diff --git a/dataframely/random.py b/dataframely/random.py
index 076a99a..ce60400 100644
--- a/dataframely/random.py
+++ b/dataframely/random.py
@@ -47,7 +47,7 @@ def sample_seed(self) -> int:
         Returns:
             A seed of type ``uint32``.
         """
-        return self.numpy_generator.integers(0, 2**32)
+        return self.numpy_generator.integers(0, 2**32, dtype=int)
 
     # ------------------------------------ NUMBERS ----------------------------------- #
 
diff --git a/pixi.lock b/pixi.lock
index d9e216b..5eb75f3 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -13,14 +13,14 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/binutils_impl_linux-64-2.43-h4bf12b8_4.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.1.0-py313h46c70d0_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-h4bc722e_7.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/ca-certificates-2025.1.31-hbcca054_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.4.26-hbd8a1cb_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2025.1.31-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/cffi-1.17.1-py313hfab6e84_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/cmarkgfm-2024.11.20-py313h536fd9c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/colorama-0.4.6-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/cpython-3.13.3-py313hd8ed1ab_101.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/cryptography-44.0.2-py313h6556f6e_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/cryptography-44.0.3-py313h6556f6e_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/dbus-1.13.6-h5008d03_3.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/noarch/docutils-0.21.2-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/expat-2.7.0-h5888daf_0.conda
@@ -48,7 +48,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-14.2.0-h69a702a_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libgfortran-14.2.0-h69a702a_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libgfortran5-14.2.0-hf1ad2bd_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libglib-2.84.1-h2ff4ddf_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libglib-2.84.1-h3618099_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libgomp-14.2.0-h767d61c_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libiconv-1.18-h4ce23a2_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/liblapack-3.9.0-31_h7ac8fdf_openblas.conda
@@ -63,15 +63,15 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/markdown-it-py-3.0.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/maturin-1.8.3-py313he81eb93_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/mdurl-0.1.2-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/more-itertools-10.6.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/more-itertools-10.7.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/ncurses-6.5-h2d0b736_3.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/nh3-0.2.21-py39h77e2912_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/numpy-2.2.4-py313h17eae1a_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/openssl-3.5.0-h7b32b05_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-24.2-pyhd8ed1ab_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/pcre2-10.44-hba22ea6_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pip-25.0.1-pyh145f28c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/polars-1.27.1-py313h96101dc_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/numpy-2.2.5-py313h17eae1a_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/openssl-3.5.0-h7b32b05_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-25.0-pyh29332c3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/pcre2-10.45-hc749103_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pip-25.1.1-pyh145f28c_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/polars-1.27.1-py39h2a4a510_3.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pycparser-2.22-pyh29332c3_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pygments-2.19.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pyproject_hooks-1.2.0-pyhd8ed1ab_1.conda
@@ -79,7 +79,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.13.3-hf636f53_101_cp313.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-build-1.2.2.post1-pyhff2d567_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-gil-3.13.3-h4df99d1_101.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/python_abi-3.13-6_cp313.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.13-7_cp313.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/readline-8.2-h8c095d6_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/readme_renderer-44.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/requests-2.32.3-pyhd8ed1ab_1.conda
@@ -90,8 +90,8 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/rust-std-x86_64-unknown-linux-gnu-1.85.1-h2c6d0dc_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/secretstorage-3.3.3-py313h78bf25f_3.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/sed-4.8-he412f7d_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-78.1.0-pyhff2d567_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-scm-8.2.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-80.1.0-pyhff2d567_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-scm-8.3.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/sysroot_linux-64-2.17-h0157908_18.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/tk-8.6.13-noxft_h4845f30_101.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/tomli-2.2.1-pyhd8ed1ab_1.conda
@@ -102,7 +102,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.4.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/wheel-0.45.1-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/zipp-3.21.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/zstandard-0.23.0-py313h536fd9c_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/zstandard-0.23.0-py313h536fd9c_2.conda
       linux-aarch64:
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/_openmp_mutex-4.5-2_gnu.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/noarch/_python_abi3_support-1.0-hd8ed1ab_2.conda
@@ -111,14 +111,14 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/binutils_impl_linux-aarch64-2.43-h4c662bb_4.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/brotli-python-1.1.0-py313hb6a6212_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/bzip2-1.0.8-h68df207_7.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/ca-certificates-2025.1.31-hcefe29a_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.4.26-hbd8a1cb_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2025.1.31-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/cffi-1.17.1-py313h2135053_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/cmarkgfm-2024.11.20-py313h31d5739_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/colorama-0.4.6-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/cpython-3.13.3-py313hd8ed1ab_101.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/cryptography-44.0.2-py313hee87163_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/cryptography-44.0.3-py313hee87163_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/dbus-1.13.6-h12b9eeb_3.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/noarch/docutils-0.21.2-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/expat-2.7.0-h5ad3122_0.conda
@@ -146,7 +146,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libgcc-ng-14.2.0-he9431aa_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libgfortran-14.2.0-he9431aa_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libgfortran5-14.2.0-hb6113d0_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libglib-2.84.1-hc486b8e_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libglib-2.84.1-hc022ef1_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libgomp-14.2.0-he277a41_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libiconv-1.18-hc99b53d_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/liblapack-3.9.0-31_h411afd4_openblas.conda
@@ -161,15 +161,15 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/markdown-it-py-3.0.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/maturin-1.8.3-py313h008179f_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/mdurl-0.1.2-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/more-itertools-10.6.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/more-itertools-10.7.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/ncurses-6.5-ha32ae93_3.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/nh3-0.2.21-py39h789b75b_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/numpy-2.2.4-py313hcf1be6b_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/openssl-3.5.0-hd08dc88_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-24.2-pyhd8ed1ab_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/pcre2-10.44-h070dd5b_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pip-25.0.1-pyh145f28c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/polars-1.27.1-py313he3e423d_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/numpy-2.2.5-py313hcf1be6b_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/openssl-3.5.0-hd08dc88_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-25.0-pyh29332c3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/pcre2-10.45-hf4ec17f_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pip-25.1.1-pyh145f28c_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/polars-1.27.1-py39h732151e_3.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pycparser-2.22-pyh29332c3_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pygments-2.19.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pyproject_hooks-1.2.0-pyhd8ed1ab_1.conda
@@ -177,7 +177,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/python-3.13.3-h525b0ce_101_cp313.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-build-1.2.2.post1-pyhff2d567_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python-gil-3.13.3-h4df99d1_101.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/python_abi-3.13-6_cp313.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.13-7_cp313.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/readline-8.2-h8382b9d_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/readme_renderer-44.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/requests-2.32.3-pyhd8ed1ab_1.conda
@@ -188,8 +188,8 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/rust-std-aarch64-unknown-linux-gnu-1.85.1-hbe8e118_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/secretstorage-3.3.3-py313h1258fbd_3.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/sed-4.8-ha0d5d3d_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-78.1.0-pyhff2d567_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-scm-8.2.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-80.1.0-pyhff2d567_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-scm-8.3.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/sysroot_linux-aarch64-2.17-h68829e0_18.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/tk-8.6.13-h194ca79_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/tomli-2.2.1-pyhd8ed1ab_1.conda
@@ -200,23 +200,23 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.4.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/wheel-0.45.1-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/zipp-3.21.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/zstandard-0.23.0-py313h31d5739_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/zstandard-0.23.0-py313h31d5739_2.conda
       osx-64:
       - conda: https://conda.anaconda.org/conda-forge/noarch/_python_abi3_support-1.0-hd8ed1ab_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/backports-1.0-pyhd8ed1ab_5.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/backports.tarfile-1.2.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/brotli-python-1.1.0-py313h9ea2907_2.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/bzip2-1.0.8-hfdf4475_7.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/ca-certificates-2025.1.31-h8857fd0_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.4.26-hbd8a1cb_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2025.1.31-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/cffi-1.17.1-py313h49682b3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/cmarkgfm-2024.11.20-py313h63b0ddb_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/colorama-0.4.6-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/cpython-3.13.3-py313hd8ed1ab_101.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/docutils-0.21.2-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/gettext-0.23.1-hd385c8e_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/gettext-tools-0.23.1-h27064b9_0.conda
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-  - aws-checksums >=0.2.3,<0.2.4.0a0
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+  - aws-c-io >=0.18.1,<0.18.2.0a0
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   license: Apache-2.0
   license_family: APACHE
-  size: 55484
-  timestamp: 1742339897054
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   license: Apache-2.0
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   license: Apache-2.0
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   license: Apache-2.0
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   - aws-c-compression >=0.3.1,<0.3.2.0a0
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   license: Apache-2.0
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   - ucrt >=10.0.20348.0
-  - aws-c-io >=0.17.0,<0.17.1.0a0
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-  - aws-c-cal >=0.8.7,<0.8.8.0a0
+  - aws-c-common >=0.12.2,<0.12.3.0a0
+  - aws-c-io >=0.18.1,<0.18.2.0a0
   license: Apache-2.0
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   license: Apache-2.0
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   license: Apache-2.0
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+  - aws-c-cal >=0.9.0,<0.9.1.0a0
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   license: Apache-2.0
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   license: Apache-2.0
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   license: Apache-2.0
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+  - aws-c-http >=0.10.0,<0.10.1.0a0
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   license: Apache-2.0
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