From 89d81d631f207385dad6bdbc10736b870b728e74 Mon Sep 17 00:00:00 2001 From: Murat Bilgel Date: Thu, 12 Sep 2024 14:01:24 -0400 Subject: [PATCH] rebase cleanup --- .gitignore | 1 + .../notebooks/denoise.ipynb | 0 docs/notebooks/example.ipynb | 48 ----- docs/pet_info.ipynb | 194 ------------------ docs/requirements.txt | 2 + poetry.lock | 2 +- pyproject.toml | 4 +- 7 files changed, 5 insertions(+), 246 deletions(-) rename 4-D_Denoising_User_Story.ipynb => docs/notebooks/denoise.ipynb (100%) delete mode 100644 docs/notebooks/example.ipynb delete mode 100644 docs/pet_info.ipynb diff --git a/.gitignore b/.gitignore index 21aa70c..358c6a6 100644 --- a/.gitignore +++ b/.gitignore @@ -7,6 +7,7 @@ /dist/ /docs/_build/ /docs/jupyter_execute/ +/docs/notebooks/nb_data/ /src/*.egg-info/ __pycache__/ /.vscode diff --git a/4-D_Denoising_User_Story.ipynb b/docs/notebooks/denoise.ipynb similarity index 100% rename from 4-D_Denoising_User_Story.ipynb rename to docs/notebooks/denoise.ipynb diff --git a/docs/notebooks/example.ipynb b/docs/notebooks/example.ipynb deleted file mode 100644 index 142e059..0000000 --- a/docs/notebooks/example.ipynb +++ /dev/null @@ -1,48 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Hello, world!" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import dynamicpet" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "dynamicpet-TMt2p5Pp-py3.12", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.5" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/docs/pet_info.ipynb b/docs/pet_info.ipynb deleted file mode 100644 index 8346842..0000000 --- a/docs/pet_info.ipynb +++ /dev/null @@ -1,194 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Image plotting and visualization basics for dynamic PET" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This notebook illustrates how to read in a 4-D PET image, extract basic scan information, plot a 4-D time activity curve (TAC) and display PET image. \n", - "We import parent directory- dynamicpet and bids image.\n", - "We define PET image as 'example_pet' and it's directory.\n", - "'a' is defined as a volume in PET image with all time-points. 'b'is defined as mid-frame of the image.\n", - "Matplotlib can be used for displaying the figure/plot , if error occurs use nilearn instead. label x-axis and y-axis.\n", - "\n", - "\n", - "Note: to look at output variables while you run the code, click 'Variables' on top toolbar. It will display variables from the code nest to 'Terminal' in 'Jupyter' tab." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'radioactivity(kBq/mL)')" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "from nilearn import plotting\n", - "from nilearn.image import index_img\n", - "\n", - "from dynamicpet.petbids.petbidsimage import load\n", - "\n", - "\n", - "example_pet = load(\"../tests/test_data/pet.nii\")\n", - "a = example_pet.dataobj[100, 100, 100, ...]\n", - "b = example_pet.frame_mid\n", - "\n", - "# plot example_pet.dataobj[100, 100, 100, ...] vs example_pet.frame_mid\n", - "\n", - "\n", - "plt.figure(num=0, dpi=120)\n", - "plt.plot(b, a)\n", - "plt.xlabel(\"time (minutes)\")\n", - "plt.ylabel(\"radioactivity(kBq/mL)\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "!kineticmodel --help" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We import nilearn for dispplaying PET image, 'example.img' is PET image and 'example.json_dict' has all image information. We plot as an example, 4th volume of the image with colorbar set to 'true'." - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "dynamicpet.petbids.petbidsimage.PETBIDSImage" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "type(example_pet)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "nibabel.nifti1.Nifti1Image" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "type(example_pet.img)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "example_pet.json_dict" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plotting.plot_anat(index_img(example_pet.img, 4), colorbar=True)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.5" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/docs/requirements.txt b/docs/requirements.txt index 1f1044d..2f54ded 100644 --- a/docs/requirements.txt +++ b/docs/requirements.txt @@ -1,3 +1,5 @@ furo sphinx-click myst_nb +matplotlib +nilearn diff --git a/poetry.lock b/poetry.lock index 3a4963f..6033a21 100644 --- a/poetry.lock +++ b/poetry.lock @@ -4419,4 +4419,4 @@ kinfitr = ["rpy2"] [metadata] lock-version = "2.0" python-versions = ">=3.11,<3.13" -content-hash = "0c822be10a854d33d42cf08cf921ab1904351857affa58c04d046294a50c4e14" +content-hash = "b908efa38fa479709c83ec41cff35fb8898c9a6694e6ec284b7aa9def90f84e8" diff --git a/pyproject.toml b/pyproject.toml index 5efe885..4821515 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -63,9 +63,7 @@ sphinx-click = ">=4.4.0" requests = ">=2.31.0" types-requests = ">=2.31.0.2" myst-nb = "^1.1.1" - - -[tool.poetry.group.userstories.dependencies] +matplotlib = "^3.9.2" matplotlib-stubs = "^0.2.0" nilearn = "^0.10.4" jupytext = "^1.16.4"