{ "cells": [ { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/lib/python3/dist-packages/urllib3/connection.py:391: SubjectAltNameWarning: Certificate for merlin.fmf.uni-lj.si has no `subjectAltName`, falling back to check for a `commonName` for now. This feature is being removed by major browsers and deprecated by RFC 2818. (See https://github.com/urllib3/urllib3/issues/497 for details.)\n", " warnings.warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "User: andrej studen CSRF: e38e7c8505b76f18934e3fb0f5a0f262\n" ] } ], "source": [ "import sys\n", "import os\n", "import SimpleITK\n", "import numpy\n", "import matplotlib.pyplot\n", "sys.path.append(os.path.join(os.path.expanduser('~'),'software','src','nixSuite','wrapper'))\n", "import nixWrapper\n", "nixWrapper.loadLibrary('labkeyInterface')\n", "import labkeyInterface\n", "net=labkeyInterface.labkeyInterface()\n", "fconfig=os.path.join(os.path.expanduser('~'),'.labkey','network.json')\n", "net.init(fconfig)\n", "net.getCSRF()\n", "import labkeyFileBrowser\n", "sys.path.append(os.getcwd())\n", "import downloadPatient\n", "fb=labkeyFileBrowser.labkeyFileBrowser(net)\n", "project='dinamic_spect/Patients'\n", "locDir=os.path.join(os.path.expanduser('~'),'temp','dynamicSPECT')\n", "import labkeyDatabaseBrowser\n", "db=labkeyDatabaseBrowser.labkeyDB(net)\n", "ds=db.selectRows(project,'study','ImagingData',[])\n", "patients=list(set([row['PatientId'] for row in ds['rows']]))\n" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "9\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "9\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "9\n" ] } ], "source": [ "patients1=[patients[2]]\n", "v1='k1'\n", "var='Median'\n", "for p in patients1:\n", " for nclass in [10,20,30]:\n", " rows=[r for r in ds['rows'] if r['PatientId']==p and abs(r['SequenceNum']-nclass)<1]\n", " nseg=len(rows)\n", " fx=100/nseg*2*numpy.pi*numpy.array([r['SequenceNum']-nclass for r in rows])\n", " fy=60*numpy.array([r[v1+'MIR'+var] for r in rows])\n", " fyerr=60*numpy.array([r[v1+'MIR'+var+'Std'] for r in rows])\n", " fy1=60*numpy.array([r[v1+'OBR'+var] for r in rows])\n", " fy1err=60*numpy.array([r[v1+'OBR'+var+'Std'] for r in rows])\n", " fig = matplotlib.pyplot.figure()\n", " ax = matplotlib.pyplot.axes(polar=True)\n", " ax.errorbar(fx, fy, yerr=fyerr, capsize=0)\n", " ax.errorbar(fx, fy1, yerr=fy1err, capsize=0)\n", " #ax.set_rorigin(-0.3)\n", " matplotlib.pyplot.yticks(0.1*numpy.arange(2, 10,2))\n", " matplotlib.pyplot.show()\n", " print(len(rows))" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "9\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "9\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "9\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "9\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "9\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "9\n" ] } ], "source": [ "#plot comparisson by class\n", "patients1=patients\n", "v1='v19'\n", "varCorrect=60\n", "if v1=='v19':\n", " varCorrect=1e-3\n", "var='Median'\n", "for p in patients1:\n", " fig = matplotlib.pyplot.figure()\n", " ax = matplotlib.pyplot.axes(polar=True)\n", " for nclass in [10,20,30]:\n", " rows=[r for r in ds['rows'] if r['PatientId']==p and abs(r['SequenceNum']-nclass)<1]\n", " nseg=len(rows)\n", " fx=100/nseg*2*numpy.pi*numpy.array([r['SequenceNum']-nclass for r in rows])\n", " fy=varCorrect*numpy.array([r[v1+'MIR'+var] for r in rows])\n", " try:\n", " fyerr=varCorrect*numpy.array([r[v1+'MIR'+var+'Std'] for r in rows])\n", " except KeyError:\n", " fyerr=numpy.zeros(fy.shape)\n", " ax.errorbar(fx, fy, yerr=fyerr, capsize=0)\n", " ax.set_rlim(0,1)\n", " \n", " matplotlib.pyplot.show()\n", " fig = matplotlib.pyplot.figure()\n", " ax = matplotlib.pyplot.axes(polar=True)\n", " for nclass in [10,20,30]:\n", " rows=[r for r in ds['rows'] if r['PatientId']==p and abs(r['SequenceNum']-nclass)<1]\n", " nseg=len(rows)\n", " fy1=varCorrect*numpy.array([r[v1+'OBR'+var] for r in rows])\n", " try:\n", " fy1err=varCorrect*numpy.array([r[v1+'OBR'+var+'Std'] for r in rows])\n", " except KeyError:\n", " fy1err=numpy.zeros(fy1.shape)\n", " ax.errorbar(fx, fy1, yerr=fy1err, capsize=0)\n", " ax.set_rlim(0,1)\n", " matplotlib.pyplot.show()\n", " #ax.set_rorigin(-0.3)\n", " print(len(rows))" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "9\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "9\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "9\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "9\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "9\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "9\n" ] } ], "source": [ "#plot comparisson by class\n", "patients1=patients\n", "v1='k1'\n", "var='90p'\n", "for p in patients1:\n", " fig = matplotlib.pyplot.figure()\n", " ax = matplotlib.pyplot.axes(polar=True)\n", " for nclass in [10,20,30]:\n", " rows=[r for r in ds['rows'] if r['PatientId']==p and abs(r['SequenceNum']-nclass)<1]\n", " nseg=len(rows)\n", " fx=100/nseg*2*numpy.pi*numpy.array([r['SequenceNum']-nclass for r in rows])\n", " fy=60*numpy.array([r[v1+'MIR'+var] for r in rows])\n", " try:\n", " fyerr=60*numpy.array([r[v1+'MIR'+var+'Std'] for r in rows])\n", " except KeyError:\n", " fyerr=numpy.zeros(fy.shape)\n", " fy1=60*numpy.array([r[v1+'OBR'+var] for r in rows])\n", " try:\n", " fy1err=60*numpy.array([r[v1+'OBR'+var+'Std'] for r in rows])\n", " except KeyError:\n", " fy1err=numpy.zeros(fy1.shape)\n", " fq=fy1/fy;\n", " fe=numpy.sqrt(numpy.power(fyerr/fy,2)+numpy.power(fy1err/fy1,2))*fq\n", " ax.errorbar(fx, fq, yerr=fe, capsize=0)\n", " ax.set_rlim(0,5)\n", " matplotlib.pyplot.show()\n", " #ax.set_rorigin(-0.3)\n", " print(len(rows))" ] }, { "cell_type": "code", "execution_count": 104, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(3, 6, 9)\n", "0.21027698286315857\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "0.6761352546353504\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "0.2885292919290429\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "0.32453629820917174\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "0.3057394935669287\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "0.38411353004904286\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#plot errors (as function of nclass)\n", "patients1=patients\n", "v1='k1'\n", "var='Median'\n", "\n", "regions=list(set([r['regionId'] for r in ds['rows']]))\n", "classes=list(set([r['nclass'] for r in ds['rows']]))\n", "\n", "fy=numpy.zeros((len(classes),len(patients),len(regions)))\n", "fy1=numpy.zeros((len(classes),len(patients),len(regions)))\n", "print(fy.shape)\n", "ip=0\n", "for p in patients1:\n", " rows=[r for r in ds['rows'] if r['PatientId']==p]\n", " regions=list(set([r['regionId'] for r in rows]))\n", " classes=list(set([r['nclass'] for r in rows]))\n", " \n", " #average over class\n", " favg=numpy.zeros(len(regions))\n", " favg1=numpy.zeros(len(regions))\n", " for rid in regions:\n", " rows1=[r for r in rows if r['regionId']==rid]\n", " favg[rid-1]=60*numpy.mean(numpy.array([r[v1+'MIR'+var] for r in rows1]))\n", " favg1[rid-1]=60*numpy.mean(numpy.array([r[v1+'OBR'+var] for r in rows1]))\n", " \n", " ic=0 \n", " for nclass in classes:\n", " rows=[r for r in ds['rows'] if r['PatientId']==p and abs(r['SequenceNum']-nclass)<1]\n", " nseg=len(rows)\n", " fx=100/nseg*2*numpy.pi*numpy.array([r['SequenceNum']-nclass for r in rows])\n", " fy[ic,ip,:]=60*numpy.array([r[v1+'MIR'+var+'Std'] for r in rows])/favg\n", " fy1[ic,ip,:]=60*numpy.array([r[v1+'OBR'+var+'Std'] for r in rows])/favg1\n", " #matplotlib.pyplot.plot(fx, fyerr)\n", " #matplotlib.pyplot.plot(fx, fy1err)\n", " ic+=1\n", " #matplotlib.pyplot.ylim(0,1)\n", " #matplotlib.pyplot.title('This is a title')\n", " \n", " #matplotlib.pyplot.show()\n", " #ax.set_rorigin(-0.3)\n", " ip+=1\n", " \n", "for ic in numpy.arange(fy.shape[0]):\n", " for ip in numpy.arange(fy.shape[1]):\n", " matplotlib.pyplot.plot(fx,fy[ic,ip,:])\n", " matplotlib.pyplot.ylim(0,1)\n", " print(numpy.mean(fy[ic,:,:]))\n", " matplotlib.pyplot.show()\n", " for ip in numpy.arange(fy1.shape[1]):\n", " matplotlib.pyplot.plot(fx,fy1[ic,ip,:])\n", " print(numpy.mean(fy1[ic,:,:]))\n", " matplotlib.pyplot.ylim(0,1)\n", " matplotlib.pyplot.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 4 }