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* Add __abs__ to dataframe ([#2186](https://github.com/googleapis/python-bigquery-dataframes/issues/2186)) ([c331dfe](https://github.com/googleapis/python-bigquery-dataframes/commit/c331dfed59174962fbdc8ace175dd00fcc3d5d50))
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* Add df.groupby().corr()/cov() support ([#2190](https://github.com/googleapis/python-bigquery-dataframes/issues/2190)) ([ccd7c07](https://github.com/googleapis/python-bigquery-dataframes/commit/ccd7c0774a65d09e6cf31d2b62d0bc64bd7c4248))
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* Add str accessor to index ([#2179](https://github.com/googleapis/python-bigquery-dataframes/issues/2179)) ([cd87ce0](https://github.com/googleapis/python-bigquery-dataframes/commit/cd87ce0d504747f44d1b5a55f869a2e0fca6df17))
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* Add support for `np.isnan` and `np.isfinite` ufuncs ([#2188](https://github.com/googleapis/python-bigquery-dataframes/issues/2188)) ([68723bc](https://github.com/googleapis/python-bigquery-dataframes/commit/68723bc1f08013e43a8b11752f908bf8fd6d51f5))
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* Include local data bytes in the dry run report when available ([#2185](https://github.com/googleapis/python-bigquery-dataframes/issues/2185)) ([ee2c40c](https://github.com/googleapis/python-bigquery-dataframes/commit/ee2c40c6789535e259fb6a9774831d6913d16212))
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* Support len() on Groupby objects ([#2183](https://github.com/googleapis/python-bigquery-dataframes/issues/2183)) ([4191821](https://github.com/googleapis/python-bigquery-dataframes/commit/4191821b0976281a96c8965336ef51f061b0c481))
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* Support pa.json_(pa.string()) in struct/list if available ([#2180](https://github.com/googleapis/python-bigquery-dataframes/issues/2180)) ([5ec3cc0](https://github.com/googleapis/python-bigquery-dataframes/commit/5ec3cc0298c7a6195d5bd12a08d996e7df57fc5f))
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### Documentation
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* Update AI operators deprecation notice ([#2182](https://github.com/googleapis/python-bigquery-dataframes/issues/2182)) ([2c50310](https://github.com/googleapis/python-bigquery-dataframes/commit/2c503107e17c59232b14b0d7bc40c350bb087d6f))
* Enhanced multimodal error handling with verbose mode for blob image functions ([#2024](https://github.com/googleapis/python-bigquery-dataframes/issues/2024)) ([f9e28fe](https://github.com/googleapis/python-bigquery-dataframes/commit/f9e28fe3f883cc4d486178fe241bc8b76473700f))
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* Implement cos, sin, and log operations for polars compiler ([#2170](https://github.com/googleapis/python-bigquery-dataframes/issues/2170)) ([5613e44](https://github.com/googleapis/python-bigquery-dataframes/commit/5613e4454f198691209ec28e58ce652104ac2de4))
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* Make `all` and `any` compatible with integer columns on Polars session ([#2154](https://github.com/googleapis/python-bigquery-dataframes/issues/2154)) ([6353d6e](https://github.com/googleapis/python-bigquery-dataframes/commit/6353d6ecad5139551ef68376c08f8749dd440014))
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### Bug Fixes
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*`blob.display()` shows <NA> for null rows ([#2158](https://github.com/googleapis/python-bigquery-dataframes/issues/2158)) ([ddb4df0](https://github.com/googleapis/python-bigquery-dataframes/commit/ddb4df0dd991bef051e2a365c5cacf502803014d))
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* Turn Series.struct.dtypes into a property to match pandas (https://github.com/googleapis/python-bigquery-dataframes/pull/2169) ([62f7e9f](https://github.com/googleapis/python-bigquery-dataframes/commit/62f7e9f38f26b6eb549219a4cbf2c9b9023c9c35))
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### Documentation
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* Clarify that only NULL values are handled by fillna/isna, not NaN ([#2176](https://github.com/googleapis/python-bigquery-dataframes/issues/2176)) ([8f27e73](https://github.com/googleapis/python-bigquery-dataframes/commit/8f27e737fc78a182238090025d09479fac90b326))
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* Remove import bigframes.pandas as bpd boilerplate from many samples ([#2147](https://github.com/googleapis/python-bigquery-dataframes/issues/2147)) ([1a01ab9](https://github.com/googleapis/python-bigquery-dataframes/commit/1a01ab97f103361f489f37b0af8c4b4d7806707c))
* Address `read_csv` with both `index_col` and `use_cols` behavior inconsistency with pandas ([#1785](https://github.com/googleapis/python-bigquery-dataframes/issues/1785)) ([ba7c313](https://github.com/googleapis/python-bigquery-dataframes/commit/ba7c313c8d308e3ff3f736b60978cb7a51715209))
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* Allow KMeans model init parameter as k-means++ alias ([#1790](https://github.com/googleapis/python-bigquery-dataframes/issues/1790)) ([0b59cf1](https://github.com/googleapis/python-bigquery-dataframes/commit/0b59cf1008613770fa1433c6da395e755c86fe22))
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* Replace function now can handle bpd.NA value. ([#1786](https://github.com/googleapis/python-bigquery-dataframes/issues/1786)) ([7269512](https://github.com/googleapis/python-bigquery-dataframes/commit/7269512a28eb42029447d5380c764353278a74e1))
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* Replace function now can handle pd.NA value. ([#1786](https://github.com/googleapis/python-bigquery-dataframes/issues/1786)) ([7269512](https://github.com/googleapis/python-bigquery-dataframes/commit/7269512a28eb42029447d5380c764353278a74e1))
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