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@@ -0,0 +1,412 @@
+Metadata-Version: 2.4
+Name: typer
+Version: 0.24.1
+Summary: Typer, build great CLIs. Easy to code. Based on Python type hints.
+Author-Email: =?utf-8?q?Sebasti=C3=A1n_Ram=C3=ADrez?= <tiangolo@gmail.com>
+License-Expression: MIT
+License-File: LICENSE
+Classifier: Intended Audience :: Information Technology
+Classifier: Intended Audience :: System Administrators
+Classifier: Operating System :: OS Independent
+Classifier: Programming Language :: Python :: 3
+Classifier: Programming Language :: Python
+Classifier: Topic :: Software Development :: Libraries :: Application Frameworks
+Classifier: Topic :: Software Development :: Libraries :: Python Modules
+Classifier: Topic :: Software Development :: Libraries
+Classifier: Topic :: Software Development
+Classifier: Typing :: Typed
+Classifier: Development Status :: 4 - Beta
+Classifier: Intended Audience :: Developers
+Classifier: Programming Language :: Python :: 3 :: Only
+Classifier: Programming Language :: Python :: 3.10
+Classifier: Programming Language :: Python :: 3.11
+Classifier: Programming Language :: Python :: 3.12
+Classifier: Programming Language :: Python :: 3.13
+Classifier: Programming Language :: Python :: 3.14
+Project-URL: Homepage, https://github.com/fastapi/typer
+Project-URL: Documentation, https://typer.tiangolo.com
+Project-URL: Repository, https://github.com/fastapi/typer
+Project-URL: Issues, https://github.com/fastapi/typer/issues
+Project-URL: Changelog, https://typer.tiangolo.com/release-notes/
+Requires-Python: >=3.10
+Requires-Dist: click>=8.2.1
+Requires-Dist: shellingham>=1.3.0
+Requires-Dist: rich>=12.3.0
+Requires-Dist: annotated-doc>=0.0.2
+Description-Content-Type: text/markdown
+
+<p align="center">
+  <a href="https://typer.tiangolo.com"><img src="https://typer.tiangolo.com/img/logo-margin/logo-margin-vector.svg#only-light" alt="Typer"></a>
+
+</p>
+<p align="center">
+    <em>Typer, build great CLIs. Easy to code. Based on Python type hints.</em>
+</p>
+<p align="center">
+<a href="https://github.com/fastapi/typer/actions?query=workflow%3ATest+event%3Apush+branch%3Amaster" target="_blank">
+    <img src="https://github.com/fastapi/typer/actions/workflows/test.yml/badge.svg?event=push&branch=master" alt="Test">
+</a>
+<a href="https://github.com/fastapi/typer/actions?query=workflow%3APublish" target="_blank">
+    <img src="https://github.com/fastapi/typer/workflows/Publish/badge.svg" alt="Publish">
+</a>
+<a href="https://coverage-badge.samuelcolvin.workers.dev/redirect/fastapi/typer" target="_blank">
+    <img src="https://coverage-badge.samuelcolvin.workers.dev/fastapi/typer.svg" alt="Coverage">
+<a href="https://pypi.org/project/typer" target="_blank">
+    <img src="https://img.shields.io/pypi/v/typer?color=%2334D058&label=pypi%20package" alt="Package version">
+</a>
+</p>
+
+---
+
+**Documentation**: <a href="https://typer.tiangolo.com" target="_blank">https://typer.tiangolo.com</a>
+
+**Source Code**: <a href="https://github.com/fastapi/typer" target="_blank">https://github.com/fastapi/typer</a>
+
+---
+
+Typer is a library for building <abbr title="command line interface, programs executed from a terminal">CLI</abbr> applications that users will **love using** and developers will **love creating**. Based on Python type hints.
+
+It's also a command line tool to run scripts, automatically converting them to CLI applications.
+
+The key features are:
+
+* **Intuitive to write**: Great editor support. <abbr title="also known as auto-complete, autocompletion, IntelliSense">Completion</abbr> everywhere. Less time debugging. Designed to be easy to use and learn. Less time reading docs.
+* **Easy to use**: It's easy to use for the final users. Automatic help, and automatic completion for all shells.
+* **Short**: Minimize code duplication. Multiple features from each parameter declaration. Fewer bugs.
+* **Start simple**: The simplest example adds only 2 lines of code to your app: **1 import, 1 function call**.
+* **Grow large**: Grow in complexity as much as you want, create arbitrarily complex trees of commands and groups of subcommands, with options and arguments.
+* **Run scripts**: Typer includes a `typer` command/program that you can use to run scripts, automatically converting them to CLIs, even if they don't use Typer internally.
+
+## 2026 February - Typer developer survey
+
+Help us define Typer's future by filling the <a href="https://forms.gle/nYvutPrVkmBQZLas7" class="external-link" target="_blank">Typer developer survey</a>. ✨
+
+## FastAPI of CLIs
+
+**Typer** is <a href="https://fastapi.tiangolo.com" class="external-link" target="_blank">FastAPI</a>'s little sibling, it's the FastAPI of CLIs.
+
+## Installation
+
+Create and activate a <a href="https://typer.tiangolo.com/virtual-environments/" class="external-link" target="_blank">virtual environment</a> and then install **Typer**:
+
+<div class="termy">
+
+```console
+$ pip install typer
+---> 100%
+Successfully installed typer rich shellingham
+```
+
+</div>
+
+## Example
+
+### The absolute minimum
+
+* Create a file `main.py` with:
+
+```Python
+def main(name: str):
+    print(f"Hello {name}")
+```
+
+This script doesn't even use Typer internally. But you can use the `typer` command to run it as a CLI application.
+
+### Run it
+
+Run your application with the `typer` command:
+
+<div class="termy">
+
+```console
+// Run your application
+$ typer main.py run
+
+// You get a nice error, you are missing NAME
+Usage: typer [PATH_OR_MODULE] run [OPTIONS] NAME
+Try 'typer [PATH_OR_MODULE] run --help' for help.
+╭─ Error ───────────────────────────────────────────╮
+│ Missing argument 'NAME'.                          │
+╰───────────────────────────────────────────────────╯
+
+
+// You get a --help for free
+$ typer main.py run --help
+
+Usage: typer [PATH_OR_MODULE] run [OPTIONS] NAME
+
+Run the provided Typer app.
+
+╭─ Arguments ───────────────────────────────────────╮
+│ *    name      TEXT  [default: None] [required]   |
+╰───────────────────────────────────────────────────╯
+╭─ Options ─────────────────────────────────────────╮
+│ --help          Show this message and exit.       │
+╰───────────────────────────────────────────────────╯
+
+// Now pass the NAME argument
+$ typer main.py run Camila
+
+Hello Camila
+
+// It works! 🎉
+```
+
+</div>
+
+This is the simplest use case, not even using Typer internally, but it can already be quite useful for simple scripts.
+
+**Note**: auto-completion works when you create a Python package and run it with `--install-completion` or when you use the `typer` command.
+
+## Use Typer in your code
+
+Now let's start using Typer in your own code, update `main.py` with:
+
+```Python
+import typer
+
+
+def main(name: str):
+    print(f"Hello {name}")
+
+
+if __name__ == "__main__":
+    typer.run(main)
+```
+
+Now you could run it with Python directly:
+
+<div class="termy">
+
+```console
+// Run your application
+$ python main.py
+
+// You get a nice error, you are missing NAME
+Usage: main.py [OPTIONS] NAME
+Try 'main.py --help' for help.
+╭─ Error ───────────────────────────────────────────╮
+│ Missing argument 'NAME'.                          │
+╰───────────────────────────────────────────────────╯
+
+
+// You get a --help for free
+$ python main.py --help
+
+Usage: main.py [OPTIONS] NAME
+
+╭─ Arguments ───────────────────────────────────────╮
+│ *    name      TEXT  [default: None] [required]   |
+╰───────────────────────────────────────────────────╯
+╭─ Options ─────────────────────────────────────────╮
+│ --help          Show this message and exit.       │
+╰───────────────────────────────────────────────────╯
+
+// Now pass the NAME argument
+$ python main.py Camila
+
+Hello Camila
+
+// It works! 🎉
+```
+
+</div>
+
+**Note**: you can also call this same script with the `typer` command, but you don't need to.
+
+## Example upgrade
+
+This was the simplest example possible.
+
+Now let's see one a bit more complex.
+
+### An example with two subcommands
+
+Modify the file `main.py`.
+
+Create a `typer.Typer()` app, and create two subcommands with their parameters.
+
+```Python hl_lines="3  6  11  20"
+import typer
+
+app = typer.Typer()
+
+
+@app.command()
+def hello(name: str):
+    print(f"Hello {name}")
+
+
+@app.command()
+def goodbye(name: str, formal: bool = False):
+    if formal:
+        print(f"Goodbye Ms. {name}. Have a good day.")
+    else:
+        print(f"Bye {name}!")
+
+
+if __name__ == "__main__":
+    app()
+```
+
+And that will:
+
+* Explicitly create a `typer.Typer` app.
+    * The previous `typer.run` actually creates one implicitly for you.
+* Add two subcommands with `@app.command()`.
+* Execute the `app()` itself, as if it was a function (instead of `typer.run`).
+
+### Run the upgraded example
+
+Check the new help:
+
+<div class="termy">
+
+```console
+$ python main.py --help
+
+ Usage: main.py [OPTIONS] COMMAND [ARGS]...
+
+╭─ Options ─────────────────────────────────────────╮
+│ --install-completion          Install completion  │
+│                               for the current     │
+│                               shell.              │
+│ --show-completion             Show completion for │
+│                               the current shell,  │
+│                               to copy it or       │
+│                               customize the       │
+│                               installation.       │
+│ --help                        Show this message   │
+│                               and exit.           │
+╰───────────────────────────────────────────────────╯
+╭─ Commands ────────────────────────────────────────╮
+│ goodbye                                           │
+│ hello                                             │
+╰───────────────────────────────────────────────────╯
+
+// When you create a package you get ✨ auto-completion ✨ for free, installed with --install-completion
+
+// You have 2 subcommands (the 2 functions): goodbye and hello
+```
+
+</div>
+
+Now check the help for the `hello` command:
+
+<div class="termy">
+
+```console
+$ python main.py hello --help
+
+ Usage: main.py hello [OPTIONS] NAME
+
+╭─ Arguments ───────────────────────────────────────╮
+│ *    name      TEXT  [default: None] [required]   │
+╰───────────────────────────────────────────────────╯
+╭─ Options ─────────────────────────────────────────╮
+│ --help          Show this message and exit.       │
+╰───────────────────────────────────────────────────╯
+```
+
+</div>
+
+And now check the help for the `goodbye` command:
+
+<div class="termy">
+
+```console
+$ python main.py goodbye --help
+
+ Usage: main.py goodbye [OPTIONS] NAME
+
+╭─ Arguments ───────────────────────────────────────╮
+│ *    name      TEXT  [default: None] [required]   │
+╰───────────────────────────────────────────────────╯
+╭─ Options ─────────────────────────────────────────╮
+│ --formal    --no-formal      [default: no-formal] │
+│ --help                       Show this message    │
+│                              and exit.            │
+╰───────────────────────────────────────────────────╯
+
+// Automatic --formal and --no-formal for the bool option 🎉
+```
+
+</div>
+
+Now you can try out the new command line application:
+
+<div class="termy">
+
+```console
+// Use it with the hello command
+
+$ python main.py hello Camila
+
+Hello Camila
+
+// And with the goodbye command
+
+$ python main.py goodbye Camila
+
+Bye Camila!
+
+// And with --formal
+
+$ python main.py goodbye --formal Camila
+
+Goodbye Ms. Camila. Have a good day.
+```
+
+</div>
+
+**Note**: If your app only has one command, by default the command name is **omitted** in usage: `python main.py Camila`. However, when there are multiple commands, you must **explicitly include the command name**: `python main.py hello Camila`. See [One or Multiple Commands](https://typer.tiangolo.com/tutorial/commands/one-or-multiple/) for more details.
+
+### Recap
+
+In summary, you declare **once** the types of parameters (*CLI arguments* and *CLI options*) as function parameters.
+
+You do that with standard modern Python types.
+
+You don't have to learn a new syntax, the methods or classes of a specific library, etc.
+
+Just standard **Python**.
+
+For example, for an `int`:
+
+```Python
+total: int
+```
+
+or for a `bool` flag:
+
+```Python
+force: bool
+```
+
+And similarly for **files**, **paths**, **enums** (choices), etc. And there are tools to create **groups of subcommands**, add metadata, extra **validation**, etc.
+
+**You get**: great editor support, including **completion** and **type checks** everywhere.
+
+**Your users get**: automatic **`--help`**, **auto-completion** in their terminal (Bash, Zsh, Fish, PowerShell) when they install your package or when using the `typer` command.
+
+For a more complete example including more features, see the <a href="https://typer.tiangolo.com/tutorial/">Tutorial - User Guide</a>.
+
+## Dependencies
+
+**Typer** stands on the shoulders of giants. It has three required dependencies:
+
+* <a href="https://click.palletsprojects.com/" class="external-link" target="_blank">Click</a>: a popular tool for building CLIs in Python. Typer is based on it.
+* <a href="https://rich.readthedocs.io/en/stable/index.html" class="external-link" target="_blank"><code>rich</code></a>: to show nicely formatted errors automatically.
+* <a href="https://github.com/sarugaku/shellingham" class="external-link" target="_blank"><code>shellingham</code></a>: to automatically detect the current shell when installing completion.
+
+### `typer-slim`
+
+There used to be a slimmed-down version of Typer called `typer-slim`, which didn't include the dependencies `rich` and `shellingham`, nor the `typer` command.
+
+However, since version 0.22.0, we have stopped supporting this, and `typer-slim` now simply installs (all of) Typer.
+
+If you want to disable Rich globally, you can set an environmental variable `TYPER_USE_RICH` to `False` or `0`.
+
+## License
+
+This project is licensed under the terms of the MIT license.
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+Metadata-Version: 2.4
+Name: annotated-doc
+Version: 0.0.4
+Summary: Document parameters, class attributes, return types, and variables inline, with Annotated.
+Author-Email: =?utf-8?q?Sebasti=C3=A1n_Ram=C3=ADrez?= <tiangolo@gmail.com>
+License-Expression: MIT
+License-File: LICENSE
+Classifier: Intended Audience :: Information Technology
+Classifier: Intended Audience :: System Administrators
+Classifier: Operating System :: OS Independent
+Classifier: Programming Language :: Python :: 3
+Classifier: Programming Language :: Python
+Classifier: Topic :: Internet
+Classifier: Topic :: Software Development :: Libraries :: Application Frameworks
+Classifier: Topic :: Software Development :: Libraries :: Python Modules
+Classifier: Topic :: Software Development :: Libraries
+Classifier: Topic :: Software Development
+Classifier: Typing :: Typed
+Classifier: Development Status :: 4 - Beta
+Classifier: Intended Audience :: Developers
+Classifier: Programming Language :: Python :: 3 :: Only
+Classifier: Programming Language :: Python :: 3.8
+Classifier: Programming Language :: Python :: 3.9
+Classifier: Programming Language :: Python :: 3.10
+Classifier: Programming Language :: Python :: 3.11
+Classifier: Programming Language :: Python :: 3.12
+Classifier: Programming Language :: Python :: 3.13
+Classifier: Programming Language :: Python :: 3.14
+Project-URL: Homepage, https://github.com/fastapi/annotated-doc
+Project-URL: Documentation, https://github.com/fastapi/annotated-doc
+Project-URL: Repository, https://github.com/fastapi/annotated-doc
+Project-URL: Issues, https://github.com/fastapi/annotated-doc/issues
+Project-URL: Changelog, https://github.com/fastapi/annotated-doc/release-notes.md
+Requires-Python: >=3.8
+Description-Content-Type: text/markdown
+
+# Annotated Doc
+
+Document parameters, class attributes, return types, and variables inline, with `Annotated`.
+
+<a href="https://github.com/fastapi/annotated-doc/actions?query=workflow%3ATest+event%3Apush+branch%3Amain" target="_blank">
+    <img src="https://github.com/fastapi/annotated-doc/actions/workflows/test.yml/badge.svg?event=push&branch=main" alt="Test">
+</a>
+<a href="https://coverage-badge.samuelcolvin.workers.dev/redirect/fastapi/annotated-doc" target="_blank">
+    <img src="https://coverage-badge.samuelcolvin.workers.dev/fastapi/annotated-doc.svg" alt="Coverage">
+</a>
+<a href="https://pypi.org/project/annotated-doc" target="_blank">
+    <img src="https://img.shields.io/pypi/v/annotated-doc?color=%2334D058&label=pypi%20package" alt="Package version">
+</a>
+<a href="https://pypi.org/project/annotated-doc" target="_blank">
+    <img src="https://img.shields.io/pypi/pyversions/annotated-doc.svg?color=%2334D058" alt="Supported Python versions">
+</a>
+
+## Installation
+
+```bash
+pip install annotated-doc
+```
+
+Or with `uv`:
+
+```Python
+uv add annotated-doc
+```
+
+## Usage
+
+Import `Doc` and pass a single literal string with the documentation for the specific parameter, class attribute, return type, or variable.
+
+For example, to document a parameter `name` in a function `hi` you could do:
+
+```Python
+from typing import Annotated
+
+from annotated_doc import Doc
+
+def hi(name: Annotated[str, Doc("Who to say hi to")]) -> None:
+    print(f"Hi, {name}!")
+```
+
+You can also use it to document class attributes:
+
+```Python
+from typing import Annotated
+
+from annotated_doc import Doc
+
+class User:
+    name: Annotated[str, Doc("The user's name")]
+    age: Annotated[int, Doc("The user's age")]
+```
+
+The same way, you could document return types and variables, or anything that could have a type annotation with `Annotated`.
+
+## Who Uses This
+
+`annotated-doc` was made for:
+
+* [FastAPI](https://fastapi.tiangolo.com/)
+* [Typer](https://typer.tiangolo.com/)
+* [SQLModel](https://sqlmodel.tiangolo.com/)
+* [Asyncer](https://asyncer.tiangolo.com/)
+
+`annotated-doc` is supported by [griffe-typingdoc](https://github.com/mkdocstrings/griffe-typingdoc), which powers reference documentation like the one in the [FastAPI Reference](https://fastapi.tiangolo.com/reference/).
+
+## Reasons not to use `annotated-doc`
+
+You are already comfortable with one of the existing docstring formats, like:
+
+* Sphinx
+* numpydoc
+* Google
+* Keras
+
+Your team is already comfortable using them.
+
+You prefer having the documentation about parameters all together in a docstring, separated from the code defining them.
+
+You care about a specific set of users, using one specific editor, and that editor already has support for the specific docstring format you use.
+
+## Reasons to use `annotated-doc`
+
+* No micro-syntax to learn for newcomers, it’s **just Python** syntax.
+* **Editing** would be already fully supported by default by any editor (current or future) supporting Python syntax, including syntax errors, syntax highlighting, etc.
+* **Rendering** would be relatively straightforward to implement by static tools (tools that don't need runtime execution), as the information can be extracted from the AST they normally already create.
+* **Deduplication of information**: the name of a parameter would be defined in a single place, not duplicated inside of a docstring.
+* **Elimination** of the possibility of having **inconsistencies** when removing a parameter or class variable and **forgetting to remove** its documentation.
+* **Minimization** of the probability of adding a new parameter or class variable and **forgetting to add its documentation**.
+* **Elimination** of the possibility of having **inconsistencies** between the **name** of a parameter in the **signature** and the name in the docstring when it is renamed.
+* **Access** to the documentation string for each symbol at **runtime**, including existing (older) Python versions.
+* A more formalized way to document other symbols, like type aliases, that could use Annotated.
+* **Support** for apps using FastAPI, Typer and others.
+* **AI Accessibility**: AI tools will have an easier way understanding each parameter as the distance from documentation to parameter is much closer.
+
+## History
+
+I ([@tiangolo](https://github.com/tiangolo)) originally wanted for this to be part of the Python standard library (in [PEP 727](https://peps.python.org/pep-0727/)), but the proposal was withdrawn as there was a fair amount of negative feedback and opposition.
+
+The conclusion was that this was better done as an external effort, in a third-party library.
+
+So, here it is, with a simpler approach, as a third-party library, in a way that can be used by others, starting with FastAPI and friends.
+
+## License
+
+This project is licensed under the terms of the MIT license.
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+Metadata-Version: 2.4
+Name: pip
+Version: 26.0.1
+Summary: The PyPA recommended tool for installing Python packages.
+Author-email: The pip developers <distutils-sig@python.org>
+Requires-Python: >=3.9
+Description-Content-Type: text/x-rst
+License-Expression: MIT
+Classifier: Development Status :: 5 - Production/Stable
+Classifier: Intended Audience :: Developers
+Classifier: Topic :: Software Development :: Build Tools
+Classifier: Programming Language :: Python
+Classifier: Programming Language :: Python :: 3
+Classifier: Programming Language :: Python :: 3 :: Only
+Classifier: Programming Language :: Python :: 3.9
+Classifier: Programming Language :: Python :: 3.10
+Classifier: Programming Language :: Python :: 3.11
+Classifier: Programming Language :: Python :: 3.12
+Classifier: Programming Language :: Python :: 3.13
+Classifier: Programming Language :: Python :: 3.14
+Classifier: Programming Language :: Python :: Implementation :: CPython
+Classifier: Programming Language :: Python :: Implementation :: PyPy
+License-File: AUTHORS.txt
+License-File: LICENSE.txt
+License-File: src/pip/_vendor/cachecontrol/LICENSE.txt
+License-File: src/pip/_vendor/certifi/LICENSE
+License-File: src/pip/_vendor/dependency_groups/LICENSE.txt
+License-File: src/pip/_vendor/distlib/LICENSE.txt
+License-File: src/pip/_vendor/distro/LICENSE
+License-File: src/pip/_vendor/idna/LICENSE.md
+License-File: src/pip/_vendor/msgpack/COPYING
+License-File: src/pip/_vendor/packaging/LICENSE
+License-File: src/pip/_vendor/packaging/LICENSE.APACHE
+License-File: src/pip/_vendor/packaging/LICENSE.BSD
+License-File: src/pip/_vendor/pkg_resources/LICENSE
+License-File: src/pip/_vendor/platformdirs/LICENSE
+License-File: src/pip/_vendor/pygments/LICENSE
+License-File: src/pip/_vendor/pyproject_hooks/LICENSE
+License-File: src/pip/_vendor/requests/LICENSE
+License-File: src/pip/_vendor/resolvelib/LICENSE
+License-File: src/pip/_vendor/rich/LICENSE
+License-File: src/pip/_vendor/tomli/LICENSE
+License-File: src/pip/_vendor/tomli_w/LICENSE
+License-File: src/pip/_vendor/truststore/LICENSE
+License-File: src/pip/_vendor/urllib3/LICENSE.txt
+Project-URL: Changelog, https://pip.pypa.io/en/stable/news/
+Project-URL: Documentation, https://pip.pypa.io
+Project-URL: Homepage, https://pip.pypa.io/
+Project-URL: Source, https://github.com/pypa/pip
+
+pip - The Python Package Installer
+==================================
+
+.. |pypi-version| image:: https://img.shields.io/pypi/v/pip.svg
+   :target: https://pypi.org/project/pip/
+   :alt: PyPI
+
+.. |python-versions| image:: https://img.shields.io/pypi/pyversions/pip
+   :target: https://pypi.org/project/pip
+   :alt: PyPI - Python Version
+
+.. |docs-badge| image:: https://readthedocs.org/projects/pip/badge/?version=latest
+   :target: https://pip.pypa.io/en/latest
+   :alt: Documentation
+
+|pypi-version| |python-versions| |docs-badge|
+
+pip is the `package installer`_ for Python. You can use pip to install packages from the `Python Package Index`_ and other indexes.
+
+Please take a look at our documentation for how to install and use pip:
+
+* `Installation`_
+* `Usage`_
+
+We release updates regularly, with a new version every 3 months. Find more details in our documentation:
+
+* `Release notes`_
+* `Release process`_
+
+If you find bugs, need help, or want to talk to the developers, please use our mailing lists or chat rooms:
+
+* `Issue tracking`_
+* `Discourse channel`_
+* `User IRC`_
+
+If you want to get involved, head over to GitHub to get the source code, look at our development documentation and feel free to jump on the developer mailing lists and chat rooms:
+
+* `GitHub page`_
+* `Development documentation`_
+* `Development IRC`_
+
+Code of Conduct
+---------------
+
+Everyone interacting in the pip project's codebases, issue trackers, chat
+rooms, and mailing lists is expected to follow the `PSF Code of Conduct`_.
+
+.. _package installer: https://packaging.python.org/guides/tool-recommendations/
+.. _Python Package Index: https://pypi.org
+.. _Installation: https://pip.pypa.io/en/stable/installation/
+.. _Usage: https://pip.pypa.io/en/stable/
+.. _Release notes: https://pip.pypa.io/en/stable/news.html
+.. _Release process: https://pip.pypa.io/en/latest/development/release-process/
+.. _GitHub page: https://github.com/pypa/pip
+.. _Development documentation: https://pip.pypa.io/en/latest/development
+.. _Issue tracking: https://github.com/pypa/pip/issues
+.. _Discourse channel: https://discuss.python.org/c/packaging
+.. _User IRC: https://kiwiirc.com/nextclient/#ircs://irc.libera.chat:+6697/pypa
+.. _Development IRC: https://kiwiirc.com/nextclient/#ircs://irc.libera.chat:+6697/pypa-dev
+.. _PSF Code of Conduct: https://github.com/pypa/.github/blob/main/CODE_OF_CONDUCT.md
+
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+Metadata-Version: 2.4
+Name: safetensors
+Version: 0.7.0
+Classifier: Development Status :: 5 - Production/Stable
+Classifier: Intended Audience :: Developers
+Classifier: Intended Audience :: Education
+Classifier: Intended Audience :: Science/Research
+Classifier: License :: OSI Approved :: Apache Software License
+Classifier: Operating System :: OS Independent
+Classifier: Programming Language :: Python :: 3
+Classifier: Programming Language :: Python :: 3.7
+Classifier: Programming Language :: Python :: 3.8
+Classifier: Programming Language :: Python :: 3.9
+Classifier: Programming Language :: Python :: 3.10
+Classifier: Topic :: Scientific/Engineering :: Artificial Intelligence
+Classifier: Typing :: Typed
+Requires-Dist: numpy>=1.21.6 ; extra == 'numpy'
+Requires-Dist: packaging ; extra == 'torch'
+Requires-Dist: safetensors[numpy] ; extra == 'torch'
+Requires-Dist: torch>=1.10 ; extra == 'torch'
+Requires-Dist: safetensors[numpy] ; extra == 'tensorflow'
+Requires-Dist: tensorflow>=2.11.0 ; extra == 'tensorflow'
+Requires-Dist: safetensors[numpy] ; extra == 'pinned-tf'
+Requires-Dist: tensorflow==2.18.0 ; extra == 'pinned-tf'
+Requires-Dist: safetensors[numpy] ; extra == 'jax'
+Requires-Dist: flax>=0.6.3 ; extra == 'jax'
+Requires-Dist: jax>=0.3.25 ; extra == 'jax'
+Requires-Dist: jaxlib>=0.3.25 ; extra == 'jax'
+Requires-Dist: mlx>=0.0.9 ; extra == 'mlx'
+Requires-Dist: safetensors[numpy] ; extra == 'paddlepaddle'
+Requires-Dist: paddlepaddle>=2.4.1 ; extra == 'paddlepaddle'
+Requires-Dist: ruff ; extra == 'quality'
+Requires-Dist: safetensors[numpy] ; extra == 'testing'
+Requires-Dist: h5py>=3.7.0 ; extra == 'testing'
+Requires-Dist: huggingface-hub>=0.12.1 ; extra == 'testing'
+Requires-Dist: setuptools-rust>=1.5.2 ; extra == 'testing'
+Requires-Dist: pytest>=7.2.0 ; extra == 'testing'
+Requires-Dist: pytest-benchmark>=4.0.0 ; extra == 'testing'
+Requires-Dist: hypothesis>=6.70.2 ; extra == 'testing'
+Requires-Dist: safetensors[numpy] ; extra == 'testingfree'
+Requires-Dist: huggingface-hub>=0.12.1 ; extra == 'testingfree'
+Requires-Dist: setuptools-rust>=1.5.2 ; extra == 'testingfree'
+Requires-Dist: pytest>=7.2.0 ; extra == 'testingfree'
+Requires-Dist: pytest-benchmark>=4.0.0 ; extra == 'testingfree'
+Requires-Dist: hypothesis>=6.70.2 ; extra == 'testingfree'
+Requires-Dist: safetensors[torch] ; extra == 'all'
+Requires-Dist: safetensors[numpy] ; extra == 'all'
+Requires-Dist: safetensors[pinned-tf] ; extra == 'all'
+Requires-Dist: safetensors[jax] ; extra == 'all'
+Requires-Dist: safetensors[paddlepaddle] ; extra == 'all'
+Requires-Dist: safetensors[quality] ; extra == 'all'
+Requires-Dist: safetensors[testing] ; extra == 'all'
+Requires-Dist: safetensors[all] ; extra == 'dev'
+Provides-Extra: numpy
+Provides-Extra: torch
+Provides-Extra: tensorflow
+Provides-Extra: pinned-tf
+Provides-Extra: jax
+Provides-Extra: mlx
+Provides-Extra: paddlepaddle
+Provides-Extra: quality
+Provides-Extra: testing
+Provides-Extra: testingfree
+Provides-Extra: all
+Provides-Extra: dev
+License-File: LICENSE
+Author-email: Nicolas Patry <patry.nicolas@protonmail.com>
+Requires-Python: >=3.9
+Description-Content-Type: text/markdown; charset=UTF-8; variant=GFM
+Project-URL: Homepage, https://github.com/huggingface/safetensors
+Project-URL: Source, https://github.com/huggingface/safetensors
+
+## Installation
+
+```
+pip install safetensors
+```
+
+
+## Usage
+
+### Numpy
+
+```python
+from safetensors.numpy import save_file, load_file
+import numpy as np
+
+tensors = {
+   "a": np.zeros((2, 2)),
+   "b": np.zeros((2, 3), dtype=np.uint8)
+}
+
+save_file(tensors, "./model.safetensors")
+
+
+# Now loading
+loaded = load_file("./model.safetensors")
+```
+
+### Torch
+
+```python
+from safetensors.torch import save_file, load_file
+import torch
+
+tensors = {
+   "a": torch.zeros((2, 2)),
+   "b": torch.zeros((2, 3), dtype=torch.uint8)
+}
+
+save_file(tensors, "./model.safetensors")
+
+
+# Now loading
+loaded = load_file("./model.safetensors")
+```
+
+### Developing
+
+```
+# inside ./safetensors/bindings/python
+pip install .[dev]
+```
+Should be enough to install this library locally.
+
+### Testing
+
+```
+# inside ./safetensors/bindings/python
+pip install .[dev]
+pytest -sv tests/
+```
+
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+Metadata-Version: 2.4
+Name: hf-xet
+Version: 1.4.3
+Classifier: Development Status :: 5 - Production/Stable
+Classifier: License :: OSI Approved :: Apache Software License
+Classifier: Programming Language :: Rust
+Classifier: Programming Language :: Python :: Implementation :: CPython
+Classifier: Programming Language :: Python :: Implementation :: PyPy
+Classifier: Programming Language :: Python :: 3
+Classifier: Programming Language :: Python :: 3 :: Only
+Classifier: Programming Language :: Python :: 3.8
+Classifier: Programming Language :: Python :: 3.9
+Classifier: Programming Language :: Python :: 3.10
+Classifier: Programming Language :: Python :: 3.11
+Classifier: Programming Language :: Python :: 3.12
+Classifier: Programming Language :: Python :: 3.13
+Classifier: Programming Language :: Python :: 3.14
+Classifier: Programming Language :: Python :: Free Threading
+Classifier: Programming Language :: Python :: Free Threading :: 2 - Beta
+Classifier: Topic :: Scientific/Engineering :: Artificial Intelligence
+Requires-Dist: pytest ; extra == 'tests'
+Provides-Extra: tests
+License-File: LICENSE
+Summary: Fast transfer of large files with the Hugging Face Hub.
+Maintainer-email: Rajat Arya <rajat@rajatarya.com>, Jared Sulzdorf <j.sulzdorf@gmail.com>, Di Xiao <di@huggingface.co>, Assaf Vayner <assaf@huggingface.co>, Hoyt Koepke <hoytak@gmail.com>
+License-Expression: Apache-2.0
+Requires-Python: >=3.8
+Description-Content-Type: text/markdown; charset=UTF-8; variant=GFM
+Project-URL: Documentation, https://huggingface.co/docs/hub/xet/index
+Project-URL: Homepage, https://github.com/huggingface/xet-core
+Project-URL: Issues, https://github.com/huggingface/xet-core/issues
+Project-URL: Repository, https://github.com/huggingface/xet-core.git
+
+<!---
+Copyright 2024 The HuggingFace Team. All rights reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+-->
+<p align="center">
+    <a href="https://github.com/huggingface/xet-core/blob/main/LICENSE"><img alt="License" src="https://img.shields.io/github/license/huggingface/xet-core.svg?color=blue"></a>
+    <a href="https://github.com/huggingface/xet-core/releases"><img alt="GitHub release" src="https://img.shields.io/github/release/huggingface/xet-core.svg"></a>
+    <a href="https://github.com/huggingface/xet-core/blob/main/CODE_OF_CONDUCT.md"><img alt="Contributor Covenant" src="https://img.shields.io/badge/Contributor%20Covenant-v2.0%20adopted-ff69b4.svg"></a>
+</p>
+
+<h3 align="center">
+  <p>🤗 hf-xet - xet client tech, used in <a target="_blank" href="https://github.com/huggingface/huggingface_hub/">huggingface_hub</a></p>
+</h3>
+
+## Welcome
+
+`hf-xet` enables `huggingface_hub` to utilize xet storage for uploading and downloading to HF Hub. Xet storage provides chunk-based deduplication, efficient storage/retrieval with local disk caching, and backwards compatibility with Git LFS. This library is not meant to be used directly, and is instead intended to be used from [huggingface_hub](https://pypi.org/project/huggingface-hub).
+
+## Key features
+
+♻ **chunk-based deduplication implementation**: avoid transferring and storing chunks that are shared across binary files (models, datasets, etc).
+
+🤗 **Python bindings**: bindings for [huggingface_hub](https://github.com/huggingface/huggingface_hub/) package.
+
+↔ **network communications**: concurrent communication to HF Hub Xet backend services (CAS).
+
+🔖 **local disk caching**: chunk-based cache that sits alongside the existing [huggingface_hub disk cache](https://huggingface.co/docs/huggingface_hub/guides/manage-cache).
+
+## Installation
+
+Install the `hf_xet` package with [pip](https://pypi.org/project/hf-xet/):
+
+```bash
+pip install hf_xet
+```
+
+## Quick Start
+
+`hf_xet` is not intended to be run independently as it is expected to be used from `huggingface_hub`, so to get started with `huggingface_hub` check out the documentation [here]("https://hf.co/docs/huggingface_hub").
+
+## Contributions (feature requests, bugs, etc.) are encouraged & appreciated 💙💚💛💜🧡❤️
+
+Please join us in making hf-xet better. We value everyone's contributions. Code is not the only way to help. Answering questions, helping each other, improving documentation, filing issues all help immensely. If you are interested in contributing (please do!), check out the [contribution guide](https://github.com/huggingface/xet-core/blob/main/CONTRIBUTING.md) for this repository.
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+        "filename": "BUSI_0428_B.png",
+        "image_rel_path": "all_images/BUSI_0428_B.png",
+        "mask_rel_path": "all_masks/BUSI_0428_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0120_B.png",
+        "image_rel_path": "all_images/BUSI_0120_B.png",
+        "mask_rel_path": "all_masks/BUSI_0120_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0142_B.png",
+        "image_rel_path": "all_images/BUSI_0142_B.png",
+        "mask_rel_path": "all_masks/BUSI_0142_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0079_M.png",
+        "image_rel_path": "all_images/BUSI_0079_M.png",
+        "mask_rel_path": "all_masks/BUSI_0079_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0007_B.png",
+        "image_rel_path": "all_images/BUSI_0007_B.png",
+        "mask_rel_path": "all_masks/BUSI_0007_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0076_M.png",
+        "image_rel_path": "all_images/BUSI_0076_M.png",
+        "mask_rel_path": "all_masks/BUSI_0076_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0275_B.png",
+        "image_rel_path": "all_images/BUSI_0275_B.png",
+        "mask_rel_path": "all_masks/BUSI_0275_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0132_B.png",
+        "image_rel_path": "all_images/BUSI_0132_B.png",
+        "mask_rel_path": "all_masks/BUSI_0132_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0139_M.png",
+        "image_rel_path": "all_images/BUSI_0139_M.png",
+        "mask_rel_path": "all_masks/BUSI_0139_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0325_B.png",
+        "image_rel_path": "all_images/BUSI_0325_B.png",
+        "mask_rel_path": "all_masks/BUSI_0325_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0324_B.png",
+        "image_rel_path": "all_images/BUSI_0324_B.png",
+        "mask_rel_path": "all_masks/BUSI_0324_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0266_B.png",
+        "image_rel_path": "all_images/BUSI_0266_B.png",
+        "mask_rel_path": "all_masks/BUSI_0266_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0183_M.png",
+        "image_rel_path": "all_images/BUSI_0183_M.png",
+        "mask_rel_path": "all_masks/BUSI_0183_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0205_M.png",
+        "image_rel_path": "all_images/BUSI_0205_M.png",
+        "mask_rel_path": "all_masks/BUSI_0205_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0068_B.png",
+        "image_rel_path": "all_images/BUSI_0068_B.png",
+        "mask_rel_path": "all_masks/BUSI_0068_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0204_B.png",
+        "image_rel_path": "all_images/BUSI_0204_B.png",
+        "mask_rel_path": "all_masks/BUSI_0204_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0431_B.png",
+        "image_rel_path": "all_images/BUSI_0431_B.png",
+        "mask_rel_path": "all_masks/BUSI_0431_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0382_B.png",
+        "image_rel_path": "all_images/BUSI_0382_B.png",
+        "mask_rel_path": "all_masks/BUSI_0382_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0318_B.png",
+        "image_rel_path": "all_images/BUSI_0318_B.png",
+        "mask_rel_path": "all_masks/BUSI_0318_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0192_B.png",
+        "image_rel_path": "all_images/BUSI_0192_B.png",
+        "mask_rel_path": "all_masks/BUSI_0192_B.png"
+      }
+    ]
+  },
+  "class_distributions": {
+    "test": {
+      "benign": 44,
+      "malignant": 21
+    },
+    "train": {
+      "benign": 349,
+      "malignant": 168
+    },
+    "val": {
+      "benign": 44,
+      "malignant": 21
+    }
+  },
+  "config_fingerprint": "948625a79e39aa663c4425385ff03ffcf44839282fc3222600e8ad948e7a4b39",
+  "counts": {
+    "test": 65,
+    "train": 517,
+    "val": 65
+  },
+  "dataset_fingerprint": "a379fab5541bccd18cd70c1e29b2ac8be20d4c5325a1f20c14abe05ee239dafb",
+  "dataset_name": "BUSI_with_classes",
+  "dataset_split_policy": "stratified",
+  "experiment_name": "stratified_holdout_v1",
+  "percent_sampling_mode": "incremental",
+  "split_repeat_index": 1,
+  "split_seed": 293900785,
+  "split_type": "80_10_10"
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/splits/split_002.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/splits/split_002.json
new file mode 100644
index 0000000000000000000000000000000000000000..9a500a7a3fb941a1ef27dbfcec5aea09e44648d7
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/splits/split_002.json
@@ -0,0 +1,3920 @@
+{
+  "base_splits": {
+    "test": [
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0391_B.png",
+        "image_rel_path": "all_images/BUSI_0391_B.png",
+        "mask_rel_path": "all_masks/BUSI_0391_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0374_B.png",
+        "image_rel_path": "all_images/BUSI_0374_B.png",
+        "mask_rel_path": "all_masks/BUSI_0374_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0065_B.png",
+        "image_rel_path": "all_images/BUSI_0065_B.png",
+        "mask_rel_path": "all_masks/BUSI_0065_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0237_B.png",
+        "image_rel_path": "all_images/BUSI_0237_B.png",
+        "mask_rel_path": "all_masks/BUSI_0237_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0109_B.png",
+        "image_rel_path": "all_images/BUSI_0109_B.png",
+        "mask_rel_path": "all_masks/BUSI_0109_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0054_M.png",
+        "image_rel_path": "all_images/BUSI_0054_M.png",
+        "mask_rel_path": "all_masks/BUSI_0054_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0079_B.png",
+        "image_rel_path": "all_images/BUSI_0079_B.png",
+        "mask_rel_path": "all_masks/BUSI_0079_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0192_B.png",
+        "image_rel_path": "all_images/BUSI_0192_B.png",
+        "mask_rel_path": "all_masks/BUSI_0192_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0116_B.png",
+        "image_rel_path": "all_images/BUSI_0116_B.png",
+        "mask_rel_path": "all_masks/BUSI_0116_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0034_M.png",
+        "image_rel_path": "all_images/BUSI_0034_M.png",
+        "mask_rel_path": "all_masks/BUSI_0034_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0106_B.png",
+        "image_rel_path": "all_images/BUSI_0106_B.png",
+        "mask_rel_path": "all_masks/BUSI_0106_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0038_B.png",
+        "image_rel_path": "all_images/BUSI_0038_B.png",
+        "mask_rel_path": "all_masks/BUSI_0038_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0364_B.png",
+        "image_rel_path": "all_images/BUSI_0364_B.png",
+        "mask_rel_path": "all_masks/BUSI_0364_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0140_M.png",
+        "image_rel_path": "all_images/BUSI_0140_M.png",
+        "mask_rel_path": "all_masks/BUSI_0140_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0322_B.png",
+        "image_rel_path": "all_images/BUSI_0322_B.png",
+        "mask_rel_path": "all_masks/BUSI_0322_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0072_B.png",
+        "image_rel_path": "all_images/BUSI_0072_B.png",
+        "mask_rel_path": "all_masks/BUSI_0072_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0219_B.png",
+        "image_rel_path": "all_images/BUSI_0219_B.png",
+        "mask_rel_path": "all_masks/BUSI_0219_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0093_M.png",
+        "image_rel_path": "all_images/BUSI_0093_M.png",
+        "mask_rel_path": "all_masks/BUSI_0093_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0041_B.png",
+        "image_rel_path": "all_images/BUSI_0041_B.png",
+        "mask_rel_path": "all_masks/BUSI_0041_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0031_B.png",
+        "image_rel_path": "all_images/BUSI_0031_B.png",
+        "mask_rel_path": "all_masks/BUSI_0031_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0071_M.png",
+        "image_rel_path": "all_images/BUSI_0071_M.png",
+        "mask_rel_path": "all_masks/BUSI_0071_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0229_B.png",
+        "image_rel_path": "all_images/BUSI_0229_B.png",
+        "mask_rel_path": "all_masks/BUSI_0229_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0171_M.png",
+        "image_rel_path": "all_images/BUSI_0171_M.png",
+        "mask_rel_path": "all_masks/BUSI_0171_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0125_B.png",
+        "image_rel_path": "all_images/BUSI_0125_B.png",
+        "mask_rel_path": "all_masks/BUSI_0125_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0048_M.png",
+        "image_rel_path": "all_images/BUSI_0048_M.png",
+        "mask_rel_path": "all_masks/BUSI_0048_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0028_M.png",
+        "image_rel_path": "all_images/BUSI_0028_M.png",
+        "mask_rel_path": "all_masks/BUSI_0028_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0143_M.png",
+        "image_rel_path": "all_images/BUSI_0143_M.png",
+        "mask_rel_path": "all_masks/BUSI_0143_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0069_M.png",
+        "image_rel_path": "all_images/BUSI_0069_M.png",
+        "mask_rel_path": "all_masks/BUSI_0069_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0078_B.png",
+        "image_rel_path": "all_images/BUSI_0078_B.png",
+        "mask_rel_path": "all_masks/BUSI_0078_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0097_M.png",
+        "image_rel_path": "all_images/BUSI_0097_M.png",
+        "mask_rel_path": "all_masks/BUSI_0097_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0316_B.png",
+        "image_rel_path": "all_images/BUSI_0316_B.png",
+        "mask_rel_path": "all_masks/BUSI_0316_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0366_B.png",
+        "image_rel_path": "all_images/BUSI_0366_B.png",
+        "mask_rel_path": "all_masks/BUSI_0366_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0326_B.png",
+        "image_rel_path": "all_images/BUSI_0326_B.png",
+        "mask_rel_path": "all_masks/BUSI_0326_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0113_B.png",
+        "image_rel_path": "all_images/BUSI_0113_B.png",
+        "mask_rel_path": "all_masks/BUSI_0113_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0024_M.png",
+        "image_rel_path": "all_images/BUSI_0024_M.png",
+        "mask_rel_path": "all_masks/BUSI_0024_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0251_B.png",
+        "image_rel_path": "all_images/BUSI_0251_B.png",
+        "mask_rel_path": "all_masks/BUSI_0251_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0250_B.png",
+        "image_rel_path": "all_images/BUSI_0250_B.png",
+        "mask_rel_path": "all_masks/BUSI_0250_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0120_M.png",
+        "image_rel_path": "all_images/BUSI_0120_M.png",
+        "mask_rel_path": "all_masks/BUSI_0120_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0304_B.png",
+        "image_rel_path": "all_images/BUSI_0304_B.png",
+        "mask_rel_path": "all_masks/BUSI_0304_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0384_B.png",
+        "image_rel_path": "all_images/BUSI_0384_B.png",
+        "mask_rel_path": "all_masks/BUSI_0384_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0197_B.png",
+        "image_rel_path": "all_images/BUSI_0197_B.png",
+        "mask_rel_path": "all_masks/BUSI_0197_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0111_M.png",
+        "image_rel_path": "all_images/BUSI_0111_M.png",
+        "mask_rel_path": "all_masks/BUSI_0111_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0429_B.png",
+        "image_rel_path": "all_images/BUSI_0429_B.png",
+        "mask_rel_path": "all_masks/BUSI_0429_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0358_B.png",
+        "image_rel_path": "all_images/BUSI_0358_B.png",
+        "mask_rel_path": "all_masks/BUSI_0358_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0233_B.png",
+        "image_rel_path": "all_images/BUSI_0233_B.png",
+        "mask_rel_path": "all_masks/BUSI_0233_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0300_B.png",
+        "image_rel_path": "all_images/BUSI_0300_B.png",
+        "mask_rel_path": "all_masks/BUSI_0300_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0178_B.png",
+        "image_rel_path": "all_images/BUSI_0178_B.png",
+        "mask_rel_path": "all_masks/BUSI_0178_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0399_B.png",
+        "image_rel_path": "all_images/BUSI_0399_B.png",
+        "mask_rel_path": "all_masks/BUSI_0399_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0161_M.png",
+        "image_rel_path": "all_images/BUSI_0161_M.png",
+        "mask_rel_path": "all_masks/BUSI_0161_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0067_M.png",
+        "image_rel_path": "all_images/BUSI_0067_M.png",
+        "mask_rel_path": "all_masks/BUSI_0067_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0123_M.png",
+        "image_rel_path": "all_images/BUSI_0123_M.png",
+        "mask_rel_path": "all_masks/BUSI_0123_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0333_B.png",
+        "image_rel_path": "all_images/BUSI_0333_B.png",
+        "mask_rel_path": "all_masks/BUSI_0333_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0053_M.png",
+        "image_rel_path": "all_images/BUSI_0053_M.png",
+        "mask_rel_path": "all_masks/BUSI_0053_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0210_M.png",
+        "image_rel_path": "all_images/BUSI_0210_M.png",
+        "mask_rel_path": "all_masks/BUSI_0210_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0378_B.png",
+        "image_rel_path": "all_images/BUSI_0378_B.png",
+        "mask_rel_path": "all_masks/BUSI_0378_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0421_B.png",
+        "image_rel_path": "all_images/BUSI_0421_B.png",
+        "mask_rel_path": "all_masks/BUSI_0421_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0407_B.png",
+        "image_rel_path": "all_images/BUSI_0407_B.png",
+        "mask_rel_path": "all_masks/BUSI_0407_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0028_B.png",
+        "image_rel_path": "all_images/BUSI_0028_B.png",
+        "mask_rel_path": "all_masks/BUSI_0028_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0072_M.png",
+        "image_rel_path": "all_images/BUSI_0072_M.png",
+        "mask_rel_path": "all_masks/BUSI_0072_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0273_B.png",
+        "image_rel_path": "all_images/BUSI_0273_B.png",
+        "mask_rel_path": "all_masks/BUSI_0273_B.png"
+      },
+      {
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+    "val": [
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0402_B.png",
+        "image_rel_path": "all_images/BUSI_0402_B.png",
+        "mask_rel_path": "all_masks/BUSI_0402_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0422_B.png",
+        "image_rel_path": "all_images/BUSI_0422_B.png",
+        "mask_rel_path": "all_masks/BUSI_0422_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0392_B.png",
+        "image_rel_path": "all_images/BUSI_0392_B.png",
+        "mask_rel_path": "all_masks/BUSI_0392_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0099_B.png",
+        "image_rel_path": "all_images/BUSI_0099_B.png",
+        "mask_rel_path": "all_masks/BUSI_0099_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0383_B.png",
+        "image_rel_path": "all_images/BUSI_0383_B.png",
+        "mask_rel_path": "all_masks/BUSI_0383_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0150_M.png",
+        "image_rel_path": "all_images/BUSI_0150_M.png",
+        "mask_rel_path": "all_masks/BUSI_0150_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0147_B.png",
+        "image_rel_path": "all_images/BUSI_0147_B.png",
+        "mask_rel_path": "all_masks/BUSI_0147_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0001_M.png",
+        "image_rel_path": "all_images/BUSI_0001_M.png",
+        "mask_rel_path": "all_masks/BUSI_0001_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0196_M.png",
+        "image_rel_path": "all_images/BUSI_0196_M.png",
+        "mask_rel_path": "all_masks/BUSI_0196_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0280_B.png",
+        "image_rel_path": "all_images/BUSI_0280_B.png",
+        "mask_rel_path": "all_masks/BUSI_0280_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0083_M.png",
+        "image_rel_path": "all_images/BUSI_0083_M.png",
+        "mask_rel_path": "all_masks/BUSI_0083_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0054_B.png",
+        "image_rel_path": "all_images/BUSI_0054_B.png",
+        "mask_rel_path": "all_masks/BUSI_0054_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0331_B.png",
+        "image_rel_path": "all_images/BUSI_0331_B.png",
+        "mask_rel_path": "all_masks/BUSI_0331_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0149_M.png",
+        "image_rel_path": "all_images/BUSI_0149_M.png",
+        "mask_rel_path": "all_masks/BUSI_0149_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0159_B.png",
+        "image_rel_path": "all_images/BUSI_0159_B.png",
+        "mask_rel_path": "all_masks/BUSI_0159_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0124_B.png",
+        "image_rel_path": "all_images/BUSI_0124_B.png",
+        "mask_rel_path": "all_masks/BUSI_0124_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0198_B.png",
+        "image_rel_path": "all_images/BUSI_0198_B.png",
+        "mask_rel_path": "all_masks/BUSI_0198_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0032_B.png",
+        "image_rel_path": "all_images/BUSI_0032_B.png",
+        "mask_rel_path": "all_masks/BUSI_0032_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0035_B.png",
+        "image_rel_path": "all_images/BUSI_0035_B.png",
+        "mask_rel_path": "all_masks/BUSI_0035_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0101_M.png",
+        "image_rel_path": "all_images/BUSI_0101_M.png",
+        "mask_rel_path": "all_masks/BUSI_0101_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0108_M.png",
+        "image_rel_path": "all_images/BUSI_0108_M.png",
+        "mask_rel_path": "all_masks/BUSI_0108_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0027_B.png",
+        "image_rel_path": "all_images/BUSI_0027_B.png",
+        "mask_rel_path": "all_masks/BUSI_0027_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0048_B.png",
+        "image_rel_path": "all_images/BUSI_0048_B.png",
+        "mask_rel_path": "all_masks/BUSI_0048_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0423_B.png",
+        "image_rel_path": "all_images/BUSI_0423_B.png",
+        "mask_rel_path": "all_masks/BUSI_0423_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0152_M.png",
+        "image_rel_path": "all_images/BUSI_0152_M.png",
+        "mask_rel_path": "all_masks/BUSI_0152_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0107_M.png",
+        "image_rel_path": "all_images/BUSI_0107_M.png",
+        "mask_rel_path": "all_masks/BUSI_0107_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0377_B.png",
+        "image_rel_path": "all_images/BUSI_0377_B.png",
+        "mask_rel_path": "all_masks/BUSI_0377_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0102_B.png",
+        "image_rel_path": "all_images/BUSI_0102_B.png",
+        "mask_rel_path": "all_masks/BUSI_0102_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0148_M.png",
+        "image_rel_path": "all_images/BUSI_0148_M.png",
+        "mask_rel_path": "all_masks/BUSI_0148_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0014_M.png",
+        "image_rel_path": "all_images/BUSI_0014_M.png",
+        "mask_rel_path": "all_masks/BUSI_0014_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0164_B.png",
+        "image_rel_path": "all_images/BUSI_0164_B.png",
+        "mask_rel_path": "all_masks/BUSI_0164_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0075_B.png",
+        "image_rel_path": "all_images/BUSI_0075_B.png",
+        "mask_rel_path": "all_masks/BUSI_0075_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0034_B.png",
+        "image_rel_path": "all_images/BUSI_0034_B.png",
+        "mask_rel_path": "all_masks/BUSI_0034_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0308_B.png",
+        "image_rel_path": "all_images/BUSI_0308_B.png",
+        "mask_rel_path": "all_masks/BUSI_0308_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0115_B.png",
+        "image_rel_path": "all_images/BUSI_0115_B.png",
+        "mask_rel_path": "all_masks/BUSI_0115_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0185_M.png",
+        "image_rel_path": "all_images/BUSI_0185_M.png",
+        "mask_rel_path": "all_masks/BUSI_0185_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0098_M.png",
+        "image_rel_path": "all_images/BUSI_0098_M.png",
+        "mask_rel_path": "all_masks/BUSI_0098_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0379_B.png",
+        "image_rel_path": "all_images/BUSI_0379_B.png",
+        "mask_rel_path": "all_masks/BUSI_0379_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0363_B.png",
+        "image_rel_path": "all_images/BUSI_0363_B.png",
+        "mask_rel_path": "all_masks/BUSI_0363_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0189_B.png",
+        "image_rel_path": "all_images/BUSI_0189_B.png",
+        "mask_rel_path": "all_masks/BUSI_0189_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0151_B.png",
+        "image_rel_path": "all_images/BUSI_0151_B.png",
+        "mask_rel_path": "all_masks/BUSI_0151_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0268_B.png",
+        "image_rel_path": "all_images/BUSI_0268_B.png",
+        "mask_rel_path": "all_masks/BUSI_0268_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0020_B.png",
+        "image_rel_path": "all_images/BUSI_0020_B.png",
+        "mask_rel_path": "all_masks/BUSI_0020_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0096_M.png",
+        "image_rel_path": "all_images/BUSI_0096_M.png",
+        "mask_rel_path": "all_masks/BUSI_0096_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0176_B.png",
+        "image_rel_path": "all_images/BUSI_0176_B.png",
+        "mask_rel_path": "all_masks/BUSI_0176_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0012_M.png",
+        "image_rel_path": "all_images/BUSI_0012_M.png",
+        "mask_rel_path": "all_masks/BUSI_0012_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0238_B.png",
+        "image_rel_path": "all_images/BUSI_0238_B.png",
+        "mask_rel_path": "all_masks/BUSI_0238_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0016_M.png",
+        "image_rel_path": "all_images/BUSI_0016_M.png",
+        "mask_rel_path": "all_masks/BUSI_0016_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0132_B.png",
+        "image_rel_path": "all_images/BUSI_0132_B.png",
+        "mask_rel_path": "all_masks/BUSI_0132_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0386_B.png",
+        "image_rel_path": "all_images/BUSI_0386_B.png",
+        "mask_rel_path": "all_masks/BUSI_0386_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0418_B.png",
+        "image_rel_path": "all_images/BUSI_0418_B.png",
+        "mask_rel_path": "all_masks/BUSI_0418_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0195_B.png",
+        "image_rel_path": "all_images/BUSI_0195_B.png",
+        "mask_rel_path": "all_masks/BUSI_0195_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0050_M.png",
+        "image_rel_path": "all_images/BUSI_0050_M.png",
+        "mask_rel_path": "all_masks/BUSI_0050_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0078_M.png",
+        "image_rel_path": "all_images/BUSI_0078_M.png",
+        "mask_rel_path": "all_masks/BUSI_0078_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0139_M.png",
+        "image_rel_path": "all_images/BUSI_0139_M.png",
+        "mask_rel_path": "all_masks/BUSI_0139_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0094_B.png",
+        "image_rel_path": "all_images/BUSI_0094_B.png",
+        "mask_rel_path": "all_masks/BUSI_0094_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0202_M.png",
+        "image_rel_path": "all_images/BUSI_0202_M.png",
+        "mask_rel_path": "all_masks/BUSI_0202_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0184_B.png",
+        "image_rel_path": "all_images/BUSI_0184_B.png",
+        "mask_rel_path": "all_masks/BUSI_0184_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0073_B.png",
+        "image_rel_path": "all_images/BUSI_0073_B.png",
+        "mask_rel_path": "all_masks/BUSI_0073_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0426_B.png",
+        "image_rel_path": "all_images/BUSI_0426_B.png",
+        "mask_rel_path": "all_masks/BUSI_0426_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0299_B.png",
+        "image_rel_path": "all_images/BUSI_0299_B.png",
+        "mask_rel_path": "all_masks/BUSI_0299_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0415_B.png",
+        "image_rel_path": "all_images/BUSI_0415_B.png",
+        "mask_rel_path": "all_masks/BUSI_0415_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0228_B.png",
+        "image_rel_path": "all_images/BUSI_0228_B.png",
+        "mask_rel_path": "all_masks/BUSI_0228_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0140_B.png",
+        "image_rel_path": "all_images/BUSI_0140_B.png",
+        "mask_rel_path": "all_masks/BUSI_0140_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0046_M.png",
+        "image_rel_path": "all_images/BUSI_0046_M.png",
+        "mask_rel_path": "all_masks/BUSI_0046_M.png"
+      }
+    ]
+  },
+  "class_distributions": {
+    "test": {
+      "benign": 44,
+      "malignant": 21
+    },
+    "train": {
+      "benign": 349,
+      "malignant": 168
+    },
+    "val": {
+      "benign": 44,
+      "malignant": 21
+    }
+  },
+  "config_fingerprint": "948625a79e39aa663c4425385ff03ffcf44839282fc3222600e8ad948e7a4b39",
+  "counts": {
+    "test": 65,
+    "train": 517,
+    "val": 65
+  },
+  "dataset_fingerprint": "a379fab5541bccd18cd70c1e29b2ac8be20d4c5325a1f20c14abe05ee239dafb",
+  "dataset_name": "BUSI_with_classes",
+  "dataset_split_policy": "stratified",
+  "experiment_name": "stratified_holdout_v1",
+  "percent_sampling_mode": "incremental",
+  "split_repeat_index": 2,
+  "split_seed": 293900786,
+  "split_type": "80_10_10"
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/splits/split_003.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/splits/split_003.json
new file mode 100644
index 0000000000000000000000000000000000000000..4173b2af68e6b5583e855e01d9111b9ad1adaf44
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/splits/split_003.json
@@ -0,0 +1,3920 @@
+{
+  "base_splits": {
+    "test": [
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0378_B.png",
+        "image_rel_path": "all_images/BUSI_0378_B.png",
+        "mask_rel_path": "all_masks/BUSI_0378_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0345_B.png",
+        "image_rel_path": "all_images/BUSI_0345_B.png",
+        "mask_rel_path": "all_masks/BUSI_0345_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0404_B.png",
+        "image_rel_path": "all_images/BUSI_0404_B.png",
+        "mask_rel_path": "all_masks/BUSI_0404_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0279_B.png",
+        "image_rel_path": "all_images/BUSI_0279_B.png",
+        "mask_rel_path": "all_masks/BUSI_0279_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0015_M.png",
+        "image_rel_path": "all_images/BUSI_0015_M.png",
+        "mask_rel_path": "all_masks/BUSI_0015_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0127_B.png",
+        "image_rel_path": "all_images/BUSI_0127_B.png",
+        "mask_rel_path": "all_masks/BUSI_0127_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0341_B.png",
+        "image_rel_path": "all_images/BUSI_0341_B.png",
+        "mask_rel_path": "all_masks/BUSI_0341_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0066_M.png",
+        "image_rel_path": "all_images/BUSI_0066_M.png",
+        "mask_rel_path": "all_masks/BUSI_0066_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0182_B.png",
+        "image_rel_path": "all_images/BUSI_0182_B.png",
+        "mask_rel_path": "all_masks/BUSI_0182_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0434_B.png",
+        "image_rel_path": "all_images/BUSI_0434_B.png",
+        "mask_rel_path": "all_masks/BUSI_0434_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0200_M.png",
+        "image_rel_path": "all_images/BUSI_0200_M.png",
+        "mask_rel_path": "all_masks/BUSI_0200_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0403_B.png",
+        "image_rel_path": "all_images/BUSI_0403_B.png",
+        "mask_rel_path": "all_masks/BUSI_0403_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0383_B.png",
+        "image_rel_path": "all_images/BUSI_0383_B.png",
+        "mask_rel_path": "all_masks/BUSI_0383_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0003_M.png",
+        "image_rel_path": "all_images/BUSI_0003_M.png",
+        "mask_rel_path": "all_masks/BUSI_0003_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0430_B.png",
+        "image_rel_path": "all_images/BUSI_0430_B.png",
+        "mask_rel_path": "all_masks/BUSI_0430_B.png"
+      },
+      {
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+        "filename": "BUSI_0110_M.png",
+        "image_rel_path": "all_images/BUSI_0110_M.png",
+        "mask_rel_path": "all_masks/BUSI_0110_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0365_B.png",
+        "image_rel_path": "all_images/BUSI_0365_B.png",
+        "mask_rel_path": "all_masks/BUSI_0365_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0115_M.png",
+        "image_rel_path": "all_images/BUSI_0115_M.png",
+        "mask_rel_path": "all_masks/BUSI_0115_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0340_B.png",
+        "image_rel_path": "all_images/BUSI_0340_B.png",
+        "mask_rel_path": "all_masks/BUSI_0340_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0113_M.png",
+        "image_rel_path": "all_images/BUSI_0113_M.png",
+        "mask_rel_path": "all_masks/BUSI_0113_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0094_M.png",
+        "image_rel_path": "all_images/BUSI_0094_M.png",
+        "mask_rel_path": "all_masks/BUSI_0094_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0252_B.png",
+        "image_rel_path": "all_images/BUSI_0252_B.png",
+        "mask_rel_path": "all_masks/BUSI_0252_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0028_B.png",
+        "image_rel_path": "all_images/BUSI_0028_B.png",
+        "mask_rel_path": "all_masks/BUSI_0028_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0133_M.png",
+        "image_rel_path": "all_images/BUSI_0133_M.png",
+        "mask_rel_path": "all_masks/BUSI_0133_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0278_B.png",
+        "image_rel_path": "all_images/BUSI_0278_B.png",
+        "mask_rel_path": "all_masks/BUSI_0278_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0072_B.png",
+        "image_rel_path": "all_images/BUSI_0072_B.png",
+        "mask_rel_path": "all_masks/BUSI_0072_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0093_M.png",
+        "image_rel_path": "all_images/BUSI_0093_M.png",
+        "mask_rel_path": "all_masks/BUSI_0093_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0316_B.png",
+        "image_rel_path": "all_images/BUSI_0316_B.png",
+        "mask_rel_path": "all_masks/BUSI_0316_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0281_B.png",
+        "image_rel_path": "all_images/BUSI_0281_B.png",
+        "mask_rel_path": "all_masks/BUSI_0281_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0055_B.png",
+        "image_rel_path": "all_images/BUSI_0055_B.png",
+        "mask_rel_path": "all_masks/BUSI_0055_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0061_B.png",
+        "image_rel_path": "all_images/BUSI_0061_B.png",
+        "mask_rel_path": "all_masks/BUSI_0061_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0285_B.png",
+        "image_rel_path": "all_images/BUSI_0285_B.png",
+        "mask_rel_path": "all_masks/BUSI_0285_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0273_B.png",
+        "image_rel_path": "all_images/BUSI_0273_B.png",
+        "mask_rel_path": "all_masks/BUSI_0273_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0049_B.png",
+        "image_rel_path": "all_images/BUSI_0049_B.png",
+        "mask_rel_path": "all_masks/BUSI_0049_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0302_B.png",
+        "image_rel_path": "all_images/BUSI_0302_B.png",
+        "mask_rel_path": "all_masks/BUSI_0302_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0050_M.png",
+        "image_rel_path": "all_images/BUSI_0050_M.png",
+        "mask_rel_path": "all_masks/BUSI_0050_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0374_B.png",
+        "image_rel_path": "all_images/BUSI_0374_B.png",
+        "mask_rel_path": "all_masks/BUSI_0374_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0335_B.png",
+        "image_rel_path": "all_images/BUSI_0335_B.png",
+        "mask_rel_path": "all_masks/BUSI_0335_B.png"
+      }
+    ]
+  },
+  "class_distributions": {
+    "test": {
+      "benign": 44,
+      "malignant": 21
+    },
+    "train": {
+      "benign": 349,
+      "malignant": 168
+    },
+    "val": {
+      "benign": 44,
+      "malignant": 21
+    }
+  },
+  "config_fingerprint": "948625a79e39aa663c4425385ff03ffcf44839282fc3222600e8ad948e7a4b39",
+  "counts": {
+    "test": 65,
+    "train": 517,
+    "val": 65
+  },
+  "dataset_fingerprint": "a379fab5541bccd18cd70c1e29b2ac8be20d4c5325a1f20c14abe05ee239dafb",
+  "dataset_name": "BUSI_with_classes",
+  "dataset_split_policy": "stratified",
+  "experiment_name": "stratified_holdout_v1",
+  "percent_sampling_mode": "incremental",
+  "split_repeat_index": 3,
+  "split_seed": 293900787,
+  "split_type": "80_10_10"
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/splits/split_004.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/splits/split_004.json
new file mode 100644
index 0000000000000000000000000000000000000000..dab691b87b91897e536a1f87b8c1b382bb814fa2
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/splits/split_004.json
@@ -0,0 +1,3920 @@
+{
+  "base_splits": {
+    "test": [
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0027_M.png",
+        "image_rel_path": "all_images/BUSI_0027_M.png",
+        "mask_rel_path": "all_masks/BUSI_0027_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0040_B.png",
+        "image_rel_path": "all_images/BUSI_0040_B.png",
+        "mask_rel_path": "all_masks/BUSI_0040_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0364_B.png",
+        "image_rel_path": "all_images/BUSI_0364_B.png",
+        "mask_rel_path": "all_masks/BUSI_0364_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0146_B.png",
+        "image_rel_path": "all_images/BUSI_0146_B.png",
+        "mask_rel_path": "all_masks/BUSI_0146_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0262_B.png",
+        "image_rel_path": "all_images/BUSI_0262_B.png",
+        "mask_rel_path": "all_masks/BUSI_0262_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0058_M.png",
+        "image_rel_path": "all_images/BUSI_0058_M.png",
+        "mask_rel_path": "all_masks/BUSI_0058_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0247_B.png",
+        "image_rel_path": "all_images/BUSI_0247_B.png",
+        "mask_rel_path": "all_masks/BUSI_0247_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0132_B.png",
+        "image_rel_path": "all_images/BUSI_0132_B.png",
+        "mask_rel_path": "all_masks/BUSI_0132_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0305_B.png",
+        "image_rel_path": "all_images/BUSI_0305_B.png",
+        "mask_rel_path": "all_masks/BUSI_0305_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0389_B.png",
+        "image_rel_path": "all_images/BUSI_0389_B.png",
+        "mask_rel_path": "all_masks/BUSI_0389_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0385_B.png",
+        "image_rel_path": "all_images/BUSI_0385_B.png",
+        "mask_rel_path": "all_masks/BUSI_0385_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0249_B.png",
+        "image_rel_path": "all_images/BUSI_0249_B.png",
+        "mask_rel_path": "all_masks/BUSI_0249_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0435_B.png",
+        "image_rel_path": "all_images/BUSI_0435_B.png",
+        "mask_rel_path": "all_masks/BUSI_0435_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0031_M.png",
+        "image_rel_path": "all_images/BUSI_0031_M.png",
+        "mask_rel_path": "all_masks/BUSI_0031_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0155_M.png",
+        "image_rel_path": "all_images/BUSI_0155_M.png",
+        "mask_rel_path": "all_masks/BUSI_0155_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0152_M.png",
+        "image_rel_path": "all_images/BUSI_0152_M.png",
+        "mask_rel_path": "all_masks/BUSI_0152_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0215_B.png",
+        "image_rel_path": "all_images/BUSI_0215_B.png",
+        "mask_rel_path": "all_masks/BUSI_0215_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0096_B.png",
+        "image_rel_path": "all_images/BUSI_0096_B.png",
+        "mask_rel_path": "all_masks/BUSI_0096_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0416_B.png",
+        "image_rel_path": "all_images/BUSI_0416_B.png",
+        "mask_rel_path": "all_masks/BUSI_0416_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0012_M.png",
+        "image_rel_path": "all_images/BUSI_0012_M.png",
+        "mask_rel_path": "all_masks/BUSI_0012_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0151_M.png",
+        "image_rel_path": "all_images/BUSI_0151_M.png",
+        "mask_rel_path": "all_masks/BUSI_0151_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0125_M.png",
+        "image_rel_path": "all_images/BUSI_0125_M.png",
+        "mask_rel_path": "all_masks/BUSI_0125_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0186_B.png",
+        "image_rel_path": "all_images/BUSI_0186_B.png",
+        "mask_rel_path": "all_masks/BUSI_0186_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0433_B.png",
+        "image_rel_path": "all_images/BUSI_0433_B.png",
+        "mask_rel_path": "all_masks/BUSI_0433_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0137_B.png",
+        "image_rel_path": "all_images/BUSI_0137_B.png",
+        "mask_rel_path": "all_masks/BUSI_0137_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0070_B.png",
+        "image_rel_path": "all_images/BUSI_0070_B.png",
+        "mask_rel_path": "all_masks/BUSI_0070_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0306_B.png",
+        "image_rel_path": "all_images/BUSI_0306_B.png",
+        "mask_rel_path": "all_masks/BUSI_0306_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0147_M.png",
+        "image_rel_path": "all_images/BUSI_0147_M.png",
+        "mask_rel_path": "all_masks/BUSI_0147_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0318_B.png",
+        "image_rel_path": "all_images/BUSI_0318_B.png",
+        "mask_rel_path": "all_masks/BUSI_0318_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0104_B.png",
+        "image_rel_path": "all_images/BUSI_0104_B.png",
+        "mask_rel_path": "all_masks/BUSI_0104_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0386_B.png",
+        "image_rel_path": "all_images/BUSI_0386_B.png",
+        "mask_rel_path": "all_masks/BUSI_0386_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0087_B.png",
+        "image_rel_path": "all_images/BUSI_0087_B.png",
+        "mask_rel_path": "all_masks/BUSI_0087_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0344_B.png",
+        "image_rel_path": "all_images/BUSI_0344_B.png",
+        "mask_rel_path": "all_masks/BUSI_0344_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0314_B.png",
+        "image_rel_path": "all_images/BUSI_0314_B.png",
+        "mask_rel_path": "all_masks/BUSI_0314_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0002_B.png",
+        "image_rel_path": "all_images/BUSI_0002_B.png",
+        "mask_rel_path": "all_masks/BUSI_0002_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0033_M.png",
+        "image_rel_path": "all_images/BUSI_0033_M.png",
+        "mask_rel_path": "all_masks/BUSI_0033_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0290_B.png",
+        "image_rel_path": "all_images/BUSI_0290_B.png",
+        "mask_rel_path": "all_masks/BUSI_0290_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0388_B.png",
+        "image_rel_path": "all_images/BUSI_0388_B.png",
+        "mask_rel_path": "all_masks/BUSI_0388_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0005_B.png",
+        "image_rel_path": "all_images/BUSI_0005_B.png",
+        "mask_rel_path": "all_masks/BUSI_0005_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0063_B.png",
+        "image_rel_path": "all_images/BUSI_0063_B.png",
+        "mask_rel_path": "all_masks/BUSI_0063_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0008_B.png",
+        "image_rel_path": "all_images/BUSI_0008_B.png",
+        "mask_rel_path": "all_masks/BUSI_0008_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0187_B.png",
+        "image_rel_path": "all_images/BUSI_0187_B.png",
+        "mask_rel_path": "all_masks/BUSI_0187_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0313_B.png",
+        "image_rel_path": "all_images/BUSI_0313_B.png",
+        "mask_rel_path": "all_masks/BUSI_0313_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0149_B.png",
+        "image_rel_path": "all_images/BUSI_0149_B.png",
+        "mask_rel_path": "all_masks/BUSI_0149_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0034_M.png",
+        "image_rel_path": "all_images/BUSI_0034_M.png",
+        "mask_rel_path": "all_masks/BUSI_0034_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0002_M.png",
+        "image_rel_path": "all_images/BUSI_0002_M.png",
+        "mask_rel_path": "all_masks/BUSI_0002_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0336_B.png",
+        "image_rel_path": "all_images/BUSI_0336_B.png",
+        "mask_rel_path": "all_masks/BUSI_0336_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0045_B.png",
+        "image_rel_path": "all_images/BUSI_0045_B.png",
+        "mask_rel_path": "all_masks/BUSI_0045_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0124_M.png",
+        "image_rel_path": "all_images/BUSI_0124_M.png",
+        "mask_rel_path": "all_masks/BUSI_0124_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0181_B.png",
+        "image_rel_path": "all_images/BUSI_0181_B.png",
+        "mask_rel_path": "all_masks/BUSI_0181_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0116_B.png",
+        "image_rel_path": "all_images/BUSI_0116_B.png",
+        "mask_rel_path": "all_masks/BUSI_0116_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0312_B.png",
+        "image_rel_path": "all_images/BUSI_0312_B.png",
+        "mask_rel_path": "all_masks/BUSI_0312_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0019_M.png",
+        "image_rel_path": "all_images/BUSI_0019_M.png",
+        "mask_rel_path": "all_masks/BUSI_0019_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0112_B.png",
+        "image_rel_path": "all_images/BUSI_0112_B.png",
+        "mask_rel_path": "all_masks/BUSI_0112_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0107_M.png",
+        "image_rel_path": "all_images/BUSI_0107_M.png",
+        "mask_rel_path": "all_masks/BUSI_0107_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0084_M.png",
+        "image_rel_path": "all_images/BUSI_0084_M.png",
+        "mask_rel_path": "all_masks/BUSI_0084_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0128_B.png",
+        "image_rel_path": "all_images/BUSI_0128_B.png",
+        "mask_rel_path": "all_masks/BUSI_0128_B.png"
+      },
+      {
+        "class_label": "malignant",
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+        "class_label": "benign",
+        "filename": "BUSI_0118_B.png",
+        "image_rel_path": "all_images/BUSI_0118_B.png",
+        "mask_rel_path": "all_masks/BUSI_0118_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0301_B.png",
+        "image_rel_path": "all_images/BUSI_0301_B.png",
+        "mask_rel_path": "all_masks/BUSI_0301_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0370_B.png",
+        "image_rel_path": "all_images/BUSI_0370_B.png",
+        "mask_rel_path": "all_masks/BUSI_0370_B.png"
+      }
+    ],
+    "val": [
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0142_B.png",
+        "image_rel_path": "all_images/BUSI_0142_B.png",
+        "mask_rel_path": "all_masks/BUSI_0142_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0037_B.png",
+        "image_rel_path": "all_images/BUSI_0037_B.png",
+        "mask_rel_path": "all_masks/BUSI_0037_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0285_B.png",
+        "image_rel_path": "all_images/BUSI_0285_B.png",
+        "mask_rel_path": "all_masks/BUSI_0285_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0122_B.png",
+        "image_rel_path": "all_images/BUSI_0122_B.png",
+        "mask_rel_path": "all_masks/BUSI_0122_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0097_M.png",
+        "image_rel_path": "all_images/BUSI_0097_M.png",
+        "mask_rel_path": "all_masks/BUSI_0097_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0174_B.png",
+        "image_rel_path": "all_images/BUSI_0174_B.png",
+        "mask_rel_path": "all_masks/BUSI_0174_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0420_B.png",
+        "image_rel_path": "all_images/BUSI_0420_B.png",
+        "mask_rel_path": "all_masks/BUSI_0420_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0048_B.png",
+        "image_rel_path": "all_images/BUSI_0048_B.png",
+        "mask_rel_path": "all_masks/BUSI_0048_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0035_M.png",
+        "image_rel_path": "all_images/BUSI_0035_M.png",
+        "mask_rel_path": "all_masks/BUSI_0035_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0049_M.png",
+        "image_rel_path": "all_images/BUSI_0049_M.png",
+        "mask_rel_path": "all_masks/BUSI_0049_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0360_B.png",
+        "image_rel_path": "all_images/BUSI_0360_B.png",
+        "mask_rel_path": "all_masks/BUSI_0360_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0368_B.png",
+        "image_rel_path": "all_images/BUSI_0368_B.png",
+        "mask_rel_path": "all_masks/BUSI_0368_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0334_B.png",
+        "image_rel_path": "all_images/BUSI_0334_B.png",
+        "mask_rel_path": "all_masks/BUSI_0334_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0024_B.png",
+        "image_rel_path": "all_images/BUSI_0024_B.png",
+        "mask_rel_path": "all_masks/BUSI_0024_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0101_B.png",
+        "image_rel_path": "all_images/BUSI_0101_B.png",
+        "mask_rel_path": "all_masks/BUSI_0101_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0034_B.png",
+        "image_rel_path": "all_images/BUSI_0034_B.png",
+        "mask_rel_path": "all_masks/BUSI_0034_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0307_B.png",
+        "image_rel_path": "all_images/BUSI_0307_B.png",
+        "mask_rel_path": "all_masks/BUSI_0307_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0326_B.png",
+        "image_rel_path": "all_images/BUSI_0326_B.png",
+        "mask_rel_path": "all_masks/BUSI_0326_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0319_B.png",
+        "image_rel_path": "all_images/BUSI_0319_B.png",
+        "mask_rel_path": "all_masks/BUSI_0319_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0328_B.png",
+        "image_rel_path": "all_images/BUSI_0328_B.png",
+        "mask_rel_path": "all_masks/BUSI_0328_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0077_B.png",
+        "image_rel_path": "all_images/BUSI_0077_B.png",
+        "mask_rel_path": "all_masks/BUSI_0077_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0007_M.png",
+        "image_rel_path": "all_images/BUSI_0007_M.png",
+        "mask_rel_path": "all_masks/BUSI_0007_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0190_M.png",
+        "image_rel_path": "all_images/BUSI_0190_M.png",
+        "mask_rel_path": "all_masks/BUSI_0190_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0201_M.png",
+        "image_rel_path": "all_images/BUSI_0201_M.png",
+        "mask_rel_path": "all_masks/BUSI_0201_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0323_B.png",
+        "image_rel_path": "all_images/BUSI_0323_B.png",
+        "mask_rel_path": "all_masks/BUSI_0323_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0343_B.png",
+        "image_rel_path": "all_images/BUSI_0343_B.png",
+        "mask_rel_path": "all_masks/BUSI_0343_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0172_M.png",
+        "image_rel_path": "all_images/BUSI_0172_M.png",
+        "mask_rel_path": "all_masks/BUSI_0172_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0044_B.png",
+        "image_rel_path": "all_images/BUSI_0044_B.png",
+        "mask_rel_path": "all_masks/BUSI_0044_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0161_M.png",
+        "image_rel_path": "all_images/BUSI_0161_M.png",
+        "mask_rel_path": "all_masks/BUSI_0161_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0024_M.png",
+        "image_rel_path": "all_images/BUSI_0024_M.png",
+        "mask_rel_path": "all_masks/BUSI_0024_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0257_B.png",
+        "image_rel_path": "all_images/BUSI_0257_B.png",
+        "mask_rel_path": "all_masks/BUSI_0257_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0076_M.png",
+        "image_rel_path": "all_images/BUSI_0076_M.png",
+        "mask_rel_path": "all_masks/BUSI_0076_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0204_M.png",
+        "image_rel_path": "all_images/BUSI_0204_M.png",
+        "mask_rel_path": "all_masks/BUSI_0204_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0150_B.png",
+        "image_rel_path": "all_images/BUSI_0150_B.png",
+        "mask_rel_path": "all_masks/BUSI_0150_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0424_B.png",
+        "image_rel_path": "all_images/BUSI_0424_B.png",
+        "mask_rel_path": "all_masks/BUSI_0424_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0020_M.png",
+        "image_rel_path": "all_images/BUSI_0020_M.png",
+        "mask_rel_path": "all_masks/BUSI_0020_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0101_M.png",
+        "image_rel_path": "all_images/BUSI_0101_M.png",
+        "mask_rel_path": "all_masks/BUSI_0101_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0158_B.png",
+        "image_rel_path": "all_images/BUSI_0158_B.png",
+        "mask_rel_path": "all_masks/BUSI_0158_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0350_B.png",
+        "image_rel_path": "all_images/BUSI_0350_B.png",
+        "mask_rel_path": "all_masks/BUSI_0350_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0153_B.png",
+        "image_rel_path": "all_images/BUSI_0153_B.png",
+        "mask_rel_path": "all_masks/BUSI_0153_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0092_B.png",
+        "image_rel_path": "all_images/BUSI_0092_B.png",
+        "mask_rel_path": "all_masks/BUSI_0092_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0298_B.png",
+        "image_rel_path": "all_images/BUSI_0298_B.png",
+        "mask_rel_path": "all_masks/BUSI_0298_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0160_B.png",
+        "image_rel_path": "all_images/BUSI_0160_B.png",
+        "mask_rel_path": "all_masks/BUSI_0160_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0072_B.png",
+        "image_rel_path": "all_images/BUSI_0072_B.png",
+        "mask_rel_path": "all_masks/BUSI_0072_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0069_B.png",
+        "image_rel_path": "all_images/BUSI_0069_B.png",
+        "mask_rel_path": "all_masks/BUSI_0069_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0127_B.png",
+        "image_rel_path": "all_images/BUSI_0127_B.png",
+        "mask_rel_path": "all_masks/BUSI_0127_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0197_M.png",
+        "image_rel_path": "all_images/BUSI_0197_M.png",
+        "mask_rel_path": "all_masks/BUSI_0197_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0255_B.png",
+        "image_rel_path": "all_images/BUSI_0255_B.png",
+        "mask_rel_path": "all_masks/BUSI_0255_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0333_B.png",
+        "image_rel_path": "all_images/BUSI_0333_B.png",
+        "mask_rel_path": "all_masks/BUSI_0333_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0162_M.png",
+        "image_rel_path": "all_images/BUSI_0162_M.png",
+        "mask_rel_path": "all_masks/BUSI_0162_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0069_M.png",
+        "image_rel_path": "all_images/BUSI_0069_M.png",
+        "mask_rel_path": "all_masks/BUSI_0069_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0059_M.png",
+        "image_rel_path": "all_images/BUSI_0059_M.png",
+        "mask_rel_path": "all_masks/BUSI_0059_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0209_B.png",
+        "image_rel_path": "all_images/BUSI_0209_B.png",
+        "mask_rel_path": "all_masks/BUSI_0209_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0165_M.png",
+        "image_rel_path": "all_images/BUSI_0165_M.png",
+        "mask_rel_path": "all_masks/BUSI_0165_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0037_M.png",
+        "image_rel_path": "all_images/BUSI_0037_M.png",
+        "mask_rel_path": "all_masks/BUSI_0037_M.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0401_B.png",
+        "image_rel_path": "all_images/BUSI_0401_B.png",
+        "mask_rel_path": "all_masks/BUSI_0401_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0182_B.png",
+        "image_rel_path": "all_images/BUSI_0182_B.png",
+        "mask_rel_path": "all_masks/BUSI_0182_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0357_B.png",
+        "image_rel_path": "all_images/BUSI_0357_B.png",
+        "mask_rel_path": "all_masks/BUSI_0357_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0260_B.png",
+        "image_rel_path": "all_images/BUSI_0260_B.png",
+        "mask_rel_path": "all_masks/BUSI_0260_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0272_B.png",
+        "image_rel_path": "all_images/BUSI_0272_B.png",
+        "mask_rel_path": "all_masks/BUSI_0272_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0102_B.png",
+        "image_rel_path": "all_images/BUSI_0102_B.png",
+        "mask_rel_path": "all_masks/BUSI_0102_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0089_B.png",
+        "image_rel_path": "all_images/BUSI_0089_B.png",
+        "mask_rel_path": "all_masks/BUSI_0089_B.png"
+      },
+      {
+        "class_label": "benign",
+        "filename": "BUSI_0138_B.png",
+        "image_rel_path": "all_images/BUSI_0138_B.png",
+        "mask_rel_path": "all_masks/BUSI_0138_B.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0110_M.png",
+        "image_rel_path": "all_images/BUSI_0110_M.png",
+        "mask_rel_path": "all_masks/BUSI_0110_M.png"
+      },
+      {
+        "class_label": "malignant",
+        "filename": "BUSI_0053_M.png",
+        "image_rel_path": "all_images/BUSI_0053_M.png",
+        "mask_rel_path": "all_masks/BUSI_0053_M.png"
+      }
+    ]
+  },
+  "class_distributions": {
+    "test": {
+      "benign": 44,
+      "malignant": 21
+    },
+    "train": {
+      "benign": 349,
+      "malignant": 168
+    },
+    "val": {
+      "benign": 44,
+      "malignant": 21
+    }
+  },
+  "config_fingerprint": "948625a79e39aa663c4425385ff03ffcf44839282fc3222600e8ad948e7a4b39",
+  "counts": {
+    "test": 65,
+    "train": 517,
+    "val": 65
+  },
+  "dataset_fingerprint": "a379fab5541bccd18cd70c1e29b2ac8be20d4c5325a1f20c14abe05ee239dafb",
+  "dataset_name": "BUSI_with_classes",
+  "dataset_split_policy": "stratified",
+  "experiment_name": "stratified_holdout_v1",
+  "percent_sampling_mode": "incremental",
+  "split_repeat_index": 4,
+  "split_seed": 293900788,
+  "split_type": "80_10_10"
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_005_repeat_01.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_005_repeat_01.json
new file mode 100644
index 0000000000000000000000000000000000000000..c1d57bc9016af3ae1e4abce6fca7a46c8cdb2fae
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_005_repeat_01.json
@@ -0,0 +1,4088 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0179_M.png",
+      "image_rel_path": "all_images/BUSI_0179_M.png",
+      "mask_rel_path": "all_masks/BUSI_0179_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0017_B.png",
+      "image_rel_path": "all_images/BUSI_0017_B.png",
+      "mask_rel_path": "all_masks/BUSI_0017_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0429_B.png",
+      "image_rel_path": "all_images/BUSI_0429_B.png",
+      "mask_rel_path": "all_masks/BUSI_0429_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0107_B.png",
+      "image_rel_path": "all_images/BUSI_0107_B.png",
+      "mask_rel_path": "all_masks/BUSI_0107_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0045_M.png",
+      "image_rel_path": "all_images/BUSI_0045_M.png",
+      "mask_rel_path": "all_masks/BUSI_0045_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0171_M.png",
+      "image_rel_path": "all_images/BUSI_0171_M.png",
+      "mask_rel_path": "all_masks/BUSI_0171_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0348_B.png",
+      "image_rel_path": "all_images/BUSI_0348_B.png",
+      "mask_rel_path": "all_masks/BUSI_0348_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0057_M.png",
+      "image_rel_path": "all_images/BUSI_0057_M.png",
+      "mask_rel_path": "all_masks/BUSI_0057_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0013_M.png",
+      "image_rel_path": "all_images/BUSI_0013_M.png",
+      "mask_rel_path": "all_masks/BUSI_0013_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0432_B.png",
+      "image_rel_path": "all_images/BUSI_0432_B.png",
+      "mask_rel_path": "all_masks/BUSI_0432_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0072_M.png",
+      "image_rel_path": "all_images/BUSI_0072_M.png",
+      "mask_rel_path": "all_masks/BUSI_0072_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0196_B.png",
+      "image_rel_path": "all_images/BUSI_0196_B.png",
+      "mask_rel_path": "all_masks/BUSI_0196_B.png"
+    },
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+      "image_rel_path": "all_images/BUSI_0224_B.png",
+      "mask_rel_path": "all_masks/BUSI_0224_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0176_B.png",
+      "image_rel_path": "all_images/BUSI_0176_B.png",
+      "mask_rel_path": "all_masks/BUSI_0176_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0026_B.png",
+      "image_rel_path": "all_images/BUSI_0026_B.png",
+      "mask_rel_path": "all_masks/BUSI_0026_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0005_B.png",
+      "image_rel_path": "all_images/BUSI_0005_B.png",
+      "mask_rel_path": "all_masks/BUSI_0005_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0199_M.png",
+      "image_rel_path": "all_images/BUSI_0199_M.png",
+      "mask_rel_path": "all_masks/BUSI_0199_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0384_B.png",
+      "image_rel_path": "all_images/BUSI_0384_B.png",
+      "mask_rel_path": "all_masks/BUSI_0384_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0083_M.png",
+      "image_rel_path": "all_images/BUSI_0083_M.png",
+      "mask_rel_path": "all_masks/BUSI_0083_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0118_B.png",
+      "image_rel_path": "all_images/BUSI_0118_B.png",
+      "mask_rel_path": "all_masks/BUSI_0118_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0405_B.png",
+      "image_rel_path": "all_images/BUSI_0405_B.png",
+      "mask_rel_path": "all_masks/BUSI_0405_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0208_M.png",
+      "image_rel_path": "all_images/BUSI_0208_M.png",
+      "mask_rel_path": "all_masks/BUSI_0208_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0038_B.png",
+      "image_rel_path": "all_images/BUSI_0038_B.png",
+      "mask_rel_path": "all_masks/BUSI_0038_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0341_B.png",
+      "image_rel_path": "all_images/BUSI_0341_B.png",
+      "mask_rel_path": "all_masks/BUSI_0341_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0127_B.png",
+      "image_rel_path": "all_images/BUSI_0127_B.png",
+      "mask_rel_path": "all_masks/BUSI_0127_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0060_M.png",
+      "image_rel_path": "all_images/BUSI_0060_M.png",
+      "mask_rel_path": "all_masks/BUSI_0060_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0100_M.png",
+      "image_rel_path": "all_images/BUSI_0100_M.png",
+      "mask_rel_path": "all_masks/BUSI_0100_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0099_M.png",
+      "image_rel_path": "all_images/BUSI_0099_M.png",
+      "mask_rel_path": "all_masks/BUSI_0099_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0285_B.png",
+      "image_rel_path": "all_images/BUSI_0285_B.png",
+      "mask_rel_path": "all_masks/BUSI_0285_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0066_B.png",
+      "image_rel_path": "all_images/BUSI_0066_B.png",
+      "mask_rel_path": "all_masks/BUSI_0066_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0198_B.png",
+      "image_rel_path": "all_images/BUSI_0198_B.png",
+      "mask_rel_path": "all_masks/BUSI_0198_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0276_B.png",
+      "image_rel_path": "all_images/BUSI_0276_B.png",
+      "mask_rel_path": "all_masks/BUSI_0276_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0151_M.png",
+      "image_rel_path": "all_images/BUSI_0151_M.png",
+      "mask_rel_path": "all_masks/BUSI_0151_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0319_B.png",
+      "image_rel_path": "all_images/BUSI_0319_B.png",
+      "mask_rel_path": "all_masks/BUSI_0319_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0180_B.png",
+      "image_rel_path": "all_images/BUSI_0180_B.png",
+      "mask_rel_path": "all_masks/BUSI_0180_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0051_M.png",
+      "image_rel_path": "all_images/BUSI_0051_M.png",
+      "mask_rel_path": "all_masks/BUSI_0051_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0333_B.png",
+      "image_rel_path": "all_images/BUSI_0333_B.png",
+      "mask_rel_path": "all_masks/BUSI_0333_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0425_B.png",
+      "image_rel_path": "all_images/BUSI_0425_B.png",
+      "mask_rel_path": "all_masks/BUSI_0425_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0181_M.png",
+      "image_rel_path": "all_images/BUSI_0181_M.png",
+      "mask_rel_path": "all_masks/BUSI_0181_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0061_M.png",
+      "image_rel_path": "all_images/BUSI_0061_M.png",
+      "mask_rel_path": "all_masks/BUSI_0061_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0161_B.png",
+      "image_rel_path": "all_images/BUSI_0161_B.png",
+      "mask_rel_path": "all_masks/BUSI_0161_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0290_B.png",
+      "image_rel_path": "all_images/BUSI_0290_B.png",
+      "mask_rel_path": "all_masks/BUSI_0290_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0376_B.png",
+      "image_rel_path": "all_images/BUSI_0376_B.png",
+      "mask_rel_path": "all_masks/BUSI_0376_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0119_M.png",
+      "image_rel_path": "all_images/BUSI_0119_M.png",
+      "mask_rel_path": "all_masks/BUSI_0119_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0103_B.png",
+      "image_rel_path": "all_images/BUSI_0103_B.png",
+      "mask_rel_path": "all_masks/BUSI_0103_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0414_B.png",
+      "image_rel_path": "all_images/BUSI_0414_B.png",
+      "mask_rel_path": "all_masks/BUSI_0414_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0358_B.png",
+      "image_rel_path": "all_images/BUSI_0358_B.png",
+      "mask_rel_path": "all_masks/BUSI_0358_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0080_B.png",
+      "image_rel_path": "all_images/BUSI_0080_B.png",
+      "mask_rel_path": "all_masks/BUSI_0080_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0359_B.png",
+      "image_rel_path": "all_images/BUSI_0359_B.png",
+      "mask_rel_path": "all_masks/BUSI_0359_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0428_B.png",
+      "image_rel_path": "all_images/BUSI_0428_B.png",
+      "mask_rel_path": "all_masks/BUSI_0428_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0120_B.png",
+      "image_rel_path": "all_images/BUSI_0120_B.png",
+      "mask_rel_path": "all_masks/BUSI_0120_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0142_B.png",
+      "image_rel_path": "all_images/BUSI_0142_B.png",
+      "mask_rel_path": "all_masks/BUSI_0142_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0079_M.png",
+      "image_rel_path": "all_images/BUSI_0079_M.png",
+      "mask_rel_path": "all_masks/BUSI_0079_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0007_B.png",
+      "image_rel_path": "all_images/BUSI_0007_B.png",
+      "mask_rel_path": "all_masks/BUSI_0007_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0076_M.png",
+      "image_rel_path": "all_images/BUSI_0076_M.png",
+      "mask_rel_path": "all_masks/BUSI_0076_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0275_B.png",
+      "image_rel_path": "all_images/BUSI_0275_B.png",
+      "mask_rel_path": "all_masks/BUSI_0275_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0132_B.png",
+      "image_rel_path": "all_images/BUSI_0132_B.png",
+      "mask_rel_path": "all_masks/BUSI_0132_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0139_M.png",
+      "image_rel_path": "all_images/BUSI_0139_M.png",
+      "mask_rel_path": "all_masks/BUSI_0139_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0325_B.png",
+      "image_rel_path": "all_images/BUSI_0325_B.png",
+      "mask_rel_path": "all_masks/BUSI_0325_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0324_B.png",
+      "image_rel_path": "all_images/BUSI_0324_B.png",
+      "mask_rel_path": "all_masks/BUSI_0324_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0266_B.png",
+      "image_rel_path": "all_images/BUSI_0266_B.png",
+      "mask_rel_path": "all_masks/BUSI_0266_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0183_M.png",
+      "image_rel_path": "all_images/BUSI_0183_M.png",
+      "mask_rel_path": "all_masks/BUSI_0183_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0205_M.png",
+      "image_rel_path": "all_images/BUSI_0205_M.png",
+      "mask_rel_path": "all_masks/BUSI_0205_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0068_B.png",
+      "image_rel_path": "all_images/BUSI_0068_B.png",
+      "mask_rel_path": "all_masks/BUSI_0068_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0204_B.png",
+      "image_rel_path": "all_images/BUSI_0204_B.png",
+      "mask_rel_path": "all_masks/BUSI_0204_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0431_B.png",
+      "image_rel_path": "all_images/BUSI_0431_B.png",
+      "mask_rel_path": "all_masks/BUSI_0431_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0382_B.png",
+      "image_rel_path": "all_images/BUSI_0382_B.png",
+      "mask_rel_path": "all_masks/BUSI_0382_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0318_B.png",
+      "image_rel_path": "all_images/BUSI_0318_B.png",
+      "mask_rel_path": "all_masks/BUSI_0318_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0192_B.png",
+      "image_rel_path": "all_images/BUSI_0192_B.png",
+      "mask_rel_path": "all_masks/BUSI_0192_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_005_repeat_02.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_005_repeat_02.json
new file mode 100644
index 0000000000000000000000000000000000000000..7e9ed05126fea73053dfadcf3c0cbaff9ff34b75
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_005_repeat_02.json
@@ -0,0 +1,4087 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0179_M.png",
+      "image_rel_path": "all_images/BUSI_0179_M.png",
+      "mask_rel_path": "all_masks/BUSI_0179_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0017_B.png",
+      "image_rel_path": "all_images/BUSI_0017_B.png",
+      "mask_rel_path": "all_masks/BUSI_0017_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0429_B.png",
+      "image_rel_path": "all_images/BUSI_0429_B.png",
+      "mask_rel_path": "all_masks/BUSI_0429_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0107_B.png",
+      "image_rel_path": "all_images/BUSI_0107_B.png",
+      "mask_rel_path": "all_masks/BUSI_0107_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0045_M.png",
+      "image_rel_path": "all_images/BUSI_0045_M.png",
+      "mask_rel_path": "all_masks/BUSI_0045_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0171_M.png",
+      "image_rel_path": "all_images/BUSI_0171_M.png",
+      "mask_rel_path": "all_masks/BUSI_0171_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0348_B.png",
+      "image_rel_path": "all_images/BUSI_0348_B.png",
+      "mask_rel_path": "all_masks/BUSI_0348_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0057_M.png",
+      "image_rel_path": "all_images/BUSI_0057_M.png",
+      "mask_rel_path": "all_masks/BUSI_0057_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0013_M.png",
+      "image_rel_path": "all_images/BUSI_0013_M.png",
+      "mask_rel_path": "all_masks/BUSI_0013_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0432_B.png",
+      "image_rel_path": "all_images/BUSI_0432_B.png",
+      "mask_rel_path": "all_masks/BUSI_0432_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0072_M.png",
+      "image_rel_path": "all_images/BUSI_0072_M.png",
+      "mask_rel_path": "all_masks/BUSI_0072_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0196_B.png",
+      "image_rel_path": "all_images/BUSI_0196_B.png",
+      "mask_rel_path": "all_masks/BUSI_0196_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0011_B.png",
+      "image_rel_path": "all_images/BUSI_0011_B.png",
+      "mask_rel_path": "all_masks/BUSI_0011_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0045_B.png",
+      "image_rel_path": "all_images/BUSI_0045_B.png",
+      "mask_rel_path": "all_masks/BUSI_0045_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0044_B.png",
+      "image_rel_path": "all_images/BUSI_0044_B.png",
+      "mask_rel_path": "all_masks/BUSI_0044_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0023_B.png",
+      "image_rel_path": "all_images/BUSI_0023_B.png",
+      "mask_rel_path": "all_masks/BUSI_0023_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0113_B.png",
+      "image_rel_path": "all_images/BUSI_0113_B.png",
+      "mask_rel_path": "all_masks/BUSI_0113_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0344_B.png",
+      "image_rel_path": "all_images/BUSI_0344_B.png",
+      "mask_rel_path": "all_masks/BUSI_0344_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0316_B.png",
+      "image_rel_path": "all_images/BUSI_0316_B.png",
+      "mask_rel_path": "all_masks/BUSI_0316_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0123_B.png",
+      "image_rel_path": "all_images/BUSI_0123_B.png",
+      "mask_rel_path": "all_masks/BUSI_0123_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0043_M.png",
+      "image_rel_path": "all_images/BUSI_0043_M.png",
+      "mask_rel_path": "all_masks/BUSI_0043_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0030_M.png",
+      "image_rel_path": "all_images/BUSI_0030_M.png",
+      "mask_rel_path": "all_masks/BUSI_0030_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0153_B.png",
+      "image_rel_path": "all_images/BUSI_0153_B.png",
+      "mask_rel_path": "all_masks/BUSI_0153_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0411_B.png",
+      "image_rel_path": "all_images/BUSI_0411_B.png",
+      "mask_rel_path": "all_masks/BUSI_0411_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0396_B.png",
+      "image_rel_path": "all_images/BUSI_0396_B.png",
+      "mask_rel_path": "all_masks/BUSI_0396_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0078_B.png",
+      "image_rel_path": "all_images/BUSI_0078_B.png",
+      "mask_rel_path": "all_masks/BUSI_0078_B.png"
+    },
+    {
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+      "image_rel_path": "all_images/BUSI_0100_M.png",
+      "mask_rel_path": "all_masks/BUSI_0100_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0099_M.png",
+      "image_rel_path": "all_images/BUSI_0099_M.png",
+      "mask_rel_path": "all_masks/BUSI_0099_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0285_B.png",
+      "image_rel_path": "all_images/BUSI_0285_B.png",
+      "mask_rel_path": "all_masks/BUSI_0285_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0066_B.png",
+      "image_rel_path": "all_images/BUSI_0066_B.png",
+      "mask_rel_path": "all_masks/BUSI_0066_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0198_B.png",
+      "image_rel_path": "all_images/BUSI_0198_B.png",
+      "mask_rel_path": "all_masks/BUSI_0198_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0276_B.png",
+      "image_rel_path": "all_images/BUSI_0276_B.png",
+      "mask_rel_path": "all_masks/BUSI_0276_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0151_M.png",
+      "image_rel_path": "all_images/BUSI_0151_M.png",
+      "mask_rel_path": "all_masks/BUSI_0151_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0319_B.png",
+      "image_rel_path": "all_images/BUSI_0319_B.png",
+      "mask_rel_path": "all_masks/BUSI_0319_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0180_B.png",
+      "image_rel_path": "all_images/BUSI_0180_B.png",
+      "mask_rel_path": "all_masks/BUSI_0180_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0051_M.png",
+      "image_rel_path": "all_images/BUSI_0051_M.png",
+      "mask_rel_path": "all_masks/BUSI_0051_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0333_B.png",
+      "image_rel_path": "all_images/BUSI_0333_B.png",
+      "mask_rel_path": "all_masks/BUSI_0333_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0425_B.png",
+      "image_rel_path": "all_images/BUSI_0425_B.png",
+      "mask_rel_path": "all_masks/BUSI_0425_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0181_M.png",
+      "image_rel_path": "all_images/BUSI_0181_M.png",
+      "mask_rel_path": "all_masks/BUSI_0181_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0061_M.png",
+      "image_rel_path": "all_images/BUSI_0061_M.png",
+      "mask_rel_path": "all_masks/BUSI_0061_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0161_B.png",
+      "image_rel_path": "all_images/BUSI_0161_B.png",
+      "mask_rel_path": "all_masks/BUSI_0161_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0290_B.png",
+      "image_rel_path": "all_images/BUSI_0290_B.png",
+      "mask_rel_path": "all_masks/BUSI_0290_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0376_B.png",
+      "image_rel_path": "all_images/BUSI_0376_B.png",
+      "mask_rel_path": "all_masks/BUSI_0376_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0119_M.png",
+      "image_rel_path": "all_images/BUSI_0119_M.png",
+      "mask_rel_path": "all_masks/BUSI_0119_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0103_B.png",
+      "image_rel_path": "all_images/BUSI_0103_B.png",
+      "mask_rel_path": "all_masks/BUSI_0103_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0414_B.png",
+      "image_rel_path": "all_images/BUSI_0414_B.png",
+      "mask_rel_path": "all_masks/BUSI_0414_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0358_B.png",
+      "image_rel_path": "all_images/BUSI_0358_B.png",
+      "mask_rel_path": "all_masks/BUSI_0358_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0080_B.png",
+      "image_rel_path": "all_images/BUSI_0080_B.png",
+      "mask_rel_path": "all_masks/BUSI_0080_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0359_B.png",
+      "image_rel_path": "all_images/BUSI_0359_B.png",
+      "mask_rel_path": "all_masks/BUSI_0359_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0428_B.png",
+      "image_rel_path": "all_images/BUSI_0428_B.png",
+      "mask_rel_path": "all_masks/BUSI_0428_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0120_B.png",
+      "image_rel_path": "all_images/BUSI_0120_B.png",
+      "mask_rel_path": "all_masks/BUSI_0120_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0142_B.png",
+      "image_rel_path": "all_images/BUSI_0142_B.png",
+      "mask_rel_path": "all_masks/BUSI_0142_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0079_M.png",
+      "image_rel_path": "all_images/BUSI_0079_M.png",
+      "mask_rel_path": "all_masks/BUSI_0079_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0007_B.png",
+      "image_rel_path": "all_images/BUSI_0007_B.png",
+      "mask_rel_path": "all_masks/BUSI_0007_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0076_M.png",
+      "image_rel_path": "all_images/BUSI_0076_M.png",
+      "mask_rel_path": "all_masks/BUSI_0076_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0275_B.png",
+      "image_rel_path": "all_images/BUSI_0275_B.png",
+      "mask_rel_path": "all_masks/BUSI_0275_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0132_B.png",
+      "image_rel_path": "all_images/BUSI_0132_B.png",
+      "mask_rel_path": "all_masks/BUSI_0132_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0139_M.png",
+      "image_rel_path": "all_images/BUSI_0139_M.png",
+      "mask_rel_path": "all_masks/BUSI_0139_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0325_B.png",
+      "image_rel_path": "all_images/BUSI_0325_B.png",
+      "mask_rel_path": "all_masks/BUSI_0325_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0324_B.png",
+      "image_rel_path": "all_images/BUSI_0324_B.png",
+      "mask_rel_path": "all_masks/BUSI_0324_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0266_B.png",
+      "image_rel_path": "all_images/BUSI_0266_B.png",
+      "mask_rel_path": "all_masks/BUSI_0266_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0183_M.png",
+      "image_rel_path": "all_images/BUSI_0183_M.png",
+      "mask_rel_path": "all_masks/BUSI_0183_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0205_M.png",
+      "image_rel_path": "all_images/BUSI_0205_M.png",
+      "mask_rel_path": "all_masks/BUSI_0205_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0068_B.png",
+      "image_rel_path": "all_images/BUSI_0068_B.png",
+      "mask_rel_path": "all_masks/BUSI_0068_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0204_B.png",
+      "image_rel_path": "all_images/BUSI_0204_B.png",
+      "mask_rel_path": "all_masks/BUSI_0204_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0431_B.png",
+      "image_rel_path": "all_images/BUSI_0431_B.png",
+      "mask_rel_path": "all_masks/BUSI_0431_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0382_B.png",
+      "image_rel_path": "all_images/BUSI_0382_B.png",
+      "mask_rel_path": "all_masks/BUSI_0382_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0318_B.png",
+      "image_rel_path": "all_images/BUSI_0318_B.png",
+      "mask_rel_path": "all_masks/BUSI_0318_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0192_B.png",
+      "image_rel_path": "all_images/BUSI_0192_B.png",
+      "mask_rel_path": "all_masks/BUSI_0192_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_005_repeat_03.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_005_repeat_03.json
new file mode 100644
index 0000000000000000000000000000000000000000..baec03933aa0edbcc06bb506d0bba7523d8c054f
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_005_repeat_03.json
@@ -0,0 +1,4086 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0179_M.png",
+      "image_rel_path": "all_images/BUSI_0179_M.png",
+      "mask_rel_path": "all_masks/BUSI_0179_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0017_B.png",
+      "image_rel_path": "all_images/BUSI_0017_B.png",
+      "mask_rel_path": "all_masks/BUSI_0017_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0429_B.png",
+      "image_rel_path": "all_images/BUSI_0429_B.png",
+      "mask_rel_path": "all_masks/BUSI_0429_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0107_B.png",
+      "image_rel_path": "all_images/BUSI_0107_B.png",
+      "mask_rel_path": "all_masks/BUSI_0107_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0045_M.png",
+      "image_rel_path": "all_images/BUSI_0045_M.png",
+      "mask_rel_path": "all_masks/BUSI_0045_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0171_M.png",
+      "image_rel_path": "all_images/BUSI_0171_M.png",
+      "mask_rel_path": "all_masks/BUSI_0171_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0348_B.png",
+      "image_rel_path": "all_images/BUSI_0348_B.png",
+      "mask_rel_path": "all_masks/BUSI_0348_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0057_M.png",
+      "image_rel_path": "all_images/BUSI_0057_M.png",
+      "mask_rel_path": "all_masks/BUSI_0057_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0013_M.png",
+      "image_rel_path": "all_images/BUSI_0013_M.png",
+      "mask_rel_path": "all_masks/BUSI_0013_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0432_B.png",
+      "image_rel_path": "all_images/BUSI_0432_B.png",
+      "mask_rel_path": "all_masks/BUSI_0432_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0072_M.png",
+      "image_rel_path": "all_images/BUSI_0072_M.png",
+      "mask_rel_path": "all_masks/BUSI_0072_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0196_B.png",
+      "image_rel_path": "all_images/BUSI_0196_B.png",
+      "mask_rel_path": "all_masks/BUSI_0196_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0011_B.png",
+      "image_rel_path": "all_images/BUSI_0011_B.png",
+      "mask_rel_path": "all_masks/BUSI_0011_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0045_B.png",
+      "image_rel_path": "all_images/BUSI_0045_B.png",
+      "mask_rel_path": "all_masks/BUSI_0045_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0044_B.png",
+      "image_rel_path": "all_images/BUSI_0044_B.png",
+      "mask_rel_path": "all_masks/BUSI_0044_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0023_B.png",
+      "image_rel_path": "all_images/BUSI_0023_B.png",
+      "mask_rel_path": "all_masks/BUSI_0023_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0113_B.png",
+      "image_rel_path": "all_images/BUSI_0113_B.png",
+      "mask_rel_path": "all_masks/BUSI_0113_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0344_B.png",
+      "image_rel_path": "all_images/BUSI_0344_B.png",
+      "mask_rel_path": "all_masks/BUSI_0344_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0316_B.png",
+      "image_rel_path": "all_images/BUSI_0316_B.png",
+      "mask_rel_path": "all_masks/BUSI_0316_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0123_B.png",
+      "image_rel_path": "all_images/BUSI_0123_B.png",
+      "mask_rel_path": "all_masks/BUSI_0123_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0043_M.png",
+      "image_rel_path": "all_images/BUSI_0043_M.png",
+      "mask_rel_path": "all_masks/BUSI_0043_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0030_M.png",
+      "image_rel_path": "all_images/BUSI_0030_M.png",
+      "mask_rel_path": "all_masks/BUSI_0030_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0153_B.png",
+      "image_rel_path": "all_images/BUSI_0153_B.png",
+      "mask_rel_path": "all_masks/BUSI_0153_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0411_B.png",
+      "image_rel_path": "all_images/BUSI_0411_B.png",
+      "mask_rel_path": "all_masks/BUSI_0411_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0396_B.png",
+      "image_rel_path": "all_images/BUSI_0396_B.png",
+      "mask_rel_path": "all_masks/BUSI_0396_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0078_B.png",
+      "image_rel_path": "all_images/BUSI_0078_B.png",
+      "mask_rel_path": "all_masks/BUSI_0078_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0347_B.png",
+      "image_rel_path": "all_images/BUSI_0347_B.png",
+      "mask_rel_path": "all_masks/BUSI_0347_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0215_B.png",
+      "image_rel_path": "all_images/BUSI_0215_B.png",
+      "mask_rel_path": "all_masks/BUSI_0215_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0028_M.png",
+      "image_rel_path": "all_images/BUSI_0028_M.png",
+      "mask_rel_path": "all_masks/BUSI_0028_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0255_B.png",
+      "image_rel_path": "all_images/BUSI_0255_B.png",
+      "mask_rel_path": "all_masks/BUSI_0255_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0003_B.png",
+      "image_rel_path": "all_images/BUSI_0003_B.png",
+      "mask_rel_path": "all_masks/BUSI_0003_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0080_M.png",
+      "image_rel_path": "all_images/BUSI_0080_M.png",
+      "mask_rel_path": "all_masks/BUSI_0080_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0236_B.png",
+      "image_rel_path": "all_images/BUSI_0236_B.png",
+      "mask_rel_path": "all_masks/BUSI_0236_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0050_B.png",
+      "image_rel_path": "all_images/BUSI_0050_B.png",
+      "mask_rel_path": "all_masks/BUSI_0050_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0197_M.png",
+      "image_rel_path": "all_images/BUSI_0197_M.png",
+      "mask_rel_path": "all_masks/BUSI_0197_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0245_B.png",
+      "image_rel_path": "all_images/BUSI_0245_B.png",
+      "mask_rel_path": "all_masks/BUSI_0245_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0128_B.png",
+      "image_rel_path": "all_images/BUSI_0128_B.png",
+      "mask_rel_path": "all_masks/BUSI_0128_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0164_M.png",
+      "image_rel_path": "all_images/BUSI_0164_M.png",
+      "mask_rel_path": "all_masks/BUSI_0164_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0061_B.png",
+      "image_rel_path": "all_images/BUSI_0061_B.png",
+      "mask_rel_path": "all_masks/BUSI_0061_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0052_M.png",
+      "image_rel_path": "all_images/BUSI_0052_M.png",
+      "mask_rel_path": "all_masks/BUSI_0052_M.png"
+    },
+    {
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+      "image_rel_path": "all_images/BUSI_0061_M.png",
+      "mask_rel_path": "all_masks/BUSI_0061_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0161_B.png",
+      "image_rel_path": "all_images/BUSI_0161_B.png",
+      "mask_rel_path": "all_masks/BUSI_0161_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0290_B.png",
+      "image_rel_path": "all_images/BUSI_0290_B.png",
+      "mask_rel_path": "all_masks/BUSI_0290_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0376_B.png",
+      "image_rel_path": "all_images/BUSI_0376_B.png",
+      "mask_rel_path": "all_masks/BUSI_0376_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0119_M.png",
+      "image_rel_path": "all_images/BUSI_0119_M.png",
+      "mask_rel_path": "all_masks/BUSI_0119_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0103_B.png",
+      "image_rel_path": "all_images/BUSI_0103_B.png",
+      "mask_rel_path": "all_masks/BUSI_0103_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0414_B.png",
+      "image_rel_path": "all_images/BUSI_0414_B.png",
+      "mask_rel_path": "all_masks/BUSI_0414_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0358_B.png",
+      "image_rel_path": "all_images/BUSI_0358_B.png",
+      "mask_rel_path": "all_masks/BUSI_0358_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0080_B.png",
+      "image_rel_path": "all_images/BUSI_0080_B.png",
+      "mask_rel_path": "all_masks/BUSI_0080_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0359_B.png",
+      "image_rel_path": "all_images/BUSI_0359_B.png",
+      "mask_rel_path": "all_masks/BUSI_0359_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0428_B.png",
+      "image_rel_path": "all_images/BUSI_0428_B.png",
+      "mask_rel_path": "all_masks/BUSI_0428_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0120_B.png",
+      "image_rel_path": "all_images/BUSI_0120_B.png",
+      "mask_rel_path": "all_masks/BUSI_0120_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0142_B.png",
+      "image_rel_path": "all_images/BUSI_0142_B.png",
+      "mask_rel_path": "all_masks/BUSI_0142_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0079_M.png",
+      "image_rel_path": "all_images/BUSI_0079_M.png",
+      "mask_rel_path": "all_masks/BUSI_0079_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0007_B.png",
+      "image_rel_path": "all_images/BUSI_0007_B.png",
+      "mask_rel_path": "all_masks/BUSI_0007_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0076_M.png",
+      "image_rel_path": "all_images/BUSI_0076_M.png",
+      "mask_rel_path": "all_masks/BUSI_0076_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0275_B.png",
+      "image_rel_path": "all_images/BUSI_0275_B.png",
+      "mask_rel_path": "all_masks/BUSI_0275_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0132_B.png",
+      "image_rel_path": "all_images/BUSI_0132_B.png",
+      "mask_rel_path": "all_masks/BUSI_0132_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0139_M.png",
+      "image_rel_path": "all_images/BUSI_0139_M.png",
+      "mask_rel_path": "all_masks/BUSI_0139_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0325_B.png",
+      "image_rel_path": "all_images/BUSI_0325_B.png",
+      "mask_rel_path": "all_masks/BUSI_0325_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0324_B.png",
+      "image_rel_path": "all_images/BUSI_0324_B.png",
+      "mask_rel_path": "all_masks/BUSI_0324_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0266_B.png",
+      "image_rel_path": "all_images/BUSI_0266_B.png",
+      "mask_rel_path": "all_masks/BUSI_0266_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0183_M.png",
+      "image_rel_path": "all_images/BUSI_0183_M.png",
+      "mask_rel_path": "all_masks/BUSI_0183_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0205_M.png",
+      "image_rel_path": "all_images/BUSI_0205_M.png",
+      "mask_rel_path": "all_masks/BUSI_0205_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0068_B.png",
+      "image_rel_path": "all_images/BUSI_0068_B.png",
+      "mask_rel_path": "all_masks/BUSI_0068_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0204_B.png",
+      "image_rel_path": "all_images/BUSI_0204_B.png",
+      "mask_rel_path": "all_masks/BUSI_0204_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0431_B.png",
+      "image_rel_path": "all_images/BUSI_0431_B.png",
+      "mask_rel_path": "all_masks/BUSI_0431_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0382_B.png",
+      "image_rel_path": "all_images/BUSI_0382_B.png",
+      "mask_rel_path": "all_masks/BUSI_0382_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0318_B.png",
+      "image_rel_path": "all_images/BUSI_0318_B.png",
+      "mask_rel_path": "all_masks/BUSI_0318_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0192_B.png",
+      "image_rel_path": "all_images/BUSI_0192_B.png",
+      "mask_rel_path": "all_masks/BUSI_0192_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_005_repeat_04.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_005_repeat_04.json
new file mode 100644
index 0000000000000000000000000000000000000000..1baaf05a9a728a41346dc5b8b66a906d16202576
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_005_repeat_04.json
@@ -0,0 +1,4084 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0179_M.png",
+      "image_rel_path": "all_images/BUSI_0179_M.png",
+      "mask_rel_path": "all_masks/BUSI_0179_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0017_B.png",
+      "image_rel_path": "all_images/BUSI_0017_B.png",
+      "mask_rel_path": "all_masks/BUSI_0017_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0429_B.png",
+      "image_rel_path": "all_images/BUSI_0429_B.png",
+      "mask_rel_path": "all_masks/BUSI_0429_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0107_B.png",
+      "image_rel_path": "all_images/BUSI_0107_B.png",
+      "mask_rel_path": "all_masks/BUSI_0107_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0045_M.png",
+      "image_rel_path": "all_images/BUSI_0045_M.png",
+      "mask_rel_path": "all_masks/BUSI_0045_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0171_M.png",
+      "image_rel_path": "all_images/BUSI_0171_M.png",
+      "mask_rel_path": "all_masks/BUSI_0171_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0348_B.png",
+      "image_rel_path": "all_images/BUSI_0348_B.png",
+      "mask_rel_path": "all_masks/BUSI_0348_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0057_M.png",
+      "image_rel_path": "all_images/BUSI_0057_M.png",
+      "mask_rel_path": "all_masks/BUSI_0057_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0013_M.png",
+      "image_rel_path": "all_images/BUSI_0013_M.png",
+      "mask_rel_path": "all_masks/BUSI_0013_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0432_B.png",
+      "image_rel_path": "all_images/BUSI_0432_B.png",
+      "mask_rel_path": "all_masks/BUSI_0432_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0072_M.png",
+      "image_rel_path": "all_images/BUSI_0072_M.png",
+      "mask_rel_path": "all_masks/BUSI_0072_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0196_B.png",
+      "image_rel_path": "all_images/BUSI_0196_B.png",
+      "mask_rel_path": "all_masks/BUSI_0196_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0011_B.png",
+      "image_rel_path": "all_images/BUSI_0011_B.png",
+      "mask_rel_path": "all_masks/BUSI_0011_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0045_B.png",
+      "image_rel_path": "all_images/BUSI_0045_B.png",
+      "mask_rel_path": "all_masks/BUSI_0045_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0044_B.png",
+      "image_rel_path": "all_images/BUSI_0044_B.png",
+      "mask_rel_path": "all_masks/BUSI_0044_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0023_B.png",
+      "image_rel_path": "all_images/BUSI_0023_B.png",
+      "mask_rel_path": "all_masks/BUSI_0023_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0113_B.png",
+      "image_rel_path": "all_images/BUSI_0113_B.png",
+      "mask_rel_path": "all_masks/BUSI_0113_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0344_B.png",
+      "image_rel_path": "all_images/BUSI_0344_B.png",
+      "mask_rel_path": "all_masks/BUSI_0344_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0316_B.png",
+      "image_rel_path": "all_images/BUSI_0316_B.png",
+      "mask_rel_path": "all_masks/BUSI_0316_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0123_B.png",
+      "image_rel_path": "all_images/BUSI_0123_B.png",
+      "mask_rel_path": "all_masks/BUSI_0123_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0043_M.png",
+      "image_rel_path": "all_images/BUSI_0043_M.png",
+      "mask_rel_path": "all_masks/BUSI_0043_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0030_M.png",
+      "image_rel_path": "all_images/BUSI_0030_M.png",
+      "mask_rel_path": "all_masks/BUSI_0030_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0153_B.png",
+      "image_rel_path": "all_images/BUSI_0153_B.png",
+      "mask_rel_path": "all_masks/BUSI_0153_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0411_B.png",
+      "image_rel_path": "all_images/BUSI_0411_B.png",
+      "mask_rel_path": "all_masks/BUSI_0411_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0396_B.png",
+      "image_rel_path": "all_images/BUSI_0396_B.png",
+      "mask_rel_path": "all_masks/BUSI_0396_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0078_B.png",
+      "image_rel_path": "all_images/BUSI_0078_B.png",
+      "mask_rel_path": "all_masks/BUSI_0078_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0347_B.png",
+      "image_rel_path": "all_images/BUSI_0347_B.png",
+      "mask_rel_path": "all_masks/BUSI_0347_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0215_B.png",
+      "image_rel_path": "all_images/BUSI_0215_B.png",
+      "mask_rel_path": "all_masks/BUSI_0215_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0028_M.png",
+      "image_rel_path": "all_images/BUSI_0028_M.png",
+      "mask_rel_path": "all_masks/BUSI_0028_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0255_B.png",
+      "image_rel_path": "all_images/BUSI_0255_B.png",
+      "mask_rel_path": "all_masks/BUSI_0255_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0003_B.png",
+      "image_rel_path": "all_images/BUSI_0003_B.png",
+      "mask_rel_path": "all_masks/BUSI_0003_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0080_M.png",
+      "image_rel_path": "all_images/BUSI_0080_M.png",
+      "mask_rel_path": "all_masks/BUSI_0080_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0236_B.png",
+      "image_rel_path": "all_images/BUSI_0236_B.png",
+      "mask_rel_path": "all_masks/BUSI_0236_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0050_B.png",
+      "image_rel_path": "all_images/BUSI_0050_B.png",
+      "mask_rel_path": "all_masks/BUSI_0050_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0197_M.png",
+      "image_rel_path": "all_images/BUSI_0197_M.png",
+      "mask_rel_path": "all_masks/BUSI_0197_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0245_B.png",
+      "image_rel_path": "all_images/BUSI_0245_B.png",
+      "mask_rel_path": "all_masks/BUSI_0245_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0128_B.png",
+      "image_rel_path": "all_images/BUSI_0128_B.png",
+      "mask_rel_path": "all_masks/BUSI_0128_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0164_M.png",
+      "image_rel_path": "all_images/BUSI_0164_M.png",
+      "mask_rel_path": "all_masks/BUSI_0164_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0061_B.png",
+      "image_rel_path": "all_images/BUSI_0061_B.png",
+      "mask_rel_path": "all_masks/BUSI_0061_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0052_M.png",
+      "image_rel_path": "all_images/BUSI_0052_M.png",
+      "mask_rel_path": "all_masks/BUSI_0052_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0079_B.png",
+      "image_rel_path": "all_images/BUSI_0079_B.png",
+      "mask_rel_path": "all_masks/BUSI_0079_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0154_B.png",
+      "image_rel_path": "all_images/BUSI_0154_B.png",
+      "mask_rel_path": "all_masks/BUSI_0154_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0029_M.png",
+      "image_rel_path": "all_images/BUSI_0029_M.png",
+      "mask_rel_path": "all_masks/BUSI_0029_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0053_B.png",
+      "image_rel_path": "all_images/BUSI_0053_B.png",
+      "mask_rel_path": "all_masks/BUSI_0053_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0010_B.png",
+      "image_rel_path": "all_images/BUSI_0010_B.png",
+      "mask_rel_path": "all_masks/BUSI_0010_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0133_M.png",
+      "image_rel_path": "all_images/BUSI_0133_M.png",
+      "mask_rel_path": "all_masks/BUSI_0133_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0158_M.png",
+      "image_rel_path": "all_images/BUSI_0158_M.png",
+      "mask_rel_path": "all_masks/BUSI_0158_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0301_B.png",
+      "image_rel_path": "all_images/BUSI_0301_B.png",
+      "mask_rel_path": "all_masks/BUSI_0301_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0121_B.png",
+      "image_rel_path": "all_images/BUSI_0121_B.png",
+      "mask_rel_path": "all_masks/BUSI_0121_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0032_B.png",
+      "image_rel_path": "all_images/BUSI_0032_B.png",
+      "mask_rel_path": "all_masks/BUSI_0032_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0051_B.png",
+      "image_rel_path": "all_images/BUSI_0051_B.png",
+      "mask_rel_path": "all_masks/BUSI_0051_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0207_B.png",
+      "image_rel_path": "all_images/BUSI_0207_B.png",
+      "mask_rel_path": "all_masks/BUSI_0207_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0019_M.png",
+      "image_rel_path": "all_images/BUSI_0019_M.png",
+      "mask_rel_path": "all_masks/BUSI_0019_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0391_B.png",
+      "image_rel_path": "all_images/BUSI_0391_B.png",
+      "mask_rel_path": "all_masks/BUSI_0391_B.png"
+    },
+    {
+      "class_label": "benign",
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+      "class_label": "malignant",
+      "filename": "BUSI_0076_M.png",
+      "image_rel_path": "all_images/BUSI_0076_M.png",
+      "mask_rel_path": "all_masks/BUSI_0076_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0275_B.png",
+      "image_rel_path": "all_images/BUSI_0275_B.png",
+      "mask_rel_path": "all_masks/BUSI_0275_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0132_B.png",
+      "image_rel_path": "all_images/BUSI_0132_B.png",
+      "mask_rel_path": "all_masks/BUSI_0132_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0139_M.png",
+      "image_rel_path": "all_images/BUSI_0139_M.png",
+      "mask_rel_path": "all_masks/BUSI_0139_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0325_B.png",
+      "image_rel_path": "all_images/BUSI_0325_B.png",
+      "mask_rel_path": "all_masks/BUSI_0325_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0324_B.png",
+      "image_rel_path": "all_images/BUSI_0324_B.png",
+      "mask_rel_path": "all_masks/BUSI_0324_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0266_B.png",
+      "image_rel_path": "all_images/BUSI_0266_B.png",
+      "mask_rel_path": "all_masks/BUSI_0266_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0183_M.png",
+      "image_rel_path": "all_images/BUSI_0183_M.png",
+      "mask_rel_path": "all_masks/BUSI_0183_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0205_M.png",
+      "image_rel_path": "all_images/BUSI_0205_M.png",
+      "mask_rel_path": "all_masks/BUSI_0205_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0068_B.png",
+      "image_rel_path": "all_images/BUSI_0068_B.png",
+      "mask_rel_path": "all_masks/BUSI_0068_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0204_B.png",
+      "image_rel_path": "all_images/BUSI_0204_B.png",
+      "mask_rel_path": "all_masks/BUSI_0204_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0431_B.png",
+      "image_rel_path": "all_images/BUSI_0431_B.png",
+      "mask_rel_path": "all_masks/BUSI_0431_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0382_B.png",
+      "image_rel_path": "all_images/BUSI_0382_B.png",
+      "mask_rel_path": "all_masks/BUSI_0382_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0318_B.png",
+      "image_rel_path": "all_images/BUSI_0318_B.png",
+      "mask_rel_path": "all_masks/BUSI_0318_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0192_B.png",
+      "image_rel_path": "all_images/BUSI_0192_B.png",
+      "mask_rel_path": "all_masks/BUSI_0192_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_015_repeat_01.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_015_repeat_01.json
new file mode 100644
index 0000000000000000000000000000000000000000..8ed651d6805d62e8365db6291dbada0851961a84
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_015_repeat_01.json
@@ -0,0 +1,4400 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0179_M.png",
+      "image_rel_path": "all_images/BUSI_0179_M.png",
+      "mask_rel_path": "all_masks/BUSI_0179_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0017_B.png",
+      "image_rel_path": "all_images/BUSI_0017_B.png",
+      "mask_rel_path": "all_masks/BUSI_0017_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0429_B.png",
+      "image_rel_path": "all_images/BUSI_0429_B.png",
+      "mask_rel_path": "all_masks/BUSI_0429_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0107_B.png",
+      "image_rel_path": "all_images/BUSI_0107_B.png",
+      "mask_rel_path": "all_masks/BUSI_0107_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0045_M.png",
+      "image_rel_path": "all_images/BUSI_0045_M.png",
+      "mask_rel_path": "all_masks/BUSI_0045_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0171_M.png",
+      "image_rel_path": "all_images/BUSI_0171_M.png",
+      "mask_rel_path": "all_masks/BUSI_0171_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0348_B.png",
+      "image_rel_path": "all_images/BUSI_0348_B.png",
+      "mask_rel_path": "all_masks/BUSI_0348_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0057_M.png",
+      "image_rel_path": "all_images/BUSI_0057_M.png",
+      "mask_rel_path": "all_masks/BUSI_0057_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0013_M.png",
+      "image_rel_path": "all_images/BUSI_0013_M.png",
+      "mask_rel_path": "all_masks/BUSI_0013_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0432_B.png",
+      "image_rel_path": "all_images/BUSI_0432_B.png",
+      "mask_rel_path": "all_masks/BUSI_0432_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0072_M.png",
+      "image_rel_path": "all_images/BUSI_0072_M.png",
+      "mask_rel_path": "all_masks/BUSI_0072_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0196_B.png",
+      "image_rel_path": "all_images/BUSI_0196_B.png",
+      "mask_rel_path": "all_masks/BUSI_0196_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0011_B.png",
+      "image_rel_path": "all_images/BUSI_0011_B.png",
+      "mask_rel_path": "all_masks/BUSI_0011_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0045_B.png",
+      "image_rel_path": "all_images/BUSI_0045_B.png",
+      "mask_rel_path": "all_masks/BUSI_0045_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0044_B.png",
+      "image_rel_path": "all_images/BUSI_0044_B.png",
+      "mask_rel_path": "all_masks/BUSI_0044_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0023_B.png",
+      "image_rel_path": "all_images/BUSI_0023_B.png",
+      "mask_rel_path": "all_masks/BUSI_0023_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0113_B.png",
+      "image_rel_path": "all_images/BUSI_0113_B.png",
+      "mask_rel_path": "all_masks/BUSI_0113_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0344_B.png",
+      "image_rel_path": "all_images/BUSI_0344_B.png",
+      "mask_rel_path": "all_masks/BUSI_0344_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0316_B.png",
+      "image_rel_path": "all_images/BUSI_0316_B.png",
+      "mask_rel_path": "all_masks/BUSI_0316_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0123_B.png",
+      "image_rel_path": "all_images/BUSI_0123_B.png",
+      "mask_rel_path": "all_masks/BUSI_0123_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0043_M.png",
+      "image_rel_path": "all_images/BUSI_0043_M.png",
+      "mask_rel_path": "all_masks/BUSI_0043_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0030_M.png",
+      "image_rel_path": "all_images/BUSI_0030_M.png",
+      "mask_rel_path": "all_masks/BUSI_0030_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0153_B.png",
+      "image_rel_path": "all_images/BUSI_0153_B.png",
+      "mask_rel_path": "all_masks/BUSI_0153_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0411_B.png",
+      "image_rel_path": "all_images/BUSI_0411_B.png",
+      "mask_rel_path": "all_masks/BUSI_0411_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0396_B.png",
+      "image_rel_path": "all_images/BUSI_0396_B.png",
+      "mask_rel_path": "all_masks/BUSI_0396_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0078_B.png",
+      "image_rel_path": "all_images/BUSI_0078_B.png",
+      "mask_rel_path": "all_masks/BUSI_0078_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0347_B.png",
+      "image_rel_path": "all_images/BUSI_0347_B.png",
+      "mask_rel_path": "all_masks/BUSI_0347_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0215_B.png",
+      "image_rel_path": "all_images/BUSI_0215_B.png",
+      "mask_rel_path": "all_masks/BUSI_0215_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0028_M.png",
+      "image_rel_path": "all_images/BUSI_0028_M.png",
+      "mask_rel_path": "all_masks/BUSI_0028_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0255_B.png",
+      "image_rel_path": "all_images/BUSI_0255_B.png",
+      "mask_rel_path": "all_masks/BUSI_0255_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0003_B.png",
+      "image_rel_path": "all_images/BUSI_0003_B.png",
+      "mask_rel_path": "all_masks/BUSI_0003_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0080_M.png",
+      "image_rel_path": "all_images/BUSI_0080_M.png",
+      "mask_rel_path": "all_masks/BUSI_0080_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0236_B.png",
+      "image_rel_path": "all_images/BUSI_0236_B.png",
+      "mask_rel_path": "all_masks/BUSI_0236_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0050_B.png",
+      "image_rel_path": "all_images/BUSI_0050_B.png",
+      "mask_rel_path": "all_masks/BUSI_0050_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0197_M.png",
+      "image_rel_path": "all_images/BUSI_0197_M.png",
+      "mask_rel_path": "all_masks/BUSI_0197_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0245_B.png",
+      "image_rel_path": "all_images/BUSI_0245_B.png",
+      "mask_rel_path": "all_masks/BUSI_0245_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0128_B.png",
+      "image_rel_path": "all_images/BUSI_0128_B.png",
+      "mask_rel_path": "all_masks/BUSI_0128_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0164_M.png",
+      "image_rel_path": "all_images/BUSI_0164_M.png",
+      "mask_rel_path": "all_masks/BUSI_0164_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0061_B.png",
+      "image_rel_path": "all_images/BUSI_0061_B.png",
+      "mask_rel_path": "all_masks/BUSI_0061_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0052_M.png",
+      "image_rel_path": "all_images/BUSI_0052_M.png",
+      "mask_rel_path": "all_masks/BUSI_0052_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0079_B.png",
+      "image_rel_path": "all_images/BUSI_0079_B.png",
+      "mask_rel_path": "all_masks/BUSI_0079_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0154_B.png",
+      "image_rel_path": "all_images/BUSI_0154_B.png",
+      "mask_rel_path": "all_masks/BUSI_0154_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0029_M.png",
+      "image_rel_path": "all_images/BUSI_0029_M.png",
+      "mask_rel_path": "all_masks/BUSI_0029_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0053_B.png",
+      "image_rel_path": "all_images/BUSI_0053_B.png",
+      "mask_rel_path": "all_masks/BUSI_0053_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0010_B.png",
+      "image_rel_path": "all_images/BUSI_0010_B.png",
+      "mask_rel_path": "all_masks/BUSI_0010_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0133_M.png",
+      "image_rel_path": "all_images/BUSI_0133_M.png",
+      "mask_rel_path": "all_masks/BUSI_0133_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0158_M.png",
+      "image_rel_path": "all_images/BUSI_0158_M.png",
+      "mask_rel_path": "all_masks/BUSI_0158_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0301_B.png",
+      "image_rel_path": "all_images/BUSI_0301_B.png",
+      "mask_rel_path": "all_masks/BUSI_0301_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0121_B.png",
+      "image_rel_path": "all_images/BUSI_0121_B.png",
+      "mask_rel_path": "all_masks/BUSI_0121_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0032_B.png",
+      "image_rel_path": "all_images/BUSI_0032_B.png",
+      "mask_rel_path": "all_masks/BUSI_0032_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0051_B.png",
+      "image_rel_path": "all_images/BUSI_0051_B.png",
+      "mask_rel_path": "all_masks/BUSI_0051_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0207_B.png",
+      "image_rel_path": "all_images/BUSI_0207_B.png",
+      "mask_rel_path": "all_masks/BUSI_0207_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0019_M.png",
+      "image_rel_path": "all_images/BUSI_0019_M.png",
+      "mask_rel_path": "all_masks/BUSI_0019_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0391_B.png",
+      "image_rel_path": "all_images/BUSI_0391_B.png",
+      "mask_rel_path": "all_masks/BUSI_0391_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0124_B.png",
+      "image_rel_path": "all_images/BUSI_0124_B.png",
+      "mask_rel_path": "all_masks/BUSI_0124_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0249_B.png",
+      "image_rel_path": "all_images/BUSI_0249_B.png",
+      "mask_rel_path": "all_masks/BUSI_0249_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0203_B.png",
+      "image_rel_path": "all_images/BUSI_0203_B.png",
+      "mask_rel_path": "all_masks/BUSI_0203_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0146_M.png",
+      "image_rel_path": "all_images/BUSI_0146_M.png",
+      "mask_rel_path": "all_masks/BUSI_0146_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0201_B.png",
+      "image_rel_path": "all_images/BUSI_0201_B.png",
+      "mask_rel_path": "all_masks/BUSI_0201_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0356_B.png",
+      "image_rel_path": "all_images/BUSI_0356_B.png",
+      "mask_rel_path": "all_masks/BUSI_0356_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0297_B.png",
+      "image_rel_path": "all_images/BUSI_0297_B.png",
+      "mask_rel_path": "all_masks/BUSI_0297_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0395_B.png",
+      "image_rel_path": "all_images/BUSI_0395_B.png",
+      "mask_rel_path": "all_masks/BUSI_0395_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0122_B.png",
+      "image_rel_path": "all_images/BUSI_0122_B.png",
+      "mask_rel_path": "all_masks/BUSI_0122_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0174_M.png",
+      "image_rel_path": "all_images/BUSI_0174_M.png",
+      "mask_rel_path": "all_masks/BUSI_0174_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0085_M.png",
+      "image_rel_path": "all_images/BUSI_0085_M.png",
+      "mask_rel_path": "all_masks/BUSI_0085_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0109_B.png",
+      "image_rel_path": "all_images/BUSI_0109_B.png",
+      "mask_rel_path": "all_masks/BUSI_0109_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0013_B.png",
+      "image_rel_path": "all_images/BUSI_0013_B.png",
+      "mask_rel_path": "all_masks/BUSI_0013_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0075_B.png",
+      "image_rel_path": "all_images/BUSI_0075_B.png",
+      "mask_rel_path": "all_masks/BUSI_0075_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0162_M.png",
+      "image_rel_path": "all_images/BUSI_0162_M.png",
+      "mask_rel_path": "all_masks/BUSI_0162_M.png"
+    },
+    {
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+      "image_rel_path": "all_images/BUSI_0384_B.png",
+      "mask_rel_path": "all_masks/BUSI_0384_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0083_M.png",
+      "image_rel_path": "all_images/BUSI_0083_M.png",
+      "mask_rel_path": "all_masks/BUSI_0083_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0118_B.png",
+      "image_rel_path": "all_images/BUSI_0118_B.png",
+      "mask_rel_path": "all_masks/BUSI_0118_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0405_B.png",
+      "image_rel_path": "all_images/BUSI_0405_B.png",
+      "mask_rel_path": "all_masks/BUSI_0405_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0208_M.png",
+      "image_rel_path": "all_images/BUSI_0208_M.png",
+      "mask_rel_path": "all_masks/BUSI_0208_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0038_B.png",
+      "image_rel_path": "all_images/BUSI_0038_B.png",
+      "mask_rel_path": "all_masks/BUSI_0038_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0341_B.png",
+      "image_rel_path": "all_images/BUSI_0341_B.png",
+      "mask_rel_path": "all_masks/BUSI_0341_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0127_B.png",
+      "image_rel_path": "all_images/BUSI_0127_B.png",
+      "mask_rel_path": "all_masks/BUSI_0127_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0060_M.png",
+      "image_rel_path": "all_images/BUSI_0060_M.png",
+      "mask_rel_path": "all_masks/BUSI_0060_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0100_M.png",
+      "image_rel_path": "all_images/BUSI_0100_M.png",
+      "mask_rel_path": "all_masks/BUSI_0100_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0099_M.png",
+      "image_rel_path": "all_images/BUSI_0099_M.png",
+      "mask_rel_path": "all_masks/BUSI_0099_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0285_B.png",
+      "image_rel_path": "all_images/BUSI_0285_B.png",
+      "mask_rel_path": "all_masks/BUSI_0285_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0066_B.png",
+      "image_rel_path": "all_images/BUSI_0066_B.png",
+      "mask_rel_path": "all_masks/BUSI_0066_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0198_B.png",
+      "image_rel_path": "all_images/BUSI_0198_B.png",
+      "mask_rel_path": "all_masks/BUSI_0198_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0276_B.png",
+      "image_rel_path": "all_images/BUSI_0276_B.png",
+      "mask_rel_path": "all_masks/BUSI_0276_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0151_M.png",
+      "image_rel_path": "all_images/BUSI_0151_M.png",
+      "mask_rel_path": "all_masks/BUSI_0151_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0319_B.png",
+      "image_rel_path": "all_images/BUSI_0319_B.png",
+      "mask_rel_path": "all_masks/BUSI_0319_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0180_B.png",
+      "image_rel_path": "all_images/BUSI_0180_B.png",
+      "mask_rel_path": "all_masks/BUSI_0180_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0051_M.png",
+      "image_rel_path": "all_images/BUSI_0051_M.png",
+      "mask_rel_path": "all_masks/BUSI_0051_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0333_B.png",
+      "image_rel_path": "all_images/BUSI_0333_B.png",
+      "mask_rel_path": "all_masks/BUSI_0333_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0425_B.png",
+      "image_rel_path": "all_images/BUSI_0425_B.png",
+      "mask_rel_path": "all_masks/BUSI_0425_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0181_M.png",
+      "image_rel_path": "all_images/BUSI_0181_M.png",
+      "mask_rel_path": "all_masks/BUSI_0181_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0061_M.png",
+      "image_rel_path": "all_images/BUSI_0061_M.png",
+      "mask_rel_path": "all_masks/BUSI_0061_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0161_B.png",
+      "image_rel_path": "all_images/BUSI_0161_B.png",
+      "mask_rel_path": "all_masks/BUSI_0161_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0290_B.png",
+      "image_rel_path": "all_images/BUSI_0290_B.png",
+      "mask_rel_path": "all_masks/BUSI_0290_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0376_B.png",
+      "image_rel_path": "all_images/BUSI_0376_B.png",
+      "mask_rel_path": "all_masks/BUSI_0376_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0119_M.png",
+      "image_rel_path": "all_images/BUSI_0119_M.png",
+      "mask_rel_path": "all_masks/BUSI_0119_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0103_B.png",
+      "image_rel_path": "all_images/BUSI_0103_B.png",
+      "mask_rel_path": "all_masks/BUSI_0103_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0414_B.png",
+      "image_rel_path": "all_images/BUSI_0414_B.png",
+      "mask_rel_path": "all_masks/BUSI_0414_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0358_B.png",
+      "image_rel_path": "all_images/BUSI_0358_B.png",
+      "mask_rel_path": "all_masks/BUSI_0358_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0080_B.png",
+      "image_rel_path": "all_images/BUSI_0080_B.png",
+      "mask_rel_path": "all_masks/BUSI_0080_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0359_B.png",
+      "image_rel_path": "all_images/BUSI_0359_B.png",
+      "mask_rel_path": "all_masks/BUSI_0359_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0428_B.png",
+      "image_rel_path": "all_images/BUSI_0428_B.png",
+      "mask_rel_path": "all_masks/BUSI_0428_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0120_B.png",
+      "image_rel_path": "all_images/BUSI_0120_B.png",
+      "mask_rel_path": "all_masks/BUSI_0120_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0142_B.png",
+      "image_rel_path": "all_images/BUSI_0142_B.png",
+      "mask_rel_path": "all_masks/BUSI_0142_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0079_M.png",
+      "image_rel_path": "all_images/BUSI_0079_M.png",
+      "mask_rel_path": "all_masks/BUSI_0079_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0007_B.png",
+      "image_rel_path": "all_images/BUSI_0007_B.png",
+      "mask_rel_path": "all_masks/BUSI_0007_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0076_M.png",
+      "image_rel_path": "all_images/BUSI_0076_M.png",
+      "mask_rel_path": "all_masks/BUSI_0076_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0275_B.png",
+      "image_rel_path": "all_images/BUSI_0275_B.png",
+      "mask_rel_path": "all_masks/BUSI_0275_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0132_B.png",
+      "image_rel_path": "all_images/BUSI_0132_B.png",
+      "mask_rel_path": "all_masks/BUSI_0132_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0139_M.png",
+      "image_rel_path": "all_images/BUSI_0139_M.png",
+      "mask_rel_path": "all_masks/BUSI_0139_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0325_B.png",
+      "image_rel_path": "all_images/BUSI_0325_B.png",
+      "mask_rel_path": "all_masks/BUSI_0325_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0324_B.png",
+      "image_rel_path": "all_images/BUSI_0324_B.png",
+      "mask_rel_path": "all_masks/BUSI_0324_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0266_B.png",
+      "image_rel_path": "all_images/BUSI_0266_B.png",
+      "mask_rel_path": "all_masks/BUSI_0266_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0183_M.png",
+      "image_rel_path": "all_images/BUSI_0183_M.png",
+      "mask_rel_path": "all_masks/BUSI_0183_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0205_M.png",
+      "image_rel_path": "all_images/BUSI_0205_M.png",
+      "mask_rel_path": "all_masks/BUSI_0205_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0068_B.png",
+      "image_rel_path": "all_images/BUSI_0068_B.png",
+      "mask_rel_path": "all_masks/BUSI_0068_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0204_B.png",
+      "image_rel_path": "all_images/BUSI_0204_B.png",
+      "mask_rel_path": "all_masks/BUSI_0204_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0431_B.png",
+      "image_rel_path": "all_images/BUSI_0431_B.png",
+      "mask_rel_path": "all_masks/BUSI_0431_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0382_B.png",
+      "image_rel_path": "all_images/BUSI_0382_B.png",
+      "mask_rel_path": "all_masks/BUSI_0382_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0318_B.png",
+      "image_rel_path": "all_images/BUSI_0318_B.png",
+      "mask_rel_path": "all_masks/BUSI_0318_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0192_B.png",
+      "image_rel_path": "all_images/BUSI_0192_B.png",
+      "mask_rel_path": "all_masks/BUSI_0192_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_015_repeat_02.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_015_repeat_02.json
new file mode 100644
index 0000000000000000000000000000000000000000..ec95d5769d8ab8768001efe7cdbccf5c2137db03
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_015_repeat_02.json
@@ -0,0 +1,4399 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0179_M.png",
+      "image_rel_path": "all_images/BUSI_0179_M.png",
+      "mask_rel_path": "all_masks/BUSI_0179_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0017_B.png",
+      "image_rel_path": "all_images/BUSI_0017_B.png",
+      "mask_rel_path": "all_masks/BUSI_0017_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0429_B.png",
+      "image_rel_path": "all_images/BUSI_0429_B.png",
+      "mask_rel_path": "all_masks/BUSI_0429_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0107_B.png",
+      "image_rel_path": "all_images/BUSI_0107_B.png",
+      "mask_rel_path": "all_masks/BUSI_0107_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0045_M.png",
+      "image_rel_path": "all_images/BUSI_0045_M.png",
+      "mask_rel_path": "all_masks/BUSI_0045_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0171_M.png",
+      "image_rel_path": "all_images/BUSI_0171_M.png",
+      "mask_rel_path": "all_masks/BUSI_0171_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0348_B.png",
+      "image_rel_path": "all_images/BUSI_0348_B.png",
+      "mask_rel_path": "all_masks/BUSI_0348_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0057_M.png",
+      "image_rel_path": "all_images/BUSI_0057_M.png",
+      "mask_rel_path": "all_masks/BUSI_0057_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0013_M.png",
+      "image_rel_path": "all_images/BUSI_0013_M.png",
+      "mask_rel_path": "all_masks/BUSI_0013_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0432_B.png",
+      "image_rel_path": "all_images/BUSI_0432_B.png",
+      "mask_rel_path": "all_masks/BUSI_0432_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0072_M.png",
+      "image_rel_path": "all_images/BUSI_0072_M.png",
+      "mask_rel_path": "all_masks/BUSI_0072_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0196_B.png",
+      "image_rel_path": "all_images/BUSI_0196_B.png",
+      "mask_rel_path": "all_masks/BUSI_0196_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0011_B.png",
+      "image_rel_path": "all_images/BUSI_0011_B.png",
+      "mask_rel_path": "all_masks/BUSI_0011_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0045_B.png",
+      "image_rel_path": "all_images/BUSI_0045_B.png",
+      "mask_rel_path": "all_masks/BUSI_0045_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0044_B.png",
+      "image_rel_path": "all_images/BUSI_0044_B.png",
+      "mask_rel_path": "all_masks/BUSI_0044_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0023_B.png",
+      "image_rel_path": "all_images/BUSI_0023_B.png",
+      "mask_rel_path": "all_masks/BUSI_0023_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0113_B.png",
+      "image_rel_path": "all_images/BUSI_0113_B.png",
+      "mask_rel_path": "all_masks/BUSI_0113_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0344_B.png",
+      "image_rel_path": "all_images/BUSI_0344_B.png",
+      "mask_rel_path": "all_masks/BUSI_0344_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0316_B.png",
+      "image_rel_path": "all_images/BUSI_0316_B.png",
+      "mask_rel_path": "all_masks/BUSI_0316_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0123_B.png",
+      "image_rel_path": "all_images/BUSI_0123_B.png",
+      "mask_rel_path": "all_masks/BUSI_0123_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0043_M.png",
+      "image_rel_path": "all_images/BUSI_0043_M.png",
+      "mask_rel_path": "all_masks/BUSI_0043_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0030_M.png",
+      "image_rel_path": "all_images/BUSI_0030_M.png",
+      "mask_rel_path": "all_masks/BUSI_0030_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0153_B.png",
+      "image_rel_path": "all_images/BUSI_0153_B.png",
+      "mask_rel_path": "all_masks/BUSI_0153_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0411_B.png",
+      "image_rel_path": "all_images/BUSI_0411_B.png",
+      "mask_rel_path": "all_masks/BUSI_0411_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0396_B.png",
+      "image_rel_path": "all_images/BUSI_0396_B.png",
+      "mask_rel_path": "all_masks/BUSI_0396_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0078_B.png",
+      "image_rel_path": "all_images/BUSI_0078_B.png",
+      "mask_rel_path": "all_masks/BUSI_0078_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0347_B.png",
+      "image_rel_path": "all_images/BUSI_0347_B.png",
+      "mask_rel_path": "all_masks/BUSI_0347_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0215_B.png",
+      "image_rel_path": "all_images/BUSI_0215_B.png",
+      "mask_rel_path": "all_masks/BUSI_0215_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0028_M.png",
+      "image_rel_path": "all_images/BUSI_0028_M.png",
+      "mask_rel_path": "all_masks/BUSI_0028_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0255_B.png",
+      "image_rel_path": "all_images/BUSI_0255_B.png",
+      "mask_rel_path": "all_masks/BUSI_0255_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0003_B.png",
+      "image_rel_path": "all_images/BUSI_0003_B.png",
+      "mask_rel_path": "all_masks/BUSI_0003_B.png"
+    },
+    {
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+      "filename": "BUSI_0431_B.png",
+      "image_rel_path": "all_images/BUSI_0431_B.png",
+      "mask_rel_path": "all_masks/BUSI_0431_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0382_B.png",
+      "image_rel_path": "all_images/BUSI_0382_B.png",
+      "mask_rel_path": "all_masks/BUSI_0382_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0318_B.png",
+      "image_rel_path": "all_images/BUSI_0318_B.png",
+      "mask_rel_path": "all_masks/BUSI_0318_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0192_B.png",
+      "image_rel_path": "all_images/BUSI_0192_B.png",
+      "mask_rel_path": "all_masks/BUSI_0192_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_015_repeat_03.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_015_repeat_03.json
new file mode 100644
index 0000000000000000000000000000000000000000..665379c3a0a8ff572864977086a7f6596617594d
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_015_repeat_03.json
@@ -0,0 +1,4398 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0179_M.png",
+      "image_rel_path": "all_images/BUSI_0179_M.png",
+      "mask_rel_path": "all_masks/BUSI_0179_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0017_B.png",
+      "image_rel_path": "all_images/BUSI_0017_B.png",
+      "mask_rel_path": "all_masks/BUSI_0017_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0429_B.png",
+      "image_rel_path": "all_images/BUSI_0429_B.png",
+      "mask_rel_path": "all_masks/BUSI_0429_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0107_B.png",
+      "image_rel_path": "all_images/BUSI_0107_B.png",
+      "mask_rel_path": "all_masks/BUSI_0107_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0045_M.png",
+      "image_rel_path": "all_images/BUSI_0045_M.png",
+      "mask_rel_path": "all_masks/BUSI_0045_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0171_M.png",
+      "image_rel_path": "all_images/BUSI_0171_M.png",
+      "mask_rel_path": "all_masks/BUSI_0171_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0348_B.png",
+      "image_rel_path": "all_images/BUSI_0348_B.png",
+      "mask_rel_path": "all_masks/BUSI_0348_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0057_M.png",
+      "image_rel_path": "all_images/BUSI_0057_M.png",
+      "mask_rel_path": "all_masks/BUSI_0057_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0013_M.png",
+      "image_rel_path": "all_images/BUSI_0013_M.png",
+      "mask_rel_path": "all_masks/BUSI_0013_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0432_B.png",
+      "image_rel_path": "all_images/BUSI_0432_B.png",
+      "mask_rel_path": "all_masks/BUSI_0432_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0072_M.png",
+      "image_rel_path": "all_images/BUSI_0072_M.png",
+      "mask_rel_path": "all_masks/BUSI_0072_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0196_B.png",
+      "image_rel_path": "all_images/BUSI_0196_B.png",
+      "mask_rel_path": "all_masks/BUSI_0196_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0011_B.png",
+      "image_rel_path": "all_images/BUSI_0011_B.png",
+      "mask_rel_path": "all_masks/BUSI_0011_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0045_B.png",
+      "image_rel_path": "all_images/BUSI_0045_B.png",
+      "mask_rel_path": "all_masks/BUSI_0045_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0044_B.png",
+      "image_rel_path": "all_images/BUSI_0044_B.png",
+      "mask_rel_path": "all_masks/BUSI_0044_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0023_B.png",
+      "image_rel_path": "all_images/BUSI_0023_B.png",
+      "mask_rel_path": "all_masks/BUSI_0023_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0113_B.png",
+      "image_rel_path": "all_images/BUSI_0113_B.png",
+      "mask_rel_path": "all_masks/BUSI_0113_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0344_B.png",
+      "image_rel_path": "all_images/BUSI_0344_B.png",
+      "mask_rel_path": "all_masks/BUSI_0344_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0316_B.png",
+      "image_rel_path": "all_images/BUSI_0316_B.png",
+      "mask_rel_path": "all_masks/BUSI_0316_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0123_B.png",
+      "image_rel_path": "all_images/BUSI_0123_B.png",
+      "mask_rel_path": "all_masks/BUSI_0123_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0043_M.png",
+      "image_rel_path": "all_images/BUSI_0043_M.png",
+      "mask_rel_path": "all_masks/BUSI_0043_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0030_M.png",
+      "image_rel_path": "all_images/BUSI_0030_M.png",
+      "mask_rel_path": "all_masks/BUSI_0030_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0153_B.png",
+      "image_rel_path": "all_images/BUSI_0153_B.png",
+      "mask_rel_path": "all_masks/BUSI_0153_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0411_B.png",
+      "image_rel_path": "all_images/BUSI_0411_B.png",
+      "mask_rel_path": "all_masks/BUSI_0411_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0396_B.png",
+      "image_rel_path": "all_images/BUSI_0396_B.png",
+      "mask_rel_path": "all_masks/BUSI_0396_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0078_B.png",
+      "image_rel_path": "all_images/BUSI_0078_B.png",
+      "mask_rel_path": "all_masks/BUSI_0078_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0347_B.png",
+      "image_rel_path": "all_images/BUSI_0347_B.png",
+      "mask_rel_path": "all_masks/BUSI_0347_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0215_B.png",
+      "image_rel_path": "all_images/BUSI_0215_B.png",
+      "mask_rel_path": "all_masks/BUSI_0215_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0028_M.png",
+      "image_rel_path": "all_images/BUSI_0028_M.png",
+      "mask_rel_path": "all_masks/BUSI_0028_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0255_B.png",
+      "image_rel_path": "all_images/BUSI_0255_B.png",
+      "mask_rel_path": "all_masks/BUSI_0255_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0003_B.png",
+      "image_rel_path": "all_images/BUSI_0003_B.png",
+      "mask_rel_path": "all_masks/BUSI_0003_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0080_M.png",
+      "image_rel_path": "all_images/BUSI_0080_M.png",
+      "mask_rel_path": "all_masks/BUSI_0080_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0236_B.png",
+      "image_rel_path": "all_images/BUSI_0236_B.png",
+      "mask_rel_path": "all_masks/BUSI_0236_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0050_B.png",
+      "image_rel_path": "all_images/BUSI_0050_B.png",
+      "mask_rel_path": "all_masks/BUSI_0050_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0197_M.png",
+      "image_rel_path": "all_images/BUSI_0197_M.png",
+      "mask_rel_path": "all_masks/BUSI_0197_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0245_B.png",
+      "image_rel_path": "all_images/BUSI_0245_B.png",
+      "mask_rel_path": "all_masks/BUSI_0245_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0128_B.png",
+      "image_rel_path": "all_images/BUSI_0128_B.png",
+      "mask_rel_path": "all_masks/BUSI_0128_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0164_M.png",
+      "image_rel_path": "all_images/BUSI_0164_M.png",
+      "mask_rel_path": "all_masks/BUSI_0164_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0061_B.png",
+      "image_rel_path": "all_images/BUSI_0061_B.png",
+      "mask_rel_path": "all_masks/BUSI_0061_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0052_M.png",
+      "image_rel_path": "all_images/BUSI_0052_M.png",
+      "mask_rel_path": "all_masks/BUSI_0052_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0079_B.png",
+      "image_rel_path": "all_images/BUSI_0079_B.png",
+      "mask_rel_path": "all_masks/BUSI_0079_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0154_B.png",
+      "image_rel_path": "all_images/BUSI_0154_B.png",
+      "mask_rel_path": "all_masks/BUSI_0154_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0029_M.png",
+      "image_rel_path": "all_images/BUSI_0029_M.png",
+      "mask_rel_path": "all_masks/BUSI_0029_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0053_B.png",
+      "image_rel_path": "all_images/BUSI_0053_B.png",
+      "mask_rel_path": "all_masks/BUSI_0053_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0010_B.png",
+      "image_rel_path": "all_images/BUSI_0010_B.png",
+      "mask_rel_path": "all_masks/BUSI_0010_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0133_M.png",
+      "image_rel_path": "all_images/BUSI_0133_M.png",
+      "mask_rel_path": "all_masks/BUSI_0133_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0158_M.png",
+      "image_rel_path": "all_images/BUSI_0158_M.png",
+      "mask_rel_path": "all_masks/BUSI_0158_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0301_B.png",
+      "image_rel_path": "all_images/BUSI_0301_B.png",
+      "mask_rel_path": "all_masks/BUSI_0301_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0121_B.png",
+      "image_rel_path": "all_images/BUSI_0121_B.png",
+      "mask_rel_path": "all_masks/BUSI_0121_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0032_B.png",
+      "image_rel_path": "all_images/BUSI_0032_B.png",
+      "mask_rel_path": "all_masks/BUSI_0032_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0051_B.png",
+      "image_rel_path": "all_images/BUSI_0051_B.png",
+      "mask_rel_path": "all_masks/BUSI_0051_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0207_B.png",
+      "image_rel_path": "all_images/BUSI_0207_B.png",
+      "mask_rel_path": "all_masks/BUSI_0207_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0019_M.png",
+      "image_rel_path": "all_images/BUSI_0019_M.png",
+      "mask_rel_path": "all_masks/BUSI_0019_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0391_B.png",
+      "image_rel_path": "all_images/BUSI_0391_B.png",
+      "mask_rel_path": "all_masks/BUSI_0391_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0124_B.png",
+      "image_rel_path": "all_images/BUSI_0124_B.png",
+      "mask_rel_path": "all_masks/BUSI_0124_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0249_B.png",
+      "image_rel_path": "all_images/BUSI_0249_B.png",
+      "mask_rel_path": "all_masks/BUSI_0249_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0203_B.png",
+      "image_rel_path": "all_images/BUSI_0203_B.png",
+      "mask_rel_path": "all_masks/BUSI_0203_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0146_M.png",
+      "image_rel_path": "all_images/BUSI_0146_M.png",
+      "mask_rel_path": "all_masks/BUSI_0146_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0201_B.png",
+      "image_rel_path": "all_images/BUSI_0201_B.png",
+      "mask_rel_path": "all_masks/BUSI_0201_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0356_B.png",
+      "image_rel_path": "all_images/BUSI_0356_B.png",
+      "mask_rel_path": "all_masks/BUSI_0356_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0297_B.png",
+      "image_rel_path": "all_images/BUSI_0297_B.png",
+      "mask_rel_path": "all_masks/BUSI_0297_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0395_B.png",
+      "image_rel_path": "all_images/BUSI_0395_B.png",
+      "mask_rel_path": "all_masks/BUSI_0395_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0122_B.png",
+      "image_rel_path": "all_images/BUSI_0122_B.png",
+      "mask_rel_path": "all_masks/BUSI_0122_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0174_M.png",
+      "image_rel_path": "all_images/BUSI_0174_M.png",
+      "mask_rel_path": "all_masks/BUSI_0174_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0085_M.png",
+      "image_rel_path": "all_images/BUSI_0085_M.png",
+      "mask_rel_path": "all_masks/BUSI_0085_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0109_B.png",
+      "image_rel_path": "all_images/BUSI_0109_B.png",
+      "mask_rel_path": "all_masks/BUSI_0109_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0013_B.png",
+      "image_rel_path": "all_images/BUSI_0013_B.png",
+      "mask_rel_path": "all_masks/BUSI_0013_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0075_B.png",
+      "image_rel_path": "all_images/BUSI_0075_B.png",
+      "mask_rel_path": "all_masks/BUSI_0075_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0162_M.png",
+      "image_rel_path": "all_images/BUSI_0162_M.png",
+      "mask_rel_path": "all_masks/BUSI_0162_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0063_M.png",
+      "image_rel_path": "all_images/BUSI_0063_M.png",
+      "mask_rel_path": "all_masks/BUSI_0063_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0159_M.png",
+      "image_rel_path": "all_images/BUSI_0159_M.png",
+      "mask_rel_path": "all_masks/BUSI_0159_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0100_B.png",
+      "image_rel_path": "all_images/BUSI_0100_B.png",
+      "mask_rel_path": "all_masks/BUSI_0100_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0034_B.png",
+      "image_rel_path": "all_images/BUSI_0034_B.png",
+      "mask_rel_path": "all_masks/BUSI_0034_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0188_B.png",
+      "image_rel_path": "all_images/BUSI_0188_B.png",
+      "mask_rel_path": "all_masks/BUSI_0188_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0178_B.png",
+      "image_rel_path": "all_images/BUSI_0178_B.png",
+      "mask_rel_path": "all_masks/BUSI_0178_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0131_M.png",
+      "image_rel_path": "all_images/BUSI_0131_M.png",
+      "mask_rel_path": "all_masks/BUSI_0131_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0094_M.png",
+      "image_rel_path": "all_images/BUSI_0094_M.png",
+      "mask_rel_path": "all_masks/BUSI_0094_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0103_M.png",
+      "image_rel_path": "all_images/BUSI_0103_M.png",
+      "mask_rel_path": "all_masks/BUSI_0103_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0340_B.png",
+      "image_rel_path": "all_images/BUSI_0340_B.png",
+      "mask_rel_path": "all_masks/BUSI_0340_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0420_B.png",
+      "image_rel_path": "all_images/BUSI_0420_B.png",
+      "mask_rel_path": "all_masks/BUSI_0420_B.png"
+    },
+    {
+      "class_label": "benign",
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+      "image_rel_path": "all_images/BUSI_0285_B.png",
+      "mask_rel_path": "all_masks/BUSI_0285_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0066_B.png",
+      "image_rel_path": "all_images/BUSI_0066_B.png",
+      "mask_rel_path": "all_masks/BUSI_0066_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0198_B.png",
+      "image_rel_path": "all_images/BUSI_0198_B.png",
+      "mask_rel_path": "all_masks/BUSI_0198_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0276_B.png",
+      "image_rel_path": "all_images/BUSI_0276_B.png",
+      "mask_rel_path": "all_masks/BUSI_0276_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0151_M.png",
+      "image_rel_path": "all_images/BUSI_0151_M.png",
+      "mask_rel_path": "all_masks/BUSI_0151_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0319_B.png",
+      "image_rel_path": "all_images/BUSI_0319_B.png",
+      "mask_rel_path": "all_masks/BUSI_0319_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0180_B.png",
+      "image_rel_path": "all_images/BUSI_0180_B.png",
+      "mask_rel_path": "all_masks/BUSI_0180_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0051_M.png",
+      "image_rel_path": "all_images/BUSI_0051_M.png",
+      "mask_rel_path": "all_masks/BUSI_0051_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0333_B.png",
+      "image_rel_path": "all_images/BUSI_0333_B.png",
+      "mask_rel_path": "all_masks/BUSI_0333_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0425_B.png",
+      "image_rel_path": "all_images/BUSI_0425_B.png",
+      "mask_rel_path": "all_masks/BUSI_0425_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0181_M.png",
+      "image_rel_path": "all_images/BUSI_0181_M.png",
+      "mask_rel_path": "all_masks/BUSI_0181_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0061_M.png",
+      "image_rel_path": "all_images/BUSI_0061_M.png",
+      "mask_rel_path": "all_masks/BUSI_0061_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0161_B.png",
+      "image_rel_path": "all_images/BUSI_0161_B.png",
+      "mask_rel_path": "all_masks/BUSI_0161_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0290_B.png",
+      "image_rel_path": "all_images/BUSI_0290_B.png",
+      "mask_rel_path": "all_masks/BUSI_0290_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0376_B.png",
+      "image_rel_path": "all_images/BUSI_0376_B.png",
+      "mask_rel_path": "all_masks/BUSI_0376_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0119_M.png",
+      "image_rel_path": "all_images/BUSI_0119_M.png",
+      "mask_rel_path": "all_masks/BUSI_0119_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0103_B.png",
+      "image_rel_path": "all_images/BUSI_0103_B.png",
+      "mask_rel_path": "all_masks/BUSI_0103_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0414_B.png",
+      "image_rel_path": "all_images/BUSI_0414_B.png",
+      "mask_rel_path": "all_masks/BUSI_0414_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0358_B.png",
+      "image_rel_path": "all_images/BUSI_0358_B.png",
+      "mask_rel_path": "all_masks/BUSI_0358_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0080_B.png",
+      "image_rel_path": "all_images/BUSI_0080_B.png",
+      "mask_rel_path": "all_masks/BUSI_0080_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0359_B.png",
+      "image_rel_path": "all_images/BUSI_0359_B.png",
+      "mask_rel_path": "all_masks/BUSI_0359_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0428_B.png",
+      "image_rel_path": "all_images/BUSI_0428_B.png",
+      "mask_rel_path": "all_masks/BUSI_0428_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0120_B.png",
+      "image_rel_path": "all_images/BUSI_0120_B.png",
+      "mask_rel_path": "all_masks/BUSI_0120_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0142_B.png",
+      "image_rel_path": "all_images/BUSI_0142_B.png",
+      "mask_rel_path": "all_masks/BUSI_0142_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0079_M.png",
+      "image_rel_path": "all_images/BUSI_0079_M.png",
+      "mask_rel_path": "all_masks/BUSI_0079_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0007_B.png",
+      "image_rel_path": "all_images/BUSI_0007_B.png",
+      "mask_rel_path": "all_masks/BUSI_0007_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0076_M.png",
+      "image_rel_path": "all_images/BUSI_0076_M.png",
+      "mask_rel_path": "all_masks/BUSI_0076_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0275_B.png",
+      "image_rel_path": "all_images/BUSI_0275_B.png",
+      "mask_rel_path": "all_masks/BUSI_0275_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0132_B.png",
+      "image_rel_path": "all_images/BUSI_0132_B.png",
+      "mask_rel_path": "all_masks/BUSI_0132_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0139_M.png",
+      "image_rel_path": "all_images/BUSI_0139_M.png",
+      "mask_rel_path": "all_masks/BUSI_0139_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0325_B.png",
+      "image_rel_path": "all_images/BUSI_0325_B.png",
+      "mask_rel_path": "all_masks/BUSI_0325_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0324_B.png",
+      "image_rel_path": "all_images/BUSI_0324_B.png",
+      "mask_rel_path": "all_masks/BUSI_0324_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0266_B.png",
+      "image_rel_path": "all_images/BUSI_0266_B.png",
+      "mask_rel_path": "all_masks/BUSI_0266_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0183_M.png",
+      "image_rel_path": "all_images/BUSI_0183_M.png",
+      "mask_rel_path": "all_masks/BUSI_0183_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0205_M.png",
+      "image_rel_path": "all_images/BUSI_0205_M.png",
+      "mask_rel_path": "all_masks/BUSI_0205_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0068_B.png",
+      "image_rel_path": "all_images/BUSI_0068_B.png",
+      "mask_rel_path": "all_masks/BUSI_0068_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0204_B.png",
+      "image_rel_path": "all_images/BUSI_0204_B.png",
+      "mask_rel_path": "all_masks/BUSI_0204_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0431_B.png",
+      "image_rel_path": "all_images/BUSI_0431_B.png",
+      "mask_rel_path": "all_masks/BUSI_0431_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0382_B.png",
+      "image_rel_path": "all_images/BUSI_0382_B.png",
+      "mask_rel_path": "all_masks/BUSI_0382_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0318_B.png",
+      "image_rel_path": "all_images/BUSI_0318_B.png",
+      "mask_rel_path": "all_masks/BUSI_0318_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0192_B.png",
+      "image_rel_path": "all_images/BUSI_0192_B.png",
+      "mask_rel_path": "all_masks/BUSI_0192_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_030_repeat_01.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_030_repeat_01.json
new file mode 100644
index 0000000000000000000000000000000000000000..c427454d162447bb12b40f12c85215d34502fc59
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_030_repeat_01.json
@@ -0,0 +1,4868 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0179_M.png",
+      "image_rel_path": "all_images/BUSI_0179_M.png",
+      "mask_rel_path": "all_masks/BUSI_0179_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0017_B.png",
+      "image_rel_path": "all_images/BUSI_0017_B.png",
+      "mask_rel_path": "all_masks/BUSI_0017_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0429_B.png",
+      "image_rel_path": "all_images/BUSI_0429_B.png",
+      "mask_rel_path": "all_masks/BUSI_0429_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0107_B.png",
+      "image_rel_path": "all_images/BUSI_0107_B.png",
+      "mask_rel_path": "all_masks/BUSI_0107_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0045_M.png",
+      "image_rel_path": "all_images/BUSI_0045_M.png",
+      "mask_rel_path": "all_masks/BUSI_0045_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0171_M.png",
+      "image_rel_path": "all_images/BUSI_0171_M.png",
+      "mask_rel_path": "all_masks/BUSI_0171_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0348_B.png",
+      "image_rel_path": "all_images/BUSI_0348_B.png",
+      "mask_rel_path": "all_masks/BUSI_0348_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0057_M.png",
+      "image_rel_path": "all_images/BUSI_0057_M.png",
+      "mask_rel_path": "all_masks/BUSI_0057_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0013_M.png",
+      "image_rel_path": "all_images/BUSI_0013_M.png",
+      "mask_rel_path": "all_masks/BUSI_0013_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0432_B.png",
+      "image_rel_path": "all_images/BUSI_0432_B.png",
+      "mask_rel_path": "all_masks/BUSI_0432_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0072_M.png",
+      "image_rel_path": "all_images/BUSI_0072_M.png",
+      "mask_rel_path": "all_masks/BUSI_0072_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0196_B.png",
+      "image_rel_path": "all_images/BUSI_0196_B.png",
+      "mask_rel_path": "all_masks/BUSI_0196_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0011_B.png",
+      "image_rel_path": "all_images/BUSI_0011_B.png",
+      "mask_rel_path": "all_masks/BUSI_0011_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0045_B.png",
+      "image_rel_path": "all_images/BUSI_0045_B.png",
+      "mask_rel_path": "all_masks/BUSI_0045_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0044_B.png",
+      "image_rel_path": "all_images/BUSI_0044_B.png",
+      "mask_rel_path": "all_masks/BUSI_0044_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0023_B.png",
+      "image_rel_path": "all_images/BUSI_0023_B.png",
+      "mask_rel_path": "all_masks/BUSI_0023_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0113_B.png",
+      "image_rel_path": "all_images/BUSI_0113_B.png",
+      "mask_rel_path": "all_masks/BUSI_0113_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0344_B.png",
+      "image_rel_path": "all_images/BUSI_0344_B.png",
+      "mask_rel_path": "all_masks/BUSI_0344_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0316_B.png",
+      "image_rel_path": "all_images/BUSI_0316_B.png",
+      "mask_rel_path": "all_masks/BUSI_0316_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0123_B.png",
+      "image_rel_path": "all_images/BUSI_0123_B.png",
+      "mask_rel_path": "all_masks/BUSI_0123_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0043_M.png",
+      "image_rel_path": "all_images/BUSI_0043_M.png",
+      "mask_rel_path": "all_masks/BUSI_0043_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0030_M.png",
+      "image_rel_path": "all_images/BUSI_0030_M.png",
+      "mask_rel_path": "all_masks/BUSI_0030_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0153_B.png",
+      "image_rel_path": "all_images/BUSI_0153_B.png",
+      "mask_rel_path": "all_masks/BUSI_0153_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0411_B.png",
+      "image_rel_path": "all_images/BUSI_0411_B.png",
+      "mask_rel_path": "all_masks/BUSI_0411_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0396_B.png",
+      "image_rel_path": "all_images/BUSI_0396_B.png",
+      "mask_rel_path": "all_masks/BUSI_0396_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0078_B.png",
+      "image_rel_path": "all_images/BUSI_0078_B.png",
+      "mask_rel_path": "all_masks/BUSI_0078_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0347_B.png",
+      "image_rel_path": "all_images/BUSI_0347_B.png",
+      "mask_rel_path": "all_masks/BUSI_0347_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0215_B.png",
+      "image_rel_path": "all_images/BUSI_0215_B.png",
+      "mask_rel_path": "all_masks/BUSI_0215_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0028_M.png",
+      "image_rel_path": "all_images/BUSI_0028_M.png",
+      "mask_rel_path": "all_masks/BUSI_0028_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0255_B.png",
+      "image_rel_path": "all_images/BUSI_0255_B.png",
+      "mask_rel_path": "all_masks/BUSI_0255_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0003_B.png",
+      "image_rel_path": "all_images/BUSI_0003_B.png",
+      "mask_rel_path": "all_masks/BUSI_0003_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0080_M.png",
+      "image_rel_path": "all_images/BUSI_0080_M.png",
+      "mask_rel_path": "all_masks/BUSI_0080_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0236_B.png",
+      "image_rel_path": "all_images/BUSI_0236_B.png",
+      "mask_rel_path": "all_masks/BUSI_0236_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0050_B.png",
+      "image_rel_path": "all_images/BUSI_0050_B.png",
+      "mask_rel_path": "all_masks/BUSI_0050_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0197_M.png",
+      "image_rel_path": "all_images/BUSI_0197_M.png",
+      "mask_rel_path": "all_masks/BUSI_0197_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0245_B.png",
+      "image_rel_path": "all_images/BUSI_0245_B.png",
+      "mask_rel_path": "all_masks/BUSI_0245_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0128_B.png",
+      "image_rel_path": "all_images/BUSI_0128_B.png",
+      "mask_rel_path": "all_masks/BUSI_0128_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0164_M.png",
+      "image_rel_path": "all_images/BUSI_0164_M.png",
+      "mask_rel_path": "all_masks/BUSI_0164_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0061_B.png",
+      "image_rel_path": "all_images/BUSI_0061_B.png",
+      "mask_rel_path": "all_masks/BUSI_0061_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0052_M.png",
+      "image_rel_path": "all_images/BUSI_0052_M.png",
+      "mask_rel_path": "all_masks/BUSI_0052_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0079_B.png",
+      "image_rel_path": "all_images/BUSI_0079_B.png",
+      "mask_rel_path": "all_masks/BUSI_0079_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0154_B.png",
+      "image_rel_path": "all_images/BUSI_0154_B.png",
+      "mask_rel_path": "all_masks/BUSI_0154_B.png"
+    },
+    {
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+      "filename": "BUSI_0197_M.png",
+      "image_rel_path": "all_images/BUSI_0197_M.png",
+      "mask_rel_path": "all_masks/BUSI_0197_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0282_B.png",
+      "image_rel_path": "all_images/BUSI_0282_B.png",
+      "mask_rel_path": "all_masks/BUSI_0282_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0163_B.png",
+      "image_rel_path": "all_images/BUSI_0163_B.png",
+      "mask_rel_path": "all_masks/BUSI_0163_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0250_B.png",
+      "image_rel_path": "all_images/BUSI_0250_B.png",
+      "mask_rel_path": "all_masks/BUSI_0250_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0327_B.png",
+      "image_rel_path": "all_images/BUSI_0327_B.png",
+      "mask_rel_path": "all_masks/BUSI_0327_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0048_B.png",
+      "image_rel_path": "all_images/BUSI_0048_B.png",
+      "mask_rel_path": "all_masks/BUSI_0048_B.png"
+    }
+  ],
+  "val_records": [
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0102_M.png",
+      "image_rel_path": "all_images/BUSI_0102_M.png",
+      "mask_rel_path": "all_masks/BUSI_0102_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0055_B.png",
+      "image_rel_path": "all_images/BUSI_0055_B.png",
+      "mask_rel_path": "all_masks/BUSI_0055_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0044_M.png",
+      "image_rel_path": "all_images/BUSI_0044_M.png",
+      "mask_rel_path": "all_masks/BUSI_0044_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0231_B.png",
+      "image_rel_path": "all_images/BUSI_0231_B.png",
+      "mask_rel_path": "all_masks/BUSI_0231_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0182_M.png",
+      "image_rel_path": "all_images/BUSI_0182_M.png",
+      "mask_rel_path": "all_masks/BUSI_0182_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0041_M.png",
+      "image_rel_path": "all_images/BUSI_0041_M.png",
+      "mask_rel_path": "all_masks/BUSI_0041_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0182_B.png",
+      "image_rel_path": "all_images/BUSI_0182_B.png",
+      "mask_rel_path": "all_masks/BUSI_0182_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0224_B.png",
+      "image_rel_path": "all_images/BUSI_0224_B.png",
+      "mask_rel_path": "all_masks/BUSI_0224_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0176_B.png",
+      "image_rel_path": "all_images/BUSI_0176_B.png",
+      "mask_rel_path": "all_masks/BUSI_0176_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0026_B.png",
+      "image_rel_path": "all_images/BUSI_0026_B.png",
+      "mask_rel_path": "all_masks/BUSI_0026_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0005_B.png",
+      "image_rel_path": "all_images/BUSI_0005_B.png",
+      "mask_rel_path": "all_masks/BUSI_0005_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0199_M.png",
+      "image_rel_path": "all_images/BUSI_0199_M.png",
+      "mask_rel_path": "all_masks/BUSI_0199_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0384_B.png",
+      "image_rel_path": "all_images/BUSI_0384_B.png",
+      "mask_rel_path": "all_masks/BUSI_0384_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0083_M.png",
+      "image_rel_path": "all_images/BUSI_0083_M.png",
+      "mask_rel_path": "all_masks/BUSI_0083_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0118_B.png",
+      "image_rel_path": "all_images/BUSI_0118_B.png",
+      "mask_rel_path": "all_masks/BUSI_0118_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0405_B.png",
+      "image_rel_path": "all_images/BUSI_0405_B.png",
+      "mask_rel_path": "all_masks/BUSI_0405_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0208_M.png",
+      "image_rel_path": "all_images/BUSI_0208_M.png",
+      "mask_rel_path": "all_masks/BUSI_0208_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0038_B.png",
+      "image_rel_path": "all_images/BUSI_0038_B.png",
+      "mask_rel_path": "all_masks/BUSI_0038_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0341_B.png",
+      "image_rel_path": "all_images/BUSI_0341_B.png",
+      "mask_rel_path": "all_masks/BUSI_0341_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0127_B.png",
+      "image_rel_path": "all_images/BUSI_0127_B.png",
+      "mask_rel_path": "all_masks/BUSI_0127_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0060_M.png",
+      "image_rel_path": "all_images/BUSI_0060_M.png",
+      "mask_rel_path": "all_masks/BUSI_0060_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0100_M.png",
+      "image_rel_path": "all_images/BUSI_0100_M.png",
+      "mask_rel_path": "all_masks/BUSI_0100_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0099_M.png",
+      "image_rel_path": "all_images/BUSI_0099_M.png",
+      "mask_rel_path": "all_masks/BUSI_0099_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0285_B.png",
+      "image_rel_path": "all_images/BUSI_0285_B.png",
+      "mask_rel_path": "all_masks/BUSI_0285_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0066_B.png",
+      "image_rel_path": "all_images/BUSI_0066_B.png",
+      "mask_rel_path": "all_masks/BUSI_0066_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0198_B.png",
+      "image_rel_path": "all_images/BUSI_0198_B.png",
+      "mask_rel_path": "all_masks/BUSI_0198_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0276_B.png",
+      "image_rel_path": "all_images/BUSI_0276_B.png",
+      "mask_rel_path": "all_masks/BUSI_0276_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0151_M.png",
+      "image_rel_path": "all_images/BUSI_0151_M.png",
+      "mask_rel_path": "all_masks/BUSI_0151_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0319_B.png",
+      "image_rel_path": "all_images/BUSI_0319_B.png",
+      "mask_rel_path": "all_masks/BUSI_0319_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0180_B.png",
+      "image_rel_path": "all_images/BUSI_0180_B.png",
+      "mask_rel_path": "all_masks/BUSI_0180_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0051_M.png",
+      "image_rel_path": "all_images/BUSI_0051_M.png",
+      "mask_rel_path": "all_masks/BUSI_0051_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0333_B.png",
+      "image_rel_path": "all_images/BUSI_0333_B.png",
+      "mask_rel_path": "all_masks/BUSI_0333_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0425_B.png",
+      "image_rel_path": "all_images/BUSI_0425_B.png",
+      "mask_rel_path": "all_masks/BUSI_0425_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0181_M.png",
+      "image_rel_path": "all_images/BUSI_0181_M.png",
+      "mask_rel_path": "all_masks/BUSI_0181_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0061_M.png",
+      "image_rel_path": "all_images/BUSI_0061_M.png",
+      "mask_rel_path": "all_masks/BUSI_0061_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0161_B.png",
+      "image_rel_path": "all_images/BUSI_0161_B.png",
+      "mask_rel_path": "all_masks/BUSI_0161_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0290_B.png",
+      "image_rel_path": "all_images/BUSI_0290_B.png",
+      "mask_rel_path": "all_masks/BUSI_0290_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0376_B.png",
+      "image_rel_path": "all_images/BUSI_0376_B.png",
+      "mask_rel_path": "all_masks/BUSI_0376_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0119_M.png",
+      "image_rel_path": "all_images/BUSI_0119_M.png",
+      "mask_rel_path": "all_masks/BUSI_0119_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0103_B.png",
+      "image_rel_path": "all_images/BUSI_0103_B.png",
+      "mask_rel_path": "all_masks/BUSI_0103_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0414_B.png",
+      "image_rel_path": "all_images/BUSI_0414_B.png",
+      "mask_rel_path": "all_masks/BUSI_0414_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0358_B.png",
+      "image_rel_path": "all_images/BUSI_0358_B.png",
+      "mask_rel_path": "all_masks/BUSI_0358_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0080_B.png",
+      "image_rel_path": "all_images/BUSI_0080_B.png",
+      "mask_rel_path": "all_masks/BUSI_0080_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0359_B.png",
+      "image_rel_path": "all_images/BUSI_0359_B.png",
+      "mask_rel_path": "all_masks/BUSI_0359_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0428_B.png",
+      "image_rel_path": "all_images/BUSI_0428_B.png",
+      "mask_rel_path": "all_masks/BUSI_0428_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0120_B.png",
+      "image_rel_path": "all_images/BUSI_0120_B.png",
+      "mask_rel_path": "all_masks/BUSI_0120_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0142_B.png",
+      "image_rel_path": "all_images/BUSI_0142_B.png",
+      "mask_rel_path": "all_masks/BUSI_0142_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0079_M.png",
+      "image_rel_path": "all_images/BUSI_0079_M.png",
+      "mask_rel_path": "all_masks/BUSI_0079_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0007_B.png",
+      "image_rel_path": "all_images/BUSI_0007_B.png",
+      "mask_rel_path": "all_masks/BUSI_0007_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0076_M.png",
+      "image_rel_path": "all_images/BUSI_0076_M.png",
+      "mask_rel_path": "all_masks/BUSI_0076_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0275_B.png",
+      "image_rel_path": "all_images/BUSI_0275_B.png",
+      "mask_rel_path": "all_masks/BUSI_0275_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0132_B.png",
+      "image_rel_path": "all_images/BUSI_0132_B.png",
+      "mask_rel_path": "all_masks/BUSI_0132_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0139_M.png",
+      "image_rel_path": "all_images/BUSI_0139_M.png",
+      "mask_rel_path": "all_masks/BUSI_0139_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0325_B.png",
+      "image_rel_path": "all_images/BUSI_0325_B.png",
+      "mask_rel_path": "all_masks/BUSI_0325_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0324_B.png",
+      "image_rel_path": "all_images/BUSI_0324_B.png",
+      "mask_rel_path": "all_masks/BUSI_0324_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0266_B.png",
+      "image_rel_path": "all_images/BUSI_0266_B.png",
+      "mask_rel_path": "all_masks/BUSI_0266_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0183_M.png",
+      "image_rel_path": "all_images/BUSI_0183_M.png",
+      "mask_rel_path": "all_masks/BUSI_0183_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0205_M.png",
+      "image_rel_path": "all_images/BUSI_0205_M.png",
+      "mask_rel_path": "all_masks/BUSI_0205_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0068_B.png",
+      "image_rel_path": "all_images/BUSI_0068_B.png",
+      "mask_rel_path": "all_masks/BUSI_0068_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0204_B.png",
+      "image_rel_path": "all_images/BUSI_0204_B.png",
+      "mask_rel_path": "all_masks/BUSI_0204_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0431_B.png",
+      "image_rel_path": "all_images/BUSI_0431_B.png",
+      "mask_rel_path": "all_masks/BUSI_0431_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0382_B.png",
+      "image_rel_path": "all_images/BUSI_0382_B.png",
+      "mask_rel_path": "all_masks/BUSI_0382_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0318_B.png",
+      "image_rel_path": "all_images/BUSI_0318_B.png",
+      "mask_rel_path": "all_masks/BUSI_0318_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0192_B.png",
+      "image_rel_path": "all_images/BUSI_0192_B.png",
+      "mask_rel_path": "all_masks/BUSI_0192_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_030_repeat_02.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_030_repeat_02.json
new file mode 100644
index 0000000000000000000000000000000000000000..95b97bc9a335d7dc13993d3cbd6bf96a928b4588
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_030_repeat_02.json
@@ -0,0 +1,4867 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0179_M.png",
+      "image_rel_path": "all_images/BUSI_0179_M.png",
+      "mask_rel_path": "all_masks/BUSI_0179_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0017_B.png",
+      "image_rel_path": "all_images/BUSI_0017_B.png",
+      "mask_rel_path": "all_masks/BUSI_0017_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0429_B.png",
+      "image_rel_path": "all_images/BUSI_0429_B.png",
+      "mask_rel_path": "all_masks/BUSI_0429_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0107_B.png",
+      "image_rel_path": "all_images/BUSI_0107_B.png",
+      "mask_rel_path": "all_masks/BUSI_0107_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0045_M.png",
+      "image_rel_path": "all_images/BUSI_0045_M.png",
+      "mask_rel_path": "all_masks/BUSI_0045_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0171_M.png",
+      "image_rel_path": "all_images/BUSI_0171_M.png",
+      "mask_rel_path": "all_masks/BUSI_0171_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0348_B.png",
+      "image_rel_path": "all_images/BUSI_0348_B.png",
+      "mask_rel_path": "all_masks/BUSI_0348_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0057_M.png",
+      "image_rel_path": "all_images/BUSI_0057_M.png",
+      "mask_rel_path": "all_masks/BUSI_0057_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0013_M.png",
+      "image_rel_path": "all_images/BUSI_0013_M.png",
+      "mask_rel_path": "all_masks/BUSI_0013_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0432_B.png",
+      "image_rel_path": "all_images/BUSI_0432_B.png",
+      "mask_rel_path": "all_masks/BUSI_0432_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0072_M.png",
+      "image_rel_path": "all_images/BUSI_0072_M.png",
+      "mask_rel_path": "all_masks/BUSI_0072_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0196_B.png",
+      "image_rel_path": "all_images/BUSI_0196_B.png",
+      "mask_rel_path": "all_masks/BUSI_0196_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0011_B.png",
+      "image_rel_path": "all_images/BUSI_0011_B.png",
+      "mask_rel_path": "all_masks/BUSI_0011_B.png"
+    },
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+      "filename": "BUSI_0132_B.png",
+      "image_rel_path": "all_images/BUSI_0132_B.png",
+      "mask_rel_path": "all_masks/BUSI_0132_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0139_M.png",
+      "image_rel_path": "all_images/BUSI_0139_M.png",
+      "mask_rel_path": "all_masks/BUSI_0139_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0325_B.png",
+      "image_rel_path": "all_images/BUSI_0325_B.png",
+      "mask_rel_path": "all_masks/BUSI_0325_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0324_B.png",
+      "image_rel_path": "all_images/BUSI_0324_B.png",
+      "mask_rel_path": "all_masks/BUSI_0324_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0266_B.png",
+      "image_rel_path": "all_images/BUSI_0266_B.png",
+      "mask_rel_path": "all_masks/BUSI_0266_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0183_M.png",
+      "image_rel_path": "all_images/BUSI_0183_M.png",
+      "mask_rel_path": "all_masks/BUSI_0183_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0205_M.png",
+      "image_rel_path": "all_images/BUSI_0205_M.png",
+      "mask_rel_path": "all_masks/BUSI_0205_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0068_B.png",
+      "image_rel_path": "all_images/BUSI_0068_B.png",
+      "mask_rel_path": "all_masks/BUSI_0068_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0204_B.png",
+      "image_rel_path": "all_images/BUSI_0204_B.png",
+      "mask_rel_path": "all_masks/BUSI_0204_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0431_B.png",
+      "image_rel_path": "all_images/BUSI_0431_B.png",
+      "mask_rel_path": "all_masks/BUSI_0431_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0382_B.png",
+      "image_rel_path": "all_images/BUSI_0382_B.png",
+      "mask_rel_path": "all_masks/BUSI_0382_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0318_B.png",
+      "image_rel_path": "all_images/BUSI_0318_B.png",
+      "mask_rel_path": "all_masks/BUSI_0318_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0192_B.png",
+      "image_rel_path": "all_images/BUSI_0192_B.png",
+      "mask_rel_path": "all_masks/BUSI_0192_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_030_repeat_03.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_030_repeat_03.json
new file mode 100644
index 0000000000000000000000000000000000000000..8c9a64cf9c35f24227759d40f5a507d9b581a1ab
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_030_repeat_03.json
@@ -0,0 +1,4866 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0179_M.png",
+      "image_rel_path": "all_images/BUSI_0179_M.png",
+      "mask_rel_path": "all_masks/BUSI_0179_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0017_B.png",
+      "image_rel_path": "all_images/BUSI_0017_B.png",
+      "mask_rel_path": "all_masks/BUSI_0017_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0429_B.png",
+      "image_rel_path": "all_images/BUSI_0429_B.png",
+      "mask_rel_path": "all_masks/BUSI_0429_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0107_B.png",
+      "image_rel_path": "all_images/BUSI_0107_B.png",
+      "mask_rel_path": "all_masks/BUSI_0107_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0045_M.png",
+      "image_rel_path": "all_images/BUSI_0045_M.png",
+      "mask_rel_path": "all_masks/BUSI_0045_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0171_M.png",
+      "image_rel_path": "all_images/BUSI_0171_M.png",
+      "mask_rel_path": "all_masks/BUSI_0171_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0348_B.png",
+      "image_rel_path": "all_images/BUSI_0348_B.png",
+      "mask_rel_path": "all_masks/BUSI_0348_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0057_M.png",
+      "image_rel_path": "all_images/BUSI_0057_M.png",
+      "mask_rel_path": "all_masks/BUSI_0057_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0013_M.png",
+      "image_rel_path": "all_images/BUSI_0013_M.png",
+      "mask_rel_path": "all_masks/BUSI_0013_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0432_B.png",
+      "image_rel_path": "all_images/BUSI_0432_B.png",
+      "mask_rel_path": "all_masks/BUSI_0432_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0072_M.png",
+      "image_rel_path": "all_images/BUSI_0072_M.png",
+      "mask_rel_path": "all_masks/BUSI_0072_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0196_B.png",
+      "image_rel_path": "all_images/BUSI_0196_B.png",
+      "mask_rel_path": "all_masks/BUSI_0196_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0011_B.png",
+      "image_rel_path": "all_images/BUSI_0011_B.png",
+      "mask_rel_path": "all_masks/BUSI_0011_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0045_B.png",
+      "image_rel_path": "all_images/BUSI_0045_B.png",
+      "mask_rel_path": "all_masks/BUSI_0045_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0044_B.png",
+      "image_rel_path": "all_images/BUSI_0044_B.png",
+      "mask_rel_path": "all_masks/BUSI_0044_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0023_B.png",
+      "image_rel_path": "all_images/BUSI_0023_B.png",
+      "mask_rel_path": "all_masks/BUSI_0023_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0113_B.png",
+      "image_rel_path": "all_images/BUSI_0113_B.png",
+      "mask_rel_path": "all_masks/BUSI_0113_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0344_B.png",
+      "image_rel_path": "all_images/BUSI_0344_B.png",
+      "mask_rel_path": "all_masks/BUSI_0344_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0316_B.png",
+      "image_rel_path": "all_images/BUSI_0316_B.png",
+      "mask_rel_path": "all_masks/BUSI_0316_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0123_B.png",
+      "image_rel_path": "all_images/BUSI_0123_B.png",
+      "mask_rel_path": "all_masks/BUSI_0123_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0043_M.png",
+      "image_rel_path": "all_images/BUSI_0043_M.png",
+      "mask_rel_path": "all_masks/BUSI_0043_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0030_M.png",
+      "image_rel_path": "all_images/BUSI_0030_M.png",
+      "mask_rel_path": "all_masks/BUSI_0030_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0153_B.png",
+      "image_rel_path": "all_images/BUSI_0153_B.png",
+      "mask_rel_path": "all_masks/BUSI_0153_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0411_B.png",
+      "image_rel_path": "all_images/BUSI_0411_B.png",
+      "mask_rel_path": "all_masks/BUSI_0411_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0396_B.png",
+      "image_rel_path": "all_images/BUSI_0396_B.png",
+      "mask_rel_path": "all_masks/BUSI_0396_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0078_B.png",
+      "image_rel_path": "all_images/BUSI_0078_B.png",
+      "mask_rel_path": "all_masks/BUSI_0078_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0347_B.png",
+      "image_rel_path": "all_images/BUSI_0347_B.png",
+      "mask_rel_path": "all_masks/BUSI_0347_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0215_B.png",
+      "image_rel_path": "all_images/BUSI_0215_B.png",
+      "mask_rel_path": "all_masks/BUSI_0215_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0028_M.png",
+      "image_rel_path": "all_images/BUSI_0028_M.png",
+      "mask_rel_path": "all_masks/BUSI_0028_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0255_B.png",
+      "image_rel_path": "all_images/BUSI_0255_B.png",
+      "mask_rel_path": "all_masks/BUSI_0255_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0003_B.png",
+      "image_rel_path": "all_images/BUSI_0003_B.png",
+      "mask_rel_path": "all_masks/BUSI_0003_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0080_M.png",
+      "image_rel_path": "all_images/BUSI_0080_M.png",
+      "mask_rel_path": "all_masks/BUSI_0080_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0236_B.png",
+      "image_rel_path": "all_images/BUSI_0236_B.png",
+      "mask_rel_path": "all_masks/BUSI_0236_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0050_B.png",
+      "image_rel_path": "all_images/BUSI_0050_B.png",
+      "mask_rel_path": "all_masks/BUSI_0050_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0197_M.png",
+      "image_rel_path": "all_images/BUSI_0197_M.png",
+      "mask_rel_path": "all_masks/BUSI_0197_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0245_B.png",
+      "image_rel_path": "all_images/BUSI_0245_B.png",
+      "mask_rel_path": "all_masks/BUSI_0245_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0128_B.png",
+      "image_rel_path": "all_images/BUSI_0128_B.png",
+      "mask_rel_path": "all_masks/BUSI_0128_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0164_M.png",
+      "image_rel_path": "all_images/BUSI_0164_M.png",
+      "mask_rel_path": "all_masks/BUSI_0164_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0061_B.png",
+      "image_rel_path": "all_images/BUSI_0061_B.png",
+      "mask_rel_path": "all_masks/BUSI_0061_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0052_M.png",
+      "image_rel_path": "all_images/BUSI_0052_M.png",
+      "mask_rel_path": "all_masks/BUSI_0052_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0079_B.png",
+      "image_rel_path": "all_images/BUSI_0079_B.png",
+      "mask_rel_path": "all_masks/BUSI_0079_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0154_B.png",
+      "image_rel_path": "all_images/BUSI_0154_B.png",
+      "mask_rel_path": "all_masks/BUSI_0154_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0029_M.png",
+      "image_rel_path": "all_images/BUSI_0029_M.png",
+      "mask_rel_path": "all_masks/BUSI_0029_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0053_B.png",
+      "image_rel_path": "all_images/BUSI_0053_B.png",
+      "mask_rel_path": "all_masks/BUSI_0053_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0010_B.png",
+      "image_rel_path": "all_images/BUSI_0010_B.png",
+      "mask_rel_path": "all_masks/BUSI_0010_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0133_M.png",
+      "image_rel_path": "all_images/BUSI_0133_M.png",
+      "mask_rel_path": "all_masks/BUSI_0133_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0158_M.png",
+      "image_rel_path": "all_images/BUSI_0158_M.png",
+      "mask_rel_path": "all_masks/BUSI_0158_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0301_B.png",
+      "image_rel_path": "all_images/BUSI_0301_B.png",
+      "mask_rel_path": "all_masks/BUSI_0301_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0121_B.png",
+      "image_rel_path": "all_images/BUSI_0121_B.png",
+      "mask_rel_path": "all_masks/BUSI_0121_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0032_B.png",
+      "image_rel_path": "all_images/BUSI_0032_B.png",
+      "mask_rel_path": "all_masks/BUSI_0032_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0051_B.png",
+      "image_rel_path": "all_images/BUSI_0051_B.png",
+      "mask_rel_path": "all_masks/BUSI_0051_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0207_B.png",
+      "image_rel_path": "all_images/BUSI_0207_B.png",
+      "mask_rel_path": "all_masks/BUSI_0207_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0019_M.png",
+      "image_rel_path": "all_images/BUSI_0019_M.png",
+      "mask_rel_path": "all_masks/BUSI_0019_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0391_B.png",
+      "image_rel_path": "all_images/BUSI_0391_B.png",
+      "mask_rel_path": "all_masks/BUSI_0391_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0124_B.png",
+      "image_rel_path": "all_images/BUSI_0124_B.png",
+      "mask_rel_path": "all_masks/BUSI_0124_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0249_B.png",
+      "image_rel_path": "all_images/BUSI_0249_B.png",
+      "mask_rel_path": "all_masks/BUSI_0249_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0203_B.png",
+      "image_rel_path": "all_images/BUSI_0203_B.png",
+      "mask_rel_path": "all_masks/BUSI_0203_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0146_M.png",
+      "image_rel_path": "all_images/BUSI_0146_M.png",
+      "mask_rel_path": "all_masks/BUSI_0146_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0201_B.png",
+      "image_rel_path": "all_images/BUSI_0201_B.png",
+      "mask_rel_path": "all_masks/BUSI_0201_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0356_B.png",
+      "image_rel_path": "all_images/BUSI_0356_B.png",
+      "mask_rel_path": "all_masks/BUSI_0356_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0297_B.png",
+      "image_rel_path": "all_images/BUSI_0297_B.png",
+      "mask_rel_path": "all_masks/BUSI_0297_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0395_B.png",
+      "image_rel_path": "all_images/BUSI_0395_B.png",
+      "mask_rel_path": "all_masks/BUSI_0395_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0122_B.png",
+      "image_rel_path": "all_images/BUSI_0122_B.png",
+      "mask_rel_path": "all_masks/BUSI_0122_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0174_M.png",
+      "image_rel_path": "all_images/BUSI_0174_M.png",
+      "mask_rel_path": "all_masks/BUSI_0174_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0085_M.png",
+      "image_rel_path": "all_images/BUSI_0085_M.png",
+      "mask_rel_path": "all_masks/BUSI_0085_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0109_B.png",
+      "image_rel_path": "all_images/BUSI_0109_B.png",
+      "mask_rel_path": "all_masks/BUSI_0109_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0013_B.png",
+      "image_rel_path": "all_images/BUSI_0013_B.png",
+      "mask_rel_path": "all_masks/BUSI_0013_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0075_B.png",
+      "image_rel_path": "all_images/BUSI_0075_B.png",
+      "mask_rel_path": "all_masks/BUSI_0075_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0162_M.png",
+      "image_rel_path": "all_images/BUSI_0162_M.png",
+      "mask_rel_path": "all_masks/BUSI_0162_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0063_M.png",
+      "image_rel_path": "all_images/BUSI_0063_M.png",
+      "mask_rel_path": "all_masks/BUSI_0063_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0159_M.png",
+      "image_rel_path": "all_images/BUSI_0159_M.png",
+      "mask_rel_path": "all_masks/BUSI_0159_M.png"
+    },
+    {
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+      "filename": "BUSI_0285_B.png",
+      "image_rel_path": "all_images/BUSI_0285_B.png",
+      "mask_rel_path": "all_masks/BUSI_0285_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0066_B.png",
+      "image_rel_path": "all_images/BUSI_0066_B.png",
+      "mask_rel_path": "all_masks/BUSI_0066_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0198_B.png",
+      "image_rel_path": "all_images/BUSI_0198_B.png",
+      "mask_rel_path": "all_masks/BUSI_0198_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0276_B.png",
+      "image_rel_path": "all_images/BUSI_0276_B.png",
+      "mask_rel_path": "all_masks/BUSI_0276_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0151_M.png",
+      "image_rel_path": "all_images/BUSI_0151_M.png",
+      "mask_rel_path": "all_masks/BUSI_0151_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0319_B.png",
+      "image_rel_path": "all_images/BUSI_0319_B.png",
+      "mask_rel_path": "all_masks/BUSI_0319_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0180_B.png",
+      "image_rel_path": "all_images/BUSI_0180_B.png",
+      "mask_rel_path": "all_masks/BUSI_0180_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0051_M.png",
+      "image_rel_path": "all_images/BUSI_0051_M.png",
+      "mask_rel_path": "all_masks/BUSI_0051_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0333_B.png",
+      "image_rel_path": "all_images/BUSI_0333_B.png",
+      "mask_rel_path": "all_masks/BUSI_0333_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0425_B.png",
+      "image_rel_path": "all_images/BUSI_0425_B.png",
+      "mask_rel_path": "all_masks/BUSI_0425_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0181_M.png",
+      "image_rel_path": "all_images/BUSI_0181_M.png",
+      "mask_rel_path": "all_masks/BUSI_0181_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0061_M.png",
+      "image_rel_path": "all_images/BUSI_0061_M.png",
+      "mask_rel_path": "all_masks/BUSI_0061_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0161_B.png",
+      "image_rel_path": "all_images/BUSI_0161_B.png",
+      "mask_rel_path": "all_masks/BUSI_0161_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0290_B.png",
+      "image_rel_path": "all_images/BUSI_0290_B.png",
+      "mask_rel_path": "all_masks/BUSI_0290_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0376_B.png",
+      "image_rel_path": "all_images/BUSI_0376_B.png",
+      "mask_rel_path": "all_masks/BUSI_0376_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0119_M.png",
+      "image_rel_path": "all_images/BUSI_0119_M.png",
+      "mask_rel_path": "all_masks/BUSI_0119_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0103_B.png",
+      "image_rel_path": "all_images/BUSI_0103_B.png",
+      "mask_rel_path": "all_masks/BUSI_0103_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0414_B.png",
+      "image_rel_path": "all_images/BUSI_0414_B.png",
+      "mask_rel_path": "all_masks/BUSI_0414_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0358_B.png",
+      "image_rel_path": "all_images/BUSI_0358_B.png",
+      "mask_rel_path": "all_masks/BUSI_0358_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0080_B.png",
+      "image_rel_path": "all_images/BUSI_0080_B.png",
+      "mask_rel_path": "all_masks/BUSI_0080_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0359_B.png",
+      "image_rel_path": "all_images/BUSI_0359_B.png",
+      "mask_rel_path": "all_masks/BUSI_0359_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0428_B.png",
+      "image_rel_path": "all_images/BUSI_0428_B.png",
+      "mask_rel_path": "all_masks/BUSI_0428_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0120_B.png",
+      "image_rel_path": "all_images/BUSI_0120_B.png",
+      "mask_rel_path": "all_masks/BUSI_0120_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0142_B.png",
+      "image_rel_path": "all_images/BUSI_0142_B.png",
+      "mask_rel_path": "all_masks/BUSI_0142_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0079_M.png",
+      "image_rel_path": "all_images/BUSI_0079_M.png",
+      "mask_rel_path": "all_masks/BUSI_0079_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0007_B.png",
+      "image_rel_path": "all_images/BUSI_0007_B.png",
+      "mask_rel_path": "all_masks/BUSI_0007_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0076_M.png",
+      "image_rel_path": "all_images/BUSI_0076_M.png",
+      "mask_rel_path": "all_masks/BUSI_0076_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0275_B.png",
+      "image_rel_path": "all_images/BUSI_0275_B.png",
+      "mask_rel_path": "all_masks/BUSI_0275_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0132_B.png",
+      "image_rel_path": "all_images/BUSI_0132_B.png",
+      "mask_rel_path": "all_masks/BUSI_0132_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0139_M.png",
+      "image_rel_path": "all_images/BUSI_0139_M.png",
+      "mask_rel_path": "all_masks/BUSI_0139_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0325_B.png",
+      "image_rel_path": "all_images/BUSI_0325_B.png",
+      "mask_rel_path": "all_masks/BUSI_0325_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0324_B.png",
+      "image_rel_path": "all_images/BUSI_0324_B.png",
+      "mask_rel_path": "all_masks/BUSI_0324_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0266_B.png",
+      "image_rel_path": "all_images/BUSI_0266_B.png",
+      "mask_rel_path": "all_masks/BUSI_0266_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0183_M.png",
+      "image_rel_path": "all_images/BUSI_0183_M.png",
+      "mask_rel_path": "all_masks/BUSI_0183_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0205_M.png",
+      "image_rel_path": "all_images/BUSI_0205_M.png",
+      "mask_rel_path": "all_masks/BUSI_0205_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0068_B.png",
+      "image_rel_path": "all_images/BUSI_0068_B.png",
+      "mask_rel_path": "all_masks/BUSI_0068_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0204_B.png",
+      "image_rel_path": "all_images/BUSI_0204_B.png",
+      "mask_rel_path": "all_masks/BUSI_0204_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0431_B.png",
+      "image_rel_path": "all_images/BUSI_0431_B.png",
+      "mask_rel_path": "all_masks/BUSI_0431_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0382_B.png",
+      "image_rel_path": "all_images/BUSI_0382_B.png",
+      "mask_rel_path": "all_masks/BUSI_0382_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0318_B.png",
+      "image_rel_path": "all_images/BUSI_0318_B.png",
+      "mask_rel_path": "all_masks/BUSI_0318_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0192_B.png",
+      "image_rel_path": "all_images/BUSI_0192_B.png",
+      "mask_rel_path": "all_masks/BUSI_0192_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_050_repeat_01.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_050_repeat_01.json
new file mode 100644
index 0000000000000000000000000000000000000000..08d58c57b037621f7e2e125d39902ff01eff7da1
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_050_repeat_01.json
@@ -0,0 +1,5486 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0179_M.png",
+      "image_rel_path": "all_images/BUSI_0179_M.png",
+      "mask_rel_path": "all_masks/BUSI_0179_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0017_B.png",
+      "image_rel_path": "all_images/BUSI_0017_B.png",
+      "mask_rel_path": "all_masks/BUSI_0017_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0429_B.png",
+      "image_rel_path": "all_images/BUSI_0429_B.png",
+      "mask_rel_path": "all_masks/BUSI_0429_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0107_B.png",
+      "image_rel_path": "all_images/BUSI_0107_B.png",
+      "mask_rel_path": "all_masks/BUSI_0107_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0045_M.png",
+      "image_rel_path": "all_images/BUSI_0045_M.png",
+      "mask_rel_path": "all_masks/BUSI_0045_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0171_M.png",
+      "image_rel_path": "all_images/BUSI_0171_M.png",
+      "mask_rel_path": "all_masks/BUSI_0171_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0348_B.png",
+      "image_rel_path": "all_images/BUSI_0348_B.png",
+      "mask_rel_path": "all_masks/BUSI_0348_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0057_M.png",
+      "image_rel_path": "all_images/BUSI_0057_M.png",
+      "mask_rel_path": "all_masks/BUSI_0057_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0013_M.png",
+      "image_rel_path": "all_images/BUSI_0013_M.png",
+      "mask_rel_path": "all_masks/BUSI_0013_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0432_B.png",
+      "image_rel_path": "all_images/BUSI_0432_B.png",
+      "mask_rel_path": "all_masks/BUSI_0432_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0072_M.png",
+      "image_rel_path": "all_images/BUSI_0072_M.png",
+      "mask_rel_path": "all_masks/BUSI_0072_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0196_B.png",
+      "image_rel_path": "all_images/BUSI_0196_B.png",
+      "mask_rel_path": "all_masks/BUSI_0196_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0011_B.png",
+      "image_rel_path": "all_images/BUSI_0011_B.png",
+      "mask_rel_path": "all_masks/BUSI_0011_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0045_B.png",
+      "image_rel_path": "all_images/BUSI_0045_B.png",
+      "mask_rel_path": "all_masks/BUSI_0045_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0044_B.png",
+      "image_rel_path": "all_images/BUSI_0044_B.png",
+      "mask_rel_path": "all_masks/BUSI_0044_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0023_B.png",
+      "image_rel_path": "all_images/BUSI_0023_B.png",
+      "mask_rel_path": "all_masks/BUSI_0023_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0113_B.png",
+      "image_rel_path": "all_images/BUSI_0113_B.png",
+      "mask_rel_path": "all_masks/BUSI_0113_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0344_B.png",
+      "image_rel_path": "all_images/BUSI_0344_B.png",
+      "mask_rel_path": "all_masks/BUSI_0344_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0316_B.png",
+      "image_rel_path": "all_images/BUSI_0316_B.png",
+      "mask_rel_path": "all_masks/BUSI_0316_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0123_B.png",
+      "image_rel_path": "all_images/BUSI_0123_B.png",
+      "mask_rel_path": "all_masks/BUSI_0123_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0043_M.png",
+      "image_rel_path": "all_images/BUSI_0043_M.png",
+      "mask_rel_path": "all_masks/BUSI_0043_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0030_M.png",
+      "image_rel_path": "all_images/BUSI_0030_M.png",
+      "mask_rel_path": "all_masks/BUSI_0030_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0153_B.png",
+      "image_rel_path": "all_images/BUSI_0153_B.png",
+      "mask_rel_path": "all_masks/BUSI_0153_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0411_B.png",
+      "image_rel_path": "all_images/BUSI_0411_B.png",
+      "mask_rel_path": "all_masks/BUSI_0411_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0396_B.png",
+      "image_rel_path": "all_images/BUSI_0396_B.png",
+      "mask_rel_path": "all_masks/BUSI_0396_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0078_B.png",
+      "image_rel_path": "all_images/BUSI_0078_B.png",
+      "mask_rel_path": "all_masks/BUSI_0078_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0347_B.png",
+      "image_rel_path": "all_images/BUSI_0347_B.png",
+      "mask_rel_path": "all_masks/BUSI_0347_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0215_B.png",
+      "image_rel_path": "all_images/BUSI_0215_B.png",
+      "mask_rel_path": "all_masks/BUSI_0215_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0028_M.png",
+      "image_rel_path": "all_images/BUSI_0028_M.png",
+      "mask_rel_path": "all_masks/BUSI_0028_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0255_B.png",
+      "image_rel_path": "all_images/BUSI_0255_B.png",
+      "mask_rel_path": "all_masks/BUSI_0255_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0003_B.png",
+      "image_rel_path": "all_images/BUSI_0003_B.png",
+      "mask_rel_path": "all_masks/BUSI_0003_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0080_M.png",
+      "image_rel_path": "all_images/BUSI_0080_M.png",
+      "mask_rel_path": "all_masks/BUSI_0080_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0236_B.png",
+      "image_rel_path": "all_images/BUSI_0236_B.png",
+      "mask_rel_path": "all_masks/BUSI_0236_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0050_B.png",
+      "image_rel_path": "all_images/BUSI_0050_B.png",
+      "mask_rel_path": "all_masks/BUSI_0050_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0197_M.png",
+      "image_rel_path": "all_images/BUSI_0197_M.png",
+      "mask_rel_path": "all_masks/BUSI_0197_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0245_B.png",
+      "image_rel_path": "all_images/BUSI_0245_B.png",
+      "mask_rel_path": "all_masks/BUSI_0245_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0128_B.png",
+      "image_rel_path": "all_images/BUSI_0128_B.png",
+      "mask_rel_path": "all_masks/BUSI_0128_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0164_M.png",
+      "image_rel_path": "all_images/BUSI_0164_M.png",
+      "mask_rel_path": "all_masks/BUSI_0164_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0061_B.png",
+      "image_rel_path": "all_images/BUSI_0061_B.png",
+      "mask_rel_path": "all_masks/BUSI_0061_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0052_M.png",
+      "image_rel_path": "all_images/BUSI_0052_M.png",
+      "mask_rel_path": "all_masks/BUSI_0052_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0079_B.png",
+      "image_rel_path": "all_images/BUSI_0079_B.png",
+      "mask_rel_path": "all_masks/BUSI_0079_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0154_B.png",
+      "image_rel_path": "all_images/BUSI_0154_B.png",
+      "mask_rel_path": "all_masks/BUSI_0154_B.png"
+    },
+    {
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+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_050_repeat_02.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_050_repeat_02.json
new file mode 100644
index 0000000000000000000000000000000000000000..6798a6e8253a9b93dc5092fb0847c0a6eefbc4eb
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_050_repeat_02.json
@@ -0,0 +1,5485 @@
+{
+  "base_train_records": [
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+      "class_label": "malignant",
+      "filename": "BUSI_0179_M.png",
+      "image_rel_path": "all_images/BUSI_0179_M.png",
+      "mask_rel_path": "all_masks/BUSI_0179_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0017_B.png",
+      "image_rel_path": "all_images/BUSI_0017_B.png",
+      "mask_rel_path": "all_masks/BUSI_0017_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0429_B.png",
+      "image_rel_path": "all_images/BUSI_0429_B.png",
+      "mask_rel_path": "all_masks/BUSI_0429_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0107_B.png",
+      "image_rel_path": "all_images/BUSI_0107_B.png",
+      "mask_rel_path": "all_masks/BUSI_0107_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0045_M.png",
+      "image_rel_path": "all_images/BUSI_0045_M.png",
+      "mask_rel_path": "all_masks/BUSI_0045_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0171_M.png",
+      "image_rel_path": "all_images/BUSI_0171_M.png",
+      "mask_rel_path": "all_masks/BUSI_0171_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0348_B.png",
+      "image_rel_path": "all_images/BUSI_0348_B.png",
+      "mask_rel_path": "all_masks/BUSI_0348_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0057_M.png",
+      "image_rel_path": "all_images/BUSI_0057_M.png",
+      "mask_rel_path": "all_masks/BUSI_0057_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0013_M.png",
+      "image_rel_path": "all_images/BUSI_0013_M.png",
+      "mask_rel_path": "all_masks/BUSI_0013_M.png"
+    },
+    {
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+      "image_rel_path": "all_images/BUSI_0432_B.png",
+      "mask_rel_path": "all_masks/BUSI_0432_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0072_M.png",
+      "image_rel_path": "all_images/BUSI_0072_M.png",
+      "mask_rel_path": "all_masks/BUSI_0072_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0196_B.png",
+      "image_rel_path": "all_images/BUSI_0196_B.png",
+      "mask_rel_path": "all_masks/BUSI_0196_B.png"
+    },
+    {
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+      "image_rel_path": "all_images/BUSI_0011_B.png",
+      "mask_rel_path": "all_masks/BUSI_0011_B.png"
+    },
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+      "image_rel_path": "all_images/BUSI_0045_B.png",
+      "mask_rel_path": "all_masks/BUSI_0045_B.png"
+    },
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+      "image_rel_path": "all_images/BUSI_0023_B.png",
+      "mask_rel_path": "all_masks/BUSI_0023_B.png"
+    },
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+      "image_rel_path": "all_images/BUSI_0113_B.png",
+      "mask_rel_path": "all_masks/BUSI_0113_B.png"
+    },
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+      "image_rel_path": "all_images/BUSI_0344_B.png",
+      "mask_rel_path": "all_masks/BUSI_0344_B.png"
+    },
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+      "image_rel_path": "all_images/BUSI_0316_B.png",
+      "mask_rel_path": "all_masks/BUSI_0316_B.png"
+    },
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+      "image_rel_path": "all_images/BUSI_0123_B.png",
+      "mask_rel_path": "all_masks/BUSI_0123_B.png"
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+      "image_rel_path": "all_images/BUSI_0043_M.png",
+      "mask_rel_path": "all_masks/BUSI_0043_M.png"
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+      "image_rel_path": "all_images/BUSI_0030_M.png",
+      "mask_rel_path": "all_masks/BUSI_0030_M.png"
+    },
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+      "class_label": "benign",
+      "filename": "BUSI_0153_B.png",
+      "image_rel_path": "all_images/BUSI_0153_B.png",
+      "mask_rel_path": "all_masks/BUSI_0153_B.png"
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+      "image_rel_path": "all_images/BUSI_0411_B.png",
+      "mask_rel_path": "all_masks/BUSI_0411_B.png"
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+      "image_rel_path": "all_images/BUSI_0396_B.png",
+      "mask_rel_path": "all_masks/BUSI_0396_B.png"
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+      "image_rel_path": "all_images/BUSI_0078_B.png",
+      "mask_rel_path": "all_masks/BUSI_0078_B.png"
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+      "mask_rel_path": "all_masks/BUSI_0215_B.png"
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+      "mask_rel_path": "all_masks/BUSI_0028_M.png"
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+    },
+    {
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+      "image_rel_path": "all_images/BUSI_0003_B.png",
+      "mask_rel_path": "all_masks/BUSI_0003_B.png"
+    },
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+      "image_rel_path": "all_images/BUSI_0080_M.png",
+      "mask_rel_path": "all_masks/BUSI_0080_M.png"
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+      "mask_rel_path": "all_masks/BUSI_0236_B.png"
+    },
+    {
+      "class_label": "benign",
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+      "image_rel_path": "all_images/BUSI_0050_B.png",
+      "mask_rel_path": "all_masks/BUSI_0050_B.png"
+    },
+    {
+      "class_label": "malignant",
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+      "image_rel_path": "all_images/BUSI_0197_M.png",
+      "mask_rel_path": "all_masks/BUSI_0197_M.png"
+    },
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+      "image_rel_path": "all_images/BUSI_0245_B.png",
+      "mask_rel_path": "all_masks/BUSI_0245_B.png"
+    },
+    {
+      "class_label": "benign",
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+      "image_rel_path": "all_images/BUSI_0128_B.png",
+      "mask_rel_path": "all_masks/BUSI_0128_B.png"
+    },
+    {
+      "class_label": "malignant",
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+      "image_rel_path": "all_images/BUSI_0164_M.png",
+      "mask_rel_path": "all_masks/BUSI_0164_M.png"
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+      "image_rel_path": "all_images/BUSI_0061_B.png",
+      "mask_rel_path": "all_masks/BUSI_0061_B.png"
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+    {
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+      "image_rel_path": "all_images/BUSI_0052_M.png",
+      "mask_rel_path": "all_masks/BUSI_0052_M.png"
+    },
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+      "image_rel_path": "all_images/BUSI_0079_B.png",
+      "mask_rel_path": "all_masks/BUSI_0079_B.png"
+    },
+    {
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+      "image_rel_path": "all_images/BUSI_0154_B.png",
+      "mask_rel_path": "all_masks/BUSI_0154_B.png"
+    },
+    {
+      "class_label": "malignant",
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+      "image_rel_path": "all_images/BUSI_0029_M.png",
+      "mask_rel_path": "all_masks/BUSI_0029_M.png"
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+      "image_rel_path": "all_images/BUSI_0053_B.png",
+      "mask_rel_path": "all_masks/BUSI_0053_B.png"
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+      "image_rel_path": "all_images/BUSI_0010_B.png",
+      "mask_rel_path": "all_masks/BUSI_0010_B.png"
+    },
+    {
+      "class_label": "malignant",
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+      "image_rel_path": "all_images/BUSI_0133_M.png",
+      "mask_rel_path": "all_masks/BUSI_0133_M.png"
+    },
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+      "filename": "BUSI_0158_M.png",
+      "image_rel_path": "all_images/BUSI_0158_M.png",
+      "mask_rel_path": "all_masks/BUSI_0158_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0301_B.png",
+      "image_rel_path": "all_images/BUSI_0301_B.png",
+      "mask_rel_path": "all_masks/BUSI_0301_B.png"
+    },
+    {
+      "class_label": "benign",
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+      "image_rel_path": "all_images/BUSI_0121_B.png",
+      "mask_rel_path": "all_masks/BUSI_0121_B.png"
+    },
+    {
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+      "filename": "BUSI_0032_B.png",
+      "image_rel_path": "all_images/BUSI_0032_B.png",
+      "mask_rel_path": "all_masks/BUSI_0032_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0051_B.png",
+      "image_rel_path": "all_images/BUSI_0051_B.png",
+      "mask_rel_path": "all_masks/BUSI_0051_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0207_B.png",
+      "image_rel_path": "all_images/BUSI_0207_B.png",
+      "mask_rel_path": "all_masks/BUSI_0207_B.png"
+    },
+    {
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+      "image_rel_path": "all_images/BUSI_0019_M.png",
+      "mask_rel_path": "all_masks/BUSI_0019_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0391_B.png",
+      "image_rel_path": "all_images/BUSI_0391_B.png",
+      "mask_rel_path": "all_masks/BUSI_0391_B.png"
+    },
+    {
+      "class_label": "benign",
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+      "image_rel_path": "all_images/BUSI_0124_B.png",
+      "mask_rel_path": "all_masks/BUSI_0124_B.png"
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+      "image_rel_path": "all_images/BUSI_0249_B.png",
+      "mask_rel_path": "all_masks/BUSI_0249_B.png"
+    },
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+      "image_rel_path": "all_images/BUSI_0203_B.png",
+      "mask_rel_path": "all_masks/BUSI_0203_B.png"
+    },
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+      "image_rel_path": "all_images/BUSI_0201_B.png",
+      "mask_rel_path": "all_masks/BUSI_0201_B.png"
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+      "filename": "BUSI_0356_B.png",
+      "image_rel_path": "all_images/BUSI_0356_B.png",
+      "mask_rel_path": "all_masks/BUSI_0356_B.png"
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+      "mask_rel_path": "all_masks/BUSI_0297_B.png"
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+      "image_rel_path": "all_images/BUSI_0395_B.png",
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+    {
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+      "image_rel_path": "all_images/BUSI_0122_B.png",
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+      "image_rel_path": "all_images/BUSI_0085_M.png",
+      "mask_rel_path": "all_masks/BUSI_0085_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0109_B.png",
+      "image_rel_path": "all_images/BUSI_0109_B.png",
+      "mask_rel_path": "all_masks/BUSI_0109_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0013_B.png",
+      "image_rel_path": "all_images/BUSI_0013_B.png",
+      "mask_rel_path": "all_masks/BUSI_0013_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0075_B.png",
+      "image_rel_path": "all_images/BUSI_0075_B.png",
+      "mask_rel_path": "all_masks/BUSI_0075_B.png"
+    },
+    {
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+      "image_rel_path": "all_images/BUSI_0162_M.png",
+      "mask_rel_path": "all_masks/BUSI_0162_M.png"
+    },
+    {
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+      "image_rel_path": "all_images/BUSI_0063_M.png",
+      "mask_rel_path": "all_masks/BUSI_0063_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0159_M.png",
+      "image_rel_path": "all_images/BUSI_0159_M.png",
+      "mask_rel_path": "all_masks/BUSI_0159_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0100_B.png",
+      "image_rel_path": "all_images/BUSI_0100_B.png",
+      "mask_rel_path": "all_masks/BUSI_0100_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0034_B.png",
+      "image_rel_path": "all_images/BUSI_0034_B.png",
+      "mask_rel_path": "all_masks/BUSI_0034_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0188_B.png",
+      "image_rel_path": "all_images/BUSI_0188_B.png",
+      "mask_rel_path": "all_masks/BUSI_0188_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0178_B.png",
+      "image_rel_path": "all_images/BUSI_0178_B.png",
+      "mask_rel_path": "all_masks/BUSI_0178_B.png"
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+    {
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+      "filename": "BUSI_0131_M.png",
+      "image_rel_path": "all_images/BUSI_0131_M.png",
+      "mask_rel_path": "all_masks/BUSI_0131_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0094_M.png",
+      "image_rel_path": "all_images/BUSI_0094_M.png",
+      "mask_rel_path": "all_masks/BUSI_0094_M.png"
+    },
+    {
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+      "filename": "BUSI_0103_M.png",
+      "image_rel_path": "all_images/BUSI_0103_M.png",
+      "mask_rel_path": "all_masks/BUSI_0103_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0340_B.png",
+      "image_rel_path": "all_images/BUSI_0340_B.png",
+      "mask_rel_path": "all_masks/BUSI_0340_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0420_B.png",
+      "image_rel_path": "all_images/BUSI_0420_B.png",
+      "mask_rel_path": "all_masks/BUSI_0420_B.png"
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+    {
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+      "image_rel_path": "all_images/BUSI_0037_B.png",
+      "mask_rel_path": "all_masks/BUSI_0037_B.png"
+    },
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+      "filename": "BUSI_0228_B.png",
+      "image_rel_path": "all_images/BUSI_0228_B.png",
+      "mask_rel_path": "all_masks/BUSI_0228_B.png"
+    },
+    {
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+      "filename": "BUSI_0272_B.png",
+      "image_rel_path": "all_images/BUSI_0272_B.png",
+      "mask_rel_path": "all_masks/BUSI_0272_B.png"
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+    {
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+      "filename": "BUSI_0378_B.png",
+      "image_rel_path": "all_images/BUSI_0378_B.png",
+      "mask_rel_path": "all_masks/BUSI_0378_B.png"
+    },
+    {
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+      "filename": "BUSI_0060_M.png",
+      "image_rel_path": "all_images/BUSI_0060_M.png",
+      "mask_rel_path": "all_masks/BUSI_0060_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0100_M.png",
+      "image_rel_path": "all_images/BUSI_0100_M.png",
+      "mask_rel_path": "all_masks/BUSI_0100_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0099_M.png",
+      "image_rel_path": "all_images/BUSI_0099_M.png",
+      "mask_rel_path": "all_masks/BUSI_0099_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0285_B.png",
+      "image_rel_path": "all_images/BUSI_0285_B.png",
+      "mask_rel_path": "all_masks/BUSI_0285_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0066_B.png",
+      "image_rel_path": "all_images/BUSI_0066_B.png",
+      "mask_rel_path": "all_masks/BUSI_0066_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0198_B.png",
+      "image_rel_path": "all_images/BUSI_0198_B.png",
+      "mask_rel_path": "all_masks/BUSI_0198_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0276_B.png",
+      "image_rel_path": "all_images/BUSI_0276_B.png",
+      "mask_rel_path": "all_masks/BUSI_0276_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0151_M.png",
+      "image_rel_path": "all_images/BUSI_0151_M.png",
+      "mask_rel_path": "all_masks/BUSI_0151_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0319_B.png",
+      "image_rel_path": "all_images/BUSI_0319_B.png",
+      "mask_rel_path": "all_masks/BUSI_0319_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0180_B.png",
+      "image_rel_path": "all_images/BUSI_0180_B.png",
+      "mask_rel_path": "all_masks/BUSI_0180_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0051_M.png",
+      "image_rel_path": "all_images/BUSI_0051_M.png",
+      "mask_rel_path": "all_masks/BUSI_0051_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0333_B.png",
+      "image_rel_path": "all_images/BUSI_0333_B.png",
+      "mask_rel_path": "all_masks/BUSI_0333_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0425_B.png",
+      "image_rel_path": "all_images/BUSI_0425_B.png",
+      "mask_rel_path": "all_masks/BUSI_0425_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0181_M.png",
+      "image_rel_path": "all_images/BUSI_0181_M.png",
+      "mask_rel_path": "all_masks/BUSI_0181_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0061_M.png",
+      "image_rel_path": "all_images/BUSI_0061_M.png",
+      "mask_rel_path": "all_masks/BUSI_0061_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0161_B.png",
+      "image_rel_path": "all_images/BUSI_0161_B.png",
+      "mask_rel_path": "all_masks/BUSI_0161_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0290_B.png",
+      "image_rel_path": "all_images/BUSI_0290_B.png",
+      "mask_rel_path": "all_masks/BUSI_0290_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0376_B.png",
+      "image_rel_path": "all_images/BUSI_0376_B.png",
+      "mask_rel_path": "all_masks/BUSI_0376_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0119_M.png",
+      "image_rel_path": "all_images/BUSI_0119_M.png",
+      "mask_rel_path": "all_masks/BUSI_0119_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0103_B.png",
+      "image_rel_path": "all_images/BUSI_0103_B.png",
+      "mask_rel_path": "all_masks/BUSI_0103_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0414_B.png",
+      "image_rel_path": "all_images/BUSI_0414_B.png",
+      "mask_rel_path": "all_masks/BUSI_0414_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0358_B.png",
+      "image_rel_path": "all_images/BUSI_0358_B.png",
+      "mask_rel_path": "all_masks/BUSI_0358_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0080_B.png",
+      "image_rel_path": "all_images/BUSI_0080_B.png",
+      "mask_rel_path": "all_masks/BUSI_0080_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0359_B.png",
+      "image_rel_path": "all_images/BUSI_0359_B.png",
+      "mask_rel_path": "all_masks/BUSI_0359_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0428_B.png",
+      "image_rel_path": "all_images/BUSI_0428_B.png",
+      "mask_rel_path": "all_masks/BUSI_0428_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0120_B.png",
+      "image_rel_path": "all_images/BUSI_0120_B.png",
+      "mask_rel_path": "all_masks/BUSI_0120_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0142_B.png",
+      "image_rel_path": "all_images/BUSI_0142_B.png",
+      "mask_rel_path": "all_masks/BUSI_0142_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0079_M.png",
+      "image_rel_path": "all_images/BUSI_0079_M.png",
+      "mask_rel_path": "all_masks/BUSI_0079_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0007_B.png",
+      "image_rel_path": "all_images/BUSI_0007_B.png",
+      "mask_rel_path": "all_masks/BUSI_0007_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0076_M.png",
+      "image_rel_path": "all_images/BUSI_0076_M.png",
+      "mask_rel_path": "all_masks/BUSI_0076_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0275_B.png",
+      "image_rel_path": "all_images/BUSI_0275_B.png",
+      "mask_rel_path": "all_masks/BUSI_0275_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0132_B.png",
+      "image_rel_path": "all_images/BUSI_0132_B.png",
+      "mask_rel_path": "all_masks/BUSI_0132_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0139_M.png",
+      "image_rel_path": "all_images/BUSI_0139_M.png",
+      "mask_rel_path": "all_masks/BUSI_0139_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0325_B.png",
+      "image_rel_path": "all_images/BUSI_0325_B.png",
+      "mask_rel_path": "all_masks/BUSI_0325_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0324_B.png",
+      "image_rel_path": "all_images/BUSI_0324_B.png",
+      "mask_rel_path": "all_masks/BUSI_0324_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0266_B.png",
+      "image_rel_path": "all_images/BUSI_0266_B.png",
+      "mask_rel_path": "all_masks/BUSI_0266_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0183_M.png",
+      "image_rel_path": "all_images/BUSI_0183_M.png",
+      "mask_rel_path": "all_masks/BUSI_0183_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0205_M.png",
+      "image_rel_path": "all_images/BUSI_0205_M.png",
+      "mask_rel_path": "all_masks/BUSI_0205_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0068_B.png",
+      "image_rel_path": "all_images/BUSI_0068_B.png",
+      "mask_rel_path": "all_masks/BUSI_0068_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0204_B.png",
+      "image_rel_path": "all_images/BUSI_0204_B.png",
+      "mask_rel_path": "all_masks/BUSI_0204_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0431_B.png",
+      "image_rel_path": "all_images/BUSI_0431_B.png",
+      "mask_rel_path": "all_masks/BUSI_0431_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0382_B.png",
+      "image_rel_path": "all_images/BUSI_0382_B.png",
+      "mask_rel_path": "all_masks/BUSI_0382_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0318_B.png",
+      "image_rel_path": "all_images/BUSI_0318_B.png",
+      "mask_rel_path": "all_masks/BUSI_0318_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0192_B.png",
+      "image_rel_path": "all_images/BUSI_0192_B.png",
+      "mask_rel_path": "all_masks/BUSI_0192_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_100_repeat_01.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_100_repeat_01.json
new file mode 100644
index 0000000000000000000000000000000000000000..e53468c976ddfa1399219fd43a65a6c62b3994c6
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_100_repeat_01.json
@@ -0,0 +1,7040 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0179_M.png",
+      "image_rel_path": "all_images/BUSI_0179_M.png",
+      "mask_rel_path": "all_masks/BUSI_0179_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0017_B.png",
+      "image_rel_path": "all_images/BUSI_0017_B.png",
+      "mask_rel_path": "all_masks/BUSI_0017_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0429_B.png",
+      "image_rel_path": "all_images/BUSI_0429_B.png",
+      "mask_rel_path": "all_masks/BUSI_0429_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0107_B.png",
+      "image_rel_path": "all_images/BUSI_0107_B.png",
+      "mask_rel_path": "all_masks/BUSI_0107_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0045_M.png",
+      "image_rel_path": "all_images/BUSI_0045_M.png",
+      "mask_rel_path": "all_masks/BUSI_0045_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0171_M.png",
+      "image_rel_path": "all_images/BUSI_0171_M.png",
+      "mask_rel_path": "all_masks/BUSI_0171_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0348_B.png",
+      "image_rel_path": "all_images/BUSI_0348_B.png",
+      "mask_rel_path": "all_masks/BUSI_0348_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0057_M.png",
+      "image_rel_path": "all_images/BUSI_0057_M.png",
+      "mask_rel_path": "all_masks/BUSI_0057_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0013_M.png",
+      "image_rel_path": "all_images/BUSI_0013_M.png",
+      "mask_rel_path": "all_masks/BUSI_0013_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0432_B.png",
+      "image_rel_path": "all_images/BUSI_0432_B.png",
+      "mask_rel_path": "all_masks/BUSI_0432_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0072_M.png",
+      "image_rel_path": "all_images/BUSI_0072_M.png",
+      "mask_rel_path": "all_masks/BUSI_0072_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0196_B.png",
+      "image_rel_path": "all_images/BUSI_0196_B.png",
+      "mask_rel_path": "all_masks/BUSI_0196_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0011_B.png",
+      "image_rel_path": "all_images/BUSI_0011_B.png",
+      "mask_rel_path": "all_masks/BUSI_0011_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0045_B.png",
+      "image_rel_path": "all_images/BUSI_0045_B.png",
+      "mask_rel_path": "all_masks/BUSI_0045_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0044_B.png",
+      "image_rel_path": "all_images/BUSI_0044_B.png",
+      "mask_rel_path": "all_masks/BUSI_0044_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0023_B.png",
+      "image_rel_path": "all_images/BUSI_0023_B.png",
+      "mask_rel_path": "all_masks/BUSI_0023_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0113_B.png",
+      "image_rel_path": "all_images/BUSI_0113_B.png",
+      "mask_rel_path": "all_masks/BUSI_0113_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0344_B.png",
+      "image_rel_path": "all_images/BUSI_0344_B.png",
+      "mask_rel_path": "all_masks/BUSI_0344_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0316_B.png",
+      "image_rel_path": "all_images/BUSI_0316_B.png",
+      "mask_rel_path": "all_masks/BUSI_0316_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0123_B.png",
+      "image_rel_path": "all_images/BUSI_0123_B.png",
+      "mask_rel_path": "all_masks/BUSI_0123_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0043_M.png",
+      "image_rel_path": "all_images/BUSI_0043_M.png",
+      "mask_rel_path": "all_masks/BUSI_0043_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0030_M.png",
+      "image_rel_path": "all_images/BUSI_0030_M.png",
+      "mask_rel_path": "all_masks/BUSI_0030_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0153_B.png",
+      "image_rel_path": "all_images/BUSI_0153_B.png",
+      "mask_rel_path": "all_masks/BUSI_0153_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0411_B.png",
+      "image_rel_path": "all_images/BUSI_0411_B.png",
+      "mask_rel_path": "all_masks/BUSI_0411_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0396_B.png",
+      "image_rel_path": "all_images/BUSI_0396_B.png",
+      "mask_rel_path": "all_masks/BUSI_0396_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0078_B.png",
+      "image_rel_path": "all_images/BUSI_0078_B.png",
+      "mask_rel_path": "all_masks/BUSI_0078_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0347_B.png",
+      "image_rel_path": "all_images/BUSI_0347_B.png",
+      "mask_rel_path": "all_masks/BUSI_0347_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0215_B.png",
+      "image_rel_path": "all_images/BUSI_0215_B.png",
+      "mask_rel_path": "all_masks/BUSI_0215_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0028_M.png",
+      "image_rel_path": "all_images/BUSI_0028_M.png",
+      "mask_rel_path": "all_masks/BUSI_0028_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0255_B.png",
+      "image_rel_path": "all_images/BUSI_0255_B.png",
+      "mask_rel_path": "all_masks/BUSI_0255_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0003_B.png",
+      "image_rel_path": "all_images/BUSI_0003_B.png",
+      "mask_rel_path": "all_masks/BUSI_0003_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0080_M.png",
+      "image_rel_path": "all_images/BUSI_0080_M.png",
+      "mask_rel_path": "all_masks/BUSI_0080_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0236_B.png",
+      "image_rel_path": "all_images/BUSI_0236_B.png",
+      "mask_rel_path": "all_masks/BUSI_0236_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0050_B.png",
+      "image_rel_path": "all_images/BUSI_0050_B.png",
+      "mask_rel_path": "all_masks/BUSI_0050_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0197_M.png",
+      "image_rel_path": "all_images/BUSI_0197_M.png",
+      "mask_rel_path": "all_masks/BUSI_0197_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0245_B.png",
+      "image_rel_path": "all_images/BUSI_0245_B.png",
+      "mask_rel_path": "all_masks/BUSI_0245_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0128_B.png",
+      "image_rel_path": "all_images/BUSI_0128_B.png",
+      "mask_rel_path": "all_masks/BUSI_0128_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0164_M.png",
+      "image_rel_path": "all_images/BUSI_0164_M.png",
+      "mask_rel_path": "all_masks/BUSI_0164_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0061_B.png",
+      "image_rel_path": "all_images/BUSI_0061_B.png",
+      "mask_rel_path": "all_masks/BUSI_0061_B.png"
+    },
+    {
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+    {
+      "class_label": "benign",
+      "filename": "BUSI_0192_B.png",
+      "image_rel_path": "all_images/BUSI_0192_B.png",
+      "mask_rel_path": "all_masks/BUSI_0192_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_005_repeat_01.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_005_repeat_01.json
new file mode 100644
index 0000000000000000000000000000000000000000..4f487028e9dfabeca824a8482d7b13bc6747eee2
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_005_repeat_01.json
@@ -0,0 +1,4088 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0036_B.png",
+      "image_rel_path": "all_images/BUSI_0036_B.png",
+      "mask_rel_path": "all_masks/BUSI_0036_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0305_B.png",
+      "image_rel_path": "all_images/BUSI_0305_B.png",
+      "mask_rel_path": "all_masks/BUSI_0305_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0105_M.png",
+      "image_rel_path": "all_images/BUSI_0105_M.png",
+      "mask_rel_path": "all_masks/BUSI_0105_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0069_B.png",
+      "image_rel_path": "all_images/BUSI_0069_B.png",
+      "mask_rel_path": "all_masks/BUSI_0069_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0076_M.png",
+      "image_rel_path": "all_images/BUSI_0076_M.png",
+      "mask_rel_path": "all_masks/BUSI_0076_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0070_M.png",
+      "image_rel_path": "all_images/BUSI_0070_M.png",
+      "mask_rel_path": "all_masks/BUSI_0070_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0086_M.png",
+      "image_rel_path": "all_images/BUSI_0086_M.png",
+      "mask_rel_path": "all_masks/BUSI_0086_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0090_M.png",
+      "image_rel_path": "all_images/BUSI_0090_M.png",
+      "mask_rel_path": "all_masks/BUSI_0090_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0024_B.png",
+      "image_rel_path": "all_images/BUSI_0024_B.png",
+      "mask_rel_path": "all_masks/BUSI_0024_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0424_B.png",
+      "image_rel_path": "all_images/BUSI_0424_B.png",
+      "mask_rel_path": "all_masks/BUSI_0424_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0142_M.png",
+      "image_rel_path": "all_images/BUSI_0142_M.png",
+      "mask_rel_path": "all_masks/BUSI_0142_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0390_B.png",
+      "image_rel_path": "all_images/BUSI_0390_B.png",
+      "mask_rel_path": "all_masks/BUSI_0390_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0353_B.png",
+      "image_rel_path": "all_images/BUSI_0353_B.png",
+      "mask_rel_path": "all_masks/BUSI_0353_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0209_M.png",
+      "image_rel_path": "all_images/BUSI_0209_M.png",
+      "mask_rel_path": "all_masks/BUSI_0209_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0342_B.png",
+      "image_rel_path": "all_images/BUSI_0342_B.png",
+      "mask_rel_path": "all_masks/BUSI_0342_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0340_B.png",
+      "image_rel_path": "all_images/BUSI_0340_B.png",
+      "mask_rel_path": "all_masks/BUSI_0340_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0350_B.png",
+      "image_rel_path": "all_images/BUSI_0350_B.png",
+      "mask_rel_path": "all_masks/BUSI_0350_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0306_B.png",
+      "image_rel_path": "all_images/BUSI_0306_B.png",
+      "mask_rel_path": "all_masks/BUSI_0306_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0155_M.png",
+      "image_rel_path": "all_images/BUSI_0155_M.png",
+      "mask_rel_path": "all_masks/BUSI_0155_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0264_B.png",
+      "image_rel_path": "all_images/BUSI_0264_B.png",
+      "mask_rel_path": "all_masks/BUSI_0264_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0043_B.png",
+      "image_rel_path": "all_images/BUSI_0043_B.png",
+      "mask_rel_path": "all_masks/BUSI_0043_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0033_M.png",
+      "image_rel_path": "all_images/BUSI_0033_M.png",
+      "mask_rel_path": "all_masks/BUSI_0033_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0126_M.png",
+      "image_rel_path": "all_images/BUSI_0126_M.png",
+      "mask_rel_path": "all_masks/BUSI_0126_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0091_B.png",
+      "image_rel_path": "all_images/BUSI_0091_B.png",
+      "mask_rel_path": "all_masks/BUSI_0091_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0129_M.png",
+      "image_rel_path": "all_images/BUSI_0129_M.png",
+      "mask_rel_path": "all_masks/BUSI_0129_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0066_M.png",
+      "image_rel_path": "all_images/BUSI_0066_M.png",
+      "mask_rel_path": "all_masks/BUSI_0066_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0002_M.png",
+      "image_rel_path": "all_images/BUSI_0002_M.png",
+      "mask_rel_path": "all_masks/BUSI_0002_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0122_M.png",
+      "image_rel_path": "all_images/BUSI_0122_M.png",
+      "mask_rel_path": "all_masks/BUSI_0122_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0200_M.png",
+      "image_rel_path": "all_images/BUSI_0200_M.png",
+      "mask_rel_path": "all_masks/BUSI_0200_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0184_M.png",
+      "image_rel_path": "all_images/BUSI_0184_M.png",
+      "mask_rel_path": "all_masks/BUSI_0184_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0121_M.png",
+      "image_rel_path": "all_images/BUSI_0121_M.png",
+      "mask_rel_path": "all_masks/BUSI_0121_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0141_B.png",
+      "image_rel_path": "all_images/BUSI_0141_B.png",
+      "mask_rel_path": "all_masks/BUSI_0141_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0023_M.png",
+      "image_rel_path": "all_images/BUSI_0023_M.png",
+      "mask_rel_path": "all_masks/BUSI_0023_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0047_B.png",
+      "image_rel_path": "all_images/BUSI_0047_B.png",
+      "mask_rel_path": "all_masks/BUSI_0047_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0307_B.png",
+      "image_rel_path": "all_images/BUSI_0307_B.png",
+      "mask_rel_path": "all_masks/BUSI_0307_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0151_M.png",
+      "image_rel_path": "all_images/BUSI_0151_M.png",
+      "mask_rel_path": "all_masks/BUSI_0151_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0153_M.png",
+      "image_rel_path": "all_images/BUSI_0153_M.png",
+      "mask_rel_path": "all_masks/BUSI_0153_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0039_M.png",
+      "image_rel_path": "all_images/BUSI_0039_M.png",
+      "mask_rel_path": "all_masks/BUSI_0039_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0045_M.png",
+      "image_rel_path": "all_images/BUSI_0045_M.png",
+      "mask_rel_path": "all_masks/BUSI_0045_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0057_B.png",
+      "image_rel_path": "all_images/BUSI_0057_B.png",
+      "mask_rel_path": "all_masks/BUSI_0057_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0025_B.png",
+      "image_rel_path": "all_images/BUSI_0025_B.png",
+      "mask_rel_path": "all_masks/BUSI_0025_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0009_M.png",
+      "image_rel_path": "all_images/BUSI_0009_M.png",
+      "mask_rel_path": "all_masks/BUSI_0009_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0210_B.png",
+      "image_rel_path": "all_images/BUSI_0210_B.png",
+      "mask_rel_path": "all_masks/BUSI_0210_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0037_B.png",
+      "image_rel_path": "all_images/BUSI_0037_B.png",
+      "mask_rel_path": "all_masks/BUSI_0037_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0103_B.png",
+      "image_rel_path": "all_images/BUSI_0103_B.png",
+      "mask_rel_path": "all_masks/BUSI_0103_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0312_B.png",
+      "image_rel_path": "all_images/BUSI_0312_B.png",
+      "mask_rel_path": "all_masks/BUSI_0312_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0152_B.png",
+      "image_rel_path": "all_images/BUSI_0152_B.png",
+      "mask_rel_path": "all_masks/BUSI_0152_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0051_M.png",
+      "image_rel_path": "all_images/BUSI_0051_M.png",
+      "mask_rel_path": "all_masks/BUSI_0051_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0137_B.png",
+      "image_rel_path": "all_images/BUSI_0137_B.png",
+      "mask_rel_path": "all_masks/BUSI_0137_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0381_B.png",
+      "image_rel_path": "all_images/BUSI_0381_B.png",
+      "mask_rel_path": "all_masks/BUSI_0381_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0074_B.png",
+      "image_rel_path": "all_images/BUSI_0074_B.png",
+      "mask_rel_path": "all_masks/BUSI_0074_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0272_B.png",
+      "image_rel_path": "all_images/BUSI_0272_B.png",
+      "mask_rel_path": "all_masks/BUSI_0272_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0427_B.png",
+      "image_rel_path": "all_images/BUSI_0427_B.png",
+      "mask_rel_path": "all_masks/BUSI_0427_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0111_B.png",
+      "image_rel_path": "all_images/BUSI_0111_B.png",
+      "mask_rel_path": "all_masks/BUSI_0111_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0093_B.png",
+      "image_rel_path": "all_images/BUSI_0093_B.png",
+      "mask_rel_path": "all_masks/BUSI_0093_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0026_B.png",
+      "image_rel_path": "all_images/BUSI_0026_B.png",
+      "mask_rel_path": "all_masks/BUSI_0026_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0033_B.png",
+      "image_rel_path": "all_images/BUSI_0033_B.png",
+      "mask_rel_path": "all_masks/BUSI_0033_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0193_M.png",
+      "image_rel_path": "all_images/BUSI_0193_M.png",
+      "mask_rel_path": "all_masks/BUSI_0193_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0189_M.png",
+      "image_rel_path": "all_images/BUSI_0189_M.png",
+      "mask_rel_path": "all_masks/BUSI_0189_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0089_M.png",
+      "image_rel_path": "all_images/BUSI_0089_M.png",
+      "mask_rel_path": "all_masks/BUSI_0089_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0389_B.png",
+      "image_rel_path": "all_images/BUSI_0389_B.png",
+      "mask_rel_path": "all_masks/BUSI_0389_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0329_B.png",
+      "image_rel_path": "all_images/BUSI_0329_B.png",
+      "mask_rel_path": "all_masks/BUSI_0329_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0224_B.png",
+      "image_rel_path": "all_images/BUSI_0224_B.png",
+      "mask_rel_path": "all_masks/BUSI_0224_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0168_M.png",
+      "image_rel_path": "all_images/BUSI_0168_M.png",
+      "mask_rel_path": "all_masks/BUSI_0168_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0012_B.png",
+      "image_rel_path": "all_images/BUSI_0012_B.png",
+      "mask_rel_path": "all_masks/BUSI_0012_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0393_B.png",
+      "image_rel_path": "all_images/BUSI_0393_B.png",
+      "mask_rel_path": "all_masks/BUSI_0393_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0365_B.png",
+      "image_rel_path": "all_images/BUSI_0365_B.png",
+      "mask_rel_path": "all_masks/BUSI_0365_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0202_B.png",
+      "image_rel_path": "all_images/BUSI_0202_B.png",
+      "mask_rel_path": "all_masks/BUSI_0202_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0145_M.png",
+      "image_rel_path": "all_images/BUSI_0145_M.png",
+      "mask_rel_path": "all_masks/BUSI_0145_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0404_B.png",
+      "image_rel_path": "all_images/BUSI_0404_B.png",
+      "mask_rel_path": "all_masks/BUSI_0404_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0330_B.png",
+      "image_rel_path": "all_images/BUSI_0330_B.png",
+      "mask_rel_path": "all_masks/BUSI_0330_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0287_B.png",
+      "image_rel_path": "all_images/BUSI_0287_B.png",
+      "mask_rel_path": "all_masks/BUSI_0287_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0314_B.png",
+      "image_rel_path": "all_images/BUSI_0314_B.png",
+      "mask_rel_path": "all_masks/BUSI_0314_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0082_B.png",
+      "image_rel_path": "all_images/BUSI_0082_B.png",
+      "mask_rel_path": "all_masks/BUSI_0082_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0160_B.png",
+      "image_rel_path": "all_images/BUSI_0160_B.png",
+      "mask_rel_path": "all_masks/BUSI_0160_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0205_M.png",
+      "image_rel_path": "all_images/BUSI_0205_M.png",
+      "mask_rel_path": "all_masks/BUSI_0205_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0073_M.png",
+      "image_rel_path": "all_images/BUSI_0073_M.png",
+      "mask_rel_path": "all_masks/BUSI_0073_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0212_B.png",
+      "image_rel_path": "all_images/BUSI_0212_B.png",
+      "mask_rel_path": "all_masks/BUSI_0212_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0244_B.png",
+      "image_rel_path": "all_images/BUSI_0244_B.png",
+      "mask_rel_path": "all_masks/BUSI_0244_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0187_B.png",
+      "image_rel_path": "all_images/BUSI_0187_B.png",
+      "mask_rel_path": "all_masks/BUSI_0187_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0434_B.png",
+      "image_rel_path": "all_images/BUSI_0434_B.png",
+      "mask_rel_path": "all_masks/BUSI_0434_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0114_M.png",
+      "image_rel_path": "all_images/BUSI_0114_M.png",
+      "mask_rel_path": "all_masks/BUSI_0114_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0428_B.png",
+      "image_rel_path": "all_images/BUSI_0428_B.png",
+      "mask_rel_path": "all_masks/BUSI_0428_B.png"
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+      "image_rel_path": "all_images/BUSI_0174_M.png",
+      "mask_rel_path": "all_masks/BUSI_0174_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0069_B.png",
+      "image_rel_path": "all_images/BUSI_0069_B.png",
+      "mask_rel_path": "all_masks/BUSI_0069_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0019_B.png",
+      "image_rel_path": "all_images/BUSI_0019_B.png",
+      "mask_rel_path": "all_masks/BUSI_0019_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0180_M.png",
+      "image_rel_path": "all_images/BUSI_0180_M.png",
+      "mask_rel_path": "all_masks/BUSI_0180_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0179_B.png",
+      "image_rel_path": "all_images/BUSI_0179_B.png",
+      "mask_rel_path": "all_masks/BUSI_0179_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0133_M.png",
+      "image_rel_path": "all_images/BUSI_0133_M.png",
+      "mask_rel_path": "all_masks/BUSI_0133_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0256_B.png",
+      "image_rel_path": "all_images/BUSI_0256_B.png",
+      "mask_rel_path": "all_masks/BUSI_0256_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0085_M.png",
+      "image_rel_path": "all_images/BUSI_0085_M.png",
+      "mask_rel_path": "all_masks/BUSI_0085_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0077_B.png",
+      "image_rel_path": "all_images/BUSI_0077_B.png",
+      "mask_rel_path": "all_masks/BUSI_0077_B.png"
+    }
+  ],
+  "val_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0402_B.png",
+      "image_rel_path": "all_images/BUSI_0402_B.png",
+      "mask_rel_path": "all_masks/BUSI_0402_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0422_B.png",
+      "image_rel_path": "all_images/BUSI_0422_B.png",
+      "mask_rel_path": "all_masks/BUSI_0422_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0392_B.png",
+      "image_rel_path": "all_images/BUSI_0392_B.png",
+      "mask_rel_path": "all_masks/BUSI_0392_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0099_B.png",
+      "image_rel_path": "all_images/BUSI_0099_B.png",
+      "mask_rel_path": "all_masks/BUSI_0099_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0383_B.png",
+      "image_rel_path": "all_images/BUSI_0383_B.png",
+      "mask_rel_path": "all_masks/BUSI_0383_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0150_M.png",
+      "image_rel_path": "all_images/BUSI_0150_M.png",
+      "mask_rel_path": "all_masks/BUSI_0150_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0147_B.png",
+      "image_rel_path": "all_images/BUSI_0147_B.png",
+      "mask_rel_path": "all_masks/BUSI_0147_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0001_M.png",
+      "image_rel_path": "all_images/BUSI_0001_M.png",
+      "mask_rel_path": "all_masks/BUSI_0001_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0196_M.png",
+      "image_rel_path": "all_images/BUSI_0196_M.png",
+      "mask_rel_path": "all_masks/BUSI_0196_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0280_B.png",
+      "image_rel_path": "all_images/BUSI_0280_B.png",
+      "mask_rel_path": "all_masks/BUSI_0280_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0083_M.png",
+      "image_rel_path": "all_images/BUSI_0083_M.png",
+      "mask_rel_path": "all_masks/BUSI_0083_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0054_B.png",
+      "image_rel_path": "all_images/BUSI_0054_B.png",
+      "mask_rel_path": "all_masks/BUSI_0054_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0331_B.png",
+      "image_rel_path": "all_images/BUSI_0331_B.png",
+      "mask_rel_path": "all_masks/BUSI_0331_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0149_M.png",
+      "image_rel_path": "all_images/BUSI_0149_M.png",
+      "mask_rel_path": "all_masks/BUSI_0149_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0159_B.png",
+      "image_rel_path": "all_images/BUSI_0159_B.png",
+      "mask_rel_path": "all_masks/BUSI_0159_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0124_B.png",
+      "image_rel_path": "all_images/BUSI_0124_B.png",
+      "mask_rel_path": "all_masks/BUSI_0124_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0198_B.png",
+      "image_rel_path": "all_images/BUSI_0198_B.png",
+      "mask_rel_path": "all_masks/BUSI_0198_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0032_B.png",
+      "image_rel_path": "all_images/BUSI_0032_B.png",
+      "mask_rel_path": "all_masks/BUSI_0032_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0035_B.png",
+      "image_rel_path": "all_images/BUSI_0035_B.png",
+      "mask_rel_path": "all_masks/BUSI_0035_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0101_M.png",
+      "image_rel_path": "all_images/BUSI_0101_M.png",
+      "mask_rel_path": "all_masks/BUSI_0101_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0108_M.png",
+      "image_rel_path": "all_images/BUSI_0108_M.png",
+      "mask_rel_path": "all_masks/BUSI_0108_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0027_B.png",
+      "image_rel_path": "all_images/BUSI_0027_B.png",
+      "mask_rel_path": "all_masks/BUSI_0027_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0048_B.png",
+      "image_rel_path": "all_images/BUSI_0048_B.png",
+      "mask_rel_path": "all_masks/BUSI_0048_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0423_B.png",
+      "image_rel_path": "all_images/BUSI_0423_B.png",
+      "mask_rel_path": "all_masks/BUSI_0423_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0152_M.png",
+      "image_rel_path": "all_images/BUSI_0152_M.png",
+      "mask_rel_path": "all_masks/BUSI_0152_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0107_M.png",
+      "image_rel_path": "all_images/BUSI_0107_M.png",
+      "mask_rel_path": "all_masks/BUSI_0107_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0377_B.png",
+      "image_rel_path": "all_images/BUSI_0377_B.png",
+      "mask_rel_path": "all_masks/BUSI_0377_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0102_B.png",
+      "image_rel_path": "all_images/BUSI_0102_B.png",
+      "mask_rel_path": "all_masks/BUSI_0102_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0148_M.png",
+      "image_rel_path": "all_images/BUSI_0148_M.png",
+      "mask_rel_path": "all_masks/BUSI_0148_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0014_M.png",
+      "image_rel_path": "all_images/BUSI_0014_M.png",
+      "mask_rel_path": "all_masks/BUSI_0014_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0164_B.png",
+      "image_rel_path": "all_images/BUSI_0164_B.png",
+      "mask_rel_path": "all_masks/BUSI_0164_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0075_B.png",
+      "image_rel_path": "all_images/BUSI_0075_B.png",
+      "mask_rel_path": "all_masks/BUSI_0075_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0034_B.png",
+      "image_rel_path": "all_images/BUSI_0034_B.png",
+      "mask_rel_path": "all_masks/BUSI_0034_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0308_B.png",
+      "image_rel_path": "all_images/BUSI_0308_B.png",
+      "mask_rel_path": "all_masks/BUSI_0308_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0115_B.png",
+      "image_rel_path": "all_images/BUSI_0115_B.png",
+      "mask_rel_path": "all_masks/BUSI_0115_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0185_M.png",
+      "image_rel_path": "all_images/BUSI_0185_M.png",
+      "mask_rel_path": "all_masks/BUSI_0185_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0098_M.png",
+      "image_rel_path": "all_images/BUSI_0098_M.png",
+      "mask_rel_path": "all_masks/BUSI_0098_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0379_B.png",
+      "image_rel_path": "all_images/BUSI_0379_B.png",
+      "mask_rel_path": "all_masks/BUSI_0379_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0363_B.png",
+      "image_rel_path": "all_images/BUSI_0363_B.png",
+      "mask_rel_path": "all_masks/BUSI_0363_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0189_B.png",
+      "image_rel_path": "all_images/BUSI_0189_B.png",
+      "mask_rel_path": "all_masks/BUSI_0189_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0151_B.png",
+      "image_rel_path": "all_images/BUSI_0151_B.png",
+      "mask_rel_path": "all_masks/BUSI_0151_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0268_B.png",
+      "image_rel_path": "all_images/BUSI_0268_B.png",
+      "mask_rel_path": "all_masks/BUSI_0268_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0020_B.png",
+      "image_rel_path": "all_images/BUSI_0020_B.png",
+      "mask_rel_path": "all_masks/BUSI_0020_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0096_M.png",
+      "image_rel_path": "all_images/BUSI_0096_M.png",
+      "mask_rel_path": "all_masks/BUSI_0096_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0176_B.png",
+      "image_rel_path": "all_images/BUSI_0176_B.png",
+      "mask_rel_path": "all_masks/BUSI_0176_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0012_M.png",
+      "image_rel_path": "all_images/BUSI_0012_M.png",
+      "mask_rel_path": "all_masks/BUSI_0012_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0238_B.png",
+      "image_rel_path": "all_images/BUSI_0238_B.png",
+      "mask_rel_path": "all_masks/BUSI_0238_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0016_M.png",
+      "image_rel_path": "all_images/BUSI_0016_M.png",
+      "mask_rel_path": "all_masks/BUSI_0016_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0132_B.png",
+      "image_rel_path": "all_images/BUSI_0132_B.png",
+      "mask_rel_path": "all_masks/BUSI_0132_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0386_B.png",
+      "image_rel_path": "all_images/BUSI_0386_B.png",
+      "mask_rel_path": "all_masks/BUSI_0386_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0418_B.png",
+      "image_rel_path": "all_images/BUSI_0418_B.png",
+      "mask_rel_path": "all_masks/BUSI_0418_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0195_B.png",
+      "image_rel_path": "all_images/BUSI_0195_B.png",
+      "mask_rel_path": "all_masks/BUSI_0195_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0078_M.png",
+      "image_rel_path": "all_images/BUSI_0078_M.png",
+      "mask_rel_path": "all_masks/BUSI_0078_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0139_M.png",
+      "image_rel_path": "all_images/BUSI_0139_M.png",
+      "mask_rel_path": "all_masks/BUSI_0139_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0094_B.png",
+      "image_rel_path": "all_images/BUSI_0094_B.png",
+      "mask_rel_path": "all_masks/BUSI_0094_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0202_M.png",
+      "image_rel_path": "all_images/BUSI_0202_M.png",
+      "mask_rel_path": "all_masks/BUSI_0202_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0184_B.png",
+      "image_rel_path": "all_images/BUSI_0184_B.png",
+      "mask_rel_path": "all_masks/BUSI_0184_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0073_B.png",
+      "image_rel_path": "all_images/BUSI_0073_B.png",
+      "mask_rel_path": "all_masks/BUSI_0073_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0426_B.png",
+      "image_rel_path": "all_images/BUSI_0426_B.png",
+      "mask_rel_path": "all_masks/BUSI_0426_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0299_B.png",
+      "image_rel_path": "all_images/BUSI_0299_B.png",
+      "mask_rel_path": "all_masks/BUSI_0299_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0415_B.png",
+      "image_rel_path": "all_images/BUSI_0415_B.png",
+      "mask_rel_path": "all_masks/BUSI_0415_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0228_B.png",
+      "image_rel_path": "all_images/BUSI_0228_B.png",
+      "mask_rel_path": "all_masks/BUSI_0228_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0140_B.png",
+      "image_rel_path": "all_images/BUSI_0140_B.png",
+      "mask_rel_path": "all_masks/BUSI_0140_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0046_M.png",
+      "image_rel_path": "all_images/BUSI_0046_M.png",
+      "mask_rel_path": "all_masks/BUSI_0046_M.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_005_repeat_02.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_005_repeat_02.json
new file mode 100644
index 0000000000000000000000000000000000000000..90885154e6f7ac0a5af67a70c43304468cb8715e
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_005_repeat_02.json
@@ -0,0 +1,4087 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0036_B.png",
+      "image_rel_path": "all_images/BUSI_0036_B.png",
+      "mask_rel_path": "all_masks/BUSI_0036_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0305_B.png",
+      "image_rel_path": "all_images/BUSI_0305_B.png",
+      "mask_rel_path": "all_masks/BUSI_0305_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0105_M.png",
+      "image_rel_path": "all_images/BUSI_0105_M.png",
+      "mask_rel_path": "all_masks/BUSI_0105_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0069_B.png",
+      "image_rel_path": "all_images/BUSI_0069_B.png",
+      "mask_rel_path": "all_masks/BUSI_0069_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0076_M.png",
+      "image_rel_path": "all_images/BUSI_0076_M.png",
+      "mask_rel_path": "all_masks/BUSI_0076_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0070_M.png",
+      "image_rel_path": "all_images/BUSI_0070_M.png",
+      "mask_rel_path": "all_masks/BUSI_0070_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0086_M.png",
+      "image_rel_path": "all_images/BUSI_0086_M.png",
+      "mask_rel_path": "all_masks/BUSI_0086_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0090_M.png",
+      "image_rel_path": "all_images/BUSI_0090_M.png",
+      "mask_rel_path": "all_masks/BUSI_0090_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0024_B.png",
+      "image_rel_path": "all_images/BUSI_0024_B.png",
+      "mask_rel_path": "all_masks/BUSI_0024_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0424_B.png",
+      "image_rel_path": "all_images/BUSI_0424_B.png",
+      "mask_rel_path": "all_masks/BUSI_0424_B.png"
+    },
+    {
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+      "class_label": "malignant",
+      "filename": "BUSI_0150_M.png",
+      "image_rel_path": "all_images/BUSI_0150_M.png",
+      "mask_rel_path": "all_masks/BUSI_0150_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0147_B.png",
+      "image_rel_path": "all_images/BUSI_0147_B.png",
+      "mask_rel_path": "all_masks/BUSI_0147_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0001_M.png",
+      "image_rel_path": "all_images/BUSI_0001_M.png",
+      "mask_rel_path": "all_masks/BUSI_0001_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0196_M.png",
+      "image_rel_path": "all_images/BUSI_0196_M.png",
+      "mask_rel_path": "all_masks/BUSI_0196_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0280_B.png",
+      "image_rel_path": "all_images/BUSI_0280_B.png",
+      "mask_rel_path": "all_masks/BUSI_0280_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0083_M.png",
+      "image_rel_path": "all_images/BUSI_0083_M.png",
+      "mask_rel_path": "all_masks/BUSI_0083_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0054_B.png",
+      "image_rel_path": "all_images/BUSI_0054_B.png",
+      "mask_rel_path": "all_masks/BUSI_0054_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0331_B.png",
+      "image_rel_path": "all_images/BUSI_0331_B.png",
+      "mask_rel_path": "all_masks/BUSI_0331_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0149_M.png",
+      "image_rel_path": "all_images/BUSI_0149_M.png",
+      "mask_rel_path": "all_masks/BUSI_0149_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0159_B.png",
+      "image_rel_path": "all_images/BUSI_0159_B.png",
+      "mask_rel_path": "all_masks/BUSI_0159_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0124_B.png",
+      "image_rel_path": "all_images/BUSI_0124_B.png",
+      "mask_rel_path": "all_masks/BUSI_0124_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0198_B.png",
+      "image_rel_path": "all_images/BUSI_0198_B.png",
+      "mask_rel_path": "all_masks/BUSI_0198_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0032_B.png",
+      "image_rel_path": "all_images/BUSI_0032_B.png",
+      "mask_rel_path": "all_masks/BUSI_0032_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0035_B.png",
+      "image_rel_path": "all_images/BUSI_0035_B.png",
+      "mask_rel_path": "all_masks/BUSI_0035_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0101_M.png",
+      "image_rel_path": "all_images/BUSI_0101_M.png",
+      "mask_rel_path": "all_masks/BUSI_0101_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0108_M.png",
+      "image_rel_path": "all_images/BUSI_0108_M.png",
+      "mask_rel_path": "all_masks/BUSI_0108_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0027_B.png",
+      "image_rel_path": "all_images/BUSI_0027_B.png",
+      "mask_rel_path": "all_masks/BUSI_0027_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0048_B.png",
+      "image_rel_path": "all_images/BUSI_0048_B.png",
+      "mask_rel_path": "all_masks/BUSI_0048_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0423_B.png",
+      "image_rel_path": "all_images/BUSI_0423_B.png",
+      "mask_rel_path": "all_masks/BUSI_0423_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0152_M.png",
+      "image_rel_path": "all_images/BUSI_0152_M.png",
+      "mask_rel_path": "all_masks/BUSI_0152_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0107_M.png",
+      "image_rel_path": "all_images/BUSI_0107_M.png",
+      "mask_rel_path": "all_masks/BUSI_0107_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0377_B.png",
+      "image_rel_path": "all_images/BUSI_0377_B.png",
+      "mask_rel_path": "all_masks/BUSI_0377_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0102_B.png",
+      "image_rel_path": "all_images/BUSI_0102_B.png",
+      "mask_rel_path": "all_masks/BUSI_0102_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0148_M.png",
+      "image_rel_path": "all_images/BUSI_0148_M.png",
+      "mask_rel_path": "all_masks/BUSI_0148_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0014_M.png",
+      "image_rel_path": "all_images/BUSI_0014_M.png",
+      "mask_rel_path": "all_masks/BUSI_0014_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0164_B.png",
+      "image_rel_path": "all_images/BUSI_0164_B.png",
+      "mask_rel_path": "all_masks/BUSI_0164_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0075_B.png",
+      "image_rel_path": "all_images/BUSI_0075_B.png",
+      "mask_rel_path": "all_masks/BUSI_0075_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0034_B.png",
+      "image_rel_path": "all_images/BUSI_0034_B.png",
+      "mask_rel_path": "all_masks/BUSI_0034_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0308_B.png",
+      "image_rel_path": "all_images/BUSI_0308_B.png",
+      "mask_rel_path": "all_masks/BUSI_0308_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0115_B.png",
+      "image_rel_path": "all_images/BUSI_0115_B.png",
+      "mask_rel_path": "all_masks/BUSI_0115_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0185_M.png",
+      "image_rel_path": "all_images/BUSI_0185_M.png",
+      "mask_rel_path": "all_masks/BUSI_0185_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0098_M.png",
+      "image_rel_path": "all_images/BUSI_0098_M.png",
+      "mask_rel_path": "all_masks/BUSI_0098_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0379_B.png",
+      "image_rel_path": "all_images/BUSI_0379_B.png",
+      "mask_rel_path": "all_masks/BUSI_0379_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0363_B.png",
+      "image_rel_path": "all_images/BUSI_0363_B.png",
+      "mask_rel_path": "all_masks/BUSI_0363_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0189_B.png",
+      "image_rel_path": "all_images/BUSI_0189_B.png",
+      "mask_rel_path": "all_masks/BUSI_0189_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0151_B.png",
+      "image_rel_path": "all_images/BUSI_0151_B.png",
+      "mask_rel_path": "all_masks/BUSI_0151_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0268_B.png",
+      "image_rel_path": "all_images/BUSI_0268_B.png",
+      "mask_rel_path": "all_masks/BUSI_0268_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0020_B.png",
+      "image_rel_path": "all_images/BUSI_0020_B.png",
+      "mask_rel_path": "all_masks/BUSI_0020_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0096_M.png",
+      "image_rel_path": "all_images/BUSI_0096_M.png",
+      "mask_rel_path": "all_masks/BUSI_0096_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0176_B.png",
+      "image_rel_path": "all_images/BUSI_0176_B.png",
+      "mask_rel_path": "all_masks/BUSI_0176_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0012_M.png",
+      "image_rel_path": "all_images/BUSI_0012_M.png",
+      "mask_rel_path": "all_masks/BUSI_0012_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0238_B.png",
+      "image_rel_path": "all_images/BUSI_0238_B.png",
+      "mask_rel_path": "all_masks/BUSI_0238_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0016_M.png",
+      "image_rel_path": "all_images/BUSI_0016_M.png",
+      "mask_rel_path": "all_masks/BUSI_0016_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0132_B.png",
+      "image_rel_path": "all_images/BUSI_0132_B.png",
+      "mask_rel_path": "all_masks/BUSI_0132_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0386_B.png",
+      "image_rel_path": "all_images/BUSI_0386_B.png",
+      "mask_rel_path": "all_masks/BUSI_0386_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0418_B.png",
+      "image_rel_path": "all_images/BUSI_0418_B.png",
+      "mask_rel_path": "all_masks/BUSI_0418_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0195_B.png",
+      "image_rel_path": "all_images/BUSI_0195_B.png",
+      "mask_rel_path": "all_masks/BUSI_0195_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0078_M.png",
+      "image_rel_path": "all_images/BUSI_0078_M.png",
+      "mask_rel_path": "all_masks/BUSI_0078_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0139_M.png",
+      "image_rel_path": "all_images/BUSI_0139_M.png",
+      "mask_rel_path": "all_masks/BUSI_0139_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0094_B.png",
+      "image_rel_path": "all_images/BUSI_0094_B.png",
+      "mask_rel_path": "all_masks/BUSI_0094_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0202_M.png",
+      "image_rel_path": "all_images/BUSI_0202_M.png",
+      "mask_rel_path": "all_masks/BUSI_0202_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0184_B.png",
+      "image_rel_path": "all_images/BUSI_0184_B.png",
+      "mask_rel_path": "all_masks/BUSI_0184_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0073_B.png",
+      "image_rel_path": "all_images/BUSI_0073_B.png",
+      "mask_rel_path": "all_masks/BUSI_0073_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0426_B.png",
+      "image_rel_path": "all_images/BUSI_0426_B.png",
+      "mask_rel_path": "all_masks/BUSI_0426_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0299_B.png",
+      "image_rel_path": "all_images/BUSI_0299_B.png",
+      "mask_rel_path": "all_masks/BUSI_0299_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0415_B.png",
+      "image_rel_path": "all_images/BUSI_0415_B.png",
+      "mask_rel_path": "all_masks/BUSI_0415_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0228_B.png",
+      "image_rel_path": "all_images/BUSI_0228_B.png",
+      "mask_rel_path": "all_masks/BUSI_0228_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0140_B.png",
+      "image_rel_path": "all_images/BUSI_0140_B.png",
+      "mask_rel_path": "all_masks/BUSI_0140_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0046_M.png",
+      "image_rel_path": "all_images/BUSI_0046_M.png",
+      "mask_rel_path": "all_masks/BUSI_0046_M.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_005_repeat_03.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_005_repeat_03.json
new file mode 100644
index 0000000000000000000000000000000000000000..622c42faaa8592a092118d99d899c75430644d4c
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_005_repeat_03.json
@@ -0,0 +1,4086 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0036_B.png",
+      "image_rel_path": "all_images/BUSI_0036_B.png",
+      "mask_rel_path": "all_masks/BUSI_0036_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0305_B.png",
+      "image_rel_path": "all_images/BUSI_0305_B.png",
+      "mask_rel_path": "all_masks/BUSI_0305_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0105_M.png",
+      "image_rel_path": "all_images/BUSI_0105_M.png",
+      "mask_rel_path": "all_masks/BUSI_0105_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0069_B.png",
+      "image_rel_path": "all_images/BUSI_0069_B.png",
+      "mask_rel_path": "all_masks/BUSI_0069_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0076_M.png",
+      "image_rel_path": "all_images/BUSI_0076_M.png",
+      "mask_rel_path": "all_masks/BUSI_0076_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0070_M.png",
+      "image_rel_path": "all_images/BUSI_0070_M.png",
+      "mask_rel_path": "all_masks/BUSI_0070_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0086_M.png",
+      "image_rel_path": "all_images/BUSI_0086_M.png",
+      "mask_rel_path": "all_masks/BUSI_0086_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0090_M.png",
+      "image_rel_path": "all_images/BUSI_0090_M.png",
+      "mask_rel_path": "all_masks/BUSI_0090_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0024_B.png",
+      "image_rel_path": "all_images/BUSI_0024_B.png",
+      "mask_rel_path": "all_masks/BUSI_0024_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0424_B.png",
+      "image_rel_path": "all_images/BUSI_0424_B.png",
+      "mask_rel_path": "all_masks/BUSI_0424_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0142_M.png",
+      "image_rel_path": "all_images/BUSI_0142_M.png",
+      "mask_rel_path": "all_masks/BUSI_0142_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0390_B.png",
+      "image_rel_path": "all_images/BUSI_0390_B.png",
+      "mask_rel_path": "all_masks/BUSI_0390_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0353_B.png",
+      "image_rel_path": "all_images/BUSI_0353_B.png",
+      "mask_rel_path": "all_masks/BUSI_0353_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0209_M.png",
+      "image_rel_path": "all_images/BUSI_0209_M.png",
+      "mask_rel_path": "all_masks/BUSI_0209_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0342_B.png",
+      "image_rel_path": "all_images/BUSI_0342_B.png",
+      "mask_rel_path": "all_masks/BUSI_0342_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0340_B.png",
+      "image_rel_path": "all_images/BUSI_0340_B.png",
+      "mask_rel_path": "all_masks/BUSI_0340_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0350_B.png",
+      "image_rel_path": "all_images/BUSI_0350_B.png",
+      "mask_rel_path": "all_masks/BUSI_0350_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0306_B.png",
+      "image_rel_path": "all_images/BUSI_0306_B.png",
+      "mask_rel_path": "all_masks/BUSI_0306_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0155_M.png",
+      "image_rel_path": "all_images/BUSI_0155_M.png",
+      "mask_rel_path": "all_masks/BUSI_0155_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0264_B.png",
+      "image_rel_path": "all_images/BUSI_0264_B.png",
+      "mask_rel_path": "all_masks/BUSI_0264_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0043_B.png",
+      "image_rel_path": "all_images/BUSI_0043_B.png",
+      "mask_rel_path": "all_masks/BUSI_0043_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0033_M.png",
+      "image_rel_path": "all_images/BUSI_0033_M.png",
+      "mask_rel_path": "all_masks/BUSI_0033_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0126_M.png",
+      "image_rel_path": "all_images/BUSI_0126_M.png",
+      "mask_rel_path": "all_masks/BUSI_0126_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0091_B.png",
+      "image_rel_path": "all_images/BUSI_0091_B.png",
+      "mask_rel_path": "all_masks/BUSI_0091_B.png"
+    },
+    {
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+      "class_label": "malignant",
+      "filename": "BUSI_0101_M.png",
+      "image_rel_path": "all_images/BUSI_0101_M.png",
+      "mask_rel_path": "all_masks/BUSI_0101_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0108_M.png",
+      "image_rel_path": "all_images/BUSI_0108_M.png",
+      "mask_rel_path": "all_masks/BUSI_0108_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0027_B.png",
+      "image_rel_path": "all_images/BUSI_0027_B.png",
+      "mask_rel_path": "all_masks/BUSI_0027_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0048_B.png",
+      "image_rel_path": "all_images/BUSI_0048_B.png",
+      "mask_rel_path": "all_masks/BUSI_0048_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0423_B.png",
+      "image_rel_path": "all_images/BUSI_0423_B.png",
+      "mask_rel_path": "all_masks/BUSI_0423_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0152_M.png",
+      "image_rel_path": "all_images/BUSI_0152_M.png",
+      "mask_rel_path": "all_masks/BUSI_0152_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0107_M.png",
+      "image_rel_path": "all_images/BUSI_0107_M.png",
+      "mask_rel_path": "all_masks/BUSI_0107_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0377_B.png",
+      "image_rel_path": "all_images/BUSI_0377_B.png",
+      "mask_rel_path": "all_masks/BUSI_0377_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0102_B.png",
+      "image_rel_path": "all_images/BUSI_0102_B.png",
+      "mask_rel_path": "all_masks/BUSI_0102_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0148_M.png",
+      "image_rel_path": "all_images/BUSI_0148_M.png",
+      "mask_rel_path": "all_masks/BUSI_0148_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0014_M.png",
+      "image_rel_path": "all_images/BUSI_0014_M.png",
+      "mask_rel_path": "all_masks/BUSI_0014_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0164_B.png",
+      "image_rel_path": "all_images/BUSI_0164_B.png",
+      "mask_rel_path": "all_masks/BUSI_0164_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0075_B.png",
+      "image_rel_path": "all_images/BUSI_0075_B.png",
+      "mask_rel_path": "all_masks/BUSI_0075_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0034_B.png",
+      "image_rel_path": "all_images/BUSI_0034_B.png",
+      "mask_rel_path": "all_masks/BUSI_0034_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0308_B.png",
+      "image_rel_path": "all_images/BUSI_0308_B.png",
+      "mask_rel_path": "all_masks/BUSI_0308_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0115_B.png",
+      "image_rel_path": "all_images/BUSI_0115_B.png",
+      "mask_rel_path": "all_masks/BUSI_0115_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0185_M.png",
+      "image_rel_path": "all_images/BUSI_0185_M.png",
+      "mask_rel_path": "all_masks/BUSI_0185_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0098_M.png",
+      "image_rel_path": "all_images/BUSI_0098_M.png",
+      "mask_rel_path": "all_masks/BUSI_0098_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0379_B.png",
+      "image_rel_path": "all_images/BUSI_0379_B.png",
+      "mask_rel_path": "all_masks/BUSI_0379_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0363_B.png",
+      "image_rel_path": "all_images/BUSI_0363_B.png",
+      "mask_rel_path": "all_masks/BUSI_0363_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0189_B.png",
+      "image_rel_path": "all_images/BUSI_0189_B.png",
+      "mask_rel_path": "all_masks/BUSI_0189_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0151_B.png",
+      "image_rel_path": "all_images/BUSI_0151_B.png",
+      "mask_rel_path": "all_masks/BUSI_0151_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0268_B.png",
+      "image_rel_path": "all_images/BUSI_0268_B.png",
+      "mask_rel_path": "all_masks/BUSI_0268_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0020_B.png",
+      "image_rel_path": "all_images/BUSI_0020_B.png",
+      "mask_rel_path": "all_masks/BUSI_0020_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0096_M.png",
+      "image_rel_path": "all_images/BUSI_0096_M.png",
+      "mask_rel_path": "all_masks/BUSI_0096_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0176_B.png",
+      "image_rel_path": "all_images/BUSI_0176_B.png",
+      "mask_rel_path": "all_masks/BUSI_0176_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0012_M.png",
+      "image_rel_path": "all_images/BUSI_0012_M.png",
+      "mask_rel_path": "all_masks/BUSI_0012_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0238_B.png",
+      "image_rel_path": "all_images/BUSI_0238_B.png",
+      "mask_rel_path": "all_masks/BUSI_0238_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0016_M.png",
+      "image_rel_path": "all_images/BUSI_0016_M.png",
+      "mask_rel_path": "all_masks/BUSI_0016_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0132_B.png",
+      "image_rel_path": "all_images/BUSI_0132_B.png",
+      "mask_rel_path": "all_masks/BUSI_0132_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0386_B.png",
+      "image_rel_path": "all_images/BUSI_0386_B.png",
+      "mask_rel_path": "all_masks/BUSI_0386_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0418_B.png",
+      "image_rel_path": "all_images/BUSI_0418_B.png",
+      "mask_rel_path": "all_masks/BUSI_0418_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0195_B.png",
+      "image_rel_path": "all_images/BUSI_0195_B.png",
+      "mask_rel_path": "all_masks/BUSI_0195_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0078_M.png",
+      "image_rel_path": "all_images/BUSI_0078_M.png",
+      "mask_rel_path": "all_masks/BUSI_0078_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0139_M.png",
+      "image_rel_path": "all_images/BUSI_0139_M.png",
+      "mask_rel_path": "all_masks/BUSI_0139_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0094_B.png",
+      "image_rel_path": "all_images/BUSI_0094_B.png",
+      "mask_rel_path": "all_masks/BUSI_0094_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0202_M.png",
+      "image_rel_path": "all_images/BUSI_0202_M.png",
+      "mask_rel_path": "all_masks/BUSI_0202_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0184_B.png",
+      "image_rel_path": "all_images/BUSI_0184_B.png",
+      "mask_rel_path": "all_masks/BUSI_0184_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0073_B.png",
+      "image_rel_path": "all_images/BUSI_0073_B.png",
+      "mask_rel_path": "all_masks/BUSI_0073_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0426_B.png",
+      "image_rel_path": "all_images/BUSI_0426_B.png",
+      "mask_rel_path": "all_masks/BUSI_0426_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0299_B.png",
+      "image_rel_path": "all_images/BUSI_0299_B.png",
+      "mask_rel_path": "all_masks/BUSI_0299_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0415_B.png",
+      "image_rel_path": "all_images/BUSI_0415_B.png",
+      "mask_rel_path": "all_masks/BUSI_0415_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0228_B.png",
+      "image_rel_path": "all_images/BUSI_0228_B.png",
+      "mask_rel_path": "all_masks/BUSI_0228_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0140_B.png",
+      "image_rel_path": "all_images/BUSI_0140_B.png",
+      "mask_rel_path": "all_masks/BUSI_0140_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0046_M.png",
+      "image_rel_path": "all_images/BUSI_0046_M.png",
+      "mask_rel_path": "all_masks/BUSI_0046_M.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_005_repeat_04.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_005_repeat_04.json
new file mode 100644
index 0000000000000000000000000000000000000000..69842a850fa87ded245c991cf3f97fba95a37c53
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_005_repeat_04.json
@@ -0,0 +1,4084 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0036_B.png",
+      "image_rel_path": "all_images/BUSI_0036_B.png",
+      "mask_rel_path": "all_masks/BUSI_0036_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0305_B.png",
+      "image_rel_path": "all_images/BUSI_0305_B.png",
+      "mask_rel_path": "all_masks/BUSI_0305_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0105_M.png",
+      "image_rel_path": "all_images/BUSI_0105_M.png",
+      "mask_rel_path": "all_masks/BUSI_0105_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0069_B.png",
+      "image_rel_path": "all_images/BUSI_0069_B.png",
+      "mask_rel_path": "all_masks/BUSI_0069_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0076_M.png",
+      "image_rel_path": "all_images/BUSI_0076_M.png",
+      "mask_rel_path": "all_masks/BUSI_0076_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0070_M.png",
+      "image_rel_path": "all_images/BUSI_0070_M.png",
+      "mask_rel_path": "all_masks/BUSI_0070_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0086_M.png",
+      "image_rel_path": "all_images/BUSI_0086_M.png",
+      "mask_rel_path": "all_masks/BUSI_0086_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0090_M.png",
+      "image_rel_path": "all_images/BUSI_0090_M.png",
+      "mask_rel_path": "all_masks/BUSI_0090_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0024_B.png",
+      "image_rel_path": "all_images/BUSI_0024_B.png",
+      "mask_rel_path": "all_masks/BUSI_0024_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0424_B.png",
+      "image_rel_path": "all_images/BUSI_0424_B.png",
+      "mask_rel_path": "all_masks/BUSI_0424_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0142_M.png",
+      "image_rel_path": "all_images/BUSI_0142_M.png",
+      "mask_rel_path": "all_masks/BUSI_0142_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0390_B.png",
+      "image_rel_path": "all_images/BUSI_0390_B.png",
+      "mask_rel_path": "all_masks/BUSI_0390_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0353_B.png",
+      "image_rel_path": "all_images/BUSI_0353_B.png",
+      "mask_rel_path": "all_masks/BUSI_0353_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0209_M.png",
+      "image_rel_path": "all_images/BUSI_0209_M.png",
+      "mask_rel_path": "all_masks/BUSI_0209_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0342_B.png",
+      "image_rel_path": "all_images/BUSI_0342_B.png",
+      "mask_rel_path": "all_masks/BUSI_0342_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0340_B.png",
+      "image_rel_path": "all_images/BUSI_0340_B.png",
+      "mask_rel_path": "all_masks/BUSI_0340_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0350_B.png",
+      "image_rel_path": "all_images/BUSI_0350_B.png",
+      "mask_rel_path": "all_masks/BUSI_0350_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0306_B.png",
+      "image_rel_path": "all_images/BUSI_0306_B.png",
+      "mask_rel_path": "all_masks/BUSI_0306_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0155_M.png",
+      "image_rel_path": "all_images/BUSI_0155_M.png",
+      "mask_rel_path": "all_masks/BUSI_0155_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0264_B.png",
+      "image_rel_path": "all_images/BUSI_0264_B.png",
+      "mask_rel_path": "all_masks/BUSI_0264_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0043_B.png",
+      "image_rel_path": "all_images/BUSI_0043_B.png",
+      "mask_rel_path": "all_masks/BUSI_0043_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0033_M.png",
+      "image_rel_path": "all_images/BUSI_0033_M.png",
+      "mask_rel_path": "all_masks/BUSI_0033_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0126_M.png",
+      "image_rel_path": "all_images/BUSI_0126_M.png",
+      "mask_rel_path": "all_masks/BUSI_0126_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0091_B.png",
+      "image_rel_path": "all_images/BUSI_0091_B.png",
+      "mask_rel_path": "all_masks/BUSI_0091_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0129_M.png",
+      "image_rel_path": "all_images/BUSI_0129_M.png",
+      "mask_rel_path": "all_masks/BUSI_0129_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0066_M.png",
+      "image_rel_path": "all_images/BUSI_0066_M.png",
+      "mask_rel_path": "all_masks/BUSI_0066_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0002_M.png",
+      "image_rel_path": "all_images/BUSI_0002_M.png",
+      "mask_rel_path": "all_masks/BUSI_0002_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0122_M.png",
+      "image_rel_path": "all_images/BUSI_0122_M.png",
+      "mask_rel_path": "all_masks/BUSI_0122_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0200_M.png",
+      "image_rel_path": "all_images/BUSI_0200_M.png",
+      "mask_rel_path": "all_masks/BUSI_0200_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0184_M.png",
+      "image_rel_path": "all_images/BUSI_0184_M.png",
+      "mask_rel_path": "all_masks/BUSI_0184_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0121_M.png",
+      "image_rel_path": "all_images/BUSI_0121_M.png",
+      "mask_rel_path": "all_masks/BUSI_0121_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0141_B.png",
+      "image_rel_path": "all_images/BUSI_0141_B.png",
+      "mask_rel_path": "all_masks/BUSI_0141_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0023_M.png",
+      "image_rel_path": "all_images/BUSI_0023_M.png",
+      "mask_rel_path": "all_masks/BUSI_0023_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0047_B.png",
+      "image_rel_path": "all_images/BUSI_0047_B.png",
+      "mask_rel_path": "all_masks/BUSI_0047_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0307_B.png",
+      "image_rel_path": "all_images/BUSI_0307_B.png",
+      "mask_rel_path": "all_masks/BUSI_0307_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0151_M.png",
+      "image_rel_path": "all_images/BUSI_0151_M.png",
+      "mask_rel_path": "all_masks/BUSI_0151_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0153_M.png",
+      "image_rel_path": "all_images/BUSI_0153_M.png",
+      "mask_rel_path": "all_masks/BUSI_0153_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0039_M.png",
+      "image_rel_path": "all_images/BUSI_0039_M.png",
+      "mask_rel_path": "all_masks/BUSI_0039_M.png"
+    },
+    {
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+      "class_label": "benign",
+      "filename": "BUSI_0308_B.png",
+      "image_rel_path": "all_images/BUSI_0308_B.png",
+      "mask_rel_path": "all_masks/BUSI_0308_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0115_B.png",
+      "image_rel_path": "all_images/BUSI_0115_B.png",
+      "mask_rel_path": "all_masks/BUSI_0115_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0185_M.png",
+      "image_rel_path": "all_images/BUSI_0185_M.png",
+      "mask_rel_path": "all_masks/BUSI_0185_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0098_M.png",
+      "image_rel_path": "all_images/BUSI_0098_M.png",
+      "mask_rel_path": "all_masks/BUSI_0098_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0379_B.png",
+      "image_rel_path": "all_images/BUSI_0379_B.png",
+      "mask_rel_path": "all_masks/BUSI_0379_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0363_B.png",
+      "image_rel_path": "all_images/BUSI_0363_B.png",
+      "mask_rel_path": "all_masks/BUSI_0363_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0189_B.png",
+      "image_rel_path": "all_images/BUSI_0189_B.png",
+      "mask_rel_path": "all_masks/BUSI_0189_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0151_B.png",
+      "image_rel_path": "all_images/BUSI_0151_B.png",
+      "mask_rel_path": "all_masks/BUSI_0151_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0268_B.png",
+      "image_rel_path": "all_images/BUSI_0268_B.png",
+      "mask_rel_path": "all_masks/BUSI_0268_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0020_B.png",
+      "image_rel_path": "all_images/BUSI_0020_B.png",
+      "mask_rel_path": "all_masks/BUSI_0020_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0096_M.png",
+      "image_rel_path": "all_images/BUSI_0096_M.png",
+      "mask_rel_path": "all_masks/BUSI_0096_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0176_B.png",
+      "image_rel_path": "all_images/BUSI_0176_B.png",
+      "mask_rel_path": "all_masks/BUSI_0176_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0012_M.png",
+      "image_rel_path": "all_images/BUSI_0012_M.png",
+      "mask_rel_path": "all_masks/BUSI_0012_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0238_B.png",
+      "image_rel_path": "all_images/BUSI_0238_B.png",
+      "mask_rel_path": "all_masks/BUSI_0238_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0016_M.png",
+      "image_rel_path": "all_images/BUSI_0016_M.png",
+      "mask_rel_path": "all_masks/BUSI_0016_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0132_B.png",
+      "image_rel_path": "all_images/BUSI_0132_B.png",
+      "mask_rel_path": "all_masks/BUSI_0132_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0386_B.png",
+      "image_rel_path": "all_images/BUSI_0386_B.png",
+      "mask_rel_path": "all_masks/BUSI_0386_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0418_B.png",
+      "image_rel_path": "all_images/BUSI_0418_B.png",
+      "mask_rel_path": "all_masks/BUSI_0418_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0195_B.png",
+      "image_rel_path": "all_images/BUSI_0195_B.png",
+      "mask_rel_path": "all_masks/BUSI_0195_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0078_M.png",
+      "image_rel_path": "all_images/BUSI_0078_M.png",
+      "mask_rel_path": "all_masks/BUSI_0078_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0139_M.png",
+      "image_rel_path": "all_images/BUSI_0139_M.png",
+      "mask_rel_path": "all_masks/BUSI_0139_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0094_B.png",
+      "image_rel_path": "all_images/BUSI_0094_B.png",
+      "mask_rel_path": "all_masks/BUSI_0094_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0202_M.png",
+      "image_rel_path": "all_images/BUSI_0202_M.png",
+      "mask_rel_path": "all_masks/BUSI_0202_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0184_B.png",
+      "image_rel_path": "all_images/BUSI_0184_B.png",
+      "mask_rel_path": "all_masks/BUSI_0184_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0073_B.png",
+      "image_rel_path": "all_images/BUSI_0073_B.png",
+      "mask_rel_path": "all_masks/BUSI_0073_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0426_B.png",
+      "image_rel_path": "all_images/BUSI_0426_B.png",
+      "mask_rel_path": "all_masks/BUSI_0426_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0299_B.png",
+      "image_rel_path": "all_images/BUSI_0299_B.png",
+      "mask_rel_path": "all_masks/BUSI_0299_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0415_B.png",
+      "image_rel_path": "all_images/BUSI_0415_B.png",
+      "mask_rel_path": "all_masks/BUSI_0415_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0228_B.png",
+      "image_rel_path": "all_images/BUSI_0228_B.png",
+      "mask_rel_path": "all_masks/BUSI_0228_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0140_B.png",
+      "image_rel_path": "all_images/BUSI_0140_B.png",
+      "mask_rel_path": "all_masks/BUSI_0140_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0046_M.png",
+      "image_rel_path": "all_images/BUSI_0046_M.png",
+      "mask_rel_path": "all_masks/BUSI_0046_M.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_015_repeat_01.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_015_repeat_01.json
new file mode 100644
index 0000000000000000000000000000000000000000..e539133b33931a07cc69b84ff096a167757a464f
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_015_repeat_01.json
@@ -0,0 +1,4400 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0036_B.png",
+      "image_rel_path": "all_images/BUSI_0036_B.png",
+      "mask_rel_path": "all_masks/BUSI_0036_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0305_B.png",
+      "image_rel_path": "all_images/BUSI_0305_B.png",
+      "mask_rel_path": "all_masks/BUSI_0305_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0105_M.png",
+      "image_rel_path": "all_images/BUSI_0105_M.png",
+      "mask_rel_path": "all_masks/BUSI_0105_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0069_B.png",
+      "image_rel_path": "all_images/BUSI_0069_B.png",
+      "mask_rel_path": "all_masks/BUSI_0069_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0076_M.png",
+      "image_rel_path": "all_images/BUSI_0076_M.png",
+      "mask_rel_path": "all_masks/BUSI_0076_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0070_M.png",
+      "image_rel_path": "all_images/BUSI_0070_M.png",
+      "mask_rel_path": "all_masks/BUSI_0070_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0086_M.png",
+      "image_rel_path": "all_images/BUSI_0086_M.png",
+      "mask_rel_path": "all_masks/BUSI_0086_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0090_M.png",
+      "image_rel_path": "all_images/BUSI_0090_M.png",
+      "mask_rel_path": "all_masks/BUSI_0090_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0024_B.png",
+      "image_rel_path": "all_images/BUSI_0024_B.png",
+      "mask_rel_path": "all_masks/BUSI_0024_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0424_B.png",
+      "image_rel_path": "all_images/BUSI_0424_B.png",
+      "mask_rel_path": "all_masks/BUSI_0424_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0142_M.png",
+      "image_rel_path": "all_images/BUSI_0142_M.png",
+      "mask_rel_path": "all_masks/BUSI_0142_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0390_B.png",
+      "image_rel_path": "all_images/BUSI_0390_B.png",
+      "mask_rel_path": "all_masks/BUSI_0390_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0353_B.png",
+      "image_rel_path": "all_images/BUSI_0353_B.png",
+      "mask_rel_path": "all_masks/BUSI_0353_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0209_M.png",
+      "image_rel_path": "all_images/BUSI_0209_M.png",
+      "mask_rel_path": "all_masks/BUSI_0209_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0342_B.png",
+      "image_rel_path": "all_images/BUSI_0342_B.png",
+      "mask_rel_path": "all_masks/BUSI_0342_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0340_B.png",
+      "image_rel_path": "all_images/BUSI_0340_B.png",
+      "mask_rel_path": "all_masks/BUSI_0340_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0350_B.png",
+      "image_rel_path": "all_images/BUSI_0350_B.png",
+      "mask_rel_path": "all_masks/BUSI_0350_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0306_B.png",
+      "image_rel_path": "all_images/BUSI_0306_B.png",
+      "mask_rel_path": "all_masks/BUSI_0306_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0155_M.png",
+      "image_rel_path": "all_images/BUSI_0155_M.png",
+      "mask_rel_path": "all_masks/BUSI_0155_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0264_B.png",
+      "image_rel_path": "all_images/BUSI_0264_B.png",
+      "mask_rel_path": "all_masks/BUSI_0264_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0043_B.png",
+      "image_rel_path": "all_images/BUSI_0043_B.png",
+      "mask_rel_path": "all_masks/BUSI_0043_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0033_M.png",
+      "image_rel_path": "all_images/BUSI_0033_M.png",
+      "mask_rel_path": "all_masks/BUSI_0033_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0126_M.png",
+      "image_rel_path": "all_images/BUSI_0126_M.png",
+      "mask_rel_path": "all_masks/BUSI_0126_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0091_B.png",
+      "image_rel_path": "all_images/BUSI_0091_B.png",
+      "mask_rel_path": "all_masks/BUSI_0091_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0129_M.png",
+      "image_rel_path": "all_images/BUSI_0129_M.png",
+      "mask_rel_path": "all_masks/BUSI_0129_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0066_M.png",
+      "image_rel_path": "all_images/BUSI_0066_M.png",
+      "mask_rel_path": "all_masks/BUSI_0066_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0002_M.png",
+      "image_rel_path": "all_images/BUSI_0002_M.png",
+      "mask_rel_path": "all_masks/BUSI_0002_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0122_M.png",
+      "image_rel_path": "all_images/BUSI_0122_M.png",
+      "mask_rel_path": "all_masks/BUSI_0122_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0200_M.png",
+      "image_rel_path": "all_images/BUSI_0200_M.png",
+      "mask_rel_path": "all_masks/BUSI_0200_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0184_M.png",
+      "image_rel_path": "all_images/BUSI_0184_M.png",
+      "mask_rel_path": "all_masks/BUSI_0184_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0121_M.png",
+      "image_rel_path": "all_images/BUSI_0121_M.png",
+      "mask_rel_path": "all_masks/BUSI_0121_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0141_B.png",
+      "image_rel_path": "all_images/BUSI_0141_B.png",
+      "mask_rel_path": "all_masks/BUSI_0141_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0023_M.png",
+      "image_rel_path": "all_images/BUSI_0023_M.png",
+      "mask_rel_path": "all_masks/BUSI_0023_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0047_B.png",
+      "image_rel_path": "all_images/BUSI_0047_B.png",
+      "mask_rel_path": "all_masks/BUSI_0047_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0307_B.png",
+      "image_rel_path": "all_images/BUSI_0307_B.png",
+      "mask_rel_path": "all_masks/BUSI_0307_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0151_M.png",
+      "image_rel_path": "all_images/BUSI_0151_M.png",
+      "mask_rel_path": "all_masks/BUSI_0151_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0153_M.png",
+      "image_rel_path": "all_images/BUSI_0153_M.png",
+      "mask_rel_path": "all_masks/BUSI_0153_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0039_M.png",
+      "image_rel_path": "all_images/BUSI_0039_M.png",
+      "mask_rel_path": "all_masks/BUSI_0039_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0045_M.png",
+      "image_rel_path": "all_images/BUSI_0045_M.png",
+      "mask_rel_path": "all_masks/BUSI_0045_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0057_B.png",
+      "image_rel_path": "all_images/BUSI_0057_B.png",
+      "mask_rel_path": "all_masks/BUSI_0057_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0025_B.png",
+      "image_rel_path": "all_images/BUSI_0025_B.png",
+      "mask_rel_path": "all_masks/BUSI_0025_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0009_M.png",
+      "image_rel_path": "all_images/BUSI_0009_M.png",
+      "mask_rel_path": "all_masks/BUSI_0009_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0210_B.png",
+      "image_rel_path": "all_images/BUSI_0210_B.png",
+      "mask_rel_path": "all_masks/BUSI_0210_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0037_B.png",
+      "image_rel_path": "all_images/BUSI_0037_B.png",
+      "mask_rel_path": "all_masks/BUSI_0037_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0103_B.png",
+      "image_rel_path": "all_images/BUSI_0103_B.png",
+      "mask_rel_path": "all_masks/BUSI_0103_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0312_B.png",
+      "image_rel_path": "all_images/BUSI_0312_B.png",
+      "mask_rel_path": "all_masks/BUSI_0312_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0152_B.png",
+      "image_rel_path": "all_images/BUSI_0152_B.png",
+      "mask_rel_path": "all_masks/BUSI_0152_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0051_M.png",
+      "image_rel_path": "all_images/BUSI_0051_M.png",
+      "mask_rel_path": "all_masks/BUSI_0051_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0137_B.png",
+      "image_rel_path": "all_images/BUSI_0137_B.png",
+      "mask_rel_path": "all_masks/BUSI_0137_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0381_B.png",
+      "image_rel_path": "all_images/BUSI_0381_B.png",
+      "mask_rel_path": "all_masks/BUSI_0381_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0074_B.png",
+      "image_rel_path": "all_images/BUSI_0074_B.png",
+      "mask_rel_path": "all_masks/BUSI_0074_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0272_B.png",
+      "image_rel_path": "all_images/BUSI_0272_B.png",
+      "mask_rel_path": "all_masks/BUSI_0272_B.png"
+    },
+    {
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+      "filename": "BUSI_0174_M.png",
+      "image_rel_path": "all_images/BUSI_0174_M.png",
+      "mask_rel_path": "all_masks/BUSI_0174_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0157_M.png",
+      "image_rel_path": "all_images/BUSI_0157_M.png",
+      "mask_rel_path": "all_masks/BUSI_0157_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0419_B.png",
+      "image_rel_path": "all_images/BUSI_0419_B.png",
+      "mask_rel_path": "all_masks/BUSI_0419_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0190_B.png",
+      "image_rel_path": "all_images/BUSI_0190_B.png",
+      "mask_rel_path": "all_masks/BUSI_0190_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0240_B.png",
+      "image_rel_path": "all_images/BUSI_0240_B.png",
+      "mask_rel_path": "all_masks/BUSI_0240_B.png"
+    }
+  ],
+  "val_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0402_B.png",
+      "image_rel_path": "all_images/BUSI_0402_B.png",
+      "mask_rel_path": "all_masks/BUSI_0402_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0422_B.png",
+      "image_rel_path": "all_images/BUSI_0422_B.png",
+      "mask_rel_path": "all_masks/BUSI_0422_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0392_B.png",
+      "image_rel_path": "all_images/BUSI_0392_B.png",
+      "mask_rel_path": "all_masks/BUSI_0392_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0099_B.png",
+      "image_rel_path": "all_images/BUSI_0099_B.png",
+      "mask_rel_path": "all_masks/BUSI_0099_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0383_B.png",
+      "image_rel_path": "all_images/BUSI_0383_B.png",
+      "mask_rel_path": "all_masks/BUSI_0383_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0150_M.png",
+      "image_rel_path": "all_images/BUSI_0150_M.png",
+      "mask_rel_path": "all_masks/BUSI_0150_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0147_B.png",
+      "image_rel_path": "all_images/BUSI_0147_B.png",
+      "mask_rel_path": "all_masks/BUSI_0147_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0001_M.png",
+      "image_rel_path": "all_images/BUSI_0001_M.png",
+      "mask_rel_path": "all_masks/BUSI_0001_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0196_M.png",
+      "image_rel_path": "all_images/BUSI_0196_M.png",
+      "mask_rel_path": "all_masks/BUSI_0196_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0280_B.png",
+      "image_rel_path": "all_images/BUSI_0280_B.png",
+      "mask_rel_path": "all_masks/BUSI_0280_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0083_M.png",
+      "image_rel_path": "all_images/BUSI_0083_M.png",
+      "mask_rel_path": "all_masks/BUSI_0083_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0054_B.png",
+      "image_rel_path": "all_images/BUSI_0054_B.png",
+      "mask_rel_path": "all_masks/BUSI_0054_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0331_B.png",
+      "image_rel_path": "all_images/BUSI_0331_B.png",
+      "mask_rel_path": "all_masks/BUSI_0331_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0149_M.png",
+      "image_rel_path": "all_images/BUSI_0149_M.png",
+      "mask_rel_path": "all_masks/BUSI_0149_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0159_B.png",
+      "image_rel_path": "all_images/BUSI_0159_B.png",
+      "mask_rel_path": "all_masks/BUSI_0159_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0124_B.png",
+      "image_rel_path": "all_images/BUSI_0124_B.png",
+      "mask_rel_path": "all_masks/BUSI_0124_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0198_B.png",
+      "image_rel_path": "all_images/BUSI_0198_B.png",
+      "mask_rel_path": "all_masks/BUSI_0198_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0032_B.png",
+      "image_rel_path": "all_images/BUSI_0032_B.png",
+      "mask_rel_path": "all_masks/BUSI_0032_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0035_B.png",
+      "image_rel_path": "all_images/BUSI_0035_B.png",
+      "mask_rel_path": "all_masks/BUSI_0035_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0101_M.png",
+      "image_rel_path": "all_images/BUSI_0101_M.png",
+      "mask_rel_path": "all_masks/BUSI_0101_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0108_M.png",
+      "image_rel_path": "all_images/BUSI_0108_M.png",
+      "mask_rel_path": "all_masks/BUSI_0108_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0027_B.png",
+      "image_rel_path": "all_images/BUSI_0027_B.png",
+      "mask_rel_path": "all_masks/BUSI_0027_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0048_B.png",
+      "image_rel_path": "all_images/BUSI_0048_B.png",
+      "mask_rel_path": "all_masks/BUSI_0048_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0423_B.png",
+      "image_rel_path": "all_images/BUSI_0423_B.png",
+      "mask_rel_path": "all_masks/BUSI_0423_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0152_M.png",
+      "image_rel_path": "all_images/BUSI_0152_M.png",
+      "mask_rel_path": "all_masks/BUSI_0152_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0107_M.png",
+      "image_rel_path": "all_images/BUSI_0107_M.png",
+      "mask_rel_path": "all_masks/BUSI_0107_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0377_B.png",
+      "image_rel_path": "all_images/BUSI_0377_B.png",
+      "mask_rel_path": "all_masks/BUSI_0377_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0102_B.png",
+      "image_rel_path": "all_images/BUSI_0102_B.png",
+      "mask_rel_path": "all_masks/BUSI_0102_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0148_M.png",
+      "image_rel_path": "all_images/BUSI_0148_M.png",
+      "mask_rel_path": "all_masks/BUSI_0148_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0014_M.png",
+      "image_rel_path": "all_images/BUSI_0014_M.png",
+      "mask_rel_path": "all_masks/BUSI_0014_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0164_B.png",
+      "image_rel_path": "all_images/BUSI_0164_B.png",
+      "mask_rel_path": "all_masks/BUSI_0164_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0075_B.png",
+      "image_rel_path": "all_images/BUSI_0075_B.png",
+      "mask_rel_path": "all_masks/BUSI_0075_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0034_B.png",
+      "image_rel_path": "all_images/BUSI_0034_B.png",
+      "mask_rel_path": "all_masks/BUSI_0034_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0308_B.png",
+      "image_rel_path": "all_images/BUSI_0308_B.png",
+      "mask_rel_path": "all_masks/BUSI_0308_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0115_B.png",
+      "image_rel_path": "all_images/BUSI_0115_B.png",
+      "mask_rel_path": "all_masks/BUSI_0115_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0185_M.png",
+      "image_rel_path": "all_images/BUSI_0185_M.png",
+      "mask_rel_path": "all_masks/BUSI_0185_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0098_M.png",
+      "image_rel_path": "all_images/BUSI_0098_M.png",
+      "mask_rel_path": "all_masks/BUSI_0098_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0379_B.png",
+      "image_rel_path": "all_images/BUSI_0379_B.png",
+      "mask_rel_path": "all_masks/BUSI_0379_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0363_B.png",
+      "image_rel_path": "all_images/BUSI_0363_B.png",
+      "mask_rel_path": "all_masks/BUSI_0363_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0189_B.png",
+      "image_rel_path": "all_images/BUSI_0189_B.png",
+      "mask_rel_path": "all_masks/BUSI_0189_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0151_B.png",
+      "image_rel_path": "all_images/BUSI_0151_B.png",
+      "mask_rel_path": "all_masks/BUSI_0151_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0268_B.png",
+      "image_rel_path": "all_images/BUSI_0268_B.png",
+      "mask_rel_path": "all_masks/BUSI_0268_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0020_B.png",
+      "image_rel_path": "all_images/BUSI_0020_B.png",
+      "mask_rel_path": "all_masks/BUSI_0020_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0096_M.png",
+      "image_rel_path": "all_images/BUSI_0096_M.png",
+      "mask_rel_path": "all_masks/BUSI_0096_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0176_B.png",
+      "image_rel_path": "all_images/BUSI_0176_B.png",
+      "mask_rel_path": "all_masks/BUSI_0176_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0012_M.png",
+      "image_rel_path": "all_images/BUSI_0012_M.png",
+      "mask_rel_path": "all_masks/BUSI_0012_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0238_B.png",
+      "image_rel_path": "all_images/BUSI_0238_B.png",
+      "mask_rel_path": "all_masks/BUSI_0238_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0016_M.png",
+      "image_rel_path": "all_images/BUSI_0016_M.png",
+      "mask_rel_path": "all_masks/BUSI_0016_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0132_B.png",
+      "image_rel_path": "all_images/BUSI_0132_B.png",
+      "mask_rel_path": "all_masks/BUSI_0132_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0386_B.png",
+      "image_rel_path": "all_images/BUSI_0386_B.png",
+      "mask_rel_path": "all_masks/BUSI_0386_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0418_B.png",
+      "image_rel_path": "all_images/BUSI_0418_B.png",
+      "mask_rel_path": "all_masks/BUSI_0418_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0195_B.png",
+      "image_rel_path": "all_images/BUSI_0195_B.png",
+      "mask_rel_path": "all_masks/BUSI_0195_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0078_M.png",
+      "image_rel_path": "all_images/BUSI_0078_M.png",
+      "mask_rel_path": "all_masks/BUSI_0078_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0139_M.png",
+      "image_rel_path": "all_images/BUSI_0139_M.png",
+      "mask_rel_path": "all_masks/BUSI_0139_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0094_B.png",
+      "image_rel_path": "all_images/BUSI_0094_B.png",
+      "mask_rel_path": "all_masks/BUSI_0094_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0202_M.png",
+      "image_rel_path": "all_images/BUSI_0202_M.png",
+      "mask_rel_path": "all_masks/BUSI_0202_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0184_B.png",
+      "image_rel_path": "all_images/BUSI_0184_B.png",
+      "mask_rel_path": "all_masks/BUSI_0184_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0073_B.png",
+      "image_rel_path": "all_images/BUSI_0073_B.png",
+      "mask_rel_path": "all_masks/BUSI_0073_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0426_B.png",
+      "image_rel_path": "all_images/BUSI_0426_B.png",
+      "mask_rel_path": "all_masks/BUSI_0426_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0299_B.png",
+      "image_rel_path": "all_images/BUSI_0299_B.png",
+      "mask_rel_path": "all_masks/BUSI_0299_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0415_B.png",
+      "image_rel_path": "all_images/BUSI_0415_B.png",
+      "mask_rel_path": "all_masks/BUSI_0415_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0228_B.png",
+      "image_rel_path": "all_images/BUSI_0228_B.png",
+      "mask_rel_path": "all_masks/BUSI_0228_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0140_B.png",
+      "image_rel_path": "all_images/BUSI_0140_B.png",
+      "mask_rel_path": "all_masks/BUSI_0140_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0046_M.png",
+      "image_rel_path": "all_images/BUSI_0046_M.png",
+      "mask_rel_path": "all_masks/BUSI_0046_M.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_015_repeat_02.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_015_repeat_02.json
new file mode 100644
index 0000000000000000000000000000000000000000..e60be328ffee9cc95a92a52475280d88867f7eac
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_015_repeat_02.json
@@ -0,0 +1,4399 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0036_B.png",
+      "image_rel_path": "all_images/BUSI_0036_B.png",
+      "mask_rel_path": "all_masks/BUSI_0036_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0305_B.png",
+      "image_rel_path": "all_images/BUSI_0305_B.png",
+      "mask_rel_path": "all_masks/BUSI_0305_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0105_M.png",
+      "image_rel_path": "all_images/BUSI_0105_M.png",
+      "mask_rel_path": "all_masks/BUSI_0105_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0069_B.png",
+      "image_rel_path": "all_images/BUSI_0069_B.png",
+      "mask_rel_path": "all_masks/BUSI_0069_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0076_M.png",
+      "image_rel_path": "all_images/BUSI_0076_M.png",
+      "mask_rel_path": "all_masks/BUSI_0076_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0070_M.png",
+      "image_rel_path": "all_images/BUSI_0070_M.png",
+      "mask_rel_path": "all_masks/BUSI_0070_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0086_M.png",
+      "image_rel_path": "all_images/BUSI_0086_M.png",
+      "mask_rel_path": "all_masks/BUSI_0086_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0090_M.png",
+      "image_rel_path": "all_images/BUSI_0090_M.png",
+      "mask_rel_path": "all_masks/BUSI_0090_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0024_B.png",
+      "image_rel_path": "all_images/BUSI_0024_B.png",
+      "mask_rel_path": "all_masks/BUSI_0024_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0424_B.png",
+      "image_rel_path": "all_images/BUSI_0424_B.png",
+      "mask_rel_path": "all_masks/BUSI_0424_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0142_M.png",
+      "image_rel_path": "all_images/BUSI_0142_M.png",
+      "mask_rel_path": "all_masks/BUSI_0142_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0390_B.png",
+      "image_rel_path": "all_images/BUSI_0390_B.png",
+      "mask_rel_path": "all_masks/BUSI_0390_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0353_B.png",
+      "image_rel_path": "all_images/BUSI_0353_B.png",
+      "mask_rel_path": "all_masks/BUSI_0353_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0209_M.png",
+      "image_rel_path": "all_images/BUSI_0209_M.png",
+      "mask_rel_path": "all_masks/BUSI_0209_M.png"
+    },
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+      "filename": "BUSI_0176_B.png",
+      "image_rel_path": "all_images/BUSI_0176_B.png",
+      "mask_rel_path": "all_masks/BUSI_0176_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0012_M.png",
+      "image_rel_path": "all_images/BUSI_0012_M.png",
+      "mask_rel_path": "all_masks/BUSI_0012_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0238_B.png",
+      "image_rel_path": "all_images/BUSI_0238_B.png",
+      "mask_rel_path": "all_masks/BUSI_0238_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0016_M.png",
+      "image_rel_path": "all_images/BUSI_0016_M.png",
+      "mask_rel_path": "all_masks/BUSI_0016_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0132_B.png",
+      "image_rel_path": "all_images/BUSI_0132_B.png",
+      "mask_rel_path": "all_masks/BUSI_0132_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0386_B.png",
+      "image_rel_path": "all_images/BUSI_0386_B.png",
+      "mask_rel_path": "all_masks/BUSI_0386_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0418_B.png",
+      "image_rel_path": "all_images/BUSI_0418_B.png",
+      "mask_rel_path": "all_masks/BUSI_0418_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0195_B.png",
+      "image_rel_path": "all_images/BUSI_0195_B.png",
+      "mask_rel_path": "all_masks/BUSI_0195_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0078_M.png",
+      "image_rel_path": "all_images/BUSI_0078_M.png",
+      "mask_rel_path": "all_masks/BUSI_0078_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0139_M.png",
+      "image_rel_path": "all_images/BUSI_0139_M.png",
+      "mask_rel_path": "all_masks/BUSI_0139_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0094_B.png",
+      "image_rel_path": "all_images/BUSI_0094_B.png",
+      "mask_rel_path": "all_masks/BUSI_0094_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0202_M.png",
+      "image_rel_path": "all_images/BUSI_0202_M.png",
+      "mask_rel_path": "all_masks/BUSI_0202_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0184_B.png",
+      "image_rel_path": "all_images/BUSI_0184_B.png",
+      "mask_rel_path": "all_masks/BUSI_0184_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0073_B.png",
+      "image_rel_path": "all_images/BUSI_0073_B.png",
+      "mask_rel_path": "all_masks/BUSI_0073_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0426_B.png",
+      "image_rel_path": "all_images/BUSI_0426_B.png",
+      "mask_rel_path": "all_masks/BUSI_0426_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0299_B.png",
+      "image_rel_path": "all_images/BUSI_0299_B.png",
+      "mask_rel_path": "all_masks/BUSI_0299_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0415_B.png",
+      "image_rel_path": "all_images/BUSI_0415_B.png",
+      "mask_rel_path": "all_masks/BUSI_0415_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0228_B.png",
+      "image_rel_path": "all_images/BUSI_0228_B.png",
+      "mask_rel_path": "all_masks/BUSI_0228_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0140_B.png",
+      "image_rel_path": "all_images/BUSI_0140_B.png",
+      "mask_rel_path": "all_masks/BUSI_0140_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0046_M.png",
+      "image_rel_path": "all_images/BUSI_0046_M.png",
+      "mask_rel_path": "all_masks/BUSI_0046_M.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_015_repeat_03.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_015_repeat_03.json
new file mode 100644
index 0000000000000000000000000000000000000000..2be5f40fe352af17e6f2f36611b0ce0c6915bfa7
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_015_repeat_03.json
@@ -0,0 +1,4398 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0036_B.png",
+      "image_rel_path": "all_images/BUSI_0036_B.png",
+      "mask_rel_path": "all_masks/BUSI_0036_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0305_B.png",
+      "image_rel_path": "all_images/BUSI_0305_B.png",
+      "mask_rel_path": "all_masks/BUSI_0305_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0105_M.png",
+      "image_rel_path": "all_images/BUSI_0105_M.png",
+      "mask_rel_path": "all_masks/BUSI_0105_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0069_B.png",
+      "image_rel_path": "all_images/BUSI_0069_B.png",
+      "mask_rel_path": "all_masks/BUSI_0069_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0076_M.png",
+      "image_rel_path": "all_images/BUSI_0076_M.png",
+      "mask_rel_path": "all_masks/BUSI_0076_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0070_M.png",
+      "image_rel_path": "all_images/BUSI_0070_M.png",
+      "mask_rel_path": "all_masks/BUSI_0070_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0086_M.png",
+      "image_rel_path": "all_images/BUSI_0086_M.png",
+      "mask_rel_path": "all_masks/BUSI_0086_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0090_M.png",
+      "image_rel_path": "all_images/BUSI_0090_M.png",
+      "mask_rel_path": "all_masks/BUSI_0090_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0024_B.png",
+      "image_rel_path": "all_images/BUSI_0024_B.png",
+      "mask_rel_path": "all_masks/BUSI_0024_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0424_B.png",
+      "image_rel_path": "all_images/BUSI_0424_B.png",
+      "mask_rel_path": "all_masks/BUSI_0424_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0142_M.png",
+      "image_rel_path": "all_images/BUSI_0142_M.png",
+      "mask_rel_path": "all_masks/BUSI_0142_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0390_B.png",
+      "image_rel_path": "all_images/BUSI_0390_B.png",
+      "mask_rel_path": "all_masks/BUSI_0390_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0353_B.png",
+      "image_rel_path": "all_images/BUSI_0353_B.png",
+      "mask_rel_path": "all_masks/BUSI_0353_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0209_M.png",
+      "image_rel_path": "all_images/BUSI_0209_M.png",
+      "mask_rel_path": "all_masks/BUSI_0209_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0342_B.png",
+      "image_rel_path": "all_images/BUSI_0342_B.png",
+      "mask_rel_path": "all_masks/BUSI_0342_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0340_B.png",
+      "image_rel_path": "all_images/BUSI_0340_B.png",
+      "mask_rel_path": "all_masks/BUSI_0340_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0350_B.png",
+      "image_rel_path": "all_images/BUSI_0350_B.png",
+      "mask_rel_path": "all_masks/BUSI_0350_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0306_B.png",
+      "image_rel_path": "all_images/BUSI_0306_B.png",
+      "mask_rel_path": "all_masks/BUSI_0306_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0155_M.png",
+      "image_rel_path": "all_images/BUSI_0155_M.png",
+      "mask_rel_path": "all_masks/BUSI_0155_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0264_B.png",
+      "image_rel_path": "all_images/BUSI_0264_B.png",
+      "mask_rel_path": "all_masks/BUSI_0264_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0043_B.png",
+      "image_rel_path": "all_images/BUSI_0043_B.png",
+      "mask_rel_path": "all_masks/BUSI_0043_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0033_M.png",
+      "image_rel_path": "all_images/BUSI_0033_M.png",
+      "mask_rel_path": "all_masks/BUSI_0033_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0126_M.png",
+      "image_rel_path": "all_images/BUSI_0126_M.png",
+      "mask_rel_path": "all_masks/BUSI_0126_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0091_B.png",
+      "image_rel_path": "all_images/BUSI_0091_B.png",
+      "mask_rel_path": "all_masks/BUSI_0091_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0129_M.png",
+      "image_rel_path": "all_images/BUSI_0129_M.png",
+      "mask_rel_path": "all_masks/BUSI_0129_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0066_M.png",
+      "image_rel_path": "all_images/BUSI_0066_M.png",
+      "mask_rel_path": "all_masks/BUSI_0066_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0002_M.png",
+      "image_rel_path": "all_images/BUSI_0002_M.png",
+      "mask_rel_path": "all_masks/BUSI_0002_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0122_M.png",
+      "image_rel_path": "all_images/BUSI_0122_M.png",
+      "mask_rel_path": "all_masks/BUSI_0122_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0200_M.png",
+      "image_rel_path": "all_images/BUSI_0200_M.png",
+      "mask_rel_path": "all_masks/BUSI_0200_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0184_M.png",
+      "image_rel_path": "all_images/BUSI_0184_M.png",
+      "mask_rel_path": "all_masks/BUSI_0184_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0121_M.png",
+      "image_rel_path": "all_images/BUSI_0121_M.png",
+      "mask_rel_path": "all_masks/BUSI_0121_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0141_B.png",
+      "image_rel_path": "all_images/BUSI_0141_B.png",
+      "mask_rel_path": "all_masks/BUSI_0141_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0023_M.png",
+      "image_rel_path": "all_images/BUSI_0023_M.png",
+      "mask_rel_path": "all_masks/BUSI_0023_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0047_B.png",
+      "image_rel_path": "all_images/BUSI_0047_B.png",
+      "mask_rel_path": "all_masks/BUSI_0047_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0307_B.png",
+      "image_rel_path": "all_images/BUSI_0307_B.png",
+      "mask_rel_path": "all_masks/BUSI_0307_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0151_M.png",
+      "image_rel_path": "all_images/BUSI_0151_M.png",
+      "mask_rel_path": "all_masks/BUSI_0151_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0153_M.png",
+      "image_rel_path": "all_images/BUSI_0153_M.png",
+      "mask_rel_path": "all_masks/BUSI_0153_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0039_M.png",
+      "image_rel_path": "all_images/BUSI_0039_M.png",
+      "mask_rel_path": "all_masks/BUSI_0039_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0045_M.png",
+      "image_rel_path": "all_images/BUSI_0045_M.png",
+      "mask_rel_path": "all_masks/BUSI_0045_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0057_B.png",
+      "image_rel_path": "all_images/BUSI_0057_B.png",
+      "mask_rel_path": "all_masks/BUSI_0057_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0025_B.png",
+      "image_rel_path": "all_images/BUSI_0025_B.png",
+      "mask_rel_path": "all_masks/BUSI_0025_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0009_M.png",
+      "image_rel_path": "all_images/BUSI_0009_M.png",
+      "mask_rel_path": "all_masks/BUSI_0009_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0210_B.png",
+      "image_rel_path": "all_images/BUSI_0210_B.png",
+      "mask_rel_path": "all_masks/BUSI_0210_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0037_B.png",
+      "image_rel_path": "all_images/BUSI_0037_B.png",
+      "mask_rel_path": "all_masks/BUSI_0037_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0103_B.png",
+      "image_rel_path": "all_images/BUSI_0103_B.png",
+      "mask_rel_path": "all_masks/BUSI_0103_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0312_B.png",
+      "image_rel_path": "all_images/BUSI_0312_B.png",
+      "mask_rel_path": "all_masks/BUSI_0312_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0152_B.png",
+      "image_rel_path": "all_images/BUSI_0152_B.png",
+      "mask_rel_path": "all_masks/BUSI_0152_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0051_M.png",
+      "image_rel_path": "all_images/BUSI_0051_M.png",
+      "mask_rel_path": "all_masks/BUSI_0051_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0137_B.png",
+      "image_rel_path": "all_images/BUSI_0137_B.png",
+      "mask_rel_path": "all_masks/BUSI_0137_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0381_B.png",
+      "image_rel_path": "all_images/BUSI_0381_B.png",
+      "mask_rel_path": "all_masks/BUSI_0381_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0074_B.png",
+      "image_rel_path": "all_images/BUSI_0074_B.png",
+      "mask_rel_path": "all_masks/BUSI_0074_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0272_B.png",
+      "image_rel_path": "all_images/BUSI_0272_B.png",
+      "mask_rel_path": "all_masks/BUSI_0272_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0427_B.png",
+      "image_rel_path": "all_images/BUSI_0427_B.png",
+      "mask_rel_path": "all_masks/BUSI_0427_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0111_B.png",
+      "image_rel_path": "all_images/BUSI_0111_B.png",
+      "mask_rel_path": "all_masks/BUSI_0111_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0093_B.png",
+      "image_rel_path": "all_images/BUSI_0093_B.png",
+      "mask_rel_path": "all_masks/BUSI_0093_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0026_B.png",
+      "image_rel_path": "all_images/BUSI_0026_B.png",
+      "mask_rel_path": "all_masks/BUSI_0026_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0033_B.png",
+      "image_rel_path": "all_images/BUSI_0033_B.png",
+      "mask_rel_path": "all_masks/BUSI_0033_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0193_M.png",
+      "image_rel_path": "all_images/BUSI_0193_M.png",
+      "mask_rel_path": "all_masks/BUSI_0193_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0189_M.png",
+      "image_rel_path": "all_images/BUSI_0189_M.png",
+      "mask_rel_path": "all_masks/BUSI_0189_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0089_M.png",
+      "image_rel_path": "all_images/BUSI_0089_M.png",
+      "mask_rel_path": "all_masks/BUSI_0089_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0389_B.png",
+      "image_rel_path": "all_images/BUSI_0389_B.png",
+      "mask_rel_path": "all_masks/BUSI_0389_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0329_B.png",
+      "image_rel_path": "all_images/BUSI_0329_B.png",
+      "mask_rel_path": "all_masks/BUSI_0329_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0224_B.png",
+      "image_rel_path": "all_images/BUSI_0224_B.png",
+      "mask_rel_path": "all_masks/BUSI_0224_B.png"
+    },
+    {
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+      "class_label": "benign",
+      "filename": "BUSI_0147_B.png",
+      "image_rel_path": "all_images/BUSI_0147_B.png",
+      "mask_rel_path": "all_masks/BUSI_0147_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0001_M.png",
+      "image_rel_path": "all_images/BUSI_0001_M.png",
+      "mask_rel_path": "all_masks/BUSI_0001_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0196_M.png",
+      "image_rel_path": "all_images/BUSI_0196_M.png",
+      "mask_rel_path": "all_masks/BUSI_0196_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0280_B.png",
+      "image_rel_path": "all_images/BUSI_0280_B.png",
+      "mask_rel_path": "all_masks/BUSI_0280_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0083_M.png",
+      "image_rel_path": "all_images/BUSI_0083_M.png",
+      "mask_rel_path": "all_masks/BUSI_0083_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0054_B.png",
+      "image_rel_path": "all_images/BUSI_0054_B.png",
+      "mask_rel_path": "all_masks/BUSI_0054_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0331_B.png",
+      "image_rel_path": "all_images/BUSI_0331_B.png",
+      "mask_rel_path": "all_masks/BUSI_0331_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0149_M.png",
+      "image_rel_path": "all_images/BUSI_0149_M.png",
+      "mask_rel_path": "all_masks/BUSI_0149_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0159_B.png",
+      "image_rel_path": "all_images/BUSI_0159_B.png",
+      "mask_rel_path": "all_masks/BUSI_0159_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0124_B.png",
+      "image_rel_path": "all_images/BUSI_0124_B.png",
+      "mask_rel_path": "all_masks/BUSI_0124_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0198_B.png",
+      "image_rel_path": "all_images/BUSI_0198_B.png",
+      "mask_rel_path": "all_masks/BUSI_0198_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0032_B.png",
+      "image_rel_path": "all_images/BUSI_0032_B.png",
+      "mask_rel_path": "all_masks/BUSI_0032_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0035_B.png",
+      "image_rel_path": "all_images/BUSI_0035_B.png",
+      "mask_rel_path": "all_masks/BUSI_0035_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0101_M.png",
+      "image_rel_path": "all_images/BUSI_0101_M.png",
+      "mask_rel_path": "all_masks/BUSI_0101_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0108_M.png",
+      "image_rel_path": "all_images/BUSI_0108_M.png",
+      "mask_rel_path": "all_masks/BUSI_0108_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0027_B.png",
+      "image_rel_path": "all_images/BUSI_0027_B.png",
+      "mask_rel_path": "all_masks/BUSI_0027_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0048_B.png",
+      "image_rel_path": "all_images/BUSI_0048_B.png",
+      "mask_rel_path": "all_masks/BUSI_0048_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0423_B.png",
+      "image_rel_path": "all_images/BUSI_0423_B.png",
+      "mask_rel_path": "all_masks/BUSI_0423_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0152_M.png",
+      "image_rel_path": "all_images/BUSI_0152_M.png",
+      "mask_rel_path": "all_masks/BUSI_0152_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0107_M.png",
+      "image_rel_path": "all_images/BUSI_0107_M.png",
+      "mask_rel_path": "all_masks/BUSI_0107_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0377_B.png",
+      "image_rel_path": "all_images/BUSI_0377_B.png",
+      "mask_rel_path": "all_masks/BUSI_0377_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0102_B.png",
+      "image_rel_path": "all_images/BUSI_0102_B.png",
+      "mask_rel_path": "all_masks/BUSI_0102_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0148_M.png",
+      "image_rel_path": "all_images/BUSI_0148_M.png",
+      "mask_rel_path": "all_masks/BUSI_0148_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0014_M.png",
+      "image_rel_path": "all_images/BUSI_0014_M.png",
+      "mask_rel_path": "all_masks/BUSI_0014_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0164_B.png",
+      "image_rel_path": "all_images/BUSI_0164_B.png",
+      "mask_rel_path": "all_masks/BUSI_0164_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0075_B.png",
+      "image_rel_path": "all_images/BUSI_0075_B.png",
+      "mask_rel_path": "all_masks/BUSI_0075_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0034_B.png",
+      "image_rel_path": "all_images/BUSI_0034_B.png",
+      "mask_rel_path": "all_masks/BUSI_0034_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0308_B.png",
+      "image_rel_path": "all_images/BUSI_0308_B.png",
+      "mask_rel_path": "all_masks/BUSI_0308_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0115_B.png",
+      "image_rel_path": "all_images/BUSI_0115_B.png",
+      "mask_rel_path": "all_masks/BUSI_0115_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0185_M.png",
+      "image_rel_path": "all_images/BUSI_0185_M.png",
+      "mask_rel_path": "all_masks/BUSI_0185_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0098_M.png",
+      "image_rel_path": "all_images/BUSI_0098_M.png",
+      "mask_rel_path": "all_masks/BUSI_0098_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0379_B.png",
+      "image_rel_path": "all_images/BUSI_0379_B.png",
+      "mask_rel_path": "all_masks/BUSI_0379_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0363_B.png",
+      "image_rel_path": "all_images/BUSI_0363_B.png",
+      "mask_rel_path": "all_masks/BUSI_0363_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0189_B.png",
+      "image_rel_path": "all_images/BUSI_0189_B.png",
+      "mask_rel_path": "all_masks/BUSI_0189_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0151_B.png",
+      "image_rel_path": "all_images/BUSI_0151_B.png",
+      "mask_rel_path": "all_masks/BUSI_0151_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0268_B.png",
+      "image_rel_path": "all_images/BUSI_0268_B.png",
+      "mask_rel_path": "all_masks/BUSI_0268_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0020_B.png",
+      "image_rel_path": "all_images/BUSI_0020_B.png",
+      "mask_rel_path": "all_masks/BUSI_0020_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0096_M.png",
+      "image_rel_path": "all_images/BUSI_0096_M.png",
+      "mask_rel_path": "all_masks/BUSI_0096_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0176_B.png",
+      "image_rel_path": "all_images/BUSI_0176_B.png",
+      "mask_rel_path": "all_masks/BUSI_0176_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0012_M.png",
+      "image_rel_path": "all_images/BUSI_0012_M.png",
+      "mask_rel_path": "all_masks/BUSI_0012_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0238_B.png",
+      "image_rel_path": "all_images/BUSI_0238_B.png",
+      "mask_rel_path": "all_masks/BUSI_0238_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0016_M.png",
+      "image_rel_path": "all_images/BUSI_0016_M.png",
+      "mask_rel_path": "all_masks/BUSI_0016_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0132_B.png",
+      "image_rel_path": "all_images/BUSI_0132_B.png",
+      "mask_rel_path": "all_masks/BUSI_0132_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0386_B.png",
+      "image_rel_path": "all_images/BUSI_0386_B.png",
+      "mask_rel_path": "all_masks/BUSI_0386_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0418_B.png",
+      "image_rel_path": "all_images/BUSI_0418_B.png",
+      "mask_rel_path": "all_masks/BUSI_0418_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0195_B.png",
+      "image_rel_path": "all_images/BUSI_0195_B.png",
+      "mask_rel_path": "all_masks/BUSI_0195_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0078_M.png",
+      "image_rel_path": "all_images/BUSI_0078_M.png",
+      "mask_rel_path": "all_masks/BUSI_0078_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0139_M.png",
+      "image_rel_path": "all_images/BUSI_0139_M.png",
+      "mask_rel_path": "all_masks/BUSI_0139_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0094_B.png",
+      "image_rel_path": "all_images/BUSI_0094_B.png",
+      "mask_rel_path": "all_masks/BUSI_0094_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0202_M.png",
+      "image_rel_path": "all_images/BUSI_0202_M.png",
+      "mask_rel_path": "all_masks/BUSI_0202_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0184_B.png",
+      "image_rel_path": "all_images/BUSI_0184_B.png",
+      "mask_rel_path": "all_masks/BUSI_0184_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0073_B.png",
+      "image_rel_path": "all_images/BUSI_0073_B.png",
+      "mask_rel_path": "all_masks/BUSI_0073_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0426_B.png",
+      "image_rel_path": "all_images/BUSI_0426_B.png",
+      "mask_rel_path": "all_masks/BUSI_0426_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0299_B.png",
+      "image_rel_path": "all_images/BUSI_0299_B.png",
+      "mask_rel_path": "all_masks/BUSI_0299_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0415_B.png",
+      "image_rel_path": "all_images/BUSI_0415_B.png",
+      "mask_rel_path": "all_masks/BUSI_0415_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0228_B.png",
+      "image_rel_path": "all_images/BUSI_0228_B.png",
+      "mask_rel_path": "all_masks/BUSI_0228_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0140_B.png",
+      "image_rel_path": "all_images/BUSI_0140_B.png",
+      "mask_rel_path": "all_masks/BUSI_0140_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0046_M.png",
+      "image_rel_path": "all_images/BUSI_0046_M.png",
+      "mask_rel_path": "all_masks/BUSI_0046_M.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_030_repeat_01.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_030_repeat_01.json
new file mode 100644
index 0000000000000000000000000000000000000000..103c827b5d7b53bdb33fd6303f5ca22033621e0d
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_030_repeat_01.json
@@ -0,0 +1,4868 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0036_B.png",
+      "image_rel_path": "all_images/BUSI_0036_B.png",
+      "mask_rel_path": "all_masks/BUSI_0036_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0305_B.png",
+      "image_rel_path": "all_images/BUSI_0305_B.png",
+      "mask_rel_path": "all_masks/BUSI_0305_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0105_M.png",
+      "image_rel_path": "all_images/BUSI_0105_M.png",
+      "mask_rel_path": "all_masks/BUSI_0105_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0069_B.png",
+      "image_rel_path": "all_images/BUSI_0069_B.png",
+      "mask_rel_path": "all_masks/BUSI_0069_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0076_M.png",
+      "image_rel_path": "all_images/BUSI_0076_M.png",
+      "mask_rel_path": "all_masks/BUSI_0076_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0070_M.png",
+      "image_rel_path": "all_images/BUSI_0070_M.png",
+      "mask_rel_path": "all_masks/BUSI_0070_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0086_M.png",
+      "image_rel_path": "all_images/BUSI_0086_M.png",
+      "mask_rel_path": "all_masks/BUSI_0086_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0090_M.png",
+      "image_rel_path": "all_images/BUSI_0090_M.png",
+      "mask_rel_path": "all_masks/BUSI_0090_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0024_B.png",
+      "image_rel_path": "all_images/BUSI_0024_B.png",
+      "mask_rel_path": "all_masks/BUSI_0024_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0424_B.png",
+      "image_rel_path": "all_images/BUSI_0424_B.png",
+      "mask_rel_path": "all_masks/BUSI_0424_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0142_M.png",
+      "image_rel_path": "all_images/BUSI_0142_M.png",
+      "mask_rel_path": "all_masks/BUSI_0142_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0390_B.png",
+      "image_rel_path": "all_images/BUSI_0390_B.png",
+      "mask_rel_path": "all_masks/BUSI_0390_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0353_B.png",
+      "image_rel_path": "all_images/BUSI_0353_B.png",
+      "mask_rel_path": "all_masks/BUSI_0353_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0209_M.png",
+      "image_rel_path": "all_images/BUSI_0209_M.png",
+      "mask_rel_path": "all_masks/BUSI_0209_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0342_B.png",
+      "image_rel_path": "all_images/BUSI_0342_B.png",
+      "mask_rel_path": "all_masks/BUSI_0342_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0340_B.png",
+      "image_rel_path": "all_images/BUSI_0340_B.png",
+      "mask_rel_path": "all_masks/BUSI_0340_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0350_B.png",
+      "image_rel_path": "all_images/BUSI_0350_B.png",
+      "mask_rel_path": "all_masks/BUSI_0350_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0306_B.png",
+      "image_rel_path": "all_images/BUSI_0306_B.png",
+      "mask_rel_path": "all_masks/BUSI_0306_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0155_M.png",
+      "image_rel_path": "all_images/BUSI_0155_M.png",
+      "mask_rel_path": "all_masks/BUSI_0155_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0264_B.png",
+      "image_rel_path": "all_images/BUSI_0264_B.png",
+      "mask_rel_path": "all_masks/BUSI_0264_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0043_B.png",
+      "image_rel_path": "all_images/BUSI_0043_B.png",
+      "mask_rel_path": "all_masks/BUSI_0043_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0033_M.png",
+      "image_rel_path": "all_images/BUSI_0033_M.png",
+      "mask_rel_path": "all_masks/BUSI_0033_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0126_M.png",
+      "image_rel_path": "all_images/BUSI_0126_M.png",
+      "mask_rel_path": "all_masks/BUSI_0126_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0091_B.png",
+      "image_rel_path": "all_images/BUSI_0091_B.png",
+      "mask_rel_path": "all_masks/BUSI_0091_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0129_M.png",
+      "image_rel_path": "all_images/BUSI_0129_M.png",
+      "mask_rel_path": "all_masks/BUSI_0129_M.png"
+    },
+    {
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+      "filename": "BUSI_0046_M.png",
+      "image_rel_path": "all_images/BUSI_0046_M.png",
+      "mask_rel_path": "all_masks/BUSI_0046_M.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_030_repeat_02.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_030_repeat_02.json
new file mode 100644
index 0000000000000000000000000000000000000000..c9b3ebeab3696574d8fdfe2f64e2cfcee0601e96
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_030_repeat_02.json
@@ -0,0 +1,4867 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0036_B.png",
+      "image_rel_path": "all_images/BUSI_0036_B.png",
+      "mask_rel_path": "all_masks/BUSI_0036_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0305_B.png",
+      "image_rel_path": "all_images/BUSI_0305_B.png",
+      "mask_rel_path": "all_masks/BUSI_0305_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0105_M.png",
+      "image_rel_path": "all_images/BUSI_0105_M.png",
+      "mask_rel_path": "all_masks/BUSI_0105_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0069_B.png",
+      "image_rel_path": "all_images/BUSI_0069_B.png",
+      "mask_rel_path": "all_masks/BUSI_0069_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0076_M.png",
+      "image_rel_path": "all_images/BUSI_0076_M.png",
+      "mask_rel_path": "all_masks/BUSI_0076_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0070_M.png",
+      "image_rel_path": "all_images/BUSI_0070_M.png",
+      "mask_rel_path": "all_masks/BUSI_0070_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0086_M.png",
+      "image_rel_path": "all_images/BUSI_0086_M.png",
+      "mask_rel_path": "all_masks/BUSI_0086_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0090_M.png",
+      "image_rel_path": "all_images/BUSI_0090_M.png",
+      "mask_rel_path": "all_masks/BUSI_0090_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0024_B.png",
+      "image_rel_path": "all_images/BUSI_0024_B.png",
+      "mask_rel_path": "all_masks/BUSI_0024_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0424_B.png",
+      "image_rel_path": "all_images/BUSI_0424_B.png",
+      "mask_rel_path": "all_masks/BUSI_0424_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0142_M.png",
+      "image_rel_path": "all_images/BUSI_0142_M.png",
+      "mask_rel_path": "all_masks/BUSI_0142_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0390_B.png",
+      "image_rel_path": "all_images/BUSI_0390_B.png",
+      "mask_rel_path": "all_masks/BUSI_0390_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0353_B.png",
+      "image_rel_path": "all_images/BUSI_0353_B.png",
+      "mask_rel_path": "all_masks/BUSI_0353_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0209_M.png",
+      "image_rel_path": "all_images/BUSI_0209_M.png",
+      "mask_rel_path": "all_masks/BUSI_0209_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0342_B.png",
+      "image_rel_path": "all_images/BUSI_0342_B.png",
+      "mask_rel_path": "all_masks/BUSI_0342_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0340_B.png",
+      "image_rel_path": "all_images/BUSI_0340_B.png",
+      "mask_rel_path": "all_masks/BUSI_0340_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0350_B.png",
+      "image_rel_path": "all_images/BUSI_0350_B.png",
+      "mask_rel_path": "all_masks/BUSI_0350_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0306_B.png",
+      "image_rel_path": "all_images/BUSI_0306_B.png",
+      "mask_rel_path": "all_masks/BUSI_0306_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0155_M.png",
+      "image_rel_path": "all_images/BUSI_0155_M.png",
+      "mask_rel_path": "all_masks/BUSI_0155_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0264_B.png",
+      "image_rel_path": "all_images/BUSI_0264_B.png",
+      "mask_rel_path": "all_masks/BUSI_0264_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0043_B.png",
+      "image_rel_path": "all_images/BUSI_0043_B.png",
+      "mask_rel_path": "all_masks/BUSI_0043_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0033_M.png",
+      "image_rel_path": "all_images/BUSI_0033_M.png",
+      "mask_rel_path": "all_masks/BUSI_0033_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0126_M.png",
+      "image_rel_path": "all_images/BUSI_0126_M.png",
+      "mask_rel_path": "all_masks/BUSI_0126_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0091_B.png",
+      "image_rel_path": "all_images/BUSI_0091_B.png",
+      "mask_rel_path": "all_masks/BUSI_0091_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0129_M.png",
+      "image_rel_path": "all_images/BUSI_0129_M.png",
+      "mask_rel_path": "all_masks/BUSI_0129_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0066_M.png",
+      "image_rel_path": "all_images/BUSI_0066_M.png",
+      "mask_rel_path": "all_masks/BUSI_0066_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0002_M.png",
+      "image_rel_path": "all_images/BUSI_0002_M.png",
+      "mask_rel_path": "all_masks/BUSI_0002_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0122_M.png",
+      "image_rel_path": "all_images/BUSI_0122_M.png",
+      "mask_rel_path": "all_masks/BUSI_0122_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0200_M.png",
+      "image_rel_path": "all_images/BUSI_0200_M.png",
+      "mask_rel_path": "all_masks/BUSI_0200_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0184_M.png",
+      "image_rel_path": "all_images/BUSI_0184_M.png",
+      "mask_rel_path": "all_masks/BUSI_0184_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0121_M.png",
+      "image_rel_path": "all_images/BUSI_0121_M.png",
+      "mask_rel_path": "all_masks/BUSI_0121_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0141_B.png",
+      "image_rel_path": "all_images/BUSI_0141_B.png",
+      "mask_rel_path": "all_masks/BUSI_0141_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0023_M.png",
+      "image_rel_path": "all_images/BUSI_0023_M.png",
+      "mask_rel_path": "all_masks/BUSI_0023_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0047_B.png",
+      "image_rel_path": "all_images/BUSI_0047_B.png",
+      "mask_rel_path": "all_masks/BUSI_0047_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0307_B.png",
+      "image_rel_path": "all_images/BUSI_0307_B.png",
+      "mask_rel_path": "all_masks/BUSI_0307_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0151_M.png",
+      "image_rel_path": "all_images/BUSI_0151_M.png",
+      "mask_rel_path": "all_masks/BUSI_0151_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0153_M.png",
+      "image_rel_path": "all_images/BUSI_0153_M.png",
+      "mask_rel_path": "all_masks/BUSI_0153_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0039_M.png",
+      "image_rel_path": "all_images/BUSI_0039_M.png",
+      "mask_rel_path": "all_masks/BUSI_0039_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0045_M.png",
+      "image_rel_path": "all_images/BUSI_0045_M.png",
+      "mask_rel_path": "all_masks/BUSI_0045_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0057_B.png",
+      "image_rel_path": "all_images/BUSI_0057_B.png",
+      "mask_rel_path": "all_masks/BUSI_0057_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0025_B.png",
+      "image_rel_path": "all_images/BUSI_0025_B.png",
+      "mask_rel_path": "all_masks/BUSI_0025_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0009_M.png",
+      "image_rel_path": "all_images/BUSI_0009_M.png",
+      "mask_rel_path": "all_masks/BUSI_0009_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0210_B.png",
+      "image_rel_path": "all_images/BUSI_0210_B.png",
+      "mask_rel_path": "all_masks/BUSI_0210_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0037_B.png",
+      "image_rel_path": "all_images/BUSI_0037_B.png",
+      "mask_rel_path": "all_masks/BUSI_0037_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0103_B.png",
+      "image_rel_path": "all_images/BUSI_0103_B.png",
+      "mask_rel_path": "all_masks/BUSI_0103_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0312_B.png",
+      "image_rel_path": "all_images/BUSI_0312_B.png",
+      "mask_rel_path": "all_masks/BUSI_0312_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0152_B.png",
+      "image_rel_path": "all_images/BUSI_0152_B.png",
+      "mask_rel_path": "all_masks/BUSI_0152_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0051_M.png",
+      "image_rel_path": "all_images/BUSI_0051_M.png",
+      "mask_rel_path": "all_masks/BUSI_0051_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0137_B.png",
+      "image_rel_path": "all_images/BUSI_0137_B.png",
+      "mask_rel_path": "all_masks/BUSI_0137_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0381_B.png",
+      "image_rel_path": "all_images/BUSI_0381_B.png",
+      "mask_rel_path": "all_masks/BUSI_0381_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0074_B.png",
+      "image_rel_path": "all_images/BUSI_0074_B.png",
+      "mask_rel_path": "all_masks/BUSI_0074_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0272_B.png",
+      "image_rel_path": "all_images/BUSI_0272_B.png",
+      "mask_rel_path": "all_masks/BUSI_0272_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0427_B.png",
+      "image_rel_path": "all_images/BUSI_0427_B.png",
+      "mask_rel_path": "all_masks/BUSI_0427_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0111_B.png",
+      "image_rel_path": "all_images/BUSI_0111_B.png",
+      "mask_rel_path": "all_masks/BUSI_0111_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0093_B.png",
+      "image_rel_path": "all_images/BUSI_0093_B.png",
+      "mask_rel_path": "all_masks/BUSI_0093_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0026_B.png",
+      "image_rel_path": "all_images/BUSI_0026_B.png",
+      "mask_rel_path": "all_masks/BUSI_0026_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0033_B.png",
+      "image_rel_path": "all_images/BUSI_0033_B.png",
+      "mask_rel_path": "all_masks/BUSI_0033_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0193_M.png",
+      "image_rel_path": "all_images/BUSI_0193_M.png",
+      "mask_rel_path": "all_masks/BUSI_0193_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0189_M.png",
+      "image_rel_path": "all_images/BUSI_0189_M.png",
+      "mask_rel_path": "all_masks/BUSI_0189_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0089_M.png",
+      "image_rel_path": "all_images/BUSI_0089_M.png",
+      "mask_rel_path": "all_masks/BUSI_0089_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0389_B.png",
+      "image_rel_path": "all_images/BUSI_0389_B.png",
+      "mask_rel_path": "all_masks/BUSI_0389_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0329_B.png",
+      "image_rel_path": "all_images/BUSI_0329_B.png",
+      "mask_rel_path": "all_masks/BUSI_0329_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0224_B.png",
+      "image_rel_path": "all_images/BUSI_0224_B.png",
+      "mask_rel_path": "all_masks/BUSI_0224_B.png"
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+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0168_M.png",
+      "image_rel_path": "all_images/BUSI_0168_M.png",
+      "mask_rel_path": "all_masks/BUSI_0168_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0012_B.png",
+      "image_rel_path": "all_images/BUSI_0012_B.png",
+      "mask_rel_path": "all_masks/BUSI_0012_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0393_B.png",
+      "image_rel_path": "all_images/BUSI_0393_B.png",
+      "mask_rel_path": "all_masks/BUSI_0393_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0365_B.png",
+      "image_rel_path": "all_images/BUSI_0365_B.png",
+      "mask_rel_path": "all_masks/BUSI_0365_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0202_B.png",
+      "image_rel_path": "all_images/BUSI_0202_B.png",
+      "mask_rel_path": "all_masks/BUSI_0202_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0145_M.png",
+      "image_rel_path": "all_images/BUSI_0145_M.png",
+      "mask_rel_path": "all_masks/BUSI_0145_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0404_B.png",
+      "image_rel_path": "all_images/BUSI_0404_B.png",
+      "mask_rel_path": "all_masks/BUSI_0404_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0330_B.png",
+      "image_rel_path": "all_images/BUSI_0330_B.png",
+      "mask_rel_path": "all_masks/BUSI_0330_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0287_B.png",
+      "image_rel_path": "all_images/BUSI_0287_B.png",
+      "mask_rel_path": "all_masks/BUSI_0287_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0314_B.png",
+      "image_rel_path": "all_images/BUSI_0314_B.png",
+      "mask_rel_path": "all_masks/BUSI_0314_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0082_B.png",
+      "image_rel_path": "all_images/BUSI_0082_B.png",
+      "mask_rel_path": "all_masks/BUSI_0082_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0160_B.png",
+      "image_rel_path": "all_images/BUSI_0160_B.png",
+      "mask_rel_path": "all_masks/BUSI_0160_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0205_M.png",
+      "image_rel_path": "all_images/BUSI_0205_M.png",
+      "mask_rel_path": "all_masks/BUSI_0205_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0073_M.png",
+      "image_rel_path": "all_images/BUSI_0073_M.png",
+      "mask_rel_path": "all_masks/BUSI_0073_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0212_B.png",
+      "image_rel_path": "all_images/BUSI_0212_B.png",
+      "mask_rel_path": "all_masks/BUSI_0212_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0244_B.png",
+      "image_rel_path": "all_images/BUSI_0244_B.png",
+      "mask_rel_path": "all_masks/BUSI_0244_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0187_B.png",
+      "image_rel_path": "all_images/BUSI_0187_B.png",
+      "mask_rel_path": "all_masks/BUSI_0187_B.png"
+    },
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+      "filename": "BUSI_0434_B.png",
+      "image_rel_path": "all_images/BUSI_0434_B.png",
+      "mask_rel_path": "all_masks/BUSI_0434_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0114_M.png",
+      "image_rel_path": "all_images/BUSI_0114_M.png",
+      "mask_rel_path": "all_masks/BUSI_0114_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0428_B.png",
+      "image_rel_path": "all_images/BUSI_0428_B.png",
+      "mask_rel_path": "all_masks/BUSI_0428_B.png"
+    },
+    {
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+      "image_rel_path": "all_images/BUSI_0185_M.png",
+      "mask_rel_path": "all_masks/BUSI_0185_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0098_M.png",
+      "image_rel_path": "all_images/BUSI_0098_M.png",
+      "mask_rel_path": "all_masks/BUSI_0098_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0379_B.png",
+      "image_rel_path": "all_images/BUSI_0379_B.png",
+      "mask_rel_path": "all_masks/BUSI_0379_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0363_B.png",
+      "image_rel_path": "all_images/BUSI_0363_B.png",
+      "mask_rel_path": "all_masks/BUSI_0363_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0189_B.png",
+      "image_rel_path": "all_images/BUSI_0189_B.png",
+      "mask_rel_path": "all_masks/BUSI_0189_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0151_B.png",
+      "image_rel_path": "all_images/BUSI_0151_B.png",
+      "mask_rel_path": "all_masks/BUSI_0151_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0268_B.png",
+      "image_rel_path": "all_images/BUSI_0268_B.png",
+      "mask_rel_path": "all_masks/BUSI_0268_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0020_B.png",
+      "image_rel_path": "all_images/BUSI_0020_B.png",
+      "mask_rel_path": "all_masks/BUSI_0020_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0096_M.png",
+      "image_rel_path": "all_images/BUSI_0096_M.png",
+      "mask_rel_path": "all_masks/BUSI_0096_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0176_B.png",
+      "image_rel_path": "all_images/BUSI_0176_B.png",
+      "mask_rel_path": "all_masks/BUSI_0176_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0012_M.png",
+      "image_rel_path": "all_images/BUSI_0012_M.png",
+      "mask_rel_path": "all_masks/BUSI_0012_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0238_B.png",
+      "image_rel_path": "all_images/BUSI_0238_B.png",
+      "mask_rel_path": "all_masks/BUSI_0238_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0016_M.png",
+      "image_rel_path": "all_images/BUSI_0016_M.png",
+      "mask_rel_path": "all_masks/BUSI_0016_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0132_B.png",
+      "image_rel_path": "all_images/BUSI_0132_B.png",
+      "mask_rel_path": "all_masks/BUSI_0132_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0386_B.png",
+      "image_rel_path": "all_images/BUSI_0386_B.png",
+      "mask_rel_path": "all_masks/BUSI_0386_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0418_B.png",
+      "image_rel_path": "all_images/BUSI_0418_B.png",
+      "mask_rel_path": "all_masks/BUSI_0418_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0195_B.png",
+      "image_rel_path": "all_images/BUSI_0195_B.png",
+      "mask_rel_path": "all_masks/BUSI_0195_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0078_M.png",
+      "image_rel_path": "all_images/BUSI_0078_M.png",
+      "mask_rel_path": "all_masks/BUSI_0078_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0139_M.png",
+      "image_rel_path": "all_images/BUSI_0139_M.png",
+      "mask_rel_path": "all_masks/BUSI_0139_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0094_B.png",
+      "image_rel_path": "all_images/BUSI_0094_B.png",
+      "mask_rel_path": "all_masks/BUSI_0094_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0202_M.png",
+      "image_rel_path": "all_images/BUSI_0202_M.png",
+      "mask_rel_path": "all_masks/BUSI_0202_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0184_B.png",
+      "image_rel_path": "all_images/BUSI_0184_B.png",
+      "mask_rel_path": "all_masks/BUSI_0184_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0073_B.png",
+      "image_rel_path": "all_images/BUSI_0073_B.png",
+      "mask_rel_path": "all_masks/BUSI_0073_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0426_B.png",
+      "image_rel_path": "all_images/BUSI_0426_B.png",
+      "mask_rel_path": "all_masks/BUSI_0426_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0299_B.png",
+      "image_rel_path": "all_images/BUSI_0299_B.png",
+      "mask_rel_path": "all_masks/BUSI_0299_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0415_B.png",
+      "image_rel_path": "all_images/BUSI_0415_B.png",
+      "mask_rel_path": "all_masks/BUSI_0415_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0228_B.png",
+      "image_rel_path": "all_images/BUSI_0228_B.png",
+      "mask_rel_path": "all_masks/BUSI_0228_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0140_B.png",
+      "image_rel_path": "all_images/BUSI_0140_B.png",
+      "mask_rel_path": "all_masks/BUSI_0140_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0046_M.png",
+      "image_rel_path": "all_images/BUSI_0046_M.png",
+      "mask_rel_path": "all_masks/BUSI_0046_M.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_030_repeat_03.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_030_repeat_03.json
new file mode 100644
index 0000000000000000000000000000000000000000..adaf19a1e93a3a7d0cdb35f7992ccd4814abc266
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_030_repeat_03.json
@@ -0,0 +1,4866 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0036_B.png",
+      "image_rel_path": "all_images/BUSI_0036_B.png",
+      "mask_rel_path": "all_masks/BUSI_0036_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0305_B.png",
+      "image_rel_path": "all_images/BUSI_0305_B.png",
+      "mask_rel_path": "all_masks/BUSI_0305_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0105_M.png",
+      "image_rel_path": "all_images/BUSI_0105_M.png",
+      "mask_rel_path": "all_masks/BUSI_0105_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0069_B.png",
+      "image_rel_path": "all_images/BUSI_0069_B.png",
+      "mask_rel_path": "all_masks/BUSI_0069_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0076_M.png",
+      "image_rel_path": "all_images/BUSI_0076_M.png",
+      "mask_rel_path": "all_masks/BUSI_0076_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0070_M.png",
+      "image_rel_path": "all_images/BUSI_0070_M.png",
+      "mask_rel_path": "all_masks/BUSI_0070_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0086_M.png",
+      "image_rel_path": "all_images/BUSI_0086_M.png",
+      "mask_rel_path": "all_masks/BUSI_0086_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0090_M.png",
+      "image_rel_path": "all_images/BUSI_0090_M.png",
+      "mask_rel_path": "all_masks/BUSI_0090_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0024_B.png",
+      "image_rel_path": "all_images/BUSI_0024_B.png",
+      "mask_rel_path": "all_masks/BUSI_0024_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0424_B.png",
+      "image_rel_path": "all_images/BUSI_0424_B.png",
+      "mask_rel_path": "all_masks/BUSI_0424_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0142_M.png",
+      "image_rel_path": "all_images/BUSI_0142_M.png",
+      "mask_rel_path": "all_masks/BUSI_0142_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0390_B.png",
+      "image_rel_path": "all_images/BUSI_0390_B.png",
+      "mask_rel_path": "all_masks/BUSI_0390_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0353_B.png",
+      "image_rel_path": "all_images/BUSI_0353_B.png",
+      "mask_rel_path": "all_masks/BUSI_0353_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0209_M.png",
+      "image_rel_path": "all_images/BUSI_0209_M.png",
+      "mask_rel_path": "all_masks/BUSI_0209_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0342_B.png",
+      "image_rel_path": "all_images/BUSI_0342_B.png",
+      "mask_rel_path": "all_masks/BUSI_0342_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0340_B.png",
+      "image_rel_path": "all_images/BUSI_0340_B.png",
+      "mask_rel_path": "all_masks/BUSI_0340_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0350_B.png",
+      "image_rel_path": "all_images/BUSI_0350_B.png",
+      "mask_rel_path": "all_masks/BUSI_0350_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0306_B.png",
+      "image_rel_path": "all_images/BUSI_0306_B.png",
+      "mask_rel_path": "all_masks/BUSI_0306_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0155_M.png",
+      "image_rel_path": "all_images/BUSI_0155_M.png",
+      "mask_rel_path": "all_masks/BUSI_0155_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0264_B.png",
+      "image_rel_path": "all_images/BUSI_0264_B.png",
+      "mask_rel_path": "all_masks/BUSI_0264_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0043_B.png",
+      "image_rel_path": "all_images/BUSI_0043_B.png",
+      "mask_rel_path": "all_masks/BUSI_0043_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0033_M.png",
+      "image_rel_path": "all_images/BUSI_0033_M.png",
+      "mask_rel_path": "all_masks/BUSI_0033_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0126_M.png",
+      "image_rel_path": "all_images/BUSI_0126_M.png",
+      "mask_rel_path": "all_masks/BUSI_0126_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0091_B.png",
+      "image_rel_path": "all_images/BUSI_0091_B.png",
+      "mask_rel_path": "all_masks/BUSI_0091_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0129_M.png",
+      "image_rel_path": "all_images/BUSI_0129_M.png",
+      "mask_rel_path": "all_masks/BUSI_0129_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0066_M.png",
+      "image_rel_path": "all_images/BUSI_0066_M.png",
+      "mask_rel_path": "all_masks/BUSI_0066_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0002_M.png",
+      "image_rel_path": "all_images/BUSI_0002_M.png",
+      "mask_rel_path": "all_masks/BUSI_0002_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0122_M.png",
+      "image_rel_path": "all_images/BUSI_0122_M.png",
+      "mask_rel_path": "all_masks/BUSI_0122_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0200_M.png",
+      "image_rel_path": "all_images/BUSI_0200_M.png",
+      "mask_rel_path": "all_masks/BUSI_0200_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0184_M.png",
+      "image_rel_path": "all_images/BUSI_0184_M.png",
+      "mask_rel_path": "all_masks/BUSI_0184_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0121_M.png",
+      "image_rel_path": "all_images/BUSI_0121_M.png",
+      "mask_rel_path": "all_masks/BUSI_0121_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0141_B.png",
+      "image_rel_path": "all_images/BUSI_0141_B.png",
+      "mask_rel_path": "all_masks/BUSI_0141_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0023_M.png",
+      "image_rel_path": "all_images/BUSI_0023_M.png",
+      "mask_rel_path": "all_masks/BUSI_0023_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0047_B.png",
+      "image_rel_path": "all_images/BUSI_0047_B.png",
+      "mask_rel_path": "all_masks/BUSI_0047_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0307_B.png",
+      "image_rel_path": "all_images/BUSI_0307_B.png",
+      "mask_rel_path": "all_masks/BUSI_0307_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0151_M.png",
+      "image_rel_path": "all_images/BUSI_0151_M.png",
+      "mask_rel_path": "all_masks/BUSI_0151_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0153_M.png",
+      "image_rel_path": "all_images/BUSI_0153_M.png",
+      "mask_rel_path": "all_masks/BUSI_0153_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0039_M.png",
+      "image_rel_path": "all_images/BUSI_0039_M.png",
+      "mask_rel_path": "all_masks/BUSI_0039_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0045_M.png",
+      "image_rel_path": "all_images/BUSI_0045_M.png",
+      "mask_rel_path": "all_masks/BUSI_0045_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0057_B.png",
+      "image_rel_path": "all_images/BUSI_0057_B.png",
+      "mask_rel_path": "all_masks/BUSI_0057_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0025_B.png",
+      "image_rel_path": "all_images/BUSI_0025_B.png",
+      "mask_rel_path": "all_masks/BUSI_0025_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0009_M.png",
+      "image_rel_path": "all_images/BUSI_0009_M.png",
+      "mask_rel_path": "all_masks/BUSI_0009_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0210_B.png",
+      "image_rel_path": "all_images/BUSI_0210_B.png",
+      "mask_rel_path": "all_masks/BUSI_0210_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0037_B.png",
+      "image_rel_path": "all_images/BUSI_0037_B.png",
+      "mask_rel_path": "all_masks/BUSI_0037_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0103_B.png",
+      "image_rel_path": "all_images/BUSI_0103_B.png",
+      "mask_rel_path": "all_masks/BUSI_0103_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0312_B.png",
+      "image_rel_path": "all_images/BUSI_0312_B.png",
+      "mask_rel_path": "all_masks/BUSI_0312_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0152_B.png",
+      "image_rel_path": "all_images/BUSI_0152_B.png",
+      "mask_rel_path": "all_masks/BUSI_0152_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0051_M.png",
+      "image_rel_path": "all_images/BUSI_0051_M.png",
+      "mask_rel_path": "all_masks/BUSI_0051_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0137_B.png",
+      "image_rel_path": "all_images/BUSI_0137_B.png",
+      "mask_rel_path": "all_masks/BUSI_0137_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0381_B.png",
+      "image_rel_path": "all_images/BUSI_0381_B.png",
+      "mask_rel_path": "all_masks/BUSI_0381_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0074_B.png",
+      "image_rel_path": "all_images/BUSI_0074_B.png",
+      "mask_rel_path": "all_masks/BUSI_0074_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0272_B.png",
+      "image_rel_path": "all_images/BUSI_0272_B.png",
+      "mask_rel_path": "all_masks/BUSI_0272_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0427_B.png",
+      "image_rel_path": "all_images/BUSI_0427_B.png",
+      "mask_rel_path": "all_masks/BUSI_0427_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0111_B.png",
+      "image_rel_path": "all_images/BUSI_0111_B.png",
+      "mask_rel_path": "all_masks/BUSI_0111_B.png"
+    },
+    {
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+      "class_label": "benign",
+      "filename": "BUSI_0147_B.png",
+      "image_rel_path": "all_images/BUSI_0147_B.png",
+      "mask_rel_path": "all_masks/BUSI_0147_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0001_M.png",
+      "image_rel_path": "all_images/BUSI_0001_M.png",
+      "mask_rel_path": "all_masks/BUSI_0001_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0196_M.png",
+      "image_rel_path": "all_images/BUSI_0196_M.png",
+      "mask_rel_path": "all_masks/BUSI_0196_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0280_B.png",
+      "image_rel_path": "all_images/BUSI_0280_B.png",
+      "mask_rel_path": "all_masks/BUSI_0280_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0083_M.png",
+      "image_rel_path": "all_images/BUSI_0083_M.png",
+      "mask_rel_path": "all_masks/BUSI_0083_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0054_B.png",
+      "image_rel_path": "all_images/BUSI_0054_B.png",
+      "mask_rel_path": "all_masks/BUSI_0054_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0331_B.png",
+      "image_rel_path": "all_images/BUSI_0331_B.png",
+      "mask_rel_path": "all_masks/BUSI_0331_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0149_M.png",
+      "image_rel_path": "all_images/BUSI_0149_M.png",
+      "mask_rel_path": "all_masks/BUSI_0149_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0159_B.png",
+      "image_rel_path": "all_images/BUSI_0159_B.png",
+      "mask_rel_path": "all_masks/BUSI_0159_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0124_B.png",
+      "image_rel_path": "all_images/BUSI_0124_B.png",
+      "mask_rel_path": "all_masks/BUSI_0124_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0198_B.png",
+      "image_rel_path": "all_images/BUSI_0198_B.png",
+      "mask_rel_path": "all_masks/BUSI_0198_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0032_B.png",
+      "image_rel_path": "all_images/BUSI_0032_B.png",
+      "mask_rel_path": "all_masks/BUSI_0032_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0035_B.png",
+      "image_rel_path": "all_images/BUSI_0035_B.png",
+      "mask_rel_path": "all_masks/BUSI_0035_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0101_M.png",
+      "image_rel_path": "all_images/BUSI_0101_M.png",
+      "mask_rel_path": "all_masks/BUSI_0101_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0108_M.png",
+      "image_rel_path": "all_images/BUSI_0108_M.png",
+      "mask_rel_path": "all_masks/BUSI_0108_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0027_B.png",
+      "image_rel_path": "all_images/BUSI_0027_B.png",
+      "mask_rel_path": "all_masks/BUSI_0027_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0048_B.png",
+      "image_rel_path": "all_images/BUSI_0048_B.png",
+      "mask_rel_path": "all_masks/BUSI_0048_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0423_B.png",
+      "image_rel_path": "all_images/BUSI_0423_B.png",
+      "mask_rel_path": "all_masks/BUSI_0423_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0152_M.png",
+      "image_rel_path": "all_images/BUSI_0152_M.png",
+      "mask_rel_path": "all_masks/BUSI_0152_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0107_M.png",
+      "image_rel_path": "all_images/BUSI_0107_M.png",
+      "mask_rel_path": "all_masks/BUSI_0107_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0377_B.png",
+      "image_rel_path": "all_images/BUSI_0377_B.png",
+      "mask_rel_path": "all_masks/BUSI_0377_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0102_B.png",
+      "image_rel_path": "all_images/BUSI_0102_B.png",
+      "mask_rel_path": "all_masks/BUSI_0102_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0148_M.png",
+      "image_rel_path": "all_images/BUSI_0148_M.png",
+      "mask_rel_path": "all_masks/BUSI_0148_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0014_M.png",
+      "image_rel_path": "all_images/BUSI_0014_M.png",
+      "mask_rel_path": "all_masks/BUSI_0014_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0164_B.png",
+      "image_rel_path": "all_images/BUSI_0164_B.png",
+      "mask_rel_path": "all_masks/BUSI_0164_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0075_B.png",
+      "image_rel_path": "all_images/BUSI_0075_B.png",
+      "mask_rel_path": "all_masks/BUSI_0075_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0034_B.png",
+      "image_rel_path": "all_images/BUSI_0034_B.png",
+      "mask_rel_path": "all_masks/BUSI_0034_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0308_B.png",
+      "image_rel_path": "all_images/BUSI_0308_B.png",
+      "mask_rel_path": "all_masks/BUSI_0308_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0115_B.png",
+      "image_rel_path": "all_images/BUSI_0115_B.png",
+      "mask_rel_path": "all_masks/BUSI_0115_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0185_M.png",
+      "image_rel_path": "all_images/BUSI_0185_M.png",
+      "mask_rel_path": "all_masks/BUSI_0185_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0098_M.png",
+      "image_rel_path": "all_images/BUSI_0098_M.png",
+      "mask_rel_path": "all_masks/BUSI_0098_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0379_B.png",
+      "image_rel_path": "all_images/BUSI_0379_B.png",
+      "mask_rel_path": "all_masks/BUSI_0379_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0363_B.png",
+      "image_rel_path": "all_images/BUSI_0363_B.png",
+      "mask_rel_path": "all_masks/BUSI_0363_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0189_B.png",
+      "image_rel_path": "all_images/BUSI_0189_B.png",
+      "mask_rel_path": "all_masks/BUSI_0189_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0151_B.png",
+      "image_rel_path": "all_images/BUSI_0151_B.png",
+      "mask_rel_path": "all_masks/BUSI_0151_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0268_B.png",
+      "image_rel_path": "all_images/BUSI_0268_B.png",
+      "mask_rel_path": "all_masks/BUSI_0268_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0020_B.png",
+      "image_rel_path": "all_images/BUSI_0020_B.png",
+      "mask_rel_path": "all_masks/BUSI_0020_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0096_M.png",
+      "image_rel_path": "all_images/BUSI_0096_M.png",
+      "mask_rel_path": "all_masks/BUSI_0096_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0176_B.png",
+      "image_rel_path": "all_images/BUSI_0176_B.png",
+      "mask_rel_path": "all_masks/BUSI_0176_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0012_M.png",
+      "image_rel_path": "all_images/BUSI_0012_M.png",
+      "mask_rel_path": "all_masks/BUSI_0012_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0238_B.png",
+      "image_rel_path": "all_images/BUSI_0238_B.png",
+      "mask_rel_path": "all_masks/BUSI_0238_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0016_M.png",
+      "image_rel_path": "all_images/BUSI_0016_M.png",
+      "mask_rel_path": "all_masks/BUSI_0016_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0132_B.png",
+      "image_rel_path": "all_images/BUSI_0132_B.png",
+      "mask_rel_path": "all_masks/BUSI_0132_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0386_B.png",
+      "image_rel_path": "all_images/BUSI_0386_B.png",
+      "mask_rel_path": "all_masks/BUSI_0386_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0418_B.png",
+      "image_rel_path": "all_images/BUSI_0418_B.png",
+      "mask_rel_path": "all_masks/BUSI_0418_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0195_B.png",
+      "image_rel_path": "all_images/BUSI_0195_B.png",
+      "mask_rel_path": "all_masks/BUSI_0195_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0078_M.png",
+      "image_rel_path": "all_images/BUSI_0078_M.png",
+      "mask_rel_path": "all_masks/BUSI_0078_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0139_M.png",
+      "image_rel_path": "all_images/BUSI_0139_M.png",
+      "mask_rel_path": "all_masks/BUSI_0139_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0094_B.png",
+      "image_rel_path": "all_images/BUSI_0094_B.png",
+      "mask_rel_path": "all_masks/BUSI_0094_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0202_M.png",
+      "image_rel_path": "all_images/BUSI_0202_M.png",
+      "mask_rel_path": "all_masks/BUSI_0202_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0184_B.png",
+      "image_rel_path": "all_images/BUSI_0184_B.png",
+      "mask_rel_path": "all_masks/BUSI_0184_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0073_B.png",
+      "image_rel_path": "all_images/BUSI_0073_B.png",
+      "mask_rel_path": "all_masks/BUSI_0073_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0426_B.png",
+      "image_rel_path": "all_images/BUSI_0426_B.png",
+      "mask_rel_path": "all_masks/BUSI_0426_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0299_B.png",
+      "image_rel_path": "all_images/BUSI_0299_B.png",
+      "mask_rel_path": "all_masks/BUSI_0299_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0415_B.png",
+      "image_rel_path": "all_images/BUSI_0415_B.png",
+      "mask_rel_path": "all_masks/BUSI_0415_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0228_B.png",
+      "image_rel_path": "all_images/BUSI_0228_B.png",
+      "mask_rel_path": "all_masks/BUSI_0228_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0140_B.png",
+      "image_rel_path": "all_images/BUSI_0140_B.png",
+      "mask_rel_path": "all_masks/BUSI_0140_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0046_M.png",
+      "image_rel_path": "all_images/BUSI_0046_M.png",
+      "mask_rel_path": "all_masks/BUSI_0046_M.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_050_repeat_01.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_050_repeat_01.json
new file mode 100644
index 0000000000000000000000000000000000000000..d5b15d082ee73ecd772117c5954be67f721e228f
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_050_repeat_01.json
@@ -0,0 +1,5486 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0036_B.png",
+      "image_rel_path": "all_images/BUSI_0036_B.png",
+      "mask_rel_path": "all_masks/BUSI_0036_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0305_B.png",
+      "image_rel_path": "all_images/BUSI_0305_B.png",
+      "mask_rel_path": "all_masks/BUSI_0305_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0105_M.png",
+      "image_rel_path": "all_images/BUSI_0105_M.png",
+      "mask_rel_path": "all_masks/BUSI_0105_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0069_B.png",
+      "image_rel_path": "all_images/BUSI_0069_B.png",
+      "mask_rel_path": "all_masks/BUSI_0069_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0076_M.png",
+      "image_rel_path": "all_images/BUSI_0076_M.png",
+      "mask_rel_path": "all_masks/BUSI_0076_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0070_M.png",
+      "image_rel_path": "all_images/BUSI_0070_M.png",
+      "mask_rel_path": "all_masks/BUSI_0070_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0086_M.png",
+      "image_rel_path": "all_images/BUSI_0086_M.png",
+      "mask_rel_path": "all_masks/BUSI_0086_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0090_M.png",
+      "image_rel_path": "all_images/BUSI_0090_M.png",
+      "mask_rel_path": "all_masks/BUSI_0090_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0024_B.png",
+      "image_rel_path": "all_images/BUSI_0024_B.png",
+      "mask_rel_path": "all_masks/BUSI_0024_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0424_B.png",
+      "image_rel_path": "all_images/BUSI_0424_B.png",
+      "mask_rel_path": "all_masks/BUSI_0424_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0142_M.png",
+      "image_rel_path": "all_images/BUSI_0142_M.png",
+      "mask_rel_path": "all_masks/BUSI_0142_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0390_B.png",
+      "image_rel_path": "all_images/BUSI_0390_B.png",
+      "mask_rel_path": "all_masks/BUSI_0390_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0353_B.png",
+      "image_rel_path": "all_images/BUSI_0353_B.png",
+      "mask_rel_path": "all_masks/BUSI_0353_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0209_M.png",
+      "image_rel_path": "all_images/BUSI_0209_M.png",
+      "mask_rel_path": "all_masks/BUSI_0209_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0342_B.png",
+      "image_rel_path": "all_images/BUSI_0342_B.png",
+      "mask_rel_path": "all_masks/BUSI_0342_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0340_B.png",
+      "image_rel_path": "all_images/BUSI_0340_B.png",
+      "mask_rel_path": "all_masks/BUSI_0340_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0350_B.png",
+      "image_rel_path": "all_images/BUSI_0350_B.png",
+      "mask_rel_path": "all_masks/BUSI_0350_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0306_B.png",
+      "image_rel_path": "all_images/BUSI_0306_B.png",
+      "mask_rel_path": "all_masks/BUSI_0306_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0155_M.png",
+      "image_rel_path": "all_images/BUSI_0155_M.png",
+      "mask_rel_path": "all_masks/BUSI_0155_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0264_B.png",
+      "image_rel_path": "all_images/BUSI_0264_B.png",
+      "mask_rel_path": "all_masks/BUSI_0264_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0043_B.png",
+      "image_rel_path": "all_images/BUSI_0043_B.png",
+      "mask_rel_path": "all_masks/BUSI_0043_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0033_M.png",
+      "image_rel_path": "all_images/BUSI_0033_M.png",
+      "mask_rel_path": "all_masks/BUSI_0033_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0126_M.png",
+      "image_rel_path": "all_images/BUSI_0126_M.png",
+      "mask_rel_path": "all_masks/BUSI_0126_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0091_B.png",
+      "image_rel_path": "all_images/BUSI_0091_B.png",
+      "mask_rel_path": "all_masks/BUSI_0091_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0129_M.png",
+      "image_rel_path": "all_images/BUSI_0129_M.png",
+      "mask_rel_path": "all_masks/BUSI_0129_M.png"
+    },
+    {
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+      "filename": "BUSI_0132_B.png",
+      "image_rel_path": "all_images/BUSI_0132_B.png",
+      "mask_rel_path": "all_masks/BUSI_0132_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0386_B.png",
+      "image_rel_path": "all_images/BUSI_0386_B.png",
+      "mask_rel_path": "all_masks/BUSI_0386_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0418_B.png",
+      "image_rel_path": "all_images/BUSI_0418_B.png",
+      "mask_rel_path": "all_masks/BUSI_0418_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0195_B.png",
+      "image_rel_path": "all_images/BUSI_0195_B.png",
+      "mask_rel_path": "all_masks/BUSI_0195_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0078_M.png",
+      "image_rel_path": "all_images/BUSI_0078_M.png",
+      "mask_rel_path": "all_masks/BUSI_0078_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0139_M.png",
+      "image_rel_path": "all_images/BUSI_0139_M.png",
+      "mask_rel_path": "all_masks/BUSI_0139_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0094_B.png",
+      "image_rel_path": "all_images/BUSI_0094_B.png",
+      "mask_rel_path": "all_masks/BUSI_0094_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0202_M.png",
+      "image_rel_path": "all_images/BUSI_0202_M.png",
+      "mask_rel_path": "all_masks/BUSI_0202_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0184_B.png",
+      "image_rel_path": "all_images/BUSI_0184_B.png",
+      "mask_rel_path": "all_masks/BUSI_0184_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0073_B.png",
+      "image_rel_path": "all_images/BUSI_0073_B.png",
+      "mask_rel_path": "all_masks/BUSI_0073_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0426_B.png",
+      "image_rel_path": "all_images/BUSI_0426_B.png",
+      "mask_rel_path": "all_masks/BUSI_0426_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0299_B.png",
+      "image_rel_path": "all_images/BUSI_0299_B.png",
+      "mask_rel_path": "all_masks/BUSI_0299_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0415_B.png",
+      "image_rel_path": "all_images/BUSI_0415_B.png",
+      "mask_rel_path": "all_masks/BUSI_0415_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0228_B.png",
+      "image_rel_path": "all_images/BUSI_0228_B.png",
+      "mask_rel_path": "all_masks/BUSI_0228_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0140_B.png",
+      "image_rel_path": "all_images/BUSI_0140_B.png",
+      "mask_rel_path": "all_masks/BUSI_0140_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0046_M.png",
+      "image_rel_path": "all_images/BUSI_0046_M.png",
+      "mask_rel_path": "all_masks/BUSI_0046_M.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_050_repeat_02.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_050_repeat_02.json
new file mode 100644
index 0000000000000000000000000000000000000000..aa13b9696bae0266bf046225d73a4d762d6388db
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_050_repeat_02.json
@@ -0,0 +1,5485 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0036_B.png",
+      "image_rel_path": "all_images/BUSI_0036_B.png",
+      "mask_rel_path": "all_masks/BUSI_0036_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0305_B.png",
+      "image_rel_path": "all_images/BUSI_0305_B.png",
+      "mask_rel_path": "all_masks/BUSI_0305_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0105_M.png",
+      "image_rel_path": "all_images/BUSI_0105_M.png",
+      "mask_rel_path": "all_masks/BUSI_0105_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0069_B.png",
+      "image_rel_path": "all_images/BUSI_0069_B.png",
+      "mask_rel_path": "all_masks/BUSI_0069_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0076_M.png",
+      "image_rel_path": "all_images/BUSI_0076_M.png",
+      "mask_rel_path": "all_masks/BUSI_0076_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0070_M.png",
+      "image_rel_path": "all_images/BUSI_0070_M.png",
+      "mask_rel_path": "all_masks/BUSI_0070_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0086_M.png",
+      "image_rel_path": "all_images/BUSI_0086_M.png",
+      "mask_rel_path": "all_masks/BUSI_0086_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0090_M.png",
+      "image_rel_path": "all_images/BUSI_0090_M.png",
+      "mask_rel_path": "all_masks/BUSI_0090_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0024_B.png",
+      "image_rel_path": "all_images/BUSI_0024_B.png",
+      "mask_rel_path": "all_masks/BUSI_0024_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0424_B.png",
+      "image_rel_path": "all_images/BUSI_0424_B.png",
+      "mask_rel_path": "all_masks/BUSI_0424_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0142_M.png",
+      "image_rel_path": "all_images/BUSI_0142_M.png",
+      "mask_rel_path": "all_masks/BUSI_0142_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0390_B.png",
+      "image_rel_path": "all_images/BUSI_0390_B.png",
+      "mask_rel_path": "all_masks/BUSI_0390_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0353_B.png",
+      "image_rel_path": "all_images/BUSI_0353_B.png",
+      "mask_rel_path": "all_masks/BUSI_0353_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0209_M.png",
+      "image_rel_path": "all_images/BUSI_0209_M.png",
+      "mask_rel_path": "all_masks/BUSI_0209_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0342_B.png",
+      "image_rel_path": "all_images/BUSI_0342_B.png",
+      "mask_rel_path": "all_masks/BUSI_0342_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0340_B.png",
+      "image_rel_path": "all_images/BUSI_0340_B.png",
+      "mask_rel_path": "all_masks/BUSI_0340_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0350_B.png",
+      "image_rel_path": "all_images/BUSI_0350_B.png",
+      "mask_rel_path": "all_masks/BUSI_0350_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0306_B.png",
+      "image_rel_path": "all_images/BUSI_0306_B.png",
+      "mask_rel_path": "all_masks/BUSI_0306_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0155_M.png",
+      "image_rel_path": "all_images/BUSI_0155_M.png",
+      "mask_rel_path": "all_masks/BUSI_0155_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0264_B.png",
+      "image_rel_path": "all_images/BUSI_0264_B.png",
+      "mask_rel_path": "all_masks/BUSI_0264_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0043_B.png",
+      "image_rel_path": "all_images/BUSI_0043_B.png",
+      "mask_rel_path": "all_masks/BUSI_0043_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0033_M.png",
+      "image_rel_path": "all_images/BUSI_0033_M.png",
+      "mask_rel_path": "all_masks/BUSI_0033_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0126_M.png",
+      "image_rel_path": "all_images/BUSI_0126_M.png",
+      "mask_rel_path": "all_masks/BUSI_0126_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0091_B.png",
+      "image_rel_path": "all_images/BUSI_0091_B.png",
+      "mask_rel_path": "all_masks/BUSI_0091_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0129_M.png",
+      "image_rel_path": "all_images/BUSI_0129_M.png",
+      "mask_rel_path": "all_masks/BUSI_0129_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0066_M.png",
+      "image_rel_path": "all_images/BUSI_0066_M.png",
+      "mask_rel_path": "all_masks/BUSI_0066_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0002_M.png",
+      "image_rel_path": "all_images/BUSI_0002_M.png",
+      "mask_rel_path": "all_masks/BUSI_0002_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0122_M.png",
+      "image_rel_path": "all_images/BUSI_0122_M.png",
+      "mask_rel_path": "all_masks/BUSI_0122_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0200_M.png",
+      "image_rel_path": "all_images/BUSI_0200_M.png",
+      "mask_rel_path": "all_masks/BUSI_0200_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0184_M.png",
+      "image_rel_path": "all_images/BUSI_0184_M.png",
+      "mask_rel_path": "all_masks/BUSI_0184_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0121_M.png",
+      "image_rel_path": "all_images/BUSI_0121_M.png",
+      "mask_rel_path": "all_masks/BUSI_0121_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0141_B.png",
+      "image_rel_path": "all_images/BUSI_0141_B.png",
+      "mask_rel_path": "all_masks/BUSI_0141_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0023_M.png",
+      "image_rel_path": "all_images/BUSI_0023_M.png",
+      "mask_rel_path": "all_masks/BUSI_0023_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0047_B.png",
+      "image_rel_path": "all_images/BUSI_0047_B.png",
+      "mask_rel_path": "all_masks/BUSI_0047_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0307_B.png",
+      "image_rel_path": "all_images/BUSI_0307_B.png",
+      "mask_rel_path": "all_masks/BUSI_0307_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0151_M.png",
+      "image_rel_path": "all_images/BUSI_0151_M.png",
+      "mask_rel_path": "all_masks/BUSI_0151_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0153_M.png",
+      "image_rel_path": "all_images/BUSI_0153_M.png",
+      "mask_rel_path": "all_masks/BUSI_0153_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0039_M.png",
+      "image_rel_path": "all_images/BUSI_0039_M.png",
+      "mask_rel_path": "all_masks/BUSI_0039_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0045_M.png",
+      "image_rel_path": "all_images/BUSI_0045_M.png",
+      "mask_rel_path": "all_masks/BUSI_0045_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0057_B.png",
+      "image_rel_path": "all_images/BUSI_0057_B.png",
+      "mask_rel_path": "all_masks/BUSI_0057_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0025_B.png",
+      "image_rel_path": "all_images/BUSI_0025_B.png",
+      "mask_rel_path": "all_masks/BUSI_0025_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0009_M.png",
+      "image_rel_path": "all_images/BUSI_0009_M.png",
+      "mask_rel_path": "all_masks/BUSI_0009_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0210_B.png",
+      "image_rel_path": "all_images/BUSI_0210_B.png",
+      "mask_rel_path": "all_masks/BUSI_0210_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0037_B.png",
+      "image_rel_path": "all_images/BUSI_0037_B.png",
+      "mask_rel_path": "all_masks/BUSI_0037_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0103_B.png",
+      "image_rel_path": "all_images/BUSI_0103_B.png",
+      "mask_rel_path": "all_masks/BUSI_0103_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0312_B.png",
+      "image_rel_path": "all_images/BUSI_0312_B.png",
+      "mask_rel_path": "all_masks/BUSI_0312_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0152_B.png",
+      "image_rel_path": "all_images/BUSI_0152_B.png",
+      "mask_rel_path": "all_masks/BUSI_0152_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0051_M.png",
+      "image_rel_path": "all_images/BUSI_0051_M.png",
+      "mask_rel_path": "all_masks/BUSI_0051_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0137_B.png",
+      "image_rel_path": "all_images/BUSI_0137_B.png",
+      "mask_rel_path": "all_masks/BUSI_0137_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0381_B.png",
+      "image_rel_path": "all_images/BUSI_0381_B.png",
+      "mask_rel_path": "all_masks/BUSI_0381_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0074_B.png",
+      "image_rel_path": "all_images/BUSI_0074_B.png",
+      "mask_rel_path": "all_masks/BUSI_0074_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0272_B.png",
+      "image_rel_path": "all_images/BUSI_0272_B.png",
+      "mask_rel_path": "all_masks/BUSI_0272_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0427_B.png",
+      "image_rel_path": "all_images/BUSI_0427_B.png",
+      "mask_rel_path": "all_masks/BUSI_0427_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0111_B.png",
+      "image_rel_path": "all_images/BUSI_0111_B.png",
+      "mask_rel_path": "all_masks/BUSI_0111_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0093_B.png",
+      "image_rel_path": "all_images/BUSI_0093_B.png",
+      "mask_rel_path": "all_masks/BUSI_0093_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0026_B.png",
+      "image_rel_path": "all_images/BUSI_0026_B.png",
+      "mask_rel_path": "all_masks/BUSI_0026_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0033_B.png",
+      "image_rel_path": "all_images/BUSI_0033_B.png",
+      "mask_rel_path": "all_masks/BUSI_0033_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0193_M.png",
+      "image_rel_path": "all_images/BUSI_0193_M.png",
+      "mask_rel_path": "all_masks/BUSI_0193_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0189_M.png",
+      "image_rel_path": "all_images/BUSI_0189_M.png",
+      "mask_rel_path": "all_masks/BUSI_0189_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0089_M.png",
+      "image_rel_path": "all_images/BUSI_0089_M.png",
+      "mask_rel_path": "all_masks/BUSI_0089_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0389_B.png",
+      "image_rel_path": "all_images/BUSI_0389_B.png",
+      "mask_rel_path": "all_masks/BUSI_0389_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0329_B.png",
+      "image_rel_path": "all_images/BUSI_0329_B.png",
+      "mask_rel_path": "all_masks/BUSI_0329_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0224_B.png",
+      "image_rel_path": "all_images/BUSI_0224_B.png",
+      "mask_rel_path": "all_masks/BUSI_0224_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0168_M.png",
+      "image_rel_path": "all_images/BUSI_0168_M.png",
+      "mask_rel_path": "all_masks/BUSI_0168_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0012_B.png",
+      "image_rel_path": "all_images/BUSI_0012_B.png",
+      "mask_rel_path": "all_masks/BUSI_0012_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0393_B.png",
+      "image_rel_path": "all_images/BUSI_0393_B.png",
+      "mask_rel_path": "all_masks/BUSI_0393_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0365_B.png",
+      "image_rel_path": "all_images/BUSI_0365_B.png",
+      "mask_rel_path": "all_masks/BUSI_0365_B.png"
+    },
+    {
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+      "class_label": "benign",
+      "filename": "BUSI_0099_B.png",
+      "image_rel_path": "all_images/BUSI_0099_B.png",
+      "mask_rel_path": "all_masks/BUSI_0099_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0383_B.png",
+      "image_rel_path": "all_images/BUSI_0383_B.png",
+      "mask_rel_path": "all_masks/BUSI_0383_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0150_M.png",
+      "image_rel_path": "all_images/BUSI_0150_M.png",
+      "mask_rel_path": "all_masks/BUSI_0150_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0147_B.png",
+      "image_rel_path": "all_images/BUSI_0147_B.png",
+      "mask_rel_path": "all_masks/BUSI_0147_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0001_M.png",
+      "image_rel_path": "all_images/BUSI_0001_M.png",
+      "mask_rel_path": "all_masks/BUSI_0001_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0196_M.png",
+      "image_rel_path": "all_images/BUSI_0196_M.png",
+      "mask_rel_path": "all_masks/BUSI_0196_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0280_B.png",
+      "image_rel_path": "all_images/BUSI_0280_B.png",
+      "mask_rel_path": "all_masks/BUSI_0280_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0083_M.png",
+      "image_rel_path": "all_images/BUSI_0083_M.png",
+      "mask_rel_path": "all_masks/BUSI_0083_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0054_B.png",
+      "image_rel_path": "all_images/BUSI_0054_B.png",
+      "mask_rel_path": "all_masks/BUSI_0054_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0331_B.png",
+      "image_rel_path": "all_images/BUSI_0331_B.png",
+      "mask_rel_path": "all_masks/BUSI_0331_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0149_M.png",
+      "image_rel_path": "all_images/BUSI_0149_M.png",
+      "mask_rel_path": "all_masks/BUSI_0149_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0159_B.png",
+      "image_rel_path": "all_images/BUSI_0159_B.png",
+      "mask_rel_path": "all_masks/BUSI_0159_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0124_B.png",
+      "image_rel_path": "all_images/BUSI_0124_B.png",
+      "mask_rel_path": "all_masks/BUSI_0124_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0198_B.png",
+      "image_rel_path": "all_images/BUSI_0198_B.png",
+      "mask_rel_path": "all_masks/BUSI_0198_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0032_B.png",
+      "image_rel_path": "all_images/BUSI_0032_B.png",
+      "mask_rel_path": "all_masks/BUSI_0032_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0035_B.png",
+      "image_rel_path": "all_images/BUSI_0035_B.png",
+      "mask_rel_path": "all_masks/BUSI_0035_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0101_M.png",
+      "image_rel_path": "all_images/BUSI_0101_M.png",
+      "mask_rel_path": "all_masks/BUSI_0101_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0108_M.png",
+      "image_rel_path": "all_images/BUSI_0108_M.png",
+      "mask_rel_path": "all_masks/BUSI_0108_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0027_B.png",
+      "image_rel_path": "all_images/BUSI_0027_B.png",
+      "mask_rel_path": "all_masks/BUSI_0027_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0048_B.png",
+      "image_rel_path": "all_images/BUSI_0048_B.png",
+      "mask_rel_path": "all_masks/BUSI_0048_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0423_B.png",
+      "image_rel_path": "all_images/BUSI_0423_B.png",
+      "mask_rel_path": "all_masks/BUSI_0423_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0152_M.png",
+      "image_rel_path": "all_images/BUSI_0152_M.png",
+      "mask_rel_path": "all_masks/BUSI_0152_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0107_M.png",
+      "image_rel_path": "all_images/BUSI_0107_M.png",
+      "mask_rel_path": "all_masks/BUSI_0107_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0377_B.png",
+      "image_rel_path": "all_images/BUSI_0377_B.png",
+      "mask_rel_path": "all_masks/BUSI_0377_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0102_B.png",
+      "image_rel_path": "all_images/BUSI_0102_B.png",
+      "mask_rel_path": "all_masks/BUSI_0102_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0148_M.png",
+      "image_rel_path": "all_images/BUSI_0148_M.png",
+      "mask_rel_path": "all_masks/BUSI_0148_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0014_M.png",
+      "image_rel_path": "all_images/BUSI_0014_M.png",
+      "mask_rel_path": "all_masks/BUSI_0014_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0164_B.png",
+      "image_rel_path": "all_images/BUSI_0164_B.png",
+      "mask_rel_path": "all_masks/BUSI_0164_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0075_B.png",
+      "image_rel_path": "all_images/BUSI_0075_B.png",
+      "mask_rel_path": "all_masks/BUSI_0075_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0034_B.png",
+      "image_rel_path": "all_images/BUSI_0034_B.png",
+      "mask_rel_path": "all_masks/BUSI_0034_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0308_B.png",
+      "image_rel_path": "all_images/BUSI_0308_B.png",
+      "mask_rel_path": "all_masks/BUSI_0308_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0115_B.png",
+      "image_rel_path": "all_images/BUSI_0115_B.png",
+      "mask_rel_path": "all_masks/BUSI_0115_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0185_M.png",
+      "image_rel_path": "all_images/BUSI_0185_M.png",
+      "mask_rel_path": "all_masks/BUSI_0185_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0098_M.png",
+      "image_rel_path": "all_images/BUSI_0098_M.png",
+      "mask_rel_path": "all_masks/BUSI_0098_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0379_B.png",
+      "image_rel_path": "all_images/BUSI_0379_B.png",
+      "mask_rel_path": "all_masks/BUSI_0379_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0363_B.png",
+      "image_rel_path": "all_images/BUSI_0363_B.png",
+      "mask_rel_path": "all_masks/BUSI_0363_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0189_B.png",
+      "image_rel_path": "all_images/BUSI_0189_B.png",
+      "mask_rel_path": "all_masks/BUSI_0189_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0151_B.png",
+      "image_rel_path": "all_images/BUSI_0151_B.png",
+      "mask_rel_path": "all_masks/BUSI_0151_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0268_B.png",
+      "image_rel_path": "all_images/BUSI_0268_B.png",
+      "mask_rel_path": "all_masks/BUSI_0268_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0020_B.png",
+      "image_rel_path": "all_images/BUSI_0020_B.png",
+      "mask_rel_path": "all_masks/BUSI_0020_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0096_M.png",
+      "image_rel_path": "all_images/BUSI_0096_M.png",
+      "mask_rel_path": "all_masks/BUSI_0096_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0176_B.png",
+      "image_rel_path": "all_images/BUSI_0176_B.png",
+      "mask_rel_path": "all_masks/BUSI_0176_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0012_M.png",
+      "image_rel_path": "all_images/BUSI_0012_M.png",
+      "mask_rel_path": "all_masks/BUSI_0012_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0238_B.png",
+      "image_rel_path": "all_images/BUSI_0238_B.png",
+      "mask_rel_path": "all_masks/BUSI_0238_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0016_M.png",
+      "image_rel_path": "all_images/BUSI_0016_M.png",
+      "mask_rel_path": "all_masks/BUSI_0016_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0132_B.png",
+      "image_rel_path": "all_images/BUSI_0132_B.png",
+      "mask_rel_path": "all_masks/BUSI_0132_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0386_B.png",
+      "image_rel_path": "all_images/BUSI_0386_B.png",
+      "mask_rel_path": "all_masks/BUSI_0386_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0418_B.png",
+      "image_rel_path": "all_images/BUSI_0418_B.png",
+      "mask_rel_path": "all_masks/BUSI_0418_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0195_B.png",
+      "image_rel_path": "all_images/BUSI_0195_B.png",
+      "mask_rel_path": "all_masks/BUSI_0195_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0078_M.png",
+      "image_rel_path": "all_images/BUSI_0078_M.png",
+      "mask_rel_path": "all_masks/BUSI_0078_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0139_M.png",
+      "image_rel_path": "all_images/BUSI_0139_M.png",
+      "mask_rel_path": "all_masks/BUSI_0139_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0094_B.png",
+      "image_rel_path": "all_images/BUSI_0094_B.png",
+      "mask_rel_path": "all_masks/BUSI_0094_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0202_M.png",
+      "image_rel_path": "all_images/BUSI_0202_M.png",
+      "mask_rel_path": "all_masks/BUSI_0202_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0184_B.png",
+      "image_rel_path": "all_images/BUSI_0184_B.png",
+      "mask_rel_path": "all_masks/BUSI_0184_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0073_B.png",
+      "image_rel_path": "all_images/BUSI_0073_B.png",
+      "mask_rel_path": "all_masks/BUSI_0073_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0426_B.png",
+      "image_rel_path": "all_images/BUSI_0426_B.png",
+      "mask_rel_path": "all_masks/BUSI_0426_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0299_B.png",
+      "image_rel_path": "all_images/BUSI_0299_B.png",
+      "mask_rel_path": "all_masks/BUSI_0299_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0415_B.png",
+      "image_rel_path": "all_images/BUSI_0415_B.png",
+      "mask_rel_path": "all_masks/BUSI_0415_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0228_B.png",
+      "image_rel_path": "all_images/BUSI_0228_B.png",
+      "mask_rel_path": "all_masks/BUSI_0228_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0140_B.png",
+      "image_rel_path": "all_images/BUSI_0140_B.png",
+      "mask_rel_path": "all_masks/BUSI_0140_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0046_M.png",
+      "image_rel_path": "all_images/BUSI_0046_M.png",
+      "mask_rel_path": "all_masks/BUSI_0046_M.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_100_repeat_01.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_100_repeat_01.json
new file mode 100644
index 0000000000000000000000000000000000000000..e52feda1c8431de6ded9a6a6abe9e386d47d2e41
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_100_repeat_01.json
@@ -0,0 +1,7040 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0036_B.png",
+      "image_rel_path": "all_images/BUSI_0036_B.png",
+      "mask_rel_path": "all_masks/BUSI_0036_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0305_B.png",
+      "image_rel_path": "all_images/BUSI_0305_B.png",
+      "mask_rel_path": "all_masks/BUSI_0305_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0105_M.png",
+      "image_rel_path": "all_images/BUSI_0105_M.png",
+      "mask_rel_path": "all_masks/BUSI_0105_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0069_B.png",
+      "image_rel_path": "all_images/BUSI_0069_B.png",
+      "mask_rel_path": "all_masks/BUSI_0069_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0076_M.png",
+      "image_rel_path": "all_images/BUSI_0076_M.png",
+      "mask_rel_path": "all_masks/BUSI_0076_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0070_M.png",
+      "image_rel_path": "all_images/BUSI_0070_M.png",
+      "mask_rel_path": "all_masks/BUSI_0070_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0086_M.png",
+      "image_rel_path": "all_images/BUSI_0086_M.png",
+      "mask_rel_path": "all_masks/BUSI_0086_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0090_M.png",
+      "image_rel_path": "all_images/BUSI_0090_M.png",
+      "mask_rel_path": "all_masks/BUSI_0090_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0024_B.png",
+      "image_rel_path": "all_images/BUSI_0024_B.png",
+      "mask_rel_path": "all_masks/BUSI_0024_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0424_B.png",
+      "image_rel_path": "all_images/BUSI_0424_B.png",
+      "mask_rel_path": "all_masks/BUSI_0424_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0142_M.png",
+      "image_rel_path": "all_images/BUSI_0142_M.png",
+      "mask_rel_path": "all_masks/BUSI_0142_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0390_B.png",
+      "image_rel_path": "all_images/BUSI_0390_B.png",
+      "mask_rel_path": "all_masks/BUSI_0390_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0353_B.png",
+      "image_rel_path": "all_images/BUSI_0353_B.png",
+      "mask_rel_path": "all_masks/BUSI_0353_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0209_M.png",
+      "image_rel_path": "all_images/BUSI_0209_M.png",
+      "mask_rel_path": "all_masks/BUSI_0209_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0342_B.png",
+      "image_rel_path": "all_images/BUSI_0342_B.png",
+      "mask_rel_path": "all_masks/BUSI_0342_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0340_B.png",
+      "image_rel_path": "all_images/BUSI_0340_B.png",
+      "mask_rel_path": "all_masks/BUSI_0340_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0350_B.png",
+      "image_rel_path": "all_images/BUSI_0350_B.png",
+      "mask_rel_path": "all_masks/BUSI_0350_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0306_B.png",
+      "image_rel_path": "all_images/BUSI_0306_B.png",
+      "mask_rel_path": "all_masks/BUSI_0306_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0155_M.png",
+      "image_rel_path": "all_images/BUSI_0155_M.png",
+      "mask_rel_path": "all_masks/BUSI_0155_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0264_B.png",
+      "image_rel_path": "all_images/BUSI_0264_B.png",
+      "mask_rel_path": "all_masks/BUSI_0264_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0043_B.png",
+      "image_rel_path": "all_images/BUSI_0043_B.png",
+      "mask_rel_path": "all_masks/BUSI_0043_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0033_M.png",
+      "image_rel_path": "all_images/BUSI_0033_M.png",
+      "mask_rel_path": "all_masks/BUSI_0033_M.png"
+    },
+    {
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+      "filename": "BUSI_0016_M.png",
+      "image_rel_path": "all_images/BUSI_0016_M.png",
+      "mask_rel_path": "all_masks/BUSI_0016_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0132_B.png",
+      "image_rel_path": "all_images/BUSI_0132_B.png",
+      "mask_rel_path": "all_masks/BUSI_0132_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0386_B.png",
+      "image_rel_path": "all_images/BUSI_0386_B.png",
+      "mask_rel_path": "all_masks/BUSI_0386_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0418_B.png",
+      "image_rel_path": "all_images/BUSI_0418_B.png",
+      "mask_rel_path": "all_masks/BUSI_0418_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0195_B.png",
+      "image_rel_path": "all_images/BUSI_0195_B.png",
+      "mask_rel_path": "all_masks/BUSI_0195_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0078_M.png",
+      "image_rel_path": "all_images/BUSI_0078_M.png",
+      "mask_rel_path": "all_masks/BUSI_0078_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0139_M.png",
+      "image_rel_path": "all_images/BUSI_0139_M.png",
+      "mask_rel_path": "all_masks/BUSI_0139_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0094_B.png",
+      "image_rel_path": "all_images/BUSI_0094_B.png",
+      "mask_rel_path": "all_masks/BUSI_0094_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0202_M.png",
+      "image_rel_path": "all_images/BUSI_0202_M.png",
+      "mask_rel_path": "all_masks/BUSI_0202_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0184_B.png",
+      "image_rel_path": "all_images/BUSI_0184_B.png",
+      "mask_rel_path": "all_masks/BUSI_0184_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0073_B.png",
+      "image_rel_path": "all_images/BUSI_0073_B.png",
+      "mask_rel_path": "all_masks/BUSI_0073_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0426_B.png",
+      "image_rel_path": "all_images/BUSI_0426_B.png",
+      "mask_rel_path": "all_masks/BUSI_0426_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0299_B.png",
+      "image_rel_path": "all_images/BUSI_0299_B.png",
+      "mask_rel_path": "all_masks/BUSI_0299_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0415_B.png",
+      "image_rel_path": "all_images/BUSI_0415_B.png",
+      "mask_rel_path": "all_masks/BUSI_0415_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0228_B.png",
+      "image_rel_path": "all_images/BUSI_0228_B.png",
+      "mask_rel_path": "all_masks/BUSI_0228_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0140_B.png",
+      "image_rel_path": "all_images/BUSI_0140_B.png",
+      "mask_rel_path": "all_masks/BUSI_0140_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0046_M.png",
+      "image_rel_path": "all_images/BUSI_0046_M.png",
+      "mask_rel_path": "all_masks/BUSI_0046_M.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_005_repeat_01.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_005_repeat_01.json
new file mode 100644
index 0000000000000000000000000000000000000000..4cda76566d2f07f8ad1331380bba0fcdbad80732
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_005_repeat_01.json
@@ -0,0 +1,4088 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0114_B.png",
+      "image_rel_path": "all_images/BUSI_0114_B.png",
+      "mask_rel_path": "all_masks/BUSI_0114_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0002_B.png",
+      "image_rel_path": "all_images/BUSI_0002_B.png",
+      "mask_rel_path": "all_masks/BUSI_0002_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0136_M.png",
+      "image_rel_path": "all_images/BUSI_0136_M.png",
+      "mask_rel_path": "all_masks/BUSI_0136_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0018_M.png",
+      "image_rel_path": "all_images/BUSI_0018_M.png",
+      "mask_rel_path": "all_masks/BUSI_0018_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0328_B.png",
+      "image_rel_path": "all_images/BUSI_0328_B.png",
+      "mask_rel_path": "all_masks/BUSI_0328_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0290_B.png",
+      "image_rel_path": "all_images/BUSI_0290_B.png",
+      "mask_rel_path": "all_masks/BUSI_0290_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0207_B.png",
+      "image_rel_path": "all_images/BUSI_0207_B.png",
+      "mask_rel_path": "all_masks/BUSI_0207_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0149_B.png",
+      "image_rel_path": "all_images/BUSI_0149_B.png",
+      "mask_rel_path": "all_masks/BUSI_0149_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0246_B.png",
+      "image_rel_path": "all_images/BUSI_0246_B.png",
+      "mask_rel_path": "all_masks/BUSI_0246_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0028_M.png",
+      "image_rel_path": "all_images/BUSI_0028_M.png",
+      "mask_rel_path": "all_masks/BUSI_0028_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0053_B.png",
+      "image_rel_path": "all_images/BUSI_0053_B.png",
+      "mask_rel_path": "all_masks/BUSI_0053_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0338_B.png",
+      "image_rel_path": "all_images/BUSI_0338_B.png",
+      "mask_rel_path": "all_masks/BUSI_0338_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0083_M.png",
+      "image_rel_path": "all_images/BUSI_0083_M.png",
+      "mask_rel_path": "all_masks/BUSI_0083_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0294_B.png",
+      "image_rel_path": "all_images/BUSI_0294_B.png",
+      "mask_rel_path": "all_masks/BUSI_0294_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0024_M.png",
+      "image_rel_path": "all_images/BUSI_0024_M.png",
+      "mask_rel_path": "all_masks/BUSI_0024_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0036_M.png",
+      "image_rel_path": "all_images/BUSI_0036_M.png",
+      "mask_rel_path": "all_masks/BUSI_0036_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0001_M.png",
+      "image_rel_path": "all_images/BUSI_0001_M.png",
+      "mask_rel_path": "all_masks/BUSI_0001_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0032_M.png",
+      "image_rel_path": "all_images/BUSI_0032_M.png",
+      "mask_rel_path": "all_masks/BUSI_0032_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0332_B.png",
+      "image_rel_path": "all_images/BUSI_0332_B.png",
+      "mask_rel_path": "all_masks/BUSI_0332_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0104_B.png",
+      "image_rel_path": "all_images/BUSI_0104_B.png",
+      "mask_rel_path": "all_masks/BUSI_0104_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0105_B.png",
+      "image_rel_path": "all_images/BUSI_0105_B.png",
+      "mask_rel_path": "all_masks/BUSI_0105_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0129_M.png",
+      "image_rel_path": "all_images/BUSI_0129_M.png",
+      "mask_rel_path": "all_masks/BUSI_0129_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0151_M.png",
+      "image_rel_path": "all_images/BUSI_0151_M.png",
+      "mask_rel_path": "all_masks/BUSI_0151_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0235_B.png",
+      "image_rel_path": "all_images/BUSI_0235_B.png",
+      "mask_rel_path": "all_masks/BUSI_0235_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0436_B.png",
+      "image_rel_path": "all_images/BUSI_0436_B.png",
+      "mask_rel_path": "all_masks/BUSI_0436_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0091_B.png",
+      "image_rel_path": "all_images/BUSI_0091_B.png",
+      "mask_rel_path": "all_masks/BUSI_0091_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0052_B.png",
+      "image_rel_path": "all_images/BUSI_0052_B.png",
+      "mask_rel_path": "all_masks/BUSI_0052_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0145_B.png",
+      "image_rel_path": "all_images/BUSI_0145_B.png",
+      "mask_rel_path": "all_masks/BUSI_0145_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0046_B.png",
+      "image_rel_path": "all_images/BUSI_0046_B.png",
+      "mask_rel_path": "all_masks/BUSI_0046_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0160_B.png",
+      "image_rel_path": "all_images/BUSI_0160_B.png",
+      "mask_rel_path": "all_masks/BUSI_0160_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0095_M.png",
+      "image_rel_path": "all_images/BUSI_0095_M.png",
+      "mask_rel_path": "all_masks/BUSI_0095_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0138_M.png",
+      "image_rel_path": "all_images/BUSI_0138_M.png",
+      "mask_rel_path": "all_masks/BUSI_0138_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0225_B.png",
+      "image_rel_path": "all_images/BUSI_0225_B.png",
+      "mask_rel_path": "all_masks/BUSI_0225_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0125_M.png",
+      "image_rel_path": "all_images/BUSI_0125_M.png",
+      "mask_rel_path": "all_masks/BUSI_0125_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0035_B.png",
+      "image_rel_path": "all_images/BUSI_0035_B.png",
+      "mask_rel_path": "all_masks/BUSI_0035_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0407_B.png",
+      "image_rel_path": "all_images/BUSI_0407_B.png",
+      "mask_rel_path": "all_masks/BUSI_0407_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0161_M.png",
+      "image_rel_path": "all_images/BUSI_0161_M.png",
+      "mask_rel_path": "all_masks/BUSI_0161_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0220_B.png",
+      "image_rel_path": "all_images/BUSI_0220_B.png",
+      "mask_rel_path": "all_masks/BUSI_0220_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0146_B.png",
+      "image_rel_path": "all_images/BUSI_0146_B.png",
+      "mask_rel_path": "all_masks/BUSI_0146_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0215_B.png",
+      "image_rel_path": "all_images/BUSI_0215_B.png",
+      "mask_rel_path": "all_masks/BUSI_0215_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0025_M.png",
+      "image_rel_path": "all_images/BUSI_0025_M.png",
+      "mask_rel_path": "all_masks/BUSI_0025_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0333_B.png",
+      "image_rel_path": "all_images/BUSI_0333_B.png",
+      "mask_rel_path": "all_masks/BUSI_0333_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0011_M.png",
+      "image_rel_path": "all_images/BUSI_0011_M.png",
+      "mask_rel_path": "all_masks/BUSI_0011_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0080_M.png",
+      "image_rel_path": "all_images/BUSI_0080_M.png",
+      "mask_rel_path": "all_masks/BUSI_0080_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0435_B.png",
+      "image_rel_path": "all_images/BUSI_0435_B.png",
+      "mask_rel_path": "all_masks/BUSI_0435_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0187_B.png",
+      "image_rel_path": "all_images/BUSI_0187_B.png",
+      "mask_rel_path": "all_masks/BUSI_0187_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0103_B.png",
+      "image_rel_path": "all_images/BUSI_0103_B.png",
+      "mask_rel_path": "all_masks/BUSI_0103_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0411_B.png",
+      "image_rel_path": "all_images/BUSI_0411_B.png",
+      "mask_rel_path": "all_masks/BUSI_0411_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0416_B.png",
+      "image_rel_path": "all_images/BUSI_0416_B.png",
+      "mask_rel_path": "all_masks/BUSI_0416_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0076_B.png",
+      "image_rel_path": "all_images/BUSI_0076_B.png",
+      "mask_rel_path": "all_masks/BUSI_0076_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0305_B.png",
+      "image_rel_path": "all_images/BUSI_0305_B.png",
+      "mask_rel_path": "all_masks/BUSI_0305_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0257_B.png",
+      "image_rel_path": "all_images/BUSI_0257_B.png",
+      "mask_rel_path": "all_masks/BUSI_0257_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0131_B.png",
+      "image_rel_path": "all_images/BUSI_0131_B.png",
+      "mask_rel_path": "all_masks/BUSI_0131_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0211_B.png",
+      "image_rel_path": "all_images/BUSI_0211_B.png",
+      "mask_rel_path": "all_masks/BUSI_0211_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0377_B.png",
+      "image_rel_path": "all_images/BUSI_0377_B.png",
+      "mask_rel_path": "all_masks/BUSI_0377_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0259_B.png",
+      "image_rel_path": "all_images/BUSI_0259_B.png",
+      "mask_rel_path": "all_masks/BUSI_0259_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0183_M.png",
+      "image_rel_path": "all_images/BUSI_0183_M.png",
+      "mask_rel_path": "all_masks/BUSI_0183_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0081_B.png",
+      "image_rel_path": "all_images/BUSI_0081_B.png",
+      "mask_rel_path": "all_masks/BUSI_0081_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0039_M.png",
+      "image_rel_path": "all_images/BUSI_0039_M.png",
+      "mask_rel_path": "all_masks/BUSI_0039_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0050_B.png",
+      "image_rel_path": "all_images/BUSI_0050_B.png",
+      "mask_rel_path": "all_masks/BUSI_0050_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0122_M.png",
+      "image_rel_path": "all_images/BUSI_0122_M.png",
+      "mask_rel_path": "all_masks/BUSI_0122_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0099_M.png",
+      "image_rel_path": "all_images/BUSI_0099_M.png",
+      "mask_rel_path": "all_masks/BUSI_0099_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0420_B.png",
+      "image_rel_path": "all_images/BUSI_0420_B.png",
+      "mask_rel_path": "all_masks/BUSI_0420_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0154_M.png",
+      "image_rel_path": "all_images/BUSI_0154_M.png",
+      "mask_rel_path": "all_masks/BUSI_0154_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0118_M.png",
+      "image_rel_path": "all_images/BUSI_0118_M.png",
+      "mask_rel_path": "all_masks/BUSI_0118_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0282_B.png",
+      "image_rel_path": "all_images/BUSI_0282_B.png",
+      "mask_rel_path": "all_masks/BUSI_0282_B.png"
+    },
+    {
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+      "image_rel_path": "all_images/BUSI_0302_B.png",
+      "mask_rel_path": "all_masks/BUSI_0302_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0374_B.png",
+      "image_rel_path": "all_images/BUSI_0374_B.png",
+      "mask_rel_path": "all_masks/BUSI_0374_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0335_B.png",
+      "image_rel_path": "all_images/BUSI_0335_B.png",
+      "mask_rel_path": "all_masks/BUSI_0335_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_005_repeat_02.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_005_repeat_02.json
new file mode 100644
index 0000000000000000000000000000000000000000..070ae3fb22fabda8eeed664c12d474374af93eb1
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_005_repeat_02.json
@@ -0,0 +1,4087 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0114_B.png",
+      "image_rel_path": "all_images/BUSI_0114_B.png",
+      "mask_rel_path": "all_masks/BUSI_0114_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0002_B.png",
+      "image_rel_path": "all_images/BUSI_0002_B.png",
+      "mask_rel_path": "all_masks/BUSI_0002_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0136_M.png",
+      "image_rel_path": "all_images/BUSI_0136_M.png",
+      "mask_rel_path": "all_masks/BUSI_0136_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0018_M.png",
+      "image_rel_path": "all_images/BUSI_0018_M.png",
+      "mask_rel_path": "all_masks/BUSI_0018_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0328_B.png",
+      "image_rel_path": "all_images/BUSI_0328_B.png",
+      "mask_rel_path": "all_masks/BUSI_0328_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0290_B.png",
+      "image_rel_path": "all_images/BUSI_0290_B.png",
+      "mask_rel_path": "all_masks/BUSI_0290_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0207_B.png",
+      "image_rel_path": "all_images/BUSI_0207_B.png",
+      "mask_rel_path": "all_masks/BUSI_0207_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0149_B.png",
+      "image_rel_path": "all_images/BUSI_0149_B.png",
+      "mask_rel_path": "all_masks/BUSI_0149_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0246_B.png",
+      "image_rel_path": "all_images/BUSI_0246_B.png",
+      "mask_rel_path": "all_masks/BUSI_0246_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0028_M.png",
+      "image_rel_path": "all_images/BUSI_0028_M.png",
+      "mask_rel_path": "all_masks/BUSI_0028_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0053_B.png",
+      "image_rel_path": "all_images/BUSI_0053_B.png",
+      "mask_rel_path": "all_masks/BUSI_0053_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0338_B.png",
+      "image_rel_path": "all_images/BUSI_0338_B.png",
+      "mask_rel_path": "all_masks/BUSI_0338_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0083_M.png",
+      "image_rel_path": "all_images/BUSI_0083_M.png",
+      "mask_rel_path": "all_masks/BUSI_0083_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0294_B.png",
+      "image_rel_path": "all_images/BUSI_0294_B.png",
+      "mask_rel_path": "all_masks/BUSI_0294_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0024_M.png",
+      "image_rel_path": "all_images/BUSI_0024_M.png",
+      "mask_rel_path": "all_masks/BUSI_0024_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0036_M.png",
+      "image_rel_path": "all_images/BUSI_0036_M.png",
+      "mask_rel_path": "all_masks/BUSI_0036_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0001_M.png",
+      "image_rel_path": "all_images/BUSI_0001_M.png",
+      "mask_rel_path": "all_masks/BUSI_0001_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0032_M.png",
+      "image_rel_path": "all_images/BUSI_0032_M.png",
+      "mask_rel_path": "all_masks/BUSI_0032_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0332_B.png",
+      "image_rel_path": "all_images/BUSI_0332_B.png",
+      "mask_rel_path": "all_masks/BUSI_0332_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0104_B.png",
+      "image_rel_path": "all_images/BUSI_0104_B.png",
+      "mask_rel_path": "all_masks/BUSI_0104_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0105_B.png",
+      "image_rel_path": "all_images/BUSI_0105_B.png",
+      "mask_rel_path": "all_masks/BUSI_0105_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0129_M.png",
+      "image_rel_path": "all_images/BUSI_0129_M.png",
+      "mask_rel_path": "all_masks/BUSI_0129_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0151_M.png",
+      "image_rel_path": "all_images/BUSI_0151_M.png",
+      "mask_rel_path": "all_masks/BUSI_0151_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0235_B.png",
+      "image_rel_path": "all_images/BUSI_0235_B.png",
+      "mask_rel_path": "all_masks/BUSI_0235_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0436_B.png",
+      "image_rel_path": "all_images/BUSI_0436_B.png",
+      "mask_rel_path": "all_masks/BUSI_0436_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0091_B.png",
+      "image_rel_path": "all_images/BUSI_0091_B.png",
+      "mask_rel_path": "all_masks/BUSI_0091_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0052_B.png",
+      "image_rel_path": "all_images/BUSI_0052_B.png",
+      "mask_rel_path": "all_masks/BUSI_0052_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0145_B.png",
+      "image_rel_path": "all_images/BUSI_0145_B.png",
+      "mask_rel_path": "all_masks/BUSI_0145_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0046_B.png",
+      "image_rel_path": "all_images/BUSI_0046_B.png",
+      "mask_rel_path": "all_masks/BUSI_0046_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0160_B.png",
+      "image_rel_path": "all_images/BUSI_0160_B.png",
+      "mask_rel_path": "all_masks/BUSI_0160_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0095_M.png",
+      "image_rel_path": "all_images/BUSI_0095_M.png",
+      "mask_rel_path": "all_masks/BUSI_0095_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0138_M.png",
+      "image_rel_path": "all_images/BUSI_0138_M.png",
+      "mask_rel_path": "all_masks/BUSI_0138_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0225_B.png",
+      "image_rel_path": "all_images/BUSI_0225_B.png",
+      "mask_rel_path": "all_masks/BUSI_0225_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0125_M.png",
+      "image_rel_path": "all_images/BUSI_0125_M.png",
+      "mask_rel_path": "all_masks/BUSI_0125_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0035_B.png",
+      "image_rel_path": "all_images/BUSI_0035_B.png",
+      "mask_rel_path": "all_masks/BUSI_0035_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0407_B.png",
+      "image_rel_path": "all_images/BUSI_0407_B.png",
+      "mask_rel_path": "all_masks/BUSI_0407_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0161_M.png",
+      "image_rel_path": "all_images/BUSI_0161_M.png",
+      "mask_rel_path": "all_masks/BUSI_0161_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0220_B.png",
+      "image_rel_path": "all_images/BUSI_0220_B.png",
+      "mask_rel_path": "all_masks/BUSI_0220_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0146_B.png",
+      "image_rel_path": "all_images/BUSI_0146_B.png",
+      "mask_rel_path": "all_masks/BUSI_0146_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0215_B.png",
+      "image_rel_path": "all_images/BUSI_0215_B.png",
+      "mask_rel_path": "all_masks/BUSI_0215_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0025_M.png",
+      "image_rel_path": "all_images/BUSI_0025_M.png",
+      "mask_rel_path": "all_masks/BUSI_0025_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0333_B.png",
+      "image_rel_path": "all_images/BUSI_0333_B.png",
+      "mask_rel_path": "all_masks/BUSI_0333_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0011_M.png",
+      "image_rel_path": "all_images/BUSI_0011_M.png",
+      "mask_rel_path": "all_masks/BUSI_0011_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0080_M.png",
+      "image_rel_path": "all_images/BUSI_0080_M.png",
+      "mask_rel_path": "all_masks/BUSI_0080_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0435_B.png",
+      "image_rel_path": "all_images/BUSI_0435_B.png",
+      "mask_rel_path": "all_masks/BUSI_0435_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0187_B.png",
+      "image_rel_path": "all_images/BUSI_0187_B.png",
+      "mask_rel_path": "all_masks/BUSI_0187_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0103_B.png",
+      "image_rel_path": "all_images/BUSI_0103_B.png",
+      "mask_rel_path": "all_masks/BUSI_0103_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0411_B.png",
+      "image_rel_path": "all_images/BUSI_0411_B.png",
+      "mask_rel_path": "all_masks/BUSI_0411_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0416_B.png",
+      "image_rel_path": "all_images/BUSI_0416_B.png",
+      "mask_rel_path": "all_masks/BUSI_0416_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0076_B.png",
+      "image_rel_path": "all_images/BUSI_0076_B.png",
+      "mask_rel_path": "all_masks/BUSI_0076_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0305_B.png",
+      "image_rel_path": "all_images/BUSI_0305_B.png",
+      "mask_rel_path": "all_masks/BUSI_0305_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0257_B.png",
+      "image_rel_path": "all_images/BUSI_0257_B.png",
+      "mask_rel_path": "all_masks/BUSI_0257_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0131_B.png",
+      "image_rel_path": "all_images/BUSI_0131_B.png",
+      "mask_rel_path": "all_masks/BUSI_0131_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0211_B.png",
+      "image_rel_path": "all_images/BUSI_0211_B.png",
+      "mask_rel_path": "all_masks/BUSI_0211_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0377_B.png",
+      "image_rel_path": "all_images/BUSI_0377_B.png",
+      "mask_rel_path": "all_masks/BUSI_0377_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0259_B.png",
+      "image_rel_path": "all_images/BUSI_0259_B.png",
+      "mask_rel_path": "all_masks/BUSI_0259_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0183_M.png",
+      "image_rel_path": "all_images/BUSI_0183_M.png",
+      "mask_rel_path": "all_masks/BUSI_0183_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0081_B.png",
+      "image_rel_path": "all_images/BUSI_0081_B.png",
+      "mask_rel_path": "all_masks/BUSI_0081_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0039_M.png",
+      "image_rel_path": "all_images/BUSI_0039_M.png",
+      "mask_rel_path": "all_masks/BUSI_0039_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0050_B.png",
+      "image_rel_path": "all_images/BUSI_0050_B.png",
+      "mask_rel_path": "all_masks/BUSI_0050_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0122_M.png",
+      "image_rel_path": "all_images/BUSI_0122_M.png",
+      "mask_rel_path": "all_masks/BUSI_0122_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0099_M.png",
+      "image_rel_path": "all_images/BUSI_0099_M.png",
+      "mask_rel_path": "all_masks/BUSI_0099_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0420_B.png",
+      "image_rel_path": "all_images/BUSI_0420_B.png",
+      "mask_rel_path": "all_masks/BUSI_0420_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0154_M.png",
+      "image_rel_path": "all_images/BUSI_0154_M.png",
+      "mask_rel_path": "all_masks/BUSI_0154_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0118_M.png",
+      "image_rel_path": "all_images/BUSI_0118_M.png",
+      "mask_rel_path": "all_masks/BUSI_0118_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0282_B.png",
+      "image_rel_path": "all_images/BUSI_0282_B.png",
+      "mask_rel_path": "all_masks/BUSI_0282_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0097_B.png",
+      "image_rel_path": "all_images/BUSI_0097_B.png",
+      "mask_rel_path": "all_masks/BUSI_0097_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0312_B.png",
+      "image_rel_path": "all_images/BUSI_0312_B.png",
+      "mask_rel_path": "all_masks/BUSI_0312_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0041_M.png",
+      "image_rel_path": "all_images/BUSI_0041_M.png",
+      "mask_rel_path": "all_masks/BUSI_0041_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0112_M.png",
+      "image_rel_path": "all_images/BUSI_0112_M.png",
+      "mask_rel_path": "all_masks/BUSI_0112_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0196_M.png",
+      "image_rel_path": "all_images/BUSI_0196_M.png",
+      "mask_rel_path": "all_masks/BUSI_0196_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0418_B.png",
+      "image_rel_path": "all_images/BUSI_0418_B.png",
+      "mask_rel_path": "all_masks/BUSI_0418_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0068_M.png",
+      "image_rel_path": "all_images/BUSI_0068_M.png",
+      "mask_rel_path": "all_masks/BUSI_0068_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0140_B.png",
+      "image_rel_path": "all_images/BUSI_0140_B.png",
+      "mask_rel_path": "all_masks/BUSI_0140_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0056_M.png",
+      "image_rel_path": "all_images/BUSI_0056_M.png",
+      "mask_rel_path": "all_masks/BUSI_0056_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0088_B.png",
+      "image_rel_path": "all_images/BUSI_0088_B.png",
+      "mask_rel_path": "all_masks/BUSI_0088_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0162_M.png",
+      "image_rel_path": "all_images/BUSI_0162_M.png",
+      "mask_rel_path": "all_masks/BUSI_0162_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0006_B.png",
+      "image_rel_path": "all_images/BUSI_0006_B.png",
+      "mask_rel_path": "all_masks/BUSI_0006_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0163_M.png",
+      "image_rel_path": "all_images/BUSI_0163_M.png",
+      "mask_rel_path": "all_masks/BUSI_0163_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0149_M.png",
+      "image_rel_path": "all_images/BUSI_0149_M.png",
+      "mask_rel_path": "all_masks/BUSI_0149_M.png"
+    },
+    {
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+      "mask_rel_path": "all_masks/BUSI_0049_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0379_B.png",
+      "image_rel_path": "all_images/BUSI_0379_B.png",
+      "mask_rel_path": "all_masks/BUSI_0379_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0007_B.png",
+      "image_rel_path": "all_images/BUSI_0007_B.png",
+      "mask_rel_path": "all_masks/BUSI_0007_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0039_M.png",
+      "image_rel_path": "all_images/BUSI_0039_M.png",
+      "mask_rel_path": "all_masks/BUSI_0039_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0036_M.png",
+      "image_rel_path": "all_images/BUSI_0036_M.png",
+      "mask_rel_path": "all_masks/BUSI_0036_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0428_B.png",
+      "image_rel_path": "all_images/BUSI_0428_B.png",
+      "mask_rel_path": "all_masks/BUSI_0428_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0032_B.png",
+      "image_rel_path": "all_images/BUSI_0032_B.png",
+      "mask_rel_path": "all_masks/BUSI_0032_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0088_M.png",
+      "image_rel_path": "all_images/BUSI_0088_M.png",
+      "mask_rel_path": "all_masks/BUSI_0088_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0111_M.png",
+      "image_rel_path": "all_images/BUSI_0111_M.png",
+      "mask_rel_path": "all_masks/BUSI_0111_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0176_M.png",
+      "image_rel_path": "all_images/BUSI_0176_M.png",
+      "mask_rel_path": "all_masks/BUSI_0176_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0107_B.png",
+      "image_rel_path": "all_images/BUSI_0107_B.png",
+      "mask_rel_path": "all_masks/BUSI_0107_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0429_B.png",
+      "image_rel_path": "all_images/BUSI_0429_B.png",
+      "mask_rel_path": "all_masks/BUSI_0429_B.png"
+    }
+  ],
+  "val_records": [
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0052_M.png",
+      "image_rel_path": "all_images/BUSI_0052_M.png",
+      "mask_rel_path": "all_masks/BUSI_0052_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0116_M.png",
+      "image_rel_path": "all_images/BUSI_0116_M.png",
+      "mask_rel_path": "all_masks/BUSI_0116_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0175_B.png",
+      "image_rel_path": "all_images/BUSI_0175_B.png",
+      "mask_rel_path": "all_masks/BUSI_0175_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0069_M.png",
+      "image_rel_path": "all_images/BUSI_0069_M.png",
+      "mask_rel_path": "all_masks/BUSI_0069_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0098_B.png",
+      "image_rel_path": "all_images/BUSI_0098_B.png",
+      "mask_rel_path": "all_masks/BUSI_0098_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0029_B.png",
+      "image_rel_path": "all_images/BUSI_0029_B.png",
+      "mask_rel_path": "all_masks/BUSI_0029_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0208_B.png",
+      "image_rel_path": "all_images/BUSI_0208_B.png",
+      "mask_rel_path": "all_masks/BUSI_0208_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0074_M.png",
+      "image_rel_path": "all_images/BUSI_0074_M.png",
+      "mask_rel_path": "all_masks/BUSI_0074_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0174_M.png",
+      "image_rel_path": "all_images/BUSI_0174_M.png",
+      "mask_rel_path": "all_masks/BUSI_0174_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0153_B.png",
+      "image_rel_path": "all_images/BUSI_0153_B.png",
+      "mask_rel_path": "all_masks/BUSI_0153_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0329_B.png",
+      "image_rel_path": "all_images/BUSI_0329_B.png",
+      "mask_rel_path": "all_masks/BUSI_0329_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0265_B.png",
+      "image_rel_path": "all_images/BUSI_0265_B.png",
+      "mask_rel_path": "all_masks/BUSI_0265_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0390_B.png",
+      "image_rel_path": "all_images/BUSI_0390_B.png",
+      "mask_rel_path": "all_masks/BUSI_0390_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0008_B.png",
+      "image_rel_path": "all_images/BUSI_0008_B.png",
+      "mask_rel_path": "all_masks/BUSI_0008_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0070_M.png",
+      "image_rel_path": "all_images/BUSI_0070_M.png",
+      "mask_rel_path": "all_masks/BUSI_0070_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0029_M.png",
+      "image_rel_path": "all_images/BUSI_0029_M.png",
+      "mask_rel_path": "all_masks/BUSI_0029_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0387_B.png",
+      "image_rel_path": "all_images/BUSI_0387_B.png",
+      "mask_rel_path": "all_masks/BUSI_0387_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0135_M.png",
+      "image_rel_path": "all_images/BUSI_0135_M.png",
+      "mask_rel_path": "all_masks/BUSI_0135_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0033_B.png",
+      "image_rel_path": "all_images/BUSI_0033_B.png",
+      "mask_rel_path": "all_masks/BUSI_0033_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0164_M.png",
+      "image_rel_path": "all_images/BUSI_0164_M.png",
+      "mask_rel_path": "all_masks/BUSI_0164_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0309_B.png",
+      "image_rel_path": "all_images/BUSI_0309_B.png",
+      "mask_rel_path": "all_masks/BUSI_0309_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0347_B.png",
+      "image_rel_path": "all_images/BUSI_0347_B.png",
+      "mask_rel_path": "all_masks/BUSI_0347_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0321_B.png",
+      "image_rel_path": "all_images/BUSI_0321_B.png",
+      "mask_rel_path": "all_masks/BUSI_0321_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0075_M.png",
+      "image_rel_path": "all_images/BUSI_0075_M.png",
+      "mask_rel_path": "all_masks/BUSI_0075_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0386_B.png",
+      "image_rel_path": "all_images/BUSI_0386_B.png",
+      "mask_rel_path": "all_masks/BUSI_0386_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0082_B.png",
+      "image_rel_path": "all_images/BUSI_0082_B.png",
+      "mask_rel_path": "all_masks/BUSI_0082_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0040_B.png",
+      "image_rel_path": "all_images/BUSI_0040_B.png",
+      "mask_rel_path": "all_masks/BUSI_0040_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0022_M.png",
+      "image_rel_path": "all_images/BUSI_0022_M.png",
+      "mask_rel_path": "all_masks/BUSI_0022_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0128_B.png",
+      "image_rel_path": "all_images/BUSI_0128_B.png",
+      "mask_rel_path": "all_masks/BUSI_0128_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0026_M.png",
+      "image_rel_path": "all_images/BUSI_0026_M.png",
+      "mask_rel_path": "all_masks/BUSI_0026_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0099_B.png",
+      "image_rel_path": "all_images/BUSI_0099_B.png",
+      "mask_rel_path": "all_masks/BUSI_0099_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0021_B.png",
+      "image_rel_path": "all_images/BUSI_0021_B.png",
+      "mask_rel_path": "all_masks/BUSI_0021_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0299_B.png",
+      "image_rel_path": "all_images/BUSI_0299_B.png",
+      "mask_rel_path": "all_masks/BUSI_0299_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0241_B.png",
+      "image_rel_path": "all_images/BUSI_0241_B.png",
+      "mask_rel_path": "all_masks/BUSI_0241_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0110_B.png",
+      "image_rel_path": "all_images/BUSI_0110_B.png",
+      "mask_rel_path": "all_masks/BUSI_0110_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0222_B.png",
+      "image_rel_path": "all_images/BUSI_0222_B.png",
+      "mask_rel_path": "all_masks/BUSI_0222_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0334_B.png",
+      "image_rel_path": "all_images/BUSI_0334_B.png",
+      "mask_rel_path": "all_masks/BUSI_0334_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0114_M.png",
+      "image_rel_path": "all_images/BUSI_0114_M.png",
+      "mask_rel_path": "all_masks/BUSI_0114_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0308_B.png",
+      "image_rel_path": "all_images/BUSI_0308_B.png",
+      "mask_rel_path": "all_masks/BUSI_0308_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0276_B.png",
+      "image_rel_path": "all_images/BUSI_0276_B.png",
+      "mask_rel_path": "all_masks/BUSI_0276_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0207_M.png",
+      "image_rel_path": "all_images/BUSI_0207_M.png",
+      "mask_rel_path": "all_masks/BUSI_0207_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0228_B.png",
+      "image_rel_path": "all_images/BUSI_0228_B.png",
+      "mask_rel_path": "all_masks/BUSI_0228_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0110_M.png",
+      "image_rel_path": "all_images/BUSI_0110_M.png",
+      "mask_rel_path": "all_masks/BUSI_0110_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0365_B.png",
+      "image_rel_path": "all_images/BUSI_0365_B.png",
+      "mask_rel_path": "all_masks/BUSI_0365_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0115_M.png",
+      "image_rel_path": "all_images/BUSI_0115_M.png",
+      "mask_rel_path": "all_masks/BUSI_0115_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0340_B.png",
+      "image_rel_path": "all_images/BUSI_0340_B.png",
+      "mask_rel_path": "all_masks/BUSI_0340_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0113_M.png",
+      "image_rel_path": "all_images/BUSI_0113_M.png",
+      "mask_rel_path": "all_masks/BUSI_0113_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0094_M.png",
+      "image_rel_path": "all_images/BUSI_0094_M.png",
+      "mask_rel_path": "all_masks/BUSI_0094_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0252_B.png",
+      "image_rel_path": "all_images/BUSI_0252_B.png",
+      "mask_rel_path": "all_masks/BUSI_0252_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0028_B.png",
+      "image_rel_path": "all_images/BUSI_0028_B.png",
+      "mask_rel_path": "all_masks/BUSI_0028_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0133_M.png",
+      "image_rel_path": "all_images/BUSI_0133_M.png",
+      "mask_rel_path": "all_masks/BUSI_0133_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0278_B.png",
+      "image_rel_path": "all_images/BUSI_0278_B.png",
+      "mask_rel_path": "all_masks/BUSI_0278_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0072_B.png",
+      "image_rel_path": "all_images/BUSI_0072_B.png",
+      "mask_rel_path": "all_masks/BUSI_0072_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0093_M.png",
+      "image_rel_path": "all_images/BUSI_0093_M.png",
+      "mask_rel_path": "all_masks/BUSI_0093_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0316_B.png",
+      "image_rel_path": "all_images/BUSI_0316_B.png",
+      "mask_rel_path": "all_masks/BUSI_0316_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0281_B.png",
+      "image_rel_path": "all_images/BUSI_0281_B.png",
+      "mask_rel_path": "all_masks/BUSI_0281_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0055_B.png",
+      "image_rel_path": "all_images/BUSI_0055_B.png",
+      "mask_rel_path": "all_masks/BUSI_0055_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0061_B.png",
+      "image_rel_path": "all_images/BUSI_0061_B.png",
+      "mask_rel_path": "all_masks/BUSI_0061_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0285_B.png",
+      "image_rel_path": "all_images/BUSI_0285_B.png",
+      "mask_rel_path": "all_masks/BUSI_0285_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0273_B.png",
+      "image_rel_path": "all_images/BUSI_0273_B.png",
+      "mask_rel_path": "all_masks/BUSI_0273_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0049_B.png",
+      "image_rel_path": "all_images/BUSI_0049_B.png",
+      "mask_rel_path": "all_masks/BUSI_0049_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0302_B.png",
+      "image_rel_path": "all_images/BUSI_0302_B.png",
+      "mask_rel_path": "all_masks/BUSI_0302_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0374_B.png",
+      "image_rel_path": "all_images/BUSI_0374_B.png",
+      "mask_rel_path": "all_masks/BUSI_0374_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0335_B.png",
+      "image_rel_path": "all_images/BUSI_0335_B.png",
+      "mask_rel_path": "all_masks/BUSI_0335_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_005_repeat_03.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_005_repeat_03.json
new file mode 100644
index 0000000000000000000000000000000000000000..51f972e68c0e4ff898d5ffaff9417fb8cd4eb774
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_005_repeat_03.json
@@ -0,0 +1,4086 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0114_B.png",
+      "image_rel_path": "all_images/BUSI_0114_B.png",
+      "mask_rel_path": "all_masks/BUSI_0114_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0002_B.png",
+      "image_rel_path": "all_images/BUSI_0002_B.png",
+      "mask_rel_path": "all_masks/BUSI_0002_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0136_M.png",
+      "image_rel_path": "all_images/BUSI_0136_M.png",
+      "mask_rel_path": "all_masks/BUSI_0136_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0018_M.png",
+      "image_rel_path": "all_images/BUSI_0018_M.png",
+      "mask_rel_path": "all_masks/BUSI_0018_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0328_B.png",
+      "image_rel_path": "all_images/BUSI_0328_B.png",
+      "mask_rel_path": "all_masks/BUSI_0328_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0290_B.png",
+      "image_rel_path": "all_images/BUSI_0290_B.png",
+      "mask_rel_path": "all_masks/BUSI_0290_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0207_B.png",
+      "image_rel_path": "all_images/BUSI_0207_B.png",
+      "mask_rel_path": "all_masks/BUSI_0207_B.png"
+    },
+    {
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+      "image_rel_path": "all_images/BUSI_0175_B.png",
+      "mask_rel_path": "all_masks/BUSI_0175_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0069_M.png",
+      "image_rel_path": "all_images/BUSI_0069_M.png",
+      "mask_rel_path": "all_masks/BUSI_0069_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0098_B.png",
+      "image_rel_path": "all_images/BUSI_0098_B.png",
+      "mask_rel_path": "all_masks/BUSI_0098_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0029_B.png",
+      "image_rel_path": "all_images/BUSI_0029_B.png",
+      "mask_rel_path": "all_masks/BUSI_0029_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0208_B.png",
+      "image_rel_path": "all_images/BUSI_0208_B.png",
+      "mask_rel_path": "all_masks/BUSI_0208_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0074_M.png",
+      "image_rel_path": "all_images/BUSI_0074_M.png",
+      "mask_rel_path": "all_masks/BUSI_0074_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0174_M.png",
+      "image_rel_path": "all_images/BUSI_0174_M.png",
+      "mask_rel_path": "all_masks/BUSI_0174_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0153_B.png",
+      "image_rel_path": "all_images/BUSI_0153_B.png",
+      "mask_rel_path": "all_masks/BUSI_0153_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0329_B.png",
+      "image_rel_path": "all_images/BUSI_0329_B.png",
+      "mask_rel_path": "all_masks/BUSI_0329_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0265_B.png",
+      "image_rel_path": "all_images/BUSI_0265_B.png",
+      "mask_rel_path": "all_masks/BUSI_0265_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0390_B.png",
+      "image_rel_path": "all_images/BUSI_0390_B.png",
+      "mask_rel_path": "all_masks/BUSI_0390_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0008_B.png",
+      "image_rel_path": "all_images/BUSI_0008_B.png",
+      "mask_rel_path": "all_masks/BUSI_0008_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0070_M.png",
+      "image_rel_path": "all_images/BUSI_0070_M.png",
+      "mask_rel_path": "all_masks/BUSI_0070_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0029_M.png",
+      "image_rel_path": "all_images/BUSI_0029_M.png",
+      "mask_rel_path": "all_masks/BUSI_0029_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0387_B.png",
+      "image_rel_path": "all_images/BUSI_0387_B.png",
+      "mask_rel_path": "all_masks/BUSI_0387_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0135_M.png",
+      "image_rel_path": "all_images/BUSI_0135_M.png",
+      "mask_rel_path": "all_masks/BUSI_0135_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0033_B.png",
+      "image_rel_path": "all_images/BUSI_0033_B.png",
+      "mask_rel_path": "all_masks/BUSI_0033_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0164_M.png",
+      "image_rel_path": "all_images/BUSI_0164_M.png",
+      "mask_rel_path": "all_masks/BUSI_0164_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0309_B.png",
+      "image_rel_path": "all_images/BUSI_0309_B.png",
+      "mask_rel_path": "all_masks/BUSI_0309_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0347_B.png",
+      "image_rel_path": "all_images/BUSI_0347_B.png",
+      "mask_rel_path": "all_masks/BUSI_0347_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0321_B.png",
+      "image_rel_path": "all_images/BUSI_0321_B.png",
+      "mask_rel_path": "all_masks/BUSI_0321_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0075_M.png",
+      "image_rel_path": "all_images/BUSI_0075_M.png",
+      "mask_rel_path": "all_masks/BUSI_0075_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0386_B.png",
+      "image_rel_path": "all_images/BUSI_0386_B.png",
+      "mask_rel_path": "all_masks/BUSI_0386_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0082_B.png",
+      "image_rel_path": "all_images/BUSI_0082_B.png",
+      "mask_rel_path": "all_masks/BUSI_0082_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0040_B.png",
+      "image_rel_path": "all_images/BUSI_0040_B.png",
+      "mask_rel_path": "all_masks/BUSI_0040_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0022_M.png",
+      "image_rel_path": "all_images/BUSI_0022_M.png",
+      "mask_rel_path": "all_masks/BUSI_0022_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0128_B.png",
+      "image_rel_path": "all_images/BUSI_0128_B.png",
+      "mask_rel_path": "all_masks/BUSI_0128_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0026_M.png",
+      "image_rel_path": "all_images/BUSI_0026_M.png",
+      "mask_rel_path": "all_masks/BUSI_0026_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0099_B.png",
+      "image_rel_path": "all_images/BUSI_0099_B.png",
+      "mask_rel_path": "all_masks/BUSI_0099_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0021_B.png",
+      "image_rel_path": "all_images/BUSI_0021_B.png",
+      "mask_rel_path": "all_masks/BUSI_0021_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0299_B.png",
+      "image_rel_path": "all_images/BUSI_0299_B.png",
+      "mask_rel_path": "all_masks/BUSI_0299_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0241_B.png",
+      "image_rel_path": "all_images/BUSI_0241_B.png",
+      "mask_rel_path": "all_masks/BUSI_0241_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0110_B.png",
+      "image_rel_path": "all_images/BUSI_0110_B.png",
+      "mask_rel_path": "all_masks/BUSI_0110_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0222_B.png",
+      "image_rel_path": "all_images/BUSI_0222_B.png",
+      "mask_rel_path": "all_masks/BUSI_0222_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0334_B.png",
+      "image_rel_path": "all_images/BUSI_0334_B.png",
+      "mask_rel_path": "all_masks/BUSI_0334_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0114_M.png",
+      "image_rel_path": "all_images/BUSI_0114_M.png",
+      "mask_rel_path": "all_masks/BUSI_0114_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0308_B.png",
+      "image_rel_path": "all_images/BUSI_0308_B.png",
+      "mask_rel_path": "all_masks/BUSI_0308_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0276_B.png",
+      "image_rel_path": "all_images/BUSI_0276_B.png",
+      "mask_rel_path": "all_masks/BUSI_0276_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0207_M.png",
+      "image_rel_path": "all_images/BUSI_0207_M.png",
+      "mask_rel_path": "all_masks/BUSI_0207_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0228_B.png",
+      "image_rel_path": "all_images/BUSI_0228_B.png",
+      "mask_rel_path": "all_masks/BUSI_0228_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0110_M.png",
+      "image_rel_path": "all_images/BUSI_0110_M.png",
+      "mask_rel_path": "all_masks/BUSI_0110_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0365_B.png",
+      "image_rel_path": "all_images/BUSI_0365_B.png",
+      "mask_rel_path": "all_masks/BUSI_0365_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0115_M.png",
+      "image_rel_path": "all_images/BUSI_0115_M.png",
+      "mask_rel_path": "all_masks/BUSI_0115_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0340_B.png",
+      "image_rel_path": "all_images/BUSI_0340_B.png",
+      "mask_rel_path": "all_masks/BUSI_0340_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0113_M.png",
+      "image_rel_path": "all_images/BUSI_0113_M.png",
+      "mask_rel_path": "all_masks/BUSI_0113_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0094_M.png",
+      "image_rel_path": "all_images/BUSI_0094_M.png",
+      "mask_rel_path": "all_masks/BUSI_0094_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0252_B.png",
+      "image_rel_path": "all_images/BUSI_0252_B.png",
+      "mask_rel_path": "all_masks/BUSI_0252_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0028_B.png",
+      "image_rel_path": "all_images/BUSI_0028_B.png",
+      "mask_rel_path": "all_masks/BUSI_0028_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0133_M.png",
+      "image_rel_path": "all_images/BUSI_0133_M.png",
+      "mask_rel_path": "all_masks/BUSI_0133_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0278_B.png",
+      "image_rel_path": "all_images/BUSI_0278_B.png",
+      "mask_rel_path": "all_masks/BUSI_0278_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0072_B.png",
+      "image_rel_path": "all_images/BUSI_0072_B.png",
+      "mask_rel_path": "all_masks/BUSI_0072_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0093_M.png",
+      "image_rel_path": "all_images/BUSI_0093_M.png",
+      "mask_rel_path": "all_masks/BUSI_0093_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0316_B.png",
+      "image_rel_path": "all_images/BUSI_0316_B.png",
+      "mask_rel_path": "all_masks/BUSI_0316_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0281_B.png",
+      "image_rel_path": "all_images/BUSI_0281_B.png",
+      "mask_rel_path": "all_masks/BUSI_0281_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0055_B.png",
+      "image_rel_path": "all_images/BUSI_0055_B.png",
+      "mask_rel_path": "all_masks/BUSI_0055_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0061_B.png",
+      "image_rel_path": "all_images/BUSI_0061_B.png",
+      "mask_rel_path": "all_masks/BUSI_0061_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0285_B.png",
+      "image_rel_path": "all_images/BUSI_0285_B.png",
+      "mask_rel_path": "all_masks/BUSI_0285_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0273_B.png",
+      "image_rel_path": "all_images/BUSI_0273_B.png",
+      "mask_rel_path": "all_masks/BUSI_0273_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0049_B.png",
+      "image_rel_path": "all_images/BUSI_0049_B.png",
+      "mask_rel_path": "all_masks/BUSI_0049_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0302_B.png",
+      "image_rel_path": "all_images/BUSI_0302_B.png",
+      "mask_rel_path": "all_masks/BUSI_0302_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0374_B.png",
+      "image_rel_path": "all_images/BUSI_0374_B.png",
+      "mask_rel_path": "all_masks/BUSI_0374_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0335_B.png",
+      "image_rel_path": "all_images/BUSI_0335_B.png",
+      "mask_rel_path": "all_masks/BUSI_0335_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_005_repeat_04.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_005_repeat_04.json
new file mode 100644
index 0000000000000000000000000000000000000000..1fefe0a3700fdb9cd6b177081a38ce2e2ed66b17
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_005_repeat_04.json
@@ -0,0 +1,4084 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0114_B.png",
+      "image_rel_path": "all_images/BUSI_0114_B.png",
+      "mask_rel_path": "all_masks/BUSI_0114_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0002_B.png",
+      "image_rel_path": "all_images/BUSI_0002_B.png",
+      "mask_rel_path": "all_masks/BUSI_0002_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0136_M.png",
+      "image_rel_path": "all_images/BUSI_0136_M.png",
+      "mask_rel_path": "all_masks/BUSI_0136_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0018_M.png",
+      "image_rel_path": "all_images/BUSI_0018_M.png",
+      "mask_rel_path": "all_masks/BUSI_0018_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0328_B.png",
+      "image_rel_path": "all_images/BUSI_0328_B.png",
+      "mask_rel_path": "all_masks/BUSI_0328_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0290_B.png",
+      "image_rel_path": "all_images/BUSI_0290_B.png",
+      "mask_rel_path": "all_masks/BUSI_0290_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0207_B.png",
+      "image_rel_path": "all_images/BUSI_0207_B.png",
+      "mask_rel_path": "all_masks/BUSI_0207_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0149_B.png",
+      "image_rel_path": "all_images/BUSI_0149_B.png",
+      "mask_rel_path": "all_masks/BUSI_0149_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0246_B.png",
+      "image_rel_path": "all_images/BUSI_0246_B.png",
+      "mask_rel_path": "all_masks/BUSI_0246_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0028_M.png",
+      "image_rel_path": "all_images/BUSI_0028_M.png",
+      "mask_rel_path": "all_masks/BUSI_0028_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0053_B.png",
+      "image_rel_path": "all_images/BUSI_0053_B.png",
+      "mask_rel_path": "all_masks/BUSI_0053_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0338_B.png",
+      "image_rel_path": "all_images/BUSI_0338_B.png",
+      "mask_rel_path": "all_masks/BUSI_0338_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0083_M.png",
+      "image_rel_path": "all_images/BUSI_0083_M.png",
+      "mask_rel_path": "all_masks/BUSI_0083_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0294_B.png",
+      "image_rel_path": "all_images/BUSI_0294_B.png",
+      "mask_rel_path": "all_masks/BUSI_0294_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0024_M.png",
+      "image_rel_path": "all_images/BUSI_0024_M.png",
+      "mask_rel_path": "all_masks/BUSI_0024_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0036_M.png",
+      "image_rel_path": "all_images/BUSI_0036_M.png",
+      "mask_rel_path": "all_masks/BUSI_0036_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0001_M.png",
+      "image_rel_path": "all_images/BUSI_0001_M.png",
+      "mask_rel_path": "all_masks/BUSI_0001_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0032_M.png",
+      "image_rel_path": "all_images/BUSI_0032_M.png",
+      "mask_rel_path": "all_masks/BUSI_0032_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0332_B.png",
+      "image_rel_path": "all_images/BUSI_0332_B.png",
+      "mask_rel_path": "all_masks/BUSI_0332_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0104_B.png",
+      "image_rel_path": "all_images/BUSI_0104_B.png",
+      "mask_rel_path": "all_masks/BUSI_0104_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0105_B.png",
+      "image_rel_path": "all_images/BUSI_0105_B.png",
+      "mask_rel_path": "all_masks/BUSI_0105_B.png"
+    },
+    {
+      "class_label": "malignant",
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+      "class_label": "malignant",
+      "filename": "BUSI_0135_M.png",
+      "image_rel_path": "all_images/BUSI_0135_M.png",
+      "mask_rel_path": "all_masks/BUSI_0135_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0033_B.png",
+      "image_rel_path": "all_images/BUSI_0033_B.png",
+      "mask_rel_path": "all_masks/BUSI_0033_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0164_M.png",
+      "image_rel_path": "all_images/BUSI_0164_M.png",
+      "mask_rel_path": "all_masks/BUSI_0164_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0309_B.png",
+      "image_rel_path": "all_images/BUSI_0309_B.png",
+      "mask_rel_path": "all_masks/BUSI_0309_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0347_B.png",
+      "image_rel_path": "all_images/BUSI_0347_B.png",
+      "mask_rel_path": "all_masks/BUSI_0347_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0321_B.png",
+      "image_rel_path": "all_images/BUSI_0321_B.png",
+      "mask_rel_path": "all_masks/BUSI_0321_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0075_M.png",
+      "image_rel_path": "all_images/BUSI_0075_M.png",
+      "mask_rel_path": "all_masks/BUSI_0075_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0386_B.png",
+      "image_rel_path": "all_images/BUSI_0386_B.png",
+      "mask_rel_path": "all_masks/BUSI_0386_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0082_B.png",
+      "image_rel_path": "all_images/BUSI_0082_B.png",
+      "mask_rel_path": "all_masks/BUSI_0082_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0040_B.png",
+      "image_rel_path": "all_images/BUSI_0040_B.png",
+      "mask_rel_path": "all_masks/BUSI_0040_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0022_M.png",
+      "image_rel_path": "all_images/BUSI_0022_M.png",
+      "mask_rel_path": "all_masks/BUSI_0022_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0128_B.png",
+      "image_rel_path": "all_images/BUSI_0128_B.png",
+      "mask_rel_path": "all_masks/BUSI_0128_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0026_M.png",
+      "image_rel_path": "all_images/BUSI_0026_M.png",
+      "mask_rel_path": "all_masks/BUSI_0026_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0099_B.png",
+      "image_rel_path": "all_images/BUSI_0099_B.png",
+      "mask_rel_path": "all_masks/BUSI_0099_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0021_B.png",
+      "image_rel_path": "all_images/BUSI_0021_B.png",
+      "mask_rel_path": "all_masks/BUSI_0021_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0299_B.png",
+      "image_rel_path": "all_images/BUSI_0299_B.png",
+      "mask_rel_path": "all_masks/BUSI_0299_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0241_B.png",
+      "image_rel_path": "all_images/BUSI_0241_B.png",
+      "mask_rel_path": "all_masks/BUSI_0241_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0110_B.png",
+      "image_rel_path": "all_images/BUSI_0110_B.png",
+      "mask_rel_path": "all_masks/BUSI_0110_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0222_B.png",
+      "image_rel_path": "all_images/BUSI_0222_B.png",
+      "mask_rel_path": "all_masks/BUSI_0222_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0334_B.png",
+      "image_rel_path": "all_images/BUSI_0334_B.png",
+      "mask_rel_path": "all_masks/BUSI_0334_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0114_M.png",
+      "image_rel_path": "all_images/BUSI_0114_M.png",
+      "mask_rel_path": "all_masks/BUSI_0114_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0308_B.png",
+      "image_rel_path": "all_images/BUSI_0308_B.png",
+      "mask_rel_path": "all_masks/BUSI_0308_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0276_B.png",
+      "image_rel_path": "all_images/BUSI_0276_B.png",
+      "mask_rel_path": "all_masks/BUSI_0276_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0207_M.png",
+      "image_rel_path": "all_images/BUSI_0207_M.png",
+      "mask_rel_path": "all_masks/BUSI_0207_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0228_B.png",
+      "image_rel_path": "all_images/BUSI_0228_B.png",
+      "mask_rel_path": "all_masks/BUSI_0228_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0110_M.png",
+      "image_rel_path": "all_images/BUSI_0110_M.png",
+      "mask_rel_path": "all_masks/BUSI_0110_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0365_B.png",
+      "image_rel_path": "all_images/BUSI_0365_B.png",
+      "mask_rel_path": "all_masks/BUSI_0365_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0115_M.png",
+      "image_rel_path": "all_images/BUSI_0115_M.png",
+      "mask_rel_path": "all_masks/BUSI_0115_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0340_B.png",
+      "image_rel_path": "all_images/BUSI_0340_B.png",
+      "mask_rel_path": "all_masks/BUSI_0340_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0113_M.png",
+      "image_rel_path": "all_images/BUSI_0113_M.png",
+      "mask_rel_path": "all_masks/BUSI_0113_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0094_M.png",
+      "image_rel_path": "all_images/BUSI_0094_M.png",
+      "mask_rel_path": "all_masks/BUSI_0094_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0252_B.png",
+      "image_rel_path": "all_images/BUSI_0252_B.png",
+      "mask_rel_path": "all_masks/BUSI_0252_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0028_B.png",
+      "image_rel_path": "all_images/BUSI_0028_B.png",
+      "mask_rel_path": "all_masks/BUSI_0028_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0133_M.png",
+      "image_rel_path": "all_images/BUSI_0133_M.png",
+      "mask_rel_path": "all_masks/BUSI_0133_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0278_B.png",
+      "image_rel_path": "all_images/BUSI_0278_B.png",
+      "mask_rel_path": "all_masks/BUSI_0278_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0072_B.png",
+      "image_rel_path": "all_images/BUSI_0072_B.png",
+      "mask_rel_path": "all_masks/BUSI_0072_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0093_M.png",
+      "image_rel_path": "all_images/BUSI_0093_M.png",
+      "mask_rel_path": "all_masks/BUSI_0093_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0316_B.png",
+      "image_rel_path": "all_images/BUSI_0316_B.png",
+      "mask_rel_path": "all_masks/BUSI_0316_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0281_B.png",
+      "image_rel_path": "all_images/BUSI_0281_B.png",
+      "mask_rel_path": "all_masks/BUSI_0281_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0055_B.png",
+      "image_rel_path": "all_images/BUSI_0055_B.png",
+      "mask_rel_path": "all_masks/BUSI_0055_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0061_B.png",
+      "image_rel_path": "all_images/BUSI_0061_B.png",
+      "mask_rel_path": "all_masks/BUSI_0061_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0285_B.png",
+      "image_rel_path": "all_images/BUSI_0285_B.png",
+      "mask_rel_path": "all_masks/BUSI_0285_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0273_B.png",
+      "image_rel_path": "all_images/BUSI_0273_B.png",
+      "mask_rel_path": "all_masks/BUSI_0273_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0049_B.png",
+      "image_rel_path": "all_images/BUSI_0049_B.png",
+      "mask_rel_path": "all_masks/BUSI_0049_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0302_B.png",
+      "image_rel_path": "all_images/BUSI_0302_B.png",
+      "mask_rel_path": "all_masks/BUSI_0302_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0374_B.png",
+      "image_rel_path": "all_images/BUSI_0374_B.png",
+      "mask_rel_path": "all_masks/BUSI_0374_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0335_B.png",
+      "image_rel_path": "all_images/BUSI_0335_B.png",
+      "mask_rel_path": "all_masks/BUSI_0335_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_015_repeat_01.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_015_repeat_01.json
new file mode 100644
index 0000000000000000000000000000000000000000..1f673971bde74967a160c930c87041e764bef1d8
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_015_repeat_01.json
@@ -0,0 +1,4400 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0114_B.png",
+      "image_rel_path": "all_images/BUSI_0114_B.png",
+      "mask_rel_path": "all_masks/BUSI_0114_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0002_B.png",
+      "image_rel_path": "all_images/BUSI_0002_B.png",
+      "mask_rel_path": "all_masks/BUSI_0002_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0136_M.png",
+      "image_rel_path": "all_images/BUSI_0136_M.png",
+      "mask_rel_path": "all_masks/BUSI_0136_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0018_M.png",
+      "image_rel_path": "all_images/BUSI_0018_M.png",
+      "mask_rel_path": "all_masks/BUSI_0018_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0328_B.png",
+      "image_rel_path": "all_images/BUSI_0328_B.png",
+      "mask_rel_path": "all_masks/BUSI_0328_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0290_B.png",
+      "image_rel_path": "all_images/BUSI_0290_B.png",
+      "mask_rel_path": "all_masks/BUSI_0290_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0207_B.png",
+      "image_rel_path": "all_images/BUSI_0207_B.png",
+      "mask_rel_path": "all_masks/BUSI_0207_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0149_B.png",
+      "image_rel_path": "all_images/BUSI_0149_B.png",
+      "mask_rel_path": "all_masks/BUSI_0149_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0246_B.png",
+      "image_rel_path": "all_images/BUSI_0246_B.png",
+      "mask_rel_path": "all_masks/BUSI_0246_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0028_M.png",
+      "image_rel_path": "all_images/BUSI_0028_M.png",
+      "mask_rel_path": "all_masks/BUSI_0028_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0053_B.png",
+      "image_rel_path": "all_images/BUSI_0053_B.png",
+      "mask_rel_path": "all_masks/BUSI_0053_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0338_B.png",
+      "image_rel_path": "all_images/BUSI_0338_B.png",
+      "mask_rel_path": "all_masks/BUSI_0338_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0083_M.png",
+      "image_rel_path": "all_images/BUSI_0083_M.png",
+      "mask_rel_path": "all_masks/BUSI_0083_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0294_B.png",
+      "image_rel_path": "all_images/BUSI_0294_B.png",
+      "mask_rel_path": "all_masks/BUSI_0294_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0024_M.png",
+      "image_rel_path": "all_images/BUSI_0024_M.png",
+      "mask_rel_path": "all_masks/BUSI_0024_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0036_M.png",
+      "image_rel_path": "all_images/BUSI_0036_M.png",
+      "mask_rel_path": "all_masks/BUSI_0036_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0001_M.png",
+      "image_rel_path": "all_images/BUSI_0001_M.png",
+      "mask_rel_path": "all_masks/BUSI_0001_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0032_M.png",
+      "image_rel_path": "all_images/BUSI_0032_M.png",
+      "mask_rel_path": "all_masks/BUSI_0032_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0332_B.png",
+      "image_rel_path": "all_images/BUSI_0332_B.png",
+      "mask_rel_path": "all_masks/BUSI_0332_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0104_B.png",
+      "image_rel_path": "all_images/BUSI_0104_B.png",
+      "mask_rel_path": "all_masks/BUSI_0104_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0105_B.png",
+      "image_rel_path": "all_images/BUSI_0105_B.png",
+      "mask_rel_path": "all_masks/BUSI_0105_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0129_M.png",
+      "image_rel_path": "all_images/BUSI_0129_M.png",
+      "mask_rel_path": "all_masks/BUSI_0129_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0151_M.png",
+      "image_rel_path": "all_images/BUSI_0151_M.png",
+      "mask_rel_path": "all_masks/BUSI_0151_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0235_B.png",
+      "image_rel_path": "all_images/BUSI_0235_B.png",
+      "mask_rel_path": "all_masks/BUSI_0235_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0436_B.png",
+      "image_rel_path": "all_images/BUSI_0436_B.png",
+      "mask_rel_path": "all_masks/BUSI_0436_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0091_B.png",
+      "image_rel_path": "all_images/BUSI_0091_B.png",
+      "mask_rel_path": "all_masks/BUSI_0091_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0052_B.png",
+      "image_rel_path": "all_images/BUSI_0052_B.png",
+      "mask_rel_path": "all_masks/BUSI_0052_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0145_B.png",
+      "image_rel_path": "all_images/BUSI_0145_B.png",
+      "mask_rel_path": "all_masks/BUSI_0145_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0046_B.png",
+      "image_rel_path": "all_images/BUSI_0046_B.png",
+      "mask_rel_path": "all_masks/BUSI_0046_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0160_B.png",
+      "image_rel_path": "all_images/BUSI_0160_B.png",
+      "mask_rel_path": "all_masks/BUSI_0160_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0095_M.png",
+      "image_rel_path": "all_images/BUSI_0095_M.png",
+      "mask_rel_path": "all_masks/BUSI_0095_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0138_M.png",
+      "image_rel_path": "all_images/BUSI_0138_M.png",
+      "mask_rel_path": "all_masks/BUSI_0138_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0225_B.png",
+      "image_rel_path": "all_images/BUSI_0225_B.png",
+      "mask_rel_path": "all_masks/BUSI_0225_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0125_M.png",
+      "image_rel_path": "all_images/BUSI_0125_M.png",
+      "mask_rel_path": "all_masks/BUSI_0125_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0035_B.png",
+      "image_rel_path": "all_images/BUSI_0035_B.png",
+      "mask_rel_path": "all_masks/BUSI_0035_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0407_B.png",
+      "image_rel_path": "all_images/BUSI_0407_B.png",
+      "mask_rel_path": "all_masks/BUSI_0407_B.png"
+    },
+    {
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+    },
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+    },
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+    },
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+    },
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+    },
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+    },
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+    },
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+    },
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+      "mask_rel_path": "all_masks/BUSI_0347_B.png"
+    },
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+      "mask_rel_path": "all_masks/BUSI_0321_B.png"
+    },
+    {
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+    },
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+    },
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+      "mask_rel_path": "all_masks/BUSI_0082_B.png"
+    },
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+      "image_rel_path": "all_images/BUSI_0040_B.png",
+      "mask_rel_path": "all_masks/BUSI_0040_B.png"
+    },
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+      "image_rel_path": "all_images/BUSI_0022_M.png",
+      "mask_rel_path": "all_masks/BUSI_0022_M.png"
+    },
+    {
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+      "image_rel_path": "all_images/BUSI_0128_B.png",
+      "mask_rel_path": "all_masks/BUSI_0128_B.png"
+    },
+    {
+      "class_label": "malignant",
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+      "image_rel_path": "all_images/BUSI_0026_M.png",
+      "mask_rel_path": "all_masks/BUSI_0026_M.png"
+    },
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+    },
+    {
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+      "image_rel_path": "all_images/BUSI_0021_B.png",
+      "mask_rel_path": "all_masks/BUSI_0021_B.png"
+    },
+    {
+      "class_label": "benign",
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+      "image_rel_path": "all_images/BUSI_0299_B.png",
+      "mask_rel_path": "all_masks/BUSI_0299_B.png"
+    },
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+      "image_rel_path": "all_images/BUSI_0241_B.png",
+      "mask_rel_path": "all_masks/BUSI_0241_B.png"
+    },
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+      "mask_rel_path": "all_masks/BUSI_0110_B.png"
+    },
+    {
+      "class_label": "benign",
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+      "mask_rel_path": "all_masks/BUSI_0222_B.png"
+    },
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+      "class_label": "benign",
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+      "image_rel_path": "all_images/BUSI_0334_B.png",
+      "mask_rel_path": "all_masks/BUSI_0334_B.png"
+    },
+    {
+      "class_label": "malignant",
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+      "image_rel_path": "all_images/BUSI_0114_M.png",
+      "mask_rel_path": "all_masks/BUSI_0114_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0308_B.png",
+      "image_rel_path": "all_images/BUSI_0308_B.png",
+      "mask_rel_path": "all_masks/BUSI_0308_B.png"
+    },
+    {
+      "class_label": "benign",
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+      "image_rel_path": "all_images/BUSI_0276_B.png",
+      "mask_rel_path": "all_masks/BUSI_0276_B.png"
+    },
+    {
+      "class_label": "malignant",
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+      "image_rel_path": "all_images/BUSI_0207_M.png",
+      "mask_rel_path": "all_masks/BUSI_0207_M.png"
+    },
+    {
+      "class_label": "benign",
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+      "image_rel_path": "all_images/BUSI_0228_B.png",
+      "mask_rel_path": "all_masks/BUSI_0228_B.png"
+    },
+    {
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+      "image_rel_path": "all_images/BUSI_0110_M.png",
+      "mask_rel_path": "all_masks/BUSI_0110_M.png"
+    },
+    {
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+      "image_rel_path": "all_images/BUSI_0365_B.png",
+      "mask_rel_path": "all_masks/BUSI_0365_B.png"
+    },
+    {
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+      "image_rel_path": "all_images/BUSI_0115_M.png",
+      "mask_rel_path": "all_masks/BUSI_0115_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0340_B.png",
+      "image_rel_path": "all_images/BUSI_0340_B.png",
+      "mask_rel_path": "all_masks/BUSI_0340_B.png"
+    },
+    {
+      "class_label": "malignant",
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+      "image_rel_path": "all_images/BUSI_0113_M.png",
+      "mask_rel_path": "all_masks/BUSI_0113_M.png"
+    },
+    {
+      "class_label": "malignant",
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+      "image_rel_path": "all_images/BUSI_0094_M.png",
+      "mask_rel_path": "all_masks/BUSI_0094_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0252_B.png",
+      "image_rel_path": "all_images/BUSI_0252_B.png",
+      "mask_rel_path": "all_masks/BUSI_0252_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0028_B.png",
+      "image_rel_path": "all_images/BUSI_0028_B.png",
+      "mask_rel_path": "all_masks/BUSI_0028_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0133_M.png",
+      "image_rel_path": "all_images/BUSI_0133_M.png",
+      "mask_rel_path": "all_masks/BUSI_0133_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0278_B.png",
+      "image_rel_path": "all_images/BUSI_0278_B.png",
+      "mask_rel_path": "all_masks/BUSI_0278_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0072_B.png",
+      "image_rel_path": "all_images/BUSI_0072_B.png",
+      "mask_rel_path": "all_masks/BUSI_0072_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0093_M.png",
+      "image_rel_path": "all_images/BUSI_0093_M.png",
+      "mask_rel_path": "all_masks/BUSI_0093_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0316_B.png",
+      "image_rel_path": "all_images/BUSI_0316_B.png",
+      "mask_rel_path": "all_masks/BUSI_0316_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0281_B.png",
+      "image_rel_path": "all_images/BUSI_0281_B.png",
+      "mask_rel_path": "all_masks/BUSI_0281_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0055_B.png",
+      "image_rel_path": "all_images/BUSI_0055_B.png",
+      "mask_rel_path": "all_masks/BUSI_0055_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0061_B.png",
+      "image_rel_path": "all_images/BUSI_0061_B.png",
+      "mask_rel_path": "all_masks/BUSI_0061_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0285_B.png",
+      "image_rel_path": "all_images/BUSI_0285_B.png",
+      "mask_rel_path": "all_masks/BUSI_0285_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0273_B.png",
+      "image_rel_path": "all_images/BUSI_0273_B.png",
+      "mask_rel_path": "all_masks/BUSI_0273_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0049_B.png",
+      "image_rel_path": "all_images/BUSI_0049_B.png",
+      "mask_rel_path": "all_masks/BUSI_0049_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0302_B.png",
+      "image_rel_path": "all_images/BUSI_0302_B.png",
+      "mask_rel_path": "all_masks/BUSI_0302_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0374_B.png",
+      "image_rel_path": "all_images/BUSI_0374_B.png",
+      "mask_rel_path": "all_masks/BUSI_0374_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0335_B.png",
+      "image_rel_path": "all_images/BUSI_0335_B.png",
+      "mask_rel_path": "all_masks/BUSI_0335_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_015_repeat_02.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_015_repeat_02.json
new file mode 100644
index 0000000000000000000000000000000000000000..1dedb3280ada63e3f27a4bc2be957b003a9e9405
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_015_repeat_02.json
@@ -0,0 +1,4399 @@
+{
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+      "image_rel_path": "all_images/BUSI_0114_B.png",
+      "mask_rel_path": "all_masks/BUSI_0114_B.png"
+    },
+    {
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+      "image_rel_path": "all_images/BUSI_0002_B.png",
+      "mask_rel_path": "all_masks/BUSI_0002_B.png"
+    },
+    {
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+      "filename": "BUSI_0136_M.png",
+      "image_rel_path": "all_images/BUSI_0136_M.png",
+      "mask_rel_path": "all_masks/BUSI_0136_M.png"
+    },
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+      "image_rel_path": "all_images/BUSI_0018_M.png",
+      "mask_rel_path": "all_masks/BUSI_0018_M.png"
+    },
+    {
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+      "image_rel_path": "all_images/BUSI_0328_B.png",
+      "mask_rel_path": "all_masks/BUSI_0328_B.png"
+    },
+    {
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+      "image_rel_path": "all_images/BUSI_0290_B.png",
+      "mask_rel_path": "all_masks/BUSI_0290_B.png"
+    },
+    {
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+      "image_rel_path": "all_images/BUSI_0207_B.png",
+      "mask_rel_path": "all_masks/BUSI_0207_B.png"
+    },
+    {
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+      "mask_rel_path": "all_masks/BUSI_0149_B.png"
+    },
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+      "image_rel_path": "all_images/BUSI_0039_M.png",
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+      "image_rel_path": "all_images/BUSI_0050_B.png",
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+      "image_rel_path": "all_images/BUSI_0312_B.png",
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+      "image_rel_path": "all_images/BUSI_0163_M.png",
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+      "image_rel_path": "all_images/BUSI_0039_B.png",
+      "mask_rel_path": "all_masks/BUSI_0039_B.png"
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+    {
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+      "filename": "BUSI_0022_M.png",
+      "image_rel_path": "all_images/BUSI_0022_M.png",
+      "mask_rel_path": "all_masks/BUSI_0022_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0128_B.png",
+      "image_rel_path": "all_images/BUSI_0128_B.png",
+      "mask_rel_path": "all_masks/BUSI_0128_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0026_M.png",
+      "image_rel_path": "all_images/BUSI_0026_M.png",
+      "mask_rel_path": "all_masks/BUSI_0026_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0099_B.png",
+      "image_rel_path": "all_images/BUSI_0099_B.png",
+      "mask_rel_path": "all_masks/BUSI_0099_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0021_B.png",
+      "image_rel_path": "all_images/BUSI_0021_B.png",
+      "mask_rel_path": "all_masks/BUSI_0021_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0299_B.png",
+      "image_rel_path": "all_images/BUSI_0299_B.png",
+      "mask_rel_path": "all_masks/BUSI_0299_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0241_B.png",
+      "image_rel_path": "all_images/BUSI_0241_B.png",
+      "mask_rel_path": "all_masks/BUSI_0241_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0110_B.png",
+      "image_rel_path": "all_images/BUSI_0110_B.png",
+      "mask_rel_path": "all_masks/BUSI_0110_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0222_B.png",
+      "image_rel_path": "all_images/BUSI_0222_B.png",
+      "mask_rel_path": "all_masks/BUSI_0222_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0334_B.png",
+      "image_rel_path": "all_images/BUSI_0334_B.png",
+      "mask_rel_path": "all_masks/BUSI_0334_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0114_M.png",
+      "image_rel_path": "all_images/BUSI_0114_M.png",
+      "mask_rel_path": "all_masks/BUSI_0114_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0308_B.png",
+      "image_rel_path": "all_images/BUSI_0308_B.png",
+      "mask_rel_path": "all_masks/BUSI_0308_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0276_B.png",
+      "image_rel_path": "all_images/BUSI_0276_B.png",
+      "mask_rel_path": "all_masks/BUSI_0276_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0207_M.png",
+      "image_rel_path": "all_images/BUSI_0207_M.png",
+      "mask_rel_path": "all_masks/BUSI_0207_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0228_B.png",
+      "image_rel_path": "all_images/BUSI_0228_B.png",
+      "mask_rel_path": "all_masks/BUSI_0228_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0110_M.png",
+      "image_rel_path": "all_images/BUSI_0110_M.png",
+      "mask_rel_path": "all_masks/BUSI_0110_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0365_B.png",
+      "image_rel_path": "all_images/BUSI_0365_B.png",
+      "mask_rel_path": "all_masks/BUSI_0365_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0115_M.png",
+      "image_rel_path": "all_images/BUSI_0115_M.png",
+      "mask_rel_path": "all_masks/BUSI_0115_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0340_B.png",
+      "image_rel_path": "all_images/BUSI_0340_B.png",
+      "mask_rel_path": "all_masks/BUSI_0340_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0113_M.png",
+      "image_rel_path": "all_images/BUSI_0113_M.png",
+      "mask_rel_path": "all_masks/BUSI_0113_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0094_M.png",
+      "image_rel_path": "all_images/BUSI_0094_M.png",
+      "mask_rel_path": "all_masks/BUSI_0094_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0252_B.png",
+      "image_rel_path": "all_images/BUSI_0252_B.png",
+      "mask_rel_path": "all_masks/BUSI_0252_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0028_B.png",
+      "image_rel_path": "all_images/BUSI_0028_B.png",
+      "mask_rel_path": "all_masks/BUSI_0028_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0133_M.png",
+      "image_rel_path": "all_images/BUSI_0133_M.png",
+      "mask_rel_path": "all_masks/BUSI_0133_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0278_B.png",
+      "image_rel_path": "all_images/BUSI_0278_B.png",
+      "mask_rel_path": "all_masks/BUSI_0278_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0072_B.png",
+      "image_rel_path": "all_images/BUSI_0072_B.png",
+      "mask_rel_path": "all_masks/BUSI_0072_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0093_M.png",
+      "image_rel_path": "all_images/BUSI_0093_M.png",
+      "mask_rel_path": "all_masks/BUSI_0093_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0316_B.png",
+      "image_rel_path": "all_images/BUSI_0316_B.png",
+      "mask_rel_path": "all_masks/BUSI_0316_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0281_B.png",
+      "image_rel_path": "all_images/BUSI_0281_B.png",
+      "mask_rel_path": "all_masks/BUSI_0281_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0055_B.png",
+      "image_rel_path": "all_images/BUSI_0055_B.png",
+      "mask_rel_path": "all_masks/BUSI_0055_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0061_B.png",
+      "image_rel_path": "all_images/BUSI_0061_B.png",
+      "mask_rel_path": "all_masks/BUSI_0061_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0285_B.png",
+      "image_rel_path": "all_images/BUSI_0285_B.png",
+      "mask_rel_path": "all_masks/BUSI_0285_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0273_B.png",
+      "image_rel_path": "all_images/BUSI_0273_B.png",
+      "mask_rel_path": "all_masks/BUSI_0273_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0049_B.png",
+      "image_rel_path": "all_images/BUSI_0049_B.png",
+      "mask_rel_path": "all_masks/BUSI_0049_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0302_B.png",
+      "image_rel_path": "all_images/BUSI_0302_B.png",
+      "mask_rel_path": "all_masks/BUSI_0302_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0374_B.png",
+      "image_rel_path": "all_images/BUSI_0374_B.png",
+      "mask_rel_path": "all_masks/BUSI_0374_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0335_B.png",
+      "image_rel_path": "all_images/BUSI_0335_B.png",
+      "mask_rel_path": "all_masks/BUSI_0335_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_015_repeat_03.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_015_repeat_03.json
new file mode 100644
index 0000000000000000000000000000000000000000..216584846b3cab659cd97096089246741c4467a4
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_015_repeat_03.json
@@ -0,0 +1,4398 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0114_B.png",
+      "image_rel_path": "all_images/BUSI_0114_B.png",
+      "mask_rel_path": "all_masks/BUSI_0114_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0002_B.png",
+      "image_rel_path": "all_images/BUSI_0002_B.png",
+      "mask_rel_path": "all_masks/BUSI_0002_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0136_M.png",
+      "image_rel_path": "all_images/BUSI_0136_M.png",
+      "mask_rel_path": "all_masks/BUSI_0136_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0018_M.png",
+      "image_rel_path": "all_images/BUSI_0018_M.png",
+      "mask_rel_path": "all_masks/BUSI_0018_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0328_B.png",
+      "image_rel_path": "all_images/BUSI_0328_B.png",
+      "mask_rel_path": "all_masks/BUSI_0328_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0290_B.png",
+      "image_rel_path": "all_images/BUSI_0290_B.png",
+      "mask_rel_path": "all_masks/BUSI_0290_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0207_B.png",
+      "image_rel_path": "all_images/BUSI_0207_B.png",
+      "mask_rel_path": "all_masks/BUSI_0207_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0149_B.png",
+      "image_rel_path": "all_images/BUSI_0149_B.png",
+      "mask_rel_path": "all_masks/BUSI_0149_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0246_B.png",
+      "image_rel_path": "all_images/BUSI_0246_B.png",
+      "mask_rel_path": "all_masks/BUSI_0246_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0028_M.png",
+      "image_rel_path": "all_images/BUSI_0028_M.png",
+      "mask_rel_path": "all_masks/BUSI_0028_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0053_B.png",
+      "image_rel_path": "all_images/BUSI_0053_B.png",
+      "mask_rel_path": "all_masks/BUSI_0053_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0338_B.png",
+      "image_rel_path": "all_images/BUSI_0338_B.png",
+      "mask_rel_path": "all_masks/BUSI_0338_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0083_M.png",
+      "image_rel_path": "all_images/BUSI_0083_M.png",
+      "mask_rel_path": "all_masks/BUSI_0083_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0294_B.png",
+      "image_rel_path": "all_images/BUSI_0294_B.png",
+      "mask_rel_path": "all_masks/BUSI_0294_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0024_M.png",
+      "image_rel_path": "all_images/BUSI_0024_M.png",
+      "mask_rel_path": "all_masks/BUSI_0024_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0036_M.png",
+      "image_rel_path": "all_images/BUSI_0036_M.png",
+      "mask_rel_path": "all_masks/BUSI_0036_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0001_M.png",
+      "image_rel_path": "all_images/BUSI_0001_M.png",
+      "mask_rel_path": "all_masks/BUSI_0001_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0032_M.png",
+      "image_rel_path": "all_images/BUSI_0032_M.png",
+      "mask_rel_path": "all_masks/BUSI_0032_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0332_B.png",
+      "image_rel_path": "all_images/BUSI_0332_B.png",
+      "mask_rel_path": "all_masks/BUSI_0332_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0104_B.png",
+      "image_rel_path": "all_images/BUSI_0104_B.png",
+      "mask_rel_path": "all_masks/BUSI_0104_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0105_B.png",
+      "image_rel_path": "all_images/BUSI_0105_B.png",
+      "mask_rel_path": "all_masks/BUSI_0105_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0129_M.png",
+      "image_rel_path": "all_images/BUSI_0129_M.png",
+      "mask_rel_path": "all_masks/BUSI_0129_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0151_M.png",
+      "image_rel_path": "all_images/BUSI_0151_M.png",
+      "mask_rel_path": "all_masks/BUSI_0151_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0235_B.png",
+      "image_rel_path": "all_images/BUSI_0235_B.png",
+      "mask_rel_path": "all_masks/BUSI_0235_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0436_B.png",
+      "image_rel_path": "all_images/BUSI_0436_B.png",
+      "mask_rel_path": "all_masks/BUSI_0436_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0091_B.png",
+      "image_rel_path": "all_images/BUSI_0091_B.png",
+      "mask_rel_path": "all_masks/BUSI_0091_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0052_B.png",
+      "image_rel_path": "all_images/BUSI_0052_B.png",
+      "mask_rel_path": "all_masks/BUSI_0052_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0145_B.png",
+      "image_rel_path": "all_images/BUSI_0145_B.png",
+      "mask_rel_path": "all_masks/BUSI_0145_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0046_B.png",
+      "image_rel_path": "all_images/BUSI_0046_B.png",
+      "mask_rel_path": "all_masks/BUSI_0046_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0160_B.png",
+      "image_rel_path": "all_images/BUSI_0160_B.png",
+      "mask_rel_path": "all_masks/BUSI_0160_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0095_M.png",
+      "image_rel_path": "all_images/BUSI_0095_M.png",
+      "mask_rel_path": "all_masks/BUSI_0095_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0138_M.png",
+      "image_rel_path": "all_images/BUSI_0138_M.png",
+      "mask_rel_path": "all_masks/BUSI_0138_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0225_B.png",
+      "image_rel_path": "all_images/BUSI_0225_B.png",
+      "mask_rel_path": "all_masks/BUSI_0225_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0125_M.png",
+      "image_rel_path": "all_images/BUSI_0125_M.png",
+      "mask_rel_path": "all_masks/BUSI_0125_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0035_B.png",
+      "image_rel_path": "all_images/BUSI_0035_B.png",
+      "mask_rel_path": "all_masks/BUSI_0035_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0407_B.png",
+      "image_rel_path": "all_images/BUSI_0407_B.png",
+      "mask_rel_path": "all_masks/BUSI_0407_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0161_M.png",
+      "image_rel_path": "all_images/BUSI_0161_M.png",
+      "mask_rel_path": "all_masks/BUSI_0161_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0220_B.png",
+      "image_rel_path": "all_images/BUSI_0220_B.png",
+      "mask_rel_path": "all_masks/BUSI_0220_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0146_B.png",
+      "image_rel_path": "all_images/BUSI_0146_B.png",
+      "mask_rel_path": "all_masks/BUSI_0146_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0215_B.png",
+      "image_rel_path": "all_images/BUSI_0215_B.png",
+      "mask_rel_path": "all_masks/BUSI_0215_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0025_M.png",
+      "image_rel_path": "all_images/BUSI_0025_M.png",
+      "mask_rel_path": "all_masks/BUSI_0025_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0333_B.png",
+      "image_rel_path": "all_images/BUSI_0333_B.png",
+      "mask_rel_path": "all_masks/BUSI_0333_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0011_M.png",
+      "image_rel_path": "all_images/BUSI_0011_M.png",
+      "mask_rel_path": "all_masks/BUSI_0011_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0080_M.png",
+      "image_rel_path": "all_images/BUSI_0080_M.png",
+      "mask_rel_path": "all_masks/BUSI_0080_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0435_B.png",
+      "image_rel_path": "all_images/BUSI_0435_B.png",
+      "mask_rel_path": "all_masks/BUSI_0435_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0187_B.png",
+      "image_rel_path": "all_images/BUSI_0187_B.png",
+      "mask_rel_path": "all_masks/BUSI_0187_B.png"
+    },
+    {
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+      "mask_rel_path": "all_masks/BUSI_0192_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0239_B.png",
+      "image_rel_path": "all_images/BUSI_0239_B.png",
+      "mask_rel_path": "all_masks/BUSI_0239_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0008_M.png",
+      "image_rel_path": "all_images/BUSI_0008_M.png",
+      "mask_rel_path": "all_masks/BUSI_0008_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0054_B.png",
+      "image_rel_path": "all_images/BUSI_0054_B.png",
+      "mask_rel_path": "all_masks/BUSI_0054_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0266_B.png",
+      "image_rel_path": "all_images/BUSI_0266_B.png",
+      "mask_rel_path": "all_masks/BUSI_0266_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0064_M.png",
+      "image_rel_path": "all_images/BUSI_0064_M.png",
+      "mask_rel_path": "all_masks/BUSI_0064_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0333_B.png",
+      "image_rel_path": "all_images/BUSI_0333_B.png",
+      "mask_rel_path": "all_masks/BUSI_0333_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0108_M.png",
+      "image_rel_path": "all_images/BUSI_0108_M.png",
+      "mask_rel_path": "all_masks/BUSI_0108_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0080_M.png",
+      "image_rel_path": "all_images/BUSI_0080_M.png",
+      "mask_rel_path": "all_masks/BUSI_0080_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0204_M.png",
+      "image_rel_path": "all_images/BUSI_0204_M.png",
+      "mask_rel_path": "all_masks/BUSI_0204_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0104_B.png",
+      "image_rel_path": "all_images/BUSI_0104_B.png",
+      "mask_rel_path": "all_masks/BUSI_0104_B.png"
+    }
+  ],
+  "val_records": [
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0052_M.png",
+      "image_rel_path": "all_images/BUSI_0052_M.png",
+      "mask_rel_path": "all_masks/BUSI_0052_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0116_M.png",
+      "image_rel_path": "all_images/BUSI_0116_M.png",
+      "mask_rel_path": "all_masks/BUSI_0116_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0175_B.png",
+      "image_rel_path": "all_images/BUSI_0175_B.png",
+      "mask_rel_path": "all_masks/BUSI_0175_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0069_M.png",
+      "image_rel_path": "all_images/BUSI_0069_M.png",
+      "mask_rel_path": "all_masks/BUSI_0069_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0098_B.png",
+      "image_rel_path": "all_images/BUSI_0098_B.png",
+      "mask_rel_path": "all_masks/BUSI_0098_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0029_B.png",
+      "image_rel_path": "all_images/BUSI_0029_B.png",
+      "mask_rel_path": "all_masks/BUSI_0029_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0208_B.png",
+      "image_rel_path": "all_images/BUSI_0208_B.png",
+      "mask_rel_path": "all_masks/BUSI_0208_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0074_M.png",
+      "image_rel_path": "all_images/BUSI_0074_M.png",
+      "mask_rel_path": "all_masks/BUSI_0074_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0174_M.png",
+      "image_rel_path": "all_images/BUSI_0174_M.png",
+      "mask_rel_path": "all_masks/BUSI_0174_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0153_B.png",
+      "image_rel_path": "all_images/BUSI_0153_B.png",
+      "mask_rel_path": "all_masks/BUSI_0153_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0329_B.png",
+      "image_rel_path": "all_images/BUSI_0329_B.png",
+      "mask_rel_path": "all_masks/BUSI_0329_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0265_B.png",
+      "image_rel_path": "all_images/BUSI_0265_B.png",
+      "mask_rel_path": "all_masks/BUSI_0265_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0390_B.png",
+      "image_rel_path": "all_images/BUSI_0390_B.png",
+      "mask_rel_path": "all_masks/BUSI_0390_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0008_B.png",
+      "image_rel_path": "all_images/BUSI_0008_B.png",
+      "mask_rel_path": "all_masks/BUSI_0008_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0070_M.png",
+      "image_rel_path": "all_images/BUSI_0070_M.png",
+      "mask_rel_path": "all_masks/BUSI_0070_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0029_M.png",
+      "image_rel_path": "all_images/BUSI_0029_M.png",
+      "mask_rel_path": "all_masks/BUSI_0029_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0387_B.png",
+      "image_rel_path": "all_images/BUSI_0387_B.png",
+      "mask_rel_path": "all_masks/BUSI_0387_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0135_M.png",
+      "image_rel_path": "all_images/BUSI_0135_M.png",
+      "mask_rel_path": "all_masks/BUSI_0135_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0033_B.png",
+      "image_rel_path": "all_images/BUSI_0033_B.png",
+      "mask_rel_path": "all_masks/BUSI_0033_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0164_M.png",
+      "image_rel_path": "all_images/BUSI_0164_M.png",
+      "mask_rel_path": "all_masks/BUSI_0164_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0309_B.png",
+      "image_rel_path": "all_images/BUSI_0309_B.png",
+      "mask_rel_path": "all_masks/BUSI_0309_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0347_B.png",
+      "image_rel_path": "all_images/BUSI_0347_B.png",
+      "mask_rel_path": "all_masks/BUSI_0347_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0321_B.png",
+      "image_rel_path": "all_images/BUSI_0321_B.png",
+      "mask_rel_path": "all_masks/BUSI_0321_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0075_M.png",
+      "image_rel_path": "all_images/BUSI_0075_M.png",
+      "mask_rel_path": "all_masks/BUSI_0075_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0386_B.png",
+      "image_rel_path": "all_images/BUSI_0386_B.png",
+      "mask_rel_path": "all_masks/BUSI_0386_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0082_B.png",
+      "image_rel_path": "all_images/BUSI_0082_B.png",
+      "mask_rel_path": "all_masks/BUSI_0082_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0040_B.png",
+      "image_rel_path": "all_images/BUSI_0040_B.png",
+      "mask_rel_path": "all_masks/BUSI_0040_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0022_M.png",
+      "image_rel_path": "all_images/BUSI_0022_M.png",
+      "mask_rel_path": "all_masks/BUSI_0022_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0128_B.png",
+      "image_rel_path": "all_images/BUSI_0128_B.png",
+      "mask_rel_path": "all_masks/BUSI_0128_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0026_M.png",
+      "image_rel_path": "all_images/BUSI_0026_M.png",
+      "mask_rel_path": "all_masks/BUSI_0026_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0099_B.png",
+      "image_rel_path": "all_images/BUSI_0099_B.png",
+      "mask_rel_path": "all_masks/BUSI_0099_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0021_B.png",
+      "image_rel_path": "all_images/BUSI_0021_B.png",
+      "mask_rel_path": "all_masks/BUSI_0021_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0299_B.png",
+      "image_rel_path": "all_images/BUSI_0299_B.png",
+      "mask_rel_path": "all_masks/BUSI_0299_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0241_B.png",
+      "image_rel_path": "all_images/BUSI_0241_B.png",
+      "mask_rel_path": "all_masks/BUSI_0241_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0110_B.png",
+      "image_rel_path": "all_images/BUSI_0110_B.png",
+      "mask_rel_path": "all_masks/BUSI_0110_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0222_B.png",
+      "image_rel_path": "all_images/BUSI_0222_B.png",
+      "mask_rel_path": "all_masks/BUSI_0222_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0334_B.png",
+      "image_rel_path": "all_images/BUSI_0334_B.png",
+      "mask_rel_path": "all_masks/BUSI_0334_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0114_M.png",
+      "image_rel_path": "all_images/BUSI_0114_M.png",
+      "mask_rel_path": "all_masks/BUSI_0114_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0308_B.png",
+      "image_rel_path": "all_images/BUSI_0308_B.png",
+      "mask_rel_path": "all_masks/BUSI_0308_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0276_B.png",
+      "image_rel_path": "all_images/BUSI_0276_B.png",
+      "mask_rel_path": "all_masks/BUSI_0276_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0207_M.png",
+      "image_rel_path": "all_images/BUSI_0207_M.png",
+      "mask_rel_path": "all_masks/BUSI_0207_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0228_B.png",
+      "image_rel_path": "all_images/BUSI_0228_B.png",
+      "mask_rel_path": "all_masks/BUSI_0228_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0110_M.png",
+      "image_rel_path": "all_images/BUSI_0110_M.png",
+      "mask_rel_path": "all_masks/BUSI_0110_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0365_B.png",
+      "image_rel_path": "all_images/BUSI_0365_B.png",
+      "mask_rel_path": "all_masks/BUSI_0365_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0115_M.png",
+      "image_rel_path": "all_images/BUSI_0115_M.png",
+      "mask_rel_path": "all_masks/BUSI_0115_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0340_B.png",
+      "image_rel_path": "all_images/BUSI_0340_B.png",
+      "mask_rel_path": "all_masks/BUSI_0340_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0113_M.png",
+      "image_rel_path": "all_images/BUSI_0113_M.png",
+      "mask_rel_path": "all_masks/BUSI_0113_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0094_M.png",
+      "image_rel_path": "all_images/BUSI_0094_M.png",
+      "mask_rel_path": "all_masks/BUSI_0094_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0252_B.png",
+      "image_rel_path": "all_images/BUSI_0252_B.png",
+      "mask_rel_path": "all_masks/BUSI_0252_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0028_B.png",
+      "image_rel_path": "all_images/BUSI_0028_B.png",
+      "mask_rel_path": "all_masks/BUSI_0028_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0133_M.png",
+      "image_rel_path": "all_images/BUSI_0133_M.png",
+      "mask_rel_path": "all_masks/BUSI_0133_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0278_B.png",
+      "image_rel_path": "all_images/BUSI_0278_B.png",
+      "mask_rel_path": "all_masks/BUSI_0278_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0072_B.png",
+      "image_rel_path": "all_images/BUSI_0072_B.png",
+      "mask_rel_path": "all_masks/BUSI_0072_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0093_M.png",
+      "image_rel_path": "all_images/BUSI_0093_M.png",
+      "mask_rel_path": "all_masks/BUSI_0093_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0316_B.png",
+      "image_rel_path": "all_images/BUSI_0316_B.png",
+      "mask_rel_path": "all_masks/BUSI_0316_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0281_B.png",
+      "image_rel_path": "all_images/BUSI_0281_B.png",
+      "mask_rel_path": "all_masks/BUSI_0281_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0055_B.png",
+      "image_rel_path": "all_images/BUSI_0055_B.png",
+      "mask_rel_path": "all_masks/BUSI_0055_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0061_B.png",
+      "image_rel_path": "all_images/BUSI_0061_B.png",
+      "mask_rel_path": "all_masks/BUSI_0061_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0285_B.png",
+      "image_rel_path": "all_images/BUSI_0285_B.png",
+      "mask_rel_path": "all_masks/BUSI_0285_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0273_B.png",
+      "image_rel_path": "all_images/BUSI_0273_B.png",
+      "mask_rel_path": "all_masks/BUSI_0273_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0049_B.png",
+      "image_rel_path": "all_images/BUSI_0049_B.png",
+      "mask_rel_path": "all_masks/BUSI_0049_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0302_B.png",
+      "image_rel_path": "all_images/BUSI_0302_B.png",
+      "mask_rel_path": "all_masks/BUSI_0302_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0374_B.png",
+      "image_rel_path": "all_images/BUSI_0374_B.png",
+      "mask_rel_path": "all_masks/BUSI_0374_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0335_B.png",
+      "image_rel_path": "all_images/BUSI_0335_B.png",
+      "mask_rel_path": "all_masks/BUSI_0335_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_030_repeat_01.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_030_repeat_01.json
new file mode 100644
index 0000000000000000000000000000000000000000..da0678f774873a39d1722f1e9e8a1235b288b95b
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_030_repeat_01.json
@@ -0,0 +1,4868 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0114_B.png",
+      "image_rel_path": "all_images/BUSI_0114_B.png",
+      "mask_rel_path": "all_masks/BUSI_0114_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0002_B.png",
+      "image_rel_path": "all_images/BUSI_0002_B.png",
+      "mask_rel_path": "all_masks/BUSI_0002_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0136_M.png",
+      "image_rel_path": "all_images/BUSI_0136_M.png",
+      "mask_rel_path": "all_masks/BUSI_0136_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0018_M.png",
+      "image_rel_path": "all_images/BUSI_0018_M.png",
+      "mask_rel_path": "all_masks/BUSI_0018_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0328_B.png",
+      "image_rel_path": "all_images/BUSI_0328_B.png",
+      "mask_rel_path": "all_masks/BUSI_0328_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0290_B.png",
+      "image_rel_path": "all_images/BUSI_0290_B.png",
+      "mask_rel_path": "all_masks/BUSI_0290_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0207_B.png",
+      "image_rel_path": "all_images/BUSI_0207_B.png",
+      "mask_rel_path": "all_masks/BUSI_0207_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0149_B.png",
+      "image_rel_path": "all_images/BUSI_0149_B.png",
+      "mask_rel_path": "all_masks/BUSI_0149_B.png"
+    },
+    {
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+      "class_label": "malignant",
+      "filename": "BUSI_0094_M.png",
+      "image_rel_path": "all_images/BUSI_0094_M.png",
+      "mask_rel_path": "all_masks/BUSI_0094_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0252_B.png",
+      "image_rel_path": "all_images/BUSI_0252_B.png",
+      "mask_rel_path": "all_masks/BUSI_0252_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0028_B.png",
+      "image_rel_path": "all_images/BUSI_0028_B.png",
+      "mask_rel_path": "all_masks/BUSI_0028_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0133_M.png",
+      "image_rel_path": "all_images/BUSI_0133_M.png",
+      "mask_rel_path": "all_masks/BUSI_0133_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0278_B.png",
+      "image_rel_path": "all_images/BUSI_0278_B.png",
+      "mask_rel_path": "all_masks/BUSI_0278_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0072_B.png",
+      "image_rel_path": "all_images/BUSI_0072_B.png",
+      "mask_rel_path": "all_masks/BUSI_0072_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0093_M.png",
+      "image_rel_path": "all_images/BUSI_0093_M.png",
+      "mask_rel_path": "all_masks/BUSI_0093_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0316_B.png",
+      "image_rel_path": "all_images/BUSI_0316_B.png",
+      "mask_rel_path": "all_masks/BUSI_0316_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0281_B.png",
+      "image_rel_path": "all_images/BUSI_0281_B.png",
+      "mask_rel_path": "all_masks/BUSI_0281_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0055_B.png",
+      "image_rel_path": "all_images/BUSI_0055_B.png",
+      "mask_rel_path": "all_masks/BUSI_0055_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0061_B.png",
+      "image_rel_path": "all_images/BUSI_0061_B.png",
+      "mask_rel_path": "all_masks/BUSI_0061_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0285_B.png",
+      "image_rel_path": "all_images/BUSI_0285_B.png",
+      "mask_rel_path": "all_masks/BUSI_0285_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0273_B.png",
+      "image_rel_path": "all_images/BUSI_0273_B.png",
+      "mask_rel_path": "all_masks/BUSI_0273_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0049_B.png",
+      "image_rel_path": "all_images/BUSI_0049_B.png",
+      "mask_rel_path": "all_masks/BUSI_0049_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0302_B.png",
+      "image_rel_path": "all_images/BUSI_0302_B.png",
+      "mask_rel_path": "all_masks/BUSI_0302_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0374_B.png",
+      "image_rel_path": "all_images/BUSI_0374_B.png",
+      "mask_rel_path": "all_masks/BUSI_0374_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0335_B.png",
+      "image_rel_path": "all_images/BUSI_0335_B.png",
+      "mask_rel_path": "all_masks/BUSI_0335_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_030_repeat_02.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_030_repeat_02.json
new file mode 100644
index 0000000000000000000000000000000000000000..288a3c229771c46533575cb64ecf09ccf6a672e9
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_030_repeat_02.json
@@ -0,0 +1,4867 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0114_B.png",
+      "image_rel_path": "all_images/BUSI_0114_B.png",
+      "mask_rel_path": "all_masks/BUSI_0114_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0002_B.png",
+      "image_rel_path": "all_images/BUSI_0002_B.png",
+      "mask_rel_path": "all_masks/BUSI_0002_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0136_M.png",
+      "image_rel_path": "all_images/BUSI_0136_M.png",
+      "mask_rel_path": "all_masks/BUSI_0136_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0018_M.png",
+      "image_rel_path": "all_images/BUSI_0018_M.png",
+      "mask_rel_path": "all_masks/BUSI_0018_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0328_B.png",
+      "image_rel_path": "all_images/BUSI_0328_B.png",
+      "mask_rel_path": "all_masks/BUSI_0328_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0290_B.png",
+      "image_rel_path": "all_images/BUSI_0290_B.png",
+      "mask_rel_path": "all_masks/BUSI_0290_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0207_B.png",
+      "image_rel_path": "all_images/BUSI_0207_B.png",
+      "mask_rel_path": "all_masks/BUSI_0207_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0149_B.png",
+      "image_rel_path": "all_images/BUSI_0149_B.png",
+      "mask_rel_path": "all_masks/BUSI_0149_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0246_B.png",
+      "image_rel_path": "all_images/BUSI_0246_B.png",
+      "mask_rel_path": "all_masks/BUSI_0246_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0028_M.png",
+      "image_rel_path": "all_images/BUSI_0028_M.png",
+      "mask_rel_path": "all_masks/BUSI_0028_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0053_B.png",
+      "image_rel_path": "all_images/BUSI_0053_B.png",
+      "mask_rel_path": "all_masks/BUSI_0053_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0338_B.png",
+      "image_rel_path": "all_images/BUSI_0338_B.png",
+      "mask_rel_path": "all_masks/BUSI_0338_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0083_M.png",
+      "image_rel_path": "all_images/BUSI_0083_M.png",
+      "mask_rel_path": "all_masks/BUSI_0083_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0294_B.png",
+      "image_rel_path": "all_images/BUSI_0294_B.png",
+      "mask_rel_path": "all_masks/BUSI_0294_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0024_M.png",
+      "image_rel_path": "all_images/BUSI_0024_M.png",
+      "mask_rel_path": "all_masks/BUSI_0024_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0036_M.png",
+      "image_rel_path": "all_images/BUSI_0036_M.png",
+      "mask_rel_path": "all_masks/BUSI_0036_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0001_M.png",
+      "image_rel_path": "all_images/BUSI_0001_M.png",
+      "mask_rel_path": "all_masks/BUSI_0001_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0032_M.png",
+      "image_rel_path": "all_images/BUSI_0032_M.png",
+      "mask_rel_path": "all_masks/BUSI_0032_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0332_B.png",
+      "image_rel_path": "all_images/BUSI_0332_B.png",
+      "mask_rel_path": "all_masks/BUSI_0332_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0104_B.png",
+      "image_rel_path": "all_images/BUSI_0104_B.png",
+      "mask_rel_path": "all_masks/BUSI_0104_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0105_B.png",
+      "image_rel_path": "all_images/BUSI_0105_B.png",
+      "mask_rel_path": "all_masks/BUSI_0105_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0129_M.png",
+      "image_rel_path": "all_images/BUSI_0129_M.png",
+      "mask_rel_path": "all_masks/BUSI_0129_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0151_M.png",
+      "image_rel_path": "all_images/BUSI_0151_M.png",
+      "mask_rel_path": "all_masks/BUSI_0151_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0235_B.png",
+      "image_rel_path": "all_images/BUSI_0235_B.png",
+      "mask_rel_path": "all_masks/BUSI_0235_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0436_B.png",
+      "image_rel_path": "all_images/BUSI_0436_B.png",
+      "mask_rel_path": "all_masks/BUSI_0436_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0091_B.png",
+      "image_rel_path": "all_images/BUSI_0091_B.png",
+      "mask_rel_path": "all_masks/BUSI_0091_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0052_B.png",
+      "image_rel_path": "all_images/BUSI_0052_B.png",
+      "mask_rel_path": "all_masks/BUSI_0052_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0145_B.png",
+      "image_rel_path": "all_images/BUSI_0145_B.png",
+      "mask_rel_path": "all_masks/BUSI_0145_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0046_B.png",
+      "image_rel_path": "all_images/BUSI_0046_B.png",
+      "mask_rel_path": "all_masks/BUSI_0046_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0160_B.png",
+      "image_rel_path": "all_images/BUSI_0160_B.png",
+      "mask_rel_path": "all_masks/BUSI_0160_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0095_M.png",
+      "image_rel_path": "all_images/BUSI_0095_M.png",
+      "mask_rel_path": "all_masks/BUSI_0095_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0138_M.png",
+      "image_rel_path": "all_images/BUSI_0138_M.png",
+      "mask_rel_path": "all_masks/BUSI_0138_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0225_B.png",
+      "image_rel_path": "all_images/BUSI_0225_B.png",
+      "mask_rel_path": "all_masks/BUSI_0225_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0125_M.png",
+      "image_rel_path": "all_images/BUSI_0125_M.png",
+      "mask_rel_path": "all_masks/BUSI_0125_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0035_B.png",
+      "image_rel_path": "all_images/BUSI_0035_B.png",
+      "mask_rel_path": "all_masks/BUSI_0035_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0407_B.png",
+      "image_rel_path": "all_images/BUSI_0407_B.png",
+      "mask_rel_path": "all_masks/BUSI_0407_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0161_M.png",
+      "image_rel_path": "all_images/BUSI_0161_M.png",
+      "mask_rel_path": "all_masks/BUSI_0161_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0220_B.png",
+      "image_rel_path": "all_images/BUSI_0220_B.png",
+      "mask_rel_path": "all_masks/BUSI_0220_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0146_B.png",
+      "image_rel_path": "all_images/BUSI_0146_B.png",
+      "mask_rel_path": "all_masks/BUSI_0146_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0215_B.png",
+      "image_rel_path": "all_images/BUSI_0215_B.png",
+      "mask_rel_path": "all_masks/BUSI_0215_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0025_M.png",
+      "image_rel_path": "all_images/BUSI_0025_M.png",
+      "mask_rel_path": "all_masks/BUSI_0025_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0333_B.png",
+      "image_rel_path": "all_images/BUSI_0333_B.png",
+      "mask_rel_path": "all_masks/BUSI_0333_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0011_M.png",
+      "image_rel_path": "all_images/BUSI_0011_M.png",
+      "mask_rel_path": "all_masks/BUSI_0011_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0080_M.png",
+      "image_rel_path": "all_images/BUSI_0080_M.png",
+      "mask_rel_path": "all_masks/BUSI_0080_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0435_B.png",
+      "image_rel_path": "all_images/BUSI_0435_B.png",
+      "mask_rel_path": "all_masks/BUSI_0435_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0187_B.png",
+      "image_rel_path": "all_images/BUSI_0187_B.png",
+      "mask_rel_path": "all_masks/BUSI_0187_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0103_B.png",
+      "image_rel_path": "all_images/BUSI_0103_B.png",
+      "mask_rel_path": "all_masks/BUSI_0103_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0411_B.png",
+      "image_rel_path": "all_images/BUSI_0411_B.png",
+      "mask_rel_path": "all_masks/BUSI_0411_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0416_B.png",
+      "image_rel_path": "all_images/BUSI_0416_B.png",
+      "mask_rel_path": "all_masks/BUSI_0416_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0076_B.png",
+      "image_rel_path": "all_images/BUSI_0076_B.png",
+      "mask_rel_path": "all_masks/BUSI_0076_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0305_B.png",
+      "image_rel_path": "all_images/BUSI_0305_B.png",
+      "mask_rel_path": "all_masks/BUSI_0305_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0257_B.png",
+      "image_rel_path": "all_images/BUSI_0257_B.png",
+      "mask_rel_path": "all_masks/BUSI_0257_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0131_B.png",
+      "image_rel_path": "all_images/BUSI_0131_B.png",
+      "mask_rel_path": "all_masks/BUSI_0131_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0211_B.png",
+      "image_rel_path": "all_images/BUSI_0211_B.png",
+      "mask_rel_path": "all_masks/BUSI_0211_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0377_B.png",
+      "image_rel_path": "all_images/BUSI_0377_B.png",
+      "mask_rel_path": "all_masks/BUSI_0377_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0259_B.png",
+      "image_rel_path": "all_images/BUSI_0259_B.png",
+      "mask_rel_path": "all_masks/BUSI_0259_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0183_M.png",
+      "image_rel_path": "all_images/BUSI_0183_M.png",
+      "mask_rel_path": "all_masks/BUSI_0183_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0081_B.png",
+      "image_rel_path": "all_images/BUSI_0081_B.png",
+      "mask_rel_path": "all_masks/BUSI_0081_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0039_M.png",
+      "image_rel_path": "all_images/BUSI_0039_M.png",
+      "mask_rel_path": "all_masks/BUSI_0039_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0050_B.png",
+      "image_rel_path": "all_images/BUSI_0050_B.png",
+      "mask_rel_path": "all_masks/BUSI_0050_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0122_M.png",
+      "image_rel_path": "all_images/BUSI_0122_M.png",
+      "mask_rel_path": "all_masks/BUSI_0122_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0099_M.png",
+      "image_rel_path": "all_images/BUSI_0099_M.png",
+      "mask_rel_path": "all_masks/BUSI_0099_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0420_B.png",
+      "image_rel_path": "all_images/BUSI_0420_B.png",
+      "mask_rel_path": "all_masks/BUSI_0420_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0154_M.png",
+      "image_rel_path": "all_images/BUSI_0154_M.png",
+      "mask_rel_path": "all_masks/BUSI_0154_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0118_M.png",
+      "image_rel_path": "all_images/BUSI_0118_M.png",
+      "mask_rel_path": "all_masks/BUSI_0118_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0282_B.png",
+      "image_rel_path": "all_images/BUSI_0282_B.png",
+      "mask_rel_path": "all_masks/BUSI_0282_B.png"
+    },
+    {
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+      "filename": "BUSI_0033_B.png",
+      "image_rel_path": "all_images/BUSI_0033_B.png",
+      "mask_rel_path": "all_masks/BUSI_0033_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0164_M.png",
+      "image_rel_path": "all_images/BUSI_0164_M.png",
+      "mask_rel_path": "all_masks/BUSI_0164_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0309_B.png",
+      "image_rel_path": "all_images/BUSI_0309_B.png",
+      "mask_rel_path": "all_masks/BUSI_0309_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0347_B.png",
+      "image_rel_path": "all_images/BUSI_0347_B.png",
+      "mask_rel_path": "all_masks/BUSI_0347_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0321_B.png",
+      "image_rel_path": "all_images/BUSI_0321_B.png",
+      "mask_rel_path": "all_masks/BUSI_0321_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0075_M.png",
+      "image_rel_path": "all_images/BUSI_0075_M.png",
+      "mask_rel_path": "all_masks/BUSI_0075_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0386_B.png",
+      "image_rel_path": "all_images/BUSI_0386_B.png",
+      "mask_rel_path": "all_masks/BUSI_0386_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0082_B.png",
+      "image_rel_path": "all_images/BUSI_0082_B.png",
+      "mask_rel_path": "all_masks/BUSI_0082_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0040_B.png",
+      "image_rel_path": "all_images/BUSI_0040_B.png",
+      "mask_rel_path": "all_masks/BUSI_0040_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0022_M.png",
+      "image_rel_path": "all_images/BUSI_0022_M.png",
+      "mask_rel_path": "all_masks/BUSI_0022_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0128_B.png",
+      "image_rel_path": "all_images/BUSI_0128_B.png",
+      "mask_rel_path": "all_masks/BUSI_0128_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0026_M.png",
+      "image_rel_path": "all_images/BUSI_0026_M.png",
+      "mask_rel_path": "all_masks/BUSI_0026_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0099_B.png",
+      "image_rel_path": "all_images/BUSI_0099_B.png",
+      "mask_rel_path": "all_masks/BUSI_0099_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0021_B.png",
+      "image_rel_path": "all_images/BUSI_0021_B.png",
+      "mask_rel_path": "all_masks/BUSI_0021_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0299_B.png",
+      "image_rel_path": "all_images/BUSI_0299_B.png",
+      "mask_rel_path": "all_masks/BUSI_0299_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0241_B.png",
+      "image_rel_path": "all_images/BUSI_0241_B.png",
+      "mask_rel_path": "all_masks/BUSI_0241_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0110_B.png",
+      "image_rel_path": "all_images/BUSI_0110_B.png",
+      "mask_rel_path": "all_masks/BUSI_0110_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0222_B.png",
+      "image_rel_path": "all_images/BUSI_0222_B.png",
+      "mask_rel_path": "all_masks/BUSI_0222_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0334_B.png",
+      "image_rel_path": "all_images/BUSI_0334_B.png",
+      "mask_rel_path": "all_masks/BUSI_0334_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0114_M.png",
+      "image_rel_path": "all_images/BUSI_0114_M.png",
+      "mask_rel_path": "all_masks/BUSI_0114_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0308_B.png",
+      "image_rel_path": "all_images/BUSI_0308_B.png",
+      "mask_rel_path": "all_masks/BUSI_0308_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0276_B.png",
+      "image_rel_path": "all_images/BUSI_0276_B.png",
+      "mask_rel_path": "all_masks/BUSI_0276_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0207_M.png",
+      "image_rel_path": "all_images/BUSI_0207_M.png",
+      "mask_rel_path": "all_masks/BUSI_0207_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0228_B.png",
+      "image_rel_path": "all_images/BUSI_0228_B.png",
+      "mask_rel_path": "all_masks/BUSI_0228_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0110_M.png",
+      "image_rel_path": "all_images/BUSI_0110_M.png",
+      "mask_rel_path": "all_masks/BUSI_0110_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0365_B.png",
+      "image_rel_path": "all_images/BUSI_0365_B.png",
+      "mask_rel_path": "all_masks/BUSI_0365_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0115_M.png",
+      "image_rel_path": "all_images/BUSI_0115_M.png",
+      "mask_rel_path": "all_masks/BUSI_0115_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0340_B.png",
+      "image_rel_path": "all_images/BUSI_0340_B.png",
+      "mask_rel_path": "all_masks/BUSI_0340_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0113_M.png",
+      "image_rel_path": "all_images/BUSI_0113_M.png",
+      "mask_rel_path": "all_masks/BUSI_0113_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0094_M.png",
+      "image_rel_path": "all_images/BUSI_0094_M.png",
+      "mask_rel_path": "all_masks/BUSI_0094_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0252_B.png",
+      "image_rel_path": "all_images/BUSI_0252_B.png",
+      "mask_rel_path": "all_masks/BUSI_0252_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0028_B.png",
+      "image_rel_path": "all_images/BUSI_0028_B.png",
+      "mask_rel_path": "all_masks/BUSI_0028_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0133_M.png",
+      "image_rel_path": "all_images/BUSI_0133_M.png",
+      "mask_rel_path": "all_masks/BUSI_0133_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0278_B.png",
+      "image_rel_path": "all_images/BUSI_0278_B.png",
+      "mask_rel_path": "all_masks/BUSI_0278_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0072_B.png",
+      "image_rel_path": "all_images/BUSI_0072_B.png",
+      "mask_rel_path": "all_masks/BUSI_0072_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0093_M.png",
+      "image_rel_path": "all_images/BUSI_0093_M.png",
+      "mask_rel_path": "all_masks/BUSI_0093_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0316_B.png",
+      "image_rel_path": "all_images/BUSI_0316_B.png",
+      "mask_rel_path": "all_masks/BUSI_0316_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0281_B.png",
+      "image_rel_path": "all_images/BUSI_0281_B.png",
+      "mask_rel_path": "all_masks/BUSI_0281_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0055_B.png",
+      "image_rel_path": "all_images/BUSI_0055_B.png",
+      "mask_rel_path": "all_masks/BUSI_0055_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0061_B.png",
+      "image_rel_path": "all_images/BUSI_0061_B.png",
+      "mask_rel_path": "all_masks/BUSI_0061_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0285_B.png",
+      "image_rel_path": "all_images/BUSI_0285_B.png",
+      "mask_rel_path": "all_masks/BUSI_0285_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0273_B.png",
+      "image_rel_path": "all_images/BUSI_0273_B.png",
+      "mask_rel_path": "all_masks/BUSI_0273_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0049_B.png",
+      "image_rel_path": "all_images/BUSI_0049_B.png",
+      "mask_rel_path": "all_masks/BUSI_0049_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0302_B.png",
+      "image_rel_path": "all_images/BUSI_0302_B.png",
+      "mask_rel_path": "all_masks/BUSI_0302_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0374_B.png",
+      "image_rel_path": "all_images/BUSI_0374_B.png",
+      "mask_rel_path": "all_masks/BUSI_0374_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0335_B.png",
+      "image_rel_path": "all_images/BUSI_0335_B.png",
+      "mask_rel_path": "all_masks/BUSI_0335_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_030_repeat_03.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_030_repeat_03.json
new file mode 100644
index 0000000000000000000000000000000000000000..d6f4384495cfc95b5a60810781f788863a9186bb
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_030_repeat_03.json
@@ -0,0 +1,4866 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0114_B.png",
+      "image_rel_path": "all_images/BUSI_0114_B.png",
+      "mask_rel_path": "all_masks/BUSI_0114_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0002_B.png",
+      "image_rel_path": "all_images/BUSI_0002_B.png",
+      "mask_rel_path": "all_masks/BUSI_0002_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0136_M.png",
+      "image_rel_path": "all_images/BUSI_0136_M.png",
+      "mask_rel_path": "all_masks/BUSI_0136_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0018_M.png",
+      "image_rel_path": "all_images/BUSI_0018_M.png",
+      "mask_rel_path": "all_masks/BUSI_0018_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0328_B.png",
+      "image_rel_path": "all_images/BUSI_0328_B.png",
+      "mask_rel_path": "all_masks/BUSI_0328_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0290_B.png",
+      "image_rel_path": "all_images/BUSI_0290_B.png",
+      "mask_rel_path": "all_masks/BUSI_0290_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0207_B.png",
+      "image_rel_path": "all_images/BUSI_0207_B.png",
+      "mask_rel_path": "all_masks/BUSI_0207_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0149_B.png",
+      "image_rel_path": "all_images/BUSI_0149_B.png",
+      "mask_rel_path": "all_masks/BUSI_0149_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0246_B.png",
+      "image_rel_path": "all_images/BUSI_0246_B.png",
+      "mask_rel_path": "all_masks/BUSI_0246_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0028_M.png",
+      "image_rel_path": "all_images/BUSI_0028_M.png",
+      "mask_rel_path": "all_masks/BUSI_0028_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0053_B.png",
+      "image_rel_path": "all_images/BUSI_0053_B.png",
+      "mask_rel_path": "all_masks/BUSI_0053_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0338_B.png",
+      "image_rel_path": "all_images/BUSI_0338_B.png",
+      "mask_rel_path": "all_masks/BUSI_0338_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0083_M.png",
+      "image_rel_path": "all_images/BUSI_0083_M.png",
+      "mask_rel_path": "all_masks/BUSI_0083_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0294_B.png",
+      "image_rel_path": "all_images/BUSI_0294_B.png",
+      "mask_rel_path": "all_masks/BUSI_0294_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0024_M.png",
+      "image_rel_path": "all_images/BUSI_0024_M.png",
+      "mask_rel_path": "all_masks/BUSI_0024_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0036_M.png",
+      "image_rel_path": "all_images/BUSI_0036_M.png",
+      "mask_rel_path": "all_masks/BUSI_0036_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0001_M.png",
+      "image_rel_path": "all_images/BUSI_0001_M.png",
+      "mask_rel_path": "all_masks/BUSI_0001_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0032_M.png",
+      "image_rel_path": "all_images/BUSI_0032_M.png",
+      "mask_rel_path": "all_masks/BUSI_0032_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0332_B.png",
+      "image_rel_path": "all_images/BUSI_0332_B.png",
+      "mask_rel_path": "all_masks/BUSI_0332_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0104_B.png",
+      "image_rel_path": "all_images/BUSI_0104_B.png",
+      "mask_rel_path": "all_masks/BUSI_0104_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0105_B.png",
+      "image_rel_path": "all_images/BUSI_0105_B.png",
+      "mask_rel_path": "all_masks/BUSI_0105_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0129_M.png",
+      "image_rel_path": "all_images/BUSI_0129_M.png",
+      "mask_rel_path": "all_masks/BUSI_0129_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0151_M.png",
+      "image_rel_path": "all_images/BUSI_0151_M.png",
+      "mask_rel_path": "all_masks/BUSI_0151_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0235_B.png",
+      "image_rel_path": "all_images/BUSI_0235_B.png",
+      "mask_rel_path": "all_masks/BUSI_0235_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0436_B.png",
+      "image_rel_path": "all_images/BUSI_0436_B.png",
+      "mask_rel_path": "all_masks/BUSI_0436_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0091_B.png",
+      "image_rel_path": "all_images/BUSI_0091_B.png",
+      "mask_rel_path": "all_masks/BUSI_0091_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0052_B.png",
+      "image_rel_path": "all_images/BUSI_0052_B.png",
+      "mask_rel_path": "all_masks/BUSI_0052_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0145_B.png",
+      "image_rel_path": "all_images/BUSI_0145_B.png",
+      "mask_rel_path": "all_masks/BUSI_0145_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0046_B.png",
+      "image_rel_path": "all_images/BUSI_0046_B.png",
+      "mask_rel_path": "all_masks/BUSI_0046_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0160_B.png",
+      "image_rel_path": "all_images/BUSI_0160_B.png",
+      "mask_rel_path": "all_masks/BUSI_0160_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0095_M.png",
+      "image_rel_path": "all_images/BUSI_0095_M.png",
+      "mask_rel_path": "all_masks/BUSI_0095_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0138_M.png",
+      "image_rel_path": "all_images/BUSI_0138_M.png",
+      "mask_rel_path": "all_masks/BUSI_0138_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0225_B.png",
+      "image_rel_path": "all_images/BUSI_0225_B.png",
+      "mask_rel_path": "all_masks/BUSI_0225_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0125_M.png",
+      "image_rel_path": "all_images/BUSI_0125_M.png",
+      "mask_rel_path": "all_masks/BUSI_0125_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0035_B.png",
+      "image_rel_path": "all_images/BUSI_0035_B.png",
+      "mask_rel_path": "all_masks/BUSI_0035_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0407_B.png",
+      "image_rel_path": "all_images/BUSI_0407_B.png",
+      "mask_rel_path": "all_masks/BUSI_0407_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0161_M.png",
+      "image_rel_path": "all_images/BUSI_0161_M.png",
+      "mask_rel_path": "all_masks/BUSI_0161_M.png"
+    },
+    {
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+      "filename": "BUSI_0272_B.png",
+      "image_rel_path": "all_images/BUSI_0272_B.png",
+      "mask_rel_path": "all_masks/BUSI_0272_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0072_M.png",
+      "image_rel_path": "all_images/BUSI_0072_M.png",
+      "mask_rel_path": "all_masks/BUSI_0072_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0143_B.png",
+      "image_rel_path": "all_images/BUSI_0143_B.png",
+      "mask_rel_path": "all_masks/BUSI_0143_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0212_B.png",
+      "image_rel_path": "all_images/BUSI_0212_B.png",
+      "mask_rel_path": "all_masks/BUSI_0212_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0122_M.png",
+      "image_rel_path": "all_images/BUSI_0122_M.png",
+      "mask_rel_path": "all_masks/BUSI_0122_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0177_M.png",
+      "image_rel_path": "all_images/BUSI_0177_M.png",
+      "mask_rel_path": "all_masks/BUSI_0177_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0199_B.png",
+      "image_rel_path": "all_images/BUSI_0199_B.png",
+      "mask_rel_path": "all_masks/BUSI_0199_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0218_B.png",
+      "image_rel_path": "all_images/BUSI_0218_B.png",
+      "mask_rel_path": "all_masks/BUSI_0218_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0080_M.png",
+      "image_rel_path": "all_images/BUSI_0080_M.png",
+      "mask_rel_path": "all_masks/BUSI_0080_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0131_M.png",
+      "image_rel_path": "all_images/BUSI_0131_M.png",
+      "mask_rel_path": "all_masks/BUSI_0131_M.png"
+    }
+  ],
+  "val_records": [
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0052_M.png",
+      "image_rel_path": "all_images/BUSI_0052_M.png",
+      "mask_rel_path": "all_masks/BUSI_0052_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0116_M.png",
+      "image_rel_path": "all_images/BUSI_0116_M.png",
+      "mask_rel_path": "all_masks/BUSI_0116_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0175_B.png",
+      "image_rel_path": "all_images/BUSI_0175_B.png",
+      "mask_rel_path": "all_masks/BUSI_0175_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0069_M.png",
+      "image_rel_path": "all_images/BUSI_0069_M.png",
+      "mask_rel_path": "all_masks/BUSI_0069_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0098_B.png",
+      "image_rel_path": "all_images/BUSI_0098_B.png",
+      "mask_rel_path": "all_masks/BUSI_0098_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0029_B.png",
+      "image_rel_path": "all_images/BUSI_0029_B.png",
+      "mask_rel_path": "all_masks/BUSI_0029_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0208_B.png",
+      "image_rel_path": "all_images/BUSI_0208_B.png",
+      "mask_rel_path": "all_masks/BUSI_0208_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0074_M.png",
+      "image_rel_path": "all_images/BUSI_0074_M.png",
+      "mask_rel_path": "all_masks/BUSI_0074_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0174_M.png",
+      "image_rel_path": "all_images/BUSI_0174_M.png",
+      "mask_rel_path": "all_masks/BUSI_0174_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0153_B.png",
+      "image_rel_path": "all_images/BUSI_0153_B.png",
+      "mask_rel_path": "all_masks/BUSI_0153_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0329_B.png",
+      "image_rel_path": "all_images/BUSI_0329_B.png",
+      "mask_rel_path": "all_masks/BUSI_0329_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0265_B.png",
+      "image_rel_path": "all_images/BUSI_0265_B.png",
+      "mask_rel_path": "all_masks/BUSI_0265_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0390_B.png",
+      "image_rel_path": "all_images/BUSI_0390_B.png",
+      "mask_rel_path": "all_masks/BUSI_0390_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0008_B.png",
+      "image_rel_path": "all_images/BUSI_0008_B.png",
+      "mask_rel_path": "all_masks/BUSI_0008_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0070_M.png",
+      "image_rel_path": "all_images/BUSI_0070_M.png",
+      "mask_rel_path": "all_masks/BUSI_0070_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0029_M.png",
+      "image_rel_path": "all_images/BUSI_0029_M.png",
+      "mask_rel_path": "all_masks/BUSI_0029_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0387_B.png",
+      "image_rel_path": "all_images/BUSI_0387_B.png",
+      "mask_rel_path": "all_masks/BUSI_0387_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0135_M.png",
+      "image_rel_path": "all_images/BUSI_0135_M.png",
+      "mask_rel_path": "all_masks/BUSI_0135_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0033_B.png",
+      "image_rel_path": "all_images/BUSI_0033_B.png",
+      "mask_rel_path": "all_masks/BUSI_0033_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0164_M.png",
+      "image_rel_path": "all_images/BUSI_0164_M.png",
+      "mask_rel_path": "all_masks/BUSI_0164_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0309_B.png",
+      "image_rel_path": "all_images/BUSI_0309_B.png",
+      "mask_rel_path": "all_masks/BUSI_0309_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0347_B.png",
+      "image_rel_path": "all_images/BUSI_0347_B.png",
+      "mask_rel_path": "all_masks/BUSI_0347_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0321_B.png",
+      "image_rel_path": "all_images/BUSI_0321_B.png",
+      "mask_rel_path": "all_masks/BUSI_0321_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0075_M.png",
+      "image_rel_path": "all_images/BUSI_0075_M.png",
+      "mask_rel_path": "all_masks/BUSI_0075_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0386_B.png",
+      "image_rel_path": "all_images/BUSI_0386_B.png",
+      "mask_rel_path": "all_masks/BUSI_0386_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0082_B.png",
+      "image_rel_path": "all_images/BUSI_0082_B.png",
+      "mask_rel_path": "all_masks/BUSI_0082_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0040_B.png",
+      "image_rel_path": "all_images/BUSI_0040_B.png",
+      "mask_rel_path": "all_masks/BUSI_0040_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0022_M.png",
+      "image_rel_path": "all_images/BUSI_0022_M.png",
+      "mask_rel_path": "all_masks/BUSI_0022_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0128_B.png",
+      "image_rel_path": "all_images/BUSI_0128_B.png",
+      "mask_rel_path": "all_masks/BUSI_0128_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0026_M.png",
+      "image_rel_path": "all_images/BUSI_0026_M.png",
+      "mask_rel_path": "all_masks/BUSI_0026_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0099_B.png",
+      "image_rel_path": "all_images/BUSI_0099_B.png",
+      "mask_rel_path": "all_masks/BUSI_0099_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0021_B.png",
+      "image_rel_path": "all_images/BUSI_0021_B.png",
+      "mask_rel_path": "all_masks/BUSI_0021_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0299_B.png",
+      "image_rel_path": "all_images/BUSI_0299_B.png",
+      "mask_rel_path": "all_masks/BUSI_0299_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0241_B.png",
+      "image_rel_path": "all_images/BUSI_0241_B.png",
+      "mask_rel_path": "all_masks/BUSI_0241_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0110_B.png",
+      "image_rel_path": "all_images/BUSI_0110_B.png",
+      "mask_rel_path": "all_masks/BUSI_0110_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0222_B.png",
+      "image_rel_path": "all_images/BUSI_0222_B.png",
+      "mask_rel_path": "all_masks/BUSI_0222_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0334_B.png",
+      "image_rel_path": "all_images/BUSI_0334_B.png",
+      "mask_rel_path": "all_masks/BUSI_0334_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0114_M.png",
+      "image_rel_path": "all_images/BUSI_0114_M.png",
+      "mask_rel_path": "all_masks/BUSI_0114_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0308_B.png",
+      "image_rel_path": "all_images/BUSI_0308_B.png",
+      "mask_rel_path": "all_masks/BUSI_0308_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0276_B.png",
+      "image_rel_path": "all_images/BUSI_0276_B.png",
+      "mask_rel_path": "all_masks/BUSI_0276_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0207_M.png",
+      "image_rel_path": "all_images/BUSI_0207_M.png",
+      "mask_rel_path": "all_masks/BUSI_0207_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0228_B.png",
+      "image_rel_path": "all_images/BUSI_0228_B.png",
+      "mask_rel_path": "all_masks/BUSI_0228_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0110_M.png",
+      "image_rel_path": "all_images/BUSI_0110_M.png",
+      "mask_rel_path": "all_masks/BUSI_0110_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0365_B.png",
+      "image_rel_path": "all_images/BUSI_0365_B.png",
+      "mask_rel_path": "all_masks/BUSI_0365_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0115_M.png",
+      "image_rel_path": "all_images/BUSI_0115_M.png",
+      "mask_rel_path": "all_masks/BUSI_0115_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0340_B.png",
+      "image_rel_path": "all_images/BUSI_0340_B.png",
+      "mask_rel_path": "all_masks/BUSI_0340_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0113_M.png",
+      "image_rel_path": "all_images/BUSI_0113_M.png",
+      "mask_rel_path": "all_masks/BUSI_0113_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0094_M.png",
+      "image_rel_path": "all_images/BUSI_0094_M.png",
+      "mask_rel_path": "all_masks/BUSI_0094_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0252_B.png",
+      "image_rel_path": "all_images/BUSI_0252_B.png",
+      "mask_rel_path": "all_masks/BUSI_0252_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0028_B.png",
+      "image_rel_path": "all_images/BUSI_0028_B.png",
+      "mask_rel_path": "all_masks/BUSI_0028_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0133_M.png",
+      "image_rel_path": "all_images/BUSI_0133_M.png",
+      "mask_rel_path": "all_masks/BUSI_0133_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0278_B.png",
+      "image_rel_path": "all_images/BUSI_0278_B.png",
+      "mask_rel_path": "all_masks/BUSI_0278_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0072_B.png",
+      "image_rel_path": "all_images/BUSI_0072_B.png",
+      "mask_rel_path": "all_masks/BUSI_0072_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0093_M.png",
+      "image_rel_path": "all_images/BUSI_0093_M.png",
+      "mask_rel_path": "all_masks/BUSI_0093_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0316_B.png",
+      "image_rel_path": "all_images/BUSI_0316_B.png",
+      "mask_rel_path": "all_masks/BUSI_0316_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0281_B.png",
+      "image_rel_path": "all_images/BUSI_0281_B.png",
+      "mask_rel_path": "all_masks/BUSI_0281_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0055_B.png",
+      "image_rel_path": "all_images/BUSI_0055_B.png",
+      "mask_rel_path": "all_masks/BUSI_0055_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0061_B.png",
+      "image_rel_path": "all_images/BUSI_0061_B.png",
+      "mask_rel_path": "all_masks/BUSI_0061_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0285_B.png",
+      "image_rel_path": "all_images/BUSI_0285_B.png",
+      "mask_rel_path": "all_masks/BUSI_0285_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0273_B.png",
+      "image_rel_path": "all_images/BUSI_0273_B.png",
+      "mask_rel_path": "all_masks/BUSI_0273_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0049_B.png",
+      "image_rel_path": "all_images/BUSI_0049_B.png",
+      "mask_rel_path": "all_masks/BUSI_0049_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0302_B.png",
+      "image_rel_path": "all_images/BUSI_0302_B.png",
+      "mask_rel_path": "all_masks/BUSI_0302_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0374_B.png",
+      "image_rel_path": "all_images/BUSI_0374_B.png",
+      "mask_rel_path": "all_masks/BUSI_0374_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0335_B.png",
+      "image_rel_path": "all_images/BUSI_0335_B.png",
+      "mask_rel_path": "all_masks/BUSI_0335_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_050_repeat_01.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_050_repeat_01.json
new file mode 100644
index 0000000000000000000000000000000000000000..75019fcbc8d513b7c05d27f50d66f8411443747a
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_050_repeat_01.json
@@ -0,0 +1,5486 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0114_B.png",
+      "image_rel_path": "all_images/BUSI_0114_B.png",
+      "mask_rel_path": "all_masks/BUSI_0114_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0002_B.png",
+      "image_rel_path": "all_images/BUSI_0002_B.png",
+      "mask_rel_path": "all_masks/BUSI_0002_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0136_M.png",
+      "image_rel_path": "all_images/BUSI_0136_M.png",
+      "mask_rel_path": "all_masks/BUSI_0136_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0018_M.png",
+      "image_rel_path": "all_images/BUSI_0018_M.png",
+      "mask_rel_path": "all_masks/BUSI_0018_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0328_B.png",
+      "image_rel_path": "all_images/BUSI_0328_B.png",
+      "mask_rel_path": "all_masks/BUSI_0328_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0290_B.png",
+      "image_rel_path": "all_images/BUSI_0290_B.png",
+      "mask_rel_path": "all_masks/BUSI_0290_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0207_B.png",
+      "image_rel_path": "all_images/BUSI_0207_B.png",
+      "mask_rel_path": "all_masks/BUSI_0207_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0149_B.png",
+      "image_rel_path": "all_images/BUSI_0149_B.png",
+      "mask_rel_path": "all_masks/BUSI_0149_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0246_B.png",
+      "image_rel_path": "all_images/BUSI_0246_B.png",
+      "mask_rel_path": "all_masks/BUSI_0246_B.png"
+    },
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+      "filename": "BUSI_0299_B.png",
+      "image_rel_path": "all_images/BUSI_0299_B.png",
+      "mask_rel_path": "all_masks/BUSI_0299_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0241_B.png",
+      "image_rel_path": "all_images/BUSI_0241_B.png",
+      "mask_rel_path": "all_masks/BUSI_0241_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0110_B.png",
+      "image_rel_path": "all_images/BUSI_0110_B.png",
+      "mask_rel_path": "all_masks/BUSI_0110_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0222_B.png",
+      "image_rel_path": "all_images/BUSI_0222_B.png",
+      "mask_rel_path": "all_masks/BUSI_0222_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0334_B.png",
+      "image_rel_path": "all_images/BUSI_0334_B.png",
+      "mask_rel_path": "all_masks/BUSI_0334_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0114_M.png",
+      "image_rel_path": "all_images/BUSI_0114_M.png",
+      "mask_rel_path": "all_masks/BUSI_0114_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0308_B.png",
+      "image_rel_path": "all_images/BUSI_0308_B.png",
+      "mask_rel_path": "all_masks/BUSI_0308_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0276_B.png",
+      "image_rel_path": "all_images/BUSI_0276_B.png",
+      "mask_rel_path": "all_masks/BUSI_0276_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0207_M.png",
+      "image_rel_path": "all_images/BUSI_0207_M.png",
+      "mask_rel_path": "all_masks/BUSI_0207_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0228_B.png",
+      "image_rel_path": "all_images/BUSI_0228_B.png",
+      "mask_rel_path": "all_masks/BUSI_0228_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0110_M.png",
+      "image_rel_path": "all_images/BUSI_0110_M.png",
+      "mask_rel_path": "all_masks/BUSI_0110_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0365_B.png",
+      "image_rel_path": "all_images/BUSI_0365_B.png",
+      "mask_rel_path": "all_masks/BUSI_0365_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0115_M.png",
+      "image_rel_path": "all_images/BUSI_0115_M.png",
+      "mask_rel_path": "all_masks/BUSI_0115_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0340_B.png",
+      "image_rel_path": "all_images/BUSI_0340_B.png",
+      "mask_rel_path": "all_masks/BUSI_0340_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0113_M.png",
+      "image_rel_path": "all_images/BUSI_0113_M.png",
+      "mask_rel_path": "all_masks/BUSI_0113_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0094_M.png",
+      "image_rel_path": "all_images/BUSI_0094_M.png",
+      "mask_rel_path": "all_masks/BUSI_0094_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0252_B.png",
+      "image_rel_path": "all_images/BUSI_0252_B.png",
+      "mask_rel_path": "all_masks/BUSI_0252_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0028_B.png",
+      "image_rel_path": "all_images/BUSI_0028_B.png",
+      "mask_rel_path": "all_masks/BUSI_0028_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0133_M.png",
+      "image_rel_path": "all_images/BUSI_0133_M.png",
+      "mask_rel_path": "all_masks/BUSI_0133_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0278_B.png",
+      "image_rel_path": "all_images/BUSI_0278_B.png",
+      "mask_rel_path": "all_masks/BUSI_0278_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0072_B.png",
+      "image_rel_path": "all_images/BUSI_0072_B.png",
+      "mask_rel_path": "all_masks/BUSI_0072_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0093_M.png",
+      "image_rel_path": "all_images/BUSI_0093_M.png",
+      "mask_rel_path": "all_masks/BUSI_0093_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0316_B.png",
+      "image_rel_path": "all_images/BUSI_0316_B.png",
+      "mask_rel_path": "all_masks/BUSI_0316_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0281_B.png",
+      "image_rel_path": "all_images/BUSI_0281_B.png",
+      "mask_rel_path": "all_masks/BUSI_0281_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0055_B.png",
+      "image_rel_path": "all_images/BUSI_0055_B.png",
+      "mask_rel_path": "all_masks/BUSI_0055_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0061_B.png",
+      "image_rel_path": "all_images/BUSI_0061_B.png",
+      "mask_rel_path": "all_masks/BUSI_0061_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0285_B.png",
+      "image_rel_path": "all_images/BUSI_0285_B.png",
+      "mask_rel_path": "all_masks/BUSI_0285_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0273_B.png",
+      "image_rel_path": "all_images/BUSI_0273_B.png",
+      "mask_rel_path": "all_masks/BUSI_0273_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0049_B.png",
+      "image_rel_path": "all_images/BUSI_0049_B.png",
+      "mask_rel_path": "all_masks/BUSI_0049_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0302_B.png",
+      "image_rel_path": "all_images/BUSI_0302_B.png",
+      "mask_rel_path": "all_masks/BUSI_0302_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0374_B.png",
+      "image_rel_path": "all_images/BUSI_0374_B.png",
+      "mask_rel_path": "all_masks/BUSI_0374_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0335_B.png",
+      "image_rel_path": "all_images/BUSI_0335_B.png",
+      "mask_rel_path": "all_masks/BUSI_0335_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_050_repeat_02.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_050_repeat_02.json
new file mode 100644
index 0000000000000000000000000000000000000000..c0344f0300859c91634f1922210f99961011e645
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_050_repeat_02.json
@@ -0,0 +1,5485 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0114_B.png",
+      "image_rel_path": "all_images/BUSI_0114_B.png",
+      "mask_rel_path": "all_masks/BUSI_0114_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0002_B.png",
+      "image_rel_path": "all_images/BUSI_0002_B.png",
+      "mask_rel_path": "all_masks/BUSI_0002_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0136_M.png",
+      "image_rel_path": "all_images/BUSI_0136_M.png",
+      "mask_rel_path": "all_masks/BUSI_0136_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0018_M.png",
+      "image_rel_path": "all_images/BUSI_0018_M.png",
+      "mask_rel_path": "all_masks/BUSI_0018_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0328_B.png",
+      "image_rel_path": "all_images/BUSI_0328_B.png",
+      "mask_rel_path": "all_masks/BUSI_0328_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0290_B.png",
+      "image_rel_path": "all_images/BUSI_0290_B.png",
+      "mask_rel_path": "all_masks/BUSI_0290_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0207_B.png",
+      "image_rel_path": "all_images/BUSI_0207_B.png",
+      "mask_rel_path": "all_masks/BUSI_0207_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0149_B.png",
+      "image_rel_path": "all_images/BUSI_0149_B.png",
+      "mask_rel_path": "all_masks/BUSI_0149_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0246_B.png",
+      "image_rel_path": "all_images/BUSI_0246_B.png",
+      "mask_rel_path": "all_masks/BUSI_0246_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0028_M.png",
+      "image_rel_path": "all_images/BUSI_0028_M.png",
+      "mask_rel_path": "all_masks/BUSI_0028_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0053_B.png",
+      "image_rel_path": "all_images/BUSI_0053_B.png",
+      "mask_rel_path": "all_masks/BUSI_0053_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0338_B.png",
+      "image_rel_path": "all_images/BUSI_0338_B.png",
+      "mask_rel_path": "all_masks/BUSI_0338_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0083_M.png",
+      "image_rel_path": "all_images/BUSI_0083_M.png",
+      "mask_rel_path": "all_masks/BUSI_0083_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0294_B.png",
+      "image_rel_path": "all_images/BUSI_0294_B.png",
+      "mask_rel_path": "all_masks/BUSI_0294_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0024_M.png",
+      "image_rel_path": "all_images/BUSI_0024_M.png",
+      "mask_rel_path": "all_masks/BUSI_0024_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0036_M.png",
+      "image_rel_path": "all_images/BUSI_0036_M.png",
+      "mask_rel_path": "all_masks/BUSI_0036_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0001_M.png",
+      "image_rel_path": "all_images/BUSI_0001_M.png",
+      "mask_rel_path": "all_masks/BUSI_0001_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0032_M.png",
+      "image_rel_path": "all_images/BUSI_0032_M.png",
+      "mask_rel_path": "all_masks/BUSI_0032_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0332_B.png",
+      "image_rel_path": "all_images/BUSI_0332_B.png",
+      "mask_rel_path": "all_masks/BUSI_0332_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0104_B.png",
+      "image_rel_path": "all_images/BUSI_0104_B.png",
+      "mask_rel_path": "all_masks/BUSI_0104_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0105_B.png",
+      "image_rel_path": "all_images/BUSI_0105_B.png",
+      "mask_rel_path": "all_masks/BUSI_0105_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0129_M.png",
+      "image_rel_path": "all_images/BUSI_0129_M.png",
+      "mask_rel_path": "all_masks/BUSI_0129_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0151_M.png",
+      "image_rel_path": "all_images/BUSI_0151_M.png",
+      "mask_rel_path": "all_masks/BUSI_0151_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0235_B.png",
+      "image_rel_path": "all_images/BUSI_0235_B.png",
+      "mask_rel_path": "all_masks/BUSI_0235_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0436_B.png",
+      "image_rel_path": "all_images/BUSI_0436_B.png",
+      "mask_rel_path": "all_masks/BUSI_0436_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0091_B.png",
+      "image_rel_path": "all_images/BUSI_0091_B.png",
+      "mask_rel_path": "all_masks/BUSI_0091_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0052_B.png",
+      "image_rel_path": "all_images/BUSI_0052_B.png",
+      "mask_rel_path": "all_masks/BUSI_0052_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0145_B.png",
+      "image_rel_path": "all_images/BUSI_0145_B.png",
+      "mask_rel_path": "all_masks/BUSI_0145_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0046_B.png",
+      "image_rel_path": "all_images/BUSI_0046_B.png",
+      "mask_rel_path": "all_masks/BUSI_0046_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0160_B.png",
+      "image_rel_path": "all_images/BUSI_0160_B.png",
+      "mask_rel_path": "all_masks/BUSI_0160_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0095_M.png",
+      "image_rel_path": "all_images/BUSI_0095_M.png",
+      "mask_rel_path": "all_masks/BUSI_0095_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0138_M.png",
+      "image_rel_path": "all_images/BUSI_0138_M.png",
+      "mask_rel_path": "all_masks/BUSI_0138_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0225_B.png",
+      "image_rel_path": "all_images/BUSI_0225_B.png",
+      "mask_rel_path": "all_masks/BUSI_0225_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0125_M.png",
+      "image_rel_path": "all_images/BUSI_0125_M.png",
+      "mask_rel_path": "all_masks/BUSI_0125_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0035_B.png",
+      "image_rel_path": "all_images/BUSI_0035_B.png",
+      "mask_rel_path": "all_masks/BUSI_0035_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0407_B.png",
+      "image_rel_path": "all_images/BUSI_0407_B.png",
+      "mask_rel_path": "all_masks/BUSI_0407_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0161_M.png",
+      "image_rel_path": "all_images/BUSI_0161_M.png",
+      "mask_rel_path": "all_masks/BUSI_0161_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0220_B.png",
+      "image_rel_path": "all_images/BUSI_0220_B.png",
+      "mask_rel_path": "all_masks/BUSI_0220_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0146_B.png",
+      "image_rel_path": "all_images/BUSI_0146_B.png",
+      "mask_rel_path": "all_masks/BUSI_0146_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0215_B.png",
+      "image_rel_path": "all_images/BUSI_0215_B.png",
+      "mask_rel_path": "all_masks/BUSI_0215_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0025_M.png",
+      "image_rel_path": "all_images/BUSI_0025_M.png",
+      "mask_rel_path": "all_masks/BUSI_0025_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0333_B.png",
+      "image_rel_path": "all_images/BUSI_0333_B.png",
+      "mask_rel_path": "all_masks/BUSI_0333_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0011_M.png",
+      "image_rel_path": "all_images/BUSI_0011_M.png",
+      "mask_rel_path": "all_masks/BUSI_0011_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0080_M.png",
+      "image_rel_path": "all_images/BUSI_0080_M.png",
+      "mask_rel_path": "all_masks/BUSI_0080_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0435_B.png",
+      "image_rel_path": "all_images/BUSI_0435_B.png",
+      "mask_rel_path": "all_masks/BUSI_0435_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0187_B.png",
+      "image_rel_path": "all_images/BUSI_0187_B.png",
+      "mask_rel_path": "all_masks/BUSI_0187_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0103_B.png",
+      "image_rel_path": "all_images/BUSI_0103_B.png",
+      "mask_rel_path": "all_masks/BUSI_0103_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0411_B.png",
+      "image_rel_path": "all_images/BUSI_0411_B.png",
+      "mask_rel_path": "all_masks/BUSI_0411_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0416_B.png",
+      "image_rel_path": "all_images/BUSI_0416_B.png",
+      "mask_rel_path": "all_masks/BUSI_0416_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0076_B.png",
+      "image_rel_path": "all_images/BUSI_0076_B.png",
+      "mask_rel_path": "all_masks/BUSI_0076_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0305_B.png",
+      "image_rel_path": "all_images/BUSI_0305_B.png",
+      "mask_rel_path": "all_masks/BUSI_0305_B.png"
+    },
+    {
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+      "image_rel_path": "all_images/BUSI_0200_B.png",
+      "mask_rel_path": "all_masks/BUSI_0200_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0071_B.png",
+      "image_rel_path": "all_images/BUSI_0071_B.png",
+      "mask_rel_path": "all_masks/BUSI_0071_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0213_B.png",
+      "image_rel_path": "all_images/BUSI_0213_B.png",
+      "mask_rel_path": "all_masks/BUSI_0213_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0155_B.png",
+      "image_rel_path": "all_images/BUSI_0155_B.png",
+      "mask_rel_path": "all_masks/BUSI_0155_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0113_B.png",
+      "image_rel_path": "all_images/BUSI_0113_B.png",
+      "mask_rel_path": "all_masks/BUSI_0113_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0031_M.png",
+      "image_rel_path": "all_images/BUSI_0031_M.png",
+      "mask_rel_path": "all_masks/BUSI_0031_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0015_B.png",
+      "image_rel_path": "all_images/BUSI_0015_B.png",
+      "mask_rel_path": "all_masks/BUSI_0015_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0032_M.png",
+      "image_rel_path": "all_images/BUSI_0032_M.png",
+      "mask_rel_path": "all_masks/BUSI_0032_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0032_B.png",
+      "image_rel_path": "all_images/BUSI_0032_B.png",
+      "mask_rel_path": "all_masks/BUSI_0032_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0409_B.png",
+      "image_rel_path": "all_images/BUSI_0409_B.png",
+      "mask_rel_path": "all_masks/BUSI_0409_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0184_M.png",
+      "image_rel_path": "all_images/BUSI_0184_M.png",
+      "mask_rel_path": "all_masks/BUSI_0184_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0149_M.png",
+      "image_rel_path": "all_images/BUSI_0149_M.png",
+      "mask_rel_path": "all_masks/BUSI_0149_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0179_B.png",
+      "image_rel_path": "all_images/BUSI_0179_B.png",
+      "mask_rel_path": "all_masks/BUSI_0179_B.png"
+    }
+  ],
+  "val_records": [
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0052_M.png",
+      "image_rel_path": "all_images/BUSI_0052_M.png",
+      "mask_rel_path": "all_masks/BUSI_0052_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0116_M.png",
+      "image_rel_path": "all_images/BUSI_0116_M.png",
+      "mask_rel_path": "all_masks/BUSI_0116_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0175_B.png",
+      "image_rel_path": "all_images/BUSI_0175_B.png",
+      "mask_rel_path": "all_masks/BUSI_0175_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0069_M.png",
+      "image_rel_path": "all_images/BUSI_0069_M.png",
+      "mask_rel_path": "all_masks/BUSI_0069_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0098_B.png",
+      "image_rel_path": "all_images/BUSI_0098_B.png",
+      "mask_rel_path": "all_masks/BUSI_0098_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0029_B.png",
+      "image_rel_path": "all_images/BUSI_0029_B.png",
+      "mask_rel_path": "all_masks/BUSI_0029_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0208_B.png",
+      "image_rel_path": "all_images/BUSI_0208_B.png",
+      "mask_rel_path": "all_masks/BUSI_0208_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0074_M.png",
+      "image_rel_path": "all_images/BUSI_0074_M.png",
+      "mask_rel_path": "all_masks/BUSI_0074_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0174_M.png",
+      "image_rel_path": "all_images/BUSI_0174_M.png",
+      "mask_rel_path": "all_masks/BUSI_0174_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0153_B.png",
+      "image_rel_path": "all_images/BUSI_0153_B.png",
+      "mask_rel_path": "all_masks/BUSI_0153_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0329_B.png",
+      "image_rel_path": "all_images/BUSI_0329_B.png",
+      "mask_rel_path": "all_masks/BUSI_0329_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0265_B.png",
+      "image_rel_path": "all_images/BUSI_0265_B.png",
+      "mask_rel_path": "all_masks/BUSI_0265_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0390_B.png",
+      "image_rel_path": "all_images/BUSI_0390_B.png",
+      "mask_rel_path": "all_masks/BUSI_0390_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0008_B.png",
+      "image_rel_path": "all_images/BUSI_0008_B.png",
+      "mask_rel_path": "all_masks/BUSI_0008_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0070_M.png",
+      "image_rel_path": "all_images/BUSI_0070_M.png",
+      "mask_rel_path": "all_masks/BUSI_0070_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0029_M.png",
+      "image_rel_path": "all_images/BUSI_0029_M.png",
+      "mask_rel_path": "all_masks/BUSI_0029_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0387_B.png",
+      "image_rel_path": "all_images/BUSI_0387_B.png",
+      "mask_rel_path": "all_masks/BUSI_0387_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0135_M.png",
+      "image_rel_path": "all_images/BUSI_0135_M.png",
+      "mask_rel_path": "all_masks/BUSI_0135_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0033_B.png",
+      "image_rel_path": "all_images/BUSI_0033_B.png",
+      "mask_rel_path": "all_masks/BUSI_0033_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0164_M.png",
+      "image_rel_path": "all_images/BUSI_0164_M.png",
+      "mask_rel_path": "all_masks/BUSI_0164_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0309_B.png",
+      "image_rel_path": "all_images/BUSI_0309_B.png",
+      "mask_rel_path": "all_masks/BUSI_0309_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0347_B.png",
+      "image_rel_path": "all_images/BUSI_0347_B.png",
+      "mask_rel_path": "all_masks/BUSI_0347_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0321_B.png",
+      "image_rel_path": "all_images/BUSI_0321_B.png",
+      "mask_rel_path": "all_masks/BUSI_0321_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0075_M.png",
+      "image_rel_path": "all_images/BUSI_0075_M.png",
+      "mask_rel_path": "all_masks/BUSI_0075_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0386_B.png",
+      "image_rel_path": "all_images/BUSI_0386_B.png",
+      "mask_rel_path": "all_masks/BUSI_0386_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0082_B.png",
+      "image_rel_path": "all_images/BUSI_0082_B.png",
+      "mask_rel_path": "all_masks/BUSI_0082_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0040_B.png",
+      "image_rel_path": "all_images/BUSI_0040_B.png",
+      "mask_rel_path": "all_masks/BUSI_0040_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0022_M.png",
+      "image_rel_path": "all_images/BUSI_0022_M.png",
+      "mask_rel_path": "all_masks/BUSI_0022_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0128_B.png",
+      "image_rel_path": "all_images/BUSI_0128_B.png",
+      "mask_rel_path": "all_masks/BUSI_0128_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0026_M.png",
+      "image_rel_path": "all_images/BUSI_0026_M.png",
+      "mask_rel_path": "all_masks/BUSI_0026_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0099_B.png",
+      "image_rel_path": "all_images/BUSI_0099_B.png",
+      "mask_rel_path": "all_masks/BUSI_0099_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0021_B.png",
+      "image_rel_path": "all_images/BUSI_0021_B.png",
+      "mask_rel_path": "all_masks/BUSI_0021_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0299_B.png",
+      "image_rel_path": "all_images/BUSI_0299_B.png",
+      "mask_rel_path": "all_masks/BUSI_0299_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0241_B.png",
+      "image_rel_path": "all_images/BUSI_0241_B.png",
+      "mask_rel_path": "all_masks/BUSI_0241_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0110_B.png",
+      "image_rel_path": "all_images/BUSI_0110_B.png",
+      "mask_rel_path": "all_masks/BUSI_0110_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0222_B.png",
+      "image_rel_path": "all_images/BUSI_0222_B.png",
+      "mask_rel_path": "all_masks/BUSI_0222_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0334_B.png",
+      "image_rel_path": "all_images/BUSI_0334_B.png",
+      "mask_rel_path": "all_masks/BUSI_0334_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0114_M.png",
+      "image_rel_path": "all_images/BUSI_0114_M.png",
+      "mask_rel_path": "all_masks/BUSI_0114_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0308_B.png",
+      "image_rel_path": "all_images/BUSI_0308_B.png",
+      "mask_rel_path": "all_masks/BUSI_0308_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0276_B.png",
+      "image_rel_path": "all_images/BUSI_0276_B.png",
+      "mask_rel_path": "all_masks/BUSI_0276_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0207_M.png",
+      "image_rel_path": "all_images/BUSI_0207_M.png",
+      "mask_rel_path": "all_masks/BUSI_0207_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0228_B.png",
+      "image_rel_path": "all_images/BUSI_0228_B.png",
+      "mask_rel_path": "all_masks/BUSI_0228_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0110_M.png",
+      "image_rel_path": "all_images/BUSI_0110_M.png",
+      "mask_rel_path": "all_masks/BUSI_0110_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0365_B.png",
+      "image_rel_path": "all_images/BUSI_0365_B.png",
+      "mask_rel_path": "all_masks/BUSI_0365_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0115_M.png",
+      "image_rel_path": "all_images/BUSI_0115_M.png",
+      "mask_rel_path": "all_masks/BUSI_0115_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0340_B.png",
+      "image_rel_path": "all_images/BUSI_0340_B.png",
+      "mask_rel_path": "all_masks/BUSI_0340_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0113_M.png",
+      "image_rel_path": "all_images/BUSI_0113_M.png",
+      "mask_rel_path": "all_masks/BUSI_0113_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0094_M.png",
+      "image_rel_path": "all_images/BUSI_0094_M.png",
+      "mask_rel_path": "all_masks/BUSI_0094_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0252_B.png",
+      "image_rel_path": "all_images/BUSI_0252_B.png",
+      "mask_rel_path": "all_masks/BUSI_0252_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0028_B.png",
+      "image_rel_path": "all_images/BUSI_0028_B.png",
+      "mask_rel_path": "all_masks/BUSI_0028_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0133_M.png",
+      "image_rel_path": "all_images/BUSI_0133_M.png",
+      "mask_rel_path": "all_masks/BUSI_0133_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0278_B.png",
+      "image_rel_path": "all_images/BUSI_0278_B.png",
+      "mask_rel_path": "all_masks/BUSI_0278_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0072_B.png",
+      "image_rel_path": "all_images/BUSI_0072_B.png",
+      "mask_rel_path": "all_masks/BUSI_0072_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0093_M.png",
+      "image_rel_path": "all_images/BUSI_0093_M.png",
+      "mask_rel_path": "all_masks/BUSI_0093_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0316_B.png",
+      "image_rel_path": "all_images/BUSI_0316_B.png",
+      "mask_rel_path": "all_masks/BUSI_0316_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0281_B.png",
+      "image_rel_path": "all_images/BUSI_0281_B.png",
+      "mask_rel_path": "all_masks/BUSI_0281_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0055_B.png",
+      "image_rel_path": "all_images/BUSI_0055_B.png",
+      "mask_rel_path": "all_masks/BUSI_0055_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0061_B.png",
+      "image_rel_path": "all_images/BUSI_0061_B.png",
+      "mask_rel_path": "all_masks/BUSI_0061_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0285_B.png",
+      "image_rel_path": "all_images/BUSI_0285_B.png",
+      "mask_rel_path": "all_masks/BUSI_0285_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0273_B.png",
+      "image_rel_path": "all_images/BUSI_0273_B.png",
+      "mask_rel_path": "all_masks/BUSI_0273_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0049_B.png",
+      "image_rel_path": "all_images/BUSI_0049_B.png",
+      "mask_rel_path": "all_masks/BUSI_0049_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0302_B.png",
+      "image_rel_path": "all_images/BUSI_0302_B.png",
+      "mask_rel_path": "all_masks/BUSI_0302_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0374_B.png",
+      "image_rel_path": "all_images/BUSI_0374_B.png",
+      "mask_rel_path": "all_masks/BUSI_0374_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0335_B.png",
+      "image_rel_path": "all_images/BUSI_0335_B.png",
+      "mask_rel_path": "all_masks/BUSI_0335_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_100_repeat_01.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_100_repeat_01.json
new file mode 100644
index 0000000000000000000000000000000000000000..4787898eb61ea62632a215a7d43d91153026e6f1
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_003_pct_100_repeat_01.json
@@ -0,0 +1,7040 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0114_B.png",
+      "image_rel_path": "all_images/BUSI_0114_B.png",
+      "mask_rel_path": "all_masks/BUSI_0114_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0002_B.png",
+      "image_rel_path": "all_images/BUSI_0002_B.png",
+      "mask_rel_path": "all_masks/BUSI_0002_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0136_M.png",
+      "image_rel_path": "all_images/BUSI_0136_M.png",
+      "mask_rel_path": "all_masks/BUSI_0136_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0018_M.png",
+      "image_rel_path": "all_images/BUSI_0018_M.png",
+      "mask_rel_path": "all_masks/BUSI_0018_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0328_B.png",
+      "image_rel_path": "all_images/BUSI_0328_B.png",
+      "mask_rel_path": "all_masks/BUSI_0328_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0290_B.png",
+      "image_rel_path": "all_images/BUSI_0290_B.png",
+      "mask_rel_path": "all_masks/BUSI_0290_B.png"
+    },
+    {
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+      "class_label": "benign",
+      "filename": "BUSI_0021_B.png",
+      "image_rel_path": "all_images/BUSI_0021_B.png",
+      "mask_rel_path": "all_masks/BUSI_0021_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0299_B.png",
+      "image_rel_path": "all_images/BUSI_0299_B.png",
+      "mask_rel_path": "all_masks/BUSI_0299_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0241_B.png",
+      "image_rel_path": "all_images/BUSI_0241_B.png",
+      "mask_rel_path": "all_masks/BUSI_0241_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0110_B.png",
+      "image_rel_path": "all_images/BUSI_0110_B.png",
+      "mask_rel_path": "all_masks/BUSI_0110_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0222_B.png",
+      "image_rel_path": "all_images/BUSI_0222_B.png",
+      "mask_rel_path": "all_masks/BUSI_0222_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0334_B.png",
+      "image_rel_path": "all_images/BUSI_0334_B.png",
+      "mask_rel_path": "all_masks/BUSI_0334_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0114_M.png",
+      "image_rel_path": "all_images/BUSI_0114_M.png",
+      "mask_rel_path": "all_masks/BUSI_0114_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0308_B.png",
+      "image_rel_path": "all_images/BUSI_0308_B.png",
+      "mask_rel_path": "all_masks/BUSI_0308_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0276_B.png",
+      "image_rel_path": "all_images/BUSI_0276_B.png",
+      "mask_rel_path": "all_masks/BUSI_0276_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0207_M.png",
+      "image_rel_path": "all_images/BUSI_0207_M.png",
+      "mask_rel_path": "all_masks/BUSI_0207_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0228_B.png",
+      "image_rel_path": "all_images/BUSI_0228_B.png",
+      "mask_rel_path": "all_masks/BUSI_0228_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0110_M.png",
+      "image_rel_path": "all_images/BUSI_0110_M.png",
+      "mask_rel_path": "all_masks/BUSI_0110_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0365_B.png",
+      "image_rel_path": "all_images/BUSI_0365_B.png",
+      "mask_rel_path": "all_masks/BUSI_0365_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0115_M.png",
+      "image_rel_path": "all_images/BUSI_0115_M.png",
+      "mask_rel_path": "all_masks/BUSI_0115_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0340_B.png",
+      "image_rel_path": "all_images/BUSI_0340_B.png",
+      "mask_rel_path": "all_masks/BUSI_0340_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0113_M.png",
+      "image_rel_path": "all_images/BUSI_0113_M.png",
+      "mask_rel_path": "all_masks/BUSI_0113_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0094_M.png",
+      "image_rel_path": "all_images/BUSI_0094_M.png",
+      "mask_rel_path": "all_masks/BUSI_0094_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0252_B.png",
+      "image_rel_path": "all_images/BUSI_0252_B.png",
+      "mask_rel_path": "all_masks/BUSI_0252_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0028_B.png",
+      "image_rel_path": "all_images/BUSI_0028_B.png",
+      "mask_rel_path": "all_masks/BUSI_0028_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0133_M.png",
+      "image_rel_path": "all_images/BUSI_0133_M.png",
+      "mask_rel_path": "all_masks/BUSI_0133_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0278_B.png",
+      "image_rel_path": "all_images/BUSI_0278_B.png",
+      "mask_rel_path": "all_masks/BUSI_0278_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0072_B.png",
+      "image_rel_path": "all_images/BUSI_0072_B.png",
+      "mask_rel_path": "all_masks/BUSI_0072_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0093_M.png",
+      "image_rel_path": "all_images/BUSI_0093_M.png",
+      "mask_rel_path": "all_masks/BUSI_0093_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0316_B.png",
+      "image_rel_path": "all_images/BUSI_0316_B.png",
+      "mask_rel_path": "all_masks/BUSI_0316_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0281_B.png",
+      "image_rel_path": "all_images/BUSI_0281_B.png",
+      "mask_rel_path": "all_masks/BUSI_0281_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0055_B.png",
+      "image_rel_path": "all_images/BUSI_0055_B.png",
+      "mask_rel_path": "all_masks/BUSI_0055_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0061_B.png",
+      "image_rel_path": "all_images/BUSI_0061_B.png",
+      "mask_rel_path": "all_masks/BUSI_0061_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0285_B.png",
+      "image_rel_path": "all_images/BUSI_0285_B.png",
+      "mask_rel_path": "all_masks/BUSI_0285_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0273_B.png",
+      "image_rel_path": "all_images/BUSI_0273_B.png",
+      "mask_rel_path": "all_masks/BUSI_0273_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0049_B.png",
+      "image_rel_path": "all_images/BUSI_0049_B.png",
+      "mask_rel_path": "all_masks/BUSI_0049_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0302_B.png",
+      "image_rel_path": "all_images/BUSI_0302_B.png",
+      "mask_rel_path": "all_masks/BUSI_0302_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0374_B.png",
+      "image_rel_path": "all_images/BUSI_0374_B.png",
+      "mask_rel_path": "all_masks/BUSI_0374_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0335_B.png",
+      "image_rel_path": "all_images/BUSI_0335_B.png",
+      "mask_rel_path": "all_masks/BUSI_0335_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_004_pct_005_repeat_02.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_004_pct_005_repeat_02.json
new file mode 100644
index 0000000000000000000000000000000000000000..29c357d667f3a5fbb6ea9c363f69fa6d2213b311
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_004_pct_005_repeat_02.json
@@ -0,0 +1,4087 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0084_B.png",
+      "image_rel_path": "all_images/BUSI_0084_B.png",
+      "mask_rel_path": "all_masks/BUSI_0084_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0392_B.png",
+      "image_rel_path": "all_images/BUSI_0392_B.png",
+      "mask_rel_path": "all_masks/BUSI_0392_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0048_M.png",
+      "image_rel_path": "all_images/BUSI_0048_M.png",
+      "mask_rel_path": "all_masks/BUSI_0048_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0206_B.png",
+      "image_rel_path": "all_images/BUSI_0206_B.png",
+      "mask_rel_path": "all_masks/BUSI_0206_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0280_B.png",
+      "image_rel_path": "all_images/BUSI_0280_B.png",
+      "mask_rel_path": "all_masks/BUSI_0280_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0245_B.png",
+      "image_rel_path": "all_images/BUSI_0245_B.png",
+      "mask_rel_path": "all_masks/BUSI_0245_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0026_B.png",
+      "image_rel_path": "all_images/BUSI_0026_B.png",
+      "mask_rel_path": "all_masks/BUSI_0026_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0372_B.png",
+      "image_rel_path": "all_images/BUSI_0372_B.png",
+      "mask_rel_path": "all_masks/BUSI_0372_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0005_M.png",
+      "image_rel_path": "all_images/BUSI_0005_M.png",
+      "mask_rel_path": "all_masks/BUSI_0005_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0106_M.png",
+      "image_rel_path": "all_images/BUSI_0106_M.png",
+      "mask_rel_path": "all_masks/BUSI_0106_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0073_M.png",
+      "image_rel_path": "all_images/BUSI_0073_M.png",
+      "mask_rel_path": "all_masks/BUSI_0073_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0088_M.png",
+      "image_rel_path": "all_images/BUSI_0088_M.png",
+      "mask_rel_path": "all_masks/BUSI_0088_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0230_B.png",
+      "image_rel_path": "all_images/BUSI_0230_B.png",
+      "mask_rel_path": "all_masks/BUSI_0230_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0409_B.png",
+      "image_rel_path": "all_images/BUSI_0409_B.png",
+      "mask_rel_path": "all_masks/BUSI_0409_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0189_B.png",
+      "image_rel_path": "all_images/BUSI_0189_B.png",
+      "mask_rel_path": "all_masks/BUSI_0189_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0359_B.png",
+      "image_rel_path": "all_images/BUSI_0359_B.png",
+      "mask_rel_path": "all_masks/BUSI_0359_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0051_B.png",
+      "image_rel_path": "all_images/BUSI_0051_B.png",
+      "mask_rel_path": "all_masks/BUSI_0051_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0203_B.png",
+      "image_rel_path": "all_images/BUSI_0203_B.png",
+      "mask_rel_path": "all_masks/BUSI_0203_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0029_M.png",
+      "image_rel_path": "all_images/BUSI_0029_M.png",
+      "mask_rel_path": "all_masks/BUSI_0029_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0338_B.png",
+      "image_rel_path": "all_images/BUSI_0338_B.png",
+      "mask_rel_path": "all_masks/BUSI_0338_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0156_M.png",
+      "image_rel_path": "all_images/BUSI_0156_M.png",
+      "mask_rel_path": "all_masks/BUSI_0156_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0296_B.png",
+      "image_rel_path": "all_images/BUSI_0296_B.png",
+      "mask_rel_path": "all_masks/BUSI_0296_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0003_M.png",
+      "image_rel_path": "all_images/BUSI_0003_M.png",
+      "mask_rel_path": "all_masks/BUSI_0003_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0094_M.png",
+      "image_rel_path": "all_images/BUSI_0094_M.png",
+      "mask_rel_path": "all_masks/BUSI_0094_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0380_B.png",
+      "image_rel_path": "all_images/BUSI_0380_B.png",
+      "mask_rel_path": "all_masks/BUSI_0380_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0129_M.png",
+      "image_rel_path": "all_images/BUSI_0129_M.png",
+      "mask_rel_path": "all_masks/BUSI_0129_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0030_B.png",
+      "image_rel_path": "all_images/BUSI_0030_B.png",
+      "mask_rel_path": "all_masks/BUSI_0030_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0231_B.png",
+      "image_rel_path": "all_images/BUSI_0231_B.png",
+      "mask_rel_path": "all_masks/BUSI_0231_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0287_B.png",
+      "image_rel_path": "all_images/BUSI_0287_B.png",
+      "mask_rel_path": "all_masks/BUSI_0287_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0244_B.png",
+      "image_rel_path": "all_images/BUSI_0244_B.png",
+      "mask_rel_path": "all_masks/BUSI_0244_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0308_B.png",
+      "image_rel_path": "all_images/BUSI_0308_B.png",
+      "mask_rel_path": "all_masks/BUSI_0308_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0042_M.png",
+      "image_rel_path": "all_images/BUSI_0042_M.png",
+      "mask_rel_path": "all_masks/BUSI_0042_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0039_B.png",
+      "image_rel_path": "all_images/BUSI_0039_B.png",
+      "mask_rel_path": "all_masks/BUSI_0039_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0235_B.png",
+      "image_rel_path": "all_images/BUSI_0235_B.png",
+      "mask_rel_path": "all_masks/BUSI_0235_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0315_B.png",
+      "image_rel_path": "all_images/BUSI_0315_B.png",
+      "mask_rel_path": "all_masks/BUSI_0315_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0201_B.png",
+      "image_rel_path": "all_images/BUSI_0201_B.png",
+      "mask_rel_path": "all_masks/BUSI_0201_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0126_B.png",
+      "image_rel_path": "all_images/BUSI_0126_B.png",
+      "mask_rel_path": "all_masks/BUSI_0126_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0400_B.png",
+      "image_rel_path": "all_images/BUSI_0400_B.png",
+      "mask_rel_path": "all_masks/BUSI_0400_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0013_M.png",
+      "image_rel_path": "all_images/BUSI_0013_M.png",
+      "mask_rel_path": "all_masks/BUSI_0013_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0055_B.png",
+      "image_rel_path": "all_images/BUSI_0055_B.png",
+      "mask_rel_path": "all_masks/BUSI_0055_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0421_B.png",
+      "image_rel_path": "all_images/BUSI_0421_B.png",
+      "mask_rel_path": "all_masks/BUSI_0421_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0123_M.png",
+      "image_rel_path": "all_images/BUSI_0123_M.png",
+      "mask_rel_path": "all_masks/BUSI_0123_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0375_B.png",
+      "image_rel_path": "all_images/BUSI_0375_B.png",
+      "mask_rel_path": "all_masks/BUSI_0375_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0014_M.png",
+      "image_rel_path": "all_images/BUSI_0014_M.png",
+      "mask_rel_path": "all_masks/BUSI_0014_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0192_M.png",
+      "image_rel_path": "all_images/BUSI_0192_M.png",
+      "mask_rel_path": "all_masks/BUSI_0192_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0038_M.png",
+      "image_rel_path": "all_images/BUSI_0038_M.png",
+      "mask_rel_path": "all_masks/BUSI_0038_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0052_M.png",
+      "image_rel_path": "all_images/BUSI_0052_M.png",
+      "mask_rel_path": "all_masks/BUSI_0052_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0431_B.png",
+      "image_rel_path": "all_images/BUSI_0431_B.png",
+      "mask_rel_path": "all_masks/BUSI_0431_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0137_M.png",
+      "image_rel_path": "all_images/BUSI_0137_M.png",
+      "mask_rel_path": "all_masks/BUSI_0137_M.png"
+    },
+    {
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+      "class_label": "benign",
+      "filename": "BUSI_0127_B.png",
+      "image_rel_path": "all_images/BUSI_0127_B.png",
+      "mask_rel_path": "all_masks/BUSI_0127_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0197_M.png",
+      "image_rel_path": "all_images/BUSI_0197_M.png",
+      "mask_rel_path": "all_masks/BUSI_0197_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0255_B.png",
+      "image_rel_path": "all_images/BUSI_0255_B.png",
+      "mask_rel_path": "all_masks/BUSI_0255_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0333_B.png",
+      "image_rel_path": "all_images/BUSI_0333_B.png",
+      "mask_rel_path": "all_masks/BUSI_0333_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0162_M.png",
+      "image_rel_path": "all_images/BUSI_0162_M.png",
+      "mask_rel_path": "all_masks/BUSI_0162_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0069_M.png",
+      "image_rel_path": "all_images/BUSI_0069_M.png",
+      "mask_rel_path": "all_masks/BUSI_0069_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0059_M.png",
+      "image_rel_path": "all_images/BUSI_0059_M.png",
+      "mask_rel_path": "all_masks/BUSI_0059_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0209_B.png",
+      "image_rel_path": "all_images/BUSI_0209_B.png",
+      "mask_rel_path": "all_masks/BUSI_0209_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0165_M.png",
+      "image_rel_path": "all_images/BUSI_0165_M.png",
+      "mask_rel_path": "all_masks/BUSI_0165_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0037_M.png",
+      "image_rel_path": "all_images/BUSI_0037_M.png",
+      "mask_rel_path": "all_masks/BUSI_0037_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0401_B.png",
+      "image_rel_path": "all_images/BUSI_0401_B.png",
+      "mask_rel_path": "all_masks/BUSI_0401_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0182_B.png",
+      "image_rel_path": "all_images/BUSI_0182_B.png",
+      "mask_rel_path": "all_masks/BUSI_0182_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0357_B.png",
+      "image_rel_path": "all_images/BUSI_0357_B.png",
+      "mask_rel_path": "all_masks/BUSI_0357_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0260_B.png",
+      "image_rel_path": "all_images/BUSI_0260_B.png",
+      "mask_rel_path": "all_masks/BUSI_0260_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0272_B.png",
+      "image_rel_path": "all_images/BUSI_0272_B.png",
+      "mask_rel_path": "all_masks/BUSI_0272_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0102_B.png",
+      "image_rel_path": "all_images/BUSI_0102_B.png",
+      "mask_rel_path": "all_masks/BUSI_0102_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0089_B.png",
+      "image_rel_path": "all_images/BUSI_0089_B.png",
+      "mask_rel_path": "all_masks/BUSI_0089_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0138_B.png",
+      "image_rel_path": "all_images/BUSI_0138_B.png",
+      "mask_rel_path": "all_masks/BUSI_0138_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0110_M.png",
+      "image_rel_path": "all_images/BUSI_0110_M.png",
+      "mask_rel_path": "all_masks/BUSI_0110_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0053_M.png",
+      "image_rel_path": "all_images/BUSI_0053_M.png",
+      "mask_rel_path": "all_masks/BUSI_0053_M.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_004_pct_015_repeat_01.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_004_pct_015_repeat_01.json
new file mode 100644
index 0000000000000000000000000000000000000000..e61602ef285f4294587c9b880d610b0035aa19da
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_004_pct_015_repeat_01.json
@@ -0,0 +1,4400 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0084_B.png",
+      "image_rel_path": "all_images/BUSI_0084_B.png",
+      "mask_rel_path": "all_masks/BUSI_0084_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0392_B.png",
+      "image_rel_path": "all_images/BUSI_0392_B.png",
+      "mask_rel_path": "all_masks/BUSI_0392_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0048_M.png",
+      "image_rel_path": "all_images/BUSI_0048_M.png",
+      "mask_rel_path": "all_masks/BUSI_0048_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0206_B.png",
+      "image_rel_path": "all_images/BUSI_0206_B.png",
+      "mask_rel_path": "all_masks/BUSI_0206_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0280_B.png",
+      "image_rel_path": "all_images/BUSI_0280_B.png",
+      "mask_rel_path": "all_masks/BUSI_0280_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0245_B.png",
+      "image_rel_path": "all_images/BUSI_0245_B.png",
+      "mask_rel_path": "all_masks/BUSI_0245_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0026_B.png",
+      "image_rel_path": "all_images/BUSI_0026_B.png",
+      "mask_rel_path": "all_masks/BUSI_0026_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0372_B.png",
+      "image_rel_path": "all_images/BUSI_0372_B.png",
+      "mask_rel_path": "all_masks/BUSI_0372_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0005_M.png",
+      "image_rel_path": "all_images/BUSI_0005_M.png",
+      "mask_rel_path": "all_masks/BUSI_0005_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0106_M.png",
+      "image_rel_path": "all_images/BUSI_0106_M.png",
+      "mask_rel_path": "all_masks/BUSI_0106_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0073_M.png",
+      "image_rel_path": "all_images/BUSI_0073_M.png",
+      "mask_rel_path": "all_masks/BUSI_0073_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0088_M.png",
+      "image_rel_path": "all_images/BUSI_0088_M.png",
+      "mask_rel_path": "all_masks/BUSI_0088_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0230_B.png",
+      "image_rel_path": "all_images/BUSI_0230_B.png",
+      "mask_rel_path": "all_masks/BUSI_0230_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0409_B.png",
+      "image_rel_path": "all_images/BUSI_0409_B.png",
+      "mask_rel_path": "all_masks/BUSI_0409_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0189_B.png",
+      "image_rel_path": "all_images/BUSI_0189_B.png",
+      "mask_rel_path": "all_masks/BUSI_0189_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0359_B.png",
+      "image_rel_path": "all_images/BUSI_0359_B.png",
+      "mask_rel_path": "all_masks/BUSI_0359_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0051_B.png",
+      "image_rel_path": "all_images/BUSI_0051_B.png",
+      "mask_rel_path": "all_masks/BUSI_0051_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0203_B.png",
+      "image_rel_path": "all_images/BUSI_0203_B.png",
+      "mask_rel_path": "all_masks/BUSI_0203_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0029_M.png",
+      "image_rel_path": "all_images/BUSI_0029_M.png",
+      "mask_rel_path": "all_masks/BUSI_0029_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0338_B.png",
+      "image_rel_path": "all_images/BUSI_0338_B.png",
+      "mask_rel_path": "all_masks/BUSI_0338_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0156_M.png",
+      "image_rel_path": "all_images/BUSI_0156_M.png",
+      "mask_rel_path": "all_masks/BUSI_0156_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0296_B.png",
+      "image_rel_path": "all_images/BUSI_0296_B.png",
+      "mask_rel_path": "all_masks/BUSI_0296_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0003_M.png",
+      "image_rel_path": "all_images/BUSI_0003_M.png",
+      "mask_rel_path": "all_masks/BUSI_0003_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0094_M.png",
+      "image_rel_path": "all_images/BUSI_0094_M.png",
+      "mask_rel_path": "all_masks/BUSI_0094_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0380_B.png",
+      "image_rel_path": "all_images/BUSI_0380_B.png",
+      "mask_rel_path": "all_masks/BUSI_0380_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0129_M.png",
+      "image_rel_path": "all_images/BUSI_0129_M.png",
+      "mask_rel_path": "all_masks/BUSI_0129_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0030_B.png",
+      "image_rel_path": "all_images/BUSI_0030_B.png",
+      "mask_rel_path": "all_masks/BUSI_0030_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0231_B.png",
+      "image_rel_path": "all_images/BUSI_0231_B.png",
+      "mask_rel_path": "all_masks/BUSI_0231_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0287_B.png",
+      "image_rel_path": "all_images/BUSI_0287_B.png",
+      "mask_rel_path": "all_masks/BUSI_0287_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0244_B.png",
+      "image_rel_path": "all_images/BUSI_0244_B.png",
+      "mask_rel_path": "all_masks/BUSI_0244_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0308_B.png",
+      "image_rel_path": "all_images/BUSI_0308_B.png",
+      "mask_rel_path": "all_masks/BUSI_0308_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0042_M.png",
+      "image_rel_path": "all_images/BUSI_0042_M.png",
+      "mask_rel_path": "all_masks/BUSI_0042_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0039_B.png",
+      "image_rel_path": "all_images/BUSI_0039_B.png",
+      "mask_rel_path": "all_masks/BUSI_0039_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0235_B.png",
+      "image_rel_path": "all_images/BUSI_0235_B.png",
+      "mask_rel_path": "all_masks/BUSI_0235_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0315_B.png",
+      "image_rel_path": "all_images/BUSI_0315_B.png",
+      "mask_rel_path": "all_masks/BUSI_0315_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0201_B.png",
+      "image_rel_path": "all_images/BUSI_0201_B.png",
+      "mask_rel_path": "all_masks/BUSI_0201_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0126_B.png",
+      "image_rel_path": "all_images/BUSI_0126_B.png",
+      "mask_rel_path": "all_masks/BUSI_0126_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0400_B.png",
+      "image_rel_path": "all_images/BUSI_0400_B.png",
+      "mask_rel_path": "all_masks/BUSI_0400_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0013_M.png",
+      "image_rel_path": "all_images/BUSI_0013_M.png",
+      "mask_rel_path": "all_masks/BUSI_0013_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0055_B.png",
+      "image_rel_path": "all_images/BUSI_0055_B.png",
+      "mask_rel_path": "all_masks/BUSI_0055_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0421_B.png",
+      "image_rel_path": "all_images/BUSI_0421_B.png",
+      "mask_rel_path": "all_masks/BUSI_0421_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0123_M.png",
+      "image_rel_path": "all_images/BUSI_0123_M.png",
+      "mask_rel_path": "all_masks/BUSI_0123_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0375_B.png",
+      "image_rel_path": "all_images/BUSI_0375_B.png",
+      "mask_rel_path": "all_masks/BUSI_0375_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0014_M.png",
+      "image_rel_path": "all_images/BUSI_0014_M.png",
+      "mask_rel_path": "all_masks/BUSI_0014_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0192_M.png",
+      "image_rel_path": "all_images/BUSI_0192_M.png",
+      "mask_rel_path": "all_masks/BUSI_0192_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0038_M.png",
+      "image_rel_path": "all_images/BUSI_0038_M.png",
+      "mask_rel_path": "all_masks/BUSI_0038_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0052_M.png",
+      "image_rel_path": "all_images/BUSI_0052_M.png",
+      "mask_rel_path": "all_masks/BUSI_0052_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0431_B.png",
+      "image_rel_path": "all_images/BUSI_0431_B.png",
+      "mask_rel_path": "all_masks/BUSI_0431_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0137_M.png",
+      "image_rel_path": "all_images/BUSI_0137_M.png",
+      "mask_rel_path": "all_masks/BUSI_0137_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0185_M.png",
+      "image_rel_path": "all_images/BUSI_0185_M.png",
+      "mask_rel_path": "all_masks/BUSI_0185_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0011_M.png",
+      "image_rel_path": "all_images/BUSI_0011_M.png",
+      "mask_rel_path": "all_masks/BUSI_0011_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0021_M.png",
+      "image_rel_path": "all_images/BUSI_0021_M.png",
+      "mask_rel_path": "all_masks/BUSI_0021_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0213_B.png",
+      "image_rel_path": "all_images/BUSI_0213_B.png",
+      "mask_rel_path": "all_masks/BUSI_0213_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0133_B.png",
+      "image_rel_path": "all_images/BUSI_0133_B.png",
+      "mask_rel_path": "all_masks/BUSI_0133_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0104_M.png",
+      "image_rel_path": "all_images/BUSI_0104_M.png",
+      "mask_rel_path": "all_masks/BUSI_0104_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0148_B.png",
+      "image_rel_path": "all_images/BUSI_0148_B.png",
+      "mask_rel_path": "all_masks/BUSI_0148_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0046_M.png",
+      "image_rel_path": "all_images/BUSI_0046_M.png",
+      "mask_rel_path": "all_masks/BUSI_0046_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0434_B.png",
+      "image_rel_path": "all_images/BUSI_0434_B.png",
+      "mask_rel_path": "all_masks/BUSI_0434_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0140_B.png",
+      "image_rel_path": "all_images/BUSI_0140_B.png",
+      "mask_rel_path": "all_masks/BUSI_0140_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0043_B.png",
+      "image_rel_path": "all_images/BUSI_0043_B.png",
+      "mask_rel_path": "all_masks/BUSI_0043_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0061_B.png",
+      "image_rel_path": "all_images/BUSI_0061_B.png",
+      "mask_rel_path": "all_masks/BUSI_0061_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0011_B.png",
+      "image_rel_path": "all_images/BUSI_0011_B.png",
+      "mask_rel_path": "all_masks/BUSI_0011_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0004_B.png",
+      "image_rel_path": "all_images/BUSI_0004_B.png",
+      "mask_rel_path": "all_masks/BUSI_0004_B.png"
+    },
+    {
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+      "class_label": "benign",
+      "filename": "BUSI_0048_B.png",
+      "image_rel_path": "all_images/BUSI_0048_B.png",
+      "mask_rel_path": "all_masks/BUSI_0048_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0035_M.png",
+      "image_rel_path": "all_images/BUSI_0035_M.png",
+      "mask_rel_path": "all_masks/BUSI_0035_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0049_M.png",
+      "image_rel_path": "all_images/BUSI_0049_M.png",
+      "mask_rel_path": "all_masks/BUSI_0049_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0360_B.png",
+      "image_rel_path": "all_images/BUSI_0360_B.png",
+      "mask_rel_path": "all_masks/BUSI_0360_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0368_B.png",
+      "image_rel_path": "all_images/BUSI_0368_B.png",
+      "mask_rel_path": "all_masks/BUSI_0368_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0334_B.png",
+      "image_rel_path": "all_images/BUSI_0334_B.png",
+      "mask_rel_path": "all_masks/BUSI_0334_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0024_B.png",
+      "image_rel_path": "all_images/BUSI_0024_B.png",
+      "mask_rel_path": "all_masks/BUSI_0024_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0101_B.png",
+      "image_rel_path": "all_images/BUSI_0101_B.png",
+      "mask_rel_path": "all_masks/BUSI_0101_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0034_B.png",
+      "image_rel_path": "all_images/BUSI_0034_B.png",
+      "mask_rel_path": "all_masks/BUSI_0034_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0307_B.png",
+      "image_rel_path": "all_images/BUSI_0307_B.png",
+      "mask_rel_path": "all_masks/BUSI_0307_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0326_B.png",
+      "image_rel_path": "all_images/BUSI_0326_B.png",
+      "mask_rel_path": "all_masks/BUSI_0326_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0319_B.png",
+      "image_rel_path": "all_images/BUSI_0319_B.png",
+      "mask_rel_path": "all_masks/BUSI_0319_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0328_B.png",
+      "image_rel_path": "all_images/BUSI_0328_B.png",
+      "mask_rel_path": "all_masks/BUSI_0328_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0077_B.png",
+      "image_rel_path": "all_images/BUSI_0077_B.png",
+      "mask_rel_path": "all_masks/BUSI_0077_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0007_M.png",
+      "image_rel_path": "all_images/BUSI_0007_M.png",
+      "mask_rel_path": "all_masks/BUSI_0007_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0190_M.png",
+      "image_rel_path": "all_images/BUSI_0190_M.png",
+      "mask_rel_path": "all_masks/BUSI_0190_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0201_M.png",
+      "image_rel_path": "all_images/BUSI_0201_M.png",
+      "mask_rel_path": "all_masks/BUSI_0201_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0323_B.png",
+      "image_rel_path": "all_images/BUSI_0323_B.png",
+      "mask_rel_path": "all_masks/BUSI_0323_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0343_B.png",
+      "image_rel_path": "all_images/BUSI_0343_B.png",
+      "mask_rel_path": "all_masks/BUSI_0343_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0172_M.png",
+      "image_rel_path": "all_images/BUSI_0172_M.png",
+      "mask_rel_path": "all_masks/BUSI_0172_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0044_B.png",
+      "image_rel_path": "all_images/BUSI_0044_B.png",
+      "mask_rel_path": "all_masks/BUSI_0044_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0161_M.png",
+      "image_rel_path": "all_images/BUSI_0161_M.png",
+      "mask_rel_path": "all_masks/BUSI_0161_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0024_M.png",
+      "image_rel_path": "all_images/BUSI_0024_M.png",
+      "mask_rel_path": "all_masks/BUSI_0024_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0257_B.png",
+      "image_rel_path": "all_images/BUSI_0257_B.png",
+      "mask_rel_path": "all_masks/BUSI_0257_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0076_M.png",
+      "image_rel_path": "all_images/BUSI_0076_M.png",
+      "mask_rel_path": "all_masks/BUSI_0076_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0204_M.png",
+      "image_rel_path": "all_images/BUSI_0204_M.png",
+      "mask_rel_path": "all_masks/BUSI_0204_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0150_B.png",
+      "image_rel_path": "all_images/BUSI_0150_B.png",
+      "mask_rel_path": "all_masks/BUSI_0150_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0424_B.png",
+      "image_rel_path": "all_images/BUSI_0424_B.png",
+      "mask_rel_path": "all_masks/BUSI_0424_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0020_M.png",
+      "image_rel_path": "all_images/BUSI_0020_M.png",
+      "mask_rel_path": "all_masks/BUSI_0020_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0101_M.png",
+      "image_rel_path": "all_images/BUSI_0101_M.png",
+      "mask_rel_path": "all_masks/BUSI_0101_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0158_B.png",
+      "image_rel_path": "all_images/BUSI_0158_B.png",
+      "mask_rel_path": "all_masks/BUSI_0158_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0350_B.png",
+      "image_rel_path": "all_images/BUSI_0350_B.png",
+      "mask_rel_path": "all_masks/BUSI_0350_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0153_B.png",
+      "image_rel_path": "all_images/BUSI_0153_B.png",
+      "mask_rel_path": "all_masks/BUSI_0153_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0092_B.png",
+      "image_rel_path": "all_images/BUSI_0092_B.png",
+      "mask_rel_path": "all_masks/BUSI_0092_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0298_B.png",
+      "image_rel_path": "all_images/BUSI_0298_B.png",
+      "mask_rel_path": "all_masks/BUSI_0298_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0160_B.png",
+      "image_rel_path": "all_images/BUSI_0160_B.png",
+      "mask_rel_path": "all_masks/BUSI_0160_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0072_B.png",
+      "image_rel_path": "all_images/BUSI_0072_B.png",
+      "mask_rel_path": "all_masks/BUSI_0072_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0069_B.png",
+      "image_rel_path": "all_images/BUSI_0069_B.png",
+      "mask_rel_path": "all_masks/BUSI_0069_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0127_B.png",
+      "image_rel_path": "all_images/BUSI_0127_B.png",
+      "mask_rel_path": "all_masks/BUSI_0127_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0197_M.png",
+      "image_rel_path": "all_images/BUSI_0197_M.png",
+      "mask_rel_path": "all_masks/BUSI_0197_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0255_B.png",
+      "image_rel_path": "all_images/BUSI_0255_B.png",
+      "mask_rel_path": "all_masks/BUSI_0255_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0333_B.png",
+      "image_rel_path": "all_images/BUSI_0333_B.png",
+      "mask_rel_path": "all_masks/BUSI_0333_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0162_M.png",
+      "image_rel_path": "all_images/BUSI_0162_M.png",
+      "mask_rel_path": "all_masks/BUSI_0162_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0069_M.png",
+      "image_rel_path": "all_images/BUSI_0069_M.png",
+      "mask_rel_path": "all_masks/BUSI_0069_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0059_M.png",
+      "image_rel_path": "all_images/BUSI_0059_M.png",
+      "mask_rel_path": "all_masks/BUSI_0059_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0209_B.png",
+      "image_rel_path": "all_images/BUSI_0209_B.png",
+      "mask_rel_path": "all_masks/BUSI_0209_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0165_M.png",
+      "image_rel_path": "all_images/BUSI_0165_M.png",
+      "mask_rel_path": "all_masks/BUSI_0165_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0037_M.png",
+      "image_rel_path": "all_images/BUSI_0037_M.png",
+      "mask_rel_path": "all_masks/BUSI_0037_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0401_B.png",
+      "image_rel_path": "all_images/BUSI_0401_B.png",
+      "mask_rel_path": "all_masks/BUSI_0401_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0182_B.png",
+      "image_rel_path": "all_images/BUSI_0182_B.png",
+      "mask_rel_path": "all_masks/BUSI_0182_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0357_B.png",
+      "image_rel_path": "all_images/BUSI_0357_B.png",
+      "mask_rel_path": "all_masks/BUSI_0357_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0260_B.png",
+      "image_rel_path": "all_images/BUSI_0260_B.png",
+      "mask_rel_path": "all_masks/BUSI_0260_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0272_B.png",
+      "image_rel_path": "all_images/BUSI_0272_B.png",
+      "mask_rel_path": "all_masks/BUSI_0272_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0102_B.png",
+      "image_rel_path": "all_images/BUSI_0102_B.png",
+      "mask_rel_path": "all_masks/BUSI_0102_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0089_B.png",
+      "image_rel_path": "all_images/BUSI_0089_B.png",
+      "mask_rel_path": "all_masks/BUSI_0089_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0138_B.png",
+      "image_rel_path": "all_images/BUSI_0138_B.png",
+      "mask_rel_path": "all_masks/BUSI_0138_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0110_M.png",
+      "image_rel_path": "all_images/BUSI_0110_M.png",
+      "mask_rel_path": "all_masks/BUSI_0110_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0053_M.png",
+      "image_rel_path": "all_images/BUSI_0053_M.png",
+      "mask_rel_path": "all_masks/BUSI_0053_M.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_004_pct_015_repeat_02.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_004_pct_015_repeat_02.json
new file mode 100644
index 0000000000000000000000000000000000000000..e3957f5491ce095843787c44eee9b7cab189b7e3
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_004_pct_015_repeat_02.json
@@ -0,0 +1,4399 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0084_B.png",
+      "image_rel_path": "all_images/BUSI_0084_B.png",
+      "mask_rel_path": "all_masks/BUSI_0084_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0392_B.png",
+      "image_rel_path": "all_images/BUSI_0392_B.png",
+      "mask_rel_path": "all_masks/BUSI_0392_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0048_M.png",
+      "image_rel_path": "all_images/BUSI_0048_M.png",
+      "mask_rel_path": "all_masks/BUSI_0048_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0206_B.png",
+      "image_rel_path": "all_images/BUSI_0206_B.png",
+      "mask_rel_path": "all_masks/BUSI_0206_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0280_B.png",
+      "image_rel_path": "all_images/BUSI_0280_B.png",
+      "mask_rel_path": "all_masks/BUSI_0280_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0245_B.png",
+      "image_rel_path": "all_images/BUSI_0245_B.png",
+      "mask_rel_path": "all_masks/BUSI_0245_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0026_B.png",
+      "image_rel_path": "all_images/BUSI_0026_B.png",
+      "mask_rel_path": "all_masks/BUSI_0026_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0372_B.png",
+      "image_rel_path": "all_images/BUSI_0372_B.png",
+      "mask_rel_path": "all_masks/BUSI_0372_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0005_M.png",
+      "image_rel_path": "all_images/BUSI_0005_M.png",
+      "mask_rel_path": "all_masks/BUSI_0005_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0106_M.png",
+      "image_rel_path": "all_images/BUSI_0106_M.png",
+      "mask_rel_path": "all_masks/BUSI_0106_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0073_M.png",
+      "image_rel_path": "all_images/BUSI_0073_M.png",
+      "mask_rel_path": "all_masks/BUSI_0073_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0088_M.png",
+      "image_rel_path": "all_images/BUSI_0088_M.png",
+      "mask_rel_path": "all_masks/BUSI_0088_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0230_B.png",
+      "image_rel_path": "all_images/BUSI_0230_B.png",
+      "mask_rel_path": "all_masks/BUSI_0230_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0409_B.png",
+      "image_rel_path": "all_images/BUSI_0409_B.png",
+      "mask_rel_path": "all_masks/BUSI_0409_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0189_B.png",
+      "image_rel_path": "all_images/BUSI_0189_B.png",
+      "mask_rel_path": "all_masks/BUSI_0189_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0359_B.png",
+      "image_rel_path": "all_images/BUSI_0359_B.png",
+      "mask_rel_path": "all_masks/BUSI_0359_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0051_B.png",
+      "image_rel_path": "all_images/BUSI_0051_B.png",
+      "mask_rel_path": "all_masks/BUSI_0051_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0203_B.png",
+      "image_rel_path": "all_images/BUSI_0203_B.png",
+      "mask_rel_path": "all_masks/BUSI_0203_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0029_M.png",
+      "image_rel_path": "all_images/BUSI_0029_M.png",
+      "mask_rel_path": "all_masks/BUSI_0029_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0338_B.png",
+      "image_rel_path": "all_images/BUSI_0338_B.png",
+      "mask_rel_path": "all_masks/BUSI_0338_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0156_M.png",
+      "image_rel_path": "all_images/BUSI_0156_M.png",
+      "mask_rel_path": "all_masks/BUSI_0156_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0296_B.png",
+      "image_rel_path": "all_images/BUSI_0296_B.png",
+      "mask_rel_path": "all_masks/BUSI_0296_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0003_M.png",
+      "image_rel_path": "all_images/BUSI_0003_M.png",
+      "mask_rel_path": "all_masks/BUSI_0003_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0094_M.png",
+      "image_rel_path": "all_images/BUSI_0094_M.png",
+      "mask_rel_path": "all_masks/BUSI_0094_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0380_B.png",
+      "image_rel_path": "all_images/BUSI_0380_B.png",
+      "mask_rel_path": "all_masks/BUSI_0380_B.png"
+    },
+    {
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+      "filename": "BUSI_0182_B.png",
+      "image_rel_path": "all_images/BUSI_0182_B.png",
+      "mask_rel_path": "all_masks/BUSI_0182_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0357_B.png",
+      "image_rel_path": "all_images/BUSI_0357_B.png",
+      "mask_rel_path": "all_masks/BUSI_0357_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0260_B.png",
+      "image_rel_path": "all_images/BUSI_0260_B.png",
+      "mask_rel_path": "all_masks/BUSI_0260_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0272_B.png",
+      "image_rel_path": "all_images/BUSI_0272_B.png",
+      "mask_rel_path": "all_masks/BUSI_0272_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0102_B.png",
+      "image_rel_path": "all_images/BUSI_0102_B.png",
+      "mask_rel_path": "all_masks/BUSI_0102_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0089_B.png",
+      "image_rel_path": "all_images/BUSI_0089_B.png",
+      "mask_rel_path": "all_masks/BUSI_0089_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0138_B.png",
+      "image_rel_path": "all_images/BUSI_0138_B.png",
+      "mask_rel_path": "all_masks/BUSI_0138_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0110_M.png",
+      "image_rel_path": "all_images/BUSI_0110_M.png",
+      "mask_rel_path": "all_masks/BUSI_0110_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0053_M.png",
+      "image_rel_path": "all_images/BUSI_0053_M.png",
+      "mask_rel_path": "all_masks/BUSI_0053_M.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_004_pct_030_repeat_01.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_004_pct_030_repeat_01.json
new file mode 100644
index 0000000000000000000000000000000000000000..1f7a75eda5c8c9737b56e72f0cafe119e50803a4
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_004_pct_030_repeat_01.json
@@ -0,0 +1,4868 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0084_B.png",
+      "image_rel_path": "all_images/BUSI_0084_B.png",
+      "mask_rel_path": "all_masks/BUSI_0084_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0392_B.png",
+      "image_rel_path": "all_images/BUSI_0392_B.png",
+      "mask_rel_path": "all_masks/BUSI_0392_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0048_M.png",
+      "image_rel_path": "all_images/BUSI_0048_M.png",
+      "mask_rel_path": "all_masks/BUSI_0048_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0206_B.png",
+      "image_rel_path": "all_images/BUSI_0206_B.png",
+      "mask_rel_path": "all_masks/BUSI_0206_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0280_B.png",
+      "image_rel_path": "all_images/BUSI_0280_B.png",
+      "mask_rel_path": "all_masks/BUSI_0280_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0245_B.png",
+      "image_rel_path": "all_images/BUSI_0245_B.png",
+      "mask_rel_path": "all_masks/BUSI_0245_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0026_B.png",
+      "image_rel_path": "all_images/BUSI_0026_B.png",
+      "mask_rel_path": "all_masks/BUSI_0026_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0372_B.png",
+      "image_rel_path": "all_images/BUSI_0372_B.png",
+      "mask_rel_path": "all_masks/BUSI_0372_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0005_M.png",
+      "image_rel_path": "all_images/BUSI_0005_M.png",
+      "mask_rel_path": "all_masks/BUSI_0005_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0106_M.png",
+      "image_rel_path": "all_images/BUSI_0106_M.png",
+      "mask_rel_path": "all_masks/BUSI_0106_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0073_M.png",
+      "image_rel_path": "all_images/BUSI_0073_M.png",
+      "mask_rel_path": "all_masks/BUSI_0073_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0088_M.png",
+      "image_rel_path": "all_images/BUSI_0088_M.png",
+      "mask_rel_path": "all_masks/BUSI_0088_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0230_B.png",
+      "image_rel_path": "all_images/BUSI_0230_B.png",
+      "mask_rel_path": "all_masks/BUSI_0230_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0409_B.png",
+      "image_rel_path": "all_images/BUSI_0409_B.png",
+      "mask_rel_path": "all_masks/BUSI_0409_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0189_B.png",
+      "image_rel_path": "all_images/BUSI_0189_B.png",
+      "mask_rel_path": "all_masks/BUSI_0189_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0359_B.png",
+      "image_rel_path": "all_images/BUSI_0359_B.png",
+      "mask_rel_path": "all_masks/BUSI_0359_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0051_B.png",
+      "image_rel_path": "all_images/BUSI_0051_B.png",
+      "mask_rel_path": "all_masks/BUSI_0051_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0203_B.png",
+      "image_rel_path": "all_images/BUSI_0203_B.png",
+      "mask_rel_path": "all_masks/BUSI_0203_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0029_M.png",
+      "image_rel_path": "all_images/BUSI_0029_M.png",
+      "mask_rel_path": "all_masks/BUSI_0029_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0338_B.png",
+      "image_rel_path": "all_images/BUSI_0338_B.png",
+      "mask_rel_path": "all_masks/BUSI_0338_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0156_M.png",
+      "image_rel_path": "all_images/BUSI_0156_M.png",
+      "mask_rel_path": "all_masks/BUSI_0156_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0296_B.png",
+      "image_rel_path": "all_images/BUSI_0296_B.png",
+      "mask_rel_path": "all_masks/BUSI_0296_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0003_M.png",
+      "image_rel_path": "all_images/BUSI_0003_M.png",
+      "mask_rel_path": "all_masks/BUSI_0003_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0094_M.png",
+      "image_rel_path": "all_images/BUSI_0094_M.png",
+      "mask_rel_path": "all_masks/BUSI_0094_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0380_B.png",
+      "image_rel_path": "all_images/BUSI_0380_B.png",
+      "mask_rel_path": "all_masks/BUSI_0380_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0129_M.png",
+      "image_rel_path": "all_images/BUSI_0129_M.png",
+      "mask_rel_path": "all_masks/BUSI_0129_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0030_B.png",
+      "image_rel_path": "all_images/BUSI_0030_B.png",
+      "mask_rel_path": "all_masks/BUSI_0030_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0231_B.png",
+      "image_rel_path": "all_images/BUSI_0231_B.png",
+      "mask_rel_path": "all_masks/BUSI_0231_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0287_B.png",
+      "image_rel_path": "all_images/BUSI_0287_B.png",
+      "mask_rel_path": "all_masks/BUSI_0287_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0244_B.png",
+      "image_rel_path": "all_images/BUSI_0244_B.png",
+      "mask_rel_path": "all_masks/BUSI_0244_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0308_B.png",
+      "image_rel_path": "all_images/BUSI_0308_B.png",
+      "mask_rel_path": "all_masks/BUSI_0308_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0042_M.png",
+      "image_rel_path": "all_images/BUSI_0042_M.png",
+      "mask_rel_path": "all_masks/BUSI_0042_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0039_B.png",
+      "image_rel_path": "all_images/BUSI_0039_B.png",
+      "mask_rel_path": "all_masks/BUSI_0039_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0235_B.png",
+      "image_rel_path": "all_images/BUSI_0235_B.png",
+      "mask_rel_path": "all_masks/BUSI_0235_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0315_B.png",
+      "image_rel_path": "all_images/BUSI_0315_B.png",
+      "mask_rel_path": "all_masks/BUSI_0315_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0201_B.png",
+      "image_rel_path": "all_images/BUSI_0201_B.png",
+      "mask_rel_path": "all_masks/BUSI_0201_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0126_B.png",
+      "image_rel_path": "all_images/BUSI_0126_B.png",
+      "mask_rel_path": "all_masks/BUSI_0126_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0400_B.png",
+      "image_rel_path": "all_images/BUSI_0400_B.png",
+      "mask_rel_path": "all_masks/BUSI_0400_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0013_M.png",
+      "image_rel_path": "all_images/BUSI_0013_M.png",
+      "mask_rel_path": "all_masks/BUSI_0013_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0055_B.png",
+      "image_rel_path": "all_images/BUSI_0055_B.png",
+      "mask_rel_path": "all_masks/BUSI_0055_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0421_B.png",
+      "image_rel_path": "all_images/BUSI_0421_B.png",
+      "mask_rel_path": "all_masks/BUSI_0421_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0123_M.png",
+      "image_rel_path": "all_images/BUSI_0123_M.png",
+      "mask_rel_path": "all_masks/BUSI_0123_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0375_B.png",
+      "image_rel_path": "all_images/BUSI_0375_B.png",
+      "mask_rel_path": "all_masks/BUSI_0375_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0014_M.png",
+      "image_rel_path": "all_images/BUSI_0014_M.png",
+      "mask_rel_path": "all_masks/BUSI_0014_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0192_M.png",
+      "image_rel_path": "all_images/BUSI_0192_M.png",
+      "mask_rel_path": "all_masks/BUSI_0192_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0038_M.png",
+      "image_rel_path": "all_images/BUSI_0038_M.png",
+      "mask_rel_path": "all_masks/BUSI_0038_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0052_M.png",
+      "image_rel_path": "all_images/BUSI_0052_M.png",
+      "mask_rel_path": "all_masks/BUSI_0052_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0431_B.png",
+      "image_rel_path": "all_images/BUSI_0431_B.png",
+      "mask_rel_path": "all_masks/BUSI_0431_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0137_M.png",
+      "image_rel_path": "all_images/BUSI_0137_M.png",
+      "mask_rel_path": "all_masks/BUSI_0137_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0185_M.png",
+      "image_rel_path": "all_images/BUSI_0185_M.png",
+      "mask_rel_path": "all_masks/BUSI_0185_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0011_M.png",
+      "image_rel_path": "all_images/BUSI_0011_M.png",
+      "mask_rel_path": "all_masks/BUSI_0011_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0021_M.png",
+      "image_rel_path": "all_images/BUSI_0021_M.png",
+      "mask_rel_path": "all_masks/BUSI_0021_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0213_B.png",
+      "image_rel_path": "all_images/BUSI_0213_B.png",
+      "mask_rel_path": "all_masks/BUSI_0213_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0133_B.png",
+      "image_rel_path": "all_images/BUSI_0133_B.png",
+      "mask_rel_path": "all_masks/BUSI_0133_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0104_M.png",
+      "image_rel_path": "all_images/BUSI_0104_M.png",
+      "mask_rel_path": "all_masks/BUSI_0104_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0148_B.png",
+      "image_rel_path": "all_images/BUSI_0148_B.png",
+      "mask_rel_path": "all_masks/BUSI_0148_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0046_M.png",
+      "image_rel_path": "all_images/BUSI_0046_M.png",
+      "mask_rel_path": "all_masks/BUSI_0046_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0434_B.png",
+      "image_rel_path": "all_images/BUSI_0434_B.png",
+      "mask_rel_path": "all_masks/BUSI_0434_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0140_B.png",
+      "image_rel_path": "all_images/BUSI_0140_B.png",
+      "mask_rel_path": "all_masks/BUSI_0140_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0043_B.png",
+      "image_rel_path": "all_images/BUSI_0043_B.png",
+      "mask_rel_path": "all_masks/BUSI_0043_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0061_B.png",
+      "image_rel_path": "all_images/BUSI_0061_B.png",
+      "mask_rel_path": "all_masks/BUSI_0061_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0011_B.png",
+      "image_rel_path": "all_images/BUSI_0011_B.png",
+      "mask_rel_path": "all_masks/BUSI_0011_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0004_B.png",
+      "image_rel_path": "all_images/BUSI_0004_B.png",
+      "mask_rel_path": "all_masks/BUSI_0004_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0361_B.png",
+      "image_rel_path": "all_images/BUSI_0361_B.png",
+      "mask_rel_path": "all_masks/BUSI_0361_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0139_M.png",
+      "image_rel_path": "all_images/BUSI_0139_M.png",
+      "mask_rel_path": "all_masks/BUSI_0139_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0009_B.png",
+      "image_rel_path": "all_images/BUSI_0009_B.png",
+      "mask_rel_path": "all_masks/BUSI_0009_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0211_B.png",
+      "image_rel_path": "all_images/BUSI_0211_B.png",
+      "mask_rel_path": "all_masks/BUSI_0211_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0180_M.png",
+      "image_rel_path": "all_images/BUSI_0180_M.png",
+      "mask_rel_path": "all_masks/BUSI_0180_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0112_M.png",
+      "image_rel_path": "all_images/BUSI_0112_M.png",
+      "mask_rel_path": "all_masks/BUSI_0112_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0160_M.png",
+      "image_rel_path": "all_images/BUSI_0160_M.png",
+      "mask_rel_path": "all_masks/BUSI_0160_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0309_B.png",
+      "image_rel_path": "all_images/BUSI_0309_B.png",
+      "mask_rel_path": "all_masks/BUSI_0309_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0081_B.png",
+      "image_rel_path": "all_images/BUSI_0081_B.png",
+      "mask_rel_path": "all_masks/BUSI_0081_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0222_B.png",
+      "image_rel_path": "all_images/BUSI_0222_B.png",
+      "mask_rel_path": "all_masks/BUSI_0222_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0043_M.png",
+      "image_rel_path": "all_images/BUSI_0043_M.png",
+      "mask_rel_path": "all_masks/BUSI_0043_M.png"
+    },
+    {
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+      "class_label": "benign",
+      "filename": "BUSI_0044_B.png",
+      "image_rel_path": "all_images/BUSI_0044_B.png",
+      "mask_rel_path": "all_masks/BUSI_0044_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0161_M.png",
+      "image_rel_path": "all_images/BUSI_0161_M.png",
+      "mask_rel_path": "all_masks/BUSI_0161_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0024_M.png",
+      "image_rel_path": "all_images/BUSI_0024_M.png",
+      "mask_rel_path": "all_masks/BUSI_0024_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0257_B.png",
+      "image_rel_path": "all_images/BUSI_0257_B.png",
+      "mask_rel_path": "all_masks/BUSI_0257_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0076_M.png",
+      "image_rel_path": "all_images/BUSI_0076_M.png",
+      "mask_rel_path": "all_masks/BUSI_0076_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0204_M.png",
+      "image_rel_path": "all_images/BUSI_0204_M.png",
+      "mask_rel_path": "all_masks/BUSI_0204_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0150_B.png",
+      "image_rel_path": "all_images/BUSI_0150_B.png",
+      "mask_rel_path": "all_masks/BUSI_0150_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0424_B.png",
+      "image_rel_path": "all_images/BUSI_0424_B.png",
+      "mask_rel_path": "all_masks/BUSI_0424_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0020_M.png",
+      "image_rel_path": "all_images/BUSI_0020_M.png",
+      "mask_rel_path": "all_masks/BUSI_0020_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0101_M.png",
+      "image_rel_path": "all_images/BUSI_0101_M.png",
+      "mask_rel_path": "all_masks/BUSI_0101_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0158_B.png",
+      "image_rel_path": "all_images/BUSI_0158_B.png",
+      "mask_rel_path": "all_masks/BUSI_0158_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0350_B.png",
+      "image_rel_path": "all_images/BUSI_0350_B.png",
+      "mask_rel_path": "all_masks/BUSI_0350_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0153_B.png",
+      "image_rel_path": "all_images/BUSI_0153_B.png",
+      "mask_rel_path": "all_masks/BUSI_0153_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0092_B.png",
+      "image_rel_path": "all_images/BUSI_0092_B.png",
+      "mask_rel_path": "all_masks/BUSI_0092_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0298_B.png",
+      "image_rel_path": "all_images/BUSI_0298_B.png",
+      "mask_rel_path": "all_masks/BUSI_0298_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0160_B.png",
+      "image_rel_path": "all_images/BUSI_0160_B.png",
+      "mask_rel_path": "all_masks/BUSI_0160_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0072_B.png",
+      "image_rel_path": "all_images/BUSI_0072_B.png",
+      "mask_rel_path": "all_masks/BUSI_0072_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0069_B.png",
+      "image_rel_path": "all_images/BUSI_0069_B.png",
+      "mask_rel_path": "all_masks/BUSI_0069_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0127_B.png",
+      "image_rel_path": "all_images/BUSI_0127_B.png",
+      "mask_rel_path": "all_masks/BUSI_0127_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0197_M.png",
+      "image_rel_path": "all_images/BUSI_0197_M.png",
+      "mask_rel_path": "all_masks/BUSI_0197_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0255_B.png",
+      "image_rel_path": "all_images/BUSI_0255_B.png",
+      "mask_rel_path": "all_masks/BUSI_0255_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0333_B.png",
+      "image_rel_path": "all_images/BUSI_0333_B.png",
+      "mask_rel_path": "all_masks/BUSI_0333_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0162_M.png",
+      "image_rel_path": "all_images/BUSI_0162_M.png",
+      "mask_rel_path": "all_masks/BUSI_0162_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0069_M.png",
+      "image_rel_path": "all_images/BUSI_0069_M.png",
+      "mask_rel_path": "all_masks/BUSI_0069_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0059_M.png",
+      "image_rel_path": "all_images/BUSI_0059_M.png",
+      "mask_rel_path": "all_masks/BUSI_0059_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0209_B.png",
+      "image_rel_path": "all_images/BUSI_0209_B.png",
+      "mask_rel_path": "all_masks/BUSI_0209_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0165_M.png",
+      "image_rel_path": "all_images/BUSI_0165_M.png",
+      "mask_rel_path": "all_masks/BUSI_0165_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0037_M.png",
+      "image_rel_path": "all_images/BUSI_0037_M.png",
+      "mask_rel_path": "all_masks/BUSI_0037_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0401_B.png",
+      "image_rel_path": "all_images/BUSI_0401_B.png",
+      "mask_rel_path": "all_masks/BUSI_0401_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0182_B.png",
+      "image_rel_path": "all_images/BUSI_0182_B.png",
+      "mask_rel_path": "all_masks/BUSI_0182_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0357_B.png",
+      "image_rel_path": "all_images/BUSI_0357_B.png",
+      "mask_rel_path": "all_masks/BUSI_0357_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0260_B.png",
+      "image_rel_path": "all_images/BUSI_0260_B.png",
+      "mask_rel_path": "all_masks/BUSI_0260_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0272_B.png",
+      "image_rel_path": "all_images/BUSI_0272_B.png",
+      "mask_rel_path": "all_masks/BUSI_0272_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0102_B.png",
+      "image_rel_path": "all_images/BUSI_0102_B.png",
+      "mask_rel_path": "all_masks/BUSI_0102_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0089_B.png",
+      "image_rel_path": "all_images/BUSI_0089_B.png",
+      "mask_rel_path": "all_masks/BUSI_0089_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0138_B.png",
+      "image_rel_path": "all_images/BUSI_0138_B.png",
+      "mask_rel_path": "all_masks/BUSI_0138_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0110_M.png",
+      "image_rel_path": "all_images/BUSI_0110_M.png",
+      "mask_rel_path": "all_masks/BUSI_0110_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0053_M.png",
+      "image_rel_path": "all_images/BUSI_0053_M.png",
+      "mask_rel_path": "all_masks/BUSI_0053_M.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_004_pct_050_repeat_01.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_004_pct_050_repeat_01.json
new file mode 100644
index 0000000000000000000000000000000000000000..9beada8577c07ac284a98632a428cba2ef36a2fc
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_004_pct_050_repeat_01.json
@@ -0,0 +1,5486 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0084_B.png",
+      "image_rel_path": "all_images/BUSI_0084_B.png",
+      "mask_rel_path": "all_masks/BUSI_0084_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0392_B.png",
+      "image_rel_path": "all_images/BUSI_0392_B.png",
+      "mask_rel_path": "all_masks/BUSI_0392_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0048_M.png",
+      "image_rel_path": "all_images/BUSI_0048_M.png",
+      "mask_rel_path": "all_masks/BUSI_0048_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0206_B.png",
+      "image_rel_path": "all_images/BUSI_0206_B.png",
+      "mask_rel_path": "all_masks/BUSI_0206_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0280_B.png",
+      "image_rel_path": "all_images/BUSI_0280_B.png",
+      "mask_rel_path": "all_masks/BUSI_0280_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0245_B.png",
+      "image_rel_path": "all_images/BUSI_0245_B.png",
+      "mask_rel_path": "all_masks/BUSI_0245_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0026_B.png",
+      "image_rel_path": "all_images/BUSI_0026_B.png",
+      "mask_rel_path": "all_masks/BUSI_0026_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0372_B.png",
+      "image_rel_path": "all_images/BUSI_0372_B.png",
+      "mask_rel_path": "all_masks/BUSI_0372_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0005_M.png",
+      "image_rel_path": "all_images/BUSI_0005_M.png",
+      "mask_rel_path": "all_masks/BUSI_0005_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0106_M.png",
+      "image_rel_path": "all_images/BUSI_0106_M.png",
+      "mask_rel_path": "all_masks/BUSI_0106_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0073_M.png",
+      "image_rel_path": "all_images/BUSI_0073_M.png",
+      "mask_rel_path": "all_masks/BUSI_0073_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0088_M.png",
+      "image_rel_path": "all_images/BUSI_0088_M.png",
+      "mask_rel_path": "all_masks/BUSI_0088_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0230_B.png",
+      "image_rel_path": "all_images/BUSI_0230_B.png",
+      "mask_rel_path": "all_masks/BUSI_0230_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0409_B.png",
+      "image_rel_path": "all_images/BUSI_0409_B.png",
+      "mask_rel_path": "all_masks/BUSI_0409_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0189_B.png",
+      "image_rel_path": "all_images/BUSI_0189_B.png",
+      "mask_rel_path": "all_masks/BUSI_0189_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0359_B.png",
+      "image_rel_path": "all_images/BUSI_0359_B.png",
+      "mask_rel_path": "all_masks/BUSI_0359_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0051_B.png",
+      "image_rel_path": "all_images/BUSI_0051_B.png",
+      "mask_rel_path": "all_masks/BUSI_0051_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0203_B.png",
+      "image_rel_path": "all_images/BUSI_0203_B.png",
+      "mask_rel_path": "all_masks/BUSI_0203_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0029_M.png",
+      "image_rel_path": "all_images/BUSI_0029_M.png",
+      "mask_rel_path": "all_masks/BUSI_0029_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0338_B.png",
+      "image_rel_path": "all_images/BUSI_0338_B.png",
+      "mask_rel_path": "all_masks/BUSI_0338_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0156_M.png",
+      "image_rel_path": "all_images/BUSI_0156_M.png",
+      "mask_rel_path": "all_masks/BUSI_0156_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0296_B.png",
+      "image_rel_path": "all_images/BUSI_0296_B.png",
+      "mask_rel_path": "all_masks/BUSI_0296_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0003_M.png",
+      "image_rel_path": "all_images/BUSI_0003_M.png",
+      "mask_rel_path": "all_masks/BUSI_0003_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0094_M.png",
+      "image_rel_path": "all_images/BUSI_0094_M.png",
+      "mask_rel_path": "all_masks/BUSI_0094_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0380_B.png",
+      "image_rel_path": "all_images/BUSI_0380_B.png",
+      "mask_rel_path": "all_masks/BUSI_0380_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0129_M.png",
+      "image_rel_path": "all_images/BUSI_0129_M.png",
+      "mask_rel_path": "all_masks/BUSI_0129_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0030_B.png",
+      "image_rel_path": "all_images/BUSI_0030_B.png",
+      "mask_rel_path": "all_masks/BUSI_0030_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0231_B.png",
+      "image_rel_path": "all_images/BUSI_0231_B.png",
+      "mask_rel_path": "all_masks/BUSI_0231_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0287_B.png",
+      "image_rel_path": "all_images/BUSI_0287_B.png",
+      "mask_rel_path": "all_masks/BUSI_0287_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0244_B.png",
+      "image_rel_path": "all_images/BUSI_0244_B.png",
+      "mask_rel_path": "all_masks/BUSI_0244_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0308_B.png",
+      "image_rel_path": "all_images/BUSI_0308_B.png",
+      "mask_rel_path": "all_masks/BUSI_0308_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0042_M.png",
+      "image_rel_path": "all_images/BUSI_0042_M.png",
+      "mask_rel_path": "all_masks/BUSI_0042_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0039_B.png",
+      "image_rel_path": "all_images/BUSI_0039_B.png",
+      "mask_rel_path": "all_masks/BUSI_0039_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0235_B.png",
+      "image_rel_path": "all_images/BUSI_0235_B.png",
+      "mask_rel_path": "all_masks/BUSI_0235_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0315_B.png",
+      "image_rel_path": "all_images/BUSI_0315_B.png",
+      "mask_rel_path": "all_masks/BUSI_0315_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0201_B.png",
+      "image_rel_path": "all_images/BUSI_0201_B.png",
+      "mask_rel_path": "all_masks/BUSI_0201_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0126_B.png",
+      "image_rel_path": "all_images/BUSI_0126_B.png",
+      "mask_rel_path": "all_masks/BUSI_0126_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0400_B.png",
+      "image_rel_path": "all_images/BUSI_0400_B.png",
+      "mask_rel_path": "all_masks/BUSI_0400_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0013_M.png",
+      "image_rel_path": "all_images/BUSI_0013_M.png",
+      "mask_rel_path": "all_masks/BUSI_0013_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0055_B.png",
+      "image_rel_path": "all_images/BUSI_0055_B.png",
+      "mask_rel_path": "all_masks/BUSI_0055_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0421_B.png",
+      "image_rel_path": "all_images/BUSI_0421_B.png",
+      "mask_rel_path": "all_masks/BUSI_0421_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0123_M.png",
+      "image_rel_path": "all_images/BUSI_0123_M.png",
+      "mask_rel_path": "all_masks/BUSI_0123_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0375_B.png",
+      "image_rel_path": "all_images/BUSI_0375_B.png",
+      "mask_rel_path": "all_masks/BUSI_0375_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0014_M.png",
+      "image_rel_path": "all_images/BUSI_0014_M.png",
+      "mask_rel_path": "all_masks/BUSI_0014_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0192_M.png",
+      "image_rel_path": "all_images/BUSI_0192_M.png",
+      "mask_rel_path": "all_masks/BUSI_0192_M.png"
+    },
+    {
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+      "filename": "BUSI_0207_B.png",
+      "image_rel_path": "all_images/BUSI_0207_B.png",
+      "mask_rel_path": "all_masks/BUSI_0207_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0193_M.png",
+      "image_rel_path": "all_images/BUSI_0193_M.png",
+      "mask_rel_path": "all_masks/BUSI_0193_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0342_B.png",
+      "image_rel_path": "all_images/BUSI_0342_B.png",
+      "mask_rel_path": "all_masks/BUSI_0342_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0157_M.png",
+      "image_rel_path": "all_images/BUSI_0157_M.png",
+      "mask_rel_path": "all_masks/BUSI_0157_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0111_B.png",
+      "image_rel_path": "all_images/BUSI_0111_B.png",
+      "mask_rel_path": "all_masks/BUSI_0111_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0114_M.png",
+      "image_rel_path": "all_images/BUSI_0114_M.png",
+      "mask_rel_path": "all_masks/BUSI_0114_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0088_M.png",
+      "image_rel_path": "all_images/BUSI_0088_M.png",
+      "mask_rel_path": "all_masks/BUSI_0088_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0109_B.png",
+      "image_rel_path": "all_images/BUSI_0109_B.png",
+      "mask_rel_path": "all_masks/BUSI_0109_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0056_B.png",
+      "image_rel_path": "all_images/BUSI_0056_B.png",
+      "mask_rel_path": "all_masks/BUSI_0056_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0370_B.png",
+      "image_rel_path": "all_images/BUSI_0370_B.png",
+      "mask_rel_path": "all_masks/BUSI_0370_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0206_B.png",
+      "image_rel_path": "all_images/BUSI_0206_B.png",
+      "mask_rel_path": "all_masks/BUSI_0206_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0164_B.png",
+      "image_rel_path": "all_images/BUSI_0164_B.png",
+      "mask_rel_path": "all_masks/BUSI_0164_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0014_M.png",
+      "image_rel_path": "all_images/BUSI_0014_M.png",
+      "mask_rel_path": "all_masks/BUSI_0014_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0188_B.png",
+      "image_rel_path": "all_images/BUSI_0188_B.png",
+      "mask_rel_path": "all_masks/BUSI_0188_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0086_B.png",
+      "image_rel_path": "all_images/BUSI_0086_B.png",
+      "mask_rel_path": "all_masks/BUSI_0086_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0134_B.png",
+      "image_rel_path": "all_images/BUSI_0134_B.png",
+      "mask_rel_path": "all_masks/BUSI_0134_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0223_B.png",
+      "image_rel_path": "all_images/BUSI_0223_B.png",
+      "mask_rel_path": "all_masks/BUSI_0223_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0144_M.png",
+      "image_rel_path": "all_images/BUSI_0144_M.png",
+      "mask_rel_path": "all_masks/BUSI_0144_M.png"
+    }
+  ],
+  "val_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0142_B.png",
+      "image_rel_path": "all_images/BUSI_0142_B.png",
+      "mask_rel_path": "all_masks/BUSI_0142_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0037_B.png",
+      "image_rel_path": "all_images/BUSI_0037_B.png",
+      "mask_rel_path": "all_masks/BUSI_0037_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0285_B.png",
+      "image_rel_path": "all_images/BUSI_0285_B.png",
+      "mask_rel_path": "all_masks/BUSI_0285_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0122_B.png",
+      "image_rel_path": "all_images/BUSI_0122_B.png",
+      "mask_rel_path": "all_masks/BUSI_0122_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0097_M.png",
+      "image_rel_path": "all_images/BUSI_0097_M.png",
+      "mask_rel_path": "all_masks/BUSI_0097_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0174_B.png",
+      "image_rel_path": "all_images/BUSI_0174_B.png",
+      "mask_rel_path": "all_masks/BUSI_0174_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0420_B.png",
+      "image_rel_path": "all_images/BUSI_0420_B.png",
+      "mask_rel_path": "all_masks/BUSI_0420_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0048_B.png",
+      "image_rel_path": "all_images/BUSI_0048_B.png",
+      "mask_rel_path": "all_masks/BUSI_0048_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0035_M.png",
+      "image_rel_path": "all_images/BUSI_0035_M.png",
+      "mask_rel_path": "all_masks/BUSI_0035_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0049_M.png",
+      "image_rel_path": "all_images/BUSI_0049_M.png",
+      "mask_rel_path": "all_masks/BUSI_0049_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0360_B.png",
+      "image_rel_path": "all_images/BUSI_0360_B.png",
+      "mask_rel_path": "all_masks/BUSI_0360_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0368_B.png",
+      "image_rel_path": "all_images/BUSI_0368_B.png",
+      "mask_rel_path": "all_masks/BUSI_0368_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0334_B.png",
+      "image_rel_path": "all_images/BUSI_0334_B.png",
+      "mask_rel_path": "all_masks/BUSI_0334_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0024_B.png",
+      "image_rel_path": "all_images/BUSI_0024_B.png",
+      "mask_rel_path": "all_masks/BUSI_0024_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0101_B.png",
+      "image_rel_path": "all_images/BUSI_0101_B.png",
+      "mask_rel_path": "all_masks/BUSI_0101_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0034_B.png",
+      "image_rel_path": "all_images/BUSI_0034_B.png",
+      "mask_rel_path": "all_masks/BUSI_0034_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0307_B.png",
+      "image_rel_path": "all_images/BUSI_0307_B.png",
+      "mask_rel_path": "all_masks/BUSI_0307_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0326_B.png",
+      "image_rel_path": "all_images/BUSI_0326_B.png",
+      "mask_rel_path": "all_masks/BUSI_0326_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0319_B.png",
+      "image_rel_path": "all_images/BUSI_0319_B.png",
+      "mask_rel_path": "all_masks/BUSI_0319_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0328_B.png",
+      "image_rel_path": "all_images/BUSI_0328_B.png",
+      "mask_rel_path": "all_masks/BUSI_0328_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0077_B.png",
+      "image_rel_path": "all_images/BUSI_0077_B.png",
+      "mask_rel_path": "all_masks/BUSI_0077_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0007_M.png",
+      "image_rel_path": "all_images/BUSI_0007_M.png",
+      "mask_rel_path": "all_masks/BUSI_0007_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0190_M.png",
+      "image_rel_path": "all_images/BUSI_0190_M.png",
+      "mask_rel_path": "all_masks/BUSI_0190_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0201_M.png",
+      "image_rel_path": "all_images/BUSI_0201_M.png",
+      "mask_rel_path": "all_masks/BUSI_0201_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0323_B.png",
+      "image_rel_path": "all_images/BUSI_0323_B.png",
+      "mask_rel_path": "all_masks/BUSI_0323_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0343_B.png",
+      "image_rel_path": "all_images/BUSI_0343_B.png",
+      "mask_rel_path": "all_masks/BUSI_0343_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0172_M.png",
+      "image_rel_path": "all_images/BUSI_0172_M.png",
+      "mask_rel_path": "all_masks/BUSI_0172_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0044_B.png",
+      "image_rel_path": "all_images/BUSI_0044_B.png",
+      "mask_rel_path": "all_masks/BUSI_0044_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0161_M.png",
+      "image_rel_path": "all_images/BUSI_0161_M.png",
+      "mask_rel_path": "all_masks/BUSI_0161_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0024_M.png",
+      "image_rel_path": "all_images/BUSI_0024_M.png",
+      "mask_rel_path": "all_masks/BUSI_0024_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0257_B.png",
+      "image_rel_path": "all_images/BUSI_0257_B.png",
+      "mask_rel_path": "all_masks/BUSI_0257_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0076_M.png",
+      "image_rel_path": "all_images/BUSI_0076_M.png",
+      "mask_rel_path": "all_masks/BUSI_0076_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0204_M.png",
+      "image_rel_path": "all_images/BUSI_0204_M.png",
+      "mask_rel_path": "all_masks/BUSI_0204_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0150_B.png",
+      "image_rel_path": "all_images/BUSI_0150_B.png",
+      "mask_rel_path": "all_masks/BUSI_0150_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0424_B.png",
+      "image_rel_path": "all_images/BUSI_0424_B.png",
+      "mask_rel_path": "all_masks/BUSI_0424_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0020_M.png",
+      "image_rel_path": "all_images/BUSI_0020_M.png",
+      "mask_rel_path": "all_masks/BUSI_0020_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0101_M.png",
+      "image_rel_path": "all_images/BUSI_0101_M.png",
+      "mask_rel_path": "all_masks/BUSI_0101_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0158_B.png",
+      "image_rel_path": "all_images/BUSI_0158_B.png",
+      "mask_rel_path": "all_masks/BUSI_0158_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0350_B.png",
+      "image_rel_path": "all_images/BUSI_0350_B.png",
+      "mask_rel_path": "all_masks/BUSI_0350_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0153_B.png",
+      "image_rel_path": "all_images/BUSI_0153_B.png",
+      "mask_rel_path": "all_masks/BUSI_0153_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0092_B.png",
+      "image_rel_path": "all_images/BUSI_0092_B.png",
+      "mask_rel_path": "all_masks/BUSI_0092_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0298_B.png",
+      "image_rel_path": "all_images/BUSI_0298_B.png",
+      "mask_rel_path": "all_masks/BUSI_0298_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0160_B.png",
+      "image_rel_path": "all_images/BUSI_0160_B.png",
+      "mask_rel_path": "all_masks/BUSI_0160_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0072_B.png",
+      "image_rel_path": "all_images/BUSI_0072_B.png",
+      "mask_rel_path": "all_masks/BUSI_0072_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0069_B.png",
+      "image_rel_path": "all_images/BUSI_0069_B.png",
+      "mask_rel_path": "all_masks/BUSI_0069_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0127_B.png",
+      "image_rel_path": "all_images/BUSI_0127_B.png",
+      "mask_rel_path": "all_masks/BUSI_0127_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0197_M.png",
+      "image_rel_path": "all_images/BUSI_0197_M.png",
+      "mask_rel_path": "all_masks/BUSI_0197_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0255_B.png",
+      "image_rel_path": "all_images/BUSI_0255_B.png",
+      "mask_rel_path": "all_masks/BUSI_0255_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0333_B.png",
+      "image_rel_path": "all_images/BUSI_0333_B.png",
+      "mask_rel_path": "all_masks/BUSI_0333_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0162_M.png",
+      "image_rel_path": "all_images/BUSI_0162_M.png",
+      "mask_rel_path": "all_masks/BUSI_0162_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0069_M.png",
+      "image_rel_path": "all_images/BUSI_0069_M.png",
+      "mask_rel_path": "all_masks/BUSI_0069_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0059_M.png",
+      "image_rel_path": "all_images/BUSI_0059_M.png",
+      "mask_rel_path": "all_masks/BUSI_0059_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0209_B.png",
+      "image_rel_path": "all_images/BUSI_0209_B.png",
+      "mask_rel_path": "all_masks/BUSI_0209_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0165_M.png",
+      "image_rel_path": "all_images/BUSI_0165_M.png",
+      "mask_rel_path": "all_masks/BUSI_0165_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0037_M.png",
+      "image_rel_path": "all_images/BUSI_0037_M.png",
+      "mask_rel_path": "all_masks/BUSI_0037_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0401_B.png",
+      "image_rel_path": "all_images/BUSI_0401_B.png",
+      "mask_rel_path": "all_masks/BUSI_0401_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0182_B.png",
+      "image_rel_path": "all_images/BUSI_0182_B.png",
+      "mask_rel_path": "all_masks/BUSI_0182_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0357_B.png",
+      "image_rel_path": "all_images/BUSI_0357_B.png",
+      "mask_rel_path": "all_masks/BUSI_0357_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0260_B.png",
+      "image_rel_path": "all_images/BUSI_0260_B.png",
+      "mask_rel_path": "all_masks/BUSI_0260_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0272_B.png",
+      "image_rel_path": "all_images/BUSI_0272_B.png",
+      "mask_rel_path": "all_masks/BUSI_0272_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0102_B.png",
+      "image_rel_path": "all_images/BUSI_0102_B.png",
+      "mask_rel_path": "all_masks/BUSI_0102_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0089_B.png",
+      "image_rel_path": "all_images/BUSI_0089_B.png",
+      "mask_rel_path": "all_masks/BUSI_0089_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0138_B.png",
+      "image_rel_path": "all_images/BUSI_0138_B.png",
+      "mask_rel_path": "all_masks/BUSI_0138_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0110_M.png",
+      "image_rel_path": "all_images/BUSI_0110_M.png",
+      "mask_rel_path": "all_masks/BUSI_0110_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0053_M.png",
+      "image_rel_path": "all_images/BUSI_0053_M.png",
+      "mask_rel_path": "all_masks/BUSI_0053_M.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_004_pct_050_repeat_02.json b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_004_pct_050_repeat_02.json
new file mode 100644
index 0000000000000000000000000000000000000000..91a1ffdcd90da31d2b7e406c35fe0075c8629d49
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_004_pct_050_repeat_02.json
@@ -0,0 +1,5485 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0084_B.png",
+      "image_rel_path": "all_images/BUSI_0084_B.png",
+      "mask_rel_path": "all_masks/BUSI_0084_B.png"
+    },
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+      "image_rel_path": "all_images/BUSI_0323_B.png",
+      "mask_rel_path": "all_masks/BUSI_0323_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0343_B.png",
+      "image_rel_path": "all_images/BUSI_0343_B.png",
+      "mask_rel_path": "all_masks/BUSI_0343_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0172_M.png",
+      "image_rel_path": "all_images/BUSI_0172_M.png",
+      "mask_rel_path": "all_masks/BUSI_0172_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0044_B.png",
+      "image_rel_path": "all_images/BUSI_0044_B.png",
+      "mask_rel_path": "all_masks/BUSI_0044_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0161_M.png",
+      "image_rel_path": "all_images/BUSI_0161_M.png",
+      "mask_rel_path": "all_masks/BUSI_0161_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0024_M.png",
+      "image_rel_path": "all_images/BUSI_0024_M.png",
+      "mask_rel_path": "all_masks/BUSI_0024_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0257_B.png",
+      "image_rel_path": "all_images/BUSI_0257_B.png",
+      "mask_rel_path": "all_masks/BUSI_0257_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0076_M.png",
+      "image_rel_path": "all_images/BUSI_0076_M.png",
+      "mask_rel_path": "all_masks/BUSI_0076_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0204_M.png",
+      "image_rel_path": "all_images/BUSI_0204_M.png",
+      "mask_rel_path": "all_masks/BUSI_0204_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0150_B.png",
+      "image_rel_path": "all_images/BUSI_0150_B.png",
+      "mask_rel_path": "all_masks/BUSI_0150_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0424_B.png",
+      "image_rel_path": "all_images/BUSI_0424_B.png",
+      "mask_rel_path": "all_masks/BUSI_0424_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0020_M.png",
+      "image_rel_path": "all_images/BUSI_0020_M.png",
+      "mask_rel_path": "all_masks/BUSI_0020_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0101_M.png",
+      "image_rel_path": "all_images/BUSI_0101_M.png",
+      "mask_rel_path": "all_masks/BUSI_0101_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0158_B.png",
+      "image_rel_path": "all_images/BUSI_0158_B.png",
+      "mask_rel_path": "all_masks/BUSI_0158_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0350_B.png",
+      "image_rel_path": "all_images/BUSI_0350_B.png",
+      "mask_rel_path": "all_masks/BUSI_0350_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0153_B.png",
+      "image_rel_path": "all_images/BUSI_0153_B.png",
+      "mask_rel_path": "all_masks/BUSI_0153_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0092_B.png",
+      "image_rel_path": "all_images/BUSI_0092_B.png",
+      "mask_rel_path": "all_masks/BUSI_0092_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0298_B.png",
+      "image_rel_path": "all_images/BUSI_0298_B.png",
+      "mask_rel_path": "all_masks/BUSI_0298_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0160_B.png",
+      "image_rel_path": "all_images/BUSI_0160_B.png",
+      "mask_rel_path": "all_masks/BUSI_0160_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0072_B.png",
+      "image_rel_path": "all_images/BUSI_0072_B.png",
+      "mask_rel_path": "all_masks/BUSI_0072_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0069_B.png",
+      "image_rel_path": "all_images/BUSI_0069_B.png",
+      "mask_rel_path": "all_masks/BUSI_0069_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0127_B.png",
+      "image_rel_path": "all_images/BUSI_0127_B.png",
+      "mask_rel_path": "all_masks/BUSI_0127_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0197_M.png",
+      "image_rel_path": "all_images/BUSI_0197_M.png",
+      "mask_rel_path": "all_masks/BUSI_0197_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0255_B.png",
+      "image_rel_path": "all_images/BUSI_0255_B.png",
+      "mask_rel_path": "all_masks/BUSI_0255_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0333_B.png",
+      "image_rel_path": "all_images/BUSI_0333_B.png",
+      "mask_rel_path": "all_masks/BUSI_0333_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0162_M.png",
+      "image_rel_path": "all_images/BUSI_0162_M.png",
+      "mask_rel_path": "all_masks/BUSI_0162_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0069_M.png",
+      "image_rel_path": "all_images/BUSI_0069_M.png",
+      "mask_rel_path": "all_masks/BUSI_0069_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0059_M.png",
+      "image_rel_path": "all_images/BUSI_0059_M.png",
+      "mask_rel_path": "all_masks/BUSI_0059_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0209_B.png",
+      "image_rel_path": "all_images/BUSI_0209_B.png",
+      "mask_rel_path": "all_masks/BUSI_0209_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0165_M.png",
+      "image_rel_path": "all_images/BUSI_0165_M.png",
+      "mask_rel_path": "all_masks/BUSI_0165_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0037_M.png",
+      "image_rel_path": "all_images/BUSI_0037_M.png",
+      "mask_rel_path": "all_masks/BUSI_0037_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0401_B.png",
+      "image_rel_path": "all_images/BUSI_0401_B.png",
+      "mask_rel_path": "all_masks/BUSI_0401_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0182_B.png",
+      "image_rel_path": "all_images/BUSI_0182_B.png",
+      "mask_rel_path": "all_masks/BUSI_0182_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0357_B.png",
+      "image_rel_path": "all_images/BUSI_0357_B.png",
+      "mask_rel_path": "all_masks/BUSI_0357_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0260_B.png",
+      "image_rel_path": "all_images/BUSI_0260_B.png",
+      "mask_rel_path": "all_masks/BUSI_0260_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0272_B.png",
+      "image_rel_path": "all_images/BUSI_0272_B.png",
+      "mask_rel_path": "all_masks/BUSI_0272_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0102_B.png",
+      "image_rel_path": "all_images/BUSI_0102_B.png",
+      "mask_rel_path": "all_masks/BUSI_0102_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0089_B.png",
+      "image_rel_path": "all_images/BUSI_0089_B.png",
+      "mask_rel_path": "all_masks/BUSI_0089_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0138_B.png",
+      "image_rel_path": "all_images/BUSI_0138_B.png",
+      "mask_rel_path": "all_masks/BUSI_0138_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0110_M.png",
+      "image_rel_path": "all_images/BUSI_0110_M.png",
+      "mask_rel_path": "all_masks/BUSI_0110_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0053_M.png",
+      "image_rel_path": "all_images/BUSI_0053_M.png",
+      "mask_rel_path": "all_masks/BUSI_0053_M.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_005_repeat_01.json b/runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_005_repeat_01.json
new file mode 100644
index 0000000000000000000000000000000000000000..5b2c5d820ff023fb4be8f1011daf1b771ade3340
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_005_repeat_01.json
@@ -0,0 +1,4088 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0179_M.png",
+      "image_rel_path": "all_images/BUSI_0179_M.png",
+      "mask_rel_path": "all_masks/BUSI_0179_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0017_B.png",
+      "image_rel_path": "all_images/BUSI_0017_B.png",
+      "mask_rel_path": "all_masks/BUSI_0017_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0429_B.png",
+      "image_rel_path": "all_images/BUSI_0429_B.png",
+      "mask_rel_path": "all_masks/BUSI_0429_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0107_B.png",
+      "image_rel_path": "all_images/BUSI_0107_B.png",
+      "mask_rel_path": "all_masks/BUSI_0107_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0045_M.png",
+      "image_rel_path": "all_images/BUSI_0045_M.png",
+      "mask_rel_path": "all_masks/BUSI_0045_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0171_M.png",
+      "image_rel_path": "all_images/BUSI_0171_M.png",
+      "mask_rel_path": "all_masks/BUSI_0171_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0348_B.png",
+      "image_rel_path": "all_images/BUSI_0348_B.png",
+      "mask_rel_path": "all_masks/BUSI_0348_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0057_M.png",
+      "image_rel_path": "all_images/BUSI_0057_M.png",
+      "mask_rel_path": "all_masks/BUSI_0057_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0013_M.png",
+      "image_rel_path": "all_images/BUSI_0013_M.png",
+      "mask_rel_path": "all_masks/BUSI_0013_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0432_B.png",
+      "image_rel_path": "all_images/BUSI_0432_B.png",
+      "mask_rel_path": "all_masks/BUSI_0432_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0072_M.png",
+      "image_rel_path": "all_images/BUSI_0072_M.png",
+      "mask_rel_path": "all_masks/BUSI_0072_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0196_B.png",
+      "image_rel_path": "all_images/BUSI_0196_B.png",
+      "mask_rel_path": "all_masks/BUSI_0196_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0011_B.png",
+      "image_rel_path": "all_images/BUSI_0011_B.png",
+      "mask_rel_path": "all_masks/BUSI_0011_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0045_B.png",
+      "image_rel_path": "all_images/BUSI_0045_B.png",
+      "mask_rel_path": "all_masks/BUSI_0045_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0044_B.png",
+      "image_rel_path": "all_images/BUSI_0044_B.png",
+      "mask_rel_path": "all_masks/BUSI_0044_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0023_B.png",
+      "image_rel_path": "all_images/BUSI_0023_B.png",
+      "mask_rel_path": "all_masks/BUSI_0023_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0113_B.png",
+      "image_rel_path": "all_images/BUSI_0113_B.png",
+      "mask_rel_path": "all_masks/BUSI_0113_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0344_B.png",
+      "image_rel_path": "all_images/BUSI_0344_B.png",
+      "mask_rel_path": "all_masks/BUSI_0344_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0316_B.png",
+      "image_rel_path": "all_images/BUSI_0316_B.png",
+      "mask_rel_path": "all_masks/BUSI_0316_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0123_B.png",
+      "image_rel_path": "all_images/BUSI_0123_B.png",
+      "mask_rel_path": "all_masks/BUSI_0123_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0043_M.png",
+      "image_rel_path": "all_images/BUSI_0043_M.png",
+      "mask_rel_path": "all_masks/BUSI_0043_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0030_M.png",
+      "image_rel_path": "all_images/BUSI_0030_M.png",
+      "mask_rel_path": "all_masks/BUSI_0030_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0153_B.png",
+      "image_rel_path": "all_images/BUSI_0153_B.png",
+      "mask_rel_path": "all_masks/BUSI_0153_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0411_B.png",
+      "image_rel_path": "all_images/BUSI_0411_B.png",
+      "mask_rel_path": "all_masks/BUSI_0411_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0396_B.png",
+      "image_rel_path": "all_images/BUSI_0396_B.png",
+      "mask_rel_path": "all_masks/BUSI_0396_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0078_B.png",
+      "image_rel_path": "all_images/BUSI_0078_B.png",
+      "mask_rel_path": "all_masks/BUSI_0078_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0347_B.png",
+      "image_rel_path": "all_images/BUSI_0347_B.png",
+      "mask_rel_path": "all_masks/BUSI_0347_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0215_B.png",
+      "image_rel_path": "all_images/BUSI_0215_B.png",
+      "mask_rel_path": "all_masks/BUSI_0215_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0028_M.png",
+      "image_rel_path": "all_images/BUSI_0028_M.png",
+      "mask_rel_path": "all_masks/BUSI_0028_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0255_B.png",
+      "image_rel_path": "all_images/BUSI_0255_B.png",
+      "mask_rel_path": "all_masks/BUSI_0255_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0003_B.png",
+      "image_rel_path": "all_images/BUSI_0003_B.png",
+      "mask_rel_path": "all_masks/BUSI_0003_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0080_M.png",
+      "image_rel_path": "all_images/BUSI_0080_M.png",
+      "mask_rel_path": "all_masks/BUSI_0080_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0236_B.png",
+      "image_rel_path": "all_images/BUSI_0236_B.png",
+      "mask_rel_path": "all_masks/BUSI_0236_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0050_B.png",
+      "image_rel_path": "all_images/BUSI_0050_B.png",
+      "mask_rel_path": "all_masks/BUSI_0050_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0197_M.png",
+      "image_rel_path": "all_images/BUSI_0197_M.png",
+      "mask_rel_path": "all_masks/BUSI_0197_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0245_B.png",
+      "image_rel_path": "all_images/BUSI_0245_B.png",
+      "mask_rel_path": "all_masks/BUSI_0245_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0128_B.png",
+      "image_rel_path": "all_images/BUSI_0128_B.png",
+      "mask_rel_path": "all_masks/BUSI_0128_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0164_M.png",
+      "image_rel_path": "all_images/BUSI_0164_M.png",
+      "mask_rel_path": "all_masks/BUSI_0164_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0061_B.png",
+      "image_rel_path": "all_images/BUSI_0061_B.png",
+      "mask_rel_path": "all_masks/BUSI_0061_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0052_M.png",
+      "image_rel_path": "all_images/BUSI_0052_M.png",
+      "mask_rel_path": "all_masks/BUSI_0052_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0079_B.png",
+      "image_rel_path": "all_images/BUSI_0079_B.png",
+      "mask_rel_path": "all_masks/BUSI_0079_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0154_B.png",
+      "image_rel_path": "all_images/BUSI_0154_B.png",
+      "mask_rel_path": "all_masks/BUSI_0154_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0029_M.png",
+      "image_rel_path": "all_images/BUSI_0029_M.png",
+      "mask_rel_path": "all_masks/BUSI_0029_M.png"
+    },
+    {
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+      "filename": "BUSI_0376_B.png",
+      "image_rel_path": "all_images/BUSI_0376_B.png",
+      "mask_rel_path": "all_masks/BUSI_0376_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0119_M.png",
+      "image_rel_path": "all_images/BUSI_0119_M.png",
+      "mask_rel_path": "all_masks/BUSI_0119_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0103_B.png",
+      "image_rel_path": "all_images/BUSI_0103_B.png",
+      "mask_rel_path": "all_masks/BUSI_0103_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0414_B.png",
+      "image_rel_path": "all_images/BUSI_0414_B.png",
+      "mask_rel_path": "all_masks/BUSI_0414_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0358_B.png",
+      "image_rel_path": "all_images/BUSI_0358_B.png",
+      "mask_rel_path": "all_masks/BUSI_0358_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0080_B.png",
+      "image_rel_path": "all_images/BUSI_0080_B.png",
+      "mask_rel_path": "all_masks/BUSI_0080_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0359_B.png",
+      "image_rel_path": "all_images/BUSI_0359_B.png",
+      "mask_rel_path": "all_masks/BUSI_0359_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0428_B.png",
+      "image_rel_path": "all_images/BUSI_0428_B.png",
+      "mask_rel_path": "all_masks/BUSI_0428_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0120_B.png",
+      "image_rel_path": "all_images/BUSI_0120_B.png",
+      "mask_rel_path": "all_masks/BUSI_0120_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0142_B.png",
+      "image_rel_path": "all_images/BUSI_0142_B.png",
+      "mask_rel_path": "all_masks/BUSI_0142_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0079_M.png",
+      "image_rel_path": "all_images/BUSI_0079_M.png",
+      "mask_rel_path": "all_masks/BUSI_0079_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0007_B.png",
+      "image_rel_path": "all_images/BUSI_0007_B.png",
+      "mask_rel_path": "all_masks/BUSI_0007_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0076_M.png",
+      "image_rel_path": "all_images/BUSI_0076_M.png",
+      "mask_rel_path": "all_masks/BUSI_0076_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0275_B.png",
+      "image_rel_path": "all_images/BUSI_0275_B.png",
+      "mask_rel_path": "all_masks/BUSI_0275_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0132_B.png",
+      "image_rel_path": "all_images/BUSI_0132_B.png",
+      "mask_rel_path": "all_masks/BUSI_0132_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0139_M.png",
+      "image_rel_path": "all_images/BUSI_0139_M.png",
+      "mask_rel_path": "all_masks/BUSI_0139_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0325_B.png",
+      "image_rel_path": "all_images/BUSI_0325_B.png",
+      "mask_rel_path": "all_masks/BUSI_0325_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0324_B.png",
+      "image_rel_path": "all_images/BUSI_0324_B.png",
+      "mask_rel_path": "all_masks/BUSI_0324_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0266_B.png",
+      "image_rel_path": "all_images/BUSI_0266_B.png",
+      "mask_rel_path": "all_masks/BUSI_0266_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0183_M.png",
+      "image_rel_path": "all_images/BUSI_0183_M.png",
+      "mask_rel_path": "all_masks/BUSI_0183_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0205_M.png",
+      "image_rel_path": "all_images/BUSI_0205_M.png",
+      "mask_rel_path": "all_masks/BUSI_0205_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0068_B.png",
+      "image_rel_path": "all_images/BUSI_0068_B.png",
+      "mask_rel_path": "all_masks/BUSI_0068_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0204_B.png",
+      "image_rel_path": "all_images/BUSI_0204_B.png",
+      "mask_rel_path": "all_masks/BUSI_0204_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0431_B.png",
+      "image_rel_path": "all_images/BUSI_0431_B.png",
+      "mask_rel_path": "all_masks/BUSI_0431_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0382_B.png",
+      "image_rel_path": "all_images/BUSI_0382_B.png",
+      "mask_rel_path": "all_masks/BUSI_0382_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0318_B.png",
+      "image_rel_path": "all_images/BUSI_0318_B.png",
+      "mask_rel_path": "all_masks/BUSI_0318_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0192_B.png",
+      "image_rel_path": "all_images/BUSI_0192_B.png",
+      "mask_rel_path": "all_masks/BUSI_0192_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_005_repeat_02.json b/runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_005_repeat_02.json
new file mode 100644
index 0000000000000000000000000000000000000000..d00eab3bbc3418dc4ac7f0bfd3b7dba100ab7686
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_005_repeat_02.json
@@ -0,0 +1,4087 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0179_M.png",
+      "image_rel_path": "all_images/BUSI_0179_M.png",
+      "mask_rel_path": "all_masks/BUSI_0179_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0017_B.png",
+      "image_rel_path": "all_images/BUSI_0017_B.png",
+      "mask_rel_path": "all_masks/BUSI_0017_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0429_B.png",
+      "image_rel_path": "all_images/BUSI_0429_B.png",
+      "mask_rel_path": "all_masks/BUSI_0429_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0107_B.png",
+      "image_rel_path": "all_images/BUSI_0107_B.png",
+      "mask_rel_path": "all_masks/BUSI_0107_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0045_M.png",
+      "image_rel_path": "all_images/BUSI_0045_M.png",
+      "mask_rel_path": "all_masks/BUSI_0045_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0171_M.png",
+      "image_rel_path": "all_images/BUSI_0171_M.png",
+      "mask_rel_path": "all_masks/BUSI_0171_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0348_B.png",
+      "image_rel_path": "all_images/BUSI_0348_B.png",
+      "mask_rel_path": "all_masks/BUSI_0348_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0057_M.png",
+      "image_rel_path": "all_images/BUSI_0057_M.png",
+      "mask_rel_path": "all_masks/BUSI_0057_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0013_M.png",
+      "image_rel_path": "all_images/BUSI_0013_M.png",
+      "mask_rel_path": "all_masks/BUSI_0013_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0432_B.png",
+      "image_rel_path": "all_images/BUSI_0432_B.png",
+      "mask_rel_path": "all_masks/BUSI_0432_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0072_M.png",
+      "image_rel_path": "all_images/BUSI_0072_M.png",
+      "mask_rel_path": "all_masks/BUSI_0072_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0196_B.png",
+      "image_rel_path": "all_images/BUSI_0196_B.png",
+      "mask_rel_path": "all_masks/BUSI_0196_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0011_B.png",
+      "image_rel_path": "all_images/BUSI_0011_B.png",
+      "mask_rel_path": "all_masks/BUSI_0011_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0045_B.png",
+      "image_rel_path": "all_images/BUSI_0045_B.png",
+      "mask_rel_path": "all_masks/BUSI_0045_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0044_B.png",
+      "image_rel_path": "all_images/BUSI_0044_B.png",
+      "mask_rel_path": "all_masks/BUSI_0044_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0023_B.png",
+      "image_rel_path": "all_images/BUSI_0023_B.png",
+      "mask_rel_path": "all_masks/BUSI_0023_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0113_B.png",
+      "image_rel_path": "all_images/BUSI_0113_B.png",
+      "mask_rel_path": "all_masks/BUSI_0113_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0344_B.png",
+      "image_rel_path": "all_images/BUSI_0344_B.png",
+      "mask_rel_path": "all_masks/BUSI_0344_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0316_B.png",
+      "image_rel_path": "all_images/BUSI_0316_B.png",
+      "mask_rel_path": "all_masks/BUSI_0316_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0123_B.png",
+      "image_rel_path": "all_images/BUSI_0123_B.png",
+      "mask_rel_path": "all_masks/BUSI_0123_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0043_M.png",
+      "image_rel_path": "all_images/BUSI_0043_M.png",
+      "mask_rel_path": "all_masks/BUSI_0043_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0030_M.png",
+      "image_rel_path": "all_images/BUSI_0030_M.png",
+      "mask_rel_path": "all_masks/BUSI_0030_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0153_B.png",
+      "image_rel_path": "all_images/BUSI_0153_B.png",
+      "mask_rel_path": "all_masks/BUSI_0153_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0411_B.png",
+      "image_rel_path": "all_images/BUSI_0411_B.png",
+      "mask_rel_path": "all_masks/BUSI_0411_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0396_B.png",
+      "image_rel_path": "all_images/BUSI_0396_B.png",
+      "mask_rel_path": "all_masks/BUSI_0396_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0078_B.png",
+      "image_rel_path": "all_images/BUSI_0078_B.png",
+      "mask_rel_path": "all_masks/BUSI_0078_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0347_B.png",
+      "image_rel_path": "all_images/BUSI_0347_B.png",
+      "mask_rel_path": "all_masks/BUSI_0347_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0215_B.png",
+      "image_rel_path": "all_images/BUSI_0215_B.png",
+      "mask_rel_path": "all_masks/BUSI_0215_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0028_M.png",
+      "image_rel_path": "all_images/BUSI_0028_M.png",
+      "mask_rel_path": "all_masks/BUSI_0028_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0255_B.png",
+      "image_rel_path": "all_images/BUSI_0255_B.png",
+      "mask_rel_path": "all_masks/BUSI_0255_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0003_B.png",
+      "image_rel_path": "all_images/BUSI_0003_B.png",
+      "mask_rel_path": "all_masks/BUSI_0003_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0080_M.png",
+      "image_rel_path": "all_images/BUSI_0080_M.png",
+      "mask_rel_path": "all_masks/BUSI_0080_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0236_B.png",
+      "image_rel_path": "all_images/BUSI_0236_B.png",
+      "mask_rel_path": "all_masks/BUSI_0236_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0050_B.png",
+      "image_rel_path": "all_images/BUSI_0050_B.png",
+      "mask_rel_path": "all_masks/BUSI_0050_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0197_M.png",
+      "image_rel_path": "all_images/BUSI_0197_M.png",
+      "mask_rel_path": "all_masks/BUSI_0197_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0245_B.png",
+      "image_rel_path": "all_images/BUSI_0245_B.png",
+      "mask_rel_path": "all_masks/BUSI_0245_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0128_B.png",
+      "image_rel_path": "all_images/BUSI_0128_B.png",
+      "mask_rel_path": "all_masks/BUSI_0128_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0164_M.png",
+      "image_rel_path": "all_images/BUSI_0164_M.png",
+      "mask_rel_path": "all_masks/BUSI_0164_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0061_B.png",
+      "image_rel_path": "all_images/BUSI_0061_B.png",
+      "mask_rel_path": "all_masks/BUSI_0061_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0052_M.png",
+      "image_rel_path": "all_images/BUSI_0052_M.png",
+      "mask_rel_path": "all_masks/BUSI_0052_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0079_B.png",
+      "image_rel_path": "all_images/BUSI_0079_B.png",
+      "mask_rel_path": "all_masks/BUSI_0079_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0154_B.png",
+      "image_rel_path": "all_images/BUSI_0154_B.png",
+      "mask_rel_path": "all_masks/BUSI_0154_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0029_M.png",
+      "image_rel_path": "all_images/BUSI_0029_M.png",
+      "mask_rel_path": "all_masks/BUSI_0029_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0053_B.png",
+      "image_rel_path": "all_images/BUSI_0053_B.png",
+      "mask_rel_path": "all_masks/BUSI_0053_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0010_B.png",
+      "image_rel_path": "all_images/BUSI_0010_B.png",
+      "mask_rel_path": "all_masks/BUSI_0010_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0133_M.png",
+      "image_rel_path": "all_images/BUSI_0133_M.png",
+      "mask_rel_path": "all_masks/BUSI_0133_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0158_M.png",
+      "image_rel_path": "all_images/BUSI_0158_M.png",
+      "mask_rel_path": "all_masks/BUSI_0158_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0301_B.png",
+      "image_rel_path": "all_images/BUSI_0301_B.png",
+      "mask_rel_path": "all_masks/BUSI_0301_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0121_B.png",
+      "image_rel_path": "all_images/BUSI_0121_B.png",
+      "mask_rel_path": "all_masks/BUSI_0121_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0032_B.png",
+      "image_rel_path": "all_images/BUSI_0032_B.png",
+      "mask_rel_path": "all_masks/BUSI_0032_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0051_B.png",
+      "image_rel_path": "all_images/BUSI_0051_B.png",
+      "mask_rel_path": "all_masks/BUSI_0051_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0207_B.png",
+      "image_rel_path": "all_images/BUSI_0207_B.png",
+      "mask_rel_path": "all_masks/BUSI_0207_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0019_M.png",
+      "image_rel_path": "all_images/BUSI_0019_M.png",
+      "mask_rel_path": "all_masks/BUSI_0019_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0391_B.png",
+      "image_rel_path": "all_images/BUSI_0391_B.png",
+      "mask_rel_path": "all_masks/BUSI_0391_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0124_B.png",
+      "image_rel_path": "all_images/BUSI_0124_B.png",
+      "mask_rel_path": "all_masks/BUSI_0124_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0249_B.png",
+      "image_rel_path": "all_images/BUSI_0249_B.png",
+      "mask_rel_path": "all_masks/BUSI_0249_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0203_B.png",
+      "image_rel_path": "all_images/BUSI_0203_B.png",
+      "mask_rel_path": "all_masks/BUSI_0203_B.png"
+    },
+    {
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+      "filename": "BUSI_0132_B.png",
+      "image_rel_path": "all_images/BUSI_0132_B.png",
+      "mask_rel_path": "all_masks/BUSI_0132_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0139_M.png",
+      "image_rel_path": "all_images/BUSI_0139_M.png",
+      "mask_rel_path": "all_masks/BUSI_0139_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0325_B.png",
+      "image_rel_path": "all_images/BUSI_0325_B.png",
+      "mask_rel_path": "all_masks/BUSI_0325_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0324_B.png",
+      "image_rel_path": "all_images/BUSI_0324_B.png",
+      "mask_rel_path": "all_masks/BUSI_0324_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0266_B.png",
+      "image_rel_path": "all_images/BUSI_0266_B.png",
+      "mask_rel_path": "all_masks/BUSI_0266_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0183_M.png",
+      "image_rel_path": "all_images/BUSI_0183_M.png",
+      "mask_rel_path": "all_masks/BUSI_0183_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0205_M.png",
+      "image_rel_path": "all_images/BUSI_0205_M.png",
+      "mask_rel_path": "all_masks/BUSI_0205_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0068_B.png",
+      "image_rel_path": "all_images/BUSI_0068_B.png",
+      "mask_rel_path": "all_masks/BUSI_0068_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0204_B.png",
+      "image_rel_path": "all_images/BUSI_0204_B.png",
+      "mask_rel_path": "all_masks/BUSI_0204_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0431_B.png",
+      "image_rel_path": "all_images/BUSI_0431_B.png",
+      "mask_rel_path": "all_masks/BUSI_0431_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0382_B.png",
+      "image_rel_path": "all_images/BUSI_0382_B.png",
+      "mask_rel_path": "all_masks/BUSI_0382_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0318_B.png",
+      "image_rel_path": "all_images/BUSI_0318_B.png",
+      "mask_rel_path": "all_masks/BUSI_0318_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0192_B.png",
+      "image_rel_path": "all_images/BUSI_0192_B.png",
+      "mask_rel_path": "all_masks/BUSI_0192_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_005_repeat_03.json b/runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_005_repeat_03.json
new file mode 100644
index 0000000000000000000000000000000000000000..bf5402e127495bb034f97aeb632451aa3b7fc441
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_005_repeat_03.json
@@ -0,0 +1,4086 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0179_M.png",
+      "image_rel_path": "all_images/BUSI_0179_M.png",
+      "mask_rel_path": "all_masks/BUSI_0179_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0017_B.png",
+      "image_rel_path": "all_images/BUSI_0017_B.png",
+      "mask_rel_path": "all_masks/BUSI_0017_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0429_B.png",
+      "image_rel_path": "all_images/BUSI_0429_B.png",
+      "mask_rel_path": "all_masks/BUSI_0429_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0107_B.png",
+      "image_rel_path": "all_images/BUSI_0107_B.png",
+      "mask_rel_path": "all_masks/BUSI_0107_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0045_M.png",
+      "image_rel_path": "all_images/BUSI_0045_M.png",
+      "mask_rel_path": "all_masks/BUSI_0045_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0171_M.png",
+      "image_rel_path": "all_images/BUSI_0171_M.png",
+      "mask_rel_path": "all_masks/BUSI_0171_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0348_B.png",
+      "image_rel_path": "all_images/BUSI_0348_B.png",
+      "mask_rel_path": "all_masks/BUSI_0348_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0057_M.png",
+      "image_rel_path": "all_images/BUSI_0057_M.png",
+      "mask_rel_path": "all_masks/BUSI_0057_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0013_M.png",
+      "image_rel_path": "all_images/BUSI_0013_M.png",
+      "mask_rel_path": "all_masks/BUSI_0013_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0432_B.png",
+      "image_rel_path": "all_images/BUSI_0432_B.png",
+      "mask_rel_path": "all_masks/BUSI_0432_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0072_M.png",
+      "image_rel_path": "all_images/BUSI_0072_M.png",
+      "mask_rel_path": "all_masks/BUSI_0072_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0196_B.png",
+      "image_rel_path": "all_images/BUSI_0196_B.png",
+      "mask_rel_path": "all_masks/BUSI_0196_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0011_B.png",
+      "image_rel_path": "all_images/BUSI_0011_B.png",
+      "mask_rel_path": "all_masks/BUSI_0011_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0045_B.png",
+      "image_rel_path": "all_images/BUSI_0045_B.png",
+      "mask_rel_path": "all_masks/BUSI_0045_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0044_B.png",
+      "image_rel_path": "all_images/BUSI_0044_B.png",
+      "mask_rel_path": "all_masks/BUSI_0044_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0023_B.png",
+      "image_rel_path": "all_images/BUSI_0023_B.png",
+      "mask_rel_path": "all_masks/BUSI_0023_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0113_B.png",
+      "image_rel_path": "all_images/BUSI_0113_B.png",
+      "mask_rel_path": "all_masks/BUSI_0113_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0344_B.png",
+      "image_rel_path": "all_images/BUSI_0344_B.png",
+      "mask_rel_path": "all_masks/BUSI_0344_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0316_B.png",
+      "image_rel_path": "all_images/BUSI_0316_B.png",
+      "mask_rel_path": "all_masks/BUSI_0316_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0123_B.png",
+      "image_rel_path": "all_images/BUSI_0123_B.png",
+      "mask_rel_path": "all_masks/BUSI_0123_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0043_M.png",
+      "image_rel_path": "all_images/BUSI_0043_M.png",
+      "mask_rel_path": "all_masks/BUSI_0043_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0030_M.png",
+      "image_rel_path": "all_images/BUSI_0030_M.png",
+      "mask_rel_path": "all_masks/BUSI_0030_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0153_B.png",
+      "image_rel_path": "all_images/BUSI_0153_B.png",
+      "mask_rel_path": "all_masks/BUSI_0153_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0411_B.png",
+      "image_rel_path": "all_images/BUSI_0411_B.png",
+      "mask_rel_path": "all_masks/BUSI_0411_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0396_B.png",
+      "image_rel_path": "all_images/BUSI_0396_B.png",
+      "mask_rel_path": "all_masks/BUSI_0396_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0078_B.png",
+      "image_rel_path": "all_images/BUSI_0078_B.png",
+      "mask_rel_path": "all_masks/BUSI_0078_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0347_B.png",
+      "image_rel_path": "all_images/BUSI_0347_B.png",
+      "mask_rel_path": "all_masks/BUSI_0347_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0215_B.png",
+      "image_rel_path": "all_images/BUSI_0215_B.png",
+      "mask_rel_path": "all_masks/BUSI_0215_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0028_M.png",
+      "image_rel_path": "all_images/BUSI_0028_M.png",
+      "mask_rel_path": "all_masks/BUSI_0028_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0255_B.png",
+      "image_rel_path": "all_images/BUSI_0255_B.png",
+      "mask_rel_path": "all_masks/BUSI_0255_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0003_B.png",
+      "image_rel_path": "all_images/BUSI_0003_B.png",
+      "mask_rel_path": "all_masks/BUSI_0003_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0080_M.png",
+      "image_rel_path": "all_images/BUSI_0080_M.png",
+      "mask_rel_path": "all_masks/BUSI_0080_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0236_B.png",
+      "image_rel_path": "all_images/BUSI_0236_B.png",
+      "mask_rel_path": "all_masks/BUSI_0236_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0050_B.png",
+      "image_rel_path": "all_images/BUSI_0050_B.png",
+      "mask_rel_path": "all_masks/BUSI_0050_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0197_M.png",
+      "image_rel_path": "all_images/BUSI_0197_M.png",
+      "mask_rel_path": "all_masks/BUSI_0197_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0245_B.png",
+      "image_rel_path": "all_images/BUSI_0245_B.png",
+      "mask_rel_path": "all_masks/BUSI_0245_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0128_B.png",
+      "image_rel_path": "all_images/BUSI_0128_B.png",
+      "mask_rel_path": "all_masks/BUSI_0128_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0164_M.png",
+      "image_rel_path": "all_images/BUSI_0164_M.png",
+      "mask_rel_path": "all_masks/BUSI_0164_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0061_B.png",
+      "image_rel_path": "all_images/BUSI_0061_B.png",
+      "mask_rel_path": "all_masks/BUSI_0061_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0052_M.png",
+      "image_rel_path": "all_images/BUSI_0052_M.png",
+      "mask_rel_path": "all_masks/BUSI_0052_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0079_B.png",
+      "image_rel_path": "all_images/BUSI_0079_B.png",
+      "mask_rel_path": "all_masks/BUSI_0079_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0154_B.png",
+      "image_rel_path": "all_images/BUSI_0154_B.png",
+      "mask_rel_path": "all_masks/BUSI_0154_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0029_M.png",
+      "image_rel_path": "all_images/BUSI_0029_M.png",
+      "mask_rel_path": "all_masks/BUSI_0029_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0053_B.png",
+      "image_rel_path": "all_images/BUSI_0053_B.png",
+      "mask_rel_path": "all_masks/BUSI_0053_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0010_B.png",
+      "image_rel_path": "all_images/BUSI_0010_B.png",
+      "mask_rel_path": "all_masks/BUSI_0010_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0133_M.png",
+      "image_rel_path": "all_images/BUSI_0133_M.png",
+      "mask_rel_path": "all_masks/BUSI_0133_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0158_M.png",
+      "image_rel_path": "all_images/BUSI_0158_M.png",
+      "mask_rel_path": "all_masks/BUSI_0158_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0301_B.png",
+      "image_rel_path": "all_images/BUSI_0301_B.png",
+      "mask_rel_path": "all_masks/BUSI_0301_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0121_B.png",
+      "image_rel_path": "all_images/BUSI_0121_B.png",
+      "mask_rel_path": "all_masks/BUSI_0121_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0032_B.png",
+      "image_rel_path": "all_images/BUSI_0032_B.png",
+      "mask_rel_path": "all_masks/BUSI_0032_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0051_B.png",
+      "image_rel_path": "all_images/BUSI_0051_B.png",
+      "mask_rel_path": "all_masks/BUSI_0051_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0207_B.png",
+      "image_rel_path": "all_images/BUSI_0207_B.png",
+      "mask_rel_path": "all_masks/BUSI_0207_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0019_M.png",
+      "image_rel_path": "all_images/BUSI_0019_M.png",
+      "mask_rel_path": "all_masks/BUSI_0019_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0391_B.png",
+      "image_rel_path": "all_images/BUSI_0391_B.png",
+      "mask_rel_path": "all_masks/BUSI_0391_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0124_B.png",
+      "image_rel_path": "all_images/BUSI_0124_B.png",
+      "mask_rel_path": "all_masks/BUSI_0124_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0249_B.png",
+      "image_rel_path": "all_images/BUSI_0249_B.png",
+      "mask_rel_path": "all_masks/BUSI_0249_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0203_B.png",
+      "image_rel_path": "all_images/BUSI_0203_B.png",
+      "mask_rel_path": "all_masks/BUSI_0203_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0146_M.png",
+      "image_rel_path": "all_images/BUSI_0146_M.png",
+      "mask_rel_path": "all_masks/BUSI_0146_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0201_B.png",
+      "image_rel_path": "all_images/BUSI_0201_B.png",
+      "mask_rel_path": "all_masks/BUSI_0201_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0356_B.png",
+      "image_rel_path": "all_images/BUSI_0356_B.png",
+      "mask_rel_path": "all_masks/BUSI_0356_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0297_B.png",
+      "image_rel_path": "all_images/BUSI_0297_B.png",
+      "mask_rel_path": "all_masks/BUSI_0297_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0395_B.png",
+      "image_rel_path": "all_images/BUSI_0395_B.png",
+      "mask_rel_path": "all_masks/BUSI_0395_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0122_B.png",
+      "image_rel_path": "all_images/BUSI_0122_B.png",
+      "mask_rel_path": "all_masks/BUSI_0122_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0174_M.png",
+      "image_rel_path": "all_images/BUSI_0174_M.png",
+      "mask_rel_path": "all_masks/BUSI_0174_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0085_M.png",
+      "image_rel_path": "all_images/BUSI_0085_M.png",
+      "mask_rel_path": "all_masks/BUSI_0085_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0109_B.png",
+      "image_rel_path": "all_images/BUSI_0109_B.png",
+      "mask_rel_path": "all_masks/BUSI_0109_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0013_B.png",
+      "image_rel_path": "all_images/BUSI_0013_B.png",
+      "mask_rel_path": "all_masks/BUSI_0013_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0075_B.png",
+      "image_rel_path": "all_images/BUSI_0075_B.png",
+      "mask_rel_path": "all_masks/BUSI_0075_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0162_M.png",
+      "image_rel_path": "all_images/BUSI_0162_M.png",
+      "mask_rel_path": "all_masks/BUSI_0162_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0063_M.png",
+      "image_rel_path": "all_images/BUSI_0063_M.png",
+      "mask_rel_path": "all_masks/BUSI_0063_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0159_M.png",
+      "image_rel_path": "all_images/BUSI_0159_M.png",
+      "mask_rel_path": "all_masks/BUSI_0159_M.png"
+    },
+    {
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+    },
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+    },
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+    },
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+    },
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+    },
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+    },
+    {
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+    },
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+    },
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+    },
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+      "mask_rel_path": "all_masks/BUSI_0061_M.png"
+    },
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+      "image_rel_path": "all_images/BUSI_0161_B.png",
+      "mask_rel_path": "all_masks/BUSI_0161_B.png"
+    },
+    {
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+      "image_rel_path": "all_images/BUSI_0290_B.png",
+      "mask_rel_path": "all_masks/BUSI_0290_B.png"
+    },
+    {
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+    },
+    {
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+      "mask_rel_path": "all_masks/BUSI_0119_M.png"
+    },
+    {
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+      "image_rel_path": "all_images/BUSI_0103_B.png",
+      "mask_rel_path": "all_masks/BUSI_0103_B.png"
+    },
+    {
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+      "image_rel_path": "all_images/BUSI_0414_B.png",
+      "mask_rel_path": "all_masks/BUSI_0414_B.png"
+    },
+    {
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+      "mask_rel_path": "all_masks/BUSI_0358_B.png"
+    },
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+    },
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+      "mask_rel_path": "all_masks/BUSI_0359_B.png"
+    },
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+      "image_rel_path": "all_images/BUSI_0428_B.png",
+      "mask_rel_path": "all_masks/BUSI_0428_B.png"
+    },
+    {
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+      "image_rel_path": "all_images/BUSI_0120_B.png",
+      "mask_rel_path": "all_masks/BUSI_0120_B.png"
+    },
+    {
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+      "image_rel_path": "all_images/BUSI_0142_B.png",
+      "mask_rel_path": "all_masks/BUSI_0142_B.png"
+    },
+    {
+      "class_label": "malignant",
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+      "image_rel_path": "all_images/BUSI_0079_M.png",
+      "mask_rel_path": "all_masks/BUSI_0079_M.png"
+    },
+    {
+      "class_label": "benign",
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+      "image_rel_path": "all_images/BUSI_0007_B.png",
+      "mask_rel_path": "all_masks/BUSI_0007_B.png"
+    },
+    {
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+      "image_rel_path": "all_images/BUSI_0076_M.png",
+      "mask_rel_path": "all_masks/BUSI_0076_M.png"
+    },
+    {
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+      "image_rel_path": "all_images/BUSI_0275_B.png",
+      "mask_rel_path": "all_masks/BUSI_0275_B.png"
+    },
+    {
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+      "image_rel_path": "all_images/BUSI_0132_B.png",
+      "mask_rel_path": "all_masks/BUSI_0132_B.png"
+    },
+    {
+      "class_label": "malignant",
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+      "image_rel_path": "all_images/BUSI_0139_M.png",
+      "mask_rel_path": "all_masks/BUSI_0139_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0325_B.png",
+      "image_rel_path": "all_images/BUSI_0325_B.png",
+      "mask_rel_path": "all_masks/BUSI_0325_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0324_B.png",
+      "image_rel_path": "all_images/BUSI_0324_B.png",
+      "mask_rel_path": "all_masks/BUSI_0324_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0266_B.png",
+      "image_rel_path": "all_images/BUSI_0266_B.png",
+      "mask_rel_path": "all_masks/BUSI_0266_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0183_M.png",
+      "image_rel_path": "all_images/BUSI_0183_M.png",
+      "mask_rel_path": "all_masks/BUSI_0183_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0205_M.png",
+      "image_rel_path": "all_images/BUSI_0205_M.png",
+      "mask_rel_path": "all_masks/BUSI_0205_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0068_B.png",
+      "image_rel_path": "all_images/BUSI_0068_B.png",
+      "mask_rel_path": "all_masks/BUSI_0068_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0204_B.png",
+      "image_rel_path": "all_images/BUSI_0204_B.png",
+      "mask_rel_path": "all_masks/BUSI_0204_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0431_B.png",
+      "image_rel_path": "all_images/BUSI_0431_B.png",
+      "mask_rel_path": "all_masks/BUSI_0431_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0382_B.png",
+      "image_rel_path": "all_images/BUSI_0382_B.png",
+      "mask_rel_path": "all_masks/BUSI_0382_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0318_B.png",
+      "image_rel_path": "all_images/BUSI_0318_B.png",
+      "mask_rel_path": "all_masks/BUSI_0318_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0192_B.png",
+      "image_rel_path": "all_images/BUSI_0192_B.png",
+      "mask_rel_path": "all_masks/BUSI_0192_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_015_repeat_01.json b/runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_015_repeat_01.json
new file mode 100644
index 0000000000000000000000000000000000000000..c5b76e5780ccf6b31f0a223d66a27165982124e0
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_015_repeat_01.json
@@ -0,0 +1,4400 @@
+{
+  "base_train_records": [
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+      "class_label": "malignant",
+      "filename": "BUSI_0179_M.png",
+      "image_rel_path": "all_images/BUSI_0179_M.png",
+      "mask_rel_path": "all_masks/BUSI_0179_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0017_B.png",
+      "image_rel_path": "all_images/BUSI_0017_B.png",
+      "mask_rel_path": "all_masks/BUSI_0017_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0429_B.png",
+      "image_rel_path": "all_images/BUSI_0429_B.png",
+      "mask_rel_path": "all_masks/BUSI_0429_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0107_B.png",
+      "image_rel_path": "all_images/BUSI_0107_B.png",
+      "mask_rel_path": "all_masks/BUSI_0107_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0045_M.png",
+      "image_rel_path": "all_images/BUSI_0045_M.png",
+      "mask_rel_path": "all_masks/BUSI_0045_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0171_M.png",
+      "image_rel_path": "all_images/BUSI_0171_M.png",
+      "mask_rel_path": "all_masks/BUSI_0171_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0348_B.png",
+      "image_rel_path": "all_images/BUSI_0348_B.png",
+      "mask_rel_path": "all_masks/BUSI_0348_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0057_M.png",
+      "image_rel_path": "all_images/BUSI_0057_M.png",
+      "mask_rel_path": "all_masks/BUSI_0057_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0013_M.png",
+      "image_rel_path": "all_images/BUSI_0013_M.png",
+      "mask_rel_path": "all_masks/BUSI_0013_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0432_B.png",
+      "image_rel_path": "all_images/BUSI_0432_B.png",
+      "mask_rel_path": "all_masks/BUSI_0432_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0072_M.png",
+      "image_rel_path": "all_images/BUSI_0072_M.png",
+      "mask_rel_path": "all_masks/BUSI_0072_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0196_B.png",
+      "image_rel_path": "all_images/BUSI_0196_B.png",
+      "mask_rel_path": "all_masks/BUSI_0196_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0011_B.png",
+      "image_rel_path": "all_images/BUSI_0011_B.png",
+      "mask_rel_path": "all_masks/BUSI_0011_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0045_B.png",
+      "image_rel_path": "all_images/BUSI_0045_B.png",
+      "mask_rel_path": "all_masks/BUSI_0045_B.png"
+    },
+    {
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+      "filename": "BUSI_0044_B.png",
+      "image_rel_path": "all_images/BUSI_0044_B.png",
+      "mask_rel_path": "all_masks/BUSI_0044_B.png"
+    },
+    {
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+      "filename": "BUSI_0023_B.png",
+      "image_rel_path": "all_images/BUSI_0023_B.png",
+      "mask_rel_path": "all_masks/BUSI_0023_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0113_B.png",
+      "image_rel_path": "all_images/BUSI_0113_B.png",
+      "mask_rel_path": "all_masks/BUSI_0113_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0344_B.png",
+      "image_rel_path": "all_images/BUSI_0344_B.png",
+      "mask_rel_path": "all_masks/BUSI_0344_B.png"
+    },
+    {
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+      "filename": "BUSI_0316_B.png",
+      "image_rel_path": "all_images/BUSI_0316_B.png",
+      "mask_rel_path": "all_masks/BUSI_0316_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0123_B.png",
+      "image_rel_path": "all_images/BUSI_0123_B.png",
+      "mask_rel_path": "all_masks/BUSI_0123_B.png"
+    },
+    {
+      "class_label": "malignant",
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+      "image_rel_path": "all_images/BUSI_0043_M.png",
+      "mask_rel_path": "all_masks/BUSI_0043_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0030_M.png",
+      "image_rel_path": "all_images/BUSI_0030_M.png",
+      "mask_rel_path": "all_masks/BUSI_0030_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0153_B.png",
+      "image_rel_path": "all_images/BUSI_0153_B.png",
+      "mask_rel_path": "all_masks/BUSI_0153_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0411_B.png",
+      "image_rel_path": "all_images/BUSI_0411_B.png",
+      "mask_rel_path": "all_masks/BUSI_0411_B.png"
+    },
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+      "class_label": "benign",
+      "filename": "BUSI_0396_B.png",
+      "image_rel_path": "all_images/BUSI_0396_B.png",
+      "mask_rel_path": "all_masks/BUSI_0396_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0078_B.png",
+      "image_rel_path": "all_images/BUSI_0078_B.png",
+      "mask_rel_path": "all_masks/BUSI_0078_B.png"
+    },
+    {
+      "class_label": "benign",
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+      "image_rel_path": "all_images/BUSI_0347_B.png",
+      "mask_rel_path": "all_masks/BUSI_0347_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0215_B.png",
+      "image_rel_path": "all_images/BUSI_0215_B.png",
+      "mask_rel_path": "all_masks/BUSI_0215_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0028_M.png",
+      "image_rel_path": "all_images/BUSI_0028_M.png",
+      "mask_rel_path": "all_masks/BUSI_0028_M.png"
+    },
+    {
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+      "filename": "BUSI_0255_B.png",
+      "image_rel_path": "all_images/BUSI_0255_B.png",
+      "mask_rel_path": "all_masks/BUSI_0255_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0003_B.png",
+      "image_rel_path": "all_images/BUSI_0003_B.png",
+      "mask_rel_path": "all_masks/BUSI_0003_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0080_M.png",
+      "image_rel_path": "all_images/BUSI_0080_M.png",
+      "mask_rel_path": "all_masks/BUSI_0080_M.png"
+    },
+    {
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+      "filename": "BUSI_0236_B.png",
+      "image_rel_path": "all_images/BUSI_0236_B.png",
+      "mask_rel_path": "all_masks/BUSI_0236_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0050_B.png",
+      "image_rel_path": "all_images/BUSI_0050_B.png",
+      "mask_rel_path": "all_masks/BUSI_0050_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0197_M.png",
+      "image_rel_path": "all_images/BUSI_0197_M.png",
+      "mask_rel_path": "all_masks/BUSI_0197_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0245_B.png",
+      "image_rel_path": "all_images/BUSI_0245_B.png",
+      "mask_rel_path": "all_masks/BUSI_0245_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0128_B.png",
+      "image_rel_path": "all_images/BUSI_0128_B.png",
+      "mask_rel_path": "all_masks/BUSI_0128_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0164_M.png",
+      "image_rel_path": "all_images/BUSI_0164_M.png",
+      "mask_rel_path": "all_masks/BUSI_0164_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0061_B.png",
+      "image_rel_path": "all_images/BUSI_0061_B.png",
+      "mask_rel_path": "all_masks/BUSI_0061_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0052_M.png",
+      "image_rel_path": "all_images/BUSI_0052_M.png",
+      "mask_rel_path": "all_masks/BUSI_0052_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0079_B.png",
+      "image_rel_path": "all_images/BUSI_0079_B.png",
+      "mask_rel_path": "all_masks/BUSI_0079_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0154_B.png",
+      "image_rel_path": "all_images/BUSI_0154_B.png",
+      "mask_rel_path": "all_masks/BUSI_0154_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0029_M.png",
+      "image_rel_path": "all_images/BUSI_0029_M.png",
+      "mask_rel_path": "all_masks/BUSI_0029_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0053_B.png",
+      "image_rel_path": "all_images/BUSI_0053_B.png",
+      "mask_rel_path": "all_masks/BUSI_0053_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0010_B.png",
+      "image_rel_path": "all_images/BUSI_0010_B.png",
+      "mask_rel_path": "all_masks/BUSI_0010_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0133_M.png",
+      "image_rel_path": "all_images/BUSI_0133_M.png",
+      "mask_rel_path": "all_masks/BUSI_0133_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0158_M.png",
+      "image_rel_path": "all_images/BUSI_0158_M.png",
+      "mask_rel_path": "all_masks/BUSI_0158_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0301_B.png",
+      "image_rel_path": "all_images/BUSI_0301_B.png",
+      "mask_rel_path": "all_masks/BUSI_0301_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0121_B.png",
+      "image_rel_path": "all_images/BUSI_0121_B.png",
+      "mask_rel_path": "all_masks/BUSI_0121_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0032_B.png",
+      "image_rel_path": "all_images/BUSI_0032_B.png",
+      "mask_rel_path": "all_masks/BUSI_0032_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0051_B.png",
+      "image_rel_path": "all_images/BUSI_0051_B.png",
+      "mask_rel_path": "all_masks/BUSI_0051_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0207_B.png",
+      "image_rel_path": "all_images/BUSI_0207_B.png",
+      "mask_rel_path": "all_masks/BUSI_0207_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0019_M.png",
+      "image_rel_path": "all_images/BUSI_0019_M.png",
+      "mask_rel_path": "all_masks/BUSI_0019_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0391_B.png",
+      "image_rel_path": "all_images/BUSI_0391_B.png",
+      "mask_rel_path": "all_masks/BUSI_0391_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0124_B.png",
+      "image_rel_path": "all_images/BUSI_0124_B.png",
+      "mask_rel_path": "all_masks/BUSI_0124_B.png"
+    },
+    {
+      "class_label": "benign",
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+      "image_rel_path": "all_images/BUSI_0249_B.png",
+      "mask_rel_path": "all_masks/BUSI_0249_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0203_B.png",
+      "image_rel_path": "all_images/BUSI_0203_B.png",
+      "mask_rel_path": "all_masks/BUSI_0203_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0146_M.png",
+      "image_rel_path": "all_images/BUSI_0146_M.png",
+      "mask_rel_path": "all_masks/BUSI_0146_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0201_B.png",
+      "image_rel_path": "all_images/BUSI_0201_B.png",
+      "mask_rel_path": "all_masks/BUSI_0201_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0356_B.png",
+      "image_rel_path": "all_images/BUSI_0356_B.png",
+      "mask_rel_path": "all_masks/BUSI_0356_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0297_B.png",
+      "image_rel_path": "all_images/BUSI_0297_B.png",
+      "mask_rel_path": "all_masks/BUSI_0297_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0395_B.png",
+      "image_rel_path": "all_images/BUSI_0395_B.png",
+      "mask_rel_path": "all_masks/BUSI_0395_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0122_B.png",
+      "image_rel_path": "all_images/BUSI_0122_B.png",
+      "mask_rel_path": "all_masks/BUSI_0122_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0174_M.png",
+      "image_rel_path": "all_images/BUSI_0174_M.png",
+      "mask_rel_path": "all_masks/BUSI_0174_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0085_M.png",
+      "image_rel_path": "all_images/BUSI_0085_M.png",
+      "mask_rel_path": "all_masks/BUSI_0085_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0109_B.png",
+      "image_rel_path": "all_images/BUSI_0109_B.png",
+      "mask_rel_path": "all_masks/BUSI_0109_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0013_B.png",
+      "image_rel_path": "all_images/BUSI_0013_B.png",
+      "mask_rel_path": "all_masks/BUSI_0013_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0075_B.png",
+      "image_rel_path": "all_images/BUSI_0075_B.png",
+      "mask_rel_path": "all_masks/BUSI_0075_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0162_M.png",
+      "image_rel_path": "all_images/BUSI_0162_M.png",
+      "mask_rel_path": "all_masks/BUSI_0162_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0063_M.png",
+      "image_rel_path": "all_images/BUSI_0063_M.png",
+      "mask_rel_path": "all_masks/BUSI_0063_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0159_M.png",
+      "image_rel_path": "all_images/BUSI_0159_M.png",
+      "mask_rel_path": "all_masks/BUSI_0159_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0100_B.png",
+      "image_rel_path": "all_images/BUSI_0100_B.png",
+      "mask_rel_path": "all_masks/BUSI_0100_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0034_B.png",
+      "image_rel_path": "all_images/BUSI_0034_B.png",
+      "mask_rel_path": "all_masks/BUSI_0034_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0188_B.png",
+      "image_rel_path": "all_images/BUSI_0188_B.png",
+      "mask_rel_path": "all_masks/BUSI_0188_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0178_B.png",
+      "image_rel_path": "all_images/BUSI_0178_B.png",
+      "mask_rel_path": "all_masks/BUSI_0178_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0131_M.png",
+      "image_rel_path": "all_images/BUSI_0131_M.png",
+      "mask_rel_path": "all_masks/BUSI_0131_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0094_M.png",
+      "image_rel_path": "all_images/BUSI_0094_M.png",
+      "mask_rel_path": "all_masks/BUSI_0094_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0103_M.png",
+      "image_rel_path": "all_images/BUSI_0103_M.png",
+      "mask_rel_path": "all_masks/BUSI_0103_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0340_B.png",
+      "image_rel_path": "all_images/BUSI_0340_B.png",
+      "mask_rel_path": "all_masks/BUSI_0340_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0420_B.png",
+      "image_rel_path": "all_images/BUSI_0420_B.png",
+      "mask_rel_path": "all_masks/BUSI_0420_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0037_B.png",
+      "image_rel_path": "all_images/BUSI_0037_B.png",
+      "mask_rel_path": "all_masks/BUSI_0037_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0228_B.png",
+      "image_rel_path": "all_images/BUSI_0228_B.png",
+      "mask_rel_path": "all_masks/BUSI_0228_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0272_B.png",
+      "image_rel_path": "all_images/BUSI_0272_B.png",
+      "mask_rel_path": "all_masks/BUSI_0272_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0378_B.png",
+      "image_rel_path": "all_images/BUSI_0378_B.png",
+      "mask_rel_path": "all_masks/BUSI_0378_B.png"
+    },
+    {
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+      "filename": "BUSI_0151_M.png",
+      "image_rel_path": "all_images/BUSI_0151_M.png",
+      "mask_rel_path": "all_masks/BUSI_0151_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0319_B.png",
+      "image_rel_path": "all_images/BUSI_0319_B.png",
+      "mask_rel_path": "all_masks/BUSI_0319_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0180_B.png",
+      "image_rel_path": "all_images/BUSI_0180_B.png",
+      "mask_rel_path": "all_masks/BUSI_0180_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0051_M.png",
+      "image_rel_path": "all_images/BUSI_0051_M.png",
+      "mask_rel_path": "all_masks/BUSI_0051_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0333_B.png",
+      "image_rel_path": "all_images/BUSI_0333_B.png",
+      "mask_rel_path": "all_masks/BUSI_0333_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0425_B.png",
+      "image_rel_path": "all_images/BUSI_0425_B.png",
+      "mask_rel_path": "all_masks/BUSI_0425_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0181_M.png",
+      "image_rel_path": "all_images/BUSI_0181_M.png",
+      "mask_rel_path": "all_masks/BUSI_0181_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0061_M.png",
+      "image_rel_path": "all_images/BUSI_0061_M.png",
+      "mask_rel_path": "all_masks/BUSI_0061_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0161_B.png",
+      "image_rel_path": "all_images/BUSI_0161_B.png",
+      "mask_rel_path": "all_masks/BUSI_0161_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0290_B.png",
+      "image_rel_path": "all_images/BUSI_0290_B.png",
+      "mask_rel_path": "all_masks/BUSI_0290_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0376_B.png",
+      "image_rel_path": "all_images/BUSI_0376_B.png",
+      "mask_rel_path": "all_masks/BUSI_0376_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0119_M.png",
+      "image_rel_path": "all_images/BUSI_0119_M.png",
+      "mask_rel_path": "all_masks/BUSI_0119_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0103_B.png",
+      "image_rel_path": "all_images/BUSI_0103_B.png",
+      "mask_rel_path": "all_masks/BUSI_0103_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0414_B.png",
+      "image_rel_path": "all_images/BUSI_0414_B.png",
+      "mask_rel_path": "all_masks/BUSI_0414_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0358_B.png",
+      "image_rel_path": "all_images/BUSI_0358_B.png",
+      "mask_rel_path": "all_masks/BUSI_0358_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0080_B.png",
+      "image_rel_path": "all_images/BUSI_0080_B.png",
+      "mask_rel_path": "all_masks/BUSI_0080_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0359_B.png",
+      "image_rel_path": "all_images/BUSI_0359_B.png",
+      "mask_rel_path": "all_masks/BUSI_0359_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0428_B.png",
+      "image_rel_path": "all_images/BUSI_0428_B.png",
+      "mask_rel_path": "all_masks/BUSI_0428_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0120_B.png",
+      "image_rel_path": "all_images/BUSI_0120_B.png",
+      "mask_rel_path": "all_masks/BUSI_0120_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0142_B.png",
+      "image_rel_path": "all_images/BUSI_0142_B.png",
+      "mask_rel_path": "all_masks/BUSI_0142_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0079_M.png",
+      "image_rel_path": "all_images/BUSI_0079_M.png",
+      "mask_rel_path": "all_masks/BUSI_0079_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0007_B.png",
+      "image_rel_path": "all_images/BUSI_0007_B.png",
+      "mask_rel_path": "all_masks/BUSI_0007_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0076_M.png",
+      "image_rel_path": "all_images/BUSI_0076_M.png",
+      "mask_rel_path": "all_masks/BUSI_0076_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0275_B.png",
+      "image_rel_path": "all_images/BUSI_0275_B.png",
+      "mask_rel_path": "all_masks/BUSI_0275_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0132_B.png",
+      "image_rel_path": "all_images/BUSI_0132_B.png",
+      "mask_rel_path": "all_masks/BUSI_0132_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0139_M.png",
+      "image_rel_path": "all_images/BUSI_0139_M.png",
+      "mask_rel_path": "all_masks/BUSI_0139_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0325_B.png",
+      "image_rel_path": "all_images/BUSI_0325_B.png",
+      "mask_rel_path": "all_masks/BUSI_0325_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0324_B.png",
+      "image_rel_path": "all_images/BUSI_0324_B.png",
+      "mask_rel_path": "all_masks/BUSI_0324_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0266_B.png",
+      "image_rel_path": "all_images/BUSI_0266_B.png",
+      "mask_rel_path": "all_masks/BUSI_0266_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0183_M.png",
+      "image_rel_path": "all_images/BUSI_0183_M.png",
+      "mask_rel_path": "all_masks/BUSI_0183_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0205_M.png",
+      "image_rel_path": "all_images/BUSI_0205_M.png",
+      "mask_rel_path": "all_masks/BUSI_0205_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0068_B.png",
+      "image_rel_path": "all_images/BUSI_0068_B.png",
+      "mask_rel_path": "all_masks/BUSI_0068_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0204_B.png",
+      "image_rel_path": "all_images/BUSI_0204_B.png",
+      "mask_rel_path": "all_masks/BUSI_0204_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0431_B.png",
+      "image_rel_path": "all_images/BUSI_0431_B.png",
+      "mask_rel_path": "all_masks/BUSI_0431_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0382_B.png",
+      "image_rel_path": "all_images/BUSI_0382_B.png",
+      "mask_rel_path": "all_masks/BUSI_0382_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0318_B.png",
+      "image_rel_path": "all_images/BUSI_0318_B.png",
+      "mask_rel_path": "all_masks/BUSI_0318_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0192_B.png",
+      "image_rel_path": "all_images/BUSI_0192_B.png",
+      "mask_rel_path": "all_masks/BUSI_0192_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_015_repeat_02.json b/runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_015_repeat_02.json
new file mode 100644
index 0000000000000000000000000000000000000000..141ae336ebfbc571431d9bf25600713169256529
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_015_repeat_02.json
@@ -0,0 +1,4399 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0179_M.png",
+      "image_rel_path": "all_images/BUSI_0179_M.png",
+      "mask_rel_path": "all_masks/BUSI_0179_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0017_B.png",
+      "image_rel_path": "all_images/BUSI_0017_B.png",
+      "mask_rel_path": "all_masks/BUSI_0017_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0429_B.png",
+      "image_rel_path": "all_images/BUSI_0429_B.png",
+      "mask_rel_path": "all_masks/BUSI_0429_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0107_B.png",
+      "image_rel_path": "all_images/BUSI_0107_B.png",
+      "mask_rel_path": "all_masks/BUSI_0107_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0045_M.png",
+      "image_rel_path": "all_images/BUSI_0045_M.png",
+      "mask_rel_path": "all_masks/BUSI_0045_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0171_M.png",
+      "image_rel_path": "all_images/BUSI_0171_M.png",
+      "mask_rel_path": "all_masks/BUSI_0171_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0348_B.png",
+      "image_rel_path": "all_images/BUSI_0348_B.png",
+      "mask_rel_path": "all_masks/BUSI_0348_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0057_M.png",
+      "image_rel_path": "all_images/BUSI_0057_M.png",
+      "mask_rel_path": "all_masks/BUSI_0057_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0013_M.png",
+      "image_rel_path": "all_images/BUSI_0013_M.png",
+      "mask_rel_path": "all_masks/BUSI_0013_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0432_B.png",
+      "image_rel_path": "all_images/BUSI_0432_B.png",
+      "mask_rel_path": "all_masks/BUSI_0432_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0072_M.png",
+      "image_rel_path": "all_images/BUSI_0072_M.png",
+      "mask_rel_path": "all_masks/BUSI_0072_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0196_B.png",
+      "image_rel_path": "all_images/BUSI_0196_B.png",
+      "mask_rel_path": "all_masks/BUSI_0196_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0011_B.png",
+      "image_rel_path": "all_images/BUSI_0011_B.png",
+      "mask_rel_path": "all_masks/BUSI_0011_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0045_B.png",
+      "image_rel_path": "all_images/BUSI_0045_B.png",
+      "mask_rel_path": "all_masks/BUSI_0045_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0044_B.png",
+      "image_rel_path": "all_images/BUSI_0044_B.png",
+      "mask_rel_path": "all_masks/BUSI_0044_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0023_B.png",
+      "image_rel_path": "all_images/BUSI_0023_B.png",
+      "mask_rel_path": "all_masks/BUSI_0023_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0113_B.png",
+      "image_rel_path": "all_images/BUSI_0113_B.png",
+      "mask_rel_path": "all_masks/BUSI_0113_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0344_B.png",
+      "image_rel_path": "all_images/BUSI_0344_B.png",
+      "mask_rel_path": "all_masks/BUSI_0344_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0316_B.png",
+      "image_rel_path": "all_images/BUSI_0316_B.png",
+      "mask_rel_path": "all_masks/BUSI_0316_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0123_B.png",
+      "image_rel_path": "all_images/BUSI_0123_B.png",
+      "mask_rel_path": "all_masks/BUSI_0123_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0043_M.png",
+      "image_rel_path": "all_images/BUSI_0043_M.png",
+      "mask_rel_path": "all_masks/BUSI_0043_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0030_M.png",
+      "image_rel_path": "all_images/BUSI_0030_M.png",
+      "mask_rel_path": "all_masks/BUSI_0030_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0153_B.png",
+      "image_rel_path": "all_images/BUSI_0153_B.png",
+      "mask_rel_path": "all_masks/BUSI_0153_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0411_B.png",
+      "image_rel_path": "all_images/BUSI_0411_B.png",
+      "mask_rel_path": "all_masks/BUSI_0411_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0396_B.png",
+      "image_rel_path": "all_images/BUSI_0396_B.png",
+      "mask_rel_path": "all_masks/BUSI_0396_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0078_B.png",
+      "image_rel_path": "all_images/BUSI_0078_B.png",
+      "mask_rel_path": "all_masks/BUSI_0078_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0347_B.png",
+      "image_rel_path": "all_images/BUSI_0347_B.png",
+      "mask_rel_path": "all_masks/BUSI_0347_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0215_B.png",
+      "image_rel_path": "all_images/BUSI_0215_B.png",
+      "mask_rel_path": "all_masks/BUSI_0215_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0028_M.png",
+      "image_rel_path": "all_images/BUSI_0028_M.png",
+      "mask_rel_path": "all_masks/BUSI_0028_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0255_B.png",
+      "image_rel_path": "all_images/BUSI_0255_B.png",
+      "mask_rel_path": "all_masks/BUSI_0255_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0003_B.png",
+      "image_rel_path": "all_images/BUSI_0003_B.png",
+      "mask_rel_path": "all_masks/BUSI_0003_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0080_M.png",
+      "image_rel_path": "all_images/BUSI_0080_M.png",
+      "mask_rel_path": "all_masks/BUSI_0080_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0236_B.png",
+      "image_rel_path": "all_images/BUSI_0236_B.png",
+      "mask_rel_path": "all_masks/BUSI_0236_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0050_B.png",
+      "image_rel_path": "all_images/BUSI_0050_B.png",
+      "mask_rel_path": "all_masks/BUSI_0050_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0197_M.png",
+      "image_rel_path": "all_images/BUSI_0197_M.png",
+      "mask_rel_path": "all_masks/BUSI_0197_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0245_B.png",
+      "image_rel_path": "all_images/BUSI_0245_B.png",
+      "mask_rel_path": "all_masks/BUSI_0245_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0128_B.png",
+      "image_rel_path": "all_images/BUSI_0128_B.png",
+      "mask_rel_path": "all_masks/BUSI_0128_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0164_M.png",
+      "image_rel_path": "all_images/BUSI_0164_M.png",
+      "mask_rel_path": "all_masks/BUSI_0164_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0061_B.png",
+      "image_rel_path": "all_images/BUSI_0061_B.png",
+      "mask_rel_path": "all_masks/BUSI_0061_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0052_M.png",
+      "image_rel_path": "all_images/BUSI_0052_M.png",
+      "mask_rel_path": "all_masks/BUSI_0052_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0079_B.png",
+      "image_rel_path": "all_images/BUSI_0079_B.png",
+      "mask_rel_path": "all_masks/BUSI_0079_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0154_B.png",
+      "image_rel_path": "all_images/BUSI_0154_B.png",
+      "mask_rel_path": "all_masks/BUSI_0154_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0029_M.png",
+      "image_rel_path": "all_images/BUSI_0029_M.png",
+      "mask_rel_path": "all_masks/BUSI_0029_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0053_B.png",
+      "image_rel_path": "all_images/BUSI_0053_B.png",
+      "mask_rel_path": "all_masks/BUSI_0053_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0010_B.png",
+      "image_rel_path": "all_images/BUSI_0010_B.png",
+      "mask_rel_path": "all_masks/BUSI_0010_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0133_M.png",
+      "image_rel_path": "all_images/BUSI_0133_M.png",
+      "mask_rel_path": "all_masks/BUSI_0133_M.png"
+    },
+    {
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+      "mask_rel_path": "all_masks/BUSI_0228_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0084_B.png",
+      "image_rel_path": "all_images/BUSI_0084_B.png",
+      "mask_rel_path": "all_masks/BUSI_0084_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0078_M.png",
+      "image_rel_path": "all_images/BUSI_0078_M.png",
+      "mask_rel_path": "all_masks/BUSI_0078_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0223_B.png",
+      "image_rel_path": "all_images/BUSI_0223_B.png",
+      "mask_rel_path": "all_masks/BUSI_0223_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0185_M.png",
+      "image_rel_path": "all_images/BUSI_0185_M.png",
+      "mask_rel_path": "all_masks/BUSI_0185_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0126_B.png",
+      "image_rel_path": "all_images/BUSI_0126_B.png",
+      "mask_rel_path": "all_masks/BUSI_0126_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0146_M.png",
+      "image_rel_path": "all_images/BUSI_0146_M.png",
+      "mask_rel_path": "all_masks/BUSI_0146_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0300_B.png",
+      "image_rel_path": "all_images/BUSI_0300_B.png",
+      "mask_rel_path": "all_masks/BUSI_0300_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0198_M.png",
+      "image_rel_path": "all_images/BUSI_0198_M.png",
+      "mask_rel_path": "all_masks/BUSI_0198_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0309_B.png",
+      "image_rel_path": "all_images/BUSI_0309_B.png",
+      "mask_rel_path": "all_masks/BUSI_0309_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0034_B.png",
+      "image_rel_path": "all_images/BUSI_0034_B.png",
+      "mask_rel_path": "all_masks/BUSI_0034_B.png"
+    }
+  ],
+  "val_records": [
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0102_M.png",
+      "image_rel_path": "all_images/BUSI_0102_M.png",
+      "mask_rel_path": "all_masks/BUSI_0102_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0055_B.png",
+      "image_rel_path": "all_images/BUSI_0055_B.png",
+      "mask_rel_path": "all_masks/BUSI_0055_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0044_M.png",
+      "image_rel_path": "all_images/BUSI_0044_M.png",
+      "mask_rel_path": "all_masks/BUSI_0044_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0231_B.png",
+      "image_rel_path": "all_images/BUSI_0231_B.png",
+      "mask_rel_path": "all_masks/BUSI_0231_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0182_M.png",
+      "image_rel_path": "all_images/BUSI_0182_M.png",
+      "mask_rel_path": "all_masks/BUSI_0182_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0041_M.png",
+      "image_rel_path": "all_images/BUSI_0041_M.png",
+      "mask_rel_path": "all_masks/BUSI_0041_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0182_B.png",
+      "image_rel_path": "all_images/BUSI_0182_B.png",
+      "mask_rel_path": "all_masks/BUSI_0182_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0224_B.png",
+      "image_rel_path": "all_images/BUSI_0224_B.png",
+      "mask_rel_path": "all_masks/BUSI_0224_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0176_B.png",
+      "image_rel_path": "all_images/BUSI_0176_B.png",
+      "mask_rel_path": "all_masks/BUSI_0176_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0026_B.png",
+      "image_rel_path": "all_images/BUSI_0026_B.png",
+      "mask_rel_path": "all_masks/BUSI_0026_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0005_B.png",
+      "image_rel_path": "all_images/BUSI_0005_B.png",
+      "mask_rel_path": "all_masks/BUSI_0005_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0199_M.png",
+      "image_rel_path": "all_images/BUSI_0199_M.png",
+      "mask_rel_path": "all_masks/BUSI_0199_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0384_B.png",
+      "image_rel_path": "all_images/BUSI_0384_B.png",
+      "mask_rel_path": "all_masks/BUSI_0384_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0083_M.png",
+      "image_rel_path": "all_images/BUSI_0083_M.png",
+      "mask_rel_path": "all_masks/BUSI_0083_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0118_B.png",
+      "image_rel_path": "all_images/BUSI_0118_B.png",
+      "mask_rel_path": "all_masks/BUSI_0118_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0405_B.png",
+      "image_rel_path": "all_images/BUSI_0405_B.png",
+      "mask_rel_path": "all_masks/BUSI_0405_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0208_M.png",
+      "image_rel_path": "all_images/BUSI_0208_M.png",
+      "mask_rel_path": "all_masks/BUSI_0208_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0038_B.png",
+      "image_rel_path": "all_images/BUSI_0038_B.png",
+      "mask_rel_path": "all_masks/BUSI_0038_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0341_B.png",
+      "image_rel_path": "all_images/BUSI_0341_B.png",
+      "mask_rel_path": "all_masks/BUSI_0341_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0127_B.png",
+      "image_rel_path": "all_images/BUSI_0127_B.png",
+      "mask_rel_path": "all_masks/BUSI_0127_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0060_M.png",
+      "image_rel_path": "all_images/BUSI_0060_M.png",
+      "mask_rel_path": "all_masks/BUSI_0060_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0100_M.png",
+      "image_rel_path": "all_images/BUSI_0100_M.png",
+      "mask_rel_path": "all_masks/BUSI_0100_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0099_M.png",
+      "image_rel_path": "all_images/BUSI_0099_M.png",
+      "mask_rel_path": "all_masks/BUSI_0099_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0285_B.png",
+      "image_rel_path": "all_images/BUSI_0285_B.png",
+      "mask_rel_path": "all_masks/BUSI_0285_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0066_B.png",
+      "image_rel_path": "all_images/BUSI_0066_B.png",
+      "mask_rel_path": "all_masks/BUSI_0066_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0198_B.png",
+      "image_rel_path": "all_images/BUSI_0198_B.png",
+      "mask_rel_path": "all_masks/BUSI_0198_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0276_B.png",
+      "image_rel_path": "all_images/BUSI_0276_B.png",
+      "mask_rel_path": "all_masks/BUSI_0276_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0151_M.png",
+      "image_rel_path": "all_images/BUSI_0151_M.png",
+      "mask_rel_path": "all_masks/BUSI_0151_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0319_B.png",
+      "image_rel_path": "all_images/BUSI_0319_B.png",
+      "mask_rel_path": "all_masks/BUSI_0319_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0180_B.png",
+      "image_rel_path": "all_images/BUSI_0180_B.png",
+      "mask_rel_path": "all_masks/BUSI_0180_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0051_M.png",
+      "image_rel_path": "all_images/BUSI_0051_M.png",
+      "mask_rel_path": "all_masks/BUSI_0051_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0333_B.png",
+      "image_rel_path": "all_images/BUSI_0333_B.png",
+      "mask_rel_path": "all_masks/BUSI_0333_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0425_B.png",
+      "image_rel_path": "all_images/BUSI_0425_B.png",
+      "mask_rel_path": "all_masks/BUSI_0425_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0181_M.png",
+      "image_rel_path": "all_images/BUSI_0181_M.png",
+      "mask_rel_path": "all_masks/BUSI_0181_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0061_M.png",
+      "image_rel_path": "all_images/BUSI_0061_M.png",
+      "mask_rel_path": "all_masks/BUSI_0061_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0161_B.png",
+      "image_rel_path": "all_images/BUSI_0161_B.png",
+      "mask_rel_path": "all_masks/BUSI_0161_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0290_B.png",
+      "image_rel_path": "all_images/BUSI_0290_B.png",
+      "mask_rel_path": "all_masks/BUSI_0290_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0376_B.png",
+      "image_rel_path": "all_images/BUSI_0376_B.png",
+      "mask_rel_path": "all_masks/BUSI_0376_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0119_M.png",
+      "image_rel_path": "all_images/BUSI_0119_M.png",
+      "mask_rel_path": "all_masks/BUSI_0119_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0103_B.png",
+      "image_rel_path": "all_images/BUSI_0103_B.png",
+      "mask_rel_path": "all_masks/BUSI_0103_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0414_B.png",
+      "image_rel_path": "all_images/BUSI_0414_B.png",
+      "mask_rel_path": "all_masks/BUSI_0414_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0358_B.png",
+      "image_rel_path": "all_images/BUSI_0358_B.png",
+      "mask_rel_path": "all_masks/BUSI_0358_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0080_B.png",
+      "image_rel_path": "all_images/BUSI_0080_B.png",
+      "mask_rel_path": "all_masks/BUSI_0080_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0359_B.png",
+      "image_rel_path": "all_images/BUSI_0359_B.png",
+      "mask_rel_path": "all_masks/BUSI_0359_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0428_B.png",
+      "image_rel_path": "all_images/BUSI_0428_B.png",
+      "mask_rel_path": "all_masks/BUSI_0428_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0120_B.png",
+      "image_rel_path": "all_images/BUSI_0120_B.png",
+      "mask_rel_path": "all_masks/BUSI_0120_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0142_B.png",
+      "image_rel_path": "all_images/BUSI_0142_B.png",
+      "mask_rel_path": "all_masks/BUSI_0142_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0079_M.png",
+      "image_rel_path": "all_images/BUSI_0079_M.png",
+      "mask_rel_path": "all_masks/BUSI_0079_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0007_B.png",
+      "image_rel_path": "all_images/BUSI_0007_B.png",
+      "mask_rel_path": "all_masks/BUSI_0007_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0076_M.png",
+      "image_rel_path": "all_images/BUSI_0076_M.png",
+      "mask_rel_path": "all_masks/BUSI_0076_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0275_B.png",
+      "image_rel_path": "all_images/BUSI_0275_B.png",
+      "mask_rel_path": "all_masks/BUSI_0275_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0132_B.png",
+      "image_rel_path": "all_images/BUSI_0132_B.png",
+      "mask_rel_path": "all_masks/BUSI_0132_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0139_M.png",
+      "image_rel_path": "all_images/BUSI_0139_M.png",
+      "mask_rel_path": "all_masks/BUSI_0139_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0325_B.png",
+      "image_rel_path": "all_images/BUSI_0325_B.png",
+      "mask_rel_path": "all_masks/BUSI_0325_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0324_B.png",
+      "image_rel_path": "all_images/BUSI_0324_B.png",
+      "mask_rel_path": "all_masks/BUSI_0324_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0266_B.png",
+      "image_rel_path": "all_images/BUSI_0266_B.png",
+      "mask_rel_path": "all_masks/BUSI_0266_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0183_M.png",
+      "image_rel_path": "all_images/BUSI_0183_M.png",
+      "mask_rel_path": "all_masks/BUSI_0183_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0205_M.png",
+      "image_rel_path": "all_images/BUSI_0205_M.png",
+      "mask_rel_path": "all_masks/BUSI_0205_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0068_B.png",
+      "image_rel_path": "all_images/BUSI_0068_B.png",
+      "mask_rel_path": "all_masks/BUSI_0068_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0204_B.png",
+      "image_rel_path": "all_images/BUSI_0204_B.png",
+      "mask_rel_path": "all_masks/BUSI_0204_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0431_B.png",
+      "image_rel_path": "all_images/BUSI_0431_B.png",
+      "mask_rel_path": "all_masks/BUSI_0431_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0382_B.png",
+      "image_rel_path": "all_images/BUSI_0382_B.png",
+      "mask_rel_path": "all_masks/BUSI_0382_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0318_B.png",
+      "image_rel_path": "all_images/BUSI_0318_B.png",
+      "mask_rel_path": "all_masks/BUSI_0318_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0192_B.png",
+      "image_rel_path": "all_images/BUSI_0192_B.png",
+      "mask_rel_path": "all_masks/BUSI_0192_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_015_repeat_03.json b/runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_015_repeat_03.json
new file mode 100644
index 0000000000000000000000000000000000000000..be6930e72d2571a70b8f7e486accab754b6924e1
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_015_repeat_03.json
@@ -0,0 +1,4398 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0179_M.png",
+      "image_rel_path": "all_images/BUSI_0179_M.png",
+      "mask_rel_path": "all_masks/BUSI_0179_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0017_B.png",
+      "image_rel_path": "all_images/BUSI_0017_B.png",
+      "mask_rel_path": "all_masks/BUSI_0017_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0429_B.png",
+      "image_rel_path": "all_images/BUSI_0429_B.png",
+      "mask_rel_path": "all_masks/BUSI_0429_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0107_B.png",
+      "image_rel_path": "all_images/BUSI_0107_B.png",
+      "mask_rel_path": "all_masks/BUSI_0107_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0045_M.png",
+      "image_rel_path": "all_images/BUSI_0045_M.png",
+      "mask_rel_path": "all_masks/BUSI_0045_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0171_M.png",
+      "image_rel_path": "all_images/BUSI_0171_M.png",
+      "mask_rel_path": "all_masks/BUSI_0171_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0348_B.png",
+      "image_rel_path": "all_images/BUSI_0348_B.png",
+      "mask_rel_path": "all_masks/BUSI_0348_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0057_M.png",
+      "image_rel_path": "all_images/BUSI_0057_M.png",
+      "mask_rel_path": "all_masks/BUSI_0057_M.png"
+    },
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+      "class_label": "benign",
+      "filename": "BUSI_0376_B.png",
+      "image_rel_path": "all_images/BUSI_0376_B.png",
+      "mask_rel_path": "all_masks/BUSI_0376_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0119_M.png",
+      "image_rel_path": "all_images/BUSI_0119_M.png",
+      "mask_rel_path": "all_masks/BUSI_0119_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0103_B.png",
+      "image_rel_path": "all_images/BUSI_0103_B.png",
+      "mask_rel_path": "all_masks/BUSI_0103_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0414_B.png",
+      "image_rel_path": "all_images/BUSI_0414_B.png",
+      "mask_rel_path": "all_masks/BUSI_0414_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0358_B.png",
+      "image_rel_path": "all_images/BUSI_0358_B.png",
+      "mask_rel_path": "all_masks/BUSI_0358_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0080_B.png",
+      "image_rel_path": "all_images/BUSI_0080_B.png",
+      "mask_rel_path": "all_masks/BUSI_0080_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0359_B.png",
+      "image_rel_path": "all_images/BUSI_0359_B.png",
+      "mask_rel_path": "all_masks/BUSI_0359_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0428_B.png",
+      "image_rel_path": "all_images/BUSI_0428_B.png",
+      "mask_rel_path": "all_masks/BUSI_0428_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0120_B.png",
+      "image_rel_path": "all_images/BUSI_0120_B.png",
+      "mask_rel_path": "all_masks/BUSI_0120_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0142_B.png",
+      "image_rel_path": "all_images/BUSI_0142_B.png",
+      "mask_rel_path": "all_masks/BUSI_0142_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0079_M.png",
+      "image_rel_path": "all_images/BUSI_0079_M.png",
+      "mask_rel_path": "all_masks/BUSI_0079_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0007_B.png",
+      "image_rel_path": "all_images/BUSI_0007_B.png",
+      "mask_rel_path": "all_masks/BUSI_0007_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0076_M.png",
+      "image_rel_path": "all_images/BUSI_0076_M.png",
+      "mask_rel_path": "all_masks/BUSI_0076_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0275_B.png",
+      "image_rel_path": "all_images/BUSI_0275_B.png",
+      "mask_rel_path": "all_masks/BUSI_0275_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0132_B.png",
+      "image_rel_path": "all_images/BUSI_0132_B.png",
+      "mask_rel_path": "all_masks/BUSI_0132_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0139_M.png",
+      "image_rel_path": "all_images/BUSI_0139_M.png",
+      "mask_rel_path": "all_masks/BUSI_0139_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0325_B.png",
+      "image_rel_path": "all_images/BUSI_0325_B.png",
+      "mask_rel_path": "all_masks/BUSI_0325_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0324_B.png",
+      "image_rel_path": "all_images/BUSI_0324_B.png",
+      "mask_rel_path": "all_masks/BUSI_0324_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0266_B.png",
+      "image_rel_path": "all_images/BUSI_0266_B.png",
+      "mask_rel_path": "all_masks/BUSI_0266_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0183_M.png",
+      "image_rel_path": "all_images/BUSI_0183_M.png",
+      "mask_rel_path": "all_masks/BUSI_0183_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0205_M.png",
+      "image_rel_path": "all_images/BUSI_0205_M.png",
+      "mask_rel_path": "all_masks/BUSI_0205_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0068_B.png",
+      "image_rel_path": "all_images/BUSI_0068_B.png",
+      "mask_rel_path": "all_masks/BUSI_0068_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0204_B.png",
+      "image_rel_path": "all_images/BUSI_0204_B.png",
+      "mask_rel_path": "all_masks/BUSI_0204_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0431_B.png",
+      "image_rel_path": "all_images/BUSI_0431_B.png",
+      "mask_rel_path": "all_masks/BUSI_0431_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0382_B.png",
+      "image_rel_path": "all_images/BUSI_0382_B.png",
+      "mask_rel_path": "all_masks/BUSI_0382_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0318_B.png",
+      "image_rel_path": "all_images/BUSI_0318_B.png",
+      "mask_rel_path": "all_masks/BUSI_0318_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0192_B.png",
+      "image_rel_path": "all_images/BUSI_0192_B.png",
+      "mask_rel_path": "all_masks/BUSI_0192_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_030_repeat_01.json b/runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_030_repeat_01.json
new file mode 100644
index 0000000000000000000000000000000000000000..2b33af8551a89e4d8d319b3f8fcd66c6c7ffed22
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_030_repeat_01.json
@@ -0,0 +1,4868 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0179_M.png",
+      "image_rel_path": "all_images/BUSI_0179_M.png",
+      "mask_rel_path": "all_masks/BUSI_0179_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0017_B.png",
+      "image_rel_path": "all_images/BUSI_0017_B.png",
+      "mask_rel_path": "all_masks/BUSI_0017_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0429_B.png",
+      "image_rel_path": "all_images/BUSI_0429_B.png",
+      "mask_rel_path": "all_masks/BUSI_0429_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0107_B.png",
+      "image_rel_path": "all_images/BUSI_0107_B.png",
+      "mask_rel_path": "all_masks/BUSI_0107_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0045_M.png",
+      "image_rel_path": "all_images/BUSI_0045_M.png",
+      "mask_rel_path": "all_masks/BUSI_0045_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0171_M.png",
+      "image_rel_path": "all_images/BUSI_0171_M.png",
+      "mask_rel_path": "all_masks/BUSI_0171_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0348_B.png",
+      "image_rel_path": "all_images/BUSI_0348_B.png",
+      "mask_rel_path": "all_masks/BUSI_0348_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0057_M.png",
+      "image_rel_path": "all_images/BUSI_0057_M.png",
+      "mask_rel_path": "all_masks/BUSI_0057_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0013_M.png",
+      "image_rel_path": "all_images/BUSI_0013_M.png",
+      "mask_rel_path": "all_masks/BUSI_0013_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0432_B.png",
+      "image_rel_path": "all_images/BUSI_0432_B.png",
+      "mask_rel_path": "all_masks/BUSI_0432_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0072_M.png",
+      "image_rel_path": "all_images/BUSI_0072_M.png",
+      "mask_rel_path": "all_masks/BUSI_0072_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0196_B.png",
+      "image_rel_path": "all_images/BUSI_0196_B.png",
+      "mask_rel_path": "all_masks/BUSI_0196_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0011_B.png",
+      "image_rel_path": "all_images/BUSI_0011_B.png",
+      "mask_rel_path": "all_masks/BUSI_0011_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0045_B.png",
+      "image_rel_path": "all_images/BUSI_0045_B.png",
+      "mask_rel_path": "all_masks/BUSI_0045_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0044_B.png",
+      "image_rel_path": "all_images/BUSI_0044_B.png",
+      "mask_rel_path": "all_masks/BUSI_0044_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0023_B.png",
+      "image_rel_path": "all_images/BUSI_0023_B.png",
+      "mask_rel_path": "all_masks/BUSI_0023_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0113_B.png",
+      "image_rel_path": "all_images/BUSI_0113_B.png",
+      "mask_rel_path": "all_masks/BUSI_0113_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0344_B.png",
+      "image_rel_path": "all_images/BUSI_0344_B.png",
+      "mask_rel_path": "all_masks/BUSI_0344_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0316_B.png",
+      "image_rel_path": "all_images/BUSI_0316_B.png",
+      "mask_rel_path": "all_masks/BUSI_0316_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0123_B.png",
+      "image_rel_path": "all_images/BUSI_0123_B.png",
+      "mask_rel_path": "all_masks/BUSI_0123_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0043_M.png",
+      "image_rel_path": "all_images/BUSI_0043_M.png",
+      "mask_rel_path": "all_masks/BUSI_0043_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0030_M.png",
+      "image_rel_path": "all_images/BUSI_0030_M.png",
+      "mask_rel_path": "all_masks/BUSI_0030_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0153_B.png",
+      "image_rel_path": "all_images/BUSI_0153_B.png",
+      "mask_rel_path": "all_masks/BUSI_0153_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0411_B.png",
+      "image_rel_path": "all_images/BUSI_0411_B.png",
+      "mask_rel_path": "all_masks/BUSI_0411_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0396_B.png",
+      "image_rel_path": "all_images/BUSI_0396_B.png",
+      "mask_rel_path": "all_masks/BUSI_0396_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0078_B.png",
+      "image_rel_path": "all_images/BUSI_0078_B.png",
+      "mask_rel_path": "all_masks/BUSI_0078_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0347_B.png",
+      "image_rel_path": "all_images/BUSI_0347_B.png",
+      "mask_rel_path": "all_masks/BUSI_0347_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0215_B.png",
+      "image_rel_path": "all_images/BUSI_0215_B.png",
+      "mask_rel_path": "all_masks/BUSI_0215_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0028_M.png",
+      "image_rel_path": "all_images/BUSI_0028_M.png",
+      "mask_rel_path": "all_masks/BUSI_0028_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0255_B.png",
+      "image_rel_path": "all_images/BUSI_0255_B.png",
+      "mask_rel_path": "all_masks/BUSI_0255_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0003_B.png",
+      "image_rel_path": "all_images/BUSI_0003_B.png",
+      "mask_rel_path": "all_masks/BUSI_0003_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0080_M.png",
+      "image_rel_path": "all_images/BUSI_0080_M.png",
+      "mask_rel_path": "all_masks/BUSI_0080_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0236_B.png",
+      "image_rel_path": "all_images/BUSI_0236_B.png",
+      "mask_rel_path": "all_masks/BUSI_0236_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0050_B.png",
+      "image_rel_path": "all_images/BUSI_0050_B.png",
+      "mask_rel_path": "all_masks/BUSI_0050_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0197_M.png",
+      "image_rel_path": "all_images/BUSI_0197_M.png",
+      "mask_rel_path": "all_masks/BUSI_0197_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0245_B.png",
+      "image_rel_path": "all_images/BUSI_0245_B.png",
+      "mask_rel_path": "all_masks/BUSI_0245_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0128_B.png",
+      "image_rel_path": "all_images/BUSI_0128_B.png",
+      "mask_rel_path": "all_masks/BUSI_0128_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0164_M.png",
+      "image_rel_path": "all_images/BUSI_0164_M.png",
+      "mask_rel_path": "all_masks/BUSI_0164_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0061_B.png",
+      "image_rel_path": "all_images/BUSI_0061_B.png",
+      "mask_rel_path": "all_masks/BUSI_0061_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0052_M.png",
+      "image_rel_path": "all_images/BUSI_0052_M.png",
+      "mask_rel_path": "all_masks/BUSI_0052_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0079_B.png",
+      "image_rel_path": "all_images/BUSI_0079_B.png",
+      "mask_rel_path": "all_masks/BUSI_0079_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0154_B.png",
+      "image_rel_path": "all_images/BUSI_0154_B.png",
+      "mask_rel_path": "all_masks/BUSI_0154_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0029_M.png",
+      "image_rel_path": "all_images/BUSI_0029_M.png",
+      "mask_rel_path": "all_masks/BUSI_0029_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0053_B.png",
+      "image_rel_path": "all_images/BUSI_0053_B.png",
+      "mask_rel_path": "all_masks/BUSI_0053_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0010_B.png",
+      "image_rel_path": "all_images/BUSI_0010_B.png",
+      "mask_rel_path": "all_masks/BUSI_0010_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0133_M.png",
+      "image_rel_path": "all_images/BUSI_0133_M.png",
+      "mask_rel_path": "all_masks/BUSI_0133_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0158_M.png",
+      "image_rel_path": "all_images/BUSI_0158_M.png",
+      "mask_rel_path": "all_masks/BUSI_0158_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0301_B.png",
+      "image_rel_path": "all_images/BUSI_0301_B.png",
+      "mask_rel_path": "all_masks/BUSI_0301_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0121_B.png",
+      "image_rel_path": "all_images/BUSI_0121_B.png",
+      "mask_rel_path": "all_masks/BUSI_0121_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0032_B.png",
+      "image_rel_path": "all_images/BUSI_0032_B.png",
+      "mask_rel_path": "all_masks/BUSI_0032_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0051_B.png",
+      "image_rel_path": "all_images/BUSI_0051_B.png",
+      "mask_rel_path": "all_masks/BUSI_0051_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0207_B.png",
+      "image_rel_path": "all_images/BUSI_0207_B.png",
+      "mask_rel_path": "all_masks/BUSI_0207_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0019_M.png",
+      "image_rel_path": "all_images/BUSI_0019_M.png",
+      "mask_rel_path": "all_masks/BUSI_0019_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0391_B.png",
+      "image_rel_path": "all_images/BUSI_0391_B.png",
+      "mask_rel_path": "all_masks/BUSI_0391_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0124_B.png",
+      "image_rel_path": "all_images/BUSI_0124_B.png",
+      "mask_rel_path": "all_masks/BUSI_0124_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0249_B.png",
+      "image_rel_path": "all_images/BUSI_0249_B.png",
+      "mask_rel_path": "all_masks/BUSI_0249_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0203_B.png",
+      "image_rel_path": "all_images/BUSI_0203_B.png",
+      "mask_rel_path": "all_masks/BUSI_0203_B.png"
+    },
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+      "class_label": "benign",
+      "filename": "BUSI_0026_B.png",
+      "image_rel_path": "all_images/BUSI_0026_B.png",
+      "mask_rel_path": "all_masks/BUSI_0026_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0005_B.png",
+      "image_rel_path": "all_images/BUSI_0005_B.png",
+      "mask_rel_path": "all_masks/BUSI_0005_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0199_M.png",
+      "image_rel_path": "all_images/BUSI_0199_M.png",
+      "mask_rel_path": "all_masks/BUSI_0199_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0384_B.png",
+      "image_rel_path": "all_images/BUSI_0384_B.png",
+      "mask_rel_path": "all_masks/BUSI_0384_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0083_M.png",
+      "image_rel_path": "all_images/BUSI_0083_M.png",
+      "mask_rel_path": "all_masks/BUSI_0083_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0118_B.png",
+      "image_rel_path": "all_images/BUSI_0118_B.png",
+      "mask_rel_path": "all_masks/BUSI_0118_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0405_B.png",
+      "image_rel_path": "all_images/BUSI_0405_B.png",
+      "mask_rel_path": "all_masks/BUSI_0405_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0208_M.png",
+      "image_rel_path": "all_images/BUSI_0208_M.png",
+      "mask_rel_path": "all_masks/BUSI_0208_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0038_B.png",
+      "image_rel_path": "all_images/BUSI_0038_B.png",
+      "mask_rel_path": "all_masks/BUSI_0038_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0341_B.png",
+      "image_rel_path": "all_images/BUSI_0341_B.png",
+      "mask_rel_path": "all_masks/BUSI_0341_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0127_B.png",
+      "image_rel_path": "all_images/BUSI_0127_B.png",
+      "mask_rel_path": "all_masks/BUSI_0127_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0060_M.png",
+      "image_rel_path": "all_images/BUSI_0060_M.png",
+      "mask_rel_path": "all_masks/BUSI_0060_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0100_M.png",
+      "image_rel_path": "all_images/BUSI_0100_M.png",
+      "mask_rel_path": "all_masks/BUSI_0100_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0099_M.png",
+      "image_rel_path": "all_images/BUSI_0099_M.png",
+      "mask_rel_path": "all_masks/BUSI_0099_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0285_B.png",
+      "image_rel_path": "all_images/BUSI_0285_B.png",
+      "mask_rel_path": "all_masks/BUSI_0285_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0066_B.png",
+      "image_rel_path": "all_images/BUSI_0066_B.png",
+      "mask_rel_path": "all_masks/BUSI_0066_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0198_B.png",
+      "image_rel_path": "all_images/BUSI_0198_B.png",
+      "mask_rel_path": "all_masks/BUSI_0198_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0276_B.png",
+      "image_rel_path": "all_images/BUSI_0276_B.png",
+      "mask_rel_path": "all_masks/BUSI_0276_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0151_M.png",
+      "image_rel_path": "all_images/BUSI_0151_M.png",
+      "mask_rel_path": "all_masks/BUSI_0151_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0319_B.png",
+      "image_rel_path": "all_images/BUSI_0319_B.png",
+      "mask_rel_path": "all_masks/BUSI_0319_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0180_B.png",
+      "image_rel_path": "all_images/BUSI_0180_B.png",
+      "mask_rel_path": "all_masks/BUSI_0180_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0051_M.png",
+      "image_rel_path": "all_images/BUSI_0051_M.png",
+      "mask_rel_path": "all_masks/BUSI_0051_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0333_B.png",
+      "image_rel_path": "all_images/BUSI_0333_B.png",
+      "mask_rel_path": "all_masks/BUSI_0333_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0425_B.png",
+      "image_rel_path": "all_images/BUSI_0425_B.png",
+      "mask_rel_path": "all_masks/BUSI_0425_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0181_M.png",
+      "image_rel_path": "all_images/BUSI_0181_M.png",
+      "mask_rel_path": "all_masks/BUSI_0181_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0061_M.png",
+      "image_rel_path": "all_images/BUSI_0061_M.png",
+      "mask_rel_path": "all_masks/BUSI_0061_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0161_B.png",
+      "image_rel_path": "all_images/BUSI_0161_B.png",
+      "mask_rel_path": "all_masks/BUSI_0161_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0290_B.png",
+      "image_rel_path": "all_images/BUSI_0290_B.png",
+      "mask_rel_path": "all_masks/BUSI_0290_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0376_B.png",
+      "image_rel_path": "all_images/BUSI_0376_B.png",
+      "mask_rel_path": "all_masks/BUSI_0376_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0119_M.png",
+      "image_rel_path": "all_images/BUSI_0119_M.png",
+      "mask_rel_path": "all_masks/BUSI_0119_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0103_B.png",
+      "image_rel_path": "all_images/BUSI_0103_B.png",
+      "mask_rel_path": "all_masks/BUSI_0103_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0414_B.png",
+      "image_rel_path": "all_images/BUSI_0414_B.png",
+      "mask_rel_path": "all_masks/BUSI_0414_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0358_B.png",
+      "image_rel_path": "all_images/BUSI_0358_B.png",
+      "mask_rel_path": "all_masks/BUSI_0358_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0080_B.png",
+      "image_rel_path": "all_images/BUSI_0080_B.png",
+      "mask_rel_path": "all_masks/BUSI_0080_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0359_B.png",
+      "image_rel_path": "all_images/BUSI_0359_B.png",
+      "mask_rel_path": "all_masks/BUSI_0359_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0428_B.png",
+      "image_rel_path": "all_images/BUSI_0428_B.png",
+      "mask_rel_path": "all_masks/BUSI_0428_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0120_B.png",
+      "image_rel_path": "all_images/BUSI_0120_B.png",
+      "mask_rel_path": "all_masks/BUSI_0120_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0142_B.png",
+      "image_rel_path": "all_images/BUSI_0142_B.png",
+      "mask_rel_path": "all_masks/BUSI_0142_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0079_M.png",
+      "image_rel_path": "all_images/BUSI_0079_M.png",
+      "mask_rel_path": "all_masks/BUSI_0079_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0007_B.png",
+      "image_rel_path": "all_images/BUSI_0007_B.png",
+      "mask_rel_path": "all_masks/BUSI_0007_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0076_M.png",
+      "image_rel_path": "all_images/BUSI_0076_M.png",
+      "mask_rel_path": "all_masks/BUSI_0076_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0275_B.png",
+      "image_rel_path": "all_images/BUSI_0275_B.png",
+      "mask_rel_path": "all_masks/BUSI_0275_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0132_B.png",
+      "image_rel_path": "all_images/BUSI_0132_B.png",
+      "mask_rel_path": "all_masks/BUSI_0132_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0139_M.png",
+      "image_rel_path": "all_images/BUSI_0139_M.png",
+      "mask_rel_path": "all_masks/BUSI_0139_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0325_B.png",
+      "image_rel_path": "all_images/BUSI_0325_B.png",
+      "mask_rel_path": "all_masks/BUSI_0325_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0324_B.png",
+      "image_rel_path": "all_images/BUSI_0324_B.png",
+      "mask_rel_path": "all_masks/BUSI_0324_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0266_B.png",
+      "image_rel_path": "all_images/BUSI_0266_B.png",
+      "mask_rel_path": "all_masks/BUSI_0266_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0183_M.png",
+      "image_rel_path": "all_images/BUSI_0183_M.png",
+      "mask_rel_path": "all_masks/BUSI_0183_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0205_M.png",
+      "image_rel_path": "all_images/BUSI_0205_M.png",
+      "mask_rel_path": "all_masks/BUSI_0205_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0068_B.png",
+      "image_rel_path": "all_images/BUSI_0068_B.png",
+      "mask_rel_path": "all_masks/BUSI_0068_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0204_B.png",
+      "image_rel_path": "all_images/BUSI_0204_B.png",
+      "mask_rel_path": "all_masks/BUSI_0204_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0431_B.png",
+      "image_rel_path": "all_images/BUSI_0431_B.png",
+      "mask_rel_path": "all_masks/BUSI_0431_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0382_B.png",
+      "image_rel_path": "all_images/BUSI_0382_B.png",
+      "mask_rel_path": "all_masks/BUSI_0382_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0318_B.png",
+      "image_rel_path": "all_images/BUSI_0318_B.png",
+      "mask_rel_path": "all_masks/BUSI_0318_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0192_B.png",
+      "image_rel_path": "all_images/BUSI_0192_B.png",
+      "mask_rel_path": "all_masks/BUSI_0192_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_050_repeat_01.json b/runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_050_repeat_01.json
new file mode 100644
index 0000000000000000000000000000000000000000..0ef82adf10fdcdccb1c3c61f54bb2c22ef508696
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_050_repeat_01.json
@@ -0,0 +1,5486 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0179_M.png",
+      "image_rel_path": "all_images/BUSI_0179_M.png",
+      "mask_rel_path": "all_masks/BUSI_0179_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0017_B.png",
+      "image_rel_path": "all_images/BUSI_0017_B.png",
+      "mask_rel_path": "all_masks/BUSI_0017_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0429_B.png",
+      "image_rel_path": "all_images/BUSI_0429_B.png",
+      "mask_rel_path": "all_masks/BUSI_0429_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0107_B.png",
+      "image_rel_path": "all_images/BUSI_0107_B.png",
+      "mask_rel_path": "all_masks/BUSI_0107_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0045_M.png",
+      "image_rel_path": "all_images/BUSI_0045_M.png",
+      "mask_rel_path": "all_masks/BUSI_0045_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0171_M.png",
+      "image_rel_path": "all_images/BUSI_0171_M.png",
+      "mask_rel_path": "all_masks/BUSI_0171_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0348_B.png",
+      "image_rel_path": "all_images/BUSI_0348_B.png",
+      "mask_rel_path": "all_masks/BUSI_0348_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0057_M.png",
+      "image_rel_path": "all_images/BUSI_0057_M.png",
+      "mask_rel_path": "all_masks/BUSI_0057_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0013_M.png",
+      "image_rel_path": "all_images/BUSI_0013_M.png",
+      "mask_rel_path": "all_masks/BUSI_0013_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0432_B.png",
+      "image_rel_path": "all_images/BUSI_0432_B.png",
+      "mask_rel_path": "all_masks/BUSI_0432_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0072_M.png",
+      "image_rel_path": "all_images/BUSI_0072_M.png",
+      "mask_rel_path": "all_masks/BUSI_0072_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0196_B.png",
+      "image_rel_path": "all_images/BUSI_0196_B.png",
+      "mask_rel_path": "all_masks/BUSI_0196_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0011_B.png",
+      "image_rel_path": "all_images/BUSI_0011_B.png",
+      "mask_rel_path": "all_masks/BUSI_0011_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0045_B.png",
+      "image_rel_path": "all_images/BUSI_0045_B.png",
+      "mask_rel_path": "all_masks/BUSI_0045_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0044_B.png",
+      "image_rel_path": "all_images/BUSI_0044_B.png",
+      "mask_rel_path": "all_masks/BUSI_0044_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0023_B.png",
+      "image_rel_path": "all_images/BUSI_0023_B.png",
+      "mask_rel_path": "all_masks/BUSI_0023_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0113_B.png",
+      "image_rel_path": "all_images/BUSI_0113_B.png",
+      "mask_rel_path": "all_masks/BUSI_0113_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0344_B.png",
+      "image_rel_path": "all_images/BUSI_0344_B.png",
+      "mask_rel_path": "all_masks/BUSI_0344_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0316_B.png",
+      "image_rel_path": "all_images/BUSI_0316_B.png",
+      "mask_rel_path": "all_masks/BUSI_0316_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0123_B.png",
+      "image_rel_path": "all_images/BUSI_0123_B.png",
+      "mask_rel_path": "all_masks/BUSI_0123_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0043_M.png",
+      "image_rel_path": "all_images/BUSI_0043_M.png",
+      "mask_rel_path": "all_masks/BUSI_0043_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0030_M.png",
+      "image_rel_path": "all_images/BUSI_0030_M.png",
+      "mask_rel_path": "all_masks/BUSI_0030_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0153_B.png",
+      "image_rel_path": "all_images/BUSI_0153_B.png",
+      "mask_rel_path": "all_masks/BUSI_0153_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0411_B.png",
+      "image_rel_path": "all_images/BUSI_0411_B.png",
+      "mask_rel_path": "all_masks/BUSI_0411_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0396_B.png",
+      "image_rel_path": "all_images/BUSI_0396_B.png",
+      "mask_rel_path": "all_masks/BUSI_0396_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0078_B.png",
+      "image_rel_path": "all_images/BUSI_0078_B.png",
+      "mask_rel_path": "all_masks/BUSI_0078_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0347_B.png",
+      "image_rel_path": "all_images/BUSI_0347_B.png",
+      "mask_rel_path": "all_masks/BUSI_0347_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0215_B.png",
+      "image_rel_path": "all_images/BUSI_0215_B.png",
+      "mask_rel_path": "all_masks/BUSI_0215_B.png"
+    },
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+      "class_label": "benign",
+      "filename": "BUSI_0275_B.png",
+      "image_rel_path": "all_images/BUSI_0275_B.png",
+      "mask_rel_path": "all_masks/BUSI_0275_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0132_B.png",
+      "image_rel_path": "all_images/BUSI_0132_B.png",
+      "mask_rel_path": "all_masks/BUSI_0132_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0139_M.png",
+      "image_rel_path": "all_images/BUSI_0139_M.png",
+      "mask_rel_path": "all_masks/BUSI_0139_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0325_B.png",
+      "image_rel_path": "all_images/BUSI_0325_B.png",
+      "mask_rel_path": "all_masks/BUSI_0325_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0324_B.png",
+      "image_rel_path": "all_images/BUSI_0324_B.png",
+      "mask_rel_path": "all_masks/BUSI_0324_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0266_B.png",
+      "image_rel_path": "all_images/BUSI_0266_B.png",
+      "mask_rel_path": "all_masks/BUSI_0266_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0183_M.png",
+      "image_rel_path": "all_images/BUSI_0183_M.png",
+      "mask_rel_path": "all_masks/BUSI_0183_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0205_M.png",
+      "image_rel_path": "all_images/BUSI_0205_M.png",
+      "mask_rel_path": "all_masks/BUSI_0205_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0068_B.png",
+      "image_rel_path": "all_images/BUSI_0068_B.png",
+      "mask_rel_path": "all_masks/BUSI_0068_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0204_B.png",
+      "image_rel_path": "all_images/BUSI_0204_B.png",
+      "mask_rel_path": "all_masks/BUSI_0204_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0431_B.png",
+      "image_rel_path": "all_images/BUSI_0431_B.png",
+      "mask_rel_path": "all_masks/BUSI_0431_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0382_B.png",
+      "image_rel_path": "all_images/BUSI_0382_B.png",
+      "mask_rel_path": "all_masks/BUSI_0382_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0318_B.png",
+      "image_rel_path": "all_images/BUSI_0318_B.png",
+      "mask_rel_path": "all_masks/BUSI_0318_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0192_B.png",
+      "image_rel_path": "all_images/BUSI_0192_B.png",
+      "mask_rel_path": "all_masks/BUSI_0192_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_050_repeat_02.json b/runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_050_repeat_02.json
new file mode 100644
index 0000000000000000000000000000000000000000..c7bcb4878a73648c857014f9c2d0f435517bd94e
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_001_pct_050_repeat_02.json
@@ -0,0 +1,5485 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0179_M.png",
+      "image_rel_path": "all_images/BUSI_0179_M.png",
+      "mask_rel_path": "all_masks/BUSI_0179_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0017_B.png",
+      "image_rel_path": "all_images/BUSI_0017_B.png",
+      "mask_rel_path": "all_masks/BUSI_0017_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0429_B.png",
+      "image_rel_path": "all_images/BUSI_0429_B.png",
+      "mask_rel_path": "all_masks/BUSI_0429_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0107_B.png",
+      "image_rel_path": "all_images/BUSI_0107_B.png",
+      "mask_rel_path": "all_masks/BUSI_0107_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0045_M.png",
+      "image_rel_path": "all_images/BUSI_0045_M.png",
+      "mask_rel_path": "all_masks/BUSI_0045_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0171_M.png",
+      "image_rel_path": "all_images/BUSI_0171_M.png",
+      "mask_rel_path": "all_masks/BUSI_0171_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0348_B.png",
+      "image_rel_path": "all_images/BUSI_0348_B.png",
+      "mask_rel_path": "all_masks/BUSI_0348_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0057_M.png",
+      "image_rel_path": "all_images/BUSI_0057_M.png",
+      "mask_rel_path": "all_masks/BUSI_0057_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0013_M.png",
+      "image_rel_path": "all_images/BUSI_0013_M.png",
+      "mask_rel_path": "all_masks/BUSI_0013_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0432_B.png",
+      "image_rel_path": "all_images/BUSI_0432_B.png",
+      "mask_rel_path": "all_masks/BUSI_0432_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0072_M.png",
+      "image_rel_path": "all_images/BUSI_0072_M.png",
+      "mask_rel_path": "all_masks/BUSI_0072_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0196_B.png",
+      "image_rel_path": "all_images/BUSI_0196_B.png",
+      "mask_rel_path": "all_masks/BUSI_0196_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0011_B.png",
+      "image_rel_path": "all_images/BUSI_0011_B.png",
+      "mask_rel_path": "all_masks/BUSI_0011_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0045_B.png",
+      "image_rel_path": "all_images/BUSI_0045_B.png",
+      "mask_rel_path": "all_masks/BUSI_0045_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0044_B.png",
+      "image_rel_path": "all_images/BUSI_0044_B.png",
+      "mask_rel_path": "all_masks/BUSI_0044_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0023_B.png",
+      "image_rel_path": "all_images/BUSI_0023_B.png",
+      "mask_rel_path": "all_masks/BUSI_0023_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0113_B.png",
+      "image_rel_path": "all_images/BUSI_0113_B.png",
+      "mask_rel_path": "all_masks/BUSI_0113_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0344_B.png",
+      "image_rel_path": "all_images/BUSI_0344_B.png",
+      "mask_rel_path": "all_masks/BUSI_0344_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0316_B.png",
+      "image_rel_path": "all_images/BUSI_0316_B.png",
+      "mask_rel_path": "all_masks/BUSI_0316_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0123_B.png",
+      "image_rel_path": "all_images/BUSI_0123_B.png",
+      "mask_rel_path": "all_masks/BUSI_0123_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0043_M.png",
+      "image_rel_path": "all_images/BUSI_0043_M.png",
+      "mask_rel_path": "all_masks/BUSI_0043_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0030_M.png",
+      "image_rel_path": "all_images/BUSI_0030_M.png",
+      "mask_rel_path": "all_masks/BUSI_0030_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0153_B.png",
+      "image_rel_path": "all_images/BUSI_0153_B.png",
+      "mask_rel_path": "all_masks/BUSI_0153_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0411_B.png",
+      "image_rel_path": "all_images/BUSI_0411_B.png",
+      "mask_rel_path": "all_masks/BUSI_0411_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0396_B.png",
+      "image_rel_path": "all_images/BUSI_0396_B.png",
+      "mask_rel_path": "all_masks/BUSI_0396_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0078_B.png",
+      "image_rel_path": "all_images/BUSI_0078_B.png",
+      "mask_rel_path": "all_masks/BUSI_0078_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0347_B.png",
+      "image_rel_path": "all_images/BUSI_0347_B.png",
+      "mask_rel_path": "all_masks/BUSI_0347_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0215_B.png",
+      "image_rel_path": "all_images/BUSI_0215_B.png",
+      "mask_rel_path": "all_masks/BUSI_0215_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0028_M.png",
+      "image_rel_path": "all_images/BUSI_0028_M.png",
+      "mask_rel_path": "all_masks/BUSI_0028_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0255_B.png",
+      "image_rel_path": "all_images/BUSI_0255_B.png",
+      "mask_rel_path": "all_masks/BUSI_0255_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0003_B.png",
+      "image_rel_path": "all_images/BUSI_0003_B.png",
+      "mask_rel_path": "all_masks/BUSI_0003_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0080_M.png",
+      "image_rel_path": "all_images/BUSI_0080_M.png",
+      "mask_rel_path": "all_masks/BUSI_0080_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0236_B.png",
+      "image_rel_path": "all_images/BUSI_0236_B.png",
+      "mask_rel_path": "all_masks/BUSI_0236_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0050_B.png",
+      "image_rel_path": "all_images/BUSI_0050_B.png",
+      "mask_rel_path": "all_masks/BUSI_0050_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0197_M.png",
+      "image_rel_path": "all_images/BUSI_0197_M.png",
+      "mask_rel_path": "all_masks/BUSI_0197_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0245_B.png",
+      "image_rel_path": "all_images/BUSI_0245_B.png",
+      "mask_rel_path": "all_masks/BUSI_0245_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0128_B.png",
+      "image_rel_path": "all_images/BUSI_0128_B.png",
+      "mask_rel_path": "all_masks/BUSI_0128_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0164_M.png",
+      "image_rel_path": "all_images/BUSI_0164_M.png",
+      "mask_rel_path": "all_masks/BUSI_0164_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0061_B.png",
+      "image_rel_path": "all_images/BUSI_0061_B.png",
+      "mask_rel_path": "all_masks/BUSI_0061_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0052_M.png",
+      "image_rel_path": "all_images/BUSI_0052_M.png",
+      "mask_rel_path": "all_masks/BUSI_0052_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0079_B.png",
+      "image_rel_path": "all_images/BUSI_0079_B.png",
+      "mask_rel_path": "all_masks/BUSI_0079_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0154_B.png",
+      "image_rel_path": "all_images/BUSI_0154_B.png",
+      "mask_rel_path": "all_masks/BUSI_0154_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0029_M.png",
+      "image_rel_path": "all_images/BUSI_0029_M.png",
+      "mask_rel_path": "all_masks/BUSI_0029_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0053_B.png",
+      "image_rel_path": "all_images/BUSI_0053_B.png",
+      "mask_rel_path": "all_masks/BUSI_0053_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0010_B.png",
+      "image_rel_path": "all_images/BUSI_0010_B.png",
+      "mask_rel_path": "all_masks/BUSI_0010_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0133_M.png",
+      "image_rel_path": "all_images/BUSI_0133_M.png",
+      "mask_rel_path": "all_masks/BUSI_0133_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0158_M.png",
+      "image_rel_path": "all_images/BUSI_0158_M.png",
+      "mask_rel_path": "all_masks/BUSI_0158_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0301_B.png",
+      "image_rel_path": "all_images/BUSI_0301_B.png",
+      "mask_rel_path": "all_masks/BUSI_0301_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0121_B.png",
+      "image_rel_path": "all_images/BUSI_0121_B.png",
+      "mask_rel_path": "all_masks/BUSI_0121_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0032_B.png",
+      "image_rel_path": "all_images/BUSI_0032_B.png",
+      "mask_rel_path": "all_masks/BUSI_0032_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0051_B.png",
+      "image_rel_path": "all_images/BUSI_0051_B.png",
+      "mask_rel_path": "all_masks/BUSI_0051_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0207_B.png",
+      "image_rel_path": "all_images/BUSI_0207_B.png",
+      "mask_rel_path": "all_masks/BUSI_0207_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0019_M.png",
+      "image_rel_path": "all_images/BUSI_0019_M.png",
+      "mask_rel_path": "all_masks/BUSI_0019_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0391_B.png",
+      "image_rel_path": "all_images/BUSI_0391_B.png",
+      "mask_rel_path": "all_masks/BUSI_0391_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0124_B.png",
+      "image_rel_path": "all_images/BUSI_0124_B.png",
+      "mask_rel_path": "all_masks/BUSI_0124_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0249_B.png",
+      "image_rel_path": "all_images/BUSI_0249_B.png",
+      "mask_rel_path": "all_masks/BUSI_0249_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0203_B.png",
+      "image_rel_path": "all_images/BUSI_0203_B.png",
+      "mask_rel_path": "all_masks/BUSI_0203_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0146_M.png",
+      "image_rel_path": "all_images/BUSI_0146_M.png",
+      "mask_rel_path": "all_masks/BUSI_0146_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0201_B.png",
+      "image_rel_path": "all_images/BUSI_0201_B.png",
+      "mask_rel_path": "all_masks/BUSI_0201_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0356_B.png",
+      "image_rel_path": "all_images/BUSI_0356_B.png",
+      "mask_rel_path": "all_masks/BUSI_0356_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0297_B.png",
+      "image_rel_path": "all_images/BUSI_0297_B.png",
+      "mask_rel_path": "all_masks/BUSI_0297_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0395_B.png",
+      "image_rel_path": "all_images/BUSI_0395_B.png",
+      "mask_rel_path": "all_masks/BUSI_0395_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0122_B.png",
+      "image_rel_path": "all_images/BUSI_0122_B.png",
+      "mask_rel_path": "all_masks/BUSI_0122_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0174_M.png",
+      "image_rel_path": "all_images/BUSI_0174_M.png",
+      "mask_rel_path": "all_masks/BUSI_0174_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0085_M.png",
+      "image_rel_path": "all_images/BUSI_0085_M.png",
+      "mask_rel_path": "all_masks/BUSI_0085_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0109_B.png",
+      "image_rel_path": "all_images/BUSI_0109_B.png",
+      "mask_rel_path": "all_masks/BUSI_0109_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0013_B.png",
+      "image_rel_path": "all_images/BUSI_0013_B.png",
+      "mask_rel_path": "all_masks/BUSI_0013_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0075_B.png",
+      "image_rel_path": "all_images/BUSI_0075_B.png",
+      "mask_rel_path": "all_masks/BUSI_0075_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0162_M.png",
+      "image_rel_path": "all_images/BUSI_0162_M.png",
+      "mask_rel_path": "all_masks/BUSI_0162_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0063_M.png",
+      "image_rel_path": "all_images/BUSI_0063_M.png",
+      "mask_rel_path": "all_masks/BUSI_0063_M.png"
+    },
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+      "filename": "BUSI_0182_B.png",
+      "image_rel_path": "all_images/BUSI_0182_B.png",
+      "mask_rel_path": "all_masks/BUSI_0182_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0224_B.png",
+      "image_rel_path": "all_images/BUSI_0224_B.png",
+      "mask_rel_path": "all_masks/BUSI_0224_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0176_B.png",
+      "image_rel_path": "all_images/BUSI_0176_B.png",
+      "mask_rel_path": "all_masks/BUSI_0176_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0026_B.png",
+      "image_rel_path": "all_images/BUSI_0026_B.png",
+      "mask_rel_path": "all_masks/BUSI_0026_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0005_B.png",
+      "image_rel_path": "all_images/BUSI_0005_B.png",
+      "mask_rel_path": "all_masks/BUSI_0005_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0199_M.png",
+      "image_rel_path": "all_images/BUSI_0199_M.png",
+      "mask_rel_path": "all_masks/BUSI_0199_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0384_B.png",
+      "image_rel_path": "all_images/BUSI_0384_B.png",
+      "mask_rel_path": "all_masks/BUSI_0384_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0083_M.png",
+      "image_rel_path": "all_images/BUSI_0083_M.png",
+      "mask_rel_path": "all_masks/BUSI_0083_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0118_B.png",
+      "image_rel_path": "all_images/BUSI_0118_B.png",
+      "mask_rel_path": "all_masks/BUSI_0118_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0405_B.png",
+      "image_rel_path": "all_images/BUSI_0405_B.png",
+      "mask_rel_path": "all_masks/BUSI_0405_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0208_M.png",
+      "image_rel_path": "all_images/BUSI_0208_M.png",
+      "mask_rel_path": "all_masks/BUSI_0208_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0038_B.png",
+      "image_rel_path": "all_images/BUSI_0038_B.png",
+      "mask_rel_path": "all_masks/BUSI_0038_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0341_B.png",
+      "image_rel_path": "all_images/BUSI_0341_B.png",
+      "mask_rel_path": "all_masks/BUSI_0341_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0127_B.png",
+      "image_rel_path": "all_images/BUSI_0127_B.png",
+      "mask_rel_path": "all_masks/BUSI_0127_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0060_M.png",
+      "image_rel_path": "all_images/BUSI_0060_M.png",
+      "mask_rel_path": "all_masks/BUSI_0060_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0100_M.png",
+      "image_rel_path": "all_images/BUSI_0100_M.png",
+      "mask_rel_path": "all_masks/BUSI_0100_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0099_M.png",
+      "image_rel_path": "all_images/BUSI_0099_M.png",
+      "mask_rel_path": "all_masks/BUSI_0099_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0285_B.png",
+      "image_rel_path": "all_images/BUSI_0285_B.png",
+      "mask_rel_path": "all_masks/BUSI_0285_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0066_B.png",
+      "image_rel_path": "all_images/BUSI_0066_B.png",
+      "mask_rel_path": "all_masks/BUSI_0066_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0198_B.png",
+      "image_rel_path": "all_images/BUSI_0198_B.png",
+      "mask_rel_path": "all_masks/BUSI_0198_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0276_B.png",
+      "image_rel_path": "all_images/BUSI_0276_B.png",
+      "mask_rel_path": "all_masks/BUSI_0276_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0151_M.png",
+      "image_rel_path": "all_images/BUSI_0151_M.png",
+      "mask_rel_path": "all_masks/BUSI_0151_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0319_B.png",
+      "image_rel_path": "all_images/BUSI_0319_B.png",
+      "mask_rel_path": "all_masks/BUSI_0319_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0180_B.png",
+      "image_rel_path": "all_images/BUSI_0180_B.png",
+      "mask_rel_path": "all_masks/BUSI_0180_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0051_M.png",
+      "image_rel_path": "all_images/BUSI_0051_M.png",
+      "mask_rel_path": "all_masks/BUSI_0051_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0333_B.png",
+      "image_rel_path": "all_images/BUSI_0333_B.png",
+      "mask_rel_path": "all_masks/BUSI_0333_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0425_B.png",
+      "image_rel_path": "all_images/BUSI_0425_B.png",
+      "mask_rel_path": "all_masks/BUSI_0425_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0181_M.png",
+      "image_rel_path": "all_images/BUSI_0181_M.png",
+      "mask_rel_path": "all_masks/BUSI_0181_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0061_M.png",
+      "image_rel_path": "all_images/BUSI_0061_M.png",
+      "mask_rel_path": "all_masks/BUSI_0061_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0161_B.png",
+      "image_rel_path": "all_images/BUSI_0161_B.png",
+      "mask_rel_path": "all_masks/BUSI_0161_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0290_B.png",
+      "image_rel_path": "all_images/BUSI_0290_B.png",
+      "mask_rel_path": "all_masks/BUSI_0290_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0376_B.png",
+      "image_rel_path": "all_images/BUSI_0376_B.png",
+      "mask_rel_path": "all_masks/BUSI_0376_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0119_M.png",
+      "image_rel_path": "all_images/BUSI_0119_M.png",
+      "mask_rel_path": "all_masks/BUSI_0119_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0103_B.png",
+      "image_rel_path": "all_images/BUSI_0103_B.png",
+      "mask_rel_path": "all_masks/BUSI_0103_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0414_B.png",
+      "image_rel_path": "all_images/BUSI_0414_B.png",
+      "mask_rel_path": "all_masks/BUSI_0414_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0358_B.png",
+      "image_rel_path": "all_images/BUSI_0358_B.png",
+      "mask_rel_path": "all_masks/BUSI_0358_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0080_B.png",
+      "image_rel_path": "all_images/BUSI_0080_B.png",
+      "mask_rel_path": "all_masks/BUSI_0080_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0359_B.png",
+      "image_rel_path": "all_images/BUSI_0359_B.png",
+      "mask_rel_path": "all_masks/BUSI_0359_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0428_B.png",
+      "image_rel_path": "all_images/BUSI_0428_B.png",
+      "mask_rel_path": "all_masks/BUSI_0428_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0120_B.png",
+      "image_rel_path": "all_images/BUSI_0120_B.png",
+      "mask_rel_path": "all_masks/BUSI_0120_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0142_B.png",
+      "image_rel_path": "all_images/BUSI_0142_B.png",
+      "mask_rel_path": "all_masks/BUSI_0142_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0079_M.png",
+      "image_rel_path": "all_images/BUSI_0079_M.png",
+      "mask_rel_path": "all_masks/BUSI_0079_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0007_B.png",
+      "image_rel_path": "all_images/BUSI_0007_B.png",
+      "mask_rel_path": "all_masks/BUSI_0007_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0076_M.png",
+      "image_rel_path": "all_images/BUSI_0076_M.png",
+      "mask_rel_path": "all_masks/BUSI_0076_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0275_B.png",
+      "image_rel_path": "all_images/BUSI_0275_B.png",
+      "mask_rel_path": "all_masks/BUSI_0275_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0132_B.png",
+      "image_rel_path": "all_images/BUSI_0132_B.png",
+      "mask_rel_path": "all_masks/BUSI_0132_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0139_M.png",
+      "image_rel_path": "all_images/BUSI_0139_M.png",
+      "mask_rel_path": "all_masks/BUSI_0139_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0325_B.png",
+      "image_rel_path": "all_images/BUSI_0325_B.png",
+      "mask_rel_path": "all_masks/BUSI_0325_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0324_B.png",
+      "image_rel_path": "all_images/BUSI_0324_B.png",
+      "mask_rel_path": "all_masks/BUSI_0324_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0266_B.png",
+      "image_rel_path": "all_images/BUSI_0266_B.png",
+      "mask_rel_path": "all_masks/BUSI_0266_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0183_M.png",
+      "image_rel_path": "all_images/BUSI_0183_M.png",
+      "mask_rel_path": "all_masks/BUSI_0183_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0205_M.png",
+      "image_rel_path": "all_images/BUSI_0205_M.png",
+      "mask_rel_path": "all_masks/BUSI_0205_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0068_B.png",
+      "image_rel_path": "all_images/BUSI_0068_B.png",
+      "mask_rel_path": "all_masks/BUSI_0068_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0204_B.png",
+      "image_rel_path": "all_images/BUSI_0204_B.png",
+      "mask_rel_path": "all_masks/BUSI_0204_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0431_B.png",
+      "image_rel_path": "all_images/BUSI_0431_B.png",
+      "mask_rel_path": "all_masks/BUSI_0431_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0382_B.png",
+      "image_rel_path": "all_images/BUSI_0382_B.png",
+      "mask_rel_path": "all_masks/BUSI_0382_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0318_B.png",
+      "image_rel_path": "all_images/BUSI_0318_B.png",
+      "mask_rel_path": "all_masks/BUSI_0318_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0192_B.png",
+      "image_rel_path": "all_images/BUSI_0192_B.png",
+      "mask_rel_path": "all_masks/BUSI_0192_B.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_030_repeat_01.json b/runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_030_repeat_01.json
new file mode 100644
index 0000000000000000000000000000000000000000..732b9b6afb6aab7730fa3098e3eb3f9482cea87e
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_030_repeat_01.json
@@ -0,0 +1,4868 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0036_B.png",
+      "image_rel_path": "all_images/BUSI_0036_B.png",
+      "mask_rel_path": "all_masks/BUSI_0036_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0305_B.png",
+      "image_rel_path": "all_images/BUSI_0305_B.png",
+      "mask_rel_path": "all_masks/BUSI_0305_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0105_M.png",
+      "image_rel_path": "all_images/BUSI_0105_M.png",
+      "mask_rel_path": "all_masks/BUSI_0105_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0069_B.png",
+      "image_rel_path": "all_images/BUSI_0069_B.png",
+      "mask_rel_path": "all_masks/BUSI_0069_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0076_M.png",
+      "image_rel_path": "all_images/BUSI_0076_M.png",
+      "mask_rel_path": "all_masks/BUSI_0076_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0070_M.png",
+      "image_rel_path": "all_images/BUSI_0070_M.png",
+      "mask_rel_path": "all_masks/BUSI_0070_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0086_M.png",
+      "image_rel_path": "all_images/BUSI_0086_M.png",
+      "mask_rel_path": "all_masks/BUSI_0086_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0090_M.png",
+      "image_rel_path": "all_images/BUSI_0090_M.png",
+      "mask_rel_path": "all_masks/BUSI_0090_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0024_B.png",
+      "image_rel_path": "all_images/BUSI_0024_B.png",
+      "mask_rel_path": "all_masks/BUSI_0024_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0424_B.png",
+      "image_rel_path": "all_images/BUSI_0424_B.png",
+      "mask_rel_path": "all_masks/BUSI_0424_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0142_M.png",
+      "image_rel_path": "all_images/BUSI_0142_M.png",
+      "mask_rel_path": "all_masks/BUSI_0142_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0390_B.png",
+      "image_rel_path": "all_images/BUSI_0390_B.png",
+      "mask_rel_path": "all_masks/BUSI_0390_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0353_B.png",
+      "image_rel_path": "all_images/BUSI_0353_B.png",
+      "mask_rel_path": "all_masks/BUSI_0353_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0209_M.png",
+      "image_rel_path": "all_images/BUSI_0209_M.png",
+      "mask_rel_path": "all_masks/BUSI_0209_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0342_B.png",
+      "image_rel_path": "all_images/BUSI_0342_B.png",
+      "mask_rel_path": "all_masks/BUSI_0342_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0340_B.png",
+      "image_rel_path": "all_images/BUSI_0340_B.png",
+      "mask_rel_path": "all_masks/BUSI_0340_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0350_B.png",
+      "image_rel_path": "all_images/BUSI_0350_B.png",
+      "mask_rel_path": "all_masks/BUSI_0350_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0306_B.png",
+      "image_rel_path": "all_images/BUSI_0306_B.png",
+      "mask_rel_path": "all_masks/BUSI_0306_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0155_M.png",
+      "image_rel_path": "all_images/BUSI_0155_M.png",
+      "mask_rel_path": "all_masks/BUSI_0155_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0264_B.png",
+      "image_rel_path": "all_images/BUSI_0264_B.png",
+      "mask_rel_path": "all_masks/BUSI_0264_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0043_B.png",
+      "image_rel_path": "all_images/BUSI_0043_B.png",
+      "mask_rel_path": "all_masks/BUSI_0043_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0033_M.png",
+      "image_rel_path": "all_images/BUSI_0033_M.png",
+      "mask_rel_path": "all_masks/BUSI_0033_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0126_M.png",
+      "image_rel_path": "all_images/BUSI_0126_M.png",
+      "mask_rel_path": "all_masks/BUSI_0126_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0091_B.png",
+      "image_rel_path": "all_images/BUSI_0091_B.png",
+      "mask_rel_path": "all_masks/BUSI_0091_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0129_M.png",
+      "image_rel_path": "all_images/BUSI_0129_M.png",
+      "mask_rel_path": "all_masks/BUSI_0129_M.png"
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+      "filename": "BUSI_0046_M.png",
+      "image_rel_path": "all_images/BUSI_0046_M.png",
+      "mask_rel_path": "all_masks/BUSI_0046_M.png"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_030_repeat_03.json b/runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_030_repeat_03.json
new file mode 100644
index 0000000000000000000000000000000000000000..37d330268ea665e39011b9cdb3b45ad15790a4c7
--- /dev/null
+++ b/runs/EfficientNetB0_frozen_new_image_size_BUTWSTRAT2/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_030_repeat_03.json
@@ -0,0 +1,4866 @@
+{
+  "base_train_records": [
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0036_B.png",
+      "image_rel_path": "all_images/BUSI_0036_B.png",
+      "mask_rel_path": "all_masks/BUSI_0036_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0305_B.png",
+      "image_rel_path": "all_images/BUSI_0305_B.png",
+      "mask_rel_path": "all_masks/BUSI_0305_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0105_M.png",
+      "image_rel_path": "all_images/BUSI_0105_M.png",
+      "mask_rel_path": "all_masks/BUSI_0105_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0069_B.png",
+      "image_rel_path": "all_images/BUSI_0069_B.png",
+      "mask_rel_path": "all_masks/BUSI_0069_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0076_M.png",
+      "image_rel_path": "all_images/BUSI_0076_M.png",
+      "mask_rel_path": "all_masks/BUSI_0076_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0070_M.png",
+      "image_rel_path": "all_images/BUSI_0070_M.png",
+      "mask_rel_path": "all_masks/BUSI_0070_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0086_M.png",
+      "image_rel_path": "all_images/BUSI_0086_M.png",
+      "mask_rel_path": "all_masks/BUSI_0086_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0090_M.png",
+      "image_rel_path": "all_images/BUSI_0090_M.png",
+      "mask_rel_path": "all_masks/BUSI_0090_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0024_B.png",
+      "image_rel_path": "all_images/BUSI_0024_B.png",
+      "mask_rel_path": "all_masks/BUSI_0024_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0424_B.png",
+      "image_rel_path": "all_images/BUSI_0424_B.png",
+      "mask_rel_path": "all_masks/BUSI_0424_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0142_M.png",
+      "image_rel_path": "all_images/BUSI_0142_M.png",
+      "mask_rel_path": "all_masks/BUSI_0142_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0390_B.png",
+      "image_rel_path": "all_images/BUSI_0390_B.png",
+      "mask_rel_path": "all_masks/BUSI_0390_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0353_B.png",
+      "image_rel_path": "all_images/BUSI_0353_B.png",
+      "mask_rel_path": "all_masks/BUSI_0353_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0209_M.png",
+      "image_rel_path": "all_images/BUSI_0209_M.png",
+      "mask_rel_path": "all_masks/BUSI_0209_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0342_B.png",
+      "image_rel_path": "all_images/BUSI_0342_B.png",
+      "mask_rel_path": "all_masks/BUSI_0342_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0340_B.png",
+      "image_rel_path": "all_images/BUSI_0340_B.png",
+      "mask_rel_path": "all_masks/BUSI_0340_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0350_B.png",
+      "image_rel_path": "all_images/BUSI_0350_B.png",
+      "mask_rel_path": "all_masks/BUSI_0350_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0306_B.png",
+      "image_rel_path": "all_images/BUSI_0306_B.png",
+      "mask_rel_path": "all_masks/BUSI_0306_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0155_M.png",
+      "image_rel_path": "all_images/BUSI_0155_M.png",
+      "mask_rel_path": "all_masks/BUSI_0155_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0264_B.png",
+      "image_rel_path": "all_images/BUSI_0264_B.png",
+      "mask_rel_path": "all_masks/BUSI_0264_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0043_B.png",
+      "image_rel_path": "all_images/BUSI_0043_B.png",
+      "mask_rel_path": "all_masks/BUSI_0043_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0033_M.png",
+      "image_rel_path": "all_images/BUSI_0033_M.png",
+      "mask_rel_path": "all_masks/BUSI_0033_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0126_M.png",
+      "image_rel_path": "all_images/BUSI_0126_M.png",
+      "mask_rel_path": "all_masks/BUSI_0126_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0091_B.png",
+      "image_rel_path": "all_images/BUSI_0091_B.png",
+      "mask_rel_path": "all_masks/BUSI_0091_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0129_M.png",
+      "image_rel_path": "all_images/BUSI_0129_M.png",
+      "mask_rel_path": "all_masks/BUSI_0129_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0066_M.png",
+      "image_rel_path": "all_images/BUSI_0066_M.png",
+      "mask_rel_path": "all_masks/BUSI_0066_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0002_M.png",
+      "image_rel_path": "all_images/BUSI_0002_M.png",
+      "mask_rel_path": "all_masks/BUSI_0002_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0122_M.png",
+      "image_rel_path": "all_images/BUSI_0122_M.png",
+      "mask_rel_path": "all_masks/BUSI_0122_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0200_M.png",
+      "image_rel_path": "all_images/BUSI_0200_M.png",
+      "mask_rel_path": "all_masks/BUSI_0200_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0184_M.png",
+      "image_rel_path": "all_images/BUSI_0184_M.png",
+      "mask_rel_path": "all_masks/BUSI_0184_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0121_M.png",
+      "image_rel_path": "all_images/BUSI_0121_M.png",
+      "mask_rel_path": "all_masks/BUSI_0121_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0141_B.png",
+      "image_rel_path": "all_images/BUSI_0141_B.png",
+      "mask_rel_path": "all_masks/BUSI_0141_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0023_M.png",
+      "image_rel_path": "all_images/BUSI_0023_M.png",
+      "mask_rel_path": "all_masks/BUSI_0023_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0047_B.png",
+      "image_rel_path": "all_images/BUSI_0047_B.png",
+      "mask_rel_path": "all_masks/BUSI_0047_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0307_B.png",
+      "image_rel_path": "all_images/BUSI_0307_B.png",
+      "mask_rel_path": "all_masks/BUSI_0307_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0151_M.png",
+      "image_rel_path": "all_images/BUSI_0151_M.png",
+      "mask_rel_path": "all_masks/BUSI_0151_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0153_M.png",
+      "image_rel_path": "all_images/BUSI_0153_M.png",
+      "mask_rel_path": "all_masks/BUSI_0153_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0039_M.png",
+      "image_rel_path": "all_images/BUSI_0039_M.png",
+      "mask_rel_path": "all_masks/BUSI_0039_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0045_M.png",
+      "image_rel_path": "all_images/BUSI_0045_M.png",
+      "mask_rel_path": "all_masks/BUSI_0045_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0057_B.png",
+      "image_rel_path": "all_images/BUSI_0057_B.png",
+      "mask_rel_path": "all_masks/BUSI_0057_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0025_B.png",
+      "image_rel_path": "all_images/BUSI_0025_B.png",
+      "mask_rel_path": "all_masks/BUSI_0025_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0009_M.png",
+      "image_rel_path": "all_images/BUSI_0009_M.png",
+      "mask_rel_path": "all_masks/BUSI_0009_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0210_B.png",
+      "image_rel_path": "all_images/BUSI_0210_B.png",
+      "mask_rel_path": "all_masks/BUSI_0210_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0037_B.png",
+      "image_rel_path": "all_images/BUSI_0037_B.png",
+      "mask_rel_path": "all_masks/BUSI_0037_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0103_B.png",
+      "image_rel_path": "all_images/BUSI_0103_B.png",
+      "mask_rel_path": "all_masks/BUSI_0103_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0312_B.png",
+      "image_rel_path": "all_images/BUSI_0312_B.png",
+      "mask_rel_path": "all_masks/BUSI_0312_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0152_B.png",
+      "image_rel_path": "all_images/BUSI_0152_B.png",
+      "mask_rel_path": "all_masks/BUSI_0152_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0051_M.png",
+      "image_rel_path": "all_images/BUSI_0051_M.png",
+      "mask_rel_path": "all_masks/BUSI_0051_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0137_B.png",
+      "image_rel_path": "all_images/BUSI_0137_B.png",
+      "mask_rel_path": "all_masks/BUSI_0137_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0381_B.png",
+      "image_rel_path": "all_images/BUSI_0381_B.png",
+      "mask_rel_path": "all_masks/BUSI_0381_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0074_B.png",
+      "image_rel_path": "all_images/BUSI_0074_B.png",
+      "mask_rel_path": "all_masks/BUSI_0074_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0272_B.png",
+      "image_rel_path": "all_images/BUSI_0272_B.png",
+      "mask_rel_path": "all_masks/BUSI_0272_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0427_B.png",
+      "image_rel_path": "all_images/BUSI_0427_B.png",
+      "mask_rel_path": "all_masks/BUSI_0427_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0111_B.png",
+      "image_rel_path": "all_images/BUSI_0111_B.png",
+      "mask_rel_path": "all_masks/BUSI_0111_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0093_B.png",
+      "image_rel_path": "all_images/BUSI_0093_B.png",
+      "mask_rel_path": "all_masks/BUSI_0093_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0026_B.png",
+      "image_rel_path": "all_images/BUSI_0026_B.png",
+      "mask_rel_path": "all_masks/BUSI_0026_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0033_B.png",
+      "image_rel_path": "all_images/BUSI_0033_B.png",
+      "mask_rel_path": "all_masks/BUSI_0033_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0193_M.png",
+      "image_rel_path": "all_images/BUSI_0193_M.png",
+      "mask_rel_path": "all_masks/BUSI_0193_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0189_M.png",
+      "image_rel_path": "all_images/BUSI_0189_M.png",
+      "mask_rel_path": "all_masks/BUSI_0189_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0089_M.png",
+      "image_rel_path": "all_images/BUSI_0089_M.png",
+      "mask_rel_path": "all_masks/BUSI_0089_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0389_B.png",
+      "image_rel_path": "all_images/BUSI_0389_B.png",
+      "mask_rel_path": "all_masks/BUSI_0389_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0329_B.png",
+      "image_rel_path": "all_images/BUSI_0329_B.png",
+      "mask_rel_path": "all_masks/BUSI_0329_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0224_B.png",
+      "image_rel_path": "all_images/BUSI_0224_B.png",
+      "mask_rel_path": "all_masks/BUSI_0224_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0168_M.png",
+      "image_rel_path": "all_images/BUSI_0168_M.png",
+      "mask_rel_path": "all_masks/BUSI_0168_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0012_B.png",
+      "image_rel_path": "all_images/BUSI_0012_B.png",
+      "mask_rel_path": "all_masks/BUSI_0012_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0393_B.png",
+      "image_rel_path": "all_images/BUSI_0393_B.png",
+      "mask_rel_path": "all_masks/BUSI_0393_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0365_B.png",
+      "image_rel_path": "all_images/BUSI_0365_B.png",
+      "mask_rel_path": "all_masks/BUSI_0365_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0202_B.png",
+      "image_rel_path": "all_images/BUSI_0202_B.png",
+      "mask_rel_path": "all_masks/BUSI_0202_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0145_M.png",
+      "image_rel_path": "all_images/BUSI_0145_M.png",
+      "mask_rel_path": "all_masks/BUSI_0145_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0404_B.png",
+      "image_rel_path": "all_images/BUSI_0404_B.png",
+      "mask_rel_path": "all_masks/BUSI_0404_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0330_B.png",
+      "image_rel_path": "all_images/BUSI_0330_B.png",
+      "mask_rel_path": "all_masks/BUSI_0330_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0287_B.png",
+      "image_rel_path": "all_images/BUSI_0287_B.png",
+      "mask_rel_path": "all_masks/BUSI_0287_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0314_B.png",
+      "image_rel_path": "all_images/BUSI_0314_B.png",
+      "mask_rel_path": "all_masks/BUSI_0314_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0082_B.png",
+      "image_rel_path": "all_images/BUSI_0082_B.png",
+      "mask_rel_path": "all_masks/BUSI_0082_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0160_B.png",
+      "image_rel_path": "all_images/BUSI_0160_B.png",
+      "mask_rel_path": "all_masks/BUSI_0160_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0205_M.png",
+      "image_rel_path": "all_images/BUSI_0205_M.png",
+      "mask_rel_path": "all_masks/BUSI_0205_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0073_M.png",
+      "image_rel_path": "all_images/BUSI_0073_M.png",
+      "mask_rel_path": "all_masks/BUSI_0073_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0212_B.png",
+      "image_rel_path": "all_images/BUSI_0212_B.png",
+      "mask_rel_path": "all_masks/BUSI_0212_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0244_B.png",
+      "image_rel_path": "all_images/BUSI_0244_B.png",
+      "mask_rel_path": "all_masks/BUSI_0244_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0187_B.png",
+      "image_rel_path": "all_images/BUSI_0187_B.png",
+      "mask_rel_path": "all_masks/BUSI_0187_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0434_B.png",
+      "image_rel_path": "all_images/BUSI_0434_B.png",
+      "mask_rel_path": "all_masks/BUSI_0434_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0114_M.png",
+      "image_rel_path": "all_images/BUSI_0114_M.png",
+      "mask_rel_path": "all_masks/BUSI_0114_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0428_B.png",
+      "image_rel_path": "all_images/BUSI_0428_B.png",
+      "mask_rel_path": "all_masks/BUSI_0428_B.png"
+    },
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+      "filename": "BUSI_0185_M.png",
+      "image_rel_path": "all_images/BUSI_0185_M.png",
+      "mask_rel_path": "all_masks/BUSI_0185_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0098_M.png",
+      "image_rel_path": "all_images/BUSI_0098_M.png",
+      "mask_rel_path": "all_masks/BUSI_0098_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0379_B.png",
+      "image_rel_path": "all_images/BUSI_0379_B.png",
+      "mask_rel_path": "all_masks/BUSI_0379_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0363_B.png",
+      "image_rel_path": "all_images/BUSI_0363_B.png",
+      "mask_rel_path": "all_masks/BUSI_0363_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0189_B.png",
+      "image_rel_path": "all_images/BUSI_0189_B.png",
+      "mask_rel_path": "all_masks/BUSI_0189_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0151_B.png",
+      "image_rel_path": "all_images/BUSI_0151_B.png",
+      "mask_rel_path": "all_masks/BUSI_0151_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0268_B.png",
+      "image_rel_path": "all_images/BUSI_0268_B.png",
+      "mask_rel_path": "all_masks/BUSI_0268_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0020_B.png",
+      "image_rel_path": "all_images/BUSI_0020_B.png",
+      "mask_rel_path": "all_masks/BUSI_0020_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0096_M.png",
+      "image_rel_path": "all_images/BUSI_0096_M.png",
+      "mask_rel_path": "all_masks/BUSI_0096_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0176_B.png",
+      "image_rel_path": "all_images/BUSI_0176_B.png",
+      "mask_rel_path": "all_masks/BUSI_0176_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0012_M.png",
+      "image_rel_path": "all_images/BUSI_0012_M.png",
+      "mask_rel_path": "all_masks/BUSI_0012_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0238_B.png",
+      "image_rel_path": "all_images/BUSI_0238_B.png",
+      "mask_rel_path": "all_masks/BUSI_0238_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0016_M.png",
+      "image_rel_path": "all_images/BUSI_0016_M.png",
+      "mask_rel_path": "all_masks/BUSI_0016_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0132_B.png",
+      "image_rel_path": "all_images/BUSI_0132_B.png",
+      "mask_rel_path": "all_masks/BUSI_0132_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0386_B.png",
+      "image_rel_path": "all_images/BUSI_0386_B.png",
+      "mask_rel_path": "all_masks/BUSI_0386_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0418_B.png",
+      "image_rel_path": "all_images/BUSI_0418_B.png",
+      "mask_rel_path": "all_masks/BUSI_0418_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0195_B.png",
+      "image_rel_path": "all_images/BUSI_0195_B.png",
+      "mask_rel_path": "all_masks/BUSI_0195_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0050_M.png",
+      "image_rel_path": "all_images/BUSI_0050_M.png",
+      "mask_rel_path": "all_masks/BUSI_0050_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0078_M.png",
+      "image_rel_path": "all_images/BUSI_0078_M.png",
+      "mask_rel_path": "all_masks/BUSI_0078_M.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0139_M.png",
+      "image_rel_path": "all_images/BUSI_0139_M.png",
+      "mask_rel_path": "all_masks/BUSI_0139_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0094_B.png",
+      "image_rel_path": "all_images/BUSI_0094_B.png",
+      "mask_rel_path": "all_masks/BUSI_0094_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0202_M.png",
+      "image_rel_path": "all_images/BUSI_0202_M.png",
+      "mask_rel_path": "all_masks/BUSI_0202_M.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0184_B.png",
+      "image_rel_path": "all_images/BUSI_0184_B.png",
+      "mask_rel_path": "all_masks/BUSI_0184_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0073_B.png",
+      "image_rel_path": "all_images/BUSI_0073_B.png",
+      "mask_rel_path": "all_masks/BUSI_0073_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0426_B.png",
+      "image_rel_path": "all_images/BUSI_0426_B.png",
+      "mask_rel_path": "all_masks/BUSI_0426_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0299_B.png",
+      "image_rel_path": "all_images/BUSI_0299_B.png",
+      "mask_rel_path": "all_masks/BUSI_0299_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0415_B.png",
+      "image_rel_path": "all_images/BUSI_0415_B.png",
+      "mask_rel_path": "all_masks/BUSI_0415_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0228_B.png",
+      "image_rel_path": "all_images/BUSI_0228_B.png",
+      "mask_rel_path": "all_masks/BUSI_0228_B.png"
+    },
+    {
+      "class_label": "benign",
+      "filename": "BUSI_0140_B.png",
+      "image_rel_path": "all_images/BUSI_0140_B.png",
+      "mask_rel_path": "all_masks/BUSI_0140_B.png"
+    },
+    {
+      "class_label": "malignant",
+      "filename": "BUSI_0046_M.png",
+      "image_rel_path": "all_images/BUSI_0046_M.png",
+      "mask_rel_path": "all_masks/BUSI_0046_M.png"
+    }
+  ]
+}
\ No newline at end of file