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The dynamics of this channel exhibit several distinct segments and patterns, starting with a gradual increase followed by a sharp spike and then a series of oscillations before a final rise to a high level. Initially, from step 1 to approximately step 15, the channel shows a steady increase. The values rise from 0.697... |
The dynamics of this channel exhibit several distinct segments and patterns, with a notable spike at the end. Starting from the initial level of approximately 1.725, the channel shows a steady decline to around 1.276 at the midpoint (step 48). This decline is relatively gradual, with a few minor fluctuations. From ste... |
The dynamics of the MUFL channel in the ETTh1 dataset exhibit several distinct segments and patterns. Starting from the initial value of 0.670, the series begins with a gradual decline, reaching a low of approximately 0.2514 around step 25. This segment shows a consistent downward trend, with a rate of change of about ... |
The dynamics of the channel MULL in the ETTh1 dataset exhibit several distinct segments and patterns. Starting from the initial level of approximately 1.143, the channel shows a gradual decline to around 0.7562 by step 21, marking the first segment. This decline is relatively steady, with a slight fluctuation around st... |
The dynamics of the channel LUFL in the ETTh1 dataset exhibit several distinct segments and patterns. The initial segment, from steps 1 to 10, shows a steady decline from 0.407 to approximately 0.050, with a sharp drop around step 5. This decline is followed by a rapid increase to 1.7755 at step 12, indicating a signif... |
The dynamics of the channel LULL in the ETTh1 dataset exhibit several distinct segments and patterns. The initial segment, from steps 1 to 24, shows a gradual decline from 1.891 to approximately 1.359. This decline is relatively steady, with a slight fluctuation around the 13th step, where the value drops to 1.3591. F... |
The initial segment of the time series (steps 1-12) shows a steady increase in temperature, with values rising from 0.9622 to 1.7441. This segment has a relatively high rate of change, with a notable jump around step 8, where the value increases from 1.5908 to 1.7441. From step 13 to step 24, there is a slight decreas... |
The dynamics of this channel exhibit several distinct segments and patterns. The initial segment, from steps 1 to 12, shows a steady decline from 0.7892 to 0.3398, indicating a consistent downward trend. This decline is relatively gradual, with a slight fluctuation around the 0.5 mark. A sharp transition occurs around... |
The dynamics of the channel HULL in the ETTh1 dataset exhibit several distinct segments and patterns, with notable transitions and a final level that differs from the initial one. Starting from the first value of 2.045, the series initially fluctuates around this level, with a slight downward trend. This segment last... |
The dynamics of the MUFL channel in the ETTh1 dataset exhibit several distinct segments and patterns. Starting from the initial value of 0.702, the first segment shows a gradual decline to approximately 0.3159 over the first 5 time steps. This decline is relatively steady, with a slight fluctuation around the mean. Fr... |
The channel MULL of the ETTh1 dataset exhibits a complex temporal dynamics with several distinct segments and transitions. The initial segment from steps 1 to 10 shows a gradual decline from 1.255 to approximately 0.830, indicating a negative trend. This decline is relatively steady, with a slight fluctuation around th... |
The dynamics of the channel LUFL in the ETTh1 dataset exhibit several distinct segments and patterns. Starting from the initial value of 0.347, the series quickly drops to 0.1986, indicating a sharp decline in the first few time steps. This segment lasts until approximately step 3, where the series levels off around 0.... |
The dynamics of channel LULL in the ETTh1 dataset exhibit several distinct segments and patterns. The initial segment, from steps 1 to 24, shows a gradual decline from 1.938 to approximately 1.359. This decline is relatively steady, with a few minor fluctuations. From steps 25 to 48, there is a more pronounced drop, w... |
The initial segment of the time series shows a steady increase from the starting value of 0.9622 to a peak around step 7, where the value reaches 1.7441. This segment exhibits a relatively smooth upward trend, with a rate of increase of approximately 0.025 per time step. From step 8 to around step 20, there is a noti... |
The dynamics of this channel exhibit several distinct segments and patterns, with a notable spike in the middle of the series. Starting from the initial level of approximately 0.755, the channel shows a gradual decline to around 0.3513 by step 20. This decline is relatively steady, with a few minor fluctuations. A sha... |
The channel HULL of the ETTh1 dataset exhibits a complex temporal dynamics with several distinct segments and transitions. The initial segment, from steps 1 to 24, shows a gradual decline from 2.045 to approximately 1.2765, with a notable dip around step 12 to 1.1162. This segment can be characterized by a steady decre... |
The dynamics of the MUFL channel in the ETTh1 dataset exhibit several distinct segments and patterns. Starting from the initial level of 0.676, the series begins with a gradual decline, reaching a low of approximately 0.2514 around step 23. This decline is relatively steady, with a slight flattening around step 15 to 2... |
The dynamics of Channel MULL exhibit several distinct segments and patterns, particularly a sharp decline followed by a recovery and a final upward trend. The initial segment starts at 1.3652 and gradually decreases to 0.7012 by step 27, marking a clear downward trend. This decline is notable for its consistent and ste... |
The dynamics of the channel LUFL in the ETTh1 dataset exhibit several distinct segments and patterns. Starting from the initial value of 0.199, the series begins with a steady increase, reaching a peak around the 10th step at approximately 1.7755. This segment shows a rapid upward trend, with a rate of change of about ... |
The channel LULL of the ETTh1 dataset exhibits a complex temporal dynamics with several distinct segments and patterns. Starting from the initial level of approximately 1.794, the series begins with a gradual decline, reaching a local minimum around step 24 at approximately 1.359. This decline is relatively steady, wit... |
The channel begins with a steady increase from the initial value of 0.970 to a peak around step 15, reaching approximately 1.706. This segment shows a clear upward trend with a rate of change of about 0.05 per step. From step 15 to around step 30, the channel experiences a sharp decline, dropping from 1.706 to about ... |
The dynamics of this channel exhibit several distinct segments and patterns. The initial segment, from steps 1 to 12, shows a steady increase from 0.478 to approximately 0.939. This segment has a relatively high rate of change, with a notable peak at step 12. From steps 13 to 24, there is a sharp decline, dropping fro... |
The dynamics of the channel HULL in the ETTh1 dataset exhibit several distinct segments and patterns. Starting from the initial level of approximately 1.63, the series shows a gradual decline to around 1.24 over the first 20 time steps. This segment is characterized by a relatively steady downward trend, with a slight ... |
The dynamics of the MUFL channel in the ETTh1 dataset exhibit several distinct segments and patterns, with notable transitions and oscillatory behavior. The initial segment, from steps 1 to 12, shows a gradual decline from 0.541 to approximately 0.290, indicating a steady downward trend. This segment can be described a... |
The dynamics of Channel MULL in the ETTh1 dataset exhibit several distinct segments and patterns. Starting from the initial level of approximately 1.107, the series begins with a gradual decline to around 0.7562 by step 20. This segment shows a relatively steady decrease, with a slight fluctuation around step 15 where ... |
The dynamics of the channel LUFL in the ETTh1 dataset exhibit several distinct segments and transitions. The initial segment starts at a relatively low level of approximately 0.0501, gradually increasing to a peak around step 10, where the value reaches 1.7755. This segment shows a steady upward trend with a rate of ch... |
The dynamics of the channel LULL in the ETTh1 dataset exhibit a complex pattern with several distinct segments and transitions. The initial segment, from steps 1 to 24, shows a gradual increase from 1.697 to approximately 2.47, with a slight fluctuation around 2.18. This segment can be described as a steady rise with a... |
The dynamics of this channel exhibit several distinct segments and transitions, with a notable drop in the middle of the series. The initial segment (steps 1-12) shows a steady increase, reaching a peak around step 12 with a value of approximately 1.7441. This is followed by a sharp decline to around 0.9316 at step 12,... |
The dynamics of this channel exhibit several distinct segments and transitions, with a notable increase in value around the midpoint of the series. Starting from the initial value of 0.582, the channel shows a relatively flat segment until approximately step 24, where it begins to rise. This segment is characterized by... |
The channel HULL of the ETTh1 dataset exhibits a complex temporal dynamics with several distinct segments and transitions. The initial segment, from steps 1 to 24, shows a gradual decline from 1.725 to approximately 1.277. This decline is relatively steady, with a slight fluctuation around the 15th step where the value... |
The dynamics of the MUFL channel in the ETTh1 dataset exhibit several distinct segments and patterns, with notable transitions and a clear trend direction. Starting from the initial value of 0.4704, the first segment shows a slight decline to approximately 0.3159 over the first few time steps. This segment is relativel... |
The channel MULL of the ETTh1 dataset exhibits a complex temporal dynamics with several distinct segments and transitions. Starting from an initial level of approximately 0.978, the series quickly drops to around 0.5901 within the first few time steps, indicating a sharp decline. This segment lasts for about 3-4 time s... |
The dynamics of the channel LUFL in the ETTh1 dataset exhibit several distinct segments and patterns. Starting from the initial level of 0.258, the series quickly rises to a peak around step 8, reaching a value of approximately 1.7755. This segment shows a steady increase, indicating a positive trend. From step 8 to a... |
The channel LULL of the ETTh1 dataset exhibits a complex temporal dynamics with several distinct segments and transitions. The initial segment, from steps 1 to 12, shows a gradual increase in values, starting from 1.745 and peaking at approximately 2.4698 around step 24. This segment has a relatively steady upward tren... |
The dynamics of this channel exhibit several distinct segments and transitions, with a notable drop in the middle of the time series. The initial segment (steps 1-24) shows a steady increase, reaching a peak around step 24 with a value of approximately 1.7978. This segment has a relatively consistent upward trend, with... |
The dynamics of this channel exhibit several distinct segments and transitions, starting from a relatively stable level and progressing through various phases before ending at a higher level. Initially, the channel starts at 0.5012, indicating a moderate baseline. Over the first 12 time steps, the channel shows a grad... |
The dynamics of Channel HULL in the ETTh1 dataset exhibit several distinct segments and patterns, with notable transitions and a final upward trend. The initial segment from steps 1 to 24 shows a relatively steady increase, with the channel value rising from 1.276 to approximately 1.629. This segment is characterized b... |
The dynamics of the MUFL channel in the ETTh1 dataset exhibit several distinct segments and patterns, particularly a sharp rise around the midpoint and a final leveling off. Starting from the initial value of 0.316, the channel shows a gradual increase to approximately 0.747 at the midpoint (step 48). This segment is... |
The channel MULL of the ETTh1 dataset exhibits a complex temporal dynamics over the 96 time steps. The initial segment, from steps 1 to 24, shows a gradual increase from 0.5901 to 1.4020, with a notable rise around step 12, where the value jumps from approximately 0.8300 to 1.4020. This segment can be described as a st... |
The dynamics of the channel LUFL in the ETTh1 dataset exhibit several distinct segments and patterns, with a notable sharp decline around the midpoint of the series. Starting from the initial value of 0.526, the series begins with a relatively stable period, characterized by values around 0.5 to 0.8. This segment las... |
The dynamics of the channel LULL in the ETTh1 dataset exhibit several distinct segments and patterns. Starting from the initial level of approximately 1.987, the series shows a gradual decline to around 1.745 by step 17. This decline is relatively steady, with a few minor fluctuations. From step 17 to step 47, the ser... |
The dynamics of this channel exhibit several distinct segments and patterns, with a notable drop in the middle of the series. Starting from the first value at 1.5525, the series initially shows a slight downward trend, dropping to around 1.116 by the midpoint (step 48). This drop is quite sharp, with a significant decr... |
The dynamics of this channel exhibit several distinct segments and patterns. The initial segment, from steps 1 to 12, shows a gradual decline from 0.9275 to approximately 0.3398. This decline is relatively steady, with a slight fluctuation around the midpoint of this segment. From steps 13 to 24, there is a noticeable... |
The dynamics of Channel HULL in the ETTh1 dataset exhibit several distinct segments and patterns. The initial segment from step 1 to step 12 shows a slight downward trend, with values ranging from 1.629 to 1.2444. The trend is relatively steady, with a small dip around step 5 (1.2124) and a brief recovery to 1.2765 at ... |
The dynamics of the MUFL channel in the ETTh1 dataset exhibit several distinct segments and patterns. The initial segment, from steps 1 to 24, shows a gradual decline from 0.689 to approximately 0.2514, indicating a consistent downward trend. This segment can be described as a smooth, linear decrease. Around step 25, ... |
The dynamics of Channel MULL in the ETTh1 dataset exhibit several distinct segments and patterns. The initial segment, from step 1 to step 12, shows a steady increase in temperature, reaching a peak around 1.4202 at step 7. This segment has a relatively high rate of change, with a notable increase from step 3 to step 7... |
The dynamics of the channel LUFL in the ETTh1 dataset exhibit several distinct segments and patterns, particularly a sharp decline followed by a series of oscillations and a final upward spike. From the start at 1.2704, the series initially declines sharply to around -0.4560 over the first 48 time steps. This decline ... |
The channel LULL of the ETTh1 dataset exhibits a complex temporal dynamics with several distinct segments and patterns. Starting from the initial level of 1.8414, the series shows a gradual decline over the first 24 steps, reaching a low of 1.3591 at step 24. This decline is relatively steady, with a slight fluctuation... |
The dynamics of this channel exhibit several distinct segments and transitions, with a notable initial drop followed by a series of oscillations and a final leveling off. Starting from the initial level of approximately 1.706, the channel experiences a sharp decline to around 0.9316 (step 7) over a span of about 6 ti... |
The dynamics of this channel exhibit several distinct segments and patterns, with notable transitions and a final leveling off. The initial segment, from steps 1 to 12, shows a gradual decline from 0.605 to approximately 0.351. This decline is relatively steady, with a slight fluctuation around 0.5588 at step 14. From... |
The dynamics of Channel HULL in the ETTh1 dataset exhibit several distinct segments and patterns, with notable transitions and a final leveling off. Starting from the initial value of 1.532, the series begins with a steady increase to around 2.1415 over the first 15 time steps. This segment shows a trend of approxima... |
The dynamics of the MUFL channel in the ETTh1 dataset exhibit several distinct segments and patterns, with notable transitions and spikes. The initial segment from steps 1 to 24 shows a gradual decline from 0.503 to approximately 0.251, with a sharp drop around step 10. This decline is followed by a more gradual recove... |
The dynamics of Channel MULL in the ETTh1 dataset exhibit several distinct segments and patterns, with notable transitions and oscillatory behavior. The initial segment from steps 1 to 12 shows a gradual increase from 1.052 to approximately 1.402, with a slight dip around step 6. From steps 13 to 24, there is a sharp d... |
The dynamics of the channel LUFL in the ETTh1 dataset exhibit several distinct segments and patterns, particularly a sharp decline followed by a series of oscillations and a final upward spike. Starting from the initial level of 0.8532, the first segment is characterized by a rapid and significant drop. The values dec... |
The channel LULL of the ETTh1 dataset exhibits a complex temporal dynamics with several distinct segments and transitions. Starting from an initial level of approximately 1.938, the channel shows a gradual decline over the first 24 time steps, reaching a low of around 1.359 at the midpoint (step 48). This decline is re... |
The dynamics of this channel exhibit several distinct segments and transitions, with a notable drop in the middle and a gradual recovery towards the end. Starting from the initial level of approximately 1.591, the channel shows a steady decline over the first 24 time steps, reaching a low of around 1.008 at the midpo... |
The dynamics of the channel HUFL in the ETTh1 dataset exhibit several distinct segments and patterns, particularly around the midpoint. The initial segment from steps 1 to 48 shows a significant increase in values, peaking around step 48. This segment starts at approximately 0.536 and rises to around 1.089 at the midpo... |
The dynamics of Channel HULL in the ETTh1 dataset exhibit several distinct segments and patterns. The initial segment from steps 1 to 24 shows a relatively stable trend with minor fluctuations around a level of approximately 1.885. This segment is characterized by values such as 1.8851, 1.9171, and 1.8851. Around step... |
The dynamics of the MUFL channel in the ETTh1 dataset exhibit several distinct segments and patterns. The initial segment, from steps 1 to 15, shows a gradual increase from 0.432 to approximately 0.65, indicating a mild upward trend. This segment is relatively flat, with small fluctuations around the mean. Around step... |
The dynamics of Channel MULL exhibit several distinct segments and patterns, particularly around the midpoint of the time series. The initial segment from steps 1 to 24 shows a gradual decline from 1.236 to approximately 0.701, with a sharp drop around step 12. This decline is followed by a more gradual recovery to aro... |
The dynamics of this channel LUFL in the ETTh1 dataset exhibit several distinct segments and patterns. The initial segment, from steps 1 to 12, shows a steady decline from 0.7643 to 0.5259, with a notable flat period around steps 7 to 9 where the value remains constant at 0.5259. From steps 13 to 24, there is a signif... |
The channel LULL of the ETTh1 dataset exhibits a complex temporal dynamics with several distinct segments and transitions. The initial segment, from steps 1 to 12, shows a relatively stable trend with values around 2.084. This segment ends with a sharp decline to approximately 1.7447 at step 13. From steps 14 to 24, t... |
The dynamics of this channel exhibit several distinct segments and transitions, with a notable initial drop followed by a series of oscillations and a final decline. Starting from the first value at 1.438, the channel experiences a sharp decline to approximately 0.901 at the midpoint (step 48). This segment represent... |
The dynamics of this channel exhibit several distinct segments and patterns, with notable transitions and a final leveling off. The initial segment from steps 1 to 12 shows a gradual increase from 0.5242 to 0.9390, with a slight peak around step 10. This segment has a relatively steady upward trend, with a rate of chan... |
The dynamics of Channel HULL in the ETTh1 dataset exhibit several distinct segments and patterns, with notable transitions and anomalies. Starting from the initial level of 1.917, the channel shows a gradual decline to around 1.468 by the midpoint (step 48). This decline is relatively steady, with a few minor fluctuati... |
The dynamics of the MUFL channel in the ETTh1 dataset exhibit several distinct segments and patterns. Starting from the initial value of 0.445, the first segment shows a gradual increase to approximately 0.767 by the midpoint (step 48). This segment can be described as a slow, steady rise with a rate of change around 0... |
The initial segment of the channel MULL starts with a relatively stable period, with values around 1.015 to 1.402. This segment lasts until approximately step 12, where the values drop sharply to around 0.756. This sharp decline marks a transition into a more volatile segment where the values oscillate between 0.6088 a... |
The dynamics of the channel LUFL in the ETTh1 dataset exhibit several distinct segments and patterns, with a notable anomaly and a few oscillatory behaviors. The initial segment from step 1 to step 4 shows a steady increase from 0.615 to 1.7755, indicating a rapid rise in temperature. This segment lasts for 4 time step... |
The channel LULL of the ETTh1 dataset exhibits a complex temporal dynamics with several distinct segments and patterns. The initial segment, from steps 1 to 24, shows a gradual decline from 1.987 to approximately 1.745. This decline is relatively steady, with a few minor fluctuations. From steps 25 to 48, there is a m... |
The dynamics of this channel exhibit several distinct segments and patterns, particularly a sharp decline followed by a gradual recovery and a final leveling off. The initial segment, from steps 1 to 24, shows a steady increase from 1.453 to approximately 2.327, with a notable peak around step 20 at 2.197. This segment... |
The initial segment of the channel HUFL starts with a relatively stable level around 0.835, as seen in the first value. However, this segment quickly transitions to a more volatile pattern around step 3, where the level drops sharply to approximately 0.5703. This drop marks the beginning of a fluctuating period charact... |
The dynamics of Channel HULL in the ETTh1 dataset exhibit several distinct segments and patterns. Starting from the initial level of 1.885, the series first experiences a gradual decline to approximately 1.693 by the midpoint (step 48). This segment shows a consistent downward trend with a rate of about -0.002 per step... |
The dynamics of the MUFL channel in the ETTh1 dataset exhibit several distinct segments and patterns. The initial segment, from step 1 to approximately step 10, shows a gradual decline from 0.631 to around 0.329. This decline is relatively steady, with a slight fluctuation around 0.4704 and 0.2901. From step 11 to aro... |
The channel MULL of the ETTh1 dataset exhibits a complex temporal dynamics with several distinct segments and patterns. Starting from the initial level of 1.402, the channel shows a rapid decline to 0.7194 by step 25, indicating a sharp downward trend. This segment is characterized by a consistent decrease, with the le... |
The dynamics of the channel LUFL in the ETTh1 dataset exhibit several distinct segments and patterns. The initial segment, from steps 1 to 10, shows a steady increase from 1.032 to 1.7755, indicating a positive trend. This segment is relatively short and steep. From steps 11 to 20, the trend reverses, showing a sharp ... |
The dynamics of the channel LULL in the ETTh1 dataset exhibit several distinct segments and patterns. Starting from the initial value of 2.181, the series begins with a relatively stable period, gradually decreasing to around 1.7938 over the first 10 time steps. This segment shows a steady decline, with a rate of appro... |
The dynamics of this channel exhibit a complex pattern with several distinct segments and transitions. The initial segment, from steps 1 to 24, shows a gradual decline from 1.721 to approximately 1.292. This decline is relatively steady, with a slight fluctuation around the mean. From steps 25 to 48, there is a more p... |
The temporal dynamics of this channel exhibit several distinct segments and patterns, with a notable spike and a few level changes. The initial segment from steps 1 to 24 shows a gradual decline from 0.939 to approximately 0.351. This decline is relatively steady, with a few minor fluctuations. From steps 25 to 48, th... |
The dynamics of Channel HULL in the ETTh1 dataset exhibit several distinct segments and patterns. Starting from the initial level of 2.109, the series begins with a gradual decline to approximately 1.629 over the first 10 time steps. This segment shows a relatively steady downward trend, with a slight fluctuation aroun... |
The dynamics of the MUFL channel in the ETTh1 dataset exhibit several distinct segments and patterns. The initial segment, from steps 1 to 12, shows a gradual decline from 0.664 to approximately 0.284, with a rate of change of about -0.028 per step. A sharp transition occurs around step 13, where the value abruptly inc... |
The dynamics of this channel exhibit several distinct segments and patterns, with a notable transition around the midpoint. From the start (step 1) to around step 20, the channel shows a gradual decline from 1.420 to approximately 0.701. This segment is characterized by a steady, albeit slightly fluctuating, decrease... |
The dynamics of the channel LUFL in the ETTh1 dataset exhibit several distinct segments and patterns. Starting from the initial value of 1.775, the series quickly drops to around 0.794 at the second step, indicating a sharp decline. This segment lasts until step 6, where the value stabilizes around 0.526, forming a rel... |
The dynamics of the channel LULL in the ETTh1 dataset exhibit several distinct segments and patterns. The initial segment, from steps 1 to 24, shows a gradual decline from a level of approximately 2.325 to around 1.794. This decline is relatively steady, with a slight fluctuation around the 15th step, where the value b... |
The dynamics of this channel exhibit several distinct segments and transitions, with a notable drop in the early segment and a gradual recovery towards the end. From step 1 to step 10, the channel shows a steady increase, reaching a peak around 1.7441. This segment can be considered the first distinct phase, with a t... |
The dynamics of this channel exhibit several distinct segments and transitions, with a notable spike and a final leveling off. The initial segment starts at 0.5703 and gradually decreases to around 0.3513 over the first 12 steps. This segment shows a steady decline with a rate of approximately -0.025 per step. From st... |
The dynamics of Channel HULL in the ETTh1 dataset exhibit several distinct segments and patterns, particularly a sharp decline followed by a series of oscillations and a final drop. Starting at the first value of 1.629, the series initially shows a slight downward trend. From step 1 to step 10, the values decrease fr... |
The dynamics of the MUFL channel in the ETTh1 dataset exhibit several distinct segments and patterns. The initial segment, from steps 1 to 12, shows a gradual decline from 0.4704 to 0.2836, with a relatively steady rate of decrease. This segment can be characterized by a trend direction of downward, with a rate of appr... |
The dynamics of Channel MULL in the ETTh1 dataset exhibit several distinct segments and patterns, particularly a sharp drop around the midpoint and a few anomalous spikes. The initial segment starts at 1.033 and gradually decreases to approximately 0.941 at the midpoint (step 48). This segment shows a relatively steady... |
The dynamics of the channel LUFL in the ETTh1 dataset exhibit several distinct segments and patterns, with a notable spike and a few level changes. The initial segment from steps 1 to 5 shows a gradual decrease from 0.794 to 0.3774, with a slight fluctuation around 0.5259. This segment can be described as a steady decl... |
The dynamics of the channel LULL in the ETTh1 dataset exhibit several distinct segments and patterns, with a notable drop in values around the midpoint. The initial segment, from step 1 to step 15, shows a relatively stable trend with values oscillating around 1.9 to 2.0. This segment ends with a sharp decline, transit... |
The dynamics of this channel exhibit several distinct segments and patterns, particularly a sharp decline followed by a gradual recovery and a final leveling off. Starting from the initial value of 0.932, the channel shows a steady increase to a peak around step 15, reaching approximately 1.744. This segment can be co... |
The dynamics of this channel exhibit several distinct segments and patterns. The initial segment, from steps 1 to 15, shows a steady increase from approximately 0.340 to around 0.824. This segment has a relatively high trend rate, with the values increasing by about 0.484 over 15 time steps. From steps 16 to 30, there... |
The dynamics of the channel HULL in the ETTh1 dataset exhibit several distinct segments and patterns, with a notable spike and a sharp decline towards the end. The initial segment starts at 1.2124 and gradually increases to a peak around step 12, reaching 3.2630, marking a significant anomaly. This segment shows a stea... |
The dynamics of the MUFL channel in the ETTh1 dataset exhibit several distinct segments and patterns, particularly notable for the sharp transitions and the presence of an anomalous spike. Starting from the initial value of 0.290, the channel shows a gradual increase over the first few steps, reaching a peak around s... |
The dynamics of Channel MULL in the ETTh1 dataset exhibit several distinct segments and patterns, with a notable drop in values around the midpoint of the series. Starting from the initial value of 0.812, the series begins with a relatively stable period, followed by a sharp decline around step 20, where the value drop... |
The dynamics of the channel LUFL in the ETTh1 dataset exhibit several distinct segments and transitions, with a notable spike at the end of the window. The initial segment from steps 1 to 4 is characterized by a steady level at approximately 0.526. This segment is followed by a sharp drop to around -0.2479, marking the... |
The dynamics of the channel LULL in the ETTh1 dataset exhibit several distinct segments and patterns, with a notable drop in values around the midpoint of the series. The initial segment, from steps 1 to 24, shows a relatively stable trend with values around 1.79 to 2.47. This segment is characterized by slight fluctua... |
The dynamics of this channel exhibit several distinct segments and patterns, with a notable drop in the middle of the series. The initial segment (steps 1-12) shows a steady increase in values, starting from 1.093 and reaching a peak around 1.744 at step 6. This segment has a relatively consistent upward trend with a r... |
The dynamics of this channel exhibit several distinct segments and patterns. Starting from the initial level of approximately 0.386, the first segment shows a gradual increase to around 0.858 at step 48, where the midpoint level is 0.444. This segment is characterized by a steady rise, with a notable peak at step 47 wh... |
The dynamics of Channel HULL in the ETTh1 dataset exhibit several distinct segments and patterns, with a notable spike at the beginning and a gradual decline towards the end. The initial segment, from step 1 to step 10, shows a relatively stable level around 1.5 to 1.6, with a slight downward trend. The level drops sha... |
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