diff --git a/Pipfile.lock b/Pipfile.lock
index e2a0d0b..248f375 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1029,27 +1029,27 @@
         },
         "hdbscan": {
             "hashes": [
-                "sha256:0ef9de8ddffe492c42e6bacbef0f88c9828f4408ff29572d1fa5a9f30eb7929a",
-                "sha256:17ab1e971732aa53559b465edb4c1774d4a63ca950e2c3193aed0fb7c8985b48",
-                "sha256:35d4b564dcaf0093c1df9607d72e07bc5bc80d033fc57d6c971f80cf59f750d3",
-                "sha256:3ed902db1ffe648622123a135ab4c7e9a82ddcb91589adeffc3346b27e99e109",
-                "sha256:484f49639239bf57c58e7290da52ce6ba0ee87bf1212462523c4d6c1e631e104",
-                "sha256:70069545a492770c1f35636e30fe318cfcff53fa327cf9b9085d6d25b71e3b89",
-                "sha256:7ffb9e1dc706246d38f4ecf6a15d19160b5d5e06ec7a5e37d3c09b7415c376ee",
-                "sha256:82a2288b5ed8056ab5f6df1ead0cb167740c5c2c4168cd490f944a7fe9b78d4a",
-                "sha256:85cdcae19e953c6414af66bbc33cfaac76efb79acd30327d4ecbe9fe7fdf8bf8",
-                "sha256:9084f82fcf0e66915141d82564f6cfaf8575fcdf500872678845bc98eac2dfc7",
-                "sha256:97a8f43c0081c5b15094234b5b854f92bdea2b93b8152c38e2f5ec69203177ab",
-                "sha256:a3831c2c799360be302ddc011b9385ab1c836bcd3a4bea10cd91b7e4c0335d32",
-                "sha256:a6ea5b282af2770eb96b611ab23e02a7ceba66ffa2a74c7cc00381a7c70ca0a8",
-                "sha256:a81473c09bd68aeecc7fdab3afb8f9f49cc6066843f5629bfe176271a2db3607",
-                "sha256:b563bc8a43ae5e26b6500ec6673a8619b4071a2d465af918851855c64d99dfab",
-                "sha256:cbdf0d252c323fd76bc2fb656ed71ca5ed184494b9606d6dfb6f25fd7a2abbab",
-                "sha256:cfe6e7e68f153c92cef3d19a86d29c1075f33774b1e97d284ba79b157506c8bb"
+                "sha256:0f4fa78c76459e1e00282fd8d67a6834ca46ba232e38414f69bb1bacc2c263ce",
+                "sha256:1ac6196fabdd42072284b60c9be7b9b504b5f4f25cf7a551a8af29a3c7963a4d",
+                "sha256:2351eb81f21491b5b50bdc5ecaa2d88f58608f51f5906774cb38747f21b18053",
+                "sha256:29bffe0ef8a8191e6cd5af3dc7fdf5e7f6334eea8fa39ee8488f2f16911c1cdf",
+                "sha256:3400d93a299228e86dec77cc114b834cdd48413f7999eaddaecba045c38ee915",
+                "sha256:5ea248dcaca951861e811411bf3eb9954f932f3a90c8bbe5629b5ee8479e011e",
+                "sha256:6089b8accd805a3a7409b20247e29e54dea6118785771127a4fc6c5eda24f0ef",
+                "sha256:80101ed4897ecbbb5ec36358c4d4c5c38ce4e53b9da5996923d1ec72d21ce665",
+                "sha256:91dac2f5668b946e3b6335bf6ea4c95fd446af45f7169cf0ab93fea34d4b0e73",
+                "sha256:9256a7028f017b257c5eba05fe332a744a410c0dcb9971eaa9ed6c5efaac50d5",
+                "sha256:be163d32e71a7ca9e3fd0c6867fdaa7a0c1989f3edc5048ba211beb3949eb96d",
+                "sha256:c72c1f357adfd9e9c0f402d7cc256bcf38a04ed833754661ec2600cc04e47c1b",
+                "sha256:cc4917a57f73984137bc6f14cddd1a140907102522174af8d8add42668a5e196",
+                "sha256:d67f2b3628a80764a07fff3a994df2c6b2d9a6b9c8024edde7b36c184f6657f6",
+                "sha256:df6d6268022747a60c9990cecf446bc7a71621ff92bc51c86f5958d1cd451870",
+                "sha256:e83276c6147d1ec74359ac2d07b2df9d0deb5e248194660967bcde6437a8518c",
+                "sha256:f7ee278a8da6043671031079b245488ee27565f48a83616637dae0b2c4886ea1"
             ],
             "index": "pypi",
             "markers": "python_version >= '3.10'",
-            "version": "==0.8.43"
+            "version": "==0.8.44"
         },
         "hf-xet": {
             "hashes": [
@@ -1678,6 +1678,14 @@
             "markers": "python_version >= '3.9'",
             "version": "==6.7.1"
         },
+        "narwhals": {
+            "hashes": [
+                "sha256:1421797ede01789cc1537619dbc3f36f840737240f748fdb24a60a0225fc80be",
+                "sha256:6486282bb7e4b4ab55963efbd8be1451b764cc4874b74d1fd625eba9dc60b86f"
+            ],
+            "markers": "python_version >= '3.10'",
+            "version": "==2.22.0"
+        },
         "networkx": {
             "hashes": [
                 "sha256:26b7c357accc0c8cde558ad486283728b65b6a95d85ee1cd66bafab4c8168509",
@@ -2751,46 +2759,40 @@
         },
         "scikit-learn": {
             "hashes": [
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-                "sha256:15fc3b5d19cc2be65404786857f2e13c70c83dd4782676dd6814e3b89dc8f5b9",
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-                "sha256:3bad7565bc9cf37ce19a7c0d107742b320c1285df7aab1a6e2d28780df167242",
-                "sha256:4496bb2cf7a43ce1a2d7524a79e40bc5da45cf598dbf9545b7e8316ccba47bb4",
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+                "sha256:051075bda8b7aab87b1906ab3d4740a1e1224a19d7b3781a576736edc94e76aa",
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+                "sha256:80746d63bd4b6eaca54d36fe5feaf4d28bb38dc6f9470f81c7cad7c40155f119",
+                "sha256:8833266989d3a5110178a9fae30783675460724d0e1efb13b14901d2c660c557",
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+                "sha256:9db6f4d34e68c8899e4cab27fdf8eafe6ed21f2ba52ceb25ea250cd237f8e47b",
+                "sha256:d77f54c017633791bc0225a43e2f8d03745fdcfe4880268fcc4df15f505dec2e",
+                "sha256:da76d09304a4706db7cc1e3ebaa3b6b98a67365cc11d2996c4f1e58ba47df714",
+                "sha256:ee1a8db2c18c08e34c7412d4b10be1cac214cd4ea7dc9715a6a327eb49a37c96",
+                "sha256:f401448645a3e7bc115aa3c094097865155b34bff1cba8101857d9104e99074c",
+                "sha256:f7e254636164090da847715a27f8e5478feb98c40a9e0ee90cbd277de9e5ceb8",
+                "sha256:fd3a8ef0c758555a3b23c03adaa858af32f7736785ded50ad5991f59c4ed03fa"
             ],
             "markers": "python_version >= '3.11'",
-            "version": "==1.8.0"
+            "version": "==1.9.0"
         },
         "scipy": {
             "hashes": [