diff --git a/data/requirements.txt b/data/requirements.txt
index b4cdea515..8e73bbfc2 100644
--- a/data/requirements.txt
+++ b/data/requirements.txt
@@ -3,7 +3,7 @@ beautifulsoup4==4.12.3
 defusedxml==0.7.1
 lxml==5.3.0
 Pillow==11.0.0
-polars==1.9.0
+polars==1.17.0
 pyarrow==18.1.0
 pydantic==2.10.3
 pyyaml==6.0.2
diff --git a/server/Cargo.lock b/server/Cargo.lock
index 34582726c..5de5e17dc 100644
--- a/server/Cargo.lock
+++ b/server/Cargo.lock
@@ -76,7 +76,7 @@ dependencies = [
  "ahash 0.8.11",
  "base64 0.22.1",
  "bitflags 2.6.0",
- "brotli",
+ "brotli 6.0.0",
  "bytes",
  "bytestring",
  "derive_more",
@@ -402,12 +402,6 @@ version = "0.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "bf7d0a018de4f6aa429b9d33d69edf69072b1c5b1cb8d3e4a5f7ef898fc3eb76"
 
-[[package]]
-name = "arrayref"
-version = "0.3.9"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "76a2e8124351fda1ef8aaaa3bbd7ebbcb486bbcd4225aca0aa0d84bb2db8fecb"
-
 [[package]]
 name = "arrayvec"
 version = "0.7.6"
@@ -471,9 +465,9 @@ dependencies = [
 
 [[package]]
 name = "atoi_simd"
-version = "0.15.6"
+version = "0.16.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9ae037714f313c1353189ead58ef9eec30a8e8dc101b2622d461418fd59e28a9"
+checksum = "4790f9e8961209112beb783d85449b508673cf4a6a419c8449b210743ac4dbe9"
 
 [[package]]
 name = "atomic-waker"
@@ -632,19 +626,6 @@ version = "2.6.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "6099cdc01846bc367c4e7dd630dc5966dccf36b652fae7a74e17b640411a91b2"
 
-[[package]]
-name = "blake3"
-version = "1.5.4"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d82033247fd8e890df8f740e407ad4d038debb9eb1f40533fffb32e7d17dc6f7"
-dependencies = [
- "arrayref",
- "arrayvec",
- "cc",
- "cfg-if",
- "constant_time_eq",
-]
-
 [[package]]
 name = "block-buffer"
 version = "0.10.4"
@@ -685,7 +666,7 @@ dependencies = [
  "serde_json",
  "serde_repr",
  "serde_urlencoded",
- "thiserror",
+ "thiserror 1.0.68",
  "tokio",
  "tokio-util",
  "tower-service",
@@ -715,6 +696,17 @@ dependencies = [
  "brotli-decompressor",
 ]
 
+[[package]]
+name = "brotli"
+version = "7.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "cc97b8f16f944bba54f0433f07e30be199b6dc2bd25937444bbad560bcea29bd"
+dependencies = [
+ "alloc-no-stdlib",
+ "alloc-stdlib",
+ "brotli-decompressor",
+]
+
 [[package]]
 name = "brotli-decompressor"
 version = "4.0.1"
@@ -801,7 +793,7 @@ dependencies = [
  "rmp-serde",
  "serde",
  "sled",
- "thiserror",
+ "thiserror 1.0.68",
  "tokio",
  "web-time",
 ]
@@ -892,9 +884,9 @@ dependencies = [
 
 [[package]]
 name = "chrono-tz"
-version = "0.8.6"
+version = "0.10.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d59ae0466b83e838b81a54256c39d5d7c20b9d7daa10510a242d9b75abd5936e"
+checksum = "cd6dd8046d00723a59a2f8c5f295c515b9bb9a331ee4f8f3d4dd49e428acd3b6"
 dependencies = [
  "chrono",
  "chrono-tz-build",
@@ -903,42 +895,14 @@ dependencies = [
 
 [[package]]
 name = "chrono-tz-build"
-version = "0.2.1"
+version = "0.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "433e39f13c9a060046954e0592a8d0a4bcb1040125cbf91cb8ee58964cfb350f"
+checksum = "e94fea34d77a245229e7746bd2beb786cd2a896f306ff491fb8cecb3074b10a7"
 dependencies = [
  "parse-zoneinfo",
- "phf",
  "phf_codegen",
 ]
 
-[[package]]
-name = "ciborium"
-version = "0.2.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "42e69ffd6f0917f5c029256a24d0161db17cea3997d185db0d35926308770f0e"
-dependencies = [
- "ciborium-io",
- "ciborium-ll",
- "serde",
-]
-
-[[package]]
-name = "ciborium-io"
-version = "0.2.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "05afea1e0a06c9be33d539b876f1ce3692f4afea2cb41f740e7743225ed1c757"
-
-[[package]]
-name = "ciborium-ll"
-version = "0.2.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "57663b653d948a338bfb3eeba9bb2fd5fcfaecb9e199e87e1eda4d9e8b240fd9"
-dependencies = [
- "ciborium-io",
- "half",
-]
-
 [[package]]
 name = "clang-sys"
 version = "1.8.1"
@@ -1022,12 +986,6 @@ version = "0.9.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "c2459377285ad874054d797f3ccebf984978aa39129f6eafde5cdc8315b612f8"
 
-[[package]]
-name = "constant_time_eq"
-version = "0.3.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7c74b8349d32d297c9134b8c88677813a227df8f779daa29bfc29c183fe3dca6"
-
 [[package]]
 name = "convert_case"
 version = "0.4.0"
@@ -1311,12 +1269,6 @@ dependencies = [
  "syn 2.0.87",
 ]
 
-[[package]]
-name = "doc-comment"
-version = "0.3.3"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fea41bba32d969b513997752735605054bc0dfa92b4c56bf1189f2e174be7a10"
-
 [[package]]
 name = "docker_credential"
 version = "1.3.1"
@@ -1376,7 +1328,7 @@ version = "0.6.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "a1e6a265c649f3f5979b601d26f1d05ada116434c87741c9493cb56218f76cbc"
 dependencies = [
- "heck 0.5.0",
+ "heck",
  "proc-macro2",
  "quote",
  "syn 2.0.87",
@@ -1460,10 +1412,10 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "7360491ce676a36bf9bb3c56c1aa791658183a54d2744120f27285738d90465a"
 
 [[package]]
-name = "fast-float"
-version = "0.2.0"
+name = "fast-float2"
+version = "0.2.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "95765f67b4b18863968b4a1bd5bb576f732b29a4a28c7cd84c09fa3e2875f33c"
+checksum = "f8eb564c5c7423d25c886fb561d1e4ee69f72354d16918afa32c08811f6b6a55"
 
 [[package]]
 name = "fastrand"
@@ -1514,15 +1466,6 @@ dependencies = [
  "miniz_oxide",
 ]
 
-[[package]]
-name = "float-cmp"
-version = "0.10.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b09cf3155332e944990140d967ff5eceb70df778b34f77d8075db46e4704e6d8"
-dependencies = [
- "num-traits",
-]
-
 [[package]]
 name = "float_next_after"
 version = "1.0.0"
@@ -1586,16 +1529,6 @@ dependencies = [
  "winapi",
 ]
 
-[[package]]
-name = "fs4"
-version = "0.9.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e8c6b3bd49c37d2aa3f3f2220233b29a7cd23f79d1fe70e5337d25fb390793de"
-dependencies = [
- "rustix",
- "windows-sys 0.52.0",
-]
-
 [[package]]
 name = "fs_extra"
 version = "1.3.0"
@@ -1776,7 +1709,7 @@ dependencies = [
  "scroll",
  "serde_json",
  "sqlx",
- "thiserror",
+ "thiserror 1.0.68",
  "wkt",
 ]
 
@@ -1884,16 +1817,6 @@ dependencies = [
  "crunchy",
 ]
 
-[[package]]
-name = "halfbrown"
-version = "0.2.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8588661a8607108a5ca69cab034063441a0413a0b041c13618a7dd348021ef6f"
-dependencies = [
- "hashbrown 0.14.5",
- "serde",
-]
-
 [[package]]
 name = "hash32"
 version = "0.3.1"
@@ -1956,12 +1879,6 @@ dependencies = [
  "stable_deref_trait",
 ]
 
-[[package]]
-name = "heck"
-version = "0.4.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "95505c38b4572b2d910cecb0281560f54b440a19336cbbcb27bf6ce6adc6f5a8"
-
 [[package]]
 name = "heck"
 version = "0.5.0"
@@ -1997,7 +1914,7 @@ dependencies = [
  "ipnet",
  "once_cell",
  "rand",
- "thiserror",
+ "thiserror 1.0.68",
  "tinyvec",
  "tokio",
  "tracing",
@@ -2020,7 +1937,7 @@ dependencies = [
  "rand",
  "resolv-conf",
  "smallvec",
- "thiserror",
+ "thiserror 1.0.68",
  "tokio",
  "tracing",
 ]
@@ -2142,12 +2059,6 @@ version = "1.0.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "df3b46402a9d5adb4c86a0cf463f42e19994e3ee891101b1841f30a545cb49a9"
 
-[[package]]
-name = "humantime"
-version = "2.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9a3a5bfb195931eeb336b2a7b4d761daec841b97f947d34394601737a7bba5e4"
-
 [[package]]
 name = "hyper"
 version = "0.14.31"
@@ -2598,12 +2509,6 @@ dependencies = [
  "serde",
 ]
 
-[[package]]
-name = "indoc"
-version = "2.0.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b248f5224d1d606005e02c97f5aa4e88eeb230488bcc03bc9ca4d7991399f2b5"
-
 [[package]]
 name = "insta"
 version = "1.41.1"
@@ -2764,9 +2669,9 @@ checksum = "03087c2bad5e1034e8cace5926dec053fb3790248370865f5117a7d0213354c8"
 
 [[package]]
 name = "libc"
-version = "0.2.162"
+version = "0.2.168"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "18d287de67fe55fd7e1581fe933d965a5a9477b38e949cfa9f8574ef01506398"
+checksum = "5aaeb2981e0606ca11d79718f8bb01164f1d6ed75080182d3abf017e6d244b6d"
 
 [[package]]
 name = "libfuzzer-sys"
@@ -3024,7 +2929,7 @@ dependencies = [
  "reqwest 0.12.9",
  "serde",
  "serde_json",
- "thiserror",
+ "thiserror 1.0.68",
  "time",
  "uuid",
  "wasm-bindgen-futures",
@@ -3040,22 +2945,13 @@ checksum = "78ca9ab1a0babb1e7d5695e3530886289c18cf2f87ec19a575a0abdce112e3a3"
 
 [[package]]
 name = "memmap2"
-version = "0.7.1"
+version = "0.9.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f49388d20533534cd19360ad3d6a7dadc885944aa802ba3995040c5ec11288c6"
+checksum = "fd3f7eed9d3848f8b98834af67102b720745c4ec028fcd0aa0239277e7de374f"
 dependencies = [
  "libc",
 ]
 
-[[package]]
-name = "memoffset"
-version = "0.9.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "488016bfae457b036d996092f6cb448677611ce4449e970ceaf42695203f218a"
-dependencies = [
- "autocfg",
-]
-
 [[package]]
 name = "mime"
 version = "0.3.17"
@@ -3393,7 +3289,7 @@ dependencies = [
  "serde_json",
  "serde_path_to_error",
  "sha2",
- "thiserror",
+ "thiserror 1.0.68",
  "url",
 ]
 
@@ -3406,36 +3302,6 @@ dependencies = [
  "memchr",
 ]
 
-[[package]]
-name = "object_store"
-version = "0.10.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e6da452820c715ce78221e8202ccc599b4a52f3e1eb3eedb487b680c81a8e3f3"
-dependencies = [
- "async-trait",
- "base64 0.22.1",
- "bytes",
- "chrono",
- "futures",
- "humantime",
- "hyper 1.5.0",
- "itertools 0.13.0",
- "md-5",
- "parking_lot 0.12.3",
- "percent-encoding",
- "quick-xml",
- "rand",
- "reqwest 0.12.9",
- "ring",
- "serde",
- "serde_json",
- "snafu 0.7.5",
- "tokio",
- "tracing",
- "url",
- "walkdir",
-]
-
 [[package]]
 name = "octocrab"
 version = "0.42.1"
@@ -3466,7 +3332,7 @@ dependencies = [
  "serde_json",
  "serde_path_to_error",
  "serde_urlencoded",
- "snafu 0.8.5",
+ "snafu",
  "tower",
  "tower-http",
  "url",
@@ -3681,7 +3547,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "879952a81a83930934cbf1786752d6dedc3b1f29e8f8fb2ad1d0a36f377cf442"
 dependencies = [
  "memchr",
- "thiserror",
+ "thiserror 1.0.68",
  "ucd-trie",
 ]
 
@@ -3840,9 +3706,9 @@ dependencies = [
 
 [[package]]
 name = "polars"
-version = "0.44.2"
+version = "0.45.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f65c6aa86d991a64c95416a61202f7952da2f8cccefa448f9a23c1b8f2301ecc"
+checksum = "0c0af18ae021b0396c42f39396146332957ebc4d4d25d931b4fe73509948f348"
 dependencies = [
  "getrandom",
  "polars-arrow",
@@ -3860,23 +3726,20 @@ dependencies = [
 
 [[package]]
 name = "polars-arrow"
-version = "0.44.2"
+version = "0.45.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "87dbb24d29ddea5abb73d7954df8b8d3d4bb7f02a3e5c96d1519cdad9e816a3d"
+checksum = "d1fd3c64d50b7f5f328e1566cab9979d4bc1ba2ff22114b301ed2ee0e518dbca"
 dependencies = [
  "ahash 0.8.11",
  "atoi",
- "atoi_simd",
  "bytemuck",
  "chrono",
  "chrono-tz",
  "dyn-clone",
  "either",
  "ethnum",
- "fast-float",
  "getrandom",
  "hashbrown 0.15.1",
- "itoa",
  "itoap",
  "lz4",
  "multiversion",
@@ -3886,8 +3749,6 @@ dependencies = [
  "polars-error",
  "polars-schema",
  "polars-utils",
- "ryu",
- "serde",
  "simdutf8",
  "streaming-iterator",
  "strength_reduce",
@@ -3908,25 +3769,31 @@ dependencies = [
 
 [[package]]
 name = "polars-compute"
-version = "0.44.2"
+version = "0.45.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cbdb1071147452a4c4b25560f23d2fbaffef255b04757291131b22fc2c0d35b2"
+checksum = "e60822c245a870113df5a88fb184039501eda0a56bcd0c3f866406ff659df340"
 dependencies = [
+ "atoi_simd",
  "bytemuck",
+ "chrono",
  "either",
+ "fast-float2",
+ "itoa",
+ "itoap",
  "num-traits",
  "polars-arrow",
  "polars-error",
  "polars-utils",
+ "ryu",
  "strength_reduce",
  "version_check",
 ]
 
 [[package]]
 name = "polars-core"
-version = "0.44.2"
+version = "0.45.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "dd5df9b55e614088a3270b06f8649dce76537c268d6b1ca4d9c37008b2be5949"
+checksum = "4794a9e38ef2faf7e47a6f736c7f156c6fbb66cd529f82593b2d48348e422c8d"
 dependencies = [
  "ahash 0.8.11",
  "bitflags 2.6.0",
@@ -3937,6 +3804,7 @@ dependencies = [
  "hashbrown 0.14.5",
  "hashbrown 0.15.1",
  "indexmap 2.6.0",
+ "itoa",
  "num-traits",
  "once_cell",
  "polars-arrow",
@@ -3949,32 +3817,29 @@ dependencies = [
  "rand_distr",
  "rayon",
  "regex",
- "serde",
- "serde_json",
  "strum_macros",
- "thiserror",
+ "thiserror 2.0.6",
  "version_check",
  "xxhash-rust",
 ]
 
 [[package]]
 name = "polars-error"
-version = "0.44.2"
+version = "0.45.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4643898a644f30c83737db85f942f8c8956b0c11190b39afec745218eae1746b"
+checksum = "100093a164bf6c001487ea528b7504f4be1a6881bcffe279bd6133e8f4b4e4f7"
 dependencies = [
- "object_store",
  "polars-arrow-format",
  "regex",
  "simdutf8",
- "thiserror",
+ "thiserror 2.0.6",
 ]
 
 [[package]]
 name = "polars-expr"
-version = "0.44.2"
+version = "0.45.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ea1b431ed816cba1120cff200f06b962748001bbb2e615ce53cfbbdf701cc136"
+checksum = "ad56c5ea4d6e0546fbc3fa35918a537b76587600a5118770ed331136249d50d8"
 dependencies = [
  "ahash 0.8.11",
  "bitflags 2.6.0",
@@ -3996,18 +3861,16 @@ dependencies = [
 
 [[package]]
 name = "polars-io"
-version = "0.44.2"
+version = "0.45.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b2fab2c016635cb416b49461fd6419b0208c6c13a4fd065bd65e4a87dbb66314"
+checksum = "95d774d5971d2092f0588e89d2f0be524dff35ea368272c0810ba54a860e4411"
 dependencies = [
  "ahash 0.8.11",
  "async-trait",
  "atoi_simd",
- "blake3",
  "bytes",
  "chrono",
- "fast-float",
- "fs4",
+ "fast-float2",
  "futures",
  "glob",
  "hashbrown 0.15.1",
@@ -4016,57 +3879,28 @@ dependencies = [
  "memchr",
  "memmap2",
  "num-traits",
- "object_store",
  "once_cell",
  "percent-encoding",
  "polars-arrow",
  "polars-core",
  "polars-error",
- "polars-json",
  "polars-parquet",
  "polars-schema",
  "polars-time",
  "polars-utils",
- "pyo3",
  "rayon",
  "regex",
- "reqwest 0.12.9",
  "ryu",
- "serde",
- "serde_json",
- "simd-json",
  "simdutf8",
  "tokio",
  "tokio-util",
- "url",
-]
-
-[[package]]
-name = "polars-json"
-version = "0.44.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d5c8c057ef04feaf34b6ce52096bdea3a766fa4725f50442078c8a4ee86397bf"
-dependencies = [
- "ahash 0.8.11",
- "chrono",
- "fallible-streaming-iterator",
- "hashbrown 0.15.1",
- "indexmap 2.6.0",
- "itoa",
- "num-traits",
- "polars-arrow",
- "polars-error",
- "polars-utils",
- "ryu",
- "simd-json",
- "streaming-iterator",
 ]
 
 [[package]]
 name = "polars-lazy"
-version = "0.44.2"
+version = "0.45.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4a8ca74f42e7b47cad241b36b98d991cc7fbb51b8d0695a055eb937588d1f310"
+checksum = "fa457bfa96f45cf14c33507eaa3ebcec6a8d52e7f7fc60cd23f338631369d417"
 dependencies = [
  "ahash 0.8.11",
  "bitflags 2.6.0",
@@ -4089,32 +3923,28 @@ dependencies = [
 
 [[package]]
 name = "polars-mem-engine"
-version = "0.44.2"
+version = "0.45.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7a32614e5b52c9b83856d80c7e2880b79d83055bfd59969bd1d0b148f9cfdc7a"
+checksum = "f73aa56fc0a4c1e9d56b4a4485800f4780ca214030d32d0150eccc44f71d6dab"
 dependencies = [
- "futures",
  "memmap2",
  "polars-arrow",
  "polars-core",
  "polars-error",
  "polars-expr",
  "polars-io",
- "polars-json",
  "polars-ops",
  "polars-plan",
  "polars-time",
  "polars-utils",
- "pyo3",
  "rayon",
- "tokio",
 ]
 
 [[package]]
 name = "polars-ops"
-version = "0.44.2"
+version = "0.45.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "035c800fbe5bbd820afeb8313713ed345853bb014e0f821a4025d40cf0d60e1a"
+checksum = "b267480495ffe382dab63318e3c6bf4073bb82971c8b80294d079293fece458b"
 dependencies = [
  "ahash 0.8.11",
  "argminmax",
@@ -4137,7 +3967,6 @@ dependencies = [
  "rayon",
  "regex",
  "regex-syntax 0.8.5",
- "serde",
  "strum_macros",
  "unicode-reverse",
  "version_check",
@@ -4145,14 +3974,14 @@ dependencies = [
 
 [[package]]
 name = "polars-parquet"
-version = "0.44.2"
+version = "0.45.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "91dcf1d9f048079376949eaf2e24e240b313ff4a102fb83b57c9a5f807cdca52"
+checksum = "20237f232b1a74b1fae6b5c9bea8c440f2e5d3b5506601b038f0a7a34b84b710"
 dependencies = [
  "ahash 0.8.11",
  "async-stream",
  "base64 0.22.1",
- "brotli",
+ "brotli 7.0.0",
  "bytemuck",
  "ethnum",
  "flate2",
@@ -4165,7 +3994,6 @@ dependencies = [
  "polars-error",
  "polars-parquet-format",
  "polars-utils",
- "serde",
  "simdutf8",
  "snap",
  "streaming-decompression",
@@ -4184,9 +4012,9 @@ dependencies = [
 
 [[package]]
 name = "polars-pipe"
-version = "0.44.2"
+version = "0.45.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "05936f2b3981eecb2fe74d8ef092bb75a93d2a056b3e4f339f4ac20c71c9e331"
+checksum = "82e3066f4fea8e55e72eba54ffe20ebdf08f63b9691aba8ea1135c3aeb9c2c7e"
 dependencies = [
  "crossbeam-channel",
  "crossbeam-queue",
@@ -4210,9 +4038,9 @@ dependencies = [
 
 [[package]]
 name = "polars-plan"
-version = "0.44.2"
+version = "0.45.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "23de436f33f4d1134c58f24e7059a221b957ec20730807e0ef0c80c8e4b3d06a"
+checksum = "99a3832887671df1eb326df52cbfcc47789d3d58454c1084a154b48b240175e2"
 dependencies = [
  "ahash 0.8.11",
  "bitflags 2.6.0",
@@ -4220,61 +4048,58 @@ dependencies = [
  "bytes",
  "chrono",
  "chrono-tz",
- "ciborium",
  "either",
- "futures",
  "hashbrown 0.15.1",
  "memmap2",
  "num-traits",
  "once_cell",
  "percent-encoding",
  "polars-arrow",
+ "polars-compute",
  "polars-core",
  "polars-io",
- "polars-json",
  "polars-ops",
  "polars-parquet",
  "polars-time",
  "polars-utils",
- "pyo3",
  "rayon",
  "recursive",
  "regex",
- "serde",
  "strum_macros",
  "version_check",
 ]
 
 [[package]]
 name = "polars-row"
-version = "0.44.2"
+version = "0.45.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3823d3de3e614509bba6929798f1f3d5ae05c1cdfc4eb7029d2ec6ad77201da2"
+checksum = "8e36350fb8a90238e02c8ece0f0c4c24f3374197e9c08c1c22cc8b9c526e6c25"
 dependencies = [
+ "bitflags 2.6.0",
  "bytemuck",
  "polars-arrow",
+ "polars-compute",
  "polars-error",
  "polars-utils",
 ]
 
 [[package]]
 name = "polars-schema"
-version = "0.44.2"
+version = "0.45.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d88667f770291cefa2e8cd366a54f29dc6fe362e9a263914c903db411a58ac1d"
+checksum = "8c6aa4913cffc522cea3ccbc0cafb350bec18fed0a1ef8d417ac88ea320d7749"
 dependencies = [
  "indexmap 2.6.0",
  "polars-error",
  "polars-utils",
- "serde",
  "version_check",
 ]
 
 [[package]]
 name = "polars-sql"
-version = "0.44.2"
+version = "0.45.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "69451f08363bb497407f6ebebe00bc01972a51716d20d115b75f9b5326f1f3c8"
+checksum = "c62a2247028629b1db384437a9f2792488f0ddb539ec16fb46a5e2bceeba6dbc"
 dependencies = [
  "hex",
  "once_cell",
@@ -4294,9 +4119,9 @@ dependencies = [
 
 [[package]]
 name = "polars-stream"
-version = "0.44.2"
+version = "0.45.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "188622b0a4bc4530cf91a288134254ffa065d18932e261075377914225e757c2"
+checksum = "b8cd9da4b063146c3ab7c08678a52eb9d466ade4f4c8617605a5a3ea063002c6"
 dependencies = [
  "atomic-waker",
  "crossbeam-deque",
@@ -4310,6 +4135,7 @@ dependencies = [
  "polars-expr",
  "polars-io",
  "polars-mem-engine",
+ "polars-ops",
  "polars-parquet",
  "polars-plan",
  "polars-utils",
@@ -4323,9 +4149,9 @@ dependencies = [
 
 [[package]]
 name = "polars-time"
-version = "0.44.2"
+version = "0.45.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "90f36e4d6b19f2c406faea585b9a1814f422fc5b310f65ccf8a55216df0754ef"
+checksum = "12f005c3441eed1a96464305f73e197813cbae7894ff6712726a1182e31f52b4"
 dependencies = [
  "atoi",
  "bytemuck",
@@ -4334,20 +4160,20 @@ dependencies = [
  "now",
  "once_cell",
  "polars-arrow",
+ "polars-compute",
  "polars-core",
  "polars-error",
  "polars-ops",
  "polars-utils",
  "regex",
- "serde",
  "strum_macros",
 ]
 
 [[package]]
 name = "polars-utils"
-version = "0.44.2"
+version = "0.45.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "96186b70bda00c90b5027bf2f69193c5c40571e80d3e8ec505c22cdc8e3e39aa"
+checksum = "e0fc010eea42ad113b641aa53106e4d6e474650c73573d959a546eed0ce6d479"
 dependencies = [
  "ahash 0.8.11",
  "bytemuck",
@@ -4360,10 +4186,9 @@ dependencies = [
  "num-traits",
  "once_cell",
  "polars-error",
- "pyo3",
+ "rand",
  "raw-cpuid",
  "rayon",
- "serde",
  "stacker",
  "sysinfo",
  "version_check",
@@ -4449,7 +4274,7 @@ dependencies = [
  "lazy_static",
  "memchr",
  "parking_lot 0.12.3",
- "thiserror",
+ "thiserror 1.0.68",
 ]
 
 [[package]]
@@ -4461,69 +4286,6 @@ dependencies = [
  "cc",
 ]
 
-[[package]]
-name = "pyo3"
-version = "0.21.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a5e00b96a521718e08e03b1a622f01c8a8deb50719335de3f60b3b3950f069d8"
-dependencies = [
- "cfg-if",
- "indoc",
- "libc",
- "memoffset",
- "parking_lot 0.12.3",
- "portable-atomic",
- "pyo3-build-config",
- "pyo3-ffi",
- "pyo3-macros",
- "unindent",
-]
-
-[[package]]
-name = "pyo3-build-config"
-version = "0.21.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7883df5835fafdad87c0d888b266c8ec0f4c9ca48a5bed6bbb592e8dedee1b50"
-dependencies = [
- "once_cell",
- "target-lexicon",
-]
-
-[[package]]
-name = "pyo3-ffi"
-version = "0.21.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "01be5843dc60b916ab4dad1dca6d20b9b4e6ddc8e15f50c47fe6d85f1fb97403"
-dependencies = [
- "libc",
- "pyo3-build-config",
-]
-
-[[package]]
-name = "pyo3-macros"
-version = "0.21.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "77b34069fc0682e11b31dbd10321cbf94808394c56fd996796ce45217dfac53c"
-dependencies = [
- "proc-macro2",
- "pyo3-macros-backend",
- "quote",
- "syn 2.0.87",
-]
-
-[[package]]
-name = "pyo3-macros-backend"
-version = "0.21.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "08260721f32db5e1a5beae69a55553f56b99bd0e1c3e6e0a5e8851a9d0f5a85c"
-dependencies = [
- "heck 0.4.1",
- "proc-macro2",
- "pyo3-build-config",
- "quote",
- "syn 2.0.87",
-]
-
 [[package]]
 name = "qoi"
 version = "0.4.1"
@@ -4560,16 +4322,6 @@ version = "2.0.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "a993555f31e5a609f617c12db6250dedcac1b0a85076912c436e6fc9b2c8e6a3"
 
-[[package]]
-name = "quick-xml"
-version = "0.36.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f7649a7b4df05aed9ea7ec6f628c67c9953a43869b8bc50929569b2999d443fe"
-dependencies = [
- "memchr",
- "serde",
-]
-
 [[package]]
 name = "quinn"
 version = "0.11.5"
@@ -4583,7 +4335,7 @@ dependencies = [
  "rustc-hash 2.0.0",
  "rustls 0.23.19",
  "socket2",
- "thiserror",
+ "thiserror 1.0.68",
  "tokio",
  "tracing",
 ]
@@ -4600,7 +4352,7 @@ dependencies = [
  "rustc-hash 2.0.0",
  "rustls 0.23.19",
  "slab",
- "thiserror",
+ "thiserror 1.0.68",
  "tinyvec",
  "tracing",
 ]
@@ -4698,7 +4450,7 @@ dependencies = [
  "rand_chacha",
  "simd_helpers",
  "system-deps",
- "thiserror",
+ "thiserror 1.0.68",
  "v_frame",
  "wasm-bindgen",
 ]
@@ -4808,27 +4560,7 @@ checksum = "ba009ff324d1fc1b900bd1fdb31564febe58a8ccc8a6fdbb93b543d33b13ca43"
 dependencies = [
  "getrandom",
  "libredox",
- "thiserror",
-]
-
-[[package]]
-name = "ref-cast"
-version = "1.0.23"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ccf0a6f84d5f1d581da8b41b47ec8600871962f2a528115b542b362d4b744931"
-dependencies = [
- "ref-cast-impl",
-]
-
-[[package]]
-name = "ref-cast-impl"
-version = "1.0.23"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bcc303e793d3734489387d205e9b186fac9c6cfacedd98cbb2e8a5943595f3e6"
-dependencies = [
- "proc-macro2",
- "quote",
- "syn 2.0.87",
+ "thiserror 1.0.68",
 ]
 
 [[package]]
@@ -5226,15 +4958,6 @@ dependencies = [
  "bytemuck",
 ]
 
-[[package]]
-name = "same-file"
-version = "1.0.6"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "93fc1dc3aaa9bfed95e02e6eadabb4baf7e3078b0bd1b4d7b6b0b68378900502"
-dependencies = [
- "winapi-util",
-]
-
 [[package]]
 name = "schannel"
 version = "0.1.26"
@@ -5421,7 +5144,7 @@ dependencies = [
  "rand",
  "serde",
  "serde_json",
- "thiserror",
+ "thiserror 1.0.68",
  "time",
  "url",
  "uuid",
@@ -5629,23 +5352,6 @@ version = "0.3.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d66dc143e6b11c1eddc06d5c423cfc97062865baf299914ab64caa38182078fe"
 
-[[package]]
-name = "simd-json"
-version = "0.14.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b1df0290e9bfe79ddd5ff8798ca887cd107b75353d2957efe9777296e17f26b5"
-dependencies = [
- "ahash 0.8.11",
- "getrandom",
- "halfbrown",
- "once_cell",
- "ref-cast",
- "serde",
- "serde_json",
- "simdutf8",
- "value-trait",
-]
-
 [[package]]
 name = "simd_helpers"
 version = "0.1.0"
@@ -5675,7 +5381,7 @@ checksum = "adc4e5204eb1910f40f9cfa375f6f05b68c3abac4b6fd879c8ff5e7ae8a0a085"
 dependencies = [
  "num-bigint",
  "num-traits",
- "thiserror",
+ "thiserror 1.0.68",
  "time",
 ]
 
@@ -5728,35 +5434,13 @@ dependencies = [
  "serde",
 ]
 
-[[package]]
-name = "snafu"
-version = "0.7.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e4de37ad025c587a29e8f3f5605c00f70b98715ef90b9061a815b9e59e9042d6"
-dependencies = [
- "doc-comment",
- "snafu-derive 0.7.5",
-]
-
 [[package]]
 name = "snafu"
 version = "0.8.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "223891c85e2a29c3fe8fb900c1fae5e69c2e42415e3177752e8718475efa5019"
 dependencies = [
- "snafu-derive 0.8.5",
-]
-
-[[package]]
-name = "snafu-derive"
-version = "0.7.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "990079665f075b699031e9c08fd3ab99be5029b96f3b78dc0709e8f77e4efebf"
-dependencies = [
- "heck 0.4.1",
- "proc-macro2",
- "quote",
- "syn 1.0.109",
+ "snafu-derive",
 ]
 
 [[package]]
@@ -5765,7 +5449,7 @@ version = "0.8.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "03c3c6b7927ffe7ecaa769ee0e3994da3b8cafc8f444578982c83ecb161af917"
 dependencies = [
- "heck 0.5.0",
+ "heck",
  "proc-macro2",
  "quote",
  "syn 2.0.87",
@@ -5827,9 +5511,9 @@ dependencies = [
 
 [[package]]
 name = "sqlparser"
-version = "0.49.0"
+version = "0.52.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a4a404d0e14905361b918cb8afdb73605e25c1d5029312bd9785142dcb3aa49e"
+checksum = "9a875d8cd437cc8a97e9aeaeea352ec9a19aea99c23e9effb17757291de80b08"
 dependencies = [
  "log",
 ]
@@ -5882,7 +5566,7 @@ dependencies = [
  "sha2",
  "smallvec",
  "sqlformat",
- "thiserror",
+ "thiserror 1.0.68",
  "tokio",
  "tokio-stream",
  "tracing",
@@ -5911,7 +5595,7 @@ checksum = "1804e8a7c7865599c9c79be146dc8a9fd8cc86935fa641d3ea58e5f0688abaa5"
 dependencies = [
  "dotenvy",
  "either",
- "heck 0.5.0",
+ "heck",
  "hex",
  "once_cell",
  "proc-macro2",
@@ -5967,7 +5651,7 @@ dependencies = [
  "smallvec",
  "sqlx-core",
  "stringprep",
- "thiserror",
+ "thiserror 1.0.68",
  "tracing",
  "whoami",
 ]
@@ -6006,7 +5690,7 @@ dependencies = [
  "smallvec",
  "sqlx-core",
  "stringprep",
- "thiserror",
+ "thiserror 1.0.68",
  "tracing",
  "whoami",
 ]
@@ -6139,7 +5823,7 @@ version = "0.26.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "4c6bee85a5a24955dc440386795aa378cd9cf82acd5f764469152d2270e581be"
 dependencies = [
- "heck 0.5.0",
+ "heck",
  "proc-macro2",
  "quote",
  "rustversion",
@@ -6202,9 +5886,9 @@ dependencies = [
 
 [[package]]
 name = "sysinfo"
-version = "0.31.4"
+version = "0.32.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "355dbe4f8799b304b05e1b0f05fc59b2a18d36645cf169607da45bde2f69a1be"
+checksum = "4c33cd241af0f2e9e3b5c32163b873b29956890b5342e6745b917ce9d490f4af"
 dependencies = [
  "core-foundation-sys",
  "libc",
@@ -6241,7 +5925,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "a3e535eb8dded36d55ec13eddacd30dec501792ff23a0b1682c38601b8cf2349"
 dependencies = [
  "cfg-expr",
- "heck 0.5.0",
+ "heck",
  "pkg-config",
  "toml",
  "version-compare",
@@ -6296,7 +5980,7 @@ dependencies = [
  "serde_json",
  "serde_with",
  "signal-hook",
- "thiserror",
+ "thiserror 1.0.68",
  "tokio",
  "tokio-stream",
  "tokio-tar",
@@ -6320,7 +6004,16 @@ version = "1.0.68"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "02dd99dc800bbb97186339685293e1cc5d9df1f8fae2d0aecd9ff1c77efea892"
 dependencies = [
- "thiserror-impl",
+ "thiserror-impl 1.0.68",
+]
+
+[[package]]
+name = "thiserror"
+version = "2.0.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8fec2a1820ebd077e2b90c4df007bebf344cd394098a13c563957d0afc83ea47"
+dependencies = [
+ "thiserror-impl 2.0.6",
 ]
 
 [[package]]
@@ -6334,6 +6027,17 @@ dependencies = [
  "syn 2.0.87",
 ]
 
+[[package]]
+name = "thiserror-impl"
+version = "2.0.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d65750cab40f4ff1929fb1ba509e9914eb756131cef4210da8d5d700d26f6312"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.87",
+]
+
 [[package]]
 name = "thread_local"
 version = "1.1.8"
@@ -6798,12 +6502,6 @@ version = "0.1.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "39ec24b3121d976906ece63c9daad25b85969647682eee313cb5779fdd69e14e"
 
-[[package]]
-name = "unindent"
-version = "0.2.3"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c7de7d73e1754487cb58364ee906a499937a0dfabd86bcb980fa99ec8c8fa2ce"
-
 [[package]]
 name = "unsafe-libyaml"
 version = "0.2.11"
@@ -6884,18 +6582,6 @@ version = "0.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "830b7e5d4d90034032940e4ace0d9a9a057e7a45cd94e6c007832e39edb82f6d"
 
-[[package]]
-name = "value-trait"
-version = "0.10.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9170e001f458781e92711d2ad666110f153e4e50bfd5cbd02db6547625714187"
-dependencies = [
- "float-cmp",
- "halfbrown",
- "itoa",
- "ryu",
-]
-
 [[package]]
 name = "vcpkg"
 version = "0.2.15"
@@ -6914,16 +6600,6 @@ version = "0.9.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "0b928f33d975fc6ad9f86c8f283853ad26bdd5b10b7f1542aa2fa15e2289105a"
 
-[[package]]
-name = "walkdir"
-version = "2.5.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "29790946404f91d9c5d06f9874efddea1dc06c5efe94541a7d6863108e3a5e4b"
-dependencies = [
- "same-file",
- "winapi-util",
-]
-
 [[package]]
 name = "want"
 version = "0.3.1"
@@ -7121,15 +6797,6 @@ version = "0.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ac3b87c63620426dd9b991e5ce0329eff545bccbbb34f3be09ff6fb6ab51b7b6"
 
-[[package]]
-name = "winapi-util"
-version = "0.1.9"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cf221c93e13a30d793f7645a0e7762c55d169dbb0a49671918a2319d289b10bb"
-dependencies = [
- "windows-sys 0.59.0",
-]
-
 [[package]]
 name = "winapi-x86_64-pc-windows-gnu"
 version = "0.4.0"
@@ -7414,7 +7081,7 @@ dependencies = [
  "geo-types",
  "log",
  "num-traits",
- "thiserror",
+ "thiserror 1.0.68",
 ]
 
 [[package]]
@@ -7460,7 +7127,7 @@ checksum = "b0144f1a16a199846cb21024da74edd930b43443463292f536b7110b4855b5c6"
 dependencies = [
  "form_urlencoded",
  "serde",
- "thiserror",
+ "thiserror 1.0.68",
 ]
 
 [[package]]
diff --git a/server/Cargo.toml b/server/Cargo.toml
index 8b824a7ff..4733dab08 100644
--- a/server/Cargo.toml
+++ b/server/Cargo.toml
@@ -70,7 +70,7 @@ actix-governor = { version = "0.7.0", features = ["logger"] }
 # proposing feedback
 tempfile = "3.12.0"
 base64 = "0.22.1"
-polars = { version = "0.44.2", features = ["dtype-struct", "dtype-date", "dtype-datetime", "dtype-duration", "parquet"], default-features = false }
+polars = { version = "0.45.0", features = ["dtype-struct", "dtype-date", "dtype-datetime", "dtype-duration", "parquet"], default-features = false }
 
 # geodata
 geo = { version = "0.29.0", features = ["use-serde"], default-features = false }