UMAP_1,UMAP_2,Relative Size,Stroma_major_axis_length,Tumor_Other_mean_nuclear_area
1.5898407,6.922906,0.508833922261484,0.3445937116096228,0.2602488156498321
4.7592435,6.9852023,0.5830388692579506,0.5175521897855764,0.4256192649690081
2.143225,1.5253813,0.07420494699646643,0.012694611794114796,0.5881115135832764
1.9768449,1.6259292,0.22261484098939927,0.06299656362309014,0.5498616259380478
3.8728204,6.923611,0.9293286219081273,0.46370135600691187,0.40497386234950045
3.7515013,4.294885,0.8339222614840989,0.3679627466141744,0.5084158176052795
4.094601,4.517253,0.9858657243816255,0.40981964353995426,0.5104517072003116
7.5186133,4.8852677,0.6148409893992933,0.6963275150903442,1.0
4.241408,3.8819137,0.6466431095406361,0.38046309465617434,0.5523651037766055
10.665643,5.620833,0.6007067137809188,0.906410644538652,0.37427796762616233
10.507806,6.268778,0.8268551236749118,0.7616629150930644,0.41196278327421537
5.5385838,6.6630735,0.9434628975265018,0.5924867792086906,0.4546202252826251
1.9163682,7.5817275,0.5971731448763251,0.39534701388161486,0.2272707701072469
1.8518505,7.6345162,0.0636042402826855,0.3991177673682741,0.25353610198942517
1.1006215,4.78222,0.392226148409894,0.21943518725873803,0.33025136361218504
4.232255,8.159652,0.8692579505300354,0.5279027479164102,0.2961024241480215
1.8795613,1.579928,0.045936395759717315,0.0,0.5147777192430261
4.553054,2.1900582,0.6607773851590106,0.3084357576744643,0.7848497937046834
0.5620044,4.745692,0.0035335689045936395,0.17092064828411005,0.27136046220983406
4.5621123,3.7479408,0.8480565371024735,0.39696649170570253,0.5807263233618043
0.93613905,4.9594483,0.5229681978798587,0.22041584178178705,0.301295318129789
4.3435955,1.7261322,0.4487632508833922,0.12051170525946053,0.8149065932044299
11.429018,6.747987,0.3356890459363957,0.6866736224191243,0.37028727191761274
2.5807722,3.0910127,0.558303886925795,0.2525724484448877,0.4743227319333206
4.946146,4.3501363,0.1625441696113074,0.4433050637338384,0.5504569005728801
0.46656188,4.767038,0.028268551236749116,0.17026728735861718,0.22175662197129004
12.742624,6.243094,0.41696113074204944,0.6710678505263921,0.3022039881967777
4.6833634,7.052203,0.9929328621908127,0.5082621210759356,0.40968502615235863
1.2117772,3.7389245,0.3957597173144876,0.16465565363818718,0.35931679935516275
11.462447,6.1607213,0.9646643109540637,0.7461188183346732,0.33810384289977863
4.3743305,8.282992,0.4098939929328622,0.5616049692681697,0.2792559827717879
8.121741,6.234025,0.10954063604240283,0.6763365634990702,0.5181319179634569
1.4190305,3.3618178,0.36042402826855124,0.1902502255151545,0.3950179798050812
-0.024333203,3.9743161,0.34275618374558303,0.027661441856039845,0.1351643454078112
3.241395,7.161696,0.696113074204947,0.42331961678368935,0.36912186435790434
5.034166,2.9060414,0.18727915194346292,0.4640562447013744,0.7127705207097563
4.330298,2.1987965,0.5795053003533569,0.2770658093873375,0.7438529969618506
3.3363774,2.6483088,0.5335689045936396,0.26127945347828563,0.5811324498762791
7.8365927,5.9037485,0.45229681978798586,0.6681086312723353,0.5703618844560203
1.8999403,4.9718575,0.773851590106007,0.2862392523439973,0.3828356545404353
1.7951479,4.97805,0.35335689045936397,0.2850069015666069,0.3857122236981509
1.450657,5.092585,0.4664310954063604,0.2672841645558106,0.33209443747903605
3.2193408,2.459581,0.33922261484098937,0.2195783720415532,0.5723030106884699
12.523386,6.435888,0.13780918727915195,0.6905841797717546,0.2067425183538832
4.9251904,4.9807787,0.8869257950530036,0.4631059024371894,0.5228635932437262
5.114057,4.012495,0.18021201413427562,0.46285076985660223,0.5894450712720101
5.4291387,6.9840274,0.5300353356890459,0.6037058943787242,0.40963211031225183
3.932003,6.9677114,0.2968197879858657,0.4634978589417883,0.4047367108608619
3.7064934,6.191073,0.9964664310954063,0.4090358731880205,0.43926793959480676
1.4673194,3.1955204,0.12014134275618375,0.18156904635685953,0.4074981131959778
1.9938402,4.919145,0.7137809187279152,0.3200798433665245,0.39827896805986435
6.112012,5.4444995,0.1519434628975265,0.583030430059915,0.5567006417689018
4.693315,3.8653708,0.13074204946996468,0.40480920756027006,0.5724341303218725
8.147218,5.2641797,0.6749116607773851,0.7596650862065316,0.6037916414560536
10.472561,6.014879,0.2508833922261484,0.7824516188300207,0.4016080519126454
12.577078,6.4314146,0.15547703180212014,0.6553272394225527,0.33786003905963374
1.4366394,6.8428435,0.7809187279151943,0.3090673106263062,0.23923500150155858
4.561764,3.4104288,0.8975265017667844,0.3827943795833083,0.6129103606474695
7.9868827,6.076208,0.5547703180212015,0.6736605278483411,0.5323985678138476
2.643526,7.261543,0.7173144876325088,0.38474547051445684,0.3421259186095384
11.132509,6.0402837,0.24734982332155478,0.7800602856097905,0.35791220726726297
12.841363,6.2182302,0.3780918727915194,0.6595854135254368,0.2859501167102955
2.696513,7.7275667,0.6395759717314488,0.4382008401818327,0.3214285207320831
8.078627,6.102461,0.31095406360424027,0.694359677204487,0.5342375713076879
3.5064287,6.904998,0.9363957597173145,0.41659313285947874,0.4003449981279172
0.11116552,3.8483193,0.15901060070671377,0.038758870004576784,0.25157427135107907
8.839655,6.574883,0.4628975265017668,0.6893200001157191,0.4592598136543031
4.6052017,2.9307215,0.88339222614841,0.3784546133206309,0.6720783303265008
4.369265,5.0111656,0.8409893992932862,0.44057162921694415,0.48092734132557075
2.1476204,1.8084744,0.31448763250883394,0.1308809826376903,0.5362893605650565
1.5653063,2.4264343,0.2332155477031802,0.14495859488462237,0.45964626012286963
0.81840336,4.671411,0.44522968197879853,0.1882855491594306,0.32205054996807475
8.428373,6.552235,0.3250883392226148,0.6677039550117743,0.47663804242245683
12.609276,6.2701755,0.441696113074205,0.6876518584137525,0.23491198298539523
11.234636,6.7215457,0.6925795053003533,0.7079341297927331,0.3862208442056931
4.7209506,7.684176,0.21554770318021202,0.5681756993943571,0.36888816256311147
0.35699478,4.3359485,0.07773851590106007,0.1205265378128251,0.2639356392228159
1.4550501,7.115102,0.7031802120141343,0.3234028691926645,0.12811536538092422
2.0254745,7.303518,0.9187279151943463,0.36928987919056544,0.31307521314480496
2.612529,1.6331139,0.3003533568904594,0.058798396857707075,0.6869885028852509
7.6953654,5.0974417,0.9540636042402827,0.6803400275841625,0.6694503010387545
12.672771,6.333104,0.26501766784452296,0.6673058297375537,0.2868533924374958
4.466412,2.119643,0.6537102473498233,0.28312887481724414,0.7714647946801856
4.576143,1.8587462,0.6219081272084805,0.3148349800940937,0.9959956107393009
1.2820925,6.4726677,0.43109540636042404,0.2792205929957743,0.2549565010009199
4.0670652,3.3525684,0.9399293286219081,0.34346469699046,0.5753834806405038
3.0531485,2.1476173,0.48763250883392223,0.1722180596894761,0.6006178012201664
11.45592,5.8460965,0.38162544169611307,0.8138275037443431,0.2735875278380921
10.841244,6.9139442,0.40636042402826855,0.7173318957571868,0.4141825374018016
2.3961754,7.50577,0.6784452296819787,0.4117352002391491,0.31165635917216733
4.129445,2.8486848,0.7526501766784451,0.3259280156536226,0.6474571226873986
4.4809237,6.8480945,0.7561837455830388,0.48640285549391304,0.42974568072671065
1.9369193,7.245463,0.6890459363957597,0.359626390585601,0.30223659251236795
4.6060286,7.3721375,0.6713780918727914,0.5094573918719689,0.37604407052708194
1.5313693,1.8562661,0.20848056537102472,0.023692187964037603,0.4300437316875984
2.948421,7.465093,0.9222614840989399,0.4325021035134241,0.33908961466109383
11.44989,6.1772094,0.37455830388692585,0.7483164409996508,0.34283924683658423
10.754617,5.5644326,0.09187279151943463,1.0,0.35655085896262156
8.636033,5.2553105,1.0,0.8624843944776808,0.5610042641863826
7.5199995,4.9010596,0.9081272084805654,0.8098651482169867,0.9881289269946576
12.471247,6.159652,0.22614840989399293,0.7369640051356171,0.2544415714458657
5.164005,6.796609,0.8197879858657244,0.5422509097045168,0.45339244629353465
8.246323,5.179622,0.568904593639576,0.8095051252253433,0.6279566084701655
1.266628,2.278278,0.28621908127208484,0.11628237744805722,0.40627002820051866
1.8772353,4.988369,0.5618374558303887,0.3116029734848911,0.3723652965949556
3.7037847,4.71147,0.23674911660777387,0.3817906330841987,0.47127725898780387
3.9224102,3.4110248,0.8374558303886925,0.329601767134414,0.5588502414571381
10.20499,6.0500946,0.127208480565371,0.7864094008621619,0.4275346848309995
7.9358444,5.865021,0.40282685512367494,0.6869168386441016,0.5738304927091402
1.698355,3.2918944,0.060070671378091876,0.22060767769983328,0.4282031558052532
3.7605155,6.6981344,0.03180212014134275,0.43242302677219824,0.4218755188025998
4.9187026,5.2748337,0.7279151943462898,0.48179692086445947,0.48799086052250856
2.4678655,7.8806043,0.1978798586572438,0.4627934504440524,0.2856729984889032
5.9023113,5.868081,0.3710247349823322,0.5786722303730151,0.5212366399880901
3.9727616,4.3733497,0.28975265017667845,0.3953295677025417,0.5164028951536668
4.438443,8.066464,0.7985865724381626,0.5654164406359419,0.3349895042629832
7.313839,5.487619,0.480565371024735,0.6253519575978106,0.6071901022779287
9.322956,6.423551,0.0812720848056537,0.7272917330273337,0.4496348306935531
4.8770432,3.8323178,0.9681978798586574,0.4332001606324736,0.5937461892648006
2.7906458,2.9356024,0.4381625441696113,0.2418460920996038,0.5266554364549672
10.5451145,5.721241,0.2826855123674912,0.8883284500497666,0.4175012636795274
4.4756994,1.7457879,0.4840989399293287,0.17319914050420224,0.852620766049532
-0.060567733,3.992587,0.024734982332155476,0.027517796177789933,0.16351113503661652
2.2190628,7.6900306,0.20141342756183747,0.41757049374005106,0.28867389793964277
5.610346,5.2703104,0.09540636042402827,0.5218949307823632,0.5448114158728905
2.0715175,7.3236103,0.7950530035335689,0.3924225318359258,0.2975577416392651
10.938094,6.8655195,0.8657243816254417,0.70608879983231,0.4034523983617116
1.3105698,3.7750447,0.038869257950530034,0.20272014580452516,0.37092650986326153
1.5484294,3.2105129,0.7314487632508834,0.19114221270153095,0.42240372040032165
2.0218782,1.6731672,0.19081272084805653,0.08158286788603467,0.5270734577226375
7.8412795,5.0836334,0.6431095406360424,0.7396895987089945,0.6747524180961821
5.716664,6.6916075,0.46996466431095407,0.6190638038145717,0.4475601216462551
4.9708257,5.216146,0.7915194346289752,0.48904849816306895,0.5050883498243408
4.05603,3.6071446,0.8162544169611308,0.358830471760208,0.5523374739557068
1.2755561,2.1588519,0.021201413427561835,0.09313062901967797,0.41657286050651304
2.6705751,3.1033301,0.5759717314487632,0.25053372337673707,0.48813981195792217
12.826259,6.0555053,0.0353356890459364,0.6421626979312067,0.21025192291207756
5.745196,5.4199667,0.7703180212014133,0.5346680402124988,0.5364788351386451
8.631052,5.300301,0.8515901060070671,0.8770428417434639,0.5573891386532797
4.797676,7.6286106,0.47349823321554774,0.560307806919027,0.37787901728597245
10.963651,6.89749,0.3674911660777385,0.6928828730967183,0.40622603108984684
0.892474,5.1312013,0.6254416961130742,0.23515678695497647,0.286375770222634
2.6671035,7.925135,0.9752650176678445,0.474392419911849,0.29738871221293556
2.283203,7.747024,0.1166077738515901,0.43721636231982763,0.27531827923166236
1.3738699,6.518488,0.8551236749116607,0.29771334175217556,0.28277270711227626
2.9866145,3.698779,0.6325088339222615,0.3041644879653622,0.4744238430425774
4.897565,4.215904,0.7067137809187279,0.43993687000376347,0.5579308871053423
8.558447,6.039736,0.10070671378091874,0.7330342681222773,0.5137411997009962
4.495266,4.281786,0.6360424028268551,0.4174536449528563,0.539421637378575
11.34452,5.922304,0.11307420494699646,0.7891611538590763,0.32268197322530395
4.231497,8.074268,0.6183745583038869,0.5216511219981416,0.3155265214618079
8.552265,5.985915,0.17667844522968199,0.7321953611641615,0.5255988448538997
2.5497038,2.9259453,0.5406360424028268,0.2174261753226797,0.5029298521214647
10.839554,6.938662,0.10070671378091874,0.7015767426768303,0.4215421982023803
11.613719,6.315714,0.9328621908127208,0.7195610763658857,0.33635222194476927
0.34794408,3.586782,0.254416961130742,0.04430614786913799,0.31581021831404327
6.037189,5.190117,0.8904593639575971,0.5477933350470323,0.5869766440479876
1.8302929,3.309371,0.5053003533568904,0.22618206418575168,0.43832368074753153
4.6178946,2.3242714,0.8056537102473499,0.3481183223125023,0.7535610860330146
4.472856,1.7312173,0.6855123674911661,0.2321236840979373,0.9441172772418547
1.4279596,6.7917433,0.745583038869258,0.31669558724671754,0.25342826571064686
0.6155942,5.04051,0.24381625441696111,0.208336541890238,0.24249714209404744
8.5117,5.188617,0.2579505300353357,0.8365270298673367,0.5756362775840549
2.2591693,7.913087,0.7420494699646644,0.48430871298820977,0.1820790679617656
1.7730967,5.1195574,0.5265017667844523,0.30793663484905154,0.33604349988878895
7.8447337,5.205662,0.6819787985865724,0.7054317136579197,0.632735661058327
7.012475,5.1622877,0.8233215547703181,0.5990974531489386,0.6657268849921201
10.590825,6.085952,0.9893992932862191,0.7749764140590105,0.39891361785347185
11.823888,6.308145,0.21908127208480566,0.7185453634362593,0.3194362778621331
9.8798,5.8845615,0.9823321554770318,0.799223517895203,0.47799013247160943
8.466643,5.8320565,0.5901060070671378,0.7489364787499937,0.5326765105335756
2.0570927,5.0044756,0.6643109540636043,0.3123503932334103,0.396256751237906
4.028035,4.895302,0.9116607773851589,0.4154986016901623,0.4726739383256258
-0.008040618,3.9354637,0.010600706713780918,0.021196155871863395,0.1757123466295059
11.0991955,6.641345,0.2049469964664311,0.7238471118940919,0.3843426131503475
1.8787321,1.6554594,0.14487632508833923,0.04965398071476629,0.50875386437584
4.9736814,2.5082076,0.7491166077738517,0.4831068693815652,0.8744663094690142
4.770134,3.0800633,0.6996466431095406,0.4093661431407176,0.6530546266843857
2.0308573,1.6846519,0.19434628975265017,0.07906490335905625,0.5350961835849983
4.005787,4.2932763,0.8303886925795052,0.3851209701688819,0.5180638258389614
2.228964,1.5228733,0.1413427561837456,0.06860737169130043,0.5841858417376409
4.6724606,7.776833,0.2402826855123675,0.5465692821309754,0.35724031106827053
8.826218,6.309468,0.38869257950530034,0.7177035194358459,0.48445133665407153
11.424635,6.579158,0.2685512367491166,0.7097111872167217,0.3601775039374259
1.9874709,7.672339,0.4134275618374559,0.40408125381032667,0.25921395660390073
1.4631119,2.0142894,0.18374558303886926,0.07743189795789782,0.4483533930391835
8.665232,6.196314,0.31802120141342755,0.7225846682697619,0.4964657542958973
1.1078918,4.8937244,0.5865724381625441,0.23461172092847568,0.33178257393488425
4.0862336,3.164972,0.9151943462897526,0.32648039538964857,0.6058421081460028
11.355721,6.933759,0.29328621908127206,0.6855883082725248,0.3845048141047271
2.581658,3.2591593,0.4346289752650177,0.27030403205686837,0.46576824496968855
1.5798156,1.885272,0.22968197879858657,0.0773111009641656,0.46798375211702864
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