] Forecasted change rate: 2.56%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.19 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 8",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 256 | 96 |
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[
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{
"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: 517.14%",
"予測される変化率: [カラム_0] 予測される変化率: -63.75%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.93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: 517.14%",
"Forecasted change rate: [column_0] Forecasted change rate: -63.75%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.93 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 38 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 84 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 38.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 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
|
m4_hourly_dataset.tsf
| 256 | 96 |
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[
"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: 90.48%",
"予測される変化率: [カラム_0] 予測される変化率: -25.19%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.91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: 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: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 90.48%",
"Forecasted change rate: [column_0] Forecasted change rate: -25.19%",
"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: 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 38 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 88 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 92 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 38.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 88.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 92."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 256 | 96 |
[
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12.8,
12,
11.3,
10.6,
10.1,
10.7,
12.6,
14.4,
16.4,
18.3,
20,
21.7,
22.9,
23.8,
24.3,
24.3,
24.1,
23.4,
22.3,
20.5,
18.1,
16.3,
15,
13.7,
12.9,
12.2,
11.5,
10.8,
10.2,
10.8,
12.7,
14.6,
16.5,
18.5,
20.2,
21.9,
23.2,
24.1,
24.5,
24.5,
24.3,
23.6,
22.5,
20.7,
18.3,
16.5,
15.2,
13.8,
13.1,
12.3,
11.6,
10.9,
10.3,
10.9,
12.8,
14.7,
16.7,
18.7,
20.4,
22.1,
23.4,
24.3,
24.8,
24.8,
24.6,
23.9,
22.8,
20.9,
18.4,
16.7,
15.3,
13.9,
13.3,
12.5,
11.8,
11.1,
10.5,
11.1,
13,
14.8,
16.8,
18.8,
20.6,
22.2,
23.6,
24.4,
25,
25,
24.8,
24.1,
22.9,
21.1,
18.6,
16.8,
15.5,
14,
13.4,
12.6,
12,
11.3,
10.7,
11.3,
13.1,
14.9,
16.9,
18.9,
20.7,
22.4,
23.7,
24.6,
25.1,
25.2,
24.9,
24.2,
23.1,
21.2,
18.7,
16.9,
15.6,
14.1,
13.5,
12.7,
12,
11.3,
10.7,
11.3,
13.2,
15,
17,
19.1,
20.8,
22.6,
23.8,
24.8,
25.3,
25.4,
25.2,
24.5,
23.4,
21.4,
18.9,
17.1,
15.7,
14.2,
13.6,
12.8,
12.1,
11.4,
10.8,
11.4,
13.3,
15.1,
17.1,
19.2,
20.9,
22.7,
24,
24.9,
25.4,
25.6,
25.3,
24.7,
23.6,
21.6,
19.1,
17.2,
15.8,
14.3,
13.7,
12.8,
12.2,
11.4,
10.8,
11.4,
13.3,
15.2,
17.2,
19.3,
21.1,
22.8,
24.1,
25,
25.6,
25.7,
25.5,
24.8,
23.7,
21.8,
19.2,
17.3,
15.9,
14.4,
13.8,
12.9,
12.3,
11.6,
10.9,
11.5,
13.4,
15.3,
17.3,
19.3,
21.2,
22.8,
24.2,
25.1,
25.7,
25.8,
25.6,
25,
23.8,
21.9,
19.3,
17.4,
16.1,
14.5,
13.9,
13.1,
12.3,
11.6,
10.9,
11.6,
13.5,
15.3,
17.4,
19.4,
21.3,
22.9,
24.3,
25.3,
25.8,
26,
25.8,
25.2,
24.1,
22.1,
19.5,
17.6,
16.1,
14.4,
13.9,
13.1,
12.3,
11.6,
10.9,
11.6,
13.5,
15.4,
17.4,
19.5,
21.4,
23.1,
24.5,
25.5,
26.1
] |
[
26.2,
26.1,
25.4,
24.3,
22.2,
19.7,
17.7,
16.2,
14.6,
14,
13.2,
12.4,
11.7,
11.1,
11.6,
13.6,
15.5,
17.6,
19.6,
21.5,
23.2,
24.7,
25.6,
26.2,
26.4,
26.2,
25.6,
24.4,
22.4,
19.7,
17.8,
16.3,
14.6,
14.1,
13.2,
12.4,
11.7,
11.1,
11.7,
13.7,
15.6,
17.6,
19.7,
21.6,
23.3,
24.7,
25.8,
26.3,
26.6,
26.4,
25.8,
24.7,
22.6,
19.9,
17.9,
16.4,
14.7,
14.2,
13.3,
12.5,
11.8,
11.2,
11.7,
13.8,
15.6,
17.7,
19.8,
21.7,
23.4,
24.9,
25.9,
26.4,
26.7,
26.6,
25.8,
24.8,
22.7,
19.9,
17.9,
16.5,
14.8,
14.2,
13.3,
12.6,
11.8,
11.2,
11.7,
13.8,
15.7,
17.8,
19.8,
21.8,
23.6,
25,
26,
26.6
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 91.91%",
"予測される変化率: [カラム_0] 予測される変化率: 1.53%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.28倍)",
"トレンド: [カラム_0] トレンドの継続: 横ばいの傾向が続く",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 8個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 91.91%",
"Forecasted change rate: [column_0] Forecasted change rate: 1.53%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.28 times the mean)",
"Trend: [column_0] Trend continuation: stable trend continues",
"Turning points: [column_0] Turning points in forecast period: 8",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 36 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 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 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
|
m4_hourly_dataset.tsf
| 128 | 96 |
[
26.8,
26.7,
26,
24.9,
22.8,
20.1,
18.1,
16.5,
14.8,
14.3,
13.4,
12.6,
11.9,
11.2,
11.7,
13.9,
15.8,
17.9,
19.9,
21.9,
23.7,
25.2,
26.2,
26.8,
27.1,
26.9,
26.2,
25.1,
22.9,
20.2,
18.2,
16.7,
14.9,
14.4,
13.5,
12.7,
11.9,
11.3,
11.8,
13.9,
15.9,
18,
20.1,
22.1,
23.8,
25.4,
26.4,
26.9,
27.3,
27.1,
26.4,
25.2,
23.1,
20.3,
18.3,
16.8,
15.1,
14.6,
13.6,
12.8,
12.1,
11.4,
11.8,
14.1,
15.9,
18.1,
20.2,
22.3,
24,
25.5,
26.6,
27.1,
27.4,
27.3,
26.6,
25.4,
23.2,
20.4,
18.4,
16.9,
15.2,
14.6,
13.7,
12.8,
12.1,
11.4,
11.8,
14.1,
16.1,
18.2,
20.3,
22.4,
24.2,
25.7,
26.8,
27.3,
27.7,
27.6,
26.8,
25.7,
23.4,
20.7,
18.6,
17.1,
15.4,
14.8,
13.8,
12.9,
12.1,
11.5,
11.8,
14.2,
16.1,
18.3,
20.5,
22.6,
24.4,
26,
27.1,
27.6,
27.9,
27.8,
27.1,
25.9,
23.7,
20.9,
18.8,
17.2
] |
[
15.6,
15,
13.9,
13.1,
12.3,
11.6,
11.9,
14.3,
16.3,
18.5,
20.7,
22.8,
24.7,
26.2,
27.3,
27.9,
28.2,
28.1,
27.4,
26.1,
23.9,
21.1,
19,
17.4,
15.8,
15.2,
14.2,
13.3,
12.5,
11.8,
12.1,
14.4,
16.4,
18.7,
20.9,
23,
24.8,
26.4,
27.5,
28.1,
28.4,
28.3,
27.5,
26.2,
24,
21.2,
19.1,
17.6,
15.9,
15.3,
14.3,
13.4,
12.7,
11.9,
12.2,
14.6,
16.6,
18.8,
21.1,
23.2,
25,
26.6,
27.7,
28.3,
28.6,
28.4,
27.7,
26.4,
24.1,
21.3,
19.3,
17.7,
16.1,
15.4,
14.4,
13.5,
12.7,
12.1,
12.3,
14.7,
16.7,
18.9,
21.2,
23.3,
25.2,
26.8,
27.9,
28.4,
28.8,
28.6,
27.8,
26.5,
24.2,
21.4,
19.4,
17.9
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: -35.82%",
"予測される変化率: [カラム_0] 予測される変化率: 14.74%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.28倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 8個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の6番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: -35.82%",
"Forecasted change rate: [column_0] Forecasted change rate: 14.74%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.28 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 8",
"First turning point: [column_0] First turning point: at data point 6 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 46 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 46."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 256 | 96 |
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[
"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: 572.22%",
"予測される変化率: [カラム_0] 予測される変化率: -12.75%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.66倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 38個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 572.22%",
"Forecasted change rate: [column_0] Forecasted change rate: -12.75%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.66 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 38",
"First turning point: [column_0] First turning point: at data point 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] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 30 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 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 does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 30.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is 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
|
m4_hourly_dataset.tsf
| 512 | 96 |
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96,
103,
62,
40,
30,
33,
25,
14,
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16,
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16,
25,
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[
"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: -79.17%",
"予測される変化率: [カラム_0] 予測される変化率: 4.76%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.64倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 32個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: -79.17%",
"Forecasted change rate: [column_0] Forecasted change rate: 4.76%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.64 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 32",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 38 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 38.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
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[
"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: -26.77%",
"予測される変化率: [カラム_0] 予測される変化率: 0.98%",
"変動性: [カラム_0] 変動性: 中程度の変動 (標準偏差は平均値の0.16倍)",
"トレンド: [カラム_0] トレンドの継続: 上昇傾向の傾向が続く",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 8個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -26.77%",
"Forecasted change rate: [column_0] Forecasted change rate: 0.98%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.16 times the mean)",
"Trend: [column_0] Trend continuation: upward trend continues",
"Turning points: [column_0] Turning points in forecast period: 8",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
[
13.5,
12.8,
12.2,
11.6,
10.9,
10.6,
10.3,
10.1,
10.4,
12.2,
14.3,
16.3,
17.9,
19.1,
19.9,
20.5,
20.7,
20.6,
19.7,
18.4,
17.1,
16.1,
15.2,
14.4,
13.7,
12.9,
12.3,
11.7,
11.1,
10.7,
10.4,
10.1,
10.5,
12.3,
14.4,
16.3,
17.9,
19.2,
20.1,
20.6,
20.8,
20.7,
19.8,
18.5,
17.2,
16.2,
15.3,
14.5,
13.8,
12.9,
12.3,
11.7,
11.1,
10.7,
10.4,
10.1,
10.6,
12.4,
14.6,
16.5,
18.1,
19.3,
20.2,
20.8,
21.1,
20.9,
20.1,
18.7,
17.4,
16.4,
15.4,
14.7,
13.9,
13.1,
12.4,
11.8,
11.2,
10.8,
10.5,
10.2,
10.7,
12.5,
14.7,
16.6,
18.2,
19.4,
20.3,
20.9,
21.2,
21,
20.2,
18.8,
17.6,
16.5,
15.6,
14.7,
14,
13.2,
12.5,
11.9,
11.3,
10.8,
10.6,
10.3,
10.7,
12.6,
14.8,
16.7,
18.3,
19.6,
20.5,
21,
21.3,
21.1,
20.3,
18.9,
17.7,
16.6,
15.7,
14.8,
14.1,
13.2,
12.6,
11.9,
11.3,
10.9,
10.6,
10.3,
10.8,
12.7,
14.9,
16.8,
18.5,
19.7,
20.6,
21.2,
21.4,
21.2,
20.4,
19.1,
17.8,
16.7,
15.8,
14.9,
14.2,
13.3,
12.6,
12,
11.4,
10.9,
10.7,
10.4,
10.9,
12.8,
15.1,
16.9,
18.6,
19.8,
20.7,
21.3,
21.5,
21.3,
20.5,
19.2,
17.9,
16.8,
15.9,
15,
14.3,
13.4,
12.7,
12.1,
11.5,
11.1,
10.8,
10.5,
11.1,
12.9,
15.1,
17.1,
18.7,
19.8,
20.8,
21.3,
21.6,
21.4,
20.6,
19.3,
17.9,
16.9,
15.9,
15.1,
14.3,
13.4,
12.8,
12.2,
11.6,
11.1,
10.8,
10.6,
11.2,
13.1,
15.2,
17.2,
18.8,
19.9,
20.9,
21.4,
21.7,
21.5,
20.7,
19.4,
18.1,
17.1,
16.1,
15.2,
14.4,
13.6,
12.9,
12.3,
11.7,
11.2,
10.9,
10.7,
11.3,
13.2,
15.3,
17.2,
18.8,
20,
20.9,
21.5,
21.7,
21.6,
20.8,
19.5,
18.2,
17.2,
16.2,
15.3,
14.5,
13.7,
12.9,
12.3,
11.7,
11.3,
11,
10.7,
11.4,
13.3,
15.4,
17.3,
18.9,
20,
21,
21.5,
21.7,
21.6,
20.8,
19.5,
18.2,
17.2,
16.2,
15.3,
14.5,
13.7,
13,
12.3,
11.8,
11.3,
11,
10.7,
11.4,
13.4,
15.5,
17.4,
18.9,
20.1,
21.1,
21.6,
21.8,
21.6,
20.8,
19.6,
18.3,
17.2,
16.3,
15.4,
14.6,
13.7,
13.1,
12.4,
11.8,
11.4,
11.1,
10.8,
11.6,
13.5,
15.6,
17.4,
19,
20.2,
21.1,
21.7,
21.8,
21.7,
20.9,
19.7,
18.3,
17.3,
16.4,
15.5,
14.7,
13.8,
13.1,
12.5,
11.9,
11.5,
11.2,
10.9,
11.7,
13.6,
15.7,
17.6,
19.1,
20.2,
21.2,
21.7,
21.9,
21.7,
21,
19.7,
18.4,
17.4,
16.4,
15.6,
14.7,
13.9,
13.2,
12.6,
11.9,
11.5,
11.2,
10.9,
11.7,
13.6,
15.7,
17.6,
19.1,
20.2,
21.2,
21.7,
21.9,
21.8,
21.1,
19.8,
18.5,
17.4,
16.5,
15.6,
14.7,
13.9,
13.2,
12.6,
11.9,
11.5,
11.2,
11,
11.8,
13.8,
15.9,
17.7,
19.3,
20.4,
21.3,
21.9,
22.1,
21.9,
21.2,
19.9,
18.7,
17.6,
16.7,
15.8,
14.9,
14.1,
13.3,
12.7,
12.1,
11.7,
11.3,
11.1,
12,
13.9,
16.1,
17.9,
19.5,
20.6,
21.6,
22.1,
22.3,
22.2,
21.4,
20.2,
18.9,
17.8,
16.8,
15.9,
15.1,
14.3,
13.5,
12.8,
12.3,
11.8,
11.5,
11.3,
12.2,
14.2,
16.3,
18.1,
19.7,
20.8,
21.7,
22.3,
22.5,
22.3,
21.6,
20.3,
19.1,
17.9,
17.1,
16.2,
15.3,
14.4,
13.7,
13,
12.4,
11.9,
11.6,
11.4,
12.3,
14.4,
16.4,
18.3,
19.8,
20.9,
21.9,
22.4,
22.6,
22.4,
21.8,
20.5,
19.2,
18.1,
17.2,
16.3,
15.4,
14.6,
13.8,
13.1,
12.5,
12.1,
11.7,
11.5,
12.5,
14.6,
16.6,
18.4,
19.9,
21.1,
22.1,
22.6,
22.8,
22.6,
21.9,
20.7,
19.3,
18.2,
17.3,
16.5,
15.6,
14.7,
13.9,
13.2,
12.7,
12.2,
11.8,
11.6,
12.6,
14.7,
16.7,
18.6,
20.1,
21.2,
22.2,
22.7,
22.9,
22.7,
22.1,
20.8,
19.4,
18.3,
17.4,
16.6,
15.7,
14.8,
14.1,
13.4,
12.8,
12.3,
11.9,
11.7
] |
[
12.8,
14.8,
16.8,
18.7,
20.2,
21.3,
22.3,
22.8,
23.1,
22.8,
22.2,
20.9,
19.6,
18.4,
17.6,
16.7,
15.8,
14.9,
14.1,
13.4,
12.8,
12.4,
12,
11.8,
12.8,
14.9,
16.9,
18.7,
20.3,
21.4,
22.4,
22.9,
23.2,
22.9,
22.3,
21,
19.7,
18.6,
17.7,
16.8,
15.8,
15,
14.2,
13.6,
12.9,
12.4,
12.1,
11.9,
12.9,
15,
17.1,
18.8,
20.4,
21.6,
22.5,
23.1,
23.3,
23.1,
22.4,
21.1,
19.8,
18.7,
17.7,
16.9,
15.9,
15.1,
14.3,
13.6,
13,
12.5,
12.1,
11.9,
13.1,
15.1,
17.2,
19,
20.6,
21.7,
22.7,
23.2,
23.4,
23.3,
22.6,
21.3,
20,
18.8,
17.9,
17.1,
16.1,
15.3,
14.5,
13.8,
13.2,
12.7,
12.3,
12.1
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: -13.33%",
"予測される変化率: [カラム_0] 予測される変化率: -5.47%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.24倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 7個",
"最初のターニングポイント: [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: stable",
"Historical change rate: [column_0] Historical change rate: -13.33%",
"Forecasted change rate: [column_0] Forecasted change rate: -5.47%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.24 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 7",
"First turning point: [column_0] First turning point: at data point 9 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 256 | 96 |
[
13.2,
15.3,
17.4,
19.2,
20.8,
21.9,
22.9,
23.4,
23.7,
23.5,
22.8,
21.6,
20.2,
19,
18.1,
17.2,
16.2,
15.4,
14.6,
13.9,
13.2,
12.7,
12.4,
12.2,
13.4,
15.5,
17.6,
19.4,
20.9,
22.1,
23.1,
23.6,
23.8,
23.7,
23,
21.7,
20.4,
19.2,
18.2,
17.3,
16.3,
15.5,
14.7,
14,
13.4,
12.9,
12.5,
12.3,
13.6,
15.7,
17.8,
19.7,
21.2,
22.3,
23.3,
23.8,
24.1,
23.9,
23.2,
22,
20.6,
19.4,
18.4,
17.5,
16.4,
15.7,
14.8,
14.1,
13.5,
13,
12.6,
12.4,
13.7,
15.9,
18.1,
19.9,
21.4,
22.6,
23.5,
24.1,
24.3,
24.2,
23.5,
22.2,
20.8,
19.6,
18.7,
17.7,
16.7,
15.8,
15,
14.3,
13.7,
13.2,
12.8,
12.6,
13.9,
16.2,
18.3,
20.2,
21.7,
22.9,
23.8,
24.3,
24.6,
24.4,
23.8,
22.5,
21.1,
19.8,
18.9,
17.9,
16.9,
16.1,
15.2,
14.4,
13.8,
13.3,
12.9,
12.8,
14.1,
16.4,
18.6,
20.3,
21.9,
23.1,
24,
24.6,
24.8,
24.6,
23.9,
22.7,
21.3,
19.9,
19.1,
18.1,
17.1,
16.2,
15.3,
14.6,
14,
13.4,
13.1,
12.9,
14.2,
16.5,
18.7,
20.4,
22.1,
23.2,
24.1,
24.6,
24.8,
24.7,
24.1,
22.8,
21.4,
20.1,
19.2,
18.2,
17.2,
16.2,
15.4,
14.7,
14.1,
13.5,
13.1,
12.9,
14.3,
16.6,
18.8,
20.6,
22.2,
23.3,
24.2,
24.8,
24.9,
24.8,
24.2,
22.9,
21.6,
20.2,
19.3,
18.3,
17.3,
16.4,
15.5,
14.8,
14.2,
13.6,
13.2,
13,
14.4,
16.7,
18.8,
20.7,
22.3,
23.4,
24.3,
24.8,
25,
24.8,
24.2,
23,
21.6,
20.3,
19.3,
18.3,
17.3,
16.4,
15.6,
14.8,
14.2,
13.7,
13.3,
13.1,
14.5,
16.8,
18.9,
20.7,
22.3,
23.4,
24.3,
24.8,
25,
24.8,
24.2,
23,
21.7,
20.3,
19.4,
18.4,
17.4,
16.5,
15.6,
14.9,
14.3,
13.7,
13.3,
13.1,
14.6,
16.8,
18.9,
20.8,
22.3,
23.4,
24.3,
24.8,
25,
24.8,
24.2,
23,
21.7,
20.3,
19.4,
18.4
] |
[
17.4,
16.6,
15.7,
14.9,
14.3,
13.7,
13.3,
13.1,
14.7,
16.9,
19,
20.8,
22.3,
23.4,
24.3,
24.8,
25,
24.8,
24.2,
23.1,
21.7,
20.4,
19.4,
18.4,
17.4,
16.6,
15.7,
15,
14.3,
13.7,
13.4,
13.2,
14.8,
17,
19.1,
20.9,
22.4,
23.6,
24.4,
24.9,
25.1,
24.9,
24.3,
23.2,
21.8,
20.6,
19.6,
18.6,
17.6,
16.7,
15.8,
15.1,
14.4,
13.8,
13.4,
13.3,
14.9,
17.2,
19.3,
21.1,
22.6,
23.8,
24.6,
25.1,
25.3,
25.2,
24.6,
23.4,
22.1,
20.7,
19.7,
18.7,
17.7,
16.9,
15.9,
15.2,
14.6,
13.9,
13.6,
13.4,
15.1,
17.3,
19.4,
21.2,
22.7,
23.9,
24.7,
25.2,
25.4,
25.2,
24.6,
23.4,
22.1,
20.8,
19.8,
18.8
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 39.39%",
"予測される変化率: [カラム_0] 予測される変化率: 8.05%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.21倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 8個",
"最初のターニングポイント: [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: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 39.39%",
"Forecasted change rate: [column_0] Forecasted change rate: 8.05%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.21 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 8",
"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] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 92 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 92."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
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178,
177,
149,
113,
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107,
104,
107,
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108,
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148,
223,
232,
441,
504,
567,
599,
606,
601,
559,
503,
458,
401,
322,
256,
186,
125,
118,
106,
106,
105,
115,
118,
137,
168,
198,
244,
390,
417,
552,
677,
704,
756,
756,
758,
726,
558,
535,
441,
376,
338,
242,
142,
106,
104,
104,
103,
119,
146,
201,
303,
391,
437,
532,
575,
598,
621,
657,
614,
469,
469,
470,
340,
262,
176,
106,
102,
105,
104,
102,
104,
123,
142,
178,
246,
316,
343,
413,
446,
471,
474,
472,
381,
296,
273,
271,
272,
213,
133,
105,
103,
105,
104,
104,
103,
109,
112,
111,
112,
127,
158,
202,
238,
262,
254,
252,
243,
240,
186,
169,
125,
104,
101,
102,
103,
102.5,
102,
102,
102,
130,
161,
188,
213,
247,
287,
328,
350,
366,
390,
392,
376,
346,
284,
275,
221,
139,
111,
110,
110,
102,
104,
102,
107,
140,
153,
177,
238,
263,
311,
432,
450,
450,
447,
450,
452,
454,
452,
445,
330,
223,
178,
121,
109,
107,
108,
106,
107,
116,
150,
180,
210,
243,
256,
265,
275,
279,
303,
313,
300,
293,
295,
294,
256,
168,
116,
104,
105,
107,
104,
103,
108,
157,
202,
208,
212,
321,
340,
401,
411,
429,
445,
447,
404,
378,
378,
379,
374,
325,
232,
154,
121,
120,
110,
109,
118,
132,
144,
186,
223,
261,
297,
363,
375,
571,
606,
567,
488,
414,
331,
297,
243,
190,
122,
104,
103,
103,
103,
103,
104,
103,
114,
168,
232,
410,
444,
444,
444,
449,
448,
447,
392,
350,
287,
270,
260,
184,
116,
106,
105,
108,
105,
108,
106,
107,
106,
135,
177,
219,
327,
524,
537,
588,
561,
474,
410,
309,
283,
265,
213,
155,
107,
101,
103,
104,
101,
102,
111,
175,
204,
240,
304,
484,
543,
575,
579,
587,
592,
593,
593,
591,
391,
366,
342,
203,
111,
111,
108,
108,
106,
107,
114,
198,
252,
261,
318,
524,
557,
564,
707,
686,
727,
670,
512,
363,
324,
314,
311,
211,
110,
104,
102
] |
[
102,
104,
103,
105,
156,
192,
234,
284,
380,
393,
455,
527,
529,
561,
594,
596,
508,
375,
374,
361,
229,
126,
103,
108,
109,
110,
109,
109,
109,
110,
147,
179,
239,
252,
249,
248,
248,
249,
248,
197,
172,
164,
153,
134,
108,
106,
104,
105,
103,
104,
104,
103,
105,
105,
139,
182,
237,
236,
244,
262,
317,
329,
334,
296,
262,
263,
221,
125,
103,
103,
102,
102,
104,
105,
103,
103,
102,
104,
103,
126,
241,
279,
312,
347,
429,
445,
448,
396,
378,
311,
224,
130,
102,
102,
102,
102
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -42.70%",
"予測される変化率: [カラム_0] 予測される変化率: 0.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.65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: -42.70%",
"Forecasted change rate: [column_0] Forecasted change rate: 0.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.65 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 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] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
[
10.6,
12.1,
13.5,
14.8,
16,
17.1,
17.8,
18.4,
18.8,
19.1,
18.9,
18.5,
17.7,
16.2,
14.9,
14.1,
13.1,
10.1,
10.7,
12.2,
13.7,
15,
16.2,
17.2,
17.9,
18.6,
18.9,
19.2,
19.1,
18.7,
17.8,
16.4,
15.1,
14.2,
13.3,
10.2,
10.9,
12.3,
13.8,
15.2,
16.3,
17.3,
18.1,
18.7,
19.1,
19.3,
19.2,
18.8,
18,
16.5,
15.2,
14.3,
13.4,
10.3,
11.1,
12.6,
14,
15.4,
16.6,
17.6,
18.3,
18.9,
19.3,
19.5,
19.4,
19,
18.2,
16.7,
15.3,
14.5,
13.6,
10.5,
11.2,
12.7,
14.2,
15.5,
16.7,
17.7,
18.4,
18.9,
19.3,
19.6,
19.5,
19.1,
18.3,
16.8,
15.4,
14.6,
13.7,
10.6,
11.3,
12.8,
14.2,
15.6,
16.8,
17.7,
18.4,
19,
19.4,
19.6,
19.5,
19.1,
18.3,
16.8,
15.5,
14.6,
13.8,
10.7,
11.4,
12.8,
14.2,
15.6,
16.8,
17.7,
18.4,
18.9,
19.3,
19.6,
19.4,
18.9,
18.2,
16.8,
15.4,
14.6,
13.7,
10.6,
11.4,
12.8,
14.3,
15.7,
16.8,
17.8,
18.5,
19.1,
19.4,
19.7,
19.5,
19.1,
18.3,
16.9,
15.5,
14.6,
13.8,
10.7,
11.6,
13,
14.4,
15.8,
17,
17.9,
18.6,
19.2,
19.6,
19.8,
19.6,
19.2,
18.4,
17.1,
15.7,
14.8,
14,
10.9,
11.8,
13.2,
14.7,
16.1,
17.3,
18.2,
18.8,
19.4,
19.8,
19.9,
19.8,
19.4,
18.7,
17.3,
15.8,
15,
14.3,
11.2,
12.1,
13.5,
14.9,
16.3,
17.4,
18.4,
19.1,
19.6,
20,
20.2,
20.1,
19.8,
19,
17.6,
16.1,
15.2,
14.6,
11.4,
12.3,
13.8,
15.2,
16.6,
17.7,
18.7,
19.4,
19.9,
20.3,
20.6,
20.4,
20.1,
19.3,
17.9,
16.4,
15.5,
14.8,
11.7,
12.6,
14,
15.4,
16.8,
17.9,
18.9,
19.6,
20.1,
20.4,
20.7,
20.6,
20.2,
19.4,
18.1,
16.6,
15.7,
14.9,
11.8,
12.8,
14.2,
15.6,
17.1,
18.2,
19.1,
19.8,
20.3,
20.7,
20.9,
20.8,
20.4,
19.7,
18.3,
16.7,
15.8,
15.2,
12.1,
12.9,
14.4,
15.8,
17.2,
18.3,
19.2,
19.9,
20.4,
20.8,
21,
20.9,
20.5,
19.8,
18.4,
16.8,
15.9,
15.3,
12.2,
13.1,
14.4,
15.8,
17.2,
18.3,
19.2,
19.9,
20.3,
20.7,
20.9,
20.8,
20.4,
19.7,
18.4,
16.8,
15.9,
15.4,
12.2,
13.1,
14.5,
15.9,
17.2,
18.3,
19.2,
19.9,
20.4,
20.8,
21,
20.9,
20.5,
19.8,
18.5,
16.9,
16.1,
15.4,
12.3,
13.2,
14.6,
16,
17.3,
18.4,
19.4,
20.1,
20.6,
20.9,
21.2,
21.1,
20.7,
20,
18.7,
17.1,
16.2,
15.7,
12.6,
13.4,
14.8,
16.2,
17.5,
18.6,
19.5,
20.2,
20.7,
21.1,
21.3,
21.2,
20.8,
20.2,
18.8,
17.3,
16.4,
15.7,
12.7,
13.6,
15.1,
16.4,
17.8,
18.9,
19.8,
20.5,
21,
21.3,
21.6,
21.6,
21.2,
20.5,
19.1,
17.6,
16.6,
15.9,
12.9,
13.9,
15.3,
16.8,
18.1,
19.2,
20.1,
20.8,
21.3,
21.6,
21.8,
21.8,
21.4,
20.8,
19.4,
17.8,
16.8,
16.1,
13.2,
14.2,
15.6,
17,
18.3,
19.4,
20.3,
21.1,
21.6,
21.9,
22.2,
22.1,
21.7,
21.1,
19.7,
18.1,
17.2,
16.4,
13.4,
14.4,
15.8,
17.3,
18.6,
19.7,
20.6,
21.3,
21.8,
22.2,
22.4,
22.3,
21.9,
21.3,
19.9,
18.3,
17.4,
16.7,
13.8,
14.7,
16.1,
17.6,
18.8,
19.9,
20.9,
21.6,
22.2,
22.5,
22.7,
22.6,
22.2,
21.6,
20.2,
18.6,
17.7,
17.1,
14,
14.9,
16.4,
17.8,
19.1,
20.2,
21.1,
21.9,
22.4,
22.8,
22.9,
22.9,
22.4,
21.8,
20.5,
18.9,
17.9,
17.3,
14.3,
15.2,
16.6,
18.1,
19.3,
20.4,
21.4,
22.1,
22.7,
23,
23.2,
23.2,
22.7,
22.1,
20.7,
19.1,
18.2,
17.4,
14.4,
15.3,
16.8,
18.2,
19.5,
20.6,
21.5,
22.2,
22.8,
23.1,
23.3,
23.2,
22.8,
22.1,
20.8,
19.1,
18.2,
17.5,
14.6,
15.5,
16.9,
18.3,
19.6,
20.7,
21.6,
22.3,
22.9,
23.2,
23.4,
23.3,
22.9,
22.3,
20.9,
19.3,
18.4,
17.7,
14.7,
15.6,
17,
18.4,
19.7,
20.8,
21.7,
22.4,
22.9
] |
[
23.3,
23.4,
23.4,
23.1,
22.4,
21.1,
19.4,
18.5,
17.8,
14.8,
15.8,
17.2,
18.7,
19.9,
21.1,
22,
22.7,
23.3,
23.7,
23.8,
23.8,
23.3,
22.7,
21.3,
19.7,
18.8,
18.1,
15.2,
16.2,
17.6,
19.1,
20.3,
21.4,
22.3,
23.1,
23.6,
24,
24.2,
24.1,
23.7,
23,
21.6,
19.9,
19.1,
15.4,
16.4,
17.9,
19.3,
20.6,
21.7,
22.6,
23.3,
23.9,
24.3,
24.4,
24.3,
23.9,
23.2,
21.9,
20.2,
19.3,
15.7,
16.7,
18.2,
19.6,
20.9,
22,
22.8,
23.6,
24.1,
24.5,
24.7,
24.6,
24.1,
23.4,
22.1,
20.4,
19.5,
16,
16.9,
18.4,
19.8,
21.1,
22.2,
23.1,
23.8,
24.4,
24.8,
24.9,
24.8,
24.3,
23.6,
22.3,
20.6,
19.7,
16.2
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 116.04%",
"予測される変化率: [カラム_0] 予測される変化率: -30.47%",
"変動性: [カラム_0] 変動性: 中程度の変動 (標準偏差は平均値の0.18倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 9個",
"最初のターニングポイント: [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: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 116.04%",
"Forecasted change rate: [column_0] Forecasted change rate: -30.47%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.18 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 9",
"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 26 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 18 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] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 90 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 26.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 18.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 84.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 90."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 256 | 96 |
[
17.1,
18.5,
19.9,
21.2,
22.3,
23.2,
23.9,
24.4,
24.9,
25.1,
24.9,
24.4,
23.7,
22.4,
20.7,
19.7,
16.3,
17.1,
18.6,
20,
21.3,
22.4,
23.3,
24.1,
24.7,
25.1,
25.2,
25.1,
24.7,
23.9,
22.6,
20.9,
19.9,
16.4,
17.3,
18.8,
20.2,
21.5,
22.7,
23.6,
24.3,
24.9,
25.3,
25.4,
25.3,
24.8,
24.1,
22.8,
21.1,
20.1,
16.6,
17.4,
19,
20.4,
21.7,
22.9,
23.8,
24.5,
25.1,
25.4,
25.6,
25.5,
25,
24.3,
22.9,
21.2,
20.2,
16.7,
17.6,
19.1,
20.6,
21.8,
23,
23.9,
24.7,
25.2,
25.6,
25.8,
25.7,
25.1,
24.4,
23.1,
21.3,
20.3,
16.8,
17.7,
19.3,
20.7,
21.9,
23.1,
24,
24.7,
25.3,
25.7,
25.9,
25.8,
25.2,
24.4,
23.1,
21.3,
20.3,
16.8,
17.7,
19.3,
20.7,
22,
23.1,
24,
24.7,
25.3,
25.7,
25.8,
25.7,
25.2,
24.4,
23.1,
21.3,
20.3,
16.8,
17.7,
19.3,
20.7,
22,
23.1,
24.1,
24.8,
25.3,
25.7,
25.9,
25.7,
25.2,
24.4,
23.1,
21.4,
20.4,
16.8,
17.7,
19.3,
20.8,
22.1,
23.3,
24.2,
24.9,
25.4,
25.8,
25.9,
25.8,
25.3,
24.5,
23.1,
21.4,
20.4,
16.8,
17.8,
19.3,
20.8,
22.2,
23.3,
24.2,
25,
25.5,
25.9,
26.1,
25.9,
25.3,
24.6,
23.2,
21.5,
20.4,
16.8,
17.8,
19.4,
20.8,
22.2,
23.3,
24.2,
24.9,
25.4,
25.8,
26,
25.9,
25.4,
24.7,
23.3,
21.6,
20.5,
16.8,
17.8,
19.3,
20.8,
22.2,
23.4,
24.3,
25,
25.6,
25.9,
26.1,
25.9,
25.5,
24.8,
23.4,
21.7,
20.7,
16.9,
17.9,
19.4,
20.9,
22.3,
23.5,
24.4,
25.1,
25.6,
25.9,
26.1,
26.1,
25.6,
24.9,
23.5,
21.8,
20.7,
18.8,
17.4,
17,
17.9,
19.6,
21,
22.3,
23.6,
24.4,
25.2,
25.7,
26,
26.2,
26.1,
25.6,
24.9,
23.6,
21.8,
20.7,
18.8,
17.5,
16.9,
17.9,
19.6,
21,
22.4,
23.6,
24.4,
25.2,
25.7,
26,
26.2,
26.1,
25.7,
24.9,
23.6
] |
[
21.8,
20.7,
18.8,
17.6,
16.9,
18,
19.6,
21.1,
22.4,
23.7,
24.5,
25.2,
25.7,
26.1,
26.2,
26.2,
25.7,
25,
23.6,
21.9,
20.8,
18.9,
17.7,
17.1,
18.1,
19.7,
21.2,
22.5,
23.7,
24.5,
25.3,
25.7,
26.1,
26.2,
26.2,
25.8,
25.1,
23.7,
21.9,
20.9,
19.1,
17.8,
17.1,
18.2,
19.7,
21.2,
22.5,
23.7,
24.6,
25.3,
25.8,
26.1,
26.3,
26.2,
25.8,
25.1,
23.7,
21.9,
20.9,
19.1,
17.8,
17.2,
18.2,
19.7,
21.2,
22.5,
23.6,
24.5,
25.2,
25.7,
26.1,
26.3,
26.2,
25.8,
25.1,
23.7,
21.9,
20.9,
19.1,
17.8,
17.2,
18.2,
19.7,
21.2,
22.5,
23.6,
24.5,
25.2,
25.7,
26.1,
26.2,
26.2,
25.8,
25.1,
23.7,
21.9
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 38.01%",
"予測される変化率: [カラム_0] 予測される変化率: 0.46%",
"変動性: [カラム_0] 変動性: 中程度の変動 (標準偏差は平均値の0.13倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 7個",
"最初のターニングポイント: [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: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 38.01%",
"Forecasted change rate: [column_0] Forecasted change rate: 0.46%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.13 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 7",
"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 24 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 18 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 24.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 18.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 94."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
[
12.4,
11.9,
11.5,
11.2,
11,
10.4,
10.1,
10.7,
12.4,
13.8,
15.2,
16.3,
17.2,
17.8,
18.3,
18.5,
18.4,
17.9,
16.9,
15.7,
14.9,
14.2,
13.4,
13,
12.6,
12.1,
11.7,
11.4,
11.1,
10.6,
10.3,
10.9,
12.6,
14.1,
15.4,
16.5,
17.4,
18.1,
18.6,
18.7,
18.6,
18.1,
17.2,
15.9,
15.1,
14.4,
13.7,
13.2,
12.8,
12.3,
11.8,
11.6,
11.3,
10.7,
10.4,
11.2,
12.8,
14.2,
15.6,
16.7,
17.5,
18.2,
18.6,
18.8,
18.7,
18.2,
17.3,
16.1,
15.2,
14.5,
13.8,
13.3,
12.9,
12.4,
11.9,
11.7,
11.4,
10.9,
10.6,
11.3,
12.9,
14.4,
15.7,
16.7,
17.6,
18.2,
18.7,
18.9,
18.8,
18.3,
17.4,
16.2,
15.3,
14.6,
13.9,
13.5,
13.1,
12.6,
12.1,
11.8,
11.5,
11.1,
10.7,
11.5,
13.1,
14.4,
15.7,
16.8,
17.6,
18.3,
18.7,
18.9,
18.8,
18.3,
17.4,
16.2,
15.4,
14.7,
14.1,
13.6,
13.2,
12.7,
12.2,
11.9,
11.6,
11.1,
10.8,
11.6,
13.2,
14.5,
15.8,
16.8,
17.7,
18.3,
18.8,
19,
18.9,
18.4,
17.6,
16.3,
15.5,
14.8,
14.2,
13.8,
13.3,
12.8,
12.3,
12.1,
11.7,
11.2,
11,
11.8,
13.4,
14.7,
16,
17.1,
17.9,
18.6,
19,
19.2,
19.1,
18.7,
17.7,
16.4,
15.7,
14.9,
14.3,
13.8,
13.4,
12.9,
12.3,
12.1,
11.8,
11.3,
11.1,
12,
13.6,
14.9,
16.2,
17.3,
18.1,
18.7,
19.2,
19.4,
19.3,
18.8,
17.9,
16.6,
15.8,
15,
14.4,
13.9,
13.5,
12.9,
12.4,
12.2,
11.9,
11.4,
11.2,
12.1,
13.7,
15.1,
16.3,
17.4,
18.2,
18.8,
19.3,
19.6,
19.4,
19,
18.1,
16.7,
15.9,
15.2,
14.5,
14.1,
13.6,
13.1,
12.6,
12.3,
11.9,
11.4,
11.3,
12.2,
13.8,
15.2,
16.5,
17.6,
18.4,
19.1,
19.5,
19.8,
19.7,
19.2,
18.3,
16.9,
16.1,
15.3,
14.7,
14.3,
13.8,
13.2,
12.7,
12.5,
12.1,
11.7,
11.4,
12.4,
14.1,
15.5,
16.7,
17.8,
18.7,
19.3,
19.7,
19.9,
19.8,
19.4,
18.4,
17.1,
16.2,
15.4,
14.8,
14.4,
13.9,
13.3,
12.8,
12.6,
12.2,
11.8,
11.6,
12.6,
14.2,
15.7,
16.9,
18.1,
18.9,
19.4,
19.8,
20.1,
20,
19.6,
18.6,
17.2,
16.4,
15.6,
14.9,
14.5,
14,
13.4,
12.9,
12.8,
12.3,
11.9,
11.7,
12.8,
14.4,
15.8,
17.2,
18.2,
19.1,
19.6,
20,
20.2,
20.1,
19.7,
18.8,
17.4,
16.6,
15.7,
15.1,
14.7,
14.2,
13.6,
13.1,
12.9,
12.4,
12,
11.8,
13,
14.6,
16,
17.3,
18.4,
19.2,
19.7,
20.2,
20.4,
20.3,
19.9,
18.9,
17.6,
16.6,
15.8,
15.2,
14.7,
14.2,
13.6,
13.1,
12.9,
12.5,
12.1,
11.9,
13.1,
14.7,
16.1,
17.4,
18.5,
19.3,
19.9,
20.3,
20.5,
20.4,
19.9,
19,
17.6,
16.7,
15.9,
15.3,
14.9,
14.4,
13.8,
13.3,
13.1,
12.7,
12.3,
12.1,
13.3,
14.9,
16.3,
17.7,
18.8,
19.6,
20.2,
20.6,
20.8,
20.7,
20.3,
19.3,
17.9,
17,
16.2,
15.6,
15.2,
14.7,
14.1,
13.6,
13.4,
12.9,
12.6,
12.3,
13.6,
15.2,
16.7,
18,
19.1,
19.9,
20.4,
20.8,
21.1,
20.9,
20.5,
19.6,
18.2,
17.2,
16.4,
15.8,
15.4,
14.9,
14.3,
13.9,
13.7,
13.2,
12.8,
12.6,
13.9,
15.5,
16.9,
18.3,
19.4,
20.2,
20.8,
21.2,
21.3,
21.2,
20.8,
19.8,
18.4,
17.6,
16.7,
16.1,
15.6,
15.1,
14.5,
14.1,
13.9,
13.4,
13,
12.8,
14.1,
15.8,
17.2,
18.5,
19.6,
20.4,
21,
21.4,
21.6,
21.4,
21,
20.1,
18.7,
17.7,
16.8,
16.2,
15.8,
15.3,
14.7,
14.3,
14.1,
13.6,
13.1,
13,
14.3,
16,
17.4,
18.7,
19.8,
20.7,
21.3,
21.7,
21.8,
21.7,
21.3,
20.3,
18.9,
17.9,
17.1,
16.4,
16,
15.5,
14.9,
14.5,
14.3,
13.8,
13.4,
13.2,
14.6,
16.2,
17.7,
19,
20.1,
20.9,
21.5,
21.9,
22.1,
21.9,
21.5,
20.6,
19.2,
18.2,
17.3,
16.7,
16.2,
15.7,
15.1,
14.7,
14.4,
14,
13.5,
13.4,
14.8
] |
[
16.4,
17.8,
19.2,
20.2,
21.1,
21.7,
22.1,
22.2,
22.1,
21.7,
20.7,
19.3,
18.3,
17.4,
16.8,
16.4,
15.9,
15.3,
14.8,
14.6,
14.1,
13.7,
13.6,
14.9,
16.6,
17.9,
19.3,
20.3,
21.2,
21.8,
22.2,
22.3,
22.2,
21.8,
20.8,
19.4,
18.4,
17.6,
16.9,
16.6,
16,
15.4,
14.9,
14.7,
14.2,
13.8,
13.7,
15.1,
16.7,
18.1,
19.4,
20.5,
21.3,
21.9,
22.3,
22.5,
22.4,
21.9,
21,
19.6,
18.6,
17.7,
17.2,
16.7,
16.2,
15.6,
15.2,
14.9,
14.4,
13.9,
13.9,
15.3,
16.9,
18.3,
19.7,
20.7,
21.5,
22.1,
22.5,
22.7,
22.6,
22.1,
21.2,
19.8,
18.8,
17.9,
17.3,
16.9,
16.4,
15.8,
15.3,
15.1,
14.6,
14.1,
14,
15.4
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 19.35%",
"予測される変化率: [カラム_0] 予測される変化率: -6.10%",
"変動性: [カラム_0] 変動性: 中程度の変動 (標準偏差は平均値の0.19倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 7個",
"最初のターニングポイント: [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: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 19.35%",
"Forecasted change rate: [column_0] Forecasted change rate: -6.10%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.19 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 7",
"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 40 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 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 40.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
[
21.2,
21.1,
20.9,
20.6,
20.4,
20.3,
20.2,
20.2,
21.1,
23.2,
24.7,
25.6,
25.9,
26.1,
26.1,
25.9,
25.5,
24.8,
23.7,
23.1,
22.7,
22.3,
21.9,
21.6,
21.1,
21,
20.8,
20.6,
20.4,
20.2,
20.2,
20.1,
21.1,
23.2,
24.7,
25.6,
25.9,
26.1,
26.2,
25.9,
25.5,
24.8,
23.7,
23.1,
22.7,
22.3,
21.9,
21.6,
21.1,
21,
20.8,
20.6,
20.3,
20.2,
20.1,
20.1,
21,
23.1,
24.7,
25.5,
25.9,
26.1,
26.2,
25.9,
25.5,
24.8,
23.7,
23.1,
22.6,
22.2,
21.9,
21.6,
21.1,
20.9,
20.7,
20.6,
20.3,
20.2,
20.1,
20.1,
20.9,
23.1,
24.7,
25.5,
25.9,
26.1,
26.2,
25.9,
25.5,
24.8,
23.7,
23,
22.6,
22.2,
21.8,
21.5,
21,
20.9,
20.7,
20.5,
20.2,
20.1,
20.1,
20,
20.9,
23.1,
24.7,
25.5,
25.9,
26.2,
26.2,
25.9,
25.5,
24.8,
23.7,
23,
22.6,
22.2,
21.8,
21.4,
21,
20.9,
20.7,
20.4,
20.2,
20.1,
20,
20,
20.8,
23.1,
24.6,
25.5,
25.9,
26.1,
26.2,
25.9,
25.5,
24.8,
23.7,
22.9,
22.6,
22.2,
21.8,
21.4,
20.9,
20.9,
20.7,
20.4,
20.2,
20.1,
20.1,
20,
20.8,
23.1,
24.6,
25.5,
25.9,
26.2,
26.2,
26,
25.5,
24.8,
23.7,
22.9,
22.6,
22.2,
21.8,
21.4,
20.9,
20.8,
20.6,
20.4,
20.2,
20.1,
20,
20,
20.8,
23.1,
24.6,
25.5,
26,
26.2,
26.2,
26,
25.6,
24.8,
23.7,
22.9,
22.6,
22.2,
21.8,
21.4,
20.9,
20.8,
20.7,
20.4,
20.2,
20.1,
20.1,
20.1,
20.9,
23.1,
24.6,
25.5,
26,
26.2,
26.2,
26,
25.6,
24.8,
23.7,
22.9,
22.5,
22.2,
21.8,
21.4,
20.9,
20.8,
20.6,
20.4,
20.2,
20.1,
20.1,
20.1,
20.8,
23,
24.6,
25.4,
26,
26.2,
26.2,
25.9,
25.5,
24.8,
23.7,
22.9,
22.5,
22.2,
21.8,
21.4,
21,
20.8,
20.6,
20.4,
20.2,
20.1,
20.1,
20.1,
20.8,
23,
24.6,
25.4,
25.9,
26.1,
26.1,
25.9,
25.5,
24.8,
23.7,
22.9,
22.5,
22.1,
21.8,
21.4,
21,
20.8,
20.6,
20.4,
20.2,
20.1,
20.1,
20.1,
20.8,
22.9,
24.5,
25.4,
25.9,
26.1,
26.1,
25.9,
25.5,
24.8,
23.7,
22.9,
22.5,
22.1,
21.7,
21.4,
21,
20.8,
20.6,
20.4,
20.2,
20.1,
20.1,
20.1,
20.8,
22.9,
24.5,
25.3,
25.9,
26.1,
26.1,
25.9,
25.5,
24.8,
23.7,
22.9,
22.5,
22.1,
21.8,
21.4,
21.1,
20.8,
20.6,
20.4,
20.2,
20.1,
20.1,
20.1,
20.8,
23,
24.5,
25.3,
25.9,
26.1,
26.1,
25.9,
25.5,
24.8,
23.7,
22.9,
22.5,
22.1,
21.8,
21.4,
21.1,
20.9,
20.6,
20.5,
20.3,
20.1,
20.1,
20.2,
20.9,
23,
24.5,
25.3,
25.9,
26.1,
26.1,
25.9,
25.5,
24.8,
23.7,
22.9,
22.5,
22.1,
21.8,
21.4,
21.1,
20.9,
20.7,
20.5,
20.3,
20.2,
20.2,
20.2,
20.9,
22.9,
24.4,
25.3,
25.8,
26.1,
26.1,
25.8,
25.4,
24.8,
23.7,
22.9,
22.5,
22.1,
21.8,
21.4,
21.1,
20.9,
20.7,
20.5,
20.3,
20.2,
20.1,
20.2,
20.9,
22.9,
24.4,
25.3,
25.8,
26,
26,
25.8,
25.4,
24.8,
23.6,
22.8,
22.4,
22.1,
21.7,
21.4,
21.1,
20.9,
20.7,
20.5,
20.3,
20.2,
20.1,
20.2,
20.9,
22.9,
24.4,
25.2,
25.7,
26,
26,
25.8,
25.4,
24.8,
23.6,
22.8,
22.4,
22.1,
21.7,
21.4,
21.1,
20.9,
20.7,
20.5,
20.3,
20.2,
20.2,
20.2,
20.9,
22.9,
24.3,
25.2,
25.7,
25.9,
26,
25.8,
25.4,
24.7,
23.6,
22.8,
22.4,
22.1,
21.8,
21.5,
21.1,
21,
20.7,
20.6,
20.4,
20.2,
20.2,
20.3,
21,
22.9,
24.4,
25.2,
25.7,
25.9,
26,
25.8,
25.4,
24.8,
23.6,
22.8,
22.4,
22.1,
21.8,
21.5,
21.1,
21,
20.7,
20.5,
20.3,
20.2,
20.2,
20.3,
21,
23,
24.4,
25.2,
25.7,
25.9,
26,
25.7,
25.4,
24.8,
23.6,
22.8,
22.4,
22.1,
21.8,
21.5,
21.1,
20.9,
20.7,
20.5,
20.3,
20.2,
20.1,
20.2
] |
[
20.9,
22.9,
24.4,
25.2,
25.7,
25.9,
26,
25.7,
25.4,
24.8,
23.6,
22.8,
22.4,
22.1,
21.7,
21.4,
21.1,
20.9,
20.7,
20.4,
20.3,
20.1,
20.1,
20.1,
20.9,
22.9,
24.3,
25.2,
25.7,
25.9,
26,
25.8,
25.4,
24.8,
23.7,
22.8,
22.4,
22.1,
21.7,
21.4,
21.1,
20.9,
20.7,
20.4,
20.3,
20.1,
20.1,
20.1,
20.9,
22.9,
24.4,
25.2,
25.7,
26,
26,
25.8,
25.4,
24.8,
23.7,
22.8,
22.4,
22.1,
21.7,
21.4,
21,
20.9,
20.7,
20.4,
20.2,
20.1,
20.1,
20.1,
20.9,
22.9,
24.3,
25.2,
25.7,
25.9,
26,
25.8,
25.4,
24.8,
23.7,
22.8,
22.3,
22,
21.6,
21.3,
20.9,
20.8,
20.6,
20.3,
20.2,
20,
19.9,
19.9
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: -4.72%",
"予測される変化率: [カラム_0] 予測される変化率: -4.78%",
"変動性: [カラム_0] 変動性: 小さな変動 (標準偏差は平均値の0.10倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 3個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の7番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: -4.72%",
"Forecasted change rate: [column_0] Forecasted change rate: -4.78%",
"Volatility: [column_0] Volatility: low (standard deviation is 0.10 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 3",
"First turning point: [column_0] First turning point: at data point 7 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
[
11.3,
10.9,
10.6,
10.4,
10.1,
10.1,
11.1,
12.5,
14.1,
15.3,
16.3,
17.1,
17.7,
18,
18.1,
17.8,
17.4,
16.7,
15.7,
14.4,
13.3,
12.6,
12.1,
11.7,
11.4,
11,
10.7,
10.5,
10.2,
10.2,
11.2,
12.7,
14.3,
15.6,
16.6,
17.4,
17.9,
18.3,
18.3,
18.1,
17.7,
16.9,
15.9,
14.6,
13.5,
12.8,
12.3,
11.9,
11.6,
11.2,
10.9,
10.7,
10.4,
10.4,
11.4,
12.9,
14.4,
15.7,
16.8,
17.6,
18.2,
18.5,
18.6,
18.3,
17.8,
17.1,
16.1,
14.8,
13.8,
13,
12.5,
12.1,
11.8,
11.3,
11.1,
10.8,
10.6,
10.6,
11.6,
13.1,
14.6,
15.9,
17.1,
17.8,
18.4,
18.7,
18.8,
18.5,
18,
17.3,
16.3,
15,
13.9,
13.2,
12.6,
12.2,
11.9,
11.5,
11.2,
11.1,
10.8,
10.8,
11.8,
13.3,
14.8,
16.1,
17.2,
17.9,
18.6,
18.9,
18.9,
18.7,
18.2,
17.4,
16.4,
15.2,
14.1,
13.3,
12.8,
12.3,
11.9,
11.6,
11.4,
11.2,
10.9,
10.9,
11.9,
13.3,
14.9,
16.2,
17.3,
18.1,
18.8,
19.1,
19.2,
18.9,
18.4,
17.7,
16.6,
15.3,
14.2,
13.4,
12.9,
12.4,
12.1,
11.8,
11.5,
11.3,
11.1,
11.1,
12.1,
13.6,
15.2,
16.5,
17.6,
18.4,
19.1,
19.3,
19.4,
19.2,
18.7,
17.9,
16.9,
15.6,
14.4,
13.7,
13.1,
12.7,
12.3,
12,
11.7,
11.6,
11.3,
11.3,
12.4,
13.9,
15.4,
16.7,
17.9,
18.7,
19.3,
19.6,
19.6,
19.4,
18.9,
18.2,
17.2,
15.9,
14.7,
13.9,
13.4,
13,
12.6,
12.3,
12,
11.8,
11.6,
11.6,
12.7,
14.2,
15.7,
17,
18.2,
18.9,
19.6,
19.9,
19.9,
19.7,
19.3,
18.6,
17.4,
16.2,
15,
14.2,
13.7,
13.3,
12.8,
12.6,
12.3,
12.1,
11.8,
11.8,
12.9,
14.4,
16,
17.3,
18.4,
19.3,
19.8,
20.2,
20.2,
20,
19.6,
18.8,
17.8,
16.5,
15.3,
14.5,
13.9,
13.5,
13.1,
12.8,
12.5,
12.3,
12.1,
12.1,
13.2,
14.7,
16.3,
17.6,
18.7,
19.4,
20.1,
20.4,
20.4,
20.3,
19.8,
19.1,
18.1,
16.8,
15.6,
14.8,
14.2,
13.8,
13.3,
13.1,
12.8,
12.6,
12.3,
12.4,
13.5,
15,
16.6,
17.8,
18.9,
19.7,
20.4,
20.7,
20.7,
20.6,
20.1,
19.4,
18.3,
17.1,
15.8,
15,
14.4,
14,
13.5,
13.3,
13,
12.8,
12.6,
12.6,
13.7,
15.3,
16.8,
18.1,
19.3,
20.1,
20.7,
21,
21,
20.8,
20.4,
19.7,
18.6,
17.3,
16.1,
15.3,
14.8,
14.3,
13.8,
13.6,
13.3,
13.1,
12.8,
12.8,
13.9,
15.4,
16.9,
18.2,
19.3,
20.2,
20.8,
21.1,
21.1,
20.9,
20.5,
19.8,
18.8,
17.5,
16.3,
15.5,
14.9,
14.4,
13.9,
13.7,
13.4,
13.2,
12.9,
13,
14.1,
15.6,
17.1,
18.3,
19.4,
20.2,
20.8,
21.2,
21.2,
21,
20.6,
19.9,
18.9,
17.7,
16.4,
15.7,
15.1,
14.7,
14.1,
13.9,
13.6,
13.4,
13.2,
13.2,
14.3,
15.7,
17.1,
18.4,
19.4,
20.3,
20.9,
21.2,
21.2,
21.1,
20.7,
20,
19,
17.8,
16.6,
15.8,
15.2,
14.8,
14.2,
14.1,
13.8,
13.6,
13.3,
13.3,
14.4,
15.8,
17.2,
18.4,
19.5,
20.4,
21,
21.3,
21.4,
21.2,
20.8,
20.2,
19.2,
18,
16.8,
16,
15.4,
15,
14.4,
14.3,
14,
13.7,
13.5,
13.5,
14.6,
16.1,
17.5,
18.7,
19.8,
20.6,
21.2,
21.6,
21.6,
21.5,
21.1,
20.4,
19.4,
18.2,
17,
16.3,
15.7,
15.3,
14.6,
14.5,
14.2,
13.9,
13.7,
13.7,
14.8,
16.3,
17.7,
18.9,
19.9,
20.8,
21.4,
21.7,
21.7,
21.6,
21.3,
20.7,
19.7,
18.4,
17.2,
16.5,
15.9,
15.4,
14.8,
14.7,
14.4,
14.2,
13.9,
13.9,
15.1,
16.6,
17.9,
19.1,
20.2,
21,
21.6,
21.9,
22,
21.9,
21.6,
20.9,
19.9,
18.7,
17.5,
16.7,
16.2,
15.7,
15.1,
14.9,
14.6,
14.3,
14.1,
14.1,
15.3,
16.8,
18.2,
19.4,
20.4,
21.3,
21.8,
22.2,
22.2,
22.2,
21.8,
21.2,
20.2,
18.9,
17.7,
16.9,
16.4,
15.9,
15.3,
15.1,
14.8,
14.6,
14.3,
14.3,
15.5,
17
] |
[
18.4,
19.6,
20.6,
21.4,
22,
22.3,
22.3,
22.3,
21.8,
21.3,
20.3,
19.1,
17.8,
17.1,
16.6,
16.1,
15.4,
15.3,
14.9,
14.7,
14.4,
14.5,
15.7,
17.1,
18.4,
19.6,
20.6,
21.4,
22,
22.3,
22.4,
22.3,
21.9,
21.3,
20.3,
19.1,
17.9,
17.2,
16.7,
16.2,
15.5,
15.4,
15.1,
14.9,
14.6,
14.7,
15.8,
17.2,
18.5,
19.7,
20.7,
21.5,
22.1,
22.4,
22.4,
22.3,
21.9,
21.3,
20.3,
19.2,
18.1,
17.3,
16.8,
16.3,
15.7,
15.5,
15.2,
14.9,
14.7,
14.8,
15.8,
17.3,
18.6,
19.8,
20.8,
21.6,
22.2,
22.6,
22.6,
22.5,
22.1,
21.4,
20.5,
19.3,
18.2,
17.4,
16.8,
16.4,
15.8,
15.6,
15.3,
15.1,
14.8,
14.8,
15.9,
17.3
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 50.44%",
"予測される変化率: [カラム_0] 予測される変化率: -5.98%",
"変動性: [カラム_0] 変動性: 中程度の変動 (標準偏差は平均値の0.20倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 4個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の21番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 50.44%",
"Forecasted change rate: [column_0] Forecasted change rate: -5.98%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.20 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 4",
"First turning point: [column_0] First turning point: at data point 21 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 56 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 56.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
[
17.7,
16.8,
15.6,
14.3,
13.3,
12.3,
11.5,
10.8,
10.3,
10.1,
10.4,
11.3,
12.3,
13.4,
14.5,
15.5,
16.4,
17.2,
17.8,
18.3,
18.6,
18.6,
18.4,
18.2,
17.7,
16.9,
15.7,
14.3,
13.3,
12.3,
11.6,
10.8,
10.4,
10.2,
10.4,
11.4,
12.4,
13.4,
14.6,
15.6,
16.4,
17.2,
17.8,
18.3,
18.6,
18.6,
18.4,
18.2,
17.7,
16.9,
15.7,
14.4,
13.4,
12.4,
11.7,
11,
10.6,
10.3,
10.6,
11.5,
12.6,
13.6,
14.6,
15.6,
16.5,
17.3,
17.8,
18.3,
18.6,
18.6,
18.4,
18.2,
17.7,
16.9,
15.7,
14.4,
13.5,
12.5,
11.8,
11.2,
10.7,
10.4,
10.8,
11.6,
12.6,
13.6,
14.7,
15.7,
16.6,
17.3,
17.9,
18.4,
18.7,
18.7,
18.5,
18.2,
17.8,
17,
15.8,
14.6,
13.6,
12.6,
11.9,
11.3,
10.8,
10.5,
10.8,
11.7,
12.7,
13.7,
14.8,
15.8,
16.7,
17.4,
18.1,
18.6,
18.8,
18.9,
18.7,
18.4,
18,
17.2,
16,
14.7,
13.7,
12.8,
12.1,
11.4,
10.9,
10.7,
11.1,
11.8,
12.9,
13.9,
14.9,
16,
16.9,
17.6,
18.2,
18.8,
19.1,
19.2,
18.9,
18.6,
18.1,
17.3,
16.2,
14.9,
13.8,
12.9,
12.2,
11.6,
11.1,
10.8,
11.2,
12,
13,
14,
15.1,
16.2,
17.1,
17.8,
18.4,
18.9,
19.3,
19.3,
19.1,
18.7,
18.3,
17.5,
16.3,
15,
13.9,
13,
12.3,
11.7,
11.2,
10.9,
11.3,
12.1,
13.1,
14.2,
15.2,
16.3,
17.2,
18,
18.6,
19.1,
19.4,
19.4,
19.2,
18.8,
18.3,
17.6,
16.4,
15.1,
14.1,
13.1,
12.4,
11.8,
11.3,
11,
11.4,
12.2,
13.2,
14.2,
15.3,
16.3,
17.3,
18.1,
18.6,
19.1,
19.4,
19.5,
19.3,
18.9,
18.5,
17.7,
16.5,
15.2,
14.2,
13.2,
12.6,
11.9,
11.4,
11.1,
11.4,
12.3,
13.3,
14.3,
15.4,
16.4,
17.4,
18.2,
18.8,
19.3,
19.6,
19.7,
19.4,
19.1,
18.6,
17.8,
16.7,
15.4,
14.3,
13.3,
12.6,
12,
11.5,
11.2,
11.6,
12.4,
13.4,
14.4,
15.5,
16.6,
17.4,
18.2,
18.9,
19.3,
19.7,
19.7,
19.4,
19.1,
18.6,
17.8,
16.7,
15.4,
14.3,
13.4,
12.7,
12.1,
11.6,
11.2,
11.6,
12.4,
13.4,
14.4,
15.6,
16.6,
17.6,
18.3,
18.9,
19.4,
19.7,
19.8,
19.6,
19.2,
18.7,
17.9,
16.7,
15.4,
14.4,
13.4,
12.7,
12.1,
11.6,
11.3,
11.7,
12.4,
13.4,
14.5,
15.6,
16.7,
17.6,
18.4,
19,
19.4,
19.8,
19.8,
19.6,
19.2,
18.8,
17.9,
16.8,
15.5,
14.4,
13.5,
12.8,
12.2,
11.7,
11.3,
11.8,
12.5,
13.5,
14.6,
15.6,
16.7,
17.6,
18.4,
19,
19.4,
19.8,
19.8,
19.6,
19.2,
18.7,
17.9,
16.8,
15.6,
14.4,
13.6,
12.9,
12.3,
11.8,
11.4,
11.8,
12.5,
13.5,
14.6,
15.6,
16.7,
17.6,
18.3,
18.9,
19.4,
19.8,
19.7,
19.6,
19.2,
18.8,
17.9,
16.8,
15.6,
14.5,
13.7,
12.9,
12.3,
11.8,
11.4,
11.8,
12.5,
13.5,
14.6,
15.6,
16.7,
17.6,
18.3,
19,
19.4,
19.8,
19.7,
19.6,
19.2,
18.8,
18,
16.9,
15.7,
14.5,
13.7,
13,
12.3,
11.8,
11.5,
11.9,
12.5,
13.5,
14.6,
15.6,
16.7,
17.6,
18.3,
19,
19.4,
19.8,
19.8,
19.7,
19.3,
18.8,
18.1,
16.9,
15.7,
14.6,
13.7,
13,
12.3,
11.8,
11.5,
11.8,
12.6,
13.5,
14.6,
15.7,
16.8,
17.7,
18.4,
19.1,
19.6,
19.9,
19.9,
19.8,
19.4,
19,
18.2,
17.1,
15.8,
14.7,
13.8,
13,
12.3,
11.9,
11.5,
11.9,
12.6,
13.6,
14.6,
15.7,
16.8,
17.7,
18.4,
19.1,
19.6,
19.9,
19.9,
19.8,
19.4,
18.9,
18.1,
17,
15.8,
14.7,
13.8,
13.1,
12.4,
12,
11.7,
11.9,
12.6,
13.6,
14.6,
15.6,
16.7,
17.7,
18.4,
19,
19.4,
19.8,
19.8,
19.6,
19.3,
18.8,
18,
16.9,
15.7,
14.6,
13.8,
13.1,
12.4,
11.9,
11.6,
11.9,
12.6,
13.4,
14.4,
15.6,
16.7,
17.6,
18.3,
18.9,
19.3,
19.7,
19.7,
19.6,
19.3,
18.9,
18,
16.9,
15.7,
14.6,
13.8,
13.1,
12.4
] |
[
12,
11.7,
11.9,
12.6,
13.5,
14.5,
15.6,
16.6,
17.6,
18.3,
18.9,
19.3,
19.7,
19.7,
19.6,
19.2,
18.7,
17.9,
16.8,
15.7,
14.6,
13.7,
13.1,
12.4,
11.9,
11.7,
11.9,
12.4,
13.4,
14.4,
15.4,
16.5,
17.4,
18.2,
18.8,
19.2,
19.6,
19.6,
19.4,
19.1,
18.7,
17.9,
16.8,
15.6,
14.4,
13.7,
13,
12.4,
11.9,
11.6,
11.8,
12.4,
13.3,
14.3,
15.3,
16.4,
17.3,
18.1,
18.7,
19.2,
19.5,
19.6,
19.4,
19.1,
18.6,
17.8,
16.7,
15.5,
14.4,
13.7,
12.9,
12.3,
11.9,
11.6,
11.8,
12.3,
13.2,
14.2,
15.2,
16.4,
17.3,
18.1,
18.7,
19.1,
19.4,
19.5,
19.4,
19.1,
18.6,
17.8,
16.7,
15.5,
14.4,
13.7,
12.9,
12.4
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: -29.94%",
"予測される変化率: [カラム_0] 予測される変化率: 3.33%",
"変動性: [カラム_0] 変動性: 中程度の変動 (標準偏差は平均値の0.19倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 6個",
"最初のターニングポイント: [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: stable",
"Historical change rate: [column_0] Historical change rate: -29.94%",
"Forecasted change rate: [column_0] Forecasted change rate: 3.33%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.19 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 6",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 58 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 58.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 128 | 96 |
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[
"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: 813.33%",
"予測される変化率: [カラム_0] 予測される変化率: 67.45%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.76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: 813.33%",
"Forecasted change rate: [column_0] Forecasted change rate: 67.45%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.76 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 3 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 62 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 52 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 62.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 52."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
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[
"0"
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{
"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: -19.00%",
"予測される変化率: [カラム_0] 予測される変化率: -41.98%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.75倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 35個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -19.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -41.98%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.75 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 35",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 38 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 38.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
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29.8,
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28.1,
27.7,
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27.3,
27.2,
26.8,
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26.5,
26.4,
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29.7,
29.8,
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29.9,
29.8,
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29.2,
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27.5,
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27.2,
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29.8,
29.9,
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29.8,
29.6,
29.2,
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27.4,
27.2,
27.2,
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26.4,
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26.4,
26.8,
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29.1,
29.4,
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29.9,
29.9,
29.9,
29.8,
29.6,
29.2,
28.8,
28.2,
27.7,
27.4,
27.2,
27.2,
26.8,
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26.6,
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26.5
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[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: -0.74%",
"予測される変化率: [カラム_0] 予測される変化率: 0.00%",
"変動性: [カラム_0] 変動性: 小さな変動 (標準偏差は平均値の0.05倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中の新たなターニングポイントはなし",
"最初のターニングポイント:",
"ターニングポイントの方向:"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: -0.74%",
"Forecasted change rate: [column_0] Forecasted change rate: 0.00%",
"Volatility: [column_0] Volatility: low (standard deviation is 0.05 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] No new turning points in the forecast period",
"First turning point:",
"Turning point direction:"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 92 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 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
|
m4_hourly_dataset.tsf
| 512 | 96 |
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243,
236,
223,
212,
200,
176,
154,
135,
122,
115,
111,
114,
123,
130,
137,
150,
169,
192,
212,
233,
239,
211,
204,
220,
230,
236,
227,
218,
207,
184,
160,
141,
128,
121,
116,
116,
122,
129,
132,
142,
156,
180,
205,
229,
248,
255,
249,
244,
233,
217,
206,
198,
188,
168,
148,
131,
119,
111,
107,
106,
109,
113,
120,
132,
149,
165,
178,
197,
222,
243,
254,
257,
255,
237,
220,
208,
197,
176,
154,
134,
120,
110,
105,
103,
106,
110,
118,
135,
157,
187,
211,
233,
252,
264,
274,
281,
282,
270,
239,
216,
201,
175,
149,
129,
116,
107,
103,
104,
112,
120,
125,
140,
165,
192,
205,
210,
200,
189,
186,
192,
201,
204,
198,
208,
213,
191,
166,
148,
134,
126,
129,
122,
115,
124,
130,
145,
167,
194,
220,
242,
258,
254,
253,
258,
250,
234,
212,
198,
186,
164,
141,
125,
116,
110
] |
[
108,
111,
120,
129,
134,
149,
169,
197,
227,
248,
263,
273,
258.5,
244,
229.5,
215,
200.5,
186,
171.5,
157,
142.5,
128,
117,
109,
105,
106,
111,
121,
127,
156,
176,
209,
240,
267,
289,
304,
287.1,
270.2,
253.3,
236.4,
219.5,
202.6,
185.7,
168.8,
151.9,
135,
121,
113,
108,
109,
115,
123,
128,
140,
159,
185,
208,
227,
241,
245,
233.2,
221.4,
209.6,
197.8,
186,
174.2,
162.4,
150.6,
138.8,
127,
117,
109,
103,
101,
103,
105,
111,
128,
150,
175,
195,
212,
223,
226,
216.1,
206.2,
196.3,
186.4,
176.5,
166.6,
156.7,
146.8,
136.9,
127,
115,
107
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -44.72%",
"予測される変化率: [カラム_0] 予測される変化率: -0.93%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.31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: 8個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -44.72%",
"Forecasted change rate: [column_0] Forecasted change rate: -0.93%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.31 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 8",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] 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 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 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 256 | 96 |
[
12.2,
11.7,
11.1,
10.7,
10.3,
10.1,
11.8,
14.1,
15.9,
17.6,
19,
20.1,
21.1,
21.4,
21.7,
21.6,
21.2,
20.5,
19.6,
17.9,
16.2,
15.1,
14.1,
13.2,
12.4,
11.9,
11.3,
10.9,
10.5,
10.3,
12,
14.3,
16.2,
17.8,
19.2,
20.3,
21.2,
21.6,
21.9,
21.8,
21.3,
20.7,
19.8,
18.1,
16.4,
15.2,
14.2,
13.4,
12.6,
12.1,
11.4,
11.1,
10.6,
10.4,
12.2,
14.5,
16.3,
18,
19.4,
20.5,
21.4,
21.8,
22.1,
22,
21.6,
20.9,
20.1,
18.3,
16.6,
15.4,
14.4,
13.6,
12.8,
12.2,
11.6,
11.2,
10.7,
10.5,
12.3,
14.6,
16.4,
18.1,
19.6,
20.7,
21.6,
22,
22.2,
22.1,
21.7,
20.9,
20.1,
18.4,
16.6,
15.4,
14.5,
13.7,
12.9,
12.3,
11.7,
11.2,
10.8,
10.6,
12.4,
14.7,
16.5,
18.2,
19.6,
20.7,
21.7,
22.1,
22.3,
22.2,
21.8,
21.1,
20.2,
18.5,
16.7,
15.5,
14.6,
13.8,
13.1,
12.4,
11.8,
11.3,
10.8,
10.7,
12.4,
14.8,
16.6,
18.3,
19.7,
20.9,
21.9,
22.3,
22.4,
22.3,
21.9,
21.3,
20.3,
18.7,
16.8,
15.7,
14.7,
13.9,
13.1,
12.6,
11.9,
11.5,
11,
10.8,
12.7,
15,
16.8,
18.5,
19.9,
21.1,
22.1,
22.5,
22.6,
22.4,
22.1,
21.4,
20.5,
18.8,
16.9,
15.8,
14.8,
14.1,
13.2,
12.7,
11.9,
11.6,
11.1,
10.9,
12.8,
15.2,
17,
18.7,
20.2,
21.3,
22.3,
22.6,
22.7,
22.5,
22.2,
21.5,
20.6,
18.9,
17,
15.9,
14.9,
14.1,
13.3,
12.7,
12.1,
11.7,
11.2,
11.1,
12.9,
15.3,
17.2,
18.9,
20.4,
21.5,
22.4,
22.8,
22.9,
22.7,
22.4,
21.7,
20.8,
19.1,
17.2,
16.1,
15.1,
14.3,
13.4,
12.9,
12.2,
11.8,
11.4,
11.2,
13.1,
15.6,
17.5,
19.2,
20.6,
21.8,
22.7,
23.1,
23.2,
23.1,
22.7,
22.1,
21.1,
19.4,
17.5,
16.4,
15.4,
14.6,
13.6,
13.1,
12.4,
12,
11.6,
11.4,
13.3,
15.8,
17.8,
19.5,
20.9,
22.2,
23.1,
23.5,
23.6,
23.4
] |
[
23.1,
22.3,
21.4,
19.7,
17.7,
16.6,
15.6,
14.7,
13.8,
13.3,
12.6,
12.2,
11.8,
11.6,
13.6,
16.1,
18.1,
19.8,
21.3,
22.6,
23.4,
23.9,
23.9,
23.7,
23.3,
22.6,
21.7,
19.9,
17.9,
16.8,
15.8,
14.9,
14.1,
13.4,
12.8,
12.3,
11.9,
11.8,
13.7,
16.3,
18.3,
19.9,
21.4,
22.7,
23.6,
23.9,
24,
23.7,
23.3,
22.6,
21.7,
20,
18,
16.9,
15.9,
15.1,
14.1,
13.6,
12.9,
12.4,
12.1,
11.8,
13.8,
16.4,
18.4,
20.1,
21.6,
22.8,
23.7,
24.1,
24.1,
23.8,
23.4,
22.8,
21.8,
20.1,
18.1,
17,
16,
15.2,
14.2,
13.7,
13.1,
12.6,
12.2,
12,
14,
16.6,
18.6,
20.2,
21.8,
23,
23.9,
24.2,
24.3,
24.1
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 91.80%",
"予測される変化率: [カラム_0] 予測される変化率: 4.33%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.25倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 6個",
"最初のターニングポイント: [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: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 91.80%",
"Forecasted change rate: [column_0] Forecasted change rate: 4.33%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.25 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 6",
"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 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 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 90 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 36.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 74.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 90."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
[
23.7,
22.9,
22,
20.3,
18.3,
17.1,
16.2,
15.3,
14.3,
13.9,
13.2,
12.7,
12.4,
12.2,
14.2,
16.8,
18.8,
20.5,
22,
23.3,
24.2,
24.6,
24.6,
24.4,
24,
23.3,
22.3,
20.5,
18.4,
17.3,
16.4,
15.6,
14.6,
14.1,
13.4,
12.9,
12.6,
12.3,
14.3,
17,
19.1,
20.7,
22.3,
23.6,
24.5,
24.8,
24.8,
24.6,
24.2,
23.6,
22.4,
20.7,
18.7,
17.5,
16.6,
15.8,
14.7,
14.2,
13.6,
13.1,
12.8,
12.5,
14.5,
17.1,
19.2,
20.8,
22.4,
23.6,
24.6,
24.9,
24.9,
24.6,
24.2,
23.6,
22.5,
20.7,
18.8,
17.7,
16.7,
15.9,
14.8,
14.3,
13.7,
13.2,
12.9,
12.6,
14.6,
17.2,
19.3,
21,
22.5,
23.7,
24.8,
25.1,
25.1,
24.8,
24.4,
23.8,
22.7,
20.9,
18.9,
17.8,
16.9,
16.1,
14.9,
14.5,
13.9,
13.3,
13.1,
12.8,
14.8,
17.5,
19.6,
21.3,
22.8,
24,
25.1,
25.3,
25.3,
25.1,
24.7,
24.1,
22.9,
21.2,
19.1,
18.1,
17.1,
16.2,
15.1,
14.7,
14.1,
13.6,
13.3,
13,
15,
17.7,
19.8,
21.5,
23.1,
24.3,
25.3,
25.6,
25.6,
25.4,
24.9,
24.3,
23.2,
21.4,
19.4,
18.3,
17.3,
16.5,
15.4,
14.9,
14.3,
13.7,
13.4,
13.2,
15.2,
17.9,
20,
21.7,
23.2,
24.4,
25.5,
25.8,
25.8,
25.6,
25.2,
24.6,
23.4,
21.6,
19.7,
18.6,
17.6,
16.7,
15.6,
15.1,
14.6,
13.9,
13.7,
13.3,
15.3,
18.1,
20.2,
21.9,
23.4,
24.7,
25.8,
26.1,
26.2,
25.9,
25.5,
24.8,
23.7,
21.9,
19.9,
18.8,
17.8,
17,
15.9,
15.4,
14.7,
14.1,
13.8,
13.5,
15.6,
18.3,
20.4,
22.2,
23.7,
25,
26.1,
26.4,
26.4,
26.2,
25.8,
25.1,
23.9,
22.1,
20.1,
18.9,
18,
17.2,
16.1,
15.5,
14.9,
14.3,
13.9,
13.7,
15.7,
18.6,
20.7,
22.4,
24,
25.2,
26.3,
26.6,
26.6,
26.4,
25.9,
25.2,
24.1,
22.2,
20.2,
19.1,
18.2,
17.3,
16.3,
15.7,
15.1,
14.4,
14.1,
13.8,
15.8,
18.7,
20.8,
22.5,
24.1,
25.3,
26.4,
26.7,
26.7,
26.5,
26,
25.3,
24.2,
22.3,
20.3,
19.2,
18.2,
17.4,
16.4,
15.8,
15.2,
14.5,
14.2,
13.9,
15.9,
18.8,
20.9,
22.7,
24.3,
25.4,
26.4,
26.7,
26.8,
26.6,
26.1,
25.4,
24.2,
22.4,
20.4,
19.2,
18.3,
17.5,
16.5,
15.9,
15.3,
14.6,
14.2,
14,
15.9,
18.8,
21.1,
22.8,
24.4,
25.7,
26.6,
27,
27,
26.9,
26.4,
25.6,
24.4,
22.7,
20.6,
19.4,
18.5,
17.7,
16.7,
16.1,
15.4,
14.7,
14.3,
14.1,
16.1,
18.9,
21.2,
23,
24.6,
25.8,
26.8,
27.2,
27.2,
27,
26.5,
25.7,
24.6,
22.8,
20.8,
19.6,
18.7,
17.8,
16.9,
16.2,
15.6,
14.8,
14.4,
14.2,
16.2,
19.1,
21.3,
23.1,
24.7,
25.9,
26.9,
27.2,
27.2,
26.9,
26.5,
25.7,
24.6,
22.8,
20.8,
19.6,
18.7,
17.9,
17.1,
16.3,
15.7,
14.9,
14.6,
14.3,
16.3,
19.1,
21.3,
23.2,
24.8,
26,
26.9,
27.2,
27.2,
26.9,
26.5,
25.7,
24.6,
22.8,
20.9,
19.7,
18.7,
17.9,
17.2,
16.3,
15.7,
15,
14.6,
14.4,
16.4,
19.2,
21.4,
23.2,
24.8,
26.1,
27,
27.3,
27.3,
27.1,
26.6,
25.8,
24.8,
22.9,
20.9,
19.7,
18.8,
18,
17.2,
16.4,
15.8,
15.1,
14.7,
14.4,
16.4,
19.3,
21.6,
23.4,
25.1,
26.3,
27.1,
27.5,
27.6,
27.3,
26.8,
25.9,
24.9,
23.1,
21.1,
19.9,
18.9,
18.1,
17.3,
16.5,
15.8,
15.2,
14.8,
14.6,
16.5,
19.4,
21.6,
23.4,
25.1,
26.3,
27.2,
27.6,
27.5,
27.3,
26.7,
25.9,
24.9,
23.1,
21.1,
19.9,
18.9,
18.1,
17.3,
16.5,
15.9,
15.2,
14.8,
14.6,
16.6,
19.4,
21.7,
23.5,
25.2,
26.4,
27.3,
27.6,
27.6,
27.3,
26.8,
26,
24.9,
23.1,
21.1,
19.9,
19,
18.2,
17.4,
16.6,
15.9,
15.2,
14.8,
14.6,
16.6,
19.5,
21.8,
23.6,
25.3,
26.5,
27.3,
27.7,
27.7,
27.4,
26.8,
26.1,
25,
23.1,
21.1,
20,
19.1,
18.2
] |
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17.4,
16.6,
15.9,
15.3,
14.8,
14.7,
16.7,
19.6,
21.9,
23.8,
25.4,
26.7,
27.5,
27.8,
27.8,
27.5,
26.8,
26.1,
24.9,
23.1,
21.2,
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18.2,
17.4,
16.6,
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15.3,
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14.7,
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22,
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27.4,
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25.9,
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20,
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18.3,
17.4,
16.7,
16.1,
15.4,
15,
14.8,
16.8,
19.7,
22,
23.8,
25.4,
26.7,
27.5,
27.8,
27.8,
27.4,
26.7,
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23.1,
21.2,
20.1,
19.1,
18.3
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: -23.21%",
"予測される変化率: [カラム_0] 予測される変化率: 5.17%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.22倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 4個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の6番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: -23.21%",
"Forecasted change rate: [column_0] Forecasted change rate: 5.17%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.22 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 4",
"First turning point: [column_0] First turning point: at data point 6 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
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[
"0"
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{
"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: 21.86%",
"予測される変化率: [カラム_0] 予測される変化率: -19.88%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.21倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 29個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 21.86%",
"Forecasted change rate: [column_0] Forecasted change rate: -19.88%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.21 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 29",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 36 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 36.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 128 | 96 |
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{
"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: -34.78%",
"予測される変化率: [カラム_0] 予測される変化率: 110.71%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.47倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 43個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の4番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -34.78%",
"Forecasted change rate: [column_0] Forecasted change rate: 110.71%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.47 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 43",
"First turning point: [column_0] First turning point: at data point 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 58 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 60 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is 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 60."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 128 | 96 |
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[
"0"
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{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: -7.55%",
"予測される変化率: [カラム_0] 予測される変化率: 14.81%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.46倍)",
"トレンド: [カラム_0] トレンドの継続: 横ばいの傾向が続く",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 38個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: stable",
"Historical change rate: [column_0] Historical change rate: -7.55%",
"Forecasted change rate: [column_0] Forecasted change rate: 14.81%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.46 times the mean)",
"Trend: [column_0] Trend continuation: stable trend continues",
"Turning points: [column_0] Turning points in forecast period: 38",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 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 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 does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 64."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
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[
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{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -33.39%",
"予測される変化率: [カラム_0] 予測される変化率: 10.32%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.21倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 10個",
"最初のターニングポイント: [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: -33.39%",
"Forecasted change rate: [column_0] Forecasted change rate: 10.32%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.21 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 10",
"First turning point: [column_0] First turning point: at data point 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear 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 not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
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[
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{
"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: 2687.10%",
"予測される変化率: [カラム_0] 予測される変化率: -56.62%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.14倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 36個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 2687.10%",
"Forecasted change rate: [column_0] Forecasted change rate: -56.62%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.14 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 36",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 38 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 38.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
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[
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{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -65.55%",
"予測される変化率: [カラム_0] 予測される変化率: -82.74%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.69倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 30個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -65.55%",
"Forecasted change rate: [column_0] Forecasted change rate: -82.74%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.69 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 30",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データ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
|
m4_hourly_dataset.tsf
| 512 | 96 |
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[
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{
"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: 526.09%",
"予測される変化率: [カラム_0] 予測される変化率: -80.69%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.72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: 40個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 526.09%",
"Forecasted change rate: [column_0] Forecasted change rate: -80.69%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.72 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 40",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 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
|
m4_hourly_dataset.tsf
| 512 | 96 |
[
12.2,
11.7,
11.2,
10.7,
10.5,
10.2,
10.1,
11.2,
13.6,
15.9,
17.8,
19.3,
20.4,
21.2,
21.7,
21.9,
21.7,
20.9,
19.3,
16.8,
15.3,
14.4,
13.6,
12.9,
12.3,
11.8,
11.4,
10.9,
10.7,
10.4,
10.3,
11.4,
13.8,
16.1,
17.9,
19.4,
20.5,
21.3,
21.8,
22,
21.7,
21,
19.4,
16.9,
15.5,
14.6,
13.8,
13.1,
12.6,
12.1,
11.6,
11.2,
11,
10.8,
10.6,
11.8,
13.9,
16.2,
18,
19.4,
20.5,
21.4,
21.8,
22,
21.7,
21,
19.4,
17,
15.6,
14.6,
13.8,
13.2,
12.6,
12.2,
11.7,
11.3,
11.1,
10.8,
10.7,
11.9,
14.1,
16.2,
18.1,
19.4,
20.6,
21.4,
21.8,
22,
21.7,
20.9,
19.4,
17.1,
15.6,
14.7,
13.8,
13.2,
12.6,
12.2,
11.7,
11.3,
11.1,
10.9,
10.8,
12,
14.2,
16.4,
18.3,
19.7,
20.7,
21.6,
22,
22.2,
21.9,
21.2,
19.6,
17.2,
15.7,
14.8,
13.9,
13.3,
12.7,
12.3,
11.8,
11.4,
11.2,
10.9,
10.8,
12.1,
14.3,
16.6,
18.4,
19.8,
20.9,
21.7,
22.1,
22.3,
22,
21.2,
19.7,
17.3,
15.8,
14.8,
14,
13.4,
12.8,
12.3,
11.9,
11.5,
11.3,
11,
10.9,
12.2,
14.4,
16.7,
18.5,
19.9,
20.9,
21.7,
22.2,
22.3,
22.1,
21.3,
19.8,
17.3,
15.8,
14.8,
14,
13.4,
12.8,
12.3,
11.9,
11.5,
11.3,
11.1,
10.9,
12.3,
14.6,
16.9,
18.7,
20.1,
21.1,
21.9,
22.4,
22.5,
22.3,
21.6,
20,
17.4,
15.9,
14.9,
14.1,
13.4,
12.8,
12.4,
11.9,
11.6,
11.3,
11.1,
11,
12.4,
14.7,
17.1,
18.8,
20.2,
21.3,
22.1,
22.6,
22.7,
22.4,
21.7,
20.1,
17.6,
15.9,
15,
14.2,
13.5,
12.9,
12.4,
12.1,
11.6,
11.4,
11.2,
11.1,
12.6,
14.9,
17.2,
18.9,
20.3,
21.4,
22.2,
22.7,
22.8,
22.5,
21.8,
20.2,
17.6,
16,
15.1,
14.2,
13.6,
12.9,
12.5,
12.1,
11.7,
11.4,
11.2,
11.1,
12.7,
15.1,
17.4,
19.1,
20.4,
21.5,
22.3,
22.8,
22.9,
22.7,
21.9,
20.4,
17.8,
16.2,
15.2,
14.3,
13.7,
13.1,
12.6,
12.2,
11.8,
11.6,
11.3,
11.2,
12.8,
15.2,
17.5,
19.3,
20.6,
21.6,
22.4,
22.9,
23.1,
22.8,
22.1,
20.5,
17.8,
16.2,
15.3,
14.4,
13.7,
13.2,
12.6,
12.2,
11.8,
11.6,
11.3,
11.2,
12.8,
15.3,
17.6,
19.4,
20.7,
21.7,
22.6,
23,
23.2,
22.9,
22.2,
20.6,
17.9,
16.2,
15.3,
14.4,
13.7,
13.2,
12.6,
12.2,
11.8,
11.6,
11.3,
11.3,
12.9,
15.4,
17.8,
19.5,
20.9,
21.9,
22.8,
23.2,
23.4,
23.1,
22.4,
20.8,
18.1,
16.3,
15.4,
14.6,
13.9,
13.3,
12.8,
12.4,
12,
11.7,
11.5,
11.5,
13.2,
15.7,
18,
19.8,
21.1,
22.1,
22.9,
23.4,
23.6,
23.4,
22.6,
21,
18.2,
16.5,
15.6,
14.7,
14.1,
13.5,
13,
12.6,
12.2,
11.9,
11.7,
11.7,
13.4,
15.9,
18.3,
20.1,
21.4,
22.4,
23.2,
23.7,
23.8,
23.6,
22.9,
21.2,
18.4,
16.7,
15.8,
14.9,
14.3,
13.7,
13.2,
12.8,
12.4,
12.1,
11.9,
11.9,
13.7,
16.2,
18.5,
20.3,
21.6,
22.6,
23.4,
23.8,
23.9,
23.7,
22.9,
21.3,
18.6,
16.8,
15.9,
15.1,
14.4,
13.8,
13.3,
12.9,
12.5,
12.2,
11.9,
12,
13.8,
16.3,
18.7,
20.5,
21.8,
22.8,
23.6,
23.9,
24.1,
23.9,
23.1,
21.5,
18.7,
16.9,
16,
15.2,
14.5,
14,
13.4,
13,
12.7,
12.4,
12.2,
12.2,
14,
16.6,
18.9,
20.7,
22.1,
23,
23.8,
24.2,
24.3,
24.1,
23.3,
21.7,
18.9,
17.1,
16.2,
15.4,
14.7,
14.2,
13.6,
13.2,
12.9,
12.6,
12.3,
12.4,
14.2,
16.8,
19.1,
20.8,
22.2,
23.1,
23.9,
24.3,
24.4,
24.2,
23.4,
21.8,
19,
17.2,
16.3,
15.4,
14.8,
14.2,
13.7,
13.3,
13,
12.7,
12.6,
12.6,
14.4,
16.9,
19.2,
20.9,
22.2,
23.2,
23.9,
24.3,
24.4,
24.3,
23.5,
21.9,
19.1,
17.3,
16.4,
15.6,
14.8,
14.3,
13.8,
13.4,
13.1,
12.8,
12.6,
12.7,
14.6
] |
[
17.1,
19.3,
21.1,
22.4,
23.3,
24.1,
24.5,
24.6,
24.4,
23.7,
22.1,
19.2,
17.4,
16.4,
15.7,
15,
14.4,
13.9,
13.5,
13.2,
12.9,
12.7,
12.8,
14.7,
17.3,
19.6,
21.2,
22.5,
23.4,
24.2,
24.6,
24.7,
24.5,
23.8,
22.2,
19.3,
17.6,
16.6,
15.7,
15.1,
14.5,
13.9,
13.6,
13.2,
13,
12.8,
12.9,
14.9,
17.4,
19.7,
21.4,
22.7,
23.6,
24.3,
24.7,
24.8,
24.7,
23.9,
22.3,
19.4,
17.7,
16.7,
15.9,
15.2,
14.7,
14.1,
13.8,
13.4,
13.2,
12.9,
13.2,
15.1,
17.7,
19.9,
21.6,
22.8,
23.8,
24.5,
24.9,
25,
24.8,
24.1,
22.5,
19.7,
17.9,
16.9,
16.1,
15.4,
14.9,
14.4,
14.1,
13.7,
13.5,
13.3,
13.5,
15.4
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 19.67%",
"予測される変化率: [カラム_0] 予測される変化率: -9.94%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.26倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 8個",
"最初のターニングポイント: [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: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 19.67%",
"Forecasted change rate: [column_0] Forecasted change rate: -9.94%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.26 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 8",
"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 58 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 58.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 256 | 96 |
[
17.9,
20.1,
21.8,
23,
23.9,
24.7,
25,
25.2,
25,
24.2,
22.7,
19.9,
18.1,
17.1,
16.3,
15.7,
15.2,
14.7,
14.3,
14,
13.8,
13.6,
13.8,
15.7,
18.1,
20.2,
21.9,
23.1,
24.1,
24.7,
25.1,
25.3,
25.1,
24.3,
22.8,
20,
18.3,
17.3,
16.6,
15.9,
15.4,
14.9,
14.6,
14.3,
14.1,
13.8,
14.1,
15.9,
18.3,
20.4,
22,
23.2,
24.1,
24.8,
25.2,
25.3,
25.1,
24.4,
22.8,
20.1,
18.4,
17.4,
16.7,
16.1,
15.6,
15.1,
14.7,
14.4,
14.2,
13.9,
14.2,
16.1,
18.5,
20.6,
22.1,
23.3,
24.2,
24.8,
25.2,
25.3,
25.1,
24.4,
22.9,
20.2,
18.5,
17.4,
16.7,
16.1,
15.6,
15.1,
14.7,
14.4,
14.2,
14,
14.3,
16.2,
18.6,
20.7,
22.2,
23.4,
24.3,
24.9,
25.3,
25.4,
25.2,
24.5,
23.1,
20.3,
18.6,
17.6,
16.8,
16.2,
15.7,
15.2,
14.9,
14.6,
14.4,
14.1,
14.4,
16.3,
18.7,
20.8,
22.4,
23.5,
24.4,
25,
25.4,
25.5,
25.3,
24.6,
23.2,
20.4,
18.7,
17.7,
17,
16.4,
15.9,
15.4,
15.1,
14.7,
14.6,
14.3,
14.6,
16.5,
18.9,
21,
22.6,
23.7,
24.6,
25.2,
25.6,
25.7,
25.5,
24.8,
23.4,
20.6,
18.9,
17.8,
17.1,
16.6,
16.1,
15.6,
15.2,
14.9,
14.7,
14.4,
14.8,
16.7,
19.1,
21.2,
22.7,
23.9,
24.8,
25.4,
25.8,
25.9,
25.7,
25,
23.6,
20.8,
19.1,
18,
17.3,
16.7,
16.2,
15.7,
15.3,
15.1,
14.8,
14.7,
15,
16.9,
19.3,
21.4,
22.9,
24.1,
24.9,
25.6,
25.9,
26.1,
25.9,
25.2,
23.8,
21,
19.3,
18.2,
17.5,
16.9,
16.4,
15.9,
15.6,
15.3,
15.1,
14.9,
15.2,
17.2,
19.6,
21.6,
23.1,
24.2,
25.1,
25.7,
26.1,
26.2,
26,
25.3,
23.9,
21.1,
19.4,
18.4,
17.7,
17.1,
16.6,
16.1,
15.8,
15.4,
15.2,
15,
15.4,
17.3,
19.7,
21.8,
23.3,
24.4,
25.2,
25.8,
26.2,
26.4,
26.1,
25.4,
24.1,
21.3,
19.6,
18.5,
17.8,
17.3
] |
[
16.8,
16.3,
15.9,
15.7,
15.4,
15.2,
15.6,
17.5,
19.9,
21.9,
23.4,
24.6,
25.4,
26,
26.3,
26.4,
26.2,
25.5,
24.2,
21.4,
19.7,
18.6,
17.9,
17.4,
16.9,
16.4,
16.1,
15.8,
15.6,
15.4,
15.7,
17.7,
20.1,
22.1,
23.6,
24.7,
25.6,
26.1,
26.4,
26.6,
26.3,
25.6,
24.3,
21.6,
19.9,
18.8,
18.2,
17.6,
17.1,
16.7,
16.3,
16,
15.7,
15.5,
15.9,
17.8,
20.2,
22.3,
23.8,
24.9,
25.7,
26.3,
26.7,
26.7,
26.4,
25.8,
24.4,
21.8,
20,
18.9,
18.3,
17.7,
17.2,
16.8,
16.4,
16.1,
15.8,
15.7,
16.1,
18,
20.4,
22.4,
23.9,
25.1,
25.9,
26.5,
26.8,
26.9,
26.7,
25.9,
24.6,
21.9,
20.2,
19.1,
18.4,
17.8
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: -3.35%",
"予測される変化率: [カラム_0] 予測される変化率: 5.95%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.21倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 7個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の6番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: -3.35%",
"Forecasted change rate: [column_0] Forecasted change rate: 5.95%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.21 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 7",
"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] ラグ 94 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 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 strong at lag 94.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 94."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
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12,
15,
15,
16,
16,
17,
40,
35,
45,
54,
39,
49,
50,
48,
49,
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56,
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48,
38,
24,
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88,
90,
60,
42,
39,
34,
24,
19,
19,
21,
17,
17,
18,
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"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 333.33%",
"予測される変化率: [カラム_0] 予測される変化率: 23.68%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.51倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 40個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 333.33%",
"Forecasted change rate: [column_0] Forecasted change rate: 23.68%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.51 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 40",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 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
|
m4_hourly_dataset.tsf
| 256 | 96 |
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"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: 1384.21%",
"予測される変化率: [カラム_0] 予測される変化率: 2.29%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.75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: 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: 1384.21%",
"Forecasted change rate: [column_0] Forecasted change rate: 2.29%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.75 times the mean)",
"Trend: [column_0] Trend continuation: upward trend continues",
"Turning points: [column_0] Turning points in forecast period: 24",
"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 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 90 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear 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 strong at lag 90.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 128 | 96 |
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{
"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: -74.84%",
"予測される変化率: [カラム_0] 予測される変化率: -22.95%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.72倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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3番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -74.84%",
"Forecasted change rate: [column_0] Forecasted change rate: -22.95%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.72 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 18",
"First turning point: [column_0] First turning point: at data point 3 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 64 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 64."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
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[
"0"
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"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: 310.34%",
"予測される変化率: [カラム_0] 予測される変化率: 35.11%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.69倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 310.34%",
"Forecasted change rate: [column_0] Forecasted change rate: 35.11%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.69 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 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] 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 74 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is 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 74."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 256 | 96 |
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"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 37.04%",
"予測される変化率: [カラム_0] 予測される変化率: 0.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.33倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 45個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 37.04%",
"Forecasted change rate: [column_0] Forecasted change rate: 0.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.33 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 45",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 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 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 36.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 94."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
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{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 7.32%",
"予測される変化率: [カラム_0] 予測される変化率: 51.72%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.35倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 47個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 7.32%",
"Forecasted change rate: [column_0] Forecasted change rate: 51.72%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.35 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 47",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 30 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 30.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
[
12.7,
12.1,
11.4,
10.9,
10.5,
10.1,
10.7,
12.3,
14,
15.6,
16.9,
18.2,
19.1,
19.9,
20.4,
20.7,
20.7,
20.4,
20.1,
19.1,
17.3,
15.6,
14.5,
13.7,
12.9,
12.2,
11.6,
11.1,
10.7,
10.2,
10.9,
12.5,
14.2,
15.8,
17.2,
18.4,
19.3,
20.1,
20.6,
20.8,
20.9,
20.7,
20.2,
19.2,
17.4,
15.7,
14.7,
13.9,
13.1,
12.4,
11.8,
11.2,
10.8,
10.4,
11.1,
12.7,
14.4,
15.9,
17.4,
18.6,
19.5,
20.3,
20.8,
21,
21.1,
20.8,
20.3,
19.3,
17.6,
15.8,
14.8,
14,
13.2,
12.6,
11.9,
11.4,
11,
10.6,
11.3,
12.8,
14.5,
16,
17.4,
18.6,
19.5,
20.2,
20.7,
20.9,
21,
20.8,
20.3,
19.3,
17.6,
15.9,
14.8,
14,
13.3,
12.6,
12,
11.4,
11,
10.6,
11.4,
12.9,
14.6,
16.2,
17.6,
18.8,
19.7,
20.4,
20.9,
21.1,
21.2,
20.9,
20.4,
19.5,
17.8,
16.1,
15.1,
14.2,
13.4,
12.7,
12.2,
11.6,
11.2,
10.8,
11.6,
13.2,
14.8,
16.4,
17.8,
18.9,
19.9,
20.6,
21.1,
21.2,
21.3,
21.1,
20.6,
19.6,
17.9,
16.2,
15.2,
14.3,
13.6,
12.9,
12.3,
11.8,
11.3,
11,
11.8,
13.3,
15,
16.6,
17.9,
19.1,
19.9,
20.7,
21.1,
21.3,
21.4,
21.2,
20.7,
19.7,
18,
16.3,
15.3,
14.5,
13.7,
13.1,
12.5,
11.9,
11.5,
11.2,
11.9,
13.5,
15.2,
16.8,
18.2,
19.3,
20.1,
20.8,
21.3,
21.5,
21.6,
21.3,
20.8,
19.9,
18.2,
16.6,
15.5,
14.7,
13.9,
13.3,
12.7,
12.2,
11.7,
11.4,
12.2,
13.8,
15.5,
17.1,
18.4,
19.5,
20.4,
21.1,
21.5,
21.7,
21.7,
21.6,
21,
20.1,
18.4,
16.7,
15.7,
14.8,
14.1,
13.4,
12.9,
12.3,
11.9,
11.6,
12.4,
13.9,
15.7,
17.2,
18.6,
19.7,
20.6,
21.3,
21.7,
21.9,
21.9,
21.8,
21.2,
20.3,
18.6,
16.9,
15.9,
15.1,
14.3,
13.6,
13.1,
12.5,
12.1,
11.8,
12.6,
14.2,
15.9,
17.4,
18.8,
19.9,
20.8,
21.5,
21.9,
22.2,
22.2,
22.1,
21.5,
20.6,
18.9,
17.2,
16.1,
15.3,
14.6,
13.9,
13.3,
12.8,
12.3,
12,
12.8,
14.4,
16.1,
17.6,
18.9,
20.1,
21,
21.7,
22.2,
22.4,
22.4,
22.3,
21.7,
20.7,
19.1,
17.4,
16.3,
15.5,
14.8,
14.1,
13.6,
13,
12.6,
12.2,
13.1,
14.6,
16.3,
17.8,
19.1,
20.2,
21.2,
21.8,
22.3,
22.5,
22.6,
22.4,
21.8,
20.9,
19.2,
17.6,
16.5,
15.6,
15,
14.2,
13.7,
13.1,
12.7,
12.4,
13.2,
14.8,
16.4,
17.9,
19.3,
20.3,
21.2,
21.9,
22.3,
22.6,
22.6,
22.4,
21.9,
20.9,
19.3,
17.6,
16.6,
15.7,
15.1,
14.3,
13.7,
13.2,
12.8,
12.4,
13.3,
14.9,
16.6,
18.1,
19.3,
20.4,
21.2,
21.9,
22.4,
22.6,
22.7,
22.5,
21.9,
21,
19.4,
17.7,
16.6,
15.8,
15.2,
14.4,
13.8,
13.3,
12.9,
12.6,
13.4,
15,
16.6,
18.2,
19.4,
20.5,
21.3,
22,
22.4,
22.7,
22.7,
22.6,
22,
21.1,
19.4,
17.8,
16.7,
15.9,
15.3,
14.6,
14,
13.4,
13,
12.7,
13.6,
15.1,
16.7,
18.2,
19.4,
20.5,
21.3,
22,
22.4,
22.7,
22.7,
22.6,
22,
21.1,
19.5,
17.8,
16.7,
15.9,
15.3,
14.6,
14.1,
13.5,
13.1,
12.8,
13.7,
15.2,
16.8,
18.3,
19.5,
20.6,
21.4,
22.1,
22.5,
22.8,
22.8,
22.7,
22.1,
21.2,
19.6,
18.1,
16.9,
16.1,
15.5,
14.8,
14.3,
13.8,
13.3,
13,
13.9,
15.4,
17,
18.5,
19.7,
20.8,
21.7,
22.3,
22.8,
23,
23.1,
22.9,
22.4,
21.4,
19.9,
18.3,
17.2,
16.4,
15.8,
15.1,
14.6,
14,
13.6,
13.2,
14.1,
15.7,
17.2,
18.7,
19.9,
20.9,
21.8,
22.6,
22.9,
23.2,
23.2,
23,
22.5,
21.6,
20,
18.4,
17.3,
16.5,
15.9,
15.2,
14.7,
14.2,
13.7,
13.4,
14.3,
15.8,
17.3,
18.8,
20,
21.1,
21.9,
22.7,
23.1,
23.3,
23.3,
23.2,
22.7,
21.7,
20.2,
18.6,
17.5,
16.7,
16.1,
15.4,
14.9,
14.4,
13.9,
13.6,
14.5,
16
] |
[
17.6,
19,
20.2,
21.3,
22.2,
22.9,
23.3,
23.6,
23.6,
23.4,
22.9,
22,
20.4,
18.9,
17.7,
16.9,
16.3,
15.7,
15.1,
14.6,
14.2,
13.8,
14.7,
16.2,
17.7,
19.2,
20.3,
21.4,
22.3,
23,
23.4,
23.7,
23.7,
23.6,
23,
22.1,
20.6,
19,
17.8,
17,
16.4,
15.7,
15.2,
14.7,
14.2,
13.9,
14.8,
16.3,
17.8,
19.3,
20.5,
21.6,
22.5,
23.2,
23.6,
23.9,
23.9,
23.7,
23.2,
22.3,
20.8,
19.2,
18,
17.2,
16.6,
16,
15.4,
14.9,
14.4,
14.2,
15.1,
16.5,
18.1,
19.5,
20.7,
21.8,
22.7,
23.4,
23.8,
24.1,
24.1,
23.9,
23.4,
22.5,
21,
19.4,
18.2,
17.4,
16.8,
16.2,
15.6,
15.1,
14.6,
14.3,
15.2,
16.7
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 25.98%",
"予測される変化率: [カラム_0] 予測される変化率: -5.11%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.21倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 4個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の22番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 25.98%",
"Forecasted change rate: [column_0] Forecasted change rate: -5.11%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.21 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 4",
"First turning point: [column_0] First turning point: at data point 22 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 40 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 40.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 256 | 96 |
[
18.2,
19.7,
20.9,
21.9,
22.8,
23.5,
24,
24.2,
24.2,
24.1,
23.6,
22.7,
21.1,
19.5,
18.3,
17.6,
16.9,
16.3,
15.7,
15.2,
14.8,
14.5,
15.4,
16.8,
18.3,
19.8,
21.1,
22.1,
23,
23.7,
24.2,
24.4,
24.4,
24.2,
23.8,
22.8,
21.3,
19.6,
18.6,
17.7,
17.1,
16.5,
15.9,
15.4,
14.9,
14.7,
15.5,
17,
18.5,
19.9,
21.2,
22.3,
23.1,
23.8,
24.3,
24.5,
24.4,
24.3,
23.8,
22.9,
21.4,
19.7,
18.6,
17.8,
17.2,
16.6,
16,
15.5,
15.1,
14.8,
15.6,
17.1,
18.6,
20,
21.2,
22.3,
23.1,
23.8,
24.3,
24.6,
24.5,
24.3,
23.8,
22.9,
21.4,
19.7,
18.7,
17.9,
17.3,
16.7,
16.1,
15.6,
15.2,
14.9,
15.7,
17.2,
18.6,
20.1,
21.2,
22.3,
23.2,
23.9,
24.3,
24.6,
24.6,
24.3,
23.9,
23,
21.4,
19.8,
18.7,
17.9,
17.3,
16.7,
16.1,
15.6,
15.2,
14.9,
15.7,
17.2,
18.7,
20.1,
21.3,
22.4,
23.2,
23.9,
24.4,
24.7,
24.6,
24.4,
23.9,
23.1,
21.6,
19.8,
18.8,
18,
17.4,
16.8,
16.2,
15.8,
15.3,
15,
15.8,
17.3,
18.8,
20.2,
21.4,
22.6,
23.4,
24.1,
24.6,
24.8,
24.8,
24.7,
24.2,
23.3,
21.7,
20,
18.9,
18.2,
17.5,
16.9,
16.4,
15.9,
15.4,
15.2,
15.9,
17.4,
18.9,
20.3,
21.6,
22.7,
23.6,
24.3,
24.8,
25,
25,
24.8,
24.3,
23.4,
21.9,
20.2,
19.1,
18.3,
17.6,
17,
16.5,
16,
15.6,
15.2,
16.1,
17.5,
19.1,
20.4,
21.7,
22.8,
23.7,
24.4,
24.8,
25.1,
25.1,
24.9,
24.4,
23.6,
22,
20.3,
19.3,
18.4,
17.8,
17.1,
16.6,
16.2,
15.7,
15.4,
16.2,
17.6,
19.2,
20.6,
21.8,
23,
23.8,
24.5,
24.9,
25.2,
25.3,
25.1,
24.6,
23.7,
22.1,
20.4,
19.4,
18.6,
17.9,
17.3,
16.7,
16.3,
15.8,
15.5,
16.2,
17.7,
19.2,
20.7,
21.9,
23.1,
23.9,
24.6,
25,
25.3,
25.3,
25.1,
24.6,
23.8,
22.2,
20.4,
19.4,
18.6
] |
[
17.9,
17.3,
16.8,
16.3,
15.8,
15.6,
16.3,
17.8,
19.3,
20.8,
22,
23.1,
23.9,
24.7,
25.1,
25.3,
25.3,
25.2,
24.7,
23.8,
22.2,
20.4,
19.4,
18.6,
17.9,
17.3,
16.8,
16.3,
15.8,
15.5,
16.3,
17.8,
19.4,
20.8,
22.1,
23.2,
24.1,
24.8,
25.2,
25.4,
25.5,
25.3,
24.8,
23.9,
22.3,
20.6,
19.6,
18.7,
18.1,
17.4,
16.9,
16.4,
15.9,
15.6,
16.3,
17.8,
19.4,
20.8,
22.1,
23.3,
24.1,
24.8,
25.2,
25.5,
25.6,
25.4,
24.8,
23.9,
22.4,
20.6,
19.6,
18.7,
18.1,
17.5,
17,
16.5,
16,
15.7,
16.4,
17.9,
19.4,
20.9,
22.1,
23.3,
24.1,
24.8,
25.3,
25.6,
25.7,
25.4,
24.9,
24,
22.4,
20.7,
19.7,
18.8
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 2.20%",
"予測される変化率: [カラム_0] 予測される変化率: 5.03%",
"変動性: [カラム_0] 変動性: 中程度の変動 (標準偏差は平均値の0.17倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 7個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の6番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 2.20%",
"Forecasted change rate: [column_0] Forecasted change rate: 5.03%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.17 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 7",
"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] 自己相関は弱いです。",
"部分自己相関: [カラム_0] ラグ 94 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 94.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 94."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
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[
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{
"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: -32.77%",
"予測される変化率: [カラム_0] 予測される変化率: -5.41%",
"変動性: [カラム_0] 変動性: 中程度の変動 (標準偏差は平均値の0.16倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 13個",
"最初のターニングポイント: [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: -32.77%",
"Forecasted change rate: [column_0] Forecasted change rate: -5.41%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.16 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 13",
"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] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
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[
"0"
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{
"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: -26.87%",
"予測される変化率: [カラム_0] 予測される変化率: -17.31%",
"変動性: [カラム_0] 変動性: 中程度の変動 (標準偏差は平均値の0.18倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 29個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: -26.87%",
"Forecasted change rate: [column_0] Forecasted change rate: -17.31%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.18 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 29",
"First turning point: [column_0] First turning point: at data point 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] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
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[
"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: -88.17%",
"予測される変化率: [カラム_0] 予測される変化率: -3.23%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.70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8番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -88.17%",
"Forecasted change rate: [column_0] Forecasted change rate: -3.23%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.70 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 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 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
|
m4_hourly_dataset.tsf
| 512 | 96 |
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[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -31.06%",
"予測される変化率: [カラム_0] 予測される変化率: -9.61%",
"変動性: [カラム_0] 変動性: 中程度の変動 (標準偏差は平均値の0.19倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 10個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -31.06%",
"Forecasted change rate: [column_0] Forecasted change rate: -9.61%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.19 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 10",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
[
12.4,
12,
11.6,
11.2,
10.7,
10.3,
10.1,
10.6,
12.4,
14,
15.4,
16.6,
17.4,
18.1,
18.6,
18.8,
19,
18.8,
18.2,
16.9,
15.5,
14.6,
13.7,
13.1,
12.5,
12.2,
11.8,
11.3,
10.9,
10.4,
10.2,
10.8,
12.6,
14.2,
15.6,
16.8,
17.6,
18.3,
18.7,
19,
19.1,
18.9,
18.3,
17,
15.6,
14.7,
13.9,
13.2,
12.6,
12.3,
11.8,
11.4,
11,
10.6,
10.3,
10.9,
12.7,
14.3,
15.7,
16.8,
17.7,
18.3,
18.8,
19,
19.1,
18.9,
18.3,
17.1,
15.6,
14.7,
13.9,
13.2,
12.6,
12.3,
11.8,
11.4,
11,
10.6,
10.3,
11,
12.8,
14.4,
15.8,
16.9,
17.7,
18.4,
18.8,
19.1,
19.2,
19,
18.3,
17.1,
15.7,
14.8,
14,
13.3,
12.7,
12.3,
11.9,
11.4,
11.1,
10.7,
10.4,
11.1,
12.9,
14.6,
16,
17.1,
17.9,
18.6,
19.1,
19.3,
19.4,
19.2,
18.6,
17.3,
15.9,
14.9,
14.2,
13.4,
12.8,
12.5,
12.1,
11.6,
11.2,
10.9,
10.6,
11.3,
13.2,
14.8,
16.2,
17.3,
18.1,
18.8,
19.2,
19.5,
19.6,
19.4,
18.8,
17.6,
16.1,
15.2,
14.3,
13.7,
13.1,
12.7,
12.3,
11.8,
11.4,
11.1,
10.8,
11.6,
13.4,
15.1,
16.4,
17.6,
18.4,
19,
19.4,
19.7,
19.8,
19.6,
18.9,
17.7,
16.3,
15.3,
14.6,
13.9,
13.3,
12.9,
12.4,
12,
11.6,
11.3,
11,
11.8,
13.6,
15.2,
16.6,
17.7,
18.6,
19.3,
19.7,
20,
20.1,
19.8,
19.2,
18,
16.6,
15.6,
14.8,
14.2,
13.6,
13.1,
12.7,
12.3,
11.9,
11.6,
11.3,
12.1,
13.9,
15.6,
16.9,
18,
18.8,
19.5,
19.9,
20.2,
20.3,
20.1,
19.4,
18.2,
16.8,
15.8,
15.1,
14.4,
13.9,
13.3,
12.9,
12.5,
12.1,
11.7,
11.4,
12.3,
14.1,
15.7,
17.1,
18.2,
19,
19.7,
20.1,
20.4,
20.4,
20.2,
19.6,
18.4,
16.9,
15.9,
15.2,
14.6,
14.1,
13.5,
13.1,
12.7,
12.2,
11.9,
11.7,
12.5,
14.3,
15.9,
17.3,
18.3,
19.2,
19.8,
20.3,
20.6,
20.6,
20.3,
19.7,
18.6,
17.1,
16.1,
15.3,
14.7,
14.2,
13.7,
13.3,
12.8,
12.4,
12.1,
11.9,
12.8,
14.6,
16.2,
17.5,
18.6,
19.3,
20,
20.4,
20.7,
20.7,
20.5,
19.8,
18.7,
17.2,
16.3,
15.5,
14.9,
14.3,
13.8,
13.4,
13,
12.6,
12.3,
12.1,
12.9,
14.7,
16.3,
17.6,
18.7,
19.4,
20.1,
20.6,
20.8,
20.8,
20.6,
20,
18.8,
17.4,
16.4,
15.7,
15.1,
14.4,
14,
13.7,
13.2,
12.8,
12.5,
12.3,
13.2,
14.9,
16.5,
17.8,
18.8,
19.7,
20.2,
20.7,
21,
21,
20.8,
20.2,
19,
17.6,
16.6,
15.8,
15.2,
14.6,
14.1,
13.8,
13.4,
13,
12.6,
12.4,
13.3,
15.1,
16.7,
17.9,
18.9,
19.7,
20.3,
20.8,
21.1,
21.1,
20.8,
20.2,
19.1,
17.6,
16.6,
15.9,
15.2,
14.7,
14.2,
13.8,
13.4,
13.1,
12.7,
12.6,
13.5,
15.2,
16.8,
18.1,
19.1,
19.9,
20.5,
21,
21.2,
21.2,
20.9,
20.3,
19.2,
17.8,
16.8,
16,
15.4,
14.9,
14.3,
14,
13.6,
13.2,
12.8,
12.7,
13.7,
15.4,
17,
18.3,
19.3,
20.1,
20.7,
21.2,
21.4,
21.4,
21.2,
20.6,
19.5,
18,
17,
16.2,
15.6,
15.2,
14.5,
14.2,
13.8,
13.4,
13.1,
12.9,
13.9,
15.7,
17.2,
18.6,
19.5,
20.3,
20.9,
21.4,
21.6,
21.6,
21.4,
20.8,
19.7,
18.2,
17.2,
16.4,
15.8,
15.5,
14.7,
14.4,
14.1,
13.7,
13.3,
13.2,
14.1,
15.8,
17.4,
18.7,
19.7,
20.6,
21.1,
21.6,
21.8,
21.7,
21.5,
20.9,
19.8,
18.3,
17.3,
16.6,
15.9,
15.7,
14.9,
14.6,
14.2,
13.8,
13.4,
13.3,
14.3,
16,
17.6,
18.8,
19.8,
20.6,
21.2,
21.6,
21.8,
21.8,
21.6,
21,
19.9,
18.4,
17.4,
16.6,
16,
15.8,
14.9,
14.6,
14.2,
13.8,
13.5,
13.4,
14.4,
16.1,
17.7,
18.9,
19.9,
20.7,
21.3,
21.8,
21.9,
21.9,
21.7,
21.2,
20,
18.5,
17.5,
16.7,
16.1,
15.9,
15,
14.7,
14.3,
13.9,
13.6,
13.4,
14.5
] |
[
16.2,
17.8,
19,
20,
20.8,
21.4,
21.8,
22,
22,
21.8,
21.2,
20.1,
18.6,
17.6,
16.8,
16.2,
16,
15.1,
14.8,
14.3,
14,
13.6,
13.6,
14.7,
16.4,
17.9,
19.2,
20.2,
21,
21.6,
21.9,
22.1,
22.2,
21.9,
21.4,
20.3,
18.8,
17.7,
16.9,
16.3,
16.1,
15.2,
14.9,
14.4,
14.1,
13.7,
13.7,
14.8,
16.5,
18.1,
19.3,
20.3,
21.2,
21.7,
22.1,
22.3,
22.3,
22.1,
21.6,
20.4,
18.9,
17.9,
17.1,
16.4,
16.2,
15.4,
15,
14.6,
14.3,
13.9,
13.8,
14.9,
16.6,
18.2,
19.4,
20.4,
21.2,
21.8,
22.2,
22.4,
22.4,
22.2,
21.6,
20.6,
19,
18,
17.2,
16.6,
16.3,
15.5,
15.1,
14.7,
14.4,
14.1,
14,
15.1
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 16.94%",
"予測される変化率: [カラム_0] 予測される変化率: -6.79%",
"変動性: [カラム_0] 変動性: 中程度の変動 (標準偏差は平均値の0.20倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 3個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の33番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 16.94%",
"Forecasted change rate: [column_0] Forecasted change rate: -6.79%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.20 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 3",
"First turning point: [column_0] First turning point: at data point 33 of the forecast",
"Turning 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 34 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 34.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 256 | 96 |
[
16.7,
18.3,
19.5,
20.5,
21.3,
21.8,
22.2,
22.4,
22.4,
22.2,
21.7,
20.6,
19.1,
18.1,
17.3,
16.6,
16.4,
15.6,
15.2,
14.8,
14.4,
14.1,
14.1,
15.2,
16.8,
18.4,
19.6,
20.6,
21.4,
22,
22.4,
22.6,
22.6,
22.3,
21.8,
20.8,
19.3,
18.2,
17.4,
16.7,
16.5,
15.7,
15.3,
14.9,
14.6,
14.3,
14.2,
15.3,
17,
18.6,
19.8,
20.8,
21.6,
22.2,
22.6,
22.7,
22.7,
22.5,
22,
20.9,
19.4,
18.4,
17.6,
16.9,
16.6,
15.8,
15.4,
15,
14.7,
14.3,
14.3,
15.4,
17.2,
18.7,
19.9,
20.9,
21.7,
22.3,
22.7,
22.8,
22.8,
22.6,
22.1,
21.1,
19.6,
18.5,
17.7,
17,
16.7,
16,
15.6,
15.1,
14.8,
14.5,
14.4,
15.6,
17.3,
18.9,
20.2,
21.2,
21.9,
22.5,
22.9,
23.1,
23.1,
22.9,
22.3,
21.3,
19.8,
18.7,
17.9,
17.2,
16.8,
16.2,
15.8,
15.3,
15,
14.7,
14.7,
15.8,
17.6,
19.2,
20.4,
21.4,
22.1,
22.7,
23.1,
23.3,
23.3,
23.1,
22.5,
21.5,
19.9,
18.9,
18.1,
17.4,
16.9,
16.4,
16,
15.6,
15.2,
14.9,
14.9,
16.1,
17.8,
19.4,
20.6,
21.6,
22.3,
22.9,
23.3,
23.4,
23.4,
23.2,
22.7,
21.7,
20.2,
19.1,
18.3,
17.6,
17,
16.6,
16.1,
15.7,
15.3,
15.1,
15,
16.2,
18,
19.6,
20.8,
21.7,
22.5,
23.1,
23.6,
23.7,
23.7,
23.4,
22.9,
21.8,
20.3,
19.2,
18.5,
17.8,
17.1,
16.7,
16.3,
15.9,
15.6,
15.3,
15.2,
16.4,
18.2,
19.8,
20.9,
21.9,
22.6,
23.2,
23.7,
23.9,
23.9,
23.6,
23.1,
22.1,
20.6,
19.4,
18.7,
17.9,
17.2,
16.9,
16.4,
16.1,
15.7,
15.4,
15.4,
16.6,
18.3,
19.9,
21.1,
22,
22.7,
23.3,
23.8,
24,
24,
23.7,
23.2,
22.2,
20.7,
19.6,
18.8,
18.1,
17.2,
17,
16.6,
16.2,
15.8,
15.5,
15.5,
16.7,
18.4,
20,
21.2,
22.1,
22.9,
23.4,
23.9,
24.2,
24.2,
23.8,
23.3,
22.3,
20.8,
19.7,
18.9,
18.2
] |
[
17.4,
17.2,
16.8,
16.4,
16,
15.7,
15.7,
16.9,
18.6,
20.2,
21.4,
22.3,
23.1,
23.7,
24.2,
24.3,
24.3,
24,
23.4,
22.4,
20.9,
19.8,
19.1,
18.3,
17.5,
17.3,
16.9,
16.5,
16.2,
15.9,
15.8,
17.1,
18.8,
20.4,
21.6,
22.5,
23.2,
23.8,
24.3,
24.5,
24.5,
24.2,
23.6,
22.6,
21.1,
20,
19.2,
18.5,
17.6,
17.5,
17.1,
16.7,
16.4,
16.1,
16,
17.3,
19,
20.6,
21.8,
22.7,
23.4,
24,
24.5,
24.7,
24.6,
24.3,
23.8,
22.8,
21.3,
20.2,
19.4,
18.7,
17.8,
17.7,
17.3,
16.9,
16.6,
16.3,
16.2,
17.5,
19.2,
20.8,
22,
22.9,
23.7,
24.3,
24.7,
24.8,
24.8,
24.5,
23.9,
22.9,
21.5,
20.4,
19.6,
18.9
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 8.98%",
"予測される変化率: [カラム_0] 予測される変化率: 8.62%",
"変動性: [カラム_0] 変動性: 中程度の変動 (標準偏差は平均値の0.16倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 4個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の31番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 8.98%",
"Forecasted change rate: [column_0] Forecasted change rate: 8.62%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.16 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 4",
"First turning point: [column_0] First turning point: at data point 31 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 92 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 92."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
[
14.3,
14.2,
13.8,
13.6,
13.2,
13.1,
12.9,
12.9,
13.2,
14.7,
16.6,
18.2,
19.4,
20.1,
20.6,
20.7,
20.3,
19.5,
17.8,
16.8,
16.1,
15.6,
15.2,
14.8,
14.3,
14.1,
13.8,
13.5,
13.2,
13.1,
13,
12.9,
13.2,
14.7,
16.7,
18.3,
19.5,
20.2,
20.7,
20.8,
20.4,
19.6,
17.9,
16.8,
16.2,
15.7,
15.2,
14.8,
14.3,
14.2,
13.8,
13.5,
13.3,
13.1,
13,
12.9,
13.1,
14.7,
16.6,
18.2,
19.4,
20.1,
20.6,
20.7,
20.3,
19.4,
17.8,
16.8,
16.1,
15.6,
15.1,
14.7,
14.2,
14,
13.7,
13.4,
13.2,
12.9,
12.8,
12.7,
13,
14.6,
16.5,
18.1,
19.3,
20,
20.4,
20.6,
20.2,
19.3,
17.7,
16.6,
15.9,
15.4,
15,
14.6,
14,
13.9,
13.6,
13.2,
13,
12.8,
12.7,
12.6,
12.8,
14.4,
16.3,
17.9,
19.2,
19.9,
20.3,
20.4,
20,
19.2,
17.6,
16.5,
15.8,
15.3,
14.9,
14.5,
13.8,
13.8,
13.4,
13.1,
12.9,
12.7,
12.6,
12.4,
12.7,
14.3,
16.2,
17.8,
19,
19.7,
20.1,
20.2,
19.8,
19.1,
17.4,
16.3,
15.6,
15.1,
14.7,
14.3,
13.7,
13.6,
13.3,
12.9,
12.7,
12.5,
12.3,
12.3,
12.5,
14.1,
16,
17.6,
18.8,
19.6,
19.9,
20.1,
19.7,
18.9,
17.3,
16.1,
15.4,
14.9,
14.5,
14.1,
13.6,
13.4,
13.1,
12.7,
12.4,
12.3,
12.1,
12.1,
12.3,
13.9,
15.9,
17.5,
18.7,
19.5,
19.9,
20,
19.6,
18.8,
17.2,
16,
15.3,
14.7,
14.3,
13.9,
13.4,
13.2,
12.9,
12.6,
12.3,
12.1,
12,
11.9,
12.2,
13.8,
15.7,
17.4,
18.6,
19.4,
19.8,
19.9,
19.5,
18.7,
17.1,
15.9,
15.1,
14.6,
14.2,
13.8,
13.2,
13.1,
12.8,
12.4,
12.2,
12,
11.9,
11.8,
12.1,
13.8,
15.7,
17.3,
18.6,
19.3,
19.8,
19.8,
19.5,
18.7,
17.1,
15.8,
15.1,
14.5,
14.2,
13.7,
13.2,
13.1,
12.7,
12.4,
12.2,
12,
11.9,
11.8,
12.1,
13.8,
15.8,
17.4,
18.7,
19.4,
19.8,
19.9,
19.6,
18.8,
17.1,
15.9,
15.2,
14.6,
14.2,
13.8,
13.3,
13.1,
12.8,
12.5,
12.3,
12.1,
11.9,
11.8,
12.2,
13.9,
15.8,
17.4,
18.7,
19.5,
19.9,
19.9,
19.6,
18.8,
17.2,
15.9,
15.2,
14.6,
14.2,
13.8,
13.3,
13.1,
12.7,
12.5,
12.2,
12,
11.9,
11.8,
12.1,
13.8,
15.7,
17.3,
18.6,
19.3,
19.7,
19.8,
19.4,
18.7,
17,
15.8,
15,
14.4,
14.1,
13.7,
13.2,
13,
12.7,
12.4,
12.1,
11.9,
11.8,
11.7,
12,
13.7,
15.6,
17.2,
18.5,
19.3,
19.7,
19.8,
19.4,
18.7,
17,
15.7,
14.9,
14.4,
14.1,
13.7,
13.1,
12.9,
12.6,
12.4,
12.1,
11.9,
11.8,
11.7,
12,
13.7,
15.6,
17.3,
18.5,
19.3,
19.7,
19.8,
19.4,
18.7,
17.1,
15.7,
15,
14.4,
14.1,
13.7,
13.1,
12.9,
12.7,
12.4,
12.2,
11.9,
11.8,
11.8,
12.1,
13.7,
15.6,
17.3,
18.5,
19.3,
19.7,
19.8,
19.4,
18.7,
17,
15.7,
15,
14.4,
14.1,
13.7,
13.1,
12.9,
12.7,
12.4,
12.1,
11.9,
11.8,
11.7,
12,
13.7,
15.5,
17.2,
18.4,
19.2,
19.7,
19.7,
19.4,
18.7,
17,
15.7,
14.9,
14.4,
14,
13.7,
13,
12.9,
12.6,
12.3,
12.1,
11.9,
11.8,
11.7,
12,
13.7,
15.5,
17.2,
18.4,
19.2,
19.6,
19.7,
19.4,
18.6,
17,
15.7,
14.9,
14.4,
14,
13.7,
13,
12.9,
12.6,
12.3,
12.1,
11.9,
11.7,
11.7,
12,
13.7,
15.6,
17.2,
18.4,
19.3,
19.7,
19.7,
19.4,
18.6,
17.1,
15.7,
14.9,
14.3,
13.9,
13.6,
13.1,
12.9,
12.6,
12.3,
12.1,
11.9,
11.8,
11.7,
12,
13.7,
15.6,
17.3,
18.5,
19.3,
19.7,
19.8,
19.5,
18.7,
17.2,
15.8,
14.9,
14.4,
14,
13.7,
13.1,
12.9,
12.7,
12.4,
12.1,
11.9,
11.8,
11.8,
12.1,
13.8,
15.8,
17.4,
18.7,
19.6,
20,
20.1,
19.7,
19,
17.4,
15.9,
15.2,
14.6,
14.2,
13.9,
13.3,
13.2,
12.9,
12.6,
12.3,
12.2,
12.1,
12
] |
[
12.3,
14.1,
16,
17.7,
18.8,
19.7,
20.1,
20.2,
19.9,
19.1,
17.6,
16.1,
15.3,
14.8,
14.4,
14.1,
13.6,
13.3,
13.1,
12.8,
12.5,
12.3,
12.2,
12.2,
12.4,
14.2,
16.1,
17.7,
18.9,
19.7,
20.1,
20.2,
19.9,
19.1,
17.6,
16.1,
15.3,
14.8,
14.4,
14.1,
13.6,
13.3,
13.1,
12.8,
12.5,
12.3,
12.2,
12.2,
12.6,
14.3,
16.2,
17.8,
19,
19.8,
20.2,
20.3,
20,
19.2,
17.7,
16.3,
15.5,
14.9,
14.6,
14.3,
13.8,
13.5,
13.3,
12.9,
12.7,
12.5,
12.4,
12.4,
12.7,
14.4,
16.3,
17.9,
19.2,
19.9,
20.3,
20.4,
20.1,
19.3,
17.9,
16.4,
15.7,
15.1,
14.7,
14.4,
13.9,
13.6,
13.4,
13.1,
12.8,
12.6,
12.5,
12.4
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: -16.08%",
"予測される変化率: [カラム_0] 予測される変化率: 0.81%",
"変動性: [カラム_0] 変動性: 中程度の変動 (標準偏差は平均値の0.18倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 4個",
"最初のターニングポイント: [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: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: -16.08%",
"Forecasted change rate: [column_0] Forecasted change rate: 0.81%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.18 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 4",
"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] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
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] |
[
"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: -25.41%",
"予測される変化率: [カラム_0] 予測される変化率: -12.19%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.21倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 8個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -25.41%",
"Forecasted change rate: [column_0] Forecasted change rate: -12.19%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.21 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 8",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 58 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 58.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
[
12,
11.6,
11.1,
10.7,
10.4,
10.1,
10.3,
12.1,
13.8,
15.4,
16.7,
17.7,
18.5,
19.1,
19.6,
19.8,
19.8,
19.5,
19,
18,
16.2,
14.6,
13.6,
12.9,
12.2,
11.8,
11.3,
10.9,
10.6,
10.3,
10.6,
12.3,
14.1,
15.7,
17,
18,
18.9,
19.5,
19.9,
20.1,
20.2,
19.9,
19.3,
18.3,
16.6,
14.8,
13.9,
13.2,
12.4,
12.1,
11.6,
11.2,
10.9,
10.6,
10.9,
12.7,
14.4,
16,
17.3,
18.3,
19.2,
19.8,
20.2,
20.4,
20.4,
20.2,
19.6,
18.6,
16.9,
15.1,
14.1,
13.4,
12.5,
12.3,
11.8,
11.4,
11.1,
10.8,
11.1,
12.8,
14.7,
16.2,
17.6,
18.6,
19.4,
20,
20.4,
20.7,
20.7,
20.4,
19.9,
18.8,
17.1,
15.3,
14.3,
13.6,
12.7,
12.5,
11.9,
11.6,
11.2,
10.9,
11.3,
13.1,
14.9,
16.4,
17.8,
18.8,
19.7,
20.2,
20.7,
20.9,
20.9,
20.7,
20.1,
19.1,
17.3,
15.6,
14.6,
13.8,
12.8,
12.7,
12.2,
11.7,
11.4,
11.1,
11.5,
13.2,
15.1,
16.6,
17.8,
18.9,
19.7,
20.3,
20.7,
20.9,
20.9,
20.7,
20.1,
19.1,
17.3,
15.6,
14.6,
13.8,
12.8,
12.6,
12.1,
11.7,
11.4,
11.1,
11.4,
13.3,
15.1,
16.6,
17.9,
18.9,
19.8,
20.4,
20.8,
21.1,
21.1,
20.8,
20.2,
19.2,
17.5,
15.7,
14.7,
13.9,
12.8,
12.7,
12.3,
11.8,
11.5,
11.2,
11.6,
13.4,
15.2,
16.8,
18.1,
19.1,
19.9,
20.6,
21,
21.2,
21.2,
20.9,
20.3,
19.3,
17.7,
15.9,
14.9,
14.1,
12.9,
12.9,
12.4,
12.1,
11.7,
11.4,
11.8,
13.6,
15.4,
16.9,
18.2,
19.3,
20.2,
20.7,
21.2,
21.4,
21.4,
21.2,
20.6,
19.6,
17.9,
16.1,
15.1,
14.3,
13.2,
13.2,
12.7,
12.3,
11.9,
11.6,
12.1,
13.8,
15.6,
17.2,
18.5,
19.6,
20.4,
21,
21.5,
21.8,
21.8,
21.6,
20.9,
19.9,
18.2,
16.3,
15.3,
14.6,
13.3,
13.4,
12.9,
12.4,
12.1,
11.8,
12.2,
14.1,
15.9,
17.4,
18.8,
19.9,
20.8,
21.4,
21.8,
22.1,
22.1,
21.8,
21.2,
20.2,
18.4,
16.6,
15.6,
14.8,
13.6,
13.7,
13.2,
12.7,
12.4,
12.1,
12.4,
14.4,
16.2,
17.8,
19.2,
20.3,
21.1,
21.7,
22.2,
22.4,
22.5,
22.2,
21.5,
20.5,
18.7,
16.9,
15.8,
15.1,
13.9,
13.9,
13.4,
12.9,
12.6,
12.3,
12.7,
14.7,
16.5,
18.1,
19.4,
20.6,
21.4,
21.9,
22.4,
22.7,
22.7,
22.4,
21.8,
20.8,
19.1,
17.1,
16.1,
15.3,
14.2,
14.2,
13.7,
13.2,
12.9,
12.6,
13,
14.9,
16.7,
18.3,
19.7,
20.7,
21.6,
22.1,
22.6,
22.9,
22.9,
22.7,
22,
21,
19.2,
17.3,
16.3,
15.6,
14.5,
14.5,
14,
13.6,
13.2,
12.9,
13.2,
15.2,
16.9,
18.5,
19.8,
20.9,
21.7,
22.3,
22.8,
23.1,
23.1,
22.8,
22.1,
21.2,
19.4,
17.6,
16.5,
15.8,
14.7,
14.7,
14.2,
13.8,
13.4,
13.2,
13.5,
15.4,
17.1,
18.7,
20,
21.1,
21.9,
22.4,
23,
23.3,
23.3,
23,
22.3,
21.4,
19.7,
17.8,
16.7,
16,
14.9,
14.9,
14.4,
14,
13.7,
13.3,
13.7,
15.6,
17.3,
18.9,
20.2,
21.2,
22.1,
22.6,
23.2,
23.4,
23.4,
23.2,
22.6,
21.6,
19.8,
17.9,
16.8,
16.2,
15.2,
15.1,
14.6,
14.2,
13.8,
13.4,
13.8,
15.7,
17.4,
18.9,
20.3,
21.3,
22.2,
22.7,
23.3,
23.6,
23.6,
23.3,
22.7,
21.7,
19.9,
18.1,
17,
16.3,
15.3,
15.2,
14.7,
14.3,
13.9,
13.6,
13.9,
15.8,
17.6,
19.1,
20.4,
21.5,
22.3,
22.8,
23.4,
23.6,
23.7,
23.3,
22.7,
21.8,
20.1,
18.2,
17.1,
16.4,
15.4,
15.3,
14.8,
14.4,
14.1,
13.7,
14.1,
15.9,
17.7,
19.2,
20.6,
21.7,
22.5,
23.1,
23.6,
23.8,
23.9,
23.7,
23,
22.1,
20.3,
18.4,
17.3,
16.7,
15.7,
15.6,
15.1,
14.7,
14.3,
13.9,
14.4,
16.3,
18,
19.6,
20.9,
22.1,
22.9,
23.4,
24,
24.3,
24.3,
24.1,
23.4,
22.5,
20.8,
18.8,
17.7,
17.1,
16.2,
16.1,
15.5,
15.1,
14.7,
14.4,
14.8,
16.6
] |
[
18.3,
19.9,
21.2,
22.3,
23.1,
23.7,
24.2,
24.5,
24.6,
24.3,
23.7,
22.8,
21,
19.1,
18,
17.4,
16.5,
16.3,
15.8,
15.4,
15,
14.7,
15.1,
16.8,
18.6,
20.1,
21.4,
22.5,
23.3,
23.9,
24.4,
24.7,
24.8,
24.6,
23.9,
23,
21.2,
19.3,
18.2,
17.5,
16.7,
16.5,
16,
15.6,
15.2,
14.8,
15.2,
17,
18.7,
20.3,
21.6,
22.7,
23.5,
24.1,
24.6,
24.8,
24.9,
24.7,
24.1,
23.1,
21.3,
19.4,
18.3,
17.7,
16.8,
16.6,
16.1,
15.7,
15.3,
14.9,
15.3,
17.1,
18.8,
20.3,
21.6,
22.7,
23.5,
24.1,
24.6,
24.8,
24.9,
24.7,
24.1,
23.2,
21.4,
19.4,
18.4,
17.7,
16.9,
16.7,
16.1,
15.7,
15.3,
14.9,
15.4,
17.2
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 38.33%",
"予測される変化率: [カラム_0] 予測される変化率: -6.01%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.22倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 8個",
"最初のターニングポイント: [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: stable",
"Historical change rate: [column_0] Historical change rate: 38.33%",
"Forecasted change rate: [column_0] Forecasted change rate: -6.01%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.22 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 8",
"First turning point: [column_0] First turning point: at data point 9 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
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[
"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: 133.59%",
"予測される変化率: [カラム_0] 予測される変化率: 131.53%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の2.25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: 49個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 133.59%",
"Forecasted change rate: [column_0] Forecasted change rate: 131.53%",
"Volatility: [column_0] Volatility: high (standard deviation is 2.25 times the mean)",
"Trend: [column_0] Trend change: from downward to stable",
"Turning points: [column_0] Turning points in forecast period: 49",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from 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 68 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 68.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 94."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
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[
"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: -32.12%",
"予測される変化率: [カラム_0] 予測される変化率: 8.02%",
"変動性: [カラム_0] 変動性: 中程度の変動 (標準偏差は平均値の0.16倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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: -32.12%",
"Forecasted change rate: [column_0] Forecasted change rate: 8.02%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.16 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 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] ラグ 92 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 92.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
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[
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{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -0.27%",
"予測される変化率: [カラム_0] 予測される変化率: 2.79%",
"変動性: [カラム_0] 変動性: 小さな変動 (標準偏差は平均値の0.06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: -0.27%",
"Forecasted change rate: [column_0] Forecasted change rate: 2.79%",
"Volatility: [column_0] Volatility: low (standard deviation is 0.06 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 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear 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 not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
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[
"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: -20.91%",
"予測される変化率: [カラム_0] 予測される変化率: -6.09%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.20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: 10個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の3番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -20.91%",
"Forecasted change rate: [column_0] Forecasted change rate: -6.09%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.20 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 10",
"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] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 256 | 96 |
[
11.7,
11.4,
11,
10.7,
10.3,
10.1,
10.3,
11.6,
13.1,
14.5,
15.8,
16.9,
17.8,
18.5,
18.9,
19.1,
18.9,
18.3,
17.4,
16.1,
14.8,
13.9,
13.1,
12.6,
11.8,
11.6,
11.2,
10.8,
10.5,
10.2,
10.5,
11.8,
13.2,
14.6,
15.9,
16.9,
17.8,
18.5,
18.9,
19.1,
18.9,
18.4,
17.6,
16.2,
14.9,
14,
13.2,
12.6,
11.9,
11.7,
11.2,
10.9,
10.6,
10.3,
10.6,
11.9,
13.3,
14.8,
16.1,
17.1,
18,
18.7,
19.1,
19.2,
19.1,
18.6,
17.7,
16.3,
15.1,
14.1,
13.3,
12.8,
12.1,
11.8,
11.4,
11.1,
10.8,
10.4,
10.8,
12.1,
13.5,
14.9,
16.2,
17.3,
18.2,
18.8,
19.3,
19.4,
19.3,
18.8,
17.9,
16.5,
15.3,
14.3,
13.5,
12.9,
12.3,
11.9,
11.6,
11.3,
10.9,
10.7,
11,
12.3,
13.7,
15.1,
16.4,
17.5,
18.4,
19.1,
19.5,
19.7,
19.5,
19,
18.1,
16.7,
15.4,
14.5,
13.7,
13.1,
12.4,
12.2,
11.7,
11.4,
11.2,
10.9,
11.2,
12.5,
13.9,
15.4,
16.7,
17.7,
18.6,
19.3,
19.8,
19.9,
19.7,
19.2,
18.3,
16.9,
15.6,
14.7,
13.8,
13.3,
12.6,
12.3,
11.9,
11.6,
11.3,
11.1,
11.4,
12.7,
14.1,
15.6,
16.8,
17.9,
18.8,
19.4,
19.9,
20.1,
19.8,
19.4,
18.4,
17.1,
15.8,
14.8,
14.1,
13.4,
12.8,
12.4,
12.1,
11.8,
11.4,
11.2,
11.6,
12.9,
14.3,
15.7,
17.1,
18.1,
18.9,
19.6,
20.1,
20.2,
20.1,
19.6,
18.7,
17.3,
16,
15.1,
14.3,
13.7,
13,
12.7,
12.3,
11.9,
11.7,
11.4,
11.8,
13.1,
14.4,
15.9,
17.2,
18.3,
19.2,
19.8,
20.3,
20.4,
20.3,
19.8,
18.8,
17.5,
16.2,
15.3,
14.5,
13.9,
13.3,
12.9,
12.5,
12.2,
11.9,
11.7,
12.1,
13.3,
14.7,
16.1,
17.3,
18.4,
19.3,
19.9,
20.4,
20.6,
20.4,
19.9,
19,
17.6,
16.4,
15.4,
14.7,
14.1,
13.4,
13.1,
12.7,
12.3,
12.1,
11.8,
12.2,
13.5,
14.8,
16.2,
17.4,
18.6,
19.4,
20.1,
20.6,
20.7
] |
[
20.6,
20.1,
19.1,
17.8,
16.5,
15.6,
14.8,
14.2,
13.6,
13.2,
12.8,
12.5,
12.2,
11.9,
12.4,
13.6,
14.9,
16.3,
17.6,
18.7,
19.6,
20.2,
20.7,
20.9,
20.7,
20.3,
19.3,
17.9,
16.7,
15.7,
14.9,
14.3,
13.7,
13.3,
12.9,
12.7,
12.4,
12.1,
12.6,
13.8,
15.1,
16.6,
17.8,
18.9,
19.8,
20.4,
20.9,
21.1,
20.9,
20.4,
19.4,
18.1,
16.8,
15.9,
15.1,
14.5,
13.8,
13.4,
13.1,
12.8,
12.5,
12.3,
12.7,
13.9,
15.2,
16.6,
17.8,
18.9,
19.8,
20.4,
20.9,
21.1,
20.8,
20.4,
19.4,
18.1,
16.8,
15.9,
15.2,
14.6,
13.8,
13.5,
13.2,
12.8,
12.6,
12.3,
12.8,
13.9,
15.3,
16.6,
17.9,
19,
19.8,
20.5,
20.9,
21.1
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 76.92%",
"予測される変化率: [カラム_0] 予測される変化率: 2.43%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.21倍)",
"トレンド: [カラム_0] トレンドの継続: 横ばいの傾向が続く",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 7個",
"最初のターニングポイント: [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: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 76.92%",
"Forecasted change rate: [column_0] Forecasted change rate: 2.43%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.21 times the mean)",
"Trend: [column_0] Trend continuation: stable trend continues",
"Turning points: [column_0] Turning points in forecast period: 7",
"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 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 60 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 90 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 36.",
"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 not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 90."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 256 | 96 |
[
20.9,
20.4,
19.6,
18.2,
16.9,
16.1,
15.2,
14.6,
13.9,
13.6,
13.2,
12.9,
12.7,
12.4,
12.9,
14.1,
15.4,
16.8,
18.1,
19.1,
20,
20.6,
21.1,
21.2,
21,
20.6,
19.7,
18.3,
17.1,
16.2,
15.3,
14.7,
14.2,
13.7,
13.3,
13.1,
12.8,
12.6,
13,
14.2,
15.6,
16.9,
18.2,
19.3,
20.1,
20.8,
21.2,
21.3,
21.1,
20.6,
19.7,
18.4,
17.2,
16.3,
15.4,
14.8,
14.3,
13.8,
13.4,
13.2,
12.9,
12.7,
13.1,
14.3,
15.6,
17,
18.3,
19.3,
20.2,
20.8,
21.2,
21.4,
21.2,
20.7,
19.8,
18.5,
17.3,
16.3,
15.6,
14.9,
14.4,
13.9,
13.5,
13.2,
12.9,
12.7,
13.2,
14.4,
15.8,
17.1,
18.4,
19.4,
20.3,
20.9,
21.4,
21.6,
21.3,
20.9,
20,
18.7,
17.4,
16.5,
15.7,
15.1,
14.6,
14.1,
13.7,
13.4,
13.1,
12.8,
13.4,
14.6,
15.9,
17.3,
18.6,
19.6,
20.4,
21.1,
21.5,
21.7,
21.4,
21,
20.2,
18.8,
17.6,
16.6,
15.8,
15.2,
14.7,
14.2,
13.8,
13.5,
13.2,
13,
13.6,
14.8,
16.1,
17.4,
18.7,
19.8,
20.6,
21.2,
21.6,
21.8,
21.6,
21.2,
20.3,
19.1,
17.8,
16.8,
16.1,
15.4,
15,
14.4,
14.1,
13.8,
13.4,
13.2,
13.8,
15.1,
16.4,
17.7,
19,
20.1,
20.9,
21.5,
21.9,
22.1,
21.9,
21.4,
20.6,
19.3,
18,
17,
16.2,
15.6,
15.2,
14.6,
14.2,
13.9,
13.6,
13.4,
14,
15.2,
16.6,
17.9,
19.2,
20.3,
21.1,
21.7,
22.1,
22.3,
22.1,
21.6,
20.7,
19.4,
18.1,
17.1,
16.3,
15.7,
15.3,
14.7,
14.4,
14.1,
13.8,
13.6,
14.2,
15.4,
16.7,
18.1,
19.3,
20.4,
21.1,
21.7,
22.1,
22.3,
22.1,
21.7,
20.8,
19.5,
18.2,
17.2,
16.4,
15.8,
15.4,
14.8,
14.5,
14.2,
13.9,
13.7,
14.3,
15.5,
16.8,
18.2,
19.4,
20.4,
21.2,
21.9,
22.3,
22.5,
22.3,
21.8,
20.9,
19.7,
18.4,
17.4,
16.6,
15.9,
15.4,
15,
14.7,
14.4,
14.1,
13.8,
14.5,
15.7
] |
[
17.1,
18.3,
19.6,
20.6,
21.4,
22.1,
22.4,
22.7,
22.4,
21.9,
21.1,
19.8,
18.6,
17.6,
16.7,
16.1,
15.6,
15.2,
14.8,
14.6,
14.3,
14.1,
14.7,
15.9,
17.3,
18.6,
19.8,
20.8,
21.6,
22.2,
22.6,
22.8,
22.6,
22.1,
21.3,
20,
18.7,
17.7,
16.9,
16.3,
15.8,
15.4,
15,
14.7,
14.4,
14.2,
14.9,
16.1,
17.5,
18.8,
20,
21.1,
21.8,
22.4,
22.8,
23,
22.8,
22.3,
21.4,
20.2,
18.9,
17.9,
17.1,
16.5,
16.1,
15.6,
15.2,
14.9,
14.7,
14.4,
15.2,
16.4,
17.7,
19.1,
20.3,
21.3,
22.1,
22.7,
23.1,
23.3,
23.1,
22.7,
21.8,
20.6,
19.3,
18.2,
17.4,
16.8,
16.3,
15.9,
15.4,
15.2,
14.8,
14.7,
15.4,
16.7
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: -24.88%",
"予測される変化率: [カラム_0] 予測される変化率: -2.34%",
"変動性: [カラム_0] 変動性: 中程度の変動 (標準偏差は平均値の0.18倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 8個",
"最初のターニングポイント: [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: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: -24.88%",
"Forecasted change rate: [column_0] Forecasted change rate: -2.34%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.18 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 8",
"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] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 92 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 92."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
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467
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -49.60%",
"予測される変化率: [カラム_0] 予測される変化率: 46.86%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.28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: 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: -49.60%",
"Forecasted change rate: [column_0] Forecasted change rate: 46.86%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.28 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 16",
"First turning point: [column_0] First turning point: at data point 3 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear 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 not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
[
12.2,
11.5,
11,
10.6,
10.2,
10.1,
11.6,
13.6,
15.2,
16.7,
17.8,
18.7,
19.4,
19.9,
20.3,
20.4,
20.3,
20.1,
19.5,
18.6,
16.7,
14.7,
13.6,
12.8,
12.2,
11.5,
11.1,
10.6,
10.2,
10.2,
11.7,
13.6,
15.3,
16.7,
17.9,
18.8,
19.6,
20.1,
20.4,
20.6,
20.6,
20.3,
19.7,
18.7,
16.8,
14.8,
13.7,
12.9,
12.3,
11.6,
11.2,
10.7,
10.3,
10.3,
11.8,
13.7,
15.4,
16.9,
18.1,
19,
19.7,
20.2,
20.6,
20.8,
20.8,
20.5,
19.9,
18.9,
17.1,
15.1,
14,
13.2,
12.6,
11.9,
11.5,
11.1,
10.7,
10.6,
12.1,
14,
15.7,
17.1,
18.2,
19.2,
19.9,
20.4,
20.8,
21,
20.9,
20.6,
20,
19.1,
17.2,
15.2,
14.2,
13.4,
12.7,
12.1,
11.7,
11.2,
10.8,
10.8,
12.2,
14.2,
15.8,
17.3,
18.4,
19.3,
20.1,
20.6,
20.9,
21.2,
21.1,
20.8,
20.2,
19.2,
17.4,
15.4,
14.3,
13.5,
12.9,
12.2,
11.8,
11.3,
11,
10.9,
12.4,
14.3,
16.1,
17.6,
18.7,
19.6,
20.3,
20.8,
21.2,
21.4,
21.3,
21,
20.4,
19.4,
17.6,
15.6,
14.4,
13.7,
13.1,
12.4,
12,
11.5,
11.2,
11.1,
12.6,
14.6,
16.3,
17.7,
18.9,
19.8,
20.6,
21,
21.4,
21.6,
21.6,
21.2,
20.6,
19.6,
17.7,
15.7,
14.6,
13.8,
13.2,
12.6,
12.1,
11.6,
11.3,
11.2,
12.7,
14.7,
16.4,
17.9,
19,
19.9,
20.7,
21.2,
21.6,
21.8,
21.7,
21.4,
20.8,
19.7,
17.9,
15.9,
14.8,
14.1,
13.4,
12.8,
12.3,
11.9,
11.6,
11.5,
13,
14.9,
16.7,
18.1,
19.3,
20.2,
20.9,
21.4,
21.7,
21.9,
21.9,
21.6,
20.9,
19.9,
18.1,
16.2,
15.1,
14.2,
13.7,
13,
12.6,
12.1,
11.8,
11.8,
13.2,
15.2,
16.9,
18.3,
19.5,
20.3,
21.1,
21.6,
21.9,
22.2,
22.1,
21.8,
21.2,
20.1,
18.3,
16.4,
15.3,
14.4,
13.9,
13.3,
12.8,
12.3,
12,
11.9,
13.4,
15.3,
17.1,
18.4,
19.6,
20.5,
21.2,
21.7,
22,
22.2,
22.2,
21.9,
21.3,
20.2,
18.4,
16.6,
15.4,
14.6,
14.1,
13.5,
13,
12.5,
12.2,
12.2,
13.6,
15.5,
17.2,
18.6,
19.7,
20.6,
21.3,
21.7,
22.1,
22.3,
22.2,
21.9,
21.3,
20.3,
18.5,
16.6,
15.5,
14.7,
14.1,
13.6,
13.1,
12.6,
12.3,
12.2,
13.6,
15.5,
17.2,
18.5,
19.7,
20.5,
21.2,
21.7,
22,
22.2,
22.2,
21.9,
21.3,
20.3,
18.6,
16.7,
15.6,
14.7,
14.1,
13.6,
13.1,
12.6,
12.3,
12.3,
13.6,
15.5,
17.2,
18.5,
19.6,
20.5,
21.1,
21.7,
22,
22.2,
22.1,
21.9,
21.3,
20.3,
18.6,
16.7,
15.6,
14.7,
14.2,
13.6,
13.1,
12.6,
12.3,
12.3,
13.7,
15.5,
17.2,
18.6,
19.6,
20.5,
21.2,
21.7,
22,
22.2,
22.2,
21.9,
21.4,
20.3,
18.6,
16.7,
15.6,
14.8,
14.2,
13.7,
13.2,
12.7,
12.3,
12.4,
13.7,
15.6,
17.3,
18.6,
19.7,
20.6,
21.3,
21.8,
22.1,
22.3,
22.3,
22.1,
21.5,
20.4,
18.7,
16.8,
15.7,
14.8,
14.3,
13.7,
13.2,
12.8,
12.4,
12.4,
13.8,
15.7,
17.4,
18.7,
19.8,
20.7,
21.3,
21.9,
22.2,
22.4,
22.4,
22.2,
21.6,
20.6,
18.8,
16.9,
15.8,
14.9,
14.4,
13.9,
13.4,
12.9,
12.6,
12.6,
13.9,
15.8,
17.4,
18.8,
19.9,
20.8,
21.4,
21.9,
22.2,
22.4,
22.4,
22.2,
21.6,
20.6,
18.8,
16.9,
15.8,
15,
14.4,
13.9,
13.4,
13,
12.6,
12.7,
14,
15.8,
17.5,
18.9,
20,
20.8,
21.5,
22,
22.3,
22.6,
22.5,
22.3,
21.7,
20.7,
18.9,
17.1,
15.9,
15.1,
14.6,
14.1,
13.6,
13.1,
12.8,
12.8,
14.1,
15.9,
17.6,
18.9,
20.1,
20.9,
21.6,
22.1,
22.4,
22.6,
22.6,
22.3,
21.7,
20.7,
18.9,
17.2,
16.1,
15.2,
14.7,
14.2,
13.7,
13.2,
12.9,
12.9,
14.2,
16,
17.6,
19,
20,
20.9,
21.5,
22,
22.3,
22.6,
22.6,
22.4,
21.8,
20.7,
19,
17.2,
16.1,
15.3,
14.7,
14.2,
13.7,
13.3,
12.9,
12.9,
14.2,
16
] |
[
17.7,
19,
20.1,
20.9,
21.6,
22.1,
22.4,
22.6,
22.6,
22.4,
21.8,
20.8,
19.1,
17.2,
16.1,
15.3,
14.7,
14.2,
13.7,
13.3,
12.9,
12.9,
14.3,
16.1,
17.7,
19.1,
20.2,
21,
21.7,
22.1,
22.4,
22.6,
22.7,
22.4,
21.9,
20.8,
19.1,
17.2,
16.1,
15.3,
14.8,
14.2,
13.8,
13.4,
13.1,
13,
14.3,
16.1,
17.8,
19.2,
20.3,
21.1,
21.7,
22.2,
22.6,
22.8,
22.8,
22.6,
22,
21,
19.2,
17.3,
16.2,
15.4,
14.8,
14.3,
13.9,
13.4,
13.1,
13.1,
14.4,
16.2,
17.9,
19.3,
20.3,
21.2,
21.8,
22.3,
22.7,
22.8,
22.8,
22.7,
22.1,
21.1,
19.2,
17.3,
16.2,
15.4,
14.8,
14.3,
13.9,
13.4,
13.1,
13.1,
14.4,
16.2
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 31.15%",
"予測される変化率: [カラム_0] 予測される変化率: -8.47%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.22倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 2個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の33番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 31.15%",
"Forecasted change rate: [column_0] Forecasted change rate: -8.47%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.22 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 2",
"First turning point: [column_0] First turning point: at data point 33 of the forecast",
"Turning 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 90 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 90.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 256 | 96 |
[
17.9,
19.3,
20.4,
21.3,
22,
22.5,
22.8,
23,
22.9,
22.7,
22.2,
21.1,
19.3,
17.3,
16.2,
15.4,
14.9,
14.3,
13.9,
13.5,
13.2,
13.1,
14.4,
16.2,
17.9,
19.4,
20.5,
21.4,
22.1,
22.6,
22.9,
23.1,
23,
22.8,
22.2,
21.2,
19.3,
17.3,
16.2,
15.4,
14.9,
14.3,
13.9,
13.5,
13.2,
13.1,
14.4,
16.3,
18.1,
19.5,
20.6,
21.5,
22.2,
22.7,
23.1,
23.2,
23.2,
22.9,
22.4,
21.3,
19.3,
17.4,
16.3,
15.5,
15,
14.3,
13.9,
13.6,
13.2,
13.1,
14.5,
16.4,
18.2,
19.7,
20.8,
21.8,
22.5,
23,
23.3,
23.4,
23.4,
23.2,
22.6,
21.5,
19.5,
17.6,
16.4,
15.7,
15.2,
14.5,
14.1,
13.7,
13.4,
13.3,
14.6,
16.6,
18.4,
19.8,
21,
21.9,
22.6,
23.1,
23.4,
23.6,
23.6,
23.3,
22.7,
21.7,
19.7,
17.7,
16.6,
15.8,
15.3,
14.6,
14.2,
13.8,
13.5,
13.4,
14.7,
16.7,
18.5,
20,
21.2,
22.1,
22.8,
23.3,
23.6,
23.7,
23.7,
23.5,
22.9,
21.8,
19.8,
17.8,
16.7,
15.9,
15.4,
14.8,
14.4,
14,
13.7,
13.6,
14.8,
16.8,
18.6,
20.1,
21.3,
22.3,
23,
23.5,
23.8,
23.9,
23.9,
23.6,
23.1,
21.9,
19.9,
17.9,
16.8,
16.1,
15.6,
14.9,
14.6,
14.2,
13.8,
13.7,
14.9,
16.9,
18.7,
20.2,
21.4,
22.3,
23.1,
23.7,
23.9,
24,
23.9,
23.7,
23.1,
22.1,
19.9,
17.9,
16.9,
16.1,
15.6,
14.9,
14.5,
14.1,
13.8,
13.7,
14.9,
16.9,
18.8,
20.3,
21.4,
22.4,
23.1,
23.6,
23.9,
24,
23.9,
23.7,
23.2,
22.1,
20,
17.9,
16.9,
16.1,
15.7,
14.9,
14.6,
14.2,
13.8,
13.7,
14.9,
16.9,
18.8,
20.3,
21.5,
22.4,
23.2,
23.7,
23.9,
24.1,
24,
23.8,
23.2,
22.1,
20,
17.9,
16.9,
16.1,
15.7,
14.9,
14.5,
14.1,
13.8,
13.6,
14.9,
16.9,
18.8,
20.4,
21.6,
22.6,
23.2,
23.8,
24,
24.1,
24,
23.8,
23.2,
22.2,
20,
18,
16.9,
16.2
] |
[
15.7,
14.9,
14.6,
14.2,
13.8,
13.7,
14.9,
17,
18.9,
20.4,
21.6,
22.6,
23.3,
23.8,
24,
24.1,
24.1,
23.8,
23.3,
22.2,
20,
17.9,
16.9,
16.2,
15.7,
14.9,
14.6,
14.2,
13.8,
13.6,
14.9,
17,
18.9,
20.4,
21.7,
22.6,
23.3,
23.9,
24.1,
24.2,
24.1,
23.9,
23.3,
22.2,
19.9,
17.9,
16.9,
16.1,
15.7,
14.9,
14.5,
14.1,
13.7,
13.6,
14.8,
16.9,
18.9,
20.5,
21.7,
22.7,
23.4,
24,
24.2,
24.3,
24.2,
23.9,
23.3,
22.2,
19.9,
18,
16.9,
16.2,
15.7,
15,
14.6,
14.2,
13.8,
13.6,
14.8,
17,
18.9,
20.5,
21.7,
22.7,
23.4,
23.9,
24.2,
24.3,
24.2,
23.9,
23.3,
22.2,
19.9,
18.1,
17,
16.2
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: -9.50%",
"予測される変化率: [カラム_0] 予測される変化率: 3.18%",
"変動性: [カラム_0] 変動性: 中程度の変動 (標準偏差は平均値の0.20倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 7個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の6番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: -9.50%",
"Forecasted change rate: [column_0] Forecasted change rate: 3.18%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.20 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 7",
"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] 自己相関は弱いです。",
"部分自己相関: [カラム_0] ラグ 20 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 20.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 94."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
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[
"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: -19.12%",
"予測される変化率: [カラム_0] 予測される変化率: -0.29%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.20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: 8個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -19.12%",
"Forecasted change rate: [column_0] Forecasted change rate: -0.29%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.20 times the mean)",
"Trend: [column_0] Trend continuation: upward trend continues",
"Turning points: [column_0] Turning points in forecast period: 8",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 32 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear 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 32.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
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[
"0"
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{
"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: -31.00%",
"予測される変化率: [カラム_0] 予測される変化率: 3.19%",
"変動性: [カラム_0] 変動性: 中程度の変動 (標準偏差は平均値の0.20倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 8個",
"最初のターニングポイント: [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: -31.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 3.19%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.20 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 8",
"First turning point: [column_0] First turning point: at data point 5 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
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[
"0"
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{
"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: -33.26%",
"予測される変化率: [カラム_0] 予測される変化率: 10.99%",
"変動性: [カラム_0] 変動性: 中程度の変動 (標準偏差は平均値の0.15倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 30個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: -33.26%",
"Forecasted change rate: [column_0] Forecasted change rate: 10.99%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.15 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 30",
"First turning point: [column_0] First turning point: at data point 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] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
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[
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{
"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: -63.36%",
"予測される変化率: [カラム_0] 予測される変化率: 2.10%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.51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: 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: -63.36%",
"Forecasted change rate: [column_0] Forecasted change rate: 2.10%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.51 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 upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
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[
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{
"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: -16.55%",
"予測される変化率: [カラム_0] 予測される変化率: -9.56%",
"変動性: [カラム_0] 変動性: 中程度の変動 (標準偏差は平均値の0.17倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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: 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: -16.55%",
"Forecasted change rate: [column_0] Forecasted change rate: -9.56%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.17 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 upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
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[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -21.06%",
"予測される変化率: [カラム_0] 予測される変化率: 0.11%",
"変動性: [カラム_0] 変動性: 中程度の変動 (標準偏差は平均値の0.17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: 8個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -21.06%",
"Forecasted change rate: [column_0] Forecasted change rate: 0.11%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.17 times the mean)",
"Trend: [column_0] Trend continuation: upward trend continues",
"Turning points: [column_0] Turning points in forecast period: 8",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
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[
"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: -20.79%",
"予測される変化率: [カラム_0] 予測される変化率: -6.23%",
"変動性: [カラム_0] 変動性: 小さな変動 (標準偏差は平均値の0.08倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 11個",
"最初のターニングポイント: [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: -20.79%",
"Forecasted change rate: [column_0] Forecasted change rate: -6.23%",
"Volatility: [column_0] Volatility: low (standard deviation is 0.08 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 11",
"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] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
[
12.5,
11.6,
11.2,
10.9,
10.5,
10.3,
10.2,
10.1,
10.8,
13.2,
15.6,
17.6,
19,
19.9,
20.6,
20.8,
20.7,
20.1,
18.8,
16.6,
15.1,
14.2,
13.5,
12.8,
12.7,
11.8,
11.4,
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11,
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20.1,
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19.1,
20,
20.6,
20.9,
20.8,
20.2,
18.9,
16.7,
15.2,
14.3,
13.6,
12.9,
12.7,
11.9,
11.6,
11.2,
10.9,
10.7,
10.6,
10.4,
11.2,
13.6,
15.8,
17.8,
19.1,
20.1,
20.7,
20.9,
20.8,
20.2,
18.9,
16.8,
15.3,
14.4,
13.7,
13,
12.8,
11.9,
11.6,
11.3,
10.9,
10.7,
10.5,
10.4,
11.2,
13.6,
15.9,
17.8,
19.2,
20.1,
20.8,
21.1,
20.9,
20.3,
19.1,
16.9,
15.4,
14.4,
13.7,
13,
12.8,
11.9,
11.6,
11.3,
10.9,
10.7,
10.6,
10.4,
11.3,
13.7,
16.1,
18,
19.3,
20.3,
20.9,
21.2,
21.1,
20.5,
19.2,
17.1,
15.6,
14.6,
13.8,
13.2,
13,
12.1,
11.7,
11.3,
11,
10.8,
10.6,
10.4,
11.4,
13.9,
16.3,
18.2,
19.5,
20.4,
21.1,
21.3,
21.2,
20.6,
19.3,
17.2,
15.7,
14.7,
13.9,
13.2,
13.1,
12.1,
11.8,
11.4,
11.1,
10.9,
10.7,
10.6,
11.6,
14.1,
16.4,
18.2,
19.5,
20.4,
21.1,
21.3,
21.2,
20.6,
19.3,
17.2,
15.7,
14.7,
13.9,
13.3,
13.1,
12.2,
11.8,
11.4,
11.1,
10.9,
10.7,
10.5,
11.6,
14.1,
16.4,
18.3,
19.5,
20.4,
21.1,
21.3,
21.2,
20.6,
19.3,
17.1,
15.7,
14.6,
13.8,
13.1,
12.9,
12,
11.6,
11.2,
10.9,
10.7,
10.4,
10.3,
11.4,
14,
16.3,
18.2,
19.3,
20.3,
20.9,
21.2,
21.1,
20.6,
19.2,
17.1,
15.6,
14.6,
13.7,
13,
12.8,
11.9,
11.4,
11.1,
10.7,
10.6,
10.3,
10.2,
11.4,
14,
16.4,
18.3,
19.4,
20.4,
21.1,
21.3,
21.2,
20.6,
19.3,
17.1,
15.6,
14.6,
13.7,
12.9,
12.7,
11.8,
11.4,
11.1,
10.7,
10.5,
10.3,
10.1,
11.4,
14.1,
16.5,
18.3,
19.5,
20.4,
21.2,
21.4,
21.3,
20.7,
19.4,
17.3,
15.7,
14.7,
13.7,
13,
12.7,
11.9,
11.5,
11.1,
10.8,
10.6,
10.3,
10.1,
11.5,
14.2,
16.6,
18.4,
19.7,
20.6,
21.3,
21.6,
21.5,
20.9,
19.6,
17.4,
15.9,
14.8,
13.8,
13.2,
12.9,
12,
11.6,
11.2,
10.9,
10.8,
10.5,
10.3,
11.7,
14.4,
16.8,
18.6,
19.8,
20.8,
21.4,
21.7,
21.6,
21.1,
19.8,
17.6,
16,
14.9,
14,
13.3,
12.9,
12.1,
11.7,
11.3,
11,
10.8,
10.6,
10.4,
11.8,
14.6,
16.9,
18.7,
20,
20.9,
21.6,
21.8,
21.8,
21.2,
19.9,
17.7,
16.2,
15.1,
14.2,
13.4,
12.9,
12.2,
11.8,
11.4,
11.1,
10.9,
10.7,
10.4,
11.9,
14.7,
17.1,
18.8,
20.1,
21,
21.7,
21.9,
21.9,
21.3,
20.1,
17.8,
16.3,
15.2,
14.2,
13.5,
13,
12.3,
11.9,
11.6,
11.3,
11.1,
10.8,
10.6,
12.2,
14.8,
17.3,
19,
20.2,
21.2,
21.9,
22.1,
22.1,
21.5,
20.2,
17.9,
16.4,
15.3,
14.3,
13.6,
13,
12.4,
12,
11.6,
11.3,
11.1,
10.9,
10.7,
12.2,
14.9,
17.4,
19.1,
20.3,
21.3,
22,
22.2,
22.1,
21.6,
20.3,
18.1,
16.5,
15.4,
14.4,
13.7,
13.2,
12.5,
12.1,
11.7,
11.4,
11.2,
10.9,
10.7,
12.3,
15.1,
17.4,
19.2,
20.4,
21.4,
22.1,
22.3,
22.2,
21.7,
20.4,
18.2,
16.6,
15.6,
14.6,
13.8,
13.3,
12.6,
12.2,
11.8,
11.6,
11.3,
11.1,
10.9,
12.6,
15.2,
17.6,
19.3,
20.6,
21.6,
22.2,
22.4,
22.3,
21.8,
20.6,
18.3,
16.8,
15.7,
14.8,
14,
13.4,
12.8,
12.4,
12,
11.7,
11.4,
11.2,
11.1,
12.8,
15.4,
17.7,
19.4,
20.6,
21.6,
22.2,
22.4,
22.4,
21.8,
20.6,
18.3,
16.8,
15.7,
14.8,
14,
13.3,
12.8,
12.4,
12.1,
11.7,
11.5,
11.3,
11.1
] |
[
12.8,
15.4,
17.7,
19.4,
20.6,
21.5,
22.2,
22.4,
22.3,
21.8,
20.6,
18.4,
16.8,
15.7,
14.8,
14,
13.3,
12.8,
12.3,
12,
11.7,
11.4,
11.2,
11.1,
12.8,
15.4,
17.7,
19.4,
20.6,
21.6,
22.2,
22.5,
22.4,
21.9,
20.7,
18.4,
16.8,
15.8,
14.8,
14,
13.2,
12.8,
12.4,
12.1,
11.7,
11.5,
11.3,
11.2,
12.9,
15.6,
17.8,
19.4,
20.6,
21.6,
22.3,
22.6,
22.5,
22,
20.8,
18.5,
16.9,
15.9,
14.9,
14.1,
13.3,
12.9,
12.6,
12.2,
11.9,
11.7,
11.4,
11.3,
13.2,
15.8,
17.9,
19.7,
20.9,
21.9,
22.5,
22.7,
22.7,
22.2,
20.9,
18.7,
17.1,
16,
15,
14.2,
13.4,
13.1,
12.7,
12.3,
12,
11.8,
11.6,
11.5
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: -11.20%",
"予測される変化率: [カラム_0] 予測される変化率: -10.16%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.26倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 6個",
"最初のターニングポイント: [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: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: -11.20%",
"Forecasted change rate: [column_0] Forecasted change rate: -10.16%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.26 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 6",
"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] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 72."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
[
12.7,
12.3,
11.6,
11.1,
10.7,
10.3,
10.1,
11.1,
12.9,
14.7,
16.2,
17.5,
18.5,
19.2,
19.8,
20,
19.9,
19.5,
18.7,
17.3,
16.1,
15.2,
14.3,
13.7,
12.8,
12.4,
11.7,
11.2,
10.8,
10.4,
10.2,
11.3,
13.2,
14.9,
16.4,
17.7,
18.7,
19.4,
20.1,
20.3,
20.2,
19.7,
18.9,
17.6,
16.3,
15.4,
14.5,
13.9,
13,
12.6,
11.9,
11.4,
11,
10.6,
10.4,
11.5,
13.4,
15.1,
16.7,
18,
19,
19.7,
20.2,
20.4,
20.4,
19.9,
19.2,
17.8,
16.6,
15.7,
14.8,
14.2,
13.2,
12.8,
12.1,
11.7,
11.2,
10.8,
10.6,
11.7,
13.6,
15.3,
16.8,
18.1,
19.1,
19.8,
20.3,
20.5,
20.4,
19.9,
19.2,
17.8,
16.6,
15.7,
14.8,
14.2,
13.2,
12.9,
12.2,
11.7,
11.3,
10.9,
10.7,
11.8,
13.7,
15.3,
16.8,
18.1,
19.1,
19.8,
20.3,
20.5,
20.4,
20,
19.2,
17.8,
16.6,
15.7,
14.8,
14.2,
13.2,
12.9,
12.2,
11.8,
11.3,
10.9,
10.7,
11.9,
13.7,
15.4,
16.9,
18.2,
19.1,
19.8,
20.3,
20.6,
20.5,
20.1,
19.2,
17.9,
16.6,
15.7,
14.8,
14.3,
13.3,
12.9,
12.3,
11.8,
11.4,
11,
10.8,
12,
13.9,
15.6,
17.1,
18.4,
19.3,
20.1,
20.5,
20.8,
20.7,
20.2,
19.4,
18.1,
16.8,
15.9,
14.9,
14.4,
13.4,
13.1,
12.4,
11.9,
11.5,
11.1,
10.9,
12.2,
14.1,
15.8,
17.2,
18.6,
19.6,
20.3,
20.7,
20.9,
20.9,
20.4,
19.7,
18.3,
17,
16.1,
15.1,
14.6,
13.6,
13.2,
12.6,
12.1,
11.7,
11.2,
11.1,
12.3,
14.3,
15.9,
17.4,
18.7,
19.7,
20.5,
20.9,
21.2,
21.1,
20.7,
19.8,
18.5,
17.1,
16.2,
15.3,
14.7,
13.7,
13.3,
12.7,
12.2,
11.8,
11.4,
11.3,
12.6,
14.4,
16.1,
17.6,
18.9,
19.9,
20.6,
21.1,
21.3,
21.2,
20.8,
19.9,
18.7,
17.3,
16.3,
15.4,
14.8,
13.8,
13.4,
12.8,
12.3,
11.9,
11.5,
11.4,
12.7,
14.6,
16.2,
17.7,
19.1,
20.1,
20.8,
21.2,
21.4,
21.3,
20.9,
20.1,
18.7,
17.4,
16.4,
15.5,
14.8,
13.9,
13.5,
12.9,
12.4,
12,
11.6,
11.6,
12.8,
14.7,
16.4,
17.9,
19.2,
20.2,
20.9,
21.4,
21.6,
21.5,
21.1,
20.2,
18.9,
17.5,
16.6,
15.7,
14.9,
14.1,
13.6,
13,
12.6,
12.1,
11.7,
11.7,
13.1,
14.9,
16.6,
18.1,
19.3,
20.3,
21.1,
21.5,
21.7,
21.6,
21.2,
20.3,
19,
17.6,
16.7,
15.8,
15.1,
14.3,
13.7,
13.1,
12.7,
12.2,
11.8,
11.8,
13.2,
15,
16.7,
18.2,
19.4,
20.4,
21.2,
21.6,
21.8,
21.7,
21.2,
20.4,
19.1,
17.7,
16.7,
15.8,
15.2,
14.3,
13.8,
13.2,
12.8,
12.3,
11.9,
11.9,
13.3,
15.2,
16.8,
18.3,
19.6,
20.7,
21.3,
21.7,
21.9,
21.8,
21.3,
20.5,
19.2,
17.8,
16.8,
16,
15.3,
14.4,
13.9,
13.4,
12.9,
12.5,
12.1,
12.1,
13.5,
15.3,
17,
18.4,
19.8,
20.8,
21.4,
21.8,
22.1,
21.9,
21.4,
20.6,
19.3,
17.9,
16.9,
16.1,
15.3,
14.5,
14.1,
13.5,
13.1,
12.7,
12.3,
12.3,
13.6,
15.4,
17.1,
18.5,
19.8,
20.8,
21.4,
21.8,
22,
21.9,
21.4,
20.6,
19.2,
17.8,
16.9,
16.1,
15.3,
14.6,
14.1,
13.6,
13.1,
12.7,
12.3,
12.3,
13.7,
15.5,
17.1,
18.6,
19.8,
20.8,
21.4,
21.9,
22.1,
21.9,
21.4,
20.6,
19.3,
17.9,
16.9,
16.1,
15.4,
14.7,
14.1,
13.6,
13.2,
12.8,
12.4,
12.4,
13.8,
15.7,
17.3,
18.7,
20,
21,
21.6,
22.1,
22.2,
22.1,
21.6,
20.7,
19.4,
18.1,
17.1,
16.3,
15.5,
14.9,
14.3,
13.8,
13.4,
13,
12.6,
12.7,
14.1,
15.9,
17.6,
19,
20.3,
21.2,
21.8,
22.2,
22.3,
22.2,
21.7,
20.8,
19.5,
18.2,
17.2,
16.4,
15.7,
15.2,
14.4,
13.9,
13.6,
13.2,
12.8,
12.8,
14.3,
16.1,
17.7,
19.1,
20.4,
21.3,
21.9,
22.3,
22.4,
22.3,
21.8,
20.9,
19.6,
18.2,
17.3,
16.5,
15.7,
15.3,
14.6,
14.1,
13.6,
13.2,
12.8,
12.9,
14.3
] |
[
16.1,
17.8,
19.2,
20.4,
21.4,
22,
22.4,
22.6,
22.3,
21.9,
21,
19.7,
18.3,
17.3,
16.6,
15.8,
15.3,
14.6,
14.1,
13.7,
13.3,
12.9,
13,
14.4,
16.3,
17.9,
19.3,
20.6,
21.6,
22.1,
22.6,
22.7,
22.4,
21.9,
21.1,
19.8,
18.4,
17.4,
16.6,
15.8,
15.3,
14.7,
14.2,
13.7,
13.3,
13,
13.1,
14.6,
16.4,
18,
19.4,
20.7,
21.7,
22.3,
22.7,
22.8,
22.6,
22.1,
21.2,
19.9,
18.6,
17.6,
16.8,
16.1,
15.5,
14.8,
14.3,
13.9,
13.5,
13.2,
13.3,
14.7,
16.6,
18.2,
19.7,
20.9,
21.9,
22.4,
22.9,
23,
22.8,
22.3,
21.4,
20.2,
18.8,
17.8,
17,
16.2,
15.7,
15,
14.5,
14.1,
13.7,
13.3,
13.5,
14.9
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 12.60%",
"予測される変化率: [カラム_0] 予測される変化率: -7.45%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.21倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 8個",
"最初のターニングポイント: [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: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 12.60%",
"Forecasted change rate: [column_0] Forecasted change rate: -7.45%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.21 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 8",
"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] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 128 | 96 |
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18.3,
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21,
22,
22.5,
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{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 41.32%",
"予測される変化率: [カラム_0] 予測される変化率: 4.29%",
"変動性: [カラム_0] 変動性: 中程度の変動 (標準偏差は平均値の0.17倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 7個",
"最初のターニングポイント: [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: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 41.32%",
"Forecasted change rate: [column_0] Forecasted change rate: 4.29%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.17 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 7",
"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 upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 48 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 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
|
m4_hourly_dataset.tsf
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{
"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: 946.36%",
"予測される変化率: [カラム_0] 予測される変化率: 14.16%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.80倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 23個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の4番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 946.36%",
"Forecasted change rate: [column_0] Forecasted change rate: 14.16%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.80 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 23",
"First turning point: [column_0] First turning point: at data point 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 38 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 72 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 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 38.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 72.",
"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 72."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
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443,
417,
356,
293,
251,
181,
134,
102,
85
] |
[
"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: -82.45%",
"予測される変化率: [カラム_0] 予測される変化率: -5.56%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.76倍)",
"トレンド: [カラム_0] トレンドの継続: 下降傾向の傾向が続く",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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9番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -82.45%",
"Forecasted change rate: [column_0] Forecasted change rate: -5.56%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.76 times the mean)",
"Trend: [column_0] Trend continuation: downward trend continues",
"Turning points: [column_0] Turning points in forecast period: 26",
"First turning point: [column_0] First turning point: at data point 9 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 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
|
m4_hourly_dataset.tsf
| 512 | 96 |
[
11.9,
11.3,
10.8,
10.4,
10.1,
10.2,
11.6,
13.3,
14.8,
16.2,
17.5,
18.6,
19.7,
20.6,
21.2,
21.6,
21.6,
21.3,
20.5,
19.2,
17.2,
15.4,
13.9,
12.8,
12,
11.4,
10.9,
10.5,
10.1,
10.2,
11.7,
13.4,
14.9,
16.3,
17.6,
18.8,
19.8,
20.7,
21.3,
21.7,
21.8,
21.4,
20.6,
19.3,
17.3,
15.5,
14,
12.8,
12.1,
11.4,
10.9,
10.6,
10.2,
10.3,
11.8,
13.5,
14.9,
16.3,
17.7,
18.8,
19.9,
20.8,
21.4,
21.8,
21.9,
21.5,
20.7,
19.4,
17.5,
15.6,
14.1,
13,
12.2,
11.6,
11.1,
10.7,
10.3,
10.3,
11.8,
13.6,
15.1,
16.4,
17.7,
18.9,
19.9,
20.8,
21.5,
21.9,
21.9,
21.6,
20.8,
19.5,
17.5,
15.7,
14.2,
13.1,
12.2,
11.7,
11.2,
10.8,
10.4,
10.5,
11.9,
13.6,
15.1,
16.4,
17.8,
18.9,
19.9,
20.8,
21.5,
21.8,
21.9,
21.6,
20.8,
19.4,
17.5,
15.7,
14.2,
13.1,
12.2,
11.7,
11.2,
10.8,
10.5,
10.5,
11.9,
13.6,
15.1,
16.5,
17.8,
18.9,
20,
20.9,
21.5,
21.9,
21.9,
21.6,
20.8,
19.6,
17.6,
15.7,
14.2,
13,
12.2,
11.6,
11.1,
10.7,
10.4,
10.4,
11.9,
13.6,
15.2,
16.6,
17.9,
19.1,
20.1,
21.1,
21.7,
22.1,
22.1,
21.8,
21,
19.7,
17.8,
15.8,
14.3,
13.1,
12.2,
11.7,
11.2,
10.8,
10.5,
10.5,
11.9,
13.7,
15.3,
16.7,
18,
19.2,
20.2,
21.2,
21.8,
22.2,
22.3,
21.9,
21.1,
19.8,
17.9,
15.9,
14.4,
13.2,
12.3,
11.8,
11.3,
10.9,
10.6,
10.6,
12.1,
13.7,
15.3,
16.7,
18.1,
19.2,
20.3,
21.2,
21.9,
22.3,
22.4,
22,
21.2,
19.9,
17.9,
16,
14.4,
13.3,
12.3,
11.9,
11.4,
10.9,
10.7,
10.7,
12.1,
13.8,
15.3,
16.7,
18.1,
19.2,
20.3,
21.2,
21.9,
22.3,
22.4,
22.1,
21.3,
20,
18,
16.1,
14.5,
13.3,
12.4,
11.9,
11.4,
11.1,
10.8,
10.7,
12.2,
13.8,
15.4,
16.8,
18.2,
19.3,
20.4,
21.3,
22.1,
22.4,
22.5,
22.1,
21.4,
20.1,
18.1,
16.2,
14.6,
13.4,
12.4,
12,
11.6,
11.1,
10.8,
10.8,
12.2,
13.8,
15.4,
16.9,
18.2,
19.4,
20.6,
21.4,
22.2,
22.6,
22.6,
22.2,
21.5,
20.2,
18.2,
16.3,
14.7,
13.6,
12.6,
12.1,
11.6,
11.2,
10.9,
10.9,
12.3,
13.9,
15.4,
16.9,
18.2,
19.4,
20.6,
21.5,
22.2,
22.6,
22.7,
22.3,
21.6,
20.2,
18.2,
16.3,
14.7,
13.6,
12.6,
12.1,
11.7,
11.2,
11,
10.9,
12.3,
13.9,
15.5,
16.9,
18.3,
19.5,
20.6,
21.6,
22.3,
22.7,
22.8,
22.4,
21.7,
20.3,
18.3,
16.3,
14.8,
13.7,
12.7,
12.2,
11.7,
11.3,
11,
10.9,
12.3,
14,
15.6,
17,
18.3,
19.6,
20.7,
21.6,
22.3,
22.7,
22.9,
22.4,
21.7,
20.4,
18.3,
16.4,
14.9,
13.7,
12.7,
12.2,
11.7,
11.3,
11.1,
10.9,
12.4,
14,
15.6,
17.1,
18.4,
19.7,
20.8,
21.8,
22.5,
22.9,
23.1,
22.7,
21.9,
20.6,
18.5,
16.6,
14.9,
13.8,
12.7,
12.2,
11.8,
11.3,
11.1,
10.9,
12.4,
14.1,
15.7,
17.2,
18.5,
19.8,
20.9,
21.9,
22.6,
23.1,
23.2,
22.8,
22.1,
20.7,
18.6,
16.7,
15.1,
13.8,
12.8,
12.3,
11.8,
11.4,
11.1,
11.1,
12.4,
14.1,
15.7,
17.2,
18.6,
19.8,
21.1,
22,
22.7,
23.2,
23.4,
23,
22.2,
20.8,
18.7,
16.7,
15.2,
13.9,
12.9,
12.4,
11.9,
11.5,
11.2,
11.1,
12.5,
14.2,
15.8,
17.3,
18.7,
20,
21.2,
22.1,
22.9,
23.4,
23.6,
23.2,
22.4,
21.1,
18.9,
16.9,
15.3,
14.1,
13.2,
12.5,
12,
11.6,
11.3,
11.2,
12.6,
14.3,
16,
17.4,
18.9,
20.2,
21.4,
22.3,
23.1,
23.7,
23.8,
23.4,
22.7,
21.3,
19.1,
17.1,
15.5,
14.2,
13.3,
12.6,
12.1,
11.7,
11.3,
11.2,
12.6,
14.4,
16.1,
17.6,
19.1,
20.3,
21.6,
22.6,
23.3,
23.9,
24.1,
23.7,
22.9,
21.6,
19.3,
17.3,
15.7,
14.4,
13.5,
12.8,
12.3,
11.9,
11.6,
11.4,
12.8,
14.6
] |
[
16.2,
17.7,
19.2,
20.4,
21.7,
22.7,
23.5,
24.1,
24.2,
23.8,
23,
21.6,
19.4,
17.4,
15.8,
14.5,
13.6,
12.9,
12.4,
12.1,
11.7,
11.6,
12.9,
14.7,
16.3,
17.8,
19.2,
20.5,
21.7,
22.8,
23.6,
24.1,
24.3,
23.9,
23.1,
21.7,
19.4,
17.5,
15.9,
14.6,
13.7,
13,
12.5,
12.1,
11.7,
11.6,
12.9,
14.7,
16.3,
17.8,
19.2,
20.6,
21.8,
22.8,
23.7,
24.2,
24.4,
24,
23.2,
21.8,
19.5,
17.6,
15.9,
14.7,
13.7,
13.1,
12.6,
12.1,
11.8,
11.7,
12.9,
14.7,
16.3,
17.8,
19.3,
20.6,
21.9,
22.9,
23.8,
24.3,
24.6,
24.2,
23.3,
21.9,
19.6,
17.6,
15.9,
14.7,
13.8,
13.1,
12.6,
12.1,
11.8,
11.7,
12.9,
14.7
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 22.69%",
"予測される変化率: [カラム_0] 予測される変化率: -9.26%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.26倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 8個",
"最初のターニングポイント: [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: stable",
"Historical change rate: [column_0] Historical change rate: 22.69%",
"Forecasted change rate: [column_0] Forecasted change rate: -9.26%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.26 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 8",
"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] 自己相関は弱いです。",
"部分自己相関: [カラム_0] ラグ 6 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 6.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 256 | 96 |
[
16.3,
17.8,
19.3,
20.6,
21.9,
23,
23.9,
24.4,
24.7,
24.3,
23.4,
22,
19.6,
17.7,
16,
14.7,
13.8,
13.1,
12.6,
12.2,
11.8,
11.7,
12.9,
14.7,
16.3,
17.8,
19.3,
20.7,
22,
23.1,
24,
24.6,
24.8,
24.4,
23.6,
22.1,
19.7,
17.7,
16.1,
14.7,
13.8,
13.1,
12.6,
12.1,
11.8,
11.6,
12.8,
14.7,
16.4,
17.9,
19.4,
20.9,
22.2,
23.3,
24.2,
24.8,
25,
24.7,
23.7,
22.2,
19.8,
17.8,
16.1,
14.8,
13.8,
13.2,
12.6,
12.2,
11.8,
11.7,
12.9,
14.8,
16.4,
17.9,
19.5,
20.9,
22.3,
23.4,
24.3,
24.8,
25.1,
24.7,
23.8,
22.3,
19.8,
17.8,
16.2,
14.9,
13.9,
13.2,
12.7,
12.3,
11.8,
11.7,
12.8,
14.7,
16.4,
18,
19.6,
21.1,
22.3,
23.5,
24.4,
25,
25.2,
24.8,
23.9,
22.4,
19.9,
17.8,
16.2,
14.9,
13.9,
13.2,
12.7,
12.3,
11.9,
11.7,
12.8,
14.7,
16.4,
18,
19.6,
21.1,
22.4,
23.6,
24.4,
25,
25.2,
24.9,
23.9,
22.3,
19.8,
17.8,
16.2,
14.9,
13.9,
13.2,
12.7,
12.3,
11.9,
11.7,
12.8,
14.7,
16.4,
17.9,
19.6,
21.1,
22.4,
23.6,
24.4,
25,
25.2,
24.8,
23.9,
22.3,
19.8,
17.8,
16.2,
14.9,
13.9,
13.2,
12.7,
12.2,
11.8,
11.7,
12.7,
14.7,
16.3,
17.9,
19.6,
21.1,
22.4,
23.6,
24.5,
25,
25.2,
24.8,
23.9,
22.3,
19.8,
17.8,
16.2,
14.9,
13.9,
13.2,
12.7,
12.2,
11.8,
11.6,
12.6,
14.6,
16.3,
17.9,
19.6,
21.1,
22.4,
23.6,
24.6,
25.1,
25.3,
24.9,
24,
22.3,
19.8,
17.8,
16.2,
14.8,
13.8,
13.2,
12.6,
12.2,
11.8,
11.6,
12.6,
14.5,
16.2,
17.9,
19.5,
21.1,
22.4,
23.6,
24.6,
25.1,
25.3,
25,
24.1,
22.3,
19.8,
17.8,
16.1,
14.8,
13.8,
13.1,
12.6,
12.1,
11.7,
11.6,
12.4,
14.4,
16.1,
17.8,
19.4,
21,
22.4,
23.6,
24.5,
25.1,
25.2,
24.8,
23.9,
22.2,
19.6,
17.7,
16.1,
14.7
] |
[
13.7,
13.1,
12.5,
12.1,
11.7,
11.5,
12.4,
14.3,
16.1,
17.7,
19.4,
20.9,
22.3,
23.5,
24.4,
24.9,
25.2,
24.8,
23.9,
22.2,
19.6,
17.7,
16,
14.7,
13.8,
13.1,
12.6,
12.1,
11.7,
11.5,
12.3,
14.3,
16,
17.7,
19.4,
20.9,
22.3,
23.5,
24.4,
24.9,
25.1,
24.7,
23.8,
22.1,
19.6,
17.6,
16,
14.7,
13.8,
13.1,
12.5,
12.1,
11.7,
11.4,
12.3,
14.2,
16,
17.7,
19.4,
21,
22.4,
23.6,
24.4,
24.9,
25.1,
24.8,
23.8,
22.1,
19.6,
17.6,
16,
14.7,
13.8,
13.1,
12.6,
12.2,
11.7,
11.6,
12.3,
14.3,
16.1,
17.8,
19.4,
21,
22.4,
23.6,
24.4,
24.9,
25.1,
24.7,
23.8,
22.1,
19.5,
17.6,
16,
14.8
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: -9.82%",
"予測される変化率: [カラム_0] 予測される変化率: 8.03%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.26倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 8個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の6番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: -9.82%",
"Forecasted change rate: [column_0] Forecasted change rate: 8.03%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.26 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 8",
"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] 自己相関は弱いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 94."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
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[
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{
"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: -88.04%",
"予測される変化率: [カラム_0] 予測される変化率: -35.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.83倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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: -88.04%",
"Forecasted change rate: [column_0] Forecasted change rate: -35.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.83 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 24",
"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 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
|
m4_hourly_dataset.tsf
| 512 | 96 |
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[
"0"
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{
"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: -34.24%",
"予測される変化率: [カラム_0] 予測される変化率: 17.25%",
"変動性: [カラム_0] 変動性: 中程度の変動 (標準偏差は平均値の0.19倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 8個",
"最初のターニングポイント: [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: -34.24%",
"Forecasted change rate: [column_0] Forecasted change rate: 17.25%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.19 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 8",
"First turning point: [column_0] First turning point: at data point 3 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
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[
"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: -0.56%",
"予測される変化率: [カラム_0] 予測される変化率: -15.59%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.23倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 25個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: -0.56%",
"Forecasted change rate: [column_0] Forecasted change rate: -15.59%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.23 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 25",
"First turning point: [column_0] First turning point: at data point 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 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
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[
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{
"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: -40.82%",
"予測される変化率: [カラム_0] 予測される変化率: 4.14%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.29倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 27個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -40.82%",
"Forecasted change rate: [column_0] Forecasted change rate: 4.14%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.29 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 27",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 76 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 76.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
[
12.6,
11.8,
11.3,
10.8,
10.4,
10.1,
10.4,
11.7,
12.9,
14.3,
15.5,
16.5,
17.3,
17.9,
18.4,
18.6,
18.7,
18.4,
17.8,
16.8,
15.6,
14.7,
13.9,
13.3,
12.7,
11.9,
11.3,
10.9,
10.5,
10.2,
10.6,
11.8,
13.1,
14.4,
15.6,
16.6,
17.3,
17.9,
18.5,
18.7,
18.8,
18.6,
18,
16.9,
15.7,
14.8,
14.1,
13.3,
12.7,
12,
11.4,
11,
10.6,
10.3,
10.7,
12,
13.3,
14.6,
15.8,
16.8,
17.6,
18.2,
18.7,
18.9,
19,
18.8,
18.2,
17.2,
15.9,
15.1,
14.3,
13.6,
12.9,
12.2,
11.6,
11.2,
10.7,
10.4,
10.9,
12.2,
13.5,
14.8,
16,
16.9,
17.8,
18.4,
18.9,
19.2,
19.2,
19,
18.4,
17.4,
16.2,
15.2,
14.4,
13.7,
13,
12.3,
11.8,
11.3,
10.9,
10.6,
11.1,
12.4,
13.7,
15.1,
16.2,
17.2,
17.9,
18.6,
19.1,
19.3,
19.3,
19.1,
18.6,
17.5,
16.3,
15.4,
14.6,
13.8,
13.2,
12.4,
11.9,
11.4,
11,
10.7,
11.2,
12.6,
13.8,
15.2,
16.4,
17.4,
18.2,
18.8,
19.3,
19.6,
19.6,
19.3,
18.8,
17.7,
16.5,
15.6,
14.7,
14,
13.3,
12.6,
12.1,
11.6,
11.2,
10.8,
11.4,
12.7,
14,
15.3,
16.5,
17.4,
18.2,
18.8,
19.3,
19.6,
19.6,
19.3,
18.8,
17.7,
16.6,
15.6,
14.8,
14.1,
13.4,
12.7,
12.2,
11.7,
11.3,
10.9,
11.5,
12.8,
14.1,
15.3,
16.5,
17.4,
18.2,
18.8,
19.3,
19.6,
19.6,
19.3,
18.8,
17.7,
16.6,
15.6,
14.8,
14.1,
13.4,
12.7,
12.2,
11.8,
11.3,
11,
11.6,
12.9,
14.2,
15.4,
16.6,
17.5,
18.3,
18.9,
19.4,
19.7,
19.7,
19.4,
18.9,
17.8,
16.7,
15.7,
14.9,
14.2,
13.6,
12.8,
12.3,
11.9,
11.4,
11.2,
11.7,
13.1,
14.3,
15.7,
16.8,
17.7,
18.5,
19.1,
19.6,
19.9,
19.9,
19.7,
19.2,
18.1,
16.9,
16,
15.2,
14.4,
13.8,
13.2,
12.7,
12.2,
11.8,
11.5,
12.1,
13.3,
14.7,
16,
17.1,
18.1,
18.8,
19.5,
20,
20.3,
20.3,
20.1,
19.5,
18.5,
17.3,
16.4,
15.5,
14.7,
14.1,
13.4,
12.9,
12.4,
12.1,
11.7,
12.3,
13.7,
15,
16.3,
17.4,
18.4,
19.1,
19.7,
20.2,
20.4,
20.4,
20.2,
19.7,
18.7,
17.6,
16.6,
15.7,
14.9,
14.3,
13.6,
13.1,
12.6,
12.2,
11.9,
12.6,
13.9,
15.2,
16.5,
17.7,
18.6,
19.3,
19.9,
20.4,
20.7,
20.7,
20.5,
19.9,
19,
17.8,
16.8,
15.9,
15.1,
14.4,
13.8,
13.3,
12.8,
12.4,
12.1,
12.7,
14.1,
15.4,
16.7,
17.9,
18.8,
19.6,
20.2,
20.7,
20.9,
20.9,
20.7,
20.2,
19.2,
17.9,
16.9,
16.1,
15.3,
14.7,
14,
13.5,
12.9,
12.6,
12.3,
13,
14.3,
15.7,
17,
18.2,
19.1,
19.8,
20.4,
20.9,
21.1,
21.1,
20.8,
20.3,
19.3,
18.1,
17.1,
16.2,
15.4,
14.8,
14.2,
13.7,
13.1,
12.7,
12.4,
13.2,
14.4,
15.8,
17.2,
18.3,
19.2,
19.9,
20.6,
21,
21.2,
21.2,
20.9,
20.3,
19.4,
18.2,
17.2,
16.3,
15.5,
14.8,
14.2,
13.7,
13.2,
12.7,
12.4,
13.2,
14.6,
15.9,
17.2,
18.4,
19.3,
20.1,
20.7,
21.1,
21.2,
21.3,
21,
20.4,
19.5,
18.3,
17.3,
16.4,
15.6,
14.9,
14.3,
13.8,
13.3,
12.9,
12.6,
13.4,
14.7,
16.1,
17.4,
18.6,
19.4,
20.2,
20.8,
21.2,
21.3,
21.3,
21.1,
20.5,
19.6,
18.3,
17.4,
16.5,
15.7,
15.1,
14.4,
14,
13.5,
13.1,
12.8,
13.6,
14.8,
16.3,
17.6,
18.7,
19.6,
20.3,
20.9,
21.3,
21.5,
21.5,
21.2,
20.7,
19.7,
18.5,
17.6,
16.7,
15.9,
15.3,
14.7,
14.2,
13.6,
13.2,
13,
13.8,
15.1,
16.4,
17.8,
18.8,
19.8,
20.5,
21.1,
21.5,
21.7,
21.7,
21.4,
20.9,
19.9,
18.8,
17.8,
16.9,
16.1,
15.4,
14.8,
14.4,
13.9,
13.4,
13.2,
14.1,
15.3,
16.7,
18.1,
19.2,
20.1,
20.8,
21.4,
21.8,
21.9,
21.9,
21.7,
21.1,
20.2,
19,
18,
17.1,
16.3,
15.7,
15.1,
14.6,
14.1,
13.6,
13.4,
14.2,
15.6
] |
[
16.9,
18.3,
19.4,
20.3,
21.1,
21.6,
22,
22.2,
22.2,
21.9,
21.4,
20.5,
19.3,
18.2,
17.3,
16.5,
15.8,
15.2,
14.8,
14.2,
13.8,
13.6,
14.4,
15.8,
17.2,
18.5,
19.7,
20.6,
21.3,
21.9,
22.3,
22.6,
22.5,
22.2,
21.7,
20.8,
19.5,
18.5,
17.6,
16.8,
16.1,
15.4,
15,
14.4,
14.1,
13.8,
14.7,
16.1,
17.4,
18.8,
19.9,
20.8,
21.6,
22.1,
22.5,
22.7,
22.7,
22.5,
21.9,
21,
19.8,
18.7,
17.8,
17,
16.3,
15.7,
15.2,
14.7,
14.3,
14,
14.9,
16.2,
17.7,
19,
20.1,
21.1,
21.7,
22.3,
22.7,
22.9,
22.9,
22.6,
22.1,
21.2,
19.9,
18.9,
17.9,
17.2,
16.4,
15.8,
15.3,
14.8,
14.4,
14.2,
15.1,
16.4
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 23.81%",
"予測される変化率: [カラム_0] 予測される変化率: -2.96%",
"変動性: [カラム_0] 変動性: 中程度の変動 (標準偏差は平均値の0.20倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 5個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の22番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 23.81%",
"Forecasted change rate: [column_0] Forecasted change rate: -2.96%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.20 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 5",
"First turning point: [column_0] First turning point: at data point 22 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 12 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 12.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 256 | 96 |
[
17.8,
19.2,
20.3,
21.3,
21.9,
22.5,
22.9,
23.1,
23.1,
22.8,
22.2,
21.3,
20,
19,
18.1,
17.3,
16.7,
16,
15.5,
15,
14.6,
14.3,
15.2,
16.6,
18,
19.4,
20.5,
21.4,
22.2,
22.7,
23.2,
23.3,
23.3,
22.9,
22.4,
21.5,
20.2,
19.2,
18.3,
17.5,
16.8,
16.2,
15.7,
15.2,
14.7,
14.5,
15.4,
16.8,
18.2,
19.5,
20.7,
21.6,
22.3,
22.8,
23.2,
23.4,
23.4,
23.1,
22.5,
21.6,
20.3,
19.3,
18.4,
17.7,
17,
16.4,
15.8,
15.4,
14.9,
14.7,
15.6,
16.9,
18.3,
19.6,
20.7,
21.7,
22.3,
22.9,
23.3,
23.5,
23.4,
23.1,
22.6,
21.7,
20.4,
19.4,
18.5,
17.8,
17.1,
16.4,
15.9,
15.4,
15.1,
14.8,
15.7,
17.1,
18.4,
19.7,
20.8,
21.7,
22.4,
23,
23.4,
23.7,
23.6,
23.2,
22.7,
21.8,
20.6,
19.5,
18.6,
17.8,
17.2,
16.6,
16.1,
15.6,
15.2,
15,
15.9,
17.3,
18.6,
19.9,
21,
21.9,
22.6,
23.2,
23.6,
23.8,
23.8,
23.4,
22.9,
22.1,
20.8,
19.8,
18.9,
18.1,
17.5,
16.9,
16.4,
16,
15.6,
15.4,
16.2,
17.6,
18.9,
20.1,
21.2,
22.1,
22.8,
23.4,
23.8,
24.1,
24,
23.7,
23.2,
22.3,
21.1,
20.1,
19.1,
18.4,
17.7,
17.2,
16.7,
16.2,
15.8,
15.6,
16.4,
17.7,
19.1,
20.3,
21.4,
22.3,
23,
23.6,
24.1,
24.3,
24.2,
23.9,
23.4,
22.6,
21.3,
20.3,
19.3,
18.6,
17.9,
17.4,
16.9,
16.4,
16.1,
15.9,
16.7,
17.9,
19.2,
20.5,
21.6,
22.5,
23.2,
23.8,
24.3,
24.5,
24.4,
24.1,
23.6,
22.7,
21.5,
20.4,
19.6,
18.8,
18.1,
17.6,
17.1,
16.7,
16.3,
16.1,
16.8,
18.2,
19.4,
20.7,
21.7,
22.7,
23.3,
23.9,
24.4,
24.6,
24.6,
24.2,
23.8,
22.9,
21.6,
20.6,
19.7,
18.9,
18.2,
17.7,
17.2,
16.7,
16.4,
16.2,
16.9,
18.3,
19.6,
20.8,
21.8,
22.8,
23.5,
24.1,
24.5,
24.7,
24.6,
24.3,
23.9,
23,
21.7,
20.7,
19.8,
19.1
] |
[
18.4,
17.9,
17.4,
16.9,
16.6,
16.4,
17.2,
18.5,
19.8,
20.9,
22.1,
23,
23.7,
24.3,
24.7,
24.9,
24.8,
24.6,
24.1,
23.2,
21.9,
20.9,
20.1,
19.3,
18.7,
18.1,
17.7,
17.2,
16.8,
16.7,
17.4,
18.7,
20,
21.2,
22.2,
23.2,
23.9,
24.5,
24.9,
25.1,
25.1,
24.8,
24.3,
23.4,
22.2,
21.2,
20.3,
19.5,
18.9,
18.3,
17.8,
17.4,
17.1,
16.8,
17.6,
18.9,
20.2,
21.4,
22.5,
23.4,
24.2,
24.8,
25.3,
25.4,
25.3,
25.1,
24.6,
23.7,
22.4,
21.4,
20.5,
19.7,
19.1,
18.6,
18.1,
17.6,
17.2,
17,
17.8,
19.1,
20.4,
21.6,
22.7,
23.7,
24.4,
25.1,
25.6,
25.7,
25.6,
25.3,
24.8,
23.9,
22.6,
21.6,
20.7,
19.9
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 7.30%",
"予測される変化率: [カラム_0] 予測される変化率: 8.15%",
"変動性: [カラム_0] 変動性: 中程度の変動 (標準偏差は平均値の0.15倍)",
"トレンド: [カラム_0] トレンドの強化: 横ばいの傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 7個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の6番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 7.30%",
"Forecasted change rate: [column_0] Forecasted change rate: 8.15%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.15 times the mean)",
"Trend: [column_0] Trend intensification: stable trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 7",
"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] ラグ 8 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 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 strong at lag 8.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 94."
]
}
|
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