sample_id,group,invalid_n,exact_one_n,median_log10_cps,total_cps,median_log_robust_z,outlier_flag_abs_z_gt_3_5
109,CRC,0,0,5.453114484232343,470095222.4503,-0.46102244904351386,False
11,CRC,0,0,5.634717424320017,508442866.8937,1.9680879840887242,False
115,CRC,0,1,5.577278293464615,503416572.1728001,1.1997854887461687,False
12,CRC,0,0,5.46544805661332,495652691.7717001,-0.2960492975408044,False
122,CRC,0,0,5.465635635566417,488232069.4478999,-0.2935402523029633,False
13,CRC,0,1,5.441561191763082,510078642.7184001,-0.6155586215336855,False
132,CRC,0,0,5.460628955895894,475854989.5258001,-0.3605093102771775,False
133,CRC,0,0,5.576665545085179,479367704.29249996,1.1915894018289945,False
139,CRC,0,0,5.489308720404687,484639151.3938998,0.023109562602594443,False
14,CRC,0,0,5.470198731824637,445452749.1427001,-0.232504540420336,False
152,CRC,0,2,5.726810999326282,584845457.1559999,3.199926321971169,False
154,CRC,0,1,5.609378734446294,492062117.5761001,1.6291591324718624,False
156,CRC,0,0,5.408963751477274,483609363.41159993,-1.0515800992335147,False
157,CRC,0,0,5.474105956467272,402626763.6286001,-0.18024172936984248,False
162,CRC,0,1,5.489476286634828,415995196.58120006,0.025350918814548266,False
168,CRC,0,1,5.656021910479854,495550140.45629984,2.2530555599352304,False
173,CRC,0,0,5.513197929146469,438948164.7627999,0.3426502383533316,False
177,CRC,0,0,5.433640619854223,555234940.6919001,-0.7215037337157665,False
187,CRC,0,1,5.375542755574803,444787244.04160017,-1.4986174092746916,False
193,CRC,0,0,5.374787787686827,503405078.95650005,-1.5087158161202865,False
20,CRC,0,0,5.439045628554182,433415051.8975001,-0.6492066496602789,False
200,CRC,0,0,5.442376627399998,458237046.1783,-0.604651401572244,False
202,CRC,0,1,5.5194011846520565,477516147.9098,0.42562462555616565,False
214,CRC,0,0,5.52791890074042,493871581.1802,0.5395571037787783,False
24,CRC,0,1,5.68671024288228,568297932.9875003,2.6635409209000627,False
250,CRC,0,0,5.405105402336614,414199300.5679999,-1.103189154393748,False
253,CRC,0,0,5.477172040607841,516153463.4833001,-0.13922996507174687,False
257,CRC,0,1,5.4063407031973725,561638976.6599998,-1.086665841459068,False
263,CRC,0,0,5.4116270340316275,540452241.2666998,-1.0159561856777346,False
276,CRC,0,0,5.540393300125372,485344509.5770001,0.7064139491493218,False
277,CRC,0,0,5.492117205473105,587306707.4078001,0.0606756965963236,False
278,CRC,0,0,5.479873312134463,376710467.84270006,-0.10309791321800488,False
279,CRC,0,0,5.507242702262031,480167952.4947001,0.26299346765527337,False
28,CRC,0,1,5.530297392967385,494291905.1660002,0.5713716783713249,False
281,CRC,0,0,5.550777585340225,509684927.9771999,0.8453135481527527,False
282,CRC,0,0,5.456875145781526,460683268.97750014,-0.41072005746225526,False
283,CRC,0,1,5.5192588215501415,531952854.46570003,0.4237203849310524,False
284,CRC,0,0,5.400067549003531,515983808.2076002,-1.1705751894770682,False
285,CRC,0,0,5.491814716893902,465928910.462,0.05662962683947222,False
289,CRC,0,0,5.660496571024637,594687339.8379003,2.3129083608249568,False
291,CRC,0,1,5.483851601743133,473715819.25350004,-0.04988454128813699,False
292,CRC,0,0,5.4097129354791225,469772500.31560004,-1.0415590573145517,False
295,CRC,0,0,5.484759382275465,419556143.5522999,-0.03774212134153747,False
300,CRC,0,0,5.425999258789985,429007904.18170005,-0.8237141377737016,False
304,CRC,0,0,5.572540697053206,509585904.2243,1.136415672897555,False
310,CRC,0,0,5.3716868370761475,434240022.3926001,-1.5501939523079147,False
312,CRC,0,0,5.533143837276737,503008065.03969985,0.6094455529784126,False
34,CRC,0,0,5.596992500233492,538879238.3335999,1.463481579349584,False
427,CRC,0,0,5.526218968394035,437836134.9912998,0.5168189069399614,False
447,CRC,0,0,5.465910553386505,539425947.5039998,-0.2898629674269236,False
448,CRC,0,0,5.524122119209901,486532182.98419994,0.48877157341426625,False
452,CRC,0,0,5.410693206385536,531282679.37870014,-1.0284470103129086,False
454,CRC,0,0,5.425376080315398,440189682.6703002,-0.8320497370409397,False
455,CRC,0,1,5.401256593460529,462752458.0776002,-1.1546705995262778,False
457,CRC,0,0,5.530232877418387,442847300.334,0.5705087221157974,False
469,CRC,0,0,5.458117712560101,496541888.5543999,-0.3940995560307018,False
49,CRC,0,0,5.519587701058395,436679591.63549995,0.4281194582299547,False
491,CRC,0,0,5.514444803768706,517896010.61010003,0.359328361252781,False
5,CRC,0,1,5.580867207475978,523098965.2211001,1.247790595185569,False
53,CRC,0,0,5.441352591194757,469313823.27699995,-0.6183488506821233,False
561,CRC,0,0,5.4900911418875,535267322.4702001,0.03357518714638498,False
562,CRC,0,0,5.486274514904069,470608648.4773999,-0.01747579484955869,False
575,CRC,0,0,5.427498704264582,443728130.5423,-0.8036576417472755,False
77,CRC,0,1,5.408183010302623,484416867.71509993,-1.0620232480724354,False
1,Healthy,0,0,5.567357423855638,511690037.74209994,1.0670845101096105,False
100,Healthy,0,0,5.552649553456901,476707939.4502,0.8703528855143261,False
107,Healthy,0,0,5.422917938125453,443576413.0283999,-0.8649297049359266,False
108,Healthy,0,0,5.488887533795069,432366490.89049995,0.01747579484957057,False
113,Healthy,0,0,5.449412758059981,485493842.3078,-0.5105365244298689,False
118,Healthy,0,0,5.3783615580650705,400624677.10140014,-1.460913270042461,False
119,Healthy,0,1,5.594640447063519,594631281.5045,1.4320206520556427,False
120,Healthy,0,0,5.515669663810474,521525285.6708,0.3757120183959383,False
131,Healthy,0,1,5.441207349683626,405280318.1286,-0.6202915927425862,False
140,Healthy,0,0,5.444243994693999,401886152.7120002,-0.5796736045489219,False
141,Healthy,0,0,5.509922313841818,480001223.8373001,0.2988357973117142,False
159,Healthy,0,0,5.397901478788549,504094421.4953999,-1.1995484195116028,False
163,Healthy,0,0,5.42403141177719,484182606.0573999,-0.8500359457096294,False
170,Healthy,0,0,5.5454241694075925,395879682.6688,0.7737065659718669,False
179,Healthy,0,0,5.436829896007839,471968310.86160016,-0.678844160169495,False
18,Healthy,0,0,5.460796504621839,561641839.0575999,-0.35826818820033024,False
186,Healthy,0,0,5.512254638667047,542173725.7117003,0.3300328394063069,False
192,Healthy,0,1,5.532163225288671,471305260.32729995,0.5963289436883036,False
196,Healthy,0,0,5.460737011165209,400136830.2205,-0.3590639692385241,False
199,Healthy,0,1,5.7747807884535005,645358607.2444,3.841567449520238,True
2,Healthy,0,1,5.471662739176604,521558306.0407,-0.21292206267450617,False
205,Healthy,0,0,5.452803351062401,441119646.1896999,-0.4651841483465987,False
208,Healthy,0,1,5.362980201924236,438858161.425,-1.6666534010083267,False
21,Healthy,0,0,5.538990728190385,569686773.6944,0.687653227991126,False
210,Healthy,0,0,5.473203258154898,400057472.8428001,-0.19231616983595057,False
213,Healthy,0,0,5.438171495074004,461612597.18840003,-0.6608990085814874,False
216,Healthy,0,1,5.512119828999666,472572369.12930006,0.3282296330850617,False
237,Healthy,0,0,5.410291049907495,381001784.00529987,-1.0338262321255651,False
244,Healthy,0,0,5.521701445863409,505627270.5539001,0.45639278660425864,False
251,Healthy,0,0,5.548239842981337,439661403.3515002,0.8113688529974797,False
252,Healthy,0,1,5.479165713707569,450391988.1524,-0.11256270888930013,False
258,Healthy,0,1,5.560718953252785,488804120.4789999,0.9782887109135868,False
264,Healthy,0,1,5.388177605089724,491084189.3382999,-1.3296143922368997,False
265,Healthy,0,1,5.4481436240825705,492838034.8424,-0.527512387177914,False
271,Healthy,0,0,5.483953267808892,460483651.06450003,-0.04852466186707022,False
272,Healthy,0,0,5.538524824417435,594214836.3158,0.681421326045254,False
288,Healthy,0,0,5.540600263826224,512537312.96790016,0.7091822836530393,False
294,Healthy,0,1,5.540886570090846,448237216.9417001,0.7130118997051135,False
3,Healthy,0,0,5.424044340805685,525375168.98550004,-0.8498630077715534,False
30,Healthy,0,0,5.567563207299234,412121683.09309995,1.069837057560453,False
37,Healthy,0,0,5.477736361421888,527571888.9056001,-0.1316816424709468,False
39,Healthy,0,1,5.519098587824116,476039893.42120004,0.42157710787045,False
40,Healthy,0,1,5.456452181320499,514603179.4040001,-0.4163776056529879,False
406,Healthy,0,0,5.521493494605729,511705252.3922,0.4536112425974929,False
409,Healthy,0,0,5.4005863522536695,446163750.4638,-1.163635707180984,False
423,Healthy,0,1,5.479675618743992,487882932.0201002,-0.10574224858570895,False
43,Healthy,0,0,5.375415701869117,436195592.1715,-1.500316872300462,False
433,Healthy,0,0,5.499799978461523,449262530.50000024,0.16344002415921072,False
437,Healthy,0,0,5.518556246127621,523325927.02459997,0.4143227766760128,False
442,Healthy,0,0,5.5722158296693625,486864674.7717998,1.1320702655429244,False
45,Healthy,0,0,5.5505470977572555,546175575.2757999,0.8422305595611093,False
46,Healthy,0,0,5.478584987488049,527765780.63840014,-0.12033046924575182,False
466,Healthy,0,0,5.570869652394734,577905746.2212999,1.1140638761030444,False
475,Healthy,0,0,5.576217310200682,450730733.01819986,1.1855938379141135,False
482,Healthy,0,1,5.56537823500376,643243330.0312002,1.0406109943894686,False
483,Healthy,0,0,5.776484097391958,677184849.9841,3.8643508114595098,True
485,Healthy,0,0,5.574989109044708,636003072.1947,1.1691654902203983,False
488,Healthy,0,0,5.540056735212137,523108035.0533001,0.7019120763174777,False
489,Healthy,0,0,5.537250603285699,524824681.57899994,0.6643774178148898,False
490,Healthy,0,0,5.519459337039189,534818264.3372998,0.426402468526255,False
492,Healthy,0,1,5.557643969655833,535043947.45739996,0.9371579080011403,False
498,Healthy,0,0,5.567449125842718,508774266.57230026,1.0683111105900223,False
56,Healthy,0,0,5.480814352721501,448715240.4638,-0.09051060870149749,False
566,Healthy,0,1,5.624030844161124,432730682.2729,1.8251449053812054,False
57,Healthy,0,0,5.461665739982804,453148631.3796,-0.34664134623869347,False
577,Healthy,0,1,5.516296585376129,561641747.5013001,0.38409768503301933,False
581,Healthy,0,0,5.506248066070836,522068059.3719001,0.24968927143445888,False
586,Healthy,0,0,5.543959953864447,498912560.16390014,0.7541213034728571,False
588,Healthy,0,0,5.496329331051605,501139284.7683999,0.11701684494699896,False
59,Healthy,0,0,5.529876003488269,415291422.51989985,0.5657351970476288,False
6,Healthy,0,1,5.464166045851361,401580835.7551002,-0.31319739941492186,False
61,Healthy,0,0,5.385667371138325,440573175.64870024,-1.3631911365230969,False
63,Healthy,0,1,5.588774530953477,492004985.2534999,1.3535584971152952,False
64,Healthy,0,0,5.492327052697511,572974784.8588003,0.06348260094447229,False
65,Healthy,0,0,5.385489829536307,380415128.0845004,-1.3655659227328865,False
7,Healthy,0,0,5.534803129849915,546251461.7872999,0.6316401545590926,False
75,Healthy,0,0,5.391091319799873,433112219.0067,-1.2906407126358017,False
76,Healthy,0,0,5.617573480730908,569988582.3888999,1.7387715852615342,False
78,Healthy,0,0,5.490276480588184,500779953.98849994,0.03605426689739847,False
79,Healthy,0,0,5.3686275151018705,565179803.6333,-1.5911152662604262,False
87,Healthy,0,0,5.431608110069533,464847116.4987998,-0.7486904671521848,False
88,Healthy,0,0,5.383486453619313,410417863.9046998,-1.392362963238431,False
93,Healthy,0,0,5.547936744382361,477248659.47749996,0.8073146236513884,False
98,Healthy,0,1,5.45326082693313,374730574.2339001,-0.4590649775338431,False
10,Polyp,0,3,5.582956377612286,464555986.75710005,1.275735214211246,False
102,Polyp,0,0,5.481649457785512,557003301.5030999,-0.07934029161979361,False
106,Polyp,0,0,5.491794205773702,460166476.9578,0.056355271280854886,False
116,Polyp,0,0,5.374796743326003,438275135.1906999,-1.5085960260081477,False
123,Polyp,0,1,5.524663908339881,525369240.4357,0.4960185135109247,False
136,Polyp,0,0,5.401398377920703,460374813.95890003,-1.1527740987796535,False
137,Polyp,0,0,5.471729227896084,485297328.0018999,-0.21203271340462473,False
142,Polyp,0,1,5.524465320280359,561810733.5531,0.49336221110168094,False
149,Polyp,0,1,5.458481737800277,521272558.44730014,-0.3892303754524195,False
151,Polyp,0,0,5.44306679416466,381045833.91389996,-0.5954197708077167,False
155,Polyp,0,0,5.4371270250359505,467180766.6195001,-0.6748697794583475,False
160,Polyp,0,1,5.490798758649851,501835180.9492,0.04304022807170157,False
17,Polyp,0,0,5.559695837458576,453592565.68090004,0.9646035731684856,False
171,Polyp,0,1,5.473899888484509,507318669.87399983,-0.1829980828001461,False
172,Polyp,0,0,5.379808279807479,457205132.0374,-1.4415620036112715,False
174,Polyp,0,0,5.453993847769517,431986522.8259,-0.44926013318213975,False
175,Polyp,0,1,5.421792347587215,424259789.5858001,-0.8799855389359083,False
178,Polyp,0,0,5.3221267787081645,456193841.3140998,-2.2131064293316363,False
181,Polyp,0,0,5.393065074173766,488820632.32820034,-1.2642398881791688,False
182,Polyp,0,0,5.406309012945094,423828114.0132998,-1.0870897284423995,False
183,Polyp,0,0,5.512755908866609,425185804.0636,0.3367378006309811,False
190,Polyp,0,1,5.662926188044745,589163780.5081999,2.345406777696463,False
195,Polyp,0,0,5.517528670347002,493358666.64890003,0.40057798241040715,False
220,Polyp,0,0,5.3268373759868926,434270965.03770006,-2.15009775232168,False
221,Polyp,0,0,5.50656836402241,486634784.5257999,0.2539735583270806,False
223,Polyp,0,0,5.465539281875198,467905886.13600004,-0.294829073709142,False
227,Polyp,0,2,5.5739275372484265,552383852.7768003,1.1549659672136607,False
228,Polyp,0,2,5.582437036659013,582682750.4826002,1.268788539629117,False
229,Polyp,0,0,5.539124644177659,496129044.19610006,0.6894444804988898,False
232,Polyp,0,1,5.501479630716851,536481018.6589001,0.1859069556718945,False
238,Polyp,0,1,5.385986966157136,455846725.56209993,-1.3589162520185032,False
239,Polyp,0,0,5.483056296286687,444564507.8406002,-0.060522501118783725,False
241,Polyp,0,0,5.424577092710651,460164423.8306001,-0.8427369490744957,False
248,Polyp,0,0,5.456704667927018,374985392.08899987,-0.41300035939350616,False
255,Polyp,0,0,5.581708051691576,535764329.7336999,1.259037678827288,False
266,Polyp,0,0,5.410346094582292,487108546.87770003,-1.0330899577361035,False
267,Polyp,0,0,5.407925461275524,504353892.3871001,-1.0654682089770706,False
269,Polyp,0,1,5.549476469028899,487460240.9169,0.8279098915542634,False
29,Polyp,0,1,5.6458145213376545,605544115.1868001,2.116522112578114,False
290,Polyp,0,0,5.532960135139654,461044091.7165001,0.6069883638075743,False
303,Polyp,0,0,5.424011934160637,439212075.5954,-0.8502964771831815,False
308,Polyp,0,1,5.479315172800932,602461493.2241999,-0.11056355269259409,False
311,Polyp,0,1,5.453320067281692,541113520.8689,-0.4582725820545394,False
35,Polyp,0,0,5.390094223096411,515661118.28870004,-1.3039778205265227,False
4,Polyp,0,0,5.358396962007658,509802421.61749995,-1.7279585533011899,False
402,Polyp,0,0,5.4796732543437,539466451.3879002,-0.1057738746673996,False
413,Polyp,0,0,5.502215028703783,579074695.0064,0.19574359665192803,False
415,Polyp,0,0,5.580082517015176,506638400.89300007,1.2372946209232984,False
446,Polyp,0,0,5.556093148605031,524943546.07429993,0.9164142152360101,False
450,Polyp,0,0,5.434767016874659,501156733.45339984,-0.7064371122565001,False
47,Polyp,0,0,5.489179729159715,545032366.6506,0.02138418316328562,False
470,Polyp,0,0,5.537180449750541,503519624.3066001,0.6634390481822672,False
474,Polyp,0,0,5.510797765731659,605519631.1047999,0.310545791204385,False
479,Polyp,0,0,5.533207012841245,494860611.7381,0.610290585678835,False
48,Polyp,0,1,5.562916060655446,607497263.9992002,1.0076770925771266,False
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