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@@ -8,8 +8,13 @@ future. The model takes data from two timestamps as input and generates a single
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  - (This model) `prithvi.wxc.2300m.v1` has been pretrained with a 50% masking ratio. The time delta between input timestamps is variable as is the forecast lead time.
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  During pretraining, the input delta was chosen from [-3, -6, -9, -12] hours while the forecast lead time was chosen from [0, 6, 12, 24] hours. We recommend using
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  `prithvi.wxc.2300m.v1` for generic use cases that do not focus on forecasting.
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- - `prithvi.wxc.rollout.2300m.v1` has been through further training cycles to be optimzed for autoregressive rollout. Here, we restricted the input delta
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- as well as the lead time to 6 hours. We recommend using `prithvi.wxc.rollout.2300m.v1` for forecasting applications.
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- ![gravity wave](https://huggingface.co/Prithvi-WxC/Gravity_wave_Parameterization/resolve/a29b9eb40fe3940a0e617a2cea7f9248b6cebc3e/flux_prediction_prithvi_finetuning.gif)
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- ![Hurricane Ida](https://huggingface.co/datasets/Prithvi-WxC/Hurricane/resolve/f0adb1f759ba3b416cde1bfb39589e5178048749/2021C4Ida_2021082700.gif)
 
 
 
 
 
 
 
 
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  - (This model) `prithvi.wxc.2300m.v1` has been pretrained with a 50% masking ratio. The time delta between input timestamps is variable as is the forecast lead time.
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  During pretraining, the input delta was chosen from [-3, -6, -9, -12] hours while the forecast lead time was chosen from [0, 6, 12, 24] hours. We recommend using
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  `prithvi.wxc.2300m.v1` for generic use cases that do not focus on forecasting.
 
 
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+ <div style="display: flex; justify-content: center;">
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+
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+ <b>Gravity Wave</b>
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+ <img src="https://huggingface.co/Prithvi-WxC/Gravity_wave_Parameterization/resolve/20f8a120752b4e48364a2a606d6d2db26b2aa8b9/prithvi_downstream_gwflux_animation.gif" alt="Gravity Wave" width="512"/>
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+
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+ <b>Hurricane Ida</b>
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+ <img src="https://huggingface.co/datasets/Prithvi-WxC/Hurricane/resolve/6edc7c6838d59c1694755508917dce7a203fb9e8/2021C4Ida_2021082700_ground_truth_prediction.gif" alt="Hurricane Ida" width="512"/>
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+
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+ </div>