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188 values
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3 values
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1
100360
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meningioma
5
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100360
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meningioma
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100360
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meningioma
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100360
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100360
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meningioma
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100572
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meningioma
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100572
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meningioma
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100572
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101016
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meningioma
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101016
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meningioma
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101016
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101016
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101016
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101016
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101016
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101127
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meningioma
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101127
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meningioma
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101127
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meningioma
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101127
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meningioma
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101797
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meningioma
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101797
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101797
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101797
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meningioma
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102446
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meningioma
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102714
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meningioma
5
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102714
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meningioma
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102714
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meningioma
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102714
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meningioma
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102929
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meningioma
2
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102929
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meningioma
2
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102985
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meningioma
4
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103673
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meningioma
5
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103673
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meningioma
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103673
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meningioma
5
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103673
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meningioma
5
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103673
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meningioma
5
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103673
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meningioma
5
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103925
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meningioma
4
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103925
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meningioma
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103925
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meningioma
4
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104167
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meningioma
3
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104167
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104167
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104167
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104281
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104281
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104281
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104281
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104281
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104281
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104281
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105374
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105374
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meningioma
4
[ 338.257782224131, 319.1227616968535, 346.89940439774017, 324.67809023703086, 348.1339218511129, 328.38164259714904, 347.51666312442654, 334.55422986401277, 343.19585203762193, 339.49229967750375, 340.7268171308765, 344.4303694909947, 333.9369711373264, 350.6029567578584, 325.912607690403...
58
105555
1
meningioma
5
[ 342.36611174123385, 286.4919623050645, 333.0537535018723, 284.8486049687066, 325.38475259886866, 291.4220343141383, 324.8369668200827, 299.63882099592786, 324.8369668200827, 305.6644645625736, 326.4803241564406, 311.14232235043335, 328.6714672715845, 314.4290370231492, 331.95818194430035...
59
58392
3
pituitary
3
[ 227.45391811192943, 290.7658334626727, 217.4881536585717, 277.2827403787181, 216.9019322201389, 263.2134258563307, 226.86769667349662, 254.4201042798386, 238.00590400371996, 252.07521852610736, 242.10945407274963, 236.83346112685436, 252.07521852610736, 226.2814752350638, 264.38586873319...
62
106284
1
meningioma
2
[ 281.7500079001159, 171.67093504611714, 273.88721698197315, 177.5680282347242, 266.0244260638304, 179.5337259642599, 255.54070483964003, 184.1203539998432, 249.64361165103296, 193.29361007100977, 248.98837907452105, 205.0877964482239, 254.88547226312812, 219.50291313148566, 256.8511699926...
63
106284
1
meningioma
2
[ 268.6988963138439, 169.57331739527964, 256.23027003477915, 176.4310618487652, 248.12566295338712, 185.1591002441105, 244.38507506966772, 195.75743258131547, 245.00850638362095, 210.09635280223986, 248.74909426734035, 224.43527302316423, 253.11311346501302, 233.16331141850952, 260.5942892...
64
106284
1
meningioma
2
[ 274.18350553034145, 169.2983391736204, 260.50283165772566, 171.57845148572304, 252.52243856536646, 176.1386761099283, 247.39218586313552, 186.9692095924158, 245.1120735510329, 200.07985538700592, 245.68210162905856, 212.05044502554475, 247.39218586313552, 224.02103466408357, 250.81235433...
65
106284
1
meningioma
2
[ 285.5448954721215, 167.6388818818717, 279.39813646978615, 162.05091915247598, 270.457396102753, 158.13934524189898, 257.60508182514286, 166.52128933599255, 248.6643414581097, 183.8439737971193, 245.87036009341185, 203.40184335000433, 243.63517500165355, 221.28332408407064, 241.9587861828...
66
106284
1
meningioma
2
[ 283.53693481931236, 170.83396909615473, 272.2666382469966, 169.05444858473646, 262.182688682293, 171.42714259996083, 253.87825962900774, 182.1042656684705, 250.31921860617118, 199.3062972788472, 250.31921860617118, 217.10150239303, 252.09873911758947, 226.59227845392746, 259.216821163262...
71
106534
1
meningioma
4
[ 252.43250913555107, 380.8968903750173, 244.7246462611831, 381.5392122812146, 240.87071482399912, 384.75082181220125, 237.01678338681512, 391.1740408741746, 237.01678338681512, 398.8819037485425, 237.01678338681512, 406.58976662291053, 241.51303673019646, 410.4436980600945, 247.2939338859...
72
106534
1
meningioma
4
[ 246.69742274994613, 381.74299468633905, 239.2539660290426, 383.86969660659724, 236.06391314865536, 388.6547759271781, 234.46888670846175, 393.43985524775894, 234.46888670846175, 398.7566100484043, 237.12726410878443, 403.54168936898515, 241.91234342936528, 407.2634177294369, 247.76077371...
73
106665
1
meningioma
3
[ 252.8992832870039, 174.21950626438047, 240.25431912265373, 175.6245022826416, 235.33683305873976, 185.45947441046954, 233.22933903134805, 190.3769604743835, 221.28687287612843, 199.50943459308087, 212.15439875743107, 213.5593947756922, 205.83191667525597, 228.31185296743408, 208.64190871...
74
106665
1
meningioma
3
[ 267.9317367320927, 159.59130081378885, 254.95683422690658, 160.24004593904817, 243.92816709749843, 171.26871306845635, 232.89949996809025, 171.91745819371565, 218.62710721238554, 170.61996794319703, 212.78840108505182, 170.61996794319703, 205.65220470719947, 173.86369356949356, 195.92102...
75
106665
1
meningioma
3
[ 265.0892290060547, 154.89774426482057, 251.23658521001383, 157.41640677319162, 246.82892582036447, 166.23172555249036, 234.23561327850913, 166.86139117958314, 222.27196636374657, 166.86139117958314, 212.8269819573551, 168.12072243376866, 200.23366941549975, 174.41737870469632, 189.529353...
76
106665
1
meningioma
3
[ 265.82122490383176, 157.01357325925812, 249.98213637329255, 161.14550939765965, 237.58632795808796, 164.58878951299425, 228.63379965821798, 165.27744553606118, 221.74723942754875, 168.7207256513958, 214.17202317381262, 172.1640057667304, 203.8421828278088, 174.22997383593116, 191.4463744...
77
106665
1
meningioma
3
[ 266.32042421643996, 158.16409473116084, 255.27219701095444, 163.9789511551006, 245.96842673265087, 165.14192243988853, 238.99059902392318, 165.7234080822825, 231.43128567280152, 167.46786500946442, 222.70900103689192, 170.95677886382828, 213.40523075858835, 172.7012357910102, 204.6829461...
78
106665
1
meningioma
3
[ 191.77700348432055, 243.5121951219512, 183.74912891986062, 239.94425087108013, 179.28919860627178, 229.2404181184669, 178.39721254355402, 213.18466898954705, 181.0731707317073, 202.4808362369338, 191.77700348432055, 191.77700348432055, 207.83275261324042, 181.9651567944251, 226.564459930...
79
106665
1
meningioma
3
[ 256.43009135550744, 205.3525528334755, 251.7392970014433, 205.87375220614928, 246.52730327470536, 207.43735032417067, 240.2729108026198, 210.56454656021344, 236.62451519390322, 212.64934405090864, 232.97611958518667, 215.77654028695142, 228.2853252311225, 218.3825371503204, 221.509733386...
87
106914
1
meningioma
2
[ 271.1926215696569, 317.94997011614953, 254.35997609291962, 325.43114588358833, 246.8788003254808, 332.9123216510271, 240.64448718594846, 344.7575166161386, 239.397624558042, 356.60271158125005, 242.51478112780816, 370.3182004882212, 250.6193882092002, 379.66967019751974, 261.217720546405...
88
106914
1
meningioma
2
[ 280.4593669633891, 312.89344341493745, 269.6480081462063, 316.7092171151196, 259.47261161238714, 321.16095309866546, 248.66125279520435, 328.1565382156661, 241.02970539484002, 332.60827419921196, 237.84989397802156, 343.41963301639476, 235.3060448445668, 357.41080325039604, 234.670082561...
89
106914
1
meningioma
2
[ 276.7866203459989, 319.32309230393383, 257.01614746414185, 321.12040802046624, 249.22777935916784, 324.7150394535312, 240.24120077650554, 334.8998285138818, 235.4483588657523, 351.6747752015181, 235.4483588657523, 373.8416690387518, 237.84477982112892, 387.02198429332316, 251.02509507570...
90
106914
1
meningioma
2
[ 283.93901427573036, 324.6780902370308, 269.12480483525746, 325.91260769040355, 262.9522175683938, 332.0851949572672, 258.6314064815892, 337.0232647707582, 255.54511284815732, 343.8131107643083, 247.5207494012345, 349.3684393044856, 241.3481621343708, 356.1582852980357, 240.11364468099805...
91
107190
1
meningioma
5
[ 248.40186800393707, 178.43714972335218, 240.80879780294336, 177.3524254089245, 235.38517623080497, 183.31840913827668, 226.7073817153836, 191.45384149648424, 225.08029524374209, 197.41982522583643, 223.4532087721006, 205.01289542683014, 228.33446818702512, 212.06360347061002, 231.5886411...
92
107190
1
meningioma
5
[ 246.03613275921202, 196.91433542013323, 238.77464967430473, 198.62291967540554, 236.21177329139627, 204.60296456885862, 234.07604297230588, 213.14588584522014, 235.7846272275782, 218.27163861103705, 239.62894180194087, 219.98022286630936, 244.3275485039397, 221.68880712158168, 249.880447...
93
107248
1
meningioma
5
[ 210.32965706031916, 243.09128588591403, 224.7447737435809, 242.43605330940215, 233.91802981474748, 245.05698361544972, 235.22849496777127, 253.5750071101044, 236.53896012079505, 267.33489121685426, 235.22849496777127, 278.4738450175565, 228.6761692026523, 284.3709382061636, 211.640122213...
94
107248
1
meningioma
5
[ 213.2903916965776, 232.8471038292151, 204.7343301385487, 231.62480932092524, 187.6222070224909, 229.18022030434557, 174.78811468544754, 229.18022030434557, 164.39861136498388, 237.12513460822953, 161.95402234840418, 244.4589016579686, 163.78746411083895, 251.18152145356274, 174.176967431...
95
107248
1
meningioma
5
[ 224.50186351981637, 247.9161683040917, 207.97411896621026, 245.161544211824, 197.64427862020645, 244.4728881887571, 194.20099850487185, 255.49138455782784, 196.2669665740726, 267.8871929730324, 201.77621475860798, 274.0850971806347, 209.3514310123441, 277.52837729596934, 219.681271358347...
96
107248
1
meningioma
5
[ 317.72956986049115, 288.36454491959546, 298.9359538983179, 292.4756484113209, 293.0629489101388, 298.3486533995, 290.1264464160492, 305.396259385315, 290.7137469148671, 315.3803678652195, 293.6502494089567, 324.18987534748817, 298.3486533995, 328.8882793380315, 303.04705739004334, 331....
97
107248
1
meningioma
5
[ 313.64531743641965, 281.59894804617676, 300.6904021510023, 280.91711039957585, 288.41732451218587, 289.0991621587868, 280.23527275297494, 297.96305156459863, 279.553435106374, 312.96347978981873, 286.37181157238314, 323.8728821354333, 297.96305156459863, 325.23655742863514, 305.463265677...
98
107248
1
meningioma
5
[ 303.75927014515065, 283.24393817456314, 293.1707117087184, 284.5675079791172, 285.8910777836712, 293.8324966109954, 279.2732287609011, 307.06819465653575, 281.25858346773214, 318.98032289752206, 286.55286268594824, 326.92174172484624, 293.8324966109954, 330.23066623623134, 299.7885607314...
99
107494
1
meningioma
4
[ 197.73291751426459, 179.32330105603995, 191.59637869485636, 181.3688139958427, 187.5053528152509, 192.96005398805818, 187.5053528152509, 202.50578104047096, 183.41432693564542, 215.4606963258883, 182.0506516424436, 226.3700986715029, 184.09616458224633, 237.9613386637184, 184.09616458224...
100
107494
1
meningioma
4
[ 193.26370732550265, 175.8076305348121, 185.1591002441106, 180.17164973248472, 183.91223761620412, 184.53566893015736, 184.53566893015736, 198.87458915108175, 184.53566893015736, 210.09635280223998, 180.17164973248472, 221.94154776735144, 178.92478710457826, 233.16331141850964, 180.171649...
101
107494
1
meningioma
4
[ 203.01276563153144, 180.1240714671921, 187.090195778078, 177.13858961966957, 183.10955331471462, 186.09503516223714, 171.16762592462453, 194.05632008896387, 174.15310777214705, 205.99824747905396, 183.10955331471462, 218.93533548498488, 184.10471393055548, 229.88210225923413, 184.1047139...
102
107494
1
meningioma
4
[ 264.1867350217663, 189.49842909271555, 253.69333666809803, 197.52279253963837, 235.7928335941933, 203.0781210798157, 227.15121142058413, 211.7197432534249, 222.83040033377955, 222.83040033377955, 223.44765906046592, 235.7928335941933, 223.44765906046592, 245.05171449448886, 211.102484526...
103
107494
1
meningioma
4
[ 220.91539749869563, 152.73163283860438, 206.59680692007646, 153.4134704852053, 191.59637869485638, 154.0953081318062, 181.36881399584271, 160.91368459781535, 178.64146340943907, 170.4594116502281, 175.9141128230354, 182.05065164244363, 191.59637869485638, 191.59637869485638, 200.46026810...
104
108514
1
meningioma
5
[ 176.79751477510692, 283.6391783802075, 167.8940428080152, 283.6391783802075, 160.26249540765087, 288.09091436375337, 157.0826839908324, 296.3584240474814, 153.90287257401394, 303.354009164482, 144.99940060692222, 306.53382058130046, 138.00381548992158, 309.07766971475525, 131.64419265628...
105
108514
1
meningioma
5
[ 174.2536656416522, 278.551480113298, 159.62653312428722, 282.3672538134802, 151.35902344055918, 292.5426503472993, 140.5476646233764, 294.45053719739036, 126.55649438937513, 293.81457491402665, 119.56090927237449, 293.178612630663, 118.28898470564711, 295.7224617641178, 118.9249469890107...
106
108514
1
meningioma
5
[ 151.8791690993815, 267.45256072480726, 138.5670506922644, 268.05765701603985, 125.25493228514729, 271.68823476343545, 117.38868049912355, 287.4207383354829, 116.17848791665836, 304.3634344899956, 121.01925824651913, 315.8602640234149, 121.01925824651913, 324.33161210067124, 122.834547120...
107
108514
1
meningioma
5
[ 179.7023996968274, 273.1216977341673, 160.88879106430755, 269.87797210787073, 150.50886906015867, 273.1216977341673, 134.93898605393537, 271.82420748364865, 123.91031892452719, 276.3654233604638, 117.42286767193414, 284.79910998883474, 116.12537742141554, 297.12526736876157, 118.72035792...
108
108514
1
meningioma
5
[ 163.85683917019793, 261.93602247278955, 152.11082919383966, 261.34872197397164, 139.19021821984558, 266.63442646333283, 128.0315087423052, 266.63442646333283, 119.8093017588544, 268.9836284586045, 117.46009976358276, 278.96773693850906, 117.46009976358276, 294.8248504065927, 119.80930175...
109
108514
1
meningioma
5
[ 151.431810231982, 261.51521837934484, 139.0809888300828, 265.8111562582663, 129.95212083737465, 266.8851407279967, 126.19317519331835, 271.18107860691816, 124.5821984887228, 280.3099465996263, 124.5821984887228, 290.5127990620648, 128.34114413277908, 306.08557387315517, 135.3220431860265...
110
108514
1
meningioma
5
[ 142.7177700348432, 268.4878048780488, 147.17770034843207, 261.35191637630663, 156.09756097560975, 261.35191637630663, 168.58536585365854, 263.13588850174216, 175.7212543554007, 267.59581881533103, 175.7212543554007, 274.7317073170732, 187.3170731707317, 277.4076655052265, 189.99303135888...
111
108550
1
meningioma
5
[ 239.94425087108013, 185.53310104529618, 244.404181184669, 181.0731707317073, 250.64808362369337, 180.18118466898954, 257.7839721254355, 179.28919860627178, 264.9198606271777, 183.74912891986062, 264.9198606271777, 191.77700348432055, 266.70383275261327, 198.9128919860627, 266.70383275261...
112
108550
1
meningioma
5
[ 309.80930111108864, 171.2422504188244, 313.43987885848424, 185.15946511717408, 312.83478256725164, 193.02571690319783, 310.41439740232124, 201.49706498045416, 306.7838196549257, 209.96841305771048, 303.7583381987627, 216.62447226126903, 299.5226641601346, 222.0703388823624, 298.917567868...
113
108590
1
meningioma
3
[ 277.62498542530034, 170.76353068712862, 271.1810786069181, 171.3005229219938, 263.6631873188055, 176.13345303578046, 258.8302572050189, 178.28142197524122, 255.07131156096256, 182.5773598541627, 253.9973270912322, 189.0212666725449, 253.9973270912322, 197.07615019552267, 255.608303795827...
114
108590
1
meningioma
3
[ 281.22309152873055, 167.90128655415987, 271.50979395948167, 168.82636251313596, 264.10918628767297, 171.13905241057617, 258.0961925543284, 176.68950816443268, 254.85842669791208, 180.85234997982508, 253.47081275944794, 186.86534371316966, 253.00827477995992, 192.87833744651422, 254.39588...
115
108945
1
meningioma
4
[ 232.5240134919883, 181.51109216466435, 224.8127579425091, 182.10426566847045, 220.66054341586644, 185.66330669130699, 211.76294085877507, 191.00186822556182, 207.01755282832633, 193.9677357445923, 200.4926442864593, 200.4926442864593, 197.52677676742883, 206.42437932452023, 196.340429759...
116
108945
1
meningioma
4
[ 225.0958203385254, 184.55436882594154, 213.59899080510613, 187.57985028210453, 203.91745014538458, 192.4206206119653, 193.0257169031979, 200.8919686892216, 187.57985028210453, 208.15312418401277, 186.97475399087193, 212.99389451387353, 190.6053317382675, 225.0958203385254, 196.6562946505...
117
108945
1
meningioma
4
[ 239.05226480836237, 258.6759581881533, 229.2404181184669, 268.4878048780488, 230.13240418118468, 277.4076655052265, 233.70034843205576, 284.54355400696863, 231.9163763066202, 297.9233449477352, 230.13240418118468, 303.2752613240418, 230.13240418118468, 309.5191637630662, 225.672473867595...
End of preview. Expand in Data Studio

Figshare Brain Tumor Dataset (Cheng et al. 2015)

Brain tumor MRI dataset from Cheng et al., hosted on Figshare. 3064 T1-weighted contrast-enhanced MRI slices from 233 patients with three kinds of brain tumor:

  • Meningioma — 708 slices
  • Glioma — 1426 slices
  • Pituitary tumor — 930 slices

Each slice ships with both a per-pixel binary tumor mask and the original hand-delineated tumor border polyline.

Schema

Column Type Description
id string Slice ID, "1" to "3064"
pid string Patient ID (used to keep splits patient-disjoint)
label_id int32 1 = meningioma, 2 = glioma, 3 = pituitary
label_name string "meningioma" / "glioma" / "pituitary"
fold int32 Pre-computed 5-fold CV index (1..5, patient-disjoint)
image Image 16-bit grayscale PNG, 512×512, raw T1-CE MRI
mask Image 8-bit grayscale PNG, 512×512, 0 = bg / 255 = tumor
tumor_border list[float] Polyline coordinates [x1, y1, x2, y2, ...] of the manual border

Splits

Split Source Count
train folds 2-5 2522
test fold 1 542

The fold column is preserved on every row so users can run other CV protocols (rotate which fold is held out, etc.). Fold assignment is patient-level, so no patient appears in both train and test of any fold.

Acquisition

T1-weighted contrast-enhanced MRI (after Gd-DTPA injection, 0.1 mmol/kg @ 2 ml/s) acquired between 2005-09 and 2010-10 at Nanfang Hospital (Guangzhou) and General Hospital of Tianjin Medical University, China. In-plane 512×512, pixel spacing 0.49×0.49 mm, slice thickness 6 mm, slice gap 1 mm.

Mask sources

The upstream .mat files ship two semantically equivalent encodings of the same manual annotation:

  1. cjdata.tumorBorder — raw polyline coordinates as drawn by the radiologist.
  2. cjdata.tumorMask — the convenience rasterisation of that polyline as a binary 512×512 image.

This mirror exposes both: mask is the rasterised version (recommended ground truth for segmentation), tumor_border is the raw polyline.

License

CC BY 4.0 — free use including commercial, attribution required.

Citation

@article{cheng2015enhanced,
  title   = {Enhanced Performance of Brain Tumor Classification via Tumor Region Augmentation and Partition},
  author  = {Cheng, Jun and Huang, Wei and Cao, Shuangliang and Yang, Ru and Yang, Wei and Yun, Zhaoqiang and Wang, Zhijian and Feng, Qianjin},
  journal = {PLOS ONE},
  volume  = {10},
  number  = {10},
  pages   = {e0140381},
  year    = {2015},
  doi     = {10.1371/journal.pone.0140381}
}

Source

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