diff --git a/README.md b/README.md
index 15bc03f..7747847 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,7 @@
 [![contraqctor](./assets/logo-letter.svg)](https://allenneuraldynamics.github.io/contraqctor/)
 
 [![contraqctor](https://tinyurl.com/zf46ufwa)](https://allenneuraldynamics.github.io/contraqctor/)
-![CI](https://github.com/AllenNeuralDynamics/contraqctor/actions/workflows/ci.yml/badge.svg)
+![CI](https://github.com/AllenNeuralDynamics/contraqctor/actions/workflows/contraqctor.yml/badge.svg)
 [![PyPI - Version](https://img.shields.io/pypi/v/contraqctor)](https://pypi.org/project/contraqctor/)
 [![License](https://img.shields.io/badge/license-MIT-brightgreen)](LICENSE)
 [![ruff](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json)](https://github.com/astral-sh/ruff)
diff --git a/pyproject.toml b/pyproject.toml
index ec4769d..806d644 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -5,9 +5,7 @@ build-backend = "uv_build"
 [project]
 name = "contraqctor"
 description = "A library for managing data contracts and quality control in behavioral datasets."
-authors = [
-    { name = "Bruno Cruz", email = "bruno.cruz@alleninstitute.org" },
-]
+authors = [{ name = "Bruno Cruz", email = "bruno.cruz@alleninstitute.org" }]
 requires-python = ">=3.11"
 license = "MIT"
 
@@ -15,7 +13,7 @@ classifiers = [
     "Programming Language :: Python :: 3.11",
     "Operating System :: Microsoft :: Windows",
 ]
-version = "0.4.10rc1"
+version = "0.5.0rc0"
 readme = {file = "README.md", content-type = "text/markdown"}
 
 dependencies = [
@@ -42,13 +40,7 @@ Changelog = "https://github.com/AllenNeuralDynamics/contraqctor/releases"
 
 [dependency-groups]
 
-dev = [
-    'codespell',
-    'pytest',
-    'pytest-cov',
-    'ruff',
-    'interrogate'
-]
+dev = ['codespell', 'pytest', 'pytest-cov', 'ruff', 'interrogate']
 
 docs = [
     'mkdocs',
@@ -81,10 +73,19 @@ testpaths = ["tests"]
 python_files = ["test_*.py"]
 python_classes = ["Test*"]
 python_functions = ["test_*"]
+env = ["MPLBACKEND=Agg"]
 
 [tool.interrogate]
 ignore-init-method = true
 ignore-magic = true
 ignore_module = true
 fail-under = 100
-exclude = ["__init__.py", "tests", "docs", "build", "setup.py", "examples", "site"]
+exclude = [
+    "__init__.py",
+    "tests",
+    "docs",
+    "build",
+    "setup.py",
+    "examples",
+    "site",
+]
diff --git a/src/contraqctor/_typing.py b/src/contraqctor/_typing.py
index 00b98f4..4de0fdc 100644
--- a/src/contraqctor/_typing.py
+++ b/src/contraqctor/_typing.py
@@ -1,8 +1,13 @@
-from typing import Any, Generic, Protocol, TypeAlias, TypeVar, Union, cast, final
+from typing import TYPE_CHECKING, Any, Generic, Protocol, TypeAlias, TypeVar, Union, cast, final
+
+if TYPE_CHECKING:
+    from contraqctor.contract.base import DataStream
+else:
+    DataStream = Any  # type: ignore
 
 # Type variables
-TData = TypeVar("TData", bound=Union[Any, "_UnsetData"])
-"""TypeVar: Type variable bound to Union[Any, "_UnsetData"] for data types."""
+TData = TypeVar("TData", bound=Union[Any, "_UnsetData", "ErrorOnLoad"])
+"""TypeVar: Type variable bound to Union[Any, "_UnsetData", "ErrorOnLoad"] for data types."""
 
 TReaderParams = TypeVar("TReaderParams", contravariant=True)
 """TypeVar: Contravariant type variable for reader parameters."""
@@ -157,3 +162,42 @@ def is_unset(obj: Any) -> bool:
         True if the object is an unset sentinel value, False otherwise.
     """
     return (obj is UnsetReader) or (obj is UnsetParams) or (obj is UnsetData)
+
+
+@final
+class ErrorOnLoad:
+    """A class representing data that failed to load due to an error.
+
+    Attributes:
+        datastream: The data stream that failed to load.
+        error: The exception that occurred during data loading.
+
+    This class is used to encapsulate information about data loading failures,
+    allowing for graceful handling of errors in data processing workflows.
+    """
+
+    def __init__(self, data_stream: "DataStream", exception: Exception | None = None):
+        self._data_stream = data_stream
+        self._exception = exception
+
+    @property
+    def data_stream(self) -> "DataStream":
+        """The data stream that failed to load."""
+        return self._data_stream
+
+    @property
+    def exception(self) -> Exception | None:
+        """The exception that occurred during data loading, if any."""
+        return self._exception
+
+    def __repr__(self):
+        return f"<ErrorData stream={self.data_stream} error={self.exception}>"
+
+    def raise_from_error(self):
+        """Raises the stored error if it exists.
+
+        Raises:
+            The stored exception if it is not None.
+        """
+        if self.exception is not None:
+            raise self.exception
diff --git a/src/contraqctor/contract/base.py b/src/contraqctor/contract/base.py
index db40f22..8020961 100644
--- a/src/contraqctor/contract/base.py
+++ b/src/contraqctor/contract/base.py
@@ -1,7 +1,20 @@
 import abc
 import dataclasses
 import os
-from typing import Any, ClassVar, Dict, Generator, Generic, List, Optional, Protocol, Self, TypeVar, runtime_checkable
+from typing import (
+    Any,
+    ClassVar,
+    Dict,
+    Generator,
+    Generic,
+    List,
+    Optional,
+    Protocol,
+    Self,
+    TypeVar,
+    cast,
+    runtime_checkable,
+)
 
 from semver import Version
 from typing_extensions import override
@@ -201,7 +214,16 @@ def has_data(self) -> bool:
         Returns:
             bool: True if data has been loaded, False otherwise.
         """
-        return not _typing.is_unset(self._data)
+        return not (_typing.is_unset(self._data) or self.has_error)
+
+    @property
+    def has_error(self) -> bool:
+        """Check if the data stream encountered an error during loading.
+
+        Returns:
+            bool: True if an error occurred, False otherwise.
+        """
+        return isinstance(self._data, _typing.ErrorOnLoad)
 
     @property
     def data(self) -> _typing.TData:
@@ -213,9 +235,22 @@ def data(self) -> _typing.TData:
         Raises:
             ValueError: If data has not been loaded yet.
         """
+        if self.has_error:
+            cast(_typing.ErrorOnLoad, self._data).raise_from_error()
         if not self.has_data:
             raise ValueError("Data has not been loaded yet.")
-        return self._data
+        return cast(_typing.TData, self._data)
+
+    def clear(self) -> Self:
+        """Clear the loaded data from the data stream.
+
+        Resets the data to an unset state, allowing for reloading.
+
+        Returns:
+            Self: The data stream instance for method chaining.
+        """
+        self._data = _typing.UnsetData
+        return self
 
     def load(self) -> Self:
         """Load data into the data stream.
@@ -239,7 +274,10 @@ def load(self) -> Self:
             print(f"Loaded {len(df)} rows")
             ```
         """
-        self._data = self.read()
+        try:
+            self._data = self.read()
+        except Exception as e:  # pylint: disable=broad-except
+            self._data = _typing.ErrorOnLoad(self, exception=e)
         return self
 
     def __str__(self):
@@ -266,9 +304,27 @@ def __iter__(self) -> Generator["DataStream", None, None]:
         Yields:
             DataStream: Child data streams (none for base DataStream).
         """
-        yield
+        return
+        yield  # This line is unreachable but needed for the generator type
+
+    def collect_errors(self) -> List[_typing.ErrorOnLoad]:
+        """Collect all errors from this stream and its children.
 
-    def load_all(self, strict: bool = False) -> list[tuple["DataStream", Exception], None, None]:
+        Performs a depth-first traversal to gather all ErrorOnLoad instances.
+
+        Returns:
+            List[ErrorOnLoad]: List of all errors raised on load encountered in the hierarchy.
+        """
+        errors = []
+        if self.has_error:
+            errors.append(cast(_typing.ErrorOnLoad, self._data))
+        for stream in self:
+            if stream is None:
+                continue
+            errors.extend(stream.collect_errors())
+        return errors
+
+    def load_all(self, strict: bool = False) -> Self:
         """Recursively load this data stream and all child streams.
 
         Performs depth-first traversal to load all streams in the hierarchy.
@@ -293,17 +349,13 @@ def load_all(self, strict: bool = False) -> list[tuple["DataStream", Exception],
             ```
         """
         self.load()
-        exceptions = []
         for stream in self:
             if stream is None:
                 continue
-            try:
-                exceptions += stream.load_all(strict=strict)
-            except Exception as e:
-                if strict:
-                    raise e
-                exceptions.append((stream, e))
-        return exceptions
+            stream.load_all(strict=strict)
+            if stream.has_error and strict:
+                cast(_typing.ErrorOnLoad, stream.data).raise_from_error()
+        return self
 
 
 TDataStream = TypeVar("TDataStream", bound=DataStream[Any, Any])
@@ -411,7 +463,7 @@ def at(self) -> _At[TDataStream]:
         return self._at
 
     @override
-    def load(self):
+    def load(self) -> Self:
         """Load data for this collection.
 
         Overrides the base method to add validation that loaded data is a list of DataStreams.
diff --git a/src/contraqctor/contract/utils.py b/src/contraqctor/contract/utils.py
index 5076a24..a2e7c5e 100644
--- a/src/contraqctor/contract/utils.py
+++ b/src/contraqctor/contract/utils.py
@@ -1,5 +1,40 @@
 from .base import DataStream
 
+_ICON_MAP = {
+    False: "📄",
+    True: "📂",
+    None: "❓",
+}
+
+
+def _get_node_icon(node: DataStream, show_missing_indicator: bool) -> str:
+    """Determines the icon for a data stream node based on its type and data presence."""
+    node_icon = _ICON_MAP[node.is_collection]
+    if not node.has_data and show_missing_indicator:
+        node_icon += _ICON_MAP[None]
+    return node_icon
+
+
+def _build_line_prefix(parents: list[bool], is_last: bool) -> str:
+    """Builds the line prefix for a node based on its position in the tree."""
+    line_prefix = ""
+    for parent_is_last in parents[:-1]:
+        line_prefix += "    " if parent_is_last else "│   "
+    if parents:
+        branch = "└── " if is_last else "├── "
+        line_prefix += branch
+    return line_prefix
+
+
+def _build_node_label(node: DataStream, show_type: bool, show_params: bool) -> str:
+    """Builds the label for a data stream node, optionally including type and parameters."""
+    node_label = node.name
+    if show_type:
+        node_label += f" [{node.__class__.__name__}]"
+    if show_params and hasattr(node, "reader_params") and node.reader_params:
+        node_label += f" ({node.reader_params})"
+    return node_label
+
 
 def print_data_stream_tree(
     node: DataStream,
@@ -32,56 +67,192 @@ def print_data_stream_tree(
         from contraqctor.contract import Dataset, csv, json
         from contraqctor.contract.utils import print_data_stream_tree
 
-        # Create a dataset with streams
         csv_stream = csv.Csv("data", reader_params=csv.CsvParams(path="data.csv"))
         json_stream = json.Json("config", reader_params=json.JsonParams(path="config.json"))
         dataset = Dataset("experiment", [csv_stream, json_stream], version="1.0.0")
 
-        # Print the tree
         tree = print_data_stream_tree(dataset)
         print(tree)
-        # Output:
-        # 📂 experiment
-        # ├── 📄 data
-        # └── 📄 config
         ```
     """
-    icon_map = {
-        False: "📄",
-        True: "📂",
-        None: "❓",
-    }
+    node_icon = _get_node_icon(node, show_missing_indicator)
+    line_prefix = _build_line_prefix(parents, is_last)
+    node_label = _build_node_label(node, show_type, show_params)
 
-    node_icon = icon_map[node.is_collection]
-    if not node.has_data and show_missing_indicator:
-        node_icon += f"{icon_map[None]}"
+    tree_representation = f"{line_prefix}{node_icon} {node_label}\n"
 
-    line_prefix = ""
-    for parent_is_last in parents[:-1]:
-        line_prefix += "    " if parent_is_last else "│   "
+    if node.is_collection and node.has_data:
+        for i, child in enumerate(node.data):
+            child_is_last = i == len(node.data) - 1
+            tree_representation += print_data_stream_tree(
+                child,
+                prefix="",
+                is_last=child_is_last,
+                parents=parents + [is_last],
+                show_params=show_params,
+                show_type=show_type,
+                show_missing_indicator=show_missing_indicator,
+            )
 
-    if parents:
-        branch = "└── " if is_last else "├── "
-        line_prefix += branch
+    return tree_representation
 
-    # Build node label with name, type, and parameters
-    node_label = node.name
 
-    if show_type:
-        node_label += f" [{node.__class__.__name__}]"
+def _get_html_header() -> str:
+    """Returns the HTML header with CSS styles for the tree visualization."""
+    return """<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>Data Stream Tree</title>
+    <style>
+        body {
+            font-family: 'Courier New', monospace;
+            padding: 20px;
+            background-color: #f5f5f5;
+        }
+        .tree {
+            background-color: white;
+            padding: 20px;
+            border-radius: 8px;
+            box-shadow: 0 2px 4px rgba(0,0,0,0.1);
+            white-space: pre;
+        }
+        .tree-node {
+            position: relative;
+            display: inline;
+        }
+        .tooltip {
+            position: relative;
+            cursor: help;
+        }
+        .tooltip .tooltiptext {
+            visibility: hidden;
+            background-color: #333;
+            color: #fff;
+            text-align: left;
+            border-radius: 6px;
+            padding: 8px 12px;
+            position: absolute;
+            z-index: 1;
+            bottom: 125%;
+            left: 50%;
+            transform: translateX(-50%);
+            white-space: normal;
+            width: 300px;
+            opacity: 0;
+            transition: opacity 0.3s;
+            font-family: Arial, sans-serif;
+            font-size: 14px;
+            box-shadow: 0 2px 8px rgba(0,0,0,0.2);
+        }
+        .tooltip .tooltiptext::after {
+            content: "";
+            position: absolute;
+            top: 100%;
+            left: 50%;
+            margin-left: -5px;
+            border-width: 5px;
+            border-style: solid;
+            border-color: #333 transparent transparent transparent;
+        }
+        .tooltip:hover .tooltiptext {
+            visibility: visible;
+            opacity: 1;
+        }
+        .no-description {
+            font-style: italic;
+            color: #999;
+        }
+    </style>
+</head>
+<body>
+    <div class="tree">
+"""
 
-    if show_params and hasattr(node, "reader_params") and node.reader_params:
-        params_str = str(node.reader_params)
-        node_label += f" ({params_str})"
 
-    tree_representation = f"{line_prefix}{node_icon} {node_label}\n"
+def _get_tooltip_text(node: DataStream) -> str:
+    """Generates the HTML content for a node's tooltip."""
+    import html as html_module
+
+    parts = []
+    typ = getattr(node, "__class__", None)
+    if typ:
+        parts.append(f"Type: {html_module.escape(typ.__name__)}")
+    else:
+        parts.append("Type: Unknown")
+
+    description = getattr(node, "description", None)
+    if description:
+        escaped_desc = html_module.escape(str(description))
+        parts.append(f"Description: {escaped_desc}")
+    else:
+        parts.append("Description: <em>No description available</em>")
+
+    return "<br>".join(parts)
+
+
+def print_data_stream_tree_html(
+    node: DataStream,
+    is_last: bool = True,
+    parents: list[bool] | None = None,
+    show_params: bool = False,
+    show_type: bool = False,
+    show_missing_indicator: bool = True,
+) -> str:
+    """Generates an HTML tree representation of a data stream hierarchy with tooltips.
+
+    Creates a formatted HTML string displaying the hierarchical structure of a data stream
+    and its children as a tree with branch indicators, icons, and tooltips showing descriptions.
+
+    Args:
+        node: The data stream node to start printing from.
+        is_last: Whether this node is the last child of its parent.
+        parents: List tracking whether each ancestor was a last child, used for drawing branches.
+        show_params: Whether to render parameters of the datastream.
+        show_type: Whether to render the class name of the datastream.
+        show_missing_indicator: Whether to render the missing data indicator.
+
+    Returns:
+        str: A formatted HTML string representing the data stream tree with tooltips.
+
+    Examples:
+        ```python
+        from contraqctor.contract import Dataset, csv, json
+        from contraqctor.contract.utils import print_data_stream_tree_html
+
+        csv_stream = csv.Csv("data", reader_params=csv.CsvParams(path="data.csv"))
+        json_stream = json.Json("config", reader_params=json.JsonParams(path="config.json"))
+        dataset = Dataset("experiment", [csv_stream, json_stream], version="1.0.0")
+
+        html = print_data_stream_tree_html(dataset)
+        with open("tree.html", "w") as f:
+            f.write(html)
+        ```
+    """
+    import html as html_module
+
+    if parents is None:
+        parents = []
+
+    html_header = _get_html_header() if not parents else ""
+    node_icon = _get_node_icon(node, show_missing_indicator)
+    line_prefix = _build_line_prefix(parents, is_last)
+    node_label = _build_node_label(node, show_type, show_params)
+    tooltip_text = _get_tooltip_text(node)
+
+    node_label_escaped = html_module.escape(node_label)
+    line_prefix_escaped = html_module.escape(line_prefix)
+
+    tooltip_span = f'<span class="tooltiptext">{tooltip_text}</span>'
+    node_content = f"{node_icon} {node_label_escaped}{tooltip_span}"
+    tree_representation = f'{html_header}{line_prefix_escaped}<span class="tooltip">{node_content}</span>\n'
 
     if node.is_collection and node.has_data:
         for i, child in enumerate(node.data):
             child_is_last = i == len(node.data) - 1
-            tree_representation += print_data_stream_tree(
+            tree_representation += print_data_stream_tree_html(
                 child,
-                prefix="",
                 is_last=child_is_last,
                 parents=parents + [is_last],
                 show_params=show_params,
@@ -89,4 +260,10 @@ def print_data_stream_tree(
                 show_missing_indicator=show_missing_indicator,
             )
 
+    if not parents:
+        tree_representation += """    </div>
+</body>
+</html>
+"""
+
     return tree_representation
diff --git a/src/contraqctor/qc/camera.py b/src/contraqctor/qc/camera.py
index 8da0979..22ba4d4 100644
--- a/src/contraqctor/qc/camera.py
+++ b/src/contraqctor/qc/camera.py
@@ -60,6 +60,7 @@ def __init__(
         clock_jitter_s: float = 1e-4,
         start_time_s: t.Optional[float] = None,
         stop_time_s: t.Optional[float] = None,
+        saturation_bounds: tuple[t.Optional[int], t.Optional[int]] = (5, 250),
     ):
         """Initialize the camera test suite.
 
@@ -69,12 +70,14 @@ def __init__(
             clock_jitter_s: Maximum allowed time difference between frame timestamps, in seconds.
             start_time_s: Optional expected start time for validation, in seconds.
             stop_time_s: Optional expected stop time for validation, in seconds.
+            saturation_bounds: Pixel intensity bounds to check for saturation (min, max).
         """
         self.data_stream: Camera = data_stream
         self.expected_fps = expected_fps
         self.clock_jitter_s = clock_jitter_s
         self.start_time_s = start_time_s
         self.stop_time_s = stop_time_s
+        self.saturation_bounds = saturation_bounds
 
     def test_metadata_shape(self):
         """
@@ -201,34 +204,65 @@ def test_histogram_and_create_asset(self):
                 return self.fail_test(None, "Failed to read a frame from the video")
             max_d = 2 ** (frame.dtype.itemsize * 8)
 
-            if frame.shape[2] == 1:
-                frame = cv2.cvtColor(frame, cv2.COLOR_GRAY2RGB)
-            elif frame.shape[2] == 3:
-                frame = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)
-            else:
-                return self.fail_test(None, f"Frame has unexpected number of channels({frame.shape[2]}).")
-
-            hist_r = cv2.calcHist([frame], [0], None, [max_d], [0, max_d])
-            hist_g = cv2.calcHist([frame], [1], None, [max_d], [0, max_d])
-            hist_b = cv2.calcHist([frame], [2], None, [max_d], [0, max_d])
-
-            hist_r /= hist_r.sum()
-            hist_g /= hist_g.sum()
-            hist_b /= hist_b.sum()
-
-            fig, ax = plt.subplots(1, 2, figsize=(15, 5))
-
-            ax[0].imshow(frame)
-            ax[0].axis("off")
-            ax[0].set_title("Frame from video")
-            ax[1].plot(hist_r, color="red", label="Red")
-            ax[1].plot(hist_g, color="green", label="Green")
-            ax[1].plot(hist_b, color="blue", label="Blue")
-            ax[1].set_xlim([0, max_d])
-            ax[1].set_xlabel("Pixel Value")
-            ax[1].set_ylabel("Normalized Frequency")
-            ax[1].set_title("Color Histogram")
-            ax[1].legend()
+            fig, ax = plt.subplots(2, frame.shape[2], figsize=(15, 7))
+
+            for channel in range(frame.shape[2]):
+                hist = cv2.calcHist([frame], [channel], None, [max_d], [0, max_d])
+                hist /= hist.sum()
+                ax[0, channel].imshow(frame[:, :, channel], cmap="gray")
+                ax[0, channel].axis("off")
+                ax[1, channel].plot(hist, color="k", label=f"Channel-{channel}")
+                ax[1, channel].set_xlim([0, max_d])
+                ax[1, channel].set_xlabel("Pixel Value")
+                ax[1, channel].set_ylabel("Normalized Frequency")
+                ax[1, channel].set_title(f"Histogram channel-{channel}")
+            fig.subplots_adjust(top=0.9)  # Leave space for suptitle
+            fig.suptitle("Pixel value histogram")
+            fig.tight_layout()
+
+        return self.pass_test(
+            None, "Histogram and asset created successfully.", context=ContextExportableObj.as_context(fig)
+        )
+
+    def test_create_pixel_saturation_visualizer(self):
+        """Creates a visualization highlighting saturated and underexposed pixels in the video frame."""
+        data = self.data_stream.data
+        if not data.has_video:
+            return self.skip_test("No video data available. Skipping test.")
+
+        with data.as_video_capture() as video:
+            video.set(cv2.CAP_PROP_POS_FRAMES, video.get(cv2.CAP_PROP_FRAME_COUNT) // 2)
+            ret, frame = video.read()
+
+            if not ret:
+                return self.fail_test(None, "Failed to read a frame from the video")
+
+            lower_bound, upper_bound = self.saturation_bounds
+
+            fig, ax = plt.subplots(1, frame.shape[2], figsize=(15, 5))
+
+            for channel in range(frame.shape[2]):
+                channel_data = frame[:, :, channel]
+
+                channel_saturated = np.zeros(frame.shape[:2], dtype=bool)
+                channel_underexposed = np.zeros(frame.shape[:2], dtype=bool)
+
+                if upper_bound is not None:
+                    channel_saturated = channel_data >= upper_bound
+                if lower_bound is not None:
+                    channel_underexposed = channel_data <= lower_bound
+
+                # Create RGB image: grayscale with saturated pixels in red and underexposed in blue
+                colored_frame = np.stack([channel_data, channel_data, channel_data], axis=-1)
+                colored_frame[channel_saturated] = [255, 0, 0]  # Red for saturated
+                colored_frame[channel_underexposed] = [0, 0, 255]  # Blue for underexposed
+
+                ax[channel].imshow(colored_frame)
+                ax[channel].axis("off")
+                ax[channel].set_title(f"Channel-{channel}")
+
+            fig.subplots_adjust(top=0.9)  # Leave space for suptitle
+            fig.suptitle("Pixel Saturation Visualization (bounds: {})".format(self.saturation_bounds))
             fig.tight_layout()
 
             return self.pass_test(
diff --git a/src/contraqctor/qc/contract.py b/src/contraqctor/qc/contract.py
index 1db5057..d7e9143 100644
--- a/src/contraqctor/qc/contract.py
+++ b/src/contraqctor/qc/contract.py
@@ -1,5 +1,6 @@
 import typing as t
 
+from .._typing import ErrorOnLoad
 from ..contract.base import DataStream
 from .base import Suite
 
@@ -36,9 +37,7 @@ class ContractTestSuite(Suite):
         ```
     """
 
-    def __init__(
-        self, loading_errors: list[tuple[DataStream, Exception]], exclude: t.Optional[list[DataStream]] = None
-    ):
+    def __init__(self, loading_errors: list[ErrorOnLoad], exclude: t.Optional[list[DataStream]] = None):
         """Initialize the contract test suite.
 
         Args:
@@ -51,9 +50,9 @@ def __init__(
 
     def test_has_errors_on_load(self):
         """Check if any non-excluded data streams had loading errors."""
-        errors = [(ds, err) for ds, err in self.loading_errors if ds not in self.exclude]
+        errors = [err for err in self.loading_errors if err.data_stream not in self.exclude]
         if errors:
-            str_errors = "\n".join([f"{ds.resolved_name}" for ds, _ in errors])
+            str_errors = "\n".join([f"{err.data_stream.resolved_name}" for err in errors])
             return self.fail_test(
                 None,
                 f"The following DataStreams raised errors on load: \n {str_errors}",
@@ -64,7 +63,7 @@ def test_has_errors_on_load(self):
 
     def test_has_excluded_as_warnings(self):
         """Check if any excluded data streams had loading errors and report as warnings."""
-        warnings = [(ds, err) for ds, err in self.loading_errors if ds in self.exclude]
+        warnings = [err for err in self.loading_errors if err.data_stream in self.exclude]
         if warnings:
             return self.warn_test(
                 None,
diff --git a/tests/__init__.py b/tests/__init__.py
deleted file mode 100644
index e69de29..0000000
diff --git a/tests/test_contract/conftest.py b/tests/conftest.py
similarity index 98%
rename from tests/test_contract/conftest.py
rename to tests/conftest.py
index 7952de2..96d64f8 100644
--- a/tests/test_contract/conftest.py
+++ b/tests/conftest.py
@@ -1,4 +1,5 @@
 import json
+import os
 import tempfile
 import typing as t
 from pathlib import Path
@@ -7,6 +8,7 @@
 import pytest
 from pydantic import BaseModel
 
+os.environ["MPLBACKEND"] = "Agg"
 from contraqctor.contract.base import (
     DataStream,
     FilePathBaseParam,
diff --git a/tests/test_contract/test_core.py b/tests/test_contract/test_core.py
index 4a93730..a43f9c4 100644
--- a/tests/test_contract/test_core.py
+++ b/tests/test_contract/test_core.py
@@ -1,10 +1,9 @@
 import pytest
+from conftest import SimpleDataStream, SimpleParams
 
 from contraqctor import _typing
 from contraqctor.contract.base import DataStreamCollection
 
-from .conftest import SimpleDataStream, SimpleParams
-
 
 class TestDataStream:
     """Tests for the DataStream class."""
@@ -76,6 +75,19 @@ def test_invalid_name(self, text_file):
                 name="test::invalid", description="Test stream", reader_params=SimpleParams(path=text_file)
             )
 
+    def test_clear_data(self, text_file):
+        """Test clearing loaded data."""
+        stream = SimpleDataStream(name="test", reader_params=SimpleParams(path=text_file))
+
+        stream.load()
+        assert stream.has_data
+
+        stream.clear()
+        assert not stream.has_data
+
+        with pytest.raises(ValueError):
+            _ = stream.data  # Accessing data after clearing should raise ValueError
+
 
 class TestDataStreamCollection:
     """Tests for the DataStreamCollection anonymous class."""
@@ -225,7 +237,7 @@ def test_load_all_success(self, text_file):
         collection = DataStreamCollection(name="collection", data_streams=[stream1, stream2])
 
         result = collection.load_all()
-        assert result == []  # No exceptions
+        assert result.collect_errors() == []
         assert stream1.has_data
         assert stream2.has_data
 
@@ -239,14 +251,17 @@ def test_load_all_with_exception(self, text_file, temp_dir):
         collection = DataStreamCollection(name="collection", data_streams=[stream1, stream2])
 
         result = collection.load_all()
-
-        assert len(result) == 1
-        assert result[0][0] == stream2
-        assert isinstance(result[0][1], FileNotFoundError)
+        errors = result.collect_errors()
+        assert len(errors) == 1
+        assert errors[0].data_stream == stream2
+        assert isinstance(errors[0].exception, FileNotFoundError)
 
         assert stream1.has_data
         assert not stream2.has_data
 
+        with pytest.raises(FileNotFoundError):
+            raise errors[0].exception
+
     def test_load_all_strict(self, text_file, temp_dir):
         """Test load_all with strict=True."""
         stream1 = SimpleDataStream(name="stream1", reader_params=SimpleParams(path=text_file))
diff --git a/tests/test_contract/test_json.py b/tests/test_contract/test_json.py
index 0cf23f4..83c8446 100644
--- a/tests/test_contract/test_json.py
+++ b/tests/test_contract/test_json.py
@@ -1,6 +1,7 @@
 import json
 
 import pandas as pd
+from conftest import MockModel
 
 from contraqctor.contract.json import (
     Json,
@@ -12,8 +13,6 @@
     PydanticModelParams,
 )
 
-from .conftest import MockModel
-
 
 class TestJson:
     """Tests for the Json class."""
diff --git a/tests/test_qc/test_contract.py b/tests/test_qc/test_qc_contract.py
similarity index 70%
rename from tests/test_qc/test_contract.py
rename to tests/test_qc/test_qc_contract.py
index 8ec8339..1a7bd80 100644
--- a/tests/test_qc/test_contract.py
+++ b/tests/test_qc/test_qc_contract.py
@@ -1,38 +1,37 @@
 import pytest
+from conftest import SimpleDataStream, SimpleParams
 
-from contraqctor.contract.base import DataStream
+from contraqctor._typing import ErrorOnLoad
+from contraqctor.contract.base import DataStreamCollection
 from contraqctor.qc.base import Status
 from contraqctor.qc.contract import ContractTestSuite
 
 
-class MockDataStream(DataStream):
-    """Mock DataStream class for testing."""
+def raise_value_error(*args, **kwargs):
+    raise ValueError("Simulated load error")
 
-    def __init__(self, name="test"):
-        super().__init__(name=name)
-        self._resolved_name = name
 
-    @property
-    def resolved_name(self):
-        return self._resolved_name
+def raise_io_error(*args, **kwargs):
+    raise IOError("Simulated load error")
 
 
 @pytest.fixture
-def loading_errors():
-    ds1 = MockDataStream(name="stream1")
-    ds2 = MockDataStream(name="stream2")
-    ds3 = MockDataStream(name="stream3")
+def loading_errors(text_file) -> list[ErrorOnLoad]:
+    stream1 = SimpleDataStream(name="stream1", reader_params=SimpleParams(path=text_file))
+    stream1._reader = raise_value_error
 
-    err1 = ValueError("Error loading stream1")
-    err2 = FileNotFoundError("File not found for stream2")
-    err3 = RuntimeError("Error in stream3")
+    stream2 = SimpleDataStream(name="stream2", reader_params=SimpleParams(path=text_file))
+    stream2._reader = raise_io_error
 
-    return [(ds1, err1), (ds2, err2), (ds3, err3)]
+    collection = DataStreamCollection(name="collection", data_streams=[stream1, stream2])
+
+    collection.load_all()
+    return collection.collect_errors()
 
 
 @pytest.fixture
 def excluded_streams(loading_errors):
-    return [loading_errors[0][0]]
+    return [loading_errors[0].data_stream]
 
 
 class TestContractTestSuite:
@@ -54,7 +53,9 @@ def test_has_errors_on_load_with_errors(self, loading_errors):
         result = suite.test_has_errors_on_load()
 
         assert result.status == Status.FAILED
+        assert result.message is not None
         assert "raised errors on load" in result.message
+        assert result.context is not None
         assert "errors" in result.context
         assert len(result.context["errors"]) == len(loading_errors)
 
@@ -64,6 +65,7 @@ def test_has_errors_on_load_no_errors(self):
         result = suite.test_has_errors_on_load()
 
         assert result.status == Status.PASSED
+        assert result.message is not None
         assert "All DataStreams loaded successfully" in result.message
 
     def test_has_errors_on_load_with_excludes(self, loading_errors, excluded_streams):
@@ -72,11 +74,12 @@ def test_has_errors_on_load_with_excludes(self, loading_errors, excluded_streams
         result = suite.test_has_errors_on_load()
 
         assert result.status == Status.FAILED
+        assert result.context is not None
         assert "errors" in result.context
         assert len(result.context["errors"]) == len(loading_errors) - len(excluded_streams)
         excluded_names = [ds.resolved_name for ds in excluded_streams]
-        for ds, _ in result.context["errors"]:
-            assert ds.resolved_name not in excluded_names
+        for err in result.context["errors"]:
+            assert err.data_stream.resolved_name not in excluded_names
 
     def test_has_excluded_as_warnings_with_excludes(self, loading_errors, excluded_streams):
         """Test test_has_excluded_as_warnings method with excluded streams."""
@@ -84,10 +87,11 @@ def test_has_excluded_as_warnings_with_excludes(self, loading_errors, excluded_s
         result = suite.test_has_excluded_as_warnings()
 
         assert result.status == Status.WARNING
+        assert result.context is not None
         assert "warnings" in result.context
         assert len(result.context["warnings"]) == len(excluded_streams)
-        for ds, _ in result.context["warnings"]:
-            assert ds in excluded_streams
+        for err in result.context["warnings"]:
+            assert err.data_stream in excluded_streams
 
     def test_has_excluded_as_warnings_no_excludes(self, loading_errors):
         """Test test_has_excluded_as_warnings method with no excluded streams."""
@@ -95,6 +99,7 @@ def test_has_excluded_as_warnings_no_excludes(self, loading_errors):
         result = suite.test_has_excluded_as_warnings()
 
         assert result.status == Status.PASSED
+        assert result.message is not None
         assert "No excluded DataStreams raised errors" in result.message
 
     def test_has_excluded_as_warnings_empty_errors(self, excluded_streams):
@@ -103,4 +108,5 @@ def test_has_excluded_as_warnings_empty_errors(self, excluded_streams):
         result = suite.test_has_excluded_as_warnings()
 
         assert result.status == Status.PASSED
+        assert result.message is not None
         assert "No excluded DataStreams raised errors" in result.message
diff --git a/uv.lock b/uv.lock
index 1443f12..7ab6d9f 100644
--- a/uv.lock
+++ b/uv.lock
@@ -12,33 +12,32 @@ resolution-markers = [
 
 [[package]]
 name = "aind-behavior-curriculum"
-version = "0.0.34"
+version = "0.0.35"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "jinja2" },
     { name = "pydantic" },
     { name = "semver" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/b6/d3/2ef9da142895be0e59adead63e3ba180d7d547a01045dfdcafdb286f73b9/aind_behavior_curriculum-0.0.34.tar.gz", hash = "sha256:3193ade2d1225e283eeed8358218df18e932c8a4f200ffa8925f7ac49fd09261", size = 122073, upload-time = "2025-08-14T15:35:42.365Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/c5/c7/bb935282362302860d3ae7bc6765be7fc3b2f74af0ca200ad8ed91f03dac/aind_behavior_curriculum-0.0.35.tar.gz", hash = "sha256:594b735a254f6ab9112504efd9eb78b5e2bbd5d93d2c88608889c8a38cfcd234", size = 122480, upload-time = "2025-10-02T23:41:57.49Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/b0/61/12624b39edae287f6c8004d5a0f87a64cd45c1c24c0b0aa05570dbfa61dd/aind_behavior_curriculum-0.0.34-py3-none-any.whl", hash = "sha256:0c5f5812150793545f95708c3dc25a1899a05475045e9fc14e7f9793c16a8f4a", size = 47170, upload-time = "2025-08-14T15:35:41.304Z" },
+    { url = "https://files.pythonhosted.org/packages/a9/7d/d90a57207aebc7fa06c575d30248984821199450de78e932211da0becf76/aind_behavior_curriculum-0.0.35-py3-none-any.whl", hash = "sha256:bf4c64b61195fa15e73d381fe53aac438ede9ca09f8f57968220a48d335c0656", size = 47389, upload-time = "2025-10-02T23:41:56.296Z" },
 ]
 
 [[package]]
 name = "aind-behavior-services"
-version = "0.12.1"
+version = "0.12.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "aind-behavior-curriculum" },
     { name = "gitpython" },
     { name = "harp-python" },
     { name = "pydantic" },
-    { name = "scikit-learn" },
     { name = "semver" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/34/45/29a36e272dfc2f43b3ddb0deaea5bf58f606d8009af9ed853381123b259c/aind_behavior_services-0.12.1.tar.gz", hash = "sha256:a1f8541e474c1f721fdb5176b23892398cd133f29f8d3355d259a32b2c6554ef", size = 144533, upload-time = "2025-09-18T15:06:01.848Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/0b/ee/31f26decef3ede2d47f4cee0e12617ae36318b778d0bc150bddc5606157d/aind_behavior_services-0.12.2.tar.gz", hash = "sha256:15e149dd35a5b65f15695078affc1a838d116b235a11cdcd6c550945f8e6fd7e", size = 27237, upload-time = "2025-10-05T21:23:21.467Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/c7/a8/4b7808ad187ccee01f926ec8c28328d676297ba7be53c72a4b4b14d71f1e/aind_behavior_services-0.12.1-py3-none-any.whl", hash = "sha256:5dbb46c6a960e8cb52faf2eeb205ac4546d281a52b44a4eb13ad3fcc5953e948", size = 48677, upload-time = "2025-09-18T15:06:00.401Z" },
+    { url = "https://files.pythonhosted.org/packages/c7/7f/364b561329d0f8de9017a0c9a640f5cd9f413d3da5e1e40dbb8013deb5a5/aind_behavior_services-0.12.2-py3-none-any.whl", hash = "sha256:c2114551db64b27c2a6143920c5c245ce77c883b131a268644f5424cdd4d4604", size = 38083, upload-time = "2025-10-05T21:23:20.406Z" },
 ]
 
 [[package]]
@@ -52,11 +51,11 @@ wheels = [
 
 [[package]]
 name = "attrs"
-version = "25.3.0"
+version = "25.4.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/5a/b0/1367933a8532ee6ff8d63537de4f1177af4bff9f3e829baf7331f595bb24/attrs-25.3.0.tar.gz", hash = "sha256:75d7cefc7fb576747b2c81b4442d4d4a1ce0900973527c011d1030fd3bf4af1b", size = 812032, upload-time = "2025-03-13T11:10:22.779Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/6b/5c/685e6633917e101e5dcb62b9dd76946cbb57c26e133bae9e0cd36033c0a9/attrs-25.4.0.tar.gz", hash = "sha256:16d5969b87f0859ef33a48b35d55ac1be6e42ae49d5e853b597db70c35c57e11", size = 934251, upload-time = "2025-10-06T13:54:44.725Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/77/06/bb80f5f86020c4551da315d78b3ab75e8228f89f0162f2c3a819e407941a/attrs-25.3.0-py3-none-any.whl", hash = "sha256:427318ce031701fea540783410126f03899a97ffc6f61596ad581ac2e40e3bc3", size = 63815, upload-time = "2025-03-13T11:10:21.14Z" },
+    { url = "https://files.pythonhosted.org/packages/3a/2a/7cc015f5b9f5db42b7d48157e23356022889fc354a2813c15934b7cb5c0e/attrs-25.4.0-py3-none-any.whl", hash = "sha256:adcf7e2a1fb3b36ac48d97835bb6d8ade15b8dcce26aba8bf1d14847b57a3373", size = 67615, upload-time = "2025-10-06T13:54:43.17Z" },
 ]
 
 [[package]]
@@ -84,11 +83,11 @@ wheels = [
 
 [[package]]
 name = "certifi"
-version = "2025.8.3"
+version = "2025.10.5"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/dc/67/960ebe6bf230a96cda2e0abcf73af550ec4f090005363542f0765df162e0/certifi-2025.8.3.tar.gz", hash = "sha256:e564105f78ded564e3ae7c923924435e1daa7463faeab5bb932bc53ffae63407", size = 162386, upload-time = "2025-08-03T03:07:47.08Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/4c/5b/b6ce21586237c77ce67d01dc5507039d444b630dd76611bbca2d8e5dcd91/certifi-2025.10.5.tar.gz", hash = "sha256:47c09d31ccf2acf0be3f701ea53595ee7e0b8fa08801c6624be771df09ae7b43", size = 164519, upload-time = "2025-10-05T04:12:15.808Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/e5/48/1549795ba7742c948d2ad169c1c8cdbae65bc450d6cd753d124b17c8cd32/certifi-2025.8.3-py3-none-any.whl", hash = "sha256:f6c12493cfb1b06ba2ff328595af9350c65d6644968e5d3a2ffd78699af217a5", size = 161216, upload-time = "2025-08-03T03:07:45.777Z" },
+    { url = "https://files.pythonhosted.org/packages/e4/37/af0d2ef3967ac0d6113837b44a4f0bfe1328c2b9763bd5b1744520e5cfed/certifi-2025.10.5-py3-none-any.whl", hash = "sha256:0f212c2744a9bb6de0c56639a6f68afe01ecd92d91f14ae897c4fe7bbeeef0de", size = 163286, upload-time = "2025-10-05T04:12:14.03Z" },
 ]
 
 [[package]]
@@ -258,7 +257,7 @@ wheels = [
 
 [[package]]
 name = "contraqctor"
-version = "0.4.10rc1"
+version = "0.5.0rc0"
 source = { editable = "." }
 dependencies = [
     { name = "aind-behavior-services" },
@@ -536,11 +535,11 @@ wheels = [
 
 [[package]]
 name = "idna"
-version = "3.10"
+version = "3.11"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/f1/70/7703c29685631f5a7590aa73f1f1d3fa9a380e654b86af429e0934a32f7d/idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9", size = 190490, upload-time = "2024-09-15T18:07:39.745Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/6f/6d/0703ccc57f3a7233505399edb88de3cbd678da106337b9fcde432b65ed60/idna-3.11.tar.gz", hash = "sha256:795dafcc9c04ed0c1fb032c2aa73654d8e8c5023a7df64a53f39190ada629902", size = 194582, upload-time = "2025-10-12T14:55:20.501Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/76/c6/c88e154df9c4e1a2a66ccf0005a88dfb2650c1dffb6f5ce603dfbd452ce3/idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3", size = 70442, upload-time = "2024-09-15T18:07:37.964Z" },
+    { url = "https://files.pythonhosted.org/packages/0e/61/66938bbb5fc52dbdf84594873d5b51fb1f7c7794e9c0f5bd885f30bc507b/idna-3.11-py3-none-any.whl", hash = "sha256:771a87f49d9defaf64091e6e6fe9c18d4833f140bd19464795bc32d966ca37ea", size = 71008, upload-time = "2025-10-12T14:55:18.883Z" },
 ]
 
 [[package]]
@@ -580,15 +579,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/62/a1/3d680cbfd5f4b8f15abc1d571870c5fc3e594bb582bc3b64ea099db13e56/jinja2-3.1.6-py3-none-any.whl", hash = "sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67", size = 134899, upload-time = "2025-03-05T20:05:00.369Z" },
 ]
 
-[[package]]
-name = "joblib"
-version = "1.5.2"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/e8/5d/447af5ea094b9e4c4054f82e223ada074c552335b9b4b2d14bd9b35a67c4/joblib-1.5.2.tar.gz", hash = "sha256:3faa5c39054b2f03ca547da9b2f52fde67c06240c31853f306aea97f13647b55", size = 331077, upload-time = "2025-08-27T12:15:46.575Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/1e/e8/685f47e0d754320684db4425a0967f7d3fa70126bffd76110b7009a0090f/joblib-1.5.2-py3-none-any.whl", hash = "sha256:4e1f0bdbb987e6d843c70cf43714cb276623def372df3c22fe5266b2670bc241", size = 308396, upload-time = "2025-08-27T12:15:45.188Z" },
-]
-
 [[package]]
 name = "kiwisolver"
 version = "1.4.9"
@@ -776,7 +766,7 @@ wheels = [
 
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