kevinjqliu commented on code in PR #1285:
URL: https://github.com/apache/iceberg-python/pull/1285#discussion_r1837496028


##########
mkdocs/docs/api.md:
##########
@@ -1129,6 +1129,28 @@ with table.manage_snapshots() as ms:
     ms.create_branch(snapshot_id1, "Branch_A").create_tag(snapshot_id2, 
"tag789")
 ```
 
+## Table Statistics Management
+
+Manage table statistics with operations through the `Table` API:
+
+```python
+# To run a specific operation
+table.update_statistics().set_statistics(snapshot_id, statistics_file).commit()
+# To run multiple operations
+table.update_statistics()
+  .set_statistics(snapshot_id1, statistics_file1)
+  .remove_statistics(snapshot_id2)
+# Operations are applied on commit.

Review Comment:
   nit: add `.commit()` instead of the comment



##########
mkdocs/docs/api.md:
##########
@@ -1129,6 +1129,28 @@ with table.manage_snapshots() as ms:
     ms.create_branch(snapshot_id1, "Branch_A").create_tag(snapshot_id2, 
"tag789")
 ```
 
+## Table Statistics Management
+
+Manage table statistics with operations through the `Table` API:
+
+```python
+# To run a specific operation
+table.update_statistics().set_statistics(snapshot_id, statistics_file).commit()
+# To run multiple operations
+table.update_statistics()
+  .set_statistics(snapshot_id1, statistics_file1)
+  .remove_statistics(snapshot_id2)
+# Operations are applied on commit.
+```
+
+You can also use context managers to make more changes:
+
+```python
+with table.update_statistics() as update:
+  update.set_statistics(1, statistics_file)
+  update.remove_statistics(2)

Review Comment:
   nit: replace `1`/`2` with `snapshot_id1`/`snapshot_id2` to show the input 
relation



##########
pyiceberg/table/statistics.py:
##########
@@ -0,0 +1,49 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+from typing import (
+    Dict,
+    List,
+    Optional,
+)
+
+from pydantic import Field
+
+from pyiceberg.typedef import IcebergBaseModel
+
+
+class BlobMetadata(IcebergBaseModel):
+    type: str
+    snapshot_id: int = Field(alias="snapshot-id")
+    sequence_number: int = Field(alias="sequence-number")
+    fields: List[int]
+    properties: Optional[Dict[str, str]] = None
+
+
+class StatisticsFile(IcebergBaseModel):
+    snapshot_id: int = Field(alias="snapshot-id")
+    statistics_path: str = Field(alias="statistics-path")
+    file_size_in_bytes: int = Field(alias="file-size-in-bytes")
+    file_footer_size_in_bytes: int = Field(alias="file-footer-size-in-bytes")
+    key_metadata: Optional[str] = Field(alias="key-metadata", default=None)
+    blob_metadata: List[BlobMetadata] = Field(alias="blob-metadata")
+
+
+def reject_statistics(

Review Comment:
   nit: how about `filter_statistics_by_snapshot_id`?



##########
mkdocs/docs/api.md:
##########
@@ -1129,6 +1129,28 @@ with table.manage_snapshots() as ms:
     ms.create_branch(snapshot_id1, "Branch_A").create_tag(snapshot_id2, 
"tag789")
 ```
 
+## Table Statistics Management
+
+Manage table statistics with operations through the `Table` API:
+
+```python
+# To run a specific operation
+table.update_statistics().set_statistics(snapshot_id, statistics_file).commit()
+# To run multiple operations
+table.update_statistics()
+  .set_statistics(snapshot_id1, statistics_file1)
+  .remove_statistics(snapshot_id2)
+# Operations are applied on commit.

Review Comment:
   or use `snapshot_id=1`



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