polars

🚀 Performance improvements

• speedup quantile/median ~2x (#6861)
• remove unneeded series allocations in groupby aggs (#6855)

✨ Enhancements

• restore dataframe class (#6869)
• add include_index option on init from pandas frames (#6847)
• properly implement null array (#6817)
• avoid panic error in strftime with invalid format (#6810)

🐞 Bug fixes

• fix crash in write_csv when mixed tz-naive and tz-aware datetimes are present (#6828)
• accept more types in groupby.agg (#6709)
• Fix pl.from_dataframe() as pyarrow.interchange was not i… (#6844)
• fix schema of functions: (#6845)
• stabilize integer operation to minimal required dtype (#6841)
• use explicit type-arg for PythonDataType (#6481)
• fix numpy/datetime regression (#6835)
• implement to_list for null dtype (#6834)
• Raise ValueError on passing multiple expressions Numpy ufunc (#6821)
• respect schema in ndjson (#6819)

🛠️ Other improvements

• Fail tests on warning (#6868)
• further improve struct expr docstrings (#6852)
• Deprecate non-keyword args for some functions (#6851)
• un-skip passing test (#6854)
• parenthesise col type signature to improve hint interaction with PyCharm (#6850)
• Deprecate positional join args (#6826)
• Rename argsort/argsort_by to arg_sort/arg_sort_by (#6829)
• Update dprint config excludes (#6822)
• Fix some broken noqa comments (#6823)
• Run mypy as part of the lint workflow (#6820)
• various minor docstring rendering fixes (#6818)
• fix lazy groupby docstring/rendering (#6816)

Thank you to all our contributors for making this release possible!
@MarcoGorelli, @alexander-beedie, @ghuls, @josh, @kngwyu, @oysols, @ritchie46, @stinodego and @zundertj

🚀 Performance improvements

• remove PySequence downcast (#6803)
• optimize arg_min/arg_max (#6799)

✨ Enhancements

• boolean Series broadcast comparison (eq/neq) against scalar True/False (#6797)

🐞 Bug fixes

• ensure join frame types are consistent (#6798)
• enable empty DataFrame (and Series) init from List of Structs/Lists schema/dtype (#6795)

Thank you to all our contributors for making this release possible!
@alexander-beedie, @igmriegel and @ritchie46

🏆 Highlights

• Formalize list aggregation difference between groupbys, selection and window functions (#6487)

⚠️ Breaking changes

• error on string <-> date cmp (#6498)
• Formalize list aggregation difference between groupbys, selection and window functions (#6487)
• show where error messages originated (#6482)
• str.strip with multiple chars (#5929)

🚀 Performance improvements

• update string replacement codepaths following new benchmarking (#6777)
• improve dynamic groupby performance on sorted keys (#6599)
• faster frame-init from list of dicts (when omitting fields), and ensure fields are read according to the declared schema (#6472)
• Improve rechunk check (#6268)
• reuse allocated scratches in ipc writer (#6287)
• use dedicated writer thread for sink_parquet (#6285)
• first check rev-map on categorical equality check (#6085)
• ensure set_at_idx is O(1) (#5977)
• use iterator instead of loop polars_io::csv::parser::skip_condition (#5157)

✨ Enhancements

• accept separator for pivot and to_dummies (#6780)
• feat(rust, python) rename 'tz' to 'time_zone' in convert_time_zone and replace_time_zone (#6784)
• rename with_time_zone to convert_time_zone and cast_time_zone to replace_time_zone (#6768)
• support timezone in csv writer (#6722)
• implement series abstractions for Int128Type (#6679)
• parse timezone from Datetime (#6766)
• formally support duration division (#6758)
• add argmin/max for utf8 data (#6746)
• Support an ignore_nulls param for EWM calculations. (#5749) (#6742)
• deprecate tz_localize (#6693)
• guarantee schema-stable col(dtype) selection (#6674)
• better-characterise NotFound exceptions (#6670)
• disallow with_time_zone from/to tz-naive (#6659)
• let cast_time_zone work on tz-naive and deprecate tz-localize (#6649)
• implement fill_null for list data (#6635)
• expression functions should be nullable (#6629)
• add streamable udfs (#6614)
• is_first for struct dtype (#6595)
• Added from_str_radix method to StringNameSpace that allows to parse strings from any base to i32 (#6570)
• improve predicate pushdown (#6579)
• raise error on invalid binary cmp (#6564)
• let cast_time_zone accept None (#6539)
• add utc parameter to strptime (#6496)
• add meta 'has_multiple_outputs', 'is_regex_projec… (#6500)
• error on string <-> date cmp (#6498)
• show where error messages originated (#6482)
• faster frame-init from list of dicts (when omitting fields), and ensure fields are read according to the declared schema (#6472)
• allow expr in str.contains (#6443)
• add float formatting option (#6432)
• allow expressions as arguments in str.ends_with (#6361)
• accept expr in str.starts_with (#6355)
• add strict parameter to decoding expressions (#6342)
• allow unordered struct creating from anyvalues (#6321)
• parse abbrev month name (#6314)
• add dt.combine for combining date and time components (#6121)
• add sink_ipc (#6286)
• ensure ooc sort works ooc with all-constant values (#6235)
• The 1 billion row sort (#6156)
• optionally treat missing UTF8 values as the empty string at CSV parse-time (#6203)
• When moving error out of LogicalPlan, leave behind String with error message instead of None (#6199)
• generalize the cloud storage builders (#5972)
• Implement DataFrame.unique(keep="none") (#6169)
• add arr.take expression (#6116)
• allow extend_constant to work with date literals (#6114)
• allow nested categorical cast (#6113)
• add a rounded_corners modifier to pl.Config.set_tbl_formatting (#6108)
• Get polars to compile to wasm target (#6050)
• add search_sorted for arrays and utf8 dtype (#6083)
• improve error message when writing nested data to… (#6040)
• updated default table format from "UTF8_FULL" to "UTF8_FULL_CONDENSED" (#5967)
• str.strip with multiple chars (#5929)
• support glob in parquet object_storage (#5928)
• read decimal as f64 (#5938)
• improve query plan scan formatting (#5937)
• allow all null cast (#5933)
• truncate by calendar weeks (#5759)
• merge sorted dataframes (#5817)
• impl hex and base64 for binary (#5892)
• streaming parquet from object_stores (#5871)

🐞 Bug fixes

• always rechunk if n_chunks > n_rows (#6786)
• fix ndjson empty array parsing (#6785)
• make some list expressions aware of groupby context (#6776)
• use explicit drop function node (#6769)
• don't set sorted flag if we reverse sort the left … (#6772)
• handle edge-case with string-literal replacement when the replace value looks like a capture group (#6765)
• respect skip_rows in glob parsing csv (#6754)
• Improve error message in DataFrame constructor (#6715)
• arrow map dtype conversion (#6732)
• dedicated rename implementation. (#6688)
• return correct display/repr names for NaN-related expressions (#6721)
• strftime with time zone directive (#6673)
• improve error message in date_range with invalid units (#6671)
• remove uses of rayon global thread pool (#6682)
• true-divide output type (#6665)
• fix(rust, python) cast to and from fixed offsets (#6602)
• raise error on string numeric arithmetic (#6601)
• partially assert sortedness in groupby dynamic (#6593)
• fix(rust, python); raise oob if negative index given to take (#6590)
• fix predicate pushdown key check (#6577)
• fix schema of apply with many inputs on empty df (#6571)
• let lhs determine struct order in supertype (#6572)
• fix(rust, python) validate utc, fmt, and tz-aware in strptime (#6550)
• add strptime to filter boundary (#6560)
• list eval all null array (#6545)
• implement ser/de for BinaryChunked (#6543)
• raise if tz_localize called on UTC-aware (#6526)
• make concat_list group aware (#6527)
• error on invalid expanding expression (#6521)
• create from dicts directly as struct categorical (#6520)
• fix oob in arr.get by expressions (#6519)
• fix cse schema (#6518)
• panic when max_len -1 is reached (#6494)
• Formalize list aggregation difference between groupbys, selection and window functions (#6487)
• fix(rust, python) validate tz in with_time_zone (#6417)
• faster frame-init from list of dicts (when omitting fields), and ensure fields are read according to the declared schema (#6472)
• use consistent floor division for floats/ints (#6460)
• split semi/anti join optimization (#6459)
• fix doc comment in ParallelStrategy (#6444)
• fix projection pushdown on double semi join (#6440)
• cumulative_eval ensure output dtype is respected (#6435)
• auto-detect %+ as tz-aware (#6434)
• correct error message in cast_time_zone (#6411)
• only use float simd on specific alignment (#6427)
• no early escape when window is equal to len in rolling_float (#6408)
• raise error on invalid sort_by argument (#6382)
• take offset into account with str.explode (#6384)
• Return empty batch for pl.read_csv_batched().next_… (#6381)
• implement ser/de for StructChunked (#6359)
• series of empty structs (#6347)
• don't cast nulls before trying normal cast (#6339)
• expand all nested wildcards in functions (#6334)
• fix groupby rolling by_key if groups are empty (#6333)
• parse abbrev month name (#6314)
• disallow alias in inline join expressions (#6312)
• feature flag "get_sink" ipc (#6306)
• block proj-pd and pred-pd on swapping rename (#6303)
• convert nested dictionary with i64 keys (#6299)
• fix panic dynamic_groupby on empty dataframe (#6294)
• Parse negative dates with polars parser (#6256)
• Add list inner dtype when printing Series (#6233)
• fix when then otherwise with arity and aggregation… (#6224)
• pass name to value counts in aggregation (#6221)
• don't set fast_explode on list of structs (#6220)
• explode of empty nullable list (#6190)
• fix empty streaming joins (#6149)
• fix streaming joins where the join order has been … (#6143)
• write tz-aware datetimes to csv (#6135)
• Print error message on mmap IPC file only in verbose mode (#6098)
• fix invalid dtype in chunked array after struct cast (#6093)
• don't run cse cache_states if no projections found (#6087)
• Update read_csv error message (#6082)
• propogate nulls in binary arithmetic/aggregation (#6076)
• deal with unnest schema expansion in projection pd (#6063)
• correct output dtype for cummin/cumsum/cummax (#6062)
• block streaming on literal series/range (#6058)
• ndjson struct inference (#6049)
• deal with empty structs (#6039)
• fix aggregation that filters out all data (#6036)
• fix diff overflow (#6033)
• keep column names in is_null/is_not_null (#6032)
• keep name when sorting categorical in lexial order (#6029)
• properly set null anyvalue if categorical is neste… (#6025)
• make weekday tz-aware (#5989)
• fix categorical in struct anyvalue issue (#5987)
• fix invalid boolean simplification (#5976)
• allow empty sort on any dtype (#5975)
• properly deal with categoricals in streaming queries (#5974)
• don't panic on ignored context (#5958)
• don't allow named expression in arr.eval (#5957)
• fix panic in join expressions (#5954)
• block ordered predicates before explode (#5951)
• adhere to schema in arr.eval of empty list (#5947)
• fix arrow nested null conversion (#5946)
• allow None in arr.slice length (#5934)
• fix time to duration cast (#5932)
• error on addition with datetime/time (#5931)
• don't create categoricals in streaming (#5926)
• object filter should keep single chunk (#5913)
• csv, read escaped "" as missing (#5912)
• fix pivot of signed integers (#5909)
• fix latest oob in streaming convertion (#5902)
• fix date + duration offsets outside of nanosecond datetime bounds (#5889)
• adapt k to len in topk (#5888)

🛠️ Other improvements

• propagate error in date_range with invalid time zone (#6759)
• update arrow to 0.16 (#6748)
• remove unreachable path in write_anyvalue (#6727)
• add groupby_dynamic to docs (#6725)
• chore(rust) disallow chunked datetime with_time_zone on tznaive, remove unnecessary with_time_zone (#6681)
• update Required Rust version to 1.58->1.62 (#6680)
• add test for raising error in apply (#6664)
• Minor documentation fix (#6657)
• Add release flow info to contributing guide (#6480)
• address todo and use regex in tz_aware check (#6479)
• Address chrono deprecation warnings (#6478)
• fix doc comment in ParallelStrategy (#6444)
• move binary to polars-ops (#6401)
• fix a typo in csv read example (#6389)
• remove roundtrip to builder (#6383)
• update rustc to 2023-01-19 (#6341)
• run cse optimization only if joins and caches… (#6337)
• update base64 requirement from 0.13 to 0.21 (#6249)
• Remove benches and criterion dependency (#6273)
• update chrono-tz requirement from 0.6 to 0.8 (#6255)
• Enable Dependabot (#5036)
• Add missing feature attributes for csv-file (#6229)
• don't set aggregated flag on null propagated aggregation. (#6191)
• Revert "Use auto_doc_cfg" (#6164)
• remove vertical take (#6112)
• add single threaded sort internally (#6103)
• mark from_chunks as unsafe (#6094)
• replace exact instances of Option/Result combinators (#6088)
• ensure reverse indices exist in global string cache (#5970)
• refactored describe (#5922)
• don't decode into utf8 (#5910)
• remove unused deps (#5903)

Thank you to all our contributors for making this release possible!
@2-5, @AnatolyBuga, @ChayimFriedman2, @MarceColl, @MarcoGorelli, @MatveyF, @abalkin, @alexander-beedie, @c-peters, @cannero, @chitralverma, @cojmeister, @dannyvankooten, @dependabot, @dependabot[bot], @flowlight0, @gab23r, @gam-phon, @ghuls, @gitkwr, @huitseeker, @jgmartin, @jjerphan, @johngunerli, @josh, @jvanbuel, @n8henrie, @ozgrakkurt, @papparapa, @phaile2, @plaflamme, @rben01, @ritchie46, @romanovacca, @ropoctl, @sorhawell, @stinodego, @universalmind303, @winding-lines, @yuntai and @zundertj

✨ Enhancements

• add update method to ldf/df (#6787)
• accept separator for pivot and to_dummies (#6780)
• feat(rust, python) rename 'tz' to 'time_zone' in convert_time_zone and replace_time_zone (#6784)
• Allow other expressions for default arg in map_dict (#6781)
• minor ergonomic affordance; allow pl.concat from generator expression (#6779)
• rename with_time_zone to convert_time_zone and cast_time_zone to replace_time_zone (#6768)
• Add map_dict expression. (#5899)
• support timezone in csv writer (#6722)
• default to 1d interval in date_range (#6771)
• parse timezone from Datetime (#6766)
• Add option to use PyArrow backed-extension arrays when … (#6756)
• formally support duration division (#6758)
• add argmin/max for utf8 data (#6746)
• Improve numpy support: conversion of numpy arrays with … (#6738)
• Improved assert equal messages (#6737)
• Support an ignore_nulls param for EWM calculations. (#5749) (#6742)
• scan_ds predicate pushdown for string cmp (#6734)
• don't require pyarrow for utf8 -> numpy conversion (#6733)
• More ergonomic with_columns args (#6686)
• feat(python):Add return_as_string arg to DF.glimpse; default=False (#6678)
• better-characterise NotFound exceptions (#6670)
• disallow with_time_zone from/to tz-naive (#6659)
• More ergonomic select args (#6667)
• let cast_time_zone work on tz-naive and deprecate tz-localize (#6649)
• improved exceptions on attempt to use invalid schema/dtypes (#6653)

🐞 Bug fixes

• always rechunk if n_chunks > n_rows (#6786)
• fix ndjson empty array parsing (#6785)
• make some list expressions aware of groupby context (#6776)
• use explicit drop function node (#6769)
• don't set sorted flag if we reverse sort the left … (#6772)
• handle edge-case with string-literal replacement when the replace value looks like a capture group (#6765)
• respect skip_rows in glob parsing csv (#6754)
• Improve error message in DataFrame constructor (#6715)
• arrow map dtype conversion (#6732)
• respect 'None' in from_dicts (#6726)
• dedicated rename implementation. (#6688)
• return correct display/repr names for NaN-related expressions (#6721)
• strftime with time zone directive (#6673)
• typing for Series methods that can return None (#6690)
• ensure that iter_rows always returns all values from all chunks/batches in accelerated codepath (#6708)
• Support numpy ufunc when expression not first arg (#6675)
• Raise ValueError on adding float to Series of dtype date (#6677)
• remove uses of rayon global thread pool (#6682)
• true-divide output type (#6665)
• improve behaviour of dict-expansion (scalars) when mixed with numpy arrays (#6663)
• Preserve Expr name in is_between (#6661)
• Tiny improvement of Field repr (#6640)

🛠️ Other improvements

• Update mypy to version 1.0.0 (#6744)
• integrate ignore_nulls into EWM parametric tests (#6751)
• redirect tz_localize (#6749)
• Reorganize benchmark test folder (#6695)
• Split long test modules (namespaces) (#6668)
• Use pytest marker for slow tests (#6642)
• unify nan_to_null and nan_to_none parameter names, expose to DataFrame init, add test coverage (#6637)
• update extend_constant docs/typing (and test coverage) (#6646)

Thank you to all our contributors for making this release possible!
@AnatolyBuga, @MarcoGorelli, @MatveyF, @alexander-beedie, @ghuls, @jgmartin, @phaile2, @plaflamme, @ritchie46, @sorhawell, @stinodego, @yuntai and @zundertj

🚀 Performance improvements

• improve dynamic groupby performance on sorted keys (#6599)

✨ Enhancements

• implement fill_null for list data (#6635)
• expression functions should be nullable (#6629)
• Implement unary plus operation on exprs and series (#6517)
• add streamable udfs (#6614)
• is_first for struct dtype (#6595)
• Added from_str_radix method to StringNameSpace that allows to parse strings from any base to i32 (#6570)
• Implement DataFrame Interchange Protocol through pyarrow (#6581)
• improve predicate pushdown (#6579)
• raise error on invalid binary cmp (#6564)

🐞 Bug fixes

• make string_repr private (#6636)
• treat literal values consistently in select context, improve related typing (#6628)
• Fix _repr_html_ double-height rows (#5645) (#6534)
• fix(rust, python) cast to and from fixed offsets (#6602)
• raise error on string numeric arithmetic (#6601)
• don't convert "ns"-precision temporal types via pyarrow (#6592)
• partially assert sortedness in groupby dynamic (#6593)
• fix(rust, python); raise oob if negative index given to take (#6590)
• fix predicate pushdown key check (#6577)
• fix schema of apply with many inputs on empty df (#6571)
• let lhs determine struct order in supertype (#6572)
• ensure consistent handling of 1D numpy arrays with respect to other sequences (#6569)
• fix(rust, python) validate utc, fmt, and tz-aware in strptime (#6550)
• add strptime to filter boundary (#6560)

🛠️ Other improvements

• make string_repr private (#6636)
• add example of using is_between with string bounds, and extend test coverage for the same (#6627)
• provide additional examples for diff methods (#6630)
• Consistent handling of env vars (#6626)
• make structify behaviour experimental, while also extending it to aliased expressions (#6615)
• Disallow clippy borrow deref ref (#6605)
• Update ruff version and some settings (#6588)
• Add release flow info to contributing guide (#6480)
• Use assert_series_equal instead of s.series_equal(...) (#6582)
• cleanup last vestiges of experimental kwargs setting (#6568)
• Use assert_frame_equal instead of assert df.frame_equal(...) (#6553)
• Update to PyO3 to 0.18.0 (#6531)

Thank you to all our contributors for making this release possible!
@2-5, @MarcoGorelli, @abalkin, @alexander-beedie, @cojmeister, @dependabot, @dependabot[bot], @jjerphan, @plaflamme, @ritchie46 and @stinodego

🏆 Highlights

• Formalize list aggregation difference between groupbys, selection and window functions (#6487)
• automagically upconvert with_columns kwarg expressions with multiple output names to struct; extend **named_kwargs support to select (#6497)

⚠️ Breaking changes

• error on string <-> date cmp (#6498)
• Formalize list aggregation difference between groupbys, selection and window functions (#6487)
• show where error messages originated (#6482)
• Remove deprecated paths from Series.__getitem__ (#6048)
• change behaviour of named rows (#6302)
• Remove deprecated read/write_json arguments (#5990)
• make schema, schema_overrides, and orient consistent on all user-facing interfaces (#6387)
• Groupby iteration now returns tuples of (name, data) (#6350)
• Remove Groupby.pivot (#6016)
• Remove deprecated argument aliases (#5993)
• Change Series.shuffle default behaviour (#5991)
• Change Expr.is_between default behaviour (#5985)
• Restrict certain function parameters to be keyword-only (#6464)

✨ Enhancements

• let cast_time_zone accept None (#6539)
• automagically upconvert with_columns kwarg expressions with multiple output names to struct; extend **named_kwargs support to select (#6497)
• add some missing type annotation in series dispatch methods (#6523)
• better errors in get_ptr and a probability on a boolean… (#6522)
• add utc parameter to strptime (#6496)
• add meta 'has_multiple_outputs', 'is_regex_projec… (#6500)
• error on string <-> date cmp (#6498)
• ~30% faster iter_rows(named=True) and to_dicts(), if pyarrow available (#6493)
• show where error messages originated (#6482)
• Remove deprecated paths from Series.__getitem__ (#6048)
• change behaviour of named rows (#6302)
• Remove deprecated read/write_json arguments (#5990)
• Groupby iteration now returns tuples of (name, data) (#6350)
• Remove Groupby.pivot (#6016)
• Remove deprecated argument aliases (#5993)
• Change Series.shuffle default behaviour (#5991)
• Change Expr.is_between default behaviour (#5985)
• Restrict certain function parameters to be keyword-only (#6464)

🐞 Bug fixes

• implement ser/de for BinaryChunked (#6543)
• on frame-init from generator, initial chunk_size cannot be smaller than infer_schema_length (#6541)
• raise if tz_localize called on UTC-aware (#6526)
• make concat_list group aware (#6527)
• error on invalid expanding expression (#6521)
• create from dicts directly as struct categorical (#6520)
• fix oob in arr.get by expressions (#6519)
• fix cse schema (#6518)
• panic when max_len -1 is reached (#6494)
• Formalize list aggregation difference between groupbys, selection and window functions (#6487)
• fix(rust, python) validate tz in with_time_zone (#6417)

🛠️ Other improvements

• Remove verify_series_and_expr_api util (#6524)
• Disable some tests for Windows (#6532)
• Remove unnecessary brackets in doc examples (#6332)
• Enable some tests for Windows (#6511)
• Fix test issue with tmp directory (#6508)
• Fix some deprecation warnings (#6495)
• added all missing examples for temporal expressions (#6488)
• Utilize pytest-xdist for faster unittests (#6483)
• test(python) I/O test improvements (#6475)
• make schema, schema_overrides, and orient consistent on all user-facing interfaces (#6387)
• improved error message from Expr on incorrect usage in boolean context (#6473)

Thank you to all our contributors for making this release possible!
@MarcoGorelli, @alexander-beedie, @gab23r, @papparapa, @ritchie46, @romanovacca, @stinodego and @zundertj

✨ Enhancements

• More precise pipe type annotation (#6457)

🐞 Bug fixes

• use consistent floor division for floats/ints (#6460)
• split semi/anti join optimization (#6459)

🛠️ Other improvements

• Specify deltalake minimum version (#6363)
• deprecate iterrows in favour of iter_rows, add new @redirect class decorator (#6461)
• Improve IO test structure (#6453)

Thank you to all our contributors for making this release possible!
@alexander-beedie, @josh, @ritchie46 and @stinodego

✨ Enhancements

• allow expr in str.contains (#6443)
• Deprecate with_column (#6128)
• expose efficient iterator over DataFrame slices (#6414)
• add float formatting option (#6432)
• 10% speedup for to_dicts method (#6415)
• add datetime/duration dtype selector groups covering the different timeunits (#6425)
• allow internal api to get pointer to values buffer (#6385)
• infer ISO8601 datetimes (#6357)
• minor improvement to auto-detection of ambiguous data orientation (#6376)
• allow expressions as arguments in str.ends_with (#6361)
• Make groupby rolling/dynamic iterable (#6372)
• accept expr in str.starts_with (#6355)
• Move explode to namespaces (#6351)
• Rename Series.struct.to_frame to .struct.unnest (#6352)
• auto-detect %+ as tz-aware (#6434)

🐞 Bug fixes

• fix projection pushdown on double semi join (#6440)
• ensure column-exclusion works with the new dtype groups, and improve some related typing (#6442)
• ensure from_dicts and DataFrame init from list of dicts behave consistently, update/improve related docstrings (#6431)
• cumulative_eval ensure output dtype is respected (#6435)
• allow from pandas null structs (#6430)
• fixed interaction of schema_overrides with frame-init from list of dicts (#6424)
• only use float simd on specific alignment (#6427)
• no early escape when window is equal to len in rolling_float (#6408)
• is_between typing with time in start and end (#6393)
• dont incorrectly infer Zulu time (#6378)
• raise error on invalid sort_by argument (#6382)
• take offset into account with str.explode (#6384)
• Return empty batch for pl.read_csv_batched().next_… (#6381)
• ensure pyarrow.compute module is loaded (#6353)
• implement ser/de for StructChunked (#6359)
• series of empty structs (#6347)

🛠️ Other improvements

• add explicit note about use of Config as a context manager (#6439)
• ensure from_dicts and DataFrame init from list of dicts behave consistently, update/improve related docstrings (#6431)
• Fix docstring of series.interpolate (#6399)
• Remove duplicate test (#6390)
• deprecate columns param for DataFrame init; transitioning to schema (#6366)
• Add docs and tests to Expr.flatten (#6370)
• Example of filtering partitioned delta tables (#6365)
• Uppercase project URL refs (#6362)

Thank you to all our contributors for making this release possible!
@ChayimFriedman2, @MarcoGorelli, @alexander-beedie, @c-peters, @flowlight0, @gab23r, @gam-phon, @ghuls, @jgmartin, @josh, @ritchie46, @romanovacca, @stinodego, @universalmind303 and @zundertj

🚀 Performance improvements

• Improve rechunk check (#6268)
• reuse allocated scratches in ipc writer (#6287)
• use dedicated writer thread for sink_parquet (#6285)

✨ Enhancements

• add strict parameter to decoding expressions (#6342)
• allow unordered struct creating from anyvalues (#6321)
• allow pass_name in aggregation apply (#6318)
• parse abbrev month name (#6314)
• Add warning for new behaviour of named rows (#6300)
• add dt.combine for combining date and time components (#6121)
• improvements to dtype-based column selection (#6295)
• add sink_ipc (#6286)
• additional schema_overrides param for more ergonomic DataFrame init (#6230)

🐞 Bug fixes

• don't cast nulls before trying normal cast (#6339)
• properly dispatch categorical string comparison (#6336)
• expand all nested wildcards in functions (#6334)
• fix groupby rolling by_key if groups are empty (#6333)
• Fix some type hints and bugs for groupby (#6329)
• Reject None input for head/tail (#6326)
• parse abbrev month name (#6314)
• default to pyarrow for writing parquet (#6313)
• disallow alias in inline join expressions (#6312)
• block proj-pd and pred-pd on swapping rename (#6303)
• convert nested dictionary with i64 keys (#6299)
• fix(python) Print instantiated dtypes in glimpse (#6298)
• infer y-m-d datetime even if single element (#6297)
• fix panic dynamic_groupby on empty dataframe (#6294)
• implement missing DataFrame __floordiv__ op (#6280)
• Allow low and high in date_range to be str (#6275)
• allow integer-compatible row indexes that are not strictly typed as int (#6266)
• Parse negative dates with polars parser (#6256)

🛠️ Other improvements

• run cse optimization only if joins and caches… (#6337)
• Fix wrong description for variable_name argument in melt (#6331)
• Fix random groupby test failure (#6327)
• fixup test names, adjust test_struct (#6317)
• simplify _from_pandas constructor (#6310)
• Ignore hash doctests (#6304)
• Fix docstring formatting for truncate (#6291)
• Move package metadata to pyproject.toml (#6271)
• Move io tests to the same folder (#6277)
• Enable Dependabot (#5036)

Thank you to all our contributors for making this release possible!
@MarcoGorelli, @alexander-beedie, @c-peters, @dependabot, @dependabot[bot], @ghuls, @n8henrie, @ritchie46, @stinodego and @universalmind303

✨ Enhancements

• ensure ooc sort works ooc with all-constant values (#6235)
• The 1 billion row sort (#6156)
• optionally treat missing UTF8 values as the empty string at CSV parse-time (#6203)
• check file target is not an existing directory (#6187)
• support -ve indexing for DataFrame head and tail methods (#6173)
• Implement DataFrame.unique(keep="none") (#6169)
• support use of explicit Struct dtypes on DataFrame/Series init (#6145)

🐞 Bug fixes

• Add list inner dtype when printing Series (#6233)
• strptime now respects pl.Datetime's time_unit (#6231)
• fix when then otherwise with arity and aggregation… (#6224)
• collect now uses the storage_options given to scan_parquet (#6223)
• set_sorted keep schema (#6222)
• pass name to value counts in aggregation (#6221)
• don't set fast_explode on list of structs (#6220)
• address a frame init/construction error, and expose infer_schema_length to frame init (#6210)
• explode of empty nullable list (#6190)
• fix oob arr.take (#6189)
• Make with_columns in with_columns_kwargs mode compatible with more data types (#6126)
• Update docstring with_columns to reflect a new dataframe is being returned (#6122)
• fix empty streaming joins (#6149)
• fix streaming joins where the join order has been … (#6143)
• write tz-aware datetimes to csv (#6135)
• add null behavior for oob indices (#6133)

🛠️ Other improvements

• Create DataFrame from schema (#6225)
• don't set aggregated flag on null propagated aggregation. (#6191)
• undo cargo.toml change (#6219)
• Improve drop_nulls docstrings (#6127)
• Clarify docstrings for closed argument (#6198)
• minor docs and typing updates (plus additional test coverage for related areas) (#6182)
• explain n_field_strategy (#6158)

Thank you to all our contributors for making this release possible!
@MarceColl, @MarcoGorelli, @alexander-beedie, @gab23r, @ghuls, @jvanbuel, @n8henrie, @rben01, @ritchie46, @ropoctl, @sorhawell, @stinodego, @winding-lines and @zundertj

🚀 Performance improvements

• first check rev-map on categorical equality check (#6085)

✨ Enhancements

• add arr.take expression (#6116)
• allow extend_constant to work with date literals (#6114)
• allow nested categorical cast (#6113)
• add a rounded_corners modifier to pl.Config.set_tbl_formatting (#6108)
• huge speedup of scalar-to-array expansion on frame init from dict (#6111)
• extend existing fast range->Series init to lists of ranges in a Series (#6099)
• additional (opt-in) options for assert_frame_equal (#6096)
• add search_sorted for arrays and utf8 dtype (#6083)

🐞 Bug fixes

• ensure multi-line type hints are parenthesised (#6100)
• fix invalid dtype in chunked array after struct cast (#6093)
• don't run cse cache_states if no projections found (#6087)
• Support all datatypes in glimpse and align with head/tail (#6091)
• Update read_csv error message (#6082)
• propogate nulls in binary arithmetic/aggregation (#6076)

🛠️ Other improvements

• Fix docstring with_context (#6118)
• Use Dataframe.item internally and in tests (#6109)
• Assert deprecation warning on check_column_names (#6110)
• enable unused import autofix via ruff (#6102)

Thank you to all our contributors for making this release possible!
@alexander-beedie, @gitkwr, @huitseeker, @ritchie46, @stinodego and @zundertj

✨ Enhancements

• Improve iterating over GroupBy (#6051)
• much faster lazy type-checks (#6064)
• support array-expansion of scalars on frame init from dict (#6034)
• improve error message when writing nested data to… (#6040)

🐞 Bug fixes

• bound complex type from 3.8 to 3.11 (#6071)
• deal with unnest schema expansion in projection pd (#6063)
• correct output dtype for cummin/cumsum/cummax (#6062)
• block streaming on literal series/range (#6058)
• improve handling of dict-type "columns" param on frame-init (#6045)
• Fix typing for DataFrame.select (#6047)
• ndjson struct inference (#6049)
• fix stringcache. latest refactor introduced a hashing error (#6056)
• allow mixed field order and availability in apply that r… (#6041)
• deal with empty structs (#6039)
• fix aggregation that filters out all data (#6036)
• fix diff overflow (#6033)
• keep column names in is_null/is_not_null (#6032)
• keep name when sorting categorical in lexial order (#6029)
• tweaked property/accessor behaviour (#6021)
• properly set null anyvalue if categorical is neste… (#6025)
• Fix from_epoch function signature (#6024)
• Validate estimated_size parameter (#6018)

🛠️ Other improvements

• suggest forward fill in cumsum/cummax (#6061)
• Fix SIM105 issues. (#6042)
• Remove trailing spaces in glimpse output (#6037)
• Remove unnecessary noqa's (#6035)
• Fix flake8-pytest-style errors in tests. (#6031)
• update read_sql and row docstrings (#6028)
• Enable the isort-style import autofix via ruff (#6020)
• Update py-polars/Cargo.lock (#6013)
• Refactor pivot tests (#6012)
• Use ruff instead of isort, flake8 and pyupgrade (#5916)
• Properly deprecate groupby.pivot (#6000)

Thank you to all our contributors for making this release possible!
@alexander-beedie, @ghuls, @ritchie46, @stinodego and @universalmind303

🚀 Performance improvements

• ensure set_at_idx is O(1) (#5977)

✨ Enhancements

• allow eq,ne,lt etc (#5995)
• Improve Expr.is_between API (#5981)
• large speedup for df.iterrows (~200-400%) (#5979)
• updated default table format from "UTF8_FULL" to "UTF8_FULL_CONDENSED" (#5967)
• Access rows as namedtuples (#5966)
• Improve assert_frame_equal messages (#5962)

🐞 Bug fixes

• make weekday tz-aware (#5989)
• fix categorical in struct anyvalue issue (#5987)
• fix invalid boolean simplification (#5976)
• allow empty sort on any dtype (#5975)
• properly deal with categoricals in streaming queries (#5974)

Thank you to all our contributors for making this release possible!
@alexander-beedie, @ritchie46 and @stinodego

🚀 Performance improvements

• improve reducing window function performance ~33% (#5878)

✨ Enhancements

• str.strip with multiple chars (#5929)
• add iterrrows (#5945)
• read decimal as f64 (#5938)
• improve query plan scan formatting (#5937)
• allow all null cast (#5933)
• allow objects in struct types (#5925)
• handle Series init from python sequence of numpy arrays (#5918)
• merge sorted dataframes (#5817)
• impl hex and base64 for binary (#5892)
• Add datatype hierarchy (#5901)
• Add .item() on DataFrame and Series (#5893)
• make get_any_value fallible (#5877)
• Add string representation for data types (#5861)
• directly push all operator result into sink, prev… (#5856)

🐞 Bug fixes

• don't panic on ignored context (#5958)
• don't allow named expression in arr.eval (#5957)
• error on invalid dtype (#5956)
• fix panic in join expressions (#5954)
• block ordered predicates before explode (#5951)
• adhere to schema in arr.eval of empty list (#5947)
• fix from_dict schema_inference=0 (#5948)
• fix arrow nested null conversion (#5946)
• allow None in arr.slice length (#5934)
• fix time to duration cast (#5932)
• error on addition with datetime/time (#5931)
• don't create categoricals in streaming (#5926)
• object filter should keep single chunk (#5913)
• csv, read escaped "" as missing (#5912)
• fix pivot of signed integers (#5909)
• don't allow duplicate columns in read_csv arg (#5908)
• fix latest oob in streaming convertion (#5902)
• adapt k to len in topk (#5888)
• fix lazy swapping rename (#5884)
• fix window function with nullable values; regression due… (#5874)
• improve equality consistency between types (#5873)
• evaluate whole branch expression to determine if r… (#5864)
• fix top_k on empty (#5865)
• fix slice in streaming (#5854)
• Fix type hint for IO *_options arguments (#5852)

🛠️ Other improvements

• Fix docs for sink_parquet (#5952)
• Fix misspelling in LazyFrame docstring (#5917)
• add bin, series.is_sorted and merge_sorted (#5914)

Thank you to all our contributors for making this release possible!
@AnatolyBuga, @alexander-beedie, @cannero, @chitralverma, @dannyvankooten, @johngunerli, @ozgrakkurt, @ritchie46, @stinodego, @winding-lines and @zundertj

⚠️ Breaking changes

• remove Series::append_array (#5681)
• iso weekday (#5598)

🚀 Performance improvements

• improve reducing window function performance ~33% (#5878)
• impove performance reducing window functions with numeric output ~-14% (#5841)
• set_sorted flag when creating from literal (#5728)
• use sorted fast path in streaming groupby (#5727)
• ensure fast_explode propagates (#5676)
• fix quadratic time complexity of groupby in stream… (#5614)
• Aggregate projection pushdown (#5556)
• improve streaming primitve groupby (#5575)
• vectorize integer vec-hash by using very simple, … (#5572)
• specialized utf8 groupby in streaming (#5535)

✨ Enhancements

• make get_any_value fallible (#5877)
• directly push all operator result into sink, prev… (#5856)
• add sink_parquet (#5480)
• Support parsing more float string representations. (#5824)
• implement mean aggregation for duration (#5807)
• implement sensible boolean aggregates (#5806)
• allow expression as quantile input (#5751)
• accept expression in str.extract_all (#5742)
• tz-aware strptime (#5736)
• Add "fmt_no_tty" feature for formatting support without r… (#5725)
• lazy diagonal concat. (#5647)
• to_struct add upper_bound (#5714)
• inversely scale chunk_size with thread count in s… (#5699)
• add streaming minmax (#5693)
• improve dynamic inference of anyvalues and structs (#5690)
• support is_in for boolean dtype (#5682)
• add a cache to strptime (#5628)
• add nearest interpolation strategy (#5626)
• make cast recursive (#5596)
• add arg_min/arg_max for series of dtype boolean (#5592)
• prefer streaming groupby if partitionable (#5580)
• make map_alias fallible (#5532)
• pl.min & pl.max accept wildcard similar to pl.sum (#5511)
• add predicate pushdown to anonymous_scan (#5467)
• make streaming work with multiple sinks in a sing… (#5474)
• add streaming slice operation (#5466)
• run partial streaming queries (#5464)
• streaming left joins (#5456)
• file statistics so we only (try to) keep smallest table in memory (#5454)
• streaming inner joins. (#5400)
• build_info() provides detailed information how polars was built (#5423)
• add missing width property to LazyFrame (#5431)
• allow regex and wildcard in groupby (#5425)
• Streaming joins architecture and Cross join implementation. (#5339)
• add support for am/pm notation in parse_dates read_csv (#5373)
• add reduce/cumreduce expression as an easier fold (#5364)

🐞 Bug fixes

• fix lazy swapping rename (#5884)
• improve equality consistency between types (#5873)
• evaluate whole branch expression to determine if r… (#5864)
• fix top_k on empty (#5865)
• fix slice in streaming (#5854)
• correct invalid type in struct anyvalue access (#5844)
• don't set fast_explode if null values in list (#5838)
• duration formatting (#5837)
• respect fetch in union (#5836)
• keep f32 dtype in fill_null by int (#5834)
• err on epoch on time dtype (#5831)
• fix panic in hmean (#5808)
• asof join by logical groups (#5805)
• fix parquet regression upstream in arrow2 (#5797)
• Fix lazy cumsum and cumprod result types (#5792)
• fix nested writer (#5777)
• fix(rust, python) Summation on empty series evaluates to Some(0) (#5773)
• empty concat utf8 (#5768)
• projection pushdown with union and asof join (#5763)
• check null values in asof_join + groupby (#5756)
• fix generic streaming groupby on logical types (#5752)
• fix date_range on expressions (#5750)
• fix dtypes in join_asof_by (#5746)
• fix group order in binary aggregation (#5744)
• implement min/max aggregation for utf8 in groupby (#5737)
• fix all_null/sorted into_groups panic (#5733)
• asof join 'by', 'forward' combination (#5720)
• fix pivot on floating point indexes (#5704)
• fix arange with column/literal input (#5703)
• fix double projection that leads to uneven union d… (#5700)
• Fix a bug in floating regex handling used in CSV type inference (#5695)
• fix asof join schema (#5686)
• fix owned arithmetic schema (#5685)
• take glob into account in scan_csv 'with_schema_mo… (#5683)
• fix boolean schema in agg_max/min (#5678)
• fix boolean arg-max if all equal (#5680)
• early error on duplicate names in streaming groupby (#5638)
• fix streaming groupby aggregate types (#5636)
• convert panic to err in concat_list (#5637)
• fix dot diagram of single nodes (#5624)
• fix dynamic struct inference (#5619)
• keep dtype when eval on empty list (#5597)
• fix ternary with list output on empty frame (#5595)
• fix tz-awareness of truncate (#5591)
• check chunks before doing chunked_id join optimiza… (#5589)
• invert cast_time_zone conversion (#5587)
• asof join ensure join column is not dropped when '… (#5585)
• fix ub due to invalid dtype on splitting dfs (#5579)
• fix(rust, python); fix projection pushdown in asof joins (#5542)
• streaming hstack allow duplicates (#5538)
• fix streaming empty join panic (#5534)
• fix duplicate caches in cse and prevent quadratic … (#5528)
• allow appending categoricals that are all null (#5526)
• tz-aware strftime (#5525)
• make 'truncate' tz-aware (#5522)
• fix coalesce expreession expansion (#5521)
• fix nested aggregatin in when then and window expr… (#5520)
• fix sort_by expression if groups already aggregated (#5518)
• fix bug in batched parquet reader that dropped dfs… (#5506)
• fix bugs in skew and kurtosis (#5484)
• compute correct offset for streaming join on multi… (#5479)
• return error on invalid sortby expression (#5478)
• add missing AnyValueBuffer specialisation for Duration dtype (#5436)
• fix freeze/stall when writing more than 2^31 string values to parquet (#5366)
• properly handle json with unclosed strings (#5427)
• fix null poisoning in rank operation (#5417)
• correct expr::diff dtype for temporal columns (#5416)
• fix cse for nested caches (#5412)
• don't set sorted flag in argsort (#5410)
• explicit nan comparison in min/max agg (#5403)
• Correct CSV row indexing (#5385)

🛠️ Other improvements

• Update rustc and fix clippy (#5880)
• update arrow (#5862)
• move join dispatch to polars-ops (#5809)
• Remove dbg statement from union (#5791)
• Continue removing compilation warnings (#5778)
• shrink anyvalue size (#5770)
• update arrow (#5766)
• chore(rust,python) Change allow_streaming to streaming (#5747)
• remove rev-map from ChunkedArray (#5721)
• simplify fast projection by schema (#5716)
• Reindent df! docs code (#5698)
• remove Series::append_array (#5681)
• Remove unused symbols and uneeded mut qualifier (#5672)
• Include license files in Rust crates (#5675)
• Use NaiveTime::from_hms_opt instead of NaiveTime::from_hms (#5664)
• use xxhash3 for string types (#5617)
• iso weekday (#5598)
• Improve contributing guide (#5558)
• streaming improvements (#5541)
• Refer to DataFrame::unique instead of distinct (#5482)
• don't panic if part of query cannot run strea… (#5458)
• make generic join builder more dry (#5439)
• use IdHash for streaming groupby generic (#5435)
• fix freeze/stall when writing more than 2^31 string values to parquet (#5366)

Thank you to all our contributors for making this release possible!
@AnatolyBuga, @CalOmnie, @Kuhlwein, @MarcoGorelli, @OneRaynyDay, @YuRiTan, @alexander-beedie, @andrewpollack, @ankane, @braaannigan, @chitralverma, @dannyvankooten, @ghais, @ghuls, @jjerphan, @matteosantama, @messense, @owrior, @pickfire, @ritchie46, @s1ck, @sa-, @slonik-az, @sorhawell, @stinodego, @universalmind303 and @zundertj

🚀 Performance improvements

• impove performance reducing window functions with numeric output ~-14% (#5841)

✨ Enhancements

• allow more pyarrow literals (#5842)
• add sink_parquet (#5480)
• release GIL when writing (#5830)
• Support parsing more float string representations. (#5824)
• implement mean aggregation for duration (#5807)
• implement sensible boolean aggregates (#5806)

🐞 Bug fixes

• correct invalid type in struct anyvalue access (#5844)
• don't set fast_explode if null values in list (#5838)
• duration formatting (#5837)
• respect fetch in union (#5836)
• keep f32 dtype in fill_null by int (#5834)
• fix(python): fix delta issues (#5802)
• err on epoch on time dtype (#5831)
• fix panic in hmean (#5808)
• asof join by logical groups (#5805)

🛠️ Other improvements

• lazily import connectorx (#5835)

Thank you to all our contributors for making this release possible!
@chitralverma, @ghuls and @ritchie46

🐞 Bug fixes

• fix struct dataset (#5798)
• fix parquet regression upstream in arrow2 (#5797)

🛠️ Other improvements

• remove unused cmake-rs patch (#5794)

Thank you to all our contributors for making this release possible!
@OneRaynyDay, @messense, @ritchie46 and @universalmind303

🚀 Performance improvements

• set_sorted flag when creating from literal (#5728)
• use sorted fast path in streaming groupby (#5727)

✨ Enhancements

• push down predicates to pyarrow datasets (#5780)
• Support for reading delta lake tables (#5761)
• Add DataFrame.glimpse() (#5622)
• allow expression as quantile input (#5751)
• accept expression in str.extract_all (#5742)
• tz-aware strptime (#5736)
• lazy diagonal concat. (#5647)
• to_struct add upper_bound (#5714)

🐞 Bug fixes

• fix(rust, python) Summation on empty series evaluates to Some(0) (#5773)
• empty concat utf8 (#5768)
• projection pushdown with union and asof join (#5763)
• check null values in asof_join + groupby (#5756)
• fix generic streaming groupby on logical types (#5752)
• fix date_range on expressions (#5750)
• fix dtypes in join_asof_by (#5746)
• fix group order in binary aggregation (#5744)
• implement min/max aggregation for utf8 in groupby (#5737)
• fix all_null/sorted into_groups panic (#5733)
• address several edge-cases found when asserting NaN equality (#5732)
• asof join 'by', 'forward' combination (#5720)

🛠️ Other improvements

• add DataFrame.pearson_corr to reference (#5772)
• Parse fixed timezone offsets without pytz (#5769)
• chore(rust,python) Change allow_streaming to streaming (#5747)
• Remove pyarrow nightlies requirement. (#5719)
• fix incorrect accepted type in df.write_csv (#5715)

Thank you to all our contributors for making this release possible!
@AnatolyBuga, @MarcoGorelli, @alexander-beedie, @andrewpollack, @braaannigan, @chitralverma, @ghuls, @ritchie46, @sa- and @zundertj

🚀 Performance improvements

• ensure fast_explode propagates (#5676)

✨ Enhancements

• Series.get_chunks (#5701)
• inversely scale chunk_size with thread count in s… (#5699)
• add streaming minmax (#5693)
• Support large page sizes on aarch64 linux builds (#5694)
• improve dynamic inference of anyvalues and structs (#5690)
• support is_in for boolean dtype (#5682)
• add notebook html repr for Series (#5653)

🐞 Bug fixes

• fix pivot on floating point indexes (#5704)
• fix arange with column/literal input (#5703)
• fix double projection that leads to uneven union d… (#5700)
• Fix Series -> Expr dispatch for @property methods (#5689)
• fix asof join schema (#5686)
• fix owned arithmetic schema (#5685)
• take glob into account in scan_csv 'with_schema_mo… (#5683)
• fix boolean schema in agg_max/min (#5678)
• fix boolean arg-max if all equal (#5680)
• respect python objects read method even if filename is f… (#5677)
• Fix DataFrame.n_chunks return type (#5650)

🛠️ Other improvements

• Parametrize test_parquet_datetime (#5696)
• Function and lazy function doctrings (#5657)
• Fix formatting (#5658)

Thank you to all our contributors for making this release possible!
@alexander-beedie, @ankane, @braaannigan, @ghais, @ghuls, @jjerphan, @pickfire, @ritchie46, @stinodego and @zundertj

⚠️ Breaking changes

• Update Expr.sample signature and change random seeding (#4648)
• rollup breaking changes (#5602)
• iso weekday (#5598)
• Change null_equal default to True for Series.series_equal (#5051)
• rollup breaking changes (#5602)

🚀 Performance improvements

• fix quadratic time complexity of groupby in stream… (#5614)
• Improve performance of indexing operations on Series. (#5610)
• Aggregate projection pushdown (#5556)

✨ Enhancements

• add a cache to strptime (#5628)
• add nearest interpolation strategy (#5626)
• Update Expr.sample signature and change random seeding (#4648)
• Change null_equal default to True for Series.series_equal (#5051)
• make cast recursive (#5596)
• add arg_min/arg_max for series of dtype boolean (#5592)

🐞 Bug fixes

• early error on duplicate names in streaming groupby (#5638)
• fix streaming groupby aggregate types (#5636)
• convert panic to err in concat_list (#5637)
• fix dot diagram of single nodes (#5624)
• fix dynamic struct inference (#5619)
• tz-aware filtering (#5603)
• keep dtype when eval on empty list (#5597)
• fix ternary with list output on empty frame (#5595)
• fix tz-awareness of truncate (#5591)
• check chunks before doing chunked_id join optimiza… (#5589)
• invert cast_time_zone conversion (#5587)
• asof join ensure join column is not dropped when '… (#5585)

🛠️ Other improvements

• Remaining docstring examples for frame and lazyframe (#5630)
• use xxhash3 for string types (#5617)
• only trigger build.rs file if that file itself has cha… (#5618)
• iso weekday (#5598)
• Merge release workflows (#5564)
• Fix broken lint workflow (#5584)

Thank you to all our contributors for making this release possible!
@Kuhlwein, @braaannigan, @ghuls, @matteosantama, @ritchie46 and @stinodego