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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import pydicom as dicom\n", | |
"import json\n", | |
"import xmltodict\n", | |
"import matplotlib\n", | |
"import matplotlib.pyplot as plt\n", | |
"from matplotlib.patches import Polygon\n", | |
"import numpy as np\n", | |
"import pandas as pd\n", | |
"import xml.etree.ElementTree as xmlParser\n", | |
"import os" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"['TCIA_LIDC-IDRI_06-22-2015.jnlp',\n", | |
" '.gitignore',\n", | |
" 'tcia-diagnosis-data-2012-04-20.xls',\n", | |
" 'Untitled.ipynb',\n", | |
" '.ipynb_checkpoints',\n", | |
" '.git',\n", | |
" 'LIDC-IDRI_MetaData.csv',\n", | |
" 'LIDC-XML-only.tar.gz',\n", | |
" 'LIDC-XML-only',\n", | |
" 'lidc-idri nodule counts (6-23-2015).xlsx',\n", | |
" 'Untitled.py',\n", | |
" 'IMAGES']" | |
] | |
}, | |
"execution_count": 2, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"images_dir = \"./IMAGES/LIDC-IDRI\"\n", | |
"os.listdir()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>Collection</th>\n", | |
" <th>Patient Id</th>\n", | |
" <th>Study Date</th>\n", | |
" <th>Study Description</th>\n", | |
" <th>Modality</th>\n", | |
" <th>Series Description</th>\n", | |
" <th>Manufacturer</th>\n", | |
" <th>Manufacturer Model</th>\n", | |
" <th>Software Version</th>\n", | |
" <th>Series UID</th>\n", | |
" <th>Unnamed: 10</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>LIDC-IDRI</td>\n", | |
" <td>LIDC-IDRI-0001</td>\n", | |
" <td>01/01/2000</td>\n", | |
" <td>NaN</td>\n", | |
" <td>CT</td>\n", | |
" <td>NaN</td>\n", | |
" <td>GE MEDICAL SYSTEMS</td>\n", | |
" <td>LightSpeed Plus</td>\n", | |
" <td>LightSpeedApps2.4.2_H2.4M5</td>\n", | |
" <td>1.3.6.1.4.1.14519.5.2.1.6279.6001.179049373636...</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>LIDC-IDRI</td>\n", | |
" <td>LIDC-IDRI-0001</td>\n", | |
" <td>01/01/2000</td>\n", | |
" <td>NaN</td>\n", | |
" <td>DX</td>\n", | |
" <td>NaN</td>\n", | |
" <td>GE MEDICAL SYSTEMS</td>\n", | |
" <td>Revolution XQi ADS_28.2</td>\n", | |
" <td>Ads Application Package VERSION ADS_28.2</td>\n", | |
" <td>1.3.6.1.4.1.14519.5.2.1.6279.6001.141365756818...</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>LIDC-IDRI</td>\n", | |
" <td>LIDC-IDRI-0002</td>\n", | |
" <td>01/01/2000</td>\n", | |
" <td>NaN</td>\n", | |
" <td>CT</td>\n", | |
" <td>NaN</td>\n", | |
" <td>GE MEDICAL SYSTEMS</td>\n", | |
" <td>LightSpeed16</td>\n", | |
" <td>06MW03.5</td>\n", | |
" <td>1.3.6.1.4.1.14519.5.2.1.6279.6001.619372068417...</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>LIDC-IDRI</td>\n", | |
" <td>LIDC-IDRI-0002</td>\n", | |
" <td>01/01/2000</td>\n", | |
" <td>NaN</td>\n", | |
" <td>DX</td>\n", | |
" <td>NaN</td>\n", | |
" <td>GE MEDICAL SYSTEMS</td>\n", | |
" <td>Revolution XRd ADS_27.5.4</td>\n", | |
" <td>Ads Application Package VERSION ADS_27.5.4</td>\n", | |
" <td>1.3.6.1.4.1.14519.5.2.1.6279.6001.493562949900...</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>LIDC-IDRI</td>\n", | |
" <td>LIDC-IDRI-0003</td>\n", | |
" <td>01/01/2000</td>\n", | |
" <td>NaN</td>\n", | |
" <td>CT</td>\n", | |
" <td>NaN</td>\n", | |
" <td>GE MEDICAL SYSTEMS</td>\n", | |
" <td>LightSpeed16</td>\n", | |
" <td>06MW03.5</td>\n", | |
" <td>1.3.6.1.4.1.14519.5.2.1.6279.6001.170706757615...</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" Collection Patient Id Study Date Study Description Modality \\\n", | |
"0 LIDC-IDRI LIDC-IDRI-0001 01/01/2000 NaN CT \n", | |
"1 LIDC-IDRI LIDC-IDRI-0001 01/01/2000 NaN DX \n", | |
"2 LIDC-IDRI LIDC-IDRI-0002 01/01/2000 NaN CT \n", | |
"3 LIDC-IDRI LIDC-IDRI-0002 01/01/2000 NaN DX \n", | |
"4 LIDC-IDRI LIDC-IDRI-0003 01/01/2000 NaN CT \n", | |
"\n", | |
" Series Description Manufacturer Manufacturer Model \\\n", | |
"0 NaN GE MEDICAL SYSTEMS LightSpeed Plus \n", | |
"1 NaN GE MEDICAL SYSTEMS Revolution XQi ADS_28.2 \n", | |
"2 NaN GE MEDICAL SYSTEMS LightSpeed16 \n", | |
"3 NaN GE MEDICAL SYSTEMS Revolution XRd ADS_27.5.4 \n", | |
"4 NaN GE MEDICAL SYSTEMS LightSpeed16 \n", | |
"\n", | |
" Software Version \\\n", | |
"0 LightSpeedApps2.4.2_H2.4M5 \n", | |
"1 Ads Application Package VERSION ADS_28.2 \n", | |
"2 06MW03.5 \n", | |
"3 Ads Application Package VERSION ADS_27.5.4 \n", | |
"4 06MW03.5 \n", | |
"\n", | |
" Series UID Unnamed: 10 \n", | |
"0 1.3.6.1.4.1.14519.5.2.1.6279.6001.179049373636... NaN \n", | |
"1 1.3.6.1.4.1.14519.5.2.1.6279.6001.141365756818... NaN \n", | |
"2 1.3.6.1.4.1.14519.5.2.1.6279.6001.619372068417... NaN \n", | |
"3 1.3.6.1.4.1.14519.5.2.1.6279.6001.493562949900... NaN \n", | |
"4 1.3.6.1.4.1.14519.5.2.1.6279.6001.170706757615... NaN " | |
] | |
}, | |
"execution_count": 3, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"df = pd.read_csv('LIDC-IDRI_MetaData.csv')\n", | |
"df.head()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>Collection</th>\n", | |
" <th>Patient Id</th>\n", | |
" <th>Modality</th>\n", | |
" <th>Series Description</th>\n", | |
" <th>Software Version</th>\n", | |
" <th>Series UID</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>LIDC-IDRI</td>\n", | |
" <td>LIDC-IDRI-0001</td>\n", | |
" <td>CT</td>\n", | |
" <td>NaN</td>\n", | |
" <td>LightSpeedApps2.4.2_H2.4M5</td>\n", | |
" <td>1.3.6.1.4.1.14519.5.2.1.6279.6001.179049373636...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>LIDC-IDRI</td>\n", | |
" <td>LIDC-IDRI-0001</td>\n", | |
" <td>DX</td>\n", | |
" <td>NaN</td>\n", | |
" <td>Ads Application Package VERSION ADS_28.2</td>\n", | |
" <td>1.3.6.1.4.1.14519.5.2.1.6279.6001.141365756818...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>LIDC-IDRI</td>\n", | |
" <td>LIDC-IDRI-0002</td>\n", | |
" <td>CT</td>\n", | |
" <td>NaN</td>\n", | |
" <td>06MW03.5</td>\n", | |
" <td>1.3.6.1.4.1.14519.5.2.1.6279.6001.619372068417...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>LIDC-IDRI</td>\n", | |
" <td>LIDC-IDRI-0002</td>\n", | |
" <td>DX</td>\n", | |
" <td>NaN</td>\n", | |
" <td>Ads Application Package VERSION ADS_27.5.4</td>\n", | |
" <td>1.3.6.1.4.1.14519.5.2.1.6279.6001.493562949900...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>LIDC-IDRI</td>\n", | |
" <td>LIDC-IDRI-0003</td>\n", | |
" <td>CT</td>\n", | |
" <td>NaN</td>\n", | |
" <td>06MW03.5</td>\n", | |
" <td>1.3.6.1.4.1.14519.5.2.1.6279.6001.170706757615...</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" Collection Patient Id Modality Series Description \\\n", | |
"0 LIDC-IDRI LIDC-IDRI-0001 CT NaN \n", | |
"1 LIDC-IDRI LIDC-IDRI-0001 DX NaN \n", | |
"2 LIDC-IDRI LIDC-IDRI-0002 CT NaN \n", | |
"3 LIDC-IDRI LIDC-IDRI-0002 DX NaN \n", | |
"4 LIDC-IDRI LIDC-IDRI-0003 CT NaN \n", | |
"\n", | |
" Software Version \\\n", | |
"0 LightSpeedApps2.4.2_H2.4M5 \n", | |
"1 Ads Application Package VERSION ADS_28.2 \n", | |
"2 06MW03.5 \n", | |
"3 Ads Application Package VERSION ADS_27.5.4 \n", | |
"4 06MW03.5 \n", | |
"\n", | |
" Series UID \n", | |
"0 1.3.6.1.4.1.14519.5.2.1.6279.6001.179049373636... \n", | |
"1 1.3.6.1.4.1.14519.5.2.1.6279.6001.141365756818... \n", | |
"2 1.3.6.1.4.1.14519.5.2.1.6279.6001.619372068417... \n", | |
"3 1.3.6.1.4.1.14519.5.2.1.6279.6001.493562949900... \n", | |
"4 1.3.6.1.4.1.14519.5.2.1.6279.6001.170706757615... " | |
] | |
}, | |
"execution_count": 4, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"df = df.drop(['Study Date', 'Study Description', 'Unnamed: 10', 'Manufacturer Model', 'Manufacturer'], axis=1)\n", | |
"df.head()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"os.chdir('./IMAGES/')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"nums = map(str, list(range(1,13)))\n", | |
"files = [dicom.read_file('./%s.dcm'%(i.zfill(6))) for i in nums]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"12" | |
] | |
}, | |
"execution_count": 8, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"len(files)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"with open(\"069.xml\", 'r') as f:\n", | |
" xmlString = f.read()\n", | |
"\n", | |
"jsonString = json.dumps(xmltodict.parse(xmlString), indent=4)\n", | |
"\n", | |
"obj = json.loads(jsonString)\n", | |
"\n", | |
"sessions = obj['LidcReadMessage']['readingSession']" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 24, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def getMaskCoords(zPosition):\n", | |
" \"\"\"\n", | |
" zPosition= must be a int or float of slice position \n", | |
" \"\"\"\n", | |
" zPosition = str(zPosition)\n", | |
" \n", | |
" global sessions\n", | |
"\n", | |
" for sess in sessions:\n", | |
" try:\n", | |
" for nodules in sess['unblindedReadNodule']:\n", | |
" for roi in nodules['roi']:\n", | |
"\n", | |
" if roi['imageZposition'] == zPosition:\n", | |
" print(roi['imageZposition'] )\n", | |
" coords = [[i[j] for j in i.keys()] for i in roi['edgeMap']]\n", | |
" return coords\n", | |
" except:\n", | |
" return None" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 25, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"-112.500000\n" | |
] | |
} | |
], | |
"source": [ | |
"mask = getMaskCoords(files[2].ImagePositionPatient[2])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 27, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def getMask(image, mask):\n", | |
" \"\"\"image = image pixels array\n", | |
" mask = mask coords array\n", | |
" \"\"\"\n", | |
" plt.figure(figsize=(12, 12))\n", | |
" plt.imshow(np.zeros(image.shape), cmap=plt.cm.gray)\n", | |
" plt.imshow(image, cmap=plt.cm.gray)\n", | |
" try:\n", | |
" return plt.gca().add_patch(matplotlib.patches.Polygon(mask, True, ec='r', fc='none'))\n", | |
" except:\n", | |
" pass" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 28, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.patches.Polygon at 0x7f1254a81978>" | |
] | |
}, | |
"execution_count": 28, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f12549b9f60>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"getMask(files[2].pixel_array, mask)" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"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": "3.5.2" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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