@@ -52,6 +52,8 @@ Create a Herbie Object
5252
5353 .. grid-item-card :: v1
5454
55+ Specify model with ``model= `` argument
56+
5557 .. code-block :: python
5658
5759 from herbie import Herbie
@@ -64,6 +66,8 @@ Create a Herbie Object
6466
6567 .. grid-item-card :: v2
6668
69+ Import and use a Herbie model class
70+
6771 .. code-block :: python
6872
6973 from herbie.v2 import HRRR
@@ -73,13 +77,13 @@ Create a Herbie Object
7377 step = 12
7478 )
7579
76- Or via the namespace:
80+ Or use model class via the Herbie namespace:
7781
78- .. code-block :: python
82+ .. code-block :: python
7983
80- from herbie.v2 import Herbie
84+ from herbie.v2 import Herbie
8185
82- H = Herbie.HRRR(" 2025-01-01" , step = 12 )
86+ H = Herbie.HRRR(" 2025-01-01" , step = 12 )
8387
8488----
8589
@@ -102,13 +106,13 @@ The ``fxx`` parameter has been renamed to ``step``.
102106
103107 H = HRRR(" 2025-01-01" , step = 6 )
104108
105- You can also use a ``timedelta ``:
109+ You can also use a ``timedelta ``:
106110
107- .. code-block :: python
111+ .. code-block :: python
108112
109- from datetime import timedelta
113+ from datetime import timedelta
110114
111- H = HRRR(" 2025-01-01" , step = timedelta(hours = 6 ))
115+ H = HRRR(" 2025-01-01" , step = timedelta(hours = 6 ))
112116
113117----
114118
@@ -135,11 +139,11 @@ Inventories are now **Polars DataFrames**, which support fast expression-based f
135139 pl.col(" variable" ) == " TMP"
136140 )
137141
138- Benefits:
142+ Benefits:
139143
140- - Faster performance
141- - Flexible filtering
142- - Access to source metadata
144+ - Faster performance
145+ - Flexible filtering
146+ - Access to source metadata
143147
144148----
145149
@@ -160,11 +164,11 @@ Download Fields
160164
161165 H.download(" TMP:2 m" )
162166
163- The basic workflow is unchanged, but downloads now:
167+ The basic workflow is unchanged, but...
164168
165- - Run subsets in **parallel threads **
166- - Display **Rich progress bars **
167- - Preserve the **remote file path structure **
169+ - Downloads each subset group in **parallel threads **
170+ - Displays **Rich progress bars **
171+ - Preserves the **remote file path structure **
168172
169173----
170174
@@ -185,8 +189,7 @@ Load Data with xarray
185189
186190 ds = H.xarray(" TMP:2 m" )
187191
188- If multiple hypercubes are present, v2 returns an **xarray DataTree ** rather
189- than flattening them.
192+ If multiple hypercubes are present, v2 returns an **xarray DataTree ** rather than flattening them.
190193
191194----
192195
@@ -219,7 +222,7 @@ Checking Data Availability
219222FastHerbie Changes
220223------------------
221224
222- `` FastHerbie `` has been redesigned.
225+
223226
224227.. grid :: 2
225228
@@ -229,6 +232,8 @@ FastHerbie Changes
229232
230233 .. grid-item-card :: v2
231234
235+ ``FastHerbie `` has been completely redesigned.
236+
232237 Now enables **building custom GRIB files from multiple model runs **.
233238
234239 Example use cases:
0 commit comments