diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index d90c3144f..2acab443e 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -38,7 +38,7 @@ jobs:
         uses: actions/setup-java@v4
         with:
           distribution: "zulu"
-          java-version: "11"
+          java-version: "17"
 
       - name: Setup Jekyll
         run: |
diff --git a/.github/workflows/python-ci.yml b/.github/workflows/python-ci.yml
index 1e0f41fbb..7496ef7be 100644
--- a/.github/workflows/python-ci.yml
+++ b/.github/workflows/python-ci.yml
@@ -6,10 +6,10 @@ jobs:
       fail-fast: false
       matrix:
         include:
-          - spark-version: 3.5.4
-            scala-version: 2.12.18
+          - spark-version: 4.0.0
+            scala-version: 2.13.16
             python-version: 3.10.6
-    runs-on: ubuntu-22.04
+    runs-on: ubuntu-latest
     env:
       # define Java options for both official sbt and sbt-extras
       JAVA_OPTS: -Xms2048M -Xmx2048M -Xss6M -XX:ReservedCodeCacheSize=256M -Dfile.encoding=UTF-8
@@ -21,7 +21,7 @@ jobs:
     - uses: actions/setup-java@v4
       with:
         distribution: "zulu"
-        java-version: "11"
+        java-version: "17"
     - uses: actions/cache@v4
       with:
         path: |
diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 533eb3cca..20a18e7ab 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -23,7 +23,7 @@ jobs:
         if: startsWith(github.ref, 'refs/tags/')
         uses: actions/setup-java@v3
         with:
-          java-version: '11'
+          java-version: '17'
           distribution: 'zulu'
 
       - name: Set up Python
diff --git a/.github/workflows/scala-ci.yml b/.github/workflows/scala-ci.yml
index a9e732f7e..29ee6ac98 100644
--- a/.github/workflows/scala-ci.yml
+++ b/.github/workflows/scala-ci.yml
@@ -6,19 +6,10 @@ jobs:
       fail-fast: false
       matrix:
         include:
-          - spark-version: 3.5.4
-            scala-version: 2.13.12
-            java-version: 11
-          - spark-version: 3.5.4
-            scala-version: 2.13.12
+          - spark-version: 4.0.0
+            scala-version: 2.13.16
             java-version: 17
-          - spark-version: 3.5.4
-            scala-version: 2.12.18
-            java-version: 11
-          - spark-version: 3.5.4
-            scala-version: 2.12.18
-            java-version: 17
-    runs-on: ubuntu-22.04
+    runs-on: ubuntu-latest
     env:
       # fixing this error after tests success: sbt.ForkMain failed with exit code 134
       # https://stackoverflow.com/questions/33287424/strange-exception-in-sbt-test
diff --git a/.gitignore b/.gitignore
index 67557cfa5..07ed35eef 100644
--- a/.gitignore
+++ b/.gitignore
@@ -50,3 +50,6 @@ tmp/*
 
 # db-connect targets
 graphframes-connect-databricks/*
+
+# JDTLS
+workspace
diff --git a/buf.gen.yaml b/buf.gen.yaml
index 33c55306b..850e846a5 100644
--- a/buf.gen.yaml
+++ b/buf.gen.yaml
@@ -4,9 +4,9 @@ managed:
 
 plugins:
   # Python API
-  - remote: buf.build/grpc/python:v1.64.2
+  - remote: buf.build/grpc/python:v1.73.0
     out: python/graphframes/connect/proto
-  - remote: buf.build/protocolbuffers/python:v27.1
+  - remote: buf.build/protocolbuffers/python:v29.3
     out: python/graphframes/connect/proto
   - remote: buf.build/protocolbuffers/pyi
-    out: python/graphframes/connect/proto
\ No newline at end of file
+    out: python/graphframes/connect/proto
diff --git a/build.sbt b/build.sbt
index 9ff07ed95..8c238e60d 100644
--- a/build.sbt
+++ b/build.sbt
@@ -1,16 +1,14 @@
 import xerial.sbt.Sonatype.sonatypeCentralHost
 
-lazy val sparkVer = sys.props.getOrElse("spark.version", "3.5.5")
+lazy val sparkVer = sys.props.getOrElse("spark.version", "4.0.0")
 lazy val sparkBranch = sparkVer.substring(0, 3)
 lazy val defaultScalaVer = sparkBranch match {
-  case "3.5" => "2.12.18"
-  case "3.4" => "2.12.17"
+  case "4.0" => "2.13.16"
   case _ => throw new IllegalArgumentException(s"Unsupported Spark version: $sparkVer.")
 }
 lazy val scalaVer = sys.props.getOrElse("scala.version", defaultScalaVer)
-lazy val defaultScalaTestVer = scalaVer match {
-  case s if s.startsWith("2.12") || s.startsWith("2.13") => "3.0.8"
-}
+lazy val defaultScalaTestVer = "3.0.8"
+
 // Some vendors are using an own shading rule for protobuf
 lazy val protobufShadingPattern = sys.props.getOrElse("vendor.name", "oss") match {
   case "oss" => "org.sparkproject.connect.protobuf.@1"
@@ -41,11 +39,10 @@ ThisBuild / developers := List(
 ThisBuild / sonatypeCredentialHost := "s01.oss.sonatype.org"
 ThisBuild / sonatypeRepository := "https://s01.oss.sonatype.org/service/local"
 ThisBuild / sonatypeProfileName := "io.graphframes"
-ThisBuild / crossScalaVersions := Seq("2.12.18", "2.13.12")
 
 // Scalafix configuration
 ThisBuild / semanticdbEnabled := true
-ThisBuild / semanticdbVersion := "4.8.10" // The maximal version that supports both 2.13.8 and 2.12.18
+ThisBuild / semanticdbVersion := "4.13.6"
 
 lazy val commonSetting = Seq(
   libraryDependencies ++= Seq(
@@ -127,7 +124,7 @@ lazy val connect = (project in file("graphframes-connect"))
     moduleName := s"${name.value}-spark${sparkBranch}",
     Compile / PB.targets := Seq(PB.gens.java -> (Compile / sourceManaged).value),
     Compile / PB.includePaths ++= Seq(file("src/main/protobuf")),
-    PB.protocVersion := "3.23.4", // Spark 3.5 branch
+    PB.protocVersion := "4.29.3", // Spark 4.0 branch
     libraryDependencies ++= Seq(
       "org.apache.spark" %% "spark-connect" % sparkVer % "provided" cross CrossVersion.for3Use2_13),
 
diff --git a/graphframes-connect/src/main/scala/org/apache/spark/sql/graphframes/GraphFramesConnect.scala b/graphframes-connect/src/main/scala/org/apache/spark/sql/graphframes/GraphFramesConnect.scala
index 49a58f918..76af7e52e 100644
--- a/graphframes-connect/src/main/scala/org/apache/spark/sql/graphframes/GraphFramesConnect.scala
+++ b/graphframes-connect/src/main/scala/org/apache/spark/sql/graphframes/GraphFramesConnect.scala
@@ -1,22 +1,30 @@
 package org.apache.spark.sql.graphframes
 
-import com.google.protobuf
+import com.google.protobuf.Any
+import com.google.protobuf.InvalidProtocolBufferException
 import org.apache.spark.sql.catalyst.plans.logical.LogicalPlan
 import org.apache.spark.sql.connect.planner.SparkConnectPlanner
 import org.apache.spark.sql.connect.plugin.RelationPlugin
 import org.graphframes.connect.proto.GraphFramesAPI
+import java.util.Optional
+import org.apache.spark.sql.classic.{DataFrame => ClassicDataFrame}
 
 class GraphFramesConnect extends RelationPlugin {
   override def transform(
-      relation: protobuf.Any,
-      planner: SparkConnectPlanner): Option[LogicalPlan] = {
-    if (relation.is(classOf[GraphFramesAPI])) {
-      val protoCall = relation.unpack(classOf[GraphFramesAPI])
-      // Because the plugins API is changed in spark 4.0 it makes sense to separate plugin impl from the parsing logic
-      val result = GraphFramesConnectUtils.parseAPICall(protoCall, planner)
-      Some(result.logicalPlan)
-    } else {
-      None
+      relation: Array[Byte],
+      planner: SparkConnectPlanner): Optional[LogicalPlan] = {
+    try {
+      val relationProto = Any.parseFrom(relation)
+      if (relationProto.is(classOf[GraphFramesAPI])) {
+        val protoCall = relationProto.unpack(classOf[GraphFramesAPI])
+        val result = GraphFramesConnectUtils.parseAPICall(protoCall, planner)
+        // We know exactly that it is classic one!
+        Optional.of(result.asInstanceOf[ClassicDataFrame].logicalPlan)
+      } else {
+        Optional.empty()
+      }
+    } catch {
+      case e: InvalidProtocolBufferException => throw new RuntimeException(e)
     }
   }
 }
diff --git a/graphframes-connect/src/main/scala/org/apache/spark/sql/graphframes/GraphFramesConnectUtils.scala b/graphframes-connect/src/main/scala/org/apache/spark/sql/graphframes/GraphFramesConnectUtils.scala
index 4d9e8d2a0..0622b1cbb 100644
--- a/graphframes-connect/src/main/scala/org/apache/spark/sql/graphframes/GraphFramesConnectUtils.scala
+++ b/graphframes-connect/src/main/scala/org/apache/spark/sql/graphframes/GraphFramesConnectUtils.scala
@@ -4,8 +4,9 @@ package org.apache.spark.sql.graphframes
 
 import com.google.protobuf.ByteString
 import org.apache.spark.sql.Column
+import org.apache.spark.sql.classic.ClassicConversions._
 import org.apache.spark.sql.DataFrame
-import org.apache.spark.sql.Dataset
+import org.apache.spark.sql.classic.Dataset
 import org.apache.spark.sql.connect.planner.SparkConnectPlanner
 import org.apache.spark.sql.functions.expr
 import org.apache.spark.sql.functions.lit
@@ -190,7 +191,7 @@ object GraphFramesConnectUtils {
       case MethodCase.SHORTEST_PATHS => {
         graphFrame.shortestPaths
           .landmarks(
-            apiMessage.getShortestPaths.getLandmarksList.asScala.map(parseLongOrStringID))
+            apiMessage.getShortestPaths.getLandmarksList.asScala.map(parseLongOrStringID).toSeq)
           .run()
       }
       case MethodCase.STRONGLY_CONNECTED_COMPONENTS => {
diff --git a/project/plugins.sbt b/project/plugins.sbt
index 57631c534..46a6ac1a2 100644
--- a/project/plugins.sbt
+++ b/project/plugins.sbt
@@ -5,7 +5,7 @@ ThisBuild / libraryDependencySchemes ++= Seq(
   "org.scala-lang.modules" %% "scala-xml" % VersionScheme.Always
 )
 
-addSbtPlugin("org.scoverage" % "sbt-scoverage" % "2.0.10")
+addSbtPlugin("org.scoverage" % "sbt-scoverage" % "2.3.0")
 addSbtPlugin("com.eed3si9n" % "sbt-assembly" % "2.3.1")
 addSbtPlugin("org.scalameta" % "sbt-scalafmt" % "2.5.4")
 
diff --git a/python/dev/build_jar.py b/python/dev/build_jar.py
index 8c9ee1a39..b4befd1a4 100644
--- a/python/dev/build_jar.py
+++ b/python/dev/build_jar.py
@@ -5,11 +5,11 @@
 from pathlib import Path
 
 
-def build(spark_versions: Sequence[str] = ["3.5.5"]):
+def build(spark_versions: Sequence[str] = ["4.0.0"]):
     for spark_version in spark_versions:
         print("Building GraphFrames JAR...")
         print(f"SPARK_VERSION: {spark_version[:3]}")
-        assert spark_version[:3] in {"3.5",}, "Unsopported spark version!"
+        assert spark_version[:3] in {"4.0",}, "Unsupported spark version!"
         project_root = Path(__file__).parent.parent.parent
         sbt_executable = project_root.joinpath("build").joinpath("sbt").absolute().__str__()
         sbt_build_command = [
@@ -40,7 +40,7 @@ def build(spark_versions: Sequence[str] = ["3.5.5"]):
         python_resources = (
             project_root.joinpath("python").joinpath("graphframes").joinpath("resources")
         )
-        target_dir = project_root.joinpath("target").joinpath("scala-2.12")
+        target_dir = project_root.joinpath("target").joinpath("scala-2.13")
         gf_jar = None
 
         for pp in target_dir.glob("*.jar"):
diff --git a/python/dev/run_connect.py b/python/dev/run_connect.py
index 6d8ce5466..cf1e80d40 100644
--- a/python/dev/run_connect.py
+++ b/python/dev/run_connect.py
@@ -11,8 +11,8 @@
 import pyspark
 
 SBT_BUILD_COMMAND = ["./build/sbt", "connect/assembly"]
-SPARK_VERSION = "3.5.5"
-SCALA_VERSION = "2.12"
+SPARK_VERSION = "4.0.0"
+SCALA_VERSION = "2.13"
 
 
 if __name__ == "__main__":
diff --git a/python/graphframes/connect/graphframe_client.py b/python/graphframes/connect/graphframe_client.py
index 5de5ba723..37a41a89b 100644
--- a/python/graphframes/connect/graphframe_client.py
+++ b/python/graphframes/connect/graphframe_client.py
@@ -125,7 +125,7 @@ def plan(self, session: SparkConnectClient) -> proto.Relation:
         if self._agg_msg is None:
             raise ValueError("AggMsg is not initialized!")
 
-        return DataFrame.withPlan(
+        return DataFrame(
             Pregel(
                 max_iter=self._max_iter,
                 checkpoint_interval=self._checkpoint_interval,
@@ -269,7 +269,7 @@ def plan(self, session: SparkConnectClient) -> proto.Relation:
                 plan.extension.Pack(graphframes_api_call)
                 return plan
 
-        return DataFrame.withPlan(Triplets(self._vertices, self._edges), self._spark)
+        return DataFrame(Triplets(self._vertices, self._edges), self._spark)
 
     @property
     def pregel(self):
@@ -292,7 +292,7 @@ def plan(self, session: SparkConnectClient) -> proto.Relation:
                 plan.extension.Pack(graphframes_api_call)
                 return plan
 
-        return DataFrame.withPlan(Find(self._vertices, self._edges, pattern), self._spark)
+        return DataFrame(Find(self._vertices, self._edges, pattern), self._spark)
 
     def filterVertices(self, condition: str | Column) -> "GraphFrameConnect":
         class FilterVertices(LogicalPlan):
@@ -314,7 +314,7 @@ def plan(self, session: SparkConnectClient) -> proto.Relation:
                 plan.extension.Pack(graphframes_api_call)
                 return plan
 
-        new_vertices = DataFrame.withPlan(
+        new_vertices = DataFrame(
             FilterVertices(self._vertices, self._edges, condition), self._spark
         )
         # Exactly like in the scala-core
@@ -347,9 +347,7 @@ def plan(self, session: SparkConnectClient) -> proto.Relation:
                 plan.extension.Pack(graphframes_api_call)
                 return plan
 
-        new_edges = DataFrame.withPlan(
-            FilterEdges(self._vertices, self._edges, condition), self._spark
-        )
+        new_edges = DataFrame(FilterEdges(self._vertices, self._edges, condition), self._spark)
         return GraphFrameConnect(self._vertices, new_edges)
 
     def dropIsolatedVertices(self) -> "GraphFrameConnect":
@@ -368,9 +366,7 @@ def plan(self, session: SparkConnectClient) -> proto.Relation:
                 plan.extension.Pack(graphframes_api_call)
                 return plan
 
-        new_vertices = DataFrame.withPlan(
-            DropIsolatedVertices(self._vertices, self._edges), self._spark
-        )
+        new_vertices = DataFrame(DropIsolatedVertices(self._vertices, self._edges), self._spark)
         return GraphFrameConnect(new_vertices, self._edges)
 
     def bfs(
@@ -417,7 +413,7 @@ def plan(self, session: SparkConnectClient) -> proto.Relation:
         if edgeFilter is None:
             edgeFilter = F.lit(True)
 
-        return DataFrame.withPlan(
+        return DataFrame(
             BFS(
                 v=self._vertices,
                 e=self._edges,
@@ -477,7 +473,7 @@ def plan(self, session: SparkConnectClient) -> proto.Relation:
         if sendToSrc is None and sendToDst is None:
             raise ValueError("Either `sendToSrc`, `sendToDst`, or both have to be provided")
 
-        return DataFrame.withPlan(
+        return DataFrame(
             AggregateMessages(self._vertices, self._edges, aggCol, sendToSrc, sendToDst),
             self._spark,
         )
@@ -519,7 +515,7 @@ def plan(self, session: SparkConnectClient) -> proto.Relation:
                 plan.extension.Pack(graphframes_api_call)
                 return plan
 
-        return DataFrame.withPlan(
+        return DataFrame(
             ConnectedComponents(
                 self._vertices,
                 self._edges,
@@ -549,9 +545,7 @@ def plan(self, session: SparkConnectClient) -> proto.Relation:
                 plan.extension.Pack(graphframes_api_call)
                 return plan
 
-        return DataFrame.withPlan(
-            LabelPropagation(self._vertices, self._edges, maxIter), self._spark
-        )
+        return DataFrame(LabelPropagation(self._vertices, self._edges, maxIter), self._spark)
 
     def _update_page_rank_edge_weights(self, new_vertices: DataFrame) -> "GraphFrameConnect":
         cols2select = self.edges.columns + ["weight"]
@@ -619,7 +613,7 @@ def plan(self, session: SparkConnectClient) -> proto.Relation:
             # at the same time I think it should be an exception.
             raise ValueError("Exactly one of maxIter or tol should be set.")
 
-        new_vertices = DataFrame.withPlan(
+        new_vertices = DataFrame(
             PageRank(
                 self._vertices,
                 self._edges,
@@ -675,7 +669,7 @@ def plan(self, session: SparkConnectClient) -> proto.Relation:
         ), "Source vertices Ids sourceIds must be provided"
         assert maxIter is not None, "Max number of iterations maxIter must be provided"
 
-        new_vertices = DataFrame.withPlan(
+        new_vertices = DataFrame(
             ParallelPersonalizedPageRank(
                 self._vertices,
                 self._edges,
@@ -721,7 +715,7 @@ def plan(self, session: SparkConnectClient) -> proto.Relation:
                 plan.extension.Pack(graphframes_api_call)
                 return plan
 
-        return DataFrame.withPlan(
+        return DataFrame(
             PowerIterationClustering(self._vertices, self._edges, k, maxIter, weightCol),
             self._spark,
         )
@@ -747,9 +741,7 @@ def plan(self, session: SparkConnectClient) -> proto.Relation:
                 plan.extension.Pack(graphframes_api_call)
                 return plan
 
-        return DataFrame.withPlan(
-            ShortestPaths(self._vertices, self._edges, landmarks), self._spark
-        )
+        return DataFrame(ShortestPaths(self._vertices, self._edges, landmarks), self._spark)
 
     def stronglyConnectedComponents(self, maxIter: int) -> DataFrame:
         class StronglyConnectedComponents(LogicalPlan):
@@ -770,7 +762,7 @@ def plan(self, session: SparkConnectClient) -> proto.Relation:
                 plan.extension.Pack(graphframes_api_call)
                 return plan
 
-        return DataFrame.withPlan(
+        return DataFrame(
             StronglyConnectedComponents(self._vertices, self._edges, maxIter),
             self._spark,
         )
@@ -833,7 +825,7 @@ def plan(self, session: SparkConnectClient) -> proto.Relation:
                 plan.extension.Pack(graphframes_api_call)
                 return plan
 
-        output = DataFrame.withPlan(
+        output = DataFrame(
             SVDPlusPlus(
                 self._vertices,
                 self._edges,
@@ -871,4 +863,4 @@ def plan(self, session: SparkConnectClient) -> proto.Relation:
                 plan.extension.Pack(graphframes_api_call)
                 return plan
 
-        return DataFrame.withPlan(TriangleCount(self._vertices, self._edges), self._spark)
+        return DataFrame(TriangleCount(self._vertices, self._edges), self._spark)
diff --git a/python/graphframes/connect/proto/graphframes_pb2.py b/python/graphframes/connect/proto/graphframes_pb2.py
index 156f3afa7..2d2e416e7 100644
--- a/python/graphframes/connect/proto/graphframes_pb2.py
+++ b/python/graphframes/connect/proto/graphframes_pb2.py
@@ -2,7 +2,7 @@
 # Generated by the protocol buffer compiler.  DO NOT EDIT!
 # NO CHECKED-IN PROTOBUF GENCODE
 # source: graphframes.proto
-# Protobuf Python Version: 5.27.1
+# Protobuf Python Version: 5.29.3
 """Generated protocol buffer code."""
 from google.protobuf import descriptor as _descriptor
 from google.protobuf import descriptor_pool as _descriptor_pool
@@ -11,7 +11,7 @@
 from google.protobuf.internal import builder as _builder
 
 _runtime_version.ValidateProtobufRuntimeVersion(
-    _runtime_version.Domain.PUBLIC, 5, 27, 1, "", "graphframes.proto"
+    _runtime_version.Domain.PUBLIC, 5, 29, 3, "", "graphframes.proto"
 )
 # @@protoc_insertion_point(imports)
 
diff --git a/python/poetry.lock b/python/poetry.lock
index 1cf9d9560..6e1cb22b6 100644
--- a/python/poetry.lock
+++ b/python/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.1.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
 
 [[package]]
 name = "alabaster"
@@ -6,7 +6,6 @@ version = "1.0.0"
 description = "A light, configurable Sphinx theme"
 optional = false
 python-versions = ">=3.10"
-groups = ["docs"]
 files = [
     {file = "alabaster-1.0.0-py3-none-any.whl", hash = "sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b"},
     {file = "alabaster-1.0.0.tar.gz", hash = "sha256:c00dca57bca26fa62a6d7d0a9fcce65f3e026e9bfe33e9c538fd3fbb2144fd9e"},
@@ -18,14 +17,13 @@ version = "2.17.0"
 description = "Internationalization utilities"
 optional = false
 python-versions = ">=3.8"
-groups = ["docs"]
 files = [
     {file = "babel-2.17.0-py3-none-any.whl", hash = "sha256:4d0b53093fdfb4b21c92b5213dba5a1b23885afa8383709427046b21c366e5f2"},
     {file = "babel-2.17.0.tar.gz", hash = "sha256:0c54cffb19f690cdcc52a3b50bcbf71e07a808d1c80d549f2459b9d2cf0afb9d"},
 ]
 
 [package.extras]
-dev = ["backports.zoneinfo ; python_version < \"3.9\"", "freezegun (>=1.0,<2.0)", "jinja2 (>=3.0)", "pytest (>=6.0)", "pytest-cov", "pytz", "setuptools", "tzdata ; sys_platform == \"win32\""]
+dev = ["backports.zoneinfo", "freezegun (>=1.0,<2.0)", "jinja2 (>=3.0)", "pytest (>=6.0)", "pytest-cov", "pytz", "setuptools", "tzdata"]
 
 [[package]]
 name = "black"
@@ -33,7 +31,6 @@ version = "23.12.1"
 description = "The uncompromising code formatter."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "black-23.12.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e0aaf6041986767a5e0ce663c7a2f0e9eaf21e6ff87a5f95cbf3675bfd4c41d2"},
     {file = "black-23.12.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:c88b3711d12905b74206227109272673edce0cb29f27e1385f33b0163c414bba"},
@@ -70,7 +67,7 @@ typing-extensions = {version = ">=4.0.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
 colorama = ["colorama (>=0.4.3)"]
-d = ["aiohttp (>=3.7.4) ; sys_platform != \"win32\" or implementation_name != \"pypy\"", "aiohttp (>=3.7.4,!=3.9.0) ; sys_platform == \"win32\" and implementation_name == \"pypy\""]
+d = ["aiohttp (>=3.7.4)", "aiohttp (>=3.7.4,!=3.9.0)"]
 jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
@@ -80,8 +77,6 @@ version = "1.1.0"
 description = "Python bindings for the Brotli compression library"
 optional = false
 python-versions = "*"
-groups = ["tutorials"]
-markers = "platform_python_implementation == \"CPython\""
 files = [
     {file = "Brotli-1.1.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:e1140c64812cb9b06c922e77f1c26a75ec5e3f0fb2bf92cc8c58720dec276752"},
     {file = "Brotli-1.1.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c8fd5270e906eef71d4a8d19b7c6a43760c6abcfcc10c9101d14eb2357418de9"},
@@ -216,8 +211,6 @@ version = "1.1.0.0"
 description = "Python CFFI bindings to the Brotli library"
 optional = false
 python-versions = ">=3.7"
-groups = ["tutorials"]
-markers = "platform_python_implementation == \"PyPy\""
 files = [
     {file = "brotlicffi-1.1.0.0-cp37-abi3-macosx_10_9_x86_64.whl", hash = "sha256:9b7ae6bd1a3f0df532b6d67ff674099a96d22bc0948955cb338488c31bfb8851"},
     {file = "brotlicffi-1.1.0.0-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:19ffc919fa4fc6ace69286e0a23b3789b4219058313cf9b45625016bf7ff996b"},
@@ -257,7 +250,6 @@ version = "2025.4.26"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
-groups = ["docs", "tutorials"]
 files = [
     {file = "certifi-2025.4.26-py3-none-any.whl", hash = "sha256:30350364dfe371162649852c63336a15c70c6510c2ad5015b21c2345311805f3"},
     {file = "certifi-2025.4.26.tar.gz", hash = "sha256:0a816057ea3cdefcef70270d2c515e4506bbc954f417fa5ade2021213bb8f0c6"},
@@ -269,8 +261,6 @@ version = "1.17.1"
 description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.8"
-groups = ["tutorials"]
-markers = "platform_python_implementation == \"PyPy\""
 files = [
     {file = "cffi-1.17.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:df8b1c11f177bc2313ec4b2d46baec87a5f3e71fc8b45dab2ee7cae86d9aba14"},
     {file = "cffi-1.17.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8f2cdc858323644ab277e9bb925ad72ae0e67f69e804f4898c070998d50b1a67"},
@@ -350,7 +340,6 @@ version = "3.4.2"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7"
-groups = ["docs", "tutorials"]
 files = [
     {file = "charset_normalizer-3.4.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7c48ed483eb946e6c04ccbe02c6b4d1d48e51944b6db70f697e089c193404941"},
     {file = "charset_normalizer-3.4.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b2d318c11350e10662026ad0eb71bb51c7812fc8590825304ae0bdd4ac283acd"},
@@ -452,7 +441,6 @@ version = "8.2.1"
 description = "Composable command line interface toolkit"
 optional = false
 python-versions = ">=3.10"
-groups = ["dev", "tutorials"]
 files = [
     {file = "click-8.2.1-py3-none-any.whl", hash = "sha256:61a3265b914e850b85317d0b3109c7f8cd35a670f963866005d6ef1d5175a12b"},
     {file = "click-8.2.1.tar.gz", hash = "sha256:27c491cc05d968d271d5a1db13e3b5a184636d9d930f148c50b038f0d0646202"},
@@ -467,12 +455,10 @@ version = "0.4.6"
 description = "Cross-platform colored terminal text."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
-groups = ["dev", "docs", "tutorials"]
 files = [
     {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
 ]
-markers = {dev = "platform_system == \"Windows\" or sys_platform == \"win32\"", docs = "sys_platform == \"win32\"", tutorials = "platform_system == \"Windows\""}
 
 [[package]]
 name = "docutils"
@@ -480,7 +466,6 @@ version = "0.21.2"
 description = "Docutils -- Python Documentation Utilities"
 optional = false
 python-versions = ">=3.9"
-groups = ["docs"]
 files = [
     {file = "docutils-0.21.2-py3-none-any.whl", hash = "sha256:dafca5b9e384f0e419294eb4d2ff9fa826435bf15f15b7bd45723e8ad76811b2"},
     {file = "docutils-0.21.2.tar.gz", hash = "sha256:3a6b18732edf182daa3cd12775bbb338cf5691468f91eeeb109deff6ebfa986f"},
@@ -492,8 +477,6 @@ version = "1.3.0"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
-groups = ["dev"]
-markers = "python_version < \"3.11\""
 files = [
     {file = "exceptiongroup-1.3.0-py3-none-any.whl", hash = "sha256:4d111e6e0c13d0644cad6ddaa7ed0261a0b36971f6d23e7ec9b4b9097da78a10"},
     {file = "exceptiongroup-1.3.0.tar.gz", hash = "sha256:b241f5885f560bc56a59ee63ca4c6a8bfa46ae4ad651af316d4e81817bb9fd88"},
@@ -511,7 +494,6 @@ version = "7.2.0"
 description = "the modular source code checker: pep8 pyflakes and co"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "flake8-7.2.0-py2.py3-none-any.whl", hash = "sha256:93b92ba5bdb60754a6da14fa3b93a9361fd00a59632ada61fd7b130436c40343"},
     {file = "flake8-7.2.0.tar.gz", hash = "sha256:fa558ae3f6f7dbf2b4f22663e5343b6b6023620461f8d4ff2019ef4b5ee70426"},
@@ -528,7 +510,6 @@ version = "1.70.0"
 description = "Common protobufs used in Google APIs"
 optional = false
 python-versions = ">=3.7"
-groups = ["dev"]
 files = [
     {file = "googleapis_common_protos-1.70.0-py3-none-any.whl", hash = "sha256:b8bfcca8c25a2bb253e0e0b0adaf8c00773e5e6af6fd92397576680b807e0fd8"},
     {file = "googleapis_common_protos-1.70.0.tar.gz", hash = "sha256:0e1b44e0ea153e6594f9f394fef15193a68aaaea2d843f83e2742717ca753257"},
@@ -546,7 +527,6 @@ version = "1.67.1"
 description = "HTTP/2-based RPC framework"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "grpcio-1.67.1-cp310-cp310-linux_armv7l.whl", hash = "sha256:8b0341d66a57f8a3119b77ab32207072be60c9bf79760fa609c5609f2deb1f3f"},
     {file = "grpcio-1.67.1-cp310-cp310-macosx_12_0_universal2.whl", hash = "sha256:f5a27dddefe0e2357d3e617b9079b4bfdc91341a91565111a21ed6ebbc51b22d"},
@@ -614,7 +594,6 @@ version = "1.67.1"
 description = "Status proto mapping for gRPC"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "grpcio_status-1.67.1-py3-none-any.whl", hash = "sha256:16e6c085950bdacac97c779e6a502ea671232385e6e37f258884d6883392c2bd"},
     {file = "grpcio_status-1.67.1.tar.gz", hash = "sha256:2bf38395e028ceeecfd8866b081f61628114b384da7d51ae064ddc8d766a5d11"},
@@ -631,7 +610,6 @@ version = "3.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.6"
-groups = ["docs", "tutorials"]
 files = [
     {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
     {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
@@ -646,7 +624,6 @@ version = "1.4.1"
 description = "Getting image size from png/jpeg/jpeg2000/gif file"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-groups = ["docs"]
 files = [
     {file = "imagesize-1.4.1-py2.py3-none-any.whl", hash = "sha256:0d8d18d08f840c19d0ee7ca1fd82490fdc3729b7ac93f49870406ddde8ef8d8b"},
     {file = "imagesize-1.4.1.tar.gz", hash = "sha256:69150444affb9cb0d5cc5a92b3676f0b2fb7cd9ae39e947a5e11a36b4497cd4a"},
@@ -654,58 +631,67 @@ files = [
 
 [[package]]
 name = "inflate64"
-version = "1.0.1"
+version = "1.0.3"
 description = "deflate64 compression/decompression library"
 optional = false
-python-versions = ">=3.9"
-groups = ["tutorials"]
-files = [
-    {file = "inflate64-1.0.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:5122a188995e47a735ab969edc9129d42bbd97b993df5a3f0819b87205ce81b4"},
-    {file = "inflate64-1.0.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:975ed694c680e46a5c0bb872380a9c9da271a91f9c0646561c58e8f3714347d4"},
-    {file = "inflate64-1.0.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8bcaf445d9cda5f7358e0c2b78144641560f8ce9e3e4351099754c49d26a34e8"},
-    {file = "inflate64-1.0.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:daede09baba24117279109b30fdf935195e91957e31b995b86f8dd01711376ee"},
-    {file = "inflate64-1.0.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0df40eaaba4fb8379d5c4fa5f56cc24741c4f1a91d4aef66438207473351ceaa"},
-    {file = "inflate64-1.0.1-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:ef90855ff63d53c8fd3bfbf85b5280b22f82b9ab2e21a7eee45b8a19d9866c42"},
-    {file = "inflate64-1.0.1-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:5daa4566c0b009c9ab8a6bf18ce407d14f5dbbb0d3068f3a43af939a17e117a7"},
-    {file = "inflate64-1.0.1-cp310-cp310-win_amd64.whl", hash = "sha256:d58a360b59685561a8feacee743479a9d7cc17c8d210aa1f2ae221f2513973cb"},
-    {file = "inflate64-1.0.1-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:31198c5f156806cee05b69b149074042b7b7d39274ff4c259b898e617294ac17"},
-    {file = "inflate64-1.0.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:4ab693bb1cd92573a997f8fe7b90a2ec1e17a507884598f5640656257b95ef49"},
-    {file = "inflate64-1.0.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:95b6a60e305e6e759e37d6c36691fcb87678922c56b3ddc2df06cd56e04f41f6"},
-    {file = "inflate64-1.0.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:711ef889bdb3b3b296881d1e49830a3a896938fba7033c4287f1aed9b9a20111"},
-    {file = "inflate64-1.0.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d3178495970ecb5c6a32167a8b57fdeef3bf4e2843eaf8f2d8f816f523741e36"},
-    {file = "inflate64-1.0.1-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:e8373b7feedf10236eb56d21598a19a3eb51077c3702d0ce3456b827374025e1"},
-    {file = "inflate64-1.0.1-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:cf026d5c885f2d2bbf233e9a0c8c6d046ec727e2467024ffe0ac76b5be308258"},
-    {file = "inflate64-1.0.1-cp311-cp311-win_amd64.whl", hash = "sha256:3aa7489241e6c6f6d34b9561efdf06031c35305b864267a5b8f406abcd3e85c5"},
-    {file = "inflate64-1.0.1-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:b81b3d373190ecd82901f42afd90b7127e9bdef341032a94db381c750ed3ddb2"},
-    {file = "inflate64-1.0.1-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:dbfddc5dac975227c20997f0ac515917a15421767c6bff0c209ac6ff9d7b17cc"},
-    {file = "inflate64-1.0.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:2adeabe79cc2f90bca832673520c8cbad7370f86353e151293add7ca529bed34"},
-    {file = "inflate64-1.0.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8b235c97a05dbe2f92f0f057426e4d05a449e1fccf8e9aa88075ea9c6a06a182"},
-    {file = "inflate64-1.0.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:19b74e30734dca5f1c83ca07074e1f25bf7b63f4a5ee7e074d9a4cb05af65cd5"},
-    {file = "inflate64-1.0.1-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:b298feb85204b5ef148ccf807744c836fffed7c1ed3ec8bc9b4e323a03163291"},
-    {file = "inflate64-1.0.1-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:8a4c75241bc442267f79b8242135f2ded29405662c44b9353d34fbd4fa6e56b3"},
-    {file = "inflate64-1.0.1-cp312-cp312-win_amd64.whl", hash = "sha256:7b210392f0830ab27371e36478592f47757f5ea6c09ddb96e2125847b309eb5e"},
-    {file = "inflate64-1.0.1-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:8dd58aa1adc4f98bf9b52baffa8f2ddf589e071a90db2f2bec9024328d4608cf"},
-    {file = "inflate64-1.0.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:c108be2b87e88c966570f84f839eb37f489b45dc3fa3046dc228327af6e921bb"},
-    {file = "inflate64-1.0.1-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:63971c6b096c0d533c0e38b4257f5a7748501a8bc04d00cf239bd06467888703"},
-    {file = "inflate64-1.0.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2d0077edb6b1cabfa2223b71a4a725e5755148f551a7a396c7d5698e45fb8828"},
-    {file = "inflate64-1.0.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8f05b5f2a6f1bf2f70e9c20d997261711cbc1ae477379662b05b36911da60a67"},
-    {file = "inflate64-1.0.1-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:5f3c7402165f7e15789caa0787e5a349465d9a454105d0c3a0ccf2e9cdfb8117"},
-    {file = "inflate64-1.0.1-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:39bced168822e4bf2f545d1b6dbeded6db01c32629d9e4549ef2cd1604a12e1b"},
-    {file = "inflate64-1.0.1-cp39-cp39-win_amd64.whl", hash = "sha256:70bb6a22d300d8ca25c26bc60afb5662c5a96d97a801962874d0461568512789"},
-    {file = "inflate64-1.0.1-pp310-pypy310_pp73-macosx_10_9_x86_64.whl", hash = "sha256:f3d5ea758358a1cc50f9e8e41de2134e9b5c5ca8bbcd88d1cd135d0e953d0fa8"},
-    {file = "inflate64-1.0.1-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8fa102c834314c3d7edbf249d1be0bce5d12a9e122228a7ac3f861ee82c3dc5c"},
-    {file = "inflate64-1.0.1-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8c2ae56a34e6cc2a712418ac82332e5d550ef8599e0ffb64c19b86d63a7df0c5"},
-    {file = "inflate64-1.0.1-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:9808ae50b5db661770992566e51e648cac286c32bd80892b151e7b1eca81afe8"},
-    {file = "inflate64-1.0.1-pp39-pypy39_pp73-macosx_10_9_x86_64.whl", hash = "sha256:04b2788c6a26e1e525f53cc3d8c58782d41f18bef8d2a34a3d58beaaf0bfdd3b"},
-    {file = "inflate64-1.0.1-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:67fd5b1f9e433b0abab8cb91f4da94d16223a5241008268a57f4729fdbfc4dbc"},
-    {file = "inflate64-1.0.1-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c6f3b00c17ae365e82fc3d48ff9a7a566820a6c8c55b4e16c6cfbcbd46505a72"},
-    {file = "inflate64-1.0.1-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:91c0c1d41c1655fb0189630baaa894a3b778d77062bb90ca11db878422948395"},
-    {file = "inflate64-1.0.1.tar.gz", hash = "sha256:3b1c83c22651b5942b35829df526e89602e494192bf021e0d7d0b600e76c429d"},
+python-versions = "<3.14,>=3.9"
+files = [
+    {file = "inflate64-1.0.3-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:35abad47221ac8cb4cf6a9ef784916ada3f95115bd4f09e0f5f146b4463dcc93"},
+    {file = "inflate64-1.0.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:518af99243b6cb4834c52c35b2965f38cc97aacbeb63d3e9cf820a9533957d37"},
+    {file = "inflate64-1.0.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:dad8527cb556fa3fb96dcf1631ea7c295bdc31ff05f2fb54363f6878c4eca9fa"},
+    {file = "inflate64-1.0.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0efe4377c41a5b73f505d7ac613b85cd855d10b27e0e7e2ad3d7fceecfbb69a4"},
+    {file = "inflate64-1.0.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8221b09edb0e94107b8c33da31f5e49ff9c49c96ab91956cc428891e39d2fd4e"},
+    {file = "inflate64-1.0.3-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:a0302b10bfed4b741be6221f52e83eabc337baf784dd0ca8ab8ca56458291952"},
+    {file = "inflate64-1.0.3-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:c6df9b82179fc4616f315cd326a4d401649683b51314dcf59edac4cb5dcfc34d"},
+    {file = "inflate64-1.0.3-cp310-cp310-win32.whl", hash = "sha256:8316c03d0d85de87bbff1641fb43a3367653beddaace3b50c35f49af5af8045c"},
+    {file = "inflate64-1.0.3-cp310-cp310-win_amd64.whl", hash = "sha256:8c88db9b53f31c06e99246af902643d6037912fd2ffb2ee58d12b3f705cad7d6"},
+    {file = "inflate64-1.0.3-cp310-cp310-win_arm64.whl", hash = "sha256:849cfc0f1395d9497a19356d90a41163471e2612a995c1cc0d39a1fc4fd4e442"},
+    {file = "inflate64-1.0.3-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:faa2cb8301efc89ccb187ed4f7840ce0335da42ba53723077d0125b4b22789ce"},
+    {file = "inflate64-1.0.3-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:e47b63739611998142533e6e22cc3f947f4043e7e3bc7d70f94ffc4e4b1aa2b2"},
+    {file = "inflate64-1.0.3-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:c0128fccc72259d99580ff60682575da66322eba8faa3dab4a75232b519defed"},
+    {file = "inflate64-1.0.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9dca452520ce5f286684577f02b06f669b9903380327d11231b5bdd3c6f27f2f"},
+    {file = "inflate64-1.0.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d9724aaa82a5181dd97f9e31134ede30f41a7add8b35073656e02fd16418c93c"},
+    {file = "inflate64-1.0.3-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:4b95b4866a5b5d1ca79f9c431f9f5d39586249c1b94985bdd5cc0704b70eebd2"},
+    {file = "inflate64-1.0.3-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:3009f85dec641b9af0b41ac0e5c849710e69c90955797ee760c2abfb302fa768"},
+    {file = "inflate64-1.0.3-cp311-cp311-win32.whl", hash = "sha256:a36c0fa721acb800bbb9cbf5054ea0d9de4469e43b8b1fcd9d2bbb400ed4ccc0"},
+    {file = "inflate64-1.0.3-cp311-cp311-win_amd64.whl", hash = "sha256:8b14af86981e3f691bde23bd291e6bfe4114ddee50046a6f690d7a5b625c41b0"},
+    {file = "inflate64-1.0.3-cp311-cp311-win_arm64.whl", hash = "sha256:0856bdd440f7035803f25846015166bfd3daf59e659e43b6596cea37b389c839"},
+    {file = "inflate64-1.0.3-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:a25967a307aacf20ae979264fb7a1ad27b25a56fbc7e96dd28fcc12d54727479"},
+    {file = "inflate64-1.0.3-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:54dc4d1a17084ff15127c5e88c8dd1aa57e48f292c1ac1f4c65f226b6fd93d9c"},
+    {file = "inflate64-1.0.3-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:8d8fb0bc154147437df1d45c9466b2c06c745e49d238de356b709cd6b5c45769"},
+    {file = "inflate64-1.0.3-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:478b51748e3754200a11520fccec836fa5719b7f7fb5f90d67594e9940978834"},
+    {file = "inflate64-1.0.3-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a0cf0906c46a3224ffc96bd33c5fc108f4239c2552fbd1d10488a47ce7882465"},
+    {file = "inflate64-1.0.3-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:3dc36f76668d9174f17c27d19d0e95cb54cac0194ecb75cabbeed6244e75ab34"},
+    {file = "inflate64-1.0.3-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:f7f25b374af2c3d5d9fc016ad3907545d0a4a31c7765830f126da9fcbd5f04c9"},
+    {file = "inflate64-1.0.3-cp312-cp312-win32.whl", hash = "sha256:9f5607153f294cb7ba37fdb6e744fe5c188d4b431fd6ff7b77530f39422eb026"},
+    {file = "inflate64-1.0.3-cp312-cp312-win_amd64.whl", hash = "sha256:34b793dd49fcc5c46e96e7156584de47fe9745ef2b45c4976f9c7764ea0137de"},
+    {file = "inflate64-1.0.3-cp312-cp312-win_arm64.whl", hash = "sha256:cd180b2a8709131a0768056f57cb0327813d55a214e76d7aed41b4413345a76b"},
+    {file = "inflate64-1.0.3-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:1d5340fe27f88a2946968f7de1ebe996be6c8d59fd4a1ac00aacc5bcafcc6583"},
+    {file = "inflate64-1.0.3-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:75b1625b027111270a5bb89fb6cb83930eacf4538881fb8ef901e00839272dc7"},
+    {file = "inflate64-1.0.3-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:1ced5841cbe81cb158c1fc0df7837e0f3c38b2f3b5b0c8f2a6490eb78b3a4f7a"},
+    {file = "inflate64-1.0.3-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b89fddc67a3a2edc764cac2ef7cf0de76e2c98fce0800f55fa8974bcb01a10a9"},
+    {file = "inflate64-1.0.3-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9e32f7fb9c4120cdc27024249687fdaace2dc88857be6c031ae276d085a54166"},
+    {file = "inflate64-1.0.3-cp313-cp313-musllinux_1_1_aarch64.whl", hash = "sha256:14752a079cb4ab3d9653d39a818f2e0daf3c0b445efc332c343caeff908de2b7"},
+    {file = "inflate64-1.0.3-cp313-cp313-musllinux_1_1_x86_64.whl", hash = "sha256:14b811164f0c8048a90570c4213596eee277ab6454c86f1f80a5ace536e3b570"},
+    {file = "inflate64-1.0.3-cp313-cp313-win32.whl", hash = "sha256:61a24f463e6dac38ddf2d4c011a54247f86cf676e869797de0e344ef7a4be456"},
+    {file = "inflate64-1.0.3-cp313-cp313-win_amd64.whl", hash = "sha256:5b077eaf7d6e99823751bd30e450102419cd71b6db4b3765e752e843fc040906"},
+    {file = "inflate64-1.0.3-cp313-cp313-win_arm64.whl", hash = "sha256:abc83da55d66d8e8cf1a782d5870f1aab4f2380d489af8c15825ee003645a974"},
+    {file = "inflate64-1.0.3-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:cca6c49371d159d4c6613860429777228d274b22a3d12d51fdf6c4d4397f0715"},
+    {file = "inflate64-1.0.3-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:368c84e67b70b58e64952a47b89bd9938a1a3abf1bf7ad82fcfc57b53c1a21ba"},
+    {file = "inflate64-1.0.3-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:dc779457ccb74b425251e3de1dba6839f78f19e0c25ae2e6178f270a334eae78"},
+    {file = "inflate64-1.0.3-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2dbc7265c5f6459e00b3c7cdf9de7c12f6a60f00ea8b878744d0ef46dd23d3f9"},
+    {file = "inflate64-1.0.3-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:81387fff4b3c72c46ed636aab092c7dbe7cdaf57b1f8f559885f0f933a5794b9"},
+    {file = "inflate64-1.0.3-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:89460fbfbe383cb00291988343b5a4f0fb51aefaeacb1a5c01e9aa993a8ad17b"},
+    {file = "inflate64-1.0.3-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:87101c97e7736eba8d3fccb364acc4efe77d977c6fbc048be11c5d99941f5651"},
+    {file = "inflate64-1.0.3-cp39-cp39-win32.whl", hash = "sha256:3b35146f6d2680859cef3706cc205fe44c34e870613810baec56df0dc5786fde"},
+    {file = "inflate64-1.0.3-cp39-cp39-win_amd64.whl", hash = "sha256:8b41c8824a5c5446459b07607cf02e90115242cb0f16fa8ae6a7c882e4ece0a9"},
+    {file = "inflate64-1.0.3-cp39-cp39-win_arm64.whl", hash = "sha256:3352f3ca43c349df5b0217bc16c2d533b6344510e1e03acb9ed9a3c2a4db12b5"},
+    {file = "inflate64-1.0.3.tar.gz", hash = "sha256:a89edd416c36eda0c3a5d32f31ff1555db2c5a3884aa8df95e8679f8203e12ee"},
 ]
 
 [package.extras]
 check = ["check-manifest", "flake8", "flake8-black", "flake8-deprecated", "flake8-isort", "mypy (>=1.10.0)", "mypy_extensions (>=0.4.1)", "pygments", "readme-renderer", "twine"]
-docs = ["docutils", "sphinx (>=5.0)"]
+docs = ["docutils", "sphinx (>=5.0)", "sphinx_rtd_theme"]
 test = ["pytest"]
 
 [[package]]
@@ -714,7 +700,6 @@ version = "2.1.0"
 description = "brain-dead simple config-ini parsing"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "iniconfig-2.1.0-py3-none-any.whl", hash = "sha256:9deba5723312380e77435581c6bf4935c94cbfab9b1ed33ef8d238ea168eb760"},
     {file = "iniconfig-2.1.0.tar.gz", hash = "sha256:3abbd2e30b36733fee78f9c7f7308f2d0050e88f0087fd25c2645f63c773e1c7"},
@@ -726,7 +711,6 @@ version = "6.0.1"
 description = "A Python utility / library to sort Python imports."
 optional = false
 python-versions = ">=3.9.0"
-groups = ["dev"]
 files = [
     {file = "isort-6.0.1-py3-none-any.whl", hash = "sha256:2dc5d7f65c9678d94c88dfc29161a320eec67328bc97aad576874cb4be1e9615"},
     {file = "isort-6.0.1.tar.gz", hash = "sha256:1cb5df28dfbc742e490c5e41bad6da41b805b0a8be7bc93cd0fb2a8a890ac450"},
@@ -742,7 +726,6 @@ version = "3.1.6"
 description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
-groups = ["docs"]
 files = [
     {file = "jinja2-3.1.6-py3-none-any.whl", hash = "sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67"},
     {file = "jinja2-3.1.6.tar.gz", hash = "sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d"},
@@ -760,7 +743,6 @@ version = "3.0.2"
 description = "Safely add untrusted strings to HTML/XML markup."
 optional = false
 python-versions = ">=3.9"
-groups = ["docs"]
 files = [
     {file = "MarkupSafe-3.0.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7e94c425039cde14257288fd61dcfb01963e658efbc0ff54f5306b06054700f8"},
     {file = "MarkupSafe-3.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9e2d922824181480953426608b81967de705c3cef4d1af983af849d7bd619158"},
@@ -831,7 +813,6 @@ version = "0.7.0"
 description = "McCabe checker, plugin for flake8"
 optional = false
 python-versions = ">=3.6"
-groups = ["dev"]
 files = [
     {file = "mccabe-0.7.0-py2.py3-none-any.whl", hash = "sha256:6c2d30ab6be0e4a46919781807b4f0d834ebdd6c6e3dca0bda5a15f863427b6e"},
     {file = "mccabe-0.7.0.tar.gz", hash = "sha256:348e0240c33b60bbdf4e523192ef919f28cb2c3d7d5c7794f74009290f236325"},
@@ -843,7 +824,6 @@ version = "0.2.3"
 description = "multi volume file wrapper library"
 optional = false
 python-versions = ">=3.6"
-groups = ["tutorials"]
 files = [
     {file = "multivolumefile-0.2.3-py3-none-any.whl", hash = "sha256:237f4353b60af1703087cf7725755a1f6fcaeeea48421e1896940cd1c920d678"},
     {file = "multivolumefile-0.2.3.tar.gz", hash = "sha256:a0648d0aafbc96e59198d5c17e9acad7eb531abea51035d08ce8060dcad709d6"},
@@ -860,7 +840,6 @@ version = "1.1.0"
 description = "Type system extensions for programs checked with the mypy type checker."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "mypy_extensions-1.1.0-py3-none-any.whl", hash = "sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505"},
     {file = "mypy_extensions-1.1.0.tar.gz", hash = "sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558"},
@@ -872,7 +851,6 @@ version = "1.3.7"
 description = "nose extends unittest to make testing easier"
 optional = false
 python-versions = "*"
-groups = ["main"]
 files = [
     {file = "nose-1.3.7-py2-none-any.whl", hash = "sha256:dadcddc0aefbf99eea214e0f1232b94f2fa9bd98fa8353711dacb112bfcbbb2a"},
     {file = "nose-1.3.7-py3-none-any.whl", hash = "sha256:9ff7c6cc443f8c51994b34a667bbcf45afd6d945be7477b52e97516fd17c53ac"},
@@ -881,48 +859,66 @@ files = [
 
 [[package]]
 name = "numpy"
-version = "1.26.4"
+version = "2.2.6"
 description = "Fundamental package for array computing in Python"
 optional = false
-python-versions = ">=3.9"
-groups = ["main", "dev"]
-files = [
-    {file = "numpy-1.26.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:9ff0f4f29c51e2803569d7a51c2304de5554655a60c5d776e35b4a41413830d0"},
-    {file = "numpy-1.26.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:2e4ee3380d6de9c9ec04745830fd9e2eccb3e6cf790d39d7b98ffd19b0dd754a"},
-    {file = "numpy-1.26.4-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d209d8969599b27ad20994c8e41936ee0964e6da07478d6c35016bc386b66ad4"},
-    {file = "numpy-1.26.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ffa75af20b44f8dba823498024771d5ac50620e6915abac414251bd971b4529f"},
-    {file = "numpy-1.26.4-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:62b8e4b1e28009ef2846b4c7852046736bab361f7aeadeb6a5b89ebec3c7055a"},
-    {file = "numpy-1.26.4-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:a4abb4f9001ad2858e7ac189089c42178fcce737e4169dc61321660f1a96c7d2"},
-    {file = "numpy-1.26.4-cp310-cp310-win32.whl", hash = "sha256:bfe25acf8b437eb2a8b2d49d443800a5f18508cd811fea3181723922a8a82b07"},
-    {file = "numpy-1.26.4-cp310-cp310-win_amd64.whl", hash = "sha256:b97fe8060236edf3662adfc2c633f56a08ae30560c56310562cb4f95500022d5"},
-    {file = "numpy-1.26.4-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:4c66707fabe114439db9068ee468c26bbdf909cac0fb58686a42a24de1760c71"},
-    {file = "numpy-1.26.4-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:edd8b5fe47dab091176d21bb6de568acdd906d1887a4584a15a9a96a1dca06ef"},
-    {file = "numpy-1.26.4-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7ab55401287bfec946ced39700c053796e7cc0e3acbef09993a9ad2adba6ca6e"},
-    {file = "numpy-1.26.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:666dbfb6ec68962c033a450943ded891bed2d54e6755e35e5835d63f4f6931d5"},
-    {file = "numpy-1.26.4-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:96ff0b2ad353d8f990b63294c8986f1ec3cb19d749234014f4e7eb0112ceba5a"},
-    {file = "numpy-1.26.4-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:60dedbb91afcbfdc9bc0b1f3f402804070deed7392c23eb7a7f07fa857868e8a"},
-    {file = "numpy-1.26.4-cp311-cp311-win32.whl", hash = "sha256:1af303d6b2210eb850fcf03064d364652b7120803a0b872f5211f5234b399f20"},
-    {file = "numpy-1.26.4-cp311-cp311-win_amd64.whl", hash = "sha256:cd25bcecc4974d09257ffcd1f098ee778f7834c3ad767fe5db785be9a4aa9cb2"},
-    {file = "numpy-1.26.4-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:b3ce300f3644fb06443ee2222c2201dd3a89ea6040541412b8fa189341847218"},
-    {file = "numpy-1.26.4-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:03a8c78d01d9781b28a6989f6fa1bb2c4f2d51201cf99d3dd875df6fbd96b23b"},
-    {file = "numpy-1.26.4-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9fad7dcb1aac3c7f0584a5a8133e3a43eeb2fe127f47e3632d43d677c66c102b"},
-    {file = "numpy-1.26.4-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:675d61ffbfa78604709862923189bad94014bef562cc35cf61d3a07bba02a7ed"},
-    {file = "numpy-1.26.4-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:ab47dbe5cc8210f55aa58e4805fe224dac469cde56b9f731a4c098b91917159a"},
-    {file = "numpy-1.26.4-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:1dda2e7b4ec9dd512f84935c5f126c8bd8b9f2fc001e9f54af255e8c5f16b0e0"},
-    {file = "numpy-1.26.4-cp312-cp312-win32.whl", hash = "sha256:50193e430acfc1346175fcbdaa28ffec49947a06918b7b92130744e81e640110"},
-    {file = "numpy-1.26.4-cp312-cp312-win_amd64.whl", hash = "sha256:08beddf13648eb95f8d867350f6a018a4be2e5ad54c8d8caed89ebca558b2818"},
-    {file = "numpy-1.26.4-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:7349ab0fa0c429c82442a27a9673fc802ffdb7c7775fad780226cb234965e53c"},
-    {file = "numpy-1.26.4-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:52b8b60467cd7dd1e9ed082188b4e6bb35aa5cdd01777621a1658910745b90be"},
-    {file = "numpy-1.26.4-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d5241e0a80d808d70546c697135da2c613f30e28251ff8307eb72ba696945764"},
-    {file = "numpy-1.26.4-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f870204a840a60da0b12273ef34f7051e98c3b5961b61b0c2c1be6dfd64fbcd3"},
-    {file = "numpy-1.26.4-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:679b0076f67ecc0138fd2ede3a8fd196dddc2ad3254069bcb9faf9a79b1cebcd"},
-    {file = "numpy-1.26.4-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:47711010ad8555514b434df65f7d7b076bb8261df1ca9bb78f53d3b2db02e95c"},
-    {file = "numpy-1.26.4-cp39-cp39-win32.whl", hash = "sha256:a354325ee03388678242a4d7ebcd08b5c727033fcff3b2f536aea978e15ee9e6"},
-    {file = "numpy-1.26.4-cp39-cp39-win_amd64.whl", hash = "sha256:3373d5d70a5fe74a2c1bb6d2cfd9609ecf686d47a2d7b1d37a8f3b6bf6003aea"},
-    {file = "numpy-1.26.4-pp39-pypy39_pp73-macosx_10_9_x86_64.whl", hash = "sha256:afedb719a9dcfc7eaf2287b839d8198e06dcd4cb5d276a3df279231138e83d30"},
-    {file = "numpy-1.26.4-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:95a7476c59002f2f6c590b9b7b998306fba6a5aa646b1e22ddfeaf8f78c3a29c"},
-    {file = "numpy-1.26.4-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:7e50d0a0cc3189f9cb0aeb3a6a6af18c16f59f004b866cd2be1c14b36134a4a0"},
-    {file = "numpy-1.26.4.tar.gz", hash = "sha256:2a02aba9ed12e4ac4eb3ea9421c420301a0c6460d9830d74a9df87efa4912010"},
+python-versions = ">=3.10"
+files = [
+    {file = "numpy-2.2.6-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b412caa66f72040e6d268491a59f2c43bf03eb6c96dd8f0307829feb7fa2b6fb"},
+    {file = "numpy-2.2.6-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8e41fd67c52b86603a91c1a505ebaef50b3314de0213461c7a6e99c9a3beff90"},
+    {file = "numpy-2.2.6-cp310-cp310-macosx_14_0_arm64.whl", hash = "sha256:37e990a01ae6ec7fe7fa1c26c55ecb672dd98b19c3d0e1d1f326fa13cb38d163"},
+    {file = "numpy-2.2.6-cp310-cp310-macosx_14_0_x86_64.whl", hash = "sha256:5a6429d4be8ca66d889b7cf70f536a397dc45ba6faeb5f8c5427935d9592e9cf"},
+    {file = "numpy-2.2.6-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:efd28d4e9cd7d7a8d39074a4d44c63eda73401580c5c76acda2ce969e0a38e83"},
+    {file = "numpy-2.2.6-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fc7b73d02efb0e18c000e9ad8b83480dfcd5dfd11065997ed4c6747470ae8915"},
+    {file = "numpy-2.2.6-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:74d4531beb257d2c3f4b261bfb0fc09e0f9ebb8842d82a7b4209415896adc680"},
+    {file = "numpy-2.2.6-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:8fc377d995680230e83241d8a96def29f204b5782f371c532579b4f20607a289"},
+    {file = "numpy-2.2.6-cp310-cp310-win32.whl", hash = "sha256:b093dd74e50a8cba3e873868d9e93a85b78e0daf2e98c6797566ad8044e8363d"},
+    {file = "numpy-2.2.6-cp310-cp310-win_amd64.whl", hash = "sha256:f0fd6321b839904e15c46e0d257fdd101dd7f530fe03fd6359c1ea63738703f3"},
+    {file = "numpy-2.2.6-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:f9f1adb22318e121c5c69a09142811a201ef17ab257a1e66ca3025065b7f53ae"},
+    {file = "numpy-2.2.6-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:c820a93b0255bc360f53eca31a0e676fd1101f673dda8da93454a12e23fc5f7a"},
+    {file = "numpy-2.2.6-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:3d70692235e759f260c3d837193090014aebdf026dfd167834bcba43e30c2a42"},
+    {file = "numpy-2.2.6-cp311-cp311-macosx_14_0_x86_64.whl", hash = "sha256:481b49095335f8eed42e39e8041327c05b0f6f4780488f61286ed3c01368d491"},
+    {file = "numpy-2.2.6-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b64d8d4d17135e00c8e346e0a738deb17e754230d7e0810ac5012750bbd85a5a"},
+    {file = "numpy-2.2.6-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ba10f8411898fc418a521833e014a77d3ca01c15b0c6cdcce6a0d2897e6dbbdf"},
+    {file = "numpy-2.2.6-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:bd48227a919f1bafbdda0583705e547892342c26fb127219d60a5c36882609d1"},
+    {file = "numpy-2.2.6-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:9551a499bf125c1d4f9e250377c1ee2eddd02e01eac6644c080162c0c51778ab"},
+    {file = "numpy-2.2.6-cp311-cp311-win32.whl", hash = "sha256:0678000bb9ac1475cd454c6b8c799206af8107e310843532b04d49649c717a47"},
+    {file = "numpy-2.2.6-cp311-cp311-win_amd64.whl", hash = "sha256:e8213002e427c69c45a52bbd94163084025f533a55a59d6f9c5b820774ef3303"},
+    {file = "numpy-2.2.6-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:41c5a21f4a04fa86436124d388f6ed60a9343a6f767fced1a8a71c3fbca038ff"},
+    {file = "numpy-2.2.6-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:de749064336d37e340f640b05f24e9e3dd678c57318c7289d222a8a2f543e90c"},
+    {file = "numpy-2.2.6-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:894b3a42502226a1cac872f840030665f33326fc3dac8e57c607905773cdcde3"},
+    {file = "numpy-2.2.6-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:71594f7c51a18e728451bb50cc60a3ce4e6538822731b2933209a1f3614e9282"},
+    {file = "numpy-2.2.6-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f2618db89be1b4e05f7a1a847a9c1c0abd63e63a1607d892dd54668dd92faf87"},
+    {file = "numpy-2.2.6-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fd83c01228a688733f1ded5201c678f0c53ecc1006ffbc404db9f7a899ac6249"},
+    {file = "numpy-2.2.6-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:37c0ca431f82cd5fa716eca9506aefcabc247fb27ba69c5062a6d3ade8cf8f49"},
+    {file = "numpy-2.2.6-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:fe27749d33bb772c80dcd84ae7e8df2adc920ae8297400dabec45f0dedb3f6de"},
+    {file = "numpy-2.2.6-cp312-cp312-win32.whl", hash = "sha256:4eeaae00d789f66c7a25ac5f34b71a7035bb474e679f410e5e1a94deb24cf2d4"},
+    {file = "numpy-2.2.6-cp312-cp312-win_amd64.whl", hash = "sha256:c1f9540be57940698ed329904db803cf7a402f3fc200bfe599334c9bd84a40b2"},
+    {file = "numpy-2.2.6-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:0811bb762109d9708cca4d0b13c4f67146e3c3b7cf8d34018c722adb2d957c84"},
+    {file = "numpy-2.2.6-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:287cc3162b6f01463ccd86be154f284d0893d2b3ed7292439ea97eafa8170e0b"},
+    {file = "numpy-2.2.6-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:f1372f041402e37e5e633e586f62aa53de2eac8d98cbfb822806ce4bbefcb74d"},
+    {file = "numpy-2.2.6-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:55a4d33fa519660d69614a9fad433be87e5252f4b03850642f88993f7b2ca566"},
+    {file = "numpy-2.2.6-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f92729c95468a2f4f15e9bb94c432a9229d0d50de67304399627a943201baa2f"},
+    {file = "numpy-2.2.6-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1bc23a79bfabc5d056d106f9befb8d50c31ced2fbc70eedb8155aec74a45798f"},
+    {file = "numpy-2.2.6-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:e3143e4451880bed956e706a3220b4e5cf6172ef05fcc397f6f36a550b1dd868"},
+    {file = "numpy-2.2.6-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:b4f13750ce79751586ae2eb824ba7e1e8dba64784086c98cdbbcc6a42112ce0d"},
+    {file = "numpy-2.2.6-cp313-cp313-win32.whl", hash = "sha256:5beb72339d9d4fa36522fc63802f469b13cdbe4fdab4a288f0c441b74272ebfd"},
+    {file = "numpy-2.2.6-cp313-cp313-win_amd64.whl", hash = "sha256:b0544343a702fa80c95ad5d3d608ea3599dd54d4632df855e4c8d24eb6ecfa1c"},
+    {file = "numpy-2.2.6-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:0bca768cd85ae743b2affdc762d617eddf3bcf8724435498a1e80132d04879e6"},
+    {file = "numpy-2.2.6-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:fc0c5673685c508a142ca65209b4e79ed6740a4ed6b2267dbba90f34b0b3cfda"},
+    {file = "numpy-2.2.6-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:5bd4fc3ac8926b3819797a7c0e2631eb889b4118a9898c84f585a54d475b7e40"},
+    {file = "numpy-2.2.6-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:fee4236c876c4e8369388054d02d0e9bb84821feb1a64dd59e137e6511a551f8"},
+    {file = "numpy-2.2.6-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e1dda9c7e08dc141e0247a5b8f49cf05984955246a327d4c48bda16821947b2f"},
+    {file = "numpy-2.2.6-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f447e6acb680fd307f40d3da4852208af94afdfab89cf850986c3ca00562f4fa"},
+    {file = "numpy-2.2.6-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:389d771b1623ec92636b0786bc4ae56abafad4a4c513d36a55dce14bd9ce8571"},
+    {file = "numpy-2.2.6-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:8e9ace4a37db23421249ed236fdcdd457d671e25146786dfc96835cd951aa7c1"},
+    {file = "numpy-2.2.6-cp313-cp313t-win32.whl", hash = "sha256:038613e9fb8c72b0a41f025a7e4c3f0b7a1b5d768ece4796b674c8f3fe13efff"},
+    {file = "numpy-2.2.6-cp313-cp313t-win_amd64.whl", hash = "sha256:6031dd6dfecc0cf9f668681a37648373bddd6421fff6c66ec1624eed0180ee06"},
+    {file = "numpy-2.2.6-pp310-pypy310_pp73-macosx_10_15_x86_64.whl", hash = "sha256:0b605b275d7bd0c640cad4e5d30fa701a8d59302e127e5f79138ad62762c3e3d"},
+    {file = "numpy-2.2.6-pp310-pypy310_pp73-macosx_14_0_x86_64.whl", hash = "sha256:7befc596a7dc9da8a337f79802ee8adb30a552a94f792b9c9d18c840055907db"},
+    {file = "numpy-2.2.6-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ce47521a4754c8f4593837384bd3424880629f718d87c5d44f8ed763edd63543"},
+    {file = "numpy-2.2.6-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:d042d24c90c41b54fd506da306759e06e568864df8ec17ccc17e9e884634fd00"},
+    {file = "numpy-2.2.6.tar.gz", hash = "sha256:e29554e2bef54a90aa5cc07da6ce955accb83f21ab5de01a62c8478897b264fd"},
 ]
 
 [[package]]
@@ -931,7 +927,6 @@ version = "25.0"
 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev", "docs"]
 files = [
     {file = "packaging-25.0-py3-none-any.whl", hash = "sha256:29572ef2b1f17581046b3a2227d5c611fb25ec70ca1ba8554b24b0e69331a484"},
     {file = "packaging-25.0.tar.gz", hash = "sha256:d443872c98d677bf60f6a1f2f8c1cb748e8fe762d2bf9d3148b5599295b0fc4f"},
@@ -939,54 +934,53 @@ files = [
 
 [[package]]
 name = "pandas"
-version = "2.2.3"
+version = "2.3.0"
 description = "Powerful data structures for data analysis, time series, and statistics"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
-files = [
-    {file = "pandas-2.2.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:1948ddde24197a0f7add2bdc4ca83bf2b1ef84a1bc8ccffd95eda17fd836ecb5"},
-    {file = "pandas-2.2.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:381175499d3802cde0eabbaf6324cce0c4f5d52ca6f8c377c29ad442f50f6348"},
-    {file = "pandas-2.2.3-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:d9c45366def9a3dd85a6454c0e7908f2b3b8e9c138f5dc38fed7ce720d8453ed"},
-    {file = "pandas-2.2.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:86976a1c5b25ae3f8ccae3a5306e443569ee3c3faf444dfd0f41cda24667ad57"},
-    {file = "pandas-2.2.3-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:b8661b0238a69d7aafe156b7fa86c44b881387509653fdf857bebc5e4008ad42"},
-    {file = "pandas-2.2.3-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:37e0aced3e8f539eccf2e099f65cdb9c8aa85109b0be6e93e2baff94264bdc6f"},
-    {file = "pandas-2.2.3-cp310-cp310-win_amd64.whl", hash = "sha256:56534ce0746a58afaf7942ba4863e0ef81c9c50d3f0ae93e9497d6a41a057645"},
-    {file = "pandas-2.2.3-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:66108071e1b935240e74525006034333f98bcdb87ea116de573a6a0dccb6c039"},
-    {file = "pandas-2.2.3-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:7c2875855b0ff77b2a64a0365e24455d9990730d6431b9e0ee18ad8acee13dbd"},
-    {file = "pandas-2.2.3-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:cd8d0c3be0515c12fed0bdbae072551c8b54b7192c7b1fda0ba56059a0179698"},
-    {file = "pandas-2.2.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c124333816c3a9b03fbeef3a9f230ba9a737e9e5bb4060aa2107a86cc0a497fc"},
-    {file = "pandas-2.2.3-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:63cc132e40a2e084cf01adf0775b15ac515ba905d7dcca47e9a251819c575ef3"},
-    {file = "pandas-2.2.3-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:29401dbfa9ad77319367d36940cd8a0b3a11aba16063e39632d98b0e931ddf32"},
-    {file = "pandas-2.2.3-cp311-cp311-win_amd64.whl", hash = "sha256:3fc6873a41186404dad67245896a6e440baacc92f5b716ccd1bc9ed2995ab2c5"},
-    {file = "pandas-2.2.3-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:b1d432e8d08679a40e2a6d8b2f9770a5c21793a6f9f47fdd52c5ce1948a5a8a9"},
-    {file = "pandas-2.2.3-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:a5a1595fe639f5988ba6a8e5bc9649af3baf26df3998a0abe56c02609392e0a4"},
-    {file = "pandas-2.2.3-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:5de54125a92bb4d1c051c0659e6fcb75256bf799a732a87184e5ea503965bce3"},
-    {file = "pandas-2.2.3-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fffb8ae78d8af97f849404f21411c95062db1496aeb3e56f146f0355c9989319"},
-    {file = "pandas-2.2.3-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:6dfcb5ee8d4d50c06a51c2fffa6cff6272098ad6540aed1a76d15fb9318194d8"},
-    {file = "pandas-2.2.3-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:062309c1b9ea12a50e8ce661145c6aab431b1e99530d3cd60640e255778bd43a"},
-    {file = "pandas-2.2.3-cp312-cp312-win_amd64.whl", hash = "sha256:59ef3764d0fe818125a5097d2ae867ca3fa64df032331b7e0917cf5d7bf66b13"},
-    {file = "pandas-2.2.3-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:f00d1345d84d8c86a63e476bb4955e46458b304b9575dcf71102b5c705320015"},
-    {file = "pandas-2.2.3-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:3508d914817e153ad359d7e069d752cdd736a247c322d932eb89e6bc84217f28"},
-    {file = "pandas-2.2.3-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:22a9d949bfc9a502d320aa04e5d02feab689d61da4e7764b62c30b991c42c5f0"},
-    {file = "pandas-2.2.3-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f3a255b2c19987fbbe62a9dfd6cff7ff2aa9ccab3fc75218fd4b7530f01efa24"},
-    {file = "pandas-2.2.3-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:800250ecdadb6d9c78eae4990da62743b857b470883fa27f652db8bdde7f6659"},
-    {file = "pandas-2.2.3-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:6374c452ff3ec675a8f46fd9ab25c4ad0ba590b71cf0656f8b6daa5202bca3fb"},
-    {file = "pandas-2.2.3-cp313-cp313-win_amd64.whl", hash = "sha256:61c5ad4043f791b61dd4752191d9f07f0ae412515d59ba8f005832a532f8736d"},
-    {file = "pandas-2.2.3-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:3b71f27954685ee685317063bf13c7709a7ba74fc996b84fc6821c59b0f06468"},
-    {file = "pandas-2.2.3-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:38cf8125c40dae9d5acc10fa66af8ea6fdf760b2714ee482ca691fc66e6fcb18"},
-    {file = "pandas-2.2.3-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:ba96630bc17c875161df3818780af30e43be9b166ce51c9a18c1feae342906c2"},
-    {file = "pandas-2.2.3-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1db71525a1538b30142094edb9adc10be3f3e176748cd7acc2240c2f2e5aa3a4"},
-    {file = "pandas-2.2.3-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:15c0e1e02e93116177d29ff83e8b1619c93ddc9c49083f237d4312337a61165d"},
-    {file = "pandas-2.2.3-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:ad5b65698ab28ed8d7f18790a0dc58005c7629f227be9ecc1072aa74c0c1d43a"},
-    {file = "pandas-2.2.3-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:bc6b93f9b966093cb0fd62ff1a7e4c09e6d546ad7c1de191767baffc57628f39"},
-    {file = "pandas-2.2.3-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:5dbca4c1acd72e8eeef4753eeca07de9b1db4f398669d5994086f788a5d7cc30"},
-    {file = "pandas-2.2.3-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:8cd6d7cc958a3910f934ea8dbdf17b2364827bb4dafc38ce6eef6bb3d65ff09c"},
-    {file = "pandas-2.2.3-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:99df71520d25fade9db7c1076ac94eb994f4d2673ef2aa2e86ee039b6746d20c"},
-    {file = "pandas-2.2.3-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:31d0ced62d4ea3e231a9f228366919a5ea0b07440d9d4dac345376fd8e1477ea"},
-    {file = "pandas-2.2.3-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:7eee9e7cea6adf3e3d24e304ac6b8300646e2a5d1cd3a3c2abed9101b0846761"},
-    {file = "pandas-2.2.3-cp39-cp39-win_amd64.whl", hash = "sha256:4850ba03528b6dd51d6c5d273c46f183f39a9baf3f0143e566b89450965b105e"},
-    {file = "pandas-2.2.3.tar.gz", hash = "sha256:4f18ba62b61d7e192368b84517265a99b4d7ee8912f8708660fb4a366cc82667"},
+files = [
+    {file = "pandas-2.3.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:625466edd01d43b75b1883a64d859168e4556261a5035b32f9d743b67ef44634"},
+    {file = "pandas-2.3.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:a6872d695c896f00df46b71648eea332279ef4077a409e2fe94220208b6bb675"},
+    {file = "pandas-2.3.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f4dd97c19bd06bc557ad787a15b6489d2614ddaab5d104a0310eb314c724b2d2"},
+    {file = "pandas-2.3.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:034abd6f3db8b9880aaee98f4f5d4dbec7c4829938463ec046517220b2f8574e"},
+    {file = "pandas-2.3.0-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:23c2b2dc5213810208ca0b80b8666670eb4660bbfd9d45f58592cc4ddcfd62e1"},
+    {file = "pandas-2.3.0-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:39ff73ec07be5e90330cc6ff5705c651ace83374189dcdcb46e6ff54b4a72cd6"},
+    {file = "pandas-2.3.0-cp310-cp310-win_amd64.whl", hash = "sha256:40cecc4ea5abd2921682b57532baea5588cc5f80f0231c624056b146887274d2"},
+    {file = "pandas-2.3.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:8adff9f138fc614347ff33812046787f7d43b3cef7c0f0171b3340cae333f6ca"},
+    {file = "pandas-2.3.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:e5f08eb9a445d07720776df6e641975665c9ea12c9d8a331e0f6890f2dcd76ef"},
+    {file = "pandas-2.3.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:fa35c266c8cd1a67d75971a1912b185b492d257092bdd2709bbdebe574ed228d"},
+    {file = "pandas-2.3.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:14a0cc77b0f089d2d2ffe3007db58f170dae9b9f54e569b299db871a3ab5bf46"},
+    {file = "pandas-2.3.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:c06f6f144ad0a1bf84699aeea7eff6068ca5c63ceb404798198af7eb86082e33"},
+    {file = "pandas-2.3.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:ed16339bc354a73e0a609df36d256672c7d296f3f767ac07257801aa064ff73c"},
+    {file = "pandas-2.3.0-cp311-cp311-win_amd64.whl", hash = "sha256:fa07e138b3f6c04addfeaf56cc7fdb96c3b68a3fe5e5401251f231fce40a0d7a"},
+    {file = "pandas-2.3.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:2eb4728a18dcd2908c7fccf74a982e241b467d178724545a48d0caf534b38ebf"},
+    {file = "pandas-2.3.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:b9d8c3187be7479ea5c3d30c32a5d73d62a621166675063b2edd21bc47614027"},
+    {file = "pandas-2.3.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9ff730713d4c4f2f1c860e36c005c7cefc1c7c80c21c0688fd605aa43c9fcf09"},
+    {file = "pandas-2.3.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ba24af48643b12ffe49b27065d3babd52702d95ab70f50e1b34f71ca703e2c0d"},
+    {file = "pandas-2.3.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:404d681c698e3c8a40a61d0cd9412cc7364ab9a9cc6e144ae2992e11a2e77a20"},
+    {file = "pandas-2.3.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:6021910b086b3ca756755e86ddc64e0ddafd5e58e076c72cb1585162e5ad259b"},
+    {file = "pandas-2.3.0-cp312-cp312-win_amd64.whl", hash = "sha256:094e271a15b579650ebf4c5155c05dcd2a14fd4fdd72cf4854b2f7ad31ea30be"},
+    {file = "pandas-2.3.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:2c7e2fc25f89a49a11599ec1e76821322439d90820108309bf42130d2f36c983"},
+    {file = "pandas-2.3.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:c6da97aeb6a6d233fb6b17986234cc723b396b50a3c6804776351994f2a658fd"},
+    {file = "pandas-2.3.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:bb32dc743b52467d488e7a7c8039b821da2826a9ba4f85b89ea95274f863280f"},
+    {file = "pandas-2.3.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:213cd63c43263dbb522c1f8a7c9d072e25900f6975596f883f4bebd77295d4f3"},
+    {file = "pandas-2.3.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:1d2b33e68d0ce64e26a4acc2e72d747292084f4e8db4c847c6f5f6cbe56ed6d8"},
+    {file = "pandas-2.3.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:430a63bae10b5086995db1b02694996336e5a8ac9a96b4200572b413dfdfccb9"},
+    {file = "pandas-2.3.0-cp313-cp313-win_amd64.whl", hash = "sha256:4930255e28ff5545e2ca404637bcc56f031893142773b3468dc021c6c32a1390"},
+    {file = "pandas-2.3.0-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:f925f1ef673b4bd0271b1809b72b3270384f2b7d9d14a189b12b7fc02574d575"},
+    {file = "pandas-2.3.0-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:e78ad363ddb873a631e92a3c063ade1ecfb34cae71e9a2be6ad100f875ac1042"},
+    {file = "pandas-2.3.0-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:951805d146922aed8357e4cc5671b8b0b9be1027f0619cea132a9f3f65f2f09c"},
+    {file = "pandas-2.3.0-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1a881bc1309f3fce34696d07b00f13335c41f5f5a8770a33b09ebe23261cfc67"},
+    {file = "pandas-2.3.0-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:e1991bbb96f4050b09b5f811253c4f3cf05ee89a589379aa36cd623f21a31d6f"},
+    {file = "pandas-2.3.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:bb3be958022198531eb7ec2008cfc78c5b1eed51af8600c6c5d9160d89d8d249"},
+    {file = "pandas-2.3.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:9efc0acbbffb5236fbdf0409c04edce96bec4bdaa649d49985427bd1ec73e085"},
+    {file = "pandas-2.3.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:75651c14fde635e680496148a8526b328e09fe0572d9ae9b638648c46a544ba3"},
+    {file = "pandas-2.3.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:bf5be867a0541a9fb47a4be0c5790a4bccd5b77b92f0a59eeec9375fafc2aa14"},
+    {file = "pandas-2.3.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:84141f722d45d0c2a89544dd29d35b3abfc13d2250ed7e68394eda7564bd6324"},
+    {file = "pandas-2.3.0-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:f95a2aef32614ed86216d3c450ab12a4e82084e8102e355707a1d96e33d51c34"},
+    {file = "pandas-2.3.0-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:e0f51973ba93a9f97185049326d75b942b9aeb472bec616a129806facb129ebb"},
+    {file = "pandas-2.3.0-cp39-cp39-win_amd64.whl", hash = "sha256:b198687ca9c8529662213538a9bb1e60fa0bf0f6af89292eb68fea28743fcd5a"},
+    {file = "pandas-2.3.0.tar.gz", hash = "sha256:34600ab34ebf1131a7613a260a61dbe8b62c188ec0ea4c296da7c9a06b004133"},
 ]
 
 [package.dependencies]
@@ -1030,7 +1024,6 @@ version = "0.12.1"
 description = "Utility library for gitignore style pattern matching of file paths."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "pathspec-0.12.1-py3-none-any.whl", hash = "sha256:a0d503e138a4c123b27490a4f7beda6a01c6f288df0e4a8b79c7eb0dc7b4cc08"},
     {file = "pathspec-0.12.1.tar.gz", hash = "sha256:a482d51503a1ab33b1c67a6c3813a26953dbdc71c31dacaef9a838c4e29f5712"},
@@ -1042,7 +1035,6 @@ version = "4.3.8"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "platformdirs-4.3.8-py3-none-any.whl", hash = "sha256:ff7059bb7eb1179e2685604f4aaf157cfd9535242bd23742eadc3c13542139b4"},
     {file = "platformdirs-4.3.8.tar.gz", hash = "sha256:3d512d96e16bcb959a814c9f348431070822a6496326a4be0911c40b5a74c2bc"},
@@ -1059,7 +1051,6 @@ version = "1.6.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "pluggy-1.6.0-py3-none-any.whl", hash = "sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746"},
     {file = "pluggy-1.6.0.tar.gz", hash = "sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3"},
@@ -1071,23 +1062,22 @@ testing = ["coverage", "pytest", "pytest-benchmark"]
 
 [[package]]
 name = "protobuf"
-version = "5.29.4"
+version = "5.29.5"
 description = ""
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
-    {file = "protobuf-5.29.4-cp310-abi3-win32.whl", hash = "sha256:13eb236f8eb9ec34e63fc8b1d6efd2777d062fa6aaa68268fb67cf77f6839ad7"},
-    {file = "protobuf-5.29.4-cp310-abi3-win_amd64.whl", hash = "sha256:bcefcdf3976233f8a502d265eb65ea740c989bacc6c30a58290ed0e519eb4b8d"},
-    {file = "protobuf-5.29.4-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:307ecba1d852ec237e9ba668e087326a67564ef83e45a0189a772ede9e854dd0"},
-    {file = "protobuf-5.29.4-cp38-abi3-manylinux2014_aarch64.whl", hash = "sha256:aec4962f9ea93c431d5714ed1be1c93f13e1a8618e70035ba2b0564d9e633f2e"},
-    {file = "protobuf-5.29.4-cp38-abi3-manylinux2014_x86_64.whl", hash = "sha256:d7d3f7d1d5a66ed4942d4fefb12ac4b14a29028b209d4bfb25c68ae172059922"},
-    {file = "protobuf-5.29.4-cp38-cp38-win32.whl", hash = "sha256:1832f0515b62d12d8e6ffc078d7e9eb06969aa6dc13c13e1036e39d73bebc2de"},
-    {file = "protobuf-5.29.4-cp38-cp38-win_amd64.whl", hash = "sha256:476cb7b14914c780605a8cf62e38c2a85f8caff2e28a6a0bad827ec7d6c85d68"},
-    {file = "protobuf-5.29.4-cp39-cp39-win32.whl", hash = "sha256:fd32223020cb25a2cc100366f1dedc904e2d71d9322403224cdde5fdced0dabe"},
-    {file = "protobuf-5.29.4-cp39-cp39-win_amd64.whl", hash = "sha256:678974e1e3a9b975b8bc2447fca458db5f93a2fb6b0c8db46b6675b5b5346812"},
-    {file = "protobuf-5.29.4-py3-none-any.whl", hash = "sha256:3fde11b505e1597f71b875ef2fc52062b6a9740e5f7c8997ce878b6009145862"},
-    {file = "protobuf-5.29.4.tar.gz", hash = "sha256:4f1dfcd7997b31ef8f53ec82781ff434a28bf71d9102ddde14d076adcfc78c99"},
+    {file = "protobuf-5.29.5-cp310-abi3-win32.whl", hash = "sha256:3f1c6468a2cfd102ff4703976138844f78ebd1fb45f49011afc5139e9e283079"},
+    {file = "protobuf-5.29.5-cp310-abi3-win_amd64.whl", hash = "sha256:3f76e3a3675b4a4d867b52e4a5f5b78a2ef9565549d4037e06cf7b0942b1d3fc"},
+    {file = "protobuf-5.29.5-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:e38c5add5a311f2a6eb0340716ef9b039c1dfa428b28f25a7838ac329204a671"},
+    {file = "protobuf-5.29.5-cp38-abi3-manylinux2014_aarch64.whl", hash = "sha256:fa18533a299d7ab6c55a238bf8629311439995f2e7eca5caaff08663606e9015"},
+    {file = "protobuf-5.29.5-cp38-abi3-manylinux2014_x86_64.whl", hash = "sha256:63848923da3325e1bf7e9003d680ce6e14b07e55d0473253a690c3a8b8fd6e61"},
+    {file = "protobuf-5.29.5-cp38-cp38-win32.whl", hash = "sha256:ef91363ad4faba7b25d844ef1ada59ff1604184c0bcd8b39b8a6bef15e1af238"},
+    {file = "protobuf-5.29.5-cp38-cp38-win_amd64.whl", hash = "sha256:7318608d56b6402d2ea7704ff1e1e4597bee46d760e7e4dd42a3d45e24b87f2e"},
+    {file = "protobuf-5.29.5-cp39-cp39-win32.whl", hash = "sha256:6f642dc9a61782fa72b90878af134c5afe1917c89a568cd3476d758d3c3a0736"},
+    {file = "protobuf-5.29.5-cp39-cp39-win_amd64.whl", hash = "sha256:470f3af547ef17847a28e1f47200a1cbf0ba3ff57b7de50d22776607cd2ea353"},
+    {file = "protobuf-5.29.5-py3-none-any.whl", hash = "sha256:6cf42630262c59b2d8de33954443d94b746c952b01434fc58a417fdbd2e84bd5"},
+    {file = "protobuf-5.29.5.tar.gz", hash = "sha256:bc1463bafd4b0929216c35f437a8e28731a2b7fe3d98bb77a600efced5a15c84"},
 ]
 
 [[package]]
@@ -1096,8 +1086,6 @@ version = "7.0.0"
 description = "Cross-platform lib for process and system monitoring in Python.  NOTE: the syntax of this script MUST be kept compatible with Python 2.7."
 optional = false
 python-versions = ">=3.6"
-groups = ["tutorials"]
-markers = "sys_platform != \"cygwin\""
 files = [
     {file = "psutil-7.0.0-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:101d71dc322e3cffd7cea0650b09b3d08b8e7c4109dd6809fe452dfd00e58b25"},
     {file = "psutil-7.0.0-cp36-abi3-macosx_11_0_arm64.whl", hash = "sha256:39db632f6bb862eeccf56660871433e111b6ea58f2caea825571951d4b6aa3da"},
@@ -1117,14 +1105,13 @@ test = ["pytest", "pytest-xdist", "setuptools"]
 
 [[package]]
 name = "py4j"
-version = "0.10.9.7"
+version = "0.10.9.9"
 description = "Enables Python programs to dynamically access arbitrary Java objects"
 optional = false
 python-versions = "*"
-groups = ["main", "dev"]
 files = [
-    {file = "py4j-0.10.9.7-py2.py3-none-any.whl", hash = "sha256:85defdfd2b2376eb3abf5ca6474b51ab7e0de341c75a02f46dc9b5976f5a5c1b"},
-    {file = "py4j-0.10.9.7.tar.gz", hash = "sha256:0b6e5315bb3ada5cf62ac651d107bb2ebc02def3dee9d9548e3baac644ea8dbb"},
+    {file = "py4j-0.10.9.9-py2.py3-none-any.whl", hash = "sha256:c7c26e4158defb37b0bb124933163641a2ff6e3a3913f7811b0ddbe07ed61533"},
+    {file = "py4j-0.10.9.9.tar.gz", hash = "sha256:f694cad19efa5bd1dee4f3e5270eb406613c974394035e5bfc4ec1aba870b879"},
 ]
 
 [[package]]
@@ -1133,7 +1120,6 @@ version = "0.22.0"
 description = "Pure python 7-zip library"
 optional = false
 python-versions = ">=3.8"
-groups = ["tutorials"]
 files = [
     {file = "py7zr-0.22.0-py3-none-any.whl", hash = "sha256:993b951b313500697d71113da2681386589b7b74f12e48ba13cc12beca79d078"},
     {file = "py7zr-0.22.0.tar.gz", hash = "sha256:c6c7aea5913535184003b73938490f9a4d8418598e533f9ca991d3b8e45a139e"},
@@ -1164,7 +1150,6 @@ version = "20.0.0"
 description = "Python library for Apache Arrow"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "pyarrow-20.0.0-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:c7dd06fd7d7b410ca5dc839cc9d485d2bc4ae5240851bcd45d85105cc90a47d7"},
     {file = "pyarrow-20.0.0-cp310-cp310-macosx_12_0_x86_64.whl", hash = "sha256:d5382de8dc34c943249b01c19110783d0d64b207167c728461add1ecc2db88e4"},
@@ -1232,7 +1217,6 @@ version = "1.0.6"
 description = "bcj filter library"
 optional = false
 python-versions = ">=3.9"
-groups = ["tutorials"]
 files = [
     {file = "pybcj-1.0.6-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:0fc8eda59e9e52d807f411de6db30aadd7603aa0cb0a830f6f45226b74be1926"},
     {file = "pybcj-1.0.6-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0495443e8691510129f0c589ed956af4962c22b7963c5730b0c80c9c5b818c06"},
@@ -1292,7 +1276,6 @@ version = "2.13.0"
 description = "Python style guide checker"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "pycodestyle-2.13.0-py2.py3-none-any.whl", hash = "sha256:35863c5974a271c7a726ed228a14a4f6daf49df369d8c50cd9a6f58a5e143ba9"},
     {file = "pycodestyle-2.13.0.tar.gz", hash = "sha256:c8415bf09abe81d9c7f872502a6eee881fbe85d8763dd5b9924bb0a01d67efae"},
@@ -1304,8 +1287,6 @@ version = "2.22"
 description = "C parser in Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["tutorials"]
-markers = "platform_python_implementation == \"PyPy\""
 files = [
     {file = "pycparser-2.22-py3-none-any.whl", hash = "sha256:c3702b6d3dd8c7abc1afa565d7e63d53a1d0bd86cdc24edd75470f4de499cfcc"},
     {file = "pycparser-2.22.tar.gz", hash = "sha256:491c8be9c040f5390f5bf44a5b07752bd07f56edf992381b05c701439eec10f6"},
@@ -1317,7 +1298,6 @@ version = "3.23.0"
 description = "Cryptographic library for Python"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
-groups = ["tutorials"]
 files = [
     {file = "pycryptodomex-3.23.0-cp27-cp27m-macosx_10_9_x86_64.whl", hash = "sha256:add243d204e125f189819db65eed55e6b4713f70a7e9576c043178656529cec7"},
     {file = "pycryptodomex-3.23.0-cp27-cp27m-manylinux2010_i686.whl", hash = "sha256:1c6d919fc8429e5cb228ba8c0d4d03d202a560b421c14867a65f6042990adc8e"},
@@ -1368,7 +1348,6 @@ version = "3.3.2"
 description = "passive checker of Python programs"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "pyflakes-3.3.2-py2.py3-none-any.whl", hash = "sha256:5039c8339cbb1944045f4ee5466908906180f13cc99cc9949348d10f82a5c32a"},
     {file = "pyflakes-3.3.2.tar.gz", hash = "sha256:6dfd61d87b97fba5dcfaaf781171ac16be16453be6d816147989e7f6e6a9576b"},
@@ -1380,7 +1359,6 @@ version = "2.19.1"
 description = "Pygments is a syntax highlighting package written in Python."
 optional = false
 python-versions = ">=3.8"
-groups = ["docs"]
 files = [
     {file = "pygments-2.19.1-py3-none-any.whl", hash = "sha256:9ea1544ad55cecf4b8242fab6dd35a93bbce657034b0611ee383099054ab6d8c"},
     {file = "pygments-2.19.1.tar.gz", hash = "sha256:61c16d2a8576dc0649d9f39e089b5f02bcd27fba10d8fb4dcc28173f7a45151f"},
@@ -1395,7 +1373,6 @@ version = "1.1.1"
 description = "PPMd compression/decompression library"
 optional = false
 python-versions = ">=3.9"
-groups = ["tutorials"]
 files = [
     {file = "pyppmd-1.1.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:406b184132c69e3f60ea9621b69eaa0c5494e83f82c307b3acce7b86a4f8f888"},
     {file = "pyppmd-1.1.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c2cf003bb184adf306e1ac1828107307927737dde63474715ba16462e266cbef"},
@@ -1462,53 +1439,52 @@ test = ["coverage[toml] (>=5.2)", "hypothesis", "pytest (>=6.0)", "pytest-benchm
 
 [[package]]
 name = "pyspark"
-version = "3.5.5"
+version = "4.0.0"
 description = "Apache Spark Python API"
 optional = false
-python-versions = ">=3.8"
-groups = ["main", "dev"]
+python-versions = ">=3.9"
 files = [
-    {file = "pyspark-3.5.5.tar.gz", hash = "sha256:6effc9ce98edf231f4d683fd14f7270629bf8458c628d6a2620ded4bb34f3cb9"},
+    {file = "pyspark-4.0.0.tar.gz", hash = "sha256:38db1b4f6095a080d7605e578d775528990e66dc326311d93e94a71cfc24e5a5"},
 ]
 
 [package.dependencies]
-googleapis-common-protos = {version = ">=1.56.4", optional = true, markers = "extra == \"connect\""}
-grpcio = {version = ">=1.56.0", optional = true, markers = "extra == \"connect\""}
-grpcio-status = {version = ">=1.56.0", optional = true, markers = "extra == \"connect\""}
-numpy = {version = ">=1.15,<2", optional = true, markers = "extra == \"connect\""}
-pandas = {version = ">=1.0.5", optional = true, markers = "extra == \"connect\""}
-py4j = "0.10.9.7"
-pyarrow = {version = ">=4.0.0", optional = true, markers = "extra == \"connect\""}
+googleapis-common-protos = {version = ">=1.65.0", optional = true, markers = "extra == \"connect\""}
+grpcio = {version = ">=1.67.0", optional = true, markers = "extra == \"connect\""}
+grpcio-status = {version = ">=1.67.0", optional = true, markers = "extra == \"connect\""}
+numpy = {version = ">=1.21", optional = true, markers = "extra == \"connect\""}
+pandas = {version = ">=2.0.0", optional = true, markers = "extra == \"connect\""}
+py4j = "0.10.9.9"
+pyarrow = {version = ">=11.0.0", optional = true, markers = "extra == \"connect\""}
 
 [package.extras]
-connect = ["googleapis-common-protos (>=1.56.4)", "grpcio (>=1.56.0)", "grpcio-status (>=1.56.0)", "numpy (>=1.15,<2)", "pandas (>=1.0.5)", "pyarrow (>=4.0.0)"]
-ml = ["numpy (>=1.15,<2)"]
-mllib = ["numpy (>=1.15,<2)"]
-pandas-on-spark = ["numpy (>=1.15,<2)", "pandas (>=1.0.5)", "pyarrow (>=4.0.0)"]
-sql = ["numpy (>=1.15,<2)", "pandas (>=1.0.5)", "pyarrow (>=4.0.0)"]
+connect = ["googleapis-common-protos (>=1.65.0)", "grpcio (>=1.67.0)", "grpcio-status (>=1.67.0)", "numpy (>=1.21)", "pandas (>=2.0.0)", "pyarrow (>=11.0.0)"]
+ml = ["numpy (>=1.21)"]
+mllib = ["numpy (>=1.21)"]
+pandas-on-spark = ["numpy (>=1.21)", "pandas (>=2.0.0)", "pyarrow (>=11.0.0)"]
+sql = ["numpy (>=1.21)", "pandas (>=2.0.0)", "pyarrow (>=11.0.0)"]
 
 [[package]]
 name = "pytest"
-version = "8.3.5"
+version = "8.4.0"
 description = "pytest: simple powerful testing with Python"
 optional = false
-python-versions = ">=3.8"
-groups = ["dev"]
+python-versions = ">=3.9"
 files = [
-    {file = "pytest-8.3.5-py3-none-any.whl", hash = "sha256:c69214aa47deac29fad6c2a4f590b9c4a9fdb16a403176fe154b79c0b4d4d820"},
-    {file = "pytest-8.3.5.tar.gz", hash = "sha256:f4efe70cc14e511565ac476b57c279e12a855b11f48f212af1080ef2263d3845"},
+    {file = "pytest-8.4.0-py3-none-any.whl", hash = "sha256:f40f825768ad76c0977cbacdf1fd37c6f7a468e460ea6a0636078f8972d4517e"},
+    {file = "pytest-8.4.0.tar.gz", hash = "sha256:14d920b48472ea0dbf68e45b96cd1ffda4705f33307dcc86c676c1b5104838a6"},
 ]
 
 [package.dependencies]
-colorama = {version = "*", markers = "sys_platform == \"win32\""}
-exceptiongroup = {version = ">=1.0.0rc8", markers = "python_version < \"3.11\""}
-iniconfig = "*"
-packaging = "*"
+colorama = {version = ">=0.4", markers = "sys_platform == \"win32\""}
+exceptiongroup = {version = ">=1", markers = "python_version < \"3.11\""}
+iniconfig = ">=1"
+packaging = ">=20"
 pluggy = ">=1.5,<2"
+pygments = ">=2.7.2"
 tomli = {version = ">=1", markers = "python_version < \"3.11\""}
 
 [package.extras]
-dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
+dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "requests", "setuptools", "xmlschema"]
 
 [[package]]
 name = "python-dateutil"
@@ -1516,7 +1492,6 @@ version = "2.9.0.post0"
 description = "Extensions to the standard Python datetime module"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
-groups = ["dev"]
 files = [
     {file = "python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3"},
     {file = "python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427"},
@@ -1531,7 +1506,6 @@ version = "2025.2"
 description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
-groups = ["dev"]
 files = [
     {file = "pytz-2025.2-py2.py3-none-any.whl", hash = "sha256:5ddf76296dd8c44c26eb8f4b6f35488f3ccbf6fbbd7adee0b7262d43f0ec2f00"},
     {file = "pytz-2025.2.tar.gz", hash = "sha256:360b9e3dbb49a209c21ad61809c7fb453643e048b38924c765813546746e81c3"},
@@ -1543,7 +1517,6 @@ version = "0.17.0"
 description = "Python bindings to Zstandard (zstd) compression library."
 optional = false
 python-versions = ">=3.5"
-groups = ["tutorials"]
 files = [
     {file = "pyzstd-0.17.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:8ac857abb4c4daea71f134e74af7fe16bcfeec40911d13cf9128ddc600d46d92"},
     {file = "pyzstd-0.17.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:2d84e8d1cbecd3b661febf5ca8ce12c5e112cfeb8401ceedfb84ab44365298ac"},
@@ -1650,7 +1623,6 @@ version = "2.32.4"
 description = "Python HTTP for Humans."
 optional = false
 python-versions = ">=3.8"
-groups = ["docs", "tutorials"]
 files = [
     {file = "requests-2.32.4-py3-none-any.whl", hash = "sha256:27babd3cda2a6d50b30443204ee89830707d396671944c998b5975b031ac2b2c"},
     {file = "requests-2.32.4.tar.gz", hash = "sha256:27d0316682c8a29834d3264820024b62a36942083d52caf2f14c0591336d3422"},
@@ -1672,20 +1644,19 @@ version = "80.9.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.9"
-groups = ["docs"]
 files = [
     {file = "setuptools-80.9.0-py3-none-any.whl", hash = "sha256:062d34222ad13e0cc312a4c02d73f059e86a4acbfbdea8f8f76b28c99f306922"},
     {file = "setuptools-80.9.0.tar.gz", hash = "sha256:f36b47402ecde768dbfafc46e8e4207b4360c654f1f3bb84475f0a28628fb19c"},
 ]
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\"", "ruff (>=0.8.0) ; sys_platform != \"cygwin\""]
-core = ["importlib_metadata (>=6) ; python_version < \"3.10\"", "jaraco.functools (>=4)", "jaraco.text (>=3.7)", "more_itertools", "more_itertools (>=8.8)", "packaging (>=24.2)", "platformdirs (>=4.2.2)", "tomli (>=2.0.1) ; python_version < \"3.11\"", "wheel (>=0.43.0)"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)", "ruff (>=0.8.0)"]
+core = ["importlib_metadata (>=6)", "jaraco.functools (>=4)", "jaraco.text (>=3.7)", "more_itertools", "more_itertools (>=8.8)", "packaging (>=24.2)", "platformdirs (>=4.2.2)", "tomli (>=2.0.1)", "wheel (>=0.43.0)"]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
 enabler = ["pytest-enabler (>=2.2)"]
-test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21) ; python_version >= \"3.9\" and sys_platform != \"cygwin\"", "jaraco.envs (>=2.2)", "jaraco.path (>=3.7.2)", "jaraco.test (>=5.5)", "packaging (>=24.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf ; sys_platform != \"cygwin\"", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"]
-type = ["importlib_metadata (>=7.0.2) ; python_version < \"3.10\"", "jaraco.develop (>=7.21) ; sys_platform != \"cygwin\"", "mypy (==1.14.*)", "pytest-mypy"]
+test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.7.2)", "jaraco.test (>=5.5)", "packaging (>=24.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"]
+type = ["importlib_metadata (>=7.0.2)", "jaraco.develop (>=7.21)", "mypy (==1.14.*)", "pytest-mypy"]
 
 [[package]]
 name = "six"
@@ -1693,7 +1664,6 @@ version = "1.17.0"
 description = "Python 2 and 3 compatibility utilities"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
-groups = ["dev"]
 files = [
     {file = "six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274"},
     {file = "six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81"},
@@ -1705,7 +1675,6 @@ version = "3.0.1"
 description = "This package provides 32 stemmers for 30 languages generated from Snowball algorithms."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*"
-groups = ["docs"]
 files = [
     {file = "snowballstemmer-3.0.1-py3-none-any.whl", hash = "sha256:6cd7b3897da8d6c9ffb968a6781fa6532dce9c3618a4b127d920dab764a19064"},
     {file = "snowballstemmer-3.0.1.tar.gz", hash = "sha256:6d5eeeec8e9f84d4d56b847692bacf79bc2c8e90c7f80ca4444ff8b6f2e52895"},
@@ -1717,7 +1686,6 @@ version = "8.1.3"
 description = "Python documentation generator"
 optional = false
 python-versions = ">=3.10"
-groups = ["docs"]
 files = [
     {file = "sphinx-8.1.3-py3-none-any.whl", hash = "sha256:09719015511837b76bf6e03e42eb7595ac8c2e41eeb9c29c5b755c6b677992a2"},
     {file = "sphinx-8.1.3.tar.gz", hash = "sha256:43c1911eecb0d3e161ad78611bc905d1ad0e523e4ddc202a58a821773dc4c927"},
@@ -1753,7 +1721,6 @@ version = "2.0.0"
 description = "sphinxcontrib-applehelp is a Sphinx extension which outputs Apple help books"
 optional = false
 python-versions = ">=3.9"
-groups = ["docs"]
 files = [
     {file = "sphinxcontrib_applehelp-2.0.0-py3-none-any.whl", hash = "sha256:4cd3f0ec4ac5dd9c17ec65e9ab272c9b867ea77425228e68ecf08d6b28ddbdb5"},
     {file = "sphinxcontrib_applehelp-2.0.0.tar.gz", hash = "sha256:2f29ef331735ce958efa4734873f084941970894c6090408b079c61b2e1c06d1"},
@@ -1770,7 +1737,6 @@ version = "2.0.0"
 description = "sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp documents"
 optional = false
 python-versions = ">=3.9"
-groups = ["docs"]
 files = [
     {file = "sphinxcontrib_devhelp-2.0.0-py3-none-any.whl", hash = "sha256:aefb8b83854e4b0998877524d1029fd3e6879210422ee3780459e28a1f03a8a2"},
     {file = "sphinxcontrib_devhelp-2.0.0.tar.gz", hash = "sha256:411f5d96d445d1d73bb5d52133377b4248ec79db5c793ce7dbe59e074b4dd1ad"},
@@ -1787,7 +1753,6 @@ version = "2.1.0"
 description = "sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files"
 optional = false
 python-versions = ">=3.9"
-groups = ["docs"]
 files = [
     {file = "sphinxcontrib_htmlhelp-2.1.0-py3-none-any.whl", hash = "sha256:166759820b47002d22914d64a075ce08f4c46818e17cfc9470a9786b759b19f8"},
     {file = "sphinxcontrib_htmlhelp-2.1.0.tar.gz", hash = "sha256:c9e2916ace8aad64cc13a0d233ee22317f2b9025b9cf3295249fa985cc7082e9"},
@@ -1804,7 +1769,6 @@ version = "1.0.1"
 description = "A sphinx extension which renders display math in HTML via JavaScript"
 optional = false
 python-versions = ">=3.5"
-groups = ["docs"]
 files = [
     {file = "sphinxcontrib-jsmath-1.0.1.tar.gz", hash = "sha256:a9925e4a4587247ed2191a22df5f6970656cb8ca2bd6284309578f2153e0c4b8"},
     {file = "sphinxcontrib_jsmath-1.0.1-py2.py3-none-any.whl", hash = "sha256:2ec2eaebfb78f3f2078e73666b1415417a116cc848b72e5172e596c871103178"},
@@ -1819,7 +1783,6 @@ version = "2.0.0"
 description = "sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp documents"
 optional = false
 python-versions = ">=3.9"
-groups = ["docs"]
 files = [
     {file = "sphinxcontrib_qthelp-2.0.0-py3-none-any.whl", hash = "sha256:b18a828cdba941ccd6ee8445dbe72ffa3ef8cbe7505d8cd1fa0d42d3f2d5f3eb"},
     {file = "sphinxcontrib_qthelp-2.0.0.tar.gz", hash = "sha256:4fe7d0ac8fc171045be623aba3e2a8f613f8682731f9153bb2e40ece16b9bbab"},
@@ -1836,7 +1799,6 @@ version = "2.0.0"
 description = "sphinxcontrib-serializinghtml is a sphinx extension which outputs \"serialized\" HTML files (json and pickle)"
 optional = false
 python-versions = ">=3.9"
-groups = ["docs"]
 files = [
     {file = "sphinxcontrib_serializinghtml-2.0.0-py3-none-any.whl", hash = "sha256:6e2cb0eef194e10c27ec0023bfeb25badbbb5868244cf5bc5bdc04e4464bf331"},
     {file = "sphinxcontrib_serializinghtml-2.0.0.tar.gz", hash = "sha256:e9d912827f872c029017a53f0ef2180b327c3f7fd23c87229f7a8e8b70031d4d"},
@@ -1853,7 +1815,6 @@ version = "1.7.0"
 description = "module to create simple ASCII tables"
 optional = false
 python-versions = "*"
-groups = ["tutorials"]
 files = [
     {file = "texttable-1.7.0-py2.py3-none-any.whl", hash = "sha256:72227d592c82b3d7f672731ae73e4d1f88cd8e2ef5b075a7a7f01a23a3743917"},
     {file = "texttable-1.7.0.tar.gz", hash = "sha256:2d2068fb55115807d3ac77a4ca68fa48803e84ebb0ee2340f858107a36522638"},
@@ -1865,8 +1826,6 @@ version = "2.2.1"
 description = "A lil' TOML parser"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev", "docs"]
-markers = "python_version < \"3.11\""
 files = [
     {file = "tomli-2.2.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:678e4fa69e4575eb77d103de3df8a895e1591b48e740211bd1067378c69e8249"},
     {file = "tomli-2.2.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:023aa114dd824ade0100497eb2318602af309e5a55595f76b626d6d9f3b7b0a6"},
@@ -1904,16 +1863,14 @@ files = [
 
 [[package]]
 name = "typing-extensions"
-version = "4.13.2"
-description = "Backported and Experimental Type Hints for Python 3.8+"
+version = "4.14.0"
+description = "Backported and Experimental Type Hints for Python 3.9+"
 optional = false
-python-versions = ">=3.8"
-groups = ["dev", "tutorials"]
+python-versions = ">=3.9"
 files = [
-    {file = "typing_extensions-4.13.2-py3-none-any.whl", hash = "sha256:a439e7c04b49fec3e5d3e2beaa21755cadbbdc391694e28ccdd36ca4a1408f8c"},
-    {file = "typing_extensions-4.13.2.tar.gz", hash = "sha256:e6c81219bd689f51865d9e372991c540bda33a0379d5573cddb9a3a23f7caaef"},
+    {file = "typing_extensions-4.14.0-py3-none-any.whl", hash = "sha256:a1514509136dd0b477638fc68d6a91497af5076466ad0fa6c338e44e359944af"},
+    {file = "typing_extensions-4.14.0.tar.gz", hash = "sha256:8676b788e32f02ab42d9e7c61324048ae4c6d844a399eebace3d4979d75ceef4"},
 ]
-markers = {dev = "python_version < \"3.11\""}
 
 [[package]]
 name = "tzdata"
@@ -1921,7 +1878,6 @@ version = "2025.2"
 description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
-groups = ["dev"]
 files = [
     {file = "tzdata-2025.2-py2.py3-none-any.whl", hash = "sha256:1a403fada01ff9221ca8044d701868fa132215d84beb92242d9acd2147f667a8"},
     {file = "tzdata-2025.2.tar.gz", hash = "sha256:b60a638fcc0daffadf82fe0f57e53d06bdec2f36c4df66280ae79bce6bd6f2b9"},
@@ -1933,19 +1889,18 @@ version = "2.4.0"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.9"
-groups = ["docs", "tutorials"]
 files = [
     {file = "urllib3-2.4.0-py3-none-any.whl", hash = "sha256:4e16665048960a0900c702d4a66415956a584919c03361cac9f1df5c5dd7e813"},
     {file = "urllib3-2.4.0.tar.gz", hash = "sha256:414bc6535b787febd7567804cc015fee39daab8ad86268f1310a9250697de466"},
 ]
 
 [package.extras]
-brotli = ["brotli (>=1.0.9) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\""]
+brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
 h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
 
 [metadata]
-lock-version = "2.1"
+lock-version = "2.0"
 python-versions = ">=3.10 <3.13"
-content-hash = "930f638d2f01335b40698766a8fca45e5db51f09c32d388ba64ff9bc9501473b"
+content-hash = "9092a9cc9468161c3d4624e2084a6ecc82892f5c6c75b0f71c315990c269d989"
diff --git a/python/pyproject.toml b/python/pyproject.toml
index 67b3572c3..e0b42e3f5 100644
--- a/python/pyproject.toml
+++ b/python/pyproject.toml
@@ -13,7 +13,6 @@ classifiers = [
     "License :: OSI Approved :: Apache Software License",
     "Operating System :: OS Independent",
     "Programming Language :: Python :: 3",
-    "Programming Language :: Python :: 3.9",
     "Programming Language :: Python :: 3.10",
     "Programming Language :: Python :: 3.11",
     "Programming Language :: Python :: 3.12"
@@ -35,14 +34,14 @@ script = "dev/build_jar.py" # Spark version should be aligned inside the script!
 [tool.poetry.dependencies]
 python = ">=3.10 <3.13"
 nose = "1.3.7"
-pyspark = ">=3.5 <4.0"
+pyspark = ">=4.0,<4.1"
 numpy = ">= 1.7"
 
 [tool.poetry.group.dev.dependencies]
 black = "^23.12.1"
 flake8 = "^7.1.1"
 isort = "^6.0.0"
-pyspark = { version = "3.5.5", extras = ["connect"] }
+pyspark = { version = "4.0.0", extras = ["connect"] }
 grpcio = "<=1.67.1"
 pytest = "^8.3.4"
 
diff --git a/src/main/scala/org/apache/spark/sql/graphframes/GraphFramesHelpers.scala b/src/main/scala/org/apache/spark/sql/graphframes/GraphFramesHelpers.scala
new file mode 100644
index 000000000..95a5088a5
--- /dev/null
+++ b/src/main/scala/org/apache/spark/sql/graphframes/GraphFramesHelpers.scala
@@ -0,0 +1,17 @@
+package org.apache.spark.sql.graphframes
+
+import org.apache.spark.sql.Column
+import org.apache.spark.sql.SparkSession
+import org.apache.spark.sql.catalyst.analysis.UnresolvedAttribute
+import org.apache.spark.sql.classic.ExpressionUtils
+import org.apache.spark.sql.classic.{SparkSession => ClassicSparkSession}
+
+object GraphFramesHelpers {
+  def applyExprToCol(spark: SparkSession, expr: Column, colName: String): Column = {
+    // Code is provided by github.com/Kimahriman
+    val converted = spark.asInstanceOf[ClassicSparkSession].converter(expr.node)
+    ExpressionUtils.column(converted.transform { case UnresolvedAttribute(nameParts) =>
+      UnresolvedAttribute(colName +: nameParts)
+    })
+  }
+}
diff --git a/src/main/scala/org/graphframes/catalyst/expressions.scala b/src/main/scala/org/graphframes/catalyst/expressions.scala
index 53dfbb589..eb01dd167 100644
--- a/src/main/scala/org/graphframes/catalyst/expressions.scala
+++ b/src/main/scala/org/graphframes/catalyst/expressions.scala
@@ -1,17 +1,34 @@
 package org.graphframes.catalyst
 
 import org.apache.spark.sql.Column
+import org.apache.spark.sql.SparkSession
+import org.apache.spark.sql.catalyst.FunctionIdentifier
 import org.apache.spark.sql.catalyst.expressions.Expression
 import org.apache.spark.sql.catalyst.expressions.UnaryExpression
 import org.apache.spark.sql.catalyst.expressions.codegen.CodegenContext
 import org.apache.spark.sql.catalyst.expressions.codegen.CodegenFallback
 import org.apache.spark.sql.catalyst.expressions.codegen.ExprCode
+import org.apache.spark.sql.functions.call_function
 import org.apache.spark.sql.types.DataType
 import org.apache.spark.sql.types.MapType
 import org.graphframes.GraphFramesUnreachableException
 
 private[graphframes] object GraphFramesFunctions {
-  def keyWithMaxValue(mapCol: Column): Column = new Column(KeyWithMaxValue(mapCol.expr))
+  @volatile private var areRigestered = false
+  def registerIfNot(): Unit = {
+    if (!areRigestered) {
+      val spark = SparkSession.active
+      val registry = spark.sessionState.functionRegistry
+
+      registry.registerFunction(
+        FunctionIdentifier("_keyWithMaxValue"),
+        (children: Seq[Expression]) => KeyWithMaxValue(children.head),
+        "scala_udf")
+
+      areRigestered = true
+    }
+  }
+  def keyWithMaxValue(mapCol: Column): Column = call_function("_keyWithMaxValue", mapCol)
 }
 
 private[graphframes] case class KeyWithMaxValue(child: Expression)
diff --git a/src/main/scala/org/graphframes/lib/BFS.scala b/src/main/scala/org/graphframes/lib/BFS.scala
index a8f11270c..c247eb53a 100644
--- a/src/main/scala/org/graphframes/lib/BFS.scala
+++ b/src/main/scala/org/graphframes/lib/BFS.scala
@@ -20,9 +20,10 @@ package org.graphframes.lib
 import org.apache.spark.sql.Column
 import org.apache.spark.sql.DataFrame
 import org.apache.spark.sql.Row
-import org.apache.spark.sql.catalyst.analysis.UnresolvedAttribute
+import org.apache.spark.sql.SparkSession
 import org.apache.spark.sql.functions.col
 import org.apache.spark.sql.functions.expr
+import org.apache.spark.sql.graphframes.GraphFramesHelpers.applyExprToCol
 import org.graphframes.GraphFrame
 import org.graphframes.GraphFrame.nestAsCol
 import org.graphframes.Logging
@@ -148,6 +149,7 @@ private object BFS extends Logging with Serializable {
         nestAsCol(fromEqualsToDF, "to"))
     }
 
+    val ss = SparkSession.active
     // We handled edge cases above, so now we do BFS.
 
     // Edges a->b, to be reused for each iteration
@@ -155,7 +157,7 @@ private object BFS extends Logging with Serializable {
       val a2b = g.find("(a)-[e]->(b)")
       edgeFilter match {
         case Some(ef) =>
-          val efExpr = applyExprToCol(ef, "e")
+          val efExpr = applyExprToCol(ss, ef, "e")
           a2b.filter(efExpr)
         case None =>
           a2b
@@ -163,7 +165,7 @@ private object BFS extends Logging with Serializable {
     }
 
     // We will always apply fromExpr to column "a"
-    val fromAExpr = applyExprToCol(from, "a")
+    val fromAExpr = applyExprToCol(ss, from, "a")
 
     // DataFrame of current search paths
     var paths: DataFrame = null
@@ -200,7 +202,7 @@ private object BFS extends Logging with Serializable {
         paths = paths.filter(previousVertexChecks)
       }
       // Check if done by applying toExpr to column nextVertex
-      val toVExpr = applyExprToCol(to, nextVertex)
+      val toVExpr = applyExprToCol(ss, to, nextVertex)
       val foundPathDF = paths.filter(toVExpr)
       if (foundPathDF.take(1).nonEmpty) {
         // Found path
@@ -228,21 +230,4 @@ private object BFS extends Logging with Serializable {
       g.spark.createDataFrame(g.spark.sparkContext.parallelize(Seq.empty[Row]), g.vertices.schema)
     }
   }
-
-  /**
-   * Apply the given SQL expression (such as `id = 3`) to the field in a column, rather than to
-   * the column itself.
-   *
-   * @param expr
-   *   SQL expression, such as `id = 3`
-   * @param colName
-   *   Column name, such as `myVertex`
-   * @return
-   *   SQL expression applied to the column fields, such as `myVertex.id = 3`
-   */
-  private def applyExprToCol(expr: Column, colName: String) = {
-    new Column(expr.expr.transform { case UnresolvedAttribute(nameParts) =>
-      UnresolvedAttribute(colName +: nameParts)
-    })
-  }
 }
diff --git a/src/main/scala/org/graphframes/lib/ShortestPaths.scala b/src/main/scala/org/graphframes/lib/ShortestPaths.scala
index c8e0d8169..5d0bfb00b 100644
--- a/src/main/scala/org/graphframes/lib/ShortestPaths.scala
+++ b/src/main/scala/org/graphframes/lib/ShortestPaths.scala
@@ -20,17 +20,16 @@ package org.graphframes.lib
 import org.apache.spark.graphx.{lib => graphxlib}
 import org.apache.spark.sql.Column
 import org.apache.spark.sql.DataFrame
-import org.apache.spark.sql.Row
-import org.apache.spark.sql.api.java.UDF1
 import org.apache.spark.sql.functions.col
 import org.apache.spark.sql.functions.collect_list
 import org.apache.spark.sql.functions.lit
 import org.apache.spark.sql.functions.map
+import org.apache.spark.sql.functions.map_filter
 import org.apache.spark.sql.functions.map_values
 import org.apache.spark.sql.functions.map_zip_with
 import org.apache.spark.sql.functions.reduce
+import org.apache.spark.sql.functions.transform_keys
 import org.apache.spark.sql.functions.transform_values
-import org.apache.spark.sql.functions.udf
 import org.apache.spark.sql.functions.when
 import org.apache.spark.sql.types.IntegerType
 import org.apache.spark.sql.types.MapType
@@ -90,35 +89,24 @@ class ShortestPaths private[graphframes] (private val graph: GraphFrame)
 private object ShortestPaths extends Logging {
 
   private def runInGraphX(graph: GraphFrame, landmarks: Seq[Any]): DataFrame = {
-    val idType = graph.vertices.schema(GraphFrame.ID).dataType
     val longIdToLandmark = landmarks.map(l => GraphXConversions.integralId(graph, l) -> l).toMap
     val gx = graphxlib.ShortestPaths
       .run(graph.cachedTopologyGraphX, longIdToLandmark.keys.toSeq.sorted)
-      .mapVertices { case (_, m) => m.toSeq }
     val g = GraphXConversions.fromGraphX(graph, gx, vertexNames = Seq(DISTANCE_ID))
     val distanceCol: Column = if (graph.hasIntegralIdType) {
-      // It seems there are no easy way to convert a sequence of pairs into a map
-      val mapToLandmark = udf { distances: Seq[Row] =>
-        distances.map {
-          case Row(k: Long, v: Int) =>
-            k -> v
-          case _: Row => throw new GraphFramesUnreachableException()
-        }.toMap
-      }
-      mapToLandmark(g.vertices(DISTANCE_ID))
+      col(DISTANCE_ID)
     } else {
-      val func = new UDF1[Seq[Row], Map[Any, Int]] {
-        override def call(t1: Seq[Row]): Map[Any, Int] = {
-          t1.map {
-            case Row(k: Long, v: Int) =>
-              longIdToLandmark(k) -> v
-
-            case _: Row => throw new GraphFramesUnreachableException()
-          }.toMap
-        }
-      }
-      val mapToLandmark = udf(func, MapType(idType, IntegerType, false))
-      mapToLandmark(col(DISTANCE_ID))
+      val longIdToLandmarkFlatten: Seq[Column] = longIdToLandmark.flatMap {
+        case (k: Long, v: Any) => Seq(lit(k), lit(v))
+      }.toSeq
+      val longIdToLandmarkColumn = map(longIdToLandmarkFlatten: _*)
+      transform_keys(
+        col(DISTANCE_ID),
+        (longId: Column, distance: Column) =>
+          map_values(
+            map_filter(
+              longIdToLandmarkColumn,
+              (mappingId: Column, _: Column) => longId === mappingId))(0))
     }
     val cols = graph.vertices.columns.map(quote).map(col) :+ distanceCol.as(DISTANCE_ID)
     g.vertices.select(cols.toSeq: _*)
diff --git a/src/test/scala/org/graphframes/GraphFrameSuite.scala b/src/test/scala/org/graphframes/GraphFrameSuite.scala
index 057f6c492..91fbddbb8 100644
--- a/src/test/scala/org/graphframes/GraphFrameSuite.scala
+++ b/src/test/scala/org/graphframes/GraphFrameSuite.scala
@@ -17,7 +17,6 @@
 
 package org.graphframes
 
-import com.google.common.io.Files
 import org.apache.commons.io.FileUtils
 import org.apache.hadoop.fs.Path
 import org.apache.spark.graphx.Edge
@@ -35,6 +34,7 @@ import org.apache.spark.storage.StorageLevel
 import org.graphframes.examples.Graphs
 
 import java.io.File
+import java.nio.file.Files
 
 class GraphFrameSuite extends SparkFunSuite with GraphFrameTestSparkContext {
 
@@ -49,7 +49,7 @@ class GraphFrameSuite extends SparkFunSuite with GraphFrameTestSparkContext {
 
   override def beforeAll(): Unit = {
     super.beforeAll()
-    tempDir = Files.createTempDir()
+    tempDir = Files.createTempDirectory("gf-tmp").toFile()
     vertices = spark.createDataFrame(localVertices.toSeq).toDF("id", "name")
     edges = spark
       .createDataFrame(localEdges.toSeq.map { case ((src, dst), action) =>
diff --git a/src/test/scala/org/graphframes/GraphFrameTestSparkContext.scala b/src/test/scala/org/graphframes/GraphFrameTestSparkContext.scala
index 4b1434806..329af2c2f 100644
--- a/src/test/scala/org/graphframes/GraphFrameTestSparkContext.scala
+++ b/src/test/scala/org/graphframes/GraphFrameTestSparkContext.scala
@@ -35,16 +35,9 @@ trait GraphFrameTestSparkContext extends BeforeAndAfterAll { self: Suite =>
   @transient var sparkMajorVersion: Int = _
   @transient var sparkMinorVersion: Int = _
 
-  /**
-   * A helper object for importing SQL implicits.
-   *
-   * Note that the alternative of importing `spark.implicits._` is not possible here. This is
-   * because we create the `SQLContext` immediately before the first test is run, but the
-   * implicits import is needed in the constructor.
-   */
-  protected object testImplicits extends SQLImplicits {
-    protected override def _sqlContext: SQLContext = self.sqlContext
-  }
+  // Inspired by https://stackoverflow.com/a/59377177
+  protected def sparkSession: SparkSession = spark
+  protected lazy val sqlImplicits: SQLImplicits = self.sparkSession.implicits
 
   /** Check if current spark version is at least of the provided minimum version */
   def isLaterVersion(minVersion: String): Boolean = {
diff --git a/src/test/scala/org/graphframes/lib/PregelSuite.scala b/src/test/scala/org/graphframes/lib/PregelSuite.scala
index 342d8964d..f099a9443 100644
--- a/src/test/scala/org/graphframes/lib/PregelSuite.scala
+++ b/src/test/scala/org/graphframes/lib/PregelSuite.scala
@@ -23,7 +23,7 @@ import org.scalactic.Tolerance._
 
 class PregelSuite extends SparkFunSuite with GraphFrameTestSparkContext {
 
-  import testImplicits._
+  import sqlImplicits._
 
   test("page rank") {
     val edges = Seq(