diff --git a/.gitignore b/.gitignore
index 09116387..4b36ef7a 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,3 +1,7 @@
+# documentation files that are generated on build
+
+docs/**/pydiverse.transform.*.rst
+
 # Byte-compiled / optimized / DLL files
 __pycache__/
 *.py[cod]
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index a9d580a1..3afc7da3 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -59,6 +59,7 @@ repos:
         entry: pixi run check-merge-conflict --assume-in-merge
         language: system
         types: [text]
+        exclude: ".rst$"
       # typos
       - id: typos
         name: typos
diff --git a/docs/source/_templates/autosummary/accessor_method.rst b/docs/source/_templates/autosummary/accessor_method.rst
new file mode 100644
index 00000000..3d41c3c3
--- /dev/null
+++ b/docs/source/_templates/autosummary/accessor_method.rst
@@ -0,0 +1,6 @@
+{{ '.'.join(objname.split('.')[-2:]) }}
+{{ underline }}
+
+.. currentmodule:: {{ '.'.join(module.split('.')[:2]) }}
+
+.. autoaccessormethod:: {{ (module.split('.')[2:] + [objname]) | join('.') }}
diff --git a/docs/source/_templates/autosummary/short_title.rst b/docs/source/_templates/autosummary/short_title.rst
new file mode 100644
index 00000000..5536fa10
--- /dev/null
+++ b/docs/source/_templates/autosummary/short_title.rst
@@ -0,0 +1,5 @@
+{{ name | escape | underline}}
+
+.. currentmodule:: {{ module }}
+
+.. auto{{ objtype }}:: {{ objname }}
diff --git a/docs/source/conf.py b/docs/source/conf.py
index eefc29b4..c49f083c 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -10,6 +10,7 @@
 
 import sphinx.util
 from sphinx.ext.napoleon import GoogleDocstring
+import sphinx_autosummary_accessors
 
 
 sys.path.insert(0, os.path.abspath("../../src"))
@@ -38,8 +39,11 @@
     "sphinx.ext.intersphinx",
     # "sphinx.ext.viewcode",
     "sphinx.ext.napoleon",
+    "sphinx_autosummary_accessors"
 ]
 
+maximum_signature_line_length = 100
+
 myst_enable_extensions = [
     "fieldlist",
     "deflist",
@@ -53,6 +57,8 @@
 
 autosectionlabel_prefix_document = True
 
+toc_object_entries_show_parents = "all"
+
 intersphinx_mapping = {
     "python": ("https://docs.python.org/3", None),
     "sa": ("https://docs.sqlalchemy.org/en/stable", None),
@@ -64,7 +70,7 @@
     "Config File",
 ]
 
-templates_path = ["_templates"]
+templates_path = ["_templates", sphinx_autosummary_accessors.templates_path]
 exclude_patterns = []
 
 
diff --git a/docs/source/reference/api.rst b/docs/source/reference/api.rst
index 5793d148..74e37dec 100644
--- a/docs/source/reference/api.rst
+++ b/docs/source/reference/api.rst
@@ -1,49 +1,17 @@
+===
 API
 ===
 
-Core
-----
-
-.. automodule:: pydiverse.transform
-    :members:
-    :undoc-members:
-
-    .. autodata:: pydiverse.transform.λ
-
-
-Builtin Verbs
--------------
-
-.. automodule:: pydiverse.transform.core.verbs
-    :members:
-    :undoc-members:
-
-
-Operators
----------
-
-.. automodule:: pydiverse.transform.core.ops.aggregate
-    :members:
-.. automodule:: pydiverse.transform.core.ops.logical
-    :members:
-.. automodule:: pydiverse.transform.core.ops.numeric
-    :members:
-.. automodule:: pydiverse.transform.core.ops.string
-    :members:
-.. automodule:: pydiverse.transform.core.ops.window
-    :members:
-
-
-Functions
----------
-
-.. automodule:: pydiverse.transform.core.functions
-    :members:
-    :undoc-members:
+.. toctree::
+    :maxdepth: 1
 
+    verbs
+    operators/index
+    targets
 
-Table Implementations
----------------------
+Table
+-----
 
-.. autoclass:: pydiverse.transform.eager.PandasTableImpl
-.. autoclass:: pydiverse.transform.lazy.SQLTableImpl
+.. currentmodule:: pydiverse.transform
+.. autoclass:: Table
+    :noindex:
diff --git a/docs/source/reference/operators/aggregation.rst b/docs/source/reference/operators/aggregation.rst
new file mode 100644
index 00000000..f79e182d
--- /dev/null
+++ b/docs/source/reference/operators/aggregation.rst
@@ -0,0 +1,17 @@
+===========
+Aggregation
+===========
+
+.. currentmodule:: pydiverse.transform.ColExpr
+.. autosummary::
+    :toctree: _generated/
+    :nosignatures:
+    :template: autosummary/short_title.rst
+
+    count
+    all
+    any
+    max
+    mean
+    min
+    sum
diff --git a/docs/source/reference/operators/arithmetic.rst b/docs/source/reference/operators/arithmetic.rst
new file mode 100644
index 00000000..9e965e63
--- /dev/null
+++ b/docs/source/reference/operators/arithmetic.rst
@@ -0,0 +1,17 @@
+==========
+Arithmetic
+==========
+
+.. currentmodule:: pydiverse.transform.ColExpr
+.. autosummary::
+    :toctree: _generated/
+    :nosignatures:
+    :template: autosummary/short_title.rst
+
+    __add__
+    __floordiv__
+    __mul__
+    __neg__
+    __pos__
+    __sub__
+    __truediv__
diff --git a/docs/source/reference/operators/comparison.rst b/docs/source/reference/operators/comparison.rst
new file mode 100644
index 00000000..405bf98f
--- /dev/null
+++ b/docs/source/reference/operators/comparison.rst
@@ -0,0 +1,22 @@
+==========
+Comparison
+==========
+
+.. currentmodule:: pydiverse.transform.ColExpr
+.. autosummary::
+    :toctree: _generated/
+    :nosignatures:
+    :template: autosummary/short_title.rst
+
+    __eq__
+    __ge__
+    __gt__
+    __le__
+    __lt__
+    __ne__
+    is_inf
+    is_nan
+    is_not_inf
+    is_not_nan
+    is_not_null
+    is_null
diff --git a/docs/source/reference/operators/datetime.rst b/docs/source/reference/operators/datetime.rst
new file mode 100644
index 00000000..ed5b6a23
--- /dev/null
+++ b/docs/source/reference/operators/datetime.rst
@@ -0,0 +1,26 @@
+===================
+Datetime / Duration
+===================
+
+.. currentmodule:: pydiverse.transform.ColExpr
+.. autosummary::
+    :toctree: _generated/
+    :nosignatures:
+    :template: autosummary/accessor_method.rst
+
+    dt.day
+    dt.day_of_week
+    dt.day_of_year
+    dt.hour
+    dt.microsecond
+    dt.millisecond
+    dt.minute
+    dt.month
+    dt.second
+    dt.year
+    dur.days
+    dur.hours
+    dur.microseconds
+    dur.milliseconds
+    dur.minutes
+    dur.seconds
diff --git a/docs/source/reference/operators/horizontal_aggregation.rst b/docs/source/reference/operators/horizontal_aggregation.rst
new file mode 100644
index 00000000..0ab6eadf
--- /dev/null
+++ b/docs/source/reference/operators/horizontal_aggregation.rst
@@ -0,0 +1,17 @@
+======================
+Horizontal Aggregation
+======================
+
+.. currentmodule:: pydiverse.transform
+.. autosummary::
+    :toctree: _generated/
+    :nosignatures:
+    :template: autosummary/short_title.rst
+
+    coalesce
+    count
+    all
+    any
+    max
+    min
+    sum
diff --git a/docs/source/reference/operators/index.rst b/docs/source/reference/operators/index.rst
new file mode 100644
index 00000000..427411cd
--- /dev/null
+++ b/docs/source/reference/operators/index.rst
@@ -0,0 +1,41 @@
+=================
+Column Operations
+=================
+
+.. toctree::
+   :maxdepth: 1
+   :hidden:
+
+   arithmetic
+   logical
+   comparison
+   numerical
+   string
+   datetime
+   aggregation
+   window
+   sorting_markers
+   horizontal_aggregation
+
+
+.. currentmodule:: pydiverse.transform
+
+.. autoclass:: ColExpr
+   :no-index:
+   :members: dtype
+
+.. autosummary::
+    :toctree: _generated/
+    :template: autosummary/short_title.rst
+    :nosignatures:
+
+    lit
+    when
+
+.. autosummary::
+    :toctree: _generated/
+    :template: autosummary/short_title.rst
+    :nosignatures:
+
+    ColExpr.cast
+    ColExpr.map
diff --git a/docs/source/reference/operators/logical.rst b/docs/source/reference/operators/logical.rst
new file mode 100644
index 00000000..c13980b2
--- /dev/null
+++ b/docs/source/reference/operators/logical.rst
@@ -0,0 +1,21 @@
+=======
+Logical
+=======
+
+.. currentmodule:: pydiverse.transform.ColExpr
+.. autosummary::
+    :toctree: _generated/
+    :nosignatures:
+    :template: autosummary/short_title.rst
+
+    __and__
+    __invert__
+    __or__
+    __xor__
+    any
+    all
+    is_in
+    is_not_null
+    is_null
+    fill_null
+    map
diff --git a/docs/source/reference/operators/numerical.rst b/docs/source/reference/operators/numerical.rst
new file mode 100644
index 00000000..ab1868a9
--- /dev/null
+++ b/docs/source/reference/operators/numerical.rst
@@ -0,0 +1,21 @@
+=========
+Numerical
+=========
+
+.. currentmodule:: pydiverse.transform.ColExpr
+.. autosummary::
+    :toctree: _generated/
+    :nosignatures:
+    :template: autosummary/short_title.rst
+
+    __pow__
+    abs
+    ceil
+    exp
+    floor
+    is_inf
+    is_nan
+    is_not_inf
+    is_not_nan
+    log
+    round
diff --git a/docs/source/reference/operators/sorting_markers.rst b/docs/source/reference/operators/sorting_markers.rst
new file mode 100644
index 00000000..2de6cb1a
--- /dev/null
+++ b/docs/source/reference/operators/sorting_markers.rst
@@ -0,0 +1,14 @@
+===============
+Sorting Markers
+===============
+
+.. currentmodule:: pydiverse.transform.ColExpr
+.. autosummary::
+    :toctree: _generated/
+    :nosignatures:
+    :template: autosummary/short_title.rst
+
+    ascending
+    descending
+    nulls_first
+    nulls_last
diff --git a/docs/source/reference/operators/string.rst b/docs/source/reference/operators/string.rst
new file mode 100644
index 00000000..52c6a13e
--- /dev/null
+++ b/docs/source/reference/operators/string.rst
@@ -0,0 +1,21 @@
+======
+String
+======
+
+.. currentmodule:: pydiverse.transform.ColExpr
+.. autosummary::
+    :toctree: _generated/
+    :nosignatures:
+    :template: autosummary/accessor_method.rst
+
+    str.contains
+    str.ends_with
+    str.len
+    str.lower
+    str.replace_all
+    str.slice
+    str.starts_with
+    str.strip
+    str.to_date
+    str.to_datetime
+    str.upper
diff --git a/docs/source/reference/operators/window.rst b/docs/source/reference/operators/window.rst
new file mode 100644
index 00000000..ec2c46af
--- /dev/null
+++ b/docs/source/reference/operators/window.rst
@@ -0,0 +1,21 @@
+======
+Window
+======
+
+.. currentmodule:: pydiverse.transform.ColExpr
+.. autosummary::
+    :toctree: _generated/
+    :nosignatures:
+    :template: autosummary/short_title.rst
+
+    shift
+
+.. currentmodule:: pydiverse.transform
+.. autosummary::
+    :toctree: _generated/
+    :nosignatures:
+    :template: autosummary/short_title.rst
+
+    dense_rank
+    rank
+    row_number
diff --git a/docs/source/reference/targets.rst b/docs/source/reference/targets.rst
new file mode 100644
index 00000000..bb2c6036
--- /dev/null
+++ b/docs/source/reference/targets.rst
@@ -0,0 +1,14 @@
+=========================
+Backends / Export Targets
+=========================
+
+.. currentmodule:: pydiverse.transform
+.. autosummary::
+    :toctree: _generated/
+    :nosignatures:
+    :template: autosummary/short_title.rst
+
+    DuckDb
+    Pandas
+    Polars
+    SqlAlchemy
diff --git a/docs/source/reference/verbs.rst b/docs/source/reference/verbs.rst
new file mode 100644
index 00000000..a719298e
--- /dev/null
+++ b/docs/source/reference/verbs.rst
@@ -0,0 +1,29 @@
+=====
+Verbs
+=====
+
+.. currentmodule:: pydiverse.transform
+.. autosummary::
+    :toctree: _generated/
+    :nosignatures:
+    :template: autosummary/short_title.rst
+
+    alias
+    arrange
+    build_query
+    collect
+    drop
+    export
+    filter
+    full_join
+    group_by
+    join
+    left_join
+    mutate
+    rename
+    select
+    show
+    show_query
+    slice_head
+    summarize
+    ungroup
diff --git a/generate_col_ops.py b/generate_col_ops.py
index 68fb74e8..cfaa8f46 100644
--- a/generate_col_ops.py
+++ b/generate_col_ops.py
@@ -16,7 +16,7 @@
 COL_EXPR_PATH = "./src/pydiverse/transform/_internal/tree/col_expr.py"
 FNS_PATH = "./src/pydiverse/transform/_internal/pipe/functions.py"
 
-NAMESPACES = ["str", "dt"]
+NAMESPACES = ["str", "dt", "dur"]
 
 RVERSIONS = {
     "__add__",
@@ -136,14 +136,18 @@ def generate_overloads(
         for sig in op.signatures:
             res += "@overload\n" + generate_fn_decl(op, sig, name=name) + "    ...\n\n"
 
-    res += generate_fn_decl(
-        op, op.signatures[0], name=name, specialize_generic=not has_overloads
-    ) + generate_fn_body(
-        op,
-        op.signatures[0],
-        ["self.arg"] + op.param_names[1:] if in_namespace else None,
-        rversion=rversion,
-        op_var_name=op_var_name,
+    res += (
+        generate_fn_decl(
+            op, op.signatures[0], name=name, specialize_generic=not has_overloads
+        )
+        + f'    """{op.doc}"""\n\n'
+        + generate_fn_body(
+            op,
+            op.signatures[0],
+            ["self.arg"] + op.param_names[1:] if in_namespace else None,
+            rversion=rversion,
+            op_var_name=op_var_name,
+        )
     )
 
     return res
@@ -158,6 +162,7 @@ def indent(s: str, by: int) -> str:
     in_generated_section = False
     namespace_contents: dict[str, str] = {
         name: (
+            f'@register_accessor("{name}")\n'
             "@dataclasses.dataclass(slots=True)\n"
             f"class {name.title()}Namespace(FnNamespace):\n"
         )
@@ -198,11 +203,7 @@ def indent(s: str, by: int) -> str:
                     new_file_contents += op_overloads
 
             for name in NAMESPACES:
-                new_file_contents += (
-                    "    @property\n"
-                    f"    def {name}(self):\n"
-                    f"        return {name.title()}Namespace(self)\n\n"
-                )
+                new_file_contents += f"    {name} : {name.title()}Namespace\n"
 
             new_file_contents += (
                 "@dataclasses.dataclass(slots=True)\n"
diff --git a/pixi.lock b/pixi.lock
index b0a65488..95a9afc1 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -1,4 +1,4 @@
-version: 5
+version: 6
 environments:
   default:
     channels:
@@ -7,61 +7,61 @@ environments:
       linux-64:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-2_gnu.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-auth-0.8.0-hb88c0a9_10.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-cal-0.8.0-hecf86a2_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-common-0.10.3-hb9d3cd8_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-compression-0.3.0-hf42f96a_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-event-stream-0.5.0-h1ffe551_7.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-http-0.9.1-hab05fe4_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-io-0.15.2-hdeadb07_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-mqtt-0.11.0-h7bd072d_8.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-s3-0.7.2-h3a84f74_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-sdkutils-0.2.1-hf42f96a_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-checksums-0.2.2-hf42f96a_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-crt-cpp-0.29.6-h0e61686_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-sdk-cpp-1.11.449-h5558e3c_4.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-auth-0.8.0-hb921021_15.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-cal-0.8.1-h1a47875_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-common-0.10.6-hb9d3cd8_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-compression-0.3.0-h4e1184b_5.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-event-stream-0.5.0-h7959bf6_11.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-http-0.9.2-hefd7a92_4.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-io-0.15.3-h831e299_5.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-mqtt-0.11.0-h11f4f37_12.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-s3-0.7.7-hf454442_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-sdkutils-0.2.1-h4e1184b_4.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-checksums-0.2.2-h4e1184b_4.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-crt-cpp-0.29.7-hd92328a_7.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-sdk-cpp-1.11.458-hc430e4a_4.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/azure-core-cpp-1.14.0-h5cfcd09_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/azure-identity-cpp-1.10.0-h113e628_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/azure-storage-blobs-cpp-12.13.0-h3cf044e_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/azure-storage-common-cpp-12.8.0-h736e048_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/azure-storage-files-datalake-cpp-12.12.0-ha633028_1.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/c-ares-1.34.3-hb9d3cd8_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/ca-certificates-2024.8.30-hbcca054_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/c-ares-1.34.4-hb9d3cd8_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/ca-certificates-2024.12.14-hbcca054_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/cffi-1.17.1-py312h06ac9bb_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cfgv-3.3.1-pyhd8ed1ab_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/colorama-0.4.6-pyhd8ed1ab_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/cfgv-3.3.1-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/colorama-0.4.6-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/cyrus-sasl-2.1.27-h54b06d7_7.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/distlib-0.3.9-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/distlib-0.3.9-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/duckdb-1.1.3-hd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/duckdb-engine-0.13.6-pyhde7d773_0.conda
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   license: Apache-2.0
   license_family: Apache
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-- kind: conda
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-- kind: conda
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-- kind: conda
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-- kind: conda
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-- kind: conda
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   license: Apache-2.0
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-- kind: conda
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-- kind: conda
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   license: Apache-2.0
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-- kind: conda
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   license: Apache-2.0
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-- kind: conda
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-- kind: conda
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-- kind: conda
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-- kind: conda
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   license: Apache-2.0
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-- kind: conda
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   license: Apache-2.0
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-- kind: conda
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   - vc >=14.2,<15
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   license: Apache-2.0
   license_family: Apache
   purls: []
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-- kind: conda
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+  - aws-c-common >=0.10.6,<0.10.7.0a0
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   license: Apache-2.0
   license_family: Apache
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-- kind: conda
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   license: Apache-2.0
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-- kind: conda
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+  - aws-c-common >=0.10.6,<0.10.7.0a0
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   license: Apache-2.0
   license_family: Apache
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-- kind: conda
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   license: Apache-2.0
   license_family: Apache
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-- kind: conda
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-- kind: conda
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   license: Apache-2.0
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-- kind: conda
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   license: Apache-2.0
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-- kind: conda
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   - vc >=14.2,<15
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+  arch: x86_64
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   license: Apache-2.0
   license_family: Apache
   purls: []
-  size: 160495
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-- kind: conda
-  name: aws-c-mqtt
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   license: Apache-2.0
   license_family: Apache
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-- kind: conda
-  name: aws-c-mqtt
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   license: Apache-2.0
   license_family: Apache
   purls: []
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-- kind: conda
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   license: Apache-2.0
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-- kind: conda
-  name: aws-c-mqtt
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   license: Apache-2.0
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-- kind: conda
-  name: aws-c-mqtt
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   license: Apache-2.0
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-  purls: []
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-- kind: conda
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   license: Apache-2.0
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-- kind: conda
-  name: aws-c-mqtt
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-  - aws-c-io >=0.15.2,<0.15.3.0a0
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   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: Apache-2.0
   license_family: Apache
   purls: []
-  size: 186691
-  timestamp: 1731735208782
-- kind: conda
-  name: aws-c-s3
-  version: 0.7.2
-  build: h3a84f74_0
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-  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-s3-0.7.2-h3a84f74_0.conda
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-  md5: a5f883ce16928e898856b5bd8d1bee57
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-  - aws-c-http >=0.9.1,<0.9.2.0a0
-  - aws-c-io >=0.15.2,<0.15.3.0a0
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+  - aws-c-common >=0.10.6,<0.10.7.0a0
+  - aws-c-http >=0.9.2,<0.9.3.0a0
+  - aws-c-io >=0.15.3,<0.15.4.0a0
   - aws-checksums >=0.2.2,<0.2.3.0a0
   - libgcc >=13
   - openssl >=3.4.0,<4.0a0
+  arch: x86_64
+  platform: linux
   license: Apache-2.0
   license_family: Apache
-  size: 113549
-  timestamp: 1732679091663
-- kind: conda
-  name: aws-c-s3
-  version: 0.7.2
-  build: h3a84f74_0
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-  url: https://conda.anaconda.org/conda-forge/linux-64/aws-c-s3-0.7.2-h3a84f74_0.conda
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   - aws-c-auth >=0.8.0,<0.8.1.0a0
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-  - aws-c-http >=0.9.1,<0.9.2.0a0
-  - aws-c-io >=0.15.2,<0.15.3.0a0
+  - aws-c-cal >=0.8.1,<0.8.2.0a0
+  - aws-c-common >=0.10.6,<0.10.7.0a0
+  - aws-c-http >=0.9.2,<0.9.3.0a0
+  - aws-c-io >=0.15.3,<0.15.4.0a0
   - aws-checksums >=0.2.2,<0.2.3.0a0
   - libgcc >=13
   - openssl >=3.4.0,<4.0a0
+  arch: x86_64
+  platform: linux
   license: Apache-2.0
   license_family: Apache
   purls: []
-  size: 113549
-  timestamp: 1732679091663
-- kind: conda
-  name: aws-c-s3
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-  build: h6108ab3_0
-  subdir: win-64
-  url: https://conda.anaconda.org/conda-forge/win-64/aws-c-s3-0.7.2-h6108ab3_0.conda
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-  - aws-c-cal >=0.8.0,<0.8.1.0a0
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-  - aws-c-http >=0.9.1,<0.9.2.0a0
-  - aws-c-io >=0.15.2,<0.15.3.0a0
+  - aws-c-cal >=0.8.1,<0.8.2.0a0
+  - aws-c-common >=0.10.6,<0.10.7.0a0
+  - aws-c-http >=0.9.2,<0.9.3.0a0
+  - aws-c-io >=0.15.3,<0.15.4.0a0
   - aws-checksums >=0.2.2,<0.2.3.0a0
-  - ucrt >=10.0.20348.0
-  - vc >=14.2,<15
-  - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: osx
   license: Apache-2.0
   license_family: Apache
-  size: 108777
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-- kind: conda
-  name: aws-c-s3
-  version: 0.7.2
-  build: h6108ab3_0
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-  url: https://conda.anaconda.org/conda-forge/win-64/aws-c-s3-0.7.2-h6108ab3_0.conda
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-  - aws-c-http >=0.9.1,<0.9.2.0a0
-  - aws-c-io >=0.15.2,<0.15.3.0a0
+  - aws-c-cal >=0.8.1,<0.8.2.0a0
+  - aws-c-common >=0.10.6,<0.10.7.0a0
+  - aws-c-http >=0.9.2,<0.9.3.0a0
+  - aws-c-io >=0.15.3,<0.15.4.0a0
   - aws-checksums >=0.2.2,<0.2.3.0a0
-  - ucrt >=10.0.20348.0
-  - vc >=14.2,<15
-  - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: osx
   license: Apache-2.0
   license_family: Apache
   purls: []
-  size: 108777
-  timestamp: 1732679249162
-- kind: conda
-  name: aws-c-s3
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-  build: h704940e_0
-  subdir: osx-64
-  url: https://conda.anaconda.org/conda-forge/osx-64/aws-c-s3-0.7.2-h704940e_0.conda
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-  - aws-c-http >=0.9.1,<0.9.2.0a0
-  - aws-c-io >=0.15.2,<0.15.3.0a0
+  - aws-c-cal >=0.8.1,<0.8.2.0a0
+  - aws-c-common >=0.10.6,<0.10.7.0a0
+  - aws-c-http >=0.9.2,<0.9.3.0a0
+  - aws-c-io >=0.15.3,<0.15.4.0a0
   - aws-checksums >=0.2.2,<0.2.3.0a0
+  arch: arm64
+  platform: osx
   license: Apache-2.0
   license_family: Apache
-  size: 97856
-  timestamp: 1732679210985
-- kind: conda
-  name: aws-c-s3
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-  build: h704940e_0
-  subdir: osx-64
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-  - aws-c-http >=0.9.1,<0.9.2.0a0
-  - aws-c-io >=0.15.2,<0.15.3.0a0
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+  - aws-c-common >=0.10.6,<0.10.7.0a0
+  - aws-c-http >=0.9.2,<0.9.3.0a0
+  - aws-c-io >=0.15.3,<0.15.4.0a0
   - aws-checksums >=0.2.2,<0.2.3.0a0
+  - ucrt >=10.0.20348.0
+  - vc >=14.2,<15
+  - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: Apache-2.0
   license_family: Apache
-  purls: []
-  size: 97856
-  timestamp: 1732679210985
-- kind: conda
-  name: aws-c-s3
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-  - aws-c-http >=0.9.1,<0.9.2.0a0
-  - aws-c-io >=0.15.2,<0.15.3.0a0
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+  - aws-c-common >=0.10.6,<0.10.7.0a0
+  - aws-c-http >=0.9.2,<0.9.3.0a0
+  - aws-c-io >=0.15.3,<0.15.4.0a0
   - aws-checksums >=0.2.2,<0.2.3.0a0
+  - ucrt >=10.0.20348.0
+  - vc >=14.2,<15
+  - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: Apache-2.0
   license_family: Apache
-  size: 97042
-  timestamp: 1732679268030
-- kind: conda
-  name: aws-c-sdkutils
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+  platform: linux
+  license: Apache-2.0
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+  platform: linux
+  license: Apache-2.0
+  license_family: Apache
+  purls: []
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+  arch: x86_64
+  platform: osx
   license: Apache-2.0
   license_family: Apache
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-- kind: conda
-  name: aws-c-sdkutils
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+  arch: x86_64
+  platform: osx
   license: Apache-2.0
   license_family: Apache
   purls: []
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-- kind: conda
-  name: aws-c-sdkutils
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+  arch: arm64
+  platform: osx
   license: Apache-2.0
   license_family: Apache
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-- kind: conda
-  name: aws-c-sdkutils
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   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
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+  platform: win
   license: Apache-2.0
   license_family: Apache
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-- kind: conda
-  name: aws-c-sdkutils
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-- kind: conda
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   license: MIT
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   - python_abi 3.13.* *_cp313
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   license: MIT
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   - python_abi 3.13.* *_cp313
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-- kind: conda
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   license: MIT
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   - python_abi 3.13.* *_cp313
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-  url: https://conda.anaconda.org/conda-forge/linux-64/libabseil-20240722.0-cxx17_h5888daf_1.conda
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   - abseil-cpp =20240722.0
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   license: Apache-2.0
   license_family: Apache
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-  url: https://conda.anaconda.org/conda-forge/linux-64/libabseil-20240722.0-cxx17_h5888daf_1.conda
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   license: Apache-2.0
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-  url: https://conda.anaconda.org/conda-forge/osx-64/libabseil-20240722.0-cxx17_hac325c4_1.conda
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-  url: https://conda.anaconda.org/conda-forge/osx-64/libabseil-20240722.0-cxx17_hac325c4_1.conda
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+  arch: x86_64
+  platform: osx
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-  url: https://conda.anaconda.org/conda-forge/win-64/libabseil-20240722.0-cxx17_he0c23c2_1.conda
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/libabseil-20240722.0-cxx17_hf9b8971_1.conda
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+  - abseil-cpp =20240722.0
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+  platform: osx
+  license: Apache-2.0
+  license_family: Apache
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+  timestamp: 1727295571173
+- conda: https://conda.anaconda.org/conda-forge/win-64/libabseil-20240722.0-cxx17_he0c23c2_1.conda
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   - abseil-cpp =20240722.0
+  arch: x86_64
+  platform: win
   license: Apache-2.0
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-  url: https://conda.anaconda.org/conda-forge/win-64/libabseil-20240722.0-cxx17_he0c23c2_1.conda
+- conda: https://conda.anaconda.org/conda-forge/win-64/libabseil-20240722.0-cxx17_he0c23c2_1.conda
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   - abseil-cpp =20240722.0
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+  platform: win
   license: Apache-2.0
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   - parquet-cpp <0.0a0
   - arrow-cpp <0.0a0
+  - apache-arrow-proc =*=cpu
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+  platform: linux
   license: Apache-2.0
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   constrains:
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   - parquet-cpp <0.0a0
   - arrow-cpp <0.0a0
+  - apache-arrow-proc =*=cpu
+  arch: x86_64
+  platform: linux
   license: Apache-2.0
+  license_family: APACHE
   purls: []
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-  md5: 28163b6ae1cadbfefa19a86bce1ea860
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   - libcxx >=18
-  - libgoogle-cloud >=2.31.0,<2.32.0a0
-  - libgoogle-cloud-storage >=2.31.0,<2.32.0a0
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   - libzlib >=1.3.1,<2.0a0
-  - lz4-c >=1.9.3,<1.10.0a0
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   - re2
   - snappy >=1.2.1,<1.3.0a0
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   constrains:
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   - apache-arrow-proc =*=cpu
   - parquet-cpp <0.0a0
+  - arrow-cpp <0.0a0
+  arch: x86_64
+  platform: osx
   license: Apache-2.0
-  size: 6143357
-  timestamp: 1732948790584
-- kind: conda
-  name: libarrow
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-  build: h14b790f_2_cpu
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   license: Apache-2.0
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   - re2
   - snappy >=1.2.1,<1.3.0a0
   - zstd >=1.5.6,<1.6.0a0
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   - arrow-cpp <0.0a0
   - parquet-cpp <0.0a0
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+  platform: osx
   license: Apache-2.0
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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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   license: BSD-3-Clause
   license_family: BSD
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   license: BSD-3-Clause
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-- kind: conda
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-- kind: conda
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-- kind: conda
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-- kind: conda
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   license: Python-2.0
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   license: Python-2.0
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   license: MIT
   license_family: MIT
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   license_family: MIT
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-  build: h0d85af4_2
-  build_number: 2
-  subdir: osx-64
-  url: https://conda.anaconda.org/conda-forge/osx-64/yaml-0.2.5-h0d85af4_2.tar.bz2
+  size: 89141
+  timestamp: 1641346969816
+- conda: https://conda.anaconda.org/conda-forge/osx-64/yaml-0.2.5-h0d85af4_2.tar.bz2
   sha256: 5301417e2c8dea45b401ffee8df3957d2447d4ce80c83c5ff151fc6bfe1c4148
   md5: d7e08fcf8259d742156188e8762b4d20
+  arch: x86_64
+  platform: osx
   license: MIT
   license_family: MIT
   size: 84237
   timestamp: 1641347062780
-- kind: conda
-  name: yaml
-  version: 0.2.5
-  build: h0d85af4_2
-  build_number: 2
-  subdir: osx-64
-  url: https://conda.anaconda.org/conda-forge/osx-64/yaml-0.2.5-h0d85af4_2.tar.bz2
+- conda: https://conda.anaconda.org/conda-forge/osx-64/yaml-0.2.5-h0d85af4_2.tar.bz2
   sha256: 5301417e2c8dea45b401ffee8df3957d2447d4ce80c83c5ff151fc6bfe1c4148
   md5: d7e08fcf8259d742156188e8762b4d20
+  arch: x86_64
+  platform: osx
   license: MIT
   license_family: MIT
   purls: []
   size: 84237
   timestamp: 1641347062780
-- kind: conda
-  name: yaml
-  version: 0.2.5
-  build: h3422bc3_2
-  build_number: 2
-  subdir: osx-arm64
-  url: https://conda.anaconda.org/conda-forge/osx-arm64/yaml-0.2.5-h3422bc3_2.tar.bz2
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/yaml-0.2.5-h3422bc3_2.tar.bz2
   sha256: 93181a04ba8cfecfdfb162fc958436d868cc37db504c58078eab4c1a3e57fbb7
   md5: 4bb3f014845110883a3c5ee811fd84b4
+  arch: arm64
+  platform: osx
   license: MIT
   license_family: MIT
   size: 88016
   timestamp: 1641347076660
-- kind: conda
-  name: yaml
-  version: 0.2.5
-  build: h7f98852_2
-  build_number: 2
-  subdir: linux-64
-  url: https://conda.anaconda.org/conda-forge/linux-64/yaml-0.2.5-h7f98852_2.tar.bz2
-  sha256: a4e34c710eeb26945bdbdaba82d3d74f60a78f54a874ec10d373811a5d217535
-  md5: 4cb3ad778ec2d5a7acbdf254eb1c42ae
-  depends:
-  - libgcc-ng >=9.4.0
-  license: MIT
-  license_family: MIT
-  size: 89141
-  timestamp: 1641346969816
-- kind: conda
-  name: yaml
-  version: 0.2.5
-  build: h7f98852_2
-  build_number: 2
-  subdir: linux-64
-  url: https://conda.anaconda.org/conda-forge/linux-64/yaml-0.2.5-h7f98852_2.tar.bz2
-  sha256: a4e34c710eeb26945bdbdaba82d3d74f60a78f54a874ec10d373811a5d217535
-  md5: 4cb3ad778ec2d5a7acbdf254eb1c42ae
-  depends:
-  - libgcc-ng >=9.4.0
-  license: MIT
-  license_family: MIT
-  purls: []
-  size: 89141
-  timestamp: 1641346969816
-- kind: conda
-  name: yaml
-  version: 0.2.5
-  build: h8ffe710_2
-  build_number: 2
-  subdir: win-64
-  url: https://conda.anaconda.org/conda-forge/win-64/yaml-0.2.5-h8ffe710_2.tar.bz2
+- conda: https://conda.anaconda.org/conda-forge/win-64/yaml-0.2.5-h8ffe710_2.tar.bz2
   sha256: 4e2246383003acbad9682c7c63178e2e715ad0eb84f03a8df1fbfba455dfedc5
   md5: adbfb9f45d1004a26763652246a33764
   depends:
   - vc >=14.1,<15.0a0
   - vs2015_runtime >=14.16.27012
+  arch: x86_64
+  platform: win
   license: MIT
   license_family: MIT
   size: 63274
   timestamp: 1641347623319
-- kind: conda
-  name: yaml
-  version: 0.2.5
-  build: h8ffe710_2
-  build_number: 2
-  subdir: win-64
-  url: https://conda.anaconda.org/conda-forge/win-64/yaml-0.2.5-h8ffe710_2.tar.bz2
+- conda: https://conda.anaconda.org/conda-forge/win-64/yaml-0.2.5-h8ffe710_2.tar.bz2
   sha256: 4e2246383003acbad9682c7c63178e2e715ad0eb84f03a8df1fbfba455dfedc5
   md5: adbfb9f45d1004a26763652246a33764
   depends:
   - vc >=14.1,<15.0a0
   - vs2015_runtime >=14.16.27012
+  arch: x86_64
+  platform: win
   license: MIT
   license_family: MIT
   purls: []
   size: 63274
   timestamp: 1641347623319
-- kind: conda
-  name: zipp
-  version: 3.21.0
-  build: pyhd8ed1ab_1
-  build_number: 1
-  subdir: noarch
-  noarch: python
-  url: https://conda.anaconda.org/conda-forge/noarch/zipp-3.21.0-pyhd8ed1ab_1.conda
+- conda: https://conda.anaconda.org/conda-forge/noarch/zipp-3.21.0-pyhd8ed1ab_1.conda
   sha256: 567c04f124525c97a096b65769834b7acb047db24b15a56888a322bf3966c3e1
   md5: 0c3cc595284c5e8f0f9900a9b228a332
   depends:
@@ -23117,14 +19194,7 @@ packages:
   license_family: MIT
   size: 21809
   timestamp: 1732827613585
-- kind: conda
-  name: zipp
-  version: 3.21.0
-  build: pyhd8ed1ab_1
-  build_number: 1
-  subdir: noarch
-  noarch: python
-  url: https://conda.anaconda.org/conda-forge/noarch/zipp-3.21.0-pyhd8ed1ab_1.conda
+- conda: https://conda.anaconda.org/conda-forge/noarch/zipp-3.21.0-pyhd8ed1ab_1.conda
   sha256: 567c04f124525c97a096b65769834b7acb047db24b15a56888a322bf3966c3e1
   md5: 0c3cc595284c5e8f0f9900a9b228a332
   depends:
@@ -23135,35 +19205,7 @@ packages:
   - pkg:pypi/zipp?source=hash-mapping
   size: 21809
   timestamp: 1732827613585
-- kind: conda
-  name: zstandard
-  version: 0.23.0
-  build: py313h574b89f_1
-  build_number: 1
-  subdir: win-64
-  url: https://conda.anaconda.org/conda-forge/win-64/zstandard-0.23.0-py313h574b89f_1.conda
-  sha256: 1d2744ec0e91da267ce749e19142081472539cb140a7dad0646cd249246691fe
-  md5: 8e017aca933f4dd25491151edd3e7820
-  depends:
-  - cffi >=1.11
-  - python >=3.13.0rc1,<3.14.0a0
-  - python_abi 3.13.* *_cp313
-  - ucrt >=10.0.20348.0
-  - vc >=14.2,<15
-  - vc14_runtime >=14.29.30139
-  - zstd >=1.5.6,<1.5.7.0a0
-  - zstd >=1.5.6,<1.6.0a0
-  license: BSD-3-Clause
-  license_family: BSD
-  size: 325703
-  timestamp: 1725305947138
-- kind: conda
-  name: zstandard
-  version: 0.23.0
-  build: py313h80202fe_1
-  build_number: 1
-  subdir: linux-64
-  url: https://conda.anaconda.org/conda-forge/linux-64/zstandard-0.23.0-py313h80202fe_1.conda
+- conda: https://conda.anaconda.org/conda-forge/linux-64/zstandard-0.23.0-py313h80202fe_1.conda
   sha256: ea82f2b8964150a3aa7373b4697e48e64f2200fe68ae554ee85c641c692d1c97
   md5: c178558ff516cd507763ffee230c20b2
   depends:
@@ -23174,17 +19216,13 @@ packages:
   - python_abi 3.13.* *_cp313
   - zstd >=1.5.6,<1.5.7.0a0
   - zstd >=1.5.6,<1.6.0a0
+  arch: x86_64
+  platform: linux
   license: BSD-3-Clause
   license_family: BSD
   size: 424424
   timestamp: 1725305749031
-- kind: conda
-  name: zstandard
-  version: 0.23.0
-  build: py313hab0894d_1
-  build_number: 1
-  subdir: osx-64
-  url: https://conda.anaconda.org/conda-forge/osx-64/zstandard-0.23.0-py313hab0894d_1.conda
+- conda: https://conda.anaconda.org/conda-forge/osx-64/zstandard-0.23.0-py313hab0894d_1.conda
   sha256: 4b976b0c6f5c1a2c94c5351fbc02b1cad44dbeaf2e288986827e8b2183a14ce6
   md5: 27fe151b0b0752c1ad1c47106855efd9
   depends:
@@ -23194,17 +19232,13 @@ packages:
   - python_abi 3.13.* *_cp313
   - zstd >=1.5.6,<1.5.7.0a0
   - zstd >=1.5.6,<1.6.0a0
+  arch: x86_64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   size: 417943
   timestamp: 1725305677487
-- kind: conda
-  name: zstandard
-  version: 0.23.0
-  build: py313hf2da073_1
-  build_number: 1
-  subdir: osx-arm64
-  url: https://conda.anaconda.org/conda-forge/osx-arm64/zstandard-0.23.0-py313hf2da073_1.conda
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/zstandard-0.23.0-py313hf2da073_1.conda
   sha256: 12b4e34acff24d291e2626c6610dfd819b8d99a461025ae59affcb6e84bc1d57
   md5: deebca66926691fadaaf16da05ecb5f9
   depends:
@@ -23215,121 +19249,120 @@ packages:
   - python_abi 3.13.* *_cp313
   - zstd >=1.5.6,<1.5.7.0a0
   - zstd >=1.5.6,<1.6.0a0
+  arch: arm64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   size: 336496
   timestamp: 1725305912716
-- kind: conda
-  name: zstd
-  version: 1.5.6
-  build: h0ea2cb4_0
-  subdir: win-64
-  url: https://conda.anaconda.org/conda-forge/win-64/zstd-1.5.6-h0ea2cb4_0.conda
-  sha256: 768e30dc513568491818fb068ee867c57c514b553915536da09e5d10b4ebf3c3
-  md5: 9a17230f95733c04dc40a2b1e5491d74
+- conda: https://conda.anaconda.org/conda-forge/win-64/zstandard-0.23.0-py313h574b89f_1.conda
+  sha256: 1d2744ec0e91da267ce749e19142081472539cb140a7dad0646cd249246691fe
+  md5: 8e017aca933f4dd25491151edd3e7820
   depends:
-  - libzlib >=1.2.13,<2.0.0a0
+  - cffi >=1.11
+  - python >=3.13.0rc1,<3.14.0a0
+  - python_abi 3.13.* *_cp313
   - ucrt >=10.0.20348.0
   - vc >=14.2,<15
   - vc14_runtime >=14.29.30139
+  - zstd >=1.5.6,<1.5.7.0a0
+  - zstd >=1.5.6,<1.6.0a0
+  arch: x86_64
+  platform: win
   license: BSD-3-Clause
   license_family: BSD
-  size: 349143
-  timestamp: 1714723445995
-- kind: conda
-  name: zstd
-  version: 1.5.6
-  build: h0ea2cb4_0
-  subdir: win-64
-  url: https://conda.anaconda.org/conda-forge/win-64/zstd-1.5.6-h0ea2cb4_0.conda
-  sha256: 768e30dc513568491818fb068ee867c57c514b553915536da09e5d10b4ebf3c3
-  md5: 9a17230f95733c04dc40a2b1e5491d74
+  size: 325703
+  timestamp: 1725305947138
+- conda: https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.6-ha6fb4c9_0.conda
+  sha256: c558b9cc01d9c1444031bd1ce4b9cff86f9085765f17627a6cd85fc623c8a02b
+  md5: 4d056880988120e29d75bfff282e0f45
   depends:
+  - libgcc-ng >=12
+  - libstdcxx-ng >=12
   - libzlib >=1.2.13,<2.0.0a0
-  - ucrt >=10.0.20348.0
-  - vc >=14.2,<15
-  - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: linux
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 554846
+  timestamp: 1714722996770
+- conda: https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.6-ha6fb4c9_0.conda
+  sha256: c558b9cc01d9c1444031bd1ce4b9cff86f9085765f17627a6cd85fc623c8a02b
+  md5: 4d056880988120e29d75bfff282e0f45
+  depends:
+  - libgcc-ng >=12
+  - libstdcxx-ng >=12
+  - libzlib >=1.2.13,<2.0.0a0
+  arch: x86_64
+  platform: linux
   license: BSD-3-Clause
   license_family: BSD
   purls: []
-  size: 349143
-  timestamp: 1714723445995
-- kind: conda
-  name: zstd
-  version: 1.5.6
-  build: h915ae27_0
-  subdir: osx-64
-  url: https://conda.anaconda.org/conda-forge/osx-64/zstd-1.5.6-h915ae27_0.conda
+  size: 554846
+  timestamp: 1714722996770
+- conda: https://conda.anaconda.org/conda-forge/osx-64/zstd-1.5.6-h915ae27_0.conda
   sha256: efa04a98cb149643fa54c4dad5a0179e36a5fbc88427ea0eec88ceed87fd0f96
   md5: 4cb2cd56f039b129bb0e491c1164167e
   depends:
   - __osx >=10.9
   - libzlib >=1.2.13,<2.0.0a0
+  arch: x86_64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   size: 498900
   timestamp: 1714723303098
-- kind: conda
-  name: zstd
-  version: 1.5.6
-  build: h915ae27_0
-  subdir: osx-64
-  url: https://conda.anaconda.org/conda-forge/osx-64/zstd-1.5.6-h915ae27_0.conda
+- conda: https://conda.anaconda.org/conda-forge/osx-64/zstd-1.5.6-h915ae27_0.conda
   sha256: efa04a98cb149643fa54c4dad5a0179e36a5fbc88427ea0eec88ceed87fd0f96
   md5: 4cb2cd56f039b129bb0e491c1164167e
   depends:
   - __osx >=10.9
   - libzlib >=1.2.13,<2.0.0a0
+  arch: x86_64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
   purls: []
   size: 498900
   timestamp: 1714723303098
-- kind: conda
-  name: zstd
-  version: 1.5.6
-  build: ha6fb4c9_0
-  subdir: linux-64
-  url: https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.6-ha6fb4c9_0.conda
-  sha256: c558b9cc01d9c1444031bd1ce4b9cff86f9085765f17627a6cd85fc623c8a02b
-  md5: 4d056880988120e29d75bfff282e0f45
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/zstd-1.5.6-hb46c0d2_0.conda
+  sha256: 2d4fd1ff7ee79cd954ca8e81abf11d9d49954dd1fef80f27289e2402ae9c2e09
+  md5: d96942c06c3e84bfcc5efb038724a7fd
   depends:
-  - libgcc-ng >=12
-  - libstdcxx-ng >=12
+  - __osx >=11.0
   - libzlib >=1.2.13,<2.0.0a0
+  arch: arm64
+  platform: osx
   license: BSD-3-Clause
   license_family: BSD
-  size: 554846
-  timestamp: 1714722996770
-- kind: conda
-  name: zstd
-  version: 1.5.6
-  build: ha6fb4c9_0
-  subdir: linux-64
-  url: https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.6-ha6fb4c9_0.conda
-  sha256: c558b9cc01d9c1444031bd1ce4b9cff86f9085765f17627a6cd85fc623c8a02b
-  md5: 4d056880988120e29d75bfff282e0f45
+  size: 405089
+  timestamp: 1714723101397
+- conda: https://conda.anaconda.org/conda-forge/win-64/zstd-1.5.6-h0ea2cb4_0.conda
+  sha256: 768e30dc513568491818fb068ee867c57c514b553915536da09e5d10b4ebf3c3
+  md5: 9a17230f95733c04dc40a2b1e5491d74
   depends:
-  - libgcc-ng >=12
-  - libstdcxx-ng >=12
   - libzlib >=1.2.13,<2.0.0a0
+  - ucrt >=10.0.20348.0
+  - vc >=14.2,<15
+  - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: BSD-3-Clause
   license_family: BSD
-  purls: []
-  size: 554846
-  timestamp: 1714722996770
-- kind: conda
-  name: zstd
-  version: 1.5.6
-  build: hb46c0d2_0
-  subdir: osx-arm64
-  url: https://conda.anaconda.org/conda-forge/osx-arm64/zstd-1.5.6-hb46c0d2_0.conda
-  sha256: 2d4fd1ff7ee79cd954ca8e81abf11d9d49954dd1fef80f27289e2402ae9c2e09
-  md5: d96942c06c3e84bfcc5efb038724a7fd
+  size: 349143
+  timestamp: 1714723445995
+- conda: https://conda.anaconda.org/conda-forge/win-64/zstd-1.5.6-h0ea2cb4_0.conda
+  sha256: 768e30dc513568491818fb068ee867c57c514b553915536da09e5d10b4ebf3c3
+  md5: 9a17230f95733c04dc40a2b1e5491d74
   depends:
-  - __osx >=11.0
   - libzlib >=1.2.13,<2.0.0a0
+  - ucrt >=10.0.20348.0
+  - vc >=14.2,<15
+  - vc14_runtime >=14.29.30139
+  arch: x86_64
+  platform: win
   license: BSD-3-Clause
   license_family: BSD
-  size: 405089
-  timestamp: 1714723101397
+  purls: []
+  size: 349143
+  timestamp: 1714723445995
diff --git a/pixi.toml b/pixi.toml
index ffd41d19..c1e60c9b 100644
--- a/pixi.toml
+++ b/pixi.toml
@@ -58,6 +58,7 @@ Sphinx = ">=7.3.7"
 furo = ">=2023.5.20"
 sphinxcontrib-apidoc = ">=0.3.0"
 myst-parser = ">=2.0.0"
+sphinx-autosummary-accessors = "2023.4.0"
 [feature.docs.tasks]
 docs = "cd docs && make html "
 readthedocs = "rm -rf $READTHEDOCS_OUTPUT/html && cp -r docs/build/html $READTHEDOCS_OUTPUT/html"
diff --git a/src/pydiverse/transform/__init__.py b/src/pydiverse/transform/__init__.py
index 59703023..0a768298 100644
--- a/src/pydiverse/transform/__init__.py
+++ b/src/pydiverse/transform/__init__.py
@@ -8,4 +8,5 @@
 from .types import *
 from .types import __all__ as __types
 
-__all__ = __extended + __types + ["Table", "ColExpr", "verb"]
+__all__ = ["Table", "ColExpr", "verb"]
+# __all__ += __extended + __types
diff --git a/src/pydiverse/transform/_internal/backend/polars.py b/src/pydiverse/transform/_internal/backend/polars.py
index 28be5c84..73755dc0 100644
--- a/src/pydiverse/transform/_internal/backend/polars.py
+++ b/src/pydiverse/transform/_internal/backend/polars.py
@@ -583,24 +583,24 @@ def _dt_day_of_week(x):
     def _dt_day_of_year(x):
         return x.dt.ordinal_day().cast(pl.Int64)
 
-    @impl(ops.dt_days)
-    def _dt_days(x):
+    @impl(ops.dur_days)
+    def _dur_days(x):
         return x.dt.total_days()
 
-    @impl(ops.dt_hours)
-    def _dt_hours(x):
+    @impl(ops.dur_hours)
+    def _dur_hours(x):
         return x.dt.total_hours()
 
-    @impl(ops.dt_minutes)
-    def _dt_minutes(x):
+    @impl(ops.dur_minutes)
+    def _dur_minutes(x):
         return x.dt.total_minutes()
 
-    @impl(ops.dt_seconds)
-    def _dt_seconds(x):
+    @impl(ops.dur_seconds)
+    def _dur_seconds(x):
         return x.dt.total_seconds()
 
-    @impl(ops.dt_milliseconds)
-    def _dt_milliseconds(x):
+    @impl(ops.dur_milliseconds)
+    def _dur_milliseconds(x):
         return x.dt.total_milliseconds()
 
     @impl(ops.row_number)
diff --git a/src/pydiverse/transform/_internal/ops/op.py b/src/pydiverse/transform/_internal/ops/op.py
index acf491b6..00309034 100644
--- a/src/pydiverse/transform/_internal/ops/op.py
+++ b/src/pydiverse/transform/_internal/ops/op.py
@@ -24,6 +24,7 @@ class Operator:
         "param_names",
         "default_values",
         "generate_expr_method",
+        "doc",
     )
 
     name: str
@@ -34,6 +35,7 @@ class Operator:
     param_names: list[str]
     default_values: list[str] | None
     generate_expr_method: bool
+    doc: str
 
     def __init__(
         self,
@@ -44,6 +46,7 @@ def __init__(
         param_names: list[str] | None = None,
         default_values: list[Any] | None = None,
         generate_expr_method: bool = True,
+        doc: str = "",
     ):
         self.name = name
         self.ftype = ftype
@@ -70,6 +73,7 @@ def __init__(
 
         self.param_names = param_names
         self.default_values = default_values
+        self.doc = doc
 
     def return_type(self, signature: Sequence[Dtype]) -> Dtype:
         match = self.trie.best_match(signature)
diff --git a/src/pydiverse/transform/_internal/ops/ops/aggregation.py b/src/pydiverse/transform/_internal/ops/ops/aggregation.py
index 134d3e9e..c7b53c0a 100644
--- a/src/pydiverse/transform/_internal/ops/ops/aggregation.py
+++ b/src/pydiverse/transform/_internal/ops/ops/aggregation.py
@@ -15,7 +15,11 @@
 
 class Aggregation(Operator):
     def __init__(
-        self, name: str, *signatures: Signature, generate_expr_method: bool = True
+        self,
+        name: str,
+        *signatures: Signature,
+        generate_expr_method: bool = True,
+        doc: str = "",
     ):
         super().__init__(
             name,
@@ -23,6 +27,7 @@ def __init__(
             ftype=Ftype.AGGREGATE,
             context_kwargs=["partition_by", "filter"],
             generate_expr_method=generate_expr_method,
+            doc=doc,
         )
 
 
@@ -42,8 +47,19 @@ def __init__(
 
 all = Aggregation("all", Signature(Bool(), return_type=Bool()))
 
-count = Aggregation("count", Signature(D, return_type=Int()))
+count = Aggregation(
+    "count",
+    Signature(D, return_type=Int()),
+    doc="""
+Counts the number of non-null elements in the column.
+""",
+)
 
 count_star = Aggregation(
-    "count", Signature(return_type=Int()), generate_expr_method=False
+    "count",
+    Signature(return_type=Int()),
+    generate_expr_method=False,
+    doc="""
+Returns the number of rows of the current table, like :code:`COUNT(*)` in SQL.
+""",
 )
diff --git a/src/pydiverse/transform/_internal/ops/ops/arithmetic.py b/src/pydiverse/transform/_internal/ops/ops/arithmetic.py
index c5b24d12..8c5ec746 100644
--- a/src/pydiverse/transform/_internal/ops/ops/arithmetic.py
+++ b/src/pydiverse/transform/_internal/ops/ops/arithmetic.py
@@ -39,3 +39,5 @@
     Signature(Float(), Float(), return_type=Float()),
     Signature(Decimal(), Decimal(), return_type=Decimal()),
 )
+
+floordiv = Operator("__floordiv__", Signature(Int(), Int(), return_type=Int()))
diff --git a/src/pydiverse/transform/_internal/ops/ops/comparison.py b/src/pydiverse/transform/_internal/ops/ops/comparison.py
index d8b0e850..d7220ae6 100644
--- a/src/pydiverse/transform/_internal/ops/ops/comparison.py
+++ b/src/pydiverse/transform/_internal/ops/ops/comparison.py
@@ -10,7 +10,11 @@
 
 
 less_than = Operator(
-    "__lt__", *(Signature(t, t, return_type=Bool()) for t in COMPARABLE)
+    "__lt__",
+    *(Signature(t, t, return_type=Bool()) for t in COMPARABLE),
+    doc="""
+`<` as you know it.
+""",
 )
 
 less_equal = Operator(
diff --git a/src/pydiverse/transform/_internal/ops/ops/datetime.py b/src/pydiverse/transform/_internal/ops/ops/datetime.py
index 1c0b7d5c..194f3b0c 100644
--- a/src/pydiverse/transform/_internal/ops/ops/datetime.py
+++ b/src/pydiverse/transform/_internal/ops/ops/datetime.py
@@ -6,16 +6,17 @@
 
 
 class DatetimeExtract(Operator):
-    def __init__(self, name: str):
-        super().__init__(name, Signature(Datetime(), return_type=Int()))
+    def __init__(self, name: str, doc: str = ""):
+        super().__init__(name, Signature(Datetime(), return_type=Int()), doc=doc)
 
 
 class DateExtract(Operator):
-    def __init__(self, name: str):
+    def __init__(self, name: str, doc: str = ""):
         super().__init__(
             name,
             Signature(Date(), return_type=Int()),
             Signature(Datetime(), return_type=Int()),
+            doc=doc,
         )
 
 
@@ -41,16 +42,18 @@ def __init__(self, name: str):
 
 
 class DurationToUnit(Operator):
-    def __init__(self, name: str):
-        super().__init__(name, Signature(Duration(), return_type=Int()))
+    def __init__(self, name: str, doc: str = ""):
+        super().__init__(name, Signature(Duration(), return_type=Int()), doc=doc)
 
 
-dt_days = DurationToUnit("dt.days")
+dur_days = DurationToUnit("dur.days")
 
-dt_hours = DurationToUnit("dt.hours")
+dur_hours = DurationToUnit("dur.hours")
 
-dt_minutes = DurationToUnit("dt.minutes")
+dur_minutes = DurationToUnit("dur.minutes")
 
-dt_seconds = DurationToUnit("dt.seconds")
+dur_seconds = DurationToUnit("dur.seconds")
 
-dt_milliseconds = DurationToUnit("dt.milliseconds")
+dur_milliseconds = DurationToUnit("dur.milliseconds")
+
+dur_microseconds = DurationToUnit("dur.microseconds")
diff --git a/src/pydiverse/transform/_internal/ops/ops/horizontal.py b/src/pydiverse/transform/_internal/ops/ops/horizontal.py
index 559be561..6fb2b455 100644
--- a/src/pydiverse/transform/_internal/ops/ops/horizontal.py
+++ b/src/pydiverse/transform/_internal/ops/ops/horizontal.py
@@ -6,9 +6,13 @@
 
 
 class Horizontal(Operator):
-    def __init__(self, name: str, *signatures: Signature):
+    def __init__(self, name: str, *signatures: Signature, doc: str = ""):
         super().__init__(
-            name, *signatures, param_names=["arg", "args"], generate_expr_method=False
+            name,
+            *signatures,
+            param_names=["arg", "args"],
+            generate_expr_method=False,
+            doc=doc,
         )
 
 
diff --git a/src/pydiverse/transform/_internal/ops/ops/markers.py b/src/pydiverse/transform/_internal/ops/ops/markers.py
index ac6b8ae0..3a94478c 100644
--- a/src/pydiverse/transform/_internal/ops/ops/markers.py
+++ b/src/pydiverse/transform/_internal/ops/ops/markers.py
@@ -6,8 +6,8 @@
 
 
 class Marker(Operator):
-    def __init__(self, name: str):
-        super().__init__(name, Signature(D, return_type=D))
+    def __init__(self, name: str, doc: str = ""):
+        super().__init__(name, Signature(D, return_type=D), doc=doc)
 
 
 nulls_first = Marker("nulls_first")
diff --git a/src/pydiverse/transform/_internal/ops/ops/numeric.py b/src/pydiverse/transform/_internal/ops/ops/numeric.py
index be3b8350..bc7662af 100644
--- a/src/pydiverse/transform/_internal/ops/ops/numeric.py
+++ b/src/pydiverse/transform/_internal/ops/ops/numeric.py
@@ -4,13 +4,11 @@
 from pydiverse.transform._internal.ops.signature import Signature
 from pydiverse.transform._internal.tree.types import NUMERIC, Bool, Decimal, Float, Int
 
-floordiv = Operator("__floordiv__", Signature(Int(), Int(), return_type=Int()))
-
 mod = Operator("__mod__", Signature(Int(), Int(), return_type=Int()))
 
 
 pow = Operator(
-    "pow",
+    "__pow__",
     Signature(Int(), Int(), return_type=Float()),
     Signature(Float(), Float(), return_type=Float()),
     Signature(Decimal(), Decimal(), return_type=Decimal()),
diff --git a/src/pydiverse/transform/_internal/ops/ops/string.py b/src/pydiverse/transform/_internal/ops/ops/string.py
index d297af66..abca6397 100644
--- a/src/pydiverse/transform/_internal/ops/ops/string.py
+++ b/src/pydiverse/transform/_internal/ops/ops/string.py
@@ -6,8 +6,8 @@
 
 
 class StrUnary(Operator):
-    def __init__(self, name: str):
-        super().__init__(name, Signature(String(), return_type=String()))
+    def __init__(self, name: str, doc: str = ""):
+        super().__init__(name, Signature(String(), return_type=String()), doc=doc)
 
 
 str_strip = StrUnary("str.strip")
diff --git a/src/pydiverse/transform/_internal/ops/ops/window.py b/src/pydiverse/transform/_internal/ops/ops/window.py
index 0bef597d..cff39e63 100644
--- a/src/pydiverse/transform/_internal/ops/ops/window.py
+++ b/src/pydiverse/transform/_internal/ops/ops/window.py
@@ -15,6 +15,7 @@ def __init__(
         param_names: list[str] | None = None,
         default_values: list[Any] | None = None,
         generate_expr_method=False,
+        doc: str = "",
     ):
         super().__init__(
             name,
@@ -24,6 +25,7 @@ def __init__(
             param_names=param_names,
             default_values=default_values,
             generate_expr_method=generate_expr_method,
+            doc=doc,
         )
 
 
diff --git a/src/pydiverse/transform/_internal/pipe/c.py b/src/pydiverse/transform/_internal/pipe/c.py
index 7fbcb736..453edef2 100644
--- a/src/pydiverse/transform/_internal/pipe/c.py
+++ b/src/pydiverse/transform/_internal/pipe/c.py
@@ -12,4 +12,8 @@ def __getitem__(cls, name: str) -> ColName:
 
 
 class C(metaclass=MC):
+    """As an alternative to referencing a column via `<table>.<column name>`, you can
+    use `C.<column name>` or `C[<column name>]`. Using :class:`C` is necessary if the
+    column to be referenced does not live in a table stored as a python variable."""
+
     pass
diff --git a/src/pydiverse/transform/_internal/pipe/functions.py b/src/pydiverse/transform/_internal/pipe/functions.py
index 260895c8..2e2428b1 100644
--- a/src/pydiverse/transform/_internal/pipe/functions.py
+++ b/src/pydiverse/transform/_internal/pipe/functions.py
@@ -29,8 +29,6 @@
     String,
 )
 
-__all__ = ["len", "row_number", "rank", "when", "dense_rank", "min", "max"]
-
 
 def when(condition: ColExpr) -> WhenClause:
     condition = wrap_literal(condition)
@@ -81,6 +79,8 @@ def sum(arg: ColExpr, *args: ColExpr) -> ColExpr:
 
 
 def coalesce(arg: ColExpr, *args: ColExpr) -> ColExpr:
+    """"""
+
     return ColFn(ops.coalesce, arg, *args)
 
 
@@ -89,6 +89,10 @@ def count(
     partition_by: Col | ColName | Iterable[Col | ColName] | None = None,
     filter: ColExpr[Bool] | Iterable[ColExpr[Bool]] | None = None,
 ) -> ColExpr[Int]:
+    """
+    Returns the number of rows of the current table, like :code:`COUNT(*)` in SQL.
+    """
+
     return ColFn(ops.count_star, partition_by=partition_by, filter=filter)
 
 
@@ -97,6 +101,8 @@ def dense_rank(
     partition_by: Col | ColName | Iterable[Col | ColName] | None = None,
     arrange: ColExpr | Iterable[ColExpr] | None = None,
 ) -> ColExpr[Int]:
+    """"""
+
     return ColFn(ops.dense_rank, partition_by=partition_by, arrange=arrange)
 
 
@@ -125,6 +131,8 @@ def max(arg: ColExpr[Date], *args: ColExpr[Date]) -> ColExpr[Date]: ...
 
 
 def max(arg: ColExpr, *args: ColExpr) -> ColExpr:
+    """"""
+
     return ColFn(ops.horizontal_max, arg, *args)
 
 
@@ -153,6 +161,8 @@ def min(arg: ColExpr[Date], *args: ColExpr[Date]) -> ColExpr[Date]: ...
 
 
 def min(arg: ColExpr, *args: ColExpr) -> ColExpr:
+    """"""
+
     return ColFn(ops.horizontal_min, arg, *args)
 
 
@@ -161,6 +171,8 @@ def rank(
     partition_by: Col | ColName | Iterable[Col | ColName] | None = None,
     arrange: ColExpr | Iterable[ColExpr] | None = None,
 ) -> ColExpr[Int]:
+    """"""
+
     return ColFn(ops.rank, partition_by=partition_by, arrange=arrange)
 
 
@@ -169,4 +181,6 @@ def row_number(
     partition_by: Col | ColName | Iterable[Col | ColName] | None = None,
     arrange: ColExpr | Iterable[ColExpr] | None = None,
 ) -> ColExpr[Int]:
+    """"""
+
     return ColFn(ops.row_number, partition_by=partition_by, arrange=arrange)
diff --git a/src/pydiverse/transform/_internal/pipe/verbs.py b/src/pydiverse/transform/_internal/pipe/verbs.py
index 2aa48534..cb193176 100644
--- a/src/pydiverse/transform/_internal/pipe/verbs.py
+++ b/src/pydiverse/transform/_internal/pipe/verbs.py
@@ -142,6 +142,37 @@ def export(
     *,
     schema_overrides: dict[Col, Any] | None = None,
 ) -> Pipeable:
+    """Convert a pydiverse.transform Table to a data frame.
+
+    Parameters
+    ----------
+    target
+        Can currently be either a `Polars` or `Pandas` object. For polars, one can
+        specify whether a DataFrame or LazyFrame is returned via the `lazy` kwarg.
+        If `lazy=True`, no actual computations are performed, they just get stored in
+        the LazyFrame.
+
+    schema_overrides
+        A dictionary of columns to backend-specific data types. This controls which data
+        types are used when writing to the backend. Because the data types are not
+        constrained by pydiverse.transform's type system, this may sometimes be
+        preferred over a `cast`.
+
+    Returns
+    -------
+    A polars or pandas DataFrame / LazyFrame or a series.
+
+
+    Note
+    ----
+    This verb can be used with a Table or column expression on the left. When applied to
+    a column expression, all tables containing columns in the expression tree are
+    gathered and the expression is exported with respect to the most recent table. This
+    means that there has to be one column in the expression tree, whose table is a
+    common ancestor of all others. If this is not the case, the export fails. Anonymous
+    columns (`C`-columns) can be used in the expression and are interpreted with respect
+    to this common ancestor table.
+    """
     if isinstance(data, ColExpr):
         # Find the common ancestor of all AST nodes of columns appearing in the
         # expression.
diff --git a/src/pydiverse/transform/_internal/tree/col_expr.py b/src/pydiverse/transform/_internal/tree/col_expr.py
index 6bc2a7e3..226096d6 100644
--- a/src/pydiverse/transform/_internal/tree/col_expr.py
+++ b/src/pydiverse/transform/_internal/tree/col_expr.py
@@ -38,9 +38,32 @@
 T = TypeVar("T")
 
 
-class ColExpr(Generic[T]):
-    __slots__ = ["_dtype", "_ftype"]
+# for proper documentation of .str
+class Accessor:
+    def __init__(self, name, accessor):
+        self._name = name
+        self._accessor = accessor
+
+    def __get__(self, obj, cls):
+        if obj is None:
+            return self._accessor
+
+        accessor_obj = self._accessor(obj)
+        setattr(obj, self._name, accessor_obj)
+
+        return accessor_obj
+
+
+def register_accessor(name):
+    def func(accessor):
+        setattr(ColExpr, name, Accessor(name, accessor))
+
+        return accessor
+
+    return func
+
 
+class ColExpr(Generic[T]):
     __contains__ = None
     __iter__ = None
 
@@ -54,10 +77,6 @@ def __bool__(self):
             "converted to a boolean or used with the and, or, not keywords"
         )
 
-    def __setstate__(self, d):  # to avoid very annoying AttributeErrors
-        for slot, val in d[1].items():
-            setattr(self, slot, val)
-
     def _repr_html_(self) -> str:
         return f"<pre>{html.escape(repr(self))}</pre>"
 
@@ -65,6 +84,9 @@ def _repr_pretty_(self, p, cycle):
         p.text(str(self) if not cycle else "...")
 
     def dtype(self) -> Dtype:
+        """
+        Returns the data type of the expression.
+        """
         return self._dtype
 
     def ftype(self, *, agg_is_window: bool) -> Ftype:
@@ -126,6 +148,8 @@ def abs(self: ColExpr[Float]) -> ColExpr[Float]: ...
     def abs(self: ColExpr[Decimal]) -> ColExpr[Decimal]: ...
 
     def abs(self: ColExpr) -> ColExpr:
+        """"""
+
         return ColFn(ops.abs, self)
 
     @overload
@@ -146,6 +170,8 @@ def __add__(
     ) -> ColExpr[Duration]: ...
 
     def __add__(self: ColExpr, rhs: ColExpr) -> ColExpr:
+        """"""
+
         return ColFn(ops.add, self, rhs)
 
     @overload
@@ -166,6 +192,8 @@ def __radd__(
     ) -> ColExpr[Duration]: ...
 
     def __radd__(self: ColExpr, rhs: ColExpr) -> ColExpr:
+        """"""
+
         return ColFn(ops.add, rhs, self)
 
     def all(
@@ -174,6 +202,8 @@ def all(
         partition_by: Col | ColName | Iterable[Col | ColName] | None = None,
         filter: ColExpr[Bool] | Iterable[ColExpr[Bool]] | None = None,
     ) -> ColExpr[Bool]:
+        """"""
+
         return ColFn(ops.all, self, partition_by=partition_by, filter=filter)
 
     def any(
@@ -182,30 +212,48 @@ def any(
         partition_by: Col | ColName | Iterable[Col | ColName] | None = None,
         filter: ColExpr[Bool] | Iterable[ColExpr[Bool]] | None = None,
     ) -> ColExpr[Bool]:
+        """"""
+
         return ColFn(ops.any, self, partition_by=partition_by, filter=filter)
 
     def ascending(self: ColExpr) -> ColExpr:
+        """"""
+
         return ColFn(ops.ascending, self)
 
     def __and__(self: ColExpr[Bool], rhs: ColExpr[Bool]) -> ColExpr[Bool]:
+        """"""
+
         return ColFn(ops.bool_and, self, rhs)
 
     def __rand__(self: ColExpr[Bool], rhs: ColExpr[Bool]) -> ColExpr[Bool]:
+        """"""
+
         return ColFn(ops.bool_and, rhs, self)
 
     def __invert__(self: ColExpr[Bool]) -> ColExpr[Bool]:
+        """"""
+
         return ColFn(ops.bool_invert, self)
 
     def __or__(self: ColExpr[Bool], rhs: ColExpr[Bool]) -> ColExpr[Bool]:
+        """"""
+
         return ColFn(ops.bool_or, self, rhs)
 
     def __ror__(self: ColExpr[Bool], rhs: ColExpr[Bool]) -> ColExpr[Bool]:
+        """"""
+
         return ColFn(ops.bool_or, rhs, self)
 
     def __xor__(self: ColExpr[Bool], rhs: ColExpr[Bool]) -> ColExpr[Bool]:
+        """"""
+
         return ColFn(ops.bool_xor, self, rhs)
 
     def __rxor__(self: ColExpr[Bool], rhs: ColExpr[Bool]) -> ColExpr[Bool]:
+        """"""
+
         return ColFn(ops.bool_xor, rhs, self)
 
     @overload
@@ -215,6 +263,8 @@ def ceil(self: ColExpr[Float]) -> ColExpr[Float]: ...
     def ceil(self: ColExpr[Decimal]) -> ColExpr[Decimal]: ...
 
     def ceil(self: ColExpr) -> ColExpr:
+        """"""
+
         return ColFn(ops.ceil, self)
 
     def count(
@@ -223,18 +273,30 @@ def count(
         partition_by: Col | ColName | Iterable[Col | ColName] | None = None,
         filter: ColExpr[Bool] | Iterable[ColExpr[Bool]] | None = None,
     ) -> ColExpr[Int]:
+        """
+        Counts the number of non-null elements in the column.
+        """
+
         return ColFn(ops.count, self, partition_by=partition_by, filter=filter)
 
     def descending(self: ColExpr) -> ColExpr:
+        """"""
+
         return ColFn(ops.descending, self)
 
     def __eq__(self: ColExpr, rhs: ColExpr) -> ColExpr[Bool]:
+        """"""
+
         return ColFn(ops.equal, self, rhs)
 
     def exp(self: ColExpr[Float]) -> ColExpr[Float]:
+        """"""
+
         return ColFn(ops.exp, self)
 
     def fill_null(self: ColExpr, rhs: ColExpr) -> ColExpr:
+        """"""
+
         return ColFn(ops.fill_null, self, rhs)
 
     @overload
@@ -244,12 +306,18 @@ def floor(self: ColExpr[Float]) -> ColExpr[Float]: ...
     def floor(self: ColExpr[Decimal]) -> ColExpr[Decimal]: ...
 
     def floor(self: ColExpr) -> ColExpr:
+        """"""
+
         return ColFn(ops.floor, self)
 
     def __floordiv__(self: ColExpr[Int], rhs: ColExpr[Int]) -> ColExpr[Int]:
+        """"""
+
         return ColFn(ops.floordiv, self, rhs)
 
     def __rfloordiv__(self: ColExpr[Int], rhs: ColExpr[Int]) -> ColExpr[Int]:
+        """"""
+
         return ColFn(ops.floordiv, rhs, self)
 
     @overload
@@ -271,6 +339,8 @@ def __ge__(self: ColExpr[Datetime], rhs: ColExpr[Datetime]) -> ColExpr[Bool]: ..
     def __ge__(self: ColExpr[Date], rhs: ColExpr[Date]) -> ColExpr[Bool]: ...
 
     def __ge__(self: ColExpr, rhs: ColExpr) -> ColExpr:
+        """"""
+
         return ColFn(ops.greater_equal, self, rhs)
 
     @overload
@@ -292,27 +362,43 @@ def __gt__(self: ColExpr[Datetime], rhs: ColExpr[Datetime]) -> ColExpr[Bool]: ..
     def __gt__(self: ColExpr[Date], rhs: ColExpr[Date]) -> ColExpr[Bool]: ...
 
     def __gt__(self: ColExpr, rhs: ColExpr) -> ColExpr:
+        """"""
+
         return ColFn(ops.greater_than, self, rhs)
 
     def is_in(self: ColExpr, *rhs: ColExpr) -> ColExpr[Bool]:
+        """"""
+
         return ColFn(ops.is_in, self, *rhs)
 
     def is_inf(self: ColExpr[Float]) -> ColExpr[Bool]:
+        """"""
+
         return ColFn(ops.is_inf, self)
 
     def is_nan(self: ColExpr[Float]) -> ColExpr[Bool]:
+        """"""
+
         return ColFn(ops.is_nan, self)
 
     def is_not_inf(self: ColExpr[Float]) -> ColExpr[Bool]:
+        """"""
+
         return ColFn(ops.is_not_inf, self)
 
     def is_not_nan(self: ColExpr[Float]) -> ColExpr[Bool]:
+        """"""
+
         return ColFn(ops.is_not_nan, self)
 
     def is_not_null(self: ColExpr) -> ColExpr[Bool]:
+        """"""
+
         return ColFn(ops.is_not_null, self)
 
     def is_null(self: ColExpr) -> ColExpr[Bool]:
+        """"""
+
         return ColFn(ops.is_null, self)
 
     @overload
@@ -334,6 +420,8 @@ def __le__(self: ColExpr[Datetime], rhs: ColExpr[Datetime]) -> ColExpr[Bool]: ..
     def __le__(self: ColExpr[Date], rhs: ColExpr[Date]) -> ColExpr[Bool]: ...
 
     def __le__(self: ColExpr, rhs: ColExpr) -> ColExpr:
+        """"""
+
         return ColFn(ops.less_equal, self, rhs)
 
     @overload
@@ -355,9 +443,15 @@ def __lt__(self: ColExpr[Datetime], rhs: ColExpr[Datetime]) -> ColExpr[Bool]: ..
     def __lt__(self: ColExpr[Date], rhs: ColExpr[Date]) -> ColExpr[Bool]: ...
 
     def __lt__(self: ColExpr, rhs: ColExpr) -> ColExpr:
+        """
+        `<` as you know it.
+        """
+
         return ColFn(ops.less_than, self, rhs)
 
     def log(self: ColExpr[Float]) -> ColExpr[Float]:
+        """"""
+
         return ColFn(ops.log, self)
 
     @overload
@@ -414,6 +508,8 @@ def max(
         partition_by: Col | ColName | Iterable[Col | ColName] | None = None,
         filter: ColExpr[Bool] | Iterable[ColExpr[Bool]] | None = None,
     ) -> ColExpr:
+        """"""
+
         return ColFn(ops.max, self, partition_by=partition_by, filter=filter)
 
     @overload
@@ -446,6 +542,8 @@ def mean(
         partition_by: Col | ColName | Iterable[Col | ColName] | None = None,
         filter: ColExpr[Bool] | Iterable[ColExpr[Bool]] | None = None,
     ) -> ColExpr:
+        """"""
+
         return ColFn(ops.mean, self, partition_by=partition_by, filter=filter)
 
     @overload
@@ -502,12 +600,18 @@ def min(
         partition_by: Col | ColName | Iterable[Col | ColName] | None = None,
         filter: ColExpr[Bool] | Iterable[ColExpr[Bool]] | None = None,
     ) -> ColExpr:
+        """"""
+
         return ColFn(ops.min, self, partition_by=partition_by, filter=filter)
 
     def __mod__(self: ColExpr[Int], rhs: ColExpr[Int]) -> ColExpr[Int]:
+        """"""
+
         return ColFn(ops.mod, self, rhs)
 
     def __rmod__(self: ColExpr[Int], rhs: ColExpr[Int]) -> ColExpr[Int]:
+        """"""
+
         return ColFn(ops.mod, rhs, self)
 
     @overload
@@ -520,6 +624,8 @@ def __mul__(self: ColExpr[Float], rhs: ColExpr[Float]) -> ColExpr[Float]: ...
     def __mul__(self: ColExpr[Decimal], rhs: ColExpr[Decimal]) -> ColExpr[Decimal]: ...
 
     def __mul__(self: ColExpr, rhs: ColExpr) -> ColExpr:
+        """"""
+
         return ColFn(ops.mul, self, rhs)
 
     @overload
@@ -532,6 +638,8 @@ def __rmul__(self: ColExpr[Float], rhs: ColExpr[Float]) -> ColExpr[Float]: ...
     def __rmul__(self: ColExpr[Decimal], rhs: ColExpr[Decimal]) -> ColExpr[Decimal]: ...
 
     def __rmul__(self: ColExpr, rhs: ColExpr) -> ColExpr:
+        """"""
+
         return ColFn(ops.mul, rhs, self)
 
     @overload
@@ -544,15 +652,23 @@ def __neg__(self: ColExpr[Float]) -> ColExpr[Float]: ...
     def __neg__(self: ColExpr[Decimal]) -> ColExpr[Decimal]: ...
 
     def __neg__(self: ColExpr) -> ColExpr:
+        """"""
+
         return ColFn(ops.neg, self)
 
     def __ne__(self: ColExpr, rhs: ColExpr) -> ColExpr[Bool]:
+        """"""
+
         return ColFn(ops.not_equal, self, rhs)
 
     def nulls_first(self: ColExpr) -> ColExpr:
+        """"""
+
         return ColFn(ops.nulls_first, self)
 
     def nulls_last(self: ColExpr) -> ColExpr:
+        """"""
+
         return ColFn(ops.nulls_last, self)
 
     @overload
@@ -565,20 +681,38 @@ def __pos__(self: ColExpr[Float]) -> ColExpr[Float]: ...
     def __pos__(self: ColExpr[Decimal]) -> ColExpr[Decimal]: ...
 
     def __pos__(self: ColExpr) -> ColExpr:
+        """"""
+
         return ColFn(ops.pos, self)
 
     @overload
-    def pow(self: ColExpr[Int], rhs: ColExpr[Int]) -> ColExpr[Float]: ...
+    def __pow__(self: ColExpr[Int], rhs: ColExpr[Int]) -> ColExpr[Float]: ...
 
     @overload
-    def pow(self: ColExpr[Float], rhs: ColExpr[Float]) -> ColExpr[Float]: ...
+    def __pow__(self: ColExpr[Float], rhs: ColExpr[Float]) -> ColExpr[Float]: ...
 
     @overload
-    def pow(self: ColExpr[Decimal], rhs: ColExpr[Decimal]) -> ColExpr[Decimal]: ...
+    def __pow__(self: ColExpr[Decimal], rhs: ColExpr[Decimal]) -> ColExpr[Decimal]: ...
+
+    def __pow__(self: ColExpr, rhs: ColExpr) -> ColExpr:
+        """"""
 
-    def pow(self: ColExpr, rhs: ColExpr) -> ColExpr:
         return ColFn(ops.pow, self, rhs)
 
+    @overload
+    def __rpow__(self: ColExpr[Int], rhs: ColExpr[Int]) -> ColExpr[Float]: ...
+
+    @overload
+    def __rpow__(self: ColExpr[Float], rhs: ColExpr[Float]) -> ColExpr[Float]: ...
+
+    @overload
+    def __rpow__(self: ColExpr[Decimal], rhs: ColExpr[Decimal]) -> ColExpr[Decimal]: ...
+
+    def __rpow__(self: ColExpr, rhs: ColExpr) -> ColExpr:
+        """"""
+
+        return ColFn(ops.pow, rhs, self)
+
     @overload
     def round(self: ColExpr[Int], decimals: int = 0) -> ColExpr[Int]: ...
 
@@ -589,6 +723,8 @@ def round(self: ColExpr[Float], decimals: int = 0) -> ColExpr[Float]: ...
     def round(self: ColExpr[Decimal], decimals: int = 0) -> ColExpr[Decimal]: ...
 
     def round(self: ColExpr, decimals: int = 0) -> ColExpr:
+        """"""
+
         return ColFn(ops.round, self, decimals)
 
     def shift(
@@ -599,6 +735,8 @@ def shift(
         partition_by: Col | ColName | Iterable[Col | ColName] | None = None,
         arrange: ColExpr | Iterable[ColExpr] | None = None,
     ) -> ColExpr:
+        """"""
+
         return ColFn(
             ops.shift, self, n, fill_value, partition_by=partition_by, arrange=arrange
         )
@@ -627,6 +765,8 @@ def __sub__(self: ColExpr[Datetime], rhs: ColExpr[Date]) -> ColExpr[Duration]: .
     def __sub__(self: ColExpr[Date], rhs: ColExpr[Datetime]) -> ColExpr[Duration]: ...
 
     def __sub__(self: ColExpr, rhs: ColExpr) -> ColExpr:
+        """"""
+
         return ColFn(ops.sub, self, rhs)
 
     @overload
@@ -653,6 +793,8 @@ def __rsub__(self: ColExpr[Datetime], rhs: ColExpr[Date]) -> ColExpr[Duration]:
     def __rsub__(self: ColExpr[Date], rhs: ColExpr[Datetime]) -> ColExpr[Duration]: ...
 
     def __rsub__(self: ColExpr, rhs: ColExpr) -> ColExpr:
+        """"""
+
         return ColFn(ops.sub, rhs, self)
 
     @overload
@@ -685,6 +827,8 @@ def sum(
         partition_by: Col | ColName | Iterable[Col | ColName] | None = None,
         filter: ColExpr[Bool] | Iterable[ColExpr[Bool]] | None = None,
     ) -> ColExpr:
+        """"""
+
         return ColFn(ops.sum, self, partition_by=partition_by, filter=filter)
 
     @overload
@@ -699,6 +843,8 @@ def __truediv__(
     ) -> ColExpr[Decimal]: ...
 
     def __truediv__(self: ColExpr, rhs: ColExpr) -> ColExpr:
+        """"""
+
         return ColFn(ops.truediv, self, rhs)
 
     @overload
@@ -713,15 +859,13 @@ def __rtruediv__(
     ) -> ColExpr[Decimal]: ...
 
     def __rtruediv__(self: ColExpr, rhs: ColExpr) -> ColExpr:
-        return ColFn(ops.truediv, rhs, self)
+        """"""
 
-    @property
-    def str(self):
-        return StrNamespace(self)
+        return ColFn(ops.truediv, rhs, self)
 
-    @property
-    def dt(self):
-        return DtNamespace(self)
+    str: StrNamespace
+    dt: DtNamespace
+    dur: DurNamespace
 
 
 @dataclasses.dataclass(slots=True)
@@ -729,46 +873,70 @@ class FnNamespace:
     arg: ColExpr
 
 
+@register_accessor("str")
 @dataclasses.dataclass(slots=True)
 class StrNamespace(FnNamespace):
     def contains(self: ColExpr[String], substr: str) -> ColExpr[Bool]:
+        """"""
+
         return ColFn(ops.str_contains, self.arg, substr)
 
     def ends_with(self: ColExpr[String], suffix: str) -> ColExpr[Bool]:
+        """"""
+
         return ColFn(ops.str_ends_with, self.arg, suffix)
 
     def len(self: ColExpr[String]) -> ColExpr[Int]:
+        """"""
+
         return ColFn(ops.str_len, self.arg)
 
     def lower(self: ColExpr[String]) -> ColExpr[String]:
+        """"""
+
         return ColFn(ops.str_lower, self.arg)
 
     def replace_all(
         self: ColExpr[String], substr: str, replacement: str
     ) -> ColExpr[String]:
+        """"""
+
         return ColFn(ops.str_replace_all, self.arg, substr, replacement)
 
     def slice(
         self: ColExpr[String], offset: ColExpr[Int], n: ColExpr[Int]
     ) -> ColExpr[String]:
+        """"""
+
         return ColFn(ops.str_slice, self.arg, offset, n)
 
     def starts_with(self: ColExpr[String], prefix: str) -> ColExpr[Bool]:
+        """"""
+
         return ColFn(ops.str_starts_with, self.arg, prefix)
 
     def strip(self: ColExpr[String]) -> ColExpr[String]:
+        """"""
+
         return ColFn(ops.str_strip, self.arg)
 
     def to_date(self: ColExpr[String]) -> ColExpr[Date]:
+        """"""
+
         return ColFn(ops.str_to_date, self.arg)
 
     def to_datetime(self: ColExpr[String]) -> ColExpr[Datetime]:
+        """"""
+
         return ColFn(ops.str_to_datetime, self.arg)
 
     def upper(self: ColExpr[String]) -> ColExpr[String]:
+        """"""
+
         return ColFn(ops.str_upper, self.arg)
 
 
+@register_accessor("dt")
 @dataclasses.dataclass(slots=True)
 class DtNamespace(FnNamespace):
     @overload
@@ -778,6 +946,8 @@ def day(self: ColExpr[Date]) -> ColExpr[Int]: ...
     def day(self: ColExpr[Datetime]) -> ColExpr[Int]: ...
 
     def day(self: ColExpr) -> ColExpr:
+        """"""
+
         return ColFn(ops.dt_day, self.arg)
 
     @overload
@@ -787,6 +957,8 @@ def day_of_week(self: ColExpr[Date]) -> ColExpr[Int]: ...
     def day_of_week(self: ColExpr[Datetime]) -> ColExpr[Int]: ...
 
     def day_of_week(self: ColExpr) -> ColExpr:
+        """"""
+
         return ColFn(ops.dt_day_of_week, self.arg)
 
     @overload
@@ -796,31 +968,29 @@ def day_of_year(self: ColExpr[Date]) -> ColExpr[Int]: ...
     def day_of_year(self: ColExpr[Datetime]) -> ColExpr[Int]: ...
 
     def day_of_year(self: ColExpr) -> ColExpr:
-        return ColFn(ops.dt_day_of_year, self.arg)
+        """"""
 
-    def days(self: ColExpr[Duration]) -> ColExpr[Int]:
-        return ColFn(ops.dt_days, self.arg)
+        return ColFn(ops.dt_day_of_year, self.arg)
 
     def hour(self: ColExpr[Datetime]) -> ColExpr[Int]:
-        return ColFn(ops.dt_hour, self.arg)
+        """"""
 
-    def hours(self: ColExpr[Duration]) -> ColExpr[Int]:
-        return ColFn(ops.dt_hours, self.arg)
+        return ColFn(ops.dt_hour, self.arg)
 
     def microsecond(self: ColExpr[Datetime]) -> ColExpr[Int]:
+        """"""
+
         return ColFn(ops.dt_microsecond, self.arg)
 
     def millisecond(self: ColExpr[Datetime]) -> ColExpr[Int]:
-        return ColFn(ops.dt_millisecond, self.arg)
+        """"""
 
-    def milliseconds(self: ColExpr[Duration]) -> ColExpr[Int]:
-        return ColFn(ops.dt_milliseconds, self.arg)
+        return ColFn(ops.dt_millisecond, self.arg)
 
     def minute(self: ColExpr[Datetime]) -> ColExpr[Int]:
-        return ColFn(ops.dt_minute, self.arg)
+        """"""
 
-    def minutes(self: ColExpr[Duration]) -> ColExpr[Int]:
-        return ColFn(ops.dt_minutes, self.arg)
+        return ColFn(ops.dt_minute, self.arg)
 
     @overload
     def month(self: ColExpr[Date]) -> ColExpr[Int]: ...
@@ -829,13 +999,14 @@ def month(self: ColExpr[Date]) -> ColExpr[Int]: ...
     def month(self: ColExpr[Datetime]) -> ColExpr[Int]: ...
 
     def month(self: ColExpr) -> ColExpr:
+        """"""
+
         return ColFn(ops.dt_month, self.arg)
 
     def second(self: ColExpr[Datetime]) -> ColExpr[Int]:
-        return ColFn(ops.dt_second, self.arg)
+        """"""
 
-    def seconds(self: ColExpr[Duration]) -> ColExpr[Int]:
-        return ColFn(ops.dt_seconds, self.arg)
+        return ColFn(ops.dt_second, self.arg)
 
     @overload
     def year(self: ColExpr[Date]) -> ColExpr[Int]: ...
@@ -844,15 +1015,49 @@ def year(self: ColExpr[Date]) -> ColExpr[Int]: ...
     def year(self: ColExpr[Datetime]) -> ColExpr[Int]: ...
 
     def year(self: ColExpr) -> ColExpr:
+        """"""
+
         return ColFn(ops.dt_year, self.arg)
 
 
+@register_accessor("dur")
+@dataclasses.dataclass(slots=True)
+class DurNamespace(FnNamespace):
+    def days(self: ColExpr[Duration]) -> ColExpr[Int]:
+        """"""
+
+        return ColFn(ops.dur_days, self.arg)
+
+    def hours(self: ColExpr[Duration]) -> ColExpr[Int]:
+        """"""
+
+        return ColFn(ops.dur_hours, self.arg)
+
+    def microseconds(self: ColExpr[Duration]) -> ColExpr[Int]:
+        """"""
+
+        return ColFn(ops.dur_microseconds, self.arg)
+
+    def milliseconds(self: ColExpr[Duration]) -> ColExpr[Int]:
+        """"""
+
+        return ColFn(ops.dur_milliseconds, self.arg)
+
+    def minutes(self: ColExpr[Duration]) -> ColExpr[Int]:
+        """"""
+
+        return ColFn(ops.dur_minutes, self.arg)
+
+    def seconds(self: ColExpr[Duration]) -> ColExpr[Int]:
+        """"""
+
+        return ColFn(ops.dur_seconds, self.arg)
+
+
 # --- generated code ends here, do not delete this comment ---
 
 
 class Col(ColExpr):
-    __slots__ = ["name", "_ast", "_uuid"]
-
     def __init__(
         self, name: str, _ast: AstNode, _uuid: UUID, _dtype: Dtype, _ftype: Ftype
     ):
@@ -884,8 +1089,6 @@ def __hash__(self) -> int:
 
 
 class ColName(ColExpr):
-    __slots__ = ["name"]
-
     def __init__(
         self, name: str, dtype: Dtype | None = None, ftype: Ftype | None = None
     ):
@@ -898,8 +1101,6 @@ def __repr__(self) -> str:
 
 
 class LiteralCol(ColExpr):
-    __slots__ = ["val"]
-
     def __init__(self, val: Any, dtype: types.Dtype | None = None):
         self.val = val
         if dtype is None:
@@ -912,8 +1113,6 @@ def __repr__(self):
 
 
 class ColFn(ColExpr):
-    __slots__ = ("op", "args", "context_kwargs")
-
     def __init__(self, op: Operator, *args: ColExpr, **kwargs: list[ColExpr | Order]):
         self.op = op
         # While building the expression tree, we have to allow markers.
@@ -1052,8 +1251,6 @@ def __repr__(self) -> str:
 
 
 class CaseExpr(ColExpr):
-    __slots__ = ["cases", "default_val"]
-
     def __init__(
         self,
         cases: Iterable[tuple[ColExpr, ColExpr]],
@@ -1196,8 +1393,6 @@ def otherwise(self, value: ColExpr) -> CaseExpr:
 
 
 class Cast(ColExpr):
-    __slots__ = ["val", "target_type"]
-
     def __init__(self, val: ColExpr, target_type: Dtype):
         if target_type.const:
             raise TypeError("cannot cast to `const` type")