diff --git a/ci/conda-lock.yml b/ci/conda-lock.yml
index be41128..61a1b95 100644
--- a/ci/conda-lock.yml
+++ b/ci/conda-lock.yml
@@ -13,7 +13,7 @@
 version: 1
 metadata:
   content_hash:
-    linux-64: 065a79dda8a03d898e130c278ec29723594749a384dc2feb929affe06a501ce7
+    linux-64: 0c7b8057b9b6bd491e87d3a5b6ab87370d42e913eb2af728648615e72e978248
   channels:
   - url: conda-forge
     used_env_vars: []
@@ -233,7 +233,7 @@ package:
   category: main
   optional: false
 - name: anyio
-  version: 4.10.0
+  version: 4.11.0
   manager: conda
   platform: linux-64
   dependencies:
@@ -242,10 +242,10 @@ package:
     python: ''
     sniffio: '>=1.1'
     typing_extensions: '>=4.5'
-  url: https://conda.anaconda.org/conda-forge/noarch/anyio-4.10.0-pyhe01879c_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/anyio-4.11.0-pyhcf101f3_0.conda
   hash:
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-    sha256: d1b50686672ebe7041e44811eda563e45b94a8354db67eca659040392ac74d63
+    md5: 814472b61da9792fae28156cb9ee54f5
+    sha256: 7378b5b9d81662d73a906fabfc2fb81daddffe8dc0680ed9cda7a9562af894b0
   category: main
   optional: false
 - name: anywidget
@@ -348,24 +348,24 @@ package:
   category: main
   optional: false
 - name: arro3-compute
-  version: 0.6.2
+  version: 0.6.3
   manager: conda
   platform: linux-64
   dependencies:
     __glibc: '>=2.17,<3.0.a0'
-    arro3-core: 0.6.2
+    arro3-core: 0.6.3
     libgcc: '>=14'
     python: '>=3.11,<3.12.0a0'
     python_abi: 3.11.*
     typing_extensions: '>=4.6.0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/arro3-compute-0.6.2-py311hc8fb587_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/arro3-compute-0.6.3-py311hc8fb587_0.conda
   hash:
-    md5: a990d5d1b39867c9164c41062c93565b
-    sha256: f260186f7c40a44b82f92b4c019178091206350b38e0d730428ad3457473bc25
+    md5: 796e7812e523c1889c0366a339789586
+    sha256: 83657bd83858a574c266d6edd20a62fb1f191740648080629e3e5a249f034c14
   category: main
   optional: false
 - name: arro3-core
-  version: 0.6.2
+  version: 0.6.3
   manager: conda
   platform: linux-64
   dependencies:
@@ -374,27 +374,27 @@ package:
     python: '>=3.11,<3.12.0a0'
     python_abi: 3.11.*
     typing_extensions: '>=4.6.0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/arro3-core-0.6.2-py311hc8fb587_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/arro3-core-0.6.3-py311hc8fb587_0.conda
   hash:
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-    sha256: 773c098b43a091476125b0329532044559d8dd8970448308321604c76f23c16d
+    md5: 2030dcc600396d103b4347c042b20e90
+    sha256: 7241894ad6a5195f83f31e60aacba061d13940b393ee45a60fcf9c80934847b5
   category: main
   optional: false
 - name: arro3-io
-  version: 0.6.2
+  version: 0.6.3
   manager: conda
   platform: linux-64
   dependencies:
     __glibc: '>=2.17,<3.0.a0'
-    arro3-core: 0.6.2
+    arro3-core: 0.6.3
     libgcc: '>=14'
     python: '>=3.11,<3.12.0a0'
     python_abi: 3.11.*
     typing_extensions: '>=4.6.0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/arro3-io-0.6.2-py311hc8fb587_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/arro3-io-0.6.3-py311hc8fb587_0.conda
   hash:
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-    sha256: 04a7e13795035815748ef6fa64b739f330ab6cea396aa43210eb65581f0498fa
+    md5: 6b8d6a55baeedb7e578817d797410511
+    sha256: f74e3c81fbfefc74a8805cd2e88de3f1420712042ade7766ee5b91848f4b758c
   category: main
   optional: false
 - name: arrow
@@ -411,52 +411,6 @@ package:
     sha256: c4b0bdb3d5dee50b60db92f99da3e4c524d5240aafc0a5fcc15e45ae2d1a3cd1
   category: main
   optional: false
-- name: asciitree
-  version: 0.3.3
-  manager: conda
-  platform: linux-64
-  dependencies:
-    python: ''
-  url: https://conda.anaconda.org/conda-forge/noarch/asciitree-0.3.3-py_2.tar.bz2
-  hash:
-    md5: c0481c9de49f040272556e2cedf42816
-    sha256: b3e9369529fe7d721b66f18680ff4b561e20dbf6507e209e1f60eac277c97560
-  category: main
-  optional: false
-- name: asf_search
-  version: 10.0.3
-  manager: conda
-  platform: linux-64
-  dependencies:
-    asf_search-base: '>=10.0.3,<10.0.4.0a0'
-    python: '>=3.10'
-    remotezip: '>=0.10.0'
-  url: https://conda.anaconda.org/conda-forge/noarch/asf_search-10.0.3-pyhd8ed1ab_0.conda
-  hash:
-    md5: dc3ff720008f936da51d18c451d6bfc6
-    sha256: 7f15ad8968b41c815f982bf1ff3cd032ee1f5fea09b40b478f6ba9ee585eb84e
-  category: main
-  optional: false
-- name: asf_search-base
-  version: 10.0.3
-  manager: conda
-  platform: linux-64
-  dependencies:
-    ciso8601: ''
-    dateparser: ''
-    importlib-metadata: ''
-    numpy: ''
-    python: '>=3.10'
-    pytz: ''
-    requests: ''
-    shapely: ''
-    tenacity: 8.2.2
-  url: https://conda.anaconda.org/conda-forge/noarch/asf_search-base-10.0.3-pyhd8ed1ab_0.conda
-  hash:
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-    sha256: 4e102fcd70ad4c7b4860db882470a86454aff57c3b523c71d1d2401794187797
-  category: main
-  optional: false
 - name: asttokens
   version: 3.0.0
   manager: conda
@@ -553,6 +507,19 @@ package:
     sha256: df682395d05050cd1222740a42a551281210726a67447e5258968dd55854302e
   category: main
   optional: false
+- name: attr
+  version: 2.5.2
+  manager: conda
+  platform: linux-64
+  dependencies:
+    __glibc: '>=2.17,<3.0.a0'
+    libgcc: '>=13'
+  url: https://conda.anaconda.org/conda-forge/linux-64/attr-2.5.2-h39aace5_0.conda
+  hash:
+    md5: 791365c5f65975051e4e017b5da3abf5
+    sha256: a9c114cbfeda42a226e2db1809a538929d2f118ef855372293bd188f71711c48
+  category: main
+  optional: false
 - name: attrs
   version: 25.3.0
   manager: conda
@@ -566,7 +533,7 @@ package:
   category: main
   optional: false
 - name: aws-c-auth
-  version: 0.9.0
+  version: 0.9.1
   manager: conda
   platform: linux-64
   dependencies:
@@ -574,13 +541,13 @@ package:
     aws-c-cal: '>=0.9.2,<0.9.3.0a0'
     aws-c-common: '>=0.12.4,<0.12.5.0a0'
     aws-c-http: '>=0.10.4,<0.10.5.0a0'
-    aws-c-io: '>=0.21.2,<0.21.3.0a0'
+    aws-c-io: '>=0.22.0,<0.22.1.0a0'
     aws-c-sdkutils: '>=0.2.4,<0.2.5.0a0'
     libgcc: '>=14'
-  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-auth-0.9.0-h0fbd49f_19.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-auth-0.9.1-h48c9088_3.conda
   hash:
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-    sha256: 02bb7d2b21f60591944d97c2299be53c9c799085d0a1fb15620d5114cf161c3a
+    md5: afdbdbe7f786f47a36a51fdc2fe91210
+    sha256: e9c3dece30c12dfac995a8386bd2d1225d0b5f14c0753fcf4fef086047f77048
   category: main
   optional: false
 - name: aws-c-cal
@@ -626,20 +593,20 @@ package:
   category: main
   optional: false
 - name: aws-c-event-stream
-  version: 0.5.5
+  version: 0.5.6
   manager: conda
   platform: linux-64
   dependencies:
     __glibc: '>=2.17,<3.0.a0'
     aws-c-common: '>=0.12.4,<0.12.5.0a0'
-    aws-c-io: '>=0.21.2,<0.21.3.0a0'
+    aws-c-io: '>=0.22.0,<0.22.1.0a0'
     aws-checksums: '>=0.2.7,<0.2.8.0a0'
     libgcc: '>=14'
     libstdcxx: '>=14'
-  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-event-stream-0.5.5-h149bd38_3.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-event-stream-0.5.6-h82d11aa_3.conda
   hash:
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-    sha256: 74b7e5d727505efdb1786d9f4e0250484d23934a1d87f234dacacac97e440136
+    md5: a6374ed86387e0b1967adc8d8988db86
+    sha256: 849d645bf5c7923d9b0d4ba02050714c856495e34b0328b46c0c968045691117
   category: main
   optional: false
 - name: aws-c-http
@@ -651,16 +618,16 @@ package:
     aws-c-cal: '>=0.9.2,<0.9.3.0a0'
     aws-c-common: '>=0.12.4,<0.12.5.0a0'
     aws-c-compression: '>=0.3.1,<0.3.2.0a0'
-    aws-c-io: '>=0.21.2,<0.21.3.0a0'
+    aws-c-io: '>=0.22.0,<0.22.1.0a0'
     libgcc: '>=14'
-  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-http-0.10.4-h37a7233_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-http-0.10.4-h94feff3_3.conda
   hash:
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-    sha256: 6794d020d75cafa15e7677508c4bea5e8bca6233a5c7eb6c34397367ee37024c
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+    sha256: ce1fb6eb7a3bb633112b334647382c4a28a1bf85ab7b02b53a34aebc984a8e89
   category: main
   optional: false
 - name: aws-c-io
-  version: 0.21.2
+  version: 0.22.0
   manager: conda
   platform: linux-64
   dependencies:
@@ -668,11 +635,11 @@ package:
     aws-c-cal: '>=0.9.2,<0.9.3.0a0'
     aws-c-common: '>=0.12.4,<0.12.5.0a0'
     libgcc: '>=14'
-    s2n: '>=1.5.23,<1.5.24.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-io-0.21.2-h6252d9a_1.conda
+    s2n: '>=1.5.26,<1.5.27.0a0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-io-0.22.0-h57f3b0d_1.conda
   hash:
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-    sha256: 01ab3fd74ccd1cd3ebdde72898e0c3b9ab23151b9cd814ac627e3efe88191d8e
+    md5: 2de3494a513d360155b7f4da7b017840
+    sha256: 3dc378afddcdaf4179daccba1ef0b755eea264ff739ceab1d499b271340ea874
   category: main
   optional: false
 - name: aws-c-mqtt
@@ -683,12 +650,12 @@ package:
     __glibc: '>=2.17,<3.0.a0'
     aws-c-common: '>=0.12.4,<0.12.5.0a0'
     aws-c-http: '>=0.10.4,<0.10.5.0a0'
-    aws-c-io: '>=0.21.2,<0.21.3.0a0'
+    aws-c-io: '>=0.22.0,<0.22.1.0a0'
     libgcc: '>=14'
-  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-mqtt-0.13.3-h19deb91_3.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-mqtt-0.13.3-h2b1cf8c_6.conda
   hash:
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-    sha256: 4f1b36a50f9d74267cc73740af252f1d6f2da21a6dbef3c0086df1a78c81ed6f
+    md5: 7bb5e26afec09a59283ec1783798d74a
+    sha256: e4d782791591d6d19e1ea196e1f9494a4c30b0a052555648b64098a682ce9703
   category: main
   optional: false
 - name: aws-c-s3
@@ -697,18 +664,18 @@ package:
   platform: linux-64
   dependencies:
     __glibc: '>=2.17,<3.0.a0'
-    aws-c-auth: '>=0.9.0,<0.9.1.0a0'
+    aws-c-auth: '>=0.9.1,<0.9.2.0a0'
     aws-c-cal: '>=0.9.2,<0.9.3.0a0'
     aws-c-common: '>=0.12.4,<0.12.5.0a0'
     aws-c-http: '>=0.10.4,<0.10.5.0a0'
-    aws-c-io: '>=0.21.2,<0.21.3.0a0'
+    aws-c-io: '>=0.22.0,<0.22.1.0a0'
     aws-checksums: '>=0.2.7,<0.2.8.0a0'
     libgcc: '>=14'
-    openssl: '>=3.5.1,<4.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-s3-0.8.6-h800fcd2_2.conda
+    openssl: '>=3.5.2,<4.0a0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-s3-0.8.6-h4e5ac4b_5.conda
   hash:
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-    sha256: 886345904f41cdcd8ca4a540161d471d18de60871ffcce42242a4812fc90dcea
+    md5: 1557911474d926a8bd7b32a5f02bba35
+    sha256: 2e1fdbcbb3da881ae0eb381697f4f1ece2bd9f534b05e7ed9f21b0e6cbac6f32
   category: main
   optional: false
 - name: aws-c-sdkutils
@@ -740,26 +707,26 @@ package:
   category: main
   optional: false
 - name: aws-crt-cpp
-  version: 0.33.1
+  version: 0.34.4
   manager: conda
   platform: linux-64
   dependencies:
     __glibc: '>=2.17,<3.0.a0'
-    aws-c-auth: '>=0.9.0,<0.9.1.0a0'
+    aws-c-auth: '>=0.9.1,<0.9.2.0a0'
     aws-c-cal: '>=0.9.2,<0.9.3.0a0'
     aws-c-common: '>=0.12.4,<0.12.5.0a0'
-    aws-c-event-stream: '>=0.5.5,<0.5.6.0a0'
+    aws-c-event-stream: '>=0.5.6,<0.5.7.0a0'
     aws-c-http: '>=0.10.4,<0.10.5.0a0'
-    aws-c-io: '>=0.21.2,<0.21.3.0a0'
+    aws-c-io: '>=0.22.0,<0.22.1.0a0'
     aws-c-mqtt: '>=0.13.3,<0.13.4.0a0'
     aws-c-s3: '>=0.8.6,<0.8.7.0a0'
     aws-c-sdkutils: '>=0.2.4,<0.2.5.0a0'
     libgcc: '>=14'
     libstdcxx: '>=14'
-  url: https://conda.anaconda.org/conda-forge/linux-64/aws-crt-cpp-0.33.1-hb4fd278_2.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/aws-crt-cpp-0.34.4-h60c762c_0.conda
   hash:
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-    sha256: 530384aec79a46adbe59e9c20f0c8ec14227aaf4ea2d2b53a30bca8dcbe35309
+    md5: d41cf259f1b3e2a2347b11b98f64623d
+    sha256: 4fce59fd1fc9848cb060e9ad59f0934ff848ca06455eb487ea52152d7299b7ed
   category: main
   optional: false
 - name: aws-sdk-cpp
@@ -769,16 +736,16 @@ package:
   dependencies:
     __glibc: '>=2.17,<3.0.a0'
     aws-c-common: '>=0.12.4,<0.12.5.0a0'
-    aws-c-event-stream: '>=0.5.5,<0.5.6.0a0'
-    aws-crt-cpp: '>=0.33.1,<0.33.2.0a0'
+    aws-c-event-stream: '>=0.5.6,<0.5.7.0a0'
+    aws-crt-cpp: '>=0.34.4,<0.34.5.0a0'
     libcurl: '>=8.14.1,<9.0a0'
     libgcc: '>=14'
     libstdcxx: '>=14'
     libzlib: '>=1.3.1,<2.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/aws-sdk-cpp-1.11.606-h31ade35_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/aws-sdk-cpp-1.11.606-h32384e2_4.conda
   hash:
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-    sha256: f2a6c653c4803e0edb11054d21395d53624ef9ad330d09c692a4dae638c399a4
+    md5: 31067fbcb4ddfd76bc855532cc228568
+    sha256: 9ec76250145458fed50f02ac26af254c90a90d49249649e0eb81f9ddb6176384
   category: main
   optional: false
 - name: awscliv2
@@ -804,11 +771,11 @@ package:
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     libgcc: '>=14'
     libstdcxx: '>=14'
-    openssl: '>=3.5.1,<4.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/azure-core-cpp-1.16.0-h3a458e0_0.conda
+    openssl: '>=3.5.2,<4.0a0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/azure-core-cpp-1.16.0-h3a458e0_1.conda
   hash:
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-    sha256: bd28c90012b063a1733d85a19f83e046f9839ea000e77ecbcac8a87b47d4fb53
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   category: main
   optional: false
 - name: azure-identity-cpp
@@ -1445,7 +1412,7 @@ package:
   category: main
   optional: false
 - name: cffi
-  version: 1.17.1
+  version: 2.0.0
   manager: conda
   platform: linux-64
   dependencies:
@@ -1455,10 +1422,10 @@ package:
     pycparser: ''
     python: '>=3.11,<3.12.0a0'
     python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/cffi-1.17.1-py311h5b438cf_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/cffi-2.0.0-py311h5b438cf_0.conda
   hash:
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-    sha256: bbd04c8729e6400fa358536b1007c1376cc396d569b71de10f1df7669d44170e
+    md5: 6cb6c4d57d12dfa0ecdd19dbe758ffc9
+    sha256: 4986d5b3ce60af4e320448a1a2231cb5dd5e3705537e28a7b58951a24bd69893
   category: main
   optional: false
 - name: cftime
@@ -1502,32 +1469,17 @@ package:
     sha256: 838d5a011f0e7422be6427becba3de743c78f3874ad2743c341accbba9bb2624
   category: main
   optional: false
-- name: ciso8601
-  version: 2.3.3
-  manager: conda
-  platform: linux-64
-  dependencies:
-    __glibc: '>=2.17,<3.0.a0'
-    libgcc: '>=14'
-    python: ''
-    python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/ciso8601-2.3.3-py311haee01d2_1.conda
-  hash:
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-    sha256: 5f88aff1401369c20f0950e14a931c91af053a392819ce57c6bf1b31fa11aa40
-  category: main
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     wheel: ''
-  url: https://conda.anaconda.org/conda-forge/noarch/coiled-1.120.0-pyhd8ed1ab_0.conda
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   category: main
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     xyzservices: ''
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-  url: https://conda.anaconda.org/conda-forge/linux-64/libgdal-netcdf-3.10.0-h2b12c9b_4.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libgdal-core-3.10.3-h2480152_17.conda
   hash:
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   optional: false
 - name: libglib
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+  version: 2.86.0
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+    pcre2: '>=10.46,<10.47.0a0'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/liblapack-3.9.0-35_h47877c9_openblas.conda
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+    openssl: '>=3.5.3,<4.0a0'
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+    libgcc: '>=14'
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     zlib: ''
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+  version: 4.7.1
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+  url: https://conda.anaconda.org/conda-forge/linux-64/libtiff-4.7.1-h8261f1e_0.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/libutf8proc-2.10.0-h202a827_0.conda
+    libgcc: '>=14'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/libuuid-2.41.1-he9a06e4_0.conda
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-  url: https://conda.anaconda.org/conda-forge/linux-64/libxgboost-3.0.5-cpu_h2ebb00f_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/libxgboost-3.0.5-cpu_h2ebb00f_1.conda
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 - name: lxml
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     python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/lxml-6.0.1-py311hc53b721_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/lxml-6.0.2-py311hc53b721_0.conda
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+  version: 2.5.0
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   dependencies:
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-  url: https://conda.anaconda.org/conda-forge/noarch/narwhals-2.4.0-pyhcf101f3_0.conda
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   dependencies: {}
-  url: https://conda.anaconda.org/conda-forge/linux-64/nlohmann_json-3.12.0-h3f2d84a_0.conda
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 - name: nodejs
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     libzlib: '>=1.3.1,<2.0a0'
-    openssl: '>=3.5.1,<4.0a0'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/nodejs-20.19.4-hf7ee748_0.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/nodejs-20.19.5-hf7ee748_0.conda
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     _openmp_mutex: '>=4.5'
-    libgcc: '>=13'
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-  url: https://conda.anaconda.org/conda-forge/linux-64/numba-0.61.2-py311h9806782_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/numba-0.61.2-py311h6220fa4_2.conda
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     python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/numcodecs-0.15.1-py311h7db5c69_0.conda
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+    md5: f10f8e36ea7d48ca7290318122ef0f91
+    sha256: ef1ca2e655c1a70b3ef76c387794190c8e6bce1c953d96a5ea162c3d285a33b4
   category: main
   optional: false
 - name: requests
@@ -8971,17 +8884,17 @@ package:
   category: main
   optional: false
 - name: rich-click
-  version: 1.8.9
+  version: 1.9.1
   manager: conda
   platform: linux-64
   dependencies:
     click: '>=7,<9'
-    python: '>=3.9'
+    python: '>=3.10'
     rich: '>=10.7'
-  url: https://conda.anaconda.org/conda-forge/noarch/rich-click-1.8.9-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/rich-click-1.9.1-pyhd8ed1ab_0.conda
   hash:
-    md5: d8d3e4c019f679b5af7a012f1bfc89a9
-    sha256: c9f67d8fc3b1518feee6264872a583f92464616d47bc8b1bc3df39b6ed174036
+    md5: b0167e10324718cb7ad5073a03cd20a0
+    sha256: 1bc18cbac4649f2f0bbaebcded817d615964c02fd9b9d7829a790f01918d7e6a
   category: main
   optional: false
 - name: rio-cogeo
@@ -9089,17 +9002,17 @@ package:
   category: main
   optional: false
 - name: s2n
-  version: 1.5.23
+  version: 1.5.26
   manager: conda
   platform: linux-64
   dependencies:
     __glibc: '>=2.17,<3.0.a0'
     libgcc: '>=14'
-    openssl: '>=3.5.1,<4.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/s2n-1.5.23-h8e187f5_0.conda
+    openssl: '>=3.5.2,<4.0a0'
+  url: https://conda.anaconda.org/conda-forge/linux-64/s2n-1.5.26-h5ac9029_0.conda
   hash:
-    md5: edd15d7a5914dc1d87617a2b7c582d23
-    sha256: 016fe83763bc837beb205732411583179e2aac1cdef40225d4ad5eeb1bc7b837
+    md5: 0cfd80e699ae130623c0f42c6c6cf798
+    sha256: 14acdf5685f457988dba0053b9d29f1861b1c8fff6da13ec863d6a2b6ac75bff
   category: main
   optional: false
 - name: s3fs
@@ -9199,15 +9112,15 @@ package:
   category: main
   optional: false
 - name: scooby
-  version: 0.10.1
+  version: 0.10.2
   manager: conda
   platform: linux-64
   dependencies:
-    python: '>=3.9'
-  url: https://conda.anaconda.org/conda-forge/noarch/scooby-0.10.1-pyhd8ed1ab_0.conda
+    python: '>=3.10'
+  url: https://conda.anaconda.org/conda-forge/noarch/scooby-0.10.2-pyhd8ed1ab_0.conda
   hash:
-    md5: 2151b965f8e9fa642af57b4dbe2dbc39
-    sha256: 4bbc27f8fded897d22f6804f4abbe07afde380a9a2da8058046a36dfdb2d70f2
+    md5: 75759dcc013374c298c4b504c9fcc606
+    sha256: a7afbe809d5dbbbfe952a703bd398b248fce09a2eda270dd269623f7e4df241d
   category: main
   optional: false
 - name: seaborn
@@ -9335,20 +9248,20 @@ package:
   category: main
   optional: false
 - name: shapely
-  version: 2.0.7
+  version: 2.1.2
   manager: conda
   platform: linux-64
   dependencies:
     __glibc: '>=2.17,<3.0.a0'
-    geos: '>=3.13.1,<3.13.2.0a0'
-    libgcc: '>=13'
-    numpy: '>=1.19,<3'
+    geos: '>=3.14.0,<3.14.1.0a0'
+    libgcc: '>=14'
+    numpy: '>=1.23,<3'
     python: '>=3.11,<3.12.0a0'
     python_abi: 3.11.*
-  url: https://conda.anaconda.org/conda-forge/linux-64/shapely-2.0.7-py311h3dc67b8_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/shapely-2.1.2-py311hdb2cc66_0.conda
   hash:
-    md5: 6cbf7751d366a923688ae18530a93047
-    sha256: 190451092f4ba4297ab53b5b7b44ce2e6ce755a58c1dd3f3b49828bb9c224833
+    md5: 7c0a99c77c423ff83b327e4eff3f82f5
+    sha256: 85e8a71429b6ec06d3d461b1c3b377f73f3901d6e377d73e029d89284dd826c4
   category: main
   optional: false
 - name: shellingham
@@ -9363,18 +9276,6 @@ package:
     sha256: 0557c090913aa63cdbe821dbdfa038a321b488e22bc80196c4b3b1aace4914ef
   category: main
   optional: false
-- name: shtab
-  version: 1.7.2
-  manager: conda
-  platform: linux-64
-  dependencies:
-    python: '>=3.9'
-  url: https://conda.anaconda.org/conda-forge/noarch/shtab-1.7.2-pyhd8ed1ab_0.conda
-  hash:
-    md5: 6da1912e2881409483bcd57632d23d49
-    sha256: d6af628ecc3bbe9784b2fda6301ee65e03a634b2457199f81525a5d358034e16
-  category: main
-  optional: false
 - name: simpervisor
   version: 1.0.0
   manager: conda
@@ -9950,15 +9851,15 @@ package:
   category: main
   optional: false
 - name: tenacity
-  version: 8.2.2
+  version: 9.1.2
   manager: conda
   platform: linux-64
   dependencies:
-    python: '>=3.6'
-  url: https://conda.anaconda.org/conda-forge/noarch/tenacity-8.2.2-pyhd8ed1ab_0.conda
+    python: '>=3.9'
+  url: https://conda.anaconda.org/conda-forge/noarch/tenacity-9.1.2-pyhd8ed1ab_0.conda
   hash:
-    md5: 7b39e842b52966a99e229739cd4dc36e
-    sha256: 23abf9c14b59fa9787a56a6abb519ac14a9b19091d6c5d7446886d955493b95e
+    md5: 5d99943f2ae3cc69e1ada12ce9d4d701
+    sha256: fd9ab8829947a6a405d1204904776a3b206323d78b29d99ae8b60532c43d6844
   category: main
   optional: false
 - name: terminado
@@ -9989,17 +9890,17 @@ package:
   category: main
   optional: false
 - name: tifffile
-  version: 2025.9.9
+  version: 2025.9.20
   manager: conda
   platform: linux-64
   dependencies:
     imagecodecs: '>=2024.12.30'
     numpy: '>=1.19.2'
     python: '>=3.11'
-  url: https://conda.anaconda.org/conda-forge/noarch/tifffile-2025.9.9-pyhd8ed1ab_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/tifffile-2025.9.20-pyhd8ed1ab_0.conda
   hash:
-    md5: 5a981012f5ca4fa6d6bdc49828b90e79
-    sha256: ab4f48f33dbbed5a54e7f4458e086272c3873dfc05d48643d1fba083c3dca247
+    md5: 72f9422bfc96cb4c658ec82950060d59
+    sha256: e0a79a31146c953f93d21e2af71f3ab4c6974488828d05f8ab7bc84e20d07a6f
   category: main
   optional: false
 - name: tinycss2
@@ -10154,21 +10055,6 @@ package:
     sha256: 74807fa88e811aeaf3d2acd6221665efd9469caf8c57b4ee370b61f0528ff0ae
   category: main
   optional: false
-- name: typeguard
-  version: 4.4.4
-  manager: conda
-  platform: linux-64
-  dependencies:
-    importlib-metadata: '>=3.6'
-    python: '>=3.9'
-    typing-extensions: '>=4.10.0'
-    typing_extensions: '>=4.14.0'
-  url: https://conda.anaconda.org/conda-forge/noarch/typeguard-4.4.4-pyhd8ed1ab_0.conda
-  hash:
-    md5: 8b2613dbfd4e2bc9080b2779b53fc210
-    sha256: 591e03a61b4966a61b15a99f91d462840b6e77bf707ecb48690b24649fee921a
-  category: main
-  optional: false
 - name: types-python-dateutil
   version: 2.9.0.20250822
   manager: conda
@@ -10244,26 +10130,6 @@ package:
     sha256: 9e3a74bc40c6b488aae852c6ddc0001cd69617601c1495b83935a04a299e17b9
   category: main
   optional: false
-- name: tyro
-  version: 0.9.31
-  manager: conda
-  platform: linux-64
-  dependencies:
-    colorama: '>=0.4.0'
-    docstring_parser: '>=0.15'
-    eval_type_backport: '>=0.1.3'
-    python: '>=3.10'
-    pyyaml: '>=6.0'
-    rich: '>=11.1.0'
-    shtab: '>=1.5.6'
-    typeguard: '>=4.0.0'
-    typing-extensions: '>=4.13.0'
-  url: https://conda.anaconda.org/conda-forge/noarch/tyro-0.9.31-pyhd8ed1ab_0.conda
-  hash:
-    md5: fa2c19e109c339538faebb870b02270e
-    sha256: 36901d74531486a937754007d7befc1a07194bf44741b4fe752c03f388bdcc71
-  category: main
-  optional: false
 - name: tzdata
   version: 2025b
   manager: conda
@@ -10275,19 +10141,6 @@ package:
     sha256: 5aaa366385d716557e365f0a4e9c3fca43ba196872abbbe3d56bb610d131e192
   category: main
   optional: false
-- name: tzlocal
-  version: 5.3.1
-  manager: conda
-  platform: linux-64
-  dependencies:
-    __unix: ''
-    python: ''
-  url: https://conda.anaconda.org/conda-forge/noarch/tzlocal-5.3.1-pyh8f84b5b_0.conda
-  hash:
-    md5: 369f3170d6f727d3102d83274e403b66
-    sha256: 6447388bd870ab0a2b38af5aa64185cd71028a2a702f0935e636a01d81fba7fc
-  category: main
-  optional: false
 - name: uc-micro-py
   version: 1.0.3
   manager: conda
@@ -10331,6 +10184,18 @@ package:
     sha256: e2715a04632d75de539c1510238886ff1d6fc5b7e9e2ec240d8c11c175c1fffd
   category: main
   optional: false
+- name: universal-pathlib
+  version: 0.2.6
+  manager: conda
+  platform: linux-64
+  dependencies:
+    universal_pathlib: '>=0.2.6,<0.2.7.0a0'
+  url: https://conda.anaconda.org/conda-forge/noarch/universal-pathlib-0.2.6-hd8ed1ab_1.conda
+  hash:
+    md5: 0563760066d03bcdb5143e58eacdc083
+    sha256: be580fa10eceaa62d0facdadbec34a6d8b416cbfbcc07ffb8d7557b430240d5d
+  category: main
+  optional: false
 - name: universal_pathlib
   version: 0.2.6
   manager: conda
@@ -10400,19 +10265,19 @@ package:
   category: main
   optional: false
 - name: uvicorn
-  version: 0.35.0
+  version: 0.37.0
   manager: conda
   platform: linux-64
   dependencies:
     __unix: ''
     click: '>=7.0'
     h11: '>=0.8'
-    python: '>=3.9'
+    python: '>=3.10'
     typing_extensions: '>=4.0'
-  url: https://conda.anaconda.org/conda-forge/noarch/uvicorn-0.35.0-pyh31011fe_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/uvicorn-0.37.0-pyh31011fe_0.conda
   hash:
-    md5: c7f6c7ffba6257580291ce55fb1097aa
-    sha256: bf304f72c513bead1a670326e02971c1cfe8320cf756447a45b74a2571884ad3
+    md5: 6b1475b42e54a66e8da512b2b04f33bd
+    sha256: 1be99fc1773247a7a6830d5ec1c0b9962a1ca684e9f54927d1be4301b4572842
   category: main
   optional: false
 - name: virtualenv
@@ -10432,21 +10297,24 @@ package:
   category: main
   optional: false
 - name: virtualizarr
-  version: 1.2.0
+  version: 2.1.2
   manager: conda
   platform: linux-64
   dependencies:
-    numcodecs: ''
+    numcodecs: '>=0.15.1'
     numpy: '>=2.0.0'
+    obstore: '>=0.5.1'
     packaging: ''
-    python: '>=3.10'
+    python: '>=3.11'
     ujson: ''
+    universal-pathlib: ''
     universal_pathlib: ''
-    xarray: '>=2024.10.0'
-  url: https://conda.anaconda.org/conda-forge/noarch/virtualizarr-1.2.0-pyhd8ed1ab_0.conda
+    xarray: '>=2025.03.0'
+    zarr: '>=3.1.0'
+  url: https://conda.anaconda.org/conda-forge/noarch/virtualizarr-2.1.2-pyhd8ed1ab_0.conda
   hash:
-    md5: 8fba8f7236851f17c231865fe9647e5b
-    sha256: 5a1660fa955629bc60135f9ba110a016828be909b6616bbb84ca0a1ec0ec4c03
+    md5: 64fff1e17ac2999df2d05f52e5cc756e
+    sha256: affdc7dbeb37dc1e34e5d197e681443d154405bd40f27a7bcdfc98826bd8671f
   category: main
   optional: false
 - name: wayland
@@ -10466,15 +10334,15 @@ package:
   category: main
   optional: false
 - name: wcwidth
-  version: 0.2.13
+  version: 0.2.14
   manager: conda
   platform: linux-64
   dependencies:
-    python: '>=3.9'
-  url: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.2.13-pyhd8ed1ab_1.conda
+    python: '>=3.10'
+  url: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.2.14-pyhd8ed1ab_0.conda
   hash:
-    md5: b68980f2495d096e71c7fd9d7ccf63e6
-    sha256: f21e63e8f7346f9074fd00ca3b079bd3d2fa4d71f1f89d5b6934bf31446dc2a5
+    md5: 7e1e5ff31239f9cd5855714df8a3783d
+    sha256: e311b64e46c6739e2a35ab8582c20fa30eb608da130625ed379f4467219d4813
   category: main
   optional: false
 - name: webcolors
@@ -10666,10 +10534,10 @@ package:
   dependencies:
     py-xgboost: 3.0.5
     python: '>=3.10'
-  url: https://conda.anaconda.org/conda-forge/noarch/xgboost-3.0.5-cpu_pyhb39878e_0.conda
+  url: https://conda.anaconda.org/conda-forge/noarch/xgboost-3.0.5-cpu_pyhb39878e_1.conda
   hash:
-    md5: 6dd810fef67a3753bdf6e639cbd0d5b0
-    sha256: b7b49499d65e16b86e8ec38dd3928927086902b0fd720ecfa655d5650bbf54b8
+    md5: 87c57a6f2eb405b13eaae737f892f265
+    sha256: 2f1d227dccd8cef311a3a78db028832231027ccf6636b89ff7f0595b25d5c50f
   category: main
   optional: false
 - name: xkeyboard-config
@@ -10982,19 +10850,21 @@ package:
   category: main
   optional: false
 - name: zarr
-  version: 2.18.7
+  version: 3.1.3
   manager: conda
   platform: linux-64
   dependencies:
-    asciitree: ''
-    fasteners: ''
-    numcodecs: '>=0.10.0,!=0.14.0,!=0.14.1,<0.16.0a0'
-    numpy: '>=1.24'
-    python: '>=3.11'
-  url: https://conda.anaconda.org/conda-forge/noarch/zarr-2.18.7-pyhd8ed1ab_0.conda
+    crc32c: ''
+    donfig: '>=0.8'
+    numcodecs: '>=0.14'
+    numpy: '>=1.26'
+    packaging: '>=22.0'
+    python: ''
+    typing_extensions: '>=4.9'
+  url: https://conda.anaconda.org/conda-forge/noarch/zarr-3.1.3-pyhcf101f3_0.conda
   hash:
-    md5: 209c3560e2eddfcb0bc769c659674dfa
-    sha256: 7f906b5a746aff5ee918fff815767848ae428f0d9cf4bd8e48640a3a759e4d01
+    md5: 540ed093cbc10711485a385a58f34b00
+    sha256: 3d494f058f1e8aef41c5fac202c45de26fdc7b169ed886522497a8b83615e8db
   category: main
   optional: false
 - name: zeromq
@@ -11081,20 +10951,20 @@ package:
   category: main
   optional: false
 - name: zstandard
-  version: 0.24.0
+  version: 0.25.0
   manager: conda
   platform: linux-64
   dependencies:
     __glibc: '>=2.17,<3.0.a0'
     cffi: '>=1.11'
     libgcc: '>=14'
-    python: '>=3.11,<3.12.0a0'
+    python: ''
     python_abi: 3.11.*
     zstd: '>=1.5.7,<1.6.0a0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/zstandard-0.24.0-py311h4854a17_1.conda
+  url: https://conda.anaconda.org/conda-forge/linux-64/zstandard-0.25.0-py311haee01d2_0.conda
   hash:
-    md5: d0d623c1cd5a9515de1b2260d21a92aa
-    sha256: 0c13155c0eaeda24d1b208a4e9af28db025fd3388eca05fec872ce8d155d4e26
+    md5: 0fd242142b0691eb9311dc32c1d4ab76
+    sha256: ed149760ea78e038e6424d8a327ea95da351727536c0e9abedccf5a61fc19932
   category: main
   optional: false
 - name: zstd
@@ -11123,6 +10993,17 @@ package:
     sha256: 5915a2dbbe250f59b3cc01859297b26b2e1836e03a5db4bfbfd438005649d7e4
   category: main
   optional: false
+- name: jupyter-sshd-proxy
+  version: 0.3.0
+  manager: pip
+  platform: linux-64
+  dependencies:
+    jupyter-server-proxy: '>=4.3.0'
+  url: https://files.pythonhosted.org/packages/94/c4/148eec071c341ba935a05f9bd61ddd08a7de8e9219f745b4dfd9868f1fef/jupyter_sshd_proxy-0.3.0-py3-none-any.whl
+  hash:
+    sha256: cb33e012a3b5eee1e7ce1c1986534e4797473c6a05973a4ffbbd410094becf08
+  category: main
+  optional: false
 - name: jupyterlab-open-url-parameter
   version: 0.3.0
   manager: pip
diff --git a/ci/environment.yml b/ci/environment.yml
index afb3255..736c70b 100644
--- a/ci/environment.yml
+++ b/ci/environment.yml
@@ -111,6 +111,7 @@ dependencies:
   - xvec
   - shap
   - xgboost
+  - openssh
   # we could use more platforms but in the hub only linux-64 is relevant
   - pip
   - pip:
@@ -119,5 +120,6 @@ dependencies:
       - jupyter-desktop-server>=0.1.3
       - jupyterlab-open-url-parameter
       - pigz
+      - jupyter-sshd-proxy
 platforms:
   - linux-64