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amirziai/dicom.ipynb

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dicom.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import os\n",
"import pickle\n",
"import dicom\n",
"import pandas as pd\n",
"import numpy as np\n",
"from scipy import stats\n",
"import matplotlib.pyplot as plt\n",
"from sklearn.preprocessing import MinMaxScaler\n",
"from skimage import transform\n",
"import warnings\n",
"warnings.filterwarnings('ignore')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def crop_resize(img, size):\n",
" # crop image from the center\n",
" short_egde = min(img.shape[:2])\n",
" yy = int((img.shape[0] - short_egde) / 2)\n",
" xx = int((img.shape[1] - short_egde) / 2)\n",
"\n",
" crop_img = img[yy : yy + short_egde, xx : xx + short_egde]\n",
" resized_img = transform.resize(crop_img, (size, size))\n",
" # resized_img = np.asarray(resized_img) * 255\n",
" \n",
" #io.imshow(resized_img)\n",
" return resized_img"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Pre-processing\n",
"1. Min-max scale pixel_array\n",
"2. Remove images with less than 20% of pixels having 0.2 intensity (refer to dicom_03.ipynb for examples)\n",
"3. Crop and resize images (Mimi)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"errors: 854\n",
"total : 46831\n",
"0.0182357839892\n",
"patients with error: set(['1621842001NSM', '1688748001NKM', '1590286002NKM', '1685814001NKM', '1730904001NSM', '1594629001NKM', '1587397001NKM', '1658180001NKM', '1633746001NKM', '1692948001NQM', '1667024001NSM', '1657842001NQM', '1704734001NKM', '1649370001NKM', '1672687001NKM', '1666051001NKM', '1597283001NSM', '1651105002NKM', '1616910001NSM', '1734546001NKM', '1734841001NKM', '1570551001NSM', '1719067002NQM', '1577100001NKM', '1598393001NKM', '1677090001NSM', '1590897001NKM', '1610714001NQM', '1701687001NSM', '1594240001NQM', '1620255001NKM', '1667847001NKM', '1735847001NKM', '1654472001NKM', '1719242001NKM', '1693181001NKM', '1626954001NKM', '1669256001NSM', '1711809001NKM', '1704345001NSM', '1613454001NKM', '1709231001NQM', '1587011001NPM', '1702006001NKM', '1671946001NQM', '1687486001NQM', '1628025001NKM', '1621680001NKM', '1669066001NPM', '1663516001NQM', '1589462001NSM', '1621682001NKM', '1641357001NKM', '1670101001NKM', '1633246001NSM', '1669217001NKM', '1636246001NSM', '1678265001NKM', '1590286001NKM'])\n",
"CPU times: user 3min 36s, sys: 29.8 s, total: 4min 6s\n",
"Wall time: 4min 55s\n"
]
}
],
"source": [
"%%time\n",
"training_files = dict()\n",
"c = 0\n",
"errors = 0\n",
"processed = 0\n",
"patients_with_error = set()\n",
"\n",
"for subdir, dirs, files in os.walk('/Users/amirziai/Downloads/dicom_decompressed/'):\n",
" if 'ax' in subdir.lower():\n",
" accession = subdir.split('/')[-2]\n",
" for dicom_file in files:\n",
" try:\n",
" processed += 1\n",
" file_ = subdir + '/' + dicom_file\n",
" file_data = dicom.read_file(file_).pixel_array\n",
" mmscaler = MinMaxScaler()\n",
" scaled = mmscaler.fit_transform(file_data.reshape(-1, file_data.shape[0] * file_data.shape[1])[0])\n",
" pct_useful = len(np.where(scaled > .2)[0]) / float(len(scaled))\n",
" \n",
" if pct_useful >= .2 and pct_useful <= .8:\n",
" \n",
" scaled_data = scaled.reshape(file_data.shape[0], file_data.shape[1])\n",
" rescaled_data = crop_resize(scaled_data, 128)\n",
" accession_img = subdir.split('/')[-2] + '|' + subdir.split('/')[-1] + '|' + dicom_file\n",
" training_files[accession_img] = rescaled_data\n",
" \n",
" except Exception, e:\n",
" # print 'error in %s' % accession_img \n",
" errors += 1\n",
" patients_with_error.add(accession_img.split('|')[0])\n",
" # print e\n",
" pass\n",
" \n",
"# if c > 20:\n",
"# break\n",
" \n",
" c += 1\n",
" \n",
"print('errors: %s' % errors)\n",
"print('total : %s' % processed)\n",
"print('%s' % (errors / float(processed)))\n",
"print('patients with error: %s' % patients_with_error)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### TODO: investigate the images causing error"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Extract labels"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### TODO: what's the logic?"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1474925001TCM\n",
" INDICATION: CVA, stroke. The patient has weakness of the upper and lower \n",
"\n",
" left extremities. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1494588001NSM\n",
"\n",
"\n",
"\n",
"1498703001TVM\n",
" FINDINGS: Multiecho, multiplanar images of the brain provided. No \n",
"\n",
" restricted diffusion. Foramen magnum is patent. The ventricles are normal \n",
"\n",
" in size. Persistent cavum septum vergae is present. No abnormal \n",
"\n",
" extraaxial fluid collection or mass effect. There is patchy \n",
"\n",
" periventricular white matter T2 hyperintensities noted along the \n",
"\n",
" subependymal surface on the left in a somewhat perpendicular to the \n",
"\n",
" subependymal surface. Nonspecific but can be seen in patient's with \n",
"\n",
" demyelinating process. Contrast was not administered. Typical flow voids \n",
"\n",
" are seen in the intracranial ICAs, basilar arteries and sagittal sinus. \n",
"\n",
" Globes are symmetrical. The visualized paranasal sinuses and mastoid air \n",
"\n",
" cells are clear. VII/VIII nerve complexes and pituitary appear within \n",
"\n",
" normal limits. Cerebellar hemispheres, midbrain, pons and cervicomedullary \n",
"\n",
" junction have normal signal and T2 morphology. \n",
"\n",
" \n",
"\n",
" IMPRESSION: PERIVENTRICULAR T2 HYPERINTENSITIES ARE NOTED AS DESCRIBED \n",
"\n",
" ABOVE. THIS IS NONSPECIFIC BUT CAN BE SEEN IN PATIENT WITH DEMYLINATING \n",
"\n",
" PROCESS. MAY WISH TO CORRELATE WITH MS PANEL. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1557870001NSM\n",
" FINDINGS: A single sagittal sequence demonstrates diffuse atrophy and no \n",
"\n",
"significant change. \n",
"\n",
" \n",
"\n",
" CONCLUSION: Cerebral atrophy. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1570551001NSM\n",
"\n",
"\n",
"\n",
"1577100001NKM\n",
"\n",
"\n",
"\n",
"1578877001NSM\n",
" CONCLUSION: Atrophy. White matter degeneration. Ventriculomegaly. Lacunar \n",
"\n",
"infarct involving the right corona radiata and centrum ovale. Bimaxillary sinus \n",
"\n",
"disease. \n",
"\n",
"\n",
"\n",
"\n",
"1581031001NQM\n",
"\n",
"\n",
"\n",
"1583150001NSM\n",
" CONCLUSION: No acute intracranial abnormality is seen. Atrophy. White matter \n",
"\n",
"degeneration. Evidence of bilateral lacunar infarcts involving the basal \n",
"\n",
"ganglia and corona radiata significantly greater on the right than on the left. \n",
"\n",
"Ventriculomegaly. Minimal sinus disease. \n",
"\n",
" Mastoiditis. \n",
"\n",
"\n",
"\n",
"\n",
"1583294001NKM\n",
"\n",
"\n",
"\n",
"1584956001NPM\n",
" CONCLUSION: Mild cortical atrophy. Scattered signal abnormalities consistent \n",
"\n",
"with white matter degeneration due to small vessel angiopathy. No acute \n",
"\n",
"intracranial abnormality is seen. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1587011001NPM\n",
" CONCLUSION: No acute intracranial abnormality is seen. Atrophy. White matter \n",
"\n",
"degeneration. Mild ventriculomegaly. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1587397001NKM\n",
"\n",
"\n",
"\n",
"1589462001NSM\n",
" CONCLUSION: Multifocal chronic supra and infratentorial infarcts and chronic \n",
"\n",
"white matter ischemic changes. No acute infarct. No hemorrhage, mass or \n",
"\n",
"hydrocephalus. \n",
"\n",
"\n",
"\n",
"\n",
"1590258001NKM\n",
"\n",
"\n",
"\n",
"1590286001NKM\n",
"\n",
"\n",
"\n",
"1590286002NKM\n",
"CLINICAL INDICATION: Altered mental status changes. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1590897001NKM\n",
"\n",
"\n",
"\n",
"1594240001NQM\n",
"\n",
"\n",
"\n",
"1594629001NKM\n",
"\n",
"\n",
"\n",
"1595185001NKM\n",
"\n",
"\n",
"\n",
"1595236001NPM\n",
" CONCLUSION: Stable appearing MRI scan of the brain as described above with \n",
"\n",
"extensive old left middle cerebral artery infarct associated with \n",
"\n",
"encephalomalacic changes, gliosis and hyperintensity on the T1 weighted images \n",
"\n",
"along its margins and periphery most prominent anteriorly. Old right cerebellar \n",
"\n",
"hemispheric infarct. White matter degeneration possibly due to small vessel \n",
"\n",
"angiopathy. Ex vacuo dilatation of the left lateral ventricle. Sinus disease. \n",
"\n",
"Signal abnormality within the right mastoid air cells consistent with \n",
"\n",
"mastoiditis. \n",
"\n",
"\n",
"\n",
"\n",
"1596136001NSM\n",
" CONCLUSION: Stable exam, no acute intracranial abnormality. Stable mild \n",
"\n",
"ventriculomegaly. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1597283001NSM\n",
" CONCLUSION: Diffuse cortical atrophy. Extensive white matter degeneration due \n",
"\n",
"to small vessel angiopathy. Ventriculomegaly. No acute intracranial abnormality \n",
"\n",
"is seen. No significant change since previous study of 1/18/2014. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1598393001NKM\n",
"\n",
"\n",
"\n",
"1598394001NKM\n",
"\n",
"\n",
"\n",
"1601304001NPM\n",
" CONCLUSION: Normal examination. \n",
"\n",
" No evidence of acute ischemic changes. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1603596001NPM\n",
" CONCLUSION: No acute intracranial abnormality is seen. Atrophy. White matter \n",
"\n",
"degeneration. Ventriculomegaly. Minimal sinus disease. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1604838001NQM\n",
" FINDINGS: Ventricles, basal cisterns, and cortical sulci within normal limits \n",
"\n",
"for the patient's age. Normal gray-white matter interface. Mild periventricular \n",
"\n",
"microvasculopathy. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1606216001NPM\n",
" CONCLUSION: Atrophy. White matter degeneration. No acute intracranial \n",
"\n",
"abnormality is seen. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1608305001NSM\n",
" CONCLUSION: No acute intracranial abnormality. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1610714001NQM\n",
" FINDINGS: Innumerable tiny foci of acute ischemia are scattered throughout the \n",
"\n",
"brain. Areas of acute ischemia are seen within the left cerebellum, bilateral \n",
"\n",
"occipital lobes (right greater than left), left thalamus, bilateral parietal \n",
"\n",
"lobes (right greater than left), and bilateral frontal lobes. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1613454001NKM\n",
"\n",
"\n",
"\n",
"1616910001NSM\n",
" CONCLUSION: Stable exam, no acute intracranial abnormality. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1620255001NKM\n",
"\n",
"\n",
"\n",
"1621679001NKM\n",
"\n",
"\n",
"\n",
"1621680001NKM\n",
"\n",
"\n",
"\n",
"1621682001NKM\n",
"\n",
"\n",
"\n",
"1621842001NSM\n",
" CONCLUSION: Mild atrophy and minimal senescent/microangiopathic white matter \n",
"\n",
"changes. No intracranial space-occupying lesion or acute infarct is identified. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1626954001NKM\n",
"\n",
"\n",
"\n",
"1627275001NPM\n",
"\n",
"\n",
"\n",
"1628025001NKM\n",
"\n",
"\n",
"\n",
"1629839001NPM\n",
" CONCLUSION: No acute intracranial abnormality is seen. Signal abnormality \n",
"\n",
"seen on the FLAIR imaging most consistent with white matter degeneration \n",
"\n",
"possibly due to small vessel angiopathy. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1630057001NSM\n",
" FINDINGS: This examination is technically limited due to motion artifact. \n",
"\n",
"There is moderate to severe central volume loss, greater than expected for the \n",
"\n",
"patient's age. There is moderate ventricular enlargement involving the lateral \n",
"\n",
"and third ventricles. The fourth ventricle is normal. There is a prominent \n",
"\n",
"cisterna magna. \n",
"\n",
" \n",
"\n",
" CONCLUSION: No evidence of acute infarct or mass effect. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1631229001NSM\n",
" CONCLUSION: No acute intracranial abnormality is seen. White matter \n",
"\n",
"degeneration. \n",
"\n",
"\n",
"\n",
"\n",
"1632332001NSM\n",
" CONCLUSION: Normal examination. \n",
"\n",
" No evidence of acute ischemic changes. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1633246001NSM\n",
"\n",
"\n",
"\n",
"1633746001NKM\n",
"\n",
"\n",
"\n",
"1635777001NSM\n",
" CONCLUSION: Normal examination. \n",
"\n",
" No evidence of acute ischemic changes. \n",
"\n",
" Findings in agreement with the preliminary report from StatRad. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1635906001NQM\n",
"\n",
"\n",
"\n",
"1636246001NSM\n",
" CONCLUSION: Minimal microangiopathic changes in the subcortical white matter \n",
"\n",
"and mild prominence of the subarachnoid spaces, otherwise negative study. No \n",
"\n",
"intracranial space-occupying lesion or acute infarct is identified. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1641357001NKM\n",
"\n",
"\n",
"\n",
"1643911003NSM\n",
" CONCLUSION: No acute intracranial abnormality is seen. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1644940001NQM\n",
"\n",
"\n",
"\n",
"1647084001NQM\n",
"\n",
"\n",
"\n",
"1648054001NSM\n",
" CONCLUSION: Atrophy and chronic senescent white matter disease. No infarct or \n",
"\n",
"other acute findings. Limited by patient motion. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1649370001NKM\n",
"\n",
"\n",
"\n",
"1651105001NKM\n",
"\n",
"\n",
"\n",
"1651105002NKM\n",
"\n",
"\n",
"\n",
"1654472001NKM\n",
"\n",
"\n",
"\n",
"1656915001NSM\n",
" CONCLUSION: Motion degraded exam. Otherwise, normal for age. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1656982001NQM\n",
" IMPRESSION: Acute brainstem/pontine ischemia. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1656990001NQM\n",
" FINDINGS: The ventricles and sulci are prominent consistent with diffuse \n",
"\n",
"neuronal volume loss. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1657234001NQM\n",
" FINDINGS: Ventricles, basal cisterns, and cortical sulci within normal limits \n",
"\n",
"for the patient's age. Normal gray-white matter interface. Minimal \n",
"\n",
"periventricular white matter disease. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1657323001NQM\n",
"\n",
"\n",
"\n",
"1657842001NQM\n",
" FINDINGS: The MR sequences are degraded by motion artifact. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1658180001NKM\n",
"\n",
"\n",
"\n",
"1658317001NSM\n",
" FINDINGS: There is a somewhat tubular focus of hyperintense T2 signal \n",
"\n",
"involving the left central pons that does not cross the midline. There is no \n",
"\n",
"mass effect. There is evidence of mild diffusion restriction. Considering the \n",
"\n",
"history of right sided weakness, this finding is most suggestive of subacute \n",
"\n",
"ischemic infarct. \n",
"\n",
" \n",
"\n",
" CONCLUSION: Left pontine signal abnormality associated with mild diffusion \n",
"\n",
"restriction, most consistent with a subacute infarct. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1662982001NQM\n",
"\n",
"\n",
"\n",
"1663516001NQM\n",
"\n",
"\n",
"\n",
"1666051001NKM\n",
"\n",
"\n",
"\n",
"1666720001NSM\n",
" CONCLUSION: Evolution of a previously noted small right temporo-occipital \n",
"\n",
"infarct, otherwise no significant change from 3/4/2015, with chronic findings \n",
"\n",
"as noted above. No acute infarct or intracranial mass effect is identified. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1667024001NSM\n",
" CONCLUSION: No acute intracranial findings and no significant change from the \n",
"\n",
"recent prior studies. Specifically, no acute infarct is identified. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1667847001NKM\n",
"\n",
"\n",
"\n",
"1668504001NSM\n",
"\n",
"\n",
"\n",
"1669066001NPM\n",
" CONCLUSION: Findings consistent with acute to subacute ischemic infarction \n",
"\n",
"right posterior temporal cortex and right and left parietal cortex. There is a \n",
"\n",
"background of generalized atrophy and chronic microangiopathic periventricular \n",
"\n",
"white matter changes likely age-related. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1669217001NKM\n",
"\n",
"\n",
"\n",
"1669256001NSM\n",
" CONCLUSION: Findings suggestive of possible demyelinating disease. Other \n",
"\n",
"etiologies such as microangiopathic change in the periventricular white matter \n",
"\n",
"is considered. Clinical correlation. No other evident acute phase abnormality. \n",
"\n",
"Findings suggest prior otomastoiditis right greater than left. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1670101001NKM\n",
"\n",
"\n",
"\n",
"1670453002NPM\n",
" CONCLUSION: No acute intracranial abnormality seen. Minimal sinus disease. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1670553001NSM\n",
" CONCLUSION: Stable moderate volume loss. No acute pathology is evident. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1670670001NQM\n",
"\n",
"\n",
"\n",
"1671038001NQM\n",
" FINDINGS: Involutional changes are present consistent with the patient's \n",
"\n",
"stated age of 63 years. Mild small vessel ischemic changes are seen throughout \n",
"\n",
"the white matter. The diffusion-weighted images reveal no evidence of acute \n",
"\n",
"ischemia. A prominent focus of increased T2 signal is seen on the right just \n",
"\n",
"posterior to the corpus callosum. This measures approximate 1 cm in diameter. \n",
"\n",
"No acute cortical-based infarct, hemorrhage, mass effect, hydrocephalus, or \n",
"\n",
"extra-axial fluid collection is seen. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1671946001NQM\n",
" FINDINGS: Involutional changes are present greater than those expected for the \n",
"\n",
"patient's stated age of 90 years. Moderate small vessel ischemic changes are \n",
"\n",
"seen throughout the white matter. The diffusion-weighted images reveal no \n",
"\n",
"evidence of acute ischemia. No acute cortical-based infarct, hemorrhage, mass \n",
"\n",
"effect, hydrocephalus, or extra-axial fluid collection is seen. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1672687001NKM\n",
"\n",
"\n",
"\n",
"1677090001NSM\n",
" CONCLUSION: Mild atrophy and senescent/microangiopathic white matter changes, \n",
"\n",
"not unusual for the patient's age. No evidence of an acute infarct or \n",
"\n",
"intracranial space occupying lesion. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1678265001NKM\n",
"\n",
"\n",
"\n",
"1681887001NQM\n",
" FINDINGS: The study is limited by patient motion artifact. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1685156001NSM\n",
"\n",
"\n",
"\n",
"1685814001NKM\n",
"\n",
"\n",
"\n",
"1685857001NQM\n",
" FINDINGS: The ventricles and sulci are prominent consistent with severe \n",
"\n",
"neuronal volume loss. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1687378001NSM\n",
" CONCLUSION: Normal examination. \n",
"\n",
" No evidence of acute ischemic changes. No evidence for demyelinating disease \n",
"\n",
"or other specific pathology. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1687486001NQM\n",
" FINDINGS: Involutional changes are present greater than those expected for the \n",
"\n",
"patient's stated age of 84 years. Moderate small vessel ischemic changes are \n",
"\n",
"seen throughout the white matter. The diffusion-weighted images reveal no \n",
"\n",
"evidence of acute ischemia. No acute cortical-based infarct, hemorrhage, mass \n",
"\n",
"effect, hydrocephalus, or extra-axial fluid collection is seen. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1688748001NKM\n",
"\n",
"\n",
"\n",
"1691838001NSM\n",
" CONCLUSION: No significant interval change. Mild generalized atrophy and \n",
"\n",
"probably age-related microangiopathic change. Right intraconal postseptal \n",
"\n",
"cystlike nodule right orbit, unchanged. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1692948001NQM\n",
" FINDINGS: The study is limited by patient motion artifact. The patient could \n",
"\n",
"not tolerate additional imaging including the coronal T2 and post gadolinium \n",
"\n",
"sequences. \n",
"\n",
"\n",
"\n",
"\n",
"1693181001NKM\n",
"\n",
"\n",
"\n",
"1693473001NKM\n",
"\n",
"\n",
"\n",
"1695981001NKM\n",
"\n",
"\n",
"\n",
"1697905001NSM\n",
"\n",
"\n",
"\n",
"1698834001NSM\n",
" CONCLUSION: Normal examination. \n",
"\n",
" No evidence of acute ischemic changes. No other evident pathologic change. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1699603001NSM\n",
" CONCLUSION: Normal MRI brain. No skull fracture. 2 radiodense foreign bodies \n",
"\n",
"remain in the right temporalis muscle (probably not metal). No evidence of \n",
"\n",
"scalp inflammation or abscess. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1701687001NSM\n",
"\n",
"\n",
"\n",
"1702006001NKM\n",
"\n",
"\n",
"\n",
"1703772001NSM\n",
" CONCLUSION: Normal examination. \n",
"\n",
" No evidence of acute ischemic changes. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1703959001NPM\n",
" CONCLUSION: No acute intracranial abnormality seen. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1703974001NSM\n",
" CONCLUSION: No acute intracranial abnormality. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1704074001NQM\n",
" FINDINGS: The ventricles and sulci are prominent consistent with diffuse \n",
"\n",
"neuronal volume loss. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1704345001NSM\n",
" CONCLUSION: No evidence of acute or recent ischemic event. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1704734001NKM\n",
"\n",
"\n",
"\n",
"1706646001NSM\n",
" CONCLUSION: Evidence of diffuse axonal injury involving the corpus callosum \n",
"\n",
"and forceps major and minor, and multiple additional areas of hemorrhage and \n",
"\n",
"contusion in both cerebral hemispheres, as described above. No significant mass \n",
"\n",
"effect or midline shift is present. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1707341001NKM\n",
"\n",
"\n",
"\n",
"1709231001NQM\n",
" FINDINGS: Age-related volume loss is noted. Multiple T2/flair white matter \n",
"\n",
"foci are likely chronic small vessel ischemic change. There is hypointense T2 \n",
"\n",
"and hyperintense FLAIR signal within the third ventricle, presumably flow \n",
"\n",
"artifact. The signal throughout the brain is otherwise unremarkable. No acute \n",
"\n",
"cortical-based infarct, hemorrhage, mass effect, hydrocephalus, or extra-axial \n",
"\n",
"fluid collection is seen. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1711809001NKM\n",
"\n",
"\n",
"\n",
"1711924001NQM\n",
"\n",
"\n",
"\n",
"1712606001NQM\n",
"\n",
"\n",
"\n",
"1714809001NSM\n",
" CONCLUSION: Stable exam showing chronic lacunar infarcts \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1715555001NSM\n",
" CONCLUSION: No evidence of brain infarction. Moderate periventricular white \n",
"\n",
"matter findings most consistent with chronic microvascular apathy. Mild brain \n",
"\n",
"atrophy. \n",
"\n",
"\n",
"\n",
"\n",
"1718057001NSM\n",
" CONCLUSION: Moderate ventriculomegaly with shunt in place as noted. \n",
"\n",
"Additional findings as noted above. Comparison with prior studies would be \n",
"\n",
"extremely helpful. An addendum comparison report can be issued if and when \n",
"\n",
"these are received. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1718643001NQM\n",
" FINDINGS: There is a small focus of restricted diffusion within the midbrain, \n",
"\n",
"right of midline. Age-related volume loss is present. Moderate chronic small \n",
"\n",
"vessel white matter ischemic changes again present. The signal throughout the \n",
"\n",
"brain otherwise appears normal. No acute cortical-based infarct, hemorrhage, \n",
"\n",
"mass effect, hydrocephalus, or extra-axial fluid collection is seen. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1719067002NQM\n",
"\n",
"\n",
"\n",
"1719242001NKM\n",
"\n",
"\n",
"\n",
"1720283001NSM\n",
" CONCLUSION: Normal examination. \n",
"\n",
" No evidence of acute ischemic changes. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1720302001NKM\n",
"\n",
"\n",
"\n",
"1725044001NSM\n",
" CONCLUSION: Normal examination. \n",
"\n",
" No evidence of acute ischemic changes. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1725058001NPM\n",
" CONCLUSION: Stable status post left temporal parietal ischemic event with \n",
"\n",
"resultant encephalomalacia. Extensive encephalomalacia may be slightly more \n",
"\n",
"prominent than the prior study but no acute phase abnormality is noted and no \n",
"\n",
"other significant interval change is seen. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1727494001NSM\n",
" CONCLUSION: Unremarkable unenhanced MRI of the brain. No mass or ischemia. \n",
"\n",
"Agree with preliminary read. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1730904001NSM\n",
" CONCLUSION: Normal examination. \n",
"\n",
" No evidence of acute ischemic changes. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1734546001NKM\n",
"\n",
"\n",
"\n",
"1734841001NKM\n",
"\n",
"\n",
"\n",
"1735847001NKM\n",
"\n",
"\n",
"\n",
"1737350001NQM\n",
" FINDINGS: The ventricles and sulci are mildly prominent for the patient's \n",
"\n",
"stated age. \n",
"\n",
"\n",
"\n",
"\n",
"1738312001TCM\n",
"\n",
"\n",
"\n",
"1738787001TCM\n",
"\n",
"\n",
"\n",
"1740077003TCM\n",
"\n",
"\n",
"\n",
"1741698001NQM\n",
"\n",
"\n",
"\n",
"1743025002TCM\n",
"\n",
"\n",
"\n",
"1747201001TCM\n",
"\n",
"\n",
"\n",
"1747447003TCM\n",
"\n",
"\n",
"\n",
"1755914001TCM\n",
"\n",
"\n",
"\n",
"1756930001TPM\n",
" INDICATION: Hydrocephalus, hypoplastic left heart status post cavopulmonary \n",
"\n",
"anastomosis and arch reconstruction, gross motor developmental delay. \n",
"\n",
" \n",
"\n",
" FINDINGS: Comparison to an MRI of the head dated 9/2/2014. As seen previously\n",
"\n",
", there is global cerebral atrophy with ex vacuo dilatation of the ventricular \n",
"\n",
"system and prominence of the sulci. Comparable measurements demonstrate a \n",
"\n",
"slight interval increase in size of the lateral ventricles and the third \n",
"\n",
"ventricle. The fourth ventricle especially lateral recesses have also slightly \n",
"\n",
"increased in size in the interim. There is no evidence of an obstructing lesion \n",
"\n",
"and this may be merely secondary to an increase in ex vacuo dilatation. There \n",
"\n",
"is persistent increased FLAIR signal seen in the white matter. This is diffuse. \n",
"\n",
"Myelination appears delayed. There is no focal mass and there is no mass \n",
"\n",
"effect. There is no subfalcine herniation. The basal cisterns appear patent. \n",
"\n",
"There are no areas of restricted diffusion. There is no cerebellar tonsillar \n",
"\n",
"ectopia. The corpus callosum appears thinned but completely developed. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1761543001TCM\n",
"INDICATION: CVA/Stroke, STROKE \n",
"\n",
" \n",
"\n",
" FINDINGS: Motion artifact slightly limiting gradient images. No acute infarcts \n",
"\n",
"are seen throughout the brainstem cerebellum and cerebral hemispheres. Despite \n",
"\n",
"given history do not see encephalomalacia to localize the reported prior \n",
"\n",
"infarct. Punctate left frontal subcortical white matter focus, question UBO's. \n",
"\n",
"Perivascular spaces along is a ganglion noted versus old basal ganglion insult. \n",
"\n",
"No hydrocephalus. Corpus callosum intact. Partially empty sella noted. Early \n",
"\n",
"atrophy noted. \n",
"\n",
"\n",
"\n",
"\n",
"1762045003TCM\n",
"\n",
"\n",
"\n",
"1763332001TPM\n",
"\n",
"\n",
"\n",
"1766393001TPM\n",
"\n",
"\n",
"\n",
"1773174001TCM\n",
" INDICATION: Right upper and lower extremity weakness. \n",
"\n",
" \n",
"\n",
" FINDINGS: There are no areas of restricted diffusion identified on the \n",
"\n",
"diffusion-weighted images to suggest acute stroke. Corpus callosum is normally \n",
"\n",
"formed as are the remainder of the midline structures of the brain without \n",
"\n",
"evidence of cerebellar tonsillar ectopia. Sellar and suprasellar regions \n",
"\n",
"unremarkable. There are nonspecific findings most suggestive of very minimal \n",
"\n",
"chronic microvascular ischemic white matter changes involving the \n",
"\n",
"periventricular white matter of the frontal and parietal lobes bilaterally. \n",
"\n",
"There is no evidence of intraparenchymal hemorrhage, hydrocephalus, mass, mass \n",
"\n",
"effect, midline shift, or abnormal extra-axial fluid collections. Following \n",
"\n",
"contrast administration, no pathologic areas of enhancement are identified. \n",
"\n",
"Flow voids are maintained within the major intracranial vessels. There is \n",
"\n",
"moderate mucosal thickening involving the maxillary sinuses bilaterally with \n",
"\n",
"associated small fluid levels. Findings compatible with acute on chronic \n",
"\n",
"sinusitis. There is a 2 cm mucous retention cyst in the floor of the left \n",
"\n",
"maxillary sinus. There is moderate abnormal opacification of the ethmoid air \n",
"\n",
"cells bilaterally. The mastoid air cells are clear. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1774765001TPM\n",
"\n",
"\n",
"\n",
"1776140001TCM\n",
"INDICATION: PAIN DEMENTIA \n",
"\n",
" \n",
"\n",
" FINDINGS: No diffusion restriction is seen to suggest acute ischemia. No \n",
"\n",
"extraaxial fluid collections, hydrocephalus or midline shift. The gray and \n",
"\n",
"white matter signal is normal. Moderate generalized cerebral atrophy with \n",
"\n",
"scattered periventricular white matter T2/FLAIR hyperintensities are present. \n",
"\n",
"Midline structures including the pituitary gland, corpus callosum, and \n",
"\n",
"cerebellar tonsils are normally formed. Cavum septum pellucidum noted. \n",
"\n",
"Bilateral basal ganglion insults are noted. Susceptibility artifact noted \n",
"\n",
"likely calcifications. Bilateral cerebellar insults are noted. These appear \n",
"\n",
"chronic. No acute infarcts are seen throughout. Mild prominence of draining \n",
"\n",
"vein in the left temporal region. Major intracranial flow voids are preserved. \n",
"\n",
"The paranasal sinuses and mastoid air cells are clear. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1776559001TCM\n",
"INDICATION: Confusion sepsis/meningitis \n",
"\n",
" \n",
"\n",
" FINDINGS: Scattered punctate foci of abnormal diffusion signal noted with \n",
"\n",
"decreased ADC mapping intensity suspect for multifocal punctate infarcts. Lack \n",
"\n",
"of IV contrast on this renal failure patient with evaluation for meningitis. No \n",
"\n",
"FLAIR signal is seen in the regions on the prior study from 4/24/2015 with \n",
"\n",
"previous process apparently resolved. There is no hydrocephalus. No mass \n",
"\n",
"effect. Mild ethmoid sphenoid and maxillary mucoperiosteal changes noted. The \n",
"\n",
"cerebellum shows scattered foci of punctate infarct. No acute hemorrhage is \n",
"\n",
"noted. There is a stable defect or irregularity along the corpus callosum on \n",
"\n",
"image 11 of the sagittal previously and on image 11 sequence 12 today. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1776616001TCM\n",
"\n",
"\n",
"\n",
"1778031001TPM\n",
" INDICATION: Headaches and neck pain. \n",
"\n",
" \n",
"\n",
" FINDINGS: The ventricles appear normal in volume and morphology. The basal \n",
"\n",
"cisterns are patent and unremarkable. The midline structures appear normal. \n",
"\n",
"There is no Chiari confirmation. There is no intracranial mass or mass effect. \n",
"\n",
"There is no intracranial hemorrhage. Gray-white differentiation appears normal. \n",
"\n",
"Cortical thickness appears homogenous and normal throughout. Normal flow-voids \n",
"\n",
"are seen within all major intracranial arteries and in the dural venous \n",
"\n",
"sinuses. The globes appear unremarkable. The paranasal sinuses are clear. The \n",
"\n",
"midbrain and pons appear unremarkable. The pituitary gland and infundibulum \n",
"\n",
"appear normal. There are no foci of abnormal signal within the cerebral or \n",
"\n",
"cerebellar parenchyma. There are no areas of restricted diffusion. \n",
"\n",
" \n",
"\n",
" IMPRESSION: Unremarkable noncontrast MRI of the head. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1780434001TCM\n",
"\n",
"\n",
"\n",
"1780712001TPM\n",
"INDICATION: SEIZURES . History of febrile seizures. Current study to evaluate \n",
"\n",
"for structural anomalies. \n",
"\n",
" \n",
"\n",
" FINDINGS: No Chiari malformation is noted. Corpus callosum and vermis are \n",
"\n",
"present and appear intact. Cavum septum pellucidum et vergae is noted. There is \n",
"\n",
"what appears to be an arachnoid cyst in the posterior cranial fossa on the left \n",
"\n",
"medially at 3.4 x 1.1 x 2.7 cm. There is a 2 mm x 2 mm x 5 mm focus of \n",
"\n",
"increased T2 and decreased FLAIR signal in the white matter tracts of the left \n",
"\n",
"frontal region. It is uncertain if this represents a miniscule insult or if \n",
"\n",
"this represents a perivascular space. Additional areas in the left and right \n",
"\n",
"posterior parietal occipital regions noted best seen on sequence 13 likely \n",
"\n",
"represent perivascular spaces showing a more linear appearance. This is \n",
"\n",
"somewhat more conspicuous on the right. In view of the clinical history, follow-\n",
"\n",
"up advised. No enhanced imaging available although, I do not see convincing \n",
"\n",
"solid component. No acute infarcts. No acute intracranial hemorrhage. Subtle \n",
"\n",
"asymmetry of the hippocampi are noted. Presumed vein of Labbe on the left. \n",
"\n",
"Expected heterogeneity in the white matter noted on this immature patient. This \n",
"\n",
"can be normal at this age and does not necessarily reflect delayed myelination. \n",
"\n",
"The internal auditory canals are symmetric. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1780861001TCM\n",
"\n",
"\n",
"\n",
"1785153001TCM\n",
" INDICATION: 54-year-old female with sudden onset of headache and slurred \n",
"\n",
"speech. \n",
"\n",
" FINDINGS: The corpus callosum is normally formed as are the remainder of the \n",
"\n",
"midline structures of the brain without evidence of cerebellar tonsillar \n",
"\n",
"ectopia. Sellar and suprasellar regions are unremarkable. There are no areas of \n",
"\n",
"restricted diffusion identified on the diffusion-weighted images. For the \n",
"\n",
"patient's age, there are no areas of abnormal increased or decreased T2 signal \n",
"\n",
"seen throughout the brain parenchyma. No evidence of an acute large territorial \n",
"\n",
"infarct, intraparenchymal hemorrhage, hydrocephalus, mass, mass effect, midline \n",
"\n",
"shift, or abnormal extra-axial fluid collections. The paranasal sinuses and \n",
"\n",
"mastoid air cells are clear. Flow voids are maintained within the major \n",
"\n",
"intracranial vessels. \n",
"\n",
" \n",
"\n",
" IMPRESSION: NEGATIVE MRI OF THE BRAIN WITH NO ACUTE PATHOLOGY/INFARCT \n",
"\n",
"IDENTIFIED. \n",
"\n",
"\n",
"\n",
"\n",
"1788649001TCM\n",
" INDICATION: CVA/Stroke, LEFT SIDED HEMIPARESIS,PREGNANCY, multiple sclerosis \n",
"\n",
" \n",
"\n",
" FINDINGS: The ventricles are normal in size. There is a focal 2.6 cm area of \n",
"\n",
"edema and restricted diffusion in the right frontal lobe adjacent to the \n",
"\n",
"superior aspect of the right lateral ventricle. There are foci of T2 signal \n",
"\n",
"abnormality adjacent to the body and atria of the left lateral ventricle, \n",
"\n",
"within the white matter. There is no restricted diffusion associated with \n",
"\n",
"these. Appearance is compatible with patient's given history of multiple \n",
"\n",
"sclerosis There is no intracranial mass or hemorrhage. There are normal flow-\n",
"\n",
"voids in the major intracranial vessels. Both orbits appear unremarkable. The \n",
"\n",
"paranasal sinuses and mastoid air cells are clear. Sagittal imaging shows \n",
"\n",
"normal appearance of midline structures. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1791434001TCM\n",
"\n",
"\n",
"\n",
"1797239003TCM\n",
" INDICATION: Visual changes, headache, left hand numbness and tingling and \n",
"\n",
"weakness \n",
"\n",
" FINDINGS: There is a small area of abnormal signal with restricted diffusion \n",
"\n",
"involving the right frontal parietal region as well as the left parietal lobe \n",
"\n",
"consistent with a small subacute ischemic changes. There are no other \n",
"\n",
"intracranial signal abnormalities or areas of restricted diffusion. The \n",
"\n",
"ventricular system is normal. There are no intracranial mass lesions. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1800229001TCM\n",
" INDICATION: SEIZURES \n",
"\n",
" \n",
"\n",
" FINDINGS: The small subcentimeter focus of increased signal within the left \n",
"\n",
"parietal lobe along the periphery again noted unchanged in size and appearance \n",
"\n",
"from the prior study. This shows increased signal on both the FLAIR and T2-\n",
"\n",
"weighted sequences. There are no other signal abnormalities involving the \n",
"\n",
"intracranial structures. There are no areas of restricted diffusion. The \n",
"\n",
"ventricular system is stable. There are no intracranial mass lesions or extra-\n",
"\n",
"axial collections. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1800230001TCM\n",
" INDICATION: SEIZURES \n",
"\n",
" \n",
"\n",
" FINDINGS: No restricted diffusion is seen to suggest infarct. No mass or edema \n",
"\n",
"is seen. No extra axial fluid collection, midline shift, or hydrocephalus is \n",
"\n",
"seen. IACs are normal. Normal flow-void is seen in the carotid and \n",
"\n",
"vertebrobasilar systems. Minimal sinus disease is seen in the right sphenoid. \n",
"\n",
"Otherwise, the sinuses are clear. Cerebellar tonsils are in a normal location. \n",
"\n",
"Hippocampus is symmetric. \n",
"\n",
" \n",
"\n",
" IMPRESSION: NEGATIVE MRI OF THE BRAIN. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1803618001TCM\n",
"\n",
"\n",
"\n",
"1803830001TCM\n",
"\n",
"\n",
"\n",
"1805277001TVM\n",
" INDICATION: COGNITIVE CHANGES, dizziness and headaches, loss of balance and \n",
"\n",
"memory loss \n",
"\n",
" FINDINGS: There is a mild generalized atrophic changes. There is normal signal \n",
"\n",
"throughout both cerebral hemispheres, basal ganglion, midbrain, brainstem and \n",
"\n",
"cerebellum. There may be a tiny area of old ischemic change involving the right \n",
"\n",
"thalamus. The ventricular system is normal. There are no intracranial mass \n",
"\n",
"lesions or extra-axial fluid collections. The corpus callosum, pituitary gland, \n",
"\n",
"cranial nerve VII and VIII complexes and basilar cisterns reveal normal signal. \n",
"\n",
"There is normal signal flow void involving the internal carotid and basilar \n",
"\n",
"arteries. Extracranial structures are unremarkable. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1805548001TCM\n",
" INDICATION: Altered mental status \n",
"\n",
" \n",
"\n",
" FINDINGS: There are remote infarcts in the right cerebellar hemisphere. There \n",
"\n",
"are no areas of restricted diffusion to suggest an acute infarct. There is \n",
"\n",
"generalized cerebral atrophy with ex vacuo dilatation of ventricular system. \n",
"\n",
"There are no areas of abnormal signal within the cerebral or cerebellar \n",
"\n",
"parenchyma. There is no intracranial mass or mass effect. The midline \n",
"\n",
"structures appear well formed and appropriately positioned. Normal flow voids \n",
"\n",
"are maintained within all major intracranial arteries and in the dural venous \n",
"\n",
"sinuses. There are no areas of abnormal signal on gradient echo images. \n",
"\n",
" \n",
"\n",
" IMPRESSION: CHRONIC SENESCENT CHANGES BUT NO EVIDENCE OF ACUTE INTRACRANIAL \n",
"\n",
"PATHOLOGY OR MASS. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1806185001TCM\n",
" FINDINGS: T1-weighted, T2-weighted, ADC and diffusion views are performed. \n",
"\n",
"Patient has had tPA and had the resolution of right-sided weakness involving \n",
"\n",
"face, arm and leg with expressive aphasia and the left gaze. On the ADC views, \n",
"\n",
"there is an area of 5 mm x 11 mm at the left occipital lobe midway between the \n",
"\n",
"surface of the brain and the calcarine fissure. This would tend to suggest \n",
"\n",
"acute infarction. There is also some decreased signal extending across the base \n",
"\n",
"of the left cerebral peduncle again suggesting the possibility of a small acute \n",
"\n",
"or residual infarction. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1807444001TPM\n",
"\n",
"\n",
"\n",
"1814557001TCM\n",
" INDICATION: Multiple Sclerosis \n",
"\n",
" \n",
"\n",
" FINDINGS: No diffusion restriction is seen to suggest acute ischemia. No \n",
"\n",
"extraaxial fluid collections, hydrocephalus or midline shift. The gray and \n",
"\n",
"white matter signal is normal. There is no evidence of atrophy or significant \n",
"\n",
"white matter disease. Midline structures including the pituitary gland, corpus \n",
"\n",
"callosum and cerebellar tonsils are normally formed. Major intracranial flow \n",
"\n",
"voids are preserved. The paranasal sinuses and mastoid air cells are clear. \n",
"\n",
" \n",
"\n",
" IMPRESSION: NEGATIVE MRI OF THE BRAIN. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1821796002TCM\n",
"\n",
"\n",
"\n",
"1821796004TCM\n",
"\n",
"\n",
"\n",
"1822537001TPM\n",
"\n",
"\n",
"\n",
"1825505002TCM\n",
"\n",
"\n",
"\n",
"1825638001TCM\n",
" INDICATION: MEMORY LOSS, DIZZINESS \n",
"\n",
" \n",
"\n",
" FINDINGS: There is diffuse cortical atrophy. No significant signal alterations \n",
"\n",
"within the brain parenchyma. No mass effect or evidence of hemorrhage. There \n",
"\n",
"are no areas of restricted diffusion. There is no significant ventricular \n",
"\n",
"dilatation. No extra-axial fluid collections. IACs are symmetric and free of \n",
"\n",
"masses. CP angles are clear. There are normal flow voids in the internal \n",
"\n",
"carotids and vertebral basilar system. Prominent perivascular space on the \n",
"\n",
"right. Moderate mucosal thickening right maxillary antrum. Minimal thickening \n",
"\n",
"left posterior ethmoid air cells. Bony calvarium unremarkable. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1827216001TCM\n",
" INDICATION: Seizures \n",
"\n",
" \n",
"\n",
" FINDINGS: Encephalomalacia is seen in the left frontal lobe inferiorly, left \n",
"\n",
"temporal lobe anteriorly and laterally and left parietal lobe. Extensive deep \n",
"\n",
"white matter microvascular ischemic changes are identified. There is a 4 mm \n",
"\n",
"focus of increased diffusion signal seen in the medial aspect of the right \n",
"\n",
"occipital lobe. This lies adjacent to an old infarct. Suspect progression of \n",
"\n",
"old infarct with new regions of ischemia. No intracranial bleed identified. No \n",
"\n",
"midline shift or hydrocephalus is seen. Extensive deep white matter \n",
"\n",
"microvascular ischemic changes are identified. Normal flow void is in the \n",
"\n",
"arterial vasculature. Normal flow signal seen in the venous dural sinuses. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1828978001TCM\n",
" INDICATION: HEADACHES AND NECK PAIN \n",
"\n",
" \n",
"\n",
" FINDINGS: No diffusion restriction is seen to suggest acute ischemia. No \n",
"\n",
"extraaxial fluid collections, hydrocephalus or midline shift. The gray and \n",
"\n",
"white matter signal is normal. Moderate generalized cerebral atrophy with \n",
"\n",
"scattered periventricular white matter T2/FLAIR hyperintensities are present. \n",
"\n",
"Midline structures including the pituitary gland, corpus callosum, and \n",
"\n",
"cerebellar tonsils are normally formed. Major intracranial flow voids are \n",
"\n",
"preserved. The paranasal sinuses and mastoid air cells are clear. \n",
"\n",
" \n",
"\n",
" IMPRESSION: NEGATIVE MRI OF THE BRAIN. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1829107001TPM\n",
" INDICATION: Seizures, SEIZURES \n",
"\n",
" \n",
"\n",
" FINDINGS: This examination demonstrates multiple foci of signal dropout \n",
"\n",
"gradient echo sequences within both cerebral hemispheres. The are predominantly \n",
"\n",
"confined to the subcortical regions but extend into the cortex in the left \n",
"\n",
"parietal lobe. This processes is bilateral, fairly symmetric and involves \n",
"\n",
"primarily the frontal and parietal lobes. I see no such abnormality in the \n",
"\n",
"midbrain or rhombencephalon. There is volume loss in left parietal lobe \n",
"\n",
"associated with the areas of blooming on the gradient echo sequence. I do not \n",
"\n",
"see any diffusion restriction. \n",
"\n",
" \n",
"\n",
" IMPRESSION: Abnormal examination with multiple areas of signal dropout in \n",
"\n",
"gradient echo sequences in both cerebral hemispheres, primarily subcortical \n",
"\n",
"with sparing of the midbrain and rhombencephalon. One area is associated with \n",
"\n",
"volume loss in the left parietal region. These appear to represent either \n",
"\n",
"hemosiderin from previous areas of hemorrhage or calcifications and should be \n",
"\n",
"correlated with CT. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1831243001TVM\n",
"\n",
"\n",
"\n",
"1833257001TCM\n",
"\n",
"\n",
"\n",
"1834267001TCM\n",
" INDICATION: Altered mental status, metastatic malignancy. \n",
"\n",
" \n",
"\n",
" FINDINGS: Exam performed without IV contrast secondary to GFR of 38. This \n",
"\n",
"limits sensitivity for small metastatic lesions. No definite intracranial \n",
"\n",
"metastatic disease is seen. The ventricles appear within normal limits. There \n",
"\n",
"are confluent areas of increased FLAIR signal seen in the periventricular white \n",
"\n",
"matter. Although nonspecific this is likely secondary to chronic microvascular \n",
"\n",
"ischemia and appears relatively symmetric bilaterally. There is no subfalcine \n",
"\n",
"herniation. The basal cisterns appear normal. The left vertebral artery is \n",
"\n",
"dominant. There are patchy areas of increased FLAIR signal also seen in the \n",
"\n",
"pons likely secondary to chronic microvascular ischemia. There is no \n",
"\n",
"intracranial hemorrhage. There is no restricted diffusion. The midline \n",
"\n",
"structures appear well formed and appropriately positioned. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1836170001TCM\n",
"\n",
"\n",
"\n",
"1836339001TCM\n",
" INDICATION: CVA/Stroke \n",
"\n",
" \n",
"\n",
" FINDINGS: There is an 11 mm focal area of increased diffusion signal seen in \n",
"\n",
"the left centrum semiovale region which correlates with acute lacunar infarct. \n",
"\n",
"There is another 5 mm right periventricular lacunar infarct. No extraaxial \n",
"\n",
"fluid collections, hydrocephalus or midline shift. The gray and white matter \n",
"\n",
"signal is normal. Moderate generalized cerebral atrophy with scattered \n",
"\n",
"periventricular white matter T2/FLAIR hyperintensities are present. Midline \n",
"\n",
"structures including the pituitary gland, corpus callosum, and cerebellar \n",
"\n",
"tonsils are normally formed. Major intracranial flow voids are preserved. The \n",
"\n",
"paranasal sinuses and mastoid air cells are clear. Deep white matter \n",
"\n",
"microvascular ischemic changes are identified. The pituitary gland appears \n",
"\n",
"normal. \n",
"\n",
" IMPRESSION: ACUTE LACUNAR INFARCTS ARE IDENTIFIED IN THE LEFT CENTRUM \n",
"\n",
"SEMIOVALE REGION IN THE RIGHT ANTERIOR PERIVENTRICULAR REGION. THESE LESIONS \n",
"\n",
"HAVE INCREASED DIFFUSION SIGNAL. \n",
"\n",
" OLD DEEP WHITE MATTER MICROVASCULAR ISCHEMIC CHANGES ARE IDENTIFIED. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1836616001TCM\n",
"\n",
"\n",
"\n",
"1839318001TCM\n",
" INDICATION: Bilateral weakness, worse on the left. Patient suffered a fall \n",
"\n",
"from a chair. Patient has headache. \n",
"\n",
" \n",
"\n",
" FINDINGS: Tiny punctate areas of restricted diffusion can be seen in the right \n",
"\n",
"parietal lobe. This is seen in the mid and posterior right parietal lobe. There \n",
"\n",
"is no evidence of hemorrhage. Old infarct is seen in the left occipital lobe. \n",
"\n",
"Marked microvascular change is seen in the deep periventricular white matter. \n",
"\n",
"No extra axial fluid collection, midline shift, or hydrocephalus is noted. The \n",
"\n",
"left internal carotid artery is occluded. Mucosal thickening is seen in the \n",
"\n",
"base of the right maxillary sinus. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1839885001TCM\n",
" INDICATION: Memory loss. \n",
"\n",
" \n",
"\n",
" FINDINGS: There are no areas of restricted diffusion to suggest an acute \n",
"\n",
"infarct. There is a hypointense dural-based lesion seen at the vertex \n",
"\n",
"posteriorly on the left. Correlation with a CT scan dated 1/26/2010 reveals a \n",
"\n",
"calcified dural-based mass in this area. This likely represents a meningioma. \n",
"\n",
"This measures approximately 1 cm in size. There are patchy areas of increased \n",
"\n",
"FLAIR signal seen in the corona radiata and centrum semiovale. While nonspecific\n",
"\n",
", this is likely secondary to chronic microvascular ischemia. The ventricles \n",
"\n",
"appear within normal limits. Normal flow-voids are seen within all major \n",
"\n",
"intracranial arteries. The dural venous sinuses appear normal. The globes \n",
"\n",
"appear unremarkable. There is minimal bilateral ethmoid sinusitis. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1842569001TCM\n",
" INDICATION: CVA/Stroke, cva, htn urgency, cad, dm \n",
"\n",
" \n",
"\n",
" FINDINGS: There is a large area of acute infarction involving majority left \n",
"\n",
"middle cerebral artery distribution with some sparing of left parietal lobe. \n",
"\n",
"There is signal dropout on the gradient echo sequences with areas of cortical \n",
"\n",
"infarct as well as the basal ganglia consistent with hemorrhagic conversion. No \n",
"\n",
"space-occupying hematoma seen at this time. Mass effect effaces the left \n",
"\n",
"lateral ventricle but there is no significant shift of midline structures is \n",
"\n",
"currently seen in normal flow-voids are seen in major intracranial vascular \n",
"\n",
"structures. No unexpected extraction fluid collection identified. Imaged \n",
"\n",
"portions of the paranasal sinuses and mastoid air cells are clear. \n",
"\n",
" \n",
"\n",
" IMPRESSION: LARGE, ACUTE INFARCT INVOLVING THE MAJORITY OF THE LEFT MIDDLE \n",
"\n",
"CEREBRAL ARTERY DISTRIBUTION WITH PETECHIAL HEMORRHAGE SCATTERED THROUGHOUT THE \n",
"\n",
"AREAS OF INFARCTION. THERE IS RELATIVE SPARING OF THE LEFT PARIETAL LOBE. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1847063001TCM\n",
" INDICATION: Altered mental status, anoxic encephalopathy due to hypoglycemia, \n",
"\n",
"dementia \n",
"\n",
" FINDINGS: No diffusion restriction is seen to suggest acute ischemia. \n",
"\n",
"Encephalomalacia is seen in the anterior left frontal lobe series 7 and 8 image \n",
"\n",
"15, likely due to old infarct. Marked cerebral atrophy is present without \n",
"\n",
"definite lobar predominance. Abnormal T2/FLAIR hyperintense signal is seen in \n",
"\n",
"the central pons series 8 image 9. Confluent increased T2/FLAIR signals also \n",
"\n",
"seen in the bilateral centrum semiovale and corona radiata. Given patient's \n",
"\n",
"history of prolonged hypoglycemia, this could represent pontine and \n",
"\n",
"extrapontine myelolysis (osmotic demyelination syndrome). However, severe \n",
"\n",
"confluent small vessel ischemic change can have a similar appearance in the \n",
"\n",
"periventricular white matter. No extra-axial fluid collections, hydrocephalus \n",
"\n",
"or midline shift. Small foci of hemosiderin are seen scattered throughout both \n",
"\n",
"cerebral hemispheres. Midline structures are normally formed. Bilateral mastoid \n",
"\n",
"effusions are present. The orbits are unremarkable. No air-fluid levels in the \n",
"\n",
"paranasal sinuses. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1848424001TCM\n",
" INDICATION: TRIGEMINAL NEURALGIA \n",
"\n",
" \n",
"\n",
" FINDINGS: The fifth cranial nerves exit the anterior aspect of the pons. \n",
"\n",
"Dolichoectasia of the basilar artery is noted. The basilar artery abuts and may \n",
"\n",
"impinge the prepontine right cranial nerve V series 5 image 35. This could \n",
"\n",
"represent vascular loop syndrome. The bilateral Meckel's caves are symmetric. \n",
"\n",
"Cerebral atrophy with scattered periventricular white matter T2 hyperintense \n",
"\n",
"lesions are noted. Patient is status post bilateral intraocular lens \n",
"\n",
"replacement. No mastoid effusions. No CP angle mass. IACs are unremarkable. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1848991001TCM\n",
"\n",
"\n",
"\n",
"1852862001TCM\n",
" INDICATION: BENIGN PITUITARY TUMOR \n",
"\n",
" \n",
"\n",
" FINDINGS: No diffusion restriction is seen to suggest acute ischemia. No \n",
"\n",
"extraaxial fluid collections, hydrocephalus or midline shift. The gray and \n",
"\n",
"white matter signal is normal. Microadenoma right side of the pituitary is \n",
"\n",
"stable in size. It continues to demonstrate high T1 signal. Midline structures \n",
"\n",
"are otherwise unremarkable. There are no new intracranial lesions. Major \n",
"\n",
"intracranial flow voids are preserved. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1863445001TCM\n",
" INDICATION: Seizures \n",
"\n",
" \n",
"\n",
" FINDINGS: No diffusion restriction is seen to suggest acute ischemia. No \n",
"\n",
"extraaxial fluid collections, hydrocephalus or midline shift. The gray and \n",
"\n",
"white matter signal is normal. Midline structures including the pituitary gland\n",
"\n",
", corpus callosum and cerebellar tonsils are normally formed. Major \n",
"\n",
"intracranial flow voids are preserved. Chronic sinus disease noted in the \n",
"\n",
"maxillary antra and ethmoid air cells with fluid noted in the right mastoid as \n",
"\n",
"well. \n",
"\n",
"\n",
"\n",
"\n",
"1866970003TCM\n",
" FINDINGS: Exam performed for history of dementia, facial drooping, fall. No \n",
"\n",
"restricted diffusion to indicate an acute infarction. There is flow void in \n",
"\n",
"the basilar artery and internal carotid arteries. Diffuse volume loss is present\n",
"\n",
", present to some degree on 8/7/2005 but more prominent currently. No midline \n",
"\n",
"shift. No mass effect. Exam is limited because of extensive motion. No large \n",
"\n",
"epidural or subdural hematoma seen. FLAIR images show increased signal in \n",
"\n",
"periventricular and subcortical white matter likely due to chronic ischemic \n",
"\n",
"change. The degree of volume loss is greater than the degree of chronic \n",
"\n",
"ischemic change. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1867831003TCM\n",
" INDICATION: Decreased mental status. \n",
"\n",
" \n",
"\n",
" FINDINGS: The ventricles, cisterns, and sulci are moderately prominent. A few \n",
"\n",
"scattered areas of abnormal FLAIR and T2 signal in the basal ganglia and white \n",
"\n",
"matter. There is no midline shift, acute intracranial hemorrhage, or acute \n",
"\n",
"intracranial edema. There is no restricted diffusion. \n",
"\n",
" \n",
"\n",
" IMPRESSION: CEREBRAL ATROPHY WITH CHRONIC SMALL VESSEL ISCHEMIC CHANGE. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1876525001TCM\n",
" INDICATION: Left-sided neck numbness, left facial numbness, left temporal \n",
"\n",
"headache, lightheadedness. \n",
"\n",
" \n",
"\n",
" FINDINGS: There are no areas of restricted diffusion to suggest an acute \n",
"\n",
"infarct. The ventricles appear normal. There is no intracranial mass or mass \n",
"\n",
"effect. There is no subfalcine herniation. Basal cisterns appear normal. The \n",
"\n",
"midline structures appear normal. There are normal flow voids within all major \n",
"\n",
"intracranial arteries and in the dural venous sinuses. The orbits appear \n",
"\n",
"unremarkable. \n",
"\n",
"\n",
"\n",
"\n",
"1880058001TPM\n",
"INDICATION: Severe head injury requiring surgery for acute on chronic right \n",
"\n",
"subdural hematoma edema skull fracture. Current study for follow-up. \n",
"\n",
" \n",
"\n",
" FINDINGS: Increased T2 signal with suspected contusions in right posterior \n",
"\n",
"parietal-occipital lobes noted with some T2 shine-through on diffusion imaging. \n",
"\n",
"There is susceptibility artifact with lesion in the right frontal parenchyma \n",
"\n",
"along the surgical site and linear defect setting adjacent. I suspect this \n",
"\n",
"represents tip of the implanted drain or lead relating to the object seen in \n",
"\n",
"this region on image 30 of the postsurgical head CT. Please correlate with \n",
"\n",
"surgical note. Drains along the scalp and subdural space otherwise noted. \n",
"\n",
"Susceptibility artifact along surgical site otherwise noted likely multiple \n",
"\n",
"pockets of hemorrhage. The subdural hematoma appears well-evacuated with only \n",
"\n",
"thin slip of fluid remaining and a few specks of signal void likely reflect \n",
"\n",
"mild residual pneumocephaly likely improved. The degree of leftward midline \n",
"\n",
"shift has improved significantly now 4 mm compared to having measured 7 mm. \n",
"\n",
"Hemorrhage extends along the falx and into the left frontal region again \n",
"\n",
"representing a thin slip of residual bleed greatly improved after surgery. No \n",
"\n",
"hydrocephalus is noted. No intraventricular bleed is seen. Fluid along the left \n",
"\n",
"and right optic nerves noted. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1880664001TPM\n",
" INDICATION: Seizures \n",
"\n",
" \n",
"\n",
" FINDINGS: No diffusion restriction is seen to suggest acute ischemia. No \n",
"\n",
"extraaxial fluid collections, hydrocephalus or midline shift. The gray and \n",
"\n",
"white matter signal is normal. Moderate generalized cerebral atrophy with \n",
"\n",
"scattered periventricular white matter T2/FLAIR hyperintensities is present. \n",
"\n",
"Midline structures including the pituitary gland, corpus callosum, and \n",
"\n",
"cerebellar tonsils are normally formed. Major intracranial flow voids are \n",
"\n",
"preserved. The paranasal sinuses and mastoid air cells are clear. Temporal \n",
"\n",
"lobes are well visualized and no significant asymmetry is identified. The \n",
"\n",
"hippocampal regions appear intact. No evidence of cortical dysplasia is seen. \n",
"\n",
"Mucosal thickening is identified in the ethmoid air cells and maxillary sinuses. \n",
"\n",
" \n",
"\n",
" IMPRESSION: NO SEIZURE FOCUS NOT IDENTIFIED BY MRI. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1884025001TPM\n",
" INDICATION: The patient catheter in place and evaluation for shunt malfunction \n",
"\n",
"and hydrocephalus \n",
"\n",
" \n",
"\n",
" FINDINGS: Significant susceptibility artifact obscuring the left cerebral \n",
"\n",
"hemisphere and left side of the head presumably from shunt have. The ventricles \n",
"\n",
"are very decompressed with no dilatation or hydrocephalus noted. Presumed known \n",
"\n",
"Chiari malformation appearance of the inferior cerebellum as the cerebellar \n",
"\n",
"tonsils protrude through the foramen magnum and this is stable. No change from \n",
"\n",
"prior MRI but the ventricles are somewhat more decompressed today than on \n",
"\n",
"previous exam. \n",
"\n",
" IMPRESSION: VENTRICLES ARE DECOMPRESSED WITH NO HYDROCEPHALUS EVIDENT. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1884809001TCM\n",
" INDICATION: SDH, ? infarction \n",
"\n",
" \n",
"\n",
" IMPRESSION: RECURRENT SUBDURAL HEMATOMA OVER THE LEFT CEREBRAL CONVEXITY. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1886855001TPM\n",
" INDICATION: MALFORMATION W/ CF FLOW AND XRAYS \n",
"\n",
" \n",
"\n",
" FINDINGS: A CHIARI 1 malformation is noted with the cerebellar tonsils \n",
"\n",
"extending below the foramen magnum about 11 mm. Findings appear to be slightly \n",
"\n",
"less prominent when compared to previous MRI on 7/11/2014. Pituitary gland \n",
"\n",
"appears normal. Normal flow-voids are seen in the venous dural sinuses. The \n",
"\n",
"diffusion-weighted images appear normal. Normal flow-voids are seen in the \n",
"\n",
"arterial circulation. The fourth ventricle appears normal. \n",
"\n",
" \n",
"\n",
" IMPRESSION: THERE IS A CHIARI 1 ONE MALFORMATION WITH THE CEREBELLAR TONSILS \n",
"\n",
"EXTENDING 11 MM BELOW THE FORAMEN MAGNUM. THE CEREBELLAR TONSILS ARE SLIGHTLY \n",
"\n",
"POINTED. FINDINGS APPEAR TO BE SLIGHTLY LESS PROMINENT WHEN COMPARED TO \n",
"\n",
"PREVIOUS MRI. \n",
"\n",
"\n",
"\n",
"\n",
"1887878001TCM\n",
" INDICATION: Rule out stroke, occipital hem stroke cerebellar hemorrhage. \n",
"\n",
" \n",
"\n",
" FINDINGS: Ventriculostomy tube via left frontal approach with metal \n",
"\n",
"susceptibility artifact degrading evaluation at the shunt tube entrance site. \n",
"\n",
"Tubing extends into the left anterior ventricular horn to the interventricular \n",
"\n",
"septum. Left lateral ventricle is thin and slitlike in appearance. The right \n",
"\n",
"lateral ventricle is normal in caliber. The third ventricle is unremarkable. \n",
"\n",
"Evolving, recent cerebellar hemisphere intra-parenchymal bleed with hemosiderin \n",
"\n",
"ring. The bleed is worse extending to the left midline. The \n",
"\n",
" hematoma is estimated at 3.3 x 2.7 cm. \n",
"\n",
" \n",
"\n",
" IMPRESSION: Evolving cerebellar hemorrhage with distortion of the fourth \n",
"\n",
"ventricle without hydrocephalus. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1890615001TPM\n",
" INDICATION: SCOLIOSIS- CHIARI \n",
"\n",
" \n",
"\n",
" FINDINGS: Post surgical changes on the inferior posterior aspect of the \n",
"\n",
"occipital bone near the foramen magnum is noted. The cerebellar tonsils extend \n",
"\n",
"below the foramen magnum consistent with a ectopia. No hydrocephalus is \n",
"\n",
"identified. A cord syrinx is noted. Posterior tilting of the odontoid is noted. \n",
"\n",
"The pituitary gland appears normal. The diffusion-weighted images show no \n",
"\n",
"ischemic changes. Normal flow-voids are seen in the arterial circulation. \n",
"\n",
"Normal flow void is in the venous dural sinuses. No discrete mass is seen. \n",
"\n",
"Ventricles appear of normal size. There is normal white matter myelination. \n",
"\n",
" \n",
"\n",
" IMPRESSION: METALLIC ARTIFACT OVERLIES THE OCCIPITAL BONE NEAR THE FORAMEN \n",
"\n",
"MAGNUM CONSISTENT WITH POST SURGICAL CHANGES. \n",
"\n",
" CEREBELLAR TONSILS EXTEND BELOW THE FORAMEN MAGNUM. THE CEREBELLAR TONSILS ARE \n",
"\n",
"NO LONGER POINTED CONSISTENT WITH IMPROVEMENT. \n",
"\n",
" CERVICAL CORD SYRINX IS NOTED WHICH HAS SIGNIFICANTLY DECREASED IN SIZE WHEN \n",
"\n",
"COMPARED TO PREVIOUS MRI. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1895145001TCM\n",
" INDICATION: MYELITIS \n",
"\n",
" \n",
"\n",
" FINDINGS: No diffusion restriction is seen to suggest acute ischemia. No \n",
"\n",
"extraaxial fluid collections, hydrocephalus or midline shift. The gray and \n",
"\n",
"white matter signal is normal. Moderate generalized cerebral atrophy with \n",
"\n",
"scattered periventricular white matter T2/FLAIR hyperintensities is present. \n",
"\n",
"Midline structures including the pituitary gland, corpus callosum, and \n",
"\n",
"cerebellar tonsils are normally formed. Major intracranial flow voids are \n",
"\n",
"preserved. The paranasal sinuses and mastoid air cells are clear. \n",
"\n",
" \n",
"\n",
" IMPRESSION: NEGATIVE MRI OF THE BRAIN. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1895965001TCM\n",
" INDICATION: Multiple seizures \n",
"\n",
" \n",
"\n",
" FINDINGS: The area of diminished density over the left parietal and temporal \n",
"\n",
"lobe parenchyma on the CT head appears consistent with a region of old infarct \n",
"\n",
"change on the MRI. There is no restricted diffusion or acute infarct noted. \n",
"\n",
"Study is degraded to motion artifact. No fluid collection or mass. No midline \n",
"\n",
"shift. No hydrocephalus. Mild to moderate small vessel ischemic changes in the \n",
"\n",
"periventricular white matter. Some gliosis through the area of old left insula \n",
"\n",
"territory infarct. No acute process. Intracranial flow voids are visualized. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1900378001TCM\n",
" INDICATION: headache, neck pain, nausea \n",
"\n",
" \n",
"\n",
" FINDINGS: No diffusion restriction is seen to suggest acute ischemia. No \n",
"\n",
"extraaxial fluid collections, hydrocephalus or midline shift. The gray and \n",
"\n",
"white matter signal is normal. The cerebral hemispheres, brainstem and \n",
"\n",
"posterior fossa are unremarkable. Midline structures including the pituitary \n",
"\n",
"gland, corpus callosum and cerebellar tonsils are normally formed. Major \n",
"\n",
"intracranial flow voids are preserved. The paranasal sinuses demonstrate \n",
"\n",
"minimal mucosal thickening in the ethmoid and right frontal sinuses. Mastoid \n",
"\n",
"air cells are clear. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1900518001TCM\n",
" INDICATION: headache, neck pain, nausea \n",
"\n",
" \n",
"\n",
" FINDINGS: No diffusion restriction is seen to suggest acute ischemia. No \n",
"\n",
"extraaxial fluid collections, hydrocephalus or midline shift. The gray and \n",
"\n",
"white matter signal is normal. The cerebral hemispheres, brainstem and \n",
"\n",
"posterior fossa are unremarkable. Midline structures including the pituitary \n",
"\n",
"gland, corpus callosum and cerebellar tonsils are normally formed. Major \n",
"\n",
"intracranial flow voids are preserved. The paranasal sinuses demonstrate \n",
"\n",
"minimal mucosal thickening in the ethmoid and right frontal sinuses. Mastoid \n",
"\n",
"air cells are clear. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1901381001TPM\n",
" INDICATION: ARACHNOID CYST \n",
"\n",
" \n",
"\n",
" FINDINGS: The arachnoid cyst in the anterior pole of the left middle cranial \n",
"\n",
"fossa is stable. The pituitary, infundibulum, hypothalamus, corpus callosum \n",
"\n",
"remain normal in appearance. I see no new intra-axial lesions. There are no \n",
"\n",
"foci of restricted diffusion. There are foci of white matter hyperintensity are \n",
"\n",
"noted in both cerebral hemispheres unchanged since 2015. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1905647001TCM\n",
" INDICATION: Slurred speech, acute infarct, abnormal MRI, history of Goodpasture\n",
"\n",
"'s syndrome \n",
"\n",
" FINDINGS: The area of diffusion restriction in the posterior right frontal \n",
"\n",
"lobe has increased in size compared to the exam 2 days prior. This is \n",
"\n",
"hypointense on ADC series 4 image 17. This is a distal right MCA distribution \n",
"\n",
"infarct. Generalized cerebral atrophy with extensive periventricular increased \n",
"\n",
"T2/flair signals unchanged. Lacunar infarcts are seen in the bilateral centrum \n",
"\n",
"semiovale series 6 image 19. No extra-axial fluid collection, hydrocephalus or \n",
"\n",
"midline shift. The sella is partially empty. The corpus callosum, brain stem \n",
"\n",
"and cerebellar tonsils are normally formed. No intracranial hemorrhage seen on \n",
"\n",
"the MPGR sequence. The orbits are unremarkable. No mastoid effusions. No air-\n",
"\n",
"fluid levels in the paranasal sinuses. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1906400001TCM\n",
" INDICATION: Migraine headaches, TIA. \n",
"\n",
" \n",
"\n",
" FINDINGS: The ventricles are normal in size. There is an 11 mm pineal cyst. No \n",
"\n",
"other intra or extra-axial masses are identified. There is no intracranial \n",
"\n",
"hemorrhage. There are no pathologic areas of restricted diffusion. There is no \n",
"\n",
"T2 signal abnormality throughout the right or white matter. Sagittal imaging \n",
"\n",
"demonstrates a Chiari I malformation, with the cerebellar tonsils extending 11 \n",
"\n",
"mm inferior to the foramen magnum. The cerebellar tonsils appear pointed. There \n",
"\n",
"is cervico-medullary kinking. No syrinx is identified in the imaged portions of \n",
"\n",
"the cervical spinal cord. Both orbits appear unremarkable. The paranasal \n",
"\n",
"sinuses are clear. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1908501001TCM\n",
" INDICATION: cardiac arrest, ? Anoxic brain injury. \n",
"\n",
" \n",
"\n",
" FINDINGS: There is diffusely abnormal signal in the cerebral cortices and \n",
"\n",
"cerebellar cortex on the diffusion sequences consistent with the clinical \n",
"\n",
"suspicion of diffuse anoxic brain injury. The brainstem appears relatively \n",
"\n",
"spared. Effacement of the sulci in the posterior fossa with some compression of \n",
"\n",
"the fourth ventricle is noted. The lateral and third ventricles appear slightly \n",
"\n",
"more prominent when compared to the CT of 15 March 2016. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1911073001TVM\n",
" INDICATION: Dementia, \n",
"\n",
" \n",
"\n",
" FINDINGS: There is a diffuse generalized atrophic changes with decrease in \n",
"\n",
"signal changes throughout the white matter both cerebral hemispheres consistent \n",
"\n",
"with chronic microvascular ischemic changes. There are no areas of restricted \n",
"\n",
"diffusion. The ventricular system is stable without hydrocephalus.. There are \n",
"\n",
"no intracranial mass lesions or extra-axial collections. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1911149003TCM\n",
" INDICATION: Tumor. \n",
"\n",
" \n",
"\n",
" FINDINGS: Left vertebral artery is dominant over the right and the right \n",
"\n",
"appears to end in the posterior inferior cerebellar artery. Internal carotid \n",
"\n",
"arteries are unremarkable Periventricular increased T2 signal is consistent \n",
"\n",
"with microvascular disease with some changes seen in the periphery of the basal \n",
"\n",
"ganglia areas as well. Ventricles are midline, symmetrical, and normal in size. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1911711001TCM\n",
" INDICATION: gait ataxia \n",
"\n",
" \n",
"\n",
" FINDINGS: There is a diffuse generalized atrophic changes with chronic \n",
"\n",
"microvascular ischemic change again noted in the white matter both cerebral \n",
"\n",
"hemispheres, basal ganglion and brainstem. There are no new intracranial signal \n",
"\n",
"abnormalities identified. There are no areas of restricted diffusion. The \n",
"\n",
"ventricular system is stable. There are no intracranial mass lesions or extra-\n",
"\n",
"axial collections. The corpus callosum, pituitary gland, cranial nerve VII and \n",
"\n",
"VIII complexes and basilar cisterns appear unchanged. Signal flow void is again \n",
"\n",
"noted involving internal carotid and basilar arteries. Extracranial structures \n",
"\n",
"appear unremarkable. No other change \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1911868001TCM\n",
" INDICATION: Headache, slurred speech and weakness, TIA. \n",
"\n",
" \n",
"\n",
" FINDINGS: The ventricles, sulci, and cisterns appear appropriate size and \n",
"\n",
"shape for patient's age. Midline structures are in normal position. There are \n",
"\n",
"few small areas of increased T2 signal seen in the subcortical and \n",
"\n",
"periventricular white matter. This is a nonspecific finding, but most commonly \n",
"\n",
"seen with chronic small vessel ischemic changes. There are no abnormal \n",
"\n",
"intraaxial or extraaxial fluid collections identified. Sellar and suprasellar \n",
"\n",
"structures appear normal. The bilateral cerebellopontine angles appear normal. \n",
"\n",
"There is no evidence for cerebellar tonsillar ectopia. There are no abnormal \n",
"\n",
"areas of restricted diffusion. Flow voids for the major intracranial vessels \n",
"\n",
"and dural venous sinuses are maintained. Mucosal thickening seen within the \n",
"\n",
"right sphenoid sinus. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1911919001TPM\n",
" INDICATION: NAT, bleed and ischemic areas on CT head from OSH \n",
"\n",
" \n",
"\n",
" FINDINGS: The subdural hematoma along the anterior falx is better visualized \n",
"\n",
"on the CT but is visualized and appears unchanged. Routine sequences reveal no \n",
"\n",
"discrete intracranial signal abnormalities there is restricted diffusion \n",
"\n",
"throughout most of the right cerebral hemisphere including portions of the \n",
"\n",
"frontal, temporal, and parietal and occipital lobes. There is also some areas \n",
"\n",
"of restricted diffusion involving the left posterior temporal parietal-\n",
"\n",
"occipital region as well as a small area within the left frontal region. The \n",
"\n",
"ventricular system is normal. There are no intracranial mass lesions or extra-\n",
"\n",
"axial collections. Basilar cisterns appear unremarkable. There is signal flow \n",
"\n",
"void involving the internal carotid and basilar arteries. Extracranial \n",
"\n",
"structures are grossly unremarkable with some small amount of signal within the \n",
"\n",
"small maxillary sinuses. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1912209001TCM\n",
" INDICATION: SEIZURE DISORDER \n",
"\n",
" \n",
"\n",
" FINDINGS: There is mild generalized atrophic changes. There is normal signal \n",
"\n",
"noted throughout both hemispheres, basal ganglion, midbrain, brainstem and \n",
"\n",
"cerebellum. There are no areas of restricted diffusion. The ventricular system \n",
"\n",
"is normal. There are no intracranial mass lesions or extra-axial fluid \n",
"\n",
"collections. \n",
"\n",
"\n",
"\n",
"\n",
"1914058001TCM\n",
" INDICATION: Weakness, altered mental status, Parkinson's disease, on \n",
"\n",
"anticoagulation with fall and convulsive movement \n",
"\n",
" \n",
"\n",
" FINDINGS: No diffusion restriction is seen to suggest acute ischemia. All of \n",
"\n",
"the remainder of the axial images are significantly degraded by motion \n",
"\n",
"artifact. Flow artifact is seen in the third ventricle on the FLAIR images. No \n",
"\n",
"evidence of intracranial hemorrhage on the MPGR or FLAIR sequences. Advanced \n",
"\n",
"generalized cerebral atrophy with ex vacuo dilatation of the ventricles is \n",
"\n",
"unchanged. No obvious air-fluid levels in the paranasal sinuses no mastoid \n",
"\n",
"effusions appear \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1922876001TCM\n",
" INDICATION: Increasing dizziness with multiple falls. \n",
"\n",
" \n",
"\n",
" FINDINGS: Comparison to a head CT dated 3/15/2016. There are no areas of \n",
"\n",
"restricted diffusion. The ventricles appear within normal limits. There are \n",
"\n",
"foci of increased FLAIR signal seen adjacent to the lateral ventricles as well \n",
"\n",
"as throughout the corona radiata and centrum semiovale. This is likely \n",
"\n",
"secondary to chronic microvascular ischemic change. There is no intracranial \n",
"\n",
"hemorrhage or mass. There are no areas of abnormal signal on gradient echo \n",
"\n",
"imaging. The basal cisterns appear normal. Normal flow voids are maintained \n",
"\n",
"within all major intracranial arteries and in the dural venous sinuses. The \n",
"\n",
"globes appear unremarkable. The midline structures appear normal. The mastoid \n",
"\n",
"air cells appear clear. The middle ears appear clear as well. There are chronic \n",
"\n",
"microvascular ischemic changes seen in the pons. \n",
"\n",
" \n",
"\n",
" IMPRESSION: MILD CHRONIC SENESCENT CHANGES BUT OTHERWISE UNREMARKABLE \n",
"\n",
"NONCONTRAST MRI OF THE HEAD. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1923124003TCM\n",
" INDICATION: CVA/Stroke. \n",
"\n",
" \n",
"\n",
" FINDINGS: There is a normal craniovertebral junction. Normal formation of the \n",
"\n",
"corpus callosum. Normal appearing pituitary gland and optic chiasm. There is \n",
"\n",
"near complete opacification of the left maxillary sinus. There is normal signal \n",
"\n",
"associated with the VII and VIII nerve complexes. There is enlargement of the \n",
"\n",
"ventricles and sulci consistent with atrophy. Areas of increased T2 signal in \n",
"\n",
"the periventricular region thought to represent areas of chronic ischemic white \n",
"\n",
"matter disease. There is a hemorrhage in most of the right lateral ventricle \n",
"\n",
"and the posterior aspect of the left ventricle and the atrial horn. No mass \n",
"\n",
"effect. There is a ribbon of restricted diffusion which is associated with the \n",
"\n",
"posterior inferior atrial horn of the right lateral ventricle consistent with \n",
"\n",
"an acute process. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1925389001TCM\n",
" INDICATION: Altered LOC. \n",
"\n",
" \n",
"\n",
" FINDINGS: No diffusion restriction is seen to suggest acute ischemia. No \n",
"\n",
"extraaxial fluid collections, hydrocephalus or midline shift. The gray and \n",
"\n",
"white matter signal is normal. Moderate generalized cerebral atrophy with \n",
"\n",
"scattered periventricular white matter T2/FLAIR hyperintensities is present. \n",
"\n",
"Midline structures including the pituitary gland, corpus callosum, and \n",
"\n",
"cerebellar tonsils are normally formed. Major intracranial flow voids are \n",
"\n",
"preserved. The paranasal sinuses and mastoid air cells are clear. \n",
"\n",
" \n",
"\n",
" IMPRESSION: NEGATIVE MRI OF THE BRAIN. Cerebral atrophy. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1926383001TCM\n",
" INDICATION: Seizures. \n",
"\n",
" \n",
"\n",
" FINDINGS: No diffusion restriction is seen to suggest acute ischemia. No \n",
"\n",
"extraaxial fluid collections, hydrocephalus or midline shift. The gray and \n",
"\n",
"white matter signal is normal. Midline structures including the pituitary gland\n",
"\n",
", corpus callosum and cerebellar tonsils are normally formed. Major \n",
"\n",
"intracranial flow voids are preserved. The paranasal sinuses and mastoid air \n",
"\n",
"cells are clear. \n",
"\n",
" \n",
"\n",
" IMPRESSION: NEGATIVE MRI OF THE BRAIN. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1931570003TCM\n",
" INDICATION: CVA/Stroke, Right middle CVA \n",
"\n",
" \n",
"\n",
" FINDINGS: There is a large area of diffusion restriction involving essentially \n",
"\n",
"the entire right middle cerebral artery distribution. There is minimal sulci \n",
"\n",
"effacement. No hemorrhage or shift of midline structures seen. This is \n",
"\n",
"associated with increased T2 signal. There is also increased T2 signal in \n",
"\n",
"periventricular and subcortical white matter probably due to small vessel \n",
"\n",
"disease. Please see MRA regarding vascular findings. Chronic inflammatory \n",
"\n",
"changes in the right maxillary sinus. \n",
"\n",
" \n",
"\n",
" IMPRESSION: ACUTE, BLAND RIGHT MIDDLE CEREBRAL ARTERY DISTRIBUTION INFARCT \n",
"\n",
"INVOLVING ESSENTIALLY THE ENTIRE VASCULAR DISTRIBUTION. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1932453001TCM\n",
" INDICATION: BREAST CA. \n",
"\n",
" \n",
"\n",
" FINDINGS: There are no signal alterations within the brain parenchyma. No \n",
"\n",
"acute mass effect or evidence of hemorrhage. There are no areas of restricted \n",
"\n",
"diffusion. Ventricles are not dilated. No extra-axial fluid collections. IACs \n",
"\n",
"are symmetric and free of masses. CP angles are clear. There are normal flow \n",
"\n",
"voids in the internal carotids and vertebral basilar system. Mild mucosal \n",
"\n",
"thickening in the right maxillary sinus and sphenoid sinus. Bony calvarium \n",
"\n",
"unremarkable. \n",
"\n",
"\n",
"\n",
"\n",
"1938540001TCM\n",
" INDICATION: Follow up Venous Sinus Thrombosis, rule out infarct. \n",
"\n",
" \n",
"\n",
" FINDINGS: Significant artifact is present on the diffusion images from the \n",
"\n",
"right frontal VP shunt catheter. A few focal areas of increased signal are seen \n",
"\n",
"in the right parieto-occipital region that may represent areas of acute \n",
"\n",
"infarction. These are hypointense on ADC. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1941138001TCM\n",
" INDICATION: Seizures, VOMITING \n",
"\n",
" \n",
"\n",
" FINDINGS: Ventricles are normal size, shape and position. There is cortical \n",
"\n",
"edema involving the occipital lobes bilaterally to a lesser extent the parietal \n",
"\n",
"lobes and the the cerebellar hemispheres. No diffusion restriction seen. No \n",
"\n",
"mass effect or shift of midline structures identified. Normal flow-voids are \n",
"\n",
"seen in major intracranial vascular structures. \n",
"\n",
" \n",
"\n",
" IMPRESSION: BILATERAL, SYMMETRIC, PREDOMINANTLYOCCIPITAL CORTICAL EDEMA IS NOT \n",
"\n",
"ENTIRELY SPECIFICBUT IS HIGHLY SUGGESTIVE OF THE POSTERIOR REVERSAL \n",
"\n",
"ENCEPHALOPATHY SYNDROME. THIS SHOULD BE CORRELATED CLINICALLY. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1941799001TCM\n",
"\n",
"\n",
"\n",
"1942099001TCM\n",
" INDICATION: Dizzy, LOSS OF BALANCE \n",
"\n",
" \n",
"\n",
" FINDINGS: There is a small area of increased T2 signal in the subcortical left \n",
"\n",
"parietal region. This appears to be associated with a small area of cortical \n",
"\n",
"diffusion restriction and was most likely a small subacute infarct. The spinous \n",
"\n",
"a believe follow-up or contrast enhancement should be considered. No other \n",
"\n",
"hemorrhage or masses are seen. No shift of midline structures identified. \n",
"\n",
"Normal flow-voids are seen in major intracranial vascular structures. Imaged \n",
"\n",
"portions of the paranasal sinuses and mastoid air cells are clear. \n",
"\n",
" \n",
"\n",
" IMPRESSION: SUBCENTIMETER AREA OF INDETERMINATE SIGNAL ABNORMALITY IN THE LEFT \n",
"\n",
"PARIETAL LOBE. A SUSPECT THIS IS A SUBACUTE IN, BLAND INFARCT BUT FOLLOW-UP AND\n",
"\n",
"/ OR CONTRAST ENHANCEMENT IS SUGGESTED. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1944159001TCM\n",
" INDICATION: CVA/Stroke, R FEMORAL NECK FX \n",
"\n",
" \n",
"\n",
" FINDINGS: No diffusion restriction is seen to suggest acute ischemia. No \n",
"\n",
"extraaxial fluid collections, hydrocephalus or midline shift. Ventriculomegaly \n",
"\n",
"and sulci widening is consistent with mild cerebral atrophy. Fairly extensive \n",
"\n",
"areas of increased T2 signal in. Ventricular subcortical white matter probably \n",
"\n",
"due to small vessel disease. Normal flow-voids are seen in major intracranial \n",
"\n",
"vascular structures. Midline structures including the pituitary gland, corpus \n",
"\n",
"callosum and cerebellar tonsils are normally formed. The paranasal sinuses and \n",
"\n",
"mastoid air cells are clear. \n",
"\n",
" \n",
"\n",
" IMPRESSION: GENERALIZED CEREBRAL ATROPHY AND PRESUMED SMALL VESSEL WHITE \n",
"\n",
"MATTER ISCHEMIC CHANGES ARE NOTED. NO ACUTE ABNORMALITY DETECTED, HOWEVER. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1947146001TCM\n",
" INDICATION: Numbness. \n",
"\n",
" \n",
"\n",
" FINDINGS: There is a normal craniovertebral junction. Normal formation corpus \n",
"\n",
"callosum. There is an empty sella. There is enlargement of ventricles and sulci \n",
"\n",
"consistent with atrophy. Normal signal within the gray-white matter. There are \n",
"\n",
"no areas of restricted diffusion. No extraaxial fluid collection. No mass \n",
"\n",
"effect. Orbits, optic nerves and rectus muscles are normal. Minimal mucosal \n",
"\n",
"thickening floor of the right maxillary sinus. Remaining paranasal sinuses are \n",
"\n",
"clear. Normal signal associated with the seventh and eighth nerves. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1949724001TCM\n",
" INDICATION: Headaches, visual disturbance, vertigo, abnormal MRI cervical \n",
"\n",
"spine. \n",
"\n",
" FINDINGS: The cerebellar tonsils extend only 1-2 mm below the foramen magnum \n",
"\n",
"and do not meet criteria for a Chiari malformation. The cerebellar tonsils are \n",
"\n",
"also normal in morphology. The fourth ventricle appears normal and the obex is \n",
"\n",
"normally positioned. The basal cisterns appear normal. The pituitary gland and \n",
"\n",
"infundibulum appear normal. The optic chiasm appears normal and is normally \n",
"\n",
"positioned. The globes, optic nerves, optic sheaths, extraocular muscles, and \n",
"\n",
"retro-orbital fat appear normal. The lateral and third ventricles appear \n",
"\n",
"normal. Normal flow-voids are seen within all major intracranial arteries and \n",
"\n",
"in the dural venous sinuses. There are no areas of restricted diffusion. There \n",
"\n",
"is no intracranial hemorrhage or mass. There is no subfalcine herniation. The \n",
"\n",
"sulci appear normal. The paranasal sinuses and mastoid air cells are normal. \n",
"\n",
"There are no areas of abnormal signal within the cerebrum or cerebellum. \n",
"\n",
" \n",
"\n",
" IMPRESSION: UNREMARKABLE MRI OF THE HEAD WITH CSF FLOW STUDY. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1949741001TCM\n",
" INDICATION: TRIGEMINAL, TRIGEMINAL \n",
"\n",
" \n",
"\n",
" FINDINGS: No mass lesion seen. Partially empty sella incidentally noted. \n",
"\n",
"Cisternal segments of the trigeminal nerves appear normal. No other abnormality \n",
"\n",
"detected on the provided views \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1949882001TCM\n",
" INDICATION: Seven onset of right-sided weakness and slurred speech.. \n",
"\n",
" \n",
"\n",
" FINDINGS: The ventricles, cisterns and sulci are moderately prominent. There \n",
"\n",
"is dolichoectasia of the vessels of the circle of Willis. This is most \n",
"\n",
"pronounced at the vertebrobasilar circulation. There are areas of increased \n",
"\n",
"FLAIR and T2 signal in the white matter bilaterally. There are also small foci \n",
"\n",
"of increased FLAIR and T2 signal in the basal ganglia. These findings are \n",
"\n",
"consistent with chronic ischemic change. There is faint curvilinear area of \n",
"\n",
"restricted diffusion in the left frontal lobe. There is a much smaller focus of \n",
"\n",
"restricted diffusion just posterior to this also in the left frontal lobe. A \n",
"\n",
"more diffuse but still increased area of diffusion is seen in the left insular \n",
"\n",
"cortex. There is subtle hypointense signal in the corresponding ADC images. \n",
"\n",
"There is no midline shift or acute intracranial hemorrhage. Subtle subarachnoid \n",
"\n",
"hemorrhage can be very difficult to detect on MRI. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1950119001TCM\n",
" INDICATION: NUMBNESS AND TINGLING TO ALL EXTREMITIES., NUMBNESS AND TINGLING \n",
"\n",
" \n",
"\n",
" FINDINGS: No diffusion restriction is seen to suggest acute ischemia. No \n",
"\n",
"extraaxial fluid collections, hydrocephalus or midline shift. The gray and \n",
"\n",
"white matter signal is normal. Midline structures including the corpus \n",
"\n",
"callosum and cerebellar tonsils are normally formed. Partially empty sella is \n",
"\n",
"again noted. Major intracranial flow voids are preserved. The paranasal sinuses \n",
"\n",
"and mastoid air cells are clear. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1950946001TPM\n",
"INDICATION: Occipital fracture after fall. \n",
"\n",
" \n",
"\n",
" FINDINGS: There is a focus of increased T2 signal in the cerebellar tonsils \n",
"\n",
"greater on the right best seen and marked on image 3 of sequence 8 with only \n",
"\n",
"slight signal change on the left questionable. No Chiari malformation. No acute \n",
"\n",
"intracranial hemorrhage. No acute infarcts are noted. Enlargement and \n",
"\n",
"displacement of the adenoids noted greater on the right reaching 1.7 cm \n",
"\n",
"partially imaged. Right mastoid air cell fluid noted. Visualized sinuses are \n",
"\n",
"clear. Moderate fluid signal surrounding the optic nerves noted. No \n",
"\n",
"hydrocephalus. Appropriate sulcation noted. Expected flow artifact within major \n",
"\n",
"cerebral arteries and veins. Corpus callosum appears intact. Vermis is present. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1954308001TCM\n",
" INDICATION: Neck pain, extremity numbness, occipital headache. \n",
"\n",
" \n",
"\n",
" FINDINGS: The ventricular system appears normal in volume and morphology. The \n",
"\n",
"basal cisterns appear normal. There is no intracranial hemorrhage. There is no \n",
"\n",
"intracranial mass or mass effect. There are no areas of restricted diffusion. \n",
"\n",
"The midline structures appear well formed. The cerebellar tonsils extend 5-6 mm \n",
"\n",
"below the foramen magnum. The cerebellar tonsils also appear slightly pointed. \n",
"\n",
"There is a kinking at the cervicomedullary junction as well. The prepontine \n",
"\n",
"cistern appears normal. There is no evidence of a syrinx. The globes appear \n",
"\n",
"unremarkable. There is mucoperiosteal thickening in the left maxillary sinus \n",
"\n",
"and in the middle and anterior ethmoid air cells on the left. Normal flow-voids \n",
"\n",
"are seen within all major intracranial arteries and in the dural venous sinuses. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1954981001TCM\n",
" INDICATION: Right sided brain mass on CT reportedly. \n",
"\n",
" \n",
"\n",
" FINDINGS: There is increased T2 signal in the gyri in the posterior right \n",
"\n",
"perisylvian region. No significant restricted diffusion noted. There is T2 \n",
"\n",
"shine through in this region. There appears to be volume loss in this region. \n",
"\n",
"Findings suggest a subacute to old infarct. The T2 signal is gyriform in \n",
"\n",
"appearance with underlying probable gliosis. A few scattered white matter T2 \n",
"\n",
"hyperintensities are present in the centrum semiovale and periventricular \n",
"\n",
"region and are nonspecific. The cerebellar hemispheres, midbrain, pons and \n",
"\n",
"cervicomedullary junction the cord are of normal signal to 2 morphology. Flow \n",
"\n",
"voids are seen in the renal ICAs, basilar artery and sagittal sinus. Probable \n",
"\n",
"mucus retention cysts are present in the maxillary sinuses. \n",
"\n",
" Paranasal sinuses mastoid air cells are clear. Seventh/eighth nerve complexes \n",
"\n",
"and pituitary appear within normal limits. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1959803001TPM\n",
" INDICATION: History of hydrocephalus, and Chiari decompression surgery 3 years \n",
"\n",
"ago now with increasing headaches \n",
"\n",
" \n",
"\n",
" FINDINGS: When compared to prior study extensive artifact from the post \n",
"\n",
"surgical changes from the occipital craniectomy again noted. Signal changes \n",
"\n",
"involving the white matter of the parietal and occipital lobes again noted \n",
"\n",
"unchanged. There are no new intracranial signal abnormalities identified. The \n",
"\n",
"left-sided VP shunt tube is unchanged in position with no evidence of \n",
"\n",
"hydrocephalus. No other signal abnormalities identified. There are no extra-\n",
"\n",
"axial collections. No other changes from the prior study. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1960137001TCM\n",
"INDICATION: Left-sided headache with right arm weakness. Hypertension. \n",
"\n",
"Patient with end-stage renal failure on dialysis. \n",
"\n",
" \n",
"\n",
" FINDINGS: No acute infarcts seen throughout the brainstem, cerebellum and \n",
"\n",
"cerebral hemispheres. No acute intracranial hemorrhage is evident. \n",
"\n",
"Periventricular increased T2 and FLAIR signal likely microvascular ischemic \n",
"\n",
"disease, mild. Only mild volume loss noted. Empty sella noted. No \n",
"\n",
"hydrocephalus. The left globe shows abnormal signal on its posterior margin. \n",
"\n",
"Please correlate with retinal examination. Motion artifact significantly limits \n",
"\n",
"study and prompted T2 sagittal HASTE imaging. Prevertebral increased T2 signal \n",
"\n",
"is of uncertain significance partially imaged in the neck and a C3-4 disc \n",
"\n",
"protrusion is questioned on image 11 of sequence 7. Only minimal left maxillary \n",
"\n",
"sinus fluid noted. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1960267001TCM\n",
" INDICATION: fall \n",
"\n",
" \n",
"\n",
" FINDINGS: There is blooming artifact in the posterior left frontal lobe \n",
"\n",
"correlating with the area of increased attenuation by CT consistent with \n",
"\n",
"petechial hemorrhage in the posterior left frontal lobe. No significant \n",
"\n",
"effusion. There is increased T2 signal in the pons likely representing chronic \n",
"\n",
"small vessel disease. This is greater than the periventricular white matter T2 \n",
"\n",
"hyperintensities. There is no shift of midline or ventriculomegaly. There is a \n",
"\n",
"small amount of edema around the focus of petechial hemorrhage in the left \n",
"\n",
"frontal lobe. The foramen magnum is patent. The visualized paranasal sinuses \n",
"\n",
"and mastoid air cells are clear. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1960772003TCM\n",
" INDICATION: Left hemiplegia, stroke \n",
"\n",
" \n",
"\n",
" FINDINGS: There is restricted diffusion involving the right basal ganglion \n",
"\n",
"including the lentiform nucleus as well as the anterior limb of the internal \n",
"\n",
"capsule. The restricted diffusion extends to involve periventricular white \n",
"\n",
"matter of the right cerebral hemisphere. There is also small area of restricted \n",
"\n",
"diffusion involving portion of the right temporal lobe. Otherwise there is \n",
"\n",
"extensive motion artifact. The ventricular system is normal. There are no \n",
"\n",
"intracranial mass lesions or extra-axial collections. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1964802001TCM\n",
" INDICATION: 87-year-old female with left-sided weakness and unsteady gait. \n",
"\n",
" \n",
"\n",
" FINDINGS: On the diffusion-weighted sequence, there has been development of a \n",
"\n",
"large wedge-shaped area of restricted diffusion compatible with acute infarct \n",
"\n",
"involving the majority of the posterior aspect of the right temporal lobe \n",
"\n",
"including involvement of the insular cortex and slight involvement of the right \n",
"\n",
"parietal lobe. This is compatible with partial right MCA distribution infarct. \n",
"\n",
"The basal ganglia are spared. There is associated cytotoxic edema. This results \n",
"\n",
"in mild to moderate effacement of the atria of the right lateral ventricle. No \n",
"\n",
"associated hemorrhagic transformation. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1965658001TCM\n",
"INDICATION: Altered LOC ACUTE ENCEPHALOPATHY \n",
"\n",
" \n",
"\n",
" FINDINGS: There are extensive foci of increased T2 and FLAIR signal scattered \n",
"\n",
"throughout the white matter left and right cerebral hemispheres. This appears \n",
"\n",
"to corpus callosum however cm shows somewhat fingerlike appearance on the \n",
"\n",
"sagittal images. Diffuse correlate with low density areas on the CT scan and \n",
"\n",
"likely indicate combination of prior insults and microvascular ischemic \n",
"\n",
"disease. A demyelinating or dysmyelinating process is felt less likely but not \n",
"\n",
"excluded. No contrast is given. No acute intracranial hemorrhage is noted. \n",
"\n",
"Likely flow artifact in the left occipital region image 14 sequence 12. Suspect \n",
"\n",
"this relates to an adjacent vessel and CSF doubtful for genuine acute infarct \n",
"\n",
"with slight abnormal diffusion signal and without a correlate on FLAIR imaging. \n",
"\n",
"There is a focus of increased FLAIR signal contralateral to this in the right \n",
"\n",
"occipital region likely artifact within cortical vein. No correlating \n",
"\n",
"hyperdensity on CT to indicate lead. Contrast may be helpful to exclude a \n",
"\n",
"subtle vascular focus in the left occipital region. Some motion artifact on \n",
"\n",
"axial T1 images noted. There is no hydrocephalus. Small left basal ganglion \n",
"\n",
"insult noted. There is a chronic appearing pontine insult seen on sagittal T2 \n",
"\n",
"images likely old infarct. No acute infarct throughout the right \n",
"\n",
"cerebellopontine brainstem, cerebellum. No convincing infarcts in the left \n",
"\n",
"cerebellum. \n",
"\n",
"\n",
"\n",
"\n",
"1973154001TCM\n",
" INDICATION: Alzheimer's dementia and multiple CVAs. Patient also has history \n",
"\n",
"of seizure disorder.. \n",
"\n",
" \n",
"\n",
" FINDINGS: Comparison with MRI dated 1/16/2016. There is severe generalized \n",
"\n",
"cerebral atrophy. There is an acute hemorrhage in the posterosuperior right \n",
"\n",
"temporal lobe. This is relatively isointense on T1-weighted imaging with a few \n",
"\n",
"small linear foci of T1 shortening. On T2-weighted imaging, this is \n",
"\n",
"hypointense. This measures up to 3.5 cm in diameter. This does not appear \n",
"\n",
"significantly changed from the CT of the previous day. There are no new areas \n",
"\n",
"of hemorrhage. The ventricles appear within normal limits for the degree of \n",
"\n",
"atrophy. On gradient echo images other than the acute hemorrhage there are, no \n",
"\n",
"foci of abnormal signal. There is edema on the FLAIR images surrounding the \n",
"\n",
"hemorrhage. There are also chronic microvascular ischemic changes in the deep \n",
"\n",
"white matter. Normal flow voids are maintained within all major intracranial \n",
"\n",
"arteries, and the dural venous sinuses appear patent. No cortical venous \n",
"\n",
"thrombosis is appreciable. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1973633001TCM\n",
" INDICATION: DBS PLANNING SCAN, PARKINSON'S DISEASE DPS PRO. \n",
"\n",
" \n",
"\n",
" FINDINGS: Ventricles are normal size, shape and position. Mildly widened \n",
"\n",
"perivascular spaces are incidentally noted particularly in the lentiform nuclei \n",
"\n",
"and caudates. \n",
"\n",
"\n",
"\n",
"\n",
"1975250001TPM\n",
" INDICATION: TRAUMATIC BRAIN INJURY \n",
"\n",
" \n",
"\n",
" FINDINGS: When compared to the previous study the extensive encephalomalacic \n",
"\n",
"change involving both cerebral hemispheres especially posteriorly bilaterally \n",
"\n",
"is again noted and unchanged. Ex vacuo enlargement of the lateral ventricles as \n",
"\n",
"well as the third ventricle again noted unchanged. Small area of abnormal \n",
"\n",
"signal involving the right cerebellar hemisphere is also again noted unchanged. \n",
"\n",
"There are no new intracranial signal abnormalities. There are no areas of \n",
"\n",
"restricted diffusion. There are no intracranial mass lesions with interval \n",
"\n",
"placement of a left subdural drain and interval decrease in the prominence of \n",
"\n",
"the surrounding CSF over the cerebral convexities. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1980399001TCM\n",
" INDICATION: CVA/Stroke. \n",
"\n",
" \n",
"\n",
" FINDINGS: Large area of restricted diffusion is again noted in the \n",
"\n",
"distribution of the right middle cerebral artery. This involves the right \n",
"\n",
"posterior temporal region, insular cortex, and parietal-occipital regions. \n",
"\n",
"Since the prior study, there is been interval development of some T1 shortening \n",
"\n",
"within the infarct. The gradient images demonstrate petechial hemorrhage \n",
"\n",
"throughout the infarct as well. No new areas of restricted diffusion have \n",
"\n",
"developed. There is diffuse cortical atrophy and microvascular changes \n",
"\n",
"throughout the deep white matter bilaterally. Overall ventricular size is \n",
"\n",
"stable. Fluid in right mastoid air cells. IACs are symmetric and free of \n",
"\n",
"masses. Normal flow voids present in the internal carotids and vertebral \n",
"\n",
"basilar system. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1983603001TCM\n",
" INDICATION: Dizzy, near syncope. \n",
"\n",
" \n",
"\n",
" FINDINGS: No diffusion restriction is seen to suggest acute ischemia. No \n",
"\n",
"extraaxial fluid collections, hydrocephalus or midline shift. The gray and \n",
"\n",
"white matter signal is normal. Mild generalized cerebral atrophy with scattered \n",
"\n",
"periventricular white matter T2/FLAIR hyperintensities is present. Midline \n",
"\n",
"structures including the pituitary gland, corpus callosum and cerebellar \n",
"\n",
"tonsils are normally formed. Major intracranial flow voids are preserved. The \n",
"\n",
"paranasal sinuses and mastoid air cells are clear. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1984062001TCM\n",
" INDICATION: CVA/Stroke. \n",
"\n",
" \n",
"\n",
" FINDINGS: The hemorrhage in the left thalamic basal ganglia region persists. \n",
"\n",
"It does not appear to have changed in the interval. White matter hyperintensity \n",
"\n",
"without mass effect or acutely restricted diffusion persists and remains \n",
"\n",
"consistent with chronic white matter disease.. I see no new intracranial \n",
"\n",
"lesions. \n",
"\n",
"\n",
"\n",
"\n",
"1984470001TCM\n",
" INDICATION: HEADACHES,NECK PAIN,NUMBNESS. \n",
"\n",
" \n",
"\n",
" FINDINGS: There are no signal alterations within the brain parenchyma. No \n",
"\n",
"acute mass effect or evidence of hemorrhage. There are no areas restricted \n",
"\n",
"diffusion. Ventricles are not dilated. No extra-axial fluid collections. IACs \n",
"\n",
"are symmetric and free of masses. The CP angles are clear. There are normal \n",
"\n",
"flow voids in the internal carotids and vertebral basilar system. There is mild \n",
"\n",
"mucosal thickening in the sphenoid sinus. Bony calvarium unremarkable. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1985330001TCM\n",
" INDICATION: H/o trauma. \n",
"\n",
" \n",
"\n",
" FINDINGS: No diffusion restriction is seen to suggest acute ischemia. No \n",
"\n",
"extraaxial fluid collections, hydrocephalus or midline shift. The gray and \n",
"\n",
"white matter signal is normal. Moderate generalized cerebral atrophy with \n",
"\n",
"scattered periventricular white matter T2/FLAIR hyperintensities is present. \n",
"\n",
"Midline structures including the pituitary gland, corpus callosum and \n",
"\n",
"cerebellar tonsils are normally formed. Major intracranial flow voids are \n",
"\n",
"preserved. The paranasal sinuses and mastoid air cells are clear. \n",
"\n",
" \n",
"\n",
" IMPRESSION: NEGATIVE MRI OF THE BRAIN. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1991885001TCM\n",
"INDICATION: Prior MRI showing asymmetric abnormal signal in the caudate \n",
"\n",
"regions. Putamen and medial temporal lobe suspect for encephalitis versus \n",
"\n",
"lymphoma or metabolic disorder, becoming bilateral and more symmetric on recent \n",
"\n",
"CT and with additional acidosis at pH of 7.2 and with lumbar puncture showing \n",
"\n",
"elevated white blood cells and red blood cells with herpes testing pending and \n",
"\n",
"with hepatitis A positive. Patient with GFR of 15 and creatinine of 4.1 and has \n",
"\n",
"not received a contrast enhanced brain MRI. Patient also with anemia and \n",
"\n",
"history of fever, ongoing mental status change. Current study to evaluate for \n",
"\n",
"prior to potential upcoming biopsy. \n",
"\n",
" \n",
"\n",
" FINDINGS: Worsened appearance of the increased signal within the bilateral \n",
"\n",
"caudate region, putamen and medial aspect of the temporal lobes as well as \n",
"\n",
"external capsule which now shows a more symmetric appearance. This spares the \n",
"\n",
"insular cortex. There is now involvement in the cortical ribbon along the left \n",
"\n",
"temporoparietal region symmetrically and bilateral and along the bilateral \n",
"\n",
"frontal cortical ribbon and frontal and parietal cortical ribbon along the \n",
"\n",
"falx. There is symmetric increased diffusion signal within the cerebral \n",
"\n",
"peduncles with decreased ADC mapping intensity which is also new. On FLAIR \n",
"\n",
"imaging, there appears to be significant increased signal in the left and right \n",
"\n",
"cortical sulci in the parietal regions and temporoparietal region as well as \n",
"\n",
"slight increased signal in the margin of the lateral ventricles and the \n",
"\n",
"occipital horns. Slight increased FLAIR signal in the bilateral frontal and \n",
"\n",
"parietal region adjacent to the falx is noted on image 20 of sequence 4 as \n",
"\n",
"well. These worsening, now symmetric old, and new areas of abnormal signal \n",
"\n",
"raise concern for progressing encephalitis. The cortical and sulcal findings \n",
"\n",
"would be atypical for a metabolic process alone, and the timeline of \n",
"\n",
"progression would be unusual for lymphoma. At this time herpes testing results \n",
"\n",
"not yet available in medical database and with the GFR, contrast was not given. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1994572001TCM\n",
" INDICATION: Weakness, confusion, altered level of consciousness, history of \n",
"\n",
"lupus \n",
"\n",
" FINDINGS: No diffusion restriction is seen to suggest acute ischemia. The \n",
"\n",
"pituitary gland, corpus callosum, midbrain and brainstem are normally formed. \n",
"\n",
"No extra-axial fluid collections, hydrocephalus or midline shift. No evidence \n",
"\n",
"of intracranial hemorrhage. Prominent Virchow Robin space in the inferior left \n",
"\n",
"basal ganglia series 9 image 12 is unchanged. The orbits are unremarkable. Mild \n",
"\n",
"mucosal thickening seen in ethmoid air cells. No mastoid effusions. Major \n",
"\n",
"intracranial flow voids are preserved. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1996063001TCM\n",
" INDICATION: CHIARI + CSF FLOW STUDY. \n",
"\n",
" \n",
"\n",
" FINDINGS: No diffusion restriction is seen to suggest acute ischemia. No \n",
"\n",
"extraaxial fluid collections, hydrocephalus or midline shift. The gray and \n",
"\n",
"white matter signal is normal. Moderate generalized cerebral atrophy with \n",
"\n",
"scattered periventricular white matter T2/FLAIR hyperintensities is present. \n",
"\n",
"Midline structures including the pituitary gland, corpus callosum, and \n",
"\n",
"cerebellar tonsils are normally formed. Major intracranial flow voids are \n",
"\n",
"preserved. The paranasal sinuses and mastoid air cells are clear. \n",
"\n",
" \n",
"\n",
" IMPRESSION: CHIARI MALFORMATION WITH TONSILLAR ECTOPIA APPEARING UNCHANGED \n",
"\n",
"FROM 4/28/2012. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1997150001TPM\n",
" INDICATION: Apnea event over the past 2 - 3 weeks, . \n",
"\n",
" \n",
"\n",
" FINDINGS: The ventricles and cisterns appear appropriate size and shape for \n",
"\n",
"patient's age. There is enlargement of the subarachnoid spaces particularly \n",
"\n",
"overlying the vertex. The appearance is most suspicious for benign enlargement \n",
"\n",
"of the subarachnoid spaces. Midline structures are in normal position. There \n",
"\n",
"are no abnormal intraaxial or extraaxial fluid collections identified. Sellar \n",
"\n",
"and suprasellar structures appear normal. The bilateral cerebellopontine angles \n",
"\n",
"appear normal. There is no evidence for cerebellar tonsillar ectopia. There \n",
"\n",
"are no abnormal areas of restricted diffusion. Flow voids for the major \n",
"\n",
"intracranial vessels and dural venous sinuses are maintained. Myelination \n",
"\n",
"pattern for patient's age is normal. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"1998205001TCM\n",
" INDICATION: CVA/Stroke, TIA. \n",
"\n",
" \n",
"\n",
" FINDINGS: There are findings compatible with a subacute infarct involving the \n",
"\n",
"left occipital lobe. There is some restricted diffusion persisting in the \n",
"\n",
"region. In addition there is some encephalomalacic changes present and some \n",
"\n",
"vacuo dilation of the left occipital horn. In addition within the left parietal \n",
"\n",
"lobe there is a tiny area of the restricted diffusion is demonstrated on image \n",
"\n",
"63 series 4. No additional areas of restricted diffusion seen on today's exam. \n",
"\n",
"The remainder of the ventricles sulci and cisterns appear appropriate size and \n",
"\n",
"shape for patient's age. Midline structures are in normal position. There are \n",
"\n",
"no abnormal intraaxial or extraaxial fluid collections identified. Sellar and \n",
"\n",
"suprasellar structures appear normal. The bilateral cerebellopontine angles \n",
"\n",
"appear normal. There is no evidence for cerebellar tonsillar ectopia. There \n",
"\n",
"are no abnormal areas of restricted diffusion. Flow voids for the major \n",
"\n",
"intracranial vessels and dural venous sinuses are maintained. There is \n",
"\n",
"heterogeneous edema seen within the pharyngeal mucosal space which has \n",
"\n",
"increased in degree as compared to prior exam. This may represent lymphoid \n",
"\n",
"hyperplasia. \n",
"\n",
"\n",
"\n",
"\n",
"1999538001TCM\n",
" INDICATION: Headaches and vertigo x5 months \n",
"\n",
" \n",
"\n",
" FINDINGS: There is no restricted diffusion. The orbits are symmetrical. There \n",
"\n",
"is a mucus retention cyst in the floor the right maxillary sinus measuring 2.5 \n",
"\n",
"cm, otherwise the visualized paranasal sinuses and mastoid air cells are clear. \n",
"\n",
"The seventh/eighth nerve complexes are within normal limits. No pituitary gland \n",
"\n",
"enlargement. The foramen magnum and cisterns are maintained. Typical flow voids \n",
"\n",
"are present in the tail ICAs, basilar artery and sagittal sinus. The cerebral \n",
"\n",
"and cerebellar hemispheres, midbrain, pons and cervicomedullary junction the \n",
"\n",
"cord are of normal signal intensity and morphology. There is increased T2 and \n",
"\n",
"decreased T1 signal in the right petrous apex. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"2002056001TCM\n",
" INDICATION: Headache. \n",
"\n",
" \n",
"\n",
" FINDINGS: No diffusion restriction is seen to suggest acute ischemia. No \n",
"\n",
"extraaxial fluid collections, hydrocephalus or midline shift. The gray and \n",
"\n",
"white matter signal is normal. Moderate generalized cerebral atrophy with \n",
"\n",
"scattered periventricular white matter T2/FLAIR hyperintensities is present. \n",
"\n",
"Midline structures including the pituitary gland, corpus callosum, and \n",
"\n",
"cerebellar tonsils are normally formed. Major intracranial flow voids are \n",
"\n",
"preserved. The paranasal sinuses and mastoid air cells are clear. Dominant left \n",
"\n",
"internal carotid artery is noted accounting for appearance on prior CT. There \n",
"\n",
"is no evidence of aneurysm. Right and left internal carotid arteries appear \n",
"\n",
"normal caliber without evidence of stenosis. The anterior cerebral and middle \n",
"\n",
"cerebral arterial vessels and peripheral indications appear normal. Basilar \n",
"\n",
"artery is patent. Posterior cerebral arteries appear normal. Superior \n",
"\n",
"cerebellar arteries appear normal. \n",
"\n",
" \n",
"\n",
" IMPRESSION: NEGATIVE MRI OF THE BRAIN. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"2002056002TCM\n",
" INDICATION: Headache. \n",
"\n",
" \n",
"\n",
" FINDINGS: No diffusion restriction is seen to suggest acute ischemia. No \n",
"\n",
"extraaxial fluid collections, hydrocephalus or midline shift. The gray and \n",
"\n",
"white matter signal is normal. Moderate generalized cerebral atrophy with \n",
"\n",
"scattered periventricular white matter T2/FLAIR hyperintensities is present. \n",
"\n",
"Midline structures including the pituitary gland, corpus callosum, and \n",
"\n",
"cerebellar tonsils are normally formed. Major intracranial flow voids are \n",
"\n",
"preserved. The paranasal sinuses and mastoid air cells are clear. Dominant left \n",
"\n",
"internal carotid artery is noted accounting for appearance on prior CT. There \n",
"\n",
"is no evidence of aneurysm. Right and left internal carotid arteries appear \n",
"\n",
"normal caliber without evidence of stenosis. The anterior cerebral and middle \n",
"\n",
"cerebral arterial vessels and peripheral indications appear normal. Basilar \n",
"\n",
"artery is patent. Posterior cerebral arteries appear normal. Superior \n",
"\n",
"cerebellar arteries appear normal. \n",
"\n",
" \n",
"\n",
" IMPRESSION: NEGATIVE MRI OF THE BRAIN. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"2002391001TCM\n",
" INDICATION: STROKE, STROKE. \n",
"\n",
" \n",
"\n",
" FINDINGS: Ventricles are normal size, shape and position. No intracranial \n",
"\n",
"hemorrhage, mass, infarct, shift of midline structures or and expected extra \n",
"\n",
"axial fluid collections are identified. There are extensive probably focal \n",
"\n",
"areas of increased T2 signal in. Ventricular subcortical white matter both \n",
"\n",
"cerebral hemispheres. The cord is closely appears to be spared. Similar areas \n",
"\n",
"are noted within the pons. These are most likely related to chronic small \n",
"\n",
"vessel disease but should be correlated clinically. A demyelinating disease is \n",
"\n",
"felt to be less likely given the distribution although the age and sex of the \n",
"\n",
"patient partially centimeters should be included in the differential diagnosis. \n",
"\n",
"No diffusion restriction seen. I see no residual the patient's known previous \n",
"\n",
"intracranial hemorrhage history. Normal flow-voids are seen in major \n",
"\n",
"intracranial vascular structures. There are minor inflammatory changes in the \n",
"\n",
"paranasal sinuses. \n",
"\n",
" \n",
"\n",
" IMPRESSION: FAIRLY EXTENSIVE, PREDOMINANTLY PUNCTATE CHRONIC APPEARING WHITE \n",
"\n",
"MATTER INJURY PATTERN IS LIKELY DUE TO SMALL VESSEL DISEASE BUT SHOULD BE \n",
"\n",
"CORRELATED CLINICALLY. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"2330381002SJM\n",
" INDICATION: Possible infarct, status post fall. \n",
"\n",
" \n",
"\n",
" FINDINGS: There is a focal area of diffusion abnormality in the left basal \n",
"\n",
"ganglia measuring 8 x 6 mm. There is no evidence of associated hemorrhage or \n",
"\n",
"mass or mass effect. Multiple foci of the periventricular deep white matter and \n",
"\n",
"subcortical white matter hyperintensities are noted bilaterally. These are \n",
"\n",
"likely to represent evidence of sequela of chronic deep white matter ischemic \n",
"\n",
"changes. No evidence of acute hemorrhage is noted. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"2394222001SJM\n",
"\n",
"\n",
"\n",
"2955177001SMM\n",
"\n",
"\n",
"\n",
"3285735001SMM\n",
"\n",
"\n",
"\n",
"3294064001SYM\n",
"\n",
"\n",
"\n",
"3296120001SMM\n",
"\n",
"\n",
"\n",
"3297360001SYM\n",
"\n",
"\n",
"\n",
"3297493001SMM\n",
"INDICATION: Ataxia. \n",
"\n",
" \n",
"\n",
" FINDINGS: No acute infarction, intracranial hemorrhage, mass, midline shift, \n",
"\n",
"abnormal extra-axial fluid collection, or hydrocephalus. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3299226001SFM\n",
"\n",
"\n",
"\n",
"3300279003SYM\n",
"\n",
"\n",
"\n",
"3304787001SYM\n",
"\n",
"\n",
"\n",
"3305144001SMM\n",
"\n",
"\n",
"\n",
"3306138001SJM\n",
" FINDINGS: A few small spots of T2 hyperintensity are seen in the deep white \n",
"\n",
"matter, left more than right, the most prominent of which is in the right \n",
"\n",
"posterior frontal region. The findings may represent an ischemic lesion, but no \n",
"\n",
"restriction of diffusion is seen and the lesion is probably chronic. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3307495001SFM\n",
"\n",
"\n",
"\n",
"3309263001SMM\n",
"INDICATION: Facial paresthesia. Right-sided facial numbness, headache. \n",
"\n",
" \n",
"\n",
" FINDINGS: No acute infarction, intracranial hemorrhage, mass, midline shift, \n",
"\n",
"abnormal extra-axial fluid collection, or hydrocephalus. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3311850001SMM\n",
"\n",
"\n",
"\n",
"3315042001SYM\n",
"\n",
"\n",
"\n",
"3316130001SJM\n",
" FINDINGS: Overall, evaluation is limited by significant patient motion. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3317839001SMM\n",
"\n",
"\n",
"\n",
"3326964001SFM\n",
"\n",
"\n",
"\n",
"3329634001SMM\n",
"INDICATION: Memory impairment. \n",
"\n",
" \n",
"\n",
" FINDINGS: No acute infarction, midline shift, abnormal extra-axial fluid \n",
"\n",
"collection, or hydrocephalus. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3330623001SMM\n",
"\n",
"\n",
"\n",
"3331749001SYM\n",
"\n",
"\n",
"\n",
"3332236001SFM\n",
"\n",
"\n",
"\n",
"3333131002SJM\n",
" FINDINGS: The midline sagittal structures, including the corpus callosum, \n",
"\n",
"pituitary gland, optic chiasm, brainstem, and craniocervical junction appear \n",
"\n",
"normal. \n",
"\n",
" MRA FINDINGS: There is a 2-3 mm aneurysm arising from the left paraclinoid ICA \n",
"\n",
"(image 53 of series 2). It appears to arise posteriorly at the junction of the \n",
"\n",
"anterior genu of the cavernous to supraclinoid portion. The remainder of the \n",
"\n",
"bilateral internal carotid arteries are unremarkable. Elsewhere, there is \n",
"\n",
"normal flow-related enhancement of the proximal anterior, middle, and posterior \n",
"\n",
"cerebral arteries indicating patency. Of note, there is a partial fetal origin \n",
"\n",
"of the right PCA with predominant contribution from the right posterior \n",
"\n",
"communicating artery. Thus, the right P1 segment appears mildly hypoplastic on \n",
"\n",
"a congenital basis. The visualized portions of the vertebral and basilar \n",
"\n",
"arteries appear patent. There is no definite evidence of flow-limiting stenosis \n",
"\n",
"of the major intracranial arteries. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3334090001SMM\n",
"\n",
"\n",
"\n",
"3335659001SFM\n",
"\n",
"\n",
"\n",
"3335937001SFM\n",
"\n",
"\n",
"\n",
"3336428001SJM\n",
"\n",
"\n",
"\n",
"3336428002SJM\n",
"\n",
"\n",
"\n",
"3338871001SMM\n",
"\n",
"\n",
"\n",
"3339736001SMM\n",
"\n",
"\n",
"\n",
"3342388001SFM\n",
"\n",
"\n",
"\n",
"3348585001SJM\n",
"\n",
"\n",
"\n",
"3348691001SYM\n",
"\n",
"\n",
"\n",
"3351155001SFM\n",
"\n",
"\n",
"\n",
"3351991001SYM\n",
"\n",
"\n",
"\n",
"3355140001SMM\n",
"\n",
"\n",
"\n",
"3357793001SMM\n",
"INDICATION: Elevated enzymes, and numbness in the arms and legs \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3362425001SFM\n",
"\n",
"\n",
"\n",
"3368144001SMM\n",
"INDICATION: Numbness. Dizziness while walking. \n",
"\n",
" \n",
"\n",
" FINDINGS: No acute infarction, intracranial hemorrhage, mass, midline shift, \n",
"\n",
"abnormal extra-axial fluid collection, or hydrocephalus. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3369454001SYM\n",
"\n",
"\n",
"\n",
"3371390001SMM\n",
"INDICATION: Cerebellar stroke, vertebrobasilar insufficiency. Stroke. Ataxia. \n",
"\n",
" \n",
"\n",
" FINDINGS: No acute infarction, intracranial hemorrhage, mass, midline shift, \n",
"\n",
"abnormal extra-axial fluid collection, or hydrocephalus. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3371395001SYM\n",
"\n",
"\n",
"\n",
"3372559001SJM\n",
" INDICATION: Motor vehicle accident. Left-sided weakness. \n",
"\n",
" \n",
"\n",
" FINDINGS: There are scattered tiny foci of abnormal signal intensity seen on \n",
"\n",
"the SWI sequence in the right frontal deep white matter. Similar changes are \n",
"\n",
"noted in the right temporal lobe region. The findings are nonspecific and can \n",
"\n",
"be secondary to tiny hemorrhages, perhaps due to diffuse axonal injury given \n",
"\n",
"the patient's clinical history. No large hematoma is seen. There is no subdural \n",
"\n",
"extradural hematoma identified. Diffusion-weighted imaging is unremarkable. The \n",
"\n",
"midline structures appear intact. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3374770001SJM\n",
" FINDINGS: Quite minimal periventricular T2 hyperintensity is seen given the \n",
"\n",
"patient's age. \n",
"\n",
"\n",
"\n",
"\n",
"3379124001SYM\n",
"\n",
"\n",
"\n",
"3381674001SFM\n",
"\n",
"\n",
"\n",
"3383055001SMM\n",
"\n",
"\n",
"\n",
"3383578001SJM\n",
" FINDINGS: There are limitations, noted above, due to patient motion, which \n",
"\n",
"results in image quality degradation and limited evaluation. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3386569001SFM\n",
"\n",
"\n",
"\n",
"3388226001SYM\n",
"\n",
"\n",
"\n",
"3388502001SFM\n",
"\n",
"\n",
"\n",
"3388652001SJM\n",
" FINDINGS: There is redemonstration of extensive bilateral periventricular and \n",
"\n",
"subcortical confluent areas of T2 signal abnormality sparing the corpus \n",
"\n",
"callosum. Patchy T2 signal abnormality within the anterior aspect of the \n",
"\n",
"brainstem is also stable. Again, although these could be due to small vessel \n",
"\n",
"ischemic disease, they are more extensive than typically seen at this age, and \n",
"\n",
"other etiologies such as demyelinating process cannot be excluded. No \n",
"\n",
"progression of the disease is visualized. There is no hydrocephalus or \n",
"\n",
"intracranial hemorrhage. Opacified the inferior right Petrus apex similar to \n",
"\n",
"the prior study. \n",
"\n",
" \n",
"\n",
" IMPRESSION: Stable study. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3388758001SFM\n",
"\n",
"\n",
"\n",
"3388997001SFM\n",
"\n",
"\n",
"\n",
"3389566001SMM\n",
"\n",
"\n",
"\n",
"3390672001SJM\n",
" FINDINGS: The overall study is mildly limited due to motion artifact. The \n",
"\n",
"diffusion-weighted imaging demonstrates no evidence for acute infarction. There \n",
"\n",
"is no acute hemorrhage. There is encephalomalacia of the inferior left \n",
"\n",
"cerebellum. There is blooming artifact at the region of prior left cerebellar \n",
"\n",
"stroke due to calcification or old hemorrhage. There is diffuse moderate \n",
"\n",
"atrophy. There are few foci of T2 signal abnormality within the deep and \n",
"\n",
"subcortical white matter suggestive of small vessel ischemic disease. A few \n",
"\n",
"mastoid air cells are opacified. No acute abnormality is seen. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3390993001SYM\n",
"\n",
"\n",
"\n",
"3391004001SFM\n",
"\n",
"\n",
"\n",
"3395352001SFM\n",
"\n",
"\n",
"\n",
"3395360001SFM\n",
"\n",
"\n",
"\n",
"3398246001SFM\n",
"\n",
"\n",
"\n",
"3399149001SFM\n",
"\n",
"\n",
"\n",
"3406077001SMM\n",
"\n",
"\n",
"\n",
"3412950001SYM\n",
"\n",
"\n",
"\n",
"3413926001SYM\n",
"\n",
"\n",
"\n",
"3414665001SFM\n",
"\n",
"\n",
"\n",
"3415715001SMM\n",
"\n",
"\n",
"\n",
"3419927001SJM\n",
" FINDINGS: Diffusion-weighted sequence shows restricted diffusion in right \n",
"\n",
"basal ganglia extending up to the right periventricular white matter. Much of \n",
"\n",
"the thalamus is spared. Additional foci of restricted diffusion in the left \n",
"\n",
"side of the pons are seen, acute ischemia is suggested. Increased T2 signal is \n",
"\n",
"seen in the infarct territories of the left pons and right basal ganglia. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3420556001SMM\n",
"INDICATION: Infarct, weakness of the left hand with muscle wasting \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3421751001SJM\n",
"\n",
"\n",
"\n",
"3421752001SJM\n",
"\n",
"\n",
"\n",
"3426229001SMM\n",
"\n",
"\n",
"\n",
"3426898001SFM\n",
"\n",
"\n",
"\n",
"3428209001SYM\n",
"\n",
"\n",
"\n",
"3429114001SJM\n",
"\n",
"\n",
"\n",
"3434191001SJM\n",
" INDICATION: Left leg weakness, history of spinal stenosis. \n",
"\n",
" \n",
"\n",
" FINDINGS: There is diffuse cerebral atrophy with periventricular T2 signal \n",
"\n",
"changes consistent with chronic small vessel disease. There is no midline \n",
"\n",
"shift. There is diffuse atrophy with prominent extra-axial CSF particularly in \n",
"\n",
"the sylvian cisterns, left greater than right. The exam is negative for \n",
"\n",
"diffusion restriction. Intracranial vascular flow-voids and dural venous \n",
"\n",
"sinuses appear grossly unremarkable. Calcification changes in the basal ganglia \n",
"\n",
"are present. \n",
"\n",
"\n",
"\n",
"\n",
"3434985001SFM\n",
"\n",
"\n",
"\n",
"3437150001SFM\n",
"\n",
"\n",
"\n",
"3438494001SMM\n",
"INDICATION: Generalized weakness. Paralysis. \n",
"\n",
" \n",
"\n",
" FINDINGS: No acute infarction, intracranial hemorrhage, mass, midline shift, \n",
"\n",
"abnormal extra-axial fluid collection, or hydrocephalus. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3440816001SYM\n",
"\n",
"\n",
"\n",
"3441575001SFM\n",
"\n",
"\n",
"\n",
"3443422001SFM\n",
"\n",
"\n",
"\n",
"3451471001SMM\n",
"\n",
"\n",
"\n",
"3451478001SMM\n",
"\n",
"\n",
"\n",
"3453677001SFM\n",
"\n",
"\n",
"\n",
"3454913001SYM\n",
"\n",
"\n",
"\n",
"3454913002SYM\n",
"\n",
"\n",
"\n",
"3456874001SFM\n",
"\n",
"\n",
"\n",
"3459041001SMM\n",
"\n",
"\n",
"\n",
"3460426001SYM\n",
"\n",
"\n",
"\n",
"3462847001SFM\n",
"\n",
"\n",
"\n",
"3463601001SFM\n",
"\n",
"\n",
"\n",
"3466022002SJM\n",
"\n",
"\n",
"\n",
"3467460001SMM\n",
"\n",
"\n",
"\n",
"3469791002SYM\n",
"\n",
"\n",
"\n",
"3470597001SYM\n",
"\n",
"\n",
"\n",
"3475792001SMM\n",
"\n",
"\n",
"\n",
"3476480001SJM\n",
" INDICATION: Headache \n",
"\n",
" \n",
"\n",
" FINDINGS: There is redemonstration of generalized cerebral atrophy. There is \n",
"\n",
"an asymmetric subdural collection of the left anterior temporal lobe measuring \n",
"\n",
"up to 6.6 mm consistent with a subdural hematoma of mixed densities. Findings \n",
"\n",
"are compatible with subdural hematoma. There are areas of diffusion restriction \n",
"\n",
"within the collection and slight peripheral signal increase, changes of an \n",
"\n",
"epidural phlegmon related to reactive changes to subdural blood cannot be \n",
"\n",
"excluded. There is slight increased T2 signal along the left posterior parietal \n",
"\n",
"meninges, changes of meningitis cannot be excluded. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3477735001SFM\n",
"\n",
"\n",
"\n",
"3478307001SMM\n",
"\n",
"\n",
"\n",
"3483511001SFM\n",
"\n",
"\n",
"\n",
"3484192001SFM\n",
"\n",
"\n",
"\n",
"3485340001SFM\n",
"\n",
"\n",
"\n",
"3490481001SJM\n",
" FINDINGS: There is new right frontal branch MCA infarct in the frontal lobe. \n",
"\n",
"This measures 3.2 x 6.4 x 6.6 cm. There is some regional edema without midline \n",
"\n",
"shift. This is T1 hypointense and T2 hyperintense. Multifocal susceptibility \n",
"\n",
"blooming is noted in the geographic area of restricted diffusion indicating \n",
"\n",
"some microhemorrhage. Additional linear areas of cortical and subcortical \n",
"\n",
"blooming correlates with areas of prior small infarcts and probable underlying \n",
"\n",
"laminar necrosis. Periventricular and deep white matter foci of T2 prolongation \n",
"\n",
"are noted throughout, consistent with small vessel ischemic disease. Posterior \n",
"\n",
"fossa is within normal limits. There are no abnormal extra-axial collections. \n",
"\n",
"Globes are symmetric. There is a left maxillary mucous retention cyst or polyp \n",
"\n",
"present. Mastoids are clear. Expected T2 flow voids are present at the skull \n",
"\n",
"base with widely patent basilar cisterns and craniocervical junction. No gross \n",
"\n",
"pituitary abnormality suspected. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3491658001SFM\n",
"\n",
"\n",
"\n",
"3491838001SYM\n",
"\n",
"\n",
"\n",
"3493111001SMM\n",
"\n",
"\n",
"\n",
"3494002001SMM\n",
"\n",
"\n",
"\n",
"3494623001SYM\n",
"\n",
"\n",
"\n",
"3498666001SMM\n",
"INDICATION: Headache. Syncope. Hydrocephalus. \n",
"\n",
" \n",
"\n",
" FINDINGS: No acute infarction, acute intracranial hemorrhage, mass, or midline \n",
"\n",
"shift. \n",
"\n",
"\n",
"\n",
"\n",
"3498692001SJM\n",
"INDICATION: Slurred speech and weakness. \n",
"\n",
" \n",
"\n",
" FINDINGS: There is some abnormal T2 prolongation with increased signal \n",
"\n",
"intensity seen in the bilateral midbrain posteriorly, extending to the \n",
"\n",
"posterior pons. On diffusion-weighted imaging, there is mild increased signal \n",
"\n",
"intensity seen on both sides. It does not extend into the medulla. The \n",
"\n",
"cerebellum appears intact. The findings can be due to a viral encephalitis, \n",
"\n",
"metronidazole toxicity, thiamine deficiency, subacute combined degeneration, or \n",
"\n",
"other vitamin D deficiencies, and other metabolic types of abnormalities. \n",
"\n",
"Recommend further evaluation. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3500171001SJM\n",
" FINDINGS: No evidence of acute infarct is seen. The tiny spots of restricted \n",
"\n",
"diffusion in the right frontal lobe seen in December is no longer evident and \n",
"\n",
"no new foci of restricted diffusion have developed. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3502712001SFM\n",
"\n",
"\n",
"\n",
"3502720001SFM\n",
"\n",
"\n",
"\n",
"3502745001SJM\n",
" FINDINGS: Ventricles and sulci appear normal for age. There is no evidence of \n",
"\n",
"hydrocephalus or ventriculomegaly. There are bilateral foci of T2 prolongation \n",
"\n",
"in the periventricular white matter bilaterally. This may be the result of \n",
"\n",
"chronic ischemia. There is no evidence of acute intraparenchymal hemorrhage. No \n",
"\n",
"subdural or epidural hematomas are noted. There is no evidence of abnormal \n",
"\n",
"restricted diffusion on diffusion-weighted images. There is no mass effect or \n",
"\n",
"midline shift. Orbits appear normal. There is opacification of the left frontal \n",
"\n",
"sinus, left maxillary sinus, as well as partial opacification of both ethmoid \n",
"\n",
"sinuses. Normal flow voids are identified in both internal carotid arteries and \n",
"\n",
"in the middle cerebral arteries bilaterally. Normal flow void is also noted in \n",
"\n",
"the superior sagittal sinus. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3502901001SFM\n",
"\n",
"\n",
"\n",
"3503447001SMM\n",
"\n",
"\n",
"\n",
"3509759001SFM\n",
"\n",
"\n",
"\n",
"3510927001SYM\n",
"\n",
"\n",
"\n",
"3513351001SJM\n",
" FINDINGS: There is motion artifact. There is an 8 mm left temporal lobe/left \n",
"\n",
"periventricular white matter lesion with a rim of surrounding T2 signal \n",
"\n",
"intensity and minimal blooming artifact on SWI sequence due to either \n",
"\n",
"mineralization or hemorrhage. Lack of IV contrast limits further evaluations. \n",
"\n",
"There is surrounding mild edema. There is no hydrocephalus or midline shift. \n",
"\n",
"There is a 1.9 cm retention cyst versus polyp in the left maxillary sinus. \n",
"\n",
"There is mild mucosal disease of the paranasal sinuses. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3513430001SFM\n",
"\n",
"\n",
"\n",
"3513951001SMM\n",
"\n",
"\n",
"\n",
"3516311001SFM\n",
"\n",
"\n",
"\n",
"3516888001SMM\n",
"\n",
"\n",
"\n",
"3517136001SMM\n",
"INDICATION: Near syncope when standing after lifting weights, O2 saturation \n",
"\n",
"low \n",
"\n",
"\n",
"\n",
"\n",
"3518825002SYM\n",
"\n",
"\n",
"\n",
"3520144001SMM\n",
"INDICATION: Vertebral arterial compression syndrome. Numbness in right leg and \n",
"\n",
"bilateral hands. \n",
"\n",
" \n",
"\n",
" FINDINGS: No acute infarction, midline shift, abnormal extra-axial fluid \n",
"\n",
"collection, or hydrocephalus. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3522257001SFM\n",
"\n",
"\n",
"\n",
"3526634001SMM\n",
"INDICATION: Cardiac arrest. Anoxia. Confusion. \n",
"\n",
" \n",
"\n",
" FINDINGS: Acute, symmetric, moderate cortical diffusion restriction, greatest \n",
"\n",
"within the left posterior frontal, bilateral superior perirolandic, and \n",
"\n",
"bilateral occipital gyri, consistent with the clinical history of recent global \n",
"\n",
"anoxic injury. \n",
"\n",
"\n",
"\n",
"\n",
"3533210001SFM\n",
"\n",
"\n",
"\n",
"3533381001SJM\n",
"\n",
"\n",
"\n",
"3535775001SJM\n",
" FINDINGS: There is new restricted diffusion within the right centrum semiovale\n",
"\n",
"/corona radiata involving the right frontal lobe predominantly, spanning an \n",
"\n",
"area of 2.8 cm. There is no associated hemorrhage. Orientation of the \n",
"\n",
"corresponding T2 hyperintensity on FLAIR appears to be perpendicular to the \n",
"\n",
"lateral ventricle in the periventricular distribution. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3536666001SJM\n",
" FINDINGS: Diffusion-weighted sequence shows a large area of restricted \n",
"\n",
"diffusion in the right occipital lobe measuring over 3 cm in diameter. Several \n",
"\n",
"additional small foci of restricted diffusion are also seen in the occipital \n",
"\n",
"and temporal lobes on the right. No left-sided lesions are seen. The findings \n",
"\n",
"are suspicious for embolic phenomenon. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3538584001SFM\n",
"\n",
"\n",
"\n",
"3540021001SJM\n",
"\n",
"\n",
"\n",
"3540091001SYM\n",
"\n",
"\n",
"\n",
"3542631001SFM\n",
"\n",
"\n",
"\n",
"3546077001SMM\n",
"INDICATION: Stroke. \n",
"\n",
" \n",
"\n",
" FINDINGS: No acute infarction, intracranial hemorrhage, mass, midline shift, \n",
"\n",
"abnormal extra-axial fluid collection, or hydrocephalus. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3553342001SFM\n",
"\n",
"\n",
"\n",
"3553813001SMM\n",
"\n",
"\n",
"\n",
"3554441001SMM\n",
"INDICATION: Cognitive changes \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3556583002SJM\n",
"\n",
"\n",
"\n",
"3557091001SMM\n",
"\n",
"\n",
"\n",
"3559340001SFM\n",
"\n",
"\n",
"\n",
"3562134001SYM\n",
"\n",
"\n",
"\n",
"3565913001SFM\n",
"\n",
"\n",
"\n",
"3566188001SYM\n",
"\n",
"\n",
"\n",
"3566191001SYM\n",
"\n",
"\n",
"\n",
"3566824001SMM\n",
"INDICATION: Aphasia of unknown origin, forgetfulness \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3566897001SMM\n",
"INDICATION: Headaches \n",
"\n",
" \n",
"\n",
" IMPRESSION: No interval change. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3567610001SYM\n",
"\n",
"\n",
"\n",
"3571119001SYM\n",
"\n",
"\n",
"\n",
"3574315001SJM\n",
" FINDINGS: On diffusion-weighted sequence a bright focus of restricted \n",
"\n",
"diffusion is seen in the posterior aspect mid right cerebellar hemisphere. The \n",
"\n",
"previous study did not show similar findings. Today's ADC map shows some \n",
"\n",
"correlating decreased signal. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3575773001SYM\n",
"\n",
"\n",
"\n",
"3576964001SYM\n",
"\n",
"\n",
"\n",
"3577220001SMM\n",
"INDICATION: Headaches, right temporal pain \n",
"\n",
" \n",
"\n",
" IMPRESSION: No significant interval change. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3577840001SYM\n",
"\n",
"\n",
"\n",
"3578209001SJM\n",
" INDICATION: Possible stroke. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3578211001SJM\n",
" INDICATION: Possible stroke. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3580239001SYM\n",
"\n",
"\n",
"\n",
"3583646001SFM\n",
"\n",
"\n",
"\n",
"3584120001SJM\n",
" FINDINGS: There is moderate motion artifact limiting the study. The diffusion-\n",
"\n",
"weighted imaging demonstrates subtle improvement of the previously seen \n",
"\n",
"restricted diffusion along the cortex of the left parietal and frontal vertex. \n",
"\n",
"Extensive underlying small vessel ischemic disease is visualized throughout. \n",
"\n",
"There is moderate mucosal disease of the right maxillary sinus with mild to \n",
"\n",
"moderate disease of the left maxillary sinus. This has worsened since prior \n",
"\n",
"exam. There is mild mucosal thickening of the ethmoid air cells and right \n",
"\n",
"frontal sinus with no significant interval change since prior exam. There is no \n",
"\n",
"hydrocephalus or acute intracranial hemorrhage. Remaining study is unchanged. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3585276001SFM\n",
"\n",
"\n",
"\n",
"3586114001SMM\n",
"INDICATION: Facial twitching \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3589559001SYM\n",
"\n",
"\n",
"\n",
"3590179001SMM\n",
"INDICATION: Bilateral leg weakness. Possible Babinski signs. \n",
"\n",
" \n",
"\n",
" FINDINGS: No acute infarction, intracranial hemorrhage, mass, midline shift, \n",
"\n",
"abnormal extra-axial fluid collection, or hydrocephalus. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3591460001SFM\n",
"\n",
"\n",
"\n",
"3591503001SFM\n",
"\n",
"\n",
"\n",
"3591620001SFM\n",
"\n",
"\n",
"\n",
"3591671001SFM\n",
"\n",
"\n",
"\n",
"3591707001SJM\n",
" FINDINGS: The ventricles and sulci are mildly prominent compatible with the \n",
"\n",
"patient's age. No focal areas of abnormal signal are identified within the \n",
"\n",
"brain parenchyma. There is no midline shift or mass effect. There is no \n",
"\n",
"evidence of intraparenchymal hemorrhage. No subdural or epidural hematomas are \n",
"\n",
"noted. There is no evidence of abnormal restricted diffusion or acute \n",
"\n",
"infarction on diffusion weighted images. Corpus callosum appears normal. There \n",
"\n",
"is no evidence of cerebellar tonsillar ectopia. There is a \"partially empty \n",
"\n",
"sella\". There is no evidence of intrasellar or suprasellar mass. Orbits and \n",
"\n",
"paranasal sinuses are unremarkable. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3592628001SMM\n",
"\n",
"\n",
"\n",
"3597083001SYM\n",
"\n",
"\n",
"\n",
"3598040001SYM\n",
"\n",
"\n",
"\n",
"3598696001SJM\n",
"\n",
"\n",
"\n",
"3601468001SMM\n",
"\n",
"\n",
"\n",
"3607625001SHM\n",
"\n",
"\n",
"\n",
"3607719001SFM\n",
"\n",
"\n",
"\n",
"3607722001SFM\n",
"\n",
"\n",
"\n",
"3608631001SFM\n",
"\n",
"\n",
"\n",
"3615567001SHM\n",
"INDICATION: Ehlers- Danlos syndrome. Rule out Chiari malformation. \n",
"\n",
" \n",
"\n",
" FINDINGS: No acute infarction, intracranial hemorrhage, mass, midline shift, \n",
"\n",
"abnormal extra-axial fluid collection, or hydrocephalus. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3616566001SFM\n",
"\n",
"\n",
"\n",
"3621415001SFM\n",
"\n",
"\n",
"\n",
"3627104002SMM\n",
"\n",
"\n",
"\n",
"3627775001SMM\n",
"\n",
"\n",
"\n",
"3629333001SMM\n",
"\n",
"\n",
"\n",
"3629468001SMM\n",
"\n",
"\n",
"\n",
"3630456001SFM\n",
"\n",
"\n",
"\n",
"3630684001SJM\n",
" FINDINGS: The paranasal sinuses, internal auditory canals, orbits, and \n",
"\n",
"intracranial vasculature are normal. \n",
"\n",
" \n",
"\n",
" FINDINGS: Again noted is suboccipital craniotomy for Chiari malformation \n",
"\n",
"repair. There is no evidence for worsening herniation. The craniocervical \n",
"\n",
"junction is otherwise normal. The surrounding soft tissues including the \n",
"\n",
"paravertebral musculature is normal. The alignment is normal. The vertebral \n",
"\n",
"body heights is also normal. There is mild disc space narrowing at the C5-6 and \n",
"\n",
"C7-T1 levels. There is moderate disc space narrowing at the C6-C7 level. There \n",
"\n",
"is also low T2 signal at these levels and other levels consistent with disc \n",
"\n",
"desiccation. There is associated hypertrophic degenerative spurring consistent \n",
"\n",
"with degenerative disc disease. The spinal cord shows no syrinx or masses. This \n",
"\n",
"shows normal signal characteristics. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3630685001SJM\n",
" FINDINGS: The paranasal sinuses, internal auditory canals, orbits, and \n",
"\n",
"intracranial vasculature are normal. \n",
"\n",
" \n",
"\n",
" FINDINGS: Again noted is suboccipital craniotomy for Chiari malformation \n",
"\n",
"repair. There is no evidence for worsening herniation. The craniocervical \n",
"\n",
"junction is otherwise normal. The surrounding soft tissues including the \n",
"\n",
"paravertebral musculature is normal. The alignment is normal. The vertebral \n",
"\n",
"body heights is also normal. There is mild disc space narrowing at the C5-6 and \n",
"\n",
"C7-T1 levels. There is moderate disc space narrowing at the C6-C7 level. There \n",
"\n",
"is also low T2 signal at these levels and other levels consistent with disc \n",
"\n",
"desiccation. There is associated hypertrophic degenerative spurring consistent \n",
"\n",
"with degenerative disc disease. The spinal cord shows no syrinx or masses. This \n",
"\n",
"shows normal signal characteristics. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3631171001SJM\n",
"\n",
"\n",
"\n",
"3633655001SJM\n",
"\n",
"\n",
"\n",
"3633655002SJM\n",
"\n",
"\n",
"\n",
"3639135001SMM\n",
"\n",
"\n",
"\n",
"3640563001SJM\n",
"\n",
"\n",
"\n",
"3641979001SMM\n",
"INDICATION: Stroke. \n",
"\n",
" \n",
"\n",
" FINDINGS: No acute infarction, intracranial hemorrhage, mass, midline shift, \n",
"\n",
"or hydrocephalus. \n",
"\n",
" \n",
"\n",
"\n",
"\n",
"\n",
"3643256001SFM\n",
"\n",
"\n",
"\n",
"3643705001SYM\n",
"\n",
"\n",
"\n",
"3645301001SYM\n",
"\n",
"\n",
"\n",
"3645634001SMM\n",
"\n",
"\n",
"\n",
"3647688001SFM\n",
"\n",
"\n",
"\n",
"3648537001SYM\n",
"\n",
"\n",
"\n",
"3648832001SFM\n",
"\n",
"\n",
"\n",
"3648874001SFM\n",
"\n",
"\n",
"\n",
"3661661001SFM\n",
"\n",
"\n",
"\n",
"3662945001SFM\n",
"\n",
"\n",
"\n",
"3663283001SFM\n",
"\n",
"\n",
"\n"
]
}
],
"source": [
"c = 0\n",
"total = 0\n",
"indication = []\n",
"patients = dict()\n",
"\n",
"for subdir, dirs, files in os.walk('/Users/amirziai/Downloads/dicom_decompressed//'):\n",
" if 'unnamed' in subdir:\n",
" patient = subdir.split('/')[-2]\n",
" found = False\n",
" total += 1\n",
" \n",
" print patient\n",
" for line in open(subdir + '/' + files[0]).readlines():\n",
" if ('INDICATION: ' in line or 'IMPRESSION: ' in line or 'CONCLUSION: ' in line or 'FINDINGS: ' in line) and len(line) > 20:\n",
" print line\n",
" found = True\n",
" elif found:\n",
" print line\n",
" if len(line.strip()) < 15:\n",
" found = False\n",
" \n",
" print '\\n\\n'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Create the datasets"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 2.29 s, sys: 14.3 s, total: 16.6 s\n",
"Wall time: 43.4 s\n"
]
}
],
"source": [
"%%time\n",
"x = []\n",
"y = []\n",
"\n",
"patients = pickle.load(open('/Users/amirziai/Downloads/patient/patient_conditions.pickle'))\n",
"\n",
"for key in training_files:\n",
" try:\n",
" accession = key.split('|')[0]\n",
" condition = True if patients[accession] is not None else False\n",
" x.append(training_files[key])\n",
" y.append(condition)\n",
" except Exception, e:\n",
" pass\n",
" # print accession\n",
" # print e\n",
" \n",
"x = np.array(x)"
]
},
{
"cell_type": "code",
"execution_count": 132,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 1.1 s, sys: 5.71 s, total: 6.81 s\n",
"Wall time: 11.1 s\n"
]
}
],
"source": [
"%%time\n",
"from sklearn.cross_validation import train_test_split\n",
"x_train, x_test, y_train, y_test = train_test_split(x, y)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from sklearn.linear_model import LogisticRegression"
]
},
{
"cell_type": "code",
"execution_count": 135,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 967 ms, sys: 2.37 s, total: 3.34 s\n",
"Wall time: 4.16 s\n"
]
}
],
"source": [
"%%time\n",
"indices = np.random.choice(range(len(x_train)), int(1.0 * len(x_train)), replace=False)\n",
"x_ = [x_train[a] for a in indices]\n",
"y_ = [y_train[a] for a in indices]\n",
"x_ = np.array(x_).reshape(len(x_), x_[0].shape[0] * x_[0].shape[1])"
]
},
{
"cell_type": "code",
"execution_count": 139,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"x_test_ = x_test.reshape(7162, 128 * 128)"
]
},
{
"cell_type": "code",
"execution_count": 136,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 15min 20s, sys: 13.8 s, total: 15min 33s\n",
"Wall time: 15min 39s\n"
]
}
],
"source": [
"%%time\n",
"clf = LogisticRegression(n_jobs=-1) \n",
"clf.fit(x_, y_)"
]
},
{
"cell_type": "code",
"execution_count": 140,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"0.77715721865400722"
]
},
"execution_count": 140,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"clf.score(x_test_, y_test)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Random forest"
]
},
{
"cell_type": "code",
"execution_count": 144,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 1h 49min 7s, sys: 25.2 s, total: 1h 49min 32s\n",
"Wall time: 15min 7s\n"
]
}
],
"source": [
"%%time\n",
"from sklearn.ensemble import RandomForestClassifier\n",
"clf = RandomForestClassifier(n_estimators=1000, n_jobs=-1)\n",
"clf.fit(x_, y_)"
]
},
{
"cell_type": "code",
"execution_count": 145,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.870706506562\n"
]
}
],
"source": [
"print(clf.score(x_test_, y_test))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### keras"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Using TensorFlow backend.\n"
]
}
],
"source": [
"from __future__ import print_function\n",
"from keras.datasets import cifar10\n",
"from keras.preprocessing.image import ImageDataGenerator\n",
"from keras.models import Sequential\n",
"from keras.layers.core import Dense, Dropout, Activation, Flatten\n",
"from keras.layers.convolutional import Convolution2D, MaxPooling2D\n",
"from keras.optimizers import SGD\n",
"from keras.utils import np_utils"
]
},
{
"cell_type": "code",
"execution_count": 152,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"datagen = ImageDataGenerator(\n",
"# featurewise_center=False, # set input mean to 0 over the dataset\n",
"# samplewise_center=False, # set each sample mean to 0\n",
"# featurewise_std_normalization=False, # divide inputs by std of the dataset\n",
"# samplewise_std_normalization=False, # divide each input by its std\n",
" zca_whitening=False, # apply ZCA whitening\n",
" rotation_range=0, # randomly rotate images in the range (degrees, 0 to 180)\n",
" width_shift_range=0.1, # randomly shift images horizontally (fraction of total width)\n",
" height_shift_range=0.1, # randomly shift images vertically (fraction of total height)\n",
" horizontal_flip=True, # randomly flip images\n",
" vertical_flip=False) # randomly flip images\n",
"\n",
"datagen.fit(x_)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"X_train shape: (21483, 1, 128, 128)\n",
"21483 train samples\n",
"7162 test samples\n",
"Train on 21483 samples, validate on 7162 samples\n",
"Epoch 1/10\n",
"21483/21483 [==============================] - 2484s - loss: 0.6313 - acc: 0.7486 - val_loss: 0.4046 - val_acc: 0.8048\n",
"Epoch 2/10\n",
"21483/21483 [==============================] - 2028s - loss: 1.8791 - acc: 0.7605 - val_loss: 5.0726 - val_acc: 0.6853\n",
"Epoch 3/10\n",
"21483/21483 [==============================] - 2517s - loss: 5.0771 - acc: 0.6850 - val_loss: 5.0726 - val_acc: 0.6853\n",
"Epoch 4/10\n",
" 3328/21483 [===>..........................] - ETA: 1840s - loss: 5.1435 - acc: 0.6809"
]
}
],
"source": [
"from __future__ import print_function\n",
"import numpy as np\n",
"import datetime\n",
"\n",
"np.random.seed(1337) # for reproducibility\n",
"\n",
"from keras.datasets import mnist\n",
"from keras.models import Sequential\n",
"from keras.layers.core import Dense, Dropout, Activation, Flatten\n",
"from keras.layers.convolutional import Convolution2D, MaxPooling2D\n",
"from keras.utils import np_utils\n",
"\n",
"\n",
"now = datetime.datetime.now\n",
"\n",
"batch_size = 128\n",
"nb_classes = 2\n",
"nb_epoch = 10\n",
"\n",
"# input image dimensions\n",
"img_rows, img_cols = 128, 128\n",
"# number of convolutional filters to use\n",
"nb_filters = 32\n",
"# size of pooling area for max pooling\n",
"nb_pool = 2\n",
"# convolution kernel size\n",
"nb_conv = 3\n",
"\n",
"\n",
"def train_model(model, train, test, nb_classes):\n",
" X_train = train[0].reshape(train[0].shape[0], 1, img_rows, img_cols)\n",
" X_test = test[0].reshape(test[0].shape[0], 1, img_rows, img_cols)\n",
" X_train = X_train.astype('float32')\n",
" X_test = X_test.astype('float32')\n",
"# X_train /= 255\n",
"# X_test /= 255\n",
" print('X_train shape:', X_train.shape)\n",
" print(X_train.shape[0], 'train samples')\n",
" print(X_test.shape[0], 'test samples')\n",
"\n",
" # convert class vectors to binary class matrices\n",
" Y_train = np_utils.to_categorical(train[1], nb_classes)\n",
" Y_test = np_utils.to_categorical(test[1], nb_classes)\n",
"\n",
" model.compile(loss='categorical_crossentropy',\n",
" optimizer='adadelta',\n",
" metrics=['accuracy'])\n",
"\n",
" t = now()\n",
" model.fit(X_train, Y_train,\n",
" batch_size=batch_size, nb_epoch=nb_epoch,\n",
" verbose=1,\n",
" validation_data=(X_test, Y_test))\n",
"# model.fit_generator(datagen.flow(X_train, Y_train,\n",
"# batch_size=batch_size),\n",
"# samples_per_epoch=X_train.shape[0],\n",
"# nb_epoch=nb_epoch,\n",
"# validation_data=(X_test, Y_test))\n",
" \n",
" print('Training time: %s' % (now() - t))\n",
" score = model.evaluate(X_test, Y_test, verbose=0)\n",
" print('Test score:', score[0])\n",
" print('Test accuracy:', score[1])\n",
"\n",
"\n",
"# define two groups of layers: feature (convolutions) and classification (dense)\n",
"feature_layers = [\n",
" Convolution2D(nb_filters, nb_conv, nb_conv,\n",
" border_mode='valid',\n",
" input_shape=(1, img_rows, img_cols)),\n",
" Activation('relu'),\n",
" Convolution2D(nb_filters, nb_conv, nb_conv),\n",
" Activation('relu'),\n",
" MaxPooling2D(pool_size=(nb_pool, nb_pool)),\n",
" Dropout(0.25),\n",
" Flatten(),\n",
"]\n",
"classification_layers = [\n",
" Dense(128),\n",
" Activation('relu'),\n",
" Dropout(0.5),\n",
" Dense(nb_classes),\n",
" Activation('softmax')\n",
"]\n",
"\n",
"# create complete model\n",
"model = Sequential()\n",
"for l in feature_layers + classification_layers:\n",
" model.add(l)\n",
"\n",
"# train model\n",
"train_model(model,\n",
" (x_, y_),\n",
" (x_test_, y_test), nb_classes)\n",
"\n",
"# freeze feature layers and rebuild model\n",
"for l in feature_layers:\n",
" l.trainable = False"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x2ea04d1d0>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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+lheCz3Fj9zjHqxf50sjv8/DwefqNmirtbUM0BeEQhCOCyDCITIOu6bJhDPIGj/KWOMs5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\nOJw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unGZp4iztySoLfpPFKytsz06xOVVnfnaVsw9cZ/9DTzFI5uHSKsSy9Y9UxYWDzQR6\n1m0V3vcOtkFn0mSvDKmKm0AcOS2iFnCwd6RYRSK8CnBQQ7CQYgXWgYReELsKSGFA4rn6h7aQnjcw\n6QensZQ9rOdjA4sN07GznqvpGCTEnoeJLLa1C539tK8iTUWtjpBda5LVSZIXyq7PY9aVlJu0eBMJ\n1GNsyaY8PiXstPajmw6DHXqu6Iume2vTaEU1rQFZPUkx/aVEQQoNHTgHtoFbFlZjaOnoJZl/ATZk\nMaboZaWKN1Vn5gOWMx9f46EHX+P8zGvcE18lYMjQK/KjwWN8Z+3nuPKdszSfK8HWMgwkkEHoTOgw\nH2KvBV7e/ajBRhGAGnvQalF+CQqTk/VyCQf3iap5ePvrMoR1Y8yctXbdGDOPc+iA0wgW1XnH02N3\naJ8kE4EJbgalfFC+ggVkXE+bCh6jAIyoRUYd014IuJ2Z7JNt5bsDdKFTIbk1Q/uFcVrTU3TfW6K2\n0+bc99r86LEqvakqp7nGcKHCpb/7IM3SGFy/F7qXcZJBtBhJuE9LMdvYFVRpJ2DSIKCJ9GcBEvcT\n6PQd4xj6DrRbUK+mKzsHicsr8FNVPHGFRIvVPvGwwHBQdOi+n7jdnUhcKrVsbV4GaoaYUmpfG4eJ\nGp9gqksw3qNdqGL7EC6vwfrAeWXw3Tgd5IjIWIZOAl8AHgdOWrg3xjsSEpRDktgnCgspnVqophGc\nAixCJqwlCUlyPMRTIHJCtCSBgC7jwo5vpOffQ5aDdpN0ezYxEXfJopjEvEt3/j54UA/GFwnOzHL2\nk9/n8U/+gPvLr3M6vsbx/iq9QomV4lG+vv9xvnDtV+l/vQjPr0AoAKKoKRonEM1AFqZgFCalP+0p\ngGwdaI1AaFiwMB1/YMnsSlkrBof/nyPzZf85h7W/KkPQBjrAF4FfB/4n4B8AX1DH/9AY83s4U+Es\n8PydbysdlhkWRqAlviz8RH2k5U0CGGUe2gwRh79wTg3kaPdNShxJB3p97I0i28vTPPveD1A4EvHw\nvRcIJwMGlKjT5sHaK1TP9fnhEw/zrQvvZXjxGNwUYKqFmwDxH6aGrS2DLblutXAFR2ppFwEanvNQ\ntPuwugZeDTrjbkRP4ZhDyhNNIcGUwoP6i8Z3TDDqldIQ4eTAm0CQQDlO+WRKRNY4Sd0y7tAAd8yD\npOoRtgvEPyhgvxWSbK457IATaYeN2/PB+BCm6dAUXH7BmsWMR3hnI4K5IaaakFjwvJhSEBOGFZLY\nd1iCcVqCSTdZsVEhM29kSgtAwzpGNjAZ0xAzaz2d1sW0ay3SMOUIekPYsxAJYCcXi5ot9obEhZdg\nCjgRMPlUzNwHrnLi4escq60wxxpleuwVa3xv8EGe3vk4L37tCTpPF2FpA4Y307mWcs2ahjUtSx6P\n0KlgAdK09NcAugzIYXSuvWn6ubJOZJ39BBiCMeaPgI8C08aYG8A/Bf458DljzG/inGf/OYC19oIx\n5t/i5EMI/NadPQyQaQDSWbF3dCaXBFqE6nzNm97KWhGD0yPzKMjgaTAzH+MQg+3CsAcrHtvL03xz\n+POMH21x//0XsQUwA0sl6HG8fJOnjj/P1MPbvPw33sduNEe4CtgVd48DI1Z8hiIF0kluG1dHoWqg\nbtI8CAPDEvR7sLnldha+OQYPW+cyPO65smVFMIHFK0SuUnFaZpzEVWxyQ5A4ZD/xMJ6TxrZunBkS\nGNctXURE7XETV32SfhH7lwb+0sD2Lg70mARTda7Gmg9eAHu+Y6JUXBm5zRBTCAlmQorVAdYzDPol\ngiAmKEUkQYnEGJePYSO3GWu6MU1c9DPzNzGpaWwdbCExCH1cTMEVHDPYImWY1v29CTxnYT2Evq6l\njnpRYQapeuaVwa+DX8Is+ngfgiN/8yLnfukCp7jKAqscYQvjJyz7x/jqzif4v678Fnwhgf/QSjWD\nmziuJbSsgW5ZoKKRaE1XA36yqHUcdqLupbGv/EfWidagE3XPvAAdbX8VL8Pfv8NPv3iH8/8Z8M9+\n3H1Hm6BF+Y5qNV8PaB4v0FqDMBZJGIARyT+ituWxB9Eg0sSlaABrFfZXGlzoPMgjOy9jlj3Odq9R\ntz2unV9k5egxtpmmfKLH3/7U53h+9xFeunTOJcz0dsiq506o++utkXDPGpZgr+oWqvVccVUqwFFI\nyu7US/vOTdZrwKMlt3tyycf2ygSlIaYYEsduT0ivMsBGfraLdGSweylYISXWQ0bpRPz2Qms3fOx6\nCN++BFc2oLsAzALjUCvChAdH08Chyx40x8CegWEXdl7B/vExwotTJB8uYY9DUvRJipaomBAnBeVY\n8rB+kSStfeDiFcj46ABnGkyr6V8ijSwkiwu7iCtyMohgL4btyBU1OQAWeurlZF/RfXdj/yjMFmCh\nAKd8ao/vM/PhDU6ducI9XOE9vMo5LjFOize4ny/xKZ5/4X3wOQsXtiFaBSvuRRE+WqsVl6AwJTG1\nJM1TbCJpQvtaosta0IFIkDEAndErDEWb2HdaZ1l7B+QyyF8t9fPcUA+AdtOY3LXaF5W/hy7lrsFF\n7YGQyYuAfYh3YbdKb6XK8rUTrIbHaQ3GmNpsMtZp056u0aqNsVGdw5uOeHL6ezQvT3Dj6jk6r0wx\nuOFDuO389SNMS95RRdtEFbdIR1RHD6hCErjFsRrDTgouRREUKrDoYY940IjwyhFR38OKphDikoEi\nHDawkS40SZASE1TM2A7O+ypBP6/jKkW9uQebfZwFOOe0gxkPThtnPVicyRHVoB9AfBM6W9jnprDX\nQ5K2hbOBA0jrHnGDrNy6h9t9quRhg8TFSAw9Zxa0yWpQNg1sW1fgdD10Dp0V4/CQYeAY6DaulFt/\nCLFEjkqGoiCPKl3eBODXoDAGlQk4Af6DEaUnuxx5fJ1Tj77JueJF7rcXOZe8ySybrHtzvLL3EE+v\nfYK1Z+fhaz1orkOyjOuABEIIRqClsgy2JFGIeSyLX2c25k1lMW293H1004xDmxVCS4eBj6PtLjOE\nvPqeB/7yzMBT52gGIr9F6j5C5do7IYs9IDNLNCeWENUY2HCSejhGstIg/MsqWx85wsUP3sO56hLz\ny5uc37hI1fb47tkn6TccpnDi567y+NHvc+Ff38/q04uw6UF/n6zSSZVRO1L3t0OmOsq47ENcg6QI\ntuGAxour0Azg6kl4bxE+CNFYibhcIBk42zv2Cw6VFw9oCwfvdshyKEpkodCShr1JpqleDOFCCN1F\nnB4+A17FLdpTwIdwpcbEZep7sF6G9jwM6m78d27A0wl8dwz8eVjwnJ0vBWEKaR9q4JLBPNdvCQcw\n6e+3cObBxjZsbaU4cAFsFZIxsBNu85wogkQ2X5Xah7103CfJYp93IZiCyjmYrrmKSQ9A+bEexz94\njVMnr3A2uMwj/IiHeZnjw1vsxeN8pfxJnrn4MTb/eIHBswlsb6SmwiqZxqfBcL0AxTQV+sufqxkA\njNK69kLo4COR+toTIc+AUUGkg5QOb3eZIWh/K9zuMpTvWtrLdRosyWMAqN/0fQRL0GCjPkeugyzP\noQ27IcmPCqyeXeA74x+gMj3kWHudycEe8f4q55pLrHhH2a1OUp7vcbZxCT7hUS0usvJqnd71Cqx3\nHahlBVOIVb8hIwaRLlIgYZgi8GlcRgzsDWHQg9YWDKrQLmHnCtipQqY1yu1inODawi2qZgRRD8oB\nNMoZbtHCMYQtMuFzw8BeAeyUwwsqZagHbiE/YOFRm25sm2IQNS9dtDXYKUHUdIt7N4Gd1BZu4Xhj\nHXetRGGOo/Zr5EBJY5i65W5FsBRBswdt6aDMuaCLcqEwAtmUQnMdC0EElR7UJqAxAXM+LCYUHhvS\neHyXoydu8kDtdZ4a/ICFYIVK0OdNc5bX2+f5zms/z8Vn7qX3zYTk+jYMVnFcdJ9Rgaa1AmmyULWZ\n6+XO89RfuZ+f+01rECIMZbLFtNb300zlHa0hCEOQl4dRcyC/cLVrUaJOZKH7HP7CMiDCOCQEVDZH\n0HHgOidCDOo2dHuw5LN8a5G/SH6J05WbvH/ih9CGSdvk57a+x3PmCX5U/jQlv8/xyk2OfGaLYw+d\n4mtf/mV631iA71hor0F8iwxQKqnn+ap/BRwxC+glqX0SxVSAwdD5u59rwIuTcN84nCk4SSenCX9c\nxTGDbZzJsb0FxQqMl1yAVBnHDFpkpd0MTivxUhdhEZgxzsNxHHgEFzYi5curuGdPAEs+3PChc8Rt\noZ5Y501IPPda22q4J3CI/iyOMYgCNSR1FUZuN6NBF6KuuweT6YmCyQxwyKL2W0r4p1SrEZWoDsUS\nzBmY9J1HZw7MSUvlyX0mHttkrnCLBwcX+MTeM7SrZa7Xj/Gl0if51t5Hufz5B2g+UyC5uA39G2T7\nf4pmmdfwYNQ0FjrV0lwLIwHRtaDQWqReL4cJQrmP/C80raXEndtdZgg6hDivLWibXiSnGL7iY9Ve\nAi39tSquJwNGfbcC/sgK0La7oLXbEE1Au8TexQmWvnwfF++5j4uzZ5gPNxjvtfELA04PrvOLy89w\nceIsVydO4lUtheNDHvrIy9TrHZYmzxK9MuGAr7AJiSTPiAoowTJSLimPKNv0d8EYSu4eg6HbzPba\nAPbL0Gg4SV7wM4Re1w7oFlx6duTBcOi8AwUvTToyHMS+eOAKrhi3niZwC/4YcByKJ/sUpvsMrlaJ\nNktuuOo4RjFunEdgy3eLf48MC4DRYL0+GRMq4GIpbB/C0OES+9Z5YhJNL1o4aBebAMJCE2Nknp0S\n+EU4UoKjRThlYNE45tYAfyphcm6XU6VrPMzLnOVNal6by+Y0zw4/yEsvPsHSd87Qfs4jub4F/SVI\n1lXnpQ/aVteLVxaupltp4l3QrnChQxgVkrpp/EvoN++ByMft5EH40XaXGYKgrtoE0C+pF4NQqVKl\nR9Qjn2whHVZxSauXvrqf/CbcWQZRCG8H4jHozdJ9o0H339W58Hcf4MX7HuKprRdpDNuYIpwYrHBi\ne4VeUuGF2mP4fkxpfMB7nnqJ6myHrblZ9otjhBvH0gXSIgs8gGzFSoDUGKOqojApyEL0ZHw6sLUP\nW2n/Az8NlPScS7FoVIBbAfwJt+B6Q7fgTODOKabawkEUZNrFYzhmMIOrJ7AAhfkBldo+0V6BaCV9\nj0ncFm913H2ukWFlOjFJZ/daMtwvtKni1odY8BSRuNp+Fukv817FmQNaIqdlqk3JuUX9MlSKcNyH\ns57beu68hYehUAipBm3mpte5xy7xqH2ZE2aZsFDgcnwv32r/PG984zybX5qG1zahuYJLY5WKrRrB\n14s4yR2TqETI6FYDhXJNrH7XglFoQQ+eNq91kJ9oD7LGCty+xm5v7xBQEUY5px4A7Q0QipIm2Vs6\n2AhG1f48s5HvorbLM7TYkgH0gT7YPVdXbwXowQ8feh/hw0UaU13m6rcob0X4QzfIT2y8xMR+iyuL\np1ibmqVLlWPTy/ytxz/Hi8P38lLlCfjuFLxRgeEgVYFlS/sOmbtUdOo62YrSmxB66W9CZHI8gbgH\n/T2gAl4j428H49xLn5vC/NZzqdEBWXalFCGdxLn7xsnKwg1hsFEhMgHRasnhDjKUY+l3iRlopa8x\nidM0pOsSZ7BPVmMmthAnDjM5WPziLi7ibAvBB0SrExujy0hMgdvZFsYCOOI5MPOIn2o9OHdlJ8FU\nIh4ae4FHyy9RL+9xT3yFk/0VOjR4vvIUX3/+Y7z8rcfZ/WYNLm9B93VcyKOOIxDNVLQTGQzt9tYa\nTR77knsJp9QakEj1QF2f947lcQptGkj/pLq5aFGHt3cAQ8gDiXA758ur/jroQqtBoqJpG06Dj7pp\n1SyvGWgzpA+2DfG+27KtU+baa2fYf6XBk48+x4mZayzu3qJOF7+YcLp/g4XOLSbGmrxeOcdS8TRB\nI2KhscJeMs5mdY5me4pOawKabVdTcJiKVL8CcZB2S7YHE1EtklKkI2Q11/S4DRxwGYW4kutpZeaD\nDWJFu5IKqWpslWA9AOWncYxAlJm0hmFkS0StUlYJTG4pG99KkWLZlk7uqz1sXZy2NLQwSMBKyK1I\nf1Gjh+k4SNitTn1skGl+kuJYBVMGP4Cql2EUR93lvh9SbvSoT7QYa+zwxNjzfKj8HYIkZiLaw8Rw\npXcPX+19nB88/yQ3/2wRljZhUzZ9lAhUL/cR+hF6ynsNZI40bQvtCl3nTQvBFDRweJiXLY+95eki\nzn0Ob3eZIcgL5G2jw5rWFCArDqANUxlQDdRpZiADoyci78XQtpfcIw2GL3pQX4DXfHr/T5VvTnwE\n7wMhn7r3K5zuXKfe7mP6UAgj7m0vUVwf0pob42rlJOvMMTO/waeLf8o3b32MN6LzcKUOyxbWLQQF\nKBXSTUm16ByQqcSSybMBUvkX1HvEZHvAVd0Ci7fIFr+OzBOJlvrjRYjIUNTSW0s2ocRXSVEoWWCT\n6febZIxgE1cpao/MWyAahwy74KQdnCfBDnHcZYfR2nJiHsXp7z5OAwDHJMY4CAKSXa/TGpBuL4r0\nWVdwwOp9UH2oy8n3v8n5E6/yyORLLAbLHLMrHB1sEiUFXig/wreWPsIzT3+CrWem4Y0h9FZxAKKU\nOtfmql7AIpCsOga3xw8c5g4SWtZCUBiPqFTCHCXwSehd3Nh5E0UESI9R8P7wdpcZAowCIDDK6bS/\nVDjbYRiDXK81Cd3yGohuGny0uY/83gaWwRYgnoD1MkNb5I3nzhM0htTPtulM1bi/cJlat0epEzHe\n3ud49xYPRhfxJy2XJ86w743TKkwwqJVgOgXyxhI4bR0j6HlO/W5aiEq4egMDMuJLyyV5dbeArBCC\njJPGQkSrkGORuo/SzHyTCV9DVjFMFmxChivkNVPx8Pm4fovn7ap1pcn6gDGjSo2NIA5h0HYYxqDk\nFvAB9qPT2qWggTxMYkjkd51/ABDj8iKM8x4cxe27MA218X0aU02OnN1i/v5bHL/vGu8Zf4Un+T41\n26aYhHRMjWvdM3zz1kf5/rNPcfMvF4ne2IPWTRzH2yJbtHmbXgcY5T0E+rvMi8xZ3pTQgu8wmpb5\njHPHpQ+HnSsMJ+/yvL29AzQEnXYqxyADCRMyz4JevBqckcHQKpc0bVLI9TCqEQgXlsClkFE1MC20\nOSjAcB4ak0TNOrf+YpFht0zvv6rQOjXGeKHwvyWhAAAgAElEQVTJgrdBadCGPozvtfjA5vPMHtuk\n3Ojwpfav8pW1TzPcLrpHLADnDRwxThO9mL5C5MP+WLpQdsmqrs6AaYA/68YjlA0+ymT2q5RyNunx\nOpkLU/yRoikUnBSVhEwB+GQK9nBMQRKvPJz6vZAO1QYus1CGq4gzr99MP0cZNfE7QDSEaA/sdbBN\n3C42E2QVYWTORQMS7UC4kvymVfW02aH7lKow77tsy1OuH1OPbHD2/EWeCp7jbHCFSrHLol3mnL1E\nMRnSSyp8ufABnt7/ON/9i4+w9vWjRN8NoHsTeIks/FnMUI1PiaDSDNio/mrmEahzNKgui18+ck2i\nzhdGImaTDm4SxqJdk6i/ebPl8PYOwBD0IpfB0zZWngDyYKOW7qjftBtHS3/UNfJ8ub/ul7bbpI9N\nsK9B/ww0TxAvFWhVJrh89AFKT4XEDwa8t/oCjyYvM9nboxb38eMhR5M1nth5mcQvMXlkl+8/+V4u\nHz/HoF2l3OgzcXKLwQNl2g/VCV8vkVwPXAjwTsUBmZtD2AldJKBnnGaQSLANjGIl8v66//mak/K3\n65hPP31fayCOUu3Uh7519r31nceiRAZiS+V5GbZQfbbISp9L+PEwgSSGpAdJG7fYx8mYsSCaKZB7\n8JCU8I3n3j9ItZrIuNJxU57bqXkRKASYsqU018M/2oFjMDO5xfHGTY4tLLM4cZ37uMipwXWmN5uM\nF5oUxodc8e7h1eF7+MYLH3O1EL8xTvh6x3mC4ltkrkVNb3osZczzH/1b/py8NnrYcciYdx4vQ9Hl\nYdpGHp+Q8wJG+z3a3gEM4TBQRjdhCFIhRIcnawkhqpFw0uiQe+WfC6OuIBlw7UKS8wo4KfE6DIsQ\nTkK/ziApsxqcoJvUWD52jP2xBuWJLvf2rlFggyCMmTItpnZaLEyv8sjsDwjm/2ta3TqbSwvUi/uc\nPLPEjplk2D+GvdcjXPYxicUs+3g/rJG8XiAeDsEGLshnmKSvJtJUbEdt5giDkKICAkgK80jdd+le\nCdm7D9Nw59RGMNblFRiTJZ32cIt9i6zE276Flk3LAKQE2dRmYKQu7uIkf4NRNToFBA+ksezC0gC/\n4EyBmoGS5/IXxnDpFY8D7wN/zKM4AY1TLUqTXRI87uEi7+d7zLLBLJvMs8bR4TrHtjegmtAar/Ji\n9ChfaX6KH37jfdz48gl4tQvNNZz6s07mqpaP9oTFjJoAh6n5mlHfWTpnTbsVdRCbpnl9H1nG2suh\n+yMfoYN3LEMwZK4zcfUJ1WlQRqtUYlPmgzm05gCjpkceJNTmgR4cUbWEoWhXpWYu605qhouwfQRe\nqNId1lndOsnXPvzLXHviFH9j7Ju8r/R9zrWWGB/sQwz1Zo+Tw1V+beJznCpe5wvHf5WuV+WYf5NB\nu0y/2cCbiahN7VL1ejQe2GPi8SYbS0dYfuMEfCOAl0JIdtL+1ciQdiFSyQ+WuoBCAPkgGSEaGS8h\nQu2SChxuEnqZ5dZLYCdK46iM20XJszDow7DvNICDOI8ymcQXZtTjwBty0EeZ41pKD7LJopiTJSim\nIdPHcbiAJft/HNiBE/NLLJ64RrXaBixdqsyzTp0Ox7nJGa5So02pHLJ9dJyl4DQ/NI/xvWc/xAtP\nP8n2dyfh8h50l8n2jRc0VWjLy/2vBUfeVJWoxET9/lY4gZbsWruF20sFoOZPcI0SGd2X1T3z9zkM\nZ3PtHcAQxJWkVXsv9113U5dqz0eu6YGW+8sxub8wEl0kRWsZkGkr8SG/gRODkbu0baE9x7BXZbg5\nxWtRg6uVk0QLRYaNIqZuOFW4TiPcpzAMmdlu8gHzPDONTVr+BDcKJ6ibPVaTRbwkYWZyk1pljygs\nUqZH/Z597D0ePFCglYzTMQWSwQDbTVzVpW4RuqV0jlPmlliIhw7AO0CnY0bzOMRFl9ew8nn84HZQ\nMmk0dwK7Krmmn45VIrZBl8zPKEUfJYBHA1/CiMWmHpJ5P8QUSlwdhJoHU8YFRt2LC5Ty0tOnoVrv\n0Ki0ODq5wrHpG8ywRZEhHWrMxRucjJdZ9FeY99eICGgWxrkxeZIfNJ/km5c/yuVv3cfNPzsOy3uw\nu44DdNZwapDQjLQ8UJjHvw7TAPTxPPAnY61pVGvCeYatQXSNRYiw1Ewnz3hs7p63t3cAQ9DqkQyC\nFIUQySFaQ0wWjSjou/jidVEIubdGgLUpoM0Jfb48S9d11OaE1hgMLim/CxTTas0VEgJ6y+M8+4mf\nZ+uJeZozk7x/8lkeT15gfLNNeTOisJVwameV3xj8IS9NPMQ3Tn4Yvx4yU1rj0cKLjA/2eHb5w1wf\nnmV17CQPVl/hMw98nuf/m6e48OkH6G9PEl8N4JUALvvwpkm75EFSh2EVOolLYrJS7FX3X3CFMqNE\nIgxBxkKqConbUsYJDlxgid4vTROxgL2aIUC2h50EYGkXKIyg9Z7nQMwHcBjBUVy69ayahhIcm7vB\nE8efozU2xg5T3MMVTnKdAiGLw1Xu6ywRVAdEVY815rnAeb7JR3jt9Ye58rlztJ8rw1IH+lfIiixI\nXIP0U2owyvjJItRLSEtvOSevYebNCd0OEz66ybPlPMEXdICT9EFrAvnYmncsqCgEqAcasg6LhNbE\nLOdK6LJWibXZkNcWpOWBHNQ1WjN5q+uk75JhV3GIfzgNlyrEe2U2mSVsFvDfE9I9VWEwV+C+sTc5\nGS5T7ETU2z3ODa/gxQndpMrUTJMz00sUGNLsT9LvVBjGJYqTA6rVDtONTY6NLdM9XWG7OUvvdA0W\nIbxaYHitSLwVYJuBSyKS5L+ecXxz33dVjBItZWTByvjKwpYcfR3+3VHXieYk52pAK2/7iukgi10Y\nrmgFGuxSknYKVxFqDOfROEvqQrT4p1xJtjJ9aqbDhGly/9QFHph7jR0zSUSBk1znTHyViXCfqWiX\nMb/FpjfJzWSBH3Sf4oXtJ3hx6TFWvzlH65kSdnkH2pu4OIMNRj1a2r2nAT1577y7UUtuzQTkPfV1\nh+Fcea1WayMwamboa/Igpc5hCNR5b93eAclNwkVhFL3VrkQYtZGFIaB+g4wr6sHXCUTCgO7sh82e\nm8ck5Lse5BBnPryCI6RTsDcH3RnYLtF6dYLnP/Yhtj4yy/rUET4x8VXGq7tMLHco9AdQgJOtGxxd\nWmf9gSmWp4/yef4Oz/JB2l6DWnGfkzNXqFT22TbTzLJBpdjn6sxpmpPjcD/s9xs0u5MMnq0RvRZk\nuN0+0CpBqwBXjBN8I/QnaYpi58v2yDoLdAJn08uGk3LztvpfUhzLZME1Qsg6ySwtRX+weMQlIclc\nqdZgfKcFnHfDyRGyVOkaBMf61BZbHAm2OOld5zyvcdS7xTTbnOVN6rSZYYvZaIu59g5xYNgZq3PF\nO81L0WP86c5/xks/fJzhnxSJX2xjlzcgvIzLTZA8GW1+yjtIIpyAiLL/nvyuPQHCSLR2qbUNMeO0\naZDkrtd0aLh9PwdfHZM+CI3mAU4xDyUg5B1rMsiAwOFcVfysWvLI4JcY5YaHLeDDrs2bCvqcvGtJ\nB0bpSYrUcSHuJnAD7ADCPrQmsFcbDJ4ps7p9DG68n8GTFZYfWeTB6Tc4V3yTxe4qda9LYdhlrpVQ\nfrnPJ4OnmQ12+Y8TH+ZG5Th71Lm8ex+r7RNMTm0z1mhyj/8mRX+IX4xplcbZrB9h+EiF9lyD1WiB\nvcE4cdcnafrY3QDuNw4j20272cRlPQ6t+9v3yHaklcQCySMQ/6IUjxHVU/AH2fRAvEAyN0JaySHX\nyU4rBqhCrQIzAcwFMG9cgeBFYBb82SGl2R7j5RaThR3K012qpTZT/g4LZpVjrDDDFmPsMU6LiaTF\nVLhLIYpZLc2zXDjGm95pXlt/iAs3HmLpu2fpPleAl1qwtgbDZbDrZOCh4Fpa3Raa0QJMaFNLck1r\n2pzIA4Va09V0mG9aE9D0q7U1jSvoe+U9aTpD+B3LELQqdhhDKDLKaeV8zR1F6utFqps2QzRDyatg\nMlm5SL6D52rEWCSoAJwJDksQNH0A4dDtF7jp01qapPXyJCvRMV48+ygfq3+dTv1bVFp9Sv6QwIuo\nbfeprvY5Wn2aB6dfp3Rvj2+OfZjXwvOs7S4w3KhxtHCDU5UrroKPuUnNa7PvN9jyZ+ifK7N97xQ2\neow4XGQwKBHtlYl2jUtB3gR702CXDVw3LjOyFTjX4Q6QNCAp4eIbhCFs4k4Q9x9kWy2LKRDiGIJI\nUcEmyoyWLZOxLYIJHN5hfPAaMFl2FcIfxGkGVaBm8SYTKvNdJk5usFhe5hTXKDGgQo8x9phih1k2\nmKB5wBDG7D6NsMueHeO1yn28aB/jh73Hef3qw1x79ix8PoEX9mB4C5IbuJRMYXYieQWnymuLYi5p\n00HjYHJOSMb4pGkgW5ujmhaTQ37LMyat3eq1Iq7bvGdOGId47mBU0I22d4DJIGizvLxEd0FmewoW\noCU5jPqF9cToQcsDK/qVtQ6tMYec6+3g3tI/YQy6/8KRu2R1yFKNY38clkr0vlRjo7nAc598P52H\na3QbNZ5IXuT88BKlcAge9BYKFGs9fvHq13mk+Aq7xye4MXGCpcZpXgof57WVR7nFCU5Vlnh46gWO\nBJvcw5sscQbDFPf5l5gzG6z7c3QKDfr1CmbWkpzyaJ+r099x9Qvsmu+8aivpZxvY8WG3BgMPrIQo\nGrKFre1SGVMBYQUclPHTnp9K+hlzUYSVElStSzyqB851+ADOKbENbEBhbMjUiU1Ozi9xvvAqU+xQ\noYfBUqbPUW4xxzrTbFOhR4EQg2XPa/Cj0qO8njzAi/EjXF86w9pLCzS/OwXPR3BtE8I1SFbItt4T\nRqYXNYyaO7rOQt6FqLUhjT3IfgvaDNBmRN4jIEIx5HZGoZmF4DBauGktJB+QB6PM4R0NKkImuSW6\nLt/hw7ho3n2jpfhhoKB218DtOIUcF3Uu30cYBWjkmZoBJWTbDqvY+34M/Qbh94tEG+NcrtxH26uT\nzPiEQYFao8u83aDhtUlqHmWvx3uaF9gPxrk+dYLKdI9KY4+bG4tc657hFgvEBY+a3aNMn0VuMMUu\nQ1Nixmwx7W1TCzrslibZq4+R4DFMisRDiLoBcbOI2Y7wNyOSFY/kpoe97sE1H676zrVohhD7EFdd\n7YQohCTClYCL1d/AfQ4IVNuzYncXwdQgGINqEcYLDnaYxrkQF9KP7NTsQaE6ZL6xwr3jb/AQr1Cl\nS4xPgZBaGlcwyS4FQmJ8+pRpMc56Ms93ex/kxdbjXNy6j+YLU4TPlOGFIbwuhSVv4pi2eA7yYF8+\nKUkzC00/cixfKl20RgkKE7rSTFIfk+sCdUzWgqZD7cHR2ofcS5+rWx6YvzOG9g4wGWQQ8iqX+LI1\nAJMHS7QqpN0vecxAc1dZ8FrLCBgliDxj0aqZr75L3yXUVrt9dskKnuwAR6A1hb08Sf//LLP63ZM8\n88kJmo9NE50J+ID/HE+EP6J8M8QOwR9LeLn8ML/X/oeYSsjxxhJHJ27yC/Uddpim5Y9zwT9PgSEL\nrHCSa5zmKpe4F4vhBDeo02adOdrUiQjc/o1eAp6lONencbJJ//4y/Z0y8ZUyyeueW6jdIpQn3NZz\nbQs7iYtEHFiILCTyAWIDscVVlpbkJJmPOgeJEkUf6gW3dd0k7jkLuCjDMRyu0U4/90Dp3JCT9ess\nsoxPREBIlc5BxOE4TUIKrHKMdebY5AjXOcm14WkuXnqQlZcW6TxfI3rdg6UQWhu4dMcbZLHVoiEK\nQ5PKMEKHohHoVFB5T4mrEI1AB7MFjObEBOp8Lc1loep0bzn/rUwF3SSjUTMi3XTglNz3HR2pmJey\nh6kz2o2i1TPhuPp+MCrx5bgMuPaV6zr2eQ4s3FmbK3A7npHvp5YE4vVIiwOEbQh7JPvT9HYa9Kjx\nyk6E3wrpHqkxmClz3Ftmtr2FZ0Jqgw4nBjcoDzqc3nQIeuCFtAoTrDfmuD6zyIK3Qpk+FfoUCFng\nFjW6DClSp02BkD3GGDctFrxVusUaO/VZesUSYcMjmYBk0jCICyRJ4KyEoefKqu0Zx9d2cOH8HTKY\nROh6CESJC4SKQ4jK4FnwDHRrMChm4SI1nDtxEvc5kn584BZ44yGFE0MWTy1z6sRVFus3mKBJjQ5j\n7NGgTY0OCR6bHGGbGa5wD0vDe7jWP8Pa9XnWl+bZ/NE8nZdr8OoQ1vagtYezj1ZxzKCt5ksLCz2n\nOnxdaC9Pm17uOr3QTe43cufo75o+4fY1Ic/SprG4dVHH8sIPRu+pQcbDm3nLjZV+hs0YY+F/Sf/L\nq92ixomqpiV6PT3W43CuqVU8bZ+JOylR50hB0zaZu0xSan11HmQhwdoTIX3X6qNIG8EhBH2PcTG2\nM8B58I5DycM/G1P4QMj5T73CE7/yHL+S/Afe33qOiVc6mD2PbqWK2bL4qxEeiYsmbnjs3VNj7clp\nuvUKA0rsMUZIgSNs4GHZZorNVJ52qRJbnznWCW2BJXuGy+ZeLpl7iSgQ9ot03phguFsZ3bNh2xxs\ndencmGQeR8ENezhvRYzTIDq46MKCcfsm7BoIbKaE1U02DEdxMQZD4A0oPdam/vEmny7+Ge8NfkDH\nr1P2eiyknoQpdmkxzjZT3OQ4yyyyzAkuNc/zxtZDRP8+IP5zj+SKj90IIWxBvA52BWcibKt51rQl\nmoEssJCsWpWEWEvTWqdol4bb6SAPPOvfhCEIDWlXp9CPAJCauWhNQbisCEhxIwu95wFHoWObnvtZ\nrLW3SbUfqyEYY/4V8Glg3Vr7cHrsd4G/md75CvAb1tq99LffAX4zfaPfttZ+9c539xjNnZUBKKhz\ntGoFozkGwsXzdphOk5XJ0qChHgc9SRKzoPEJMUny4I9RfdGTJv0UzUOYWYJbUal4TfagN0O8PEZM\nlevBaYbDAs37p3hx7gnOH3+DY9EKE4UWldkepWN9KvQomwFFf8DU+IByv8e2P8FWZQpDgsUwQROf\nmAIhFfqMsUefMkNTJCBiYEocZ5kKbqG1adAu1GnPj7M7McV6ZY6hKeJZizlisR0Y7lWIez4BQ0yU\nwMAQ9Qskg2JK9ybVkE1WiyMN4GQKSIwzC46BORLiTUckXgFb9h1jSHnn5IldTjUuM2fWGTctanQo\nEFIgpEOdDnWWOMNScppr/dOsNY/SujXF9qUjdF+rwg8MvBHC7hr0tnEMQO/PoAvsCunnFyXqr3a1\nHqYR6kWel/B6cWta0IxEY2da3dfuS02L2sSW87R3Ta8bjcUJ89BmzOHtr2Iy/D7wvwL/tzr2VeCz\n1trEGPPPgd8BfscYcx63z+MDOOz4aWPMvXfe31EWlRS5EM4m3Ds/gaI9yICJi0gmU86TABI9CZoh\nHIbeas1CI7Q6tj9vTsi1umCrNHmWJhoRtYKenYXmMWgGbHen2F6d4dXPPMz0hzf4yPQzvKf6Kov+\nDab9HSb8XabZZirepd7vUhpE1Pp9+kGfvcqQAkN8Yuq08UgoEFGlyxQ79CnTpUqTCSyGOdaZZw2f\nhG2m2Q6m2TvaYDVZwEYPsm8arpCSSSAytHcmCcMC5fEOJoiJYx9/o0K4AdYzYI2r3Ja4cbIbYG8Z\nzITF9CymB3YeeASCxQGFuR5xq0zSK2ACSxIb4iMBE9NNTplrB+8wQROPmBifDTvNpj3Cy9HDXBg+\nyLXd0zSvTsGLATwLfDt2hWU6XRxoKFiBJQvK0aCfmJVCg3m3tcxd3g2tTVtR3XXTNCJarhYeGrMQ\n+paFrIXPYYxGhN2dvFw6lyH/DgVG183h7ccyBGvtt40xJ3PHnlb/fg/4O+n3zwB/Yq2NgGvGmMvA\nU8Bzh99dBkmCYHSUVx4f0IOngb2DXnG7G1HjA1qF0iqYBgJDdS89sdIXYRqagDSRyD2FwdhDzhOV\nbRdXRaQJzMLGFLw0BXGR9hsT/HDx/SyduI/aYpu5o7c4On+TU1xj0VtmprRFLehhymADiwV2mCKk\nwCmuUqHPHmMYLCUGxPiUGDDDFg326VBjQImIgAb7BESUGFAwERN+iw0zyxrzRARYz3CksQ2JISp6\nDEyRflCmNrNBtdajayqEFCGGyAYMKdI7WmFwpkTdtKnQx4sTkoohnvIp1XrUKm0afpt63KNgBrTs\nBFfj07SDCi8PH2Yy2GXa32aTI/So0KbOtcEpLnXPsXPtCM3r03RX6i6P4yUDy23Y3YVhkyz6SmpS\nSjQhZNGUltsFhjSZY61ZCk1oqR0xKkS0diDSXoPhGqQUQSMSXyd65ele31PHGmh3fd4tL8elSQFL\nec+fbRzCbwJ/nH4/huPX0lbSY2/RdCy8Bj202pTnmjBqt8n/Mug60UkG7DCGkL+fBo7yXFo/R2Me\nhwFA5PqvAR1hDLJRQRvYh/2eQ/Q7dQZLFa4vLnL9zCm412P63AbzZ5c5Vb7O8coyRypbNIp7FCsD\n6mafcVpsMMeQIjU61GizxRFqKSpfSBldQMSQIknaF4+EIkOqdPGJqZoux3xnr1fo0aXK0CtSqLjr\nezi8YkiRycYuE40mTcbpUcFg6VNmjzGC6T7lYYHp0g6Nwj4GS4JHROAyOOkwWdxlDOc23WGKIT7r\ngzluDE6wZuaZ8bfYYYqdaJrd4RRLW2e4dOs+pxG84rlQ7GsJvDmA3h4udPwWDiuQ+ZKPVIDVUlKD\nv3lzMu+my8+vvi4PXh9GO/pafT8dPKQBScG59H3zQPlh7TB6lvvrkOWfzGS4YzPG/I9AaK394x97\n8qFNF4vUL6MlugxeXrLrqEEBhfR9tFTXngndhGkIJy8zqjVoTm1zv6H6pE0SeSdxawlnl1DrOPeR\nrYtDsH1ojkNvDNbH4I0ajFfYOz3B4GyZ9RPH+dGpPsXTQ8bmm8xNrDAZ7DBBk5iAEgO3sOmywxQL\nrDLJLkWGlFJgTJhBkeEBYh8SYIEyfSyGEgMm2WGDWbaZoU+ZQer3brBPhR41OpQY4BHTo0JAxB7j\ntGkwEbSoeh2OeFvU6DCgdPDcAkNKDEkw7DFGhyoGuIcrxLHP+nCO9cIcJQbcYJGN3jx7t6ZpX2jA\nSwWnEbxBCnAOYCCVWlpkNd/0/GsTMW9uiiovqnjE6Lxraayvk0Wd93CJfS+b8EhNAhjVDIROhJ40\nzRqy0G6t3WraMep6/Xwd7CTtsMV/JxfmT8AQjDG/DvwK8DF1eAUXhS7teHrsDu1LZJ2/Fxe/qify\nTq49zTA098xL97z6lOfmedBGjsvACiPSzEgTi8ldI9qOjkY7TNpogpJYihTaD3chHIP2NOyMQ1An\n3CwS3ghoH5uGxQDOQGWxzdbcDPWxPWr1Ll45oVzqs+YdZ7q0yUR1l5rfYY35dEQMBkuMz5AiPjEm\n7YfB4pEcHHOfhJACCT4bzAIcSPQSA4oMCYiYoEU5NUtCii6E2Gsx421Rpk+QjoVJ5yKkkF5dJiSg\ngPOeWAyRDUgin9Xt43SGY2x2jtBcn6R/tUHymg8/snA9gltDt+V80sTVLdjFMdY9RpPe9JxqN7Wm\nFY0JaU0uP1ca8JPr9P9yfX4hH3ZM50RIy2NXckwzNa1Z6OhHLaC83PlyzZs4/P+ttYy/KkMY0Y2M\nMb8M/CPg56212ifzReAPjTG/hzMVzgLP3/m2Hyfjpnfi0Nom06qUVrM0B9e/CUeWAcpPfN5+HDI6\nqAJwCm4RkW33LZqN9EmAG3FTiYpKei+pGKTDYvVESlROEeewb0EyAcMGrNdhsw6XJ6HagBlL/2iN\nW4sVzMkEc9JiZsFMWrxizNnJS3z82Jfp+lXe5CwdavQo4xPToM0sGwfYglv6HkNKhBQoEBIR0KdC\nQEyDfdaYJ8Fnkl1KDBim2oIFGuxRoccOUxQZMssG86wxzxr7NIgoMEaLAiEJhk2OsMMUA0rEeBh6\nDKiyzQzbTGOt4ebySVauecQ3fOxVD/umcZnJy0DUh6QFdg1nItxKxy2fxacDcbRGKU1jANre1xI1\nL231vTW2pCW4Fiiy9V6eRsV9LW5DOZ4wusC1diyRidoVKf2QEGnNKORcYSingDNkjOxw599fxe34\nR8BHgWljzA3gnwL/JO3h14wxAN+z1v6WtfaCMebfAhfSt/6tO3sY4PYFrrmq/l0GQN8qn4mogzTy\nbkc5rjks3C4BRCuRcw/zRgSHHEfdT/qsYx4OszX1/1oNFQBom4P04LgDcRPiltvtuV/EtsrEqxV4\nswjTJZeFfAQYh5W54zx7+ueoT7bxagmDSoG44lGq9Jgo7LLAKjW6+EQUCQmIDpiDT0xIgT5lYvyD\nhRtSYIsZigwxWAqEBIQExAfX1ehQxdUy3Gb6QCtpUyfGp0uFTY6wbufp9msMe0WCdkLULdDp1+hs\n10jWCyQ3fLdZ7FVgdQA7+9AawED2q9gj251WuxPzeNFh0lBrAUIjwuA1Tch3XWZPrtX2vkQh5lPv\n85iX1jx89ZF+wGhZwMPoRcwSvT40MxJBJGbwnZIC37GBSb/L7er4YeqR9q9qN54MiHBaXUpKPBd6\nYLVE1yWydV6D3FsYkZ40HSORJxZy14XqGm2jSh+1d0IzM41GpwlBB0xI8tpl//Qp8OsQ1GDWpJF/\nBo4bJwwWjKsuNBXjTYfUJveZrG4z761R99qUzICq6VI1Xcpeqt5biNNgYQECt5lmjwahLVIgpEqX\nkhlSMI45+NbFPfjEeCR0TI2OqTHGHiU7oE+ZdlKnGU+wY6fYTqbZbzXo79TgVgG2PKf13wSuW5cl\numbhmk2jDG/hmIBsBSXVmKU2gw5D15iODkPW3h9ZnDIf6X4XI9mIQgc6GE3mUWuahix/RdOM0JU2\nSWThyjxqk9Ejc6F3c/3Ung/dEka1TtL3KJKVjNcaUCV9xgD47b9eYNLPtlUY3bQVsgnJL1RZFHmV\nCkZj0iFLWolz12kOn1/8MnGy0POIrZ4gIRitOh7GwLSk0s/LYxx5f7dcI3UW5DzJ7xjjYHEkNQir\nsFNytRXXy3CtBK8WYNq4wJ9pQzJdoE67NvsAAAthSURBVN+osz1RoDc9TjAZ4k8kBLWQQm1Ivb6H\nXxgyGJSJooDEepk5YYqEcZGoW8LEEHgRpXqXUrVHHPkkkQexwTMJnh/jFRO8UkKBIcZaBlGZ3k6N\n7kqD/l6FQbdEuF9w6dfbxhU2li3r14B+D3pd6HbT998kAw2liInMu3Y1570EGjvQQWwydyJtJQlL\nzDodxajjFfIAnQ5mygstLWCEvkStt+paHSeTPz/PvPJ90BqRNq0lGlOfpwVbPnYia3eZIeQHW7qj\ngy1gVKXX+MKdAB/tCciDQ3JM22L6+TIh+fJWWk2TpvsnfZJ7av9y3iTR1+g+6ucIgQxy14omlO6k\naqtga9CpuA9jYOoQ1F3J8nELEx6Me4TVEuFEhc7RCWdizAKTFm8ypjrVwq9E9IYV4sQnwTt4rJck\nEHrEvSLEPhgo1LsUaz3CpEAc+8Shj/HAK8SUy31KxT5YsLHHcFAkXCsxvFSFDS8rWSi1V7YSuBXB\nTgytmMwcENNgB2cqSN0Fbc7pMdTjp8ddBIMOCdbCQOhBL8j8PfNCQcyNkNGak4eZkfm+afM4Twey\neLVJkaffPN3mi7VovCT/noeVbcvaXWYIkhmnbW95uXycuN4CXPIQNEIPGcKcB33uZDMdJuFl0ZG7\nTn/X2ZF54EcIRe6fv7cm5Pz9Nciop0bGQiZTsigtbhxkW+bUnLCTEM1C20B/CDtlCCquFkGp6AqQ\njOMyDqcgmfTojTcwdUtc9rElkwX39SGWPRpr3oHiEoUlkiQgqXjYwDivaQBJuUCfAsOk5o4NDXZg\nSFoebJhME4CMr/VDGOy7upR0yZiB7Aa7y2ipMm1iiXkoGbISAShzoM1CPd76fjGjwJzMgS4Wo/MG\nhO60BqixizvNYZ7x6EWtk6k089Hh8dLkPUW7lrUgJe51y2NyGre7vd1lhqAnTbi4BvTyhSdE9cur\nTXlzQ5Bb7fLJA3moe8p3sRU1YCnP1h/tcszbpZpByPV5VTDvH38rZuHlPhJoI8/S4xLgJGkHbAiR\n5+oY9OtAHfw++MU04tuDigf1ItQC4krg/q+SFfuRkocS5FZJnxmBHXjEoZ+ZrGn3rIE48YgjILTZ\nWh3ELqx416bVzdNFG0ZgpSqseFokvFs4hi7Emw8T16qylpx5iarnIr+QpclYik0v9zG53zXIqDWD\nvHdMYw0iofNzpqNptZfCcDvdoY5r5qNxp7wnS8yefFbv4e0uMwTpuF7wQvR6QPQCEurThTi0pBcw\n6TA1MM8QNMiHuj4/2NIv6WPelBBTI2+baRVNE6tMvuyxnteOxFQwZOW85D3lOXosRFpFjEpXmd5x\n939cOFD56RdhrwSbqYlhiqOmq27y/2GWmAy37Mrek1e2uOQGm57bA9uCJHG/0SFLOhKNRzaA1DnW\n2pTTGqB0QjqkwV7N0PXCFMkuQiMvlWX7as2g5SNzqat4abqRXAnJr8l7CWRBSrNk2IUEsWmPRx4r\nkz4ZMrNHaKmdXiO7g+vr5DwJ287T72i7ywzhCi4gSS9+LdnFt5x3FeVtMjEbhDPH6n+tLuqJ0Ywm\nwfm4zqrj+Sw1vUo8dW1+sjQ3l3O1F0VLEnkHeY5sybaUjosGxjRzE6A0bxfK8yUCUvo8wDGKNIrS\nerjt4uuQyL4NKXEaD4yKmbffBv+ptPsebsdpwUfSMQhjiGPHAIa4c2w+1LaLU/1l3PrqMyAzCUVF\n1/Mj73sNlzenNUKtgem4g7wU1ECjppW89NW2uzQ9v3LNZRy9mNz1mmH7uWO6adrK047WZPJ4gabD\nCBdwdI96Rt5FKu+jTdKfbS7DT9CuAvcxumCEw8sC0Smksthh9KWE60vlYO250JqCJlC9KC1uYO8j\nUxm15M+rfnrCtAYh52sJoxNW8jiB3NMns3ulLw8zKv014Wu1WTQDbU5Z3AKU1iYT5fKpMxoslR63\nBbC6bPdXIJpJ7yOMQ9xj6fVJBD1d1VfOyfdHMwSJ1tOlz/VC9g45dhVXiTUvHGR8/dx1uslvQhP6\nHpDRhp/7TdOOZu6yEE3uI9pCoO4Ho5qJFgLaTMgLGc2ItLaCulYYk6yX+A7n66zddyyGkAdTdJkp\n3bS9JZxUq3oycQIs5ctgweiEinqu06a1qaDtQi1ptJ0nC0zAHVmY+XcSYChWv8lz5F665r/0acDh\n06OxjiB3XEsHOaaljFTZEZ/7njo/n0UqTGoXF32uke+8ra7HXxaDlB0zZBWpxWOS13i0/ZHHhLQ9\nrN9fCw9ZXBrtz4N82u0ozxYXsajr8gw9V3kcQZugcq5mRHltVjMRnyxPIQ90a1xBYgfywkbwo/wc\naMxBm5HaJJe8Gk1/t7d3AEOQgdc1DDxGB10mRCZZ/6/BNplIjfZrQtO2uB70POCYlx7StPmgVUsd\ncp1nPJqwNLFo+/cw9Fo4+mHqnbYRdd/0uMj99Hjla/zpYBohJE2oEiSzy6iWJn3WvnfIEEghatmj\nUQrDSJ90v/Q9NYiRB8/yTE4Aaa0t5WMNdMvPC+qawwLM8vMFowxMWp42NS3psZd7HpbMR+5Y3t14\n2Hvre2qakrHXtRU0bd7ZXADudqTiu+3d9m67W+2wSMW7xhDebe+2d9s7r90ZXXi3vdvebf/JtXcZ\nwrvt3fZuO2jvMoR327vt3XbQ7hpDMMb8sjHmDWPMJWPMP34bn3vcGPN1Y8xrxphXjDH/fXp80hjz\nVWPMRWPMXxhjxt/GPnnGmBeMMV+8m30xxowbYz5njHk9HZ/33cW+/E7ah5eNMX9ojCm+XX0xxvwr\nY8y6MeZldeyOz077ejkdt0+8DX353fRZLxljPm+MGftp9eWuMARjjAf8b8Av4SJN/p4x5v636fER\n8D9Yax8EPgD8d+mzPws8ba29D/g6rrT829V+G1dURtrd6su/AL5srX0AeARXvfBt70ta5fu/BR5L\n9wIJgL/3Nvbl93G0qduhz85tPfBJ4F+atGrQz7AvXwUetNY+iotM+un1xVr7tn+A9wNfUf9/FvjH\nd6kvfwr8Io7459Jj88Abb9PzjwNfAz4KfDE99rb3BVdk4cohx+9GXybT507imMEX3+45Ak4CL/+4\nccjTLvAV4H0/y77kfvvbwB/8tPpyt0yGY7gKedJu8mPLtf/0mzHmFPAobm+JOWvtOoC1dg3SyqI/\n+/Z7uPqU2v97N/pyGtgyxvx+ar78H8aY6t3oi7V2F/ifcbutrAAt6/YCuVtzBDB7h2fnafmvsPXA\nT7X9JvDln1Zf/pMFFY0xdeD/xW03J5U3dPuZB2gYYz6F2yLvJUZDJfPt7QgWCXB7Mf/v1trHcWmH\nnz3k2W/HuJwB/iFOMi4ANWPMf3E3+vIW7a4H8Pzk2yDc3u4WQ1gBTqj/f0y59p9uM8YEOGbwB9ba\nL6SH140xc+nv87idP37W7UPAZ4wxS7jNbj5mjPkDYO0u9OUmsGyt/UH6/+dxDOJujMt7ge9Ya3es\ntTHw74EP3qW+SLvTs/9/bj3w02lqG4S/rw7/xH25Wwzh+8BZY8xJY0wR+DWcnfh2tX8NXLDW/gt1\n7IvAr6ff/wHwhfxFP+1mrf0n1toT1tozuDH4urX2vwT+7C70ZR1YNsacSw/9AvAad2FcgIvA+40x\n5RQU+wUc6Pp29iWf4HKnZ38R+LXUC3KaH7v1wE/eF7UNwmfs7dsg/GR9+VkDRG8BlPwybuIv4zaO\nfbue+yFcpsdLwIvAC2lfpoCn0z59FZh4m8fjI2Sg4l3pC86z8P10bP4dB6Wd70pf/hGOIb0M/Btc\nxs7b0hfgj3DF3gY4HOM3cADnoc/GofxvAq8Dn3gb+nIZt1PFC+nnX/60+vJuLsO77d32bjto/8mC\niv9fO3VIAAAAwDCof+u7mVeAEABPCECEAEQIQIQARAhAhABkb3GEYblKrZEAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2e9f361d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(x[2])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.11"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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