{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Evaluating Denoising Efficiency"
]
},
{
"cell_type": "markdown",
"metadata": {
"tags": []
},
"source": [
"## Introduction \n",
"\n",
"This notebook demonstrates how the simulated image quality phantoms generated in [the first demo notebook](00_running_simulations.ipynb) can be used to evaluate pediatric generalizability of CT denoising models. Pediatric generalizability refers to how well a model performs across pediatric subgroups, please see [Nelson et al., 2023](https://onlinelibrary.wiley.com/doi/abs/10.1002/mp.16901) for more.\n",
"\n",
"| Subgroup | Age Range | Waist Diameter Range |\n",
"|------------|-------------------------------|-------------------------------|\n",
"| Newborn | ≤ 1 mo | ≤ 11.5 cm |\n",
"| Infant | > 1 mo & < 2 yrs | > 11.5 cm & ≤ 16.8 cm |\n",
"| Child | > 2 yrs & ≤ 12 yrs | > 16.8 cm & ≤ 23.2 cm |\n",
"| Adolescent | > 12 yrs & < 21 yrs | > 23.2 cm & < 34 cm |\n",
"| Adult | ≥ 22 yrs | ≥ 34 cm |\n",
"\n",
"Pediatric subgroups investigated defined by age range (Source: [Guidance on Premarket Assessment of Pediatric Medical Devices](https://www.fda.gov/regulatory-information/search-fda-guidance-documents/premarket-assessment-pediatric-medical-devices)) with representative effective waist diameters ([AAPM Task Group 220](https://www.aapm.org/pubs/reports/detail.asp?docid=146)). level"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Noise Reduction in Uniform Phantoms\n",
"\n",
"This notebook focuses on how to use the uniform water phantom (similar to the CTP486 module of the [Catphan 600 phantom](https://www.phantomlab.com/catphan-600)) to evaluate noise reduction efficiency.\n",
"\n",
"Here noise is defined as local pixel standard deviation $\\sigma$ in a uniform region:\n",
"\n",
"$$\n",
"\\sigma = \\sqrt{\\frac{1}{N} \\sum_{i=1}^N (x_i' - \\mu)^2},\\text{ where } \\mu = \\frac{1}{N} \\sum_{i=1}^N x'_i \\text{ for each pixel } x_i\n",
"$$\n",
"\n",
"We can thus define noise reduction relative to the input FBP image as:\n",
"\n",
"$$\n",
"\\text{Noise Reduction} = 100\\% \\times \\frac{(\\text{FBP} - \\text{denoised})}{\\text{FBP}}\n",
"$$"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For the purposes of demonstration, this notebook compares a pretrained deep learning denoising model based on a RED-CNN architecture to compare against a baseline FBP image series. To do this a few more libraries need to be installed to load and run the model ([Torchvision](https://pytorch.org/vision/stable/index.html)) and to visualize the results ([Matplotlib](https://matplotlib.org/) and [Seaborn](https://seaborn.pydata.org/))"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"!pip install torchvision -q\n",
"!pip install seaborn -q\n",
"!pip install matplotlib -q"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The following cell loads the necesarry libraries and downloads the pregenerated dataset from [Zenodo](https://zenodo.org/doi/10.5281/zenodo.10064035). Note, you can replace the value of `base_dir` with the path of your simulation results from [the first demo notebook](00_running_simulations.ipynb) or from running the [command line function](https://pediatriciqphantoms.readthedocs.io/en/latest/usage.html#command-line-interface), so long as the path contains the `metadata.csv` file which containing the file paths and file metadata summaries."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"from pathlib import Path\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import numpy as np\n",
"import pandas as pd\n",
"import pydicom\n",
"from torchvision.datasets.utils import download_and_extract_archive\n",
"\n",
"base_dir = Path('data')\n",
"\n",
"if not base_dir.exists():\n",
" url ='https://zenodo.org/records/11267694/files/pediatricIQphantoms.zip'\n",
" download_and_extract_archive(url, download_root=base_dir)\n",
"base_dir = base_dir / 'pediatricIQphantoms'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"One important detail when loading `metadata.csv` is that file paths under the file column are *relative* which means the dataset can be moved without breaking file paths. However, some functions require absolute file paths, these can be added usins the `apply` method on the dataframe column (3rd line in the cell below and copied here for reference):\n",
"\n",
"```python\n",
"meta.file = meta.file.apply(lambda o: base_dir.absolute() / o)\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Name \n",
" effective diameter [cm] \n",
" age [year] \n",
" pediatric subgroup \n",
" phantom \n",
" scanner \n",
" Dose [%] \n",
" recon \n",
" kernel \n",
" FOV [cm] \n",
" file \n",
" patientid \n",
" studyid \n",
" series \n",
" repeat \n",
" \n",
" \n",
" \n",
" \n",
" 3544 \n",
" 11.2 cm uniform \n",
" 11.2 \n",
" 0.083333 \n",
" newborn \n",
" uniform \n",
" Siemens Somatom Definition \n",
" 25.0 \n",
" fbp \n",
" D45 \n",
" 12.0 \n",
" /home/brandon.nelson/Dev/Regulatory_Science_To... \n",
" 16.0 \n",
" 64 \n",
" simulation \n",
" 0 \n",
" \n",
" \n",
" 3545 \n",
" 11.2 cm uniform \n",
" 11.2 \n",
" 0.083333 \n",
" newborn \n",
" uniform \n",
" Siemens Somatom Definition \n",
" 25.0 \n",
" fbp \n",
" D45 \n",
" 12.0 \n",
" /home/brandon.nelson/Dev/Regulatory_Science_To... \n",
" 16.0 \n",
" 64 \n",
" simulation \n",
" 1 \n",
" \n",
" \n",
" 3546 \n",
" 11.2 cm uniform \n",
" 11.2 \n",
" 0.083333 \n",
" newborn \n",
" uniform \n",
" Siemens Somatom Definition \n",
" 25.0 \n",
" fbp \n",
" D45 \n",
" 12.0 \n",
" /home/brandon.nelson/Dev/Regulatory_Science_To... \n",
" 16.0 \n",
" 64 \n",
" simulation \n",
" 2 \n",
" \n",
" \n",
" 3547 \n",
" 11.2 cm uniform \n",
" 11.2 \n",
" 0.083333 \n",
" newborn \n",
" uniform \n",
" Siemens Somatom Definition \n",
" 25.0 \n",
" fbp \n",
" D45 \n",
" 12.0 \n",
" /home/brandon.nelson/Dev/Regulatory_Science_To... \n",
" 16.0 \n",
" 64 \n",
" simulation \n",
" 3 \n",
" \n",
" \n",
" 3548 \n",
" 11.2 cm uniform \n",
" 11.2 \n",
" 0.083333 \n",
" newborn \n",
" uniform \n",
" Siemens Somatom Definition \n",
" 25.0 \n",
" fbp \n",
" D45 \n",
" 12.0 \n",
" /home/brandon.nelson/Dev/Regulatory_Science_To... \n",
" 16.0 \n",
" 64 \n",
" simulation \n",
" 4 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Name effective diameter [cm] age [year] pediatric subgroup \\\n",
"3544 11.2 cm uniform 11.2 0.083333 newborn \n",
"3545 11.2 cm uniform 11.2 0.083333 newborn \n",
"3546 11.2 cm uniform 11.2 0.083333 newborn \n",
"3547 11.2 cm uniform 11.2 0.083333 newborn \n",
"3548 11.2 cm uniform 11.2 0.083333 newborn \n",
"\n",
" phantom scanner Dose [%] recon kernel FOV [cm] \\\n",
"3544 uniform Siemens Somatom Definition 25.0 fbp D45 12.0 \n",
"3545 uniform Siemens Somatom Definition 25.0 fbp D45 12.0 \n",
"3546 uniform Siemens Somatom Definition 25.0 fbp D45 12.0 \n",
"3547 uniform Siemens Somatom Definition 25.0 fbp D45 12.0 \n",
"3548 uniform Siemens Somatom Definition 25.0 fbp D45 12.0 \n",
"\n",
" file patientid studyid \\\n",
"3544 /home/brandon.nelson/Dev/Regulatory_Science_To... 16.0 64 \n",
"3545 /home/brandon.nelson/Dev/Regulatory_Science_To... 16.0 64 \n",
"3546 /home/brandon.nelson/Dev/Regulatory_Science_To... 16.0 64 \n",
"3547 /home/brandon.nelson/Dev/Regulatory_Science_To... 16.0 64 \n",
"3548 /home/brandon.nelson/Dev/Regulatory_Science_To... 16.0 64 \n",
"\n",
" series repeat \n",
"3544 simulation 0 \n",
"3545 simulation 1 \n",
"3546 simulation 2 \n",
"3547 simulation 3 \n",
"3548 simulation 4 "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"meta = pd.read_csv(base_dir / 'metadata.csv')\n",
"meta = meta[meta.phantom == 'uniform']\n",
"meta.file = meta.file.apply(lambda o: base_dir.absolute() / o)\n",
"meta.head()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"[12.0, 14.0, 17.0, 20.0, 24.0, 32.0, 34.0, 39.0]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sorted(meta['FOV [cm]'].unique())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The notebook `utils` folder contains a couple of useful visualization functions, `browse_functions` for static image viewing and `study_viewer` provides an interactive widget"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from utils import browse_studies, study_viewer\n",
"browse_studies(meta, phantom='uniform', fov=12, dose=100, recon='fbp')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "ffda5475433b4601a16405ee62d1fd46",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"interactive(children=(Dropdown(description='phantom', options=('uniform',), value='uniform'), Dropdown(descrip…"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"study_viewer(meta)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Apply a denoiser\n",
"\n",
"The following loads a pretrained [RED-CNN implementation](https://github.com/SSinyu/RED-CNN) and uses it to process the phantom test series and compare denoising performance to the FBP inputs."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"import os\n",
"import torch\n",
"from denoising.networks import RED_CNN\n",
"\n",
"def read_dicom(dcm_file):\n",
" dcm = pydicom.read_file(dcm_file)\n",
" return dcm.pixel_array + float(dcm.RescaleIntercept)\n",
"\n",
"def load_model(save_path, iter_=13000, device='cpu'):\n",
" REDCNN = RED_CNN()\n",
" f = os.path.join(save_path, 'REDCNN_{}iter.ckpt'.format(iter_))\n",
" REDCNN.load_state_dict(torch.load(f, map_location=device))\n",
" return REDCNN\n",
"\n",
"device = torch.device(\"cuda\") if torch.cuda.is_available() else torch.device(\"cpu\")\n",
"denoising_model = load_model('denoising/models/redcnn', device=device)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"`studyid` is a useful tag for grouping all of the repeats or slices of the same phantom under different conditions, thus all of the files under a single `studyid` can be loaded into a volume for easier analysis"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"array([64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80,\n",
" 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95])"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"meta.studyid.unique()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(200, 512, 512)"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"vol = np.array([read_dicom(o) for o in meta[meta['studyid'] == 64].file])\n",
"vol.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"After loading the model on to your `device` try run a small test prediction to make sure inference is working. A default batch size of 16 is given, which is how many images are processed at once by the device. If you receive errors like the following:\n",
"\n",
"```python\n",
"OutOfMemoryError: CUDA out of memory. Tried to allocate 2.82 GiB. GPU\n",
"```\n",
"\n",
"Try reducing the batch size. For more details, see the [pytorch documentation](https://pytorch.org/docs/stable/notes/faq.html#my-model-reports-cuda-runtime-error-2-out-of-memory)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 13/13 [00:07<00:00, 1.76it/s]\n"
]
}
],
"source": [
"denoising_model.to(device)\n",
"\n",
"batch_size = 16 #play around with an inference batch size that fits on your gpu\n",
"\n",
"if device == torch.device('cpu'):\n",
" batch_size = 1\n",
"\n",
"denoised = denoising_model.predict(vol[:, None], device=device, batch_size=batch_size)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You could just apply the denoiser to each row individually, that would not be an efficient use of the gpu which work well with mini batches (if using a gpu, if using cpu it shouldn't matter), this is another benefit of grouping by `studyid` and loading as a volume rather than single slices."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The following cell groups volumes by studyid for more efficient processing and adds their filenames and associated metadata to a new metadata dataframe called `results`"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"denoising batch: 0/8\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 13/13 [00:06<00:00, 1.99it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"denoising batch: 1/8\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
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]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"denoising batch: 2/8\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
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]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"denoising batch: 3/8\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
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]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"denoising batch: 4/8\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
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]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"denoising batch: 5/8\n"
]
},
{
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"output_type": "stream",
"text": [
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]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"denoising batch: 6/8\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 13/13 [00:06<00:00, 1.98it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"denoising batch: 7/8\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 13/13 [00:06<00:00, 1.98it/s]\n"
]
}
],
"source": [
"rows = []\n",
"count = 0\n",
"studyids = meta[(meta['Dose [%]'] == 25)].studyid.unique()\n",
"for study in studyids:\n",
" print(f'denoising batch: {count}/{len(studyids)}')\n",
" vol = np.array([read_dicom(o) for o in meta[meta['studyid'] == study].file])\n",
" denoised = denoising_model.predict(vol[:, None], device=device, batch_size=batch_size) # replace with your own model here <--\n",
" # save result\n",
" slice_idx = 0\n",
" for idx, row in meta[meta['studyid'] == study].iterrows():\n",
" rows.append(pd.DataFrame(row).T)\n",
" new_row = row.copy()\n",
"\n",
" dcm = pydicom.read_file(row.file)\n",
" new_row.recon = 'RED-CNN'\n",
" dcm.ConvolutionKernel = new_row.recon\n",
" dcm.PixelData = denoised[slice_idx].astype('int16') - int(dcm.RescaleIntercept)\n",
" slice_idx += 1\n",
" save_file = Path(str(row.file).replace('fbp', new_row.recon))\n",
" save_file.parent.mkdir(exist_ok=True, parents=True)\n",
" pydicom.write_file(save_file, dcm)\n",
"\n",
" new_row.file = save_file\n",
" rows.append(pd.DataFrame(new_row).T)\n",
" count += 1\n",
"results = pd.concat(rows, ignore_index=True)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Name \n",
" effective diameter [cm] \n",
" age [year] \n",
" pediatric subgroup \n",
" phantom \n",
" scanner \n",
" Dose [%] \n",
" recon \n",
" kernel \n",
" FOV [cm] \n",
" file \n",
" patientid \n",
" studyid \n",
" series \n",
" repeat \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 11.2 cm uniform \n",
" 11.2 \n",
" 0.083333 \n",
" newborn \n",
" uniform \n",
" Siemens Somatom Definition \n",
" 25.0 \n",
" fbp \n",
" D45 \n",
" 12.0 \n",
" /home/brandon.nelson/Dev/Regulatory_Science_To... \n",
" 16.0 \n",
" 64 \n",
" simulation \n",
" 0 \n",
" \n",
" \n",
" 1 \n",
" 11.2 cm uniform \n",
" 11.2 \n",
" 0.083333 \n",
" newborn \n",
" uniform \n",
" Siemens Somatom Definition \n",
" 25.0 \n",
" RED-CNN \n",
" D45 \n",
" 12.0 \n",
" /home/brandon.nelson/Dev/Regulatory_Science_To... \n",
" 16.0 \n",
" 64 \n",
" simulation \n",
" 0 \n",
" \n",
" \n",
" 2 \n",
" 11.2 cm uniform \n",
" 11.2 \n",
" 0.083333 \n",
" newborn \n",
" uniform \n",
" Siemens Somatom Definition \n",
" 25.0 \n",
" fbp \n",
" D45 \n",
" 12.0 \n",
" /home/brandon.nelson/Dev/Regulatory_Science_To... \n",
" 16.0 \n",
" 64 \n",
" simulation \n",
" 1 \n",
" \n",
" \n",
" 3 \n",
" 11.2 cm uniform \n",
" 11.2 \n",
" 0.083333 \n",
" newborn \n",
" uniform \n",
" Siemens Somatom Definition \n",
" 25.0 \n",
" RED-CNN \n",
" D45 \n",
" 12.0 \n",
" /home/brandon.nelson/Dev/Regulatory_Science_To... \n",
" 16.0 \n",
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" simulation \n",
" 1 \n",
" \n",
" \n",
" 4 \n",
" 11.2 cm uniform \n",
" 11.2 \n",
" 0.083333 \n",
" newborn \n",
" uniform \n",
" Siemens Somatom Definition \n",
" 25.0 \n",
" fbp \n",
" D45 \n",
" 12.0 \n",
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" 64 \n",
" simulation \n",
" 2 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Name effective diameter [cm] age [year] pediatric subgroup \\\n",
"0 11.2 cm uniform 11.2 0.083333 newborn \n",
"1 11.2 cm uniform 11.2 0.083333 newborn \n",
"2 11.2 cm uniform 11.2 0.083333 newborn \n",
"3 11.2 cm uniform 11.2 0.083333 newborn \n",
"4 11.2 cm uniform 11.2 0.083333 newborn \n",
"\n",
" phantom scanner Dose [%] recon kernel FOV [cm] \\\n",
"0 uniform Siemens Somatom Definition 25.0 fbp D45 12.0 \n",
"1 uniform Siemens Somatom Definition 25.0 RED-CNN D45 12.0 \n",
"2 uniform Siemens Somatom Definition 25.0 fbp D45 12.0 \n",
"3 uniform Siemens Somatom Definition 25.0 RED-CNN D45 12.0 \n",
"4 uniform Siemens Somatom Definition 25.0 fbp D45 12.0 \n",
"\n",
" file patientid studyid \\\n",
"0 /home/brandon.nelson/Dev/Regulatory_Science_To... 16.0 64 \n",
"1 /home/brandon.nelson/Dev/Regulatory_Science_To... 16.0 64 \n",
"2 /home/brandon.nelson/Dev/Regulatory_Science_To... 16.0 64 \n",
"3 /home/brandon.nelson/Dev/Regulatory_Science_To... 16.0 64 \n",
"4 /home/brandon.nelson/Dev/Regulatory_Science_To... 16.0 64 \n",
"\n",
" series repeat \n",
"0 simulation 0 \n",
"1 simulation 0 \n",
"2 simulation 1 \n",
"3 simulation 1 \n",
"4 simulation 2 "
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"results.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Visualizing the Results\n",
"\n",
"We can use the `results` csv similar to `meta` to visualize the new image series which include the RED-CNN processed results"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"browse_studies(results, phantom='uniform', fov=12, dose=25, recon='RED-CNN')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "e3a85e116a9049d7a9806494c74a20f7",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"interactive(children=(Dropdown(description='phantom', options=('uniform',), value='uniform'), Dropdown(descrip…"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"study_viewer(results)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from utils import make_montage\n",
"make_montage(results, roi_diameter=0.4, fovs=[12, 24], wwwl=(150, 0))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Assessing Noise Reduction"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"31.1 ms ± 155 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
]
}
],
"source": [
"from utils import measure_roi_std\n",
"%timeit measure_roi_std(results.file.iloc[1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This takes about 1-2 min to make all of the noise measurements across 3200 images"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"results['noise std [HU]'] = results.file.apply(measure_roi_std)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"sns.lineplot(data=results, x='FOV [cm]', y='noise std [HU]', hue='recon')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The RED-CNN model we evaluated was trained on an adult dataset of large fields of view (FOV) thus the above results show the lowest noise levels in the larger FOVs most similar to the training set. We can calculate this as a noise reduction as described previously\n",
"\n",
"$$\\text{Noise Reduction} = 100\\% \\times \\frac{(\\text{FBP} - \\text{denoised})}{\\text{FBP}}$$\n",
"\n",
"To get the following curve of noise reduction performance as a function of FOV."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"from utils import calculate_noise_reduction"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"results = calculate_noise_reduction(results)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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fa+F4ke0+gREnQkx7qJcMsW0gIAy8fV1SskhNoFAjInIhZaWwZ/2pjr27VlcMMQHhJ4ZYt4e6yZb/KsSIXFIKNSIiZyo7DjkbTk0AuWsVlB613cffbOkHE9fO0hJzeUdLiPHxc0nJIqJQU6Ps3LnT1SWIuKfyMsj58cTtpGWwayWUHLHdxz/U0rE3ri3UTYL4zhBgVogRcSMKNSJS85SXQd6mU0/s/X0FFB+23ccvBKJbWEJMQmdISILAcPDxd0nJInJhCjUi4vnKy2Hfz5ZbSdknQkxRvu0+vsGWZ8PEtbUEmLrJlpYY3wCXlCwijnNpqKlXrx6///57hfUPPPAA06ZNo6ioiIcffpi5c+dSXFxMamoqr7/+OtHR0S6oVkSqDcOAfZtPdezduQKOHbTdxzcQoppBbFtI6GQZZh1YSyFGpBpzaahZu3YtZWWnHg2+adMmevXqxU033QTAQw89xBdffMG8efMwm82MGDGCAQMGsGLFCleVLCLuyDDgz19PdezduRyO/mm7j0/AiRDTBuKvtEw9EBRhCTci4hFcGmoiIyNtlidOnEiDBg3o1q0bBQUFzJw5kzlz5tCjRw8AZs2aRdOmTVm9ejWdO3d2Rcki4g4MAw7sODUB5M5lcGS/7T7efpb5kmLbQnxHSOwGQbXBL8g1NYtIlXObPjUlJSX85z//IT09HZPJRFZWFqWlpaSkpFj3adKkCQkJCaxateqcoaa4uJji4mLrcmFhYZXXLiJVzDDgUPapALNzGRzOtd3H288yc3VsW6jTEep3g+BIS0vMabPXi4jncptQ89lnn5Gfn8+wYcMAyM3Nxc/Pj/DwcJv9oqOjyc3NrXiAEzIyMpgwYUIVVioil8Shnac69mZ/B4f32m738j0RYlpbnhHToDuERIJvkEKMSA3l5eoCTpo5cyZ9+/YlLi7uoo4zduxYCgoKrK/du3c7qUL3MmzYMEwmEyaTCV9fXxITExkzZgxFRaeecnpy+5mvuXPnApapFU6u8/Lywmw207ZtW8aMGUNOTo5ddeTm5jJy5Ejq16+Pv78/8fHxXH/99WRmZlr3qVevHiaTqcIM4aNHj+aaa66xLj/zzDOYTCbuu+8+m/02bNiAyWTSc3Y8Xf5u2DAHPnsAJreAV1vDf9Ng41xLoPHysfSJaT0Yrn0Z0tbAnV9Dv2nQ8Q6IqAd+wQo0IjWYW7TU/P777yxatIhPPvnEui4mJoaSkhLy8/NtWmvy8vKIiYk557H8/f3x968Zz5Ho06cPs2bNorS0lKysLIYOHYrJZOKll16y7jNr1iz69Olj874zW7+2bt1KWFgYhYWFrF+/nkmTJjFz5kyWLFlCy5Ytz3n+nTt3kpycTHh4OP/4xz9o2bIlpaWlfP3116SlpbFlyxbrvgEBATz22GMsXbr0vL9TQEAAM2fO5OGHH6ZRo0YOXA2pdgr3npoAcudyS8vM6UzecFmj01piroHQWAUXETkntwg1s2bNIioqiuuuu866rn379vj6+pKZmcnAgQMBy5fvrl27SEpKclWpbsXf398a8OLj40lJSWHhwoU2oSY8PPy8IRAgKirKut8VV1xBv379aNu2Lffffz/Lly8/5/seeOABTCYT33//PcHBwdb1zZs3584777TZ95577mH69Ol8+eWXXHvttec8ZuPGjYmKiuLJJ5/UxJue5nDuidtJ31n6xBz8zXa7yQtqN7RMAnl5R6jfHcxxlufHeLlNo7KIuDGXh5ry8nJmzZrF0KFD8fE5VY7ZbGb48OGkp6cTERFBWFgYI0eOJCkpqepGPhlGxfldLpWL7AewadMmVq5cSd26dS+6lMDAQO677z4eeugh9u3bR1RUVIV9Dh48yIIFC3jhhRdsAs1JZ7YGJSYmct999zF27Fj69OmD13m+pCZOnEjHjh1Zt24dHTp0uOjfR1zkyJ+nAkz2d3Bgu+12kxfUqm8JMXVO9IkJu9zyJF+FGBGpBJeHmkWLFrFr164K/7IHmDx5Ml5eXgwcONDm4XtVpvQovHhxfXoq7Ym9lmZ1B3z++eeEhIRw/PhxiouL8fLyYurUqTb7DB48GG9vb5t1v/zyCwkJCec9dpMmTQDLLaazhZrt27djGIZ1P3s89dRTzJo1i/fee4/bbrvtnPu1a9eOm2++mccee8ymb45UA8eLYetXlr4x2xeBUXbaRhNEJEJMK6jTwdISE56gECMiTuPyUNO7d28MwzjrtoCAAKZNm8a0adMucVXVQ/fu3XnjjTc4cuQIkydPxsfHx3qr7qTJkyfbDIsH7OqMffLPxGQysWzZMvr27Wvd9uabb9KwYUOH642MjOSRRx5h/PjxDBo06Lz7Pv/88zRt2pRvvvnmrKFK3IhhWGa03jAHfpoHxw6d2hZe70RLzIkQU6vuiRDjfa6jiYhUmstDjVvxDbK0mLjq3A4KDg62hot33nmH1q1bM3PmTIYPH27dJyYmplIBZPPmzYBl5FJISAgbNmywbouOjqa0tBSTyWTTGdge6enpvP766xdscWvQoAF33303jz/+ODNnznS4frkE/toHGz+EDf+xTElwUlBtaNADmvWHesngH6YQIyKXhELN6Uwmh28BuQsvLy+eeOIJ0tPTufXWWwkMrPyj348dO8aMGTPo2rWr9anPZwtGqampTJs2jQcffLBCv5ozR62dFBISwrhx43jmmWe44YYbzlvH+PHjadCggXUIuriB4yWw7Wv44T3Y9s2p20tevpaZrJtcB01vgJBo8NZfLyJyaelGtge56aab8Pb2trldl5+fT25urs3ryJEjNu/bt28fubm5bNu2jblz55KcnMyff/7JG2+8cd7zTZs2jbKyMq688ko+/vhjtm3bxubNm5kyZcp5R6jdc889mM1m5syZc97jR0dHk56ezpQpU+z47aVK5fwIXz0G/2oMH/wdfv3KEmguawRJI+GuRXDrh9D5fjBfrkAjIi6hv3k8iI+PDyNGjGDSpEncf//9ANxxxx0V9svIyODxxx+3Ljdu3BiTyURISAj169end+/epKenX3AoeP369Vm/fj0vvPACDz/8MDk5OURGRtK+ffvzBiJfX1+ee+45br311gv+To888ghvvPGGzUMF5RI58ueJ20vvQd6mU+sDa524vdTPMilkQLieGyMibsFknKuXrocoLCzEbDZTUFBAWFiYzbaioiKys7NJTEwkICDARRXKxdKfoxOVlVpuK22YA78ugPLjlvVePhDf6dTtpdAY8PZ1ba0i4tHO9/19LmqpERHI3WRpkdn4IRz989T62g2hUSq0vNEyz1I17XMmIjWDQo1ITXXkgGUI9ob3IHfjqfUB4ZYH4TXpBw26WZb1HBkRqQYUakRqkrJSy0PxNrwHWxdAeallvZeP5am+ja+D5v0gJAZ8/Fxbq4iIgxRqRGqCvF9O3F76AI7sP7U+or7l9lKLGyGqCfiHuK5GEZGLpFAD53yisVQP+vM7h6MHYdPH8MN/LE/8PSnADPWvgab9LLeZdHtJRDxEjQ41vr6W0RtHjx69qIfViWuVlJQAVJjjqkYqOw47Mk/cXvoKyizXBpO3ZaqCJtdZwkxYLPj4u7ZWEREnq9Ghxtvbm/DwcPbt2wdAUFAQJj1vo1opLy9n//79BAUF2czyXuPs23Li9tJcy/QFJ9VKhEa9LaOXopqCf6jrahQRqWI1+FvA4uQD5k4GG6l+vLy8SEhIqHmB9NihE7eX3oO960+t9w+FxGssz5Np2BMCwzX3kojUCDU+1JhMJmJjY4mKiqK0tNTV5Ugl+Pn54VVT+oSUl8GOxZZJJLd8CWXFlvUmb7i8HTS+Fpr3h9A48NWDCEWkZqnxoeYkb29v9ckQ97X/11O3lw7nnlofnmC5vdTiRohubmmlqWktViIiJyjUiLirY/nw8yeW20t71p1a7x8Kid2gyf9BwxQIitDtJRERFGpE3Et5Gfy2xDL30pb/wfGTt5e8IK6t5fZSs7+BOQ58NWJPROR0CjUi7uDP7fDjHNjwPhzee2q9OR4a9bLcXoppAf5hur0kInIOCjUirlJUAD9/arm99Mf3p9b7BUO9btDsemhw4vaSt/5XFRG5EP1NKXIplZdD9lLL7aXN8+F4kWW9yQSxbaFxX2g+AMLiwC/ItbWKiFQzCjUil8KBHfDj+5YwU7jn1Pqwy0+NXoppYZnCQLeXREQqRaFGpKoUH4afP7PMvbR79an1vsGQeLVl9FKj3iduL/m6rEwREU+hUCPiTOXl8PtySz+Zzf+F0mOW9SYTxLSGK/pCiwFgvtzSd0ZERJxGoUbEWQ7sgA9vh7xNp9aFxlmeJdN8IFzeGvzNmhFbRKSKKNSIOMPm/8Fn91tuOfkGQt0u0PR6aJRqub3k4+fqCkVEPJ5CjcjFKDsOmRNg5RTLcmQTSH0R4juBf4hraxMRqWHsCjWFhYUOHzgsLMzh94hUK4fz4KM74PcVluVm/aDnMxCRqBFMIiIuYFeoCQ8Px+TAX9Imk4lff/2V+vXrV7owEbe2a7Wl/8xfeeATAF3SodM9EFjL1ZWJiNRYdt9++uijj4iIiLjgfoZhcO21115UUSJuyzBg9RuwcByUH4ewOtD7OcucTL4Brq5ORKRGsyvU1K1bl65du1K7dm27Dlq/fn18ffXcDfEwxYdh/kjL1AYAdZMhNQNiWmpEk4iIG7Ar1GRnZzt00E2bNl14J5HqZP9W+GAI/LkNTN7Q8S64+hEIjXJ1ZSIicoJGP4lcyKZP4L9pUHoUAiOgxzhoPUgPzxMRcTOVbjPPycnhxhtvJDIykoiICK6//np+++03h4+zZ88e/v73v1O7dm0CAwNp2bIl69ats243DIPx48cTGxtLYGAgKSkpbNu2rbJli9ivrBS+etwywqn0KEQ3h5tmQ7vbFWhERNxQpUPNnXfeSYsWLVi6dCnffvst0dHR3HrrrQ4d49ChQyQnJ+Pr68tXX33FL7/8wr/+9S9q1To1gmTSpElMmTKF6dOns2bNGoKDg0lNTaWoqKiypYtcWOFemP1/sOYNy3LzgXDLHEjsCt5q4BQRcUcmwzAMe3YcNWoUL774IsHBln+hNmrUiI0bNxIYGAjATz/9RNeuXTl06JDdJ3/88cdZsWIFy5YtO+t2wzCIi4vj4Ycf5pFHHgGgoKCA6OhoZs+ezS233FLhPcXFxRQXF1uXCwsLiY+Pp6CgQM/OEftkfwcf3QlH9lueDnz1o9BxOASGu7oyEZEao7CwELPZ7ND3t90tNXXq1KF9+/bMnz8fgEGDBtGpUycef/xxHn74YW644QaGDBniUMHz58+nQ4cO3HTTTURFRdG2bVveeust6/bs7Gxyc3NJSUmxrjObzXTq1IlVq1ad9ZgZGRmYzWbrKz4+3qGapAYzDFj+CrzbzxJowhOg/5tw1QgFGhGRasDulhqwhIwHHniAwMBAXnvtNdavX8+SJUsoKysjOTmZG2+80aGH9AUEWJ7rkZ6ezk033cTatWsZNWoU06dPZ+jQoaxcuZLk5GT27t1LbGys9X0333wzJpOJDz74oMIx1VIjlVJUAJ89AFs+tyzXvwZ6PW/pR6Ph2iIil1xlWmoc6hyQmJjIV199xXvvvUe3bt0YNWoU//znPx0KMqcrLy+nQ4cOvPjiiwC0bduWTZs2WUNNZfj7++Pv71+p90oNlbsJPrwNDv4GXj5w5b2QPFrDtUVEqhmH/wl64MABhgwZwtq1a/nhhx9ISkpi48aNlTp5bGwszZo1s1nXtGlTdu3aBUBMTAwAeXl5Nvvk5eVZt4lclB8/gLd7WgJN0GXwf69AjycVaEREqiG7Q01mZibR0dFERkZSp04dtmzZwjvvvENGRgaDBw9mzJgxHDt2zKGTJycns3XrVpt1v/76K3Xr1gUsLUMxMTFkZmZatxcWFrJmzRqSkpIcOpeIjePF8Hk6fHoPHC+CmNZw07+h9WAN1xYRqabsDjVpaWmMGTOGo0ePMnXqVEaPHg1A9+7dWb9+Pb6+vrRp08ahkz/00EOsXr2aF198ke3btzNnzhxmzJhBWloaYJkYc/To0Tz//PPMnz+fn376idtvv524uDj69+/v0LlErPJ3wzt9Yd1My3KrQTDoP1AvWcO1RUSqMbs7CpvNZtasWUOTJk0oKiqiWbNmFR629/PPP9O8eXOHCvj8888ZO3Ys27ZtIzExkfT0dO6++27rdsMwePrpp5kxYwb5+fl06dKF119/nSuuuMKu41emo5F4sB3fwkfD4dhBS4tM18eg/VCNbhIRcTOV+f62O9Tcdttt/PDDD9xwww0sX76cVq1aMXXq1Isq+FJQqBEAysth+b/g2xcAA2olWmbXbtQbfNSxXETE3VRpqCkpKeHNN99ky5YttG7dmjvvvBMfH/dvqleoEY4dgk/uhW1fW5YbpkCv5yCyiYZri4i4qSod0u3n58fIkSMrXZyIS+T8CB/cBvm/g5cvdL4fkkdB8GWurkxERJzMrn+mzp8/n9LSUrsP+uWXXzo8EkrE6db/P3i7lyXQBEfB9VPgmscVaEREPJRdoeZvf/sb+fn5dh/0lltuIScnp7I1iVyc0iKYPxLmj4CyYohrBze/C61u1nBtEREPZtftJ8MwGDZsmN1P6tUM2uIyh3bCh7dbbjthgja3QvcnIOxyqOSTr0VEpHqwK9Q4OmXBkCFD1ClXLr1fv4FP7oaifPALgWuegHZ/hwCzqysTEZFLwK5QM2vWrKquQ6TyystgyUT4bpJlOaIB9H4eGvbUcG0RkRrE/cdki5zPkQPwyV2Wh+oBNEq1DNe+rJGGa4uI1DAKNVJ97cmy9J8p+AO8/eCqEdA5TaObRERqKIUaqX4MA9a9Awseh7ISCIm2tM40/T+NbhIRqcEUaqR6KTkKX6TDj+9blut0hN4ZcHlbTUYpIlLD6VtAqo8DO+DD2yDvZ8vw7La3QbexEBar4doiIlK5UJOZmUlmZib79u2jvLzcZts777zjlMJEbGz5Aj69F4oPg38YdH8S2gzWcG0REbFyONRMmDCBZ599lg4dOhAbG4tJ/0KWqlR2HL59Dla8Ylm+7Aro/QLU76bh2iIiYsPhUDN9+nRmz57NbbfdVhX1iJzy1z746E7Yucyy3OQ6SJlgeQ6NhmuLiMgZHA41JSUlXHXVVVVRi8gpu9bAvNvhcK6lRSZ5FFx5HwTXdnVlIiLiphz+5+5dd93FnDlzqqIWEctw7TVvwuxrLYEmLA5umAbJDynQiIjIeTncUlNUVMSMGTNYtGgRrVq1wtfX12b7yy+/7LTipIYp/gv+9yBs+tiynJBk6T8T21rDtUVE5IIc/qbYuHEjbdq0AWDTpk0229RpWCpt/6/wwd/hz61g8ob2w+DqR8Ac5+rKRESkmnA41CxevLgq6pCaqrQIVr4Gy/4Jx4sgIBx6PAWtbtZwbRERcchFten/8ccfANSpU8cpxUgNs3UBfDUG8n+3LEc3h5TnIPFq8PFzbW0iIlLtONxRuLy8nGeffRaz2UzdunWpW7cu4eHhPPfccxUexCdyVgd2wHs3wfuDLIEmsBZ0fRQGfwgNuivQiIhIpTjcUvPkk08yc+ZMJk6cSHJyMgDLly/nmWeeoaioiBdeeMHpRYqHKDkCy16GlVMsE1F6eUOT6y3DtaOagW+AqysUEZFqzGQYhuHIG+Li4pg+fTo33HCDzfr//ve/PPDAA+zZs8epBV6swsJCzGYzBQUFhIWFubqcmskw4Jf/wtdPQOGJz0dMS8sw7YY9LC01IiIip6nM97fDLTUHDx6kSZMmFdY3adKEgwcPOno48XT7tlj6zWQvtSwHXQad7oU2QyA0Vk8GFhERp3H4G6V169ZMnTq1wvqpU6fSunVrpxQlHqCoEL5+EqYnWwKNty+0vAlu+xSuehDMlyvQiIiIUzncUjNp0iSuu+46Fi1aRFJSEgCrVq1i9+7dfPnll04vUKoZw4CNH8A34+DIPsu6yztA8oOQ2A0Cw11anoiIeC6HQ023bt349ddfmTZtGlu2bAFgwIABPPDAA8TF6UFpNVrORvjyEdi9xrIcEgOd74dWgyAkWi0zIiJSpRzuKFzdqKPwJXD0IHz7AmS9A0a5ZQLKljdB5zSo3cCyLCIi4oAq6yi8ceNGWrRogZeXFxs3bjzvvq1atbLrxOIBystg/buQOQGOHbKsS0iC5NFQN0lPBBYRkUvKrlDTpk0bcnNziYqKok2bNphMJs7WwGMymSgrK3N6keKGdq+FLx+GnB8ty2F1ICkNWgyA4CjdahIRkUvOrm+e7OxsIiMjrT//9ttvZGdnV3j99ttvDp38mWeewWQy2bxOHy5eVFREWloatWvXJiQkhIEDB5KXl+fQOcTJ/toPnz0AM1MsgcY3EDoMt4xq6ngXhMYo0IiIiEvY1VJTt25d68+///47V111FT4+tm89fvw4K1eutNnXHs2bN2fRokWnCjrtuA899BBffPEF8+bNw2w2M2LECAYMGMCKFSscOoc4QdlxWPs2LH4Bigst6xK7wVWjIL4jBKi/koiIuJbDo5+6d+9OTk4OUVFRNusLCgro3r27w7effHx8iImJqbC+oKCAmTNnMmfOHHr06AHArFmzaNq0KatXr6Zz586Oli6VtXO5ZVTTvs2W5Vr1IOlBaPp/EBIFJpNLyxMREYFKhBrDMDCd5UvswIEDBAcHO1zAtm3biIuLIyAggKSkJDIyMkhISCArK4vS0lJSUlKs+zZp0oSEhARWrVp1zlBTXFxMcXGxdbmwsNDhmuSEwr3wzVOw6WPLsl8wtL3dcpspPEETT4qIiFuxO9QMGDAAsHQGHjZsGP7+p4bplpWVsXHjRq666iqHTt6pUydmz55N48aNycnJYcKECVx99dVs2rSJ3Nxc/Pz8CA8Pt3lPdHQ0ubm55zxmRkYGEyZMcKgOOcPxElg9DZZOgtKjgAkaplieBHx5W/APdXWFIiIiFdgdasxmy/BcwzAIDQ0lMDDQus3Pz4/OnTtz9913O3Tyvn37Wn9u1aoVnTp1om7dunz44Yc2x3fE2LFjSU9Pty4XFhYSHx9fqWPVSNsXwZdj4OAOy3LtRpYw07gPBEfqVpOIiLgtu0PNrFmzAKhXrx6PPvooQUFBTi8mPDycK664gu3bt9OrVy9KSkrIz8+3aa3Jy8s7ax+ck/z9/W1akcROh3bCgidg6xeWZf8waH8HtB8G4fGWuZtERETcmMNjb2+//Xb27NlTYf22bdvYuXPnRRXz119/sWPHDmJjY2nfvj2+vr5kZmZat2/dupVdu3ZZ55wSJyg9BksmwrQrLYHG5AWNr4PB86DbGKhdX4FGRESqBYdDzbBhw1i5cmWF9WvWrGHYsGEOHeuRRx5h6dKl7Ny5k5UrV/K3v/0Nb29vBg8ejNlsZvjw4aSnp7N48WKysrK44447SEpK0sgnZzAM2PIFTO0ISzLgeDFENYN+r8P1r0LdTuAf4uoqRURE7Obw6KcffviB5OTkCus7d+7MiBEjHDrWH3/8weDBgzlw4ACRkZF06dKF1atXWx/0N3nyZLy8vBg4cCDFxcWkpqby+uuvO1qynOnP7fDVGNhxohUsMAI6Doc2fwfz5WqZERGRasnhUGMymTh8+HCF9QUFBQ4/o2bu3Lnn3R4QEMC0adOYNm2aQ8eVcyj+C777J6yaCuWl4OUDTf4PkkZAdDPLkG0REZFqyuFQ07VrVzIyMnj//ffx9vYGLEO6MzIy6NKli9MLFCcwDMuzZr55Eg6fGA4f0xqSR0H9bhBUW6OaRESk2nM41Lz00kt07dqVxo0bc/XVVwOwbNkyCgsL+fbbb51eoFykvF8sE0/+fqIfVHAkXHkvtB4EoXHg7fBHQERExC05/I3WrFkzNm7cyNSpU/nxxx8JDAzk9ttvZ8SIEURERFRFjVIZx/ItHYC/fwuMMvD2g2b9ofMDEHmFbjWJiIjHMRmGYbi6iKpUWFiI2WymoKCAsLAaMOlieTn8+D4sHA9H/7Ssq9MRrhoJdbtAcG3X1iciImKHynx/O9xS89133513e9euXR09pDjL3h/gi0dgzzrLcmgsdLoPWgy0/KxbTSIi4sEc/pa75pprKqw7fYJLR0dAiRMcOQCZE2D9u4ABPgHQ8kZL35naDcHP+U9/FhERcTcOh5pDhw7ZLJeWlvLDDz8wbtw4XnjhBacVJnYwDMiaDYuegaJ8y7q6yZYh2gmdIUh9nEREpOZwONScnNjydL169cLPz4/09HSysrKcUphcgGFYwsyKVyzL5nhLJ+BmN1huNXl5u7I6ERGRS85pnSyio6PZunWrsw4n53NmoGl9q6UjcEQi+FZudnMREZHqzuFQs3HjRptlwzDIyclh4sSJtGnTxll1ybmcGWg63gVdx0BotCurEhERcTmHQ02bNm0wmUycORK8c+fOvPPOO04rTM5CgUZEROScHA412dnZNsteXl5ERkYSEBDgtKLkLBRoREREzsvhUFO3bt2qqEPOR4FGRETkguwKNVOmTLH7gA8++GCli5GzUKARERGxi13TJCQmJtos79+/n6NHjxIeHg5Afn4+QUFBREVF8dtvv1VJoZVVradJUKAREZEaqjLf31727JSdnW19vfDCC7Rp04bNmzdz8OBBDh48yObNm2nXrh3PPffcRf0CchrDgEVPK9CIiIjYyeEJLRs0aMBHH31E27ZtbdZnZWVx4403VuhI7GrVsqXGGmhetSx3vAu6PgqhMa6tS0RE5BKpspaa0+Xk5HD8+PEK68vKysjLy3P0cHKmMwNNh+EKNCIiInZwONT07NmTe++9l/Xr11vXZWVlcf/995OSkuLU4mqcswWabmMUaEREROzgcKh55513iImJoUOHDvj7++Pv78+VV15JdHQ0b7/9dlXUWDMo0IiIiFwUh59TExkZyZdffsmvv/7Kli1bAGjSpAlXXHGF04urMRRoRERELlqlJ7SsV68ehmHQoEEDfHycNi9mzaNAIyIi4hQO3346evQow4cPJygoiObNm7Nr1y4ARo4cycSJE51eoEdToBEREXEah0PN2LFj+fHHH1myZInNfE8pKSl88MEHTi3OoxkGLByvUU4iIiJO4vB9o88++4wPPviAzp07YzKZrOubN2/Ojh07nFqcxzoZaFaemH7iZKAJi3VtXSIiItWYw6Fm//79REVFVVh/5MgRm5Aj53BmoOl4F1z9iAKNiIjIRXL49lOHDh344osvrMsng8zbb79NUlKS8yrzRAo0IiIiVcbhlpoXX3yRvn378ssvv3D8+HFeffVVfvnlF1auXMnSpUurokbPoEAjIiJSpRxuqenSpQs//vgjx48fp2XLlnzzzTdERUWxatUq2rdvXxU1Vn8KNCIiIlXOoZaa0tJS7r33XsaNG8dbb71VVTV5FgUaERGRS8KhlhpfX18+/vjjqqrF8yjQiIiIXDIO337q378/n332WRWU4mHOGmgeVqARERGpIg53FG7UqBHPPvssK1asoH379gQHB9tsf/DBBytVyMSJExk7diyjRo3ilVdeAaCoqIiHH36YuXPnUlxcTGpqKq+//jrR0dGVOsclYxjwzThY9Zpl2Rpo4lxbl4iIiAczGYZhOPKGxMTEcx/MZOK3335zuIi1a9dy8803ExYWRvfu3a2h5v777+eLL75g9uzZmM1mRowYgZeXFytWrLD72IWFhZjNZgoKCggLC3O4NodVCDR3w9XpCjQiIiIOqMz3t8MtNdnZ2Q4Xdj5//fUXQ4YM4a233uL555+3ri8oKGDmzJnMmTOHHj16ADBr1iyaNm3K6tWr6dy581mPV1xcTHFxsXW5sLDQqfWe11lbaBRoRERELgWH+9Q4W1paGtdddx0pKSk267OysigtLbVZ36RJExISEli1atU5j5eRkYHZbLa+4uPjq6x2G7rlJCIi4lIuDTVz585l/fr1ZGRkVNiWm5uLn58f4eHhNuujo6PJzc095zHHjh1LQUGB9bV7925nl12RAo2IiIjLOXz7yVl2797NqFGjWLhwoc1s3xfL398ff39/px3vghRoRERE3ILLWmqysrLYt28f7dq1w8fHBx8fH5YuXcqUKVPw8fEhOjqakpIS8vPzbd6Xl5dHTEyMa4o+kwKNiIiI23BZS03Pnj356aefbNbdcccdNGnShMcee4z4+Hh8fX3JzMxk4MCBAGzdupVdu3a5x8SZZws0XdQpWERExFXsCjXz5893+MC9evUiMDDwnNtDQ0Np0aKFzbrg4GBq165tXT98+HDS09OJiIggLCyMkSNHkpSUdM6RT5eMYcDCswQa8+WurUtERKQGsyvU9O/f36GDmkwmtm3bRv369StTk9XkyZPx8vJi4MCBNg/fcwu+QZb/KtCIiIi4Bbsevufl5UVubi5RUVF2HTQ0NJQff/zxokONM1TZw/cMA7YvgugWmvpARETEyars4XtDhw49762kM/3973+/NE/vdSWTCRr1cnUVIiIicoLD0yRUN5d8mgQRERG5aJX5/nb5E4VFREREnMHuId1t27bFZDJVWG82m7niiisYPXo0TZs2dWpxIiIiIvayO9ScawRUfn4+69evp02bNnz77bckJyc7qzYRERERuzmtT82TTz7J6tWryczMdMbhnEZ9akRERKofl/apufXWWys8IVhERETkUnFaqPH29qa8vNxZhxMRERFxiNNCzSeffEKzZs2cdTgRERERh9jdUXjKlClnXV9QUEBWVhZffPEFX331ldMKExEREXGE3aFm8uTJZ10fFhZG48aN+e6779xj9mwRERGpkewONdnZ2VVZh4iIiMhF0ROFRURExCPY3VKTnp5u134vv/xypYsRERERqSy7Q80PP/xgs7x8+XLat29vM3v32aZREBEREbkU7A41ixcvtlkODQ1lzpw51K9f3+lFiYiIiDhKfWpERETEIyjUiIiIiEdQqBERERGPYHefmo0bN9osG4bBli1b+Ouvv2zWt2rVyjmViYiIiDjAZBiGYc+OXl5emEwmzrb7yfUmk4mysjKnF3kxKjN1uYiIiLhWZb6/9URhERER8Qh2h5q6detWZR0iIiIiF8WujsIbN26kvLzc7oP+/PPPHD9+vNJFiYiIiDjKrlDTtm1bDhw4YPdBk5KS2LVrV6WLEhEREXGUXbefDMNg3LhxBAUF2XXQkpKSiypKRERExFF2hZquXbuydetWuw+alJRkMyeUiIiISFWzK9QsWbKkissQERERuTh6orCIiIh4BIUaERER8QgKNSIiIuIRXBpq3njjDVq1akVYWBhhYWEkJSXx1VdfWbcXFRWRlpZG7dq1CQkJYeDAgeTl5bmwYhEREXFXLg01derUYeLEiWRlZbFu3Tp69OhBv379+PnnnwF46KGH+N///se8efNYunQpe/fuZcCAAa4sWURERNyUXRNazp8/3+4D3nDDDRdVUEREBP/4xz+48cYbiYyMZM6cOdx4440AbNmyhaZNm7Jq1So6d+5s1/E0oaWIiEj1U2UTWvbv399m+czZuk0mk/Xnys7SXVZWxrx58zhy5AhJSUlkZWVRWlpKSkqKdZ8mTZqQkJBw3lBTXFxMcXGxdbmwsLBS9YiIiEj1Ytftp/Lycuvrm2++oU2bNnz11Vfk5+eTn5/Pl19+Sbt27ViwYIHDBfz000+EhITg7+/Pfffdx6effkqzZs3Izc3Fz8+P8PBwm/2jo6PJzc095/EyMjIwm83WV3x8vMM1iYiISPVj9yzdJ40ePZrp06fTpUsX67rU1FSCgoK455572Lx5s0PHa9y4MRs2bKCgoICPPvqIoUOHsnTpUkfLsho7dizp6enW5cLCQgUbERGRGsDhULNjx44KrScAZrOZnTt3OlyAn58fDRs2BKB9+/asXbuWV199lUGDBlFSUkJ+fr7N+fLy8oiJiTnn8fz9/fH393e4DhEREaneHB791LFjR9LT022GVufl5fHoo49y5ZVXXnRB5eXlFBcX0759e3x9fcnMzLRu27p1K7t27SIpKemizyMiIiKexeGWmnfeeYe//e1vJCQkWG/r7N69m0aNGvHZZ585dKyxY8fSt29fEhISOHz4MHPmzGHJkiV8/fXXmM1mhg8fTnp6OhEREYSFhTFy5EiSkpLsHvkkIiIiNYfDoaZhw4Zs3LiRhQsXsmXLFgCaNm1KSkqKzSgoe+zbt4/bb7+dnJwczGYzrVq14uuvv6ZXr14ATJ48GS8vLwYOHEhxcTGpqam8/vrrjpYsIiIiNYBdz6k53bvvvsugQYMq9FspKSlh7ty53H777U4t8GLpOTUiIiLVT2W+vx0ONd7e3uTk5BAVFWWz/sCBA0RFRVX6OTVVRaFGRESk+qnM97fDHYUNwzjrbaY//vgDs9ns6OFEREREnMLuPjVt27bFZDJhMpno2bMnPj6n3lpWVkZ2djZ9+vSpkiJFRERELsTuUHNyqoQNGzaQmppKSEiIdZufnx/16tVj4MCBTi9QRERExB52h5qnn34agHr16nHLLbfoAXciIiLiVhzuU9OjRw/2799vXf7+++8ZPXo0M2bMcGphIiIiIo5wONTceuutLF68GIDc3FxSUlL4/vvvefLJJ3n22WedXqCIiIiIPRwONZs2bbJOh/Dhhx/SsmVLVq5cyXvvvcfs2bOdXZ+IiIiIXRwONaWlpdb+NIsWLeKGG24AoEmTJuTk5Di3OhERERE7ORxqmjdvzvTp01m2bBkLFy60DuPeu3cvtWvXdnqBIiIiIvZwONS89NJLvPnmm1xzzTUMHjyY1q1bAzB//nynzNItIiIiUhkOT5MAloftFRYWUqtWLeu6nTt3EhQUVGH6BFfTNAkiIiLVT2W+vx2epRss8z+dHmjA8vwaEREREVdx+PaTiIiIiDtSqBERERGPoFAjIiIiHuGiQk1RUZGz6hARERG5KA6HmvLycp577jkuv/xyQkJC+O233wAYN24cM2fOdHqBIiIiIvZwONQ8//zzzJ49m0mTJuHn52dd36JFC95++22nFiciIiJiL4dDzbvvvsuMGTMYMmQI3t7e1vWtW7dmy5YtTi1ORERExF4Oh5o9e/bQsGHDCuvLy8spLS11SlEiIiIijnI41DRr1oxly5ZVWP/RRx/Rtm1bpxQlIiIi4iiHnyg8fvx4hg4dyp49eygvL+eTTz5h69atvPvuu3z++edVUaOIiIjIBTncUtOvXz/+97//sWjRIoKDgxk/fjybN2/mf//7H7169aqKGkVEREQuqFITWlYnmtBSRESk+qnM97fDLTW7d+/mjz/+sC5///33jB49mhkzZjh6KBERERGncTjU3HrrrSxevBiA3NxcUlJS+P7773nyySd59tlnnV6giIiIiD0cDjWbNm3iyiuvBODDDz+kZcuWrFy5kvfee4/Zs2c7uz4RERERuzgcakpLS/H39wdg0aJF3HDDDQA0adKEnJwc51YnIiIiYieHQ03z5s2ZPn06y5YtY+HChfTp0weAvXv3Urt2bacXKCIiImIPh0PNSy+9xJtvvsk111zD4MGDad26NQDz58+33pYSERERudQqNaS7rKyMwsJCatWqZV23c+dOgoKCiIqKcmqBF0tDukVERKqfSzKkG8Db29sm0ADUq1fP4UCTkZFBx44dCQ0NJSoqiv79+7N161abfYqKikhLS6N27dqEhIQwcOBA8vLyKlO2iIiIeDC7pklo164dmZmZ1KpVi7Zt22Iymc657/r16+0++dKlS0lLS6Njx44cP36cJ554gt69e/PLL78QHBwMwEMPPcQXX3zBvHnzMJvNjBgxggEDBrBixQq7zyMiIiKez65Q069fP+uIp/79+zvt5AsWLLBZnj17NlFRUWRlZdG1a1cKCgqYOXMmc+bMoUePHgDMmjWLpk2bsnr1ajp37lzhmMXFxRQXF1uXCwsLnVaviIiIuC+7Qs3TTz991p+draCgAICIiAgAsrKyKC0tJSUlxbpPkyZNSEhIYNWqVWcNNRkZGUyYMKHKahQRERH35PAs3SdlZWWxefNmwDLMu23bthdVSHl5OaNHjyY5OZkWLVoAlicW+/n5ER4ebrNvdHQ0ubm5Zz3O2LFjSU9Pty4XFhYSHx9/UbWJiIiI+3M41Ozbt49bbrmFJUuWWMNGfn4+3bt3Z+7cuURGRlaqkLS0NDZt2sTy5csr9f6T/P39rbfKREREpOZwePTTyJEjOXz4MD///DMHDx7k4MGDbNq0icLCQh588MFKFTFixAg+//xzFi9eTJ06dazrY2JiKCkpIT8/32b/vLw8YmJiKnUuERER8UwOh5oFCxbw+uuv07RpU+u6Zs2aMW3aNL766iuHjmUYBiNGjODTTz/l22+/JTEx0WZ7+/bt8fX1JTMz07pu69at7Nq1i6SkJEdLFxEREQ/m8O2n8vJyfH19K6z39fWlvLzcoWOlpaUxZ84c/vvf/xIaGmrtJ2M2mwkMDMRsNjN8+HDS09OJiIggLCyMkSNHkpSUdNZOwiIiIlJzOfxE4X79+pGfn8/7779PXFwcAHv27GHIkCHUqlWLTz/91P6Tn+N5N7NmzWLYsGGA5eF7Dz/8MO+//z7FxcWkpqby+uuv2337SU8UFhERqX4q8/3tcKjZvXs3N9xwAz///LN1VNHu3btp0aIF8+fPt+kT4w4UakRERKqfynx/O3z7KT4+nvXr17No0SK2bNkCQNOmTW2eJSMiIiJyqVVqQsvqRC01IiIi1c8laakByMzMJDMzk3379lXoHPzOO+9U5pAiIiIiF8XhUDNhwgSeffZZOnToQGxs7HkntxQRERG5VBwONdOnT2f27NncdtttVVGPiIiISKU4/PC9kpISrrrqqqqoRURERKTSHA41d911F3PmzKmKWkREREQqzeHbT0VFRcyYMYNFixbRqlWrCk8Xfvnll51WnIiIiIi9HA41GzdupE2bNgBs2rTJZps6DYuIiIirOBxqFi9eXBV1iIiIiFwUh/vUiIiIiLgjhRoRERHxCAo1IiIi4hEUakRERMQjKNSIiIiIR1CoEREREY+gUCMiIiIeQaFGREREPIJCjYiIiHgEhRoRERHxCAo1IiIi4hEUakRERMQjKNSIiIiIR1CoEREREY+gUCMiIiIeQaFGREREPIJCjYiIiHgEhRoRERHxCAo1IiIi4hEUakRERMQjKNSIiIiIR3BpqPnuu++4/vrriYuLw2Qy8dlnn9lsNwyD8ePHExsbS2BgICkpKWzbts01xYqIiIhbc2moOXLkCK1bt2batGln3T5p0iSmTJnC9OnTWbNmDcHBwaSmplJUVHSJKxURERF35+PKk/ft25e+ffuedZthGLzyyis89dRT9OvXD4B3332X6OhoPvvsM2655ZZLWaqIiIi4ObftU5OdnU1ubi4pKSnWdWazmU6dOrFq1apzvq+4uJjCwkKbl4iIiHg+tw01ubm5AERHR9usj46Otm47m4yMDMxms/UVHx9fpXWKiIiIe3DbUFNZY8eOpaCgwPravXu3q0sSERGRS8BtQ01MTAwAeXl5Nuvz8vKs287G39+fsLAwm5eIiIh4PrcNNYmJicTExJCZmWldV1hYyJo1a0hKSnJhZSIiIuKOXDr66a+//mL79u3W5ezsbDZs2EBERAQJCQmMHj2a559/nkaNGpGYmMi4ceOIi4ujf//+ritaRERE3JJLQ826devo3r27dTk9PR2AoUOHMnv2bMaMGcORI0e45557yM/Pp0uXLixYsICAgABXlSwiIiJuymQYhuHqIqpSYWEhZrOZgoIC9a8RERGpJirz/e22fWpEREREHKFQIyIiIh5BoUZEREQ8gkKNiIiIeASFGhEREfEICjUiIiLiERRqRERExCMo1IiIiIhHUKgRERERj6BQIyIiIh5BoUZEREQ8gkKNiIiIeASFGhEREfEICjUiIiLiERRqRERExCMo1IiIiIhHUKgRERERj6BQIyIiIh5BoUZEREQ8gkKNiIiIeASFGhEREfEICjUiIiLiERRqRERExCMo1IiIiIhHUKgRERERj6BQIyIiIh5BoUZEREQ8gkKNiIiIeASFGhEREfEICjUiIiLiERRqRERExCMo1IiIiIhHqBahZtq0adSrV4+AgAA6derE999/7+qSRERExM34uLqAC/nggw9IT09n+vTpdOrUiVdeeYXU1FS2bt1KVFSUS2oyDINjpWUuObeIiIi7CfT1xmQyuboMTIZhGK4u4nw6depEx44dmTp1KgDl5eXEx8czcuRIHn/88Qr7FxcXU1xcbF0uLCwkPj6egoICwsLCnFLT0ZLjNBv/tVOOJSIiUt398mwqQX7ObScpLCzEbDY79P3t1refSkpKyMrKIiUlxbrOy8uLlJQUVq1addb3ZGRkYDabra/4+PhLVa6IiEiNtP9w8YV3ugTc+vbTn3/+SVlZGdHR0Tbro6Oj2bJly1nfM3bsWNLT063LJ1tqnCnQ15tfnk1l14Gj/HHo6IXfYGeTnL0Nd65v4Lv0TBf6rS+02QkX7ULHcPafS1W15F7wWorbcIPWfIc58vkyOPuNAmfdPzjX8U8/R2WvsTv/f1SZ36kyv8/p5zEH+jp+0irg1qGmMvz9/fH396/Sc5hMJoL8fGgcE0r9yJAzttnxfgfO46xjVQcGF/597Lq+1fGbQERELppbh5rLLrsMb29v8vLybNbn5eURExPjoqpOMZlM+PnoC1RERMQduHWfGj8/P9q3b09mZqZ1XXl5OZmZmSQlJbmwMhEREXE3bt1SA5Cens7QoUPp0KEDV155Ja+88gpHjhzhjjvucHVpIiIi4kbcPtQMGjSI/fv3M378eHJzc2nTpg0LFiyo0HlYREREaja3f07NxarMOHcRERFxLY97To2IiIiIvRRqRERExCMo1IiIiIhHUKgRERERj6BQIyIiIh5BoUZEREQ8gkKNiIiIeASFGhEREfEICjUiIiLiEdx+moSLdfKByYWFhS6uREREROx18nvbkYkPPD7UHD58GID4+HgXVyIiIiKOOnz4MGaz2a59PX7up/Lycvbu3UtoaCgmk8nV5bilwsJC4uPj2b17t+bHuki6ls6l6+k8upbOpevpPOe6loZhcPjwYeLi4vDysq+3jMe31Hh5eVGnTh1Xl1EthIWF6X9OJ9G1dC5dT+fRtXQuXU/nOdu1tLeF5iR1FBYRERGPoFAjIiIiHkGhRvD39+fpp5/G39/f1aVUe7qWzqXr6Ty6ls6l6+k8zryWHt9RWERERGoGtdSIiIiIR1CoEREREY+gUCMiIiIeQaFGREREPIJCTQ3x3Xffcf311xMXF4fJZOKzzz6z2T5s2DBMJpPNq0+fPq4p1s1lZGTQsWNHQkNDiYqKon///mzdutVmn6KiItLS0qhduzYhISEMHDiQvLw8F1Xs3uy5ntdcc02Fz+d9993noord1xtvvEGrVq2sDzFLSkriq6++sm7X59IxF7qe+lxW3sSJEzGZTIwePdq6zhmfT4WaGuLIkSO0bt2aadOmnXOfPn36kJOTY329//77l7DC6mPp0qWkpaWxevVqFi5cSGlpKb179+bIkSPWfR566CH+97//MW/ePJYuXcrevXsZMGCAC6t2X/ZcT4C7777b5vM5adIkF1XsvurUqcPEiRPJyspi3bp19OjRg379+vHzzz8D+lw66kLXE/S5rIy1a9fy5ptv0qpVK5v1Tvl8GlLjAMann35qs27o0KFGv379XFJPdbdv3z4DMJYuXWoYhmHk5+cbvr6+xrx586z7bN682QCMVatWuarMauPM62kYhtGtWzdj1KhRriuqGqtVq5bx9ttv63PpJCevp2Hoc1kZhw8fNho1amQsXLjQ5vo56/OplhqxWrJkCVFRUTRu3Jj777+fAwcOuLqkaqGgoACAiIgIALKysigtLSUlJcW6T5MmTUhISGDVqlUuqbE6OfN6nvTee+9x2WWX0aJFC8aOHcvRo0ddUV61UVZWxty5czly5AhJSUn6XF6kM6/nSfpcOiYtLY3rrrvO5nMIzvt70+MntBT79OnThwEDBpCYmMiOHTt44okn6Nu3L6tWrcLb29vV5bmt8vJyRo8eTXJyMi1atAAgNzcXPz8/wsPDbfaNjo4mNzfXBVVWH2e7ngC33nordevWJS4ujo0bN/LYY4+xdetWPvnkExdW655++uknkpKSKCoqIiQkhE8//ZRmzZqxYcMGfS4r4VzXE/S5dNTcuXNZv349a9eurbDNWX9vKtQIALfccov155YtW9KqVSsaNGjAkiVL6Nmzpwsrc29paWls2rSJ5cuXu7oUj3Cu63nPPfdYf27ZsiWxsbH07NmTHTt20KBBg0tdpltr3LgxGzZsoKCggI8++oihQ4eydOlSV5dVbZ3rejZr1kyfSwfs3r2bUaNGsXDhQgICAqrsPLr9JGdVv359LrvsMrZv3+7qUtzWiBEj+Pzzz1m8eDF16tSxro+JiaGkpIT8/Hyb/fPy8oiJibnEVVYf57qeZ9OpUycAfT7Pws/Pj4YNG9K+fXsyMjJo3bo1r776qj6XlXSu63k2+lyeW1ZWFvv27aNdu3b4+Pjg4+PD0qVLmTJlCj4+PkRHRzvl86lQI2f1xx9/cODAAWJjY11ditsxDIMRI0bw6aef8u2335KYmGizvX379vj6+pKZmWldt3XrVnbt2mVzL14sLnQ9z2bDhg0A+nzaoby8nOLiYn0uneTk9TwbfS7PrWfPnvz0009s2LDB+urQoQNDhgyx/uyMz6duP9UQf/31l82/HrKzs9mwYQMRERFEREQwYcIEBg4cSExMDDt27GDMmDE0bNiQ1NRUF1btntLS0pgzZw7//e9/CQ0Ntd7vNZvNBAYGYjabGT58OOnp6URERBAWFsbIkSNJSkqic+fOLq7e/Vzoeu7YsYM5c+Zw7bXXUrt2bTZu3MhDDz1E165dKwwJrenGjh1L3759SUhI4PDhw8yZM4clS5bw9ddf63NZCee7nvpcOiY0NNSmnxxAcHAwtWvXtq53yufTuYO1xF0tXrzYACq8hg4dahw9etTo3bu3ERkZafj6+hp169Y17r77biM3N9fVZbuls11HwJg1a5Z1n2PHjhkPPPCAUatWLSMoKMj429/+ZuTk5LiuaDd2oeu5a9cuo2vXrkZERITh7+9vNGzY0Hj00UeNgoIC1xbuhu68806jbt26hp+fnxEZGWn07NnT+Oabb6zb9bl0zPmupz6XF+/MIfHO+HyaDMMwLiJ8iYiIiLgF9akRERERj6BQIyIiIh5BoUZEREQ8gkKNiIiIeASFGhEREfEICjUiIiLiERRqRERExCMo1IiIiIhHUKgRkWpvyZIlmEwmTCYT/fv3r9JzPfPMM9ZzvfLKK1V6LhFxjEKNiFy0YcOGWb/oT3+dPt/Y7t27ufPOO4mLi8PPz4+6desyatQoDhw4AFhm4/X19WXu3LlnPcfw4cNp167deevYunUrs2fPdtrvdTaPPPIIOTk5F5xJXEQuPYUaEXGKPn36kJOTY/M6OeP2b7/9RocOHdi2bRvvv/8+27dvZ/r06WRmZpKUlMTBgweJjo7muuuu45133qlw7CNHjvDhhx8yfPjw89YQFRVFeHh4Vfx6ViEhIcTExODt7V2l5xERxynUiIhT+Pv7ExMTY/M6+cWflpaGn58f33zzDd26dSMhIYG+ffuyaNEi9uzZw5NPPglYWmMyMzPZtWuXzbHnzZvH8ePHGTJkiEM1lZeXM2nSJBo2bIi/vz8JCQm88MILAOzcuROTycSHH37I1VdfTWBgIB07duTXX39l7dq1dOjQgZCQEPr27cv+/fudcIVEpKop1IhIlTp48CBff/01DzzwAIGBgTbbYmJiGDJkCB988AGGYXDttdcSHR1d4RbSrFmzGDBggMOtMGPHjmXixImMGzeOX375hTlz5hAdHW2zz9NPP81TTz3F+vXr8fHx4dZbb2XMmDG8+uqrLFu2jO3btzN+/PjK/Ooicon5uLoAEfEMn3/+OSEhIdblvn37Mm/ePLZt24ZhGDRt2vSs72vatCmHDh1i//79REVFMXToUGbPns24ceMwmUzs2LGDZcuWsXDhQofqOXz4MK+++ipTp05l6NChADRo0IAuXbrY7PfII4+QmpoKwKhRoxg8eDCZmZkkJycDltajqu6nIyLOoZYaEXGK7t27s2HDButrypQpNtsNw7DrOHfeeSfZ2dksXrwYsLTS1KtXjx49ejhUz+bNmykuLqZnz57n3a9Vq1bWn0+24rRs2dJm3b59+xw6t4i4hkKNiDhFcHAwDRs2tL5iY2MBaNiwISaTic2bN5/1fZs3b6ZWrVpERkYC0KhRI66++mpmzZpFeXk57777LnfccQcmk8mhes681XUuvr6+1p9PnuPMdeXl5Q6dW0RcQ6FGRKpU7dq16dWrF6+//jrHjh2z2Zabm8t7773HoEGDbELL8OHD+fjjj/n444/Zs2cPw4YNc/i8jRo1IjAwkMzMzIv9FUSkmlCoEZEqN3XqVIqLi0lNTeW7775j9+7dLFiwgF69enH55ZdbRySddNNNN+Hr68u9995L7969iY+Pd/icAQEBPPbYY4wZM4Z3332XHTt2sHr1ambOnOmsX0tE3IxCjYhUuUaNGrFu3Trq16/PzTffTIMGDbjnnnvo3r07q1atIiIiwmb/oKAgbrnlFg4dOsSdd95Z6fOOGzeOhx9+mPHjx9O0aVMGDRqk/jEiHsxk2Nt7T0TETS1ZsoTu3btz6NChKn/43kn16tVj9OjRjB49+pKcT0QuTC01IuIx6tSpw+DBg6v0HC+++CIhISEVHhAoIq6nlhoRqfaOHTvGnj17gFPTGFSVgwcPcvDgQQAiIyMxm81Vdi4RcYxCjYiIiHgE3X4SERERj6BQIyIiIh5BoUZEREQ8gkKNiIiIeASFGhEREfEICjUiIiLiERRqRERExCMo1IiIiIhH+P+nX13GrVWQHQAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.lineplot(data=results, x='FOV [cm]', y='noise std [HU] reduction [%]', hue='recon')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Keep in mind that abdominal imaging protocols typically use body fitting FOVs, thus for smaller patients including pediatric patients, this poorer performance in small FOVs translates to poorer performance in pediatric patients.\n",
"\n",
"To this end we can rebin our results based on the pediatric subgroups define previously, here they are again plotted for comparison:"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Mean Effective Diameter [cm]')"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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8eVO5/MyZM/jll19gZmZW4qZXRERErwPJX4UBAI0bN8aePXvw559/4uDBg4iPj0dRURGsrKzg4+ODLl26VMlxbt68icDAQJibm8PV1RWNGjXCw4cPcfXqVaSkpKBOnTpYu3YtrK2tldt4e3tj8uTJWLZsGeRyOXx8fJCXl4dDhw5BCIE1a9bwORhERPTaqREBopiTkxOcnJyqbf+enp74/PPPcfz4cVy5cgUPHz6EgYEBWrRogSFDhuBf//oXWrVqVWq7pUuXQi6XY/ny5Th06BAMDAzg7e2NoKAguLu7V1u9RERE2iL5ANGrVy/06dMHs2bNemm7xYsXY+/evcpnU1SGra0t/vOf/1Rq24CAAAQEBFT62ERERDWJ5ANEREQEWrRo8cp2sbGxykmOREREVL0kP4myonJzc1GrluTzEBER0WvhtQgQmZmZiIyMhIWFhbZLISIi0gmS/JPdzs6uxOvQ0FBERESU2bagoACpqakoKCjApEmTNFAdERERSTJAxMfHK7+XyWTIzs5WPvnyRbVr10azZs3Qv39/fP311xqqkIiISLdJMkA8fyMnPT09BAQE4LffftNiRURERPQ8SQaI561Zs6bMey8QERGR9kg+QIwaNUrbJRAREdELasxVGAcPHsSgQYNgaWkJQ0PDEs+XOHDgAKZNm4bk5GQtVkhERKQ7akSAmDx5Mvz8/LBjxw5kZWUhPz8fQgjlegsLCyxduhRbtmzRYpVERES6Q/IB4vfff8ePP/4IV1dXXLp0CZmZmaXaODo6wtraGrt27dJChURERLpH8nMgVq5cCTMzM+zZsweNGzcut52joyOuXr2qwcqIiIh0l+RHIK5duwZ3d/eXhgcAqF+/PlJTUzVUFRERkW6TfIAAnt1M6lWSk5NhZGSkgWqIiIhI8gGidevWuHTpEvLz88ttk5WVhejoaNjb22uwMiIiIt0l+QDx7rvvIiUlBXPmzCm3zWeffYZ//vkHH3zwgQYrIyIi0l2Sn0Q5ZcoUbN68GUuXLkVkZCQGDBgAAIiLi8P333+PsLAwnDp1Ci4uLhg3bpyWqyUiItINkg8QRkZGOHz4MAICArBv3z6cO3cOAHDy5EmcPHkSAODj44P169fDwMBAm6USERHpDMkHCABo3Lgx9uzZgz///BMHDx5EfHw8ioqKYGVlBR8fH3Tp0kXbJRIREemUGhEgijk5OcHJyUnbZRAREek8yU+iJCIiIumpMSMQ8fHxOHHiBFJSUqBQKMpsI5PJEBQUpOHKiIiIdI/kA0Rubi7GjRuHjRs3AkCJh2i9iAGCiIhIMyQfIGbPno0NGzagSZMmGDZsGOzs7FC3bl1tl0VERKTTJB8gtmzZAnNzc0RHR6Np06baLoeIiIhQAyZRZmdnw8PDg+GBiIhIQiQfIDp27IjMzEyNHOvJkycIDw/HmDFj0LZtW9SpUwcmJiZwcnLCggULkJ2dXWqb+fPnQyaTlfv1sltwExER1VSSP4Uxffp0DBs2DJcvX4azs3O1Hmvjxo3K22G3b98e/fv3R2ZmJiIjIzFv3jxs2rQJx48fR5MmTUpt261bN7Rq1arUcldX12qtmYiISBskHyDeffddJCUlwcfHB5MmTYKPjw8sLS2hp1f24Enz5s0rfazatWtj/PjxmDJlCtq3b69cnpKSgr59++Ly5cuYMmWK8oqQ540dOxYBAQGVPjYREVFNIvkAAQCOjo5o2LAhgoODERwcXG47mUyGgoKCSh9n1KhRGDVqVKnlFhYW+Omnn+Du7o7t27cjLy+Pz90gIiKdJvkAsXv3bvj7+6OgoADm5uawsbHRymWcxbfQVigUePToESwsLDReAxERkVRIPkDMmzcPQgisWbMGI0eOhEwm00odt2/fBvDsNEfDhg1LrT969Ciio6ORm5sLKysr+Pn5cf4DERG9tiQfIG7cuAEPD48yTy1o0rJlywAAffr0gaGhYan1ISEhJV4HBQVh8ODBWLt2LW98RURErx3JBwhzc3OYm5trtYa9e/di9erVqF27dqk5GK1atcLixYvh5+cHGxsbpKen48SJE5g1axa2bduGwsJChIWFVeg49vb2ZS6Pi4tDy5Yt1X4fREREVUXyAWLIkCHYtGkTcnNzUadOHY0f/6+//sLw4cMhhMC3335b6nHiw4cPL/HaxMQEQ4cORc+ePeHg4IDw8HCcPXsWXbt21WTZRERE1UryN5JauHAhWrRogf79+yMuLk6jx7537x769OmD9PR0TJs2DZMnT67wthYWFggMDAQA7N+/v0LbXL9+vcwvjj4QEZHUSH4E4p133oG+vj6OHDmCdu3aoUWLFuXeB0Imk+HIkSNVctzHjx/D19cXd+/eRWBgIBYvXqzyPlq3bg3g2X0kiIiIXieSDxARERHK7wsLCxEXF1fuSERVXaGRnZ0NPz8/xMTEwN/fH//73/8qte/09HQAz05rEBERvU4kHyDu3Lmj0eMpFAoMGDAA586dQ+/evbFp0ybo6+urvB8hhHLypIuLS1WXSUREpFWSDxA2NjYaO1ZhYSE+/PBDHD16FD169MD27dtfesfJtLQ0bN26FSNHjoSpqalyeXZ2NmbMmIGoqCg0bdoU/v7+miifiIhIYyQfIDRp+fLlylEDc3NzfPLJJ2W2W7x4MczNzZGTk4NJkyZhzpw56Ny5MywsLJCWloZLly7h0aNHMDMzQ2hoKIyNjTX5NoiIiKpdjQsQGRkZyMrKghCizPXqPEyreM4CgJfeu2H+/PkwNzdHo0aNMHv2bJw9exZ///03IiMjoa+vD1tbWwQEBGDq1KmwtLSsdD1ERERSVSMCxP379zF37lzs3LkTjx49Kredug/Tmj9/PubPn1/h9qampli0aFGlj0dERFRTST5ApKSkoHPnzkhOToalpSUaN26MBw8ewM3NDbdv30ZqaipkMhnc3NxQu3ZtbZdLRESkE2rEjaSSk5OxYMECJCYmws/PDzKZDKdPn0ZKSgoiIiLQrl07yGQy7Nu3T9vlEhER6QTJB4j9+/fD1tYWc+fOLXO9h4cHDh48iMuXL5d6TgURERFVD8kHiHv37kEulytfF9+TQaFQKJdZWlqiZ8+e2Lp1q6bLIyIi0kmSDxD16tUr8drMzAzAs2DxvDp16pRaRkRERNVD8gGiefPmSEhIUL7u2LEjgGeP2C725MkTnD59GhYWFhqvj4iISBdJ/iqMXr16YdmyZUhLS0Pjxo3Rv39/mJiYYObMmUhKSoKlpSXWr1+P1NRUfPzxx9oul4iISCdIPkAMGzYMiYmJiImJgaenJxo2bIhffvkFgYGB+OabbyCTySCEgL29Pf7zn/9ou1wiUlGLOXu0XcIrxS/qq+0SiCRH8gHCyckJmzZtKrHsww8/RLdu3bB3716kp6ejTZs26N+/P+8DQUREpCGSDxDlad68OSZMmKDtMoiIiHSS5CdREhERkfRIbgTixIkTAIAuXbqgTp06ytcV5eHhUR1lERER0XMkFyC8vLwgk8lw48YNtGnTRvm6ogoLC6uxOiIiIgIkGCBGjhwJmUyG+vXrl3hNRERE0iG5ALF27dqXviYiIiLt4yRKIiIiUpnkRiDKU1BQgPT0dMhkMjRo0ED5UC0iIiLSPEmPQFy9ehXjx49H69atYWhoiKZNm+KNN96AgYEB2rVrh08++QQxMTHaLpOIiEjnSDZAzJ07F3K5HKtXr0ZcXByEECW+/v77b/z8889wdHTEggULtF0uERGRTpFkgPjmm2/w1VdfQU9PD8OGDcPu3buRlJSE3NxcPH36FImJidi5cyeGDh0KmUyGf//731iyZIm2yyYiItIZkpsD8eDBA3z55ZcwMTHB7t274enpWaqNpaUlLC0t8c4772Ds2LF45513MHfuXIwcORLm5uZaqJqIiEi3SG4EYt26dcjLy8OiRYvKDA8v8vLywqJFi5Cbm4vff/9dAxUSERGR5ALEyZMnYWxsjLFjx1Z4m3HjxsHY2BgRERHVVxgREREpSS5AXL16FS4uLjA0NKzwNoaGhnB1dcW1a9eqsTIiIiIqJrkAkZ6eDgsLC5W3a9q0KR4/flwNFREREdGLJBcgsrKyYGJiovJ2xsbGyM7OroaKiIiI6EWSCxBCCK1sS0RERBUnucs4AeDWrVsqX1Fx69YttY/75MkTHDx4ELt27cKpU6dw9+5d6Ovro1WrVhg8eDCmTZuGunXrlrnt2rVrsWLFCsTExMDAwABdu3bF3Llz4e7urnZdREREUiPJAHH69GmcPn1apW2EEGo/9nvjxo0YN24cAKB9+/bo378/MjMzERkZiXnz5mHTpk04fvw4mjRpUmK7KVOmYNmyZTAyMoKvry9yc3Nx6NAhHDx4EKGhoRg4cKBadREREUmN5ALEqFGjtHbs2rVrY/z48ZgyZQrat2+vXJ6SkoK+ffvi8uXLmDJlCjZu3Khcd/jwYSxbtgyNGjXCmTNn0Lp1awDAmTNn4OXlhcDAQHh5ecHMzEzTb4eIiKjaSC5ArFmzRmvHHjVqVJkBxsLCAj/99BPc3d2xfft25OXlwcDAAACUt9CeO3euMjwAgJubGyZMmIAffvgBq1evxvTp0zXzJoiIiDRAcpMopcrJyQkAoFAo8OjRIwDA06dPcfToUQDAkCFDSm1TvGzXrl0aqpKIiEgzGCAq6Pbt2wCeneZo2LAhACA2NhYKhQKNGzeGlZVVqW1cXFwAAFeuXNFcoURERBoguVMYUrVs2TIAQJ8+fZR3yUxISACAMsMDAJiYmMDMzAzp6enIysqCqanpS49hb29f5vK4uDi0bNmysqUTERFVOY5AVMDevXuxevVq1K5dG8HBwcrlxTeuMjY2Lnfb4ptiZWVlVW+RREREGsQRiFf466+/MHz4cAgh8O233yrnQlSH69evl7m8vJEJIiIibeEIxEvcu3cPffr0QXp6OqZNm4bJkyeXWF98U6knT56Uu4+cnBwAeOXpCyIiopqEAaIcjx8/hq+vL+7evYvAwEAsXry4VJvmzZsDAJKSksrcR05ODjIyMtCgQQMGCCIieq0wQJQhOzsbfn5+iImJgb+/P/73v/+VeZfLtm3bwtDQEGlpabh3716p9ZcuXQIAODo6VnvNREREmlRjAkRBQQF27NiBL774Ah999BF+++035brk5GRcuXIFBQUFah9HoVBgwIABOHfuHHr37o1NmzZBX1+/zLZGRkbo1asXAOCPP/4otT40NBQA0K9fP7XrIiIikpIaESBOnTqFVq1awd/fH19//TV+/fVXnDp1Srn+zJkzcHZ2xs6dO9U6TmFhIT788EMcPXoUPXr0wPbt25V3nCzPtGnTAAALFy7EzZs3S9T0yy+/wMzMDGPGjFGrLiIiIqmR/FUYMTEx6NOnD/Lz8/Hpp5+ie/fueO+990q06devH4yNjbFt2zb4+/tX+ljLly9HWFgYAMDc3ByffPJJme0WL14Mc3NzAIC3tzcmT56MZcuWQS6Xw8fHB3l5eTh06BCEEFizZg2fg0FERK8dyQeI4OBg5ObmYu/evfD19S2zjYGBAVxcXHD58mW1jpWenq78vjhIlGX+/PnKAAEAS5cuhVwux/Lly3Ho0CEYGBjA29sbQUFBfJw3ERG9liQfII4dO4YuXbqUGx6KWVpa4s8//1TrWPPnz8f8+fMrtW1AQAACAgLUOj4REVFNIfk5EBkZGbC2tn5lu5ycHOTn52ugIiIiIpJ8gGjSpAlu3br1ynY3btyoUNAgIiIi9Uk+QPTq1QvR0dE4duxYuW3CwsJw69Yt+Pj4aLAyIiIi3SX5ADFnzhwYGBhg4MCBWLlyJe7fv69cl56ejt9++w1jxoyBiYmJ8pJKIiIiql6SDxDt2rXDpk2bUFRUhEmTJsHS0hIymQzr1q2Dubk5xo0bB4VCgQ0bNsDW1lbb5RIREekEyQcIABg4cCCuXbuGTz/9FO3atUOdOnVgYGAAOzs7fPTRR7hy5Qr69++v7TKJiIh0huQv4yxmY2ODpUuXarsMIiIiQg0YgXj+5k5EREQkDZIPEBYWFhg0aBBCQ0OhUCi0XQ4RERGhBgSI+vXrY8eOHXj//ffxxhtvYMyYMThy5AiEENoujYiISGdJPkCkpKRg3759GDp0KIqKirBmzRr4+vrC2toaM2fOVPv5F0RERKQ6yQcIPT099O7dGyEhIUhNTcWGDRvg5+eHBw8e4LvvvkOnTp1gb2+Pr7/+GvHx8doul4iISCdIPkA8z8jICB9++CF2796NlJQULF++HF27dsWNGzcwd+5ctGrVStslEhER6YQaFSCe16hRI3zyySfYvHkzJkyYACEE50UQERFpSI25D8TzMjIy8Mcff2DDhg04deqUMji4ublpuTIiIiLdUGMCRG5uLnbu3ImNGzdi//79yM/PhxAC7dq1w7BhwzB06FDeypqIiEhDJB8gDhw4gI0bNyI8PBzZ2dkQQsDCwgIffPABhg0bBhcXF22XSEREpHMkHyD8/PwAAKamphg5ciSGDRuGXr16QU+vxk7fICIiqvEkHyD69euHYcOGoX///qhTp462yyEqocWcPdou4ZXiF/XVdglE9BqSfIDYsWOHtksgIiKiF/A8ABEREalMciMQCxYsgEwmw8SJE9GwYUMsWLCgwtvKZDIEBQVVY3VEREQESDBAzJ8/HzKZDO+//z4aNmyofF2Rm0QxQBAREWmG5ALEmjVrADx7jPfzr4mIiEg6JBcgRo0a9dLXREREpH2Sn0SZkJCAx48fv7Jdeno6EhISNFARERERST5A2NraYubMma9sN2vWLNjZ2al9vIsXL2LRokXw9/eHlZUVZDIZZDJZue2L52iU9zVnzhy1ayIiIpIayZ3CeJEqT9msiqdxBgcHV+reE926dSvzceKurq5q10RERCQ1kg8QFfXw4UMYGRmpvR83Nzc4Ojqic+fO6Ny5M1q0aAGFQvHK7caOHYuAgAC1j09ERFQTSDJAnDhxosTr+/fvl1pWrKCgALGxsThw4ADs7e3VPvbs2bPV3gcREdHrTpIBwsvLq8S8gwMHDuDAgQPlthdCQCaTYfr06Zooj4iISOdJMkCMHDlSGSDWrVuHli1bolu3bmW2NTAwQLNmzdCvXz+tPtr76NGjiI6ORm5uLqysrODn58f5D0RE9NqSZIBYu3at8vt169ahe/fu+O2337RXUAWEhISUeB0UFITBgwdj7dq1qFu3rpaqIiIiqh6SDBDPKyoq0nYJL9WqVSssXrwYfn5+sLGxQXp6Ok6cOIFZs2Zh27ZtKCwsRFhYWIX2Vd4cjri4OLRs2bIqyyYiIlKL5ANEdnY2bt++jWbNmsHc3LzMNg8fPkRycjJatmwJExMTjdY3fPjwEq9NTEwwdOhQ9OzZEw4ODggPD8fZs2fRtWtXjdZFRERUnSR/I6klS5bA2dkZcXFx5baJi4uDs7Mzli1bpsHKXs7CwgKBgYEAgP3791dom+vXr5f5xdEHIiKSGskHiF27dqFVq1Z48803y23z5ptvomXLlggPD9dcYRXQunVrAEBKSoqWKyEiIqpakg8Qt2/fRrt27V7Zrn379rhz544GKqq49PR0AND4aRUiIqLqJvkA8fTp0wrdYdLIyAjZ2dkaqKhihBDKyZPavLyUiIioOkg+QFhbW+P8+fOvbHf+/Hk0a9ZMAxX9f2lpafjpp5+QlZVVYnl2djY+/vhjREVFoWnTpvD399doXURERNVN8gGid+/eiI+Px/fff19um2XLluHOnTvo06eP2sfbs2cPunbtqvzKy8sDgBLL9uzZAwDIycnBpEmT0KxZM/Tq1QvDhg2Dr68vWrRogV9++QVmZmYIDQ2FsbGx2nURERFJieQv45w1axZCQkIwY8YMHDlyBOPHj1delRAXF4dVq1Zh3759qFevHmbNmqX28dLS0hAVFVVq+fPL0tLSAACNGjXC7NmzcfbsWfz999+IjIyEvr4+bG1tERAQgKlTp8LS0lLtmoiIiKRG8gHCysoKO3fuxODBg7F3717s27evxHohBMzNzfHHH3/AxsZG7eMFBARU+KmapqamWLRokdrHJCIiqmkkHyAAoEePHoiNjcX//vc/HDlyBImJiQCezY/w9vbG2LFj0aBBAy1XSUREpDtqRIAAgAYNGmDWrFlVcpqCiIiI1CP5SZREREQkPTUmQMTExGDq1Kno1q0b2rZtW2IkIjIyEj/88AMeP36sxQqJiIh0R404hbFkyRLMmTMHBQUFAACZTIaHDx+WaDN16lQYGhrio48+0kaJREREOkXyIxB79uzBjBkzYG1tje3bt+PBgwcQQpRo4+7ujsaNG2PHjh1aqpKIiEi3SH4EYsmSJTAxMcGhQ4dgZ2dXbju5XI7Y2FgNVkZERKS7JD8CcfHiRXTt2vWl4QEAzM3Ncf/+fQ1VRUREpNskHyDy8vJgamr6ynYPHjxArVqSH1AhIiJ6LUg+QNja2uLPP/98aZu8vDxcuXIFbdq00VBVREREuk3yAaJ///6Ij4/HkiVLym3zzTffIC0tjU+9JCIi0hDJj/nPmjULGzZswMyZMxEVFYVBgwYBAFJTUxEWFoawsDBs2LABtra2mDRpkparJSIi0g2SDxANGjTA4cOHMWTIEPzxxx8IDQ0FAOzfvx/79++HEAIdOnRAeHh4heZKEBERkfokHyAAoE2bNoiOjsauXbtw8OBBxMfHo6ioCFZWVvDx8cHgwYOhr6+v7TKJiIh0huQCxIIFCyCXy9G/f/8Sy/X09DBgwAAMGDBAS5URERFRMclNopw/fz7Cw8OVr/X19TFmzBjtFURERESlSC5A6OvrIy8vT/laCFHq1tVERESkXZILEBYWFjh//jyePn2q7VKIiIioHJKbAzFw4EAsX74cjRs3RpMmTQAAoaGhiIiIeOW2MpkMcXFx1VwhERERSS5ALFq0CACwY8cO3L17FzKZDNnZ2cjOztZyZURERFRMcqcwjI2N8cMPP+Du3bsoLCyEEAIBAQEoKiqq0BcRERFVP8mNQCQkJKBu3bpo2LAhAMDT0xPt2rXTclWvpxZz9mi7hJeKX9RX2yUQEVE5JDcCYWtri5kzZypft2jRAubm5lqsiIiIiF4kuQAhhChxKmLdunU4deqUFisiIiKiF0kuQNSvXx+JiYnaLoOIiIheQnJzIDp37oyjR48iMDAQtra2AIDo6GgsWLDgldvKZDIEBQVVd4lEREQ6T3IBYtGiRejXrx/WrVunXBYdHY3o6OhXbssAQUREpBmSCxAuLi6IjY3F+fPnkZiYiICAAHTv3l1jz8O4ePEiDh06hHPnzuHcuXO4d+8eALzydtpr167FihUrEBMTAwMDA3Tt2hVz586Fu7u7JsomIiLSKMkFCACoW7cuevbsCQAICAhAq1atMGrUKI0cOzg4GDt27FBpmylTpmDZsmUwMjKCr68vcnNzcejQIRw8eBChoaEYOHBg9RRLRESkJZIMEM+7c+cO6tatq7Hjubm5wdHREZ07d0bnzp3RokULKBSKctsfPnwYy5YtQ6NGjXDmzBm0bt0aAHDmzBl4eXkhMDAQXl5eMDMz09A7ICIiqn6SDxA2NjYVapebm4u8vDzUq1dPrePNnj1bpfZLliwBAMydO1cZHoBnQWTChAn44YcfsHr1akyfPl2tuoiIiKREcpdx2tnZlfuf+LRp07B58+Yy13388cfKu1dqytOnT3H06FEAwJAhQ0qtL162a9cujdZFRERU3SQXIOLj45GWllbmuqVLl+LgwYPlbvuqiY5VLTY2FgqFAo0bN4aVlVWp9S4uLgCAK1euaLQuIiKi6ib5UxhSlpCQAABlhgcAMDExgZmZGdLT05GVlQVTU9OX7s/e3r7M5XFxcWjZsqV6xRIREVUhyY1A1CTFjxg3NjYut42JiQkAICsrSyM1ERERaQJHICTk+vXrZS4vb2SCiIhIWzgCoYbiy0ufPHlSbpucnBwAeOXpCyIiopqEAUINzZs3BwAkJSWVuT4nJwcZGRlo0KABAwQREb1WJHkK4/79+zhx4oRK6+7fv1/dZZXStm1bGBoaIi0tDffu3YOlpWWJ9ZcuXQIAODo6arw2IiKi6iTJAHHgwAEcOHBApXVCCMhksuourQQjIyP06tUL+/btwx9//IEpU6aUWB8aGgoA6Nevn0brIiIiqm6SCxAeHh4aDwLqmDZtGvbt24eFCxeib9++JW5l/csvv8DMzExjDwIjIiLSFMkFiIiICK0ef8+ePQgODla+zsvLAwB07dpVuSwoKAh9+/YFAHh7e2Py5MlYtmwZ5HI5fHx8kJeXh0OHDkEIgTVr1vA5GERE9NqRXIDQtrS0NERFRZVa/vyyF++UuXTpUsjlcixfvhyHDh2CgYEBvL29ERQUxMd5ExHRa4kB4gUBAQEICAjQ2HZEREQ1ES/jJCIiIpUxQBAREZHKGCCIiIhIZQwQREREpDIGCCIiIlIZAwQRERGpjAGCiIiIVFYj7gPx4MEDrFixAidOnEBKSgoUCkWZ7WQyGeLi4jRcHRERke6RfIC4ceMGPD098ejRIwghtF0OERERoQacwpg5cyYePnwIf39/XLhwAZmZmSgqKir3i4iIiKqf5EcgTp48ibZt22Lr1q016imdRERErzPJj0AIISCXyxkeiIiIJETyAaJTp064e/eutssgIiKi50g+QMyfPx/nz5/Hrl27tF0KERER/R/Jz4EAgMmTJ8Pf3x9Dhw6Fj48PrKysoKdXdvbx8PDQcHVERES6R/IBwsvLCzKZDEIIhISEYP369S9tX1hYqKHKiIiIdJfkA8TIkSM5gZKIiEhiJB8g1q5dq+0SiIiI6AWSn0RJRERE0sMAQURERCqT/CmMYgkJCdi1axdu3ryJrKysMp+LIZPJsHr1ai1UR0REpFtqRIBYsGABgoODSzzrojhAFE+wFEIwQBAREWmI5E9hbNmyBfPnz4e1tTVWrVoFHx8fAMCBAwewcuVKeHp6QgiBadOm4ejRo1quloiISDdIfgRixYoVMDAwwLFjx2BjY4NTp04BgDJIfPTRR/j+++8xa9YsDBw4UIuVEhER6Q7Jj0BcuXIF7u7usLGxAVDylEWxqVOnom3btli4cKFWaiQiItI1kg8QCoUCTZs2Vb6uU6cOACAjI6NEOycnJ5w/f16TpREREeksyQcICwsLPHjwQPna0tISAHD9+vUS7ZKSkrR2G+vi222X97V//36t1EVERFRdJD8HwsHBARcvXlS+9vLyghAC8+bNw86dO2FiYoKtW7fi5MmTcHNz02KlwODBg1G3bt1Sy4tDDxER0etC8gGiX79+2LlzJ44ePYpevXqhW7du6NmzJ44dO4YGDRqgXr16SE9Ph0wmQ1BQkFZrXbx4MVq0aKHVGoiIiDRB8qcwhg8fjhs3bkAulyuXhYWFYfz48WjYsCGysrLQoUMHhISEoE+fPtorlIiISIdIfgTC0NAQbdu2LbGsXr16+Pnnn/Hzzz9rqSoiIiLdJvkAUZOsXr0ajx49gp6eHtq0aYOBAweiefPm2i6LiIioytWYAFFQUIA9e/bg3LlzePjwId58802MHj0aAJCcnIyHDx+iQ4cOqFVLe2/pxftQzJgxA0FBQVqfm0FERFTVakSAOHXqFIYPH47ExETlMy/y8/OVAeLMmTN477338Mcff8Df31/j9Xl4eGDs2LFwd3eHhYUFEhMTERoaioULF+LLL79EvXr1MHny5Ffux97evszlcXFxaNmyZVWXTUREVGmSn0QZExODPn36ICUlBZ9++im2bt1a6kmc/fr1g7GxMbZt26aVGhcsWIDhw4fDzs4ORkZGaNOmDT7//HOEh4cDAObPn4+nT59qpTYiIqLqIPkRiODgYOTm5mLv3r3w9fUts42BgQFcXFxw+fJlDVf3cr6+vujUqRMuXLiAqKgoeHl5vbT9izfHKlbeyAQREZG2SH4E4tixY+jSpUu54aGYpaUlkpOTNVRVxbVu3RoAkJKSouVKiIiIqo7kA0RGRgasra1f2S4nJwf5+fkaqEg16enpAAATExMtV0JERFR1JB8gmjRpglu3br2y3Y0bNyoUNDQpLS0NJ0+eBAC4uLhouRoiIqKqI/kA0atXL0RHR+PYsWPltgkLC8OtW7fg4+OjwcqeiYyMRHh4eKkHecXHx2PQoEHIyclB//79YWVlpfHaiIiIqovkJ1HOmTMHW7ZswcCBA7Fo0SIMGjRIuS49PR1hYWGYMWMGTExMMG3aNI3X9/fffyMwMBBNmzaFi4sLzMzMcPfuXVy8eBG5ubmwt7fH//73P43XRUREVJ0kPwLRrl07bNq0CUVFRZg0aRIsLS0hk8mwbt06mJubY9y4cVAoFNiwYQNsbW01Xt+bb76Jjz/+GM2aNcP58+exdetWXLt2DXK5HN999x3Onz+PJk2aaLwuIiKi6iT5EQgAGDhwIK5du4bvv/8ehw4dQnx8PIqKimBlZQUfHx9Mnz5dazdaat++PVasWKGVYxMREWlLjQgQAGBjY4OlS5dquwwiIiJCDTiFQURERNLDAEFEREQqk9wpDDs7u0pvK5PJEBcXV4XVEBERUVkkFyDi4+Mhk8lKPTCrImQyWTVURERERC+SXIAo5urqiuHDh2PAgAEwMjLSdjlERET0HMkFiM2bN2PDhg3Yv38/pk2bhi+//BL+/v4YPnw4evXqxVEGIiIiCZDcJMr33nsPO3bsQEpKCn788UfY29tj3bp18PX1hbW1NWbOnIno6Ghtl0lERKTTJBcgijVs2BCffPIJIiMjERcXh/nz58PU1BTfffcdXF1d0bFjR/z3v/9FYmKitkslIiLSOZINEM+ztbVFUFAQbty4gaioKHz66ad49OgRPv/8c3Tu3Fnb5REREemcGhEgnmdjYwM7Ozs0a9YMQggUFRVpuyQiIiKdI7lJlGV58uQJtm/fjg0bNuDIkSMoLCxE/fr1MW7cOIwYMULb5REREekcyQaIoqIiHDhwAOvXr8fOnTvx5MkTGBgYoH///hg+fDjefvttGBgYaLtMIiIinSS5ABEVFYUNGzZgy5YtSEtLg0wmg4eHB4YPH44hQ4agfv362i6RiIhI50kuQLi5uUEmk8HBwQEzZszA0KFDYWlpqe2yiIiI6DmSnUQZExODL774Ara2tjAwMKjQl6GhobbLJiIi0gmSG4EAACEECgoKtF0GERERlUNyAYKXZRIREUmfZE9hEBERkXQxQBAREZHKGCCIiIhIZQwQREREpDIGCCIiIlIZAwQRERGpjAGCiIiIVMYAQURERCpjgCAiIiKVMUBUkadPn+LLL79EmzZtUKdOHTRr1gyjR4/GvXv3tF0aERFRlWOAqAK5ubno1asXgoODkZ2djQEDBsDa2hpr1qyBs7Mzbt++re0SiYiIqhQDRBVYuHAhzp49Czc3N/z999/YsmULoqKi8N133yEtLQ2jR4/WdolERERVigFCTXl5eVi+fDkA4KeffkLdunWV66ZNmwZHR0ccP34cFy9e1FaJREREVY4BQk2nT5/GP//8g5YtW8LZ2bnU+iFDhgAAdu3apenSiIiIqo3kHudd0/z5558AABcXlzLXFy+/cuVKpfYvhFA+4jwnJ6dS+6ipqvL9CiHw5MkTAICxsTFkMlmV7Vvqqqof2Yfq0+U+BNiPVaEq/10s/r9FCFGpPmSAUFNCQgIAwMrKqsz1xcvv3r37yn3Z29uXWlZUVIS//voLAEqcHqkKtRs1r9L9VbW6/03QdgmvJPU+BKTfj+zDqsF+VJ+u9uGTJ09gYmKi8nYMEGrKzs4G8CwFl6X4h5KVlaWxmioq/5G0P8w1AftQfezDqsF+VB/7UDUMEBJy/fr1UstycnKUIw+pqamVSokEPHjwAHZ2dgDYj5XFPlQf+7BqsB/Vl5OTgzfeeEOtfTBAqKn4P/fi83EvKj5fZWpqqvaxTExM+EGppOf7jf1YOexD9bEPqwb7URp4FYaamjd/ds4sKSmpzPXFy21sbDRWExERUXVjgFCTk5MTAODSpUtlri9e7ujoqLGaiIiIqhsDhJq6deuG+vXrIy4uDtHR0aXWh4aGAgD69eun4cqIiIiqDwOEmgwMDDBp0iQAwMSJE0tco7tkyRJcuXIFnp6ecHV11VaJREREVY6TKKvA3LlzcfjwYURGRqJ169bo0aMH7t69i6ioKDRu3Bi//fabtkskIiKqUhyBqAJ16tTBsWPHEBQUBGNjY4SHh+Pu3bsICAjApUuXlJcbSYVMJkNAQIDydUREBLy9vdXe79q1azF27Fi19/M6qFXr1dlcoVCgd+/ekMvl+Omnnyp1nPDw8Erf5bQmefr0KaZMmQI7Ozs4OzvjzTffxPr16xEQEID169eXuU2nTp2U35f386iq331NOXfuHGQyGXbu3Fnm+oq+n4r8fla36Ojoct+HlFXVz8DLywunTp0C8OzfzuKbEtYkDBBVxMjICAsWLMCtW7egUCiQkpKCNWvWlHuHSm3S09NDREQEbt68qe1SSigoKNB2CRp1+fJl5OTkIDo6GhMnTqzUPnQlQIwfPx5paWm4fv06Ll++jAMHDrzy9+XChQsaqk5zQkJC4OHhUW5oqklqaoCojp8BAwTVGDKZDDNnzkRwcHCZ63/88Ud06dIFTk5OGDt2LPLz8xEeHo7AwEAAz/7TqlWrFjIzMwEArVq1wj///APg2U1dvL290bZtW4waNQp5eXkAnt0kq0ePHnB0dISHhwdiY2MBPPvgvPPOO+jduzc6duyI+Ph42NnZYdKkSXBwcIC7uzsePHhQ3V1SrWrVqoUFCxZALpfD0dERf//9NxITEzF8+HD8+eefkMvliIqKwpo1a9ClSxc4OzvDy8sLd+7cAfDsL5pu3bph6NCh6NChA/z8/JCbm4tjx45h586d+OKLLyCXyxEZGanld1o9bt++jbCwMKxYsQJGRkYAADMzM+Uo2tmzZ9G9e3fY2tqWGMkp76/sDRs2oE2bNnB1dcWOHTuqvf6qUlBQgG3btuH333/H8ePHlZ+58t5PXl4ePv74Y3Ts2BEdO3bEr7/+WuZ+IyIi0L17d7i6usLX1xeJiYkAgJ9//hkdO3aEk5MTXFxckJubCwDYunUr5HI5nJyc0KNHDwDPbrn/xRdfoEuXLnB0dMTnn3+u3H9Zv/9ZWVn48ssvERYWBrlcjh9++KFa+qyqqfozmD9/PhYuXKh87e3tjYiIiBL73LBhAy5cuIDAwEDI5XLEx8dr4q1UDUGSlp2dLQAIACI7O7tK9qmvry8UCoVo0aKFiI2NFceOHRNvvfWWEEKII0eOiOHDh4vCwkIhhBATJ04UK1asEA8fPhQtW7YUQggxZcoU0aVLF7Fnzx5x584d4erqKoQQYs2aNcLMzEwkJSWJoqIi4e/vL3788UchhBByuVzs2LFDCCFEaGio6NKli3Ibc3Nzcf/+fSGEEHfu3BEymUycPn1aefyFCxeq/Z5TU1OrvB9fRl9fX/k9ALFp0yYhhBDffvutGDt2rBBClOh3IYR4+PCh8vtt27aJDz74QNnO2NhYxMXFCSGE6Nu3r1i/fr0QQohRo0aJkJCQ6n0z/0fTfVhs586dwsnJqcx1o0aNEn379hUFBQXi3r17on79+iIvL08IUfJnUPx9SkqKsLCwEMnJycrf0ed/BtVNnT7ctWuX8PPzE0IIERAQIH799deXvp+lS5eKwYMHi8LCQvHo0SNha2srrl27JoT4//3x6NEj4ebmJjIyMoQQQmzdulW89957QgghrKysxJMnT4QQQmRkZIjCwkIRExMjWrRoIZKTk4UQ//93dvXq1eLzzz8XQghRWFgo+vXrJ/bu3SuEKP/3f82aNWLMmDGqdqEQQnu/i6r+DObNmyeCg4OV27/11lvi2LFjQgghPD09xcmTJ0t9rylV8X8LRyB0lIGBAWbPno0FCxaUWL53716cOHECLi4ukMvlOHz4MG7fvo1GjRrBxMQEiYmJOHPmDD777DMcP34cERER8PT0VG7v7e0NS0tLyGQyjBw5UpnSk5KS0L9/fwDA4MGDcfPmTeXdO729vUvcUtXS0hLu7u4AgM6dOyv/Eq+pZDIZBg8eDODl7yc2NhY9e/aEg4MD5s6di6tXryrXubi4KOfSvA59UpUGDRoEfX19NGvWDA0aNEBqamq5baOiotC9e3dYWFgof0drivXr12PYsGEAgGHDhiEkJOSl7yciIgKBgYHQ09NDw4YN0b9/fxw/frzEPiMjIxEbGwtPT0/I5XIEBwcrb37n7OyMoUOH4tdff4VCoYCenh6OHDkCf39/WFhYAAAaNWoE4Nm/G8UjEy4uLrhx44byFGlFf/9rAlV/Bq877c+kIa0ZPXo0vvnmG3Tv3l25TAiBqVOnYsqUKaXae3p6YseOHTA0NISPjw++++47pKamwt/fX9mmrEfCvuoxsS/ehtbQ0FD5vb6+fo2fG6Gnp4fatWsDePn7GTZsGDZu3Ag3NzdcvXoVgwYNUq573fpEFfb29rh16xYyMzNRr169Uut1oW8yMzOxe/duREZG4osvvoAQAvfv31eeVizLi5+7sj6HQgj06NED4eHhpdaFh4fj7NmzOHToEDp16oSIiAgIIco8lhAC3377LQYOHFhqXUV//6WuMj+DWrVqKR+ZDUB5Guh1wREIHWZgYIA5c+bg66+/Vi7z8/PDmjVrkJGRAQBIT09X/sXg6emJb775Bj169FD+p3/kyBF4eHgotz98+DBSUlIghMD69evh6emJevXqwdraGrt37wYAhIWFoU2bNuU+wVRXZWZmwtLSEgCwatWqCm1jamqqnIvyurKzs8OAAQMwceJE5T/AmZmZWLduncr7evPNN3H69Gncv39f+TtaE2zbtg39+vVDQkIC4uPjcffuXXz66adITk4u9/14eXlh3bp1EEIgPT0du3btKjFaCABubm44d+4crl27BgDIz8/H1atXUVBQgPj4eLi7u2PevHlo3749bty4AW9vb2zfvh0pKSkAgEePHgF49u/GypUrlT+f5ORk3L9//6Xvqab97lbmZ2Bra6u8G3FcXBwuX75c5r5rWl8UY4DQccVDnMW8vb0xYcIEeHh4wNHREW+99ZZySNPDwwNJSUnw8vIC8OwunObm5jAzM1Nu361bN4wYMQLt2rWDkZERxo0bB+DZzOX//ve/cHR0xPfff1+pf/xfd998843ypmMNGjSo0DZDhw7F8uXLX+tJlMCzQGVmZob27dvDwcEBPXv2VP5Vq4qmTZvim2++gYeHBzp16gRra+tqqLbqhYSE4N133y2x7N1338X69evLfT8TJkxAo0aN4ODggB49emDOnDmwt7cvsQ9zc3Ns2rQJY8eOhZOTE+RyOU6cOIHCwkKMGjUKDg4OcHBwgKWlJXx9fdG+fXssWrQIffr0gZOTk3L0ccyYMXBzc0OnTp3g4OAAf39/5R8h5enVqxfi4+NrzCTKyvwMBg8ejLy8PHTo0EE52bkso0ePxtSpU2vcJEqZKG9MiiTh+cd5Z2dn86lzlfTgwQPlPAv2Y+WwD9XHPqwa7Ef1VcX/LRyBICIiIpUxQBAREZHKGCCIiIhIZQwQREREpDIGCCIiIlIZAwQRERGprFJ3ohRCKG9DTNUrOztb+X1qaqryshtSzfMP5GI/Vg77UH3sw6rBflRfTk6O8vvK3s2hUveBeP76USIiIqq5UlNT0aRJE5W34ykMIiIiUpnaD9NKTU3lXcCq0YMHD5RPYWRfVx77UX3sQ/WxD6sG+1F9OTk5yrt5Vva5RGoHCBMTE/7wqtHzfcu+rjz2o/rYh+pjH1YN9mPVetUTk8vDUxhERESkMgYIIiIiUhkDBBEREamMAYKIiIhUxgBBREREKmOAIK2YPHkyrKysUKvW/78QKCEhAR4eHjAxMcHYsWPL3TYiIgKmpqaQy+WQy+UYNGiQJkqWnLL6EACioqLQpUsX2Nvbw97eHsnJyaW2VSgUGDlyJBwcHNC+fXtMmjQJRUVFmipdMhITE/HWW2+hffv2sLe3x2effQYAOHPmjPL3y97eHj/99FOZ22/YsAFOTk5wdHREp06dcPToUU2WLxm+vr6Qy+VwcHDAkCFDkJmZqVyXkZEBS0vLl36m58yZg1atWqFNmzbYtm2bJkqWpLL6UZXPqsb7UVRCdna2ACAAiOzs7Fe2ByCcnJxEhw4dRLt27cT06dNFZmamcr2rq2tlylBJenq6WLZsmdr7uXPnjjAwMBBOTk4iPT1d/cKEEG5ubsLExEScPHmy1LrU1FSV+rqmOHnypEhJSRH6+vrKZY8fPxanT58WK1euFGPGjCl322PHjom33npLpeO9jv1YVh9mZmaKNm3aiJiYGCGEEBkZGeLJkyeltl21apX48MMPhRBCFBQUiG7duondu3e/9HivYx8mJyeL8+fPCyGEUCgUonv37iI8PFzk5OSI/Px8IYQQ//zzj2jevLm4c+dOqe1Pnz4tHj58KIQQ4sqVK6JJkyaisLCw3OO9jn0oxLPfs2KTJ08W8+bNU74eN26cGD58eLmf6UOHDokePXqIgoICkZSUJKytrUVWVtZLj6dL/VjRz6qq/ajq/+Nl0cgIhL6+PqKjo3H9+nWcPXsWiYmJ8Pf3V66/cOFCtdeQkZGBH374QeXtCgoKSi2ztrZGdHQ0zMzMqqAyIDIyEp06daqSfdUU3bt3R9OmTUssa9CgAdzd3VGnTh0tVVWzlNWHGzduxNtvv4327dsDAOrXrw8jI6Myt8/JyUFBQQEUCgUUCkWpfekCCwsL5WfPwMAAzs7OSEhIgLGxsXJkR6FQoLCwsMzt3d3d0ahRIwBAx44doVAoSjxjQFfUr18fAFBUVITc3FzlfQWOHTsGhUKBt956q9xtt23bhoCAAOjr68PS0hLdunXDwYMHNVK31JTXjxX5rGqjHzV+CqN+/fpYtWoVzpw5g6tXrwJAiSHYIUOGoFOnTujYsSOmTp2qXB4QEICPP/4Y3bp1Q/PmzbF582YEBwfD2dkZnTt3xv379wEAT58+xYQJE9ClSxc4ODhg+fLlAICpU6ciMTERcrkcI0eOBPBsKLx79+5wdXWFr68vEhMTlcf66KOP4ObmhlGjRr3yPUVHR8PDwwNOTk5wdnbGX3/9hfj4eNjZ2WHChAno0KEDevXqhcuXL8PHxwd2dnb4/vvvq6ZDddTFixfh7OwMDw8PHDhwQNvlSMZff/0FhUIBb29vODs7Y968eWU+KGfkyJEwMDDAG2+8gTfeeAO+vr5wdXXVQsXS8fjxY4SHh8PHxwcAcPXqVTg4OKB58+aYNWsWWrRo8dLtN2/eDAcHB5iammqgWukZNGgQmjRpgtjYWEyfPh1Pnz7FZ599hsWLF790u6SkJFhbWytfN2/eXPlvsS56sR8r+lnVRj9qZQ5E/fr10apVK8TExJRa98svv+DChQu4cuUK7ty5U+I/h3v37uHkyZPYvXs3xowZg1atWuHy5cvo2bMnfvnlFwDA119/DRcXF5w7dw4XLlzA2rVrERMTg++//145cvD777/j8ePH+Pzzz7Fnzx5cvHgR48aNw4wZM5THunXrFk6cOIENGza89L3k5+dj8ODBCA4Oxp9//omzZ8/CysoKABAfH4/Ro0cjJiYGZmZmmDRpEnbu3Inz588jODgYubm5VdGdOsfFxQV3797F5cuXsXLlSowdOxZ37tzRdlmSUFBQgJMnTyI0NBRnzpzB2bNnsX79+lLtzp07h4KCAiQnJyMxMRF79uxBZGSkFiqWhry8PAwZMgSTJ09Gu3btAAAODg64evUqYmJi8Ouvv5Z4AuSLLl++jDlz5uC3337TVMmSExYWhuTkZFhZWSE0NBTz58/H+PHj0bhx45duV1bA1WUv9mNFP6va6Ee1b2VdWUKIMm+fuWrVKmzduhWFhYV48OABunfvjt69ewMABgwYAD09PTg4OCA3N1d5GkQulyuHavbu3YunT59ixYoVAIDMzEzExsbC2dm5xHEiIyMRGxsLT09PAM+GjJ7/y+G9995D7dq1X/k+YmNjYWZmptyPoaEhDA0N8fDhQ1haWqJLly7KGp8+fQojIyMYGRnB3Nwc9+/ff+VfNVRavXr1lN/b29ujW7duuHTpEmxtbbVYlTRYW1vD19dXeXptwIABuHjxIkaMGFGi3ebNm/H2228rf199fX1x9uxZuLu7a6Fq7SosLMTQoUMhl8sxffr0UuttbW3Rtm1bnD59uswJu3///TcGDx6MzZs3o3Xr1pooWbIMDAzwwQcfYNWqVXj8+DG2bNmCBQsWIDs7GwqFAnp6eli1alWJbaytrUv8pZyQkKD8d1NXPd+PVlZWFfqsaqMftTICkZmZibi4OHTo0KHE8uPHj2Pbtm04ceIErly5gmHDhpX4K93Q0BDAs/t2y2Qy5Ws9PT3lXAUhBDZs2IDo6GhER0fj9u3bZX7ohRDo0aOHst2VK1dw+vRp5fqK3lv9ZamvuL7iGl98Xdb8Cnq1lJQUZb/fu3cPZ86cgb29vZarkgZ/f3+cPn0aCoUCRUVFOHLkSJl9Y2NjgyNHjqCoqAgKhQInT54s9XnUFePHj4epqSm+++475bLbt28rP5+pqamIiopSzit5XlJSEvr27YuVK1fCzc1NYzVLSVZWFlJSUgA8+0Ns586dsLe3x8mTJxEfH4/4+HgsXrwY77//fqnwADz7nV27di0KCwtx7949nDp1Cr6+vpp+G1pXXj9W9LOqjX7UeIDIzMzEhAkT4O7ujo4dO5ZY988//8DMzAympqZ49OhRpS5D8fPzw7Jly5STnm7evInMzEyYmpoiKytL2c7NzQ3nzp3DtWvXADw7FVE8J0MV7dq1Q0ZGBo4fPw7g2YSr7Oxslfejaz766CNYWVmhsLAQVlZWmDhxIp48eQIrKytMmzYNmzZtgpWVFSIiIgAAX375JX7++WcAzyYLdezYEXK5HH379sXChQuVw866pKw+bNWqFUaMGAFnZ2c4OjrijTfewOjRowGU7MOJEycCgLIfvby80KdPH629F205ffo0fvvtN1y4cAHOzs6Qy+X44YcfcOLECTg5OcHJyQm9e/cu8Tv2fD/++9//xoMHDzB79mzlZZ/x8fFafEeal5WVhf79+8PR0RGOjo4oKCjA3LlzX7rN833o4+ODrl27ok2bNvDy8sKSJUt0ch5Jef34ss+q1vuxMpduqHsZ54wZM0pcXlJ8GZpCoRADBgwQbdq0EV5eXmLEiBEiODhYCCHEqFGjREhISKlthBBi06ZNYtiwYUIIIZ4+fSomTZok7O3thb29vfD09BRpaWlCCCFGjBghOnToIEaMGCGEECIiIkK8+eabwtHRUXTo0EEsX768zGM9786dO6Jly5Ylll2+fFl069ZNODg4CBcXF/HXX3+VahccHFzi0qa2bduKmzdvKl97enrq1GWcmsZ+VB/7UH3sw6rBflRfVVzGKRNC9ZkXOTk5qFu3LgAgOztbpx6lGh8fD29vb9y6datK9+vl5YWFCxeie/fuJZY/ePBA+cx2XevrqsR+VB/7UH3sw6rBflRfVfw/zjtRqkhfXx+5ubmQy+XIyMiokn26u7vj9u3bMDAwqJL9ERERVTetXYVRU1lbWyMpKalK96nLl88REVHNxBEIIiIiUhkDBBEREamMAYKIiIhUpvYcCF18cIwmPd+/7OvKYz+qj32oPvZh1WA/qq8q+k3tyziJiIio5uJlnERERKQxlRqBEELgyZMn1VEPveD5vjY2Ni7zAWT0auxH9bEP1cc+rBrsx6pV2T6sVIAgIiIi3cZTGERERKQyBggiIiJSGQMEERERqYwBgoiIiFTGAEFEREQqY4AgIiIilTFAEBERkcoYIIiIiEhlDBBERESkMgYIIiIiUhkDBBEREamMAYKIiIhU9v8APFOydlasg/YAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df = pd.DataFrame({'Subgroup': ['Newborn', 'Infant', 'Child', 'Adolescent', 'Adult'],\n",
" 'Diameter [cm]':[11.5, 16.8, 23.2, 34, 38],\n",
" 'Age [yrs]': [0, 2, 12, 21, 38]})\n",
"f, ax=plt.subplots(figsize=(3.5,3), dpi=150)\n",
"df.plot.bar(ax=ax, x='Subgroup',y='Diameter [cm]', table=True, legend=False)\n",
"ax.get_xaxis().set_visible(False)\n",
"ax.set_ylabel('Mean Effective Diameter [cm]')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Below we can compare noise reduction performance as a function of pediatric subgroup following the binning of patient size into these subgroups and see that performance is best in adults and adolescents which better represent the adult training dataset, the [Mayo Clinic Low Dose Grand Challenge Dataset](https://aapm.onlinelibrary.wiley.com/doi/full/10.1002/mp.12345)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
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"source": [
"f, ax = plt.subplots()\n",
"sns.barplot(data=results[results.recon != 'fbp'], x='pediatric subgroup', y='noise std [HU] reduction [%]', hue='recon', capsize=0.15, ax=ax)\n",
"f.savefig('../pediatric_subgroup_performance.png', dpi=300)"
]
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"source": [
"## Conclusions\n",
"\n",
"Noise reduction is but one of several factors to consider when assessing image quality of CT reconstructions and denoising algorithms, for more information on image quality assessments to justify dose reduction please see [Vaishnav 2018](https://aapm.onlinelibrary.wiley.com/doi/full/10.1118/1.4881148). For a review of unique considerations for dose reduction with AI reconstruction and denoising please see [Brady 2023](https://academic.oup.com/bjr/article/96/1150/20220915/7498930). \n",
"\n",
"This concludes our worked examples. Next you can refer to the [API guide](https://pediatriciqphantoms.readthedocs.io/en/latest/function_reference.html) for more detailed function documentation or [consider contributing the package](https://pediatriciqphantoms.readthedocs.io/en/latest/contributing.html).\n",
"\n",
"**Further Steps**\n",
"\n",
"These notebooks have provided simple examples for generating CT datasets representative of pediatric-sized patients with flexibility to simulate a range of x-ray dose and system parameters. Next you are encouraged to explore other tools for assessing task-based image quality using the [Low Contrast Detectability for CT Toolbox](https://github.com/DIDSR/LCD_CT) which is compatible with the MITA-LCD images made available in [pediatricIQphantoms](https://github.com/DIDSR/pediatricIQphantoms)"
]
}
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"outputs": [
{
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