rdblue commented on code in PR #14234:
URL: https://github.com/apache/iceberg/pull/14234#discussion_r3244938527


##########
format/spec.md:
##########
@@ -704,11 +727,133 @@ Examples of valid field paths using normalized JSON path 
format are:
 * `$['tags']` -- the `tags` array
 * `$['addresses']['zip']` -- the `zip` field in an `addresses` array that 
contains objects
 
-For `geometry` and `geography` types, `lower_bounds` and `upper_bounds` are 
both points of the following coordinates X, Y, Z, and M (see Appendix G) which 
are the lower / upper bound of all objects in the file.
+##### Content Stats
 
-For `geography` only, xmin (X value of `lower_bounds`) may be greater than 
xmax (X value of `upper_bounds`), in which case an object in this bounding box 
may match if it contains an X such that x >= xmin OR x <= xmax. In geographic 
terminology, the concepts of xmin, xmax, ymin, and ymax are also known as 
westernmost, easternmost, southernmost and northernmost, respectively. These 
points are further restricted to the canonical ranges of [-180..180] for X and 
[-90..90] for Y.
+In Iceberg v4, statistics are stored in typed fields grouped in a struct that 
corresponds to the table field. These stats structs are nested within the 
`content_stats` struct in manifest files.
 
-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.
+###### Field Statistics
+
+Field-level structs in `content_stats` are based on the corresponding table 
field's type, requirement, and ID (`field-id`).
+
+Field stats structs are assigned a range of 200 IDs, starting at `10_000 + 200 
* field-id`. The first ID in the range (`base-id`) is the ID of the struct 
field in `content_stats`. Fields within the stats struct are assigned IDs from 
the range by adding an offset to the `base-id`. For example, the stats struct 
for table field 2 uses IDs in the range `[10_400, 10_599]`, the field within 
`content_stats` uses the `base-id`, ID `10_400`, and its `lower_bound` field 
(offset 1) uses ID `10_401`.
+
+Content stats must be resolved by ID; field names used for stats structs are 
informational. The recommended name for each field is the full name of the 
field in the table schema.
+
+IDs in the range `10_000` (inclusive) to `200_000_000` (exclusive) are 
reserved for column stats structs in `content_stats`. Stats for table fields 
with stats IDs outside that range cannot be stored in `content_stats`.
+
+[Reserved metadata fields](#reserved-field-ids) must use the stats ID ranges 
from the following table. Stats for metadata fields not in the table are not 
tracked.
+
+| Reserved field                  | ID         | `base-id` | Range end |
+|---------------------------------|------------|-----------|-----------|
+| `_last_updated_sequence_number` | 2147483539 | 9000      | 9199 |
+| `_row_id`                       | 2147483540 | 9200      | 9399 |
+
+Each stats struct holds statistics for one table field. It may contain the 
following metrics:
+
+| Requirement | Offset | Name                      | Type                      
| Included for                                  | Description |
+|-------------|--------|---------------------------|---------------------------|-----------------------------------------------|-------------|
+| _optional_  | 1      | `lower_bound`             | Field type or `geo_lower` 
| all primitives or `variant`                   | Lower bound stored as the 
field's type, or `geo_lower` for geo types |
+| _optional_  | 2      | `upper_bound`             | Field type or `geo_upper` 
| all primitives or `variant`                   | Upper bound stored as the 
field's type, or `geo_upper` for geo types |
+| _optional_  | 3      | `tight_bounds`            | `boolean`                 
| all except `geometry`, `geography`, `variant` | When true, `lower_bound` and 
`upper_bound` must be equal to the min and max values |
+| _optional_  | 4      | `value_count`             | `long`                    
| all                                           | Number of values in the 
column (including null and NaN values) |
+| _optional_  | 5      | `null_value_count`        | `long`                    
| optional fields                               | Number of null values in the 
column |
+| _optional_  | 6      | `nan_value_count`         | `long`                    
| `float`, `double`                             | Number of NaN values in the 
column |
+| _optional_  | 7      | `avg_value_size_in_bytes` | `int`                     
| `string`, `binary`, `variant`                 | Avg value size (uncompressed) 
in bytes to estimate memory consumption |
+
+For example, stats for a `required` `int` field named `id` with field-id `2` 
are stored using:
+
+```
+10_400: optional struct id (default null) {
+  10_401: optional int lower_bound; // type matches the field type (int)
+  10_402: optional int upper_bound; // type matches the field type (int)
+  10_403: optional boolean tight_bounds;
+  10_404: optional long value_count;
+
+  // null_value_count is only used for optional fields
+  // nan_value_count is only used for float and double
+  // avg_value_size_in_bytes is only used for variable length types
+}
+```
+
+If any field is missing from the struct, readers must assume that it is 
unknown.
+
+Lower and upper bounds for `geometry` and `geography` columns are XYZM points 
that define a bounding box, stored in `geo_lower` and `geo_upper` structs (see 
[Bounds for Geometry and Geography](#bounds-for-geometry-and-geography)). IDs 
used by geo structs are assigned using offsets in the table field's stats ID 
range.
+
+The `geo_lower` struct is defined as:
+
+| Requirement | Offset | Name | Type     | Description |
+|-------------|--------|------|----------|-------------|
+| _required_  | 10     | `x`  | `double` | Bounding box westernmost/xmin; 
[-180..180] |
+| _required_  | 11     | `y`  | `double` | Bounding box southernmost/ymin; 
[-90..90] |
+| _optional_  | 12     | `z`  | `double` | Bounding box zmin |
+| _optional_  | 13     | `m`  | `double` | Bounding box mmin |
+
+The `geo_upper` struct is defined as:
+
+| Requirement | Offset | Name | Type     | Description |
+|-------------|--------|------|----------|-------------|
+| _required_  | 14     | `x`  | `double` | Bounding box easternmost/xmax; 
[-180..180] |
+| _required_  | 15     | `y`  | `double` | Bounding box northernmost/ymax; 
[-90..90] |
+| _optional_  | 16     | `z`  | `double` | Bounding box zmax |
+| _optional_  | 17     | `m`  | `double` | Bounding box mmax |
+
+For example, stats for an optional `geometry` field named `location` with 
field-id `4` are stored as:
+
+```
+10_800: optional struct location (default null) {
+  10_801: optional struct lower_bound (default null) { // geo_lower
+    10_810: required double x;
+    10_811: required double y;
+    10_812: optional double z;
+    10_813: optional double m;
+  }
+  10_802: optional struct upper_bound (default null) { // geo_upper
+    10_814: required double x;
+    10_815: required double y;
+    10_816: optional double z;
+    10_817: optional double m;
+  }
+  10_804: optional long value_count;
+  10_805: optional long null_value_count;
+  // tight_bounds / nan_value_count / avg_value_size_in_bytes are not stored 
for geo types
+}
+```
+
+For `variant`, both bounds are unshredded `variant` that store variant field 
bounds by normalized JSON paths as field names. See [Bounds for 
Variant](#bounds-for-variant) for details on producing these bounds.
+
+###### Content Stats in Manifests
+
+Manifest files are written using a specific `content_stats` struct type, 
determined by the writer and incorporated into the manifest schema. All 
field-level structs are optional fields in the `content_stats` struct.

Review Comment:
   This is referring to the single `content_stats` container struct. I think we 
should update to add "container" to be more clear instead of "per field" 
because there is a "stats struct" per field, that is described in the section 
above.



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