rdblue commented on code in PR #14234:
URL: https://github.com/apache/iceberg/pull/14234#discussion_r3197756532


##########
format/spec.md:
##########
@@ -707,6 +714,131 @@ For `geography` only, xmin (X value of `lower_bounds`) 
may be greater than xmax
 
 When calculating upper and lower bounds for `geometry` and `geography`, null 
or NaN values in a coordinate dimension are skipped; for example, POINT (1 NaN) 
contributes a value to X but no values to Y, Z, or M dimension bounds. If a 
dimension has only null or NaN values, that dimension is omitted from the 
bounding box. If either the X or Y dimension is missing then the bounding box 
itself is not produced.
 
+##### Content Stats
+
+In Iceberg v4 stats have been redesigned and are represented by using nested 
structs (`struct<struct<...>>`). The statistics for fields are tracked inside a 
nested struct of value counts and bounds (described in the next section). Each 
field-level statistics struct is a field of the `content_stats` struct, which 
holds all statistics for table fields.
+
+###### ID assignment for stats fields
+
+ID assignment follows a deterministic mapping from the **table ID space** to 
the **stats ID space**, where a given field ID from the **table ID space** gets 
an ID assigned from the **stats ID space** for each field-level statistics 
struct.
+Each field-level statistic listed in the [field stats types 
section](#field-stats-types) has a fixed offset. Its stats field ID is the 
enclosing stats struct's ID plus that offset.
+
+**Data columns (normal table field ids)**
+Mapping a table field ID from the **table ID space** to the **stats ID space** 
is done via:
+
+`stats_struct_id = 10_000 + (200 * table_field_id)`
+
+The constant `10_000` is `stats_space_field_id_start_for_data_fields`. `200` 
represents the number of supports stats per column 
(`num_supported_stats_per_column = 200`).
+
+The formula is defined as:
+`stats_struct_id = stats_space_field_id_start_for_data_fields + 
(num_supported_stats_per_column * table_field_id)`
+
+Each field statistic listed under [Field stats types](#field-stats-types) has 
a fixed **offset** within that block. The field id for an individual field 
statistic is:
+
+`stats_field_id = stats_struct_id + offset`
+
+**Metadata columns (reserved table field ids)**
+
+[Reserved metadata fields](#reserved-field-ids) use a different starting base 
for their stats field ids in order to not overlap with data field stats ids. 
Mapping a reserved table field ID to the **stats ID space** is done via:
+
+`stats_struct_id = 2_147_000_000 + (200 * (200 - (Integer.MAX_VALUE - 
table_field_id)))`
+
+Here `2_147_000_000` is `stats_space_field_id_start_for_metadata_fields`. This 
separate base is required because reserved ids are near `Integer.MAX_VALUE` and 
cannot use the same linear mapping as data field ids.
+The first `200` refers to `num_supported_stats_per_column = 200` and the 
second `200` refers to `num_reserved_field_ids = 200` from [Reserved field 
ids](#reserved-field-ids).
+
+The formula is defined as:
+`stats_struct_id = stats_space_field_id_start_for_metadata_fields + 
(num_supported_stats_per_column * (num_reserved_field_ids - (Integer.MAX_VALUE 
- table_field_id)))`
+
+Valid data field ids support stats structs with ids from `10_000` through 
`200_010_000`, so the highest supported **data** field id is `1_000_000`.
+
+###### Name assignment for `content_stats` fields
+
+Each nested stats struct is a **child field** of the root `content_stats` 
struct. Its **name** is the numerical string of the table column's field id 
(for example id `103` uses the name `"103"`).

Review Comment:
   I don't think that this requirement is a good idea. We are going to rewrite 
this when reading to produce a struct that uses the current field name. Names 
don't matter, so we should just use the current name for readability.



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