diff --git a/Cargo.lock b/Cargo.lock
index 79d4013..34a0489 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -67,6 +67,7 @@ version = "0.6.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "70f13d10a41ac8d2ec79ee34178d61e6f47a29c2edfe7ef1721c7383b0359e65"
 dependencies = [
+ "half",
  "num-traits",
 ]
 
@@ -90,9 +91,9 @@ checksum = "7c02d123df017efcdfbd739ef81735b36c5ba83ec3c59c80a9d7ecc718f92e50"
 
 [[package]]
 name = "arrow"
-version = "57.1.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cb372a7cbcac02a35d3fb7b3fc1f969ec078e871f9bb899bf00a2e1809bec8a3"
+checksum = "602268ce9f569f282cedb9a9f6bac569b680af47b9b077d515900c03c5d190da"
 dependencies = [
  "arrow-arith",
  "arrow-array",
@@ -111,9 +112,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-arith"
-version = "57.1.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0f377dcd19e440174596d83deb49cd724886d91060c07fec4f67014ef9d54049"
+checksum = "cd53c6bf277dea91f136ae8e3a5d7041b44b5e489e244e637d00ae302051f56f"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -125,9 +126,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-array"
-version = "57.1.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a23eaff85a44e9fa914660fb0d0bb00b79c4a3d888b5334adb3ea4330c84f002"
+checksum = "e53796e07a6525edaf7dc28b540d477a934aff14af97967ad1d5550878969b9e"
 dependencies = [
  "ahash",
  "arrow-buffer",
@@ -143,9 +144,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-buffer"
-version = "57.1.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a2819d893750cb3380ab31ebdc8c68874dd4429f90fd09180f3c93538bd21626"
+checksum = "f2c1a85bb2e94ee10b76531d8bc3ce9b7b4c0d508cabfb17d477f63f2617bd20"
 dependencies = [
  "bytes",
  "half",
@@ -155,9 +156,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-cast"
-version = "57.1.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e3d131abb183f80c450d4591dc784f8d7750c50c6e2bc3fcaad148afc8361271"
+checksum = "89fb245db6b0e234ed8e15b644edb8664673fefe630575e94e62cd9d489a8a26"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -176,9 +177,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-csv"
-version = "57.1.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2275877a0e5e7e7c76954669366c2aa1a829e340ab1f612e647507860906fb6b"
+checksum = "d374882fb465a194462527c0c15a93aa19a554cf690a6b77a26b2a02539937a7"
 dependencies = [
  "arrow-array",
  "arrow-cast",
@@ -191,9 +192,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-data"
-version = "57.1.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "05738f3d42cb922b9096f7786f606fcb8669260c2640df8490533bb2fa38c9d3"
+checksum = "189d210bc4244c715fa3ed9e6e22864673cccb73d5da28c2723fb2e527329b33"
 dependencies = [
  "arrow-buffer",
  "arrow-schema",
@@ -204,9 +205,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-ipc"
-version = "57.1.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3d09446e8076c4b3f235603d9ea7c5494e73d441b01cd61fb33d7254c11964b3"
+checksum = "7968c2e5210c41f4909b2ef76f6e05e172b99021c2def5edf3cc48fdd39d1d6c"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -218,9 +219,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-json"
-version = "57.1.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "371ffd66fa77f71d7628c63f209c9ca5341081051aa32f9c8020feb0def787c0"
+checksum = "92111dba5bf900f443488e01f00d8c4ddc2f47f5c50039d18120287b580baa22"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -242,9 +243,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-ord"
-version = "57.1.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cbc94fc7adec5d1ba9e8cd1b1e8d6f72423b33fe978bf1f46d970fafab787521"
+checksum = "211136cb253577ee1a6665f741a13136d4e563f64f5093ffd6fb837af90b9495"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -255,9 +256,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-row"
-version = "57.1.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "169676f317157dc079cc5def6354d16db63d8861d61046d2f3883268ced6f99f"
+checksum = "8e0f20145f9f5ea3fe383e2ba7a7487bf19be36aa9dbf5dd6a1f92f657179663"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -268,15 +269,15 @@ dependencies = [
 
 [[package]]
 name = "arrow-schema"
-version = "57.1.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d27609cd7dd45f006abae27995c2729ef6f4b9361cde1ddd019dc31a5aa017e0"
+checksum = "1b47e0ca91cc438d2c7879fe95e0bca5329fff28649e30a88c6f760b1faeddcb"
 
 [[package]]
 name = "arrow-select"
-version = "57.1.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ae980d021879ea119dd6e2a13912d81e64abed372d53163e804dfe84639d8010"
+checksum = "750a7d1dda177735f5e82a314485b6915c7cccdbb278262ac44090f4aba4a325"
 dependencies = [
  "ahash",
  "arrow-array",
@@ -288,9 +289,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-string"
-version = "57.1.0"
+version = "58.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cf35e8ef49dcf0c5f6d175edee6b8af7b45611805333129c541a8b89a0fc0534"
+checksum = "e1eab1208bc4fe55d768cdc9b9f3d9df5a794cdb3ee2586bf89f9b30dc31ad8c"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -359,9 +360,12 @@ dependencies = [
 
 [[package]]
 name = "atoi_simd"
-version = "0.16.0"
+version = "0.17.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4790f9e8961209112beb783d85449b508673cf4a6a419c8449b210743ac4dbe9"
+checksum = "8ad17c7c205c2c28b527b9845eeb91cf1b4d008b438f98ce0e628227a822758e"
+dependencies = [
+ "debug_unsafe",
+]
 
 [[package]]
 name = "atomic-waker"
@@ -487,9 +491,9 @@ checksum = "1fd0f2584146f6f2ef48085050886acf353beff7305ebd1ae69500e27c67f64b"
 
 [[package]]
 name = "bytes"
-version = "1.10.1"
+version = "1.11.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d71b6127be86fdcfddb610f7182ac57211d4b18a3e9c82eb2d17662f2227ad6a"
+checksum = "1e748733b7cbc798e1434b6ac524f0c1ff2ab456fe201501e6497c8417a4fc33"
 dependencies = [
  "serde",
 ]
@@ -757,6 +761,12 @@ dependencies = [
  "memchr",
 ]
 
+[[package]]
+name = "debug_unsafe"
+version = "0.1.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7eed2c4702fa172d1ce21078faa7c5203e69f5394d48cc436d25928394a867a2"
+
 [[package]]
 name = "digest"
 version = "0.10.7"
@@ -1070,13 +1080,16 @@ dependencies = [
 
 [[package]]
 name = "half"
-version = "2.6.0"
+version = "2.7.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "459196ed295495a68f7d7fe1d84f6c4b7ff0e21fe3017b2f283c6fac3ad803c9"
+checksum = "6ea2d84b969582b4b1864a92dc5d27cd2b77b622a8d79306834f1be5ba20d84b"
 dependencies = [
+ "bytemuck",
  "cfg-if",
  "crunchy",
  "num-traits",
+ "serde",
+ "zerocopy 0.8.42",
 ]
 
 [[package]]
@@ -1651,6 +1664,17 @@ dependencies = [
  "num-traits",
 ]
 
+[[package]]
+name = "num-derive"
+version = "0.4.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ed3955f1a9c7c0c15e092f9c887db08b1fc683305fdf6eb6684f22555355e202"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn",
+]
+
 [[package]]
 name = "num-integer"
 version = "0.1.46"
@@ -1681,9 +1705,9 @@ dependencies = [
 
 [[package]]
 name = "object_store"
-version = "0.12.4"
+version = "0.13.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4c1be0c6c22ec0817cdc77d3842f721a17fd30ab6965001415b5402a74e6b740"
+checksum = "c2858065e55c148d294a9f3aae3b0fa9458edadb41a108397094566f4e3c0dfb"
 dependencies = [
  "async-trait",
  "base64",
@@ -1844,13 +1868,14 @@ dependencies = [
 
 [[package]]
 name = "polars"
-version = "0.52.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6bc9ea901050c1bb8747ee411bc7fbb390f3b399931e7484719512965132a248"
+checksum = "899852b723e563dc3cbdc7ea833b14ec44e61309f55df29ba86d45cfd6bc141a"
 dependencies = [
  "getrandom 0.2.15",
  "getrandom 0.3.2",
  "polars-arrow",
+ "polars-buffer",
  "polars-compute",
  "polars-core",
  "polars-error",
@@ -1866,13 +1891,14 @@ dependencies = [
 
 [[package]]
 name = "polars-arrow"
-version = "0.52.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "33d3fe43f8702cf7899ff3d516c2e5f7dc84ee6f6a3007e1a831a0ff87940704"
+checksum = "6f672743a042b72ace4f88b29f8205ab200b29c5ac976c0560899680c07d2d09"
 dependencies = [
  "atoi_simd",
  "bitflags",
  "bytemuck",
+ "bytes",
  "chrono",
  "chrono-tz",
  "dyn-clone",
@@ -1880,11 +1906,13 @@ dependencies = [
  "ethnum",
  "getrandom 0.2.15",
  "getrandom 0.3.2",
+ "half",
  "hashbrown 0.16.0",
  "itoa",
  "lz4",
  "num-traits",
  "polars-arrow-format",
+ "polars-buffer",
  "polars-error",
  "polars-schema",
  "polars-utils",
@@ -1906,11 +1934,23 @@ dependencies = [
  "serde",
 ]
 
+[[package]]
+name = "polars-buffer"
+version = "0.53.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5d7011424c3a79ca9c1272c7b4f5fe98695d3bed45595e37bb23c16a2978c80c"
+dependencies = [
+ "bytemuck",
+ "either",
+ "serde",
+ "version_check",
+]
+
 [[package]]
 name = "polars-compute"
-version = "0.52.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d29cc7497378dee3a002f117e0b4e16b7cbe6c8ed3da16a0229c89294af7c3bf"
+checksum = "42a32eca8e08ac4cc5de2ac3996d2b38567bba72cdb19bbfd94c370193ed51dd"
 dependencies = [
  "atoi_simd",
  "bytemuck",
@@ -1921,21 +1961,22 @@ dependencies = [
  "itoa",
  "num-traits",
  "polars-arrow",
+ "polars-buffer",
  "polars-error",
  "polars-utils",
  "rand 0.9.2",
- "ryu",
  "serde",
  "strength_reduce",
  "strum_macros",
  "version_check",
+ "zmij",
 ]
 
 [[package]]
 name = "polars-core"
-version = "0.52.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "48409b7440cb1a4aa84953fe3a4189dfbfb300a3298266a92a37363476641e40"
+checksum = "726296966d04268ee9679c2062af2d06c83c7a87379be471defe616b244c5029"
 dependencies = [
  "bitflags",
  "boxcar",
@@ -1944,11 +1985,13 @@ dependencies = [
  "chrono-tz",
  "comfy-table",
  "either",
+ "getrandom 0.3.2",
  "hashbrown 0.16.0",
  "indexmap",
  "itoa",
  "num-traits",
  "polars-arrow",
+ "polars-buffer",
  "polars-compute",
  "polars-dtype",
  "polars-error",
@@ -1969,9 +2012,9 @@ dependencies = [
 
 [[package]]
 name = "polars-dtype"
-version = "0.52.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7007e9e8b7b657cbd339b65246af7e87f5756ee9a860119b9424ddffd2aaf133"
+checksum = "51976dc46d42cd1e7ca252a9e3bdc90c63b0bfa7030047ebaf5250c2b7838fa6"
 dependencies = [
  "boxcar",
  "hashbrown 0.16.0",
@@ -1984,9 +2027,9 @@ dependencies = [
 
 [[package]]
 name = "polars-error"
-version = "0.52.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f9a6be22566c89f6405f553bfdb7c8a6cb20ec51b35f3172de9a25fa3e252d85"
+checksum = "8c13126f8baebc13dadf26a80dcf69a607977fc8a67b18671ad2cefc713a7bdd"
 dependencies = [
  "object_store",
  "parking_lot",
@@ -1998,14 +2041,15 @@ dependencies = [
 
 [[package]]
 name = "polars-expr"
-version = "0.52.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6199a50d3e1afd0674fb009e340cbfb0010682b2387187a36328c00f3f2ca87b"
+checksum = "2151f54b0ae5d6b86c3c47df0898ff90edfe774807823f742f36e44973d51ea1"
 dependencies = [
  "bitflags",
  "hashbrown 0.16.0",
  "num-traits",
  "polars-arrow",
+ "polars-buffer",
  "polars-compute",
  "polars-core",
  "polars-io",
@@ -2023,9 +2067,9 @@ dependencies = [
 
 [[package]]
 name = "polars-io"
-version = "0.52.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "be3714acdff87170141880a07f5d9233490d3bd5531c41898f6969d440feee11"
+checksum = "059724d7762d7332cbc225e6504d996091b28fa1337716e06e5a81d9e54a34ad"
 dependencies = [
  "async-trait",
  "atoi_simd",
@@ -2046,6 +2090,7 @@ dependencies = [
  "object_store",
  "percent-encoding",
  "polars-arrow",
+ "polars-buffer",
  "polars-compute",
  "polars-core",
  "polars-error",
@@ -2057,18 +2102,18 @@ dependencies = [
  "rayon",
  "regex",
  "reqwest",
- "ryu",
  "serde",
  "serde_json",
  "simdutf8",
  "tokio",
+ "zmij",
 ]
 
 [[package]]
 name = "polars-json"
-version = "0.52.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3dd2126daebf58da564fc5840cd55eb8eb2479d24dfced0a1aea2178a9b33b12"
+checksum = "55581d4cc8f4122cae92d12aec997e6713ac483871391a7db09501604007be4b"
 dependencies = [
  "chrono",
  "chrono-tz",
@@ -2081,22 +2126,23 @@ dependencies = [
  "polars-compute",
  "polars-error",
  "polars-utils",
- "ryu",
  "simd-json",
  "streaming-iterator",
+ "zmij",
 ]
 
 [[package]]
 name = "polars-lazy"
-version = "0.52.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ea136c360d03aafe56e0233495e30044ce43639b8b0360a4a38e840233f048a1"
+checksum = "02e1e24d4db8c349e9576564cfff47a3f08bb831dba9168f6599be178bc725e8"
 dependencies = [
  "bitflags",
  "chrono",
  "either",
  "memchr",
  "polars-arrow",
+ "polars-buffer",
  "polars-compute",
  "polars-core",
  "polars-expr",
@@ -2113,9 +2159,9 @@ dependencies = [
 
 [[package]]
 name = "polars-mem-engine"
-version = "0.52.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0f6e455ceb6e5aee7ed7d5c8944104e66992173e03a9c42f9670226318672249"
+checksum = "c394e4cd90186043d4051ce118e90794afbe81ac5eb9a51e358a56728e8ebde3"
 dependencies = [
  "memmap2",
  "polars-arrow",
@@ -2133,9 +2179,9 @@ dependencies = [
 
 [[package]]
 name = "polars-ops"
-version = "0.52.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7b59c80a019ef0e6f09b4416d2647076a52839305c9eb11919e8298ec667f853"
+checksum = "7e47b2d9b3627662650da0a8c76ce5101ed1c61b104cb2b3663e0dc711571b12"
 dependencies = [
  "argminmax",
  "base64",
@@ -2150,6 +2196,7 @@ dependencies = [
  "memchr",
  "num-traits",
  "polars-arrow",
+ "polars-buffer",
  "polars-compute",
  "polars-core",
  "polars-error",
@@ -2166,9 +2213,9 @@ dependencies = [
 
 [[package]]
 name = "polars-parquet"
-version = "0.52.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "93c2439d127c59e6bfc9d698419bdb45210068a6f501d44e6096429ad72c2eaa"
+checksum = "436bae3e89438cafe69400e7567057d7d9820d21ac9a4f69a33b413f2666f03d"
 dependencies = [
  "async-stream",
  "base64",
@@ -2178,10 +2225,12 @@ dependencies = [
  "hashbrown 0.16.0",
  "num-traits",
  "polars-arrow",
+ "polars-buffer",
  "polars-compute",
  "polars-error",
  "polars-parquet-format",
  "polars-utils",
+ "regex",
  "serde",
  "simdutf8",
  "streaming-decompression",
@@ -2199,21 +2248,24 @@ dependencies = [
 
 [[package]]
 name = "polars-plan"
-version = "0.52.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "65b4619f5c7e9b91f18611c9ed82ebeee4b10052160825c1316ecf4dbd4d97e6"
+checksum = "f7930d5ae1d006179e65f01af57c859307b5875a4cc078dc75257250b9ae5162"
 dependencies = [
  "bitflags",
+ "blake3",
  "bytemuck",
  "bytes",
  "chrono",
  "chrono-tz",
  "either",
+ "futures",
  "hashbrown 0.16.0",
  "memmap2",
  "num-traits",
  "percent-encoding",
  "polars-arrow",
+ "polars-buffer",
  "polars-compute",
  "polars-core",
  "polars-error",
@@ -2227,18 +2279,20 @@ dependencies = [
  "sha2",
  "slotmap",
  "strum_macros",
+ "tokio",
  "version_check",
 ]
 
 [[package]]
 name = "polars-row"
-version = "0.52.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a18d232f25b83032e280a279a1f40beb8a6f8fc43907b13dc07b1c56f3b11eea"
+checksum = "d29ea1a4554fe06442db1d6229235cd358e8eacba96aed8718f612caf3e3a646"
 dependencies = [
  "bitflags",
  "bytemuck",
  "polars-arrow",
+ "polars-buffer",
  "polars-compute",
  "polars-dtype",
  "polars-error",
@@ -2247,9 +2301,9 @@ dependencies = [
 
 [[package]]
 name = "polars-schema"
-version = "0.52.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f73e21d429ae1c23f442b0220ccfe773a9734a44e997b5062a741842909d9441"
+checksum = "d688e73f9156f93cb29350be144c8f1e84c1bc705f00ee7f15eb9706a7971273"
 dependencies = [
  "indexmap",
  "polars-error",
@@ -2260,9 +2314,9 @@ dependencies = [
 
 [[package]]
 name = "polars-sql"
-version = "0.52.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3e67ac1cbb0c972a57af3be12f19aa9803898863fe95c33cdd39df05f5738a75"
+checksum = "100415f86069d7e9fbf54737148fc161a7c7316a6a7d375fb6cfc7fc64f570ae"
 dependencies = [
  "bitflags",
  "hex",
@@ -2273,7 +2327,6 @@ dependencies = [
  "polars-plan",
  "polars-time",
  "polars-utils",
- "rand 0.9.2",
  "regex",
  "serde",
  "sqlparser",
@@ -2281,25 +2334,29 @@ dependencies = [
 
 [[package]]
 name = "polars-stream"
-version = "0.52.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2ff19612074640a9d65e5928b7223db76ffee63e55b276f1e466d06719eb7362"
+checksum = "65a0c054bdf16efd16bbc587e8d5418ae28464d61afd735513579cd3c338fa70"
 dependencies = [
  "async-channel",
  "async-trait",
  "atomic-waker",
  "bitflags",
+ "bytes",
  "chrono-tz",
  "crossbeam-channel",
  "crossbeam-deque",
  "crossbeam-queue",
  "crossbeam-utils",
  "futures",
+ "memchr",
  "memmap2",
+ "num-traits",
  "parking_lot",
  "percent-encoding",
  "pin-project-lite",
  "polars-arrow",
+ "polars-buffer",
  "polars-compute",
  "polars-core",
  "polars-error",
@@ -2321,9 +2378,9 @@ dependencies = [
 
 [[package]]
 name = "polars-time"
-version = "0.52.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ddce7a9f81d5f47d981bcee4a8db004f9596bb51f0f4d9d93667a1a00d88166c"
+checksum = "72e80404e1e418c997230e3b2972c3be331f45df8bdd3150fe3bef562c7a332f"
 dependencies = [
  "atoi_simd",
  "bytemuck",
@@ -2344,10 +2401,11 @@ dependencies = [
 
 [[package]]
 name = "polars-utils"
-version = "0.52.0"
+version = "0.53.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "667c1bc2d2313f934d711f6e3b58d8d9f80351d14ea60af936a26b7dfb06e309"
+checksum = "c97cabf53eb8fbf6050cde3fef8f596c51cc25fd7d55fbde108d815ee6674abf"
 dependencies = [
+ "argminmax",
  "bincode",
  "bytemuck",
  "bytes",
@@ -2355,10 +2413,12 @@ dependencies = [
  "either",
  "flate2",
  "foldhash 0.2.0",
+ "half",
  "hashbrown 0.16.0",
  "indexmap",
  "libc",
  "memmap2",
+ "num-derive",
  "num-traits",
  "polars-error",
  "rand 0.9.2",
@@ -2396,7 +2456,7 @@ version = "0.2.21"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "85eae3c4ed2f50dcfe72643da4befc30deadb458a9b590d720cde2f2b1e97da9"
 dependencies = [
- "zerocopy 0.8.24",
+ "zerocopy 0.8.42",
 ]
 
 [[package]]
@@ -3040,9 +3100,9 @@ checksum = "0fda2ff0d084019ba4d7c6f371c95d8fd75ce3524c3cb8fb653a3023f6323e64"
 
 [[package]]
 name = "signal-hook"
-version = "0.3.18"
+version = "0.4.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d881a16cf4426aa584979d30bd82cb33429027e42122b169753d6ef1085ed6e2"
+checksum = "3b57709da74f9ff9f4a27dce9526eec25ca8407c45a7887243b031a58935fb8e"
 dependencies = [
  "libc",
  "signal-hook-registry",
@@ -3127,11 +3187,24 @@ dependencies = [
 
 [[package]]
 name = "sqlparser"
-version = "0.53.0"
+version = "0.60.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "05a528114c392209b3264855ad491fcce534b94a38771b0a0b97a79379275ce8"
+checksum = "505aa16b045c4c1375bf5f125cce3813d0176325bfe9ffc4a903f423de7774ff"
 dependencies = [
  "log",
+ "recursive",
+ "sqlparser_derive",
+]
+
+[[package]]
+name = "sqlparser_derive"
+version = "0.4.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "028e551d5e270b31b9f3ea271778d9d827148d4287a5d96167b6bb9787f5cc38"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn",
 ]
 
 [[package]]
@@ -3927,11 +4000,11 @@ dependencies = [
 
 [[package]]
 name = "zerocopy"
-version = "0.8.24"
+version = "0.8.42"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2586fea28e186957ef732a5f8b3be2da217d65c5969d4b1e17f973ebbe876879"
+checksum = "f2578b716f8a7a858b7f02d5bd870c14bf4ddbbcf3a4c05414ba6503640505e3"
 dependencies = [
- "zerocopy-derive 0.8.24",
+ "zerocopy-derive 0.8.42",
 ]
 
 [[package]]
@@ -3947,9 +4020,9 @@ dependencies = [
 
 [[package]]
 name = "zerocopy-derive"
-version = "0.8.24"
+version = "0.8.42"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a996a8f63c5c4448cd959ac1bab0aaa3306ccfd060472f85943ee0750f0169be"
+checksum = "7e6cc098ea4d3bd6246687de65af3f920c430e236bee1e3bf2e441463f08a02f"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -4016,6 +4089,12 @@ dependencies = [
  "syn",
 ]
 
+[[package]]
+name = "zmij"
+version = "1.0.21"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b8848ee67ecc8aedbaf3e4122217aff892639231befc6a1b58d29fff4c2cabaa"
+
 [[package]]
 name = "zstd"
 version = "0.13.3"
diff --git a/Cargo.toml b/Cargo.toml
index cf95d4c..7320175 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -9,10 +9,10 @@ crate-type = ["cdylib"]
 
 [dependencies]
 pyo3 = "0.27"
-arrow = { version = "57" }
+arrow = { version = "58" }
 once_cell = "1.20"
-# WORKAROUND: moment, timezones, and polars-expr are only needed due to dependency bugs in Polars
+# WORKAROUND: timezones and polars-expr are only needed due to dependency bugs in Polars
 # https://github.com/pola-rs/polars/issues/25492
-polars = { version = "0.52.0", features = ["lazy", "pivot", "csv", "abs", "log", "round_series", "trigonometry", "range", "dtype-i8", "dtype-i16", "dtype-u8", "dtype-u16", "moment", "timezones"] }
-polars-expr = { version = "0.52.0", features = ["dtype-array"] }
-polars-arrow = { version = "0.52.0" }
+polars = { version = "0.53.0", features = ["lazy", "pivot", "csv", "abs", "log", "round_series", "trigonometry", "range", "dtype-i8", "dtype-i16", "dtype-u8", "dtype-u16", "timezones"] }
+polars-expr = { version = "0.53.0", features = ["dtype-array"] }
+polars-arrow = { version = "0.53.0" }
diff --git a/src/concatenate.rs b/src/concatenate.rs
index e84de7f..2a138ae 100644
--- a/src/concatenate.rs
+++ b/src/concatenate.rs
@@ -119,7 +119,7 @@ pub fn concatenate_columns(
     }
 
     // Perform horizontal concatenation
-    let concatenated = concat_df_horizontal(&dfs, false)
+    let concatenated = concat_df_horizontal(&dfs, false, false, false)
         .map_err(|e| PyErr::new::<pyo3::exceptions::PyRuntimeError, _>(e.to_string()))?;
 
     Ok(PyDataFrame {
diff --git a/src/data_frame.rs b/src/data_frame.rs
index 899fe54..53ea8f5 100644
--- a/src/data_frame.rs
+++ b/src/data_frame.rs
@@ -14,7 +14,6 @@ use crate::workarounds::{dummy_column, prepend_dummy_column};
 use crate::{GroupIndexOutOfBoundsError, PyExpression};
 use polars::datatypes::DataType as PolarsDataType;
 use polars::error::PolarsError;
-use polars::lazy::frame::pivot::pivot_stable;
 use polars::prelude::*;
 use polars::series::Series;
 use polars::{frame::UniqueKeepStrategy, prelude::DataFrame as PolarsDataFrame};
@@ -60,14 +59,14 @@ impl PyDataFrame {
         }
 
         Ok(PyDataFrame {
-            polars_data_frame: PolarsDataFrame::new(polars_columns).unwrap(),
+            polars_data_frame: PolarsDataFrame::new(height, polars_columns).unwrap(),
             group_levels: vec![],
         })
     }
 
     fn to_tuple_list(&self) -> PyResult<Vec<(String, PyArray)>> {
         let mut tuple_list = Vec::new();
-        for column in self.polars_data_frame.get_columns() {
+        for column in self.polars_data_frame.columns() {
             if column.name() == DUMMY_NAME {
                 // Skip dummy column
                 continue;
@@ -96,7 +95,7 @@ impl PyDataFrame {
     fn column_names<'py>(&self, py: Python<'py>) -> PyResult<Bound<'py, PyTuple>> {
         let col_names: Vec<&str> = self
             .polars_data_frame
-            .get_columns()
+            .columns()
             .iter()
             // Skip dummy column
             .filter(|s| s.name() != DUMMY_NAME)
@@ -144,7 +143,7 @@ impl PyDataFrame {
         }
 
         let dict = PyDict::new(py);
-        for column in self.polars_data_frame.get_columns() {
+        for column in self.polars_data_frame.columns() {
             if column.name() == DUMMY_NAME {
                 // Skip dummy column
                 continue;
@@ -705,16 +704,31 @@ impl PyDataFrame {
 
         let flattened_groups: Vec<&str> = self.iter_group_names().collect();
 
-        let pivot_df = pivot_stable(
-            &self.polars_data_frame,
-            &[key],
-            Some(flattened_groups),
-            Some(&[value]),
-            false,
-            None,
-            None,
-        )
-        .unwrap();
+        let on_columns = self
+            .polars_data_frame
+            .column(&key)
+            .unwrap()
+            .unique()
+            .unwrap()
+            .sort(Default::default())
+            .unwrap()
+            .into_frame();
+
+        let pivot_df = self
+            .polars_data_frame
+            .clone()
+            .lazy()
+            .pivot(
+                cols([key]),
+                std::sync::Arc::new(on_columns),
+                cols(flattened_groups),
+                cols([value]),
+                element().first(),
+                true,
+                "_".into(),
+            )
+            .collect()
+            .unwrap();
 
         Ok(PyDataFrame {
             polars_data_frame: pivot_df,
@@ -757,7 +771,7 @@ impl PyDataFrame {
             .lazy()
             .unpivot(UnpivotArgsDSL {
                 index: cols(unpivot_columns),
-                on: cols(consumed_column_names),
+                on: Some(cols(consumed_column_names)),
                 variable_name: Some(key.clone().into()),
                 value_name: Some(value.into()),
             })
@@ -797,6 +811,7 @@ impl PyDataFrame {
                     nulls_equal: true,
                     coalesce: JoinCoalesce::CoalesceColumns,
                     maintain_order: MaintainOrderJoin::LeftRight,
+                    build_side: None,
                 },
                 None,
             )
@@ -832,6 +847,7 @@ impl PyDataFrame {
                     nulls_equal: true,
                     coalesce: JoinCoalesce::CoalesceColumns,
                     maintain_order: MaintainOrderJoin::LeftRight,
+                    build_side: None,
                 },
                 None,
             )
@@ -867,6 +883,7 @@ impl PyDataFrame {
                     nulls_equal: true,
                     coalesce: JoinCoalesce::CoalesceColumns,
                     maintain_order: MaintainOrderJoin::LeftRight,
+                    build_side: None,
                 },
                 None,
             )
@@ -957,7 +974,7 @@ impl PyDataFrame {
 
         // Convert to DataFrame
         Ok(PyDataFrame {
-            polars_data_frame: DataFrame::new(columns).unwrap(),
+            polars_data_frame: DataFrame::new(height, columns).unwrap(),
             group_levels: vec![],
         })
     }
@@ -997,7 +1014,7 @@ impl PyDataFrame {
     pub(crate) fn iter_column_names(&self) -> impl Iterator<Item = &str> {
         // Contains dummy column
         self.polars_data_frame
-            .get_columns()
+            .columns()
             .iter()
             .map(|s| s.name().as_str())
     }
@@ -1005,7 +1022,7 @@ impl PyDataFrame {
     pub(crate) fn iter_columns(&self) -> impl Iterator<Item = (&str, PyArray)> {
         // Does not contain dummy column
         self.polars_data_frame
-            .get_columns()
+            .columns()
             .iter()
             .filter(|s| s.name() != DUMMY_NAME)
             .map(|s| {
@@ -1140,7 +1157,7 @@ impl PyDataFrame {
                     .agg([all().as_expr().gather(Expr::Literal(LiteralValue::Series(
                         SpecialEq::new(Series::new("".into(), &indexes)),
                     )))])
-                    .explode(cols(non_group_columns))
+                    .explode(cols(non_group_columns), ExplodeOptions { empty_as_null: false, keep_nulls: false })
                     .sort(["_index"], Default::default())
                     .drop(cols(["_index"]))
                     .collect();
diff --git a/src/workarounds.rs b/src/workarounds.rs
index 7e40fdb..17148f6 100644
--- a/src/workarounds.rs
+++ b/src/workarounds.rs
@@ -14,8 +14,8 @@ pub fn dummy_column(height: usize) -> Column {
 }
 
 pub fn prepend_dummy_column(df: DataFrame) -> DataFrame {
-    DataFrame::new(vec![dummy_column(df.height())])
+    DataFrame::new(df.height(), vec![dummy_column(df.height())])
         .unwrap()
-        .hstack(df.get_columns())
+        .hstack(df.columns())
         .unwrap()
 }