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stringclasses 1
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int64 3
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listlengths 8
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listlengths 1
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| forecast_explanation
dict | data_explanation
dict |
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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: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 670.00%",
"予測される変化率: [カラム_0] 予測される変化率: -32.37%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.77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: 670.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -32.37%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.77 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 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 |
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15.9,
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19.2,
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20.4,
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16.9,
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10.4,
10.3,
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13.4,
14.7,
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17.1,
18.2,
19.2,
20.2,
20.8,
21.2,
21.3,
20.9,
20.1,
18.6,
16.7,
15.2,
14.1,
13.1,
12.3,
11.7,
11.2,
10.8,
10.6,
10.4,
11.9,
13.5,
14.8,
16.1,
17.3,
18.4,
19.4,
20.4,
21.1,
21.5,
21.6,
21.2,
20.3,
18.9,
16.9,
15.4,
14.2,
13.2,
12.4,
11.8,
11.3,
10.9,
10.6,
10.5,
12.1,
13.6,
14.9,
16.2,
17.4,
18.6,
19.6,
20.6,
21.3,
21.7,
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21.4,
20.5,
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15.6,
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11.9,
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20.7,
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22.2,
22.3,
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11.6,
11.2,
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14.1,
13.2,
12.5,
11.9,
11.5,
11.2,
11.1,
12.8,
14.4
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15.8,
17.2,
18.5,
19.8,
20.9,
21.9,
22.7,
23.1,
23.3,
22.8,
21.9,
20.3,
18.3,
16.7,
15.3,
14.2,
13.3,
12.6,
12.1,
11.6,
11.3,
11.2,
12.9,
14.6,
15.9,
17.3,
18.7,
19.9,
21.1,
22.1,
22.8,
23.3,
23.4,
23,
22.1,
20.5,
18.4,
16.8,
15.4,
14.3,
13.4,
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12.2,
11.7,
11.4,
11.3,
13,
14.7,
16.1,
17.5,
18.8,
20.1,
21.3,
22.3,
23.1,
23.4,
23.7,
23.2,
22.3,
20.7,
18.6,
16.9,
15.6,
14.4,
13.5,
12.8,
12.2,
11.8,
11.4,
11.4,
13.1,
14.8,
16.2,
17.6,
18.9,
20.2,
21.4,
22.4,
23.2,
23.7,
23.8,
23.3,
22.4,
20.8,
18.7,
17.1,
15.7,
14.6,
13.7,
13,
12.4,
11.9,
11.6,
11.5,
13.2,
14.8
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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: 23.08%",
"予測される変化率: [カラム_0] 予測される変化率: -6.33%",
"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: 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: 23.08%",
"Forecasted change rate: [column_0] Forecasted change rate: -6.33%",
"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: 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 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: 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: -3.32%",
"予測される変化率: [カラム_0] 予測される変化率: -7.51%",
"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0.10倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 36個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の4番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -3.32%",
"Forecasted change rate: [column_0] Forecasted change rate: -7.51%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.10 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 36",
"First turning point: [column_0] First turning point: at data point 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データ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 88 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 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 88.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 94."
]
}
|
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: 82.76%",
"予測される変化率: [カラム_0] 予測される変化率: 61.54%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.97倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 46個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 82.76%",
"Forecasted change rate: [column_0] Forecasted change rate: 61.54%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.97 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 46",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データ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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[
"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: -24.65%",
"予測される変化率: [カラム_0] 予測される変化率: -0.43%",
"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0.19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: 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: upward",
"Historical change rate: [column_0] Historical change rate: -24.65%",
"Forecasted change rate: [column_0] Forecasted change rate: -0.43%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.19 times the mean)",
"Trend: [column_0] Trend continuation: upward trend continues",
"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 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: 151.85%",
"予測される変化率: [カラム_0] 予測される変化率: -57.05%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.90倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 28個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 151.85%",
"Forecasted change rate: [column_0] Forecasted change rate: -57.05%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.90 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 28",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
[
12.5,
12,
11.5,
11.1,
10.7,
10.3,
10.1,
10.6,
12.4,
13.9,
15.3,
16.6,
17.6,
18.4,
19,
19.3,
19.2,
18.8,
17.6,
16.1,
14.9,
14.2,
13.6,
13,
12.5,
12.1,
11.6,
11.1,
10.7,
10.3,
10.1,
10.7,
12.4,
14,
15.4,
16.6,
17.7,
18.4,
19.1,
19.3,
19.3,
18.9,
17.7,
16.2,
15.1,
14.3,
13.7,
13.1,
12.6,
12.2,
11.7,
11.2,
10.9,
10.5,
10.2,
10.9,
12.7,
14.2,
15.6,
16.8,
17.8,
18.6,
19.2,
19.4,
19.4,
19,
17.9,
16.3,
15.2,
14.4,
13.7,
13.2,
12.7,
12.2,
11.7,
11.3,
10.9,
10.6,
10.3,
11.1,
12.8,
14.4,
15.8,
17,
18.1,
18.8,
19.4,
19.7,
19.6,
19.2,
18.1,
16.5,
15.4,
14.5,
13.8,
13.2,
12.8,
12.3,
11.8,
11.4,
10.9,
10.6,
10.3,
11.2,
12.9,
14.5,
15.9,
17.2,
18.2,
19,
19.6,
19.9,
19.8,
19.4,
18.2,
16.7,
15.5,
14.7,
13.9,
13.3,
12.8,
12.3,
11.9,
11.4,
11.1,
10.7,
10.4,
11.3,
13.1,
14.7,
16.1,
17.4,
18.4,
19.2,
19.8,
20.1,
20.1,
19.6,
18.5,
16.9,
15.7,
14.8,
14.1,
13.5,
13,
12.5,
12,
11.6,
11.2,
10.8,
10.6,
11.5,
13.3,
14.9,
16.4,
17.6,
18.7,
19.4,
20.1,
20.3,
20.2,
19.8,
18.7,
17,
15.9,
14.9,
14.2,
13.6,
13.1,
12.6,
12.1,
11.7,
11.3,
10.9,
10.7,
11.7,
13.5,
15.1,
16.6,
17.8,
18.8,
19.7,
20.2,
20.4,
20.3,
19.9,
18.8,
17.2,
16,
15.1,
14.3,
13.7,
13.2,
12.7,
12.2,
11.8,
11.4,
11.1,
10.8,
11.9,
13.7,
15.3,
16.7,
18,
19.1,
19.8,
20.4,
20.7,
20.6,
20.1,
19,
17.3,
16.2,
15.2,
14.5,
13.8,
13.3,
12.8,
12.3,
11.9,
11.6,
11.2,
10.9,
12.1,
13.8,
15.5,
16.9,
18.2,
19.2,
20,
20.6,
20.8,
20.7,
20.3,
19.1,
17.4,
16.2,
15.3,
14.6,
13.9,
13.4,
12.9,
12.4,
12,
11.6,
11.3,
11.1,
12.2,
14,
15.7,
17.1,
18.3,
19.3,
20.1,
20.7,
20.9,
20.8,
20.3,
19.2,
17.6,
16.3,
15.4,
14.7,
14.1,
13.5,
13,
12.5,
12.1,
11.8,
11.4,
11.2,
12.4,
14.2,
15.9,
17.3,
18.6,
19.6,
20.3,
20.9,
21.1,
21,
20.5,
19.4,
17.7,
16.5,
15.7,
14.9,
14.3,
13.7,
13.2,
12.7,
12.3,
12,
11.7,
11.4,
12.7,
14.4,
16.2,
17.6,
18.8,
19.8,
20.6,
21.1,
21.4,
21.3,
20.8,
19.7,
18,
16.7,
15.9,
15.2,
14.5,
13.9,
13.4,
13,
12.6,
12.2,
11.9,
11.7,
12.9,
14.7,
16.4,
17.9,
19.2,
20.2,
20.9,
21.4,
21.7,
21.6,
21.1,
20,
18.3,
17,
16.2,
15.4,
14.8,
14.2,
13.7,
13.2,
12.8,
12.4,
12.2,
11.9,
13.2,
14.9,
16.7,
18.2,
19.4,
20.4,
21.2,
21.7,
21.9,
21.8,
21.2,
20.1,
18.4,
17.2,
16.3,
15.6,
14.9,
14.3,
13.8,
13.3,
13,
12.6,
12.3,
12.1,
13.4,
15.2,
16.9,
18.4,
19.6,
20.6,
21.4,
21.8,
22.1,
22,
21.4,
20.4,
18.6,
17.4,
16.6,
15.8,
15.1,
14.6,
14,
13.6,
13.2,
12.8,
12.5,
12.3,
13.6,
15.4,
17.2,
18.7,
19.9,
20.9,
21.7,
22.1,
22.3,
22.3,
21.7,
20.6,
18.8,
17.6,
16.7,
16,
15.3,
14.8,
14.2,
13.8,
13.3,
12.9,
12.7,
12.4,
13.8,
15.7,
17.3,
18.9,
20.1,
21.1,
21.8,
22.3,
22.5,
22.4,
21.9,
20.8,
19.1,
17.7,
16.9,
16.2,
15.6,
14.9,
14.4,
13.9,
13.5,
13.1,
12.8,
12.7,
14,
15.8,
17.6,
19.1,
20.2,
21.2,
22,
22.4,
22.7,
22.6,
22,
20.9,
19.2,
17.8,
17.1,
16.3,
15.7,
15.1,
14.6,
14,
13.7,
13.3,
12.9,
12.8,
14.2,
16,
17.7,
19.2,
20.4,
21.4,
22.2,
22.6,
22.8,
22.7,
22.2,
21.1,
19.3,
18.1,
17.2,
16.5,
15.9,
15.2,
14.7,
14.2,
13.8,
13.4,
13.1,
12.9,
14.3,
16.2,
17.9,
19.4,
20.6,
21.6,
22.3,
22.8,
23,
22.9,
22.4,
21.3,
19.6,
18.2,
17.4,
16.6,
16,
15.4,
14.9,
14.3,
14,
13.6,
13.2,
13.1,
14.6
] |
[
16.4,
18.1,
19.6,
20.8,
21.8,
22.5,
23,
23.2,
23.1,
22.6,
21.5,
19.7,
18.4,
17.6,
16.8,
16.2,
15.7,
15.1,
14.6,
14.2,
13.8,
13.5,
13.3,
14.8,
16.7,
18.3,
19.8,
21,
21.9,
22.7,
23.2,
23.4,
23.3,
22.8,
21.7,
19.9,
18.6,
17.8,
17.1,
16.5,
15.9,
15.3,
14.8,
14.4,
14.1,
13.8,
13.7,
15.1,
16.9,
18.5,
19.9,
21.2,
22.1,
22.7,
23.2,
23.4,
23.3,
22.8,
21.7,
19.9,
18.7,
17.8,
17.2,
16.6,
16,
15.5,
15,
14.6,
14.2,
13.9,
13.9,
15.3,
17,
18.6,
20.1,
21.2,
22.1,
22.7,
23.2,
23.3,
23.3,
22.8,
21.7,
19.9,
18.7,
17.9,
17.2,
16.7,
16.1,
15.6,
15.1,
14.7,
14.3,
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: 16.80%",
"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: 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: 16.80%",
"Forecasted change rate: [column_0] Forecasted change rate: -6.10%",
"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 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 |
[
11.8,
11.4,
11.1,
10.8,
10.6,
10.3,
10.1,
10.6,
12.5,
14.4,
16.1,
17.5,
18.6,
19.2,
19.6,
19.5,
19,
17.9,
16.2,
14.7,
13.8,
13.2,
12.7,
12.3,
12.1,
11.7,
11.2,
11,
10.8,
10.5,
10.2,
10.8,
12.7,
14.6,
16.3,
17.7,
18.7,
19.3,
19.7,
19.6,
19.1,
18.1,
16.3,
14.8,
13.9,
13.4,
12.9,
12.4,
12.2,
11.8,
11.4,
11.1,
10.9,
10.7,
10.4,
11,
12.9,
14.8,
16.4,
17.8,
18.8,
19.4,
19.8,
19.7,
19.3,
18.2,
16.4,
14.9,
14.1,
13.5,
13,
12.6,
12.3,
11.9,
11.5,
11.3,
11.1,
10.8,
10.6,
11.3,
13.2,
15.1,
16.7,
18.1,
19.1,
19.7,
20.1,
19.9,
19.5,
18.4,
16.7,
15.2,
14.3,
13.7,
13.2,
12.7,
12.6,
12.2,
11.8,
11.6,
11.3,
11.1,
10.8,
11.5,
13.4,
15.3,
17,
18.3,
19.3,
19.9,
20.3,
20.2,
19.7,
18.6,
16.9,
15.3,
14.4,
13.8,
13.3,
12.9,
12.6,
12.2,
11.8,
11.6,
11.4,
11.2,
10.9,
11.6,
13.4,
15.4,
17,
18.3,
19.3,
19.9,
20.3,
20.2,
19.7,
18.7,
16.9,
15.3,
14.4,
13.8,
13.3,
12.9,
12.6,
12.3,
11.9,
11.6,
11.4,
11.2,
10.9,
11.7,
13.5,
15.4,
17.1,
18.3,
19.3,
20,
20.3,
20.2,
19.8,
18.7,
16.9,
15.4,
14.4,
13.8,
13.3,
12.9,
12.6,
12.2,
11.8,
11.6,
11.4,
11.2,
10.9,
11.7,
13.6,
15.4,
17.1,
18.4,
19.4,
20.1,
20.4,
20.3,
19.9,
18.8,
17.1,
15.4,
14.6,
13.9,
13.4,
12.9,
12.7,
12.3,
11.9,
11.7,
11.4,
11.2,
11,
11.8,
13.7,
15.6,
17.2,
18.6,
19.6,
20.2,
20.6,
20.5,
20.1,
19,
17.2,
15.6,
14.6,
14,
13.5,
13.1,
12.7,
12.3,
11.9,
11.7,
11.4,
11.2,
11.1,
11.9,
13.8,
15.8,
17.4,
18.7,
19.7,
20.4,
20.7,
20.6,
20.2,
19.2,
17.3,
15.7,
14.8,
14.2,
13.7,
13.2,
12.9,
12.5,
12.2,
11.9,
11.7,
11.4,
11.3,
12.2,
14.1,
16.1,
17.7,
18.9,
19.9,
20.6,
20.9,
20.8,
20.4,
19.3,
17.6,
15.9,
15.1,
14.4,
13.9,
13.4,
13.2,
12.7,
12.4,
12.1,
11.9,
11.7,
11.5,
12.4,
14.3,
16.2,
17.9,
19.1,
20,
20.7,
21,
20.9,
20.5,
19.5,
17.7,
16.1,
15.2,
14.6,
14.1,
13.6,
13.3,
12.9,
12.6,
12.3,
12,
11.8,
11.6,
12.6,
14.5,
16.4,
18.1,
19.2,
20.2,
20.9,
21.2,
21.1,
20.7,
19.7,
17.9,
16.3,
15.4,
14.7,
14.2,
13.7,
13.4,
12.9,
12.7,
12.4,
12.2,
11.9,
11.8,
12.7,
14.7,
16.6,
18.2,
19.4,
20.4,
21.1,
21.3,
21.2,
20.8,
19.8,
18,
16.4,
15.5,
14.8,
14.3,
13.8,
13.6,
13.1,
12.8,
12.6,
12.3,
12.1,
11.9,
12.9,
14.8,
16.7,
18.3,
19.6,
20.5,
21.2,
21.4,
21.3,
20.9,
19.9,
18.1,
16.5,
15.6,
14.9,
14.4,
13.9,
13.7,
13.2,
13,
12.7,
12.4,
12.2,
12.1,
13.1,
15,
16.9,
18.4,
19.7,
20.6,
21.2,
21.5,
21.4,
20.9,
19.9,
18.2,
16.6,
15.7,
15,
14.5,
14,
13.8,
13.3,
13.1,
12.8,
12.6,
12.3,
12.2,
13.2,
15.1,
16.9,
18.6,
19.7,
20.7,
21.3,
21.6,
21.4,
21.1,
20.1,
18.3,
16.7,
15.7,
15.1,
14.5,
14,
13.8,
13.3,
13.1,
12.8,
12.6,
12.3,
12.1,
13.2,
15.2,
17.1,
18.7,
19.8,
20.7,
21.4,
21.7,
21.6,
21.2,
20.2,
18.4,
16.7,
15.8,
15.1,
14.5,
14.1,
13.7,
13.3,
13.1,
12.7,
12.5,
12.3,
12.1,
13.3,
15.2,
17.1,
18.8,
19.9,
20.8,
21.4,
21.7,
21.7,
21.2,
20.3,
18.4,
16.8,
15.8,
15.1,
14.6,
14.1,
13.7,
13.3,
13.1,
12.8,
12.6,
12.3,
12.2,
13.4,
15.4,
17.3,
18.9,
20,
20.9,
21.6,
21.8,
21.7,
21.3,
20.3,
18.6,
16.9,
15.9,
15.3,
14.7,
14.3,
13.9,
13.6,
13.2,
12.9,
12.7,
12.5,
12.3,
13.6,
15.6,
17.4,
19.1,
20.2,
21.1,
21.7,
22,
21.9,
21.4,
20.5,
18.7,
17.1,
16.1,
15.4,
14.9,
14.4,
14.1,
13.7,
13.4,
13.1,
12.8,
12.7,
12.5,
13.8
] |
[
15.8,
17.7,
19.3,
20.4,
21.3,
21.9,
22.2,
22.1,
21.6,
20.7,
18.9,
17.2,
16.3,
15.6,
15.1,
14.7,
14.4,
13.9,
13.7,
13.4,
13.1,
12.9,
12.7,
14.1,
16.1,
17.9,
19.4,
20.6,
21.5,
22.1,
22.3,
22.2,
21.7,
20.7,
19,
17.3,
16.4,
15.8,
15.2,
14.8,
14.5,
14.1,
13.8,
13.6,
13.3,
13.1,
12.9,
14.3,
16.3,
18.1,
19.6,
20.7,
21.6,
22.1,
22.3,
22.2,
21.8,
20.8,
19.2,
17.5,
16.6,
15.9,
15.4,
15,
14.6,
14.3,
14.1,
13.7,
13.5,
13.3,
13.2,
14.6,
16.4,
18.2,
19.6,
20.7,
21.6,
22.1,
22.3,
22.3,
21.8,
20.9,
19.2,
17.6,
16.6,
16,
15.5,
15.1,
14.7,
14.4,
14.1,
13.8,
13.6,
13.4,
13.2,
14.6
] |
[
"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: 16.95%",
"予測される変化率: [カラム_0] 予測される変化率: -7.59%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.22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: 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: 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: 16.95%",
"Forecasted change rate: [column_0] Forecasted change rate: -7.59%",
"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: 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 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 |
[
12,
11.5,
11.2,
10.8,
10.4,
10.2,
10.7,
11.5,
13,
14.4,
15.5,
16.6,
17.3,
17.9,
18.1,
18.1,
17.9,
17.6,
16.8,
15.8,
14.5,
13.7,
13.2,
12.6,
12.2,
11.7,
11.3,
10.9,
10.6,
10.3,
10.8,
11.7,
13.2,
14.6,
15.7,
16.7,
17.4,
18.1,
18.3,
18.3,
18.1,
17.8,
17,
16.1,
14.7,
14,
13.4,
12.8,
12.3,
11.9,
11.6,
11.1,
10.8,
10.6,
11.1,
11.9,
13.4,
14.9,
16,
17.1,
17.8,
18.4,
18.6,
18.6,
18.5,
18.2,
17.3,
16.4,
15,
14.3,
13.7,
13.1,
12.6,
12.2,
11.8,
11.4,
11,
10.8,
11.3,
12.2,
13.7,
15.2,
16.3,
17.3,
18.1,
18.6,
18.8,
18.8,
18.7,
18.3,
17.6,
16.6,
15.2,
14.5,
13.9,
13.3,
12.7,
12.4,
12,
11.6,
11.2,
11,
11.5,
12.4,
14,
15.4,
16.6,
17.6,
18.3,
18.9,
19.1,
19.1,
18.9,
18.6,
17.8,
16.8,
15.5,
14.7,
14.1,
13.6,
12.8,
12.6,
12.2,
11.7,
11.4,
11.2,
11.7,
12.6,
14.2,
15.6,
16.7,
17.8,
18.4,
19,
19.2,
19.2,
19,
18.6,
17.8,
16.9,
15.6,
14.8,
14.2,
13.6,
12.8,
12.7,
12.3,
11.8,
11.4,
11.3,
11.8,
12.7,
14.3,
15.7,
16.8,
17.8,
18.5,
19.1,
19.3,
19.2,
19.1,
18.7,
17.9,
16.9,
15.6,
14.9,
14.3,
13.7,
12.9,
12.8,
12.4,
11.9,
11.6,
11.4,
11.9,
12.8,
14.4,
15.8,
16.9,
18,
18.7,
19.2,
19.4,
19.4,
19.2,
18.8,
18.1,
17.1,
15.8,
15.1,
14.4,
13.9,
13.1,
13,
12.6,
12.1,
11.7,
11.6,
12.1,
13,
14.6,
15.9,
17.1,
18.2,
18.8,
19.3,
19.6,
19.5,
19.3,
18.9,
18.2,
17.2,
15.9,
15.2,
14.6,
14.1,
13.1,
13.1,
12.7,
12.2,
11.9,
11.7,
12.2,
13.1,
14.7,
16,
17.2,
18.2,
18.9,
19.4,
19.6,
19.6,
19.4,
19.1,
18.3,
17.3,
16.1,
15.3,
14.7,
14.2,
13.2,
13.2,
12.8,
12.4,
12,
11.9,
12.4,
13.3,
14.8,
16.2,
17.4,
18.4,
19.1,
19.6,
19.8,
19.8,
19.6,
19.2,
18.5,
17.6,
16.3,
15.5,
14.9,
14.4,
13.4,
13.4,
13,
12.6,
12.2,
12.1,
12.6,
13.5,
15.1,
16.4,
17.6,
18.6,
19.2,
19.7,
20,
20.1,
19.8,
19.4,
18.8,
17.8,
16.5,
15.7,
15.1,
14.6,
13.7,
13.6,
13.2,
12.7,
12.3,
12.2,
12.8,
13.7,
15.2,
16.6,
17.8,
18.8,
19.4,
19.9,
20.2,
20.3,
20.1,
19.7,
18.9,
18,
16.7,
15.9,
15.3,
14.8,
13.9,
13.8,
13.3,
12.9,
12.6,
12.4,
12.9,
13.9,
15.4,
16.8,
17.9,
18.9,
19.6,
20.1,
20.4,
20.4,
20.3,
19.9,
19.1,
18.2,
16.9,
16.1,
15.5,
14.9,
14.1,
13.9,
13.6,
13.1,
12.8,
12.7,
13.2,
14.1,
15.6,
17.1,
18.2,
19.2,
19.8,
20.2,
20.6,
20.6,
20.4,
20.1,
19.3,
18.4,
17.1,
16.3,
15.7,
15.2,
14.3,
14.2,
13.8,
13.3,
13,
12.8,
13.4,
14.3,
15.8,
17.2,
18.3,
19.3,
19.9,
20.3,
20.7,
20.7,
20.5,
20.1,
19.3,
18.4,
17.2,
16.4,
15.8,
15.3,
14.4,
14.3,
13.9,
13.5,
13.2,
13.1,
13.6,
14.4,
15.9,
17.3,
18.4,
19.4,
20,
20.4,
20.7,
20.8,
20.6,
20.2,
19.4,
18.5,
17.3,
16.5,
15.9,
15.4,
14.6,
14.4,
14,
13.6,
13.3,
13.2,
13.7,
14.5,
16,
17.4,
18.6,
19.6,
20.1,
20.6,
20.9,
20.9,
20.7,
20.3,
19.6,
18.7,
17.4,
16.7,
16.1,
15.5,
14.7,
14.6,
14.2,
13.7,
13.4,
13.3,
13.8,
14.7,
16.2,
17.6,
18.7,
19.7,
20.3,
20.8,
21.1,
21.2,
20.9,
20.6,
19.8,
18.9,
17.7,
16.8,
16.3,
15.7,
14.9,
14.7,
14.3,
13.9,
13.6,
13.4,
14,
14.8,
16.3,
17.6,
18.8,
19.8,
20.4,
20.9,
21.2,
21.3,
21.1,
20.7,
19.9,
19,
17.8,
16.9,
16.4,
15.8,
15.2,
14.9,
14.5,
14.1,
13.8,
13.6,
14.2,
15.1,
16.4,
17.8,
19.1,
20.1,
20.7,
21.2,
21.5,
21.6,
21.4,
21,
20.3,
19.3,
18.1,
17.3,
16.7,
16.1,
15.5,
15.2,
14.8,
14.4,
14.1,
13.9,
14.4,
15.3
] |
[
16.7,
18.1,
19.3,
20.3,
20.9,
21.4,
21.7,
21.8,
21.6,
21.2,
20.5,
19.6,
18.3,
17.5,
16.9,
16.4,
15.8,
15.4,
15.1,
14.7,
14.3,
14.1,
14.7,
15.6,
16.9,
18.3,
19.5,
20.5,
21.1,
21.7,
21.9,
22.1,
21.8,
21.4,
20.7,
19.7,
18.4,
17.7,
17.1,
16.5,
15.9,
15.6,
15.2,
14.8,
14.4,
14.3,
14.8,
15.7,
17.1,
18.5,
19.7,
20.7,
21.3,
21.9,
22.2,
22.3,
22.1,
21.6,
20.9,
19.9,
18.7,
17.8,
17.3,
16.7,
16.1,
15.7,
15.3,
14.9,
14.7,
14.4,
15,
15.9,
17.3,
18.7,
19.8,
20.8,
21.5,
22.1,
22.3,
22.4,
22.2,
21.7,
21,
20.1,
18.8,
18,
17.4,
16.8,
16.3,
15.8,
15.4,
15.1,
14.7,
14.6,
15.1,
15.9
] |
[
"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: 27.50%",
"予測される変化率: [カラム_0] 予測される変化率: -4.79%",
"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0.19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: 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: 27.50%",
"Forecasted change rate: [column_0] Forecasted change rate: -4.79%",
"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: 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 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 88.",
"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: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -30.37%",
"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: 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: -30.37%",
"Forecasted change rate: [column_0] Forecasted change rate: 4.55%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.18 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 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"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 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: 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: 5.88%",
"予測される変化率: [カラム_0] 予測される変化率: 125.71%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.57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: 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5番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 5.88%",
"Forecasted change rate: [column_0] Forecasted change rate: 125.71%",
"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: 32",
"First turning point: [column_0] First turning point: at data point 5 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 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
| 128 | 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: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -26.74%",
"予測される変化率: [カラム_0] 予測される変化率: 52.54%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.55倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 35個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -26.74%",
"Forecasted change rate: [column_0] Forecasted change rate: 52.54%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.55 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 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 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 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 46."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
[
12.3,
11.8,
11.5,
11.1,
10.8,
10.6,
10.2,
10.2,
12.2,
14.3,
16.2,
17.7,
18.7,
19.3,
19.7,
19.7,
19.3,
18.4,
17.1,
15.4,
14.4,
13.7,
13.2,
12.8,
12.6,
12.1,
11.7,
11.3,
11.1,
10.8,
10.4,
10.5,
12.4,
14.6,
16.4,
17.8,
18.8,
19.4,
19.8,
19.8,
19.4,
18.6,
17.2,
15.6,
14.6,
13.8,
13.3,
12.9,
12.7,
12.2,
11.8,
11.5,
11.2,
10.9,
10.6,
10.7,
12.6,
14.8,
16.6,
17.9,
18.9,
19.6,
19.9,
19.9,
19.5,
18.7,
17.3,
15.7,
14.7,
14,
13.5,
13.1,
12.9,
12.4,
12,
11.6,
11.3,
11.1,
10.8,
10.9,
12.8,
15,
16.8,
18.2,
19.1,
19.7,
20.1,
20.1,
19.7,
18.8,
17.5,
15.8,
14.8,
14.1,
13.7,
13.3,
13.1,
12.6,
12.2,
11.8,
11.6,
11.3,
11,
11.1,
13.1,
15.2,
16.9,
18.3,
19.2,
19.8,
20.1,
20.1,
19.7,
18.8,
17.6,
15.9,
14.9,
14.2,
13.8,
13.4,
13.3,
12.7,
12.3,
11.9,
11.7,
11.4,
11.1,
11.3,
13.2,
15.3,
17.1,
18.4,
19.3,
19.9,
20.3,
20.2,
19.8,
19,
17.8,
16.1,
15.1,
14.4,
13.9,
13.5,
13.3,
12.8,
12.4,
12.1,
11.8,
11.6,
11.3,
11.4,
13.4,
15.5,
17.3,
18.6,
19.5,
20.2,
20.4,
20.4,
20.1,
19.2,
17.9,
16.2,
15.2,
14.5,
14.1,
13.7,
13.3,
12.9,
12.6,
12.2,
11.9,
11.6,
11.3,
11.6,
13.6,
15.7,
17.6,
18.9,
19.8,
20.4,
20.7,
20.7,
20.3,
19.4,
18.1,
16.4,
15.3,
14.6,
14.1,
13.7,
13.3,
12.9,
12.6,
12.3,
11.9,
11.7,
11.3,
11.6,
13.7,
15.9,
17.8,
19.1,
19.9,
20.6,
20.9,
20.8,
20.4,
19.6,
18.3,
16.5,
15.5,
14.7,
14.3,
13.9,
13.5,
13.2,
12.8,
12.4,
12.1,
11.8,
11.5,
11.8,
13.9,
16.1,
18,
19.3,
20.2,
20.8,
21.1,
21.1,
20.7,
19.8,
18.4,
16.7,
15.6,
14.9,
14.4,
14,
13.6,
13.3,
12.9,
12.6,
12.2,
11.9,
11.6,
11.9,
14.1,
16.3,
18.2,
19.6,
20.4,
21.1,
21.3,
21.3,
20.8,
20,
18.7,
16.9,
15.8,
15.1,
14.6,
14.2,
13.7,
13.4,
13.1,
12.7,
12.3,
12.1,
11.8,
12.2,
14.4,
16.6,
18.5,
19.8,
20.7,
21.3,
21.6,
21.4,
21,
20.1,
18.8,
17,
15.9,
15.2,
14.8,
14.3,
13.9,
13.6,
13.3,
12.9,
12.6,
12.3,
12,
12.4,
14.6,
16.8,
18.7,
20,
20.9,
21.5,
21.7,
21.6,
21.1,
20.3,
18.9,
17.2,
16.1,
15.3,
14.9,
14.4,
14,
13.8,
13.4,
13.1,
12.8,
12.4,
12.2,
12.7,
14.8,
16.9,
18.8,
20.1,
20.9,
21.6,
21.8,
21.7,
21.2,
20.3,
19.1,
17.3,
16.2,
15.4,
15,
14.6,
14.2,
13.9,
13.6,
13.2,
12.9,
12.6,
12.3,
12.8,
14.9,
17.1,
18.8,
20.1,
21,
21.6,
21.9,
21.7,
21.2,
20.4,
19.2,
17.4,
16.3,
15.5,
15.1,
14.6,
14.2,
13.9,
13.6,
13.2,
12.9,
12.6,
12.3,
12.8,
14.9,
17.1,
18.8,
20.1,
20.9,
21.6,
21.9,
21.7,
21.3,
20.4,
19.2,
17.4,
16.3,
15.6,
15.1,
14.6,
14.2,
13.9,
13.6,
13.2,
12.9,
12.6,
12.3,
12.9,
14.9,
17.1,
18.9,
20.2,
21.1,
21.7,
22,
21.9,
21.4,
20.6,
19.3,
17.6,
16.4,
15.6,
15.1,
14.7,
14.2,
14,
13.7,
13.3,
12.9,
12.7,
12.4,
13,
15.1,
17.2,
19,
20.3,
21.2,
21.8,
22.1,
22,
21.5,
20.7,
19.4,
17.7,
16.5,
15.7,
15.2,
14.7,
14.3,
14.1,
13.7,
13.4,
13.1,
12.7,
12.4,
13.1,
15.2,
17.3,
19.1,
20.4,
21.2,
21.9,
22.2,
22.1,
21.6,
20.8,
19.5,
17.7,
16.5,
15.7,
15.3,
14.8,
14.4,
14.1,
13.8,
13.4,
13.1,
12.7,
12.4,
13.2,
15.3,
17.4,
19.2,
20.5,
21.4,
22,
22.3,
22.2,
21.7,
20.9,
19.6,
17.8,
16.6,
15.9,
15.4,
14.9,
14.5,
14.2,
13.9,
13.6,
13.2,
12.9,
12.7,
13.4,
15.5,
17.6,
19.4,
20.7,
21.6,
22.2,
22.4,
22.3,
21.8,
21,
19.7,
17.9,
16.8,
16,
15.6,
15.1,
14.7,
14.3,
14.1,
13.7,
13.3,
13,
12.7,
13.5
] |
[
15.6,
17.7,
19.4,
20.8,
21.7,
22.3,
22.6,
22.4,
22,
21.2,
19.8,
18.1,
16.9,
16.1,
15.6,
15.1,
14.8,
14.4,
14.1,
13.7,
13.3,
13.1,
12.8,
13.6,
15.7,
17.8,
19.6,
20.9,
21.8,
22.4,
22.7,
22.6,
22.1,
21.3,
20,
18.2,
16.9,
16.2,
15.7,
15.2,
14.9,
14.4,
14.1,
13.7,
13.3,
13.1,
12.8,
13.7,
15.7,
17.8,
19.6,
20.9,
21.8,
22.4,
22.7,
22.6,
22.1,
21.3,
20,
18.2,
16.9,
16.2,
15.7,
15.2,
14.9,
14.3,
14.1,
13.7,
13.3,
13,
12.8,
13.7,
15.8,
17.9,
19.6,
20.9,
21.8,
22.4,
22.7,
22.6,
22.1,
21.3,
20.1,
18.3,
17.1,
16.2,
15.7,
15.2,
15.1,
14.4,
14.2,
13.8,
13.4,
13.2,
12.9,
13.9
] |
[
"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: 9.76%",
"予測される変化率: [カラム_0] 予測される変化率: -10.90%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.21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: 9.76%",
"Forecasted change rate: [column_0] Forecasted change rate: -10.90%",
"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 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: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -26.05%",
"予測される変化率: [カラム_0] 予測される変化率: 5.07%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.91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: 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: downward",
"Historical change rate: [column_0] Historical change rate: -26.05%",
"Forecasted change rate: [column_0] Forecasted change rate: 5.07%",
"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: 36",
"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] データは平穏です。",
"変動性: [カラム_0] 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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2565,
2291,
2084,
1935,
1855,
1824,
1850,
1960,
2145,
2349,
2467,
2585,
2656,
2730,
2804,
2895,
3011,
3113,
3145,
3142,
3121,
3013,
2871,
2803,
2565,
2297,
2067,
1896,
1796,
1755,
1789,
1902,
2072,
2276,
2412,
2518,
2572,
2680,
2759,
2847,
2930,
2994,
3043,
3073,
3024,
2882,
2726,
2638,
2425,
2186,
1992,
1899,
1827,
1813,
1850,
1976,
2166,
2329,
2396,
2465,
2523,
2583,
2637,
2697,
2735,
2776,
2844,
2894,
2851,
2773,
2659,
2610,
2427,
2166,
1970,
1867,
1791,
1761,
1790,
1885,
2056,
2251,
2348,
2443,
2519,
2577,
2665,
2734,
2815,
2902,
2985,
3066,
3027,
2935,
2813,
2734,
2575,
2324,
2099,
1946,
1834,
1776,
1736,
1739,
1800,
1957,
2145,
2349,
2510,
2678,
2826,
2981,
3116,
3239,
3318,
3373,
3344,
3259,
3133,
3042,
2807,
2535,
2293,
2097,
1967,
1880,
1835,
1817,
1841,
2002,
2221,
2443,
2651,
2810,
2977,
3118,
3254,
3359,
3432,
3493,
3467,
3362,
3200,
3074,
2819,
2477,
2212,
2040,
1938,
1887,
1913,
2019,
2189,
2388,
2533,
2656,
2784,
2893,
3006,
3128,
3230,
3321,
3413,
3512,
3484,
3352,
3132,
3011,
2732,
2433,
2167,
2022,
1914,
1874,
1896,
2019,
2201,
2378,
2481,
2534,
2608,
2654,
2708,
2769,
2828,
2853,
2898,
2871,
2811,
2689,
2593,
2579,
2375,
2132
] |
[
1936,
1856,
1784,
1766,
1801,
1939,
2129,
2287,
2394,
2461,
2493,
2556,
2569,
2558,
2581,
2549,
2550,
2552,
2515,
2458,
2442,
2450,
2282,
2071,
1915,
1809,
1759,
1722,
1750,
1885,
2062,
2232,
2349,
2452,
2540,
2591,
2649,
2709,
2757,
2824,
2883,
2932,
2891,
2785,
2679,
2648,
2451,
2201,
1992,
1859,
1789,
1760,
1777,
1885,
2043,
2229,
2363,
2460,
2562,
2620,
2677,
2746,
2792,
2919,
2984,
3007,
2954,
2845,
2730,
2672,
2478,
2265,
2072,
1962,
1883,
1845,
1828,
1864,
1890,
1985,
2125,
2249,
2335,
2372,
2361,
2348,
2333,
2324,
2313,
2322,
2318,
2277,
2273,
2272,
2178,
2016
] |
[
"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: -41.56%",
"予測される変化率: [カラム_0] 予測される変化率: 4.13%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.21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: 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: -41.56%",
"Forecasted change rate: [column_0] Forecasted change rate: 4.13%",
"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: 16",
"First turning point: [column_0] First turning point: at data point 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"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 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 |
[
11.6,
11.2,
10.8,
10.4,
10.1,
10.1,
11.7,
13.4,
15.1,
16.4,
17.6,
18.4,
19.1,
19.6,
19.9,
19.9,
19.7,
19.1,
18.2,
16.5,
14.9,
13.8,
12.9,
12.3,
11.9,
11.4,
11,
10.6,
10.2,
10.3,
11.8,
13.6,
15.2,
16.6,
17.7,
18.6,
19.3,
19.8,
20.1,
20.1,
19.8,
19.2,
18.3,
16.7,
15.1,
13.9,
13.2,
12.5,
12.1,
11.6,
11.1,
10.7,
10.3,
10.4,
11.9,
13.7,
15.3,
16.6,
17.8,
18.6,
19.3,
19.8,
20.1,
20.1,
19.9,
19.3,
18.4,
16.8,
15.1,
14,
13.2,
12.6,
12.1,
11.6,
11.2,
10.8,
10.4,
10.5,
12.1,
13.8,
15.4,
16.7,
17.8,
18.7,
19.4,
19.9,
20.2,
20.1,
19.9,
19.3,
18.4,
16.9,
15.2,
14.1,
13.3,
12.7,
12.2,
11.8,
11.3,
10.9,
10.6,
10.7,
12.2,
13.9,
15.5,
16.8,
17.9,
18.8,
19.4,
20,
20.3,
20.3,
20.1,
19.5,
18.6,
17.1,
15.4,
14.3,
13.5,
12.9,
12.3,
11.9,
11.5,
11.1,
10.8,
10.9,
12.4,
14.1,
15.7,
17,
18.1,
19,
19.7,
20.2,
20.5,
20.4,
20.3,
19.7,
18.8,
17.2,
15.6,
14.4,
13.7,
13.1,
12.5,
12.1,
11.7,
11.3,
11,
11.1,
12.6,
14.4,
15.9,
17.3,
18.4,
19.2,
19.9,
20.4,
20.7,
20.7,
20.5,
19.9,
19,
17.4,
15.7,
14.7,
13.9,
13.2,
12.7,
12.3,
11.9,
11.5,
11.2,
11.3,
12.8,
14.6,
16.2,
17.5,
18.6,
19.4,
20.1,
20.7,
20.9,
20.9,
20.7,
20.2,
19.3,
17.7,
16.1,
14.9,
14.1,
13.5,
13,
12.6,
12.2,
11.8,
11.4,
11.6,
13.1,
14.9,
16.4,
17.8,
18.9,
19.7,
20.4,
20.9,
21.2,
21.2,
20.9,
20.4,
19.5,
18,
16.3,
15.2,
14.4,
13.7,
13.2,
12.8,
12.4,
12,
11.6,
11.8,
13.3,
15.1,
16.7,
18,
19.1,
19.9,
20.6,
21.1,
21.3,
21.4,
21.2,
20.6,
19.7,
18.2,
16.6,
15.4,
14.7,
14,
13.4,
13,
12.6,
12.2,
11.9,
12.1,
13.6,
15.4,
16.9,
18.3,
19.3,
20.2,
20.8,
21.3,
21.6,
21.6,
21.3,
20.8,
19.9,
18.4,
16.7,
15.6,
14.8,
14.2,
13.7,
13.3,
12.8,
12.5,
12.2,
12.3,
13.8,
15.6,
17.1,
18.4,
19.5,
20.3,
20.9,
21.4,
21.7,
21.7,
21.6,
21,
20.2,
18.7,
16.9,
15.8,
15.1,
14.4,
13.9,
13.5,
13.1,
12.7,
12.4,
12.6,
14.1,
15.8,
17.3,
18.7,
19.7,
20.5,
21.1,
21.7,
21.9,
22,
21.8,
21.3,
20.4,
18.9,
17.2,
16.1,
15.3,
14.7,
14.2,
13.7,
13.3,
13,
12.7,
12.8,
14.3,
16,
17.6,
18.9,
19.9,
20.7,
21.3,
21.8,
22.1,
22.1,
21.8,
21.3,
20.5,
19.1,
17.4,
16.3,
15.4,
14.8,
14.3,
13.8,
13.5,
13.1,
12.8,
12.9,
14.4,
16.1,
17.7,
18.9,
20,
20.8,
21.4,
21.9,
22.2,
22.2,
21.9,
21.4,
20.6,
19.2,
17.5,
16.4,
15.6,
15,
14.4,
14.1,
13.7,
13.3,
12.9,
13.2,
14.6,
16.3,
17.8,
19.1,
20.1,
20.8,
21.4,
21.9,
22.2,
22.2,
22,
21.5,
20.7,
19.3,
17.6,
16.5,
15.7,
15.1,
14.6,
14.2,
13.8,
13.4,
13.1,
13.3,
14.8,
16.4,
18,
19.3,
20.3,
21.1,
21.7,
22.2,
22.5,
22.4,
22.3,
21.8,
20.9,
19.6,
17.9,
16.8,
15.9,
15.4,
14.8,
14.4,
14,
13.7,
13.4,
13.7,
15.1,
16.8,
18.3,
19.7,
20.6,
21.4,
22,
22.6,
22.8,
22.8,
22.6,
22.1,
21.3,
19.9,
18.2,
17.1,
16.3,
15.7,
15.2,
14.8,
14.4,
14.1,
13.8,
14,
15.4,
17.1,
18.6,
19.8,
20.8,
21.6,
22.3,
22.8,
23.1,
23,
22.8,
22.3,
21.5,
20.1,
18.4,
17.3,
16.5,
15.9,
15.4,
14.9,
14.6,
14.3,
14,
14.2,
15.7,
17.3,
18.8,
20.1,
21.1,
21.8,
22.5,
23,
23.3,
23.2,
23.1,
22.6,
21.7,
20.3,
18.6,
17.6,
16.7,
16.2,
15.6,
15.2,
14.8,
14.5,
14.2,
14.4,
15.8,
17.4,
18.9,
20.2,
21.2,
21.9,
22.6,
23.2,
23.4,
23.3,
23.2,
22.7,
21.9,
20.6,
18.8,
17.8,
16.9,
16.3,
15.8,
15.4,
14.9,
14.7,
14.3,
14.6,
15.9,
17.6
] |
[
19.1,
20.3,
21.3,
22.1,
22.7,
23.3,
23.5,
23.4,
23.3,
22.9,
22.1,
20.7,
19,
17.9,
17,
16.4,
15.9,
15.5,
15.1,
14.8,
14.5,
14.7,
16.1,
17.7,
19.2,
20.5,
21.5,
22.3,
22.9,
23.5,
23.7,
23.7,
23.5,
23.1,
22.3,
20.9,
19.2,
18,
17.2,
16.6,
16.1,
15.7,
15.2,
14.9,
14.7,
14.8,
16.2,
17.9,
19.4,
20.7,
21.7,
22.6,
23.2,
23.7,
24,
23.9,
23.8,
23.3,
22.5,
21.2,
19.4,
18.2,
17.4,
16.8,
16.3,
15.9,
15.4,
15.2,
14.9,
15.1,
16.4,
18.1,
19.7,
20.9,
22,
22.8,
23.5,
24,
24.2,
24.2,
24,
23.6,
22.8,
21.3,
19.6,
18.4,
17.6,
17.1,
16.6,
16.1,
15.6,
15.3,
15.1,
15.2,
16.6,
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: 51.72%",
"予測される変化率: [カラム_0] 予測される変化率: -4.19%",
"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: 51.72%",
"Forecasted change rate: [column_0] Forecasted change rate: -4.19%",
"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 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: 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: -56.41%",
"予測される変化率: [カラム_0] 予測される変化率: 225.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.37倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -56.41%",
"Forecasted change rate: [column_0] Forecasted change rate: 225.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.37 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 49",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 38 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] 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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[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -31.57%",
"予測される変化率: [カラム_0] 予測される変化率: 17.27%",
"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: 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: -31.57%",
"Forecasted change rate: [column_0] Forecasted change rate: 17.27%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.18 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] 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 strong at lag 96.",
"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 |
[
12.7,
11.9,
11.5,
11.1,
10.8,
10.5,
10.3,
10.1,
11.6,
14.2,
16.6,
18.2,
19.4,
20.1,
20.7,
20.8,
20.5,
19.7,
18.3,
16.2,
14.9,
14.1,
13.5,
13,
12.7,
12.1,
11.6,
11.2,
10.9,
10.6,
10.4,
10.2,
11.7,
14.3,
16.8,
18.4,
19.6,
20.3,
20.8,
20.9,
20.7,
19.9,
18.4,
16.4,
15.1,
14.2,
13.6,
13.1,
12.8,
12.2,
11.7,
11.3,
11,
10.7,
10.4,
10.3,
11.8,
14.5,
16.9,
18.6,
19.7,
20.4,
20.9,
21,
20.8,
20,
18.6,
16.6,
15.2,
14.4,
13.8,
13.2,
12.9,
12.3,
11.9,
11.5,
11.2,
10.8,
10.6,
10.4,
12,
14.7,
17.1,
18.7,
19.8,
20.6,
21.1,
21.2,
20.9,
20.1,
18.7,
16.7,
15.3,
14.5,
13.9,
13.3,
12.9,
12.3,
11.9,
11.6,
11.2,
10.9,
10.7,
10.5,
12.2,
14.8,
17.2,
18.8,
19.9,
20.7,
21.1,
21.2,
20.9,
20.1,
18.7,
16.7,
15.4,
14.6,
13.9,
13.4,
13.1,
12.4,
12.1,
11.7,
11.3,
11,
10.8,
10.6,
12.3,
14.9,
17.2,
18.8,
19.9,
20.7,
21.2,
21.2,
20.9,
20.2,
18.8,
16.8,
15.4,
14.7,
14.1,
13.6,
13.2,
12.6,
12.2,
11.8,
11.5,
11.2,
10.9,
10.8,
12.5,
15.1,
17.4,
19,
20.1,
20.8,
21.3,
21.4,
21.1,
20.3,
18.9,
16.9,
15.6,
14.9,
14.2,
13.7,
13.4,
12.8,
12.3,
11.9,
11.7,
11.3,
11.1,
11,
12.7,
15.2,
17.6,
19.1,
20.2,
20.9,
21.4,
21.4,
21.1,
20.4,
19,
17,
15.7,
14.9,
14.3,
13.7,
13.3,
12.8,
12.4,
12,
11.7,
11.4,
11.1,
11,
12.7,
15.3,
17.6,
19.1,
20.2,
20.9,
21.4,
21.4,
21.1,
20.4,
19,
17.1,
15.7,
14.9,
14.3,
13.7,
13.2,
12.8,
12.3,
11.9,
11.7,
11.3,
11.1,
11,
12.7,
15.3,
17.6,
19.1,
20.2,
21,
21.4,
21.4,
21.2,
20.4,
19.1,
17.1,
15.7,
14.9,
14.2,
13.7,
13.2,
12.7,
12.3,
11.9,
11.7,
11.4,
11.2,
11.1,
12.9,
15.4,
17.6,
19.2,
20.2,
21,
21.4,
21.6,
21.2,
20.5,
19.2,
17.2,
15.8,
15,
14.3,
13.8,
13.3,
12.8,
12.4,
12.1,
11.8,
11.5,
11.2,
11.2,
13.1,
15.7,
17.8,
19.4,
20.4,
21.2,
21.6,
21.7,
21.3,
20.6,
19.3,
17.3,
15.9,
15.1,
14.4,
13.9,
13.4,
12.9,
12.6,
12.1,
11.8,
11.6,
11.3,
11.3,
13.3,
15.8,
18.1,
19.6,
20.6,
21.4,
21.8,
21.8,
21.5,
20.8,
19.5,
17.5,
16.1,
15.3,
14.7,
14.2,
13.7,
13.2,
12.8,
12.4,
12.1,
11.8,
11.6,
11.7,
13.6,
16.2,
18.3,
19.8,
20.8,
21.6,
21.9,
22.1,
21.7,
20.9,
19.7,
17.7,
16.3,
15.6,
14.9,
14.3,
13.9,
13.4,
13,
12.6,
12.3,
12.1,
11.9,
11.9,
13.9,
16.4,
18.6,
19.9,
20.9,
21.7,
22.1,
22.1,
21.7,
21,
19.7,
17.7,
16.4,
15.7,
15,
14.5,
14.1,
13.5,
13.1,
12.8,
12.5,
12.2,
12.1,
12.1,
14.1,
16.6,
18.7,
20.2,
21.2,
21.9,
22.2,
22.3,
21.9,
21.2,
19.9,
17.9,
16.6,
15.8,
15.2,
14.6,
14.3,
13.7,
13.3,
12.9,
12.7,
12.4,
12.2,
12.3,
14.3,
16.8,
18.9,
20.3,
21.3,
22.1,
22.4,
22.4,
22.1,
21.3,
20,
18.1,
16.7,
16,
15.3,
14.8,
14.5,
13.8,
13.4,
13.1,
12.8,
12.6,
12.4,
12.5,
14.5,
17.1,
19.1,
20.5,
21.4,
22.2,
22.5,
22.4,
22.1,
21.3,
20.1,
18.1,
16.8,
16.1,
15.4,
14.9,
14.7,
13.9,
13.6,
13.2,
12.9,
12.7,
12.5,
12.6,
14.7,
17.1,
19.1,
20.5,
21.5,
22.2,
22.5,
22.5,
22.1,
21.4,
20.2,
18.2,
16.9,
16.2,
15.6,
15,
14.7,
14.1,
13.7,
13.3,
13,
12.8,
12.6,
12.7,
14.7,
17.3,
19.3,
20.7,
21.6,
22.3,
22.7,
22.7,
22.3,
21.6,
20.3,
18.3,
17.1,
16.2,
15.6,
15.1,
14.7,
14.1,
13.7,
13.3,
13,
12.7,
12.5,
12.7,
14.8,
17.4,
19.4,
20.8,
21.8,
22.5,
22.8,
22.8,
22.5,
21.7,
20.5,
18.4,
17.1,
16.2,
15.6,
15.1,
14.5,
14.1,
13.7,
13.3,
12.9,
12.7,
12.5,
12.7
] |
[
14.9,
17.5,
19.6,
20.9,
21.9,
22.7,
22.9,
23,
22.6,
21.8,
20.6,
18.6,
17.2,
16.3,
15.7,
15.2,
14.6,
14.1,
13.7,
13.3,
13,
12.7,
12.5,
12.7,
15,
17.7,
19.7,
21.1,
22.1,
22.8,
23.1,
23.2,
22.8,
22,
20.7,
18.7,
17.3,
16.5,
15.9,
15.3,
14.7,
14.3,
13.8,
13.4,
13.1,
12.8,
12.6,
12.9,
15.2,
17.8,
19.9,
21.3,
22.3,
23,
23.3,
23.3,
23,
22.2,
20.9,
18.8,
17.4,
16.6,
16,
15.4,
14.8,
14.4,
14,
13.6,
13.3,
13,
12.7,
13.1,
15.3,
18.1,
20.1,
21.4,
22.4,
23.2,
23.5,
23.5,
23.2,
22.4,
21.1,
19,
17.7,
16.8,
16.2,
15.6,
15,
14.6,
14.2,
13.8,
13.4,
13.2,
12.9,
13.2
] |
[
"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: 0.00%",
"予測される変化率: [カラム_0] 予測される変化率: -11.41%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.23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: 0.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -11.41%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.23 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] 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 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 84.",
"Stationarity: [column_0] The data is 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 |
[
15.6,
18.2,
20.2,
21.6,
22.6,
23.3,
23.6,
23.7,
23.3,
22.6,
21.2,
19.2,
17.8,
16.9,
16.3,
15.7,
15.2,
14.7,
14.3,
13.9,
13.6,
13.3,
13,
13.4,
15.7,
18.3,
20.3,
21.7,
22.7,
23.3,
23.7,
23.7,
23.4,
22.6,
21.3,
19.3,
17.9,
17.1,
16.5,
15.8,
15.3,
14.9,
14.4,
14.1,
13.7,
13.4,
13.2,
13.6,
15.9,
18.4,
20.3,
21.8,
22.7,
23.4,
23.7,
23.8,
23.4,
22.7,
21.4,
19.4,
18,
17.1,
16.6,
15.9,
15.3,
14.9,
14.4,
14.1,
13.7,
13.4,
13.2,
13.6,
15.9,
18.4,
20.4,
21.8,
22.7,
23.4,
23.7,
23.8,
23.4,
22.7,
21.4,
19.4,
18,
17.1,
16.6,
15.9,
15.3,
14.9,
14.4,
14.1,
13.8,
13.4,
13.2,
13.7,
16,
18.5,
20.4,
21.8,
22.7,
23.4,
23.8,
23.8,
23.5,
22.7,
21.5,
19.5,
18.1,
17.2,
16.6,
15.9,
15.4,
14.9,
14.5,
14.2,
13.8,
13.5,
13.2,
13.7,
16.1,
18.6,
20.4,
21.8,
22.7,
23.4,
23.8,
23.8,
23.5,
22.8,
21.6,
19.5,
18.1,
17.2,
16.6,
16,
15.4,
15,
14.6,
14.2,
13.8,
13.5,
13.3,
13.8,
16.2,
18.7,
20.6,
21.8,
22.7,
23.4,
23.8,
23.8,
23.6,
22.8,
21.6,
19.6,
18.1,
17.2,
16.7,
16,
15.4,
15.1,
14.6,
14.2,
13.8,
13.5,
13.3,
13.8,
16.3,
18.8,
20.6,
21.9,
22.8,
23.5,
23.9,
24,
23.7,
22.9,
21.7,
19.6,
18.2,
17.3,
16.7,
16.1,
15.5,
15.1,
14.6,
14.2,
13.9,
13.6,
13.3,
13.9,
16.4,
18.9,
20.8,
22.1,
23,
23.7,
24,
24.2,
23.8,
23,
21.8,
19.8,
18.2,
17.3,
16.8,
16.1,
15.7,
15.2,
14.7,
14.3,
13.9,
13.6,
13.4,
14,
16.6,
19.1,
20.9,
22.2,
23.1,
23.7,
24.1,
24.2,
23.8,
23.1,
21.9,
19.8,
18.3,
17.4,
16.8,
16.2,
15.8,
15.2,
14.7,
14.3,
14,
13.7,
13.4,
14.1,
16.7,
19.2,
21.1,
22.3,
23.2,
23.8,
24.2,
24.3,
23.9,
23.2,
21.9,
19.9,
18.4,
17.5,
16.9,
16.2
] |
[
15.9,
15.2,
14.7,
14.3,
14,
13.7,
13.4,
14.1,
16.7,
19.3,
21.1,
22.3,
23.2,
23.8,
24.2,
24.2,
23.9,
23.2,
21.9,
19.9,
18.4,
17.4,
16.8,
16.2,
15.9,
15.2,
14.7,
14.3,
13.9,
13.7,
13.4,
14.2,
16.8,
19.4,
21.2,
22.4,
23.3,
23.9,
24.2,
24.3,
23.9,
23.2,
22,
19.9,
18.4,
17.5,
16.8,
16.2,
15.9,
15.2,
14.8,
14.3,
14,
13.7,
13.4,
14.3,
16.9,
19.5,
21.3,
22.6,
23.4,
24,
24.3,
24.4,
24.1,
23.3,
22.1,
20.1,
18.6,
17.6,
16.9,
16.3,
16.1,
15.3,
14.9,
14.4,
14.1,
13.8,
13.6,
14.4,
17.1,
19.7,
21.5,
22.8,
23.6,
24.2,
24.6,
24.6,
24.2,
23.5,
22.3,
20.3,
18.7,
17.8,
17.1,
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: 3.85%",
"予測される変化率: [カラム_0] 予測される変化率: 3.14%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.20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: 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: 3.85%",
"Forecasted change rate: [column_0] Forecasted change rate: 3.14%",
"Volatility: [column_0] Volatility: high (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: 6",
"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: 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: 116.67%",
"予測される変化率: [カラム_0] 予測される変化率: 350.00%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.63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: 33個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の4番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 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: 116.67%",
"Forecasted change rate: [column_0] Forecasted change rate: 350.00%",
"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: 33",
"First turning point: [column_0] First turning point: at data point 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from 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
| 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: 下降傾向",
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"過去の変化率: [カラム_0] 過去の変化率: 1.10%",
"予測される変化率: [カラム_0] 予測される変化率: 2.41%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.59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: 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7番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 1.10%",
"Forecasted change rate: [column_0] Forecasted change rate: 2.41%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.59 times the mean)",
"Trend: [column_0] Trend change: from downward to stable",
"Turning points: [column_0] Turning points in forecast period: 27",
"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 30 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 64 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 30.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 64."
]
}
|
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: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -81.54%",
"予測される変化率: [カラム_0] 予測される変化率: 92.31%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.84倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 26個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の6番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -81.54%",
"Forecasted change rate: [column_0] Forecasted change rate: 92.31%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.84 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 26",
"First turning point: [column_0] First turning point: at data point 6 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] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
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: -6.87%",
"予測される変化率: [カラム_0] 予測される変化率: -12.98%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.29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: -6.87%",
"Forecasted change rate: [column_0] Forecasted change rate: -12.98%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.29 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 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: -76.61%",
"予測される変化率: [カラム_0] 予測される変化率: -25.27%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.56倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 32個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -76.61%",
"Forecasted change rate: [column_0] Forecasted change rate: -25.27%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.56 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 32",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
[
24.8,
25.2,
25.1,
24.6,
23.4,
20.8,
18.6,
16.8,
15.7,
14.8,
13.1,
12.3,
11.6,
10.8,
10.1,
10.1,
12.5,
15.2,
17.7,
19.8,
21.7,
23.2,
24.2,
24.9,
25.2,
25.1,
24.7,
23.6,
20.9,
18.7,
17,
15.8,
14.9,
13.3,
12.5,
11.7,
10.9,
10.3,
10.3,
12.6,
15.4,
17.8,
19.9,
21.8,
23.2,
24.3,
25,
25.3,
25.2,
24.8,
23.7,
21.1,
18.8,
17.2,
16,
15.1,
13.4,
12.6,
11.9,
11.1,
10.4,
10.4,
12.8,
15.5,
17.9,
20.1,
21.8,
23.3,
24.3,
25,
25.3,
25.2,
24.8,
23.7,
21.1,
18.9,
17.2,
16.1,
15.2,
13.6,
12.7,
12,
11.2,
10.6,
10.6,
12.9,
15.6,
18.1,
20.2,
21.9,
23.3,
24.4,
25.1,
25.4,
25.4,
24.9,
23.8,
21.3,
19.1,
17.3,
16.1,
15.2,
13.6,
12.8,
12.1,
11.3,
10.7,
10.7,
13.1,
15.7,
18.1,
20.2,
21.9,
23.3,
24.4,
25.1,
25.4,
25.4,
25,
23.9,
21.3,
19.1,
17.4,
16.2,
15.3,
13.6,
12.9,
12.1,
11.4,
10.8,
10.8,
13.2,
15.8,
18.2,
20.3,
22.1,
23.4,
24.6,
25.2,
25.6,
25.6,
25.2,
24.2,
21.6,
19.3,
17.6,
16.3,
15.5,
13.8,
13.1,
12.3,
11.6,
10.9,
11.1,
13.4,
16,
18.4,
20.5,
22.2,
23.6,
24.7,
25.4,
25.8,
25.8,
25.4,
24.3,
21.7,
19.5,
17.7,
16.6,
15.7,
14,
13.2,
12.4,
11.7,
11.1,
11.3,
13.6,
16.2,
18.6,
20.6,
22.4,
23.8,
24.9,
25.6,
26,
26,
25.6,
24.6,
21.9,
19.7,
17.9,
16.7,
15.8,
14.2,
13.4,
12.7,
11.9,
11.3,
11.4,
13.8,
16.4,
18.8,
20.9,
22.7,
24.1,
25.2,
25.8,
26.2,
26.3,
25.9,
24.8,
22.2,
19.9,
18.2,
16.8,
15.9,
14.3,
13.5,
12.8,
12.1,
11.5,
11.7,
14.1,
16.7,
19,
21.1,
22.9,
24.3,
25.4,
26.1,
26.4,
26.5,
26.1,
25,
22.5,
20.2,
18.4,
17.1,
16.2,
14.4,
13.7,
12.9,
12.2,
11.7,
11.8,
14.2,
16.8,
19.2,
21.2,
23,
24.4,
25.5,
26.2,
26.6,
26.7,
26.3,
25.2,
22.7,
20.4,
18.6,
17.3,
16.3,
14.6,
13.8,
13.1,
12.4,
11.8,
12,
14.4,
17,
19.3,
21.4,
23.2,
24.6,
25.7,
26.5,
26.8,
26.9,
26.5,
25.4,
22.9,
20.6,
18.8,
17.5,
16.6,
14.8,
14,
13.2,
12.6,
12,
12.2,
14.6,
17.2,
19.5,
21.7,
23.4,
24.8,
25.9,
26.7,
27.1,
27.2,
26.8,
25.7,
23.2,
20.8,
19.1,
17.7,
16.7,
14.9,
14.2,
13.4,
12.7,
12.2,
12.5,
14.9,
17.5,
19.8,
21.9,
23.7,
25.1,
26.2,
27,
27.3,
27.4,
27.1,
25.9,
23.4,
21.1,
19.3,
17.8,
16.9,
15.1,
14.4,
13.6,
12.8,
12.3,
12.7,
15.2,
17.7,
20.1,
22.1,
23.9,
25.3,
26.4,
27.2,
27.6,
27.7,
27.3,
26.2,
23.7,
21.3,
19.5,
18.1,
17,
15.3,
14.5,
13.7,
13,
12.4,
12.9,
15.3,
17.8,
20.2,
22.3,
24.1,
25.5,
26.6,
27.4,
27.7,
27.8,
27.4,
26.4,
23.9,
21.5,
19.7,
18.2,
17.2,
15.4,
14.7,
13.8,
13.2,
12.6,
13.1,
15.6,
18.1,
20.4,
22.4,
24.2,
25.7,
26.8,
27.6,
27.9,
27.9,
27.6,
26.6,
24.1,
21.6,
19.8,
18.4,
17.4,
15.7,
14.9,
14.1,
13.4,
12.8,
13.4,
15.8,
18.3,
20.6,
22.7,
24.5,
25.9,
27.1,
27.8,
28.1,
28.2,
27.8,
26.7,
24.3,
21.8,
20.1,
18.6,
17.6,
15.9,
15.1,
14.2,
13.6,
13,
13.6,
16.1,
18.6,
20.8,
22.9,
24.7,
26.1,
27.2,
27.9,
28.3,
28.4,
27.9,
26.9,
24.4,
22,
20.3,
18.8,
17.8,
16.1,
15.3,
14.4,
13.8,
13.2,
13.8,
16.3,
18.7,
21,
23.1,
24.9,
26.3,
27.4,
28.2,
28.5,
28.5,
28.1,
27,
24.6,
22.2,
20.4,
19,
18.1,
16.3,
15.6,
14.7,
14,
13.4,
14,
16.5,
18.9,
21.2,
23.3,
25.1,
26.5,
27.6,
28.3,
28.6,
28.6,
28.1,
27,
24.7,
22.2,
20.6,
19.1,
18.2,
16.5,
15.7,
14.8,
14.2,
13.6,
14.2,
16.7,
19.1,
21.3,
23.4,
25.2,
26.6,
27.7,
28.3,
28.6,
28.6,
28.2,
27.1,
24.7
] |
[
22.3,
20.7,
19.3,
18.4,
16.6,
15.8,
14.9,
14.3,
13.7,
14.3,
16.8,
19.1,
21.3,
23.4,
25.3,
26.7,
27.8,
28.4,
28.7,
28.7,
28.3,
27.2,
24.8,
22.4,
20.8,
19.4,
18.5,
16.8,
15.9,
15.1,
14.4,
13.8,
14.5,
16.9,
19.3,
21.5,
23.6,
25.4,
26.8,
27.9,
28.6,
28.8,
28.8,
28.3,
27.3,
24.9,
22.6,
20.9,
19.5,
18.6,
16.9,
16.1,
15.2,
14.5,
13.9,
14.7,
17.1,
19.4,
21.6,
23.7,
25.5,
26.9,
27.9,
28.7,
28.9,
28.9,
28.4,
27.4,
25.1,
22.7,
21.1,
19.7,
18.8,
17.2,
16.3,
15.4,
14.7,
14.1,
14.9,
17.3,
19.6,
21.8,
23.8,
25.7,
27.1,
28.1,
28.8,
29,
29,
28.6,
27.5,
25.2,
22.8,
21.2,
19.8,
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: -0.40%",
"予測される変化率: [カラム_0] 予測される変化率: -15.25%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.27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9番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: -0.40%",
"Forecasted change rate: [column_0] Forecasted change rate: -15.25%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.27 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 9 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データ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
| 128 | 96 |
[
17.3,
16.4,
15.6,
14.8,
14.3,
15.1,
17.4,
19.7,
21.9,
23.9,
25.7,
27.2,
28.2,
28.9,
29.1,
29.1,
28.6,
27.6,
25.3,
22.9,
21.3,
19.9,
19.1,
17.4,
16.6,
15.7,
15,
14.4,
15.2,
17.6,
19.8,
22,
24,
25.8,
27.2,
28.3,
28.9,
29.1,
29.1,
28.7,
27.6,
25.4,
23,
21.4,
20.1,
19.2,
17.6,
16.7,
15.9,
15.1,
14.6,
15.4,
17.7,
19.9,
22.1,
24,
25.8,
27.3,
28.3,
28.9,
29.2,
29.1,
28.7,
27.7,
25.4,
23.1,
21.5,
20.2,
19.3,
17.8,
16.9,
16.1,
15.3,
14.8,
15.6,
17.8,
20,
22.1,
24.1,
25.8,
27.3,
28.4,
28.9,
29.2,
29.1,
28.7,
27.7,
25.5,
23.2,
21.6,
20.3,
19.4,
17.9,
17.1,
16.3,
15.4,
14.9,
15.7,
17.9,
20.2,
22.3,
24.2,
26,
27.4,
28.6,
29.1,
29.3,
29.3,
28.9,
27.8,
25.6,
23.3,
21.8,
20.5,
19.6,
18.1,
17.3,
16.4,
15.7,
15.1,
15.9,
18.2,
20.3,
22.4,
24.4,
26.2,
27.6,
28.7
] |
[
29.3,
29.5,
29.5,
29.1,
28,
25.7,
23.4,
21.9,
20.7,
19.8,
18.2,
17.3,
16.6,
15.7,
15.2,
16,
18.2,
20.4,
22.5,
24.5,
26.2,
27.7,
28.8,
29.4,
29.7,
29.6,
29.2,
28.2,
25.9,
23.6,
22,
20.8,
19.8,
18.3,
17.4,
16.7,
15.9,
15.3,
16.2,
18.4,
20.6,
22.7,
24.7,
26.5,
28,
29.1,
29.7,
29.9,
29.9,
29.6,
28.6,
26.2,
23.8,
22.3,
21.1,
20.1,
18.5,
17.7,
16.9,
16.1,
15.5,
16.4,
18.7,
20.9,
23,
25,
26.8,
28.2,
29.3,
30,
30.2,
30.2,
29.8,
28.8,
26.4,
24.1,
22.4,
21.2,
20.3,
18.7,
17.8,
17.1,
16.2,
15.6,
16.5,
18.8,
21.1,
23.2,
25.2,
26.9,
28.3,
29.4,
30.1,
30.3,
30.4,
30
] |
[
"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: 65.90%",
"予測される変化率: [カラム_0] 予測される変化率: 2.39%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.23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: 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: 65.90%",
"Forecasted change rate: [column_0] Forecasted change rate: 2.39%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.23 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 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 36 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 46 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data 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 36.",
"Stationarity: [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 |
[
11.7,
11.4,
11,
10.6,
10.3,
10.1,
11.5,
13.6,
15.6,
17.3,
18.8,
20.1,
21.1,
21.8,
22.2,
22.3,
22,
21.3,
19.6,
16.9,
15.1,
13.9,
13.2,
12.7,
11.9,
11.6,
11.2,
10.8,
10.5,
10.3,
11.7,
13.8,
15.8,
17.5,
19.1,
20.3,
21.3,
22,
22.4,
22.5,
22.2,
21.5,
19.8,
17.2,
15.3,
14.2,
13.6,
12.9,
12.2,
11.9,
11.5,
11.2,
10.8,
10.6,
12,
14.1,
16,
17.7,
19.2,
20.4,
21.4,
22.2,
22.6,
22.6,
22.3,
21.6,
19.9,
17.4,
15.5,
14.4,
13.8,
13.2,
12.4,
12.1,
11.7,
11.3,
11,
10.8,
12.2,
14.2,
16.1,
17.8,
19.3,
20.5,
21.4,
22.2,
22.6,
22.7,
22.4,
21.6,
20.1,
17.5,
15.6,
14.5,
13.8,
13.2,
12.4,
12.2,
11.8,
11.4,
11.1,
10.9,
12.3,
14.3,
16.2,
17.9,
19.3,
20.6,
21.5,
22.3,
22.7,
22.8,
22.5,
21.7,
20.2,
17.7,
15.7,
14.7,
13.9,
13.3,
12.5,
12.3,
11.9,
11.6,
11.2,
11.1,
12.4,
14.4,
16.4,
18.1,
19.4,
20.7,
21.7,
22.4,
22.9,
23,
22.7,
21.9,
20.4,
17.9,
15.9,
14.8,
14.2,
13.6,
12.7,
12.5,
12.1,
11.8,
11.4,
11.2,
12.6,
14.6,
16.4,
18.1,
19.6,
20.8,
21.7,
22.5,
22.9,
23,
22.7,
21.9,
20.4,
18,
15.9,
14.9,
14.2,
13.6,
12.8,
12.6,
12.2,
11.8,
11.5,
11.3,
12.7,
14.6,
16.4,
18.1,
19.5,
20.7,
21.6,
22.4,
22.8,
22.9,
22.6,
21.9,
20.3,
18,
16,
14.9,
14.2,
13.7,
12.9,
12.7,
12.2,
11.9,
11.6,
11.4,
12.8,
14.7,
16.5,
18.2,
19.6,
20.8,
21.7,
22.5,
22.9,
23,
22.7,
22,
20.5,
18.1,
16.2,
15.1,
14.4,
13.8,
13.1,
12.8,
12.4,
12,
11.7,
11.6,
12.9,
14.8,
16.7,
18.3,
19.6,
20.8,
21.8,
22.5,
22.9,
23,
22.7,
22,
20.6,
18.2,
16.2,
15.1,
14.4,
13.8,
13.2,
12.9,
12.4,
12.1,
11.8,
11.6,
13,
14.9,
16.8,
18.4,
19.8,
21.1,
22,
22.8,
23.2,
23.3,
23,
22.3,
20.8,
18.4,
16.4,
15.4,
14.7,
14.1,
13.4,
13.1,
12.7,
12.3,
11.9,
11.8,
13.2,
15.2,
17,
18.7,
20.1,
21.3,
22.3,
23.1,
23.4,
23.6,
23.3,
22.6,
21.1,
18.7,
16.7,
15.6,
14.9,
14.3,
13.6,
13.3,
12.9,
12.5,
12.1,
12,
13.4,
15.4,
17.2,
18.9,
20.3,
21.7,
22.6,
23.4,
23.8,
23.9,
23.7,
22.9,
21.4,
19.1,
17,
15.9,
15.2,
14.6,
14,
13.6,
13.2,
12.8,
12.4,
12.3,
13.7,
15.7,
17.5,
19.2,
20.7,
22,
22.9,
23.7,
24.2,
24.3,
24,
23.2,
21.7,
19.4,
17.3,
16.2,
15.4,
14.8,
14.2,
13.8,
13.3,
13,
12.6,
12.4,
13.9,
15.8,
17.8,
19.5,
20.9,
22.3,
23.2,
24,
24.4,
24.6,
24.3,
23.5,
22,
19.7,
17.6,
16.5,
15.7,
15.1,
14.5,
14.1,
13.6,
13.2,
12.8,
12.7,
14.1,
16.1,
18,
19.7,
21.2,
22.5,
23.5,
24.3,
24.8,
24.9,
24.6,
23.8,
22.3,
19.9,
17.8,
16.7,
15.9,
15.3,
14.7,
14.3,
13.8,
13.3,
12.9,
12.8,
14.3,
16.3,
18.2,
19.9,
21.4,
22.7,
23.7,
24.6,
25,
25.2,
24.9,
24.1,
22.6,
20.1,
18,
16.9,
16.1,
15.4,
14.9,
14.4,
13.9,
13.4,
13.1,
12.9,
14.4,
16.4,
18.3,
20.1,
21.6,
22.8,
23.9,
24.7,
25.1,
25.3,
25.1,
24.2,
22.6,
20.2,
18.1,
16.9,
16.1,
15.5,
14.9,
14.4,
14,
13.6,
13.2,
13.1,
14.6,
16.6,
18.5,
20.2,
21.8,
23.1,
24.1,
24.9,
25.4,
25.5,
25.3,
24.4,
22.9,
20.4,
18.3,
17.1,
16.3,
15.8,
15.2,
14.7,
14.2,
13.7,
13.3,
13.2,
14.8,
16.8,
18.8,
20.6,
22.1,
23.4,
24.4,
25.3,
25.7,
25.8,
25.6,
24.7,
23.1,
20.7,
18.4,
17.3,
16.5,
15.9,
15.3,
14.8,
14.3,
13.8,
13.4,
13.3,
14.9,
16.9,
18.9,
20.7,
22.3,
23.6,
24.6,
25.4,
25.9,
26.1,
25.8,
24.9,
23.3,
20.8,
18.7,
17.5,
16.7,
16.1,
15.5,
15,
14.4,
14,
13.6,
13.5,
15.1,
17.2
] |
[
19.2,
20.9,
22.5,
23.8,
24.8,
25.6,
26.2,
26.3,
26.1,
25.2,
23.6,
21.1,
18.9,
17.7,
16.9,
16.3,
15.7,
15.2,
14.6,
14.2,
13.7,
13.7,
15.3,
17.4,
19.5,
21.3,
22.9,
24.2,
25.2,
26.1,
26.6,
26.8,
26.5,
25.7,
24,
21.4,
19.2,
18,
17.2,
16.6,
15.8,
15.3,
14.8,
14.4,
13.9,
13.9,
15.6,
17.7,
19.7,
21.6,
23.2,
24.5,
25.6,
26.5,
27,
27.2,
26.9,
26.1,
24.4,
21.8,
19.5,
18.3,
17.4,
16.8,
16.1,
15.6,
15.1,
14.6,
14.2,
14.1,
15.8,
17.9,
20,
21.8,
23.6,
24.8,
26,
26.8,
27.4,
27.6,
27.3,
26.4,
24.7,
22.1,
19.8,
18.6,
17.8,
17.1,
16.4,
15.8,
15.3,
14.8,
14.4,
14.3,
16,
18.1
] |
[
"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: 47.01%",
"予測される変化率: [カラム_0] 予測される変化率: -5.73%",
"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: 47.01%",
"Forecasted change rate: [column_0] Forecasted change rate: -5.73%",
"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 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 48 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not 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
| 256 | 96 |
[
13.7,
13.3,
12.9,
12.7,
12.4,
12.2,
12.1,
12,
12.3,
14.3,
16.4,
18.3,
19.6,
20.3,
20.8,
20.9,
20.6,
19.7,
18,
16.7,
15.8,
15.1,
14.5,
14,
13.7,
13.2,
12.9,
12.6,
12.4,
12.2,
12.1,
12,
12.3,
14.3,
16.5,
18.4,
19.7,
20.4,
20.9,
21,
20.7,
19.8,
18.1,
16.8,
15.9,
15.2,
14.6,
14.1,
13.8,
13.3,
13,
12.7,
12.4,
12.2,
12.1,
12,
12.3,
14.3,
16.5,
18.4,
19.6,
20.4,
20.9,
21,
20.7,
19.8,
18.1,
16.8,
15.8,
15.1,
14.5,
14,
13.6,
13.2,
12.8,
12.6,
12.3,
12.1,
12,
11.9,
12.2,
14.2,
16.4,
18.3,
19.5,
20.3,
20.8,
20.9,
20.6,
19.7,
17.9,
16.7,
15.7,
14.9,
14.4,
13.9,
13.4,
13.1,
12.7,
12.4,
12.2,
11.9,
11.8,
11.7,
12,
14.1,
16.2,
18.2,
19.4,
20.2,
20.7,
20.8,
20.5,
19.6,
17.9,
16.6,
15.6,
14.8,
14.3,
13.8,
13.3,
12.9,
12.6,
12.3,
12.1,
11.9,
11.8,
11.7,
11.9,
13.9,
16.2,
18,
19.3,
20.1,
20.6,
20.6,
20.3,
19.5,
17.7,
16.4,
15.4,
14.7,
14.2,
13.7,
13.2,
12.8,
12.5,
12.2,
11.9,
11.7,
11.6,
11.5,
11.8,
13.8,
15.9,
17.8,
19.1,
19.8,
20.3,
20.4,
20.2,
19.3,
17.6,
16.2,
15.3,
14.5,
13.9,
13.4,
12.9,
12.6,
12.3,
12,
11.7,
11.6,
11.4,
11.3,
11.6,
13.6,
15.8,
17.7,
18.9,
19.7,
20.2,
20.3,
20.1,
19.2,
17.5,
16.2,
15.2,
14.4,
13.8,
13.3,
12.8,
12.5,
12.2,
11.8,
11.6,
11.4,
11.2,
11.1,
11.4,
13.4,
15.7,
17.6,
18.9,
19.7,
20.2,
20.3,
20,
19.2,
17.4,
16.1,
15.1,
14.3,
13.7,
13.2,
12.6,
12.3,
12,
11.7,
11.4,
11.2,
11.1,
11,
11.3,
13.3,
15.6,
17.5,
18.8,
19.6,
20.1,
20.3,
20.1,
19.2,
17.4,
16,
15,
14.2,
13.7,
13.2,
12.6,
12.3,
11.9,
11.7,
11.4,
11.2,
11.1,
11.1,
11.4,
13.4,
15.7,
17.6,
18.9,
19.7,
20.2,
20.4
] |
[
20.2,
19.3,
17.6,
16.1,
15.1,
14.3,
13.7,
13.2,
12.6,
12.3,
11.9,
11.7,
11.4,
11.3,
11.2,
11.1,
11.4,
13.4,
15.7,
17.7,
18.9,
19.8,
20.3,
20.4,
20.2,
19.4,
17.6,
16.2,
15.1,
14.3,
13.7,
13.2,
12.7,
12.3,
11.9,
11.7,
11.4,
11.2,
11.2,
11.1,
11.4,
13.4,
15.6,
17.5,
18.8,
19.6,
20.1,
20.3,
20.1,
19.3,
17.6,
16.1,
15,
14.2,
13.6,
13.1,
12.6,
12.3,
11.9,
11.6,
11.4,
11.2,
11.1,
11,
11.3,
13.3,
15.6,
17.4,
18.7,
19.6,
20.1,
20.3,
20.1,
19.2,
17.5,
16,
15,
14.2,
13.6,
13.1,
12.4,
12.2,
11.9,
11.6,
11.4,
11.2,
11.1,
11,
11.3,
13.3,
15.6,
17.4,
18.7,
19.6,
20.1,
20.3
] |
[
"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: 48.91%",
"予測される変化率: [カラム_0] 予測される変化率: 0.50%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.21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: 48.91%",
"Forecasted change rate: [column_0] Forecasted change rate: 0.50%",
"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 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] 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 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 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 90."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
[
20.1,
19.3,
17.6,
16.1,
15,
14.2,
13.6,
13.2,
12.5,
12.3,
11.9,
11.7,
11.4,
11.3,
11.2,
11.1,
11.4,
13.3,
15.6,
17.4,
18.7,
19.6,
20.1,
20.3,
20.1,
19.3,
17.6,
16.1,
15.1,
14.2,
13.7,
13.2,
12.5,
12.3,
11.9,
11.7,
11.4,
11.2,
11.2,
11.1,
11.3,
13.3,
15.5,
17.4,
18.7,
19.6,
20.1,
20.3,
20.1,
19.3,
17.6,
16.1,
15,
14.2,
13.6,
13.1,
12.4,
12.3,
11.9,
11.6,
11.4,
11.2,
11.1,
11,
11.3,
13.3,
15.5,
17.3,
18.7,
19.6,
20.1,
20.3,
20.1,
19.3,
17.6,
16.1,
15,
14.2,
13.6,
13.1,
12.5,
12.3,
11.9,
11.7,
11.4,
11.2,
11.1,
11,
11.3,
13.3,
15.6,
17.4,
18.7,
19.6,
20.1,
20.3,
20.1,
19.3,
17.6,
16.1,
15,
14.2,
13.6,
13.1,
12.5,
12.3,
11.9,
11.6,
11.3,
11.1,
11.1,
11,
11.4,
13.3,
15.6,
17.4,
18.7,
19.6,
20.1,
20.3,
20.2,
19.4,
17.7,
16.2,
15.1,
14.2,
13.6,
13.2,
12.6,
12.3,
11.9,
11.6,
11.4,
11.2,
11.1,
11,
11.4,
13.5,
15.8,
17.7,
18.9,
19.8,
20.3,
20.6,
20.4,
19.7,
18,
16.4,
15.3,
14.4,
13.8,
13.3,
12.7,
12.4,
12.1,
11.8,
11.6,
11.3,
11.3,
11.2,
11.6,
13.7,
16,
17.9,
19.2,
20.1,
20.6,
20.8,
20.7,
19.9,
18.2,
16.6,
15.5,
14.7,
14,
13.6,
12.9,
12.6,
12.2,
11.9,
11.7,
11.5,
11.4,
11.3,
11.7,
13.8,
16.1,
17.9,
19.2,
20.1,
20.6,
20.8,
20.7,
19.9,
18.2,
16.7,
15.5,
14.7,
14,
13.6,
13,
12.7,
12.3,
11.9,
11.7,
11.6,
11.4,
11.4,
11.8,
13.8,
16.1,
17.9,
19.2,
20.1,
20.7,
20.9,
20.8,
20,
18.3,
16.8,
15.6,
14.8,
14.2,
13.7,
13.2,
12.8,
12.4,
12.2,
11.9,
11.7,
11.7,
11.6,
12,
14.1,
16.3,
18.2,
19.4,
20.3,
20.8,
21,
20.8,
20.1,
18.5,
16.9,
15.8,
14.9,
14.3,
13.8,
13.3,
12.9,
12.6,
12.3,
12.1,
11.9,
11.8,
11.7,
12.1,
14.1,
16.4,
18.2,
19.4,
20.3,
20.8,
21.1,
20.9,
20.2,
18.6,
17,
15.8,
15,
14.4,
13.9,
13.3,
13.1,
12.7,
12.4,
12.2,
12,
11.9,
11.8,
12.2,
14.2,
16.4,
18.3,
19.5,
20.3,
20.8,
21.1,
20.9,
20.2,
18.6,
17.1,
15.9,
15.1,
14.5,
14,
13.4,
13.2,
12.8,
12.6,
12.3,
12.1,
11.9,
11.9,
12.3,
14.3,
16.5,
18.3,
19.6,
20.4,
20.9,
21.1,
20.9,
20.2,
18.7,
17.1,
15.9,
15.1,
14.6,
14.1,
13.6,
13.2,
12.8,
12.6,
12.3,
12.1,
11.9,
11.9,
12.3,
14.3,
16.6,
18.4,
19.6,
20.4,
20.9,
21.1,
20.9,
20.2,
18.7,
17.1,
15.9,
15.2,
14.6,
14.1,
13.7,
13.2,
12.9,
12.6,
12.3,
12.2,
12,
11.9,
12.4,
14.4,
16.6,
18.4,
19.6,
20.5,
20.9,
21.1,
21,
20.3,
18.7,
17.2,
16,
15.2,
14.6,
14.1,
13.7,
13.2,
12.8,
12.6,
12.3,
12.1,
12,
11.9,
12.4,
14.3,
16.5,
18.3,
19.6,
20.4,
20.9,
21.1,
20.9,
20.2,
18.7,
17.2,
16,
15.2,
14.6,
14.1,
13.7,
13.2,
12.8,
12.6,
12.3,
12.1,
12,
11.9,
12.4,
14.4,
16.6,
18.4,
19.6,
20.5,
20.9,
21.2,
21.1,
20.3,
18.8,
17.2,
16.1,
15.3,
14.7,
14.2,
13.7,
13.3,
12.9,
12.7,
12.4,
12.3,
12.1,
12,
12.6,
14.6,
16.7,
18.6,
19.8,
20.7,
21.2,
21.3,
21.2,
20.5,
19.1,
17.4,
16.3,
15.4,
14.8,
14.3,
13.9,
13.4,
13.1,
12.8,
12.6,
12.4,
12.3,
12.2,
12.7,
14.7,
16.8,
18.7,
19.9,
20.8,
21.3,
21.4,
21.3,
20.6,
19.2,
17.6,
16.4,
15.6,
15,
14.4,
14.2,
13.6,
13.3,
13,
12.7,
12.6,
12.4,
12.3,
12.8,
14.7,
16.8,
18.7,
19.9,
20.8,
21.3,
21.4,
21.3,
20.6,
19.2,
17.6,
16.4,
15.6,
15,
14.4,
14.2,
13.6,
13.3,
13,
12.7,
12.6,
12.4,
12.3,
12.8,
14.7,
16.7,
18.6,
19.8,
20.7,
21.1,
21.3,
21.2,
20.4,
19.1,
17.4,
16.3,
15.4,
14.8,
14.3
] |
[
14.1,
13.4,
13.2,
12.9,
12.6,
12.4,
12.3,
12.2,
12.7,
14.6,
16.6,
18.4,
19.7,
20.6,
21.1,
21.2,
21.1,
20.4,
19,
17.3,
16.2,
15.3,
14.8,
14.2,
14.1,
13.4,
13.1,
12.8,
12.5,
12.3,
12.2,
12.1,
12.7,
14.7,
16.8,
18.6,
19.8,
20.7,
21.2,
21.4,
21.3,
20.6,
19.1,
17.4,
16.3,
15.5,
14.9,
14.4,
14.2,
13.6,
13.2,
12.9,
12.7,
12.5,
12.4,
12.2,
12.8,
14.7,
16.8,
18.7,
19.9,
20.7,
21.2,
21.3,
21.2,
20.6,
19.1,
17.4,
16.3,
15.4,
14.9,
14.3,
14.2,
13.4,
13.2,
12.8,
12.6,
12.3,
12.2,
12.1,
12.7,
14.7,
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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: -28.86%",
"予測される変化率: [カラム_0] 予測される変化率: 1.42%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の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"
],
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"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: -28.86%",
"Forecasted change rate: [column_0] Forecasted change rate: 1.42%",
"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] ラグ 80 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 80.",
"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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"過去の変化率: [カラム_0] 過去の変化率: 361.11%",
"予測される変化率: [カラム_0] 予測される変化率: -17.20%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.52倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 31個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 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: 361.11%",
"Forecasted change rate: [column_0] Forecasted change rate: -17.20%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.52 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 31",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from 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 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 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 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 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
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"ja": [
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"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: -70.11%",
"予測される変化率: [カラム_0] 予測される変化率: 77.78%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.52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: -70.11%",
"Forecasted change rate: [column_0] Forecasted change rate: 77.78%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.52 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 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 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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16.4,
16.9,
17.3,
17.6,
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16.9,
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12.2,
12,
11.6,
11.3,
11.2,
11.7,
12.9,
14.4,
15.7,
16.7,
17.4,
17.9,
18.3,
18.6,
18.7,
18.5,
18,
17.3,
16.4,
15.2,
14.4,
13.9,
13.3,
12.9,
12.6,
12.3,
11.9,
11.6,
11.5,
12,
13.2,
14.7,
15.9,
16.9,
17.7,
18.2,
18.6,
18.8,
18.9,
18.7,
18.2,
17.5,
16.7,
15.4,
14.7,
14.1,
13.6,
13.1,
12.8,
12.5,
12.1,
11.8,
11.7,
12.2,
13.4,
14.9,
16.2,
17.1,
17.9,
18.4,
18.8,
19,
19.1,
18.9,
18.4,
17.7,
16.9,
15.6,
14.9,
14.3,
13.8,
13.2,
12.9,
12.7,
12.3,
12.1,
11.9,
12.4,
13.7,
15.2,
16.4,
17.4,
18.2,
18.7,
19.1,
19.3,
19.4,
19.3,
18.7,
18.1,
17.2,
15.9,
15.2,
14.6,
14.1,
13.4,
13.2,
12.9,
12.6,
12.3,
12.2,
12.7,
13.9,
15.4,
16.6,
17.5,
18.3,
18.9,
19.3,
19.5,
19.6,
19.4,
18.9,
18.2,
17.3,
16.1,
15.3,
14.7,
14.2,
13.4,
13.3,
13,
12.7,
12.4,
12.2,
12.7,
14,
15.5,
16.6,
17.6,
18.4,
18.9,
19.4,
19.7,
19.7,
19.6,
19,
18.3,
17.5,
16.2,
15.4,
14.8,
14.3,
13.5,
13.4,
13.2,
12.8,
12.5,
12.4,
12.9,
14.2,
15.7,
16.9,
17.8,
18.6,
19.2,
19.6,
19.8,
19.9,
19.7,
19.2,
18.5,
17.7,
16.4,
15.6,
14.9,
14.5,
13.7,
13.7,
13.3,
13,
12.7,
12.6,
13.1,
14.4,
15.9,
17,
17.9,
18.7,
19.3,
19.7,
19.9,
20,
19.8,
19.3,
18.6,
17.8,
16.5,
15.7,
15.1,
14.6,
13.8,
13.8,
13.6,
13.2,
12.9,
12.8,
13.3,
14.6,
16,
17.2,
18.1,
18.8,
19.4,
19.8,
20.1,
20.2,
19.9,
19.4,
18.8,
18,
16.7,
15.9,
15.3,
14.8,
14,
14,
13.7,
13.4,
13.1,
13,
13.6,
14.8,
16.3,
17.4,
18.3,
19.1,
19.7,
20.1,
20.3,
20.4,
20.2,
19.7,
19.1,
18.2,
16.9,
16.2,
15.5,
15,
14.2,
14.2,
13.9,
13.6,
13.3,
13.2,
13.8,
15,
16.5,
17.7,
18.6,
19.3,
19.9,
20.3,
20.6,
20.6,
20.4,
19.9,
19.3,
18.4,
17.1,
16.3,
15.7,
15.2,
14.4,
14.4,
14.1,
13.8,
13.6,
13.4,
13.9,
15.2,
16.7,
17.9,
18.8,
19.6,
20.2,
20.5,
20.8,
20.9,
20.7,
20.2,
19.6,
18.7,
17.4,
16.6,
16,
15.5,
14.7,
14.6,
14.3,
14,
13.8,
13.7,
14.2,
15.4,
16.9,
18.1,
19,
19.7,
20.4,
20.7,
21,
21.1,
20.9,
20.4,
19.7,
18.9,
17.6,
16.8,
16.2,
15.7,
14.9,
14.8,
14.6,
14.2,
14,
13.9,
14.4,
15.6,
17.1,
18.3,
19.2,
19.9,
20.6,
21,
21.2,
21.3,
21.2,
20.7,
20,
19.1,
17.8,
17,
16.4,
15.9,
15.1,
15.1,
14.8,
14.5,
14.2,
14.1,
14.6,
15.8
] |
[
17.3,
18.4,
19.3,
20.1,
20.8,
21.2,
21.4,
21.6,
21.4,
20.9,
20.2,
19.3,
18.1,
17.3,
16.7,
16.1,
15.3,
15.3,
14.9,
14.7,
14.4,
14.3,
14.8,
16.1,
17.5,
18.6,
19.5,
20.2,
20.9,
21.3,
21.6,
21.7,
21.5,
21.1,
20.4,
19.6,
18.3,
17.4,
16.8,
16.2,
15.4,
15.4,
15.1,
14.8,
14.6,
14.4,
14.9,
16.2,
17.7,
18.8,
19.7,
20.4,
21.1,
21.6,
21.8,
21.9,
21.8,
21.3,
20.7,
19.8,
18.5,
17.7,
17,
16.4,
15.7,
15.5,
15.2,
14.9,
14.7,
14.5,
15.1,
16.3,
17.8,
19,
20,
20.7,
21.4,
21.8,
22.1,
22.2,
22,
21.6,
20.9,
20,
18.7,
17.8,
17.2,
16.6,
15.9,
15.7,
15.4,
15.1,
14.9,
14.7,
15.2,
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: 33.90%",
"予測される変化率: [カラム_0] 予測される変化率: -5.20%",
"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: 33.90%",
"Forecasted change rate: [column_0] Forecasted change rate: -5.20%",
"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 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
| 256 | 96 |
[
17.9,
19.1,
20.1,
20.8,
21.5,
21.9,
22.2,
22.3,
22.2,
21.7,
21,
20.2,
18.9,
18.1,
17.4,
16.8,
16.1,
15.9,
15.6,
15.3,
15,
14.9,
15.4,
16.7,
18.2,
19.4,
20.3,
21.1,
21.8,
22.2,
22.4,
22.6,
22.4,
21.9,
21.3,
20.4,
19.2,
18.4,
17.7,
17.1,
16.4,
16.2,
15.9,
15.6,
15.3,
15.2,
15.8,
17,
18.5,
19.7,
20.7,
21.4,
22.1,
22.4,
22.7,
22.8,
22.6,
22.2,
21.6,
20.7,
19.4,
18.6,
18,
17.3,
16.7,
16.4,
16.1,
15.8,
15.6,
15.4,
15.9,
17.2,
18.7,
19.9,
20.8,
21.6,
22.2,
22.6,
22.9,
23.1,
22.8,
22.4,
21.8,
20.9,
19.7,
18.8,
18.2,
17.5,
16.9,
16.6,
16.2,
15.9,
15.7,
15.5,
16.1,
17.3,
18.9,
20.1,
21,
21.8,
22.4,
22.8,
23.1,
23.3,
23.1,
22.6,
22,
21.1,
19.9,
19,
18.4,
17.7,
17.1,
16.8,
16.4,
16.1,
15.8,
15.7,
16.3,
17.6,
19.1,
20.2,
21.2,
21.9,
22.6,
22.9,
23.2,
23.4,
23.2,
22.7,
22.1,
21.2,
19.9,
19.1,
18.4,
17.8,
17.2,
16.8,
16.4,
16.1,
15.8,
15.7,
16.3,
17.6,
19.1,
20.3,
21.2,
21.9,
22.7,
23.1,
23.3,
23.5,
23.3,
22.8,
22.2,
21.2,
20.1,
19.2,
18.6,
17.9,
17.3,
16.9,
16.6,
16.2,
15.9,
15.8,
16.3,
17.7,
19.2,
20.4,
21.3,
22.1,
22.8,
23.2,
23.4,
23.6,
23.4,
22.9,
22.3,
21.4,
20.2,
19.3,
18.7,
18.1,
17.4,
17.1,
16.7,
16.3,
16.1,
15.9,
16.5,
17.8,
19.4,
20.6,
21.5,
22.3,
22.9,
23.3,
23.6,
23.8,
23.6,
23.1,
22.4,
21.6,
20.3,
19.4,
18.8,
18.2,
17.5,
17.2,
16.8,
16.4,
16.2,
16.1,
16.6,
17.9,
19.5,
20.7,
21.6,
22.4,
23,
23.5,
23.7,
23.9,
23.7,
23.3,
22.7,
21.7,
20.6,
19.6,
19,
18.4,
17.7,
17.3,
17,
16.6,
16.3,
16.2,
16.8,
18.2,
19.7,
20.8,
21.8,
22.6,
23.2,
23.6,
23.8,
24,
23.8,
23.3,
22.7,
21.8,
20.7,
19.7,
19.1,
18.5
] |
[
17.8,
17.4,
17.1,
16.7,
16.4,
16.3,
16.9,
18.2,
19.7,
20.9,
21.8,
22.7,
23.2,
23.7,
23.9,
24.1,
23.9,
23.4,
22.8,
21.9,
20.7,
19.8,
19.2,
18.5,
17.8,
17.5,
17.1,
16.7,
16.4,
16.3,
16.9,
18.2,
19.8,
21,
21.9,
22.7,
23.3,
23.7,
23.9,
24.1,
23.8,
23.4,
22.7,
21.9,
20.7,
19.8,
19.2,
18.6,
17.8,
17.6,
17.2,
16.7,
16.4,
16.4,
16.9,
18.2,
19.8,
20.9,
21.9,
22.7,
23.2,
23.7,
23.9,
24,
23.8,
23.3,
22.7,
21.8,
20.7,
19.8,
19.2,
18.6,
17.8,
17.6,
17.2,
16.8,
16.5,
16.4,
17,
18.3,
19.8,
20.9,
21.9,
22.7,
23.2,
23.7,
23.9,
24,
23.8,
23.3,
22.7,
21.9,
20.7,
19.8,
19.3,
18.6
] |
[
"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: 3.35%",
"予測される変化率: [カラム_0] 予測される変化率: 4.49%",
"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0.14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: 4.49%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.14 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] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 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 94."
]
}
|
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: -22.10%",
"予測される変化率: [カラム_0] 予測される変化率: -1.04%",
"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: 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: upward",
"Historical change rate: [column_0] Historical change rate: -22.10%",
"Forecasted change rate: [column_0] Forecasted change rate: -1.04%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.21 times the mean)",
"Trend: [column_0] Trend continuation: upward trend continues",
"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] ラグ 42 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"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 42.",
"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: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 5.26%",
"予測される変化率: [カラム_0] 予測される変化率: 167.50%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.83倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 38個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 5.26%",
"Forecasted change rate: [column_0] Forecasted change rate: 167.50%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.83 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 38",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 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
| 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: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 259.46%",
"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0.59倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から横ばいへ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 42個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 259.46%",
"Forecasted change rate: [column_0] Forecasted change rate: 20.00%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.59 times the mean)",
"Trend: [column_0] Trend change: from upward to stable",
"Turning points: [column_0] Turning points in forecast period: 42",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 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 46 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is 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 46."
]
}
|
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: 74.51%",
"予測される変化率: [カラム_0] 予測される変化率: -29.39%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.57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: 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: 74.51%",
"Forecasted change rate: [column_0] Forecasted change rate: -29.39%",
"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: 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 34 でのデータには高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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[
"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: -8.61%",
"予測される変化率: [カラム_0] 予測される変化率: 3.89%",
"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: 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: 12個",
"最初のターニングポイント: [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: -8.61%",
"Forecasted change rate: [column_0] Forecasted change rate: 3.89%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.13 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 12",
"First turning point: [column_0] First turning point: at data point 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
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: 3993.75%",
"予測される変化率: [カラム_0] 予測される変化率: -79.03%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.97倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 22個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 3993.75%",
"Forecasted change rate: [column_0] Forecasted change rate: -79.03%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.97 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 22",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な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
| 128 | 96 |
[
13.3,
12.4,
11.7,
11.1,
10.6,
10.1,
10.9,
12.5,
14.3,
16.2,
18,
19.6,
21.2,
22.4,
23.3,
23.7,
23.6,
23.1,
22,
20.3,
18,
16.6,
15.4,
14.5,
13.4,
12.6,
11.8,
11.2,
10.7,
10.2,
11.1,
12.7,
14.4,
16.3,
18.1,
19.8,
21.2,
22.5,
23.4,
23.8,
23.6,
23.1,
22,
20.3,
18.1,
16.6,
15.5,
14.6,
13.5,
12.7,
11.9,
11.3,
10.8,
10.4,
11.3,
12.8,
14.6,
16.3,
18.1,
19.8,
21.2,
22.5,
23.4,
23.7,
23.6,
23.1,
22,
20.3,
18.1,
16.6,
15.6,
14.6,
13.6,
12.8,
12,
11.4,
10.9,
10.4,
11.3,
12.8,
14.6,
16.4,
18.1,
19.8,
21.2,
22.4,
23.3,
23.7,
23.6,
23.1,
22,
20.3,
18.1,
16.6,
15.5,
14.6,
13.6,
12.8,
12,
11.3,
10.8,
10.4,
11.3,
12.8,
14.6,
16.4,
18.1,
19.7,
21.2,
22.4,
23.3,
23.7,
23.6,
23.1,
22.1,
20.4,
18.1,
16.6,
15.5,
14.6,
13.5,
12.8,
11.9,
11.3,
10.8,
10.4,
11.3,
12.9
] |
[
14.6,
16.4,
18.2,
19.8,
21.2,
22.5,
23.4,
23.7,
23.6,
23.1,
22.1,
20.4,
18.2,
16.7,
15.6,
14.6,
13.6,
12.8,
12,
11.3,
10.8,
10.4,
11.4,
12.9,
14.7,
16.4,
18.2,
19.8,
21.3,
22.5,
23.4,
23.8,
23.7,
23.2,
22.2,
20.6,
18.2,
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15.6,
14.7,
13.6,
12.8,
12,
11.3,
10.8,
10.4,
11.4,
12.9,
14.7,
16.5,
18.2,
19.9,
21.4,
22.6,
23.5,
23.9,
23.8,
23.3,
22.3,
20.7,
18.4,
16.8,
15.7,
14.7,
13.7,
12.9,
12.1,
11.3,
10.8,
10.4,
11.4,
13,
14.8,
16.6,
18.3,
20.1,
21.6,
22.8,
23.7,
24.1,
24,
23.6,
22.6,
20.8,
18.6,
16.9,
15.8,
14.8,
13.7,
13,
12.1,
11.4,
10.9,
10.5,
11.5,
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: -3.01%",
"予測される変化率: [カラム_0] 予測される変化率: -10.27%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.27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: -3.01%",
"Forecasted change rate: [column_0] Forecasted change rate: -10.27%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.27 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 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] ラグ 50 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 48 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data 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 50.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 48."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 256 | 96 |
[
14.9,
16.7,
18.4,
20.2,
21.7,
22.9,
23.8,
24.3,
24.2,
23.7,
22.7,
20.9,
18.6,
17,
15.8,
14.9,
13.8,
13.1,
12.2,
11.5,
10.9,
10.6,
11.6,
13.2,
14.9,
16.8,
18.6,
20.3,
21.8,
23.1,
23.9,
24.4,
24.3,
23.9,
22.8,
21.1,
18.7,
17.1,
15.9,
15,
13.9,
13.2,
12.3,
11.6,
11,
10.6,
11.7,
13.3,
15.1,
16.8,
18.6,
20.3,
21.9,
23.1,
24.1,
24.5,
24.4,
23.9,
22.9,
21.2,
18.8,
17.2,
16,
15.1,
14.1,
13.2,
12.3,
11.6,
11.1,
10.6,
11.7,
13.3,
15.1,
16.9,
18.7,
20.4,
21.9,
23.2,
24.1,
24.6,
24.6,
24.1,
23,
21.3,
19,
17.3,
16.1,
15.1,
14.1,
13.3,
12.4,
11.6,
11.1,
10.6,
11.7,
13.3,
15.1,
16.9,
18.7,
20.5,
22,
23.3,
24.2,
24.7,
24.7,
24.2,
23.2,
21.4,
19.1,
17.4,
16.2,
15.2,
14.2,
13.4,
12.4,
11.7,
11.1,
10.7,
11.8,
13.4,
15.2,
17.1,
18.8,
20.6,
22.1,
23.4,
24.3,
24.8,
24.9,
24.4,
23.3,
21.6,
19.2,
17.4,
16.3,
15.3,
14.3,
13.4,
12.5,
11.7,
11.1,
10.7,
11.9,
13.5,
15.3,
17.2,
18.9,
20.7,
22.2,
23.5,
24.4,
25,
25.1,
24.7,
23.6,
21.8,
19.4,
17.6,
16.4,
15.4,
14.5,
13.6,
12.7,
11.9,
11.2,
10.8,
12,
13.7,
15.4,
17.3,
19.1,
20.8,
22.5,
23.8,
24.7,
25.3,
25.4,
25,
23.9,
22.2,
19.7,
17.9,
16.7,
15.7,
14.7,
13.8,
12.8,
11.9,
11.3,
10.9,
12.1,
13.8,
15.6,
17.6,
19.3,
21.1,
22.8,
24.1,
25.1,
25.7,
25.8,
25.3,
24.3,
22.4,
19.9,
18.2,
16.9,
15.9,
14.9,
13.9,
12.9,
12.1,
11.4,
11.1,
12.3,
13.9,
15.8,
17.8,
19.6,
21.4,
23.1,
24.4,
25.4,
26.1,
26.2,
25.8,
24.7,
22.8,
20.3,
18.4,
17.1,
16.1,
15.1,
14.1,
13.2,
12.3,
11.7,
11.2,
12.4,
14.2,
16,
18,
19.8,
21.6,
23.3,
24.7,
25.7,
26.4,
26.5,
26,
24.9,
23.1,
20.5,
18.6,
17.3,
16.3
] |
[
15.3,
14.3,
13.3,
12.5,
11.8,
11.3,
12.6,
14.3,
16.2,
18.2,
20,
21.8,
23.6,
24.9,
26,
26.7,
26.8,
26.3,
25.2,
23.4,
20.8,
18.8,
17.6,
16.6,
15.5,
14.4,
13.5,
12.7,
11.9,
11.5,
12.7,
14.5,
16.4,
18.4,
20.2,
22.1,
23.8,
25.3,
26.3,
27.1,
27.2,
26.7,
25.6,
23.7,
21.1,
19.1,
17.8,
16.8,
15.7,
14.7,
13.7,
12.9,
12.2,
11.7,
12.9,
14.7,
16.6,
18.6,
20.4,
22.4,
24.1,
25.6,
26.6,
27.3,
27.5,
27.1,
25.9,
24,
21.4,
19.4,
18.1,
17,
15.9,
14.9,
13.9,
13.1,
12.4,
11.8,
13.1,
14.9,
16.8,
18.9,
20.7,
22.6,
24.3,
25.8,
26.9,
27.6,
27.8,
27.3,
26.2,
24.3,
21.7,
19.7,
18.3,
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: 9.40%",
"予測される変化率: [カラム_0] 予測される変化率: 12.42%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.27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: 9.40%",
"Forecasted change rate: [column_0] Forecasted change rate: 12.42%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.27 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] ラグ 24 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"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 24.",
"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
| 128 | 96 |
[
16.1,
15.1,
14.2,
13.3,
12.6,
12.1,
13.3,
15.1,
17,
19,
20.8,
22.8,
24.5,
26,
27.1,
27.8,
27.9,
27.4,
26.3,
24.4,
21.8,
19.8,
18.4,
17.4,
16.2,
15.3,
14.3,
13.5,
12.7,
12.2,
13.4,
15.2,
17.1,
19.2,
21,
22.9,
24.7,
26.2,
27.3,
27.9,
28.1,
27.6,
26.5,
24.6,
22,
19.9,
18.6,
17.6,
16.3,
15.4,
14.4,
13.6,
12.8,
12.3,
13.5,
15.3,
17.2,
19.3,
21.2,
23.1,
24.9,
26.4,
27.4,
28.1,
28.3,
27.7,
26.7,
24.8,
22.1,
20.1,
18.7,
17.7,
16.4,
15.5,
14.5,
13.7,
12.9,
12.4,
13.7,
15.4,
17.4,
19.4,
21.3,
23.3,
25.1,
26.6,
27.7,
28.4,
28.5,
28,
26.9,
24.9,
22.3,
20.3,
18.9,
17.9,
16.6,
15.7,
14.7,
13.9,
13.1,
12.6,
13.8,
15.6,
17.6,
19.6,
21.5,
23.5,
25.3,
26.8,
27.9,
28.6,
28.7,
28.2,
27.1,
25.1,
22.5,
20.4,
19.1,
18.1,
16.7,
15.9,
14.8,
14.1,
13.3,
12.7,
13.9,
15.7
] |
[
17.7,
19.8,
21.7,
23.7,
25.4,
26.9,
28.1,
28.8,
28.9,
28.4,
27.3,
25.4,
22.7,
20.6,
19.2,
18.2,
16.8,
16,
15,
14.2,
13.4,
12.8,
14.1,
15.8,
17.8,
19.9,
21.8,
23.8,
25.6,
27.1,
28.3,
28.9,
29.1,
28.6,
27.4,
25.5,
22.8,
20.7,
19.3,
18.3,
16.8,
16.1,
15.1,
14.3,
13.5,
12.9,
14.1,
15.8,
17.8,
19.9,
21.8,
23.9,
25.6,
27.2,
28.3,
29,
29.1,
28.7,
27.6,
25.6,
22.9,
20.8,
19.4,
18.3,
16.8,
16.2,
15.2,
14.3,
13.6,
12.9,
14.2,
15.9,
17.9,
20,
21.9,
23.9,
25.7,
27.3,
28.4,
29.1,
29.2,
28.8,
27.7,
25.7,
23,
20.9,
19.4,
18.4,
16.9,
16.2,
15.3,
14.4,
13.6,
13.1,
14.3,
16
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: -2.48%",
"予測される変化率: [カラム_0] 予測される変化率: -9.60%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.27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: -2.48%",
"Forecasted change rate: [column_0] Forecasted change rate: -9.60%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.27 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 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
| 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: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -83.76%",
"予測される変化率: [カラム_0] 予測される変化率: 7.74%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.72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: 32個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の7番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -83.76%",
"Forecasted change rate: [column_0] Forecasted change rate: 7.74%",
"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: 32",
"First turning point: [column_0] First turning point: at data point 7 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 38 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 38.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 256 | 96 |
[
12.3,
11.9,
11.3,
10.9,
10.5,
10.3,
10.2,
10.4,
11.3,
13,
14.8,
16.2,
17.1,
17.2,
17,
16.4,
15.8,
14.7,
14.2,
13.9,
13.8,
13.6,
13.1,
12.9,
12.4,
11.9,
11.4,
10.9,
10.6,
10.4,
10.3,
10.6,
11.4,
13.1,
14.9,
16.4,
17.2,
17.4,
17.1,
16.6,
15.9,
14.8,
14.3,
14,
13.9,
13.7,
13.3,
13.1,
12.5,
12.1,
11.6,
11.1,
10.7,
10.6,
10.4,
10.7,
11.5,
13.2,
15.1,
16.5,
17.4,
17.5,
17.2,
16.7,
16,
14.9,
14.3,
14.1,
14,
13.8,
13.3,
13.1,
12.6,
12.2,
11.6,
11.2,
10.8,
10.6,
10.5,
10.8,
11.6,
13.3,
15.1,
16.6,
17.4,
17.6,
17.3,
16.8,
16.1,
14.9,
14.4,
14.2,
14.1,
13.8,
13.4,
13.2,
12.7,
12.2,
11.6,
11.2,
10.8,
10.7,
10.5,
10.8,
11.6,
13.4,
15.2,
16.7,
17.6,
17.7,
17.4,
16.8,
16.1,
15.1,
14.4,
14.2,
14.1,
13.9,
13.4,
13.2,
12.7,
12.3,
11.7,
11.3,
10.9,
10.7,
10.6,
10.9,
11.7,
13.5,
15.3,
16.8,
17.7,
17.8,
17.5,
16.9,
16.3,
15.2,
14.6,
14.3,
14.2,
14,
13.6,
13.3,
12.8,
12.3,
11.8,
11.3,
10.9,
10.8,
10.7,
10.9,
11.8,
13.6,
15.4,
16.9,
17.8,
17.8,
17.6,
17.1,
16.3,
15.2,
14.6,
14.4,
14.2,
14,
13.6,
13.4,
12.8,
12.4,
11.8,
11.4,
11,
10.8,
10.7,
11.1,
11.8,
13.6,
15.4,
16.9,
17.8,
17.8,
17.6,
17,
16.3,
15.2,
14.6,
14.4,
14.3,
14,
13.6,
13.4,
12.8,
12.3,
11.8,
11.3,
10.9,
10.8,
10.7,
11,
11.8,
13.6,
15.4,
16.9,
17.8,
17.8,
17.5,
17,
16.3,
15.2,
14.6,
14.3,
14.2,
14,
13.6,
13.4,
12.8,
12.3,
11.7,
11.3,
10.9,
10.7,
10.6,
11,
11.8,
13.7,
15.4,
17,
17.8,
17.9,
17.6,
17,
16.3,
15.2,
14.6,
14.3,
14.3,
14,
13.6,
13.4,
12.8,
12.3,
11.8,
11.3,
10.9,
10.7,
10.6,
11,
11.8,
13.7,
15.4,
17,
17.9,
17.9,
17.6,
17
] |
[
16.3,
15.2,
14.6,
14.3,
14.3,
14,
13.6,
13.4,
12.8,
12.3,
11.7,
11.3,
10.9,
10.7,
10.6,
11,
11.8,
13.7,
15.4,
17,
17.8,
17.9,
17.6,
17,
16.2,
15.2,
14.5,
14.3,
14.2,
14,
13.6,
13.4,
12.8,
12.3,
11.7,
11.3,
10.9,
10.7,
10.6,
11,
11.8,
13.6,
15.4,
16.9,
17.8,
17.8,
17.5,
16.9,
16.2,
15.2,
14.5,
14.3,
14.2,
14,
13.6,
13.3,
12.7,
12.3,
11.7,
11.3,
10.9,
10.7,
10.6,
11,
11.8,
13.6,
15.4,
16.9,
17.8,
17.8,
17.5,
16.9,
16.2,
15.2,
14.5,
14.3,
14.2,
14,
13.6,
13.4,
12.7,
12.3,
11.7,
11.3,
10.9,
10.8,
10.6,
11.1,
11.8,
13.6,
15.4,
16.9,
17.7,
17.7,
17.5,
16.9
] |
[
"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: 38.21%",
"予測される変化率: [カラム_0] 予測される変化率: 3.68%",
"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: 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: 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: 38.21%",
"Forecasted change rate: [column_0] Forecasted change rate: 3.68%",
"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: 5",
"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 upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 38 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 60 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 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 38.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 60.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 90."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 256 | 96 |
[
16.2,
15.2,
14.4,
14.3,
14.2,
13.9,
13.6,
13.4,
12.7,
12.3,
11.7,
11.3,
10.9,
10.7,
10.6,
11,
11.8,
13.6,
15.3,
16.9,
17.7,
17.7,
17.4,
16.9,
16.2,
15.2,
14.4,
14.2,
14.1,
13.9,
13.6,
13.3,
12.8,
12.3,
11.7,
11.3,
10.9,
10.7,
10.6,
10.9,
11.8,
13.6,
15.3,
16.8,
17.6,
17.6,
17.4,
16.9,
16.2,
15.2,
14.4,
14.2,
14.1,
13.9,
13.5,
13.3,
12.7,
12.2,
11.7,
11.3,
10.9,
10.7,
10.5,
10.9,
11.7,
13.6,
15.3,
16.8,
17.6,
17.6,
17.4,
16.8,
16.1,
15.1,
14.4,
14.2,
14.1,
13.9,
13.5,
13.3,
12.8,
12.2,
11.7,
11.3,
10.9,
10.7,
10.5,
10.9,
11.7,
13.5,
15.2,
16.8,
17.6,
17.6,
17.3,
16.8,
16.1,
15.1,
14.3,
14.1,
14.1,
13.8,
13.5,
13.3,
12.7,
12.2,
11.7,
11.3,
10.9,
10.7,
10.4,
10.8,
11.7,
13.4,
15.2,
16.6,
17.4,
17.4,
17.2,
16.7,
16,
15.1,
14.3,
14.1,
14,
13.8,
13.4,
13.2,
12.7,
12.1,
11.6,
11.2,
10.8,
10.6,
10.4,
10.8,
11.6,
13.4,
15.1,
16.6,
17.3,
17.3,
17.1,
16.6,
15.9,
15,
14.2,
14,
13.9,
13.7,
13.3,
13.1,
12.6,
12.1,
11.5,
11.2,
10.8,
10.6,
10.3,
10.7,
11.6,
13.3,
15.1,
16.6,
17.3,
17.3,
17.1,
16.6,
15.9,
15,
14.2,
14,
13.9,
13.7,
13.3,
13.1,
12.6,
12.1,
11.6,
11.2,
10.8,
10.5,
10.3,
10.7,
11.6,
13.4,
15.1,
16.6,
17.4,
17.3,
17.1,
16.6,
15.9,
15.1,
14.2,
14,
13.9,
13.7,
13.3,
13.1,
12.6,
12.1,
11.6,
11.2,
10.7,
10.5,
10.3,
10.7,
11.6,
13.3,
15.1,
16.6,
17.3,
17.3,
17.1,
16.6,
15.9,
15.1,
14.2,
14,
13.9,
13.7,
13.3,
13.1,
12.6,
12.1,
11.6,
11.2,
10.8,
10.6,
10.3,
10.7,
11.6,
13.3,
15.1,
16.5,
17.3,
17.3,
17.1,
16.6,
15.9,
15,
14.2,
14,
13.8,
13.7,
13.3,
13.1,
12.6,
12.1,
11.6,
11.2,
10.7,
10.5,
10.3,
10.6
] |
[
11.6,
13.4,
15.1,
16.6,
17.3,
17.3,
17.1,
16.5,
15.9,
15,
14.2,
14,
13.8,
13.6,
13.3,
13,
12.6,
12.1,
11.6,
11.2,
10.8,
10.5,
10.3,
10.7,
11.6,
13.4,
15.2,
16.6,
17.4,
17.3,
17.1,
16.6,
15.9,
15.1,
14.3,
14.1,
13.9,
13.7,
13.3,
13.1,
12.6,
12.1,
11.6,
11.2,
10.8,
10.6,
10.3,
10.7,
11.6,
13.5,
15.3,
16.7,
17.4,
17.3,
17.1,
16.6,
16,
15.1,
14.3,
14.1,
13.9,
13.7,
13.3,
13.1,
12.6,
12.1,
11.6,
11.2,
10.8,
10.6,
10.3,
10.7,
11.7,
13.6,
15.3,
16.7,
17.4,
17.4,
17.2,
16.6,
16.1,
15.1,
14.3,
14.1,
13.9,
13.7,
13.3,
13.1,
12.6,
12.1,
11.6,
11.2,
10.8,
10.6,
10.4,
10.7
] |
[
"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: -34.57%",
"予測される変化率: [カラム_0] 予測される変化率: -7.76%",
"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: 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23番目のデータポイント",
"ターニングポイントの方向: [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: -34.57%",
"Forecasted change rate: [column_0] Forecasted change rate: -7.76%",
"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: 6",
"First turning point: [column_0] First turning point: at data point 23 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 64 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 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 64.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 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: 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: -60.64%",
"予測される変化率: [カラム_0] 予測される変化率: 71.24%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.27倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 45個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -60.64%",
"Forecasted change rate: [column_0] Forecasted change rate: 71.24%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.27 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 45",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高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: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -36.19%",
"予測される変化率: [カラム_0] 予測される変化率: 4.68%",
"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: 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: -36.19%",
"Forecasted change rate: [column_0] Forecasted change rate: 4.68%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.15 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 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 76 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 76.",
"Stationarity: [column_0] The data is 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 |
[
11.7,
11.3,
10.9,
10.6,
10.3,
10.1,
10.8,
12.9,
14.8,
16.3,
17.5,
18.3,
18.8,
19.1,
19.1,
18.8,
18.3,
17.5,
16.4,
14.9,
13.7,
13.1,
12.6,
12.2,
11.8,
11.4,
11.1,
10.7,
10.4,
10.2,
11,
13.1,
15,
16.4,
17.6,
18.5,
19,
19.3,
19.2,
18.9,
18.4,
17.7,
16.6,
15.1,
13.9,
13.2,
12.7,
12.3,
11.9,
11.6,
11.2,
10.9,
10.6,
10.3,
11.2,
13.3,
15.2,
16.6,
17.8,
18.6,
19.1,
19.4,
19.3,
19.1,
18.6,
17.8,
16.7,
15.2,
14,
13.3,
12.8,
12.4,
11.9,
11.7,
11.3,
11,
10.7,
10.5,
11.4,
13.4,
15.3,
16.7,
17.8,
18.7,
19.2,
19.4,
19.4,
19.1,
18.7,
17.8,
16.7,
15.2,
14.1,
13.3,
12.9,
12.4,
12,
11.7,
11.4,
11.1,
10.8,
10.6,
11.4,
13.4,
15.3,
16.7,
17.9,
18.7,
19.2,
19.4,
19.4,
19.2,
18.8,
17.9,
16.8,
15.3,
14.1,
13.4,
12.9,
12.6,
12.1,
11.8,
11.4,
11.2,
10.9,
10.7,
11.6,
13.6,
15.4,
16.9,
18.1,
18.9,
19.3,
19.6,
19.6,
19.3,
18.8,
18,
16.9,
15.4,
14.2,
13.6,
13.1,
12.7,
12.2,
11.9,
11.6,
11.3,
11,
10.8,
11.7,
13.7,
15.6,
17,
18.2,
19,
19.4,
19.7,
19.7,
19.4,
18.9,
18.1,
17.1,
15.6,
14.4,
13.7,
13.2,
12.8,
12.4,
12.1,
11.7,
11.4,
11.2,
10.9,
11.9,
13.8,
15.7,
17.1,
18.2,
19.1,
19.5,
19.7,
19.7,
19.4,
19,
18.2,
17.2,
15.7,
14.4,
13.8,
13.3,
12.9,
12.5,
12.2,
11.8,
11.4,
11.2,
10.9,
11.9,
13.9,
15.8,
17.3,
18.4,
19.2,
19.7,
19.9,
19.8,
19.6,
19.2,
18.4,
17.3,
15.9,
14.6,
13.9,
13.4,
13,
12.6,
12.3,
11.9,
11.6,
11.3,
11.1,
12.1,
14.1,
15.9,
17.4,
18.6,
19.4,
19.9,
20.1,
20,
19.8,
19.3,
18.6,
17.5,
16.1,
14.7,
14,
13.5,
13.1,
12.7,
12.4,
11.9,
11.7,
11.4,
11.2,
12.2,
14.2,
16.1,
17.6,
18.8,
19.6,
20.1,
20.2,
20.2,
20,
19.6,
18.8,
17.8,
16.3,
15,
14.3,
13.7,
13.3,
13,
12.7,
12.2,
11.9,
11.7,
11.5,
12.5,
14.5,
16.3,
17.9,
19.1,
19.8,
20.3,
20.5,
20.5,
20.3,
19.8,
19.1,
18.1,
16.6,
15.2,
14.4,
13.9,
13.6,
13.2,
12.8,
12.4,
12.1,
11.8,
11.7,
12.7,
14.7,
16.6,
18.1,
19.3,
20,
20.5,
20.7,
20.6,
20.4,
20,
19.2,
18.2,
16.7,
15.4,
14.7,
14.1,
13.8,
13.4,
13.1,
12.6,
12.3,
12.1,
11.9,
12.9,
14.9,
16.7,
18.2,
19.4,
20.1,
20.6,
20.8,
20.7,
20.5,
20.1,
19.4,
18.3,
16.9,
15.5,
14.8,
14.2,
13.8,
13.4,
13.1,
12.8,
12.5,
12.2,
12.1,
13.1,
15,
16.8,
18.3,
19.5,
20.2,
20.7,
20.9,
20.9,
20.7,
20.3,
19.6,
18.5,
17.1,
15.7,
14.9,
14.4,
13.9,
13.5,
13.2,
12.8,
12.6,
12.3,
12.2,
13.3,
15.2,
17,
18.5,
19.7,
20.4,
20.8,
21.1,
21.1,
20.8,
20.4,
19.8,
18.7,
17.3,
15.9,
15.2,
14.6,
14.2,
13.7,
13.5,
13.1,
12.9,
12.6,
12.4,
13.6,
15.4,
17.2,
18.7,
19.8,
20.6,
21.1,
21.3,
21.2,
21.1,
20.7,
20,
19,
17.6,
16.1,
15.4,
14.8,
14.4,
13.9,
13.7,
13.3,
13.1,
12.8,
12.7,
13.8,
15.6,
17.4,
18.9,
20.1,
20.8,
21.3,
21.5,
21.5,
21.3,
20.9,
20.2,
19.2,
17.8,
16.4,
15.6,
15.1,
14.6,
14.1,
13.9,
13.5,
13.3,
12.9,
12.8,
14,
15.9,
17.7,
19.2,
20.4,
21.1,
21.6,
21.8,
21.8,
21.6,
21.2,
20.6,
19.6,
18.1,
16.7,
15.9,
15.3,
14.9,
14.3,
14.1,
13.7,
13.4,
13.2,
13.1,
14.3,
16.2,
18.1,
19.6,
20.7,
21.5,
22,
22.2,
22.1,
21.9,
21.6,
20.9,
19.9,
18.4,
17,
16.2,
15.6,
15.2,
14.6,
14.4,
14,
13.7,
13.4,
13.3,
14.5,
16.4,
18.4,
19.9,
21.1,
21.8,
22.3,
22.6,
22.5,
22.3,
21.9,
21.2,
20.2,
18.7,
17.3,
16.5,
15.9,
15.4,
14.8,
14.6,
14.2,
14,
13.7,
13.6,
14.8,
16.8
] |
[
18.6,
20.2,
21.2,
22.1,
22.6,
22.7,
22.7,
22.5,
22.1,
21.4,
20.3,
18.9,
17.5,
16.7,
16.1,
15.6,
14.9,
14.8,
14.4,
14.2,
13.9,
13.7,
15,
16.9,
18.8,
20.3,
21.4,
22.2,
22.7,
22.9,
22.9,
22.7,
22.2,
21.6,
20.5,
19.1,
17.7,
16.9,
16.3,
15.8,
15.1,
15,
14.7,
14.4,
14.1,
13.9,
15.2,
17.2,
18.9,
20.4,
21.5,
22.3,
22.7,
23,
23,
22.8,
22.4,
21.7,
20.7,
19.2,
17.9,
17.1,
16.5,
16.1,
15.3,
15.2,
14.9,
14.7,
14.3,
14.2,
15.5,
17.4,
19.2,
20.6,
21.6,
22.4,
22.9,
23.1,
23.2,
23,
22.5,
21.8,
20.8,
19.4,
18.1,
17.3,
16.7,
16.3,
15.5,
15.5,
15.2,
14.9,
14.6,
14.4,
15.7,
17.6
] |
[
"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: 43.59%",
"予測される変化率: [カラム_0] 予測される変化率: -5.38%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.21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: 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: 43.59%",
"Forecasted change rate: [column_0] Forecasted change rate: -5.38%",
"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: 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] 部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 48 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not 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
| 128 | 96 |
[
12.5,
12,
11.6,
11.2,
10.8,
10.5,
10.2,
10.1,
11.3,
13.1,
14.8,
16.3,
17.5,
18.6,
19.3,
19.7,
19.9,
19.5,
18.4,
16.4,
15.2,
14.3,
13.8,
13.1,
12.6,
12.1,
11.6,
11.3,
10.9,
10.6,
10.2,
10.1,
11.4,
13.3,
14.9,
16.4,
17.6,
18.6,
19.4,
19.8,
19.9,
19.6,
18.5,
16.5,
15.3,
14.5,
13.9,
13.2,
12.7,
12.2,
11.7,
11.4,
11.1,
10.6,
10.3,
10.2,
11.6,
13.4,
15.1,
16.6,
17.8,
18.8,
19.6,
19.9,
20.1,
19.7,
18.7,
16.7,
15.4,
14.6,
14,
13.4,
12.8,
12.3,
11.9,
11.6,
11.2,
10.8,
10.5,
10.4,
11.8,
13.6,
15.3,
16.7,
17.9,
18.9,
19.7,
20.1,
20.2,
19.8,
18.8,
16.8,
15.6,
14.9,
14.2,
13.7,
13.1,
12.6,
12.2,
11.8,
11.5,
11.1,
10.8,
10.7,
12,
13.7,
15.4,
16.8,
17.9,
18.9,
19.7,
20.1,
20.2,
19.8,
18.8,
16.9,
15.7,
14.9,
14.3,
13.8,
13.2,
12.7,
12.3,
11.9,
11.6,
11.2,
10.9,
10.8
] |
[
12.2,
13.9,
15.5,
16.9,
18.1,
19,
19.8,
20.2,
20.3,
20,
18.9,
17,
15.8,
15.1,
14.4,
13.9,
13.3,
12.8,
12.4,
12.1,
11.7,
11.4,
11.1,
11,
12.3,
14,
15.6,
16.9,
18.1,
19.1,
19.8,
20.2,
20.3,
20.1,
19.1,
17.1,
15.9,
15.2,
14.6,
13.9,
13.4,
12.9,
12.5,
12.2,
11.8,
11.5,
11.2,
11.2,
12.4,
14.1,
15.7,
17,
18.2,
19.1,
19.8,
20.3,
20.4,
20.1,
19.1,
17.2,
16,
15.3,
14.6,
14.1,
13.6,
13,
12.6,
12.2,
11.9,
11.6,
11.3,
11.3,
12.6,
14.2,
15.7,
17.1,
18.2,
19.2,
19.9,
20.3,
20.4,
20.1,
19.2,
17.2,
16.1,
15.3,
14.7,
14.2,
13.6,
13.1,
12.7,
12.3,
12,
11.7,
11.4,
11.3
] |
[
"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: -13.60%",
"予測される変化率: [カラム_0] 予測される変化率: -7.38%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.22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: 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: -13.60%",
"Forecasted change rate: [column_0] Forecasted change rate: -7.38%",
"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: 5",
"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 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 46 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 32.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 46."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
[
12.7,
14.2,
15.8,
17.2,
18.3,
19.3,
20,
20.4,
20.6,
20.2,
19.2,
17.3,
16.1,
15.4,
14.7,
14.1,
13.6,
13.1,
12.7,
12.3,
11.9,
11.6,
11.3,
11.3,
12.6,
14.3,
15.9,
17.2,
18.4,
19.3,
20.1,
20.6,
20.7,
20.4,
19.4,
17.5,
16.3,
15.5,
14.8,
14.2,
13.7,
13.2,
12.8,
12.3,
12,
11.7,
11.4,
11.4,
12.8,
14.4,
16.1,
17.4,
18.6,
19.6,
20.3,
20.7,
20.9,
20.6,
19.6,
17.6,
16.4,
15.6,
14.9,
14.3,
13.7,
13.2,
12.8,
12.4,
12.1,
11.7,
11.4,
11.5,
12.9,
14.6,
16.2,
17.5,
18.7,
19.7,
20.4,
20.9,
21,
20.7,
19.7,
17.8,
16.6,
15.7,
15.1,
14.4,
13.9,
13.4,
12.9,
12.5,
12.2,
11.9,
11.6,
11.7,
13.1,
14.8,
16.4,
17.7,
18.9,
19.9,
20.7,
21.2,
21.3,
20.9,
19.9,
18,
16.8,
15.9,
15.3,
14.7,
14.1,
13.6,
13.2,
12.8,
12.4,
12.2,
11.8,
11.9,
13.4,
15.1,
16.6,
17.9,
19.1,
20.1,
20.9,
21.3,
21.4,
21.1,
20.1,
18.2,
16.9,
16.2,
15.6,
14.9,
14.3,
13.9,
13.4,
13.1,
12.7,
12.4,
12.1,
12.2,
13.6,
15.2,
16.8,
18.1,
19.3,
20.3,
21,
21.4,
21.5,
21.2,
20.2,
18.3,
17.1,
16.3,
15.6,
14.9,
14.4,
13.9,
13.5,
13.1,
12.8,
12.5,
12.2,
12.3,
13.7,
15.3,
16.8,
18.2,
19.4,
20.4,
21.1,
21.5,
21.6,
21.2,
20.3,
18.3,
17.1,
16.3,
15.6,
14.9,
14.4,
13.9,
13.5,
13.1,
12.8,
12.6,
12.2,
12.4,
13.8,
15.4,
16.9,
18.3,
19.4,
20.5,
21.2,
21.6,
21.7,
21.3,
20.4,
18.4,
17.2,
16.4,
15.8,
15.1,
14.5,
14.1,
13.6,
13.3,
12.9,
12.7,
12.3,
12.5,
13.9,
15.6,
17.1,
18.4,
19.6,
20.6,
21.3,
21.7,
21.8,
21.4,
20.4,
18.5,
17.2,
16.4,
15.8,
15.1,
14.5,
14.1,
13.6,
13.2,
12.9,
12.6,
12.3,
12.6,
14.1,
15.7,
17.3,
18.7,
19.8,
20.8,
21.6,
21.9,
22,
21.7,
20.7,
18.7,
17.4,
16.6,
15.9,
15.2,
14.6,
14.2,
13.7,
13.3,
13,
12.8,
12.4,
12.7,
14.2,
15.9,
17.4,
18.8,
20,
21.1,
21.7,
22.1,
22.2,
21.8,
20.8,
18.8,
17.5,
16.7,
16,
15.3,
14.7,
14.2,
13.8,
13.4,
13.1,
12.8,
12.4,
12.8,
14.3,
16.1,
17.6,
19,
20.1,
21.2,
21.9,
22.3,
22.3,
21.9,
21,
19,
17.6,
16.8,
16.1,
15.4,
14.8,
14.3,
13.9,
13.5,
13.2,
12.9,
12.6,
12.9,
14.5,
16.2,
17.8,
19.3,
20.4,
21.4,
22.2,
22.5,
22.6,
22.2,
21.2,
19.2,
17.8,
16.9,
16.2,
15.5,
14.9,
14.5,
14,
13.6,
13.3,
13,
12.7,
13,
14.7,
16.4,
18.1,
19.5,
20.6,
21.7,
22.4,
22.7,
22.8,
22.4,
21.5,
19.4,
17.9,
17.1,
16.4,
15.7,
15.1,
14.6,
14.1,
13.8,
13.4,
13.1,
12.8,
13.2,
14.8,
16.6,
18.3,
19.7,
20.8,
21.9,
22.6,
22.9,
23,
22.6,
21.7,
19.6,
18.1,
17.2,
16.6,
15.8,
15.2,
14.7,
14.2,
13.9,
13.6,
13.3,
12.9,
13.4,
15.1,
16.9,
18.6,
20,
21.1,
22.1,
22.8,
23.1,
23.2,
22.8,
21.8,
19.8,
18.3,
17.3,
16.7,
15.9,
15.3,
14.9,
14.3,
14.1,
13.7,
13.4,
13.1,
13.5,
15.2,
17.1,
18.7,
20.1,
21.2,
22.2,
22.9,
23.3,
23.3,
22.9,
21.9,
19.9,
18.4,
17.4,
16.8,
16.1,
15.4,
14.9,
14.4,
14.2,
13.8,
13.5,
13.2,
13.7,
15.4,
17.2,
18.8,
20.3,
21.4,
22.4,
23.1,
23.4,
23.4,
23.1,
22.1,
20.1,
18.5,
17.6,
16.9,
16.2,
15.6,
15.1,
14.6,
14.3,
13.9,
13.6,
13.3,
13.8,
15.6,
17.4,
19.1,
20.4,
21.6,
22.6,
23.2,
23.6,
23.6,
23.2,
22.2,
20.2,
18.7,
17.7,
17.1,
16.3,
15.7,
15.2,
14.8,
14.4,
14.1,
13.8,
13.5,
14.1,
15.7,
17.6,
19.2,
20.6,
21.8,
22.8,
23.4,
23.8,
23.9,
23.4,
22.4,
20.4,
18.8,
17.9,
17.2,
16.6,
15.9,
15.4,
14.9,
14.6,
14.2,
13.9,
13.7,
14.2,
15.9,
17.8,
19.4,
20.8,
22,
23,
23.7,
24.1
] |
[
24.2,
23.7,
22.7,
20.7,
19.1,
18.2,
17.5,
16.8,
16.2,
15.7,
15.2,
14.9,
14.5,
14.2,
13.9,
14.6,
16.3,
18.2,
19.8,
21.2,
22.3,
23.3,
23.9,
24.4,
24.4,
24.1,
23,
20.9,
19.4,
18.4,
17.8,
17.1,
16.5,
16,
15.6,
15.2,
14.8,
14.6,
14.2,
14.9,
16.6,
18.4,
20.1,
21.4,
22.5,
23.5,
24.1,
24.5,
24.6,
24.1,
23.1,
21.1,
19.5,
18.6,
17.9,
17.2,
16.6,
16.1,
15.7,
15.3,
14.9,
14.7,
14.4,
15.1,
16.8,
18.6,
20.2,
21.6,
22.7,
23.7,
24.3,
24.7,
24.7,
24.3,
23.3,
21.3,
19.7,
18.8,
18.1,
17.4,
16.8,
16.4,
15.9,
15.6,
15.2,
14.9,
14.6,
15.3,
17,
18.8,
20.4,
21.8,
22.9,
23.8,
24.5,
24.9
] |
[
"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: 89.76%",
"予測される変化率: [カラム_0] 予測される変化率: 2.89%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.21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: 89.76%",
"Forecasted change rate: [column_0] Forecasted change rate: 2.89%",
"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 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 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 82.",
"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
| 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: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 356.72%",
"予測される変化率: [カラム_0] 予測される変化率: -40.82%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.77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",
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],
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"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 356.72%",
"Forecasted change rate: [column_0] Forecasted change rate: -40.82%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.77 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 18",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 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 92 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
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"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
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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",
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"過去の変化率: [カラム_0] 過去の変化率: -67.53%",
"予測される変化率: [カラム_0] 予測される変化率: 91.49%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.75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: 17個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: upward",
"Historical change rate: [column_0] Historical change rate: -67.53%",
"Forecasted change rate: [column_0] Forecasted change rate: 91.49%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.75 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 17",
"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 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
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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: 716.18%",
"予測される変化率: [カラム_0] 予測される変化率: -54.88%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.84倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 24個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 716.18%",
"Forecasted change rate: [column_0] Forecasted change rate: -54.88%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.84 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 24",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 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 92 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 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 92."
]
}
|
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: -79.78%",
"予測される変化率: [カラム_0] 予測される変化率: 59.26%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.84倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 22個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -79.78%",
"Forecasted change rate: [column_0] Forecasted change rate: 59.26%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.84 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 22",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データ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 92 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 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 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: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 738.00%",
"予測される変化率: [カラム_0] 予測される変化率: -6.84%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.62倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 25個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 738.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -6.84%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.62 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 25",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データ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
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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: -48.75%",
"予測される変化率: [カラム_0] 予測される変化率: 1.49%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.63倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 28個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: -48.75%",
"Forecasted change rate: [column_0] Forecasted change rate: 1.49%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.63 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 28",
"First turning point: [column_0] First turning point: at data point 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 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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{
"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: 50.00%",
"予測される変化率: [カラム_0] 予測される変化率: 1046.88%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.19倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 30個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 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: upward",
"Historical change rate: [column_0] Historical change rate: 50.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 1046.88%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.19 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 30",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 44 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 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 44.",
"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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{
"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: 3.12%",
"予測される変化率: [カラム_0] 予測される変化率: 282.69%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.70倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 32個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: 3.12%",
"Forecasted change rate: [column_0] Forecasted change rate: 282.69%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.70 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 32",
"First turning point: [column_0] First turning point: at data point 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
| 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: 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: 180.00%",
"予測される変化率: [カラム_0] 予測される変化率: 211.32%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.68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: 30個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 180.00%",
"Forecasted change rate: [column_0] Forecasted change rate: 211.32%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.68 times the mean)",
"Trend: [column_0] Trend change: from downward to stable",
"Turning points: [column_0] Turning points in forecast period: 30",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 32 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 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
| 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: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: -91.25%",
"予測される変化率: [カラム_0] 予測される変化率: 33.33%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.70倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 31個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -91.25%",
"Forecasted change rate: [column_0] Forecasted change rate: 33.33%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.70 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 31",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 38 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 38.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
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25.4,
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22.8,
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24.2,
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18.6,
19.6,
22.1,
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25.2,
25.2,
24.9,
24.4,
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22.6,
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21.2,
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19.2,
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25.2,
25.2,
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24.3,
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20.2,
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19.4,
19.2,
19,
18.8,
18.7,
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25.2,
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24.3,
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22.6,
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20.2,
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24.3,
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19.2,
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23.8,
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18.6,
19.6,
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25.2,
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24.4,
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20.6,
20.3,
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19.4,
19.2,
19.1,
18.8,
18.7,
18.6,
18.6
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19.6,
22.1,
23.8,
24.6,
24.9,
25.2,
25.1,
24.8,
24.3,
23.6,
22.6,
21.7,
21.2,
20.7,
20.3,
19.9,
19.8,
19.5,
19.2,
19.1,
18.9,
18.7,
18.6,
18.6,
19.6,
22.1,
23.8,
24.6,
24.9,
25.2,
25.1,
24.7,
24.3,
23.6,
22.6,
21.7,
21.2,
20.7,
20.3,
20,
19.8,
19.5,
19.2,
19.1,
18.8,
18.7,
18.6,
18.6,
19.5,
22.1,
23.8,
24.6,
24.9,
25.3,
25.1,
24.7,
24.3,
23.6,
22.6,
21.7,
21.2,
20.7,
20.3,
20,
19.8,
19.5,
19.2,
19.1,
18.8,
18.7,
18.6,
18.5,
19.5,
22.1,
23.8,
24.6,
25,
25.3,
25.1,
24.8,
24.3,
23.6,
22.7,
21.7,
21.2,
20.7,
20.3,
20,
19.8,
19.5,
19.2,
19,
18.8,
18.7,
18.6,
18.5
] |
[
"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: -6.53%",
"予測される変化率: [カラム_0] 予測される変化率: -5.61%",
"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0.11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: -6.53%",
"Forecasted change rate: [column_0] Forecasted change rate: -5.61%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.11 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 6 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 24 での自己相関は強いです。",
"部分自己相関: [カラム_0] ラグ 72 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 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 72.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
[
11.1,
10.8,
10.5,
10.3,
10.1,
10.1,
10.9,
12.1,
13.3,
14.6,
15.7,
16.6,
17.3,
17.8,
18.1,
18.2,
18,
17.5,
16.7,
15.2,
13.9,
13,
12.3,
11.8,
11.3,
11,
10.7,
10.6,
10.4,
10.4,
11.2,
12.3,
13.6,
14.8,
15.9,
16.8,
17.5,
18.1,
18.3,
18.4,
18.2,
17.7,
16.8,
15.4,
14.1,
13.2,
12.5,
12,
11.5,
11.3,
11,
10.8,
10.7,
10.6,
11.4,
12.6,
13.8,
15.1,
16.1,
17.1,
17.7,
18.3,
18.5,
18.6,
18.3,
17.8,
17,
15.6,
14.3,
13.4,
12.8,
12.2,
11.7,
11.6,
11.2,
11,
10.9,
10.9,
11.7,
12.8,
14.1,
15.3,
16.4,
17.3,
18.1,
18.6,
18.9,
18.9,
18.7,
18.2,
17.3,
15.9,
14.6,
13.7,
13.1,
12.4,
12,
11.8,
11.5,
11.3,
11.1,
11.1,
11.9,
13.1,
14.4,
15.6,
16.7,
17.6,
18.3,
18.9,
19.1,
19.1,
18.9,
18.4,
17.5,
16.1,
14.8,
13.9,
13.3,
12.7,
12.2,
12,
11.7,
11.5,
11.3,
11.4,
12.2,
13.3,
14.6,
15.8,
16.9,
17.9,
18.6,
19.2,
19.4,
19.4,
19.2,
18.6,
17.7,
16.3,
15.1,
14.2,
13.5,
12.9,
12.3,
12.2,
11.9,
11.7,
11.6,
11.6,
12.4,
13.6,
14.8,
16.1,
17.2,
18.2,
18.8,
19.4,
19.6,
19.6,
19.4,
18.8,
17.9,
16.6,
15.2,
14.4,
13.7,
13.1,
12.5,
12.4,
12.1,
11.8,
11.7,
11.7,
12.5,
13.7,
14.9,
16.2,
17.3,
18.2,
18.9,
19.4,
19.7,
19.6,
19.4,
18.9,
18,
16.6,
15.3,
14.4,
13.8,
13.2,
12.6,
12.5,
12.2,
11.9,
11.8,
11.8,
12.6,
13.7,
15,
16.2,
17.3,
18.2,
18.9,
19.4,
19.7,
19.7,
19.5,
19,
18.1,
16.7,
15.4,
14.6,
13.9,
13.3,
12.6,
12.6,
12.3,
12.1,
11.9,
11.9,
12.7,
13.8,
15.1,
16.2,
17.3,
18.2,
18.9,
19.4,
19.7,
19.7,
19.5,
19,
18.1,
16.8,
15.5,
14.7,
14,
13.4,
12.7,
12.7,
12.4,
12.2,
12,
12,
12.8,
13.9,
15.2,
16.3,
17.4,
18.3,
19.1,
19.5,
19.8,
19.8,
19.6,
19.2,
18.3,
16.9,
15.7,
14.9,
14.2,
13.7,
12.9,
12.9,
12.7,
12.4,
12.2,
12.2,
13.1,
14.2,
15.4,
16.6,
17.7,
18.6,
19.3,
19.8,
20.1,
20.1,
19.9,
19.4,
18.5,
17.2,
15.9,
15.1,
14.4,
13.9,
13.1,
13.2,
12.8,
12.6,
12.4,
12.4,
13.3,
14.3,
15.6,
16.7,
17.8,
18.7,
19.4,
19.9,
20.2,
20.2,
20,
19.5,
18.7,
17.3,
16.1,
15.2,
14.6,
14,
13.3,
13.3,
13,
12.8,
12.6,
12.6,
13.5,
14.5,
15.8,
16.9,
18,
18.9,
19.6,
20.1,
20.4,
20.4,
20.3,
19.8,
18.9,
17.6,
16.3,
15.5,
14.8,
14.2,
13.5,
13.5,
13.2,
12.9,
12.8,
12.8,
13.7,
14.7,
15.9,
17.1,
18.2,
19.1,
19.8,
20.3,
20.6,
20.6,
20.4,
19.9,
19.1,
17.8,
16.4,
15.7,
14.9,
14.4,
13.7,
13.7,
13.4,
13.2,
12.9,
13,
13.9,
14.9,
16.1,
17.3,
18.3,
19.2,
19.9,
20.4,
20.7,
20.6,
20.4,
20,
19.2,
17.9,
16.6,
15.8,
15.1,
14.6,
13.8,
13.9,
13.6,
13.3,
13.1,
13.2,
14,
15,
16.2,
17.4,
18.4,
19.3,
20,
20.5,
20.7,
20.7,
20.5,
20.1,
19.3,
18,
16.7,
15.9,
15.2,
14.7,
14,
14,
13.7,
13.4,
13.2,
13.3,
14.1,
15.1,
16.3,
17.4,
18.5,
19.4,
20.1,
20.6,
20.8,
20.7,
20.6,
20.1,
19.3,
18.1,
16.7,
15.9,
15.3,
14.8,
14.1,
14.1,
13.7,
13.5,
13.3,
13.3,
14.2,
15.2,
16.3,
17.6,
18.6,
19.4,
20.1,
20.6,
20.8,
20.8,
20.7,
20.2,
19.4,
18.2,
16.8,
16.1,
15.4,
14.9,
14.2,
14.2,
13.8,
13.6,
13.4,
13.4,
14.3,
15.2,
16.4,
17.6,
18.6,
19.5,
20.2,
20.7,
20.9,
20.9,
20.7,
20.3,
19.6,
18.3,
16.9,
16.2,
15.5,
14.9,
14.4,
14.3,
13.9,
13.7,
13.6,
13.6,
14.4,
15.4,
16.6,
17.8,
18.8,
19.7,
20.3,
20.8,
21.1,
21.1,
20.9,
20.4,
19.7,
18.4,
17.1,
16.3,
15.7,
15.1,
14.6,
14.4,
14.1,
13.9,
13.7,
13.8,
14.6,
15.6
] |
[
16.8,
17.9,
19,
19.8,
20.5,
21,
21.3,
21.3,
21.1,
20.7,
19.9,
18.6,
17.3,
16.5,
15.9,
15.3,
14.8,
14.7,
14.4,
14.2,
14,
14.1,
14.9,
15.9,
17.1,
18.3,
19.3,
20.2,
20.8,
21.3,
21.6,
21.6,
21.4,
20.9,
20.2,
18.9,
17.6,
16.8,
16.2,
15.6,
15.2,
14.9,
14.7,
14.4,
14.3,
14.3,
15.2,
16.2,
17.3,
18.6,
19.6,
20.4,
21.1,
21.6,
21.8,
21.8,
21.6,
21.2,
20.4,
19.1,
17.8,
17,
16.3,
15.8,
15.4,
15.2,
14.8,
14.7,
14.5,
14.6,
15.4,
16.4,
17.6,
18.8,
19.8,
20.7,
21.3,
21.8,
22.1,
22.1,
21.9,
21.5,
20.7,
19.4,
18.1,
17.2,
16.6,
16,
15.6,
15.4,
15.1,
14.9,
14.7,
14.8,
15.6,
16.6
] |
[
"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: 40.54%",
"予測される変化率: [カラム_0] 予測される変化率: -1.19%",
"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0.19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: 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: 40.54%",
"Forecasted change rate: [column_0] Forecasted change rate: -1.19%",
"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: 3",
"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] 部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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1749,
1832,
1916,
1976,
2036,
2107,
2094,
2194,
2291,
2297,
2252,
2207,
2158,
2104,
1910,
1723,
1612
] |
[
1534,
1492,
1466,
1463,
1520,
1573,
1664,
1771,
1877,
1978,
2063,
2152,
2209,
2262,
2328,
2365,
2358,
2299,
2223,
2219,
2151,
1962,
1778,
1642,
1557,
1506,
1486,
1480,
1519,
1575,
1671,
1777,
1890,
1991,
2107,
2216,
2298,
2373,
2428,
2437,
2412,
2352,
2284,
2296,
2221,
2039,
1845,
1714,
1622,
1568,
1523,
1518,
1568,
1629,
1721,
1850,
1965,
2091,
2189,
2273,
2355,
2416,
2477,
2520,
2451,
2314,
2166,
2169,
2111,
1956,
1793,
1668,
1594,
1533,
1489,
1473,
1481,
1479,
1553,
1686,
1812,
1936,
2034,
2119,
2196,
2256,
2310,
2353,
2363,
2344,
2268,
2219,
2152,
2001,
1837,
1705
] |
[
"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: -32.27%",
"予測される変化率: [カラム_0] 予測される変化率: 11.15%",
"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0.17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: -32.27%",
"Forecasted change rate: [column_0] Forecasted change rate: 11.15%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.17 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 |
[
12.8,
12.3,
11.7,
11.2,
10.8,
10.4,
10.2,
10.6,
12.2,
13.8,
15.3,
16.7,
17.8,
18.6,
19.3,
19.7,
19.7,
19.4,
18.7,
17.2,
16.1,
15.1,
14.3,
13.6,
12.9,
12.3,
11.8,
11.3,
10.8,
10.4,
10.2,
10.7,
12.3,
13.9,
15.4,
16.8,
17.9,
18.7,
19.4,
19.8,
19.8,
19.6,
18.8,
17.4,
16.2,
15.2,
14.4,
13.7,
13.1,
12.5,
11.9,
11.4,
11,
10.6,
10.4,
10.9,
12.5,
14.2,
15.6,
16.9,
18.1,
18.9,
19.7,
20.1,
20.1,
19.8,
19,
17.6,
16.4,
15.4,
14.7,
14,
13.3,
12.7,
12.2,
11.7,
11.3,
10.9,
10.6,
11.2,
12.8,
14.4,
15.9,
17.2,
18.3,
19.2,
19.8,
20.2,
20.2,
19.9,
19.2,
17.8,
16.7,
15.7,
14.9,
14.2,
13.6,
12.9,
12.4,
11.9,
11.5,
11.1,
10.8,
11.4,
13.1,
14.7,
16.1,
17.4,
18.5,
19.4,
20.1,
20.5,
20.5,
20.2,
19.5,
18.1,
16.9,
15.9,
15.2,
14.4,
13.8,
13.2,
12.7,
12.2,
11.8,
11.4,
11.1,
11.7,
13.3,
14.9,
16.4,
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18.8,
19.6,
20.3,
20.7,
20.7,
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14.6,
14,
13.4,
12.8,
12.4,
11.9,
11.6,
11.3,
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15.2,
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18,
19,
19.9,
20.6,
20.9,
20.9,
20.7,
20,
18.6,
17.3,
16.3,
15.6,
14.8,
14.2,
13.6,
13.1,
12.6,
12.2,
11.7,
11.5,
12.2,
13.8,
15.5,
16.9,
18.3,
19.3,
20.2,
20.8,
21.2,
21.3,
20.9,
20.3,
18.8,
17.6,
16.6,
15.8,
15.1,
14.4,
13.8,
13.3,
12.8,
12.4,
12,
11.7,
12.5,
14.1,
15.8,
17.3,
18.6,
19.6,
20.4,
21.1,
21.5,
21.5,
21.2,
20.5,
19.1,
17.8,
16.8,
16,
15.3,
14.6,
14,
13.5,
13,
12.6,
12.2,
11.9,
12.7,
14.4,
16,
17.5,
18.8,
19.8,
20.7,
21.3,
21.7,
21.7,
21.3,
20.7,
19.2,
17.9,
16.9,
16.2,
15.4,
14.8,
14.2,
13.7,
13.2,
12.8,
12.4,
12.1,
12.9,
14.6,
16.2,
17.7,
18.9,
19.9,
20.8,
21.4,
21.8,
21.8,
21.4,
20.8,
19.3,
18.1,
17.1,
16.3,
15.6,
14.8,
14.3,
13.8,
13.3,
12.9,
12.5,
12.2,
13.1,
14.8,
16.4,
17.9,
19.2,
20.1,
20.9,
21.5,
21.9,
21.9,
21.6,
20.9,
19.4,
18.2,
17.2,
16.4,
15.7,
15,
14.4,
13.9,
13.4,
13.1,
12.6,
12.3,
13.2,
14.8,
16.5,
18,
19.2,
20.2,
21,
21.6,
21.9,
21.9,
21.6,
20.9,
19.5,
18.2,
17.3,
16.5,
15.8,
15.1,
14.6,
14.1,
13.6,
13.2,
12.8,
12.6,
13.5,
15.1,
16.7,
18.2,
19.3,
20.3,
21.1,
21.7,
22,
22,
21.7,
21,
19.6,
18.3,
17.4,
16.6,
15.9,
15.3,
14.7,
14.2,
13.8,
13.4,
13,
12.8,
13.7,
15.2,
16.8,
18.3,
19.5,
20.4,
21.2,
21.8,
22.1,
22.1,
21.8,
21.1,
19.7,
18.4,
17.5,
16.7,
16.1,
15.4,
14.8,
14.3,
13.9,
13.5,
13.1,
12.9,
13.8,
15.4,
16.9,
18.4,
19.6,
20.5,
21.3,
21.8,
22.1,
22.1,
21.8,
21.1,
19.7,
18.4,
17.6,
16.8,
16.1,
15.4,
14.9,
14.4,
14,
13.6,
13.2,
13,
13.9,
15.4,
17,
18.4,
19.6,
20.6,
21.3,
21.8,
22.1,
22.1,
21.8,
21.1,
19.7,
18.4,
17.6,
16.8,
16.1,
15.4,
14.9,
14.4,
14,
13.6,
13.2,
13,
13.9,
15.5,
17.1,
18.4,
19.6,
20.6,
21.3,
21.7,
22,
22,
21.7,
21.1,
19.7,
18.4,
17.6,
16.8,
16.1,
15.4,
14.9,
14.4,
14,
13.6,
13.2,
13.1,
14.1,
15.6,
17.1,
18.6,
19.7,
20.7,
21.4,
21.9,
22.2,
22.2,
21.9,
21.2,
19.8,
18.6,
17.7,
16.9,
16.2,
15.6,
15.1,
14.6,
14.1,
13.7,
13.3,
13.2,
14.2,
15.8,
17.3,
18.8,
19.9,
20.8,
21.6,
22.1,
22.3,
22.3,
22,
21.3,
20,
18.7,
17.8,
17.1,
16.4,
15.8,
15.2,
14.7,
14.3,
13.9,
13.6,
13.4,
14.4,
15.9,
17.6,
18.9,
20.1,
21,
21.8,
22.3,
22.5,
22.4,
22.1,
21.4,
20.2,
18.9,
18.1,
17.3,
16.7,
16.1,
15.4,
14.9,
14.6,
14.2,
13.8,
13.7,
14.7
] |
[
16.2,
17.7,
19.1,
20.2,
21.2,
21.9,
22.4,
22.6,
22.6,
22.3,
21.6,
20.3,
19.1,
18.2,
17.4,
16.8,
16.2,
15.6,
15.1,
14.7,
14.3,
14,
13.9,
14.9,
16.4,
17.9,
19.3,
20.4,
21.3,
22.1,
22.5,
22.8,
22.7,
22.4,
21.8,
20.5,
19.2,
18.4,
17.7,
17,
16.4,
15.8,
15.3,
14.9,
14.5,
14.2,
14.1,
15.1,
16.5,
18.1,
19.4,
20.4,
21.4,
22.1,
22.6,
22.8,
22.8,
22.5,
21.8,
20.6,
19.3,
18.5,
17.8,
17.1,
16.5,
15.9,
15.4,
15,
14.6,
14.3,
14.2,
15.2,
16.6,
18.2,
19.5,
20.6,
21.4,
22.2,
22.7,
22.9,
22.9,
22.6,
21.9,
20.7,
19.4,
18.6,
17.9,
17.2,
16.6,
16,
15.5,
15.1,
14.7,
14.4,
14.3,
15.3
] |
[
"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: 14.84%",
"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: 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23番目のデータポイント",
"ターニングポイントの方向: [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: 14.84%",
"Forecasted change rate: [column_0] Forecasted change rate: -5.56%",
"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 23 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 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 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 96."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
[
11.8,
11.7,
11.4,
11,
10.6,
10.3,
10.1,
11.7,
13.6,
15.2,
16.7,
17.9,
19,
19.8,
20.3,
20.4,
20.3,
19.7,
18.3,
16.1,
14.9,
14,
13.3,
12.9,
11.9,
11.8,
11.5,
11.2,
10.8,
10.5,
10.3,
11.9,
13.7,
15.3,
16.8,
18,
19,
19.8,
20.3,
20.4,
20.3,
19.7,
18.3,
16.1,
14.9,
14.1,
13.4,
12.9,
12,
11.9,
11.6,
11.2,
10.8,
10.6,
10.3,
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15.4,
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19.1,
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20.3,
20.5,
20.3,
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18.3,
16.2,
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14.1,
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12.9,
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11.9,
11.6,
11.2,
10.8,
10.6,
10.4,
12.2,
13.9,
15.5,
16.9,
18.2,
19.2,
20.1,
20.5,
20.7,
20.5,
19.9,
18.4,
16.3,
15.1,
14.2,
13.6,
13.1,
12.1,
12,
11.6,
11.3,
10.9,
10.6,
10.4,
12.3,
14.1,
15.7,
17.1,
18.3,
19.3,
20.1,
20.6,
20.8,
20.6,
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18.6,
16.4,
15.3,
14.4,
13.7,
13.2,
12.3,
12.2,
11.8,
11.4,
11.1,
10.7,
10.6,
12.4,
14.2,
15.8,
17.2,
18.4,
19.4,
20.2,
20.7,
20.8,
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20.1,
18.6,
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14.4,
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11.8,
11.4,
11.2,
10.8,
10.7,
12.7,
14.5,
16.1,
17.5,
18.7,
19.7,
20.6,
21,
21.2,
21,
20.4,
19,
16.8,
15.6,
14.7,
14.1,
13.4,
12.6,
12.3,
11.9,
11.6,
11.2,
10.9,
10.9,
12.9,
14.7,
16.3,
17.7,
18.9,
19.9,
20.7,
21.2,
21.3,
21.2,
20.5,
19.1,
16.9,
15.7,
14.8,
14.2,
13.5,
12.8,
12.4,
11.9,
11.6,
11.3,
11,
10.9,
13.1,
14.8,
16.5,
17.8,
19.1,
20.1,
20.8,
21.3,
21.4,
21.3,
20.7,
19.3,
17.1,
15.9,
15,
14.3,
13.7,
13.1,
12.6,
12.1,
11.8,
11.4,
11.2,
11.2,
13.2,
15.1,
16.6,
18,
19.2,
20.2,
20.9,
21.4,
21.6,
21.4,
20.7,
19.3,
17.2,
16,
15,
14.3,
13.7,
13.1,
12.6,
12.2,
11.8,
11.4,
11.2,
11.2,
13.3,
15.2,
16.8,
18.2,
19.4,
20.3,
21.1,
21.6,
21.7,
21.5,
20.9,
19.4,
17.3,
16.1,
15.1,
14.4,
13.7,
13.2,
12.7,
12.3,
11.9,
11.6,
11.2,
11.3,
13.4,
15.4,
16.9,
18.3,
19.6,
20.5,
21.3,
21.7,
21.9,
21.7,
21.1,
19.6,
17.4,
16.2,
15.2,
14.5,
13.9,
13.3,
12.9,
12.4,
12.1,
11.8,
11.4,
11.5,
13.7,
15.7,
17.3,
18.6,
19.8,
20.8,
21.5,
22,
22.1,
21.9,
21.3,
19.9,
17.7,
16.4,
15.4,
14.7,
14.1,
13.6,
13.1,
12.6,
12.3,
11.9,
11.6,
11.7,
14,
15.9,
17.5,
18.9,
20.1,
21,
21.7,
22.2,
22.3,
22.2,
21.6,
20.1,
17.9,
16.6,
15.6,
14.9,
14.3,
13.8,
13.3,
12.8,
12.5,
12.2,
11.8,
11.9,
14.2,
16.1,
17.7,
19.1,
20.3,
21.2,
21.9,
22.4,
22.5,
22.3,
21.7,
20.2,
18,
16.7,
15.7,
14.9,
14.3,
13.9,
13.4,
13,
12.7,
12.3,
11.9,
12.1,
14.4,
16.3,
17.9,
19.3,
20.6,
21.4,
22.1,
22.6,
22.7,
22.5,
21.9,
20.4,
18.2,
16.8,
15.8,
15.1,
14.4,
13.9,
13.6,
13.1,
12.8,
12.4,
12.1,
12.3,
14.6,
16.6,
18.2,
19.6,
20.8,
21.6,
22.3,
22.8,
22.8,
22.7,
22.1,
20.7,
18.4,
17,
16,
15.3,
14.7,
14.1,
13.7,
13.3,
13,
12.6,
12.2,
12.5,
14.8,
16.7,
18.3,
19.7,
20.9,
21.8,
22.4,
22.9,
23,
22.8,
22.2,
20.8,
18.5,
17.1,
16.1,
15.3,
14.7,
14.1,
13.8,
13.4,
13.1,
12.7,
12.3,
12.6,
14.9,
16.8,
18.4,
19.8,
21,
21.9,
22.6,
23,
23.1,
22.9,
22.2,
20.8,
18.6,
17.2,
16.1,
15.4,
14.8,
14.2,
13.9,
13.4,
13.1,
12.7,
12.3,
12.7,
15.1,
17,
18.6,
20,
21.2,
22.1,
22.7,
23.1,
23.2,
23,
22.4,
21,
18.7,
17.3,
16.2,
15.4,
14.8,
14.2,
13.9,
13.6,
13.2,
12.8,
12.4,
12.8,
15.2
] |
[
17.2,
18.8,
20.1,
21.3,
22.1,
22.8,
23.2,
23.3,
23.1,
22.5,
21.1,
18.8,
17.4,
16.3,
15.6,
14.9,
14.3,
14.1,
13.6,
13.3,
12.9,
12.5,
12.9,
15.3,
17.3,
18.9,
20.3,
21.5,
22.3,
23,
23.4,
23.4,
23.2,
22.6,
21.2,
18.9,
17.5,
16.4,
15.7,
15.1,
14.4,
14.2,
13.8,
13.4,
13.1,
12.7,
13.1,
15.6,
17.5,
19.2,
20.6,
21.7,
22.6,
23.2,
23.6,
23.6,
23.4,
22.8,
21.4,
19.2,
17.7,
16.7,
15.9,
15.3,
14.6,
14.4,
14.1,
13.7,
13.3,
13,
13.4,
15.8,
17.8,
19.4,
20.7,
21.9,
22.7,
23.3,
23.7,
23.7,
23.5,
22.9,
21.6,
19.3,
17.8,
16.8,
16.1,
15.4,
14.7,
14.6,
14.3,
13.9,
13.5,
13.2,
13.7,
16.1
] |
[
"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: 28.81%",
"予測される変化率: [カラム_0] 予測される変化率: -6.40%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.23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: 28.81%",
"Forecasted change rate: [column_0] Forecasted change rate: -6.40%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.23 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 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
| 256 | 96 |
[
17.9,
19.6,
20.9,
22.1,
22.8,
23.4,
23.8,
23.8,
23.7,
23.1,
21.7,
19.5,
18.1,
17,
16.3,
15.7,
14.9,
14.8,
14.5,
14.2,
13.8,
13.4,
14,
16.3,
18.1,
19.7,
21,
22.1,
22.9,
23.5,
23.9,
23.9,
23.7,
23.1,
21.8,
19.6,
18.1,
17.1,
16.4,
15.8,
15,
14.9,
14.6,
14.2,
13.9,
13.6,
14.1,
16.4,
18.2,
19.7,
21.1,
22.2,
23,
23.6,
23.9,
23.9,
23.7,
23.1,
21.8,
19.6,
18.1,
17.1,
16.4,
15.8,
15,
14.9,
14.6,
14.3,
13.9,
13.6,
14.2,
16.5,
18.3,
19.8,
21.2,
22.3,
23.1,
23.7,
24.1,
24,
23.8,
23.2,
21.9,
19.7,
18.2,
17.2,
16.6,
15.9,
15.1,
15.1,
14.7,
14.4,
14,
13.7,
14.4,
16.7,
18.4,
20,
21.3,
22.4,
23.2,
23.8,
24.2,
24.2,
23.9,
23.3,
22.1,
19.9,
18.4,
17.3,
16.7,
16,
15.2,
15.2,
14.8,
14.6,
14.2,
13.9,
14.6,
16.9,
18.7,
20.3,
21.6,
22.6,
23.4,
24.1,
24.4,
24.3,
24.2,
23.6,
22.3,
20.1,
18.6,
17.6,
16.9,
16.2,
15.4,
15.4,
15,
14.7,
14.3,
14.1,
14.8,
17.1,
18.8,
20.4,
21.7,
22.8,
23.6,
24.2,
24.5,
24.5,
24.3,
23.7,
22.4,
20.2,
18.7,
17.7,
17.1,
16.4,
15.6,
15.5,
15.2,
14.9,
14.5,
14.3,
15.1,
17.3,
19.1,
20.6,
21.9,
23,
23.8,
24.4,
24.7,
24.7,
24.4,
23.8,
22.6,
20.4,
18.9,
17.9,
17.2,
16.6,
15.9,
15.7,
15.4,
15.1,
14.8,
14.6,
15.3,
17.5,
19.2,
20.8,
22.1,
23.1,
23.9,
24.4,
24.8,
24.8,
24.6,
23.9,
22.7,
20.5,
19.1,
18,
17.3,
16.7,
16.1,
15.9,
15.6,
15.3,
14.9,
14.7,
15.6,
17.7,
19.4,
21,
22.3,
23.3,
24,
24.6,
24.9,
24.9,
24.7,
24.1,
22.8,
20.7,
19.2,
18.2,
17.6,
16.9,
16.3,
16.1,
15.8,
15.5,
15.2,
14.9,
15.8,
17.9,
19.6,
21.1,
22.4,
23.4,
24.2,
24.7,
25.1,
25.1,
24.8,
24.2,
22.9,
20.8,
19.3,
18.3,
17.7,
17.1
] |
[
16.4,
16.3,
16,
15.7,
15.3,
15.2,
16,
18.1,
19.8,
21.3,
22.6,
23.6,
24.3,
24.8,
25.2,
25.2,
24.9,
24.3,
23.1,
20.9,
19.5,
18.5,
17.9,
17.2,
16.6,
16.5,
16.2,
15.9,
15.6,
15.4,
16.2,
18.3,
20,
21.4,
22.7,
23.7,
24.4,
25,
25.3,
25.3,
25.1,
24.4,
23.2,
21.1,
19.7,
18.7,
18,
17.4,
16.7,
16.6,
16.3,
16,
15.7,
15.5,
16.4,
18.4,
20.1,
21.6,
22.9,
23.8,
24.6,
25.1,
25.5,
25.5,
25.2,
24.6,
23.4,
21.2,
19.8,
18.7,
18.1,
17.4,
16.8,
16.7,
16.4,
16.1,
15.8,
15.6,
16.5,
18.6,
20.2,
21.7,
23,
23.9,
24.7,
25.2,
25.6,
25.6,
25.3,
24.7,
23.5,
21.3,
19.9,
18.9,
18.2,
17.7
] |
[
"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: -4.47%",
"予測される変化率: [カラム_0] 予測される変化率: 7.93%",
"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: 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: -4.47%",
"Forecasted change rate: [column_0] Forecasted change rate: 7.93%",
"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: 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] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 94."
]
}
|
forecasting
|
/monash
|
m4_hourly_dataset.tsf
| 512 | 96 |
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98,
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54,
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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: 10.28%",
"予測される変化率: [カラム_0] 予測される変化率: -45.41%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.90倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 26個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 10.28%",
"Forecasted change rate: [column_0] Forecasted change rate: -45.41%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.90 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 26",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 38 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 38.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
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: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 47.50%",
"予測される変化率: [カラム_0] 予測される変化率: -52.14%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の1.23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: 37個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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"
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"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 47.50%",
"Forecasted change rate: [column_0] Forecasted change rate: -52.14%",
"Volatility: [column_0] Volatility: high (standard deviation is 1.23 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 37",
"First turning point: [column_0] First turning point: at data point 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 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
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: -23.62%",
"予測される変化率: [カラム_0] 予測される変化率: 9.35%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.20倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 31個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -23.62%",
"Forecasted change rate: [column_0] Forecasted change rate: 9.35%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.20 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 31",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from 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 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
| 256 | 96 |
[
12.6,
12.2,
11.6,
11.2,
10.8,
10.3,
10.1,
10.8,
12.5,
14.2,
15.6,
16.8,
17.7,
18.4,
18.9,
19.2,
19.3,
19.1,
18.4,
17.4,
15.9,
15.1,
14.2,
13.6,
12.9,
12.4,
11.9,
11.4,
11.1,
10.7,
10.3,
11.2,
12.8,
14.4,
15.9,
17.1,
17.9,
18.6,
19.1,
19.4,
19.5,
19.3,
18.7,
17.6,
16.2,
15.2,
14.4,
13.8,
13.2,
12.6,
12.1,
11.6,
11.3,
10.8,
10.6,
11.4,
13,
14.7,
16.1,
17.3,
18.1,
18.8,
19.3,
19.6,
19.7,
19.5,
18.9,
17.8,
16.4,
15.4,
14.6,
13.9,
13.3,
12.8,
12.3,
11.8,
11.5,
11,
10.7,
11.7,
13.2,
14.9,
16.3,
17.4,
18.3,
18.9,
19.4,
19.7,
19.8,
19.6,
19.1,
18,
16.6,
15.6,
14.8,
14.2,
13.5,
13,
12.4,
12,
11.6,
11.2,
10.9,
11.8,
13.4,
15,
16.4,
17.6,
18.4,
19.1,
19.6,
19.9,
19.9,
19.7,
19.2,
18.2,
16.7,
15.8,
14.9,
14.3,
13.6,
13.1,
12.6,
12.2,
11.8,
11.3,
11.1,
12,
13.6,
15.1,
16.6,
17.8,
18.6,
19.3,
19.7,
20.1,
20.1,
19.9,
19.3,
18.4,
16.9,
16,
15.1,
14.5,
13.8,
13.3,
12.7,
12.3,
11.9,
11.5,
11.2,
12.2,
13.7,
15.3,
16.7,
17.9,
18.8,
19.4,
19.9,
20.2,
20.2,
20.1,
19.5,
18.5,
17.1,
16.1,
15.2,
14.6,
13.9,
13.4,
12.8,
12.4,
12,
11.6,
11.3,
12.3,
13.9,
15.5,
16.9,
18.1,
18.9,
19.6,
20,
20.3,
20.3,
20.2,
19.6,
18.6,
17.1,
16.2,
15.3,
14.7,
14,
13.5,
12.9,
12.5,
12.2,
11.7,
11.5,
12.6,
14.1,
15.7,
17.1,
18.2,
19.1,
19.7,
20.2,
20.5,
20.6,
20.4,
19.8,
18.8,
17.3,
16.4,
15.4,
14.8,
14.3,
13.6,
13.1,
12.7,
12.3,
11.9,
11.7,
12.8,
14.3,
15.9,
17.3,
18.4,
19.3,
19.9,
20.4,
20.7,
20.8,
20.6,
20.1,
19.1,
17.6,
16.6,
15.7,
15.1,
14.6,
13.9,
13.4,
12.9,
12.6,
12.2,
12,
13.1,
14.6,
16.1,
17.5,
18.6,
19.4,
20.2,
20.6,
20.9
] |
[
20.9,
20.8,
20.2,
19.3,
17.8,
16.8,
15.9,
15.3,
14.9,
14.2,
13.6,
13.2,
12.8,
12.4,
12.2,
13.3,
14.8,
16.3,
17.7,
18.8,
19.6,
20.3,
20.8,
21.1,
21.1,
20.9,
20.4,
19.4,
18,
17,
16.1,
15.5,
15.1,
14.3,
13.8,
13.3,
13,
12.6,
12.4,
13.5,
15,
16.5,
17.8,
18.9,
19.7,
20.4,
20.9,
21.1,
21.2,
21,
20.4,
19.5,
18.1,
17.1,
16.2,
15.6,
15.2,
14.4,
13.8,
13.4,
13.1,
12.6,
12.4,
13.6,
15.2,
16.7,
18,
19.1,
19.9,
20.6,
21,
21.3,
21.3,
21.1,
20.6,
19.7,
18.2,
17.2,
16.3,
15.7,
15.3,
14.5,
13.9,
13.5,
13.2,
12.7,
12.6,
13.7,
15.3,
16.8,
18.2,
19.2,
20.1,
20.7,
21.2,
21.4
] |
[
"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: 65.87%",
"予測される変化率: [カラム_0] 予測される変化率: 2.39%",
"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: 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: 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: 65.87%",
"Forecasted change rate: [column_0] Forecasted change rate: 2.39%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.20 times the mean)",
"Trend: [column_0] Trend continuation: stable trend continues",
"Turning points: [column_0] Turning points in forecast period: 5",
"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 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
| 256 | 96 |
[
21.5,
21.3,
20.8,
19.8,
18.3,
17.4,
16.5,
15.9,
15.4,
14.6,
14.1,
13.6,
13.3,
12.8,
12.7,
13.9,
15.4,
17,
18.3,
19.4,
20.2,
20.9,
21.3,
21.6,
21.6,
21.4,
20.9,
19.9,
18.5,
17.4,
16.6,
15.9,
15.5,
14.7,
14.2,
13.7,
13.4,
12.9,
12.7,
14,
15.6,
17.1,
18.5,
19.6,
20.4,
21.1,
21.6,
21.8,
21.7,
21.6,
21,
20.1,
18.6,
17.6,
16.7,
16.1,
15.6,
14.9,
14.3,
13.9,
13.6,
13.1,
12.9,
14.1,
15.7,
17.2,
18.5,
19.5,
20.3,
21.1,
21.6,
21.8,
21.7,
21.6,
21,
20.1,
18.6,
17.6,
16.7,
16.1,
15.6,
14.9,
14.4,
14,
13.7,
13.2,
13,
14.2,
15.7,
17.2,
18.6,
19.5,
20.3,
21.1,
21.6,
21.8,
21.7,
21.5,
20.9,
20.1,
18.6,
17.6,
16.8,
16.1,
15.6,
15,
14.5,
14.1,
13.7,
13.3,
13.1,
14.3,
15.9,
17.4,
18.7,
19.7,
20.5,
21.2,
21.7,
21.9,
21.9,
21.7,
21.1,
20.2,
18.7,
17.7,
16.9,
16.3,
15.7,
15.1,
14.6,
14.2,
13.9,
13.4,
13.3,
14.5,
16.1,
17.6,
18.9,
19.9,
20.7,
21.4,
21.9,
22.2,
22.1,
21.9,
21.3,
20.4,
18.9,
17.9,
17.1,
16.4,
15.8,
15.3,
14.8,
14.3,
14.1,
13.6,
13.4,
14.7,
16.3,
17.8,
19.1,
20.1,
20.9,
21.6,
22.2,
22.4,
22.3,
22.1,
21.5,
20.6,
19.2,
18.1,
17.3,
16.7,
15.9,
15.5,
14.9,
14.6,
14.2,
13.8,
13.7,
14.9,
16.5,
18.1,
19.3,
20.4,
21.2,
21.9,
22.4,
22.6,
22.6,
22.3,
21.8,
20.8,
19.4,
18.3,
17.5,
16.9,
16.1,
15.7,
15.2,
14.8,
14.4,
14,
13.9,
15.1,
16.7,
18.3,
19.6,
20.6,
21.4,
22.1,
22.6,
22.8,
22.7,
22.5,
21.9,
21,
19.6,
18.5,
17.7,
17.1,
16.2,
15.9,
15.4,
14.9,
14.6,
14.2,
14.1,
15.3,
16.9,
18.4,
19.7,
20.8,
21.6,
22.3,
22.8,
23.1,
22.9,
22.7,
22.2,
21.2,
19.8,
18.7,
17.9,
17.2,
16.3,
16.1,
15.6,
15.1,
14.8,
14.4,
14.3,
15.5
] |
[
17.1,
18.7,
19.9,
21,
21.8,
22.6,
23.1,
23.3,
23.2,
23,
22.4,
21.4,
19.9,
18.9,
18.1,
17.4,
16.3,
16.2,
15.7,
15.3,
15,
14.6,
14.5,
15.7,
17.3,
18.8,
20.1,
21.1,
21.9,
22.6,
23.1,
23.3,
23.3,
23.1,
22.5,
21.5,
20.1,
19,
18.2,
17.5,
16.4,
16.3,
15.8,
15.4,
15.1,
14.7,
14.6,
15.7,
17.3,
18.8,
20,
21.1,
22,
22.7,
23.2,
23.4,
23.4,
23.2,
22.6,
21.6,
20.2,
19.1,
18.3,
17.6,
16.4,
16.4,
16,
15.6,
15.2,
14.8,
14.7,
15.9,
17.4,
18.9,
20.2,
21.2,
22.1,
22.8,
23.3,
23.5,
23.5,
23.3,
22.7,
21.7,
20.3,
19.3,
18.4,
17.8,
16.6,
16.6,
16.1,
15.7,
15.3,
14.9,
14.9,
16
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 横ばい",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: -27.91%",
"予測される変化率: [カラム_0] 予測される変化率: -6.43%",
"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0.17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: 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: -27.91%",
"Forecasted change rate: [column_0] Forecasted change rate: -6.43%",
"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: 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] 自己相関は弱いです。",
"部分自己相関: [カラム_0] ラグ 70 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"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 weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 70.",
"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
| 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: 下降傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 23.73%",
"予測される変化率: [カラム_0] 予測される変化率: -11.11%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.65倍)",
"トレンド: [カラム_0] トレンドの強化: 下降傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 23個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 23.73%",
"Forecasted change rate: [column_0] Forecasted change rate: -11.11%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.65 times the mean)",
"Trend: [column_0] Trend intensification: downward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 23",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 64 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 64."
]
}
|
forecasting
|
/monash
|
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: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: -31.17%",
"予測される変化率: [カラム_0] 予測される変化率: 54.05%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.63倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 27個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: -31.17%",
"Forecasted change rate: [column_0] Forecasted change rate: 54.05%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.63 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 27",
"First turning point: [column_0] First turning point: at data point 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 2 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 94 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is 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 94."
]
}
|
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: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 330.77%",
"予測される変化率: [カラム_0] 予測される変化率: -56.75%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.64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: 37個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 330.77%",
"Forecasted change rate: [column_0] Forecasted change rate: -56.75%",
"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: 37",
"First turning point: [column_0] First turning point: at data point 1 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 36 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 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 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 2.",
"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
|
m4_hourly_dataset.tsf
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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: 1360.00%",
"予測される変化率: [カラム_0] 予測される変化率: -32.95%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.79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: 1360.00%",
"Forecasted change rate: [column_0] Forecasted change rate: -32.95%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.79 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 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 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
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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: -31.50%",
"予測される変化率: [カラム_0] 予測される変化率: -17.55%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.22倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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",
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"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -31.50%",
"Forecasted change rate: [column_0] Forecasted change rate: -17.55%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.22 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 72 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 24.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is 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
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31,
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116,
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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: -67.67%",
"予測される変化率: [カラム_0] 予測される変化率: 145.29%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.76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: 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: stable",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: -67.67%",
"Forecasted change rate: [column_0] Forecasted change rate: 145.29%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.76 times the mean)",
"Trend: [column_0] Trend change: from stable 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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[
"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: -19.62%",
"予測される変化率: [カラム_0] 予測される変化率: 0.19%",
"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0.12倍)",
"トレンド: [カラム_0] トレンドの変化: 下降傾向から上昇傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: -19.62%",
"Forecasted change rate: [column_0] Forecasted change rate: 0.19%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.12 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 30",
"First turning point: [column_0] First turning point: at data point 4 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from upward to downward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データには明確なトレンドは見られません。",
"ノイズ: [カラム_0] 周期 34 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] ラグ 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 96 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 34.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 96."
]
}
|
forecasting
|
/monash
|
nn5_weekly_dataset.tsf
| 90 | 23 |
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164.880952380952,
165.943877551021
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[
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144.798752834467,
130.824829931973,
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181.575963718821,
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168.395691609977
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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: 1.81%",
"予測される変化率: [カラム_0] 予測される変化率: -6.26%",
"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: 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2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 1.81%",
"Forecasted change rate: [column_0] Forecasted change rate: -6.26%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.13 times the mean)",
"Trend: [column_0] Trend change: from downward to upward",
"Turning points: [column_0] Turning points in forecast period: 13",
"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 20 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 40 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 20.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 40."
]
}
|
forecasting
|
/monash
|
nn5_weekly_dataset.tsf
| 90 | 23 |
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107.638888888889,
105.62641723356,
97.0663265306122,
92.2052154195011,
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114.413265306122,
120.266439909297,
140.603741496599,
148.937074829932,
124.390589569161,
99.1780045351475,
133.064058956916,
141.950113378685,
117.446145124717,
92.2902494331066,
116.057256235828,
133.815192743764,
141.213151927438
] |
[
159.155328798186,
229.931972789116,
132.780612244898,
104.081632653061,
93.5941043083899,
104.84693877551,
122.307256235828,
135.459183673469,
84.7222222222222,
104.010770975057,
107.213718820862,
123.75283446712,
108.616780045352,
110.714285714286,
120.861678004535,
127.437641723356,
132.681405895692,
99.68820861678,
128.713151927438,
81.2500000000001,
136.210317460317,
120.082199546485,
90.3486394557823
] |
[
"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: 51.20%",
"予測される変化率: [カラム_0] 予測される変化率: -43.23%",
"変動性: [カラム_0] 変動性: 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: 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: 51.20%",
"Forecasted change rate: [column_0] Forecasted change rate: -43.23%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.18 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 11",
"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 14 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 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 38 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 14.",
"Autocorrelation: [column_0] The autocorrelation is 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 38."
]
}
|
forecasting
|
/monash
|
nn5_weekly_dataset.tsf
| 90 | 23 |
[
111.283534981589,
133.140452393477,
139.110994213572,
119.963177275118,
115.886375591794,
119.358232509206,
137.061678958801,
119.594950026302,
113.229879011047,
128.105866228659,
142.701209889532,
115.478695423461,
116.440953025082,
114.321409784324,
130.02367175171,
123.30352446081,
114.045239347712,
148.224618621778,
134.021567596002,
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128.879537085744,
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135.034192530247,
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171.149001420663,
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111.138874276696,
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122.698579694897,
121.08100999474,
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126.472908995266,
119.095213045765,
110.068993404832,
121.365679359592,
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131.549184639663,
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129.629142556549,
121.731670048345,
128.577064702788,
152.340873224619,
165.255128879537
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[
167.648605996844,
182.943187795897,
121.948974224093,
120.410310362967,
104.024197790637,
106.378221988427,
101.867438190426,
104.642293529721,
102.590741714887,
119.213571804314,
114.68963703314,
128.235139400316,
107.022619673856,
113.874276696476,
115.189374013677,
120.870594423987,
118.897948448185,
113.321935823251,
108.364018937401,
99.6449237243556,
119.77906365071,
117.372435560232,
113.90057864282
] |
[
"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: 48.50%",
"予測される変化率: [カラム_0] 予測される変化率: -32.06%",
"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0.14倍)",
"トレンド: [カラム_0] トレンドの変化: 横ばいから下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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: 48.50%",
"Forecasted change rate: [column_0] Forecasted change rate: -32.06%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.14 times the mean)",
"Trend: [column_0] Trend change: from stable to downward",
"Turning points: [column_0] Turning points in forecast period: 13",
"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 14 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"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] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 42 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 14.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 40.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 42."
]
}
|
forecasting
|
/monash
|
nn5_weekly_dataset.tsf
| 90 | 23 |
[
150.651927437642,
186.522108843537,
201.048752834467,
170.819160997732,
186.181972789116,
190.433673469388,
184.963151927438,
171.414399092971,
172.803287981859,
158.43253968254,
168.523242630386,
177.465986394558,
175.821995464853,
187.244897959184,
187.627551020408,
165.674603174603,
186.933106575964,
172.420634920635,
151.417233560091,
199.773242630385,
152.706916099773,
138.704648526077,
157.18537414966,
190.532879818594,
135.048185941043,
161.833900226757,
176.162131519274,
195.238095238095,
162.089002267574,
158.106575963719,
173.072562358277,
189.37074829932,
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219.06179138322,
191.340702947846,
212.981859410431,
211.706349206349,
210.770975056689,
125.538548752834,
240.660430839002,
162.414965986395,
139.965986394558,
129.06746031746,
152.225056689342,
162.542517006803,
199.050453514739,
170.975056689342,
177.636054421769,
149.773242630386,
167.531179138322,
179.237528344671,
189.271541950113,
183.772675736961,
175.892857142857,
180.527210884354,
178.132086167801,
181.887755102041,
204.464285714286,
164.983446473452,
157.49716553288,
198.426870748299,
203.500566893424,
221.074263038549,
185.770975056689,
154.761904761905,
182.908163265306,
187.386621315193,
187.542517006803,
170.705782312925,
165.022675736961,
173.143424036281,
193.069727891157,
177.168367346939,
183.645124716553,
179.903628117914,
202.18253968254,
189.498299319728,
189.640022675737,
172.732426303855,
192.984693877551,
183.829365079365,
168.948412698413,
162.953514739229,
177.990362811791,
194.557823129252,
171.499433106576,
168.324829931973,
185.00566893424,
198.526077097506,
174.121315192744
] |
[
201.303854875283,
251.984126984127,
153.44387755102,
123.554421768708,
144.019274376417,
139.314058956916,
148.696145124716,
132.689517153521,
141.213151927438,
155.853174603175,
151.020408163265,
168.083900226757,
137.153802867807,
157.34126984127,
163.846371882086,
155.796485260771,
166.227324263039,
147.293083900227,
153.28798185941,
130.768140589569,
166.312358276644,
167.276077097506,
169.501133786848
] |
[
"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: 15.58%",
"予測される変化率: [カラム_0] 予測される変化率: -15.80%",
"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: 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: 15.58%",
"Forecasted change rate: [column_0] Forecasted change rate: -15.80%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.13 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 16",
"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 18 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 40 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 18.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 40."
]
}
|
forecasting
|
/monash
|
nn5_weekly_dataset.tsf
| 90 | 23 |
[
91.1281179138322,
108.134920634921,
108.616780045352,
107.071995464853,
91.0856009070296,
94.5436507936509,
122.604875283447,
102.678571428572,
97.094671201814,
108.574263038549,
114.554988662131,
102.763605442177,
93.3673469387755,
104.903628117914,
113.605442176871,
112.273242630385,
108.489229024943,
108.545918367347,
120.493197278912,
126.686507936508,
120.564058956916,
119.812925170068,
142.261904761905,
132.8089569161,
109.438775510204,
108.049886621315,
60.7284580498866,
99.3055555555557,
96.3860544217688,
90.9438775510204,
92.4178004535147,
128.798185941043,
110.303287981859,
99.6740362811791,
103.27380952381,
92.0918367346938,
120.450680272109,
112.840136054422,
106.788548752835,
159.934807256236,
94.6145124716553,
89.2857142857144,
80.5130385487529,
81.5192743764172,
86.592970521542,
107.96485260771,
90.3202947845804,
88.421201814059,
80.8106575963719,
95.6916099773243,
95.5640589569162,
89.7108843537415,
89.6116780045351,
113.840407721918,
110.487528344671,
95.3089569160998,
115.47619047619,
95.9750566893424,
112.30487504488,
104.039115646259,
102.125850340136,
121.896258503401,
132.199546485261,
136.904761904762,
105.683106575964,
118.027210884354,
122.363945578231,
128.727324263038,
114.498299319728,
122.264739229025,
126.771541950113,
127.593537414966,
131.632653061225,
122.03798185941,
135.374149659864,
145.691609977324,
119.444444444444,
114.413265306122,
117.474489795918,
119.486961451247,
125.921201814059,
107.49716553288,
91.7091836734694,
112.329931972789,
133.574263038549,
113.222789115646,
107.440476190476,
104.875283446712,
122.463151927438,
101.261337868481
] |
[
129.166666666667,
163.988095238095,
123.696145124717,
106.037414965986,
83.1916099773242,
95.8616780045352,
98.8236961451247,
116.56746031746,
113.392857142857,
110.856009070295,
107.624716553288,
129.804421768707,
112.414965986394,
118.353174603175,
105.881519274376,
119.118480725624,
139.413265306122,
134.807256235828,
126.757369614512,
112.230725623583,
144.033446712018,
131.916099773243,
124.305555555555
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 11.12%",
"予測される変化率: [カラム_0] 予測される変化率: -3.76%",
"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: 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: 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2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 11.12%",
"Forecasted change rate: [column_0] Forecasted change rate: -3.76%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.15 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 11",
"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 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] 自己相関は弱いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 44 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 24.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 44."
]
}
|
forecasting
|
/monash
|
nn5_weekly_dataset.tsf
| 90 | 23 |
[
72.6985796948974,
93.7269857969489,
88.1904260915308,
87.440820620726,
83.3771699105734,
91.1493950552341,
90.2288269331931,
82.062072593372,
78.5507627564438,
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[
108.666491320358,
132.601262493425,
79.8921620199894,
88.2430299842189,
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75.0416894795794,
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102.038400841662,
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94.3976854287217,
124.053129931615,
117.872172540768,
120.476065228827
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 61.72%",
"予測される変化率: [カラム_0] 予測される変化率: 10.87%",
"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: 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: 17個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の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: 61.72%",
"Forecasted change rate: [column_0] Forecasted change rate: 10.87%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.17 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 17",
"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 12 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 44 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 12.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 44."
]
}
|
forecasting
|
/monash
|
nn5_weekly_dataset.tsf
| 90 | 23 |
[
96.8537414965986,
136.975623582766,
132.568027210884,
134.339569160998,
128.316326530612,
135.955215419501,
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117.290249433107,
126.927437641723,
126.062925170068,
138.492063492063,
120.549886621315,
130.172902494331,
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181.363378684807,
165.079365079365
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[
179.124149659864,
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127.551020408163,
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139.866780045352,
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190.277777777778,
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176.5589569161,
160.756802721088,
175.198412698413,
146.471088435374,
137.159863945578,
134.708049886621,
173.058390022676,
161.337868480726,
165.561224489796
] |
[
"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: 70.44%",
"予測される変化率: [カラム_0] 予測される変化率: -7.57%",
"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0.14倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 70.44%",
"Forecasted change rate: [column_0] Forecasted change rate: -7.57%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.14 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 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 10 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 42 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 10.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 42."
]
}
|
forecasting
|
/monash
|
nn5_weekly_dataset.tsf
| 90 | 23 |
[
149.475623582766,
174.53231292517,
102.00650749516,
149.305555555555,
149.900793650794,
143.253968253968,
186.366213151927,
163.718820861678,
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148.823696145125,
177.579365079365,
162.18820861678,
158.616780045352,
161.72052154195,
177.536848072562,
161.947278911565,
161.550453514739,
183.304988662132,
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120.337301587302,
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129.195011337868,
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138.081065759637,
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148.356009070295,
138.931405895692,
147.80328798186,
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142.063492063492,
147.845804988662,
126.842403628118,
154.311677765969,
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150.354308390023,
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158.91439909297,
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138.463718820862,
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188.421201814059,
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168.041383219955,
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140.589569160998,
141.25566893424,
153.358843537415,
161.323696145125,
157.553854875283
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[
161.550453514739,
192.81462585034,
135.770975056689,
138.43537414966,
132.865646258503,
127.891156462585,
133.90022675737,
155.342970521542,
152.225056689342,
160.912698412698,
148.384353741497,
143.494897959184,
133.27664399093,
136.522108843537,
159.708049886621,
148.256802721088,
157.8089569161,
173.313492063492,
151.332199546485,
104.861111111111,
182.057823129252,
166.836734693878,
151.913265306122
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 上昇傾向",
"過去の変化率: [カラム_0] 過去の変化率: 5.40%",
"予測される変化率: [カラム_0] 予測される変化率: -5.97%",
"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: 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: 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2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 5.40%",
"Forecasted change rate: [column_0] Forecasted change rate: -5.97%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.13 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 13",
"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 10 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 44 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 10.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 44."
]
}
|
forecasting
|
/monash
|
nn5_weekly_dataset.tsf
| 90 | 23 |
[
147.378117913832,
187.046485260771,
219.614512471655,
185.657596371882,
172.378117913832,
190.476190476191,
188.647959183674,
174.943310657596,
178.854875283447,
184.240362811791,
204.067460317461,
205.484693877551,
179.138321995465,
195.649092970522,
184.821428571429,
192.899659863946,
179.676870748299,
169.770408163265,
176.034580498866,
195.110544217687,
190.759637188209,
182.327097505669,
186.578798185941,
211.918934240363,
148.894557823129,
118.424036281179,
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298.894557823129,
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333.007369614513,
390.603741496599,
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219.416099773243,
187.882653061224,
260.204081632653,
296.57029478458,
310.104875283447
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[
317.687074829932,
402.876984126984,
246.71201814059,
187.174036281179,
114.251405454344,
154.861111111111,
176.332199546485,
194.118480725624,
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181.335034013605,
191.425736961451,
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211.366213151927,
195.734126984127,
217.602040816327,
219.444444444444,
188.066893424036,
217.304421768707,
192.304421768707,
137.145691609977,
205.810657596372,
179.478458049887,
170.521541950113
] |
[
"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: 110.41%",
"予測される変化率: [カラム_0] 予測される変化率: -46.32%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.22倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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: 110.41%",
"Forecasted change rate: [column_0] Forecasted change rate: -46.32%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.22 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 11",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な上昇トレンドを示しています。",
"ノイズ: [カラム_0] 周期 28 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 44 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 28.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 44."
]
}
|
forecasting
|
/monash
|
nn5_weekly_dataset.tsf
| 90 | 23 |
[
115.478695423461,
126.56496580747,
118.608627038401,
76.9354296163495,
111.691215149921,
123.579694897422,
123.724355602315,
122.580220936349,
122.895844292478,
121.280511152383,
122.106785902157,
99.8575758551711,
112.73014203051,
99.973698053656,
136.967385586533,
132.916885849553,
116.36204718605,
100.843898843072,
132.3776959495,
135.336664913204,
117.201472908995,
120.239347711731,
122.961599158338,
138.755917937928,
135.362966859548,
122.948448185166,
122.211993687533,
132.719621251973,
135.31036296686,
126.578116780642,
127.172147133446,
121.764860599684,
116.780641767491,
120.04208311415,
112.309310889006,
101.867438190426,
128.695423461336,
133.114150447133,
133.929510783798,
154.366123093109,
79.3792740662809,
88.6244082062072,
105.02367175171,
97.2382956338769,
68.2798527091005,
71.2256706996318,
115.544450289322,
109.850078905839,
69.7133087848499,
101.170436612309,
123.410968806249,
113.598106259863,
105.247238295634,
121.186217780116,
116.991057338243,
114.584429247764,
110.547080483956,
111.296685954761,
109.166228300894,
107.298790110468,
96.4492372435561,
111.086270384008,
139.242503945292,
133.600736454498,
120.787036540024,
116.092139117614,
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133.903208837454,
117.924776433456,
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110.336664913204,
133.705944239874,
125.355076275644,
113.769068911099,
119.18726985797,
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122.001578116781,
113.190426091531,
112.006838506049,
122.027880063125,
136.059968437665,
119.84481851657,
118.75955011147,
113.269331930563,
141.846396633351,
130.15518148343
] |
[
139.873750657549,
140.833771699106,
93.9768542872173,
92.7932667017358,
67.5302472382957,
103.879537085744,
106.956864807996,
115.846922672278,
125.315623356128,
122.606522882693,
107.233035244608,
149.053129931615,
138.729615991584,
116.267753813782,
126.551814834298,
131.970015781168,
140.623356128353,
120.581273014203,
111.454497632825,
97.6065228826934,
134.324039978958,
133.048395581273,
129.852709100474
] |
[
"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: 12.71%",
"予測される変化率: [カラム_0] 予測される変化率: -7.16%",
"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0.14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: 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: 12.71%",
"Forecasted change rate: [column_0] Forecasted change rate: -7.16%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.14 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 9",
"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 6 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 44 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 6.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 44."
]
}
|
forecasting
|
/monash
|
nn5_weekly_dataset.tsf
| 90 | 23 |
[
141.333508679642,
171.107311941084,
171.238821672804,
129.642293529721,
151.854287217254,
161.572856391373,
168.347844135024,
145.554971067859,
146.817464492373,
111.53564003192,
148.36927932667,
104.926962894574,
151.735928458706,
98.3561283534982,
134.481851657023,
136.599158337717,
164.755391899001,
217.68805891636,
163.072067332983,
159.981588637559,
181.049447659127,
157.0489216202,
154.227426548385,
153.32719621252,
153.366649132036,
170.568122041031,
158.298264071541,
175.355076275644,
158.324566017885,
153.629668595476,
170.778537611783,
185.744345081536,
188.584955286691,
187.953708574435,
164.150447133088,
160.757496054708,
122.536115971902,
153.366649132036,
123.921620199895,
270.068385060494,
124.947396107312,
110.612835349816,
133.67964229353,
140.583903208837,
145.686480799579,
116.868046534763,
159.324039978958,
170.265649658075,
179.615991583377,
183.521830615465,
173.185165702262,
191.728037874803,
173.816412414519,
244.97632824829,
179.563387690689,
188.729615991583,
192.477643345607,
186.756970015781,
179.195160441873,
177.367175170963,
183.232509205681,
205.326144134666,
221.094160967912,
188.150973172015,
164.343059685736,
153.217336382212,
187.414518674382,
205.260389268806,
178.235139400316,
196.93582325092,
236.914781693845,
178.024723829563,
182.24618621778,
169.608100999474,
190.59705418201,
198.36927932667,
170.778537611783,
161.112572330353,
189.571278274592,
219.77906365071,
196.817464492372,
187.611783271962,
167.964229352972,
217.096265123619,
199.263545502367,
214.807995791689,
149.607707364903,
186.568204346441,
173.329826407154,
197.856391372962
] |
[
207.969489742241,
258.561283534982,
188.197769463739,
136.804921863538,
148.921620199895,
181.680694371383,
172.198842714361,
205.28669121515,
233.824302998422,
195.081536033667,
183.837453971594,
228.577064702788,
263.256180957391,
169.700157811678,
185.468174644924,
198.645449763282,
221.225670699632,
269.989479221462,
184.968437664387,
169.831667543398,
226.420305102578,
211.322987901105,
201.998947922146
] |
[
"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: 39.99%",
"予測される変化率: [カラム_0] 予測される変化率: -2.87%",
"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: 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2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 39.99%",
"Forecasted change rate: [column_0] Forecasted change rate: -2.87%",
"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: 11",
"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 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] 自己相関は弱いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 34 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 24.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 34."
]
}
|
forecasting
|
/monash
|
nn5_weekly_dataset.tsf
| 90 | 23 |
[
107.588111520253,
121.909521304577,
141.031036296686,
129.234613361389,
120.239347711731,
124.039978958443,
147.135324408564,
122.567069963177,
116.925302472383,
121.201605313351,
138.90057864282,
113.834823776959,
123.421883219358,
110.599684376644,
76.2493424513415,
131.85165702262,
130.102577590742,
113.940031562335,
137.769594950026,
149.894792214624,
129.681746449237,
127.314571278275,
123.132561809574,
143.345607574961,
126.420305102578,
125.052603892688,
119.818516570226,
132.272488164124,
130.076275644398,
115.79431877959,
122.225144660705,
130.61546554445,
132.469752761704,
121.659652814308,
119.147816938453,
132.390846922672,
146.753946186576,
142.964229352972,
148.592845870594,
185.007890583903,
93.0694371383482,
101.906891109942,
102.222514466071,
112.703840084166,
113.861125723304,
121.330878485008,
122.738032614413,
121.54129405576,
117.68805891636,
151.920042083114,
128.774329300368,
135.270910047343,
138.742766964755,
159.994739610731,
151.315097317201,
142.845870594424,
97.9615991583377,
78.4455549710679,
122.816938453445,
120.660178853235,
122.84324039979,
130.760126249343,
150.460284061021,
142.635455023672,
135.634485251228,
121.128961842496,
146.60704892162,
147.830089426617,
151.078379800105,
145.673329826407,
173.224618621778,
163.90057864282,
157.035770647028,
147.659126775381,
139.847448711205,
162.098895318254,
134.495002630195,
143.069437138348,
141.044187269858,
153.12993161494,
152.945817990531,
132.18043135192,
104.642293529721,
133.258811152025,
136.178327196213,
127.235665439242,
116.760602189324,
111.941083640189,
137.743293003682,
140.057864281957
] |
[
144.805365597054,
187.375065754866,
132.101525512888,
111.914781693845,
102.630194634403,
89.1767490794318,
110.783798001052,
119.213571804314,
94.8053655970542,
106.536033666491,
102.511835875855,
111.244082062073,
72.6854287217254,
106.667543398211,
97.9352972119938,
117.674907943188,
137.006838506049,
120.476065228827,
119.687006838506,
91.9647553918989,
121.580746975276,
133.100999473961,
128.866386112572
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 下降傾向",
"過去の変化率: [カラム_0] 過去の変化率: 30.18%",
"予測される変化率: [カラム_0] 予測される変化率: -11.01%",
"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: 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: 30.18%",
"Forecasted change rate: [column_0] Forecasted change rate: -11.01%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.16 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 13",
"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 22 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 44 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 22.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 44."
]
}
|
forecasting
|
/monash
|
nn5_weekly_dataset.tsf
| 90 | 23 |
[
145.63492063492,
164.880952380952,
166.142290249433,
147.392290249433,
151.388888888889,
125.425170068027,
167.431972789116,
157.213718820862,
146.655328798186,
149.589002267574,
150.538548752834,
175.127551020408,
162.400793650794,
157.908163265306,
160.430839002268,
157.001133786848,
147.774943310658,
159.155328798186,
172.378117913832,
160.133219954648,
177.607709750567,
164.413265306122,
159.948979591837,
175.708616780045,
165.008503401361,
181.136621315193,
204.818594104308,
197.009637188209,
174.560657596372,
153.004535147392,
158.801020408163,
180.484693877551,
184.708049886621,
171.102607709751,
156.278344671202,
126.24716553288,
162.556689342404,
115.504535147392,
156.916099773243,
221.882086167801,
119.501133786848,
110.331632653061,
110.997732426304,
116.581632653061,
129.747732426304,
129.010770975057,
120.833333333333,
134.05612244898,
120.323129251701,
135.034013605442,
132.298752834467,
128.047052154195,
133.007369614513,
135.700113378685,
135.416666666667,
120.804988662131,
133.659297052154,
130.598072562358,
135.618367108372,
136.068594104308,
102.069160997732,
116.695011337869,
147.689909297052,
105.867346938775,
125.708616780045,
128.698979591837,
134.311224489796,
136.607142857143,
146.272675736961,
136.961451247166,
149.503968253968,
117.318594104308,
141.142290249433,
142.644557823129,
135.388321995465,
151.190476190476,
134.594671201814,
141.482426303855,
138.90306122449,
149.560657596372,
151.757369614512,
141.128117913832,
95.7199546485261,
149.291383219954,
130.116213151927,
155.62641723356,
139.725056689342,
144.869614512472,
162.769274376417,
151.629818594104
] |
[
144.367521688668,
188.690476190476,
139.625850340136,
133.304988662131,
117.531179138322,
127.763605442177,
136.451247165533,
146.003401360544,
126.374716553288,
106.788548752835,
130.78231292517,
154.931972789116,
144.770408163265,
138.066893424036,
162.840136054422,
150.340136054422,
122.19387755102,
120.549886621315,
121.159297052154,
100.977891156463,
129.549319727891,
133.659297052154,
136.848072562358
] |
[
"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: 4.12%",
"予測される変化率: [カラム_0] 予測される変化率: -5.21%",
"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: 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1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 上昇から下降への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 4.12%",
"Forecasted change rate: [column_0] Forecasted change rate: -5.21%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.15 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 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 10 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 44 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 10.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 44."
]
}
|
forecasting
|
/monash
|
nn5_weekly_dataset.tsf
| 90 | 23 |
[
94.3877551020408,
118.551587301587,
126.147959183673,
102.18253968254,
95.3656462585034,
118.466553287982,
125.963718820862,
113.988095238095,
108.248299319728,
100.892857142857,
113.647959183674,
100.566893424036,
91.482426303855,
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117.602040816326,
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104.407596371882,
135.062358276644,
114.314058956916,
110.827664399093,
63.7755102040817,
100.694444444444,
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115.32029478458,
105.456349206349,
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122.916666666667,
108.971088435374,
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106.023242630385,
128.854875283447,
104.719387755102,
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100.722789115646,
139.569160997732,
115.561224489796,
122.576530612245,
159.467120181406,
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113.350340136054,
96.3293650793651,
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100.014172335601,
113.293650793651,
107.256235827664,
107.851473922902,
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120.209750566893,
117.942176870748,
107.766439909297,
106.490929705215,
118.735827664399,
119.458616780046,
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124.546485260771,
121.332652822658,
115.702947845805,
100.368480725623,
110.019841269841,
124.418934240363,
111.281179138322,
105.555555555556,
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104.591836734694,
120.691609977324,
149.433106575964,
112.060657596372,
103.458049886621,
103.018707482993,
121.003401360544,
122.278911564626
] |
[
126.09126984127,
157.298752834467,
103.1320861678,
85.9268707482993,
92.219387755102,
105.31462585034,
100.907029478458,
158.503401360544,
109.282879818594,
123.795351473923,
83.8010204081632,
143.90589569161,
117.063492063492,
115.249433106576,
120.337301587302,
118.820861678005,
121.641156462585,
117.828798185941,
107.157029478458,
71.485260770975,
131.944444444444,
123.951247165533,
126.743197278912
] |
[
"0"
] |
{
"ja": [
"過去のトレンド: [カラム_0] 過去のトレンド: 上昇傾向",
"予測されるトレンド: [カラム_0] 予測されるトレンド: 横ばい",
"過去の変化率: [カラム_0] 過去の変化率: 29.55%",
"予測される変化率: [カラム_0] 予測される変化率: 0.52%",
"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0.14倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から横ばいへ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: stable",
"Historical change rate: [column_0] Historical change rate: 29.55%",
"Forecasted change rate: [column_0] Forecasted change rate: 0.52%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.14 times the mean)",
"Trend: [column_0] Trend change: from upward to stable",
"Turning points: [column_0] Turning points in forecast period: 16",
"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 6 でのデータに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 40 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 6.",
"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 40."
]
}
|
forecasting
|
/monash
|
nn5_weekly_dataset.tsf
| 90 | 23 |
[
103.961167800454,
95.748299319728,
53.7131519274376,
75.5668934240363,
101.587301587302,
123.866213151927,
117.672902494331,
115.136054421769,
103.047052154195,
81.8735827664399,
112.542517006803,
107.596371882086,
87.5141723356008,
79.6060090702948,
85.9126984126984,
85.9126984126984,
67.0351473922903,
66.1281179138323,
62.65589569161,
73.030045351474,
53.6281179138322,
51.9132653061224,
50.3259637188209,
72.6757369614513,
70.4648526077098,
77.2108843537414,
109.807256235828,
135.076530612245,
123.511904761905,
133.999433106576,
128.75566893424,
129.634353741497,
137.259070294785,
114.937641723356,
125.708616780045,
112.868480725623,
149.362244897959,
136.550453514739,
142.857142857143,
121.357709750567,
37.0781176752658,
51.4455782312925,
75.2267573696144,
93.2681405895692,
99.2063492063492,
124.107142857143,
121.641156462585,
122.477324263039,
109.778911564626,
128.075396825397,
116.553287981859,
121.584467120181,
98.1575963718821,
126.482131077927,
74.390589569161,
73.8520408163265,
98.001700680272,
90.6604308390022,
87.985147153724,
116.496598639456,
98.6819727891156,
79.8044217687075,
98.7244897959184,
87.953514739229,
119.189342403628,
97.7749433106575,
75.6235827664399,
64.8526077097505,
72.3214285714286,
59.1411564625851,
38.1235827664399,
48.8236961451247,
41.5107709750567,
50.7794784580499,
46.9812925170068,
66.4824263038548,
67.1768707482993,
82.8231292517006,
101.133786848073,
112.046485260771,
137.641723356009,
120.833333333333,
119.614512471655,
111.777210884354,
97.7831514860898,
107.18537414966,
126.757369614512,
102.536848072562,
131.207482993197,
118.962585034014
] |
[
125,
107.001133786848,
53.7273242630385,
38.1802721088436,
64.5266439909298,
75.0425170068027,
103.883219954649,
102.735260770975,
100.481859410431,
94.1893424036282,
86.9331065759637,
105.130385487528,
102.480158730159,
93.7925170068027,
93.0555555555555,
101.530612244898,
79.6626984126986,
53.0045351473923,
69.0617913832199,
85.3883219954649,
126.417233560091,
172.831632653061,
86.4654195011338
] |
[
"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: 14.43%",
"予測される変化率: [カラム_0] 予測される変化率: -30.83%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.29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: 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1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: stable",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 14.43%",
"Forecasted change rate: [column_0] Forecasted change rate: -30.83%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.29 times the mean)",
"Trend: [column_0] Trend change: from stable to upward",
"Turning points: [column_0] Turning points in forecast period: 9",
"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 22 でのデータには高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 44 での部分自己相関は強いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 40 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data does not show a clear trend.",
"Noise: [column_0] The data contains high randomness at period 22.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 44.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 40."
]
}
|
forecasting
|
/monash
|
nn5_weekly_dataset.tsf
| 90 | 23 |
[
60.076530612245,
51.5447845804989,
49.234693877551,
54.4784580498866,
66.1564625850341,
62.4149659863946,
82.9648526077098,
59.0561224489795,
63.1660997732427,
57.7380952380952,
65.9297052154194,
81.9586167800454,
63.109410430839,
48.0300453514739,
57.6814058956916,
55.0736961451247,
45.8049886621315,
44.5294784580499,
43.2823129251701,
44.7278911564626,
62.3724489795918,
42.687074829932,
39.9092970521542,
54.875283446712,
49.7448979591837,
48.5969387755102,
61.6071428571428,
84.9773242630385,
69.2743764172337,
86.139455782313,
68.9342403628117,
72.2647392290249,
85.8985260770975,
70.1247165532879,
73.7670068027211,
58.9710884353742,
85.4024943310658,
65.0651927437641,
81.56179138322,
60.9977324263038,
27.281746031746,
34.0702947845805,
49.84410430839,
50.1417233560091,
68.6649659863946,
81.8877551020408,
68.7500000000001,
57.2278911564626,
47.5089566775334,
63.8463718820862,
68.891723356009,
93.0413832199546,
58.0357142857143,
49.4472789115646,
46.1309523809524,
49.0362811791383,
59.2545351473923,
53.7698412698413,
77.7102038430662,
69.5294784580499,
57.5396825396825,
69.7987528344672,
79.5351473922904,
78.8265306122449,
81.0799319727891,
69.1326530612245,
53.968253968254,
41.2273242630386,
48.3701814058957,
45.1672335600907,
43.140589569161,
45.5498866213152,
73.2001133786849,
40.0510204081633,
33.687641723356,
51.1054421768707,
45.0963718820862,
44.6995464852608,
55.2154195011338,
94.5294784580499,
88.4495464852607,
88.3928571428571,
76.9557823129252,
80.8106575963719,
86.125283446712,
71.7687074829932,
87.1598639455783,
70.734126984127,
74.8157596371883,
75.0141723356009
] |
[
82.4546485260771,
62.8117913832199,
31.8310657596372,
32.1570294784581,
49.0079365079365,
49.4897959183674,
62.6275510204081,
72.1655328798186,
68.8492063492064,
63.6763038548753,
66.6524943310658,
58.9427437641724,
65.7454648526076,
61.1819727891157,
62.96768707483,
66.5249433106576,
60.5017006802721,
48.6536281179138,
44.8696145124717,
60.7709750566893,
66.780045351474,
59.9631519274376,
59.2120181405896
] |
[
"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: 24.86%",
"予測される変化率: [カラム_0] 予測される変化率: -28.19%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.24倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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1番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 24.86%",
"Forecasted change rate: [column_0] Forecasted change rate: -28.19%",
"Volatility: [column_0] Volatility: high (standard deviation is 0.24 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 11",
"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 22 でのデータに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 36 では、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 22.",
"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 36."
]
}
|
forecasting
|
/monash
|
nn5_weekly_dataset.tsf
| 90 | 23 |
[
134.00841662283,
170.620725933719,
164.992109416097,
172.961599158338,
153.879537085744,
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[
185.126249342451,
247.106785902157,
186.401893740137,
170.94950026302,
127.152107555279,
129.287217254077,
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136.125723303524,
144.529195160442,
169.673855865334,
177.143608627039,
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145.002630194634,
181.430825881115,
168.187795896896,
149.684376643872
] |
[
"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: 9.07%",
"予測される変化率: [カラム_0] 予測される変化率: -19.14%",
"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: 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2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: downward",
"Forecasted trend: [column_0] Forecasted trend: downward",
"Historical change rate: [column_0] Historical change rate: 9.07%",
"Forecasted change rate: [column_0] Forecasted change rate: -19.14%",
"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: 11",
"First turning point: [column_0] First turning point: at data point 2 of the forecast",
"Turning point direction: [column_0] Turning point direction: change from downward to upward"
]
}
|
{
"ja": [
"トレンド: [カラム_0] データは明確な下降トレンドを示しています。",
"ノイズ: [カラム_0] 周期 20 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 42 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear downward trend.",
"Noise: [column_0] The data contains high randomness at period 20.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 42."
]
}
|
forecasting
|
/monash
|
nn5_weekly_dataset.tsf
| 90 | 23 |
[
44.1893424036281,
55.5130385487528,
74.4331065759637,
54.9886621315192,
48.2993197278911,
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[
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54.4926303854876,
34.8639455782313,
40.0226757369614,
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47.2363945578232,
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46.4427437641723,
50.4393424036281,
48.8095238095238,
51.8707482993198,
52.0408163265306,
67.1626984126984,
58.4325396825397,
37.2448979591837,
59.6513605442178,
52.0408163265306,
55.484693877551
] |
[
"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: 21.94%",
"予測される変化率: [カラム_0] 予測される変化率: -0.48%",
"変動性: [カラム_0] 変動性: 大きな変動 (標準偏差は平均値の0.21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: 12個",
"最初のターニングポイント: [カラム_0] 最初のターニングポイント: 予測の2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 21.94%",
"Forecasted change rate: [column_0] Forecasted change rate: -0.48%",
"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: 12",
"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 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 2 での自己相関は強いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏です。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 44 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 24.",
"Autocorrelation: [column_0] The autocorrelation is strong at lag 2.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 44."
]
}
|
forecasting
|
/monash
|
nn5_weekly_dataset.tsf
| 90 | 23 |
[
81.8253550762756,
82.7064702788005,
84.5344555497107,
88.7164650184114,
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115.978432403998,
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86.533403471857,
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113.021700000358,
116.162546028406,
116.386112572331,
152.524986849027,
72.7511835875856,
67.8458705944239,
82.4325364022516,
77.4197790636507,
83.8328019266623,
92.9905312993161,
94.8448185165703,
84.6528143082589,
91.7543398211468,
103.1956864808,
95.2656496580746,
86.5465544450289,
96.8700683850606,
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109.350341925302,
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105.733824302998,
104.563387690689,
102.275118358759,
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114.873750657549,
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102.02524986849,
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105.35244608101,
127.630194634403,
104.839558127301,
92.8378264333964,
111.217780115728,
133.968963703314,
131.904260915308
] |
[
155.944239873751,
176.946344029458,
109.442398737507,
92.5039452919516,
89.9658074697526,
90.5576012624935,
100.512887953708,
81.7464492372435,
100.697001578117,
77.1721471334457,
78.1240569171733,
105.168332456602,
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85.9153077327722,
102.235665439243,
100.657548658601,
108.337716991057,
95.8442924776433,
96.2782745923198,
82.3119410836401,
93.1220410310364,
112.190952130458,
104.208311415045
] |
[
"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: 61.20%",
"予測される変化率: [カラム_0] 予測される変化率: -33.18%",
"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0.18倍)",
"トレンド: [カラム_0] トレンドの変化: 上昇傾向から下降傾向へ",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 15個",
"最初のターニングポイント: [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: 61.20%",
"Forecasted change rate: [column_0] Forecasted change rate: -33.18%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.18 times the mean)",
"Trend: [column_0] Trend change: from upward to downward",
"Turning points: [column_0] Turning points in forecast period: 15",
"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 12 でのデータに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 36 では、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 12.",
"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 36."
]
}
|
forecasting
|
/monash
|
nn5_weekly_dataset.tsf
| 90 | 23 |
[
117.729591836735,
123.852040816327,
124.716553287982,
120.365646258503,
111.791383219955,
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111.507936507937,
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109.481292517007,
113.407029478458,
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137.698412698413,
142.474489795918
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[
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126.700680272109,
110.260770975057,
116.142290249433,
124.475623582766,
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118.466553287982,
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135.345804988662,
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137.5,
131.87358276644,
137.074829931973,
145.946712018141,
147.789115646259,
114.044784580499,
141.184807256236,
145.890022675737,
139.498299319728
] |
[
"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: 21.02%",
"予測される変化率: [カラム_0] 予測される変化率: -3.05%",
"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0.14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: 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2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 21.02%",
"Forecasted change rate: [column_0] Forecasted change rate: -3.05%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.14 times the mean)",
"Trend: [column_0] Trend continuation: upward trend continues",
"Turning points: [column_0] Turning points in forecast period: 13",
"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 14 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] 部分自己相関は弱いです。",
"平穏性: [カラム_0] データは平穏ではありません。",
"変動性: [カラム_0] データには高い変動性があります。",
"周期性: [カラム_0] 周期 40 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 14.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is weak.",
"Stationarity: [column_0] The data is not stationary.",
"Volatility: [column_0] The data has high volatility.",
"Periodicity: [column_0] The data shows clear periodicity at period 40."
]
}
|
forecasting
|
/monash
|
nn5_weekly_dataset.tsf
| 90 | 23 |
[
74.6712256706996,
85.9416096791163,
68.0562861651762,
93.1483429773803,
78.8006312467123,
89.2819568648081,
102.948054550595,
78.8532351394003,
79.6948974224094,
90.0469498688482,
96.6465018411361,
100.723303524461,
89.7027880063124,
92.2146238821673,
94.0163072067333,
90.7680168332456,
76.8530645644194,
86.3909793270281,
96.8437664387165,
90.8337716991058,
96.1467648605996,
96.7670971597477,
86.6780641767492,
107.680168332457,
95.7785376117833,
66.3488962128775,
85.8364018937401,
90.5707522356654,
87.2172540768017,
82.2724881641241,
90.5444502893214,
80.5760126249343,
93.0168332456603,
86.4544976328249,
78.9584429247764,
73.158863755918,
102.474619516402,
55.7075223566544,
93.3587585481325,
93.4376643871646,
67.8064176749079,
77.7748553392952,
74.1451867438191,
60.9547606522884,
80.35244608101,
88.8874276696476,
79.2346133613887,
79.3924250394529,
78.3140452393477,
94.8185165702261,
91.0047343503419,
83.022093634929,
94.4634402945817,
112.966859547607,
97.290899526565,
90.0710152551289,
90.5576012624934,
96.0021041557074,
115.307732772225,
105.326144134666,
94.4239873750658,
105.523408732246,
124.855339295108,
96.1730668069437,
101.126331647862,
99.1931385915755,
98.4876380852183,
95.0683850604945,
102.261967385587,
115.044713308785,
115.241977906365,
125.657548658601,
85.7837980010521,
116.530773277222,
116.425565491846,
120.265649658075,
101.63072067333,
109.784324039979,
106.220410310363,
103.353498158864,
96.9884271436086,
83.114150447133,
88.9663335086796,
103.971593897948,
71.462388216728,
93.7006838506049,
101.334510658551,
91.8858495528669,
100.644397685429,
87.9931614939505
] |
[
98.9216201998949,
124.053129931615,
90.0184113624407,
89.2951078379801,
80.2472382956338,
85.652288269332,
86.5619419782642,
99.8684902682798,
86.4281956864808,
98.185165702262,
80.7206733298264,
85.4944765912677,
92.7143608627038,
91.5176223040504,
81.1305900582222,
105.878485007891,
106.167806417675,
117.674907943188,
96.4360862703839,
82.6407154129406,
123.277222514466,
100.749605470805,
97.0804839558126
] |
[
"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: 17.84%",
"予測される変化率: [カラム_0] 予測される変化率: -1.86%",
"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0.14倍)",
"トレンド: [カラム_0] トレンドの強化: 上昇傾向の傾向が強まる",
"ターニングポイント: [カラム_0] 予測期間中のターニングポイント: 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2番目のデータポイント",
"ターニングポイントの方向: [カラム_0] ターニングポイントの方向: 下降から上昇への転換"
],
"en": [
"Historical trend: [column_0] Historical trend: upward",
"Forecasted trend: [column_0] Forecasted trend: upward",
"Historical change rate: [column_0] Historical change rate: 17.84%",
"Forecasted change rate: [column_0] Forecasted change rate: -1.86%",
"Volatility: [column_0] Volatility: moderate (standard deviation is 0.14 times the mean)",
"Trend: [column_0] Trend intensification: upward trend strengthens",
"Turning points: [column_0] Turning points in forecast period: 11",
"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 14 でのデータには高いランダム性が含まれています。",
"自己相関: [カラム_0] 自己相関は弱いです。",
"部分自己相関: [カラム_0] ラグ 44 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 44 では、データには明確な周期性が見られます。"
],
"en": [
"Trend: [column_0] The data shows a clear upward trend.",
"Noise: [column_0] The data contains high randomness at period 14.",
"Autocorrelation: [column_0] The autocorrelation is weak.",
"Partial Autocorrelation: [column_0] The partial autocorrelation is strong at lag 44.",
"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 44."
]
}
|
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