diff --git a/Cargo.lock b/Cargo.lock
index 2dc2a46e..d984d697 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -166,16 +166,6 @@ version = "0.7.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "96d30a06541fbafbc7f82ed10c06164cfbd2c401138f6addd8404629c4b16711"
 
-[[package]]
-name = "arrow-format"
-version = "0.8.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "07884ea216994cdc32a2d5f8274a8bee979cfe90274b83f86f440866ee3132c7"
-dependencies = [
- "planus",
- "serde",
-]
-
 [[package]]
 name = "ascii-canvas"
 version = "3.0.0"
@@ -516,6 +506,28 @@ dependencies = [
  "windows-targets 0.52.5",
 ]
 
+[[package]]
+name = "chrono-tz"
+version = "0.8.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d59ae0466b83e838b81a54256c39d5d7c20b9d7daa10510a242d9b75abd5936e"
+dependencies = [
+ "chrono",
+ "chrono-tz-build",
+ "phf",
+]
+
+[[package]]
+name = "chrono-tz-build"
+version = "0.2.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "433e39f13c9a060046954e0592a8d0a4bcb1040125cbf91cb8ee58964cfb350f"
+dependencies = [
+ "parse-zoneinfo",
+ "phf",
+ "phf_codegen",
+]
+
 [[package]]
 name = "cipher"
 version = "0.4.4"
@@ -1157,7 +1169,7 @@ dependencies = [
  "sha2",
  "sha3",
  "thiserror",
- "uuid",
+ "uuid 0.8.2",
 ]
 
 [[package]]
@@ -2086,6 +2098,12 @@ version = "1.0.11"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "49f1f14873335454500d59611f1cf4a4b0f786f9ac11f4312a78e4cf2566695b"
 
+[[package]]
+name = "itoap"
+version = "1.0.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9028f49264629065d057f340a86acb84867925865f73bbf8d47b4d149a7e88b8"
+
 [[package]]
 name = "jobserver"
 version = "0.1.30"
@@ -2104,6 +2122,17 @@ dependencies = [
  "wasm-bindgen",
 ]
 
+[[package]]
+name = "jsonpath_lib_polars_vendor"
+version = "0.0.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f4bd9354947622f7471ff713eacaabdb683ccb13bba4edccaab9860abf480b7d"
+dependencies = [
+ "log",
+ "serde",
+ "serde_json",
+]
+
 [[package]]
 name = "jsonwebtoken"
 version = "8.3.0"
@@ -2628,6 +2657,15 @@ dependencies = [
  "futures",
 ]
 
+[[package]]
+name = "parse-zoneinfo"
+version = "0.3.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1f2a05b18d44e2957b88f96ba460715e295bc1d7510468a2f3d3b44535d26c24"
+dependencies = [
+ "regex",
+]
+
 [[package]]
 name = "password-hash"
 version = "0.4.2"
@@ -2712,6 +2750,16 @@ dependencies = [
  "phf_shared 0.11.2",
 ]
 
+[[package]]
+name = "phf_codegen"
+version = "0.11.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e8d39688d359e6b34654d328e262234662d16cc0f60ec8dcbe5e718709342a5a"
+dependencies = [
+ "phf_generator",
+ "phf_shared 0.11.2",
+]
+
 [[package]]
 name = "phf_generator"
 version = "0.11.2"
@@ -2812,31 +2860,36 @@ dependencies = [
 
 [[package]]
 name = "polars"
-version = "0.36.2"
+version = "0.38.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "938048fcda6a8e2ace6eb168bee1b415a92423ce51e418b853bf08fc40349b6b"
+checksum = "f01006048a264047d6cba081fed8e11adbd69c15956f9e53185a9ac4a541853c"
 dependencies = [
  "getrandom",
+ "polars-arrow",
  "polars-core",
+ "polars-error",
  "polars-io",
  "polars-lazy",
  "polars-ops",
+ "polars-parquet",
  "polars-sql",
  "polars-time",
+ "polars-utils",
  "version_check",
 ]
 
 [[package]]
 name = "polars-arrow"
-version = "0.36.2"
+version = "0.38.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ce68a02f698ff7787c261aea1b4c040a8fe183a8fb200e2436d7f35d95a1b86f"
+checksum = "25197f40d71f82b2f79bb394f03e555d3cc1ce4db1dd052c28318721c71e96ad"
 dependencies = [
  "ahash",
- "arrow-format",
+ "atoi",
  "atoi_simd",
  "bytemuck",
  "chrono",
+ "chrono-tz",
  "dyn-clone",
  "either",
  "ethnum",
@@ -2846,9 +2899,11 @@ dependencies = [
  "getrandom",
  "hashbrown",
  "itoa",
+ "itoap",
  "lz4",
  "multiversion",
  "num-traits",
+ "polars-arrow-format",
  "polars-error",
  "polars-utils",
  "ryu",
@@ -2859,29 +2914,43 @@ dependencies = [
  "zstd 0.13.1",
 ]
 
+[[package]]
+name = "polars-arrow-format"
+version = "0.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "19b0ef2474af9396b19025b189d96e992311e6a47f90c53cd998b36c4c64b84c"
+dependencies = [
+ "planus",
+ "serde",
+]
+
 [[package]]
 name = "polars-compute"
-version = "0.36.2"
+version = "0.38.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b14fbc5f141b29b656a4cec4802632e5bff10bf801c6809c6bbfbd4078a044dd"
+checksum = "c354515f73cdbbad03c2bf723fcd68e6825943b3ec503055abc8a8cb08ce46bb"
 dependencies = [
  "bytemuck",
+ "either",
  "num-traits",
  "polars-arrow",
+ "polars-error",
  "polars-utils",
+ "strength_reduce",
  "version_check",
 ]
 
 [[package]]
 name = "polars-core"
-version = "0.36.2"
+version = "0.38.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d0f5efe734b6cbe5f97ea769be8360df5324fade396f1f3f5ad7fe9360ca4a23"
+checksum = "6f20d3c227186f74aa3c228c64ef72f5a15617322fed30b4323eaf53b25f8e7b"
 dependencies = [
  "ahash",
  "bitflags 2.5.0",
  "bytemuck",
  "chrono",
+ "chrono-tz",
  "comfy-table",
  "either",
  "hashbrown",
@@ -2905,11 +2974,11 @@ dependencies = [
 
 [[package]]
 name = "polars-error"
-version = "0.36.2"
+version = "0.38.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6396de788f99ebfc9968e7b6f523e23000506cde4ba6dfc62ae4ce949002a886"
+checksum = "d66dd0ce51f8bd620eb8bd376502fe68a2b1a446d5433ecd2e75270b0755ce76"
 dependencies = [
- "arrow-format",
+ "polars-arrow-format",
  "regex",
  "simdutf8",
  "thiserror",
@@ -2917,9 +2986,9 @@ dependencies = [
 
 [[package]]
 name = "polars-io"
-version = "0.36.2"
+version = "0.38.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7d0458efe8946f4718fd352f230c0db5a37926bd0d2bd25af79dc24746abaaea"
+checksum = "b40bef2edcdc58394792c4d779465144283a09ff1836324e7b72df7978a6e992"
 dependencies = [
  "ahash",
  "async-trait",
@@ -2955,9 +3024,9 @@ dependencies = [
 
 [[package]]
 name = "polars-json"
-version = "0.36.2"
+version = "0.38.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ea47d46b7a98fa683ef235ad48b783abf61734828e754096cfbdc77404fff9b3"
+checksum = "ef86aca08f10ddc939fe95aabb44e1d2582dcb08b55d4dadb93353ce42adc248"
 dependencies = [
  "ahash",
  "chrono",
@@ -2976,9 +3045,9 @@ dependencies = [
 
 [[package]]
 name = "polars-lazy"
-version = "0.36.2"
+version = "0.38.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9d7105b40905bb38e8fc4a7fd736594b7491baa12fad3ac492969ca221a1b5d5"
+checksum = "c27df26a19d3092298d31d47614ad84dc330c106e38aa8cd53727cd91c07cf56"
 dependencies = [
  "ahash",
  "bitflags 2.5.0",
@@ -3000,36 +3069,42 @@ dependencies = [
 
 [[package]]
 name = "polars-ops"
-version = "0.36.2"
+version = "0.38.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2e09afc456ab11e75e5dcb43e00a01c71f3a46a2781e450054acb6bb096ca78e"
+checksum = "7f8a51c3bdc9e7c34196ff6f5c3cb17da134e5aafb1756aaf24b76c7118e63dc"
 dependencies = [
  "ahash",
  "argminmax",
  "base64 0.21.7",
  "bytemuck",
+ "chrono",
+ "chrono-tz",
  "either",
  "hashbrown",
  "hex",
  "indexmap",
+ "jsonpath_lib_polars_vendor",
  "memchr",
  "num-traits",
  "polars-arrow",
  "polars-compute",
  "polars-core",
  "polars-error",
+ "polars-json",
  "polars-utils",
  "rayon",
  "regex",
+ "serde_json",
  "smartstring",
+ "unicode-reverse",
  "version_check",
 ]
 
 [[package]]
 name = "polars-parquet"
-version = "0.36.2"
+version = "0.38.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7ba24d67b1f64ab85143033dd46fa090b13c0f74acdf91b0780c16aecf005e3d"
+checksum = "b8824ee00fbbe83d69553f2711014c50361238d210ed81a7a297695b7db97d42"
 dependencies = [
  "ahash",
  "async-stream",
@@ -3053,9 +3128,9 @@ dependencies = [
 
 [[package]]
 name = "polars-pipe"
-version = "0.36.2"
+version = "0.38.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d9b7ead073cc3917027d77b59861a9f071db47125de9314f8907db1a0a3e4100"
+checksum = "0c5e2c1f14e81d60cfa9afe4e611a9bad9631a2cb7cd19b7c0094d0dc32f0231"
 dependencies = [
  "crossbeam-channel",
  "crossbeam-queue",
@@ -3072,17 +3147,19 @@ dependencies = [
  "polars-utils",
  "rayon",
  "smartstring",
+ "uuid 1.10.0",
  "version_check",
 ]
 
 [[package]]
 name = "polars-plan"
-version = "0.36.2"
+version = "0.38.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "384a175624d050c31c473ee11df9d7af5d729ae626375e522158cfb3d150acd0"
+checksum = "ff48362bd1b078bbbec7e7ba9ec01fea58fee2887db22a8e3deaf78f322fa3c4"
 dependencies = [
  "ahash",
  "bytemuck",
+ "chrono-tz",
  "once_cell",
  "percent-encoding",
  "polars-arrow",
@@ -3102,10 +3179,11 @@ dependencies = [
 
 [[package]]
 name = "polars-row"
-version = "0.36.2"
+version = "0.38.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "32322f7acbb83db3e9c7697dc821be73d06238da89c817dcc8bc1549a5e9c72f"
+checksum = "63029da56ff6a720b190490bbc7b6263f9b72d1134311b1f381fc8d306d37770"
 dependencies = [
+ "bytemuck",
  "polars-arrow",
  "polars-error",
  "polars-utils",
@@ -3113,10 +3191,11 @@ dependencies = [
 
 [[package]]
 name = "polars-sql"
-version = "0.36.2"
+version = "0.38.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9f0b4c6ddffdfd0453e84bc3918572c633014d661d166654399cf93752aa95b5"
+checksum = "3652c362959f608d1297196b973d1e3acb508a9562b886ac39bf7606b841052b"
 dependencies = [
+ "hex",
  "polars-arrow",
  "polars-core",
  "polars-error",
@@ -3130,12 +3209,13 @@ dependencies = [
 
 [[package]]
 name = "polars-time"
-version = "0.36.2"
+version = "0.38.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "dee2649fc96bd1b6584e0e4a4b3ca7d22ed3d117a990e63ad438ecb26f7544d0"
+checksum = "86eb74ea6ddfe675aa5c3f33c00dadbe2b85f0e8e3887b85db1fd5a3397267fd"
 dependencies = [
  "atoi",
  "chrono",
+ "chrono-tz",
  "now",
  "once_cell",
  "polars-arrow",
@@ -3149,9 +3229,9 @@ dependencies = [
 
 [[package]]
 name = "polars-utils"
-version = "0.36.2"
+version = "0.38.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b174ca4a77ad47d7b91a0460aaae65bbf874c8bfbaaa5308675dadef3976bbda"
+checksum = "694656a7d2b0cd8f07660dbc8d0fb7a81066ff57a452264907531d805c1e58c4"
 dependencies = [
  "ahash",
  "bytemuck",
@@ -3160,6 +3240,7 @@ dependencies = [
  "num-traits",
  "once_cell",
  "polars-error",
+ "raw-cpuid",
  "rayon",
  "smartstring",
  "sysinfo",
@@ -3354,9 +3435,9 @@ dependencies = [
 
 [[package]]
 name = "pyo3-polars"
-version = "0.10.0"
+version = "0.12.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b1e983cb07cf665ea6e645ae9263c358062580f23a9aee41618a5706d4a7cc21"
+checksum = "c6ab8ad08494161085fb0d2d9de82c7fde7398da1778ee7e7a5a596ff4201f5b"
 dependencies = [
  "polars",
  "polars-core",
@@ -3867,6 +3948,7 @@ version = "1.0.116"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "3e17db7126d17feb94eb3fad46bf1a96b034e8aacbc2e775fe81505f8b0b2813"
 dependencies = [
+ "indexmap",
  "itoa",
  "ryu",
  "serde",
@@ -4617,6 +4699,21 @@ dependencies = [
  "tinyvec",
 ]
 
+[[package]]
+name = "unicode-reverse"
+version = "1.0.9"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4b6f4888ebc23094adfb574fdca9fdc891826287a6397d2cd28802ffd6f20c76"
+dependencies = [
+ "unicode-segmentation",
+]
+
+[[package]]
+name = "unicode-segmentation"
+version = "1.11.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d4c87d22b6e3f4a18d4d40ef354e97c90fcb14dd91d7dc0aa9d8a1172ebf7202"
+
 [[package]]
 name = "unicode-width"
 version = "0.1.11"
@@ -4680,6 +4777,15 @@ dependencies = [
  "serde",
 ]
 
+[[package]]
+name = "uuid"
+version = "1.10.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "81dfa00651efa65069b0b6b651f4aaa31ba9e3c3ce0137aaad053604ee7e0314"
+dependencies = [
+ "getrandom",
+]
+
 [[package]]
 name = "value-trait"
 version = "0.8.1"
diff --git a/Cargo.toml b/Cargo.toml
index 4871f8dc..c27463ff 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -40,7 +40,7 @@ indexmap = "2.1.0"
 indicatif = "0.17.7"
 lazy_static = "1.4.0"
 mesc = "0.1.4"
-polars = { version = "0.36.2", features = [
+polars = { version = "0.38.3", features = [
     "parquet",
     "string_encoding",
     "polars-lazy",
@@ -53,7 +53,7 @@ prefix-hex = "0.7.1"
 pyo3 = { version = "0.20.0", features = ["extension-module"] }
 pyo3-build-config = "0.20.0"
 pyo3-asyncio = { version = "0.20.0", features = ["tokio-runtime"] }
-pyo3-polars = "0.10.0"
+pyo3-polars = "0.12.0"
 rand = "0.8.5"
 regex = "1.10.2"
 serde = { version = "1.0.191", features = ["derive"] }