diff --git a/Cargo.lock b/Cargo.lock
index 35e0f64..e96d524 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -179,11 +179,22 @@ checksum = "72b3254f16251a8381aa12e40e3c4d2f0199f8c6508fbecb9d91f575e0fbb8c6"
 
 [[package]]
 name = "bincode"
-version = "1.3.3"
+version = "2.0.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b1f45e9417d87227c7a56d22e471c6206462cba514c7590c09aff4cf6d1ddcad"
+checksum = "36eaf5d7b090263e8150820482d5d93cd964a81e4019913c972f4edcc6edb740"
 dependencies = [
+ "bincode_derive",
  "serde",
+ "unty",
+]
+
+[[package]]
+name = "bincode_derive"
+version = "2.0.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "bf95709a440f45e986983918d0e8a1f30a9b1df04918fc828670606804ac3c09"
+dependencies = [
+ "virtue",
 ]
 
 [[package]]
@@ -208,6 +219,15 @@ dependencies = [
  "constant_time_eq",
 ]
 
+[[package]]
+name = "block-buffer"
+version = "0.10.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3078c7629b62d3f0439517fa394996acacc5cbc91c5a20d8c658e77abd503a71"
+dependencies = [
+ "generic-array",
+]
+
 [[package]]
 name = "boxcar"
 version = "0.2.13"
@@ -321,22 +341,11 @@ dependencies = [
  "phf_codegen",
 ]
 
-[[package]]
-name = "comfy-table"
-version = "7.1.4"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4a65ebfec4fb190b6f90e944a817d60499ee0744e582530e2c9900a22e591d9a"
-dependencies = [
- "crossterm",
- "unicode-segmentation",
- "unicode-width",
-]
-
 [[package]]
 name = "compact_str"
-version = "0.8.0"
+version = "0.9.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6050c3a16ddab2e412160b31f2c871015704239bca62f72f6e5f0be631d3f644"
+checksum = "3fdb1325a1cece981e8a296ab8f0f9b63ae357bd0784a9faaf548cc7b480707a"
 dependencies = [
  "castaway",
  "cfg-if",
@@ -378,6 +387,15 @@ version = "0.8.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "773648b94d0e5d620f64f280777445740e61fe701025087ec8b57f45c791888b"
 
+[[package]]
+name = "cpufeatures"
+version = "0.2.17"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "59ed5838eebb26a2bb2e58f6d5b5316989ae9d08bab10e0e6d103e656d1b0280"
+dependencies = [
+ "libc",
+]
+
 [[package]]
 name = "crc32fast"
 version = "1.5.0"
@@ -431,33 +449,21 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "22ec99545bb0ed0ea7bb9b8e1e9122ea386ff8a48c0922e43f36d45ab09e0e80"
 
 [[package]]
-name = "crossterm"
-version = "0.28.1"
+name = "crunchy"
+version = "0.2.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "829d955a0bb380ef178a640b91779e3987da38c9aea133b20614cfed8cdea9c6"
-dependencies = [
- "bitflags",
- "crossterm_winapi",
- "parking_lot",
- "rustix 0.38.44",
- "winapi",
-]
+checksum = "7a81dae078cea95a014a339291cec439d2f232ebe854a9d672b796c6afafa9b7"
 
 [[package]]
-name = "crossterm_winapi"
-version = "0.9.1"
+name = "crypto-common"
+version = "0.1.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "acdd7c62a3665c7f6830a51635d9ac9b23ed385797f70a83bb8bafe9c572ab2b"
+checksum = "1bfb12502f3fc46cca1bb51ac28df9d618d813cdc3d2f25b9fe775a34af26bb3"
 dependencies = [
- "winapi",
+ "generic-array",
+ "typenum",
 ]
 
-[[package]]
-name = "crunchy"
-version = "0.2.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7a81dae078cea95a014a339291cec439d2f232ebe854a9d672b796c6afafa9b7"
-
 [[package]]
 name = "csv"
 version = "1.3.0"
@@ -479,6 +485,16 @@ dependencies = [
  "memchr",
 ]
 
+[[package]]
+name = "digest"
+version = "0.10.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9ed9a281f7bc9b7576e61468ba615a66a5c8cfdff42420a70aa82701a3b1e292"
+dependencies = [
+ "block-buffer",
+ "crypto-common",
+]
+
 [[package]]
 name = "displaydoc"
 version = "0.2.5"
@@ -513,6 +529,9 @@ name = "either"
 version = "1.15.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "48c757948c5ede0e46177b7add2e67155f70e33c07fea8284df6576da70b3719"
+dependencies = [
+ "serde",
+]
 
 [[package]]
 name = "elapsed"
@@ -533,7 +552,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "33d852cb9b869c2a9b3df2f71a3074817f01e1844f839a144f5fcef059a4eb5d"
 dependencies = [
  "libc",
- "windows-sys 0.52.0",
+ "windows-sys 0.59.0",
 ]
 
 [[package]]
@@ -634,7 +653,7 @@ version = "0.13.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "8640e34b88f7652208ce9e88b1a37a2ae95227d84abec377ccd3c5cfeb141ed4"
 dependencies = [
- "rustix 1.0.8",
+ "rustix",
  "windows-sys 0.59.0",
 ]
 
@@ -740,6 +759,16 @@ dependencies = [
  "windows",
 ]
 
+[[package]]
+name = "generic-array"
+version = "0.14.9"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4bb6743198531e02858aeaea5398fcc883e71851fcbcb5a2f773e2fb6cb1edf2"
+dependencies = [
+ "typenum",
+ "version_check",
+]
+
 [[package]]
 name = "getrandom"
 version = "0.2.15"
@@ -810,11 +839,11 @@ dependencies = [
 
 [[package]]
 name = "halfbrown"
-version = "0.2.5"
+version = "0.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8588661a8607108a5ca69cab034063441a0413a0b041c13618a7dd348021ef6f"
+checksum = "aa2c385c6df70fd180bbb673d93039dbd2cd34e41d782600bdf6e1ca7bce39aa"
 dependencies = [
- "hashbrown 0.14.5",
+ "hashbrown 0.15.4",
  "serde",
 ]
 
@@ -823,12 +852,6 @@ name = "hashbrown"
 version = "0.14.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "e5274423e17b7c9fc20b6e7e208532f9b19825d82dfd615708b70edd83df41f1"
-dependencies = [
- "ahash",
- "allocator-api2",
- "rayon",
- "serde",
-]
 
 [[package]]
 name = "hashbrown"
@@ -1232,12 +1255,6 @@ version = "0.2.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "4ec2a862134d2a7d32d7983ddcdd1c4923530833c9f2ea1a44fc5fa473989058"
 
-[[package]]
-name = "linux-raw-sys"
-version = "0.4.15"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d26c52dbd32dccf2d10cac7725f8eae5296885fb5703b261f7d0a0739ec807ab"
-
 [[package]]
 name = "linux-raw-sys"
 version = "0.9.4"
@@ -1330,6 +1347,7 @@ dependencies = [
  "polars",
  "polars-arrow",
  "polars-core",
+ "polars-mem-engine",
  "polars-sql",
  "pyo3",
  "pyo3-polars",
@@ -1452,9 +1470,9 @@ dependencies = [
 
 [[package]]
 name = "once_cell"
-version = "1.19.0"
+version = "1.21.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3fdb12b2476b595f9358c5161aa467c2438859caa136dec86c26fdd2efe17b92"
+checksum = "42f5e15c9953c5e4ccceeb2e7382a716482c34515315f7b03532b8b4e8393d2d"
 
 [[package]]
 name = "openssl-probe"
@@ -1595,30 +1613,29 @@ dependencies = [
 
 [[package]]
 name = "polars"
-version = "0.49.1"
+version = "0.51.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "443824f43bca39b178353d6c09e4b44e115b21f107a5654d5f980d20b432a303"
+checksum = "a5f7feb5d56b954e691dff22a8b2d78d77433dcc93c35fe21c3777fdc121b697"
 dependencies = [
  "getrandom 0.2.15",
+ "getrandom 0.3.3",
  "polars-arrow",
  "polars-core",
  "polars-error",
  "polars-io",
  "polars-lazy",
  "polars-ops",
- "polars-parquet",
  "polars-plan",
  "polars-sql",
- "polars-time",
  "polars-utils",
  "version_check",
 ]
 
 [[package]]
 name = "polars-arrow"
-version = "0.49.1"
+version = "0.51.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "809c5340e9e6c16eee5a07585161bae99f903f53af7402075efec23ee75fce5b"
+checksum = "32b4fed2343961b3eea3db2cee165540c3e1ad9d5782350cc55a9e76cf440148"
 dependencies = [
  "atoi_simd",
  "bitflags",
@@ -1629,6 +1646,7 @@ dependencies = [
  "either",
  "ethnum",
  "getrandom 0.2.15",
+ "getrandom 0.3.3",
  "hashbrown 0.15.4",
  "itoa",
  "lz4",
@@ -1657,9 +1675,9 @@ dependencies = [
 
 [[package]]
 name = "polars-compute"
-version = "0.49.1"
+version = "0.51.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8b8802ff2cccea01a845ea8267a7600e495747ed109035bb5020c33eb8717ff4"
+checksum = "138785beda4e4a90a025219f09d0d15a671b2be9091513ede58e05db6ad4413f"
 dependencies = [
  "atoi_simd",
  "bytemuck",
@@ -1672,7 +1690,7 @@ dependencies = [
  "polars-arrow",
  "polars-error",
  "polars-utils",
- "rand 0.8.5",
+ "rand 0.9.2",
  "ryu",
  "serde",
  "skiplist",
@@ -1683,29 +1701,28 @@ dependencies = [
 
 [[package]]
 name = "polars-core"
-version = "0.49.1"
+version = "0.51.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3fc3c99d7000be1be11665e1e260b93dc3b927342b9da3b53d9a1ac264e4343d"
+checksum = "e77b1f08ef6dbb032bb1d0d3365464be950df9905f6827a95b24c4ca5518901d"
 dependencies = [
  "bitflags",
  "boxcar",
  "bytemuck",
  "chrono",
  "chrono-tz",
- "comfy-table",
  "either",
- "hashbrown 0.14.5",
  "hashbrown 0.15.4",
  "indexmap",
  "itoa",
  "num-traits",
  "polars-arrow",
  "polars-compute",
+ "polars-dtype",
  "polars-error",
  "polars-row",
  "polars-schema",
  "polars-utils",
- "rand 0.8.5",
+ "rand 0.9.2",
  "rand_distr",
  "rayon",
  "regex",
@@ -1717,15 +1734,31 @@ dependencies = [
  "xxhash-rust",
 ]
 
+[[package]]
+name = "polars-dtype"
+version = "0.51.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "89c43d0ea57168be4546c4d8064479ed8b29a9c79c31a0c7c367ee734b9b7158"
+dependencies = [
+ "boxcar",
+ "hashbrown 0.15.4",
+ "polars-arrow",
+ "polars-error",
+ "polars-utils",
+ "serde",
+ "uuid",
+]
+
 [[package]]
 name = "polars-error"
-version = "0.49.1"
+version = "0.51.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1397c17712e61a55fdd45c033a69f0451fde2973ff2609c22e363e21d68f11ef"
+checksum = "b9cb5d98f59f8b94673ee391840440ad9f0d2170afced95fc98aa86f895563c0"
 dependencies = [
  "object_store",
  "parking_lot",
  "polars-arrow-format",
+ "pyo3",
  "regex",
  "signal-hook",
  "simdutf8",
@@ -1733,9 +1766,9 @@ dependencies = [
 
 [[package]]
 name = "polars-expr"
-version = "0.49.1"
+version = "0.51.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "33d3aa6722c9a3e0b721ec2bcdc4affd9e50e4cb606cd81bb94535a9a5a6ade9"
+checksum = "343931b818cf136349135ba11dbc18c27683b52c3477b1ba8ca606cf5ab1965c"
 dependencies = [
  "bitflags",
  "hashbrown 0.15.4",
@@ -1749,16 +1782,16 @@ dependencies = [
  "polars-row",
  "polars-time",
  "polars-utils",
- "rand 0.8.5",
+ "rand 0.9.2",
  "rayon",
  "recursive",
 ]
 
 [[package]]
 name = "polars-ffi"
-version = "0.49.1"
+version = "0.51.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9efedbe3532eaf55459872c29c5c71adfb1a51356f6f6f9c6d29399985f38b61"
+checksum = "36290608e6afed321123e85881116232c29b53e85d73c09448cf5e0fd74c1566"
 dependencies = [
  "polars-arrow",
  "polars-core",
@@ -1766,15 +1799,14 @@ dependencies = [
 
 [[package]]
 name = "polars-io"
-version = "0.49.1"
+version = "0.51.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1a632d442a99821250a8fa66f7d488bf5ee98e5f515e65256b12956cb81fc110"
+checksum = "10388c64b8155122488229a881d1c6f4fdc393bc988e764ab51b182fcb2307e4"
 dependencies = [
  "async-trait",
  "atoi_simd",
  "blake3",
  "bytes",
- "chrono",
  "fast-float2",
  "fs4",
  "futures",
@@ -1793,8 +1825,8 @@ dependencies = [
  "polars-json",
  "polars-parquet",
  "polars-schema",
- "polars-time",
  "polars-utils",
+ "pyo3",
  "rayon",
  "regex",
  "reqwest",
@@ -1809,9 +1841,9 @@ dependencies = [
 
 [[package]]
 name = "polars-json"
-version = "0.49.1"
+version = "0.51.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cd891735404ebb9d6ace066cfb4b8f6edb321bc841d354a0d917a3a1f2d1ca5b"
+checksum = "b26d1a04292a82183c8eba94fdf1584f200bfac5ac2f4a6c5652c8c8ed3bb41c"
 dependencies = [
  "chrono",
  "fallible-streaming-iterator",
@@ -1830,9 +1862,9 @@ dependencies = [
 
 [[package]]
 name = "polars-lazy"
-version = "0.49.1"
+version = "0.51.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f4ed0c87bdc8820447a38ae8efdb5a51a5a93e8bd528cffb05d05cf1145e4161"
+checksum = "0fb6e2c6c2fa4ea0c660df1c06cf56960c81e7c2683877995bae3d4e3d408147"
 dependencies = [
  "bitflags",
  "chrono",
@@ -1855,9 +1887,9 @@ dependencies = [
 
 [[package]]
 name = "polars-mem-engine"
-version = "0.49.1"
+version = "0.51.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "675294ddf9174029e48caa4e59b0665ea64bfb784a366b197690895a6ed65c68"
+checksum = "20a856e98e253587c28d8132a5e7e5a75cb2c44731ca090f1481d45f1d123771"
 dependencies = [
  "memmap2",
  "polars-arrow",
@@ -1869,15 +1901,16 @@ dependencies = [
  "polars-plan",
  "polars-time",
  "polars-utils",
+ "pyo3",
  "rayon",
  "recursive",
 ]
 
 [[package]]
 name = "polars-ops"
-version = "0.49.1"
+version = "0.51.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1eb4db68956f857c52eeda072d87644a7b42eac41d55073af94dfac8441af6cf"
+checksum = "acf6062173fdc9ba05775548beb66e76643a148d9aeadc9984ed712bc4babd76"
 dependencies = [
  "argminmax",
  "base64",
@@ -1900,6 +1933,7 @@ dependencies = [
  "rayon",
  "regex",
  "regex-syntax",
+ "serde",
  "strum_macros",
  "unicode-normalization",
  "unicode-reverse",
@@ -1908,9 +1942,9 @@ dependencies = [
 
 [[package]]
 name = "polars-parquet"
-version = "0.49.1"
+version = "0.51.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7c849c10edd9511ccd4ec4130e283ee3a8b3bb48a7d74ac6354c1c20add81065"
+checksum = "cc1d769180dec070df0dc4b89299b364bf2cfe32b218ecc4ddd8f1a49ae60669"
 dependencies = [
  "async-stream",
  "base64",
@@ -1941,9 +1975,9 @@ dependencies = [
 
 [[package]]
 name = "polars-plan"
-version = "0.49.1"
+version = "0.51.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "71fb4412c42bf637c2c02a617381c682ed425d9c8e4bd1fcb85cf352ed2a67c6"
+checksum = "1cd3a2e33ae4484fe407ab2d2ba5684f0889d1ccf3ad6b844103c03638e6d0a0"
 dependencies = [
  "bitflags",
  "bytemuck",
@@ -1958,36 +1992,42 @@ dependencies = [
  "polars-arrow",
  "polars-compute",
  "polars-core",
+ "polars-error",
+ "polars-ffi",
  "polars-io",
  "polars-ops",
  "polars-time",
  "polars-utils",
+ "pyo3",
  "rayon",
  "recursive",
  "regex",
+ "serde",
+ "sha2",
  "strum_macros",
  "version_check",
 ]
 
 [[package]]
 name = "polars-row"
-version = "0.49.1"
+version = "0.51.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "08fb77ac1d37340d9cfe57cf58000cf3d9cce429e10d25066952c6145c684cc0"
+checksum = "18734f17e0e348724df3ae65f3ee744c681117c04b041cac969dfceb05edabc0"
 dependencies = [
  "bitflags",
  "bytemuck",
  "polars-arrow",
  "polars-compute",
+ "polars-dtype",
  "polars-error",
  "polars-utils",
 ]
 
 [[package]]
 name = "polars-schema"
-version = "0.49.1"
+version = "0.51.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ada7c7e2fbbeffbdd67628cd8a89f02b0a8d21c71d34e297e2463a7c17575203"
+checksum = "8e6c1ab13e04d5167661a9854ed1ea0482b2ed9b8a0f1118dabed7cd994a85e3"
 dependencies = [
  "indexmap",
  "polars-error",
@@ -1998,9 +2038,9 @@ dependencies = [
 
 [[package]]
 name = "polars-sql"
-version = "0.49.1"
+version = "0.51.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4a8e512b1f05ffda9963fe8f6a7c62dcba86be85218bc033ecdad2802cc1b1a0"
+checksum = "c4e7766da02cc1d464994404d3e88a7a0ccd4933df3627c325480fbd9bbc0a11"
 dependencies = [
  "bitflags",
  "hex",
@@ -2011,7 +2051,7 @@ dependencies = [
  "polars-plan",
  "polars-time",
  "polars-utils",
- "rand 0.8.5",
+ "rand 0.9.2",
  "regex",
  "serde",
  "sqlparser",
@@ -2019,9 +2059,9 @@ dependencies = [
 
 [[package]]
 name = "polars-stream"
-version = "0.49.1"
+version = "0.51.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5b0a02d8050acd9b64ed7e36c5bc96f6d4f46a940220f9c0e34c96b51f830f8c"
+checksum = "31f6c6ca1ea01f9dea424d167e4f33f5ec44cd67fbfac9efd40575ed20521f14"
 dependencies = [
  "async-channel",
  "async-trait",
@@ -2046,19 +2086,20 @@ dependencies = [
  "polars-parquet",
  "polars-plan",
  "polars-utils",
- "rand 0.8.5",
+ "rand 0.9.2",
  "rayon",
  "recursive",
  "slotmap",
  "tokio",
+ "tokio-util",
  "version_check",
 ]
 
 [[package]]
 name = "polars-time"
-version = "0.49.1"
+version = "0.51.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "72e84a30110880ffede8d93c085fc429ab1b8bf1acf3d6d489143dd34be374c4"
+checksum = "f6a3a6e279a7a984a0b83715660f9e880590c6129ec2104396bfa710bcd76dee"
 dependencies = [
  "atoi_simd",
  "bytemuck",
@@ -2074,19 +2115,21 @@ dependencies = [
  "polars-utils",
  "rayon",
  "regex",
+ "serde",
  "strum_macros",
 ]
 
 [[package]]
 name = "polars-utils"
-version = "0.49.1"
+version = "0.51.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a05e033960552c47fc35afe14d5af5b29696acc97ae5d3c585ebc33c246cc15f"
+checksum = "57b267021b0e5422d7fbc70fd79e51b9f9a8466c585779373a18b0199e973f29"
 dependencies = [
  "bincode",
  "bytemuck",
  "bytes",
  "compact_str",
+ "either",
  "flate2",
  "foldhash",
  "hashbrown 0.15.4",
@@ -2095,15 +2138,18 @@ dependencies = [
  "memmap2",
  "num-traits",
  "polars-error",
- "rand 0.8.5",
+ "pyo3",
+ "rand 0.9.2",
  "raw-cpuid",
  "rayon",
  "regex",
  "rmp-serde",
  "serde",
  "serde_json",
+ "serde_stacker",
  "slotmap",
  "stacker",
+ "uuid",
  "version_check",
 ]
 
@@ -2213,15 +2259,16 @@ dependencies = [
 
 [[package]]
 name = "pyo3-polars"
-version = "0.22.0"
+version = "0.24.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "780638e429de4b5c2b336c3f2527440a55be1b7e8627579f6e98f8e189192c7b"
+checksum = "64e7954e98cb5af21afca4b68c73d2e00035b07b06dc2cab9355e99d03d09557"
 dependencies = [
  "libc",
  "once_cell",
  "polars",
  "polars-arrow",
  "polars-core",
+ "polars-error",
  "polars-ffi",
  "polars-plan",
  "pyo3",
@@ -2233,9 +2280,9 @@ dependencies = [
 
 [[package]]
 name = "pyo3-polars-derive"
-version = "0.16.0"
+version = "0.18.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ca49b9a695e1e7b1a7c5a7a63846d073a19019c9f9ac54a7d75a8d0c1fe0f4d4"
+checksum = "8c305996f785e1861eeae4c67e5f623437bb51e1434279d4a99227033ebf9ade"
 dependencies = [
  "polars-arrow",
  "polars-core",
@@ -2308,7 +2355,7 @@ dependencies = [
  "once_cell",
  "socket2",
  "tracing",
- "windows-sys 0.52.0",
+ "windows-sys 0.59.0",
 ]
 
 [[package]]
@@ -2332,8 +2379,6 @@ version = "0.8.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "34af8d1a0e25924bc5b7c43c079c942339d8f0a8b57c39049bef581b46327404"
 dependencies = [
- "libc",
- "rand_chacha 0.3.1",
  "rand_core 0.6.4",
 ]
 
@@ -2343,20 +2388,10 @@ version = "0.9.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "6db2770f06117d490610c7488547d543617b21bfa07796d7a12f6f1bd53850d1"
 dependencies = [
- "rand_chacha 0.9.0",
+ "rand_chacha",
  "rand_core 0.9.3",
 ]
 
-[[package]]
-name = "rand_chacha"
-version = "0.3.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e6c10a63a0fa32252be49d21e7709d4d4baf8d231c2dbce1eaa8141b9b127d88"
-dependencies = [
- "ppv-lite86",
- "rand_core 0.6.4",
-]
-
 [[package]]
 name = "rand_chacha"
 version = "0.9.0"
@@ -2372,9 +2407,6 @@ name = "rand_core"
 version = "0.6.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ec0be4795e2f6a28069bec0b5ff3e2ac9bafc99e6a9a7dc3547996c5c816922c"
-dependencies = [
- "getrandom 0.2.15",
-]
 
 [[package]]
 name = "rand_core"
@@ -2387,12 +2419,12 @@ dependencies = [
 
 [[package]]
 name = "rand_distr"
-version = "0.4.3"
+version = "0.5.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "32cb0b9bc82b0a0876c2dd994a7e7a2683d3e7390ca40e6886785ef0c7e3ee31"
+checksum = "6a8615d50dcf34fa31f7ab52692afec947c4dd0ab803cc87cb3b0b4570ff7463"
 dependencies = [
  "num-traits",
- "rand 0.8.5",
+ "rand 0.9.2",
 ]
 
 [[package]]
@@ -2608,19 +2640,6 @@ version = "2.1.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "357703d41365b4b27c590e3ed91eabb1b663f07c4c084095e60cbed4362dff0d"
 
-[[package]]
-name = "rustix"
-version = "0.38.44"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fdb5bc1ae2baa591800df16c9ca78619bf65c0488b41b96ccec5d11220d8c154"
-dependencies = [
- "bitflags",
- "errno",
- "libc",
- "linux-raw-sys 0.4.15",
- "windows-sys 0.52.0",
-]
-
 [[package]]
 name = "rustix"
 version = "1.0.8"
@@ -2630,8 +2649,8 @@ dependencies = [
  "bitflags",
  "errno",
  "libc",
- "linux-raw-sys 0.9.4",
- "windows-sys 0.52.0",
+ "linux-raw-sys",
+ "windows-sys 0.59.0",
 ]
 
 [[package]]
@@ -2751,10 +2770,11 @@ dependencies = [
 
 [[package]]
 name = "serde"
-version = "1.0.207"
+version = "1.0.228"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5665e14a49a4ea1b91029ba7d3bca9f299e1f7cfa194388ccc20f14743e784f2"
+checksum = "9a8e94ea7f378bd32cbbd37198a4a91436180c5bb472411e48b5ec2e2124ae9e"
 dependencies = [
+ "serde_core",
  "serde_derive",
 ]
 
@@ -2771,11 +2791,20 @@ dependencies = [
  "serde",
 ]
 
+[[package]]
+name = "serde_core"
+version = "1.0.228"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "41d385c7d4ca58e59fc732af25c3983b67ac852c1a25000afe1175de458b67ad"
+dependencies = [
+ "serde_derive",
+]
+
 [[package]]
 name = "serde_derive"
-version = "1.0.207"
+version = "1.0.228"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6aea2634c86b0e8ef2cfdc0c340baede54ec27b1e46febd7f80dffb2aa44a00e"
+checksum = "d540f220d3187173da220f885ab66608367b6574e925011a9353e4badda91d79"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -2794,6 +2823,17 @@ dependencies = [
  "serde",
 ]
 
+[[package]]
+name = "serde_stacker"
+version = "0.1.14"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d4936375d50c4be7eff22293a9344f8e46f323ed2b3c243e52f89138d9bb0f4a"
+dependencies = [
+ "serde",
+ "serde_core",
+ "stacker",
+]
+
 [[package]]
 name = "serde_urlencoded"
 version = "0.7.1"
@@ -2806,6 +2846,17 @@ dependencies = [
  "serde",
 ]
 
+[[package]]
+name = "sha2"
+version = "0.10.9"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a7507d819769d01a365ab707794a4084392c824f54a7a6a7862f8c3d0892b283"
+dependencies = [
+ "cfg-if",
+ "cpufeatures",
+ "digest",
+]
+
 [[package]]
 name = "sharded-slab"
 version = "0.1.7"
@@ -2842,12 +2893,12 @@ dependencies = [
 
 [[package]]
 name = "simd-json"
-version = "0.14.3"
+version = "0.15.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "aa2bcf6c6e164e81bc7a5d49fc6988b3d515d9e8c07457d7b74ffb9324b9cd40"
+checksum = "c962f626b54771990066e5435ec8331d1462576cd2d1e62f24076ae014f92112"
 dependencies = [
  "ahash",
- "getrandom 0.2.15",
+ "getrandom 0.3.3",
  "halfbrown",
  "once_cell",
  "ref-cast",
@@ -2871,11 +2922,12 @@ checksum = "38b58827f4464d87d377d175e90bf58eb00fd8716ff0a62f80356b5e61555d0d"
 
 [[package]]
 name = "skiplist"
-version = "0.5.1"
+version = "0.6.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0eec25f46463fcdc5e02f388c2780b1b58e01be81a8378e62ec60931beccc3f6"
+checksum = "f354fd282d3177c2951004953e2fdc4cb342fa159bbee8b829852b6a081c8ea1"
 dependencies = [
- "rand 0.8.5",
+ "rand 0.9.2",
+ "thiserror 2.0.3",
 ]
 
 [[package]]
@@ -2975,14 +3027,13 @@ checksum = "fe895eb47f22e2ddd4dabc02bce419d2e643c8e3b585c78158b349195bc24d82"
 
 [[package]]
 name = "strum_macros"
-version = "0.26.4"
+version = "0.27.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4c6bee85a5a24955dc440386795aa378cd9cf82acd5f764469152d2270e581be"
+checksum = "7695ce3845ea4b33927c055a39dc438a45b059f7c1b3d91d38d10355fb8cbca7"
 dependencies = [
  "heck",
  "proc-macro2",
  "quote",
- "rustversion",
  "syn",
 ]
 
@@ -3152,6 +3203,8 @@ dependencies = [
  "bytes",
  "futures-core",
  "futures-sink",
+ "futures-util",
+ "hashbrown 0.14.5",
  "pin-project-lite",
  "tokio",
 ]
@@ -3288,12 +3341,6 @@ version = "1.11.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d4c87d22b6e3f4a18d4d40ef354e97c90fcb14dd91d7dc0aa9d8a1172ebf7202"
 
-[[package]]
-name = "unicode-width"
-version = "0.2.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1fc81956842c57dac11422a97c3b8195a1ff727f06e85c84ed2e8aa277c9a0fd"
-
 [[package]]
 name = "unindent"
 version = "0.2.3"
@@ -3306,6 +3353,12 @@ version = "0.9.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "8ecb6da28b8a351d773b68d5825ac39017e680750f980f3a1a85cd8dd28a47c1"
 
+[[package]]
+name = "unty"
+version = "0.0.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6d49784317cd0d1ee7ec5c716dd598ec5b4483ea832a2dced265471cc0f690ae"
+
 [[package]]
 name = "url"
 version = "2.5.4"
@@ -3331,6 +3384,7 @@ checksum = "3cf4199d1e5d15ddd86a694e4d0dffa9c323ce759fea589f00fef9d81cc1931d"
 dependencies = [
  "getrandom 0.3.3",
  "js-sys",
+ "serde",
  "wasm-bindgen",
 ]
 
@@ -3342,9 +3396,9 @@ checksum = "830b7e5d4d90034032940e4ace0d9a9a057e7a45cd94e6c007832e39edb82f6d"
 
 [[package]]
 name = "value-trait"
-version = "0.10.1"
+version = "0.11.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9170e001f458781e92711d2ad666110f153e4e50bfd5cbd02db6547625714187"
+checksum = "0508fce11ad19e0aab49ce20b6bec7f8f82902ded31df1c9fc61b90f0eb396b8"
 dependencies = [
  "float-cmp",
  "halfbrown",
@@ -3358,6 +3412,12 @@ version = "0.9.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "0b928f33d975fc6ad9f86c8f283853ad26bdd5b10b7f1542aa2fa15e2289105a"
 
+[[package]]
+name = "virtue"
+version = "0.0.18"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "051eb1abcf10076295e815102942cc58f9d5e3b4560e46e53c21e8ff6f3af7b1"
+
 [[package]]
 name = "walkdir"
 version = "2.5.0"
@@ -3518,7 +3578,7 @@ version = "0.1.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "cf221c93e13a30d793f7645a0e7762c55d169dbb0a49671918a2319d289b10bb"
 dependencies = [
- "windows-sys 0.52.0",
+ "windows-sys 0.59.0",
 ]
 
 [[package]]
diff --git a/Cargo.toml b/Cargo.toml
index e43b17f..a635052 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -13,12 +13,13 @@ crate-type= ["cdylib"]
 
 [dependencies]
 pyo3 = { version = "0.25", features = ["extension-module", "abi3-py38"] }
-pyo3-polars = { version = "0.22", features = ["derive", "dtype-struct", "dtype-decimal", "dtype-array"] }
+pyo3-polars = { version = "0.24", features = ["derive", "dtype-struct", "dtype-decimal", "dtype-array"] }
 serde = { version = "1", features = ["derive"] }
-polars = { version = "0.49.1", features = ["dtype-struct"], default-features = false }
-polars-arrow = { version = "0.49.1", default-features = false }
-polars-core = { version = "0.49.1", features = ["dtype-array"], default-features = false }
-polars-sql = { version = "0.49.1", default-features = false }
+polars = { version = "0.51.0", features = ["dtype-struct"], default-features = false }
+polars-arrow = { version = "0.51.0", default-features = false }
+polars-mem-engine = { version = "0.51.0", features = ["python"]}
+polars-core = { version = "0.51.0", features = ["dtype-array"], default-features = false }
+polars-sql = { version = "0.51.0", default-features = false }
 reverse_geocoder = "4.1.1"
 num-traits = "0.2.19"
 # rust-stemmers = "1.2.0"
diff --git a/docs/struct.md b/docs/struct.md
index c9498ef..b015bf8 100644
--- a/docs/struct.md
+++ b/docs/struct.md
@@ -7,8 +7,8 @@
 For this chapter, we need to start by activating the necessary feature - in `Cargo.toml`, please make this change:
 
 ```diff
--polars = { version = "0.49.1", default-features = false }
-+polars = { version = "0.49.1", features=["dtype-struct"], default-features = false }
+-polars = { version = "0.51.0", default-features = false }
++polars = { version = "0.51.0", features=["dtype-struct"], default-features = false }
 ```
 
 ---